{ "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", "> #### 🔗 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", "> #### 📘 [Monthly Notices of the Royal Astronomical Society (MNRAS)](https://academic.oup.com/mnras/article/533/1/525/7700722)\n", "\n", "---\n", "#### 🌌 Dataset: SuGOHI X (Jaelani et al., 2023)(J23)\n", "> #### 🔗 [Monthly Notices of the Royal Astronomical Society (MNRAS)](https://academic.oup.com/mnras/article/535/2/1625/7842018)\n", "> #### 18,660 lenses and 18,660 non-lens objects\n", "> #### Hyper Suprime-Cam (HSC) _gri_ bands\n", "> #### No validation dataset. Partitioned 95% for training and 5% for validation\n", "---" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fri Apr 25 15:15:40 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% 45C P8 26W / 390W | 18MiB / 24576MiB | 0% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", "| 1 NVIDIA GeForce RTX 3090 Off | 00000000:08:00.0 Off | N/A |\n", "| 53% 45C P8 23W / 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 3229 G /usr/lib/xorg/Xorg 4MiB |\n", "| 1 N/A N/A 3229 G /usr/lib/xorg/Xorg 4MiB |\n", "+-----------------------------------------------------------------------------------------+\n" ] } ], "source": [ "!nvidia-smi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 🔧 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 (4.49.0)\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 (0.30.2)\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) 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/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": [ "## 📚 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": [ "## 🗂️ Load training dataset (J23)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Define your data paths\n", "training_path = '/home/parlange/datasets/AnupreetaMore/training/'\n", "train_nonlenses_dir = os.path.join(training_path, 'nonlenses')\n", "train_mocklenses_dir = os.path.join(training_path, 'mocklenses')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 🗃️ 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": [ "## 🪐 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 → 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 → 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 → Blue\n", " plt.imshow(blue_channel)\n", " plt.title('Channel 3 (g) - Blue')\n", " plt.axis('off')\n", " \n", " # Visualize IRG (i → Red, r → Green, g → Blue)\n", " irg_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band → Red\n", " normalize_image(data[:, :, 1]), # r-band → Green\n", " normalize_image(data[:, :, 0]) # g-band → Blue\n", " ], axis=-1)\n", " plt.subplot(2, 2, 4)\n", " plt.imshow(irg_image)\n", " plt.title(f'IRG Visualization (i → Red, r → Green, g → 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 18660 nonlenses FITS files.\n", "Found 18660 mocklenses FITS files.\n", "\n", "--- Inspecting Nonlenses Samples ---\n", "\n", "Inspecting file 1: /home/parlange/datasets/AnupreetaMore/training/nonlenses/41210275629660288.fits\n", "\n", "=== Inspecting FITS File: 41210275629660288.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/training/nonlenses/41210275629660288.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float32 \n", "\n", "Data Shape: (3, 64, 64)\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 = 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 2: /home/parlange/datasets/AnupreetaMore/training/nonlenses/42696239824795984.fits\n", "\n", "=== Inspecting FITS File: 42696239824795984.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/training/nonlenses/42696239824795984.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float32 \n", "\n", "Data Shape: (3, 64, 64)\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 = 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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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 3: /home/parlange/datasets/AnupreetaMore/training/nonlenses/40044797599180176.fits\n", "\n", "=== Inspecting FITS File: 40044797599180176.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/training/nonlenses/40044797599180176.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float32 \n", "\n", "Data Shape: (3, 64, 64)\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 = 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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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Inspecting Mocklenses Samples ---\n", "\n", "Inspecting file 1: /home/parlange/datasets/AnupreetaMore/training/mocklenses/144908+001254.fits\n", "\n", "=== Inspecting FITS File: 144908+001254.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/training/mocklenses/144908+001254.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float32 \n", "\n", "Data Shape: (3, 64, 64)\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 = 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 2: /home/parlange/datasets/AnupreetaMore/training/mocklenses/142403+434715.fits\n", "\n", "=== Inspecting FITS File: 142403+434715.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/training/mocklenses/142403+434715.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float32 \n", "\n", "Data Shape: (3, 64, 64)\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 = 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 3: /home/parlange/datasets/AnupreetaMore/training/mocklenses/221007-005302.fits\n", "\n", "=== Inspecting FITS File: 221007-005302.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/training/mocklenses/221007-005302.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float32 \n", "\n", "Data Shape: (3, 64, 64)\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 = 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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" ] }, "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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", 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" ] }, "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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2b9++sWPHjnvtz/hyzjnnnLFr1667/C+s3x8e8pCHjDHGuPTSS8cjHvGIJf2eSy+9dGzduvXLfkNmjDGe/vSnjz/+4z/+J7Vt2bJl47Wvfe34uq/7uvErv/Ir41WvetU4++yzxxhjrFix4qh9eOaZZ97+DZN/6POf//w/qV0AAP8cuGsv3Stf+crxlre8ZbzhDW8Y3/Ed37Hk33dP7tq3ufTSS8cYYzz0oQ/9spmTTjrpTnfur/zKr/yy+Wc+85njN3/zN8fb3/72L/uDgKW67a+tOeGEE+62v8v9HeC+4O/kBu5zP/7jPz7WrVs3vv/7v39cd911d/rnX/ziF8cb3/jG/Nxly5bd6VsAv/zLvzwOHz58j9u6VM997nPHxz72sfGHf/iHd/pnO3bsGIcOHZq8Df/QYx7zmLFy5crxV3/1V0v+PZ/4xCeO+kHo5JNPHk95ylPu8L974slPfvJ43OMeN97whjeMffv2jRNOOGE8+clPHv/9v//3cc0119wp/w//dc1nPOMZ4+Mf//j4i7/4izv887e//e33qC0AAP+cuGsvzc/93M+Nn//5nx//5//5f46Xv/zl6ffek7v2bT7xiU+MTZs2jYc//OFfNrN69eo73bnv7r+189znPnc87GEPGz/90z89Pv7xj99lZqnfln76058+Nm7cOH7mZ35mHDx48E7//LZ7ebm/A9wXfJMbuM+dc8454zd+4zfGt3/7t4+HPvSh47u/+7vHeeedNw4cODA++tGPjne+853jhS98YX7uM5/5zPG2t71tbNq0aTzsYQ8bH/vYx8b73//+2/91wim98pWvHO9+97vHM5/5zPHCF75wPOYxjxm7d+8en/rUp8Zv//Zvj8suu+xu/5XEu/Ke97xn/N3f/d0Y43/9x30++clPjv/8n//zGGOMb/7mbx6PfOQjv+zvXb169Xja05423v/+94//9J/+01H/rOuvv3588pOfHD/4gz+Y2vhP8cpXvnI85znPGRdccMF4yUteMn71V391PPGJTxyPeMQjxote9KJx9tlnj+uuu2587GMfG1ddddXtffHjP/7j421ve9v4t//2346Xv/zlY926dePNb37zOPPMM8cnP/nJ+6z9AADHInfto/vd3/3d8eM//uPjgQ984HjoQx86/t//9/+9wz9/6lOfOk488cQv+/vrXfsf+uM//uPxTd/0TXf7d3JXK1asGL/7u787nv70p48nPvGJ41u/9VvHk570pLFu3bpx9dVXj3e/+93jiiuuGN/4jd941Gdt3LhxvOlNbxrf9V3fNb7qq75qPO95zxvbtm0bV1xxxXjve987nvCEJ4xf+ZVfGWOMJd/fAe4LitzA/eKbv/mbxyc/+cnxcz/3c+Nd73rXeNOb3jRWrVo1HvnIR45f+IVfGC960YvyM9/4xjeOZcuWjbe//e1j37594wlPeMJ4//vf/2X/jrh709q1a8eHPvSh8TM/8zPjne9853jrW986Nm7cOB70oAeN17zmNWPTpk35mf/zf/7P8T/+x/+4/f//zd/8zfibv/mbMcYYp5122t0WuccY43u/93vHt33bt40rr7xynH766Xeb/Z3f+Z2xatWq8dznPje385761m/91nHOOeeMn//5nx8vetGLxsMe9rDxV3/1V+M1r3nNuOCCC8b27dvHCSecMB796EePn/zJn7z995188snjgx/84HjZy142fvZnf3Ycf/zx4yUveck45ZRTxvd93/fdZ+0HADhWuWvfvduKrxdddNH4ru/6rjv98w9+8IN3W+Qeo921b/O5z31uXHjhheMNb3hDau9SPOhBDxp/+7d/O37pl35p/O7v/u74gz/4g3HgwIFx4oknjq/+6q8er371q2//j1AezXd+53eOU045Zfzsz/7s+Lmf+7mxf//+ceqpp44nPelJd/jv8yz1/g5wX1hY9Df8A/yzdPjw4fGwhz1sPPe5zx0//dM/fbfZRz/60ePJT37y+MVf/MX7qHUAADBf5a59m1e84hXjz/7sz8YnPvGJe/Wb3AAocgP8s/Zbv/Vb43/73/63ccUVV4z169ffZeZ973vfePaznz0uueSSccIJJ9zHLQQAgHlayl37Ntu3bx9nnnnmeMc73jGe8Yxn3EctBPiXQ5EbAAAAAIDZ+or7uwEAAAAAAHBPKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALO1fKnB9QsLS37oqtCApT91jP0heyBkD4dsaW/ph2UhezBk14TsnpAtfbZyouy+kF3yRP97ZZyL8lOl1cdAG8p/lbaM3YqQLe0t66go86fsPSVbxqJkp9pXyxgX5d1Ke8sYlzbsCtmyhspz14ZsWW/lLCrvVvPlPCrjfCRkS1+U86Wcy6XPphrnsgeX9h4K2an2qZ3H0H+nfeGBYRadFh5cFlOZRNtDtgxKuWiXw64MdVkg60P2+pA9LmTL4VEW0wkhuzdkxxhjS8iWDz6lL8pzyziXNpQDrKz7nSG7LmSLsj5LG8ohWj5YljaUQ//mkN0dsmW/LpfGsgd/KWQ3hWwZty+G7Kkhe1PITlVEKefWlSE7xhgPD9lyJpazoIzHxSF7SsgWV4VsKfqU876cnZeFbNlXy7kVzs7Fv7r7Ce+b3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALO1fKnBhfDQfSG7KmSPhOzqkD0Usoshuyxky08bynP3hmzpszIf9ofsVD91WfJEvwcOhmx5vz0hW96vrLny3LI+d4ds6bPS3pIte1pZG2UsdoTs4YnaUMai9Fl5bunfki3zt2RXhGzZS8p+Xdow1bgdCNkx2vos7Sjzvayjco8o47xmojYUZR2VdyvKvWdlyM72mx5bQ/amkC0TbqoL/LUh+8iQ3R6yO0L2hJC9NWQ3hGyxLmTPCNnrQ3ZzyI7RNpZrQraso6tCthzQZZzLJl/mWmnvjSFbDtFTQ7ZcKC4L2dNDtqyjz4Zs2afKRenkkC0f0q4O2dLecg6U/eGUkN0VsttCdqoPBp8L2dIPY7RiTnm/Ulgre/C/CdkLQ7bMiUeE7KUhW9ZcOTM2h2xZy5tCtpwZRzHb+z0AAAAAAChyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFvLlxo8HB66LGT3huyKkN0fsmtCttgXsuXdFkJ2ZcgeCtny05HS3iMhuzlky1jUfBm7xZBd8uIcbZzLmittKOu+zInShtK/Zb4X5bm7Q3ZVyJZ1VNpb1kVpQ8mW/brMyQMhW+bv6pAt51bZg8seVfaHMhbluWOMcTBkpxqPcu8pfVHmexnnqbJl/pR3m+puUN6tnC/HlEtC9pSQLR1dNthNIbsjZLeHbLkobQ7ZS0O29MOukD03ZMuh/4WQ3RCy5d3GGGNdyJYNoMyJk0L21pAta+70kC1ro4xHGYu1IVv6oVwozgnZPSH7FyF7YsiWftgasmV93hSyt4TstSFb5k5R5s7mkL04ZMtFtKy3E0K27H1jjPHgkC2Xuy+FbNlXy7l8dch+ZcjeHLLlA+DGidpwcshuCdmyr5b95Ch8kxsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FhYXFxeXEly3sLDkh64KDTgSsodDdumtbe3dH7IHQ3ZJg/D3yk8mVkz03NIPK0O29EMZtz0hO0bri9UhW97v0ETPLdkNIbs3ZMvYFWWPKG0oz10esmUdlXE7MNFzl03UhvLcMhbluUVZm2U+lD4rzy3KmbEvZOuan6qPy/wp1obs7pAt67OctVOdL+VOV9pQ5uVU5+HupV2X7xMLJ4VbbpkY54XszSF7XchuDNnjQvbakC0LelPIlim0c6LsmSH7yYmeW5XD8StD9iMhuyVkTwzZG0L2hImeW7L/NmRvDdlbQrYcNOXwKJfy0oY1IfvFkC0XmpNCtlxSpuqzU0O2zJ1SnCn7Trnk7gjZcr7cGLJnhOwYbX+/OGRLH5cPHbtCtvRxGeepLvvlflKyZT8p41buXuH+t/jJu+803+QGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYreVTPHR/yB4O2TUhuy9kD4bsspBdDNkVIVt+MlH6tygTp/Rvee6hkF0VsmOMsRCyZb6XOTzV2JXn7gnZMnalz8p8L+M21brfG7JFebdiZciWuVPmw5GJsmUPnuQwjG0oY1zG7UDIlrOz9Fmdv+VMLPNyqvlT1n1pb9n/ShvK2JX2lr1y7UTPneoOekw5NWQvDdnSeWUTWh+yt4RsmchbQnZ1yO4M2ak+GFwZshtD9vSQLZequvDKJf7jIbs1ZE8I2XJ5LodumWvnhWw5PK4J2TKHy5orc63MnZtCtihtKPvqhpC9IWRLex8YspeFbJlnZV/9UsieFLLnhOxlIXtdyJZ9dUfIjtEuYVeEbBm7h4XsVPOnfIgo95PjQvbakL0+ZMt+Xe5Tm0L2XryU+yY3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbC1fanBleOiRkD080XNL9lDIbpyoDctCdjFkV4Ts/omeW/q3PLf0b1XGY1XI7g3Z8hOo0t6DIVvW55I3k6i824GQ3R2yZYzLuJXsQsgWZU6W9VnebV/IrgnZsleWdTHVT4fLc8v+V+ZOWUNF3a/L2E3VF+tCds9EbSjK+izjPNX9pKy50mdTZY8ppaMfGrKXh+zakC2bW9nkp7p4TLUR7gzZk0L28SFbNszSv6XP6oGwK2RLm8vlrnxIKherbSH7xZA9PWQvDdmycT86ZMv8+XzIlg8yZ4ds2f/KZeLKkL0mZB8WsteF7I0he07IXh+yfxuyJ4dsufzcErJl/zs3ZMs+WX02ZMtcK3O4rOVSuFwdsmXd3xyy14bsqSFb7opXhGy5p5WLdpkPR+Gb3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALO1fKnB/VM8dIyxKmSPhOzqkD0QsuWnAstC9lDILoTswZAtDofsmpAtY1zGovTZGGPsDtmV8dlLVfqivF+Zl6UNZU6U+V7aW+baYsiW/i19VvbV40J2T8iW/i3Ku60N2dK/e0O2nEVl/pbsipAtc7LM9fUhW96tjFtVnl36uLxfufeUvbIo41zW/VRnxlR7ZWlvvRscM/aFbJn0DwrZz4VsuZTfFLInhuz2kC2LtIzFaSFbJmfph8+GbOmzB4ds2TDHGOOGkN0asmXsSh+XC0Xp4y0huyNky4eeM0L20pC9OWTLnnZ6yJaCwEUhWw6wbSFbPgj/VciWDxwbQvaakC0eGLJlzZdLYPnAUfq3zLOyNuuHvzIvrwvZU0O2zJ/yQbjsJ+Xien3IlvNlZ8iWufbQkC1jUT5YbgrZo/BNbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlaWFxcXFxKcOPCwpIfejg04EjIrg/ZgxNlV4Xskjr27x0I2dK/5acYJbv02dCyxcqQLX02Rhu78n6HQnZ5yJax2xuyG0K29Nn+kC39UMaizomlWjbRc0ufTbVP7QnZNSFbxqKs+7K3l7OotLfMyTIWpR/Kmp+qDXW9lXVfnr0iZEu/lflT1mfph90TPXeqcS575VR7e5nvu5Z2Xb5PLPz70CPbw4PLJNoWsreGbFlM5fKzLmTLhCsHzY0TPXf1RNmymMrGVjbiMdrluYzdqSF7dciWdVQuS9eE7BkhW9ZG2U82hmxRtuKpLgjlUl4+TO0K2X0hWw7ym0O2ruWlKnOnXGg+F7KbQ7bMyZMmem5Zm/U6U/aIMtfKHC7735aQPS1kvxCyx4fsppAte0QZi7UhW/aIL4ZsOLcW/+LuJ7FvcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMzW8qUG94WHrrkHDVmK/SG7ImSPTJQ9HLKrQvZgyC55gEd7t8WQLf1w6Bhowxit38pPipaFbBmPhZBdF7Kl30q29EMZ57I2VodsGYvybqXPSj9MtaeVdytruTx3T8iWtVnaW/qstOFYOAfKXlLerbRhjOnOggMhW/aIckcqfVHuPeXutTJky5or82eqcZtyXh4zrgvZ3SFbDqWLQnZryK4N2StDdlvIlsVUNu4HhezfhexUi/+SkD01ZMsGP0ZbqOXZXwzZclEpm9AtIXtcyJYDbKoP2Nsnem5Zc3tDdn3I7grZW0N2U8iWw7k8t4zFNSFbDv2SPS9ky3q7IWRPDNkbQ3aqtVn2hzHavlrm+wkhW/bVLSFb5kS5y5Tnlv2kfAgte+UZIVvae0rIbgjZo/BNbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlavtTgYnjokZCdqsq+LGRLew+FbHm3hZBdGbKHQ3ZPyJb+LVaHbBmLkh2jzYk1IbvkBTfGOBCyu0N2VciWOVzebV/IlvlexqL0b8mWNpR1X9bGwZAtY1zmzt6QLf1Q9p6y/5V+KG2Y6uwsfVaU9pb+re0t41H296n6razPqZR3K3twUfbrsk+V86WY7Tc9SkeXyXlTyG4M2WtDtizos0J2fcheFLIbQvbBIXtuyJZxKxeaoizSclEaY4z9IVs2lpJdG7KbQrb0W/mgdl3IHh+y5aJyZsjeErKbQ/bmidqwM2Sn+uC+OWTLBaG0oYzx1SFbPth+OGQfHrJlb/9kyG4N2RNCtnw4uSxkx2j733Ehuz1ky4Xt+pAt+1+5T5W9suwRZe8pc+IjIbsuZE8J2ctC9ihme78HAAAAAABFbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZrYXFxcXEpwQ0LC0t+6JIe+PeWhezykN0bsqW9K0K2tPdwyO4J2VUTZUv/FmtCtozbvtiOMi/LnFj6KmrvV+bEVGvuYMiuDNnSZ+WndodC9shEz10fskUZi/JuZdxKP5S5vj9ky7utC9myhspeWeZvebeyhooyxvUn6mWulfle2lzOxHKGlzOjzLXSD2VvL+tzqjYUZW2U/r15adfl+8TCQ8KqfmB48KUhWxZI2WB3hGw5EDaEbNmwShvKBnRSyJZL4PUhuzVkS5/dFLJjjLElZMsHiQMhuztkzwzZckm4KmRXh2w5lMpzyyZfNu6pLlY3h+ypIbsjZKfae8pYlPW2M2TLuJVLYMmWQ//KkC1rqJzJF4Vs6YfjQnaM6QoN5dJ4fMjeELJlbdwasjeG7Akhe3rIXhuyF4bsvw/Zct5/cenRxavv/k7um9wAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACztbC4uLi4lOC6hYUlP3R1aMDBkD0QsstDdkkd8PfKTwWW3mNj7J/ouctC9lDIHgnZNSF7OGTLPNsbsmOMsT5kd8RnL9Wx0G9lXk5lZciWPaKYaj8p+1/ph7I+y7uV/i17z4qQLXO9ZEuflXcryh5c5lnJlvlQ1D247H/lTCzZsj6L0oZVE7Wh7O1lbZR3K/epsv/VubZUe5Z2Xb5PLDw69HQZlB0hWy4TJ4bs7pAtl7UrQnZbyJaNu/TZ1SG7OWTLfHhAyH42ZG8J2THGOD1kd4bs8SH7uZAt86fM9y0TZW8O2TJ/yhzeGrIPC9lymbg4ZG+aqA1TXZ6vC9myTx0XslMVMMqaL88tF+IyxkUZt6K2d0/ITjWHyzhvCNkbQvackC33nrL3lAtxOWvLnnZayG4P2TBui39z93dy3+QGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYreVLDa4KDz0csgdDdiFkl4XsmpC9OWTLTxBKe0v/HgrZ0t51IXskZMu77Q/Z+tOc0o61E7VjcaLnljV3IGTLHC5reao9ovRvmcMluzJkV4Ts3pAtc730b5mTZZ6VfihKP5S5M9WeVvbgMhZ7Qras+XKHGGO68Shrrsz3Mi+nuiOVfihjV95td8iuD9mp9qnSD8eUchk9PWTLhXjJnyDGGFeGbNncdobs6pDdMNFzvxCym0O2LP4dIVsOhNKGc0N2jHbRLodN2bA2h2w5aMo62hay5SK4PWTL+jwzZDeG7KdC9qaQfXzIXhey5ZL74JAtH/IfGLJXhGzZg8sl9/iQfUDIXhayZd+5JWT3hezmkC1n0fUhO0aba6Xfyp5WPmCXs+sRIXtryH46ZG8I2a0hW+5/5cNiOV/OCNnyoecofJMbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgtpYvNbg/PHQhZFeF7OGQLe0tz11yh40xjkyULX22YqI2lD4r82Gq7KGQHWOMAyG7LGQPTpQtc2Kq9Vl+YlbaUNbyypAtc7jMh7JHlLkz1ZxcnOi5ZT8pfVbaW9Z9mb9Trc2SnepMLmuo9EMZ4ymVOVHm8J6QXRuyU7W37H/luatDtrxbmWtlLde7wTFjd8jeErLloNkQsqeH7K6QPSlky2DfFLKbQnZHyJ4YsmWBlLH4eMg+NmTLhjlG67eitKO83ydDthwI5TDfF7LrQra09/iQvTFkSz+cFbLl8Cj7X1nL5cC9MGSvCNnSv+VyV/psc8iWvX1nyJazqKyLsgeXQs6XQraM8RhjbAnZHSF7fcieHLLlA9UlIVs+hO4N2dNCdk3IXh6y5S5T7orbQ7bc6Y7CN7kBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABma/lSg6UaPlXl/PBEzz0QsqtCdkXIHgnZ/SF7MGRXh2wZizIfSp+VcZvSoZAt71f6uMyf0oZlIbsnZNeF7JqQLXOivFvp3zIfSnsXQnbJG/to86y0oTx3Y8gWpQ1lPpR+KPOh7JVljPeFbHm3kl0ZsmO0fptqDy7PXQzZMh5lXk5191ofsreGbGlvOQfKfr0rZI8pZdMsB82GkN0bsseFbFmkZWMpG1aZ9NtDtvTDp0P2zJDdEbKnh+wVIVvmzhhjPDBkvxSyp4RsmZfnhOznQrYoG2xZ9+WD8O6QLevz5JDdGbJXh2zZg3eEbFkbW0O2KJfn60P2qpC9JWTLfl3mWbnYHR+yZS8p+1nps0eG7BhjXBeyZ4fsZ0J2U8j+XcieFbJTFQ+mKuRcE7LlQ0/5EFrci5dy3+QGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYrYXFxcXFpQTXLCws+aErQgP2h+zykF0WskvqgHvgUMiWflgfskdCdukj3PqsZMsYFwdjvvz0pzx7VWzHUk3Vx3tDdmXIlnm5OmTLOirz/XDIlrlT9qnS3tK/Zb8ubdg90XNLe8vaLPO3rIvS3jJuU/2Eeqq9r56zZZ8qbT4WzrmpslPtaWWfKvee8tySPRCy5Xy5eWnX5fvEwiPDaJ8dHnxTyJbBLhPu2pDdErK3hGyZcBtCdl3I3hqyZYxvDNl9IVv6ofTvGGNcFbJlmZ4TsrtCdqq1UebwtpAt71YuS+VQKgf5zpAtY3FcyE7V3hNC9oaQLR+QHh6y5UJczpeyR1wZsptCtlwmSraMcRm3UmS4PmTHGGNNyE51aTw9ZMvZVbLl3Uofl7293HvKOTDVu5Vz4OSlRxfff/eHvW9yAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzNbypQZXh4cuhOyRY+C5JVt+KrAmZIvFkC19dmii5y55ksXnlvaWMR5jjBUxP4XS5tIXZQ6vmii7J2RvDdm1IVv6d1nIFvtDtozbypA9HLIHQ7bsU1PtlWVdlPaW/i3jVrLl3cp+NtU5UPq3tqOs+90hW/aIqe5IU41zyZb9uqzl0g9T3Tn2hewx5eSQ/WzIloN8fchuDNly4K4L2U0hWyb9lSFbNootIfv5kC0L5PiQvTlkHxqyY7SLyoGQvTFkS19cHbJbQ/b6kN0VsseFbFkb5dJYDvLy3HJhK2ujHHZlbdwQsuXd9obsJSFbLkqlvdeGbDkPSxvKB9CpPlSWc6tc7Mr5Mkbb08pF+4SQvTxky35dxqNcyst9anPIlv2vjHPZ20+c6LnbQ/YofJMbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYreVLDe4LDz18DxqyFKtCtlTvD4bswkTZojx3WciWPjsSslP1Q3m3xfjski99UZTxKNmyPksf3xKy60J2KodCdskb5Wj71FRzpyj734GQLX22M2TXhGyZv+XdVoTsVGtzZcgeC2dRbUMZu/0hW/aeXSFbzoyyNooyf0obSp+VsShWh+xU6/6YcmXIbgrZE0P2opC9LmS3hOw1IVs2zQ0he0bIlg9TRZn05ZKyNWRvDtnLQ3aMtgndFLJlrl0fsmU8bg3ZshGWsdsdsmXTLGtuqsN5T8huD9mTQ7bMhzLGZT8pH3ouDdlyKT8zZE8K2TJ/Sz+UcStnZzmTy7uVD3R7Q3aMMY4P2TInyhzeHLJl7K4N2QeH7OdD9tSQvSJkd4Rs+SBTztmyt5f9+ih8kxsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2li81eCA8dFXIHg7ZxZDdH7JrQnbJHRbbsBCyh0L2YMgWKyd67r6QXReye2I7yjiXdpT3K/N9RciWOVF+CjbVui9tKGuuzOFlITvVu5X5UPaTMnem6oe1Ibs3ZEs/TLWnlf267Dulf8tzy5w8MtFzq/Lssv9NNd/LfWp1yJZ+KGujjHOZa+XMKH1W9sqp1v3kymFXJueOkC2HRxnsMonKxCgLZGPI1gvmUt0SsuWDTJn0N4ZsWXhlTo7RNqFNIbsrZG8N2RNCthw0m0N2d8heHbLlwlbG4qaQLWt5c8gWZdzKB8XjQvbSiZ774JC9ImSnWsdlrpf9uuyrZS8p87e0t5yHZR2P0c6N8kGtFEbKHC59/PCQvSRky7wsd46yPsu5VT6wljtdWfdnhOxR+CY3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbC1fanBjeOjhkD0YsqUivzZk94fsipBdcueOMY5MlF0M2fJuJbs7ZFeFbOmHMh/GaGNX5ntR5vuhkF0WsmU89oVs6bPS3jJuRWnv6onaUJR9dar5UNqwELIrQ3ZdyJZ9qrShzJ09ITvVT6jLvlrWW21vmT/lnCvZMi+nWkcluzdky7tN1Q8HQrbYELLl3DqmlIV6bsheE7I7Q/bUkL0kZE8J2dLevw3Zk0K2HB5lgWwN2XLQTLURl0trfXb5gHJdyG4J2W0hW8ajzOHSZyeG7I6Q3Ryy5RJ2S8iWi+CDQ3Z7yJY94tqQPT1ky4Xt5pAtB+5xIXtVyJZ9dU3IlgtN2St3hWxZF+VCUz+sXhyyZc2VfXWqvbLM4TJ/HhKy5bwv978yf8r6LHtE6bN7sZDjm9wAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACztXypwSPhoSW7JmQPhuyhkF1yJ4wxdodssSJkS/8WU/XvqpDdG7IbQnZ/yI4xxp6QXQjZ1SFb+mJZyJafbB2Y6LllDpd3K3N4qp/w7ZyoDWWfKvvJvpAt7Z1qDy7rraz70mdTrYvyblNlpxrjwyE7xhgrJ3z2Uk21p5V+m2p9TnVmlLGYat2Xe9psv+lRLlaXhmwZlHLY3RiyJ0703HIBe2DIlkW6PWRvDtmTQnZ9yJa5szVkywV+jPZh8bKJ2nFtyO4K2fJuZSMs73ZNyJb2lj4rB+NxIVs+TJU1d91EbagfWJeq7BGbQ/am2I6l2hKyZV2Us7NcJkobytl5TsiWi2iZk2O0wshlIVvG+fSQ3RSyt4RsGecyHuXyvC1k14bsaSFbzoEvhmxZn0cx2/s9AAAAAAAocgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBby5caPBgeujJk94fsspAtVoVs+alA6bMDIbsiZItDIbvkiTPG2B2yZe6U/i3vVpW+KG0u83IxZBdC9kjIFmsmeu5U9oZsWZ9l7pS9p8yHsubKPlXGuJwDe0K29G9pbxmLcm6tC9myrx4Le/vakB2j7ZXl2WUOT3Xel/VZ5k95t3IOlPlT2lv6oYxF2YOnvBtM6vSQvTlkywawOmSvCtkHhGy5pJRFemvIln54RMheEbKbQvbSkN0WsuUAKxvQGG0DKO0om9BZIXt5yF4dsqeGbJkTZQ6X/r0kZM+eqA07Q7ZcBMta/mzIlkOpXJ43hGy5VJW98tqQLXN9qktg+cBRLj+3hOzmkC1jXObOGGNsDdmyr5Z1Xy53U637sj7L/aT0776QLXO4rOVyJp8RsodD9ih8kxsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2li81uDo89GDIHgrZNSG7P2T3TtSGovy0ofRZsXKiNiwL2dIPR0J2VciOMcaeidpxOGTLXDsQskte9GOMxYmeW+ZPmROlDUVpw0LIlv4t86y0oSh7RGlv2a+PhTVU+re0t/RZ2VfLuihtWDHRc8doa6Ps12U8yvuV55Z1VMa5ZEv/lncrzy3ZMhZlP5nqPjW5Wyd6bumQ9SH76JD9YsgeF7JlEyr9e33I7g7ZskDKc8uFuCz+W0J2Y8iOMcYlIbs1ZMv7lYO0XCgeG7JrQ/ZLIXtWyJY+2xWyZc2VS3kZiytCthy4W0J2qg+gO0K2FEZOCtmyT031wfbGkC0FrTInzwjZm0O2nEVlnxyjzeGyT5UzvFzuShvKmivzvewn5fzcFLJlvy7rfmfIlg8992IBwze5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZmv5UoP7w0MPhezKkJ1KacPhkF1y544xFkK2OBKyZYwXQ3bdMdCG+tOc0m9lTpS5tjdkV4TsrpBdFbLLJsqWcS7rqOxTq0O2tLfsEeW5ZR2tmagNZV1sDNkyd/aF7FTvVvaSki1rs8z1qX7yXcZtjOnO2rUheyBkyx5c+niqvfJgyE61/5U+K+0t6rw8ZpSGl82iTPpy4F4SsseHbJlwXwjZh4fs9pAtF+KijMWGkL02ZLeEbLmI1naUtXFryJ4WsseFbBmPctidErKXhezOkC1ruXxAKvO9fJgqF4QHhewnQ7ZciNeH7C0hWy5gpQ3lLLopZMt+silkN4dsWZt/E7Jlf5hqLMYYY2vIXh6yF4Vs6eOiXEbLB+xyeS5uDtnzQnZ3yJZzYFvI3osFUd/kBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmK3lSw2uDA9dEbL7QnbvRG1YFrJFaW/p3/0hW96t9NmSJ84Y40DIHgrZDSFb5tkYbTwWQ/ZIyJaxK/22ELLlp2B7QnbVRG0ofVbGrbS3zPcyL9eFbGnvwZA9HLJl3MqcLG2Yaj6UNpR9tSh7ScmuDtmpxq0+u5xHZc2VOVGUvih7+1R7WlnLZa6VM6O0oWSnWp+TuzhkHxqyG2tDlqhsLGWB3BSyp03UhrKYbg7ZNSE71aZSLtqbQnZnyI4xxsND9pKQfVTIXhmym0O2XBqvD9mpLphbQras++LEkF0bsuXDX/mQ/5iQvSZkS0Gg7H/lYJzqQ/CNIVsujLeGbFmb5ew8OWTLu5W5Xs6iMdq5UdZ92dsvDdntIXtOyG4N2TJ2V4XsVPe0UhCYqni66957lG9yAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzNbC4uLi4lKC6xYWlvzQJT3w760I2aW3YIzDE2WXheyhiZ5bfjJR2lDGovTZgZBdPVEbyruNMV0fl7VR5nt5bplry0O2jEd57oaQLXOt9G/ps/0hW97tYMgWpc+K0g9l/pZ5NtU6Lqbap8r83ReyZQ+e6oybUllHZf6UPa30W2lDmT+lH8oesSpkpzrjpsreurTr8n1i4dmh9z4THrwtZNeG7BdDtkyM40O2TPqVIXtTyJ4ZssV1ITvVYbcuZMsFYYx2kJY5sSNky3wvm/GakL05ZMscPiVkyzoq/VDm8DkhWy7at0yUXR+y5dDfHbIXhWxZn1tCdnvIlrmzKWSLvSFb1mbps/Jue0K2XsrLs8v8KftJuWiXNZcugiF7JGTLuVX2vytCtuwn5bJfxiLs14v/8+4Hzje5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZmv5FA9dFrIHQ3ZNyB4K2SMhW95tfciW9i6G7LqQLWNR+mx1yC5MlC19Vp99OGRXhOxU47x7ojaUdysbz/6QLT+1WxmyxcaQLWuj7D0HQraMRdmnVk303KnWfenfqc6XorShvNtUe3tpbzXVHlH2tHIOTJU9FtZGPWunaEPpsynn5aQuDtmyUMti2huyx4dsGcBbQvaskL0+ZLeGbFmk5VJeDv3yYWpfyF4XsieH7BhtA/hSyJY+PjVkyzo6LmTLxarMiTIvN4Vsae8NIbshZMu8PCFkHxqyZa/8eMieGLJnhOy1IVvmbymMlMvajpAtY1H2ndNC9uaQLZeqqc7OMdqHxZLdGbLlA0rZe04K2dLHpb1lDy73v1IgKvtqOTvvp69U+yY3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbC1fanBVeOiRe9CQpdgZsmtCdjFkD4XsvonasCxkD4Ts4ZBdEbJlPpT+LXOyKu1YmKgNS16cY4xbQ7aMXXm30mdlTmwM2ZUhW5S5VrJlLW8I2bL37A/Zg8dAdnfIln21rIvy0+Hy3KnOotLesjZ3hWyZ6zVf+q0ofVz267KvlrHbG7JlXpY9eE/IFmUsynxYVxtyrCgNLwdCuTTeErKnhmy50JRD/4qQPS5ky+X58pB9ZMiWzbhsQGVjKwd5/YpVORDKpaaso7IJXRqyW0J2e8iW9pZNvrRhdch+dciW9VmyW0O27JVlbfzrkC17ZRm3c0N2qg8R14VsWUNl3IodIVs+0K0P2S+FbO2HsmeXNpdz7uqQLftfKTCWuVbaUPpsbciW+0nZT0qx46qQfUjIHoVvcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMzW8qUGD4aHlsr54ZBdcmPHGEdCtrzbsomypQ3l3abKrgjZqebDvpBdFbJjtLEr83JvyJY+XhmyZa6VNpR+KONRxrn0Q5nva0N29UTPLTaH7M6JsmWulzm5ELJlnu0O2bI/lDlZ5nppQ5nrhyZqQ3luVdbRYsiWfitn11T3nk0hW/qhrOV1Ez23KO825bycVNmwptoAzg3ZS0O2LOiyyZd+uC5kjwvZ/SH75yH7wJD9UsieHLK3hGzphzHaB4lHheyukL01ZLeF7NUhuzlkyx5RsmW+l34oF8z1IXtmyJZ3uzxky/osc7LsU6V/y1oul5RyaSz9sGOiNpTzZUvIlg/XN4fsaSFblTlR7hEXhuyDQrZ8sFwTsuWD2jUhW+5T5Y5U9vayls8K2c0he0PIHoVvcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMzW8qUGD4eHLoZsqbIvubFjjP0hu2yiNhwK2al+2lDGYlXIlnc7ErKrJ2pDVZ5d+nhNyB4I2dLelSE71XiU7NqQLXN4IWRLP2wM2eMnasPekC19VvbK0r8HQ7acRUXph9Leso5L/5Y2lOeW/bqM8fqQHWOM3SFbzvvS5qn6rdwjynPLul8RsutCtrxbyRZlzc3WcSF7XcieELJfDNmymMrin+qSWzespTo9ZG8K2RtC9uSQ3RGy54TstSFbbQrZz4bsKSG7I2S3hOyukC0fLM8N2aIcNA8J2XIolbVc9qkyz8oFfl/I3hiyZT7sDNlyFpVxOzFkyzy7NWTLGVfaW+ZZ+RBcxu2qkB2jFTDKnCjrc0/Ilg/Y5bllDj82ZMsZXu495UNPKWCUdVTG+EshexS+yQ0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBby5caXAwPXRayB0J2RchOVb0vzy3vdihkV4Zs6bMyxqUfFkK29EOZZ+XdxmhtLo6EbOnj0hfluXuPgTaU+V6UMV4dsieH7Jkhe1zI7gjZK0K27Gl7QrbsU2VOHg7ZJR+GY4z9Ez23vFtZF1O921Rn/RhtzZVzo8yJskeUPp5qXk517ynrc6ps6YcyH8qaO6ZsD9kHhOw1IXtuyJbBvjxky6WqKIu/bG47QnZXyG4J2X0h+8CQvTJkvxSyY4yxKWTXhGwZ52tDdkPIlg1rfciWPtsZsuWScM5EbSjP3R2y5eJR5lnZ/8pl/9SQLeu+7KvlIljOreND9mDIlv36YSF7SsiWvXJHyJb+PTFkx2iFlDJ/yn6yMWSvD9my7stFu4xHuU+VPW1ryJZ7xI0TtaGMxVH4JjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsLV9qcCE89EDILgvZojz3YMiWfihtKNnDIVvGYmXITmUxZA+F7JIn+t8r43wkZMvYlTlRflpV+q3MidLHq0O2vNuaidqwOWTPDtmvCtktIfu5kN0esqXPVoRsUcZ4Z8iWvafMyanOuGJfyK4L2b0hW/adMdp+Usaj7NclW8a5nC/lflLaUPb2spZLtvTD2pAtc+fmkD2mnBGy14ZsmXB7QrZsQmVBl4lcFvRNIXtjyJ4Sspsmyu4K2ctCtoxbmb9jtIvKX4fsA0N2d8iWuVb6rWT3h+ypIbstZMuH0GtCtlxGHxCyp4XsWSF7S8heGLIPDtmLQracA2VPWx+yfxGy5QNSuSitCtkbQrbsDxtCtlyqrgrZMcY4L2TL3rMxZMseXNpQPqCUNVfWfblPlTVXLuVlvpdxK/e0E0L2KHyTGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLaWLzVYquErQ/ZQyO4P2WUhe2SiNiy5c8cYCyFb3q08t2QPhmxR3q2MRVXm5VTjcXii7FR9XN5tXciW9VnGbVXIbgrZ40P2YSF7SsjuDNnLQ/ZLIbsmZMvcKWNc2nAgZEt7d4Xs2pAtY1zae2vILk7UhjHaOE+1X5d7T2lD6YuyT5XnlvtJGecVE2XLvXJfyM72mx5lod4QsqXzNods2WCvDtmTQ3aqDassptK/5dBfHbLXhOzGkC39Ww7GMcY4LmTLxerSkC0H9GkhWy7a5fJ8QsiWsbtlojZsDtnSD9tD9qEhW/qstPdBIVsugjtC9sEhW/aTPw/Zsq9eFrJlHZe5Xsa4vFs5668K2a0hO8Z0fXFSyJYPoaeHbDmP/jZkzwjZct6XO93ZIfuvQrbMtRtDthRcjmK293sAAAAAAFDkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLaWLzW4EB56MGRLlX1ZyJb2rg7ZfSF7IGSLNSF7KGRLnx0O2al+krLkyTvau9Vnlz4uc7hkV4Rs6Yvy3CMhuzdk14dsGYvS3rKnlT1iR8gWpR8Wj4E2lDHeE7K7Q7asi5It67jMs6n2vzIfyjlQ9pIxWptLXxTl7JpqPynKXaaMXVlzK0O2rI2dEz13qrkzuTKAZ4fsrSG7IWSvCdmHhOznQvbMkN0UsmXxlwvClSG7OWQfH7J/FrJl8Z8YsmO0A2F7yJY23xCy5QJU5uVlIXtRyD4gZE8O2bLuzw3ZclF5UMgeH7Jl7twUsmXuXBayp4ds2XuuD9myt5fnlsJIudhdFrIbQ7bMnfJuDwzZLSE7RlvL14XsaSE71Zwoe1r5MHN1yJYPrGUdlf3kIyFb1tE5IXtJyB6Fb3IDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADM1vKlBks1/NAUDRhjLITsYsguC9mNIXswZPeF7IGQnarPVk303NIPq0O2jMUYbQ6vCNmyjkq2vN+mkC1zrYxz6d8jIVvme3m33SF7fch+MmTXh+y1Ibs3ZA+HbFkXx8I8K889Fs6tlRM9t6y3cnaWfhij9XEZ5zKHi/J+5d1Kdqq9ssyfW0O2jFvZI9ZO1IZjSrkslQ45PmT3h+yWkC3vdkbIXhqyZ4bsqSF7TciWS+CakL0qZB8YsuXiUTa2MdocLvOyXJ5PDNltIVsOpdNDdkPIlsN8qgt8GbeyPstl6Qshe07Inhyyl4dsKUrsCdnywaB8OLkkZDeHbFlvF4ds2dvLuXVTyJbL2rqQLR/SxphuTpQ9+KEhuyNkrwvZcucoZ3jZ/0qhoex/5Qwvyjmw8977Y32TGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLaWLzV4IDx0ZcguhOyhkF0M2SMhW/phf8iuDtnSZ4dDtvzEo/RDUdpQ+ndZbEeZw0teRKONXZmXJbs7ZEu/rQjZdSFb1n3Jljl8a8heOVEb1ods6YcdIbsqZMu6ODhRG8o63huyRRmLsv+V9TbVOVv2naqc4WUdleeWPi57ZTmXp1obU51bZf7cErJF6bPybseUsmFdGrJlE1obsuXQL9mymM4K2bJAbgrZskD2TPTcskDKWJTNtR64Ux145f3WhOy1IXt2yJY5sStkT5qoDWUsyhiX/i0HY9n/ygeDS0L25JAth2i5ED88ZK8I2bJX7gzZ4oSJnvvJkD0tZEuBaMo9uMyfsjbK2VXGrrRhY8iW+V7uSOV8uTFkbwjZM0N2Q8heF7KbQvYofJMbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgtpYvNbgQHno4ZI+EbGnDsonacChkV4fsVD9tWBeye0O2tHdlyJaxKPNsf8iO0dq8GJ+9VCtCtvRbeW55t9JnZTzKXCtzuOwnpQ1L3lRHG7c1IVvWRtnTSv/ePFEbSp+Vc2BtyJb2luceCNnSD2Udl+eWdVHW2xhtDpc1N9VaLmNXlHtEme/7QracGWVtlOcWZYzLfD+mHB+y20O2TORyIKwK2XJ4FGVT2Ryyt4RsORCKm0L2jJCdavGXPhtjjBNCdlfIXhGyJ4bsySE71aF7MGQvC9nywXJDyG4K2WtDtsy1M0N2T8ieFrJlDz4uZC8J2QtDtuxp5YNimb9fCtlTQ/bTIfv1IfvFkC3n4caQvTpkx2hr45qQ3RKyu0O2nBnl/CyX53Lv2RayxSkh+8mQ3RyyDw7ZG0L2KHyTGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLaWLzV4ODx0WciW5xZLfrHYhoWQXRWy+0K2tHeqn2KU/j0YskdCtsyzzSE7xnTjsTpkF0O2zLWSLcraKONcHAjZFSFb5sN1IVvmTllHZZ6VtXxDyN4asuXdbgnZMsb7Q7aszTLX14Rsmeu7QnZ9yJY1X8/6Mi/LOVfacWii5xalH/aGbHm3Mt+PhbtXUfb2Y8plIXtqyJaNuwz2ppC9OWSL0oYbQ7ZMojIWG0K2bIKlvWXhlWw5lMZoB17piwdP9Nxid8iWS01ZR1eF7LkhWy6jl4dsmcNrQ3aqQ7+M2/aQvSlkywWz7D1Ttbe0obzbjpA9I2QvDdnSZ+VDT/mAX95tjDGuCdlSoCnPLR9QNoZs6Yuyr5Y5XPaeC0O27JVnhuyOkP1MyB4fskfhm9wAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACztXypwfXhoftDdlnILoRsqd4fmui5R0K29EN57q6QXR2yZSyWPMnGGAdDtozb3pCtFkO2vN/K2pAJ2lD6eFXIlj4r+0l5bllHB0K29EPp36K0ofRv6bMyzw6HbHm3sv+VfWpFyJa5U9pbzqKSLW04LmTrXC/tKHtl2SNKv5X5U+ZwmT/lnFsXsmV9ljaUsSj3k1snasMx5UEhe3PIlsvdtpDdEbJlwm0K2dIPZYGUD0hXh+wDQnZNyJ4YsmUjLm0oG9sYY1wTshtCtnz4uixky+FYxnlnyJZL2KNDthx2Ux3kZd2XMb44ZMs+9bmQvSpkTw3Zctkve2XZ0zaH7KdDtpxFZdx2h2yZv2WvLO29KWQ/E7JjtHV0SsiWy92WkP1CyF4Xsg8M2bIH3xiy5cPJvpAta3lHyJ4RsjeE7FH4JjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsLV9q8EB46MGQXRGyiyG7ELJFee6ukF0ZsksetDHG2pA9HLJljIvyU5eSPRLbUeb7cSG7L2RLm0t7yzoqc213yNbxWKqpfmp3KGTLWJQ1tyxkbwrZ0mdl7pS5XvpsVciuC9myX+8N2dLeMhZl7pRztpxxZR2X+TvGGOtDtqzPsqeVPi79VtZRWRtlnPeEbLmfTHW+lH6YaiyOKeUSVi4p14fs6pDdGbJlcpbBLm0oE2NTyJZNpfTDmpD9YsiWDxHbQrYcuGO0fisb1nUhe0rInh6yXwrZMh5bQvbGkD0xZMs+Vcai7FNl/yuH6FUhW/qh7GlXhGzZI24N2bKvXh2yjw3Z7SFb5lnZS8raLP1QzoEHhWw5t8Zobd4YsuX9Lg3ZzSFbPnx9PmTLflLaUC7E5Ry4NmS3hmwpEN2Ll3Lf5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJit5UsNLgsPXRGypcq+5MaOMfaH7JGQLe0tfXZ4ouyhkC3vVvpsYaJsaW/9aU5px1R9UcauWB+yB0J2qvlT1lHZI8o6KkqflTYshuxU87e0oTz3YMiWeVbWUDm3yjwrbVgZssWekC3jVqyK+dLHZV6WuVb2nrLu94XsmpCd6n4y1T2ijFtpw7qQneocmFxp+K6QLZvQ9SG7MWSnOmjKJrR6omw5aC4N2TND9oSQLWNxRchWpR3bQ/aGkC2bW5lreyfKlvZuCtmLQ/ackF0bsp8L2TIWZZ/aHbLHhezfhWw57K4L2dJnW0P2jJD9bMiWM67M9aJ88CqXwNNDtlxwd4bsGGM8KGQ/E7JlPE4J2S+FbHm3cucod6RtIVuKnGUtlwJRuZSXfnhAyB6Fb3IDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADM1vKlBg+Hh64I2UMhuy9kS3uXhexiyC6EbPlpQ3luyZZ3K+09GLKrQ/ZAyJZ5NsYYK0N2yYtotL6Yas3dGrKrQra821TzZ6o5XJ5bxmJ/yK4N2bI2phqL8typzoypxrj0Q2lvyZa1Wfp3qrNzV8jWZ5f3K46EbDkHiqnWXMmWc7nsaWXNrQnZModLe48p60N2d8iWCXdKyG4J2WtDtrzbGSG7N2R3hOy2kC2Ts0z6slmVebYuZOul/MaQLXP4nJAtF6s9E2XLYVfG+fKQfWjIlnG+OGTLh9tyeS4H4xdCdmvIXhWyDwnZ8m5lPynFmetCtrS37D1lXy1r6JKQ3RiyZe6UNpRCxxitL84K2StDtvRbmcPlfCl7T7mffClkN4ds+SBzdcieOlG2zIej8E1uAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2Vq+1ODh+7sB0YqQLe9WfipwMGRLP+wP2VUheyBkSz+UNpQ+K2Ncf5ozVR+XubYYsqUvDoVs6YeFkC3zvTz3SMjuCdnVIVvGeFnIlvaWNqwN2dLefSFb1n1Zb2Xdl/VWlDZMtQevD9kyz8raLHOnKvO97D1lDpc9ouxTU50ZK0O2zMsyzuUsOhbOw2PKhpC9OWTLRN4dsmUAd4Zs2bDKRC4bRemHsmmWw26qDajMnfJuZQMaY4yTQvaakC3zsozHmpAtc620d13IXh6yZf6UA+HakD0tZK8P2XIglPmwK2TLWr4pZMs+dWvIHh+y5d1KtlxyPx2yW0N2W8ieF7KfDdky188N2THa/l6U/eSGidpQPlCVtVHWXJkTRZkTW0K2jFv5MLUpZI/CN7kBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABma/lSgyvDQw9NlD080XOLxWMguzpk94fsipAtDk703IWJnjtGWBhjjL0TtWGqNbcvZNeG7FTrs6yNZSG7JmSPhGyZD6XPyruV5+4O2bIuSrb0b1n3O0O29G9ZmwdCdn3IlvZONSfLWJT2TvnsciaWfaq0t7ShzLWyV5Z1X9pQ7ifHwl5Z3u2Y8uGQfUjIlgG8PmSLs0K2LNKtIXtJyJZL7rqQLcpBU8b41pA9PmTLYTdGu1CUcd4RsqsmyhY3huyVIfvAkL0qZMsHy00hW/aeLSG7caI2lIOmHM5lzZXnlsO5zMlykJc9YkfIbgvZ0t4y168O2TJux4Vs3aNuCtkNIVvWRlmfp4XsZ0O2fD14c8hO9UG43A3Ku5UP2GVvvyZkj8I3uQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZr+VKDe8NDV4bs4ZBdDNkVEz23WHLnjjEOhezqidowVT+smqgNZYwPhOwY083hqeZlyZbxOBKy5d3KvCwWQrasudIPRWnvVNnyk87SZ0VpQ5nrGyZ67p6QLXO99MPBkF0WslPtq6W9Y4yxLmTLvCx9sSVkS19sCtnSb1OdGVOtjWPhWxalvceUtSG7I2Q3hmy5KO0L2fJux4VsGeyyAZVNvlwYzwzZHSF7RcieELJlIy4HTXVzyJ4Rsp8O2bJplgtb+QBYsptD9rKQLZt8Wctnh+z2kC17xK0hWy4epR/KOioX4rK3l4vSLSG7f6Js+UBXPjBPdZk4LWS/FLL1Ul72qWtD9tSQLefnDSFb7j03hmy57O8O2XKGrw/ZsveUfpjqjnQUx8JnDAAAAAAAuEcUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJit5UsNLoSHLt6DhizF6pA9ErIrQ/bWkF0bsodC9kDIlrEo2dJnh0O29NnBkF3yRP97pY/Ls8s6KspzS7bMy7LmytiVn8SVd1sWsmWMy7uVdVT6t6y5YkXIlnErfVb6oazj0mfHhezOidpQ+mGqc6DMh7oH7wnZso7K++0P2bJXTnUOFKXPprr/TXVXLGNR7pXHlAeF7HUhe23IbgvZdSH7pZAtG+w5Ez23KBvhLSFbNszNIVs2wZNDtro8ZFeFbOnjjSFbxrkc/FeHbNkjrgrZs0L25pC9KWR3hGxZy5tDtnyIKB9uN4TspSF7SsiW/aS8W+mzcg7sDdly+SnPLftD+dDzqYnasD5kxxjj+pAtc7jsPeXSeELIljvSVEWUckd6dMiWM66MxeaQ3RSy9+Ldyze5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZmv5UoML4aEluzJkD4XsipDdE7Ll3YrSD8XqkC39sD9ky1iU5xbrJs4vVZk/u0P2YMiWn2wdF7J7Q/bwRNmiPHdZyJb5XtpwJGRXhWyZDwdCtuxpZV2UPiv7Xxm3MtdLn5VxK0obyt63GLJl/o7R5mV59pqQ3RWyZQ6X9pZ7z5IvdKO1t8yfslcWpR/K3Clz+JjypZAtHfLgkL0lZMsl5fiQLQfNVSF7a8iuDdltIXt1yO4I2S0huzlkbwrZB4bsGGNcH7InheyOkD0rZMv8KR++HhGyl4bshpAtH9TKui8HWDkQdoZsuYTtC9my7su7TbVPlUP/spAtl/Jy2T8tZKcqPBXl3W4M2fUhW9bFGGNsDNnyfieHbJk/ZQ6XO0e5T5UPlmWvvCZky3l4SsiWMS53xfIh7Sh8kxsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2lk/x0EMhuyJkF0L2QMiunui5B0N2KntCdjFkS58dnui5K0O2TvQydqtCtoxHeW7pt/0hW/rhSMiWn66VdV/2k/JuZQ6X9u4L2fJupX9LP5R3K2uunBll3e8N2dJn5d3WhGzp39IPJVvmeumHMhZjtP2vtHlZyJZ9tShrubS37MHluUVZR2VOTDWHZ2tDyN4UsheF7LaQvSFky2CfFLK3hOy6kC0HWOnfslFsDNmyQK4N2TIftofsGO1AKMqHujJ/ynN3huzpIVvWUenfMidOCNm1IXt8yJYPPeUAK+29OWSnumgfCxeaMm5lvZWL9jUhWz60l/4tl7V/FbJfCtndITtGm++lL7aGbFmfV4VsGY8y1zaF7I6QvTVkS3Gv7O1nhmzps3uxeOqb3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALO1fIqHrgzZQyG7WBuyRAcnem7p3PLThtJnU41F6bPSD/snasPakB1jjPUheyRk14Ts3pA9ELKljw+H7MJE2WJHyK4O2bKOSp9NsgGP6dZnmWf7JmpDWUPlzCjjVuZD2R9KG8q7lfaW/WGqNozR+mJZyJZzrjy3rI1iqvkz1b2n7O1l3Ze5NtVzjyllgy2DPdXmdkrIlol8c8iWS1WxKWTLhCvtPT5kywW3HLjluTtCdowxVoVsmT/nhOytIVsO0rJhXRmyZTxK9paQ3RGyZU/bELLlIN8SsqW95UN+2SNKe8s5UC40Dw7ZT4ZsWZsrQvbMkC19tj1kp7oolXO2nJ1jtPl+esh+IWTLOVDauy1kS3vL2JU9uPRD2XtOmui560J2Y8gehW9yAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs7V8qcFl4aGHQnblRM9d8ouNMXaFbGnvipAtjoTsvpA9ELJT9UP5qUtpw+qQHWO6uVbGbqpsWcuLIVvGrrShvNuaidpQ5kPphzIvSz9MNW6lvVP9BLXsU2Xv2RSyU82dMm4HQ7bMndJn5d3qeVjmz8JE2XJ+lvZOtZ+Ud5tKaW/Zr3eEbNmnyn4yW2eE7M6JsreG7Ikhe1LIbgvZq0N2bcheG7LnhWyZyDeF7KqQvTBkt4TsGGNsDNl1IXtLyJZDt8yJvSF7OGTL2rgoZMs6Wh+yV4VsmcObQ7bMnTIfSp/9bcg+PGSLcsm9OWTPCtky1/eH7FSX/XIBK+dh2YPL5bLsUWO0tXx5yJYPB+Vyd1zI7gnZkyd6bpmX5cNJ2SvLGJc70ikhe2XIHoVvcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMzW8ikeuhiyB0O2VOT3heyKidpwJGRLn60K2dLe8twybqUfFiZ67u6QHWOMZRO1ozz38ETZMnZlbZTnHgjZMifKHN4fsqtD9lDIlj4ryn5S+rfM35Kdat2XA66McVkX5d3KfCjzt+wPe0K2nC+lDTVfxnmqc7n0RZk/5S5T9r+p9ogyh/eG7LqQLWNR3u2YUjqvLOqzQvbykN0WslsnasNUF+LrQ3Z9yF4XsttD9syQ3RWym0N2Q8iO0S7xpc3l8LglZMv8WROy5fI81UFT+qEo6/OGkC2Xuy0hW1wcsg8L2bK3l0vjCSFbxq2096SQLedh2XvKRfSskP3bkD09ZMsFrJydY7R99dqQPTFky97zqZAt8/3UkC3t/VzIbgrZqQojpdhR5k7ZI47CN7kBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABma/lSg4tTPHSMcShkF0J2TcgeDtkDIbt6oueW7MqQLf1wJGSLMs/2hGzphzGmG+fS5qKsuf0hW9bcqpAt/VuUn9qVbNmnytoobShjXMatzN9lE2XL+ixjsWKiNpRs6d+DE2XLvjPVeVjPjL0hW9ZGaUfp47L/FWWPKGNXlHO59EM5i0q27D1lrzymlEvuTSF7VciWjr4+ZPeF7I6QLRt3OTxOCNlNIXt1yJZ3K+29LGTL4bw+ZMcY47iQvS5kt4fsQ0L2opAtylouNodsGYvSv+W5l4RsmWvlUlMOxvNCthxK20K29O8tIVsuHrtCtlzsykV7c8iWi+ilITvVB/FyJu8O2THaeJwRsuXsKuPxqJC9NWSvCdky39eFbDlr14Zs+dBzWsiW/r0X+SY3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbC1favDIRA0oz10I2YO1IUtUfipQ2nA4ZEs/HJqoDUVpQ+nflSG7P2RrO3aH7JIX3Gjz51jotxUhW9Z96bPS3tJnZW2sCdnS3mUhW/qsPHdTyJb5UPr3QMiWvbL02eqQLfOszJ3ShtJnpb2lz0obxhhjQ8guhmxZc2UPLuuoPLecn2XNFWWc94VsWZ9ljI+FPptcafhDQvbWkC0H+fqQLe+2NWSPC9nLQ/bSkC2HaLmsnRyy5d12hmw5lHaF7Bht01w10XNvCNmNE7WhHDRlIyyXj7LJl7FYF7JlLZcLZnm3c0O2XDxOCtliS8ieEbKfDNmvCtkrQ7acL2VfLfOhXFJODdkyd24M2Xopvylkt4VsOQvKXlmyJ4bsjpAtZ2KZw+Vc3hOypb3bQ7acW2XuHIVvcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMzW8qUGj4SHLobsypBdFrIHQ7ZU+kv2cMiWdyv9W7ILIbsqZPeH7KGQLe1dEbJjjLE3ZMucqO1YqjLXyrutrg1ZotJnU637Ym3Ilr2yjNu+kC37ahnjqeZDWfdlDZXnHgjZjSFb9r8yz24O2TInS/+Wd6t7Xzm7yvuVvaeso/J+pQ1TneFLvvyNtjbKc8t+Xfq3PLe82zGlLL6/Dtn1IbslZI8P2XIw/kXIPjRkTwjZm0K2LNKy+K8M2bJIHxSyt4bstSE7xhhrQrbM4XJ4lI2lrM8vhewZIVvaWz4YlPl+WsjuCdkNIVv2ntKG0r9l3W8O2c+E7Kkhuytkd4dsmWfbQrasoXLolw895bll/l4WsuXSWj7IjNHG7rqQLWujrOVyzpU7xy0hW+ZPuU+VdytjUT40b5roufdiIcc3uQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZr+VKDa8JDF+9BQ5bicMiW6n157rKQXQjZJQ/EGOPQRNnS3v0huyJk94ZsebcDITtG64vilpAta64o71b6rayNsj7LXDsSsqtDtsy1sp+UtVH2iJUheyys+9JnRdlP1oXsDSFb+mFfyJa1WcatZIu6B5c5XOZP2SPKnlbGrijtPRiyZb6XfjgW7jKlDSV7TDk+ZMuBe23IlklUNuOdIXtayJZN6BMhWzb5crHbFLJTLZDSZxeF7ANDdowxvhSy5RA7IWTLOlofslNdBMuB8MWQfUTI7grZk0O27CdlXm4I2VNC9tKQLc4N2ctDtqz7clm7MmRPDdlSeNoTsltCtlgVsmV/mOpD+xitzWX/K2diueyXufavQrZ8aL4uZMu8PC5kzwnZm0K2fDgp99XdIXsUvskNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW8uXGtwfHno4ZFeG7JGQXfKLjVbpL21YCNnSZ6W9KyZ6bnEwZEt7y1hU5dmHQnbZRNk9IbsqZPeG7FTzvTx3bcguTpQt7S37VJlnU7W3rIsyf8t8mGoPvmWi55Z9tZyHpQ37QrbMs6nW8Rhj7ArZqfptqvcrZ+LqiZ5blH4optp7Sj/UeXnM2B2y5WB8aMjeHLJbQ7YMSmlDmcjHhWyZcGeG7IGQLbaE7E0he3zIlk17jHaQrgvZ0sebQ3b7RM+d6kPzOSFb9p7S3jLXNoTsCSF7fch+KWTLfCh78FQfQMsHxS+GbBm3i0L2upAt5+FnQraccbeG7I0he0rIlrk+RvvAWj5QlX2q7NcnhWz5wLE+ZEsRpay5a0O2zJ8yh0uflQ8yZZ4dhW9yAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzNbypQZLNXxFyO4P2dUhuyxkD4fs4kTPPRSyq0J2IWTLu5XsVMq7lf6t1oTskYmyZX2WflsfsntCtsyfJW9SY4wDEz239O/BkC39UNb9VO0t+/XKkC1zspwvuyZ67lTn4Y6J2lD6t8yH8tz6E/Uy36c6u8o9Yqq1XMajrLmp7j3lrC17cJlr5d3KOXtMKQ0vE3lnyN4Ssl8K2XLZPy5k14Zs2bivCdmrQrYskLKplIP8xJC9IWQ/G7JjjHF6yJaNsFxcLw3ZU0L21pC9PGTLoVvaWy5WZX1eFLK7Q/akkC0HWGnDV4bsdSH7+ZA9LWSn2nvKubU9ZM8M2bLeTg7ZrSFbzsMzQnZfyB4fsmO0dVT2qU+FbFlHV4TsupC9OWTL2F0dsuVcLvtqufeUvbJc4Mv95Ch8kxsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2li81uC48dN8UDRhjLIbsoZA9HLIrQrYo/VDaeyRk14bszpBdHbKlvSVb+rcqPynaH7ILIbssZMv8Keuo9HHps5It71bGYqp96kDIljHeFbLl3cr+tztky1wv7S17RBm3MnfKnCz9UNp7cKLnFmUvGaPN97KOptqnSh9PpfTDVOdLmT9lfZaxmKq9x5Qy2GXDKhf4cmm8JWS3hOz6kC0HY/nQU/qhjFuxIWRvDdmycZdNsByMY4xxacieGLLlw8zmkC3zfWXIlg3r+JD9YshuDtmbQvYhIVsumBtD9pKQLfOsrLkyJ8u6L88t2dK/5dAve/DFIbspZMvFo4xxee71IVvO7z0hO0a7R5T3Oztky7xcE7LlQjzVB+GTJ2rDaSFb7lPXhWxZ96tC9ih8kxsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FhYXFxeXEly3sLD0h4YGHArZ5SE7lWUhezhky7sdDNklDe7fK+9WnnskZMvcKVbE/FRtLv1WsqtCtrxbWZ9lvq8M2QMhO9V8Lz8NLPNhqv2k9EN5bllHU41Fmb9l3Kbar0s/TKWs47LeplpDNV/Grjy3nLWlL8oeMdU3EcqcKMrevj9kS59NtQfvWNp1+T6x8LXhLW8ID55qIpdNs0yiciiVbNlUrgvZB4XsrpAtC3pryN4SsjeG7J6QHaPNy+NCdqqLSnFCyJZ5WcaurOWbQrYcYJtCtsz33RO14daQLe0tbSj76pqJ2lD21WtD9uqQPTlkyyW37FNTnVvrQ7a0d3vIjjHG3pAt++rpIVvWXFE+WK4O2dJnRWlDmZenhuylIVs+TJ2y9Ojie+9+ovkmNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwtX2pwMTz0SMiuDtnShv0TtaE8tyjvViwL2cMhW346siJki4Mheyg+u/TbkhdRbEeZE2Xs9oXsypAtpprvZe8pyhwuY1zm2cJEbTgWftJZxq3M9aL0b5m/JVvaMNVZVPazqcZijNYXZf6U+V76orRhqvlTsqtCtpy1U50vZa8s7T0W9r97pCyQE0N2b8juCdkyOa8L2Q0he1zI7g7ZjSFbFt7VIbs1ZG8O2dIPZZGWPhtjug8SpS+2hWzZWK4N2XLoTnWBXxuyW0L28pAt6+gBIXtlyN4asmeE7K6QvSVky/qcal2U564L2XLo3xSy5cwozy3rosyzi0P23JAdY4wbQ3aqS9jmkC13mfKhef1E2XLWlj4r73ZpyK4J2anaey/+sQAAAAAAcExR5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2lt/rwWh3yJY2rA/ZfSFbfipQ2luee2iiNhyeqA2rQvZIyC5MlB1jjL0hW+baYsiWNpc5vDJki/Ju+0N2Rcgumyh7MGSL0melDVOtjbLuy7sVZdxKe0u29FnZ/8o6Xh2yRdmDp+qzmi/nXG3HFMraKHeDsleWsTsQsmV9ln4oZ3Ix2296lIm8IWSvC9ky2MeH7Jkhe0vI3hiyXxmy5YPMF0K2jHFZIDeFbNlUyoeIekEo77cuZDeH7K6QLYdSuSSUOVEO8x0huyZkvxSy5VAqF6ArJ3ru5pD9YsieHrIbQ7b0b5nr5UNw+QBa1lDZHx4QsuWMK+ut7H9lfzg7ZOtleMtEz94WsqXfbg7Zc0L21pAtyj51bsiWM7xc9ss5W9bR1SF7FLO93wMAAAAAgCI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs7WwuLi4uJTgmoWFJT90xT1uzt07ELIrQ/ZQyJZ3K88tlofs0kdtjCMTZUt7D4bsspDdH7JjjLE2ZPeG7OqQLW0u47EmZMv8KWNXfrpW2nA4ZMt+UuZwyZY2lD5bF7Jlni3psPh7ZSzKu5X+Leui9NmekN0XsuV8KftfUdZbOePKvjNG20/KvJzqnCttKMo4lzVX5lqZE2V9lnW0KmTLWJR5tntp1+X7xMLXhFEpE7ks6ltCtjgjZHeGbBnsa0K2TOTTQ3ZzyE618NaHbLlMlAU9xhhXhWxpczmYyvIvl7upLh/lg8x1IXviRG0o/Vv2nrLuS3vLWBwfsuXSuDtky95ePqyWsSjrYmvIbgjZcqm6MWRPCdnSD18K2bNC9jMhO0Zb92X+lL4o41zW/VRFlFtD9oaQLfvJzSFb9uDNIVv2iDAWi1+4+wb7JjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsLb/Xg2OMw/egIUuxMmSPhGyp9B8K2dLefRO1YVnIHgzZ0mcHQrYoz12Izy5zeHXI7g/Z0selDeXdSrbsEWU8ynyfat2vCtmi9Flpbxm3qfa/sveUbGlDGbdbQnaqtVnebTFkS/+WuVPWcTlfqtKOskdMNYdLH5c5UeZaGY9ylynnctn/yriVfphqb59c2QDKxWNFyD4wZK8O2ctD9oSQLRftU0L21pAt/Vs2tg0hW+ZOae/OkC1jMcYY60K2zPeS3Rqy5f3KOG8K2WtCdmPInhGyV4VsWcs7QrbM96IcYFPtEWXNnTxRG8pcL2uoHM7l3S4K2eNDtlx+bgzZU0O2jMW5ITtG20/KJXdvyJb3KxfXzRO1oaz7sv+V55Z5We49ZQ6X/WR9yB6Fb3IDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwpcgMAAAAAMFuK3AAAAAAAzJYiNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADM1sLi4uLiUoIbFxaW/NAlPfDvHQ7ZpbdgjAMhW9q7PmSnUtp7JGTLWJSfjqwJ2VtDtsyHkh2j9fGKidqxLGSLvSG7MmTLnChzrYxF6bMyFqUNx0K2rPtiechOtYam6rMyf8vcKWNxMGRLn5XzsDy3tLfOydKOorRjqj24PLf0cZnDpR/KfC9nxlRtmGruXLu06/J9YuFfhx4pzd4UslNdtMtBsz9k94XsxpD9UsiuC9nS3jLpN4Ts9SG7OWTLGI8xxrUhuyVky4e60hdlw1oVsmXNrQ3ZXRO1ofRDOcDODNkbQrYcYDsmem45GMsH7PLBq7T3xpAta/O4kN0RsmVOHgrZsi7KHlyUuVMKLmO0i2u5R5Szq+wRZW+/LmR3huzpEz23rLkyh7eGbJkP5XwJz13867u/WPomNwAAAAAAs6XIDQAAAADAbClyAwAAAAAwW4rcAAAAAADMliI3AAAAAACzpcgNAAAAAMBsKXIDAAAAADBbitwAAAAAAMyWIjcAAAAAALOlyA0AAAAAwGwtLC4uLt7fjQAAAAAAgHvCN7kBAAAAAJgtRW4AAAAAAGZLkRsAAAAAgNlS5AYAAAAAYLYUuQEAAAAAmC1FbgAAAAAAZkuRGwAAAACA2VLkBgAAAABgthS5AQAAAACYLUVuAAAAAABmS5EbAAAAAIDZUuQGAAAAAGC2FLkBAAAAAJgtRW4AAAAAAGZLkRs4piwsLIyXvvSl93cz7jULCwvjp37qp+6TP+sd73jH2LJly9i1a1f+vf/tv/23ccYZZ4z9+/dP0LKlu+yyy8bCwsK44IIL7td2AAAAAPOhyA3cJ774xS+OF7/4xePss88eq1evHhs3bhxPeMITxhvf+Maxd+/e+7t596u9e/eO7/u+7xvnnXfe2LRp01i/fv34yq/8yvHGN75xHDx4cEnPOHz48Hj1q189Xvayl43169fnNrzwhS8cBw4cGP/9v//3/HuP5qd+6qfGwsLC7f/7iq/4inHyySePZz7zmePjH//4vf7nAcC/NE9+8pPHk5/85Pu7GXdqx/31w+tj4Yfmz3jGM8aLXvSi2///n/7pn46FhYXxp3/6p/dbm6b0z/39ODbc9rliSp/5zGfG8uXLx4UXXnivP/uiiy4aT3va08amTZvGwsLC+L3f+717/c+Ywn3R7/eV973vfeNRj3rUWL169VhYWBg7duwYL3zhC8dZZ511fzeNe4EiNzC59773veMRj3jEeMc73jG+6Zu+afzyL//yeO1rXzvOOOOM8cpXvnK8/OUvv7+beL/au3fv+PSnPz2e8YxnjNe+9rXj53/+58dXfuVXjh/+4R8eL3jBC5b0jPe85z3j85///PiBH/iBe9SG1atXjxe84AXjv/7X/zoWFxfv0TOO5k1vetN429veNi644ILx0pe+dFx44YXja7/2a8ff/u3fTvLnAUB1wQUXjIWFhfFXf/VXt//aP/5h7YoVK8ZZZ501fuiHfmjs2LHjLp9z5MiR8da3vnU89alPHVu3bh0rVqwYJ5xwwnja05423vzmN9/tvzl1/fXXj+XLl4/nP//5Xzazc+fOsWbNmvGt3/qt9/hd/zn4jd/4jfGGN7zh/m7GnXzkIx8Zf/RHfzT+9//9f79f23Fb4fm2/y1btmyccMIJ49nPfvb47Gc/e7+27Vj0nve8Z3zTN33TOPHEE8fKlSvHli1bxtd+7deOX/iFXxi33nrr/d28f7bOOuusO8zT1atXjwc+8IHjla985bjpppvu8/Y87GEPG9/4jd84fvInf/Jef/YLXvCC8alPfWr8l//yX8bb3va28djHPvZe/zOOFddcc8141ateNb7u675ubNiw4cv+EGzPnj3jV3/1V8fTnva0cfLJJ48NGzaMRz/60eNNb3rTOHz48B2yt/0A867+95u/+ZtHbdP27dvHc5/73LFmzZrxq7/6q+Ntb3vbWLdu3V226ad+6qf80G6Glt/fDQD+ebv00kvH8573vHHmmWeOD3zgA+Pkk0++/Z/94A/+4Lj44ovHe9/73vuxhfe/LVu23OkbzS95yUvGpk2bxq/8yq+M//pf/+s46aST7vYZb3nLW8YTnvCEceqpp97jdjz3uc8dr3/968cHP/jB8fVf//X3+DlfzrOf/eyxdevW2///t3zLt4zzzjtvvPOd7xyPetSj7vU/DwDuTW9605vG+vXrx+7du8ef/MmfjF/+5V8ef/3Xfz0+/OEP3yG3d+/e8axnPWv84R/+4Xj84x8/fuzHfmyceOKJ46abbhof+tCHxvnnnz/+/M//fPzar/3aXf45J5xwwnjqU5863vWud409e/aMtWvX3inzO7/zO2Pfvn23F8L/6I/+6N5/4XvBmWeeOfbu3TtWrFgxyfN/4zd+Y1x44YXjFa94xX365x7Nz/3cz41v+IZvGOeee+7tv/a1X/u1Y+/evWPlypX3eXt+6Id+aPyrf/WvxsGDB8cnP/nJ8d/+238bf/qnfzouvPDCo94x/yU4cuTI+L7v+75xwQUXjEc84hHj/PPPH6effvrYuXPn+NjHPjb+r//r/xq///u/P/7kT/7k/m7qP1uPetSjxo/+6I+OMcbYt2/f+MQnPjHe8IY3jA996EPjL/7iL+7z9rzkJS8Zz3jGM8YXv/jFcc4559wrz9y7d+/42Mc+Nv7jf/yP/6z+es4v5/Of//x43eteNx74wAeORzziEeNjH/vYXeYuueSS8bKXvWx8wzd8w/iRH/mRsXHjxvGHf/iH4/zzzx8f//jHx//4H//jTr/nO77jO8YznvGMO/za13zN1xy1TX/5l385du7cOX76p396POUpT7n91//v//v/HkeOHLn9/+/Zs2e85jWvGWOMY+LfkmLpfJMbmNTrX//6sWvXrvFrv/Zrdyhw3+bcc8+9y29y/97v/d4477zzxqpVq8bDH/7w8b73ve8O//zyyy8f559//njwgx881qxZM44//vjxnOc8Z1x22WV3yN32jayPfOQj40d+5EfGtm3bxrp168aznvWsccMNN9whe9ZZZ41nPvOZ48Mf/vB43OMeN1avXj3OPvvs8da3vvVO7duxY8d4xSteMU4//fSxatWqce65547Xve51dzgc/6lu+1emvty3xG6zb9++8b73ve8OB/Vt9u7dO37oh35obN26dWzYsGF88zd/87j66qvv8u8Kf8xjHjO2bNky3vWud91Lb3D3bvtQtXz53f+89cv9K9h39a+VHTlyZLzhDW8YD3/4w8fq1avHiSeeOF784hePm2+++d5qNgD/Qj372c8ez3/+88eLX/zi8Y53vGN8+7d/+/jIRz5ypwLMD//wD48//MM/HG94wxvGRz7ykfGqV71qfM/3fM/40R/90fHud797fPaznx2Pecxj7vbP+g//4T+MXbt2jXe/+913+c9/4zd+Y2zatGl84zd+4xhjjJUrV94vxdOjue1bmcuWLfsX8eeO8b++if/e9753PPe5z73Dr3/FV3zFWL169fiKr7jvP4I/6UlPGs9//vPH93zP94xf/MVfHL/4i784tm/ffpd33GPFoUOHxoEDB+6TP+v1r3/9uOCCC8YP//APj7/7u78br371q8f3fu/3jpe//OXjN3/zN8cll1wynva0p93tM44cOTL27dt3n7T3n6NTTz11PP/5zx/Pf/7zx/d///ePN73pTeMVr3jF+Mu//Mtx0UUX3eftecpTnjKOO+64uyyw3lO3ffbcvHnzvfbMY9ljHvOYsX379vGFL3xh/MiP/MiXzZ100knjU5/61PjjP/7j8cpXvnK8+MUvHr/zO78zvud7vme89a1vHRdffPGdfs9XfdVX3T5fbvvfmWeeedQ2XX/99WOMO4/BihUrxqpVq9oLckxS5AYm9Z73vGecffbZ4/GPf/ySf8+HP/zhcf7554/nPe954/Wvf/3Yt2/f+LZv+7axffv22zN/+Zd/OT760Y+O5z3veeOXfumXxkte8pLxJ3/yJ+PJT37y+P/Z+/Mwuco6//9/n9qr9+50d/YFEhIIiI7IoLIqssiOMIjLsCmKuIA6oAwzAqOMMgiDomz6BYdVQQYRFBAEF3BGZ9iUfcm+p9NdvdV6qs7vDz/pH01C8n5heibn83k+rovr0s4rJ6fOOfd9v3J3pbpYLG5yzM9+9rNjpfVTn/qU3XPPPZv9Dvorr7xixx9/vB100EF22WWXWWdnp51yyin27LPPjmWKxaLtv//+dvPNN9tJJ51k3/72t23vvfe28847b4sL+NZUq1Xr6+uz5cuX21133WXf/OY3bfbs2ePeBbQ5jz/+uFWrVXv729++ya+dcsopduWVV9phhx1ml1xyieXz+bG/EG/O29/+dnvsscfe9GvYkv7+fuvr67N169bZk08+aaeffrrlcrlN/hL4l/jkJz9p55xzztjnvZ966ql2yy232CGHHOL+fHMAADz23XdfM/vzzx3ZaPny5fb973/fDj300Df8OLaddtrJzjzzzC0e+9hjj7Xm5ma79dZbN/m1devW2S9/+Us7/vjjx/5SvrlvCF955ZW26667WlNTk3V2dto73vGOccd7o88g3dxnr95www323ve+13p7ey2bzdrChQvt6quv3uJrMNv0s7Ff//EZr/3vtedy99132+GHH27Tpk2zbDZrc+fOta9+9avj/un6AQccYD/72c9s6dKlmxzjjT6T++GHH7Z9993XmpubraOjw44++uhNPrZj4+t/5ZVX7JRTTrGOjg5rb2+3U089dbMd8/V+9rOfWRiGm7z5YHv6zOrNPbtmZitXrrTTTjvNJk+ePPZGk+uvv36T379ixQo75phjrLm52Xp7e+3zn//8X/TDyzfer29+85t2xRVX2Ny5cy2bzdpzzz33po/pVSwW7ZJLLrFdd93VLr300s1+7vDUqVM3+eiZIAjsM5/5jN1yyy226667WjabHXtTjvc6VioVu+CCC2zevHmWzWZt5syZdu65525yLTf+WVt7E5Ci0WjYhRdeaNOmTbOmpiZ7z3veY88995zNmTPHTjnllDd93G3J84aYLX3+/ube1OO9N+l02g444AD3m3+efPJJe//7329tbW3W0tJiBx544Lh/qXvhhReObcKec845m8x5m1Mul+3CCy+0+fPnWy6Xs6lTp9oHPvCBceP2m9/8pr373e+2SZMmWT6ftz322MN+/OMfb/ZaeJ+hRx991Pbcc0/L5XI2d+7cN/0zm1pbW62rq2urue7ubtt11103+fqxxx5rZvaGH600OjoqfSPsgAMOGPso0D333NOCIBh71l+7Hi5ZssR6enrMzOyiiy4aW182Pktr1qyxU0891WbMmGHZbNamTp1qRx999CZvtsP/Dj6uBMCEGRoaspUrV9rRRx8t/b7nn3/ennvuubF/Gvae97zH3vrWt9ptt902tjF9+OGH2/HHHz/u9x155JH2rne9y+68807727/923G/NmnSJPvFL34xVlwbjYZ9+9vftsHBQWtvbx/Lvfjii/ab3/xmrPyfcMIJNnPmTLvhhhvsm9/8ppmZXX755fbqq6/ak08+aTvttJOZ/Xlzddq0aXbppZfaF7/4RZs5c6b0ms3+/E+PP/ShD439/3e84x12/fXXb/Wdzi+88IKZme2www7jvv7EE0/Y7bffbmeffbb967/+q5mZnXnmmXbqqafa008/vdlj7bjjjnbTTTfJ5+6xYMGCcf+/o6PDfvKTn2y21LwZjz76qH3/+9+3W265xT784Q+Pff0973mPHXrooXbHHXeM+zoAAH+JjX+h7ezsHPvafffdZ/V6fYufp+3R3NxsRx99tP34xz+2/v7+cRsFP/rRj6xer9tHPvKRN/z93/ve9+xzn/ucHX/88XbWWWdZuVy2P/7xj/b73//+Ta2FV199te2666521FFHWSqVsnvuucfOPPNMazQa9ulPf9p9nF122WWTnlEoFOwLX/iC9fb2jn3tBz/4gbW0tNgXvvAFa2lpsYcffti+8pWv2NDQkF166aVmZnb++efb4OCgrVixYqznbOmHbz/00EP2/ve/33bccUe78MILrVQq2ZVXXml77723PfHEE5tsOJ1wwgm2ww472Ne//nV74okn7Pvf/7719vbaJZdcssXX+Lvf/c4mTZrkelfhm/GP//iPNmvWrHE/1FK1uWd37dq19s53vnNsM6ynp8fuu+8++9jHPmZDQ0NjHwlTKpXswAMPtGXLltnnPvc5mzZtmt1000328MMP/yUvy8z+/M2Ucrlsn/jEJyybzbo2yDZn8eLF9pnPfMZuvPFGmzRp0hazjz76qBUKBfu7v/s7+Z3/Dz/8sN1+++32mc98xrq7u23OnDnu69hoNOyoo46yRx991D7xiU/YLrvsYn/605/sX//1X+2ll17a5AcSPvroo/bv//7vduaZZ1pra6t9+9vftuOOO86WLVu21de4Oeedd579y7/8ix155JF2yCGH2NNPP22HHHLINnk3+uOPP25f//rX7eabb7ZcLuf6PbVazfr6+szsz5u7Tz75pF1++eW23377bfJ3nDfLe2822mOPPezuu++2oaEha2tre8PjPvvss7bvvvtaW1ubnXvuuZZOp+3aa6+1Aw44wH7961/bXnvtZR/4wAeso6PDPv/5z4991MaW5qt6vW5HHHGE/fKXv7QTTzzRzjrrLBseHrYHH3zQnnnmmbG/J3/rW9+yo446yj7ykY9YtVq1H/7wh/Y3f/M3du+9927yxibPM/SnP/3JDj74YOvp6bELL7zQwjC0Cy64wCZPnvwmr/qbt2bNGjOzcR93udFFF1009s2CPfbYwy6++OKt/muL888/3xYsWGDXXXed/dM//ZPtsMMOm/0omp6eHrv66qvtU5/6lB177LFjP/ti9913NzOz4447zp599ln77Gc/a3PmzLF169bZgw8+aMuWLeOHV24PIgCYIMuXL4/MLProRz/q/j1mFh122GGbfL2trS36/Oc/v9nfU61Wo76+vmj9+vVRR0dHdPbZZ4/92g033BCZWXT77beP+z3//u//HplZ9PTTT499bfbs2dHChQs3Of7uu+8eHXvsseP+/6GHHhqtX79+3H8PPfRQZGbRzTffPO71XHDBBa7XvmbNmujBBx+M7rjjjuiMM86I3vWud0X/8R//sdXfd8kll0RmFq1YsWLc1y+++OLIzKKXXnpp3Ncff/zxNzyvL33pS5GZRaOjo65z9rjgggsiM4vuvPPO6MEHH4x+8YtfRDfccEP013/911Fzc3P02GOPjWUXL14cmVl0ww03jH1t//33j/bff/9NjnvyySdHs2fPHvv/n/vc56L29vZo3bp1m9yblpaW6OMf//g2e00AgP87bewN//Vf/zX2tY3r2IsvvhitX78+WrJkSXT99ddH+Xw+6unpGbdmfv7zn4/MLHrqqafGHbdSqYxbl/r6+rZ6Lj/72c8iM4uuvfbacV9/5zvfGU2fPj2q1+tjX3v9Wnn00UdHu+666xaP//p19PWv97WKxeImuUMOOSTacccdx33t9eexuXX9tRqNRnTEEUdELS0t0bPPPrvFP++Tn/xk1NTUFJXL5bGvHX744Zt9DZv7c9/2trdFvb290YYNG8a+9vTTT0eJRCI66aSTxr628fWfdtpp44557LHHRpMmTdrs63itffbZJ9pjjz02+fojjzwSmVn0yCOPbPUYW/LZz342CoLgDa/p5v7M66+/Plq/fn20atWq6P7774/mzZsXBUEQ/eEPfxjLfuxjH4umTp26ybN54oknRu3t7WP35IorrtikW4+Ojkbz5s17069v4/1qa2uL1q1bJ//+13vuueei3t7e6O1vf3s0MDCwxey3vvWtyMyin/zkJ+O+HobhJn2y0WiM/bqZRYlEYtxzG0X+63jTTTdFiUQi+u1vfzsud80110RmNq4fm1mUyWSiV155ZexrTz/9dGRm0ZVXXrn1C/I6a9asiVKpVHTMMceM+/qFF14YmVl08skny8d8rd/85jdRU1NTdOihh0aVSmWr+dmzZ0dmtsl/e++99ybX8fXz05bmmNf/fcd7bza69dZbIzOLfv/732/x/I855pgok8lEr7766tjXVq1aFbW2tkb77bffJud66aWXbvF4URRF119/fWRm0eWXX77Jr732OXz9OVer1Wi33XaL3vve9477uvcZOuaYY6JcLhctXbp07GvPPfdclEwmN1kXFHfccYc0P1QqlWjhwoXRDjvsENVqtbGvL126NDr44IOjq6++OvrpT38aXXHFFdGsWbOiRCIR3XvvvVs97ubW+CjadD1cv379Zv++PDAw4L6H+N/Bx5UAmDAbv+M9PDws/b5Zs2Zt8rXOzs5xn6tcKpXsK1/5ythnYnd3d1tPT48VCgUbHBzc6jE3vnPl9Z/V7PmzX375Zbv//vutp6dn3H8b/1nqxs/6Uk2ePNne97732fHHH29XX321HXHEEXbQQQeNfRd7a6IoGvf/ly5daolEYpN3P2zp4082HmNz/1Rzo5GREVuzZs3Yf6//bPM3st9++9n73vc+O+igg+yUU06xX/7yl9ba2mqf/exnXb9/a15++WUbHBy03t7eTe7NyMjIm74vAACY/flfJPX09NicOXPstNNOs3nz5tl999037gdDDg0Nmdmm7yj++c9/Pm5d8rzLd+O76V77ESOLFy+2//zP/7QPfehDW/xs546ODluxYoX913/9l/oyNyufz4/978HBQevr67P999/fFi1atNne5fXVr37V7r33XvvBD35gCxcu3OyfNzw8bH19fbbvvvtasVgc+xdsitWrV9tTTz1lp5xyyrh3B+++++520EEH2c9//vNNfs8ZZ5wx7v/vu+++tmHDhrF7/EY2bNgw7h3SqnK5vMX//uVf/sVOPvlk+9jHPrbZj7PZnNNOO816enps2rRpduihh9rg4KDddNNNtueee5rZn/vfnXfeaUceeaRFUWR9fX1j/x1yyCE2ODhoTzzxhJn9+VmeOnXquH9R2dTUZJ/4xCfe9Gve6Ljjjhv7mIAtCcNwi9dohx12sHvvvdcWLVpkhxxyyBbv2RuN2T/96U+b9MnXfnSimdn+++8/7rlVruMdd9xhu+yyi+28887jcht/+Psjjzwy7s963/veN+5dp7vvvru1tbXZokWLtnq9Xu+Xv/ylhWG4yccmeTt5rVbb4vXfc8897Y477rBHHnnEjj/+eNdHBu6111724IMP2oMPPmj33nuvXXzxxfbss8/aUUcdZaVSSX6Nr6fcm402juON7zDfnHq9br/4xS/smGOOsR133HHs61OnTrUPf/jD9uijj251zticO++807q7uzd7T17797TXzpUDAwM2ODho++677yavxWzrz1C9XrcHHnjAjjnmmHF/J95ll13skEMOkV/DX+Izn/mMPffcc/ad73xn3L9qnjVrlj3wwAN2xhln2JFHHmlnnXWWPfnkk9bT0zP2g0snUj6ft0wmY7/61a/4mU/bKT6uBMCEaWtrs2nTptkzzzwj/b43+qeCr93E/exnP2s33HCDnX322faud73L2tvbLQgCO/HEEzf7wx89x/TmGo2GHXTQQXbuueduNjt//vzNfl11/PHH2/nnn2933323ffKTn3zD3MZ/XjYwMGAzZsz4i/7MgYEBa2pqGleYXu+b3/zm2E+bNjObPXv2m/oMspaWFttrr73s7rvvttHRUWtubt5sLgiCTe6TmY37XE6zP9+X3t5eu+WWWzZ7HM9fmgAAeCN33nmntbW12fr16+3b3/62LV68eJP1srW11cz+/A3h19p7773twQcfNDOzSy+91PXzL1KplH3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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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", 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" ] }, "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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", 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" ] }, "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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" ] }, "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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", 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" ] }, "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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" ] }, "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 - l" ] }, { "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 → B, r → G, i → 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 → B, r → G, i → R) (irg → 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 → B, r → G, i → R) (irg → RGB)\n", "Generating mosaic for Training Non-Lenses: 50 images.\n" ] }, { "data": { "image/png": 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" ] }, "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 → B, r → G, i → R) (irg → 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: g→Blue, r→Green, i→Red\n", " rgb_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band → Red\n", " normalize_image(data[:, :, 1]), # r-band → Green\n", " normalize_image(data[:, :, 0]) # g-band → 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} (J23)\\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": [ "## 🖼️ 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 all the blocks of ViTs/MLP-Mixer" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages/transformers/utils/hub.py:106: FutureWarning: Using `TRANSFORMERS_CACHE` is deprecated and will be removed in v5 of Transformers. Use `HF_HOME` instead.\n", " warnings.warn(\n", "2025-04-25 15:15:53,590 INFO:Total samples: 35454\n", "2025-04-25 15:15:53,591 INFO:Total samples: 1866\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using device: cuda\n", "Number of GPUs available: 2\n", "Configuration setup time: 0.1218s\n", "Total files: 37320\n", "Train split: 35454, Val split: 1866\n", "Dataloader creation time: 0.0317s\n", "Number of classes: 2\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 15:15:54,217 INFO:Loading pretrained weights from Hugging Face hub (timm/vit_base_patch16_224.augreg2_in21k_ft_in1k)\n", "2025-04-25 15:15:54,508 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", "Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.48, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.\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", "2025-04-25 15:15:57,471 INFO:Loading pretrained weights from Hugging Face hub (timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k)\n", "2025-04-25 15:15:57,606 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", "2025-04-25 15:15:57,794 INFO:Missing keys (head.fc.weight, head.fc.bias) discovered while loading pretrained weights. This is expected if model is being adapted.\n", "2025-04-25 15:15:58,094 INFO:Loading pretrained weights from Hugging Face hub (timm/cait_s24_224.fb_dist_in1k)\n", "2025-04-25 15:15:58,222 INFO:[timm/cait_s24_224.fb_dist_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-04-25 15:15:58,898 INFO:Loading pretrained weights from Hugging Face hub (timm/deit_base_patch16_224.fb_in1k)\n", "2025-04-25 15:15:59,025 INFO:[timm/deit_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-04-25 15:15:59,830 INFO:Loading pretrained weights from Hugging Face hub (timm/deit3_base_patch16_224.fb_in1k)\n", "2025-04-25 15:15:59,966 INFO:[timm/deit3_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-04-25 15:16:00,450 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_svt_base.in1k)\n", "2025-04-25 15:16:00,599 INFO:[timm/twins_svt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-04-25 15:16:01,027 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_pcpvt_base.in1k)\n", "2025-04-25 15:16:01,162 INFO:[timm/twins_pcpvt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-04-25 15:16:01,576 INFO:Loading pretrained weights from Hugging Face hub (timm/pit_b_224.in1k)\n", "2025-04-25 15:16:01,703 INFO:[timm/pit_b_224.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-04-25 15:16:02,186 INFO:Loading pretrained weights from Hugging Face hub (timm/mixer_b16_224.goog_in21k_ft_in1k)\n", "2025-04-25 15:16:02,323 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: 8.8540s\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", "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", "# For stratified splitting\n", "from sklearn.model_selection import train_test_split\n", "\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", "\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", "\n", "# ============================ Utility: normalize_image ============================ #\n", "def normalize_image(data):\n", " \"\"\"\n", " Simple normalization function that safely handles NaN or Inf.\n", " Maps data to [0, 1] range based on min and max.\n", " \"\"\"\n", " data = np.nan_to_num(data, nan=0.0, posinf=0.0, neginf=0.0)\n", " min_val, max_val = np.min(data), np.max(data)\n", " if max_val - min_val != 0:\n", " data = (data - min_val) / (max_val - min_val)\n", " else:\n", " data = np.zeros_like(data)\n", " return data\n", "\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 → Red, r → Green, g → Blue (assuming data[:, :, 0] = g, data[:, :, 1] = r, data[:, :, 2] = i)\n", " try:\n", " rgb_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band → Red channel\n", " normalize_image(data[:, :, 1]), # r-band → Green channel\n", " normalize_image(data[:, :, 0]) # g-band → 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", " # Convert [0,1] float to [0,255] uint8 for PIL\n", " image = Image.fromarray((rgb_image * 255).astype(np.uint8))\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", "\n", "# ============================ Data Loading and Dataset Definitions ============================ #\n", "\n", "def load_files_and_labels(directory, label):\n", " \"\"\"\n", " Loads all .fits files from `directory`, returning (files, labels).\n", " \"\"\"\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", "\n", "# ============================ Transformations ============================ #\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([\n", " transforms.RandomHorizontalFlip(p=0.5),\n", " transforms.RandomVerticalFlip(p=0.5),\n", " transforms.RandomRotation(degrees=30),\n", " transforms.RandomResizedCrop(size=224, scale=(0.8, 1.2)),\n", " transforms.RandomPerspective(distortion_scale=0.4, p=0.5),\n", " transforms.GaussianBlur(kernel_size=(5, 5), sigma=(0.1, 2.0)),\n", " ], p=0.5), # 50% probability to apply these augmentations\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", "# 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", "\n", "# ============================ Create Train/Val Split Dataloaders ============================ #\n", "\n", "def create_train_val_dataloaders(\n", " nonlenses_dir,\n", " mocklenses_dir,\n", " train_transform,\n", " val_transform,\n", " batch_size=192,\n", " num_workers=0,\n", " val_ratio=0.05, # 1% for validation\n", " random_state=42\n", "):\n", " \"\"\"\n", " Creates stratified train/val splits from the entire dataset using a 99%/1% split.\n", "\n", " Args:\n", " nonlenses_dir: Directory of non-lens .fits\n", " mocklenses_dir: Directory of mock-lens .fits\n", " train_transform: Transformations for train\n", " val_transform: Transformations for validation\n", " batch_size: Batch size\n", " num_workers: Number of DataLoader workers\n", " val_ratio: Fraction of data for validation (e.g. 0.01 → 1%)\n", " random_state: Random seed for reproducibility\n", "\n", " Returns:\n", " (train_loader, val_loader)\n", " \"\"\"\n", " start_dataloader = time.perf_counter()\n", "\n", " # 1) Load all non-lenses and mock-lenses\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", " # Combine all\n", " all_files = nonlenses_files + mocklenses_files\n", " all_labels = nonlenses_labels + mocklenses_labels\n", "\n", " # 2) Stratified Split (95% train / 5% val)\n", " train_files, val_files, train_labels, val_labels = train_test_split(\n", " all_files,\n", " all_labels,\n", " test_size=val_ratio,\n", " stratify=all_labels,\n", " random_state=random_state\n", " )\n", "\n", " print(f\"Total files: {len(all_files)}\")\n", " print(f\"Train split: {len(train_files)}, Val split: {len(val_files)}\")\n", "\n", " # 3) Build Datasets\n", " train_dataset = FITSImageDataset(train_files, train_labels, transform=train_transform)\n", " val_dataset = FITSImageDataset(val_files, val_labels, transform=val_transform)\n", "\n", " # 4) Build DataLoaders\n", " train_loader = DataLoader(\n", " train_dataset,\n", " batch_size=batch_size,\n", " shuffle=True,\n", " num_workers=num_workers,\n", " pin_memory=True\n", " )\n", " val_loader = DataLoader(\n", " val_dataset,\n", " batch_size=batch_size,\n", " shuffle=False,\n", " num_workers=num_workers,\n", " pin_memory=True\n", " )\n", "\n", " end_dataloader = time.perf_counter()\n", " print(f\"Dataloader creation time: {format_time(end_dataloader - start_dataloader)}\")\n", "\n", " return train_loader, val_loader\n", "\n", "\n", "# ============================ DataLoaders ============================ #\n", "\n", "train_loader, val_loader = create_train_val_dataloaders(\n", " nonlenses_dir=train_nonlenses_dir,\n", " mocklenses_dir=train_mocklenses_dir,\n", " train_transform=train_transform,\n", " val_transform=val_transform,\n", " batch_size=192,\n", " num_workers=4,\n", " val_ratio=0.05, # 5% validation\n", " random_state=42\n", ")\n", "\n", "# Determine number of classes\n", "num_classes = 2\n", "print(f'Number of classes: {num_classes}')\n", "\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", " 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\n", " # (Using 'timm' or Hugging Face for certain models like CvT.)\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", " 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", " 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\n", " freeze_all(model)\n", " # Unfreeze 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", " 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", " 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", "\n", "# ============================ Testing Function ============================ #\n", "\n", "def test_models(models, train_loader):\n", " \"\"\"\n", " Tests each model with a forward+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 dictionary reference\n", " models[model_name] = model.to(device)\n", "\n", " # Test the model\n", " model.train()\n", " try:\n", " optimizer = torch.optim.AdamW(\n", " filter(lambda p: p.requires_grad, model.parameters()),\n", " lr=1e-4,\n", " weight_decay=1e-2\n", " )\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", "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", "end_model_init = time.perf_counter()\n", "print(f\"Model initialization time: {format_time(end_model_init - start_model_init)}\")\n", "\n", "\n", "# ============================ Test Models Before Training ============================ #\n", "\n", "print(\"\\n=== Testing Models Before Training ===\")\n", "test_models(models, train_loader)\n", "\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(\n", " filter(lambda p: p.requires_grad, model.parameters()),\n", " lr=1e-4,\n", " weight_decay=1e-2\n", " )\n", " scheduler = torch.optim.lr_scheduler.ReduceLROnPlateau(\n", " optimizer,\n", " mode='min',\n", " factor=0.1,\n", " patience=5,\n", " min_lr=1e-6,\n", " cooldown=1,\n", " verbose=True\n", " )\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\n", "\n", " scaler.scale(loss).backward()\n", " scaler.step(optimizer)\n", " scaler.update()\n", "\n", " # Check for NaN in model parameters\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\n", " if nan_in_model:\n", " logging.error(\"NaN in model parameters detected. Stopping training.\")\n", " return model\n", "\n", " running_loss += loss.item() * images.size(0)\n", "\n", " probs = torch.nn.functional.softmax(logits, dim=1)\n", " if torch.isnan(probs).any():\n", " logging.error(f\"NaN in probabilities at epoch {epoch+1}. Skipping this batch.\")\n", " continue\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 training metrics\n", " if len(all_labels) == 0:\n", " logging.error(f\"No valid batches in epoch {epoch+1} during training. Stopping.\")\n", " break\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", " if torch.isnan(val_loss):\n", " logging.error(f\"NaN loss encountered at epoch {epoch+1} during validation. Skipping this batch.\")\n", " continue\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", " if torch.isnan(val_probs).any():\n", " logging.error(f\"NaN in probabilities at epoch {epoch+1} during validation. Skipping this batch.\")\n", " continue\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.\")\n", " break\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 out epoch metrics\n", " print(f'Epoch [{epoch+1}/{num_epochs}]\\n'\n", " f'Train Loss: {epoch_train_loss:.4f}, Train Acc: {epoch_train_accuracy*100:.2f}%, '\n", " f'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}%, '\n", " f'Val AUC: {epoch_val_auc:.4f}, Val F1: {epoch_val_f1:.4f}')\n", "\n", " # Step the scheduler based on val_loss\n", " scheduler.step(epoch_val_loss)\n", "\n", " # Early-stopping logic\n", " if epoch_val_loss < best_loss:\n", " best_loss = epoch_val_loss\n", " best_epoch = epoch + 1\n", " torch.save(\n", " model.module.state_dict() if isinstance(model, nn.DataParallel) else model.state_dict(),\n", " f'{model_name}_best.pth'\n", " )\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", " # ============ Save learning curves ============ #\n", " os.makedirs('results/learning_curves', exist_ok=True)\n", " epochs_range = range(1, len(train_loss_history) + 1)\n", "\n", " # ---- Loss ----\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", " # ---- Accuracy ----\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", " # ---- AUC ----\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", " # ---- F1 ----\n", " plt.figure(figsize=(8, 6))\n", " plt.plot(epochs_range, train_f1_history, label='Train F1')\n", " plt.plot(epochs_range, val_f1_history, label='Val F1')\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", " # ---- Combined Figure ----\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", "\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", "\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", "\n", " # Subplot 4: F1 Score\n", " plt.subplot(2, 2, 4)\n", " plt.plot(epochs_range, train_f1_history, label='Train F1')\n", " plt.plot(epochs_range, val_f1_history, label='Val F1')\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", "\n", " plt.tight_layout()\n", " plt.savefig(f'results/learning_curves/{model_name}_combined_metrics.png')\n", " plt.show()\n", "\n", " # ============ Save metrics to CSV ============ #\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" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fri Apr 25 15:16:09 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% 60C P0 281W / 390W | 11203MiB / 24576MiB | 91% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", "| 1 NVIDIA GeForce RTX 3090 Off | 00000000:08:00.0 Off | N/A |\n", "| 58% 66C P0 276W / 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 3229 G /usr/lib/xorg/Xorg 4MiB |\n", "| 0 N/A N/A 7319 C ...lange/anaconda3/envs/vit/bin/python 11180MiB |\n", "| 1 N/A N/A 3229 G /usr/lib/xorg/Xorg 4MiB |\n", "| 1 N/A N/A 7319 C ...lange/anaconda3/envs/vit/bin/python 23708MiB |\n", "+-----------------------------------------------------------------------------------------+\n" ] } ], "source": [ "!nvidia-smi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 🤖 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", "Fine-tuning the classification head" ] }, { "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": [ "2025-04-24 20:54:03,456 INFO:Loading pretrained weights from Hugging Face hub (timm/vit_base_patch16_224.augreg2_in21k_ft_in1k)\n", "2025-04-24 20:54:03,604 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: 0.3909, Train Acc: 83.90%, Train AUC: 0.9170, Train F1: 0.8361\n", "Val Loss: 0.1402, Val Acc: 95.02%, Val AUC: 0.9853, Val F1: 0.9493\n", "Best model saved at epoch 1 with Val Loss: 0.1402\n", "Epoch 1 time: 57.7597s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.1548, Train Acc: 94.21%, Train AUC: 0.9827, Train F1: 0.9410\n", "Val Loss: 0.1054, Val Acc: 95.82%, Val AUC: 0.9921, Val F1: 0.9583\n", "Best model saved at epoch 2 with Val Loss: 0.1054\n", "Epoch 2 time: 59.7319s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.1258, Train Acc: 95.39%, Train AUC: 0.9884, Train F1: 0.9532\n", "Val Loss: 0.1336, Val Acc: 95.12%, Val AUC: 0.9917, Val F1: 0.9522\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 3 time: 1m 2.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.1150, Train Acc: 95.77%, Train AUC: 0.9904, Train F1: 0.9572\n", "Val Loss: 0.1094, Val Acc: 96.36%, Val AUC: 0.9927, Val F1: 0.9638\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 4 time: 1m 5.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.1028, Train Acc: 96.35%, Train AUC: 0.9920, Train F1: 0.9630\n", "Val Loss: 0.0968, Val Acc: 96.46%, Val AUC: 0.9940, Val F1: 0.9649\n", "Best model saved at epoch 5 with Val Loss: 0.0968\n", "Epoch 5 time: 1m 6.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0989, Train Acc: 96.43%, Train AUC: 0.9925, Train F1: 0.9639\n", "Val Loss: 0.0851, Val Acc: 97.05%, Val AUC: 0.9947, Val F1: 0.9700\n", "Best model saved at epoch 6 with Val Loss: 0.0851\n", "Epoch 6 time: 1m 6.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0882, Train Acc: 96.88%, Train AUC: 0.9937, Train F1: 0.9684\n", "Val Loss: 0.0957, Val Acc: 96.89%, Val AUC: 0.9952, Val F1: 0.9682\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 7 time: 1m 7.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0867, Train Acc: 96.88%, Train AUC: 0.9942, Train F1: 0.9685\n", "Val Loss: 0.0813, Val Acc: 97.21%, Val AUC: 0.9957, Val F1: 0.9717\n", "Best model saved at epoch 8 with Val Loss: 0.0813\n", "Epoch 8 time: 1m 8.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0820, Train Acc: 97.12%, Train AUC: 0.9947, Train F1: 0.9709\n", "Val Loss: 0.0883, Val Acc: 97.05%, Val AUC: 0.9947, Val F1: 0.9705\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 9 time: 1m 9.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0785, Train Acc: 97.19%, Train AUC: 0.9952, Train F1: 0.9717\n", "Val Loss: 0.0717, Val Acc: 97.43%, Val AUC: 0.9962, Val F1: 0.9742\n", "Best model saved at epoch 10 with Val Loss: 0.0717\n", "Epoch 10 time: 1m 8.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0747, Train Acc: 97.23%, Train AUC: 0.9955, Train F1: 0.9721\n", "Val Loss: 0.0738, Val Acc: 97.11%, Val AUC: 0.9962, Val F1: 0.9712\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 11 time: 1m 9.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0724, Train Acc: 97.36%, Train AUC: 0.9958, Train F1: 0.9733\n", "Val Loss: 0.0799, Val Acc: 97.43%, Val AUC: 0.9955, Val F1: 0.9739\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 12 time: 1m 10.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0706, Train Acc: 97.44%, Train AUC: 0.9960, Train F1: 0.9742\n", "Val Loss: 0.0785, Val Acc: 97.21%, Val AUC: 0.9961, Val F1: 0.9720\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 13 time: 1m 10.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0691, Train Acc: 97.51%, Train AUC: 0.9961, Train F1: 0.9749\n", "Val Loss: 0.0823, Val Acc: 97.21%, Val AUC: 0.9953, Val F1: 0.9723\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 14 time: 1m 10.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0662, Train Acc: 97.60%, Train AUC: 0.9965, Train F1: 0.9758\n", "Val Loss: 0.0708, Val Acc: 97.37%, Val AUC: 0.9962, Val F1: 0.9733\n", "Best model saved at epoch 15 with Val Loss: 0.0708\n", "Epoch 15 time: 1m 14.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0633, Train Acc: 97.76%, Train AUC: 0.9966, Train F1: 0.9775\n", "Val Loss: 0.0760, Val Acc: 97.59%, Val AUC: 0.9961, Val F1: 0.9756\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 16 time: 1m 12.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0611, Train Acc: 97.82%, Train AUC: 0.9969, Train F1: 0.9780\n", "Val Loss: 0.0788, Val Acc: 97.53%, Val AUC: 0.9969, Val F1: 0.9750\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 17 time: 1m 12.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0569, Train Acc: 97.97%, Train AUC: 0.9973, Train F1: 0.9795\n", "Val Loss: 0.0747, Val Acc: 97.37%, Val AUC: 0.9953, Val F1: 0.9737\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 18 time: 1m 13.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0585, Train Acc: 97.81%, Train AUC: 0.9973, Train F1: 0.9779\n", "Val Loss: 0.0802, Val Acc: 97.37%, Val AUC: 0.9955, Val F1: 0.9734\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 19 time: 1m 13.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0583, Train Acc: 97.94%, Train AUC: 0.9972, Train F1: 0.9793\n", "Val Loss: 0.0841, Val Acc: 97.37%, Val AUC: 0.9964, Val F1: 0.9738\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 20 time: 1m 13.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0554, Train Acc: 97.99%, Train AUC: 0.9976, Train F1: 0.9798\n", "Val Loss: 0.0678, Val Acc: 97.70%, Val AUC: 0.9962, Val F1: 0.9767\n", "Best model saved at epoch 21 with Val Loss: 0.0678\n", "Epoch 21 time: 1m 13.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0554, Train Acc: 98.07%, Train AUC: 0.9975, Train F1: 0.9805\n", "Val Loss: 0.0771, Val Acc: 97.53%, Val AUC: 0.9964, Val F1: 0.9752\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 22 time: 1m 13.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0525, Train Acc: 98.12%, Train AUC: 0.9976, Train F1: 0.9811\n", "Val Loss: 0.0758, Val Acc: 97.70%, Val AUC: 0.9965, Val F1: 0.9769\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 23 time: 1m 12.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0518, Train Acc: 98.21%, Train AUC: 0.9977, Train F1: 0.9819\n", "Val Loss: 0.1058, Val Acc: 97.53%, Val AUC: 0.9946, Val F1: 0.9752\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 24 time: 1m 12.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0532, Train Acc: 98.13%, Train AUC: 0.9976, Train F1: 0.9812\n", "Val Loss: 0.0735, Val Acc: 97.70%, Val AUC: 0.9965, Val F1: 0.9769\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 25 time: 1m 13.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0547, Train Acc: 98.14%, Train AUC: 0.9975, Train F1: 0.9813\n", "Val Loss: 0.0973, Val Acc: 97.21%, Val AUC: 0.9948, Val F1: 0.9723\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 26 time: 1m 13.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0508, Train Acc: 98.23%, Train AUC: 0.9979, Train F1: 0.9822\n", "Val Loss: 0.0825, Val Acc: 97.16%, Val AUC: 0.9961, Val F1: 0.9714\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 27 time: 1m 12.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0386, Train Acc: 98.66%, Train AUC: 0.9987, Train F1: 0.9865\n", "Val Loss: 0.0748, Val Acc: 97.80%, Val AUC: 0.9971, Val F1: 0.9779\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 28 time: 1m 12.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0341, Train Acc: 98.81%, Train AUC: 0.9990, Train F1: 0.9880\n", "Val Loss: 0.0803, Val Acc: 98.02%, Val AUC: 0.9971, Val F1: 0.9800\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 29 time: 1m 13.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0347, Train Acc: 98.76%, Train AUC: 0.9989, Train F1: 0.9876\n", "Val Loss: 0.0799, Val Acc: 97.86%, Val AUC: 0.9971, Val F1: 0.9784\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 30 time: 1m 12.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0336, Train Acc: 98.86%, Train AUC: 0.9990, Train F1: 0.9885\n", "Val Loss: 0.0800, Val Acc: 97.86%, Val AUC: 0.9972, Val F1: 0.9784\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 31 time: 1m 13.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0329, Train Acc: 98.83%, Train AUC: 0.9991, Train F1: 0.9883\n", "Val Loss: 0.0766, Val Acc: 97.86%, Val AUC: 0.9973, Val F1: 0.9784\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 32 time: 1m 13.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0328, Train Acc: 98.89%, Train AUC: 0.9991, Train F1: 0.9889\n", "Val Loss: 0.0740, Val Acc: 97.80%, Val AUC: 0.9973, Val F1: 0.9779\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 33 time: 1m 13.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.0304, Train Acc: 98.92%, Train AUC: 0.9992, Train F1: 0.9892\n", "Val Loss: 0.0758, Val Acc: 97.91%, Val AUC: 0.9974, Val F1: 0.9789\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 34 time: 1m 12.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.0312, Train Acc: 98.90%, Train AUC: 0.9991, Train F1: 0.9889\n", "Val Loss: 0.0752, Val Acc: 97.96%, Val AUC: 0.9974, Val F1: 0.9795\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 35 time: 1m 13.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.0313, Train Acc: 98.93%, Train AUC: 0.9991, Train F1: 0.9892\n", "Val Loss: 0.0776, Val Acc: 97.86%, Val AUC: 0.9975, Val F1: 0.9784\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 36 time: 1m 11.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.0294, Train Acc: 98.98%, Train AUC: 0.9992, Train F1: 0.9898\n", "Val Loss: 0.0761, Val Acc: 97.91%, Val AUC: 0.9975, Val F1: 0.9790\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 37 time: 1m 12.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.0285, Train Acc: 98.98%, Train AUC: 0.9994, Train F1: 0.9898\n", "Val Loss: 0.0778, Val Acc: 97.86%, Val AUC: 0.9975, Val F1: 0.9784\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 38 time: 1m 13.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.0302, Train Acc: 98.94%, Train AUC: 0.9992, Train F1: 0.9894\n", "Val Loss: 0.0762, Val Acc: 97.96%, Val AUC: 0.9974, Val F1: 0.9795\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 39 time: 1m 12.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.0302, Train Acc: 98.96%, Train AUC: 0.9992, Train F1: 0.9896\n", "Val Loss: 0.0765, Val Acc: 98.02%, Val AUC: 0.9974, Val F1: 0.9801\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 40 time: 1m 13.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.0291, Train Acc: 99.00%, Train AUC: 0.9992, Train F1: 0.9900\n", "Val Loss: 0.0761, Val Acc: 98.02%, Val AUC: 0.9974, Val F1: 0.9801\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: 48m 24.38s\n" ] }, { "data": { "image/png": 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" ] }, "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 21 with best validation loss of 0.0678\n", "ViT training time: 48m 25.77s\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: 0.5807, Train Acc: 67.56%, Train AUC: 0.7559, Train F1: 0.6762\n", "Val Loss: 0.4801, Val Acc: 77.06%, Val AUC: 0.8529, Val F1: 0.7752\n", "Best model saved at epoch 1 with Val Loss: 0.4801\n", "Epoch 1 time: 40.0273s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4964, Train Acc: 73.59%, Train AUC: 0.8322, Train F1: 0.7297\n", "Val Loss: 0.4350, Val Acc: 80.23%, Val AUC: 0.8820, Val F1: 0.8045\n", "Best model saved at epoch 2 with Val Loss: 0.4350\n", "Epoch 2 time: 41.8850s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.4746, Train Acc: 75.09%, Train AUC: 0.8485, Train F1: 0.7456\n", "Val Loss: 0.4237, Val Acc: 80.49%, Val AUC: 0.8882, Val F1: 0.7978\n", "Best model saved at epoch 3 with Val Loss: 0.4237\n", "Epoch 3 time: 41.1036s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.4686, Train Acc: 75.20%, Train AUC: 0.8518, Train F1: 0.7480\n", "Val Loss: 0.4162, Val Acc: 81.35%, Val AUC: 0.8938, Val F1: 0.8168\n", "Best model saved at epoch 4 with Val Loss: 0.4162\n", "Epoch 4 time: 40.3338s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.4608, Train Acc: 75.61%, Train AUC: 0.8569, Train F1: 0.7518\n", "Val Loss: 0.4172, Val Acc: 81.19%, Val AUC: 0.8969, Val F1: 0.8190\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 5 time: 41.3581s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.4511, Train Acc: 76.21%, Train AUC: 0.8636, Train F1: 0.7604\n", "Val Loss: 0.4018, Val Acc: 81.51%, Val AUC: 0.8997, Val F1: 0.8116\n", "Best model saved at epoch 6 with Val Loss: 0.4018\n", "Epoch 6 time: 41.5802s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.4489, Train Acc: 76.25%, Train AUC: 0.8643, Train F1: 0.7578\n", "Val Loss: 0.3965, Val Acc: 82.21%, Val AUC: 0.9034, Val F1: 0.8245\n", "Best model saved at epoch 7 with Val Loss: 0.3965\n", "Epoch 7 time: 42.6666s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.4455, Train Acc: 76.58%, Train AUC: 0.8671, Train F1: 0.7638\n", "Val Loss: 0.3944, Val Acc: 81.73%, Val AUC: 0.9038, Val F1: 0.8158\n", "Best model saved at epoch 8 with Val Loss: 0.3944\n", "Epoch 8 time: 40.8543s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.4405, Train Acc: 76.76%, Train AUC: 0.8698, Train F1: 0.7657\n", "Val Loss: 0.4068, Val Acc: 81.51%, Val AUC: 0.9028, Val F1: 0.8242\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 9 time: 41.4523s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.4326, Train Acc: 77.18%, Train AUC: 0.8740, Train F1: 0.7671\n", "Val Loss: 0.3816, Val Acc: 83.23%, Val AUC: 0.9102, Val F1: 0.8322\n", "Best model saved at epoch 10 with Val Loss: 0.3816\n", "Epoch 10 time: 41.6097s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.4315, Train Acc: 76.80%, Train AUC: 0.8739, Train F1: 0.7611\n", "Val Loss: 0.3879, Val Acc: 82.37%, Val AUC: 0.9077, Val F1: 0.8247\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 11 time: 40.8903s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.4327, Train Acc: 76.97%, Train AUC: 0.8743, Train F1: 0.7685\n", "Val Loss: 0.3761, Val Acc: 82.96%, Val AUC: 0.9123, Val F1: 0.8283\n", "Best model saved at epoch 12 with Val Loss: 0.3761\n", "Epoch 12 time: 41.5326s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.4254, Train Acc: 77.46%, Train AUC: 0.8786, Train F1: 0.7711\n", "Val Loss: 0.3754, Val Acc: 82.80%, Val AUC: 0.9140, Val F1: 0.8247\n", "Best model saved at epoch 13 with Val Loss: 0.3754\n", "Epoch 13 time: 41.7040s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.4255, Train Acc: 77.50%, Train AUC: 0.8787, Train F1: 0.7696\n", "Val Loss: 0.3794, Val Acc: 82.80%, Val AUC: 0.9122, Val F1: 0.8241\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 14 time: 42.2185s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.4239, Train Acc: 77.73%, Train AUC: 0.8800, Train F1: 0.7745\n", "Val Loss: 0.3812, Val Acc: 82.42%, Val AUC: 0.9107, Val F1: 0.8208\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 15 time: 40.7335s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.4240, Train Acc: 77.35%, Train AUC: 0.8787, Train F1: 0.7717\n", "Val Loss: 0.3799, Val Acc: 82.58%, Val AUC: 0.9126, Val F1: 0.8289\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 16 time: 41.5250s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.4201, Train Acc: 77.80%, Train AUC: 0.8818, Train F1: 0.7771\n", "Val Loss: 0.3760, Val Acc: 83.01%, Val AUC: 0.9143, Val F1: 0.8315\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 17 time: 42.9362s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.4166, Train Acc: 77.75%, Train AUC: 0.8828, Train F1: 0.7696\n", "Val Loss: 0.3723, Val Acc: 83.17%, Val AUC: 0.9152, Val F1: 0.8299\n", "Best model saved at epoch 18 with Val Loss: 0.3723\n", "Epoch 18 time: 40.6984s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.4169, Train Acc: 77.69%, Train AUC: 0.8829, Train F1: 0.7757\n", "Val Loss: 0.3770, Val Acc: 83.28%, Val AUC: 0.9140, Val F1: 0.8299\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 19 time: 40.7631s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.4125, Train Acc: 77.99%, Train AUC: 0.8854, Train F1: 0.7745\n", "Val Loss: 0.3729, Val Acc: 82.90%, Val AUC: 0.9158, Val F1: 0.8286\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 20 time: 42.2033s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.4140, Train Acc: 78.14%, Train AUC: 0.8849, Train F1: 0.7808\n", "Val Loss: 0.3903, Val Acc: 82.53%, Val AUC: 0.9123, Val F1: 0.8187\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 21 time: 42.1090s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.4099, Train Acc: 78.30%, Train AUC: 0.8874, Train F1: 0.7769\n", "Val Loss: 0.3683, Val Acc: 83.65%, Val AUC: 0.9172, Val F1: 0.8361\n", "Best model saved at epoch 22 with Val Loss: 0.3683\n", "Epoch 22 time: 40.7869s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.4085, Train Acc: 78.27%, Train AUC: 0.8878, Train F1: 0.7812\n", "Val Loss: 0.3708, Val Acc: 83.01%, Val AUC: 0.9175, Val F1: 0.8274\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 23 time: 41.4521s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.4088, Train Acc: 77.91%, Train AUC: 0.8869, Train F1: 0.7738\n", "Val Loss: 0.3692, Val Acc: 83.01%, Val AUC: 0.9179, Val F1: 0.8327\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 24 time: 41.7879s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.4116, Train Acc: 78.13%, Train AUC: 0.8861, Train F1: 0.7811\n", "Val Loss: 0.3758, Val Acc: 83.23%, Val AUC: 0.9155, Val F1: 0.8313\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 25 time: 42.7039s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.4059, Train Acc: 78.43%, Train AUC: 0.8893, Train F1: 0.7808\n", "Val Loss: 0.3717, Val Acc: 83.28%, Val AUC: 0.9193, Val F1: 0.8251\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 26 time: 40.9648s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.4040, Train Acc: 78.61%, Train AUC: 0.8909, Train F1: 0.7857\n", "Val Loss: 0.3763, Val Acc: 82.85%, Val AUC: 0.9161, Val F1: 0.8259\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 27 time: 41.9741s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.4049, Train Acc: 78.22%, Train AUC: 0.8888, Train F1: 0.7808\n", "Val Loss: 0.3627, Val Acc: 83.82%, Val AUC: 0.9210, Val F1: 0.8333\n", "Best model saved at epoch 28 with Val Loss: 0.3627\n", "Epoch 28 time: 43.2875s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.4032, Train Acc: 78.25%, Train AUC: 0.8897, Train F1: 0.7857\n", "Val Loss: 0.3809, Val Acc: 82.74%, Val AUC: 0.9159, Val F1: 0.8287\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 29 time: 41.4996s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.4000, Train Acc: 78.79%, Train AUC: 0.8926, Train F1: 0.7872\n", "Val Loss: 0.3587, Val Acc: 83.49%, Val AUC: 0.9232, Val F1: 0.8360\n", "Best model saved at epoch 30 with Val Loss: 0.3587\n", "Epoch 30 time: 41.2740s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.4011, Train Acc: 78.74%, Train AUC: 0.8917, Train F1: 0.7879\n", "Val Loss: 0.3621, Val Acc: 83.33%, Val AUC: 0.9212, Val F1: 0.8298\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 31 time: 41.2139s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.3998, Train Acc: 78.63%, Train AUC: 0.8923, Train F1: 0.7862\n", "Val Loss: 0.3643, Val Acc: 83.33%, Val AUC: 0.9224, Val F1: 0.8362\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 32 time: 41.5095s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.4032, Train Acc: 78.54%, Train AUC: 0.8907, Train F1: 0.7850\n", "Val Loss: 0.3637, Val Acc: 84.03%, Val AUC: 0.9216, Val F1: 0.8423\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 33 time: 42.3647s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.3978, Train Acc: 78.75%, Train AUC: 0.8932, Train F1: 0.7857\n", "Val Loss: 0.3552, Val Acc: 84.14%, Val AUC: 0.9238, Val F1: 0.8370\n", "Best model saved at epoch 34 with Val Loss: 0.3552\n", "Epoch 34 time: 41.8343s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.3978, Train Acc: 78.77%, Train AUC: 0.8935, Train F1: 0.7898\n", "Val Loss: 0.3567, Val Acc: 83.82%, Val AUC: 0.9242, Val F1: 0.8350\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 35 time: 41.5496s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.3933, Train Acc: 79.28%, Train AUC: 0.8962, Train F1: 0.7896\n", "Val Loss: 0.3698, Val Acc: 82.96%, Val AUC: 0.9200, Val F1: 0.8283\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 36 time: 40.1766s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.3955, Train Acc: 78.82%, Train AUC: 0.8940, Train F1: 0.7819\n", "Val Loss: 0.3621, Val Acc: 83.76%, Val AUC: 0.9225, Val F1: 0.8343\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 37 time: 42.4288s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.3928, Train Acc: 79.37%, Train AUC: 0.8967, Train F1: 0.7916\n", "Val Loss: 0.3628, Val Acc: 84.35%, Val AUC: 0.9228, Val F1: 0.8399\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 38 time: 41.1698s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.3895, Train Acc: 79.46%, Train AUC: 0.8986, Train F1: 0.7920\n", "Val Loss: 0.3709, Val Acc: 83.44%, Val AUC: 0.9211, Val F1: 0.8357\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 39 time: 41.2382s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.3960, Train Acc: 78.54%, Train AUC: 0.8937, Train F1: 0.7838\n", "Val Loss: 0.3520, Val Acc: 84.30%, Val AUC: 0.9251, Val F1: 0.8391\n", "Best model saved at epoch 40 with Val Loss: 0.3520\n", "Epoch 40 time: 42.4115s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.3921, Train Acc: 79.06%, Train AUC: 0.8965, Train F1: 0.7879\n", "Val Loss: 0.3620, Val Acc: 84.73%, Val AUC: 0.9225, Val F1: 0.8483\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 41 time: 42.8336s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.3920, Train Acc: 79.13%, Train AUC: 0.8960, Train F1: 0.7846\n", "Val Loss: 0.3607, Val Acc: 83.76%, Val AUC: 0.9246, Val F1: 0.8429\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 42 time: 41.2053s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.3885, Train Acc: 79.19%, Train AUC: 0.8983, Train F1: 0.7865\n", "Val Loss: 0.3631, Val Acc: 83.98%, Val AUC: 0.9232, Val F1: 0.8388\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 43 time: 43.2538s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.3847, Train Acc: 79.46%, Train AUC: 0.9006, Train F1: 0.7923\n", "Val Loss: 0.3708, Val Acc: 83.82%, Val AUC: 0.9212, Val F1: 0.8387\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 44 time: 40.2650s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.3879, Train Acc: 79.27%, Train AUC: 0.8983, Train F1: 0.7934\n", "Val Loss: 0.3657, Val Acc: 83.55%, Val AUC: 0.9231, Val F1: 0.8329\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 45 time: 42.4878s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.3866, Train Acc: 79.10%, Train AUC: 0.8985, Train F1: 0.7908\n", "Val Loss: 0.3631, Val Acc: 84.30%, Val AUC: 0.9234, Val F1: 0.8427\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 46 time: 41.0875s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.3852, Train Acc: 79.55%, Train AUC: 0.9004, Train F1: 0.7981\n", "Val Loss: 0.3518, Val Acc: 84.51%, Val AUC: 0.9270, Val F1: 0.8435\n", "Best model saved at epoch 47 with Val Loss: 0.3518\n", "Epoch 47 time: 39.6752s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.3807, Train Acc: 79.73%, Train AUC: 0.9021, Train F1: 0.7934\n", "Val Loss: 0.3517, Val Acc: 84.51%, Val AUC: 0.9268, Val F1: 0.8422\n", "Best model saved at epoch 48 with Val Loss: 0.3517\n", "Epoch 48 time: 42.4116s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.3794, Train Acc: 79.63%, Train AUC: 0.9029, Train F1: 0.7929\n", "Val Loss: 0.3500, Val Acc: 84.89%, Val AUC: 0.9278, Val F1: 0.8482\n", "Best model saved at epoch 49 with Val Loss: 0.3500\n", "Epoch 49 time: 41.0652s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.3790, Train Acc: 79.90%, Train AUC: 0.9034, Train F1: 0.7963\n", "Val Loss: 0.3569, Val Acc: 84.41%, Val AUC: 0.9245, Val F1: 0.8431\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 50 time: 41.1327s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.3793, Train Acc: 79.89%, Train AUC: 0.9034, Train F1: 0.7963\n", "Val Loss: 0.3488, Val Acc: 84.67%, Val AUC: 0.9273, Val F1: 0.8441\n", "Best model saved at epoch 51 with Val Loss: 0.3488\n", "Epoch 51 time: 41.6716s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.3811, Train Acc: 79.85%, Train AUC: 0.9026, Train F1: 0.7994\n", "Val Loss: 0.3513, Val Acc: 84.78%, Val AUC: 0.9271, Val F1: 0.8476\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 52 time: 42.1604s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.3771, Train Acc: 79.76%, Train AUC: 0.9041, Train F1: 0.8013\n", "Val Loss: 0.3475, Val Acc: 84.67%, Val AUC: 0.9281, Val F1: 0.8452\n", "Best model saved at epoch 53 with Val Loss: 0.3475\n", "Epoch 53 time: 40.7306s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.3804, Train Acc: 79.46%, Train AUC: 0.9023, Train F1: 0.7959\n", "Val Loss: 0.3481, Val Acc: 84.30%, Val AUC: 0.9282, Val F1: 0.8396\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 54 time: 40.9441s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.3761, Train Acc: 79.98%, Train AUC: 0.9053, Train F1: 0.8011\n", "Val Loss: 0.3545, Val Acc: 84.41%, Val AUC: 0.9267, Val F1: 0.8407\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 55 time: 41.8295s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.3782, Train Acc: 80.00%, Train AUC: 0.9041, Train F1: 0.8056\n", "Val Loss: 0.3550, Val Acc: 84.19%, Val AUC: 0.9256, Val F1: 0.8378\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 56 time: 41.8342s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.3769, Train Acc: 79.97%, Train AUC: 0.9044, Train F1: 0.8000\n", "Val Loss: 0.3474, Val Acc: 84.67%, Val AUC: 0.9283, Val F1: 0.8439\n", "Best model saved at epoch 57 with Val Loss: 0.3474\n", "Epoch 57 time: 41.0432s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.3774, Train Acc: 79.99%, Train AUC: 0.9043, Train F1: 0.7986\n", "Val Loss: 0.3514, Val Acc: 84.14%, Val AUC: 0.9264, Val F1: 0.8388\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 58 time: 42.0901s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.3798, Train Acc: 79.85%, Train AUC: 0.9033, Train F1: 0.8021\n", "Val Loss: 0.3518, Val Acc: 84.57%, Val AUC: 0.9265, Val F1: 0.8421\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 59 time: 42.4728s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.3793, Train Acc: 79.60%, Train AUC: 0.9028, Train F1: 0.7958\n", "Val Loss: 0.3539, Val Acc: 84.03%, Val AUC: 0.9269, Val F1: 0.8375\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 60 time: 41.1325s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.3777, Train Acc: 80.05%, Train AUC: 0.9044, Train F1: 0.7976\n", "Val Loss: 0.3519, Val Acc: 84.78%, Val AUC: 0.9275, Val F1: 0.8465\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 61 time: 41.7732s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.3745, Train Acc: 80.11%, Train AUC: 0.9056, Train F1: 0.8025\n", "Val Loss: 0.3549, Val Acc: 83.60%, Val AUC: 0.9262, Val F1: 0.8346\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 62 time: 41.4272s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.3767, Train Acc: 79.72%, Train AUC: 0.9038, Train F1: 0.7945\n", "Val Loss: 0.3498, Val Acc: 84.57%, Val AUC: 0.9280, Val F1: 0.8443\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 63 time: 40.8602s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.3782, Train Acc: 79.67%, Train AUC: 0.9033, Train F1: 0.7915\n", "Val Loss: 0.3460, Val Acc: 84.73%, Val AUC: 0.9290, Val F1: 0.8447\n", "Best model saved at epoch 64 with Val Loss: 0.3460\n", "Epoch 64 time: 41.3278s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.3760, Train Acc: 80.19%, Train AUC: 0.9058, Train F1: 0.7973\n", "Val Loss: 0.3528, Val Acc: 84.30%, Val AUC: 0.9276, Val F1: 0.8405\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 65 time: 41.5619s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.3786, Train Acc: 79.50%, Train AUC: 0.9025, Train F1: 0.7900\n", "Val Loss: 0.3460, Val Acc: 84.35%, Val AUC: 0.9291, Val F1: 0.8408\n", "Best model saved at epoch 66 with Val Loss: 0.3460\n", "Epoch 66 time: 42.9029s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.3776, Train Acc: 80.11%, Train AUC: 0.9043, Train F1: 0.7968\n", "Val Loss: 0.3531, Val Acc: 84.57%, Val AUC: 0.9274, Val F1: 0.8442\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 67 time: 41.3481s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.3820, Train Acc: 79.74%, Train AUC: 0.9018, Train F1: 0.7931\n", "Val Loss: 0.3496, Val Acc: 84.30%, Val AUC: 0.9282, Val F1: 0.8395\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 68 time: 41.1544s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.3775, Train Acc: 79.90%, Train AUC: 0.9043, Train F1: 0.7952\n", "Val Loss: 0.3466, Val Acc: 84.78%, Val AUC: 0.9291, Val F1: 0.8458\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 69 time: 39.9687s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.3780, Train Acc: 79.88%, Train AUC: 0.9040, Train F1: 0.7941\n", "Val Loss: 0.3524, Val Acc: 84.19%, Val AUC: 0.9273, Val F1: 0.8411\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 70 time: 40.1717s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.3777, Train Acc: 79.72%, Train AUC: 0.9038, Train F1: 0.7933\n", "Val Loss: 0.3525, Val Acc: 84.14%, Val AUC: 0.9272, Val F1: 0.8397\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 71 time: 41.0554s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.3781, Train Acc: 80.07%, Train AUC: 0.9041, Train F1: 0.7976\n", "Val Loss: 0.3523, Val Acc: 84.19%, Val AUC: 0.9272, Val F1: 0.8406\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 72 time: 41.5632s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.3749, Train Acc: 80.32%, Train AUC: 0.9062, Train F1: 0.7995\n", "Val Loss: 0.3490, Val Acc: 84.67%, Val AUC: 0.9283, Val F1: 0.8454\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 73 time: 43.9568s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.3781, Train Acc: 79.69%, Train AUC: 0.9031, Train F1: 0.7931\n", "Val Loss: 0.3501, Val Acc: 84.67%, Val AUC: 0.9272, Val F1: 0.8454\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 74 time: 40.6367s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.3743, Train Acc: 79.99%, Train AUC: 0.9061, Train F1: 0.7978\n", "Val Loss: 0.3555, Val Acc: 84.35%, Val AUC: 0.9257, Val F1: 0.8413\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 75 time: 41.3022s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.3727, Train Acc: 80.08%, Train AUC: 0.9064, Train F1: 0.7989\n", "Val Loss: 0.3466, Val Acc: 84.78%, Val AUC: 0.9289, Val F1: 0.8455\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 76 time: 42.6081s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.3743, Train Acc: 80.23%, Train AUC: 0.9063, Train F1: 0.8015\n", "Val Loss: 0.3465, Val Acc: 84.73%, Val AUC: 0.9290, Val F1: 0.8447\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 77 time: 41.6888s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.3781, Train Acc: 79.54%, Train AUC: 0.9030, Train F1: 0.7945\n", "Val Loss: 0.3520, Val Acc: 84.41%, Val AUC: 0.9271, Val F1: 0.8426\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 78 time: 43.1002s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.3747, Train Acc: 79.91%, Train AUC: 0.9050, Train F1: 0.7978\n", "Val Loss: 0.3505, Val Acc: 84.41%, Val AUC: 0.9275, Val F1: 0.8419\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 79 time: 42.2019s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.3786, Train Acc: 79.92%, Train AUC: 0.9036, Train F1: 0.7969\n", "Val Loss: 0.3528, Val Acc: 84.14%, Val AUC: 0.9272, Val F1: 0.8398\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 80 time: 39.5822s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.3744, Train Acc: 80.14%, Train AUC: 0.9060, Train F1: 0.7982\n", "Val Loss: 0.3520, Val Acc: 84.94%, Val AUC: 0.9271, Val F1: 0.8495\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 81 time: 41.3821s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.3810, Train Acc: 79.84%, Train AUC: 0.9029, Train F1: 0.7960\n", "Val Loss: 0.3516, Val Acc: 84.62%, Val AUC: 0.9278, Val F1: 0.8441\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 82 time: 40.5809s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.3764, Train Acc: 79.74%, Train AUC: 0.9038, Train F1: 0.7969\n", "Val Loss: 0.3519, Val Acc: 84.51%, Val AUC: 0.9270, Val F1: 0.8455\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 83 time: 41.6356s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.3760, Train Acc: 80.01%, Train AUC: 0.9047, Train F1: 0.7997\n", "Val Loss: 0.3469, Val Acc: 84.62%, Val AUC: 0.9293, Val F1: 0.8446\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 84 time: 41.2018s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.3782, Train Acc: 79.79%, Train AUC: 0.9033, Train F1: 0.7972\n", "Val Loss: 0.3505, Val Acc: 84.51%, Val AUC: 0.9280, Val F1: 0.8445\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 85 time: 41.9460s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.3756, Train Acc: 79.89%, Train AUC: 0.9050, Train F1: 0.7988\n", "Val Loss: 0.3572, Val Acc: 84.19%, Val AUC: 0.9258, Val F1: 0.8403\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: 59m 29.59s\n" ] }, { "data": { "image/png": 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" ] }, "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 66 with best validation loss of 0.3460\n", "CvT training time: 59m 32.39s\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)}\")" ] }, { "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": [ "2025-04-24 22:42:01,615 INFO:Loading pretrained weights from Hugging Face hub (timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k)\n", "2025-04-24 22:42:01,995 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", "2025-04-24 22:42:02,042 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": [ "2025-04-24 22:42:12,269 ERROR:NaN loss encountered at epoch 1. Skipping this batch.\n", " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.1440, Train Acc: 94.38%, Train AUC: 0.9858, Train F1: 0.9430\n", "Val Loss: 0.0762, Val Acc: 97.43%, Val AUC: 0.9956, Val F1: 0.9738\n", "Best model saved at epoch 1 with Val Loss: 0.0762\n", "Epoch 1 time: 2m 12.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0684, Train Acc: 97.75%, Train AUC: 0.9957, Train F1: 0.9773\n", "Val Loss: 0.0581, Val Acc: 98.07%, Val AUC: 0.9970, Val F1: 0.9804\n", "Best model saved at epoch 2 with Val Loss: 0.0581\n", "Epoch 2 time: 2m 12.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0613, Train Acc: 97.92%, Train AUC: 0.9966, Train F1: 0.9791\n", "Val Loss: 0.0566, Val Acc: 97.86%, Val AUC: 0.9977, Val F1: 0.9785\n", "Best model saved at epoch 3 with Val Loss: 0.0566\n", "Epoch 3 time: 2m 14.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0508, Train Acc: 98.32%, Train AUC: 0.9974, Train F1: 0.9831\n", "Val Loss: 0.0522, Val Acc: 98.18%, Val AUC: 0.9980, Val F1: 0.9815\n", "Best model saved at epoch 4 with Val Loss: 0.0522\n", "Epoch 4 time: 2m 13.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0468, Train Acc: 98.43%, Train AUC: 0.9978, Train F1: 0.9842\n", "Val Loss: 0.0695, Val Acc: 98.18%, Val AUC: 0.9973, Val F1: 0.9817\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 5 time: 2m 12.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0449, Train Acc: 98.48%, Train AUC: 0.9981, Train F1: 0.9847\n", "Val Loss: 0.0517, Val Acc: 98.18%, Val AUC: 0.9980, Val F1: 0.9818\n", "Best model saved at epoch 6 with Val Loss: 0.0517\n", "Epoch 6 time: 2m 12.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0406, Train Acc: 98.72%, Train AUC: 0.9983, Train F1: 0.9871\n", "Val Loss: 0.0504, Val Acc: 98.55%, Val AUC: 0.9979, Val F1: 0.9854\n", "Best model saved at epoch 7 with Val Loss: 0.0504\n", "Epoch 7 time: 2m 9.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0365, Train Acc: 98.83%, Train AUC: 0.9986, Train F1: 0.9882\n", "Val Loss: 0.0621, Val Acc: 97.75%, Val AUC: 0.9981, Val F1: 0.9776\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 8 time: 2m 9.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0362, Train Acc: 98.80%, Train AUC: 0.9987, Train F1: 0.9880\n", "Val Loss: 0.0503, Val Acc: 98.45%, Val AUC: 0.9984, Val F1: 0.9844\n", "Best model saved at epoch 9 with Val Loss: 0.0503\n", "Epoch 9 time: 2m 10.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0324, Train Acc: 98.91%, Train AUC: 0.9990, Train F1: 0.9891\n", "Val Loss: 0.0507, Val Acc: 98.29%, Val AUC: 0.9984, Val F1: 0.9829\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 10 time: 2m 10.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0325, Train Acc: 98.93%, Train AUC: 0.9990, Train F1: 0.9892\n", "Val Loss: 0.0509, Val Acc: 98.34%, Val AUC: 0.9981, Val F1: 0.9834\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 11 time: 2m 10.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0297, Train Acc: 99.00%, Train AUC: 0.9992, Train F1: 0.9900\n", "Val Loss: 0.0596, Val Acc: 98.45%, Val AUC: 0.9980, Val F1: 0.9845\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 12 time: 2m 10.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0262, Train Acc: 99.13%, Train AUC: 0.9994, Train F1: 0.9913\n", "Val Loss: 0.0846, Val Acc: 98.50%, Val AUC: 0.9972, Val F1: 0.9850\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 13 time: 2m 8.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0311, Train Acc: 99.00%, Train AUC: 0.9990, Train F1: 0.9900\n", "Val Loss: 0.0797, Val Acc: 98.12%, Val AUC: 0.9975, Val F1: 0.9813\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 14 time: 2m 9.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0271, Train Acc: 99.13%, Train AUC: 0.9993, Train F1: 0.9912\n", "Val Loss: 0.0549, Val Acc: 98.29%, Val AUC: 0.9980, Val F1: 0.9827\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 15 time: 2m 7.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0184, Train Acc: 99.39%, Train AUC: 0.9997, Train F1: 0.9939\n", "Val Loss: 0.0583, Val Acc: 98.55%, Val AUC: 0.9982, Val F1: 0.9855\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 16 time: 2m 9.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0173, Train Acc: 99.44%, Train AUC: 0.9997, Train F1: 0.9944\n", "Val Loss: 0.0601, Val Acc: 98.61%, Val AUC: 0.9978, Val F1: 0.9860\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 17 time: 2m 8.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0169, Train Acc: 99.48%, Train AUC: 0.9997, Train F1: 0.9948\n", "Val Loss: 0.0543, Val Acc: 98.45%, Val AUC: 0.9985, Val F1: 0.9844\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 18 time: 2m 5.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0152, Train Acc: 99.54%, Train AUC: 0.9997, Train F1: 0.9954\n", "Val Loss: 0.0643, Val Acc: 98.39%, Val AUC: 0.9979, Val F1: 0.9839\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 19 time: 2m 7.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0151, Train Acc: 99.51%, Train AUC: 0.9998, Train F1: 0.9951\n", "Val Loss: 0.0596, Val Acc: 98.50%, Val AUC: 0.9980, Val F1: 0.9850\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 20 time: 2m 9.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0146, Train Acc: 99.46%, Train AUC: 0.9998, Train F1: 0.9946\n", "Val Loss: 0.0660, Val Acc: 98.50%, Val AUC: 0.9979, Val F1: 0.9849\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 21 time: 2m 4.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0147, Train Acc: 99.53%, Train AUC: 0.9998, Train F1: 0.9953\n", "Val Loss: 0.0541, Val Acc: 98.66%, Val AUC: 0.9982, Val F1: 0.9866\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 22 time: 2m 6.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0137, Train Acc: 99.54%, Train AUC: 0.9998, Train F1: 0.9954\n", "Val Loss: 0.0559, Val Acc: 98.66%, Val AUC: 0.9982, Val F1: 0.9866\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 23 time: 2m 7.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0129, Train Acc: 99.60%, Train AUC: 0.9998, Train F1: 0.9960\n", "Val Loss: 0.0587, Val Acc: 98.61%, Val AUC: 0.9982, Val F1: 0.9860\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 24 time: 2m 5.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0132, Train Acc: 99.51%, Train AUC: 0.9999, Train F1: 0.9951\n", "Val Loss: 0.0594, Val Acc: 98.55%, Val AUC: 0.9981, Val F1: 0.9855\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 25 time: 2m 7.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0133, Train Acc: 99.52%, Train AUC: 0.9999, Train F1: 0.9952\n", "Val Loss: 0.0602, Val Acc: 98.50%, Val AUC: 0.9981, Val F1: 0.9849\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 26 time: 2m 5.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0132, Train Acc: 99.54%, Train AUC: 0.9998, Train F1: 0.9954\n", "Val Loss: 0.0601, Val Acc: 98.61%, Val AUC: 0.9981, Val F1: 0.9860\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 27 time: 2m 6.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0117, Train Acc: 99.57%, Train AUC: 0.9999, Train F1: 0.9957\n", "Val Loss: 0.0613, Val Acc: 98.50%, Val AUC: 0.9981, Val F1: 0.9849\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 28 time: 2m 5.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0125, Train Acc: 99.57%, Train AUC: 0.9999, Train F1: 0.9957\n", "Val Loss: 0.0612, Val Acc: 98.50%, Val AUC: 0.9981, Val F1: 0.9849\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: 1h 2m 18s\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 9 with best validation loss of 0.0503\n", "Swin training time: 1h 2m 20s\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)}\")" ] }, { "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": [ "2025-04-24 23:44:21,107 INFO:Loading pretrained weights from Hugging Face hub (timm/cait_s24_224.fb_dist_in1k)\n", "2025-04-24 23:44:50,718 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: 0.1836, Train Acc: 92.07%, Train AUC: 0.9785, Train F1: 0.9187\n", "Val Loss: 0.0924, Val Acc: 97.00%, Val AUC: 0.9940, Val F1: 0.9693\n", "Best model saved at epoch 1 with Val Loss: 0.0924\n", "Epoch 1 time: 1m 28.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0772, Train Acc: 97.39%, Train AUC: 0.9947, Train F1: 0.9737\n", "Val Loss: 0.0610, Val Acc: 97.91%, Val AUC: 0.9969, Val F1: 0.9790\n", "Best model saved at epoch 2 with Val Loss: 0.0610\n", "Epoch 2 time: 1m 45.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0644, Train Acc: 97.84%, Train AUC: 0.9963, Train F1: 0.9782\n", "Val Loss: 0.0672, Val Acc: 97.86%, Val AUC: 0.9974, Val F1: 0.9787\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 3 time: 1m 48.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0604, Train Acc: 98.05%, Train AUC: 0.9966, Train F1: 0.9804\n", "Val Loss: 0.0668, Val Acc: 97.75%, Val AUC: 0.9974, Val F1: 0.9771\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 4 time: 1m 49.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0501, Train Acc: 98.30%, Train AUC: 0.9976, Train F1: 0.9829\n", "Val Loss: 0.0592, Val Acc: 98.12%, Val AUC: 0.9971, Val F1: 0.9812\n", "Best model saved at epoch 5 with Val Loss: 0.0592\n", "Epoch 5 time: 1m 50.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0446, Train Acc: 98.51%, Train AUC: 0.9981, Train F1: 0.9851\n", "Val Loss: 0.0491, Val Acc: 98.39%, Val AUC: 0.9978, Val F1: 0.9838\n", "Best model saved at epoch 6 with Val Loss: 0.0491\n", "Epoch 6 time: 1m 48.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0443, Train Acc: 98.48%, Train AUC: 0.9981, Train F1: 0.9847\n", "Val Loss: 0.0699, Val Acc: 97.70%, Val AUC: 0.9967, Val F1: 0.9771\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 7 time: 1m 49.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0421, Train Acc: 98.62%, Train AUC: 0.9984, Train F1: 0.9861\n", "Val Loss: 0.0530, Val Acc: 98.29%, Val AUC: 0.9978, Val F1: 0.9827\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 8 time: 1m 50.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0410, Train Acc: 98.62%, Train AUC: 0.9984, Train F1: 0.9862\n", "Val Loss: 0.0573, Val Acc: 98.45%, Val AUC: 0.9974, Val F1: 0.9843\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 9 time: 1m 51.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0375, Train Acc: 98.71%, Train AUC: 0.9987, Train F1: 0.9871\n", "Val Loss: 0.0654, Val Acc: 98.29%, Val AUC: 0.9974, Val F1: 0.9826\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 10 time: 1m 51.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0358, Train Acc: 98.80%, Train AUC: 0.9988, Train F1: 0.9879\n", "Val Loss: 0.0509, Val Acc: 98.66%, Val AUC: 0.9984, Val F1: 0.9866\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 11 time: 1m 49.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0348, Train Acc: 98.83%, Train AUC: 0.9988, Train F1: 0.9882\n", "Val Loss: 0.0481, Val Acc: 98.34%, Val AUC: 0.9977, Val F1: 0.9833\n", "Best model saved at epoch 12 with Val Loss: 0.0481\n", "Epoch 12 time: 1m 49.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0319, Train Acc: 98.97%, Train AUC: 0.9990, Train F1: 0.9896\n", "Val Loss: 0.0551, Val Acc: 98.82%, Val AUC: 0.9976, Val F1: 0.9881\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 13 time: 1m 49.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0330, Train Acc: 98.88%, Train AUC: 0.9990, Train F1: 0.9887\n", "Val Loss: 0.0533, Val Acc: 98.55%, Val AUC: 0.9974, Val F1: 0.9854\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 14 time: 1m 50.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0319, Train Acc: 98.96%, Train AUC: 0.9991, Train F1: 0.9895\n", "Val Loss: 0.0422, Val Acc: 98.34%, Val AUC: 0.9989, Val F1: 0.9835\n", "Best model saved at epoch 15 with Val Loss: 0.0422\n", "Epoch 15 time: 1m 48.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0293, Train Acc: 99.03%, Train AUC: 0.9991, Train F1: 0.9903\n", "Val Loss: 0.0547, Val Acc: 98.55%, Val AUC: 0.9982, Val F1: 0.9854\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 16 time: 1m 50.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0302, Train Acc: 99.00%, Train AUC: 0.9992, Train F1: 0.9899\n", "Val Loss: 0.0570, Val Acc: 98.45%, Val AUC: 0.9987, Val F1: 0.9843\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 17 time: 1m 51.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0296, Train Acc: 99.00%, Train AUC: 0.9992, Train F1: 0.9899\n", "Val Loss: 0.0534, Val Acc: 98.55%, Val AUC: 0.9982, Val F1: 0.9856\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 18 time: 1m 48.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0288, Train Acc: 99.05%, Train AUC: 0.9992, Train F1: 0.9905\n", "Val Loss: 0.0471, Val Acc: 98.77%, Val AUC: 0.9983, Val F1: 0.9876\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 19 time: 1m 48.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0280, Train Acc: 99.06%, Train AUC: 0.9993, Train F1: 0.9906\n", "Val Loss: 0.0708, Val Acc: 98.12%, Val AUC: 0.9976, Val F1: 0.9812\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 20 time: 1m 48.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0272, Train Acc: 99.06%, Train AUC: 0.9993, Train F1: 0.9906\n", "Val Loss: 0.0537, Val Acc: 98.39%, Val AUC: 0.9984, Val F1: 0.9838\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 21 time: 1m 48.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0230, Train Acc: 99.25%, Train AUC: 0.9995, Train F1: 0.9925\n", "Val Loss: 0.0526, Val Acc: 98.61%, Val AUC: 0.9986, Val F1: 0.9860\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 22 time: 1m 48.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0198, Train Acc: 99.35%, Train AUC: 0.9996, Train F1: 0.9935\n", "Val Loss: 0.0543, Val Acc: 98.55%, Val AUC: 0.9986, Val F1: 0.9855\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 23 time: 1m 48.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0189, Train Acc: 99.36%, Train AUC: 0.9997, Train F1: 0.9936\n", "Val Loss: 0.0541, Val Acc: 98.71%, Val AUC: 0.9985, Val F1: 0.9871\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 24 time: 1m 47.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0178, Train Acc: 99.40%, Train AUC: 0.9997, Train F1: 0.9940\n", "Val Loss: 0.0553, Val Acc: 98.77%, Val AUC: 0.9985, Val F1: 0.9877\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 25 time: 1m 50.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0170, Train Acc: 99.40%, Train AUC: 0.9997, Train F1: 0.9940\n", "Val Loss: 0.0542, Val Acc: 98.66%, Val AUC: 0.9985, Val F1: 0.9866\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 26 time: 1m 48.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0193, Train Acc: 99.35%, Train AUC: 0.9996, Train F1: 0.9935\n", "Val Loss: 0.0537, Val Acc: 98.66%, Val AUC: 0.9986, Val F1: 0.9866\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 27 time: 1m 48.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0179, Train Acc: 99.40%, Train AUC: 0.9997, Train F1: 0.9940\n", "Val Loss: 0.0555, Val Acc: 98.66%, Val AUC: 0.9986, Val F1: 0.9866\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 28 time: 1m 47.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0164, Train Acc: 99.46%, Train AUC: 0.9997, Train F1: 0.9946\n", "Val Loss: 0.0555, Val Acc: 98.66%, Val AUC: 0.9986, Val F1: 0.9866\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 29 time: 1m 46.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0164, Train Acc: 99.47%, Train AUC: 0.9997, Train F1: 0.9947\n", "Val Loss: 0.0555, Val Acc: 98.61%, Val AUC: 0.9986, Val F1: 0.9860\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 30 time: 1m 48.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0159, Train Acc: 99.46%, Train AUC: 0.9998, Train F1: 0.9946\n", "Val Loss: 0.0560, Val Acc: 98.61%, Val AUC: 0.9986, Val F1: 0.9860\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 31 time: 1m 49.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0153, Train Acc: 99.51%, Train AUC: 0.9998, Train F1: 0.9951\n", "Val Loss: 0.0566, Val Acc: 98.66%, Val AUC: 0.9986, Val F1: 0.9866\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 32 time: 1m 50.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0154, Train Acc: 99.46%, Train AUC: 0.9998, Train F1: 0.9945\n", "Val Loss: 0.0577, Val Acc: 98.66%, Val AUC: 0.9986, Val F1: 0.9865\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 33 time: 1m 49.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.0157, Train Acc: 99.46%, Train AUC: 0.9998, Train F1: 0.9946\n", "Val Loss: 0.0566, Val Acc: 98.61%, Val AUC: 0.9986, Val F1: 0.9860\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 34 time: 1m 47.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.0160, Train Acc: 99.46%, Train AUC: 0.9998, Train F1: 0.9946\n", "Val Loss: 0.0566, Val Acc: 98.61%, Val AUC: 0.9985, Val F1: 0.9860\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: 1h 3m 20s\n" ] }, { "data": { "image/png": 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" ] }, "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 15 with best validation loss of 0.0422\n", "CaiT training time: 1h 3m 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)}\")" ] }, { "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": [ "2025-04-25 00:48:12,384 INFO:Loading pretrained weights from Hugging Face hub (timm/deit_base_patch16_224.fb_in1k)\n", "2025-04-25 00:48:12,740 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: 0.1749, Train Acc: 93.01%, Train AUC: 0.9793, Train F1: 0.9288\n", "Val Loss: 0.0910, Val Acc: 96.62%, Val AUC: 0.9930, Val F1: 0.9659\n", "Best model saved at epoch 1 with Val Loss: 0.0910\n", "Epoch 1 time: 1m 13.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0888, Train Acc: 96.89%, Train AUC: 0.9934, Train F1: 0.9686\n", "Val Loss: 0.0916, Val Acc: 97.05%, Val AUC: 0.9951, Val F1: 0.9707\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 2 time: 1m 13.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0769, Train Acc: 97.33%, Train AUC: 0.9950, Train F1: 0.9731\n", "Val Loss: 0.0634, Val Acc: 97.96%, Val AUC: 0.9964, Val F1: 0.9794\n", "Best model saved at epoch 3 with Val Loss: 0.0634\n", "Epoch 3 time: 1m 13.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0663, Train Acc: 97.68%, Train AUC: 0.9963, Train F1: 0.9766\n", "Val Loss: 0.0727, Val Acc: 97.48%, Val AUC: 0.9972, Val F1: 0.9750\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 4 time: 1m 12.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0580, Train Acc: 98.03%, Train AUC: 0.9969, Train F1: 0.9801\n", "Val Loss: 0.0574, Val Acc: 98.18%, Val AUC: 0.9973, Val F1: 0.9818\n", "Best model saved at epoch 5 with Val Loss: 0.0574\n", "Epoch 5 time: 1m 12.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0552, Train Acc: 98.05%, Train AUC: 0.9974, Train F1: 0.9804\n", "Val Loss: 0.0591, Val Acc: 98.29%, Val AUC: 0.9976, Val F1: 0.9828\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 6 time: 1m 11.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0509, Train Acc: 98.23%, Train AUC: 0.9976, Train F1: 0.9822\n", "Val Loss: 0.0631, Val Acc: 97.75%, Val AUC: 0.9973, Val F1: 0.9776\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 7 time: 1m 12.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0484, Train Acc: 98.27%, Train AUC: 0.9980, Train F1: 0.9826\n", "Val Loss: 0.0844, Val Acc: 97.86%, Val AUC: 0.9964, Val F1: 0.9781\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 8 time: 1m 12.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0436, Train Acc: 98.45%, Train AUC: 0.9983, Train F1: 0.9844\n", "Val Loss: 0.0656, Val Acc: 97.86%, Val AUC: 0.9964, Val F1: 0.9784\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 9 time: 1m 12.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0437, Train Acc: 98.50%, Train AUC: 0.9983, Train F1: 0.9849\n", "Val Loss: 0.0695, Val Acc: 98.02%, Val AUC: 0.9975, Val F1: 0.9799\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 10 time: 1m 12.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0393, Train Acc: 98.60%, Train AUC: 0.9987, Train F1: 0.9859\n", "Val Loss: 0.0702, Val Acc: 98.02%, Val AUC: 0.9974, Val F1: 0.9800\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 11 time: 1m 12.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0315, Train Acc: 98.91%, Train AUC: 0.9991, Train F1: 0.9890\n", "Val Loss: 0.0566, Val Acc: 98.29%, Val AUC: 0.9981, Val F1: 0.9828\n", "Best model saved at epoch 12 with Val Loss: 0.0566\n", "Epoch 12 time: 1m 12.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0259, Train Acc: 99.11%, Train AUC: 0.9994, Train F1: 0.9911\n", "Val Loss: 0.0586, Val Acc: 98.34%, Val AUC: 0.9981, Val F1: 0.9833\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 13 time: 1m 12.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0258, Train Acc: 99.09%, Train AUC: 0.9994, Train F1: 0.9909\n", "Val Loss: 0.0612, Val Acc: 98.39%, Val AUC: 0.9973, Val F1: 0.9838\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 14 time: 1m 11.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0265, Train Acc: 99.12%, Train AUC: 0.9994, Train F1: 0.9912\n", "Val Loss: 0.0609, Val Acc: 98.29%, Val AUC: 0.9974, Val F1: 0.9828\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 15 time: 1m 12.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0234, Train Acc: 99.13%, Train AUC: 0.9995, Train F1: 0.9913\n", "Val Loss: 0.0604, Val Acc: 98.45%, Val AUC: 0.9972, Val F1: 0.9844\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 16 time: 1m 12.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0241, Train Acc: 99.18%, Train AUC: 0.9995, Train F1: 0.9917\n", "Val Loss: 0.0608, Val Acc: 98.50%, Val AUC: 0.9972, Val F1: 0.9850\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 17 time: 1m 12.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0232, Train Acc: 99.23%, Train AUC: 0.9996, Train F1: 0.9922\n", "Val Loss: 0.0622, Val Acc: 98.39%, Val AUC: 0.9978, Val F1: 0.9839\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 18 time: 1m 12.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0219, Train Acc: 99.27%, Train AUC: 0.9995, Train F1: 0.9927\n", "Val Loss: 0.0622, Val Acc: 98.34%, Val AUC: 0.9979, Val F1: 0.9833\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 19 time: 1m 12.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0220, Train Acc: 99.26%, Train AUC: 0.9996, Train F1: 0.9926\n", "Val Loss: 0.0624, Val Acc: 98.34%, Val AUC: 0.9978, Val F1: 0.9833\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 20 time: 1m 12.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0235, Train Acc: 99.15%, Train AUC: 0.9996, Train F1: 0.9914\n", "Val Loss: 0.0630, Val Acc: 98.34%, Val AUC: 0.9978, Val F1: 0.9833\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 21 time: 1m 11.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0240, Train Acc: 99.20%, Train AUC: 0.9995, Train F1: 0.9920\n", "Val Loss: 0.0624, Val Acc: 98.34%, Val AUC: 0.9978, Val F1: 0.9833\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 22 time: 1m 11.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0242, Train Acc: 99.14%, Train AUC: 0.9996, Train F1: 0.9914\n", "Val Loss: 0.0618, Val Acc: 98.34%, Val AUC: 0.9978, Val F1: 0.9833\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 23 time: 1m 10.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0222, Train Acc: 99.26%, Train AUC: 0.9996, Train F1: 0.9926\n", "Val Loss: 0.0621, Val Acc: 98.29%, Val AUC: 0.9978, Val F1: 0.9828\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 24 time: 1m 11.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0228, Train Acc: 99.17%, Train AUC: 0.9996, Train F1: 0.9917\n", "Val Loss: 0.0620, Val Acc: 98.29%, Val AUC: 0.9973, Val F1: 0.9828\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 25 time: 1m 12.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0210, Train Acc: 99.27%, Train AUC: 0.9996, Train F1: 0.9927\n", "Val Loss: 0.0629, Val Acc: 98.29%, Val AUC: 0.9978, Val F1: 0.9828\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 26 time: 1m 11.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0219, Train Acc: 99.25%, Train AUC: 0.9996, Train F1: 0.9925\n", "Val Loss: 0.0623, Val Acc: 98.45%, Val AUC: 0.9973, Val F1: 0.9844\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 27 time: 1m 11.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0208, Train Acc: 99.28%, Train AUC: 0.9996, Train F1: 0.9927\n", "Val Loss: 0.0639, Val Acc: 98.29%, Val AUC: 0.9973, Val F1: 0.9828\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 28 time: 1m 11.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0216, Train Acc: 99.25%, Train AUC: 0.9996, Train F1: 0.9925\n", "Val Loss: 0.0638, Val Acc: 98.39%, Val AUC: 0.9973, Val F1: 0.9839\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 29 time: 1m 11.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0219, Train Acc: 99.23%, Train AUC: 0.9996, Train F1: 0.9923\n", "Val Loss: 0.0636, Val Acc: 98.39%, Val AUC: 0.9973, Val F1: 0.9839\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 30 time: 1m 11.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0207, Train Acc: 99.32%, Train AUC: 0.9996, Train F1: 0.9932\n", "Val Loss: 0.0636, Val Acc: 98.29%, Val AUC: 0.9972, Val F1: 0.9828\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 31 time: 1m 10.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0216, Train Acc: 99.25%, Train AUC: 0.9996, Train F1: 0.9925\n", "Val Loss: 0.0633, Val Acc: 98.45%, Val AUC: 0.9973, Val F1: 0.9844\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: 38m 24.98s\n" ] }, { "data": { "image/png": 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6aoiIiIiIiIiIiFRC3377LUOHDiUvL48vv/xSCQ0RqRTUU0NERERERERERERERCoE9dQQEREREREREREREZEKwdnRAVRmVquVY8eO4ePjg8lkcnQ4IiIiIiJlymazkZ6eTo0aNTCb9TxVcXTtICIiIiJV3aVePyipUYqOHTtGeHi4o8MQEREREXGow4cPU6tWLUeHUa7p2kFERERExHCx6wclNUqRj48PYPwh+Pr6OjgaEXGYzEyoUcOYP3YMvLwcG4+IiEgZSUtLIzw83P67WC5M1w4iYqfrBxERqaIu9fpBSY1SVNht3NfXVxcmIlWZk9OZeV9fXZSIiEiVo+GULk7XDiJip+sHERGp4i52/aCBbUVEREREREREREREpEJQTw0RkdLm6QmJiWfmRURERERELkTXDyIiIsWqND01pk+fTkREBO7u7nTs2JG1a9desO22bdvo168fERERmEwmpk6dek4bi8XCSy+9RN26dfHw8KBevXpMmDABm81Wip9CRColkwmCg41Jw2+IiIiIiEhxdP0gIiJSrErRU2Pu3LmMHDmSDz/8kI4dOzJ16lSio6PZuXMnISEh57TPysoiMjKS/v3788wzz5x3n2+88QYffPABn332Gc2aNWP9+vUMHToUPz8/nnrqqdL+SCIiIiIVktVqJTc319FhSBlydXXFbK40z0qVexaLhby8PEeHIZWEi4sLTmfXbxARERGpACpFUmPKlCk8/PDDDB06FIAPP/yQhQsX8umnnzJq1Khz2rdv35727dsDnPd9gFWrVtG3b19uueUWACIiIvjyyy+L7QGSk5NDTk6OfTktLe2KP5OIVCI5OTBypDE/ZQq4uTk2HhGRUpKbm8v+/fuxWq2ODkXKkNlspm7duri6ujo6lErNZrMRHx/PqVOnHB2KVDL+/v6EhYVdtCCnlCFdP4iIiBSrwic1cnNz2bBhA6NHj7avM5vN9OjRg9WrV1/xfjt16sRHH33Erl27aNiwIZs3b2bFihVMmTLlgttMmjSJ8ePHX/ExRaSSys+H99835t98UxclIlIp2Ww2jh8/jpOTE+Hh4Xpyv4qwWq0cO3aM48ePU7t2bd0ULUWFCY2QkBA8PT31XctVs9lsZGVlkVhQu6F69eoOjkjsdP0gIiJSrAqf1EhOTsZisRAaGlpkfWhoKDt27Lji/Y4aNYq0tDQaN26Mk5MTFouFiRMnMmjQoAtuM3r0aEYWPk2B0VMjPDz8imMQERERqSjy8/PJysqiRo0aeKqoaZUSHBzMsWPHyM/Px8XFxdHhVEoWi8We0AgKCnJ0OFKJeHh4AJCYmEhISIiGohIREZEKocInNUrL119/zZw5c/jiiy9o1qwZsbGxjBgxgho1anD//fefdxs3Nzfc9ASFiIiIVEEWiwVAQxBVQYV/5haLRUmNUlJYQ0MJQykNhX+v8vLylNQQERGRCqHCJzWqVauGk5MTCQkJRdYnJCQQFhZ2xft9/vnnGTVqFHfddRcAUVFRHDx4kEmTJl0wqSEiIiJS1WlInKpHf+ZlR9+1lAb9vRIREZGKpsIPduzq6krbtm2JiYmxr7NarcTExHDttdde8X6zsrLOGQvayclJhS9FRERERERERERERBykwvfUABg5ciT3338/7dq1o0OHDkydOpXMzEyGDh0KwODBg6lZsyaTJk0CjOLi27dvt88fPXqU2NhYvL29qV+/PgB9+vRh4sSJ1K5dm2bNmrFp0yamTJnCAw884JgPKSIiIiIiIiIiIiJSxVX4nhoAAwcOZPLkyYwdO5ZWrVoRGxvLokWL7MXDDx06xPHjx+3tjx07RuvWrWndujXHjx9n8uTJtG7dmoceesjeZtq0adx5550MGzaMJk2a8Nxzz/Hoo48yYcKEMv98IiIiIlJxREREMHXqVEeHIVJp6RwTERERqdpMNpvN5uggKqu0tDT8/PxITU3F19fX0eGIiKNYrXDokDFfuzaYK0U+WUSkiOzsbPbv30/dunVxd3d3dDiX5GLjyL/88suMGzfusveblJSEl5fXVRV17tatG61ataoQN26L+7PX7+FLV9x3VRHPLyjf51ihL7/8knvvvZfHHnuM6dOnX/X+KqKK+verUtP1g4iIVFGXev1QKYafEhEp18xmiIhwdBQiIvIPZ/fknTt3LmPHjmXnzp32dd7e3vZ5m82GxWLB2fniP5+Dg4NLNlCRCqoinGOffPIJ//73v/nvf//L22+/7dCb+rm5ubi6ujrs+FKO6PpBRESkWEr3i4iIiEiJs9lsZOXmO2S61I7IYWFh9snPzw+TyWRf3rFjBz4+Pvzyyy+0bdsWNzc3VqxYwd69e+nbty+hoaF4e3vTvn17fv311yL7/efQOCaTif/973/cfvvteHp60qBBAxYsWHBV3++8efNo1qwZbm5uRERE8Pbbbxd5//3336dBgwa4u7sTGhrKnXfeaX/v22+/JSoqCg8PD4KCgujRoweZmZlXFY+UPZ1jU+3LV3qO7d+/n1WrVjFq1CgaNmzI/Pnzz2nz6aef2s+16tWrM3z4cPt7p06d4tFHHyU0NBR3d3eaN2/OTz/9BMC4ceNo1apVkX1NnTqViLNuVA8ZMoTbbruNiRMnUqNGDRo1agTArFmzaNeuHT4+PoSFhXHPPfeQmJhYZF/btm3j1ltvxdfXFx8fHzp37szevXv5888/cXFxIT4+vkj7ESNG0Llz54t+JyIiIiIVgXpqiIiUttxcePFFY37iRNATeCJSBZzOs9B07GKHHHv7K9F4upbMz9xRo0YxefJkIiMjCQgI4PDhw/Tu3ZuJEyfi5ubG559/Tp8+fdi5cye1a9e+4H7Gjx/Pm2++yVtvvcW0adMYNGgQBw8eJDAw8LJj2rBhAwMGDGDcuHEMHDiQVatWMWzYMIKCghgyZAjr16/nqaeeYtasWXTq1ImTJ0+yfPlywHhy/u677+bNN9/k9ttvJz09neXLl1/yTWopP3SOFXUl59iMGTO45ZZb8PPz49577+WTTz7hnnvusb//wQcfMHLkSF5//XV69epFamoqK1euBMBqtdKrVy/S09OZPXs29erVY/v27Tg5OV3W54+JicHX15elS5fa1+Xl5TFhwgQaNWpEYmIiI0eOZMiQIfz8888AHD16lC5dutCtWzd+++03fH19WblyJfn5+XTp0oXIyEhmzZrF888/b9/fnDlzePPNNy8rNnEgXT+IiIgUS0kNEZHSlpcHkycb8+PG6aJERKQCeeWVV7jpppvsy4GBgbRs2dK+PGHCBL777jsWLFhQ5AnufxoyZAh33303AK+99hrvvvsua9eupWfPnpcd05QpU+jevTsvvfQSAA0bNmT79u289dZbDBkyhEOHDuHl5cWtt96Kj48PderUoXXr1oCR1MjPz+eOO+6gTp06AERFRV12DCIlxVHnmNVqZebMmUybNg2Au+66i2effdZeWwLg1Vdf5dlnn+Xpp5+2b9e+fXsAfv31V9auXUtcXBwNGzYEIDIy8rI/v5eXF//73/+KDDv1wAMP2OcjIyN59913ad++PRkZGXh7ezN9+nT8/Pz46quvcHFxAbDHAPDggw8yY8YMe1Ljxx9/JDs7mwEDBlx2fOIgun4QEREplpIaIiIiIlLiPFyc2P5KtMOOXVLatWtXZDkjI4Nx48axcOFCe4Lg9OnTHCos6HoBLVq0sM97eXnh6+t7znAylyouLo6+ffsWWXfdddcxdepULBYLN910E3Xq1CEyMpKePXvSs2dP+7A8LVu2pHv37kRFRREdHc3NN9/MnXfeSUBAwBXFIo6jc6yoyz3Hli5dSmZmJr179wagWrVq3HTTTXz66adMmDCBxMREjh07Rvfu3c+7fWxsLLVq1SqSTLgSUVFR59TR2LBhA+PGjWPz5s2kpKRgtVoBOHToEE2bNiU2NpbOnTvbExr/NGTIEMaMGcNff/3FNddcw8yZMxkwYABeXl5XFauIiIhIeaGkhoiIiIiUOJPJVGLD0zjSP28CPvfccyxdupTJkydTv359PDw8uPPOO8nNzS12P/+8+Wgymew3Kkuaj48PGzduZNmyZSxZsoSxY8cybtw41q1bh7+/P0uXLmXVqlUsWbKEadOm8eKLL7JmzRr70+lSMegcK+pyz7FPPvmEkydP4uHhYV9ntVrZsmUL48ePL7L+fC72vtlsPmdYt7y8vHPa/fPzZ2ZmEh0dTXR0NHPmzCE4OJhDhw4RHR1t/w4uduyQkBD69OnDjBkzqFu3Lr/88gvLli0rdhsRERGRikSFwiuppPQcPl99gFl/HXR0KCIiIiKVxsqVKxkyZAi33347UVFRhIWFceDAgTKNoUmTJvZx/c+Oq2HDhvbx/J2dnenRowdvvvkmW7Zs4cCBA/z222+AcbP3uuuuY/z48WzatAlXV1e+++67Mv0MIhdSFufYiRMn+OGHH/jqq6+IjY21T5s2bSIlJYUlS5bg4+NDREQEMTEx591HixYtOHLkCLt27Trv+8HBwcTHxxdJbMTGxl40th07dnDixAlef/11OnfuTOPGjc/pcdKiRQuWL19+3iRJoYceeoi5c+fy0UcfUa9ePa677rqLHltEREQqjrTsPH7eepwfYo9y+GRWlauRV/Ef7ZHzSkjLZuwP2wjxceO+a+o4OhwRERGRSqFBgwbMnz+fPn36YDKZeOmll0qtx0VSUtI5N0GrV6/Os88+S/v27ZkwYQIDBw5k9erVvPfee7z//vsA/PTTT+zbt48uXboQEBDAzz//jNVqpVGjRqxZs4aYmBhuvvlmQkJCWLNmDUlJSTRp0qRUPoPI5SqLc2zWrFkEBQUxYMAATCZTkfd69+7NJ598Qs+ePRk3bhyPPfYYISEh9qLgK1eu5Mknn6Rr16506dKFfv36MWXKFOrXr8+OHTswmUz07NmTbt26kZSUxJtvvsmdd97JokWL+OWXX/D19S02ttq1a+Pq6sq0adN47LHH+Pvvv5kwYUKRNsOHD2fatGncddddjB49Gj8/P/766y86dOhAo0aNAIiOjsbX15dXX32VV155pUS/PxEREXGMgycy+TUukZi4BNbuP0m+9UwiI8THjXYRAbStE0i7OgE0reGLi1Pl7c9QeT9ZFRfoZYzLmpKVW+UydSIiIiKlZcqUKQQEBNCpUyf69OlDdHQ0bdq0KZVjffHFF7Ru3brI9PHHH9OmTRu+/vprvvrqK5o3b87YsWN55ZVXGDJkCAD+/v7Mnz+fG2+8kSZNmvDhhx/y5Zdf0qxZM3x9ffnzzz/p3bs3DRs2ZMyYMbz99tv06tWrVD6DyOUqi3Ps008/5fbbbz8noQHQr18/FixYQHJyMvfffz9Tp07l/fffp1mzZtx6663s3r3b3nbevHm0b9+eu+++m6ZNm/Lvf/8bi8UCGD2q3n//faZPn07Lli1Zu3Ytzz333EVjCw4OZubMmXzzzTc0bdqU119/ncmFBaMLBAUF8dtvv5GRkUHXrl1p27YtH3/8cZEhuMxmM0OGDMFisTB48OAr/apERETEgfItVtbuP8mkX+LoMeUPur61jAk/bWfV3hPkW21EBnvRMtwfZ7OJxPQcft4az4SfttN3+kpajFvCXR+tZvLinfy+M5HU0xfu4VkRmWy6411q0tLS8PPzIzU19aJP5JS07DwLjV9aBMCWcTfj637+InIiUgYyM8Hb25jPyAAVaRSRSig7O5v9+/dTt25d3N3dHR2OlKHi/uwd+Xu4oinuu9L5JVfiwQcfJCkpiQULFhTbTn+/yiFdP4hIOZGbbyU9Ow9/T1eczOc+DOBIeRYrSek5JKbnkJyeg6ebE8HeblTzdsPf0+W8Dy9UBGnZefy5K4mYuER+35nIqawzyQgns4kOEYF0bxJC9yah1K1m/P9wOtfC5iOn2HAwxT79M4lhMkHDEB/aRgTQrk4A7eoEEh7oUe6+p0u9ftDwU5WUu4sTnq5OZOVaSMnMVVJDxJE8PODvv8/Mi4iIiIiUktTUVLZu3coXX3xx0YSGlFO6fpDLlGexcvhkFvuTM9mfnMnepEz2J2dw+ORpTCbwcHHCw9XJfq/Iw8WY3F2d8DzrPY/C9/+x7F7QxsPFCV8PF7zddDuxJFistnKXKAAjrtV7T7Bg81F++Tue9Ox8zCYI9HKjmrcrwT5G4qCat2vBqxvVfNyMhIKPK4GerjhfxbBHZycrEtKySUzPITEt2z6fkGYsn8zK5UKP6jubTQSdFd/ZMZ+ZN5YDPF0xO/jP4eCJTGLiEonZkcCafUWHlfLzcKFbo2C6Nwmla8Ng/DzOvcfr4erENZFBXBMZBIDVamNvUgbrD6aw/kAKGw6e5MCJLHYmpLMzIZ0v1hwCINjHjXZ1AmhbMDWr4Yerc8UY2En/ClVigV6uZOWe5mRmLnWC9GSHiMOYzdCsmaOjEBEREZEqoG/fvqxdu5bHHnuMm266ydHhyJXQ9YOch81mIykjh31JRuJiX1JGwWsmh05mFbkJWto6N6jGPR1q06NpaKUes7805Fus/BqXyJw1B1m+O5n6Id50bxJCjyahtKkd4LAkh81mY/ORVH6IPcpPW46TlJ5T5H2rDZIzckjOyGFHfHqx+zKZINCzIKHgc1biozAR4uNGXr6VhIJkRWJaDgnp2SSk5ZCUns2JzAsnK/7J2WyyJykyc/NJTs8hLTuffKuNhDQjAXIxTmYTgV6uZ5IeBUmaat6u+Lq74OPugq+Hs/Hqbrz6uDvj7uJ0aUGeh8VqY+OhFH6NSyAmLpE9iRlF3o+s5mXvjdGuTsBlJ4nMZhMNQn1oEOrD3R1qA5CUnlPQi+MkGw6msPVoKknpOfzydzy//B0PgLuLmRa1/OkQEcizNzcsd704zqakRiUW6OXKkRQjqSEiIiIiIiKV37JlyxwdgohchcycfCNZkZzJ/qRM9iUbyYv9SZmk5+RfcDt3FzN1q3kTWc2LyGAv6lbzok6QF2YTnM6zkJ1n4XSulazcfGO+cDkvn+zcguU8K6dz8wveO3c5O89KrsXK8t3JLN+dTDVvNwa0q8Vd7WtTO8izDL+liic+NZuv1h3iq7WHiU/Ltq/fk5jBnsQM/vvHPgI8XbihkXEju0vDaviUwagrexLT+SH2GAs2H+PgiSz7en9PF3o1r07fVjVoXdufU1l5JKXnFCQ2co3XfywnpefYe0+cyMzlRGYuOxOuLC4ns4kQHzdCfN0J8XEj1NeNEB9349W+zp3A8/SyyMm3cKIwxowcktNzSco4K9aCuJMycjiVlYfFaiMpPeecRM7FuDqb7UmOs5MdvgWvZydDCtefzMwlJi6B33cmkvKPYaXaRwTQo0koNzYOITLY+8q+uGIE+7jRs3kYPZuHAUbpgq1HU+09OTYcTCElK4+1+0+SkpnLc9GNSjyGkqSkRiVWWCxcSQ0RB8vNhddeM+b/7//A1dWx8YiIiIiISPml64cqITvPwp7EDOKOp7EjPp0d8WnsTcwscsP7n8wmqBXgSd2CxEVkNS8jkRHsRZive5kMoXP4ZBZfrTvE1+uPkJSew/vL9vL+sr3qvXEeVquNVXtPMPuvgyyNS8BS0JsmyMuVAe3Dua1VTXYmpBMTl8CynUmkZOUxf9NR5m86iouTiQ51A+neOJQeTUJLNGl09NRpftx8jAWxx9h+PM2+3sPFiZuahtK3VQ06NwguMgxRqK8Tob4Xr7uUb7FyMiuX5PSzkgpnJROSCuZdnUyE+LoXTVb4uBPie+FkxaVyc3aihr8HNfwvPnxfnsVqT4Ak2RM1xvKJjBzSs/NJy84jPTvfmD+dZ08u5uZbC9pe2X1XX3dnujUKoXuTELo1DMHPs2xLB7i7ONE+IpD2EYFAPWw2G3uTMtlw8CRO5vJ/DqtQeClydGHEkXNjmb/pKKN7NebRrvXK/PgiUkCF/kSkClCh2apLhcJLhgqFi6Po71c5pOuHSsVms3E8NZsd8WnEHU+3JzH2J2fab3L/U5CXqz1xUZi0iKzmRe0gT9ycr3zIm5KUZ7ESE5fAnDWHWL472b6+sPfG3R1qEx7omN4bmTn5mEzg6eqYZ7lPZeXy7YYjzFlziP3Jmfb1HSICGXRNbXo2DzvnzzHfYmXDwRRidiTya1wC+5Iyi7zfIMSb7k1C6dEkhNZXMEzVycxcft56nAWxx1h74KR9vbPZRNeGwfyrVQ1uahrqsO+sIrFabWTkFiQ4ss+8pufkkXY6n/TsPNKyz7za22Xn4epkpnODatzYOJR2EQFKAJ6HCoULAYU9NbLUU0NEREREREREpDRl5eazMz7d6HlxPI24gte07PMPG+Xv6UKTMF8aV/ehSZgv9UO9qVfNu8yf2L4SLk5mejavTs/m1Tl8Mosv1xq9N5IzjN4bH/yxl+vrV2NQx9p0b1J6vTdy863sjE8n9sgpNh82pj1JGZiARmG+tK7tT+twf9rUCaBukFep9Wax2WzEHj7F7L8O8dOWY+TkWwHwdnPmjjY1GdSxDo3CfC64vbOTmY6RQXSMDOL/ejdhf3ImMXEJ/BqXwLoDKexOzGB3YgYf/rGXQC9XujUKpkeTUDo3uPAwVZk5+SzdnsAPsUdZvju5SN2VjnUD6duqJr2ah9nvH8qlMZtN+Lq74FsGw4PJhSmpUYnZh5+6wm5QIiIiIiIiIiJSlNVq40jKaeLi09hx3Bg6akd8OgdOZJ63wLGz2US9YG+aVPehcXVfGof50KS6LyE+buW6EO+lCg/05N89G/PMTQ35dXsCX6w9ZK+7sXx3MsE+Z2pvXE3vDavVxoETmWw+corNh1OJPXyK7cfTyC1IIJzNBsQdTyPueBpfrDkEgJ+HS0GSI4DWtf1pVdv/qm9MZ+Xm80PsMWb/dZBtx84M5dS0ui/3XlOHvq1q4OV2+bdf61bz4qHOkTzUOZLUrDz+2J1kH6bqZGYu8zceZf5GY5iqjnWD7MXGQ33d+WNXEj/EHuXXuASy8858N81r+vKvljW4tUWNSxqaSaQ8U1KjEitMaqSop4aIiIiIiIiIyGWx2WwkpOWwMyGd3Qnp7IxPZ1diBrsT0snKtZx3m2AfN3vSonGYD43DfKkX4lVuho0qTS5OZnpFVadXVHUOnShae2P674W1N4K5p0P4JfXeSEzLJvbwKXsSY8uRU+ft9eLn4ULLcH9a1fKjZbg/LWr5Y7HaiD2cwsZDp9h0KIUtR1JJPZ3Hsp1JLNuZBIDJBPWDvWld2582tQNoXTuA+iHelzS00+6EdGb/dZD5G4/aayy4Opu5tUV17r2mDq3D/UssYeXn6cK/WtbgXy1rkG+xsv5gCjFxCcTEJbIvOZMVe5JZsSeZ8T9ux93FXCSRERHkyb9a1eRfLWtQP6Tki0+LOIqSGpVYYVLjhAqFi4iIiIiIiIhc0IkMI3mxqyBxsSs+nV0J6RccOsrVyUyDUG8ah/nSpLqRxGgU5kM1b7cyjrx8qh10/t4bf+5K4s9dSef03kjPzmPrkVRij5xiy+FUNh85xfHUc4umuzmbaV7Tj5a1/GkZbrzWCfI8bwKhp58xPBYYNUDijqexqSDJsfHQKQ6dzLIP6/T1+iOAMVxUq3B/o0dHQa+OwuGZcvOtLNoWz+y/DrJ2/5m6FHWCPBnUsTb924aX+lBOzk5mrokM4prIIF68pSn7kjKIiUskZocxTFV2npUQHzf6tKxB31Y1iKrpVyl6A4n8k5IalZi9p4aSGiIiIiKlplu3brRq1YqpU6c6OhSRSknnmIiUpNSsPHYlGgkLI3GRwa6E9As+EOpkNhER5EmjMB8ahp6ZIoI8cVaR34v6Z++NL9cd4pv1h4v03qgV4MGRlNPnDN1lNkHDUJ+CBIY/LWr50SjM54rqc7g4mWlRy+jFcX+nCACSM3KIPXSKjYdS2HTI6BGSkZNv7/lQqG41L5pW92XN/hMkFwzxbjZBjyah3HtNHa6vX63UanVcTGSwN5HB3jzcxRim6uip0zQK87nsQuIiFY2SGpWYemqIiIiIXFifPn3Iy8tj0aJF57y3fPlyunTpwubNm2nRosVVHWfmzJmMGDGCU6dOXdV+RCqasjrHCp0+fZqaNWtiNps5evQobm56WlqkorFabZw6nUdOvoV8i408i5W8gtd8q438guV8q9X+fr71TLt8i5W8gnb5Fht5Be1ST+exKyGd3QkZxKed+/Q/GEMR1Q70LEhaeNuTF5HBVWPoqLJQO8iTF3o25pkeDfk1LoEvC3pvHD55GoBaAR4Fw0gZCYzmNf2uqB7Fparm7UaPpqH0aBoKQL7Fyq6EDDYdTmHjwVNsOpzCvqRM9icbE0CIjxt3dajN3R3Cqe5XvupS+Hm6VIgi8yIlQUmNSizQ00hqpGfnk2exXlEmW0RKgLs7rF17Zl5ERMqFBx98kH79+nHkyBFq1apV5L0ZM2bQrl27ErvZKlIVlfU5Nm/ePJo1a4bNZuP7779n4MCBJbbvy2Wz2bBYLDg765JbrkApXT8kpGVz+GQWvh4u+Lg74+vugqerU5kMTWO12jiRmUtCWjZJ6TkkpGWTkJZDYvqZ18S0HJIycrBYz1Npu4TV8HOnYZgPjUJ9aBBqvNYP8cbDVcmLsuDqbKZ3VHV6F/TeOHQyi8bVHT90l7OTmaY1fGlaw5dBHesAcCorl02HT7H9WBr1gr0uqRaIiJQ+/cKqxPw8XDCbwGozhqAK8dXNVBGHcHKC9u0dHYWISNmy2SAvyzHHdvE0Hre8iFtvvZXg4GBmzpzJmDFj7OszMjL45ptveOuttzhx4gTDhw/nzz//JCUlhXr16vF///d/3H333SUW7qFDh3jyySeJiYnBbDbTs2dPpk2bRmio8dTg5s2bGTFiBOvXr8dkMtGgQQP++9//0q5dOw4ePMjw4cNZsWIFubm5RERE8NZbb9G7d+8Si0/KKZ1j5/jkk0+49957sdlsfPLJJ+ckNbZt28YLL7zAn3/+ic1mo1WrVsycOZN69eoB8Omnn/L222+zZ88eAgMD6devH++99x4HDhygbt26bNq0iVatWgFw6tQpAgIC+P333+nWrRvLli3jhhtu4Oeff2bMmDFs3bqVJUuWEB4ezsiRI/nrr7/IzMykSZMmTJo0iR49etjjysnJYezYsXzxxRckJiYSHh7O6NGjeeCBB2jQoAGPPfYYzz33nL19bGwsrVu3Zvfu3dSvX/+yvyepAEr4+sFqtfHpyv28uWgnuRZrkfeczCa83Zzx9XDGx83FeHV3wde9MPHhXCQJ4lO4vmCdt5szGTn5JKQZSYnCJEVCWjaJ6TkkFiQvkjNyyL+MZIWLkwlnsxlnJxMuTmaczQWvTib7fOGyS0E7ZyczLmaTfd61YDtnJzNerk7UD/GmQagPDUK98XXX0+zlRe0gT2oHeTo6jAvy93TlhkYh3NAoxNGhiMhZlNSoxMxmEwGerpzIzOVklpIaIiIiUobysuC1Go459v8dA1evizZzdnZm8ODBzJw5kxdffNH+pOo333yDxWLh7rvvJiMjg7Zt2/LCCy/g6+vLwoULue+++6hXrx4dOnS46lCtVit9+/bF29ubP/74g/z8fJ544gkGDhzIsmXLABg0aBCtW7fmgw8+wMnJidjYWFxcjJsxTzzxBLm5ufz55594eXmxfft2vL29rzouqQB0jhWxd+9eVq9ezfz587HZbDzzzDMcPHiQOnWMJ22PHj1Kly5d6NatG7/99hu+vr6sXLmS/HyjAPAHH3zAyJEjef311+nVqxepqamsXLnysr+aUaNGMXnyZCIjIwkICODw4cP07t2biRMn4ubmxueff06fPn3YuXMntWvXBmDw4MGsXr2ad999l5YtW7J//36Sk5MxmUw88MADzJgxo0hSY8aMGXTp0kUJDbkkSek5PPfNZv7YlQRAmK87OfkW0rPzybfasFiNoZlST+cBp0s1FpMJgrzcCPV1I9TXnRAfN0IKXkN93Qn1dSPEx51q3q6qVSEiIsVSUqOSC/QqSGpkqK6GiMPk5sI77xjzTz8Nrq6OjUdEROweeOAB3nrrLf744w+6desGGDcM+/Xrh5+fH35+fkVuJj755JMsXryYr7/+ukSSGjExMWzdupX9+/cTHh4OwOeff06zZs1Yt24d7du359ChQzz//PM0btwYgAYNGti3P3ToEP369SMqKgqAyMjIq45JpCSV1Tn26aef0qtXLwICAgCIjo5mxowZjBs3DoDp06fj5+fHV199ZU8KNmzY0L79q6++yrPPPsvTTz9tX9f+Cp6Uf+WVV7jpppvsy4GBgbRs2dK+PGHCBL777jsWLFjA8OHD2bVrF19//TVLly619944+zweMmQIY8eOZe3atXTo0IG8vDy++OILJk+efNmxSQVSQtcPy3Ym8tw3m0nOyMXN2cxLtzZlUMfamEwmbDYb2XlW0rLzSM/OI/V0PunZeaRn5xesM5bTCtanZZ/1/umC93OMpKCSFSIiUtaU1KjkAgqKhZ/MUlJDxGHy8uDf/zbmhw1TUkNEqgYXT+Npbkcd+xI1btyYTp068emnn9KtWzf27NnD8uXLeeWVVwCwWCy89tprfP311xw9epTc3FxycnLw9CyZYRLi4uIIDw+3JzQAmjZtir+/P3FxcbRv356RI0fy0EMPMWvWLHr06EH//v3tw+U89dRTPP744yxZsoQePXrQr18/1QGpKnSO2VksFj777DPeKbwJDNx7770899xzjB07FrPZTGxsLJ07d7YnNM6WmJjIsWPH6N69+yUf80LatWtXZDkjI4Nx48axcOFCjh8/Tn5+PqdPn+bQoUOAMZSUk5MTXbt2Pe/+atSowS233MKnn35Khw4d+PHHH8nJyaF///5XHauUY1d5/ZCTb+GNX3by6cr9ADQO8+Hdu1vTMNTH3sZkMuHh6oSHqxOhVziqg8VqIzM3H08XJyUrRESkTOl/nUouqCCpkZKppIaIiIiUIZPJGJ7GEdNlFjx98MEHmTdvHunp6cyYMYN69erZbzC+9dZbvPPOO7zwwgv8/vvvxMbGEh0dTW5u2f22GjduHNu2beOWW27ht99+o2nTpnz33XcAPPTQQ+zbt4/77ruPrVu30q5dO6ZNm1ZmsYkD6RyzW7x4MUePHmXgwIE4Ozvj7OzMXXfdxcGDB4mJiQHAw8PjgtsX9x6A2WxcNttsZ+oB5OXlnbetl1fRYbmee+45vvvuO1577TWWL19ObGwsUVFR9s93sWODcZ5/9dVXnD59mhkzZjBw4MASS6xK5bMnMZ3bpq+yJzSGdIrg+yeuK5LQKClOZhO+7i5KaIiISJnT/zyVXGFPjRNKaoiIiIic14ABAzCbzXzxxRd8/vnnPPDAA/ax/1euXEnfvn259957admyJZGRkezatavEjt2kSRMOHz7M4cOH7eu2b9/OqVOnaNq0qX1dw4YNeeaZZ1iyZAl33HEHM2bMsL8XHh7OY489xvz583n22Wf5+OOPSyw+kZJQ2ufYJ598wl133UVsbGyR6a677uKTTz4BoEWLFixfvvy8yQgfHx8iIiLsCZB/Cg4OBuD48eP2dbGxsZcU28qVKxkyZAi33347UVFRhIWFceDAAfv7UVFRWK1W/vjjjwvuo3fv3nh5efHBBx+waNEiHnjggUs6tlQtNpuNL9ce4tZpK4g7nkaglyuf3N+Ocf9qhruLk6PDExERKVFKalRygZ7qqSEiIiJSHG9vbwYOHMjo0aM5fvw4Q4YMsb/XoEEDli5dyqpVq4iLi+PRRx8lISHhso9hsVjOueEaFxdHjx49iIqKYtCgQWzcuJG1a9cyePBgunbtSrt27Th9+jTDhw9n2bJlHDx4kJUrV7Ju3TqaNGkCwIgRI1i8eDH79+9n48aN/P777/b3pHjTp08nIiICd3d3OnbsyNq1ay/YNi8vj1deeYV69erh7u5Oy5YtWbRoUZE26enpjBgxgjp16uDh4UGnTp1Yt25daX+MCqE0z7GkpCR+/PFH7r//fpo3b15kGjx4MN9//z0nT55k+PDhpKWlcdddd7F+/Xp2797NrFmz2LlzJ2D0iHr77bd599132b17Nxs3brT3evLw8OCaa67h9ddfJy4ujj/++IMxY8ZcUnwNGjRg/vz5xMbGsnnzZu655x6sVqv9/YiICO6//34eeOABvv/+e/bv38+yZcv4+uuv7W2cnJwYMmQIo0ePpkGDBlx77bWX/P1I1XAqK5fHZ29k9PytZOdZ6dygGoue7kz3JqGODk1ERKRUKKlRyQWqp4aIiIjIRT344IOkpKQQHR1NjRo17OvHjBlDmzZtiI6Oplu3boSFhXHbbbdd9v4zMjJo3bp1kalPnz6YTCZ++OEHAgIC6NKlCz169CAyMpK5c+cCxs3MEydOMHjwYBo2bMiAAQPo1asX48ePB4xkyRNPPEGTJk3o2bMnDRs25P333y+R76Qymzt3LiNHjuTll19m48aNtGzZkujoaBITE8/bfsyYMfz3v/9l2rRpbN++nccee4zbb7+dTZs22ds89NBDLF26lFmzZrF161ZuvvlmevTowdGjR8vqY5VrpXWOff7553h5eZ23Hkb37t3x8PBg9uzZBAUF8dtvv5GRkUHXrl1p27YtH3/8sb3Gxv3338/UqVN5//33adasGbfeeiu7d++27+vTTz8lPz+ftm3bMmLECF599dVLim/KlCkEBATQqVMn+vTpQ3R0NG3atCnS5oMPPuDOO+9k2LBhNG7cmIcffpjMzMwibR588EFyc3MZOnToJX83UjX8te8Evd5ZzqJt8bg4mfi/3o35bGgHQq6wToaIiEhFYLKdPTColKi0tDT8/PxITU3F19fXITF8v+koI+bGcl39IOY8dI1DYhCp8jIzwdvbmM/IgH+MtSwiUhlkZ2ezf/9+6tati7u7bqRUJcX92ZeH38Pn07FjR9q3b897770HgNVqJTw8nCeffJJRo0ad075GjRq8+OKLPPHEE/Z1/fr1s98wP336ND4+Pvzwww/ccsst9jZt27alV69e570BnpOTQ05Ojn05LS2N8PDw835XOr9k+fLldO/encOHDxMaWrJP3+vvVzl0CdcPeRYr78bs5r3f92CzQd1qXrx7V2uiavmVcbAiIiIl51KvH9RTo5Kz99TIUE8NEREREZHc3Fw2bNhAjx497OvMZjM9evRg9erV590mJyfnnJu9Hh4erFixAoD8/HwsFkuxbf5p0qRJ+Pn52afw8PCr+VhSSeXk5HDkyBHGjRtH//79SzyhIRXToRNZDPjvaqb9ZiQ0+retxU9PXq+EhoiIVBlKalRyhUmNlCwlNUQcxt0dfv/dmPT0m4iIiEMlJydjsVjOuTkcGhpKfHz8ebeJjo5mypQp7N69G6vVytKlS5k/f769cLSPjw/XXnstEyZM4NixY1gsFmbPns3q1auLFJc+2+jRo0lNTbVPZxeLFyn05ZdfUqdOHU6dOsWbb77p6HCkrBRz/fBD7FF6v7ucTYdO4ePuzLS7W/NW/5Z4uTk7KFgREZGyp//1KrnCpMbJzFxsNhsmk8nBEYlUQU5O0K2bo6MQERGRK/TOO+/w8MMP07hxY0wmE/Xq1WPo0KF8+umn9jazZs3igQceoGbNmjg5OdGmTRvuvvtuNmzYcN59urm54ebmVlYfQSqoIUOGFCmsLlXEea4fMnLyGfv938zfZNTpaVcngP8MbEV4oKcDAhQREXEs9dSo5AqTGnkWGxk5+Q6ORkRERETEsapVq4aTkxMJCQlF1ickJBAWFnbebYKDg/n+++/JzMzk4MGD7NixA29vbyIjI+1t6tWrxx9//EFGRgaHDx9m7dq15OXlFWkjInIlYg+f4pZ3lzN/01HMJhjRowFfPXKNEhoiIlJlKalRybm7OOHp6gQYvTVExAHy8mD6dGPKy3N0NCIiIlWaq6srbdu2JSYmxr7OarUSExPDtddeW+y27u7u1KxZk/z8fObNm0ffvn3PaePl5UX16tVJSUlh8eLF520jIlKsgusH63vv8eGvcdz5wSoOnsiipr8Hcx+9lhE9GuLspNs5IiJSdWn4qSogwNOVrNzTnMzMpU6Ql6PDEal6cnNh+HBjfsgQcHFxaDgiIiJV3ciRI7n//vtp164dHTp0YOrUqWRmZjJ06FAABg8eTM2aNZk0aRIAa9as4ejRo7Rq1YqjR48ybtw4rFYr//73v+37XLx4MTabjUaNGrFnzx6ef/55GjdubN+niMglK7h+MAPvPPMt+a7u3BJVndduj8LPU9cSIiIiSmpUAUHerhw9dVo9NUREREREgIEDB5KUlMTYsWOJj4+nVatWLFq0yF48/NChQ5jNZ56Czs7OZsyYMezbtw9vb2969+7NrFmz8Pf3t7dJTU1l9OjRHDlyhMDAQPr168fEiRNx0cMMInKZElKzCS2Y93BxYny/FvRvV0s1MkVERAooqVEFBHieKRYuIiIiIiIwfPhwhhf2pPyHZcuWFVnu2rUr27dvL3Z/AwYMYMCAASUVnohUUaeycnnos3X8WLD87ePXEhkRWuw2IiIiVY0GYawCgryU1BAREREREREpz7Jy8xk6cx17kjLt6yKDvR0YkYiISPmkpEYVEFCY1MhSUkNEREREihcREcHUqVMdHYZIpaVzTM4nz2Ll8dkb2XToFH4eGrZORESkOEpqVAGBBUmNFPXUEBERESliyJAhmEwm+xQUFETPnj3ZsmVLiR1j3LhxtGrV6pLanR1L4dS4ceMSi0WkrOkcE7k4q9XGc99s5o9dSXi4OPHBvW0cHZKIiEi5pqRGFRCo4adERERELqhnz54cP36c48ePExMTg7OzM7feeqtDYmnWrJk9lsJpxYoVDolFpKToHBO5MJvNxis/beeH2GM4m028f28bWtcOcHRYIiIi5ZqSGlWACoWLOJibG/z0kzG5uTk6GhGRspWZeeEpO/vS254+fWltr4CbmxthYWGEhYXRqlUrRo0axeHDh0lKSrK3OXz4MAMGDMDf35/AwED69u3LgQMH7O8vW7aMDh064OXlhb+/P9dddx0HDx5k5syZjB8/ns2bN9ufCp85c+YFY3F2drbHUjhVq1bN/n5ERAQTJkzg7rvvxsvLi5o1azJ9+vQi+zh06BB9+/bF29sbX19fBgwYQEJCQpE2P/74I+3bt8fd3Z1q1apx++23F3k/KyuLBx54AB8fH2rXrs1HH310Bd+slAmdYzrHpEKb/vseZq46AMDk/i25oVGIrh9EREQuQkmNKiDIW0kNEYdydoZbbjEmZ2dHRyMiUra8vS889etXtG1IyIXb9upVtG1ExPnbXaWMjAxmz55N/fr1CQoKAiAvL4/o6Gh8fHxYvnw5K1euxNvbm549e5Kbm0t+fj633XYbXbt2ZcuWLaxevZpHHnkEk8nEwIEDefbZZ4s8HT5w4MCrivGtt96iZcuWbNq0iVGjRvH000+zdOlSAKxWK3379uXkyZP88ccfLF26lH379hU55sKFC7n99tvp3bs3mzZtIiYmhg4dOhQ5xttvv027du3YtGkTw4YN4/HHH2fnzp1XFbeUEp1jOsekwpqz5iCTl+wC4OU+TbmtdU3jDV0/iIiIFEv/O1YB6qkhIiIicmE//fQT3gU3azMzM6levTo//fQTZrPx/M/cuXOxWq3873//w2QyATBjxgz8/f1ZtmwZ7dq1IzU1lVtvvZV69eoB0KRJE/v+vb297U+HX8zWrVvtsRS69957+fDDD+3L1113HaNGjQKgYcOGrFy5kv/85z/cdNNNxMTEsHXrVvbv3094eDgAn3/+Oc2aNWPdunW0b9+eiRMnctdddzF+/Hj7Plu2bFnkmL1792bYsGEAvPDCC/znP//h999/p1GjRpfwjYoUpXNM55ic6+etxxnz/d8ADL+hPkOvq+vgiERERCoOJTWqgKCCmhpp2fnkWay4OKmDjkiZysuDOXOM+UGDwMXFsfGIiJSljIwLv+fkVHQ5MfHCbc3/+P1y1rA0V+uGG27ggw8+ACAlJYX333+fXr16sXbtWurUqcPmzZvZs2cPPj4+RbbLzs5m79693HzzzQwZMoTo6GhuuukmevTowYABA6hevfplx9KoUSMWLFhQZJ2vr2+R5Wuvvfac5alTpwIQFxdHeHi4/WYrQNOmTfH39ycuLo727dsTGxvLww8/XGwcLVq0sM+bTCbCwsJILO7PRxxH59hl0Tkm5cGqPcmM+CoWmw3u7lCbZ29uWLSBrh9ERESKpaRGFeDn4YLZBFYbpGTlEuLj7uiQRKqW3FwYOtSY799fFyUiUrV4eTm+7UV35UX9+vXty//73//w8/Pj448/5tVXXyUjI4O2bdsyp/AG01mCg4MB46nyp556ikWLFjF37lzGjBnD0qVLueaaay4rFldX1yKxlAYPD4+LtnH5x/9VJpMJq9VaWiHJ1dA5dlmx6BwTR9ty5BQPf76eXIuVXs3DePW25vYeSna6fhARESmWHtmvAsxmk4agEhEREblEJpMJs9nM6YLCyW3atGH37t2EhIRQv379IpOfn599u9atWzN69GhWrVpF8+bN+eKLLwDjJqrFYimx+P76669zlguH4mnSpAmHDx/m8OHD9ve3b9/OqVOnaNq0KWA8IR4TE1Ni8YhcLp1jUlXtS8pgyIx1ZOZa6FQviKl3tcLJbLr4hiIiIlJEpUlqTJ8+nYiICNzd3enYsSNr1669YNtt27bRr18/IiIiMJlM9q7E/3T06FHuvfdegoKC8PDwICoqivXr15fSJyhdAV5KaoiIiIicT05ODvHx8cTHxxMXF8eTTz5JRkYGffr0AWDQoEFUq1aNvn37snz5cvbv38+yZct46qmnOHLkCPv372f06NGsXr2agwcPsmTJEnbv3m2/CRoREcH+/fuJjY0lOTmZnJycC8aSn59vj6VwSkhIKNJm5cqVvPnmm+zatYvp06fzzTff8PTTTwPQo0cPoqKiGDRoEBs3bmTt2rUMHjyYrl270q5dOwBefvllvvzyS15++WXi4uLYunUrb7zxRml8tSKAzjGdYwIQn5rNfZ+s5WRmLlE1/fhocDvcnJ0uvqGIiIico1IkNebOncvIkSN5+eWX2bhxIy1btiQ6OvqCY5JmZWURGRnJ66+/fsFicikpKVx33XW4uLjwyy+/sH37dt5++20CAgJK86OUmkAlNURERETOa9GiRVSvXp3q1avTsWNH1q1bxzfffEO3bt0A8PT05M8//6R27drccccdNGnShAcffJDs7Gx8fX3x9PRkx44d9OvXj4YNG/LII4/wxBNP8OijjwLQr18/evbsyQ033EBwcDBffvnlBWPZtm2bPZbCqU6dOkXaPPvss6xfv57WrVvz6quvMmXKFKKjowHjCfgffviBgIAAunTpQo8ePYiMjGTu3Ln27bt168Y333zDggULaNWqFTfeeGOxDwSJXC2dYzrHqrpTWbkM/nQNR0+dJrKaFzOGtsfbTaOBi4iIXCmTzWazOTqIq9WxY0fat2/Pe++9B4DVaiU8PJwnn3ySUaNGFbttREQEI0aMYMSIEUXWjxo1ipUrV7J8+fIrjistLQ0/Pz9SU1PPKT5X1h6btYFF2+KZ0LcZ910b4dBYRKqczEzw9jbmMzJKdIxqEZHyIjs7m/3791O3bl3c3VW/q7Rc6LerIxX3Z1+efg+Xd8V9Vzq/yk55PMdKm/5+la6s3Hzu/d8aNh46RaivG98+1onwQM/iN9L1g4iIVFGXev1Q4Xtq5ObmsmHDBnr06GFfZzab6dGjB6tXr77i/S5YsIB27drRv39/QkJCaN26NR9//HGx2+Tk5JCWllZkKi8CvY2eGifUU0NERERERESk1OVZrAybs5GNh07h5+HC5w90vHhCQ0RERC6qwic1kpOTsVgshIaGFlkfGhpKfHz8Fe933759fPDBBzRo0IDFixfz+OOP89RTT/HZZ59dcJtJkybh5+dnn8LDw6/4+CUtsKBQeIqSGiIiIiIiIiKlymq18fw3m1m2Mwl3FzOfDmlHozAfR4clIiJSKWgQxwuwWq20a9eO1157DYDWrVvz999/8+GHH3L//fefd5vRo0czcuRI+3JaWlq5SWwU1tRQTw0RB3Bzg6+/PjMvIiJyhQ4cOODoEEQqNZ1jUhJsNhsTFm7n+9hjOJtNfHBvW9rWCbz0Hej6QUREpFgVPqlRrVo1nJycSEhIKLI+ISHhgkXAL0X16tVp2rRpkXVNmjRh3rx5F9zGzc0Nt3L6g6MwqZGSpaSGSJlzdob+/R0dhYiIiIiIlIH3l+1lxsoDAEzu35IbGoVc3g50/SAiIlKsCj/8lKurK23btiUmJsa+zmq1EhMTw7XXXnvF+73uuuvYuXNnkXW7du2iTp06V7xPRwooSGqczMxzcCQiIiJSmdlsNkeHIGVMf+Zlx2q1OjoEqYT096pkfbHmEG8tNu4ljL21Kbe1rungiERERCqfCt9TA2DkyJHcf//9tGvXjg4dOjB16lQyMzMZOnQoAIMHD6ZmzZpMmjQJMIqLb9++3T5/9OhRYmNj8fb2pn79+gA888wzdOrUiddee40BAwawdu1aPvroIz766CPHfMirFGRPauQ4OBKRKig/H777zpi//XbjySsRkUrGxcUFk8lEUlISwcHBmEwmR4ckZcBms5GUlITJZMLFxcXR4VRarq6umM1mjh07RnBwMK6urjrH5KrZbDZyc3NJSkrCbDbj6urq6JAqvF+2HmfM91sBeOKGejxwfd0r25GuH0RERIpVKf5nHDhwIElJSYwdO5b4+HhatWrFokWL7MXDDx06hNl8plPKsWPHaN26tX158uTJTJ48ma5du7Js2TIA2rdvz3fffcfo0aN55ZVXqFu3LlOnTmXQoEFl+tlKSmFPjZTMPGw2my6CRMpSTg4MGGDMZ2TookREKiUnJydq1arFkSNHNCZ9FWMymahVqxZOTk6ODqXSMpvN1K1bl+PHj3Ps2DFHhyOVjKenJ7Vr1y5yzSyXb9WeZJ7+KharDe7uEM5zNze68p3p+kFERKRYJpv6i5eatLQ0/Pz8SE1NxdfX16GxnM610GTsIgC2jrsZH3c9SSdSZjIzwdvbmM/IAC8vx8YjIlKKLBYLeXka7rIqcXFxuWBCozz9Hi7vLuW7stls5OfnY7FYyjg6qaycnJxwdnbWQ29XITvPwuJt8fzf/K1k5lro2SyM6YPa4GS+iu9U1w8iIlJFXer1g9L9VYSHqxMeLk6czrOQkpmnpIaIiIiUCicnJz2xL1JKCof50lBfIo5ls9nYeCiFbzcc5actx0jPzgfg2sggpt7V6uoSGiIiInJRSmpUIYFerhw9dZoTmTnUDvJ0dDgiIiIiIiIiFcaRlCy+23iU+ZuOsj85076+hp87/drW4rGu9XB3UWJfRESktCmpUYUUJjVSsnIdHYqIiIiIiIhIuZeZk8/PW48zb+MR/tp30r7e09WJns3DuLNNLa6JDMKs3hkiIiJlRkmNKiSwoFj4iQwlNURERERERETOx2q1sXrfCeZtOMIvf8dzOs+oY2MyGUNM3dGmFr2ah+HlplsqIiIijqD/gauQwqSGemqIiIiIiIiIFLU3KYN5G47w/aajHEvNtq+vW82Lfm1qcnubWtT093BghCIiIgJKalQp9p4amUpqiJQpV1eYMePMvIiIiIiIlAunsnL5cctx5m04QuzhU/b1vu7O9GlZgzva1KJNbX9MpjIcXkrXDyIiIsVSUqMKsffUUFJDpGy5uMCQIY6OQkREREREgDyLlT93JTFv4xF+3Z5IrsUKgJPZRNeGwfRrU4vuTUIcV/Rb1w/lX95p49VFPXdERBxBSY0qpDCpcVJJDREREREREankbDYbSek57EnMYE9ShvGamMH242mcysqzt2tS3Zd+bWrSt1VNgn3cHBixlEtZJyF+C8RvheNbjPnkXWB2gSa3QqtBENkNzA5KgomIVEFKalQhAZ5Kaog4RH4+LF5szEdHg7P+6RURERERKSkWq40jKVn2pMXZSYz07PzzblPN25W+rWrSr00tmtbwLeOIL0LXD45hs0Hq4aLJi/itxrrzseTA3/OMybcmtLrHmAIjyzZuEZEqSP8zViHqqSHiIDk5cOutxnxGhi5KRERERESuQE6+hf3JmUWTF4kZ7EvOJDffet5tzCaoE+RFvWBv6oecmZrV8MXFyVzGn+AS6fqh9Fny4cTus5IXBQmM0ynnbx9QF8KioHoLCCuYMuJh0xzY+jWkHYU/3zKmOtdD60HQtC+4epXt5xIRqSL0P2MVoqSGiIiIiIiIVBSncy3MWLWfjQdT2JOYwaGTWVht52/r5mwmsjBxcVYCI6KaJ27OGhaoSrPkw/FYOL7ZSF4c3wKJ2yE/+9y2ZmcIblKQvIgqSGA0B3e/c9v6VocareHmV2HnQtg0G/b+DgdXGNPPz0Oz26H1vRDeEcqy2LxIeXY6BZzdVZOmvEqMM3quhTZ1dCTFUlKjCilMaqRl55NnsZbfp1JERERERESkSluz7wQvzNvCgRNZRdb7ujsX6XFhJDF8qBnggZNZN43lH3YvhcX/Z9TA+CdX74LERUHyonoLCG4MzpdZV8XFHZr3M6bUI7D5S6MHR8p+2DTLmILqG7U3Wt5tJENEqqLsNFgxBVZPBzdfuPFFaHO/6tGUF5knYNlrsP5TqNUeHlhcrpOxSmpUIX4eLphNYLVBSlYuIT7ujg5JRERERERExC4rN583F+1k5qoDAFT3c+eRLpE0CvOhfog3wd5umMrxTRYpJxJ3wJIXYc+vxrK7n3GTrjB5EdbCGFLKXMIPe/rVgi7PQ+fn4OAqo/fG9u/hxB6IGQ+/TYD6PYwER6Nel59AEamIrBaInQMxEyAz0ViXlQw/PQNr/wc9J0FkV8fGWJXl58K6j2HZG5CTaqzzDoXcDHDzcWxsxVBSowpxMpvw93TlZGYuKZl5SmqIiIiIiIhIubFqbzIvzNvC4ZOnAbirfTj/d0sTfN1dHByZVBhZJ2HZJFj3CdgsYHaBax6HLs+dfwip0mIyQcR1xtT7Tdj2vZHgOPwX7F5iTB6B0GKAMTxVWFTZxSZSlg6sgEWjjJo1AIGRcNMEo1fTskmQuA0+/xc0ugVungBB9Rwbb1Vis8GuRbD4RTi511gXFgU9X4eI6x0b2yVQUqOKCfQykhonMnOA8pttExERERERkaohIyefST/HMWfNIQBq+nvwer8oOjcIdnBkUixLHpzcD741wM3b8bGs+59xkzS74EnjxrfCTa84/iapmw+0uc+YkvcYT6xv/hLSj8OaD40prIWR3Gh8q/F9qjeSVHQn98PSlyDuR2PZzQ+6/hs6PALOxvD4tBgAy143zt2dC41kX8dHjd5OHv4OCx0w/k1J3A7W/JLdr7u/4/9NAkjYZgzNt2+ZsewVAt1fMnqRVZDhwJTUqGICPY1/OFIy8xwciYiIiIiIiFR1f+5KYvT8rRw9ZfTOuPea2ozq1QRvN92uKFdy0iH+b+Np6/jNRrHtpB1gyQUXr4KC2IOg9rVle0PeZjNuhC5+EU7sNtaFRkHP16Bul7KL41JVqw89XoYbXoR9vxv1Nnb8bBQw/+XfxuQZdFadj5bGa1C9CnOjUaq47DRYPhn++sD498FkhnYPQLfR4FWtaFvPQKMnU/sHjXN4z1JY/Z6R9LuhoN6GUxn/X5C4A2Jnw+a5Z4bKKmnVW0KreyHqTuM7KEuZyfD7RNgwE2xWcHKFa5+A60eCu2/ZxnKV9CuhiiksFn4yM8fBkYhUIa6u8N57Z+ZFRERERKq4tOw8Jv4Ux9z1hwEID/TgjX4t6FSv2kW2rAIcff2QkWgkLQqTF/Fb4eQ+wHZuWyc3yMs0bgLGzjaGliksiO1Xs3TjTIwznjTe+5ux7BUMN75k9Hgo7wkAJ2docJMxZZ6Ard/Alq+M7zvrhPH0dOET1AAunhDazEhwhEUZdUFCmhlFykXKA6vFGGLttwmQmWSsi+wG0ZMgtGnx2wY3gnu/hd1LjXM6eRcsHGn04Ih+DerdULqxZ6fC3/Ng0xw4uv7Meje/kh+2Lv04HN9sTEtehMa3GAmOejeU7r9b+bmw9r/wx5uQk2asa9rX6M0WEFF6xy1FJpvNdp7/laQkpKWl4efnR2pqKr6+5SPbNXr+Vr5ce4hnejTk6R4NHB2OiIiIiFRi5fH3cHml70qqkt93JDJ6/lbi07IBGNIpgn/3bISnq567LFNWK6TsN3oJxG8tSGBsgYyE87f3qVFQZDvqTMFtv9pwZK3R42Db90ZhWTCezq53o5HgaHxLyRbEzjwBy16D9TOMuhlOrkbdjM7PVbgnjc+Rl20MeRO/1fizOL4FEv6GvKxz25qcoFrDM4XPC5MdHgFlH7dUbfv/hEX/BwkFdTOC6sPNE6Fh9OX33LLkGef2stfgdIqxrmEvuPlVo6dTSbFa4cCfRiIjbgHkG/8fYXaGBtFGz7MGN4NTCdd0Kkxibpp95vsC8K0JLe8y/s0syeGpbDbY+TMsGVOQnMb496Ln60bNn3LoUn8TK6lRisrjhcnkxTt57/c93H9tHcb3be7ocERERESkEiuPv4fLK31XUhWkZuXxyk/bmbfxCAARQZ68eWdLOtQt4+E3qqL8XGO4qMIb5fFbjSk3/TyNTcZNycKb5YWv/xw65p9yMoybg5tmw8GVZ9a7+xtj57caZAy7cqXDU+XnwrqPYdkbkFNQN6NJH+NJ48DIK9tnRWC1GDcjj28umoDKSj5/e7/aZyWfooyaHlIyfGtCQF0wmx0dSflwch8seQl2/GQsu/tB11HQ/qEzdTOuVNZJo1fBuo+NuhZmZ+jwKHR9/uoSdykHIfYLY0o9dGZ9cGOjl1eLgeAdcnWxX6rjm42kytavzyRwAGp3MpIqTW+7unpF8X/D4tFG0gnAOxS6jzV60pXj3mxKapQD5fHC5JMV+5nw03b6tKzBtLtbOzockarBYoHly435zp3Bqfz+5yEiIlKSyuPv4fJK35VUdku3J/Did1tJTM/BZIIHr6vLszc3wsNVv43PcbXXD9lpxtP99uTFZmOceOt5ams6uRlDw9if9G9pDHPk6nV1n+HkvjM3DtOOnlkf2ty4cRg1ALyCLm1fNhvsWmSMuX9yb8F+oqDnJKjb+erirKhsNmMYG3sPm4Khwk4ddHRklZ+rz5mEUWHCL7jx1d/Er0iyU+HPyUaRe0uu0WvIXjfjEs/rS5W0y+hlsHuxsewRCDf8H7Qdeun1NnKzjILlsbPP3OAHY3ipqH7G8E8125RtPaCz5ecYvSk2zYG9MUatC7jyekUZSfD7q7Dx84K6GW7QaThc/0yFSHIqqVEOlMcLk+83HWXE3Fiuqx/EnIeucXQ4IlVDZiZ4F2TXMzLA6yovEERERCqI8vh7uLzSdyWVVUpmLuN+3MYPsccAqBfsxZt3tqRtHQ2Rc0GXc/2QHl9wY3vzmV4YKfvP39bdryB5cVbvi2oNSn54lbNZLUZtiE2zYcdCsBTU9zS7QKNeRoKjXvcL35xM2G6Msb/vd2PZK9h40rjVoHL9pLHDnD5VNKGVuN24YSpXz2YxnvK3nOf7NLtASGMIa3mml0xo84o/HNo/WS3GjfLfXj3TU6jejUbdi5AmpXvsPb8aQ1wl7zSWg5tA9ESo3/387W02OLLeSGT8Pf9MHQlMENnVSGQ0uRVcPEo37suVdswolL5p9pnhogAC60Gre4qvV5SfA2v+C3++debzNrsdeoyHgDqlH3sJUVKjHCiPFyZ/7Eri/k/X0qS6L788XUWfaBApa0pqiIhIFVUefw+XV/qupDL6ZetxXvrhb5IzcjGb4JEu9RjRowHuLroZXazzXT8U1r/45xBEmYnn34dvzbOSFwU1MPxrO+5JZDCGk/l7nnGz7njsmfXeYcZY8q3vNZIsAJnJ8PtrsGFGwZPGrnDNMOj8bOW7USwVhyXPKGJt7wVVUIcmO/X87QMjz6pB09KY9wkr25hLyr4/jARjwt/GclB9I5nR4Oay+3fFkm/8m/D7xDPDNTWINpIbhf92pCfAlq+MXg+FCRAA/zpGMrTV3ca/heWdzQaH/ipIynwHeZnG+vPVK7LZjKTxkjFnktrVWxp1M+p0ctxnuEJKapQD5fHC5O+jqdw6bQWhvm6s+b8ejg5HpGpQUkNERKqo8vh7uLzSdyXFysmAhG1Qq12FeDo9OSOHl3/YxsKtxwFoGOrNW3e2pGW4v2MDqyjOvn6Y9xSk7DBuJBYW4T6byQxBDYomL8JalPwQMCUt/m+InQNb5kLWiTPrwzsa04bPzqqb8a+Cuhl1HROrSHFsNjh16B/1arYUHXbtbF4hRXtzuHiWbbyXy2aB2C9h50Jj2d3PGGaq/UOl28urOKdTjHobaz86U2+jzWBIOw67lxgxAzh7QNO+xvBNda6vuLVQcjJg+w/Gv5ln1yvyCICo/pAYBwcKhiz0DoXuLxfUzaiYn1dJjXKgPF6YHD11mute/w1XJzM7X+2JyZFPaYhUFUpqiIhIFVUefw+XV/qu5BxnP6W57XvjhnanJ+HmVx0d2QXZbDZ+2nKclxds42RmLk5mE8O61WP4jfVxcy7/yZhyY996qNfemB/tA64F1+3O7ka9i7Of/A5pCq7l/KZocfJzjXoZsXNg99IzNyPB+Jw9X4eI6x0Xn8iVykwu2qsqfgsk7wYq6G1YkxO0f9BIaHgGOjoaQ/Juo3fCrkVF19fqYCQymt1uJGEqkxN7z9QrSj92Zr2Tm/Eb4fpnrq64eDlwqb+JL7GiilQWgZ5G4aJci5WMnHx83B2UVRUREREREZFz2cfTnnOmKHKhNf+FDo84dOiMnHwLCak5HE89TXxaNsdTs4lPzebYqdMcOpnFjvh0ABqH+TC5f0ua16xkN5RK29GNMOeOM8sdH4WIdsaT3UENLr0wbkXh7ApN/2VM6fGw+Ss4sg4aRqtuhlRsXtWMYYLq3XhmXW6mUScmfrOR7EjaaQxpVd7514auLxh1Q8qTag3gnrmwJ8ao9RFQMMRUcCNHR1Z6gupB95eMYun7foet3xoJ7+ufqVB1M0pCJfvfUC7Gw9UJDxcnTudZSMnMU1JDRERERETE0fJzYOfPRq2Bvb8ZNQQAXLyMJ01b32uMIX5gOfzxBvSdXiphZOdZiE8tSFSkneZ4ajbHT51Zjk/NJjkjt9h9OJtNDL+xPsO61cfVuWIOfeEwB1fDnP5wOu3Muh7jqk5Pb58wuH6Eo6MQKT2uXhDe3pik5NTvfuGC4ZWV2Qnq9zCmKkpJjSoo0MuVo6dOczIrl9pBFbibqoiIiIiISEV2fLPRI2Pr12eKngLU7mQkMpr2PTOMRPeX4ZMexpATnZ6G4IZXdeg1+07w45ZjZyUtsjmZWXzCopCbs5nqfu6E+blT3c+D6n7uBcseNK3hS01/j6uKrUra+xt8eQ/kny4o7LrY0RGJiIiUW0pqVEH2pEZmjqNDEakaXFzgzTfPzIuIiIhI1ZV5ArZ+Y/TKSNh6Zr1PDWh1tzF0RlC9c7cLbw+Nehs9On6fCAM+u6LDp2XnMennHXy59tB533d3MVPDz6NIwiLMnrRwp4afB/6eLqrPWJJ2LIRvhoAlF+rfBLd/AmkfGe/p+kFEROQcSmpUQQFeRl2Nk5kVYNw+kcrA1RWef97RUYiIiIiIo1jyYW+MkcjY+QtYC67FnFyh8S3Q6l6od8PF6wfc+JKx/fbv4Vgs1Gh1WWHExCXw4nd/E5+WDUC/NrVoWyfA6Gnh7051Xw98PZyVsChLW7+F+Y8YBbKb/Av6fWLUmdD1g4iIyAUpqVEFBdmTGuqpISIiIiIiUmqSdxuJjM1fQUb8mfXVWxqJjKg7wTPw0vcX2hRaDIAtcyHmFbhv/iVtdiIjh/E/bmfB5mMARAR58nq/FlwTGXQ5n0ZK2oaZ8OMIwAYt74Z/vVf5CoGLiIiUAv1vWQUFeKqnhkiZslhg40Zjvk0bcLrIE3giIiIiUrFt+QbWfQyH15xZ5xEILQZC60EQFnXl++42Cv6eZ/T8OLACIq6/YFObzcaPW44zbsE2TmbmYjbBQ50jeaZHQzxc9ZvUoVa/D4tHG/PtHoTek8FcUFhd1w8iIiLFUlKjCgryVk8NkTKVnQ0dOhjzGRng5eXYeERERESk9MT9CPMfMuZNZqNGQutB0LAnOLtd/f4DI6HN/bD+E6O3xgOL4TzDRcWnZjPm+638GpcIQOMwH97o14KW4f5XH4NcOZsN/pwMv79qLF/3NPQYX/TPUNcPIiIixVJSowpSTw0REREREZFSsua/xmvUALjpFfCtXvLH6PI8xH5h9ATZvQQaRtvfstlsfLXuMK8tjCM9Jx8XJxPDb2jA493q4epsLvlY5NLZbPDry7DyHWP5hjHQ5bnzJqVERETkwpTUqIICVVNDRERERESk5CXvhgPLjR4a3ceWTkIDjP12fMS4OR4zwegNYjZz6EQWo+ZvYdXeEwC0DPfnzX4taBTmUzpxyKWzWuGX52Hd/4zl6Nfg2iccG5OIiEgFpaRGFVSY1EjJUk8NERERERGRErNhpvHa4GbwDy/dY103AtbPgIStWP+ex6epbZm8ZCfZeVbcXcw8d3Mjhl5XFyezegE4nCUfFjwJm78ATNBnKrQd4uCgREREKi71Pa2CCpMaJzLUU0NERERERKRE5GVD7Bxjvu3Q0j+eZyB0egqA+B/G8vrCrWTnWbkmMpBFT3fhoc6RSmiUB/m5MO8BI6FhcoI7PlZCQ0RE5Cqpp0YVVJjUSMvOJ89ixcVJuS0REREREZGrsv0HOJ0CvrWgwU2lfrjcfCuf5NzMANu71LAc4z63FTTo/SR3tQ/HrGRG+ZB3GubeB3uWgpMr9J8JjW9xdFQiIiIVnu5mV0F+Hi72OmQpWbmODUZERERERKQy2DDDeG17P5idSvVQW46c4l/vreCN347wXn5fAMb4/Mg9bYKV0CgvctJhTn8joeHsAffMVUJDRESkhKinRhXkZDYR4OnKycxcUjLzCPFxd3RIIpWbiwu8/PKZeRERERGpXBLj4NBqY3ih1veV2mGy8yz859ddfPznPqw2oxd+m97PYvvjd5zSjhhFqDs9WWrHl0t0OgVm3wlH14OrDwz6Gup0uvTtdf0gIiJSLCU1qqgATxdOZuZyIjMH8HF0OCKVm6srjBvn6ChEREREpLSsL+il0agX+FYvlUOs3X+SF+ZtYX9yJgB9WtZgXJ+mBHm7gWkULBgOy6dAm/vB3bdUYpBLkJEEs26HhK3gEQD3zoeabS5vH7p+EBERKZaSGlVUkJcbe5MyScnMc3QoIiIiIiIiFVduJmz+yphv98Alb2az2cjMtZCcnkNyhjElpeeQlJFrLNvXG8tZuRYAQn3dePW2KG5qGnpmZy3vhlXvQvIuWD0dbhhdkp9QLlXaMfi8r/Hn4BUCg3+A0KaOjkpERKTSUVKjigrwMrqwnlRNDZHSZ7VCXJwx36QJmFXOSERExNGmT5/OW2+9RXx8PC1btmTatGl06NDhvG3z8vKYNGkSn332GUePHqVRo0a88cYb9OzZ097GYrEwbtw4Zs+eTXx8PDVq1GDIkCGMGTMGk0k1Diq1v+dDTioEREDkDQAkpeewLynDnpA4k7QoupydZ73kw5hNMKBdOKN7N8HP4x9DEjk5ww0vwjf3w+r3oMPD4FWtBD+kXFTKAfjsX3DqoFEs/v4FEFTvyval6wcREZFiKalRRQV6uQFwMkNJDZFSd/o0NG9uzGdkgJeXY+MRERGp4ubOncvIkSP58MMP6dixI1OnTiU6OpqdO3cSEhJyTvsxY8Ywe/ZsPv74Yxo3bszixYu5/fbbWbVqFa1btwbgjTfe4IMPPuCzzz6jWbNmrF+/nqFDh+Ln58dTTz1V1h9RypK9QPgQMJtZvC2eJ7/YRK7l0hIWnq5OVPN2o5q3q/Hq40Y1bzeCz1oO9nYj2McNL7diLuGb/Auqt4Tjm2HFfyB64tV/tsoo7Thsmg05aSW4UxtsnQfpxyAwEgYvAP/wK9+drh9ERESKpaRGFRVY0FMjRT01RERERKSKmTJlCg8//DBDhw4F4MMPP2ThwoV8+umnjBo16pz2s2bN4sUXX6R3794APP744/z666+8/fbbzJ49G4BVq1bRt29fbrnlFgAiIiL48ssvWbt2bRl9KnGI45vh6AYwu0Cre9kRn8Yzc2PJtVip6e9BDX/3goRFweTjap8PLlj2dC2hy3KzGbqPhdn9YO3HcM3j4FerZPZdGeSdhlXvGQmfvMzSOUZwExj8PfiElc7+RUREBFBSo8oq7KlxIlNJDRERERGpOnJzc9mwYQOjR5+pOWA2m+nRowerV68+7zY5OTm4u7sXWefh4cGKFSvsy506deKjjz5i165dNGzYkM2bN7NixQqmTJlywX3m5OTYl9PSSvKpcSkzhQXCm/QhxeTHw5+vICvXQqd6QXz2QAdcnMp42KB63aHOdXBwJfzxBvxrWtkevzyy2eDvefDrOEg9bKyr1QFqdyzZ47j7GzVVPANLdr8iIiJyDiU1qih7Tw0lNURERESkCklOTsZisRAaGlpkfWhoKDt27DjvNtHR0UyZMoUuXbpQr149YmJimD9/PhaLxd5m1KhRpKWl0bhxY5ycnLBYLEycOJFBgwadd5+TJk1i/PjxJffBpOzlpMPWbwCwtBnK8C83cvjkacIDPZh+T5uyT2gAmEzQ/WX49GbYNAc6PQ3V6pd9HOXF0Q2waDQcXmMs+9aCm8ZD837GdyUiIiIVkqpNVVHqqSEiIiIicmneeecdGjRoQOPGjXF1dWX48OEMHToU81nFe7/++mvmzJnDF198wcaNG/nss8+YPHkyn3322Xn3OXr0aFJTU+3T4cOHy+rjVGwHVsCa/4LVcvG2pW3rN5CbAUENeG17ECv3nMDT1YmPB7cjwMvVcXHV7ggNe4LNAr9X0boaacfgu8fg4xuNhIaLJ9wwBp5cD1F3KqEhIiJSwamnRhUV6Gn8yFZPDRERERGpSqpVq4aTkxMJCQlF1ickJBAWdv5x8IODg/n+++/Jzs7mxIkT1KhRg1GjRhEZGWlv8/zzzzNq1CjuuusuAKKiojh48CCTJk3i/vvvP2efbm5uuLm5leAnqwIs+fD1YMg6AU4uxlA/jmKzwfpPAdgcejufrDwAwNv9W9I4zNdxcRW6cQzsWgTb5sP1z0D1Fo6OqGzkZsHqwroZWca6lvcYtUZ8qzs2NhERESkx6qlRRQV6G0mNk5m52Gw2B0cjIiIiIlI2XF1dadu2LTExMfZ1VquVmJgYrr322mK3dXd3p2bNmuTn5zNv3jz69u1rfy8rK6tIzw0AJycnrFZryX6AquzwX0ZCAyBmApxOcVwsRzdC/FasTq48tKUhAE91b0CvqHJy4zwsCprfacz/NsGxsZQFmw22fgvvtTd6p+RlQfg18PDvcPsHSmiIiIhUMpUmqTF9+nQiIiJwd3enY8eOrF279oJtt23bRr9+/YiIiMBkMjF16tRi9/36669jMpkYMWJEyQbtQIU9NXItVjJzy0HXbZHKzMUFnnvOmFxcHB2NiIhIlTdy5Eg+/vhjPvvsM+Li4nj88cfJzMxk6NChAAwePLhIIfE1a9Ywf/589u3bx/Lly+nZsydWq5V///vf9jZ9+vRh4sSJLFy4kAMHDvDdd98xZcoUbr/99jL/fJXWjp/PzJ8+Cb9PclwsBb00FlmvJSnfk5uahjKiewPHxXM+N/wfmJxg9xI4uNrR0ZSeI+vhk5tg3oOQdgT8asOdM+CBRVCzjaOjuzK6fhARESlWpRh+au7cuYwcOZIPP/yQjh07MnXqVKKjo9m5cychISHntM/KyiIyMpL+/fvzzDPPFLvvdevW8d///pcWLSpXd10PVyfcXcxk51k5mZGLt1ul+KsgUj65usJbbzk6ChERESkwcOBAkpKSGDt2LPHx8bRq1YpFixbZi4cfOnSoSK+L7OxsxowZw759+/D29qZ3797MmjULf39/e5tp06bx0ksvMWzYMBITE6lRowaPPvooY8eOLeuPVznZbLDjJ2O+wyOw9iNY9z9oOwRCm5ZtLKdPYft7Hibgk+xuNAz15j8DW2E2l7M6DUH1oM19sGEmxIyHob9UrloSqUeNz7VlrrHs4gWdR8K1T4CLh2Nju1q6fhARESmWyVYJxh7q2LEj7du357333gOM7uPh4eE8+eSTjBo1qthtIyIiGDFixHl7YWRkZNCmTRvef/99Xn31VVq1anXRXh1nS0tLw8/Pj9TUVHx9y8G4qv9w3eu/cfTUab5/4jpahfs7OhwRERERqWTK++/h8kTf1UUkbIMPOoGTG/x7H3z/OMQtgLpdYPCCMr1Zb/vrQ0yLXmCHNZwB5sksGN6ZiGpeZXb8y5J2DN5pBZYcGPQtNLjJ0RFdvdwsWPUurJgK+aeNda0GGXUzfM5fF0dEREQqhkv9TVzhh5/Kzc1lw4YN9OjRw77ObDbTo0cPVq++ui62TzzxBLfcckuRfRcnJyeHtLS0IlN5FuBldGM9mZnj4EhEKjmrFQ4cMCaNqy0iIiJy+QqHnorsBm7ecPOr4OwO+/80khtlxWbj1PKPAPjSciPv3dO2/CY0AHxrQIeHjfmYVyr2b1GrFbZ8De+1g2WTjIRG7WvhkWVw2/uVK6Gh6wcREZFiVfikRnJyMhaLxd5VvFBoaCjx8fFXvN+vvvqKjRs3MmnSpY/TOmnSJPz8/OxTeHj4FR+/LAR6uQFwMjPPwZGIVHKnT0PdusZ0+rSjoxERERGpeHYuNF4b9zZeA+rAdU8b84vHQF7Z/MbaunoxAZl7ybK5EdnjQbo0DC6T416V60eCqw/Eb4Ht3zs6mitzeJ1RN2P+w5B2FPxrQ//PjCG1arR2dHQlT9cPIiIixVIhhfM4fPgwTz/9NEuXLsXd3f2Stxs9ejQjR460L6elpZXrxEagp3pqiIiIiIhIOZd2DI5tAkzQsNeZ9deNgE1zIPUQrHwXur1QqmEcPpnFwSXvEQVs9e/O4G4VpO6iVxB0Gm70bvh9IjT5FziVwq2AxB2w+Qs4sbdk95uTZvTIAXD1NupmXPMEuFz6tbqIiIhULhU+qVGtWjWcnJxISEgosj4hIYGwsCvrfrphwwYSExNp06aNfZ3FYuHPP//kvffeIycnBycnp3O2c3Nzw83N7YqO6QjqqSEiIiIiIuXezoKhp2q1B5+zeui7esLNE+DbobDiP9DqHvAvnYfKMnPyeXZmDLNsf4EJWt0xElNFKrp97RNGcfUTe4zEQ5vBJbPf7FT4ex5smg1HN5TMPs/LBK0HwY0vVa5hpkREROSKVPikhqurK23btiUmJobbbrsNMAqFx8TEMHz48CvaZ/fu3dm6dWuRdUOHDqVx48a88MIL501oVESBBTU1UjJzHRyJiIiIiIjIBez4x9BTZ2t2O6z7BA6ugKUvQf+ZJX54q9XGc99spsWJX3BzySMvJAq32u1K/Dilys3HGIZqyYuw7HWIGnDlPR2sVjjwp9FLJm4B5Gcb683O0CAa6t1gzJek8A4Q2qxk9ykiIiIVVoVPagCMHDmS+++/n3bt2tGhQwemTp1KZmYmQ4cOBWDw4MHUrFnTXh8jNzeX7du32+ePHj1KbGws3t7e1K9fHx8fH5o3b17kGF5eXgQFBZ2zviIr7KlxQkkNEREREREpj7JTYf9yY77RLee+bzJBrzfgv51h23fQ7kGo27lEQ3jv9z388vdxfneLAcClw4PGcSua9g/BX+8bNSnWfwrXDru87VMOQuwXxpR66Mz64CZGL4oWA8E7pGRjFhERETmPSpHUGDhwIElJSYwdO5b4+HhatWrFokWL7MXDDx06hNl8pib6sWPHaN36TDGxyZMnM3nyZLp27cqyZcvKOnyHsffUyFJSQ0REREREyqE9v4I1D4LqQ3DD87cJaw7tHoB1/4NFo+CRP0qsZsSSbfFMWbqLa83bqWuKNwpuR91ZIvsucy7u0PUF+PEpWD4Z2txn9OAoTm4WxP0IsbPP1LUAcPODqH7Q+l6o0aZiJnlERESkwqoUSQ2A4cOHX3C4qX8mKiIiIrDZbJe1/8qY7DhTU0NJDRERERERKYd2FNTTaHSeoafOdsOLsPVbSPgbNsyADg9f9aF3JaTzzNxYAF4MWQ2ngBb9L54IKM9aDYKV78DJvbD6/fMXV7fZ4Mh6I5Hx93yjUDcAJojsCq3uhSa3gotHmYYuIiIiUqjSJDXk8hX21FBSQ6SUOTvDsGFn5kVERETk4ix5sHupMd/41uLbegbCjWPg5+fg94nQvJ+x7gqdysrl4c/Xk5lrIbqOiWZJBb0U2j1wxfssF5yc4cYX4dsHYNU0I/lT+D2lJ8CWr4xaGck7z2zjX8dIhrS6G/xrOybuqkbXDyIiIsXS/45VWGFPjdTTeeRZrLg4mS+yhYhcETc3mD7d0VGIiIiIVCwHVkBOKngFQ61LKMzddiisnwGJ24zExi1vX9Fh8y1WnvxyEwdPZFHT34P/NNqAKSEfaraDsKgr2me50vR2CPsPxG+FP9+COtfBptmwewnYLEYbZw9o2teolVHnejDrWrFM6fpBRESkWPplUoX5ebjYhz49lZXn2GBERERERETOtmOh8dqwJ5idLt7eydkoGg5GIez4v6/osG8s2sHy3cl4uDjx8X1t8Nwyy3ijovfSKGQ2w41jjfm/3oe5g2DXL0ZCo1Z76PMOPLcT7vgv1O2ihIaIiIiUO/p1UoU5mU34e2gIKpFSZ7NBUpIxXWY9HxEREZEqyWaDnb8Y841vufTt6naGpreBzQq/vHDZv73mbzzCx8v3AzC5f0uanl4Ppw4ahbGb3X5Z+yrXGtwEEZ2Nee9Q6PQUPLEWHvoV2g4Bdz+Hhlfl6fpBRESkWBp+qooL9HIlJStPSQ2R0pSVBSEhxnxGBnh5OTYeERERkfLu+GZIOwIunhDZ7fK2vXkC7FoMB1fAtu+g+R2XtNnmw6cYNX8rAE/eWJ9bWlSHr54z3mx1N7h6Xl4c5ZnJBHd/CYk7oEZro5eLlB+6fhARESmWempUcYFeroB6aoiIiIiISDmy82fjtd6N4OJxedv614brRxjzS16C3KyLbpKYls0js9aTm2+lR5MQnunRENKOnekt0nbo5cVQEbj5QHh7JTRERESkwlFSo4qzJzWylNQQEREREZFyYkdBUuNyhp4623VPg19to7fHyqnFNs3Jt/DY7A0kpOVQP8Sb/wxshdlsgo2zjDoTtTtBSOMri0NERERESpySGlWcPamRoaSGiIiIiIiUAykHIWErmMzQIPrK9uHiYQxDBbDyHWOf52Gz2Xj5h21sPHQKX3dnPh7cDh93F7Dkw8bPjEbtKmEvDREREZEKTEmNKq4wqZGinhoiIiIiIlIeFA75VPta8Aq68v007WsUw87PhiVjzttk1l8H+WrdYcwmmHZPG+pWK6hdsGcppB0Fj0Bo8q8rj0FERERESpySGlVcgKeR1DihmhoiIiIiIlIe7PjJeG3U++r2YzJBrzeMHh9xC2DfH0XeXr33BON/3A7ACz0b07Vh8Jk3188wXlvdAy7uVxeHiIiIiJQoJTWquCDvgp4aSmqIiIiIiIijZZ2Eg6uM+cZXmdQACG0G7R8y5n95wRhWCjh8MothczZgsdq4rVUNHukSeWabU4dg9xJjvjIWCBcRERGp4JwdHYA4VmFPjZNKaoiUHmdnuP/+M/MiIiIicn67lxrFuUOaQmDkxdtfim6jYeu3kBQH6z8hq/WDPPz5elKy8oiq6cfr/VpgMpnOtN/wGWCDul2gWv2SiUHkcuj6QUREpFj637GKC/JyA5TUEClVbm4wc6ajoxAREREp/3YuNF6vduips3kGwo1jYOFIbL9P5OWdDdgRf5pq3m58NLgt7i5OZ9pa8mDTLGO+3QMlF4PI5dD1g4iISLE0/FQVF+DlAsDJrFxsNpuDoxERERERkSorPwf2xBjzJTH01NnaDoHQKEzZqbTa9R4uTiY+vLcN1f08irbb+TNkJIBXMDS6pWRjEBEREZESoaRGFVfYUyM330pmrsXB0YhUUjYbZGYak5KHIiIiIue3/0/IzQCf6lC9dcnu2+zEuqajALjb6TemdXOiXUTgue0KC4S3vg+cXUs2BpFLpesHERGRYimpUcV5uDrh7mL8NVCxcJFSkpUF3t7GlJXl6GhEREREyqcdPxmvjXqBuWQvVXcnpDP0NxcWWK7FbLLR8/B/zr1ZfGIv7PsdMEHb+0v0+CKXRdcPIiIixVJSQ+y9NU4oqSEiIiIiIo5gtcLOX4z5Eh72KTUrj4c/X09GTj6Lqg/D5uwBh1bD3/OKNtz4mfFavzsERJRoDCIiIiJScpTUEHtdDfXUEBERERERhzi20ahl4eoDdTuX2G7zLVaGf7mRAyeyqOnvwYTB0Zg6P2u8ueQlyM0saJgDm2Yb8yoQLiIiIlKuKakhBHgaY8Wqp4aIiIiIiDjEjoXGa4Me4OxWYrt9c/FOlu9Oxt3FzEeD2xLk7QadhoN/bUg/Biv+YzSM+xGyToBPDWgQXWLHFxEREZGSp6SGEORlJDXUU0NERERERBxi58/GawkOPfX9pqN89Oc+ACb3b0mzGn7GGy4eEP2aMb/yXTi5/0yB8DaDwcm5xGIQERERkZKnpIYQ4KWeGiIiIiIi4iAn9kLSDjA7Q4ObSmSXW46c4oV5WwB44oZ63NqiRtEGjW+Ful3BkgPzHoSDK8BkNpIaIiIiIlKuKakh6qkhIiIiIiKOUzj0VJ3rwMP/qneXmJ7No7M2kJNvpXvjEJ69qdG5jUwm6PUGmJzg6AZjXcOe4Ffzqo8vIiIiIqVL/WpFPTVESpuTE9x555l5ERERETmjcOipxrde9a5y8i08Pnsjx1OzqRfsxX/uaoXZbDp/45Am0OFhWPOhsdx26FUfX6RE6PpBRESkWEpqyJmeGllKaoiUCnd3+OYbR0chIiIiUv5kJsPhNcZ8o15XtSubzcbLP2xjw8EUfNyd+XhwO3zdXYrfqNso2PMreARA/e5XdXyREqPrBxERkWIpqSEEeBpJjZPqqSEiIiIiImVp1yKwWSGsBfiHX9WuZv91kK/WHcZsgml3tyYy2PviG3kEwPD1xnBUIiIiIlIhqKaGEOStpIaIiIiIiDjAjsKhp265qt2s3nuC8T9uB+CFno3p1ijk0jdWQkNERESkQlFSQ+w9NVJP55FvsTo4GpFKKDPTuFg2mYx5EREREYHcLNj7mzHfqPcV7+bwySye+GIj+VYbfVvV4JEukSUUoIiD6PpBRESkWEpqCP6ervaHk1Ky8hwbjIiIiIiIVA37fof80+BXG8KirmgXWbn5PDJrAyczc2le05c3+rXApJ4XIiIiIpWakhqCk9mEv4dRQE/FwkVEREREpEzYh57qfUVDQNlsNp7/Zgtxx9Oo5u3KR/e1w93FqYSDFBEREZHyRkkNASDQyxiC6kSGkhoiIiIiIlLKrBajSDhc8dBT7y/by8Ktx3FxMvHBvW2p4e9RggGKiIiISHmlpIYAZ5Ia6qkhIiIiIiKl7vBayEoGdz+o0+myN/91ewKTl+wEYPy/mtM+IrCkIxQRERGRckpJDQHOFAs/kamkhoiIiIiIlLKdC43XBtHg5HJZm+5JTGfE3FhsNrj3mtrc07F2KQQoIiIiIuWVkhoCQJB3QU8NJTVERERERKQ02WywoyCp0fjyhp5KPZ3Hw59vICMnnw51Axl7a7NSCFBEREREyjNnRwcg5UNhT42TSmqIlDwnJ+jd+8y8iIiISFWWtBNO7gMnV6jf45I3s9lsPPt1LPuTM6np78H7g9rg6qzn9KQS0vWDiIhIsZTUEOBMTQ0lNURKgbs7LFzo6ChEREREyofCoafqdgU3n0vebMHmY/wal4irk5n/3teWat5upRSgiIPp+kFERKRYeqxFACU1RERERESkjOz42Xi9jKGnUjJzeeXH7QA8eWN9mtf0K43IRERERKQCUFJDACU1RERERESkDKTHw9H1xnzDXpe82asL4ziRmUujUB8e7VqvlIITERERkYpASQ0BlNQQKVWZmeDlZUyZmY6ORkRERMRxdv5ivNZsC77VL2mTFbuTmbfxCCYTTOoXpToaUvnp+kFERKRYqqkhwFlJjaxcbDYbJpPJwRGJVDJZWY6OQERERMTxdhYMPdXo0oaeOp1r4f++2wrA4Gvq0KZ2QGlFJlK+6PpBRETkgvSIiwBnkhq5+VYycy0OjkZERERERCqdnHTYt8yYb3zrJW0yNWYXh05mEebrznPRjUovNhERERGpMJTUEAA8XZ1xdzH+OqRoCCoRERERESlpe2LAkguBkRB88QTFtmOp/G/5fgAm3NYcH3eX0o5QRERERCoAJTXELtBTdTVERERERKSUnD301EWGu7VYbYyevxWL1UbvqDBuahpaBgGKiIiISEWgpIbYBXorqSEiIiIiIqXAkge7FhvzjW+5aPMZK/ez5UgqPu7OjOvTrJSDExEREZGKREkNsQtQTw0RERERESkNh1ZD9inwDILwjsU2PXwyi7eX7ALg/3o3IcTXvQwCFBEREZGKwtnRAUj5UVgsXEkNkRJmNkPXrmfmRURERKqaHQVDTzXsCWanCzaz2WyM+f5vTudZ6FA3kIHtwssoQJFyRNcPIiIixVJSQ+zsSY0sJTVESpSHByxb5ugoRERERBzDZoMdC435iww9tWDzMf7YlYSrs5lJd0RhNhdfe0OkUtL1g4iISLGU8hc7e6HwDCU1RERERESkhCT8DamHwNkDIm+4YLOUzFxe+XE7AE/eUJ96wd5lFaGIiIiIVCBKaoidvVC4emqIiIiIiEhJKRx6qt4N4Op5wWavLozjRGYujUJ9eLRrvTIKTkREREQqGiU1xC5QhcJFSkdmJgQHG1NmpqOjERERESlbOwuGnmrU+4JNVuxOZt7GI5hMMKlfFK7OulSVKkzXDyIiIsVSTQ2xK6ypkaKkhkjJS052dAQiIiIiZS/1CBzfDJiMIuHncTrXwv99txWAwdfUoU3tgDIMUKSc0vWDiIjIBVWax1+mT59OREQE7u7udOzYkbVr116w7bZt2+jXrx8RERGYTCamTp16TptJkybRvn17fHx8CAkJ4bbbbmPnzp2l+AkcrzCpcUJJDRERERERKQk7fzFewzuCd/B5m7wTs5tDJ7MI83XnuehGZRiciIiIiFRElSKpMXfuXEaOHMnLL7/Mxo0badmyJdHR0fw/e/cdHlWZ9nH8NzMpk14ISSCU0CR0kCYoYkFBWBVs6LrCsq7uumJjV1cUsWzBBouFV9S1V9aGDUHAQlWk9yYltCQE0ntm5v3jTCZEkhhS5kyS7+e6znVOzjznzD0BcZ65537utLS0Ssfn5+erY8eOevzxxxUfH1/pmO+//1633367fvjhBy1evFglJSW69NJLldeESz/LkhpZBSUqdThNjgYAAABAo7fzC2OfNKbSh7cdzdLLy/dJkv4xtqfC7P7eigwAAACNVJNYfmrWrFm65ZZbNGnSJEnS3Llz9eWXX+rVV1/V/ffff9r4gQMHauDAgZJU6eOStHDhwgo/v/7664qNjdW6det0/vnnV3pNUVGRioqKPD9nZ2fX6vWYJTI4QBaL5HJJGfklahkWaHZIAAAAABqrgkzpwArjuJKkhsPp0tSPt8jhdGl0r3hd0j3Ou/EBAACgUWr0lRrFxcVat26dRowY4TlntVo1YsQIrV69ut6eJysrS5IUHR1d5ZgZM2YoIiLCs7Vt27bent8bbFaLIoOMb0Zl5LMEFQAAAIA62LtEcpZKMV2lFp1Oe/i1lfu1+XCWwux+euTyHiYECAAAgMao0Sc10tPT5XA4FBdX8Vs9cXFxSklJqZfncDqduvvuu3XuueeqZ8+eVY6bOnWqsrKyPNuhQ4fq5fm9Kaqsr0YuSQ0AAAAAteR0Sj/91zhOGn3aw4dO5mvm17slSQ+M7qbYcLs3owMAAEAj1uiTGt5w++23a+vWrXr//ferHRcYGKjw8PAKW2PTwp3UoFIDqEdWqzRggLFZ+WcXAABfMGfOHCUmJsput2vw4MFas2ZNlWNLSkr02GOPqVOnTrLb7erTp89py9UmJibKYrGctt1+++0N/VJ809pXpOTVkn+INOAPFR5yuVyaNn+rCkocGtQhWuMHNK4Kd6DBMX8AAKBajb6nRkxMjGw2m1JTUyucT01NrbIJ+JmYPHmyvvjiCy1btkxt2rSp8/18XVSwkdQ4mUdSA6g3QUHSTz+ZHQUAAHCbN2+epkyZorlz52rw4MGaPXu2Ro4cqV27dik2Nva08dOmTdPbb7+tl19+WUlJSVq0aJHGjRunVatWqV+/fpKkn376SQ6Hw3PN1q1bdckll+jaa6/12uvyGRkHpcUPG8eXPCpFtqvw8Gebjur73ccV4GfVjKt6yWq1mBAk4MOYPwAAUK1Gn/IPCAhQ//79tXTpUs85p9OppUuXasiQIbW+r8vl0uTJk/XJJ5/om2++UYcOHeojXJ/XIpSkBgAAAJq2WbNm6ZZbbtGkSZPUvXt3zZ07V8HBwXr11VcrHf/WW2/pgQce0OjRo9WxY0fddtttGj16tGbOnOkZ07JlS8XHx3u2L774Qp06ddLw4cO99bJ8g8slfX6nVJIntRsqDbi5wsMZecV67PPtkqQ7LuysTi1DzYgSAAAAjVijr9SQpClTpmjixIkaMGCABg0apNmzZysvL0+TJk2SJE2YMEEJCQmaMWOGJKO5+Pbt2z3HR44c0caNGxUaGqrOnTtLMpacevfdd/Xpp58qLCzM058jIiJCQUFBJrxK76BSAwAAAE1ZcXGx1q1bp6lTp3rOWa1WjRgxQqtXr670mqKiItntFXs+BAUFacWKFVU+x9tvv60pU6bIYqm8CqGoqEhFRUWen7Ozs8/0pfim9W9K+76T/OzSlc+ftnTOvxbs0Im8YnWNC9Ofhp/ePBwAAAD4NY2+UkOSxo8fr6efflrTp09X3759tXHjRi1cuNDTPDw5OVnHjh3zjD969Kj69eunfv366dixY3r66afVr18//fGPf/SMeeGFF5SVlaULLrhArVq18mzz5s3z+uvzpugQkhpAvcvPlxITjS0/3+xoAABo1tLT0+VwODxzhTJxcXGeLzL90siRIzVr1izt2bNHTqdTixcv1scff1xhjnGq+fPnKzMzU7///e+rjGPGjBmKiIjwbG3bNoG+EllHpK+nGccXPSS1qJi0WLk3XR+uOyyLRZpxdS8F+DWJ6ShQ/5g/AABQrSZRqSEZvS8mT55c6WPfffddhZ8TExPlcrmqvd+vPd5URdMoHKh/Lpd08GD5MQAAaFSeeeYZ3XLLLUpKSpLFYlGnTp00adKkKpereuWVV3TZZZepdevWVd5z6tSpmjJliufn7Ozsxp3YcLmkL+6WirKlhAHSObdVeLiwxKEHPtkiSZpwTnud3S7KhCCBRoL5AwAA1eKrMaggyp3UOJFLUgMAAABNT0xMjGw2m1JTUyucT01NVXx8fKXXtGzZUvPnz1deXp4OHjyonTt3KjQ0VB07djxt7MGDB7VkyZIKVeCVCQwMVHh4eIWtUds8T9rztWQLkK6cI1ltFR6evWSPDp7IV3y4XX8b2dWkIAEAANAUkNRABS2o1AAAAEATFhAQoP79+2vp0qWec06nU0uXLtWQIUOqvdZutyshIUGlpaX66KOPdOWVV5425rXXXlNsbKzGjBlT77H7rJxU6au/G8fD/y7FJlV4eNvRLL28fJ8k6R9jeyrM7u/tCAEAANCENJnlp1A/yhqFn8grlsvlqrKxIQAAANBYTZkyRRMnTtSAAQM0aNAgzZ49W3l5eZo0aZIkacKECUpISNCMGTMkST/++KOOHDmivn376siRI3rkkUfkdDp13333Vbiv0+nUa6+9pokTJ8rPr5lMtVwu6cspUmGm1KqPdO5dFR52OF2a+vEWOZwuje4Vr0u6x1V+HwAAAKCGmsk7bdRUi1AjqVFc6lR+sUMhgfwVAQAAQNMyfvx4HT9+XNOnT1dKSor69u2rhQsXepqHJycny2otL2ovLCzUtGnTtG/fPoWGhmr06NF66623FBkZWeG+S5YsUXJysv7whz948+WYa/t8aecXktXPWHbKVrEK47WV+7X5cJbC7H565PIe5sQIAACAJoVPrFFBkL9NgX5WFZU6dTKvmKQGAAAAmqTJkydr8uTJlT723XffVfh5+PDh2r59+6/e89JLL5WrOTX1zUuXvvybcTzsr1J8rwoPHzqZr5lf75YkPTC6m2LD7d6OEAAAAE0Qn1ijAovFohYhATqaVaiTecVqGx1sdkhA42exSN27lx8DAAA0BV/9XcpPl2K7S8P+dtrDLy77WQUlDg3qEK3xA9qaECDQSDF/AACgWiQ1cJqoU5IaAOpBcLC0bZvZUQAAANSfnV9KWz+ULFZj2Sm/gNOGHDpZIEm6pn8bWa18MAvUGPMHAACqZf31IWhuokOMCQlJDQAAAACnKciQvphiHA+9U0o4u9JhmQUlkqSo4NMTHgAAAEBtkdTAaUhqAAAAAKjSogel3BSpRRfpgvurHJaZb8wnooL9qxwDAAAAnCmSGjiNJ6mRT1IDqBf5+VKPHsaWn292NAAAALW3Z4m08R1JFmPZKf+gKodmuL8kFUlSAzgzzB8AAKgWPTVwmmh3eXgGlRpA/XC5pO3by48BAAAao8Js6fO7jONzbpPaDa5yqMPpUnZhqSQpkuWngDPD/AEAgGpRqYHTRLkrNU6Q1AAAAABQZvF0KfuwFJUoXTSt2qFZ7n4akhQZRKUGAAAA6g9JDZymRQiVGgAAAABOse97ad1rxvEVz0kBIdUOL+unERboJz8b004AAADUH95d4jRRNAoHAAAAUKY4T/rsDuN4wB+kDuf/6iUZ+UalRmQIVRoAAACoXyQ1cJoWNAoHAAAAUGbpP6TMg1JEW+mSx2p0SVmlRmQQ/TQAAABQv0hq4DRllRqZ+SUqdThNjgYAAACAaZJ/kH6caxxfPlsKDKvRZZlllRrBVGoAAACgfvmZHQB8T2SQvywWyeWSMgtKFBMaaHZIQONmsUjt25cfAwAANAYlBdKnt0tySX1/J3UeUeNLM8oqNYKp1ADOGPMHAACqRVIDp/GzWRUR5K/M/BKdzCsmqQHUVXCwdOCA2VEAAACcme9mSCf2SqHx0sh/ntGlWQVGpUYUlRrAmWP+AABAtVh+CpWKplk4AAAA0HwdWSetes44/s1/pKCoM7qcSg0AAAA0FJIaqFR0MEkNAAAAoFkqLZLm3y65nFKva6Wk0Wd8C09PjSAqNQAAAFC/SGqgUlRqAPWooEAaONDYCgrMjgYAAKB6y56Wju+QgmOkUU/U6hZlSY2oEJIawBlj/gAAQLXoqYFKkdQA6pHTKa1dW34MAADgq45tllbMMo7HPC2FtKjVbTzLTwWx/BRwxpg/AABQLSo1UCmSGgAAAEAz4yiRPr1dcpZK3a6Qeoyr9a08y0/RKBwAAAD1jKQGKlWW1Cj7hhUAAACAJm7lbClls9EUfPTTdbpVpnseEUWjcAAAANQzkhqoVBSNwgEAAIDmI22H9P2TxvGoJ6SwuFrfqrjUqbxihyQqNQAAAFD/SGqgUtGhJDUAAACAZmPNy5KjWOoyUup9XZ1ulVlgzCEsFincTlIDAAAA9YtG4ahUNJUaAAAAQPMx+ikp5iyp+xVGNqIOyvppRAT5y2qt270AAACAXyKpgUqd2ijc5XLJUseJDdDsxcSYHQEAAEDVrDbpnD/Xy63Kkhr00wDqgPkDAABVIqmBSpUlNYpKncovdigkkL8qQK2FhEjHj5sdBQAAgFdkuJuERwSx9BRQK8wfAACoFj01UKngAJsC/Yy/HixBBQAAAKCmsjyVGiQ1AAAAUP9IaqBSFoulwhJUAAAAAFATZZUaLD8FAACAhkBSA1XyJDXySWoAdVJQIF1wgbEVFJgdDQAAjU5iYqIee+wxJScnmx0KaiCzwN0onEoNoHaYPwAAUC2SGqiSJ6mRS1IDqBOnU/r+e2NzOs2OBgCARufuu+/Wxx9/rI4dO+qSSy7R+++/r6KiIrPDQhUyqdQA6ob5AwAA1SKpgSqVJTUyqNQAAACAie6++25t3LhRa9asUbdu3XTHHXeoVatWmjx5stavX292ePiFjDyjUiOSSg0AAAA0AJIaqFLZN6tO0FMDAAAAPuDss8/Ws88+q6NHj+rhhx/Wf//7Xw0cOFB9+/bVq6++KpfLZXaIkJRZYMwfIqnUAAAAQAPwMzsA+K4WZZUaJDUAAADgA0pKSvTJJ5/otdde0+LFi3XOOefo5ptv1uHDh/XAAw9oyZIlevfdd80Os9nLzDcqNaKo1AAAAEADIKmBKkWFUKkBAAAA861fv16vvfaa3nvvPVmtVk2YMEH/+c9/lJSU5Bkzbtw4DRw40MQoUaYsqREZRKUGAAAA6h9JDVQpmkoNAAAA+ICBAwfqkksu0QsvvKCxY8fK3//0CoAOHTro+uuvNyE6/FJZTz56agAAAKAhkNRAlcqSGidpFA7UXXCw2REAANBo7du3T+3bt692TEhIiF577TUvRYSqFBQ7VFTqlERSA6gT5g8AAFSJpAaq5ElqUKkB1E1IiJSXZ3YUAAA0WmlpaUpJSdHgwYMrnP/xxx9ls9k0YMAAkyLDL5U1CfezWhQayHQTqBXmDwAAVMtqdgDwXWVJjayCEpU6nCZHAwAAgObq9ttv16FDh047f+TIEd1+++0mRISqZOS5+2kE+8tisZgcDQAAAJoikhqoUmSQUS7uckmZBSUmRwMAAIDmavv27Tr77LNPO9+vXz9t377dhIhQlbJKjchgmoQDAACgYZDUQJX8bFbPOrg0CwfqoLBQGjPG2AoLzY4GAIBGJzAwUKmpqaedP3bsmPz8WOLIl2TmG1+GiqKfBlB7zB8AAKgWSQ1UK9r9DasTJDWA2nM4pAULjM3hMDsaAAAanUsvvVRTp05VVlaW51xmZqYeeOABXXLJJSZGhl8qS2pEBFGpAdQa8wcAAKrF15pQreiQAO1Lz6NSAwAAAKZ5+umndf7556t9+/bq16+fJGnjxo2Ki4vTW2+9ZXJ0OFVGvjFvoFIDAAAADYWkBqoVFUKlBgAAAMyVkJCgzZs365133tGmTZsUFBSkSZMm6YYbbpC/Px+e+5LM/LKeGvy5AAAAoGGQ1EC1WriTGlRqAAAAwEwhISG69dZbzQ4Dv6Js+SkahQMAAKChkNRAtajUAAAAgK/Yvn27kpOTVVxc8b3pFVdcYVJE+KUMT6NwkhoAAABoGKYmNQ4dOiSLxaI2bdpIktasWaN3331X3bt351tYPsJTqZFPUgMAAADm2Ldvn8aNG6ctW7bIYrHI5XJJkiwWiyTJQSNdn5FVwPJTAAAAaFhWM5/8t7/9rb799ltJUkpKii655BKtWbNGDz74oB577LEzutecOXOUmJgou92uwYMHa82aNVWO3bZtm66++molJibKYrFo9uzZdb5nU1X2DauTVGoAAADAJHfddZc6dOigtLQ0BQcHa9u2bVq2bJkGDBig7777zuzwcIoMz/JTJDUAAADQMExNamzdulWDBg2SJP3vf/9Tz549tWrVKr3zzjt6/fXXa3yfefPmacqUKXr44Ye1fv169enTRyNHjlRaWlql4/Pz89WxY0c9/vjjio+Pr5d7NlXRoSQ1gDoLCZFcLmMLCTE7GgAAGp3Vq1frscceU0xMjKxWq6xWq8477zzNmDFDd955p9nh4RSeRuFBLD8F1BrzBwAAqmVqUqOkpESBgYGSpCVLlnjWwk1KStKxY8dqfJ9Zs2bplltu0aRJk9S9e3fNnTtXwcHBevXVVysdP3DgQD311FO6/vrrPc9f13s2VdFUagAAAMBkDodDYWFhkqSYmBgdPXpUktS+fXvt2rXLzNBwCpfL5WkUHhVCpQYAAAAahqlJjR49emju3Llavny5Fi9erFGjRkmSjh49qhYtWtToHsXFxVq3bp1GjBjhOWe1WjVixAitXr26VnHV9p5FRUXKzs6usDV20SHlSY2ytYsBAAAAb+rZs6c2bdokSRo8eLCefPJJrVy5Uo899pg6duxocnQok1tUqlKnMWegUgMAAAANxdSkxhNPPKEXX3xRF1xwgW644Qb16dNHkvTZZ595lqX6Nenp6XI4HIqLi6twPi4uTikpKbWKq7b3nDFjhiIiIjxb27Zta/X8vqQsqVFU6lRBCQ0YgVopLJSuvdbYCgvNjgYAgEZn2rRpcjqdkqTHHntM+/fv17Bhw7RgwQI9++yzJkeHMmVVGoF+VgUF2EyOBmjEmD8AAFAtPzOf/IILLlB6erqys7MVFRXlOX/rrbcqODjYxMhqZ+rUqZoyZYrn5+zs7Eaf2AgOsCnAz6riUqdO5BYrONrUvzJA4+RwSB9+aByfQb8gAABgGDlypOe4c+fO2rlzp06ePKmoqChZLBYTI8OpPEtPBVOlAdQJ8wcAAKplaqVGQUGBioqKPAmNgwcPavbs2dq1a5diY2NrdI+YmBjZbDalpqZWOJ+amlplE/CGumdgYKDCw8MrbI2dxWJRC3e1RkY+fTUAAADgXSUlJfLz89PWrVsrnI+Ojiah4WMyC9xNwoPppwEAAICGY2pS48orr9Sbb74pScrMzNTgwYM1c+ZMjR07Vi+88EKN7hEQEKD+/ftr6dKlnnNOp1NLly7VkCFDahVXQ9yzMSv7ptUJmoUDAADAy/z9/dWuXTs5HCyF6usy3JUaJDUAAADQkExNaqxfv17Dhg2TJH344YeKi4vTwYMH9eabb57R2rhTpkzRyy+/rDfeeEM7duzQbbfdpry8PE2aNEmSNGHCBE2dOtUzvri4WBs3btTGjRtVXFysI0eOaOPGjdq7d2+N79mctAh1V2qQ1AAAAIAJHnzwQT3wwAM6efKk2aGgGpnuym6ahAMAAKAhmdogIT8/X2FhYZKkr7/+WldddZWsVqvOOeccHTx4sMb3GT9+vI4fP67p06crJSVFffv21cKFCz2NvpOTk2W1ludvjh49qn79+nl+fvrpp/X0009r+PDh+u6772p0z+akrFLjJEkNAAAAmOD555/X3r171bp1a7Vv314hISEVHl+/fr1JkeFUnp4aIVRqAAAAoOGYmtTo3Lmz5s+fr3HjxmnRokW65557JElpaWln3I9i8uTJmjx5cqWPlSUqyiQmJsrlctXpns1JdAhJDQAAAJhn7NixZoeAGijrwRdJo3AAAAA0IFOTGtOnT9dvf/tb3XPPPbrooos8/Sq+/vrrCpUUMBdJDQAAAJjp4YcfNjsE1EBWWU+NICo1AAAA0HBMTWpcc801Ou+883Ts2DH16dPHc/7iiy/WuHHjTIwMpyKpAdRRcLCUm1t+DAAA0ASVVWpEUakB1A3zBwAAqmVqUkOS4uPjFR8fr8OHD0uS2rRpo0GDBpkcFU5FUgOoI4tF+sXa3wAAoOasVqssFkuVjzscDi9Gg6pkuCs1IoKp1ADqhPkDAADVMjWp4XQ69c9//lMzZ85UrvtbCGFhYfrrX/+qBx98sEJzb5jHk9TIJ6kBAAAA7/vkk08q/FxSUqINGzbojTfe0KOPPmpSVPilrAJ3o3AqNQAAANCATE1qPPjgg3rllVf0+OOP69xzz5UkrVixQo888ogKCwv1r3/9y8zw4EalBlBHRUXSn/5kHL/4ohQYaG48AAA0MldeeeVp56655hr16NFD8+bN080332xCVPil8kbhVGoAdcL8AQCAapma1HjjjTf03//+V1dccYXnXO/evZWQkKC//OUvJDV8RNk3rbIKSlTqcMrPRgUNcEZKS6U33jCO58xhUgIAQD0555xzdOutt5odBiQ5nS5PpQZJDaCOmD8AAFAtUz+dPnnypJKSkk47n5SUpJMnT5oQESoT5Z6UuFxSpnuiAgAAAJipoKBAzz77rBISEswOBZKyC0vkchnHkUEsPwUAAICGY2qlRp8+ffT888/r2WefrXD++eefV+/evU2KCr/kZ7MqIshfWQUlysgrVkwo3xIBAACA90RFRVVoFO5yuZSTk6Pg4GC9/fbbJkaGMpnuJuEhATYF+FHZDQAAgIZjalLjySef1JgxY7RkyRINGTJEkrR69WodOnRICxYsMDM0/EKLkABlFZTQVwMAAABe95///KdCUsNqtaply5YaPHiwoqKianXPOXPm6KmnnlJKSor69Omj5557ToMGDap0bElJiWbMmKE33nhDR44cUdeuXfXEE09o1KhRFcYdOXJEf//73/XVV18pPz9fnTt31muvvaYBAwbUKsbGpLyfBlUaAAAAaFimJjWGDx+u3bt3a86cOdq5c6ck6aqrrtKtt96qf/7znxo2bJiZ4eEUUSEBUnoeSQ0AAAB43e9///t6vd+8efM0ZcoUzZ07V4MHD9bs2bM1cuRI7dq1S7GxsaeNnzZtmt5++229/PLLSkpK0qJFizRu3DitWrVK/fr1kyRlZGTo3HPP1YUXXqivvvpKLVu21J49e2qddGlsyio16KcBAACAhmZxucpWPvUdmzZt0tlnny2Hw2F2KHWSnZ2tiIgIZWVlKTw83Oxw6uSWN9dq8fZU/WtcT904uL3Z4QCNS16eFBpqHOfmSiEh5sYDAICX1Nf74ddee02hoaG69tprK5z/4IMPlJ+fr4kTJ57R/QYPHqyBAwfq+eeflyQ5nU61bdtWd9xxh+6///7Txrdu3VoPPvigbr/9ds+5q6++WkFBQZ7lr+6//36tXLlSy5cvr1EMRUVFKioq8vycnZ2ttm3bNtq5wycbDuueeZt0XucYvf3HwWaHAzRuzB8AAM1UTecPLHaKGol2l5GfzKVSAwAAAN41Y8YMxcTEnHY+NjZW//73v8/oXsXFxVq3bp1GjBjhOWe1WjVixAitXr260muKiopkt9srnAsKCtKKFSs8P3/22WcaMGCArr32WsXGxqpfv356+eWXq31NERERnq1t27Zn9Dp8TUYelRoAAADwDpIaqJHoUHdSI5+kBnDGgoOltDRjCw42OxoAABqd5ORkdejQ4bTz7du3V3Jy8hndKz09XQ6HQ3FxcRXOx8XFKSUlpdJrRo4cqVmzZmnPnj1yOp1avHixPv74Yx07dswzZt++fXrhhRfUpUsXLVq0SLfddpvuvPNOvfHGG5Xec+rUqcrKyvJshw4dOqPX4WsyC0hqAPWG+QMAANUytacGGg9PpQY9NYAzZ7FILVuaHQUAAI1WbGysNm/erMTExArnN23apBYtWjT48z/zzDO65ZZblJSUJIvFok6dOmnSpEl69dVXPWOcTqcGDBjgqRzp16+ftm7dqrlz51a6PFZgYKACAwMbPHZvyXR/+SmKRuFA3TF/AACgWqYkNa666qpqH8/MzPROIKix6BCSGgAAADDHDTfcoDvvvFNhYWE6//zzJUnff/+97rrrLl1//fVndK+YmBjZbDalpqZWOJ+amqr4+PhKr2nZsqXmz5+vwsJCnThxQq1bt9b999+vjh07esa0atVK3bt3r3Bdt27d9NFHH51RfI1VhrtReEQQlRoAAABoWKYkNSIiIn718QkTJngpGtQESQ2gDoqKpClTjONZs6Qm9K1MAAC84R//+IcOHDigiy++WH5+xhTG6XRqwoQJZ9xTIyAgQP3799fSpUs1duxYz72WLl2qyZMnV3ut3W5XQkKCSkpK9NFHH+m6667zPHbuuedq165dFcbv3r1b7du3P6P4GisqNYB6xPwBAIBqmZLUeO2118x4WtSBkdRwKS83x+xQgMantFT6v/8zjp98kkkJAABnKCAgQPPmzdM///lPbdy4UUFBQerVq1etEwZTpkzRxIkTNWDAAA0aNEizZ89WXl6eJk2aJEmaMGGCEhISNGPGDEnSjz/+qCNHjqhv3746cuSIHnnkETmdTt13332ee95zzz0aOnSo/v3vf+u6667TmjVr9NJLL+mll16q+y+gEcjMp6cGUG+YPwAAUC16ajR3pUVS3nH3li7lplX8Oc/4uUfOce0JPC7/Yodcy6bLcv5fzY4cAAAAzUyXLl3UpUuXOt9n/PjxOn78uKZPn66UlBT17dtXCxcu9DQPT05OltVq9YwvLCzUtGnTtG/fPoWGhmr06NF66623FBkZ6RkzcOBAffLJJ5o6daoee+wxdejQQbNnz9aNN95Y53gbg8wCo1IjkkoNAAAANDCLy+VymR1EU5Wdna2IiAhlZWUpPDzcu09elCMd23RKcuL4KQmL9PLERVH2Gd/aGd1Z1jvXNUDQQBOVlyeFhhrHublSSIi58QAA4CX19X746quv1qBBg/T3v/+9wvknn3xSP/30kz744IO6hmo6U+cO9aDXw4uUU1Sqb/46XB1bhpodDtC4MX8AADRTNX1PTKVGU3V8t/T6mJqNtfpLIS2lkBj3vqUU2rL8OKSlXCExGv1/a/Wl7V5ZT+41EiShsQ37GgAAAABJy5Yt0yOPPHLa+csuu0wzZ870fkCooMThVE5RqSQqNQAAANDwSGo0VWFxUovOUkhstckKhcRI9kjJYqn2dhZJGcEntbOwnbpbDkoHV0o9xnnlpQAAAKB5y83NVUDA6R+W+/v7Kzv7zCuPUb+yCko8xxFB9NQAAABAwyKp0VRFtJHuqN8loqJDAvRjfpK6Ww9KB1eR1AAAAIBX9OrVS/PmzdP06dMrnH///ffVvXt3k6JCmcx8o59GuN1PNmv1X5YCAAAA6oqkBmosOiRAP6Z20yQtkg6sNDscAAAANBMPPfSQrrrqKv3888+66KKLJElLly7Vu+++qw8//NDk6JCZb1RqRIWw9BQAAAAaHkkN1Fh0SIBWOJOMH9K2SfknpeBoc4MCGoOgIGn//vJjAABwRi6//HLNnz9f//73v/Xhhx8qKChIffr00TfffKPoaN6Pmi3DndSgnwZQT5g/AABQLavZAaDxiA4J0EmFKz0o0TiRvNrUeIBGw2qVEhONzco/uwAA1MaYMWO0cuVK5eXlad++fbruuuv0t7/9TX369DE7tGavbPmpSPppAPWD+QMAANXi/46osWh3OfneIPfEkSWoAAAA4EXLli3TxIkT1bp1a82cOVMXXXSRfvjhB7PDavY8y08Fk9QAAABAw2P5KdRYbFigJOmbgs46R5IOktQAaqS4WHrwQeP4X/+SAliaAQCAmkpJSdHrr7+uV155RdnZ2bruuutUVFSk+fPn0yTcR2SUVWqw/BRQP5g/AABQLSo1UGOjesYrMthfn2Z0ME6kbJYKs8wNCmgMSkqkp582tpISs6MBAKDRuPzyy9W1a1dt3rxZs2fP1tGjR/Xcc8+ZHRZ+IbOgrKcGlRpAvWD+AABAtUhqoMYigwP010vOUqqilaw4yeWUDq0xOywAAAA0UV999ZVuvvlmPfrooxozZoxsNpvZIaESZT01oqjUAAAAgBeQ1MAZuWFQOyXFh2l1aTfjxIEV5gYEAACAJmvFihXKyclR//79NXjwYD3//PNKT083Oyz8QllPDSo1AAAA4A0kNXBG/GxWPXx5D61xJkmS8vcuNzkiAAAANFXnnHOOXn75ZR07dkx/+tOf9P7776t169ZyOp1avHixcnJyzA4RkjI8SQ0qNQAAANDwSGrgjA3p1EJBZ50vSQpI3ShXUa7JEQEAAKApCwkJ0R/+8AetWLFCW7Zs0V//+lc9/vjjio2N1RVXXGF2eM1e2fJTkUFUagAAAKDhkdRArfzpigt1xBUjPzn004qvzQ4HAAAAzUTXrl315JNP6vDhw3rvvffMDgcqX36KnhoAAADwBpIaqJW20cHKih0oSdq2aoEKSxwmRwQAAIDmxGazaezYsfrss8/MDqVZKyxxqMA9F4igpwYAAAC8gKQGaq3TwJGSpO4lW/TSsn0mRwP4sKAgaetWYwsKMjsaAACAepNVYFRp2KwWhdv9TI4GaCKYPwAAUC3edaLWAjsOkyT1tfysW77brmv6t1HrSN5wAaexWqUePcyOAgAAoN5lnNJPw2KxmBwN0EQwfwAAoFpUaqD2WnSSKzROgZYSJZXu0eNf7TQ7IgAAAABeVNZPg6WnAAAA4C0kNVB7Foss7YdKkgbbduqzTUf104GTJgcF+KDiYumRR4ytuNjsaAAAAOpNprtSgybhQD1i/gAAQLVIaqBu2p8rSboicr8k6ZHPtsnhdJkZEepTcb6UtsPsKBq/khLp0UeNraTE7GgAAADqTYa7UiMyiEoNoN4wfwAAoFokNVA37qRG58LtirJL245m639rD5kcFOrN53dJ/3eOtGuh2ZEAAADAB5UtPxVJpQYAAAC8hKQG6qZlkhQULUtpvh4bWCpJemrRLmUV8G2SRq8oR9r+qXG89lVzYwEAAIBPKl9+ikoNAAAAeAdJDdSN1Sq5+2qMDt+nzrGhOplXrGeW7DE5MNTZnq8lR5FxvHeJlJtmbjwAAADwOeWVGiQ1AAAA4B0kNVB37iWobMmrNP033SVJb64+oL1pOWZGhbra8Xn5scshbfnQvFgAAADgkzLclRosPwUAAABvIamBuks0khpK/kHnd47WiG5xKnW69Ojn2+Vy0TS8USopkHZ/bRz3+a2x3/SeefEAAADAJ1GpAQAAAG8jqYG6i+spBUZIRdlSyhY99JtuCrBZtXxPupbuYMmiRunnb6SSPCmirXTpPyWrv5SyWUrdbnZkAAAA8CGZBWU9NajUAAAAgHeQ1EDdWW1Su3OM44Mr1b5FiG4e1kGS9I8vt6uo1GFicKiVsqWnul0uhbSQzhpp/Lz5ffNiaszsdmnNGmOz282OBgAAoN5kuCs1IoKo1ADqDfMHAACqRVID9cPdLFwHV0mSbr+ws2LDAnXwRL5eXXHAvLhw5kqLpV0LjONulxv73uON/eb/SU6SVGfMZpMGDjQ2m83saAAAAOqFy+VSljupERVCpQZQb5g/AABQLZIaqB+J5xn7gyslp1OhgX66/7IkSdLz3+xRWnahicHhjBxYJhVmSSGxUtvBxrmzRkr2SCnnmLT/e1PDAwAAgG/IL3ao2OGUJEXRUwMAAABeQlID9aNVH8k/RCrIkI7vlCSN7Zugfu0ilVfs0OMLd5ocIGrMs/TUb4ylxSTJL1DqebVxvIklqM5YcbH01FPGVlxsdjQAAAD1IrPAqNIIsFkV5M+3yYF6w/wBAIBqkdRA/bD5S20HGccHV0qSrFaLHr68hyTp4/VHtCE5w6zoUFNOh7TzS+O4bOmpMn1uMPY7PpeKcr0bV2NXUiLdd5+xlZSYHQ0AAEC9yMgzPmyNDPaXxWIxORqgCWH+AABAtZpMUmPOnDlKTEyU3W7X4MGDtWbNmmrHf/DBB0pKSpLdblevXr20YMGCCo/n5uZq8uTJatOmjYKCgtS9e3fNnTu3IV9C49f+XGN/YIXnVN+2kbqmfxtJ0iOfbZPT6TIjMtRU8mop77ix1FTisIqPtRkgRXeSSvLLqzkAAADQbGW6+2lEsvQUAAAAvKhJJDXmzZunKVOm6OGHH9b69evVp08fjRw5UmlpaZWOX7VqlW644QbdfPPN2rBhg8aOHauxY8dq69atnjFTpkzRwoUL9fbbb2vHjh26++67NXnyZH322WfeelmNT6I7qXFwleQqT17cN6qrQgP9tOlwlj7ecMSk4FAjZcmKpDFG9c2pLJbyao1N73k3LgAAAPiczIKySg2ahAMAAMB7mkRSY9asWbrllls0adIkT0VFcHCwXn311UrHP/PMMxo1apTuvfdedevWTf/4xz909tln6/nnn/eMWbVqlSZOnKgLLrhAiYmJuvXWW9WnT59qK0CKioqUnZ1dYWtWEvpLtkApL006sddzOjbMrjsu6ixJemLhTuUWlZoVIarjdJ7ST+Pyysf0vs7Y718mZR32TlwAAADwSRnuSg2ahAMAAMCbGn1So7i4WOvWrdOIESM856xWq0aMGKHVq1dXes3q1asrjJekkSNHVhg/dOhQffbZZzpy5IhcLpe+/fZb7d69W5deemmVscyYMUMRERGerW3btnV8dY2MX6DUZqBx7O6rUWbSuR3UISZEx3OK9Nw3e0wIDr/q6Hop+4gUECp1vLDyMVHt3cuMuaTN//NqeAAAAPAtWfnuSo0gKjUAAADgPY0+qZGeni6Hw6G4uLgK5+Pi4pSSklLpNSkpKb86/rnnnlP37t3Vpk0bBQQEaNSoUZozZ47OP//8KmOZOnWqsrKyPNuhQ4fq8MoaqbIlqA5UTGoE+Fn10G+6SZJeXbFf+9PzvB0Zfs0O99JqZ42U/O1Vj+tzvbHf9H6FZcYAAADQvJRVakSGUKkBAAAA72n0SY2G8txzz+mHH37QZ599pnXr1mnmzJm6/fbbtWTJkiqvCQwMVHh4eIWt2Wk/1NgfXHnaB94XJcXpgq4tVeJw6Z9fbDchOFTJ5ZK2u5MaVS09Vab7lZKfXUrfJR3d0PCxAQAAwCdlUKkBAAAAE/iZHUBdxcTEyGazKTU1tcL51NRUxcfHV3pNfHx8teMLCgr0wAMP6JNPPtGYMWMkSb1799bGjRv19NNPn7Z0FU7RZpBk9TOWMco8KEUlVnj4od9014o9y7R0Z5q+25WmC7rGmhMnKkrdKmXsN5IVnS+pfqw9wmgkvvUjo1oj4WzvxNiY2e3St9+WHwMAADQBWfTUABoG8wcAAKrV6Cs1AgIC1L9/fy1dutRzzul0aunSpRoyZEil1wwZMqTCeElavHixZ3xJSYlKSkpktVb89dhsNjmdznp+BU1MQLDU2v0h98FVpz3cqWWofj80UZL02BfbVVzK79MnlDUI7zxCCgz99fF9bjD2Wz+UHCUNF1dTYbNJF1xgbDab2dEAAADUC0+lBkkNoH4xfwAAoFqNPqkhSVOmTNHLL7+sN954Qzt27NBtt92mvLw8TZo0SZI0YcIETZ061TP+rrvu0sKFCzVz5kzt3LlTjzzyiNauXavJkydLksLDwzV8+HDde++9+u6777R//369/vrrevPNNzVu3DhTXmOjUkVfjTJ3juiimNAA7TuepzdXH/BeXKhaTZeeKtPxQikkVso/Ie2tekk2AAAANF2ZBe6eGsEsPwUAAADvaRJJjfHjx+vpp5/W9OnT1bdvX23cuFELFy70NANPTk7WsWPHPOOHDh2qd999Vy+99JL69OmjDz/8UPPnz1fPnj09Y95//30NHDhQN954o7p3767HH39c//rXv/TnP//Z66+v0WnvTmocXFHpw+F2f907sqsk6Zkle5SeW+StyFCZ9D3S8R2S1V86a1TNrrH5Sb2vM443vddwsTUVJSXSnDnGVkJlCwAAaBoyPctPkdQA6hXzBwAAqmVxuX7RzRn1Jjs7WxEREcrKympeTcMLs6Un2ksup3TPdiki4bQhTqdLV85ZqS1HsnT9wLZ6/OreJgQKSdLymdLSx4ylp373Uc2vS9kizT1PsgVIf9stBUU1XIyNXV6eFOpe1is3VwoJMTceAAC8pNm+H66Fxva7cjpd6vzgAjld0o8PXKy4cNb9B+oN8wcAQDNV0/fETaJSAz7GHi7Fu5MUlfTVkCSr1aJHruguSZq39pA2H870UnA4zZkuPVUmvpcU20NyFEvbPqn/uAAAAOCzcopK5XR/PS4iiJ4aAAAA8B6SGmgYiecZ+4OV99WQpP7tozW2b2u5XNL9H21RiYOm4V6XcVA6tlGyWKWk35z59X2uN/ab3q/XsAAAAODbMt1NwoP8bbL708gYAAAA3kNSAw3D01ej6qSGJD04prsig/21/Vi2Xlq2zwuBoYKdXxj79udKITFnfn2va42EyKEfpRM/129sAAAA8Fnl/TSo0gAAAIB3kdRAw2h3jiSLlL5byj1e5bCWYYF6+HJjGapnlu7R3rRcLwUISbVfeqpMeCup44XG8eb/1U9MAAAA8HkZ7kqNSJqEAwAAwMtIaqBhBEdLcT2M41+p1hjbN0EXdG2p4lKn7v9os5xOetd7RU6KUWEh1T6pIUl9bjD2m96TXPzZAQAANAdZBUalRiSVGgAAAPAykhpoOO2HGvsqmoWXsVgs+te4XgoJsGntwQy99cNBLwQHY+kpl9RmoBTeuvb3SRojBYRKmQel5B/qLTwAAAD4row8o1IjikoNAAAAeBlJDTScGvbVkKSEyCDdf1mSJOmJhTt1OCO/ISODVPelp8oEBEvdxxrHm96r272aqsBA6YsvjC0w0OxoAAAA6izD3VMjgkoNoP4xfwAAoFokNdBwyio1UrdJ+Sd/dfiNg9trUGK08osdeuCTrXKxlFHDyT8pHVhhHHe7ou7363O9sd82XyopqPv9mho/P2nMGGPz8zM7GgAAgDorW36KRuFAA2D+AABAtUhqoOGExkoxZ0ly1WhZIqvVosev7qUAP6uW7T6uj9cfafgYm6tdCySXQ4rvJUV3qPv92p8rRbSVirKkXV/V/X4AAADwaZ5G4UEsPwUAAADvIqmBhuXpq/HrS1BJUseWobpnxFmSpMe+2K60nMKGiqx58yw9VQ9VGpJktUq9rzOON71fP/dsSkpKpNdfN7aSErOjAQAAqLPMfBqFAw2G+QMAANUiqYGG1f48Y1/DpIYk3TKsg3omhCuroESPfLatgQJrxgqzpX3fGsf1ldSQpN7uJaj2LpFyj9fffZuC4mJp0iRjKy42OxoAAIA6y8ynUTjQYJg/AABQLZIaaFhllRrHNhkfpteAn82qJ67uLT+rRQu2pGjh1mMNGGAztOdryVFsLA0Wm1R/9215lpTQ31jWauuH9XdfAAAA+JzMAio1AAAAYA6SGmhYEQlSVKLkckqH1tT4sh6tI/Tn4Z0kSQ99uk1Z+WdQcut0Sg5KdKu0/VNjX59VGmX63GDsN71X//cGAACAz8jIc/fUoFIDAAAAXkZSAw3PswTVijO6bPJFndWpZYiO5xTpn19ur9lFjlLp3WulJztJJ/edYaDNQHG+sTyUJHW7vP7v3+MqyepvVOak1vDPDAAAAI1KqcOp7MJSSVRqAAAAwPtIaqDheZqFrzqjy+z+Nj1xdW9ZLNIH6w5r+Z4a9Gn4/gnjQ/uiLGnVc7UIton7ealUki9FtpNa9an/+4e0kM4aaRxvpmE4AABAU1SW0JCkyCCSGgAAAPAukhpoeInnGvsj641KgTMwIDFaE4ckSpKmfrxFeUWlVQ/e97207Knynze+K+WdOMNgm7jtnxn7bldIFkvDPEcfd8Pwzf+TnI6GeQ4AAACYJsPdJDzM7ic/G1NKAAAAeBfvQNHwIttL4QmSs0Q6XPO+GmXuHdlVCZFBOpxRoKe/3lX5oNw06eNbJLmkfr+TWvWVSgulta/UKfQmpbRI2r3QOG6Ifhplulwq2SOlnGPS/mUN9zwAAAAwRWY+TcIBAABgHpIaaHgWi9TeXa1xhktQSVJIoJ9mXNVLkvT6qgNad/BkxQFOp/TJn6TcVKllknTZU9KQycZja16SSgrrEn3TsX+ZVJQthbWS2gxsuOfxC5R6Xm0cb2IJKklSYKD0v/8ZW2Cg2dEAAADUSaa7UiOKJuFAw2D+AABAtUhqwDvK+mocWFmry88/q6Wu6d9GLpd034ebVVhyyrJGK2dLP38j+QVJ174uBQRLPcYa1SF5x6UtH9Q1+qZh+6fGPuk3krWB/9Pvc4Ox3/GZVJTbsM/VGPj5Sddea2x+fmZHAwAAUCcZ7kqNCPppAA2D+QMAANUiqQHvSDzP2B/+yVgGqRamjemmmNBA/Xw8T3O+3WucTP5B+uafxvHoJ6XYbsaxzV8a/GfjePUcyeWqQ/BNgKNU2vmlcdzt8oZ/vjYDpOhORlPyHZ83/PMBAADAa6jUAAAAgJlIasA7WnSWQmIlR5F0ZF2tbhEZHKB/ju0hSXrhu5+1c99B6cObJZdD6nWt1O+mihf0nygFhErHd0h7l9b1FTRuyaukgpNSUHT5UmANyWIpr9bY9F7DP19dOR1STqp0bJO0e5G07nVpxX+kk/vr5/6lpdIHHxhbaTXN7gEAABoBemoADYz5AwAA1SKpAe+wWMqXoDpYuyWoJGlUz1a6rGe8Sp1OZb53i5R9WIruKP3mP8ZznMoeIZ09wThe/Xytn7NJ2P6ZsU8aI9m8VL7c+zpjv3+ZlHXYO8/5S5UlK757Qvr8bum9G6SXLpBmJkn/aCnNPEt68Xzp3eukz++Sljwi/W9C/VT5FBVJ111nbEW1q1QCAAD1a86cOUpMTJTdbtfgwYO1Zs2aKseWlJToscceU6dOnWS329WnTx8tXLiwwphHHnlEFoulwpaUlNTQL8MUmQVGpUYklRpAw2D+AABAtVicEd6TeJ60fb7RV+P8e2t9m0ev7KHEvW/qnJIf5bD4y3bNa1JgWOWDB/9Z+nGutO9bKWWrFN+z1s/baDmd5UtAdbvCe88b1V5qf550cIW0+X/SsCkN8zxOp7RrgZS6Tco5ZjSMzzkm5aRIuWlGJU+NWKTQWCksXgqNlw6skFI2G8t2dftNw8QOAABMMW/ePE2ZMkVz587V4MGDNXv2bI0cOVK7du1SbGzsaeOnTZumt99+Wy+//LKSkpK0aNEijRs3TqtWrVK/fv0843r06KElS5Z4fvZromvhl/XUiKJSAwAAACZomu+y4ZvKKjUOrZEcJUbfi1qIzd6uey1vSy7p36U36kb/zupY1eCo9lL3K6Vtnxi9Nca9UKvnbNSOrJVyU6TAcKnjcO8+d5/x7qTGPOm8e06vpqmrg6ulRVOloxuqGfSLZEXYqVsrKTTO2Ie0rFjFsvQxaflM6bvHpa6jG765OgAA8JpZs2bplltu0aRJkyRJc+fO1ZdffqlXX31V999//2nj33rrLT344IMaPXq0JOm2227TkiVLNHPmTL399tuecX5+foqPj69RDEVFRSo65RvY2dnZdXlJXlXWU4PlpwAAAGAGkhrwnpbdpKAoqSDDWA6ozYAzv0dhtvThH2R1lWpt0FC9knGJtny8Re/fco6s1io+MB9yh5HU2PKBdPF0KbxV3V5HY7P9U2N/1ijJL9C7z939SmnBvdLxndKxjVLrfr96SY1kHJAWP2xU/khSQJjU40opPOHXkxU1NWSy9ONLUuoWaecXUncvVrkAAIAGU1xcrHXr1mnq1Kmec1arVSNGjNDq1asrvaaoqEh2u73CuaCgIK1YsaLCuT179qh169ay2+0aMmSIZsyYoXbt2lV6zxkzZujRRx+t46sxR3lPDZafAgAAgPfx1WN4j9UqtXNXaxxYUf3YyrhcRq+DjP1SRDvF3/SKggP8tGb/Sb2zJrnq69r0l9oNkZwl0pqXahd7Y+VySTvc/TS6Xe7957dHGH08JGnT+3W/X1GOtORR6flBRkLDYpX6/166c7105RzpwgekAX+Qul4mJZxtJLBq20MkOFo65zbj+LsZxjJXAACg0UtPT5fD4VBcXFyF83FxcUpJSan0mpEjR2rWrFnas2ePnE6nFi9erI8//ljHjh3zjBk8eLBef/11LVy4UC+88IL279+vYcOGKScnp9J7Tp06VVlZWZ7t0KFD9fciG5gnqRFEpQYAAAC8j6QGvCvxXGN/cNWZX7v+DWnbx5LFJl3zitq0bq37RnaVJD2+YIeOZBZUfe2Q24392lel4rwzf+7GKmWzlJks+QdLnUeYE0OfG4z9lg+MZcdqw+mQ1r8pPXu2tGKW5CiSOpwv/WmZdPkzxvJSDWHIX6TACCltu7Tj04Z5DgAA4POeeeYZdenSRUlJSQoICNDkyZM1adIkWU9ZnvKyyy7Ttddeq969e2vkyJFasGCBMjMz9b///a/SewYGBio8PLzC1liULT8VRaUGAAAATEBSA95V1lcjebXxQXVNpW6Xvvq7cXzxdKntIEnShCGJ6t8+SnnFDj34yRa5XK7Kr+86WorqIBVmShvfrX38jc12d5VG5xFSQLA5MXS8UAqJlfJPSHuX/Pr4X9q/XHppuPTZHVJemhTdUbr+PWnCZ1J8r/qP91RBUadUazx+Zn9nAQCAT4qJiZHNZlNqamqF86mpqVX2w2jZsqXmz5+vvLw8HTx4UDt37lRoaKg6dqyys5siIyN11llnae/evfUav9mKS53KKzbeE5HUAAAAgBlIasC74nsb/Q+KsqXUrTW7pjhP+uD3Ummh1OliaeidnoesVoueuLq3AmxWfbfruOZvPFL5Pay28mqN1XOaz4fTnqWnTOwHYfOTel9nHG96r+bXndwnvX+j9MZvpJQtRsXEyH9Lf/lRShpd/03Hq3LObcYyWsd3Gr1ZaiMgQHrtNWMLYPIPAICZAgIC1L9/fy1dutRzzul0aunSpRoyZEi119rtdiUkJKi0tFQfffSRrrzyyirH5ubm6ueff1arVk2rn1tmgVGlYbVIYXZaNAINgvkDAADVIqkB77LapHbnGMcHVtbsmgX3Sem7pNB4adyLRm+OU3SODdVdI7pIkh79fLvSc4sqv0/f30r2SKMnx64FtXwBjcjxXVL6bskWIJ010txY+lxv7Hd9ZTSKr05hlvT1NKNvxs4vjOXGBv5RunODkZjy8/Kb+qBIo2m4JH3/RO0SYv7+0u9/b2z+rD0NAIDZpkyZopdffllvvPGGduzYodtuu015eXmaNGmSJGnChAkVGon/+OOP+vjjj7Vv3z4tX75co0aNktPp1H333ecZ87e//U3ff/+9Dhw4oFWrVmncuHGy2Wy64YYbvP76GlJZP42IIH9ZrV76kgnQ3DB/AACgWiQ14H2evho1SGpsmidtfNtoCH31f6XQlpUOu/X8jurWKlyZ+SV65LNtld8rIMRoIi1Jq56vReCNTNnSUx0vlOwmr9Ec30uK6yk5iqVt8ysf4yiVfnrF6Jux6jmjsXuni6XbVkljZkohLbwacgWD/2wkxNJ3S1s/Ni8OAABQL8aPH6+nn35a06dPV9++fbVx40YtXLjQ0zw8OTm5QhPwwsJCTZs2Td27d9e4ceOUkJCgFStWKDIy0jPm8OHDuuGGG9S1a1ddd911atGihX744Qe1bFn5+9fGKiPPqNSIZOkpAAAAmIR6YXhf+/OM/cFVktN5WuWFR/pe6Yt7jOPz75M6DKvylv42q566preunLNSX2w+piv6pOjSHpWsiTzoVuMD80M/SIfXSm0G1PHF+LCyxtbdLjc3jjK9x0uLt0qb3pcGTKr42M/fSIseNBpyS1LMWcZSU10u8X6clbGHS0PvkL75h/T941KPccayWjVVWiotWmQcjxwp+fFPLwAAZps8ebImT55c6WPfffddhZ+HDx+u7du3V3u/999/v75C82mZBUalRmQw3x4HGgzzBwAAqkWlBryvdV/JP1gqOGn0KahMSaH04e+lkjwpcZg0/L7Kx52iZ0KEbj3faNY4bf5Wz7fIKghvJfW61jhe3YSrNU7uN/pQWGxS0hizozH0utaouDn0g9EvQ5LS90jvjpfeGmckNIKipMueMqozfCWhUWbwn6SgaOnEXmnrh2d2bVGR9JvfGFtRFcujAQAANAKZ+e5KjSCSGkCDYf4AAEC1SGrA+2z+UttBxnFVS1B9Pc34UD64hXTVy0Yvjhq46+Iu6hgTorScIt32zjqVOJynDyprGL79UynjYC1eQCOw43Njn3ieFBxtbixlwlsZS2FJ0o8vSV/dL/3fOdLuhZLVTxp8m3THemnwrcbfEV8TGGZUa0hGbw1HqbnxAAAAmKCsp0YUy08BAADAJCQ1YI721fTV2P6p9NPLxvG4F40Pw2vI7m/TC7/rr5AAm37Yd1IPf7ZNLper4qD4nsaH6y6n9OPcWr4AH7fD3U/DV5aeKtPH3SjzxxeMzVkqnTVK+ssP0mWP+04CpiqDbjUSbSf3SVv+Z3Y0AAAAXpeRX7b8FEkNAAAAmIOkBszhSWqskk5NOmQckD51fxv+3LtqtQRR1/gwPXtDP1ks0rs/JuvN1ZVUYwxxr5+8/k2pMOuMn8OnZR+VDv8kyeJ7SY2kMZI9wjiO7S7d9In023lSTBdz46qpwFDj76XkrtYoMTceAAAAL/MsP0VPDQAAAJiEpAbMkdBfsgVKuanSiZ+Nc44S6cObpaIsqc1A6aKHan37i7vF6f5RSZKkx77YruV7jlcc0PliqWU3qThXWvdGrZ/HJ+34wti3HSyFVdIs3UwBwdLEz6Xxb0t/Wi51usjsiM7cwD9KIS2NBNym5tEQFAAAoEz58lMkNQAAAGAOkhowh79dajPAOC5bgmrpY9KRtcY3+a9+pc59FW49v6OuOjtBDqdLt7+zXvuO55Y/aLGU99b4cW7T+sa9ry49VaZVHyM2m5/ZkdROQEh5tcayJ5vW3x0AAIBfkeGu1Ihg+SkAAACYhKQGzNN+qLE/uFLas1ha9azx8xXPS1Ht63x7i8Wif4/rpbPbRSq7sFR/fGOtsvJP+QC693VSSKyUfUTaNr/Oz+cT8tLLk0S+mtRoCgbcbPzdyUyWNr5jdjQAAABek1VApQYAAADM1Ui/Ko0mof25kp6Sfv5W2rvEODfoVqn7FfX2FHZ/m168aYCufH6F9qXn6fZ31+v1SQPlZ7NKfoHG8337T2n1c1Kva4wKjsZs55dGA/RWfeslMYQqBARL590jLZoqLXta6vNbya+abysGBEjPP19+DACoXHGedHitdHiN0fPKFmAsV2nzN479yo6rOhdgHPuVHQf84lxg460UBHxEWaVGFJUaQMNh/gAAQLWY1cE8bQdJVj8pL834Ob63dMk/6v1pWoYF6uWJA3TNC6u1Ym+6/vnlDj1yRQ/jwQF/kJbPlI5tMiocEs+r9+f3Kl9feqopGTBJWvmMlHVI2vi28XepKv7+0u23ey82AGgsclKk5B+kQz9KyaulY5sll6Nhn9Nik/zsRpLDs9nLkx6n/lzh2O5Oopz6s7/kchlfKHA5JKfjlL2rknNOYzvtnENyuvcWq7HUYUCIFBBqbIGhlRyHSIFhxrFfYOP/YgYajbKeGhFBVGoADYb5AwAA1SKpAfMEhEit+0mHfzIm5Ne+bvTaaAA9WkfoP+P76s9vr9Prqw6oS1yobhzcXgppIfW9QVr7qrTq+cad1CjIlPZ9bxx3v9LUUJoF/yBp2BTpq/ukZTOlvjcaHyoBACrndErpu43kRVkSI+PA6ePCE6R250jhrY2+RaVFxt5RLDlOOfacr8E5ucrv73JIJXnG1lRYbJUkPkKkgLDy44sekoKjzY4UjVxBsUNFpU5JUlQI3x4HAACAOUhqwFz9bpLSdkpXPie16NSgTzWqZ7z+dulZevrr3Xr4023qEBOioZ1ipHNul9a+Ju3+SkrfI8V0adA4GkRxvvTtvyRnidSyW+N8DY3R2ROlFbOl7MPS+jelQbdUPs7hkJYvN46HDZNsNq+FCNQ7l0sqzpXyT0h5J4y9Z0s39kU5kj1CCo6RQmLc+xYVf65uyTbUL0eplJUsndwnndwv5R2XgqKNP4uQluVbcLRkrcd/n0oKpaMbTkli/CAVZv5ikEWK6ym1Gyy1GyK1HSxFtq2/GCTj76zTYSQ6Ssu2QnfCo7D851MfO3Xv+OX5U+9RZFRWWGzG785zXNm5smOr+9hWvrdYy69xOY1luIrzpOIcqSjXfZxrbEXufXGeVJLvfo0OY7muwqyqfw8XPli/v1c0S2VLT/lZLQoJ4P0M0GCYPwAAUC2SGjBX/4nS2RO8tmTC7Rd21u7UXH226aj+8s56fXr7uWof01nqepm0a4G0eo50+WyvxFIvXC5py4fSkoeNhueS1P/3pobUrPjbjWqNBX+Tls8yknSVVRsVFkoXXmgc5+ZKISHejROoistlfDhbkFGekMg/IeWflPLSf5GwOFk+xlFc9+cODJeCW1Sd9AiJqfh4QHDdn7MpKyk0qh5O7pMy9pcnME7uM5bJc5bW4CYW43ceGvuLhMcvkh8hMVJIrPHt/1P//513Qjr0g5G8SP5BOrbx9L8rfkFSmwFGJUa7c6Q2A40EWEOyWIw+GjY/I+amxOkoT3B4kh25pyRCcsofCww3O1o0AWVLT0UGB8jCkmdAw2H+AABAtUhqwHxenBBZLBY9eU1vHTyRp02Hs3TzG2v18V+GKnzI7UZSY9N7xvIMIS28FlOtHVknfXW/0UxVkiLaSZc+JnUfa2pYzc7ZE6QV/zGSSuvflAbfanZE8AXZx4yl9XKOuU9Yyv+ts1iMn089rnSvyh9zlpR/Y7ykwP2N8YLyb46XFJ7yjfIanK8t/2DjA/DgaPfenYQIbmEsd1OY5U6MpJcnSMr2LodUlG1sGftr+HwhxoftoXGn7N3HYfHl50JaGn0OvMlRWv6Neqm8MfWpTarr4/91hdmnJyzKEhllie2q+NmlqA5SdEfjd1WYafx55B2XctOkgpOSXO7EVXrN4vELKk9yFOVIJ/acPiY0zqi+KEtixPf2/p9PU2a1GUmhhk4MAW6Z7kqNyGD+OwYAAIB5SGqg2bH72/TyhAG64vmV2puWqzvf26BXJgyVrVVf41ula1+Rht9ndphVyz4mLX3USMBIxgd9w+6Rhkw2+jzAu/wCpWF/lb6cYjSdP/sm/hyam+J849+Ow2ulI2uN/a99wOxrLLbyhERIzCmJihanJCx+ca62lRNOp/GBuifJkX7K/kTFJEjZGEeR0f8gY3/NkiDBLU5JfsSfngQp2/sFGh/GF+W6kyw55VtxJeeqGle2BFB1Tk1wnHbsbzSorioZknXESFz8WrIhMFyKdicuyhIYZT+HxhvLG1XFUer+fR93b+mnHP9iyz3uTowVGMtaZSWX36dlkjuJMcRYUiqqAw2sgSYks8Co1IgiqQEAAAATkdRAsxQbbtfLEwbo2hdX6btdxzXjq52aNvQO6aObpTUvSUPvbLCm5bVWUiitft5Y5qisuWmfG6SLH5bCW5kbW3PX7yajWiPrkLTudemc28yOCA3F6ZRO/mxUYRxea+xTtxmVB6eyWKXYHkavIIvFWOZJrl/sVb4/7bFq9lZ/498nP7vxobxfkLH3d+/97OVbpecquTYwzHsfPFut7gRJdM36/5T18MhNc3+gnirlpBr73FTj/Kl7l6M8IZK2veFfz6lsAZIsRhLmlxzF9bNsV0jL0xMWZUmM4Oja/zna/KSwOGOrieK8iskPi81YVopG1ECTluGp1KAvEgAAAMxDUgPNVq82EXr62j6a/O4G/XfFfnVtebauDW9jNH3e8j9jWSFf4HJJ2z+VFj8kZbq/DdtmoDTqCalNf3Njg8EvwKjW+OJuI7lx9sTGu/5/5iEp+6jxYXhAiLH3DzIqguprCZ3GJP/kKRUYPxnLvlXWiDc03vhAt81AY9+qr7EEE+rOYjGSLoFhRpKoOk6nsYzSLxMelSVByhpWW6zGvQPCyp8nMMz48wsMM6ofAsOkgNBTHgs/5XH3zwGh5c3PPY2p3YkMR0kVx8WVnP/FWGepFNbKnbhIlOw+0hchIMTYohLNjgSAF3l6agRRqQEAAADzkNRAs/ab3q21JzVXzyzdowc+26nBQyao3dp/Gw3D+91k/ge4xzZLC++XDq40fg5rLV3yqNTrWvNjQ0V9b5RWzDIST2tflYZONjuimivKlXZ8Jm14Rzq4oupxFpvRRyEg2J3oCHZvQaec/8VjZecCw6WgSMkeKQVFlR/7+dA3PUuLpdQt0uF15UmMk/tOH+dnl1r3kxL6lycxwhP4b9IXWK3uJtYxUlyP6seWFBoJg182u64PpzamViNNcAJAJcp6akSF+ND/vwEAANDsNJmkxpw5c/TUU08pJSVFffr00XPPPadBgwZVOf6DDz7QQw89pAMHDqhLly564oknNHr06ApjduzYob///e/6/vvvVVpaqu7du+ujjz5Su3btGvrlwIvuuriL9qTlaMGWFP1ufVd95x8q6/Gd0t6lUpcR5gSVmyZ98w9p/VuSXMaHqOfeZWwBIebEhOr5BUjn3yt9doe0crY0YJJv/1m5XFLyaiORsX2+sbyPJMkiRbZzN6HON5aYKVtayeUwmiEX59RfHP4hRoIjKMqd8Ig8Jfnxy/NR5UkRe4QRY3GesRxbcZ7R26Ksv0FxXvlW4j5fnF/9+PwTlS8P1KKLuwpjgJQwwPiwnEbHjZ+vLTEIAI1AhrtSI4JKDQAAAJioSSQ15s2bpylTpmju3LkaPHiwZs+erZEjR2rXrl2KjY09bfyqVat0ww03aMaMGfrNb36jd999V2PHjtX69evVs2dPSdLPP/+s8847TzfffLMeffRRhYeHa9u2bbLb+RCkqbFaLZp5bV8ln1ylrUey9Un4xbpan0qrn/N+UqO0WPpxrvT9k+UfHPe8WhrxqBTZ1rux4Mz1ucFoFp5xQPrpFencO43z/v7Sk0+WH5sp67DRZH7juxWrEKI7Sn1/a7yGiDYVryktNj74Lylw793HxXk1P1eULRVkSAWZxrI/ZUs4lbiTDL7SWDsoykhceJIY/Y1zAADAs/xUFD01gIblS/MHAAB8kMXl8nQpbbQGDx6sgQMH6vnnn5ckOZ1OtW3bVnfccYfuv//+08aPHz9eeXl5+uKLLzznzjnnHPXt21dz586VJF1//fXy9/fXW2+9VeM4ioqKVFRU3hw0Oztbbdu2VVZWlsLDfWQNbFTpWFaBrnh+pQJyDmuZ/R7Z5JT+vEKK79XwT+5ySbu+kr5+sPyD5lZ9pcuekNqd0/DPj/qz4R3p079IwTHSXZt8o69CSYG080tpw9vSvu8kuf/ZDwiVeoyV+v7O+HvmzeWTnA4jsVGYWTHZUelxVsXznqoSN89SVyHlm3+w8foCQowlsAJCqxnjPm+PNKpUWEYKAOpNdna2IiIieD9cA43hd3XNC6u09mCGXrjxbF3Wq5XZ4QAAAKCJqel74kZfqVFcXKx169Zp6tSpnnNWq1UjRozQ6tWrK71m9erVmjJlSoVzI0eO1Pz58yUZSZEvv/xS9913n0aOHKkNGzaoQ4cOmjp1qsaOHVtlLDNmzNCjjz5a59cEc7SKCNJLN/XX+JdKtMAxSJfbfjB6a4yb27BPnLpdWjTV/WGzpNA46eLpUp/fGuvDo3HpPV5a/rSRnPrpZem8e8yJw+UymlpvfEfa8pFUdEpz6/bnSf1ulLpdYV7SxWqTgqON7UyVFktFOZJfoJGY4L8TAAC8IrPAvfxUMN8cBwAAgHka/SdB6enpcjgciouLq3A+Li5OKSkplV6TkpJS7fi0tDTl5ubq8ccf16hRo/T1119r3Lhxuuqqq/T9999XGcvUqVOVlZXl2Q4dOlTHVwdv69cuSk9e3Vv/LTX6qzg3fyBlH2uYJ8s/KX35V2nuuUZCwxZgfAB+xzqp3+/4oLaxsvlJ599nHK981vjw3eGQfvrJ2ByOhn3+nFRp5TPS/50j/fdio2l5UZYU0VYa/nfpzo3SpC+NpaZ8oYqkNvwCpJAWRvz8dwIAgNd4GoWz/BTQsLw5fwAAoBFq9JUaDcHpdEqSrrzySt1zj/Et6759+2rVqlWaO3euhg8fXul1gYGBCgwM9FqcaBhj+yVod+pIrVn1jgZZdyllybOKv2pG3W/sKJVSNkkHVkj7l0sHVxm9BCSp2+XSJf+QojvU/Xlgvl7XSsuekk7+LK15STr7z9KgQcZjublSSD03EC8tlnZ/ZfTJ2LO4vLG3n92oxuh3o5R4PgkAAABQay6Xy9NTI5JKDaBhFRY27PwBAIBGrtEnNWJiYmSz2ZSamlrhfGpqquLj4yu9Jj4+vtrxMTEx8vPzU/fu3SuM6datm1asWFGP0cNX/e3Srnph/281KPVhBW1+U0eH/VWtW8ac2U2cDilli3RguZHIOLjKaJZ8qrie0qgZUofz6y94mM/mJ11wv/TxLUa1Rvff1v9zOB3G8lJbP5I2/08qOFn+WJtBRiVGz6ske0T9PzcAAGh2cotKVeo0+nJRqQEAAAAzNfqkRkBAgPr376+lS5d6+l04nU4tXbpUkydPrvSaIUOGaOnSpbr77rs95xYvXqwhQ4Z47jlw4EDt2rWrwnW7d+9W+/btG+R1wLdYrRb9/ve36chTc5XgPKZ3Xn1Sv7/n3woOqOY/GadTSt1qJDAOLJcOrjQaHJ8qMEJKPFdKPE9KHGYkNfj2fNPU82qjWiN9t/TTq/Vzz/yT0t6l0p6vpb1LKiYyQuOlPtdLfW+UWp5VP88HAADgVlalEehnld3fZnI0AAAAaM4afVJDkqZMmaKJEydqwIABGjRokGbPnq28vDxNmjRJkjRhwgQlJCRoxgxjCaG77rpLw4cP18yZMzVmzBi9//77Wrt2rV566SXPPe+9916NHz9e559/vi688EItXLhQn3/+ub777jszXiJMEBIUqOLz75S+m6oxeZ/oT2+M1b2XdVfvNpHGAKdTOr7DWEqqrBqjMLPiTQLCpPZDpQ7DjERGfG+jQTKaPqvN6GHx0c3Smhdqdw+XS0rZbCQx9iyWDv8kuZzljwdGSJ0vlvrcIHW6yKgQAQAAaABlSQ2qNAAAAGC2JvEJ2Pjx43X8+HFNnz5dKSkp6tu3rxYuXOhpBp6cnCzrKd+GHzp0qN59911NmzZNDzzwgLp06aL58+erZ8+enjHjxo3T3LlzNWPGDN15553q2rWrPvroI5133nlef30wT9TQiSpd9bjaF6cpeP8i/XXOFl3TYr/GhO1VQtZ6WfJPVLwgIFRqN8RIYHQYJsX34YPm5qzHOKNa48iOml9TmG00jt+zSNqzRMpNqfh4bA+pyyVSl0ultoMkG2taAwCAhpfhbhJOPw0AAACYzeJyuVxmB9FUZWdnKyIiQllZWQoPDzc7HNTW0sek5TPllEVWVfzPpdhql7PNYNm7XGAsJ9W6Lx8yo6KtH0vv/l6akWP8/MtGfy6XsUTV7kVGRUbyaslZWv64f7DU8YLyREZEG29GDwBAnfB+uOZ8/Xf16cYjuuv9jTqnY7Tev3WI2eEATVtenhQaahzTKBwA0IzU9D0xXyEHfs2gW6Uf5spakieXX5AOhfbSgpzO+jr/LG1xdZRjj58u9ovTxPhEnWv1k8XseOFbuo+VWiZJ+qn8XHG+sWTZnq+NLTO54jXRnaSzRhqJjPbnSn6B3owYAADgNFkFLD8FAAAA30BSA/g1YfHSn5ZJ+emytO6ndn6B+qPDqcQdqXpz9UGt+vmEFm9P1eLtqerYMkQ3ndNeV/dvo3A7FRuQ0Qj+wvuk4TdKtkDpg5ukwyul0sLyMbZAY8myLpcaiYwWncyLFwAAoBIZeUZSg+WnAC/w95cefrj8GAAAVEBSA6iJmM6SOnt+9LNZNapnK43q2Up7UnP01g8H9dG6w9p3PE+Pfr5dTy3apXH9EjRhSKK6xoeZFzd8Q++rpPEDpNSt0oGlxrmItu4lpUYa/VcCKCkHAAC+K7OgrKcGlRpAgwsIkB55xOwoAADwWSQ1gDrqEhemx67sqftGJemT9Yf1xuqD2puWq3d+TNY7PyZrcIdoTRiSqEt7xMnfZv31G6LpsVqlK+dIK58x+q50udRYksrCYmUAAKBxyMwvW36Kb40DAADAXCQ1gHoSGuinm4Yk6nfntNfqfSf01uqD+np7qn7cf1I/7j+puPBA/XZQe90wqK1iw+1mhwtvcjqlDH+p+9+kbt2MJAcAAEAjkpnvrtQIolIDaHBOp7Rjh3HM/AEAgNOQ1ADqmcVi0dBOMRraKUbHsgr07o/Jem9NslKzi/SfJbv13Dd7dFmvVpowpL0GtI+ShW/rN30FBVLPnsZxbq4UwlJTAACgccnIp6cG4DXMHwAAqBbpfqABtYoI0l8v7aqV91+kZ67vq/7to1TqdOnzTUd17dzVGv/iD9qVkmN2mAAAAEC1PJUa9NQAAACAyUhqAF4Q6GfTlX0T9NFtQ/XFHedp/IC2CvSzas2Bkxr97HL9e8EO5RWVmh0mAAAAUKnMAnpqAAAAwDeQ1AC8rGdChJ64pre++dsFGtkjTg6nSy8t26dLZn2vhVtT5HK5zA4RAAAA8HA4XcpyJzUiSGoAAADAZCQ1AJMkRAbpxZsG6JWJA9QmKkhHswr157fX6eY31urQyXyzwwMAAAAkSTmFJSr73g2NwgEAAGA2khqAyS7uFqfF9wzX7Rd2kr/Nom92pmnErO/1/Dd7VFTqMDs8AAAANHNlTcJDA/0U4McUEgAAAObiHSngA4ICbLp3ZJK+umuYhnRsoaJSp57+ercue2a5Vu1NNzs8AAAANGMZ7ibhEUEsPQUAAADz+ZkdAIBynWPD9O4tg/XpxqP655fbte94nn773x91Zd/WenBMN8WG2c0OEbXh7y/97W/lxwAAAI1IlrtSIyqE9zGAVzB/AACgWiQ1AB9jsVg0tl+CLkyK1cyvd+mtHw7q041H9c3ONN07sqtuHNxeNqvF7DBxJgICpKeeMjsKAACAWimr1KCfBuAlzB8AAKgWy08BPioiyF+PXdlTn95+rnolRCinsFTTP92msXNWavPhTLPDAwAAQDOR6a7UiAzmG+MAAAAwH0kNwMf1bhOp+befq39c2UNhdj9tOZKlK+es1EPztyqroMTs8FATTqd04ICxOZ1mRwMAAHBGMt2VGlHBVGoAXsH8AQCAapHUABoBm9Wim4Ykaulfh2ts39ZyuaS3fjioi2d+p082HJbL5TI7RFSnoEDq0MHYCgrMjgYAAOCMZBZQqQF4FfMHAACqRVIDaERiw+yafX0/vfvHwerYMkTpucW6Z94m3fDyD9qblmN2eAAAAGiCMjzLT1GpAQAAAPOR1AAaoaGdY/TVXcN078iuCvSz6od9J3XZM8v15MKdLEkFAACAepXpaRROpQYAAADMR1IDaKQC/Wy6/cLOWjJluC5KilWJw6X/++5nDfzXEt3+7np9uytNpQ7WXwUAAEDdlDUKjwohqQEAAADz+ZkdAIC6aRsdrFcmDtCiban6z+Ld2pWaoy83H9OXm4+pZVigxvVL0NVnt1HX+DCzQwUAAEAjlOGu1IgIYvkpAAAAmI+kBtAEWCwWjeoZr5E94rTtaLY+XHdYn248ouM5RXpp2T69tGyfeiVE6Jr+bXRFn9aKCmFCCgAAgJrJKqvUoFE4AAAAfABJDaAJsVgs6pkQoZ4JEXpgdDd9uytNH607rG92pmnLkSxtOZKlf365XRclxerqs9vowqRY+dtYhQ4AAACVK3E4lVNUKkmKolE4AAAAfABJDaCJCvCzamSPeI3sEa8TuUX6bNNRfbT+sLYeydaibalatC1VLUICdEXf1rqmfxv1aB1hdshNl5+f9Je/lB8DAAA0EmX9NCwWKZxG4YB3MH8AAKBaFpfL5TI7iKYqOztbERERysrKUnh4uNnhAJKknSnZ+mjdYX2y4ajSc4s855Piw3RN/za6sm+CWoYFmhghAABoKng/XHO++rvam5ajEbOWKSLIX5sevtTscAAAANCE1fQ9MevOAM1MUny4HhzTXT9MvUiv/X6gxvRqpQCbVTtTcvTPL3fonBlLdfPrP2nBlmMqKnWYHS4AAABMlOGu1IiknwYAAAB8BHWMQDPlZ7PqwqRYXZgUq6z8En2++ag+XHdYGw9launONC3dmaaIIH+N7dtad17cRS1Cqd6oNZdLSk83jmNijPUbAAAAGoFMT1KDfhqA1zB/AACgWiQ1ACgi2F+/O6e9fndOe+1Ny9XH6w/r4/VHlJJdqDdWH9SXW45pxlW9dUn3OLNDbZzy86XYWOM4N1cKCTE3HgAAgBrKyC+WJEVRqQF4D/MHAACqxfJTACroHBuq+0YlaeX9F+nNPwzSWXGhSs8t1i1vrtV9H25STmGJ2SECAADASzLdSY1ImoQDAADAR5DUAFApm9Wi889qqc8mn6dbz+8oi0X639rDuuyZ5fpx3wmzwwMAAIAXsPwUAAAAfA1JDQDVsvvb9MDobnr/lnPUJipIhzMKdP3LP+hfX25XYQmNxAEAAJoyGoUDAADA15DUAFAjgzu20Fd3DdP4AW3lckkvL9+vK55foa1HsswODQAAAA0kq6CspwaVGgAAAPANJDUA1FiY3V9PXNNb/50wQDGhAdqdmqtx/7dSc77dq1KH0+zwAAAAUM8y8qjUAAAAgG8hqQHgjI3oHqdFd5+vkT3iVOJw6alFu3Tdi6u1Pz3P7NAAAABQjzIL6KkBAAAA30JSA0CttAgN1Nzf9dfMa/soLNBP65MzNfqZ5Xrrh4NyuVxmh+db/PykiRONzc/P7GgAAICkOXPmKDExUXa7XYMHD9aaNWuqHFtSUqLHHntMnTp1kt1uV58+fbRw4cIqxz/++OOyWCy6++67GyBy78rML1t+ikoNwGuYPwAAUC2SGgBqzWKx6Or+bbTwnvM1pGMLFZQ49ND8rZr42k9KzS40OzzfERgovf66sQUGmh0NAADN3rx58zRlyhQ9/PDDWr9+vfr06aORI0cqLS2t0vHTpk3Tiy++qOeee07bt2/Xn//8Z40bN04bNmw4bexPP/2kF198Ub17927ol+EVGe6kRmQQlRqA1zB/AACgWiQ1ANRZQmSQ3vnjYE3/TXcF+lm1bPdxXfqfZfp801GzQwMAADjNrFmzdMstt2jSpEnq3r275s6dq+DgYL366quVjn/rrbf0wAMPaPTo0erYsaNuu+02jR49WjNnzqwwLjc3VzfeeKNefvllRUVFeeOlNKjCEocKS4y+aZEhVGoAAADAN5DUAFAvrFaL/nBeB31553nqlRChrIIS3fHeBt3x3gbPsgXNlssl5eUZG0tzAQBgquLiYq1bt04jRozwnLNarRoxYoRWr15d6TVFRUWy2+0VzgUFBWnFihUVzt1+++0aM2ZMhXtXpaioSNnZ2RU2X5OZb/TTsFktCgtkCRzAa5g/AABQLZIaAOpV59gwffyXobrr4i6yWS36fNNRjZy9TN/vPm52aObJz5dCQ40tP9/saAAAaNbS09PlcDgUFxdX4XxcXJxSUlIqvWbkyJGaNWuW9uzZI6fTqcWLF+vjjz/WsWPHPGPef/99rV+/XjNmzKhRHDNmzFBERIRna9u2be1fVAPJLChbespfFovF5GiAZoT5AwAA1SKpAaDe+dusuueSs/TRbUPVMSZEqdlFmvjqGj00f6vyi0vNDg8AAOCMPPPMM+rSpYuSkpIUEBCgyZMna9KkSbJajenUoUOHdNddd+mdd945raKjKlOnTlVWVpZnO3ToUEO+hFrJyDMqNSJpEg4AAAAfQg0xgAbTt22kvrxzmJ5YuFOvrzqgt344qOV7juvvo5IUZveX0+WSS5LL5ZLLJbnkktMpzzmnS5KMx5zux41jowTb6b5Okvq0jVSnlqEmvVIAANBYxMTEyGazKTU1tcL51NRUxcfHV3pNy5YtNX/+fBUWFurEiRNq3bq17r//fnXs2FGStG7dOqWlpenss8/2XONwOLRs2TI9//zzKioqks1mq3DPwMBABfp4A+CyJUQjg2kSDgAAAN9BUgNAgwoKsOmRK3poRLc43fvhJh04ka/b3llf789js1p0y7COuntEF9n9bb9+AQAAaJYCAgLUv39/LV26VGPHjpUkOZ1OLV26VJMnT672WrvdroSEBJWUlOijjz7SddddJ0m6+OKLtWXLlgpjJ02apKSkJP39738/LaHRWGQWGJUaUVRqAAAAwIeQ1ADgFed1idHCu8/Xkwt3au2BDJUty2y1WGSxlO8tkiynHJefd+8tp5/LLSrVhuRMzf3+Z3219Zj+Pa6Xzu0cY+bLBQAAPmzKlCmaOHGiBgwYoEGDBmn27NnKy8vTpEmTJEkTJkxQQkKCpz/Gjz/+qCNHjqhv3746cuSIHnnkETmdTt13332SpLCwMPXs2bPCc4SEhKhFixannW9MMtyVGhFBVGoAAADAd5DUAOA1EUH++te4Xg1y78XbU/XQ/K06eCJfN/73R13bv40eHNON5RIAAMBpxo8fr+PHj2v69OlKSUlR3759tXDhQk/z8OTkZE+/DEkqLCzUtGnTtG/fPoWGhmr06NF66623FBkZadIr8I6sfCo1AAAA4HssLlfZivSob9nZ2YqIiFBWVpbCw8PNDgdo8nIKS/TUol1664eDcrmkmNAATb+8hy7v3UqWstIQM+TlSaHufh+5uVJIiHmxAADgRbwfrjlf/F3d9+Em/W/tYf3t0rM0+aIuZocDNB/MHwAAzVRN3xNTqQGgyQiz++uxK3vqyr6tdf9HW7QnLVd3vrdBn6w/rH+O66WEyCBzArPZpGuuKT8GAABoBDLdlRpUvgJexvwBAIBqWX99CAA0Lv3bR+vLO4fpnhFnKcBm1be7juuSWd/r1RX75XCaUJxmt0sffGBsdrv3nx8AAKAWMj3LT5HUALyK+QMAANUiqQGgSQrws+quEV204K7zNDAxSvnFDj32xXZd9cIq7TiWbXZ4AAAAPq+sUXgkPTUAAADgQ0hqAGjSOseGad6tQ/SvcT0VFuinTYcydflzK/TUop0qLHGYHR4AAIDPyiwoW36KpAYAAAB8R5NJasyZM0eJiYmy2+0aPHiw1qxZU+34Dz74QElJSbLb7erVq5cWLFhQ5dg///nPslgsmj17dj1HDcAbrFaLbhzcXkv+OlyjesSr1OnSnG9/1mXPLNfqn080fAB5eZLFYmx5eQ3/fAAAAHXkcrmU6anUYPkpwKuYPwAAUK0mkdSYN2+epkyZoocffljr169Xnz59NHLkSKWlpVU6ftWqVbrhhht08803a8OGDRo7dqzGjh2rrVu3njb2k08+0Q8//KDWrVs39MsA0MDiwu2ae1N/zf1df8WGBWp/ep5uePkH/f3DzcpyrxkNAAAAKb/YoRKH0YssikoNAAAA+JAmkdSYNWuWbrnlFk2aNEndu3fX3LlzFRwcrFdffbXS8c8884xGjRqle++9V926ddM//vEPnX322Xr++ecrjDty5IjuuOMOvfPOO/L354080FSM6hmvJX8drhsHt5MkzVt7SBfP+l5fbD4ql8uERuIAAAA+pqyfRoCfVUH+NpOjAQAAAMo1+qRGcXGx1q1bpxEjRnjOWa1WjRgxQqtXr670mtWrV1cYL0kjR46sMN7pdOqmm27Svffeqx49etQolqKiImVnZ1fYAPimcLu//jWulz748xB1ahmi9NwiTX53g/74xlodzSwwOzwAAABTZbqrWCOD/GWxWEyOBgAAACjX6JMa6enpcjgciouLq3A+Li5OKSkplV6TkpLyq+OfeOIJ+fn56c4776xxLDNmzFBERIRna9u27Rm8EgBmGJgYrQV3DdNdF3eRv82ipTvTdMms7/X6yv1yOKnaAAAAzVNZUiOKfhoAAADwMY0+qdEQ1q1bp2eeeUavv/76GX0raerUqcrKyvJshw4dasAoAdSXQD+b7rnkLC24c5j6t49SXrFDj3y+XXe8t57EBgAAaJbKlp+KoJ8GAAAAfEyjT2rExMTIZrMpNTW1wvnU1FTFx8dXek18fHy145cvX660tDS1a9dOfn5+8vPz08GDB/XXv/5ViYmJVcYSGBio8PDwChuAxqNLXJg++NMQ/ePKHgqwWbVgS4r++eV2s8MCAADwusyCskoNkhoAAADwLY0+qREQEKD+/ftr6dKlnnNOp1NLly7VkCFDKr1myJAhFcZL0uLFiz3jb7rpJm3evFkbN270bK1bt9a9996rRYsWNdyLAWA6q9Wim4Yk6unr+kiSXlt5QP9dvq9uN7XZpNGjjc1Go00AAOD7MvOMSo3IIJafAryO+QMAANXyMzuA+jBlyhRNnDhRAwYM0KBBgzR79mzl5eVp0qRJkqQJEyYoISFBM2bMkCTdddddGj58uGbOnKkxY8bo/fff19q1a/XSSy9Jklq0aKEWLVpUeA5/f3/Fx8era9eu3n1xAExxRZ/WOpZZoBlf7dS/FuxQ68ggje7VqnY3s9ulL7+s3wABAAAaUFmlRmQIlRqA1zF/AACgWk0iqTF+/HgdP35c06dPV0pKivr27auFCxd6moEnJyfLai0vShk6dKjeffddTZs2TQ888IC6dOmi+fPnq2fPnma9BAA+6NbzO+pIZoHeXH1Qd8/bqJZhgRqYGG12WAAAAA2urKcGjcIBAADgaywul4suuA0kOztbERERysrKor8G0Eg5nC79+e11Wrw9VZHB/vrotqHq1DLU7LAAAGgUeD9cc772u/rD6z/pm51pevyqXrp+UDuzwwEAAEAzUNP3xI2+pwYANCSb1aJnr++nvm0jlZlfot+/tkbHc4rO7CZ5eVJIiLHl5TVMoAAAAPUo012pEUmlBuB9zB8AAKgWSQ0A+BVBATa9MnGA2rcI1qGTBbr5jZ+UX1x6ZjfJzzc2AACARiAz391TI5ieGoApmD8AAFAlkhoAUAMtQgP1+qRBig4J0ObDWZr87gaVOpxmhwUAANAgyhqF01MDAAAAvoakBgDUUIeYEP134gAF+ln1zc40PfTpNtGWCAAANDVOp8uz/FQUlRoAAADwMSQ1AOAMnN0uSs/e0E8Wi/TemmT933c/mx0SAABAvcopLJXT/b2NCJIaAAAA8DEkNQDgDI3sEa9HLu8hSXpq0S59suGwyREBAADUn8wCo0ojOMCmQD+bydEAAAAAFZHUAIBamDg0Ubee31GSdN+Hm7Vqb7rJEQEAANSPjLIm4UFUaQAAAMD3kNQAgFq6f1SSftO7lUocLv3prXXamZJd+UCrVRo+3Nis/LMLAAB8W1k/jUiahAPmYP4AAEC1/MwOAAAaK6vVoqev7aO0nCKt2X9Sk177SR//ZahaRQRVHBgUJH33nSkxAgAAnKlMd6VGVAiVGoApmD8AAFAtUv4AUAd2f5teuqm/OrUM0bGsQk167SflFJaYHRYAAECteSo1gqjUAAAAgO8hqQEAdRQZHKDXJw1Sy7BA7UzJ0W1vr1dxqdPssAAAAGrF01MjmEoNAAAA+B6SGgBQD9pGB+u13w9UcIBNK/am6/6PN8vlchkP5uVJLVsaW16euYECAAD8ivKeGiQ1AFMwfwAAoFokNQCgnvRMiNCcG8+WzWrRx+uP6D+Ld5c/mJ5ubAAAAD4us8DdU4NG4YB5mD8AAFAlkhoAUI8u7Bqrf43tKUl69pu9em9NsskRAQAAnJmy5acigqjUAAAAgO8hqQEA9ez6Qe10x0WdJUnT5m/V97vTTI4IAACg5rLcy09RqQEAAABfRFIDABrAlEvO0lVnJ8jhdGnKvE1mhwMAAFBjZZUaUSFUagAAAMD3kNQAgAZgsVj0+FW9dV7nGOUXO8wOBwAAoMYy3JUaEUFUagAAAMD3kNQAgAYS4GfVC787W2fFhXrOncwrNjEiAACA6pU6nMopLJUkRQVTqQEAAADfQ1IDABpQmN1fL04cpO0JZ2lTfBdd+/IP2nEs2+ywAAAAKpVVUOI5plE4YBKrVRowwNisfGwDAMAv8X9HAGhg8fFRCli/Vnfc86J+znHqqv9bpQVbjpkdFgAAwGky3UmNMLuf/GxMFwFTBAVJP/1kbEFBZkcDAIDP4V0qAHhB59gwfTb5XJ3XOUYFJQ795Z31emrRTjmcLrNDAwAA8Mh099OICqafBgAAAHwTSQ0A8JLI4AC9PmmgbhnWQZI059ufdcuba5VdWPIrVwIAAHhHZr7xviSSfhoAAADwUSQ1AKCh5edLiYlSYqL8igr14Jjumj2+rwL9rPpmZ5rGPr9Se9NyzY4SAABAGZ6kBpUagGlOmT8oP9/saAAA8DkkNQCgoblc0sGDxuYylpsa2y9BH/55qFpH2LUvPU9j56zUku2pJgcKAACau7LlpyJpEg6Yp5L5AwAAKEdSAwBM0qtNhD674zwN6hCt3KJS/fHNtXp26R456bMBAABMUrb8VBTLTwEAAMBHkdQAABPFhAbqnT8O1oQh7SVJsxbv1l/eWa/colKTIwMAAM1RhrtSI4LlpwAAAOCjSGoAgMn8bVY9dmVPPXF1LwXYrFq4LUVX/d9KHTyRZ3ZoAACgmcksoFIDAAAAvo2kBgD4iPED2+m9W89RbFigdqfm6vLnVmjZ7uNmhwUAAJqRsp4aUVRqAAAAwEeR1AAAH9K/fZQ+v+M89WsXqezCUv3+tTV6adnPctEgEAAAeEFGnlGpEUGlBgAAAHwUSQ0AaGgWi9S9u7FZLL86PC7crvdvPUfXDWgjp0v694Kduuv9jSoodnghWAAA0JxleZafolIDMM0Zzh8AAGhu/MwOAACavOBgadu2M7ok0M+mJ67urV4JEXr08+36bNNR/Xw8Vy/e1F9tooIbKFAAANDclTUKjwyiUgMwTS3mDwAANCdUagCAj7JYLLppSKLe/uNgtQgJ0Laj2bri+ZVa/fMJs0MDAABNUFGpQ/nuylAqNQAAAOCrqNQAAB93TscW+uyO8/Snt9Zq65Fs/e6VHzX9N901YUh7WXysHL2g2KG0nEKlZhcpNbtQqdmFSs8tVo/W4RrVM17+NnLpAAD4qqx8Y+kpq0UKszNVBAAAgG/inSoANLT8fGngQOP4p5+McvIzlBAZpA/+NFRTP96s+RuP6uHPtmnrkSz9Y2xP2f1t9Rzw6YpKHTqeU6TU7CKluZMVqTlG4iLtlARGdmFplfdoHWHX789N1PWD2inczpIWAAD4mgx3UiMiyF9Wq299cQJoVuph/gAAQFNGUgMAGprLJW3fXn5cS0EBNv1nfF/1aB2hGV/t0AfrDmvdwQwlRAXJZrXIZrEY+19uFov8bBZZLRb5WS2yWivujeusslklm9WqvKJST9KiLIFR9iFHTdj9rYoPtys23K64cLtCA/20eHuKjmYV6t8LduqZJXs0fmA7TTo3UW2jmaABAOArMt39NFh6CjBZPc0fAABoqkhqAEAjYrFYdMv5HZXUKkyT392gfel52pee55XnDrBZFRseqLhwu+LCAxUbZvcce86F2xUW6HfaslgPX95dn248ov8u3689abl6deV+vb5qv0b1jNcfh3XU2e2ivPIaAABA1TyVGsFUVAIAAMB3kdQAgEZoWJeWWjzlfP2476RKnU6VOlxyulwqdbrkdBp7R9nmcsnhcO+dFbdSZ/l1DoexDw6wKT7CrtiwsmSFkbCICPKvdQ8Pu79N4we203UD2mrZnnT9d/k+Ld+TrgVbUrRgS4rObhepPw7rqJE94mVjuQsAAEyRVUClBgAAAHwfSQ0AaKRiw+y6vE9rs8M4IxaLRcPPaqnhZ7XUzpRsvbpiv+ZvOKr1yZn6yzvr1TY6SJOGdtB1A9sqNJD/RQEA4E1llRqRQVRqAAAAwHdZzQ4AANA8JcWH68lr+mjF/Rfqzos6KyrYX4dOFuixL7ZryL+X6t8LduhIZoHZYQIA0GxkliU1qNQAAACAD+NrsAAAU8WG2TXl0q76y4Wd9fH6I/rvin3adzxPLy3bp1dW7NeYXq30x2Ed1LtNZL0+r8vlUm5RqdJyipSWXaT84lIlRAWpbVSwQqgS8Wkul0vFDqcKi50qKHGooMSh/OJSFZY4VHDKucJih+e4oNihwhKH8k85FxMSoAu6xmpIpxay+9vMflkAYLryRuFUagAAAMB38akNADQ0i0Vq3778GJWy+9v028HtdP3Atvpud5r+u3y/Vv18Qp9tOqrPNh3VoMRo3Tysg0Z0i6u274bL5VJGfonScgqVll1kJC3cx8fLjt2JjIISR6X3iAkNVLvoILVvEaJ20cFqFx2s9i2MfcuwwFr3FoFU4nAqp7BU2QUlyi4sqeL4lH1hibILSpRbVJa0MBISTlf9xPPG6oOy+1t1bqcYXZgUq4uSYtU6Mqh+bg4AjUyGO6kRSVIDMBfzBwAAqkVSAwAaWnCwdOCA2VE0GlarRRclxemipDhtO5qlV1bs1+ebjmrNgZNac+CkElsE66YhiQoJsFVIWBiJikIdzy1SiaPmn3iHBvopNixQQQE2HcksUGZ+idJzi5SeW6T1yZmnjQ/yt6lddLDanpLoaNciWO2jg5UQFaRAv+b5jX+H06XdqTnakJypnSnZysw/PWmRXVBaZSKptmxWi4L9bbIH2BTkb1NwgE12f+M4yH3O7m9TUIDVOHfK2D1pufp2Z5qOZRVq6c40Ld2ZJklKig/TRe4ER792UTSvB9BssPwU4COYPwAAUC2SGgAAn9WjdYRmXddX941M0purD+idH5N14ES+/vHF9l+9NirYX7FhdsWGB6plWKBxHBao2PCKx8EBFf9XmFVQokMn83XwRL6ST+Yr+WSe5/hoZoEKShzalZqjXak5pz2nxSK1jghS2+ggtY8OUYeWIerROlw9WkcoOqRpfUCUllOojcmZ2nAoUxuTM7X5cKbyimuesAgJsCk8yF/hdn+F2f3cx34Ks/srPMjPfb78ONTup2B3MuLUxIS/rW7twVwul3am5OibnWn6ZmeaNiRnaGdKjnam5Oj/vvtZUcH+Gn5WS12YFKvhZ7Xkgz4ATVp5UoNKDQAAAPgui8vlqqcFHPBL2dnZioiIUFZWlsLDw80OBwAavfziUn207rAWbElRUIDNSEyEBapluN1zHBtuV8vQQAX41e3D7soUlzp1JLPASHacyDsl8WEkQaqrQmgVYVeP1hHuJEe4eiREqHWEvVEsZVVU6tC2o9nakJypDckZ2ngoU4czTm/iHhropz5tI9QrIVIxoQGepEVZYqLsODTQT351TEY0lIy8Yn2/+7iW7kzT97vSlF1Y6nnMapEGtI/2LFN1Vlxovf/5FZY4dCKvWCfc1ULZBaXq1iq8QZ4L8AbeD9ecL/yuBv97iVKzi/TFHeepZ0KEKTEAAACg+arpe2KSGg3IFyYmAHxAQYF0/vnG8bJlUhDr9TdFLpdL6bnFSj6Z50ly7EnN1bajWTpwIr/Sa6KC/T2Jju7uio4OMSGmLnfkcrl06GSBNhzKMJIYhzK142i2ih3OCuMsFums2DD1axepvm0j1a9dlDrHhjappZpKHU6tT87UNzvT9O3OtNOqcxIigzzLVFXVbNzlcimroETpuWWJimKdyDP26blFOpFbpBOe42LlFJWedg9Jig0L1HmdY3Ru5xgN6xKj2HB7g7xmoL7xfrjmzP5duVwudX1ooYpLnVrx9wvVJirY6zEAcGP+AABopkhq+ACzJyYAfERenhQaahzn5kohIebGA6/LKSzR9qPZ2ubZsrQ3LVellXS7Dg6wqVur8PKKjtYR6hIXWu+9Olwul4odThUUO7T9aLY2HDKqMDYkZ+pEXvFp41uEBKhfOyN50bdtpHq3iVCYvXktT3I4I1/fupepWvXzCRWVlid67P5WDe0Uo8ggf6XnFSs9p0gn8oxERWV/ztXxt1nUIiRQLUIDFORv05YjWRWeS5LOigvVeZ1baliXGA3uGH3aMmqAr+D9cM2Z/bvKLy5V9+mLJElbHx2p0ED+XQFMw/wBANBM1fQ9Me9UAQBoYGF2fw3u2EKDO7bwnCsscWh3ao4nybHtaLZ2HMtWfrFD6w5maN3BDM9Yf5tFXWLD1KN1uKJDA1Rc6lSJw6niUqf72KWiU885Kj5e7HBWvMbhrLaZur/Nou6tI9SvbaSRyGgbpbbRQc1++aM2UUaT+puGJKqg2KHV+9K1dIdRxXE0q1DfuBuNVybc7qeYUCNRUbZvERKoGM/P5Y+F2/0q/K4LS4y/Eyv2pmvFnnRtPZql3am52p2aq1dX7pe/zaKz20VpWBejkqN3m8gGq5gpq0g6eCJPB07k6+CJPO1Pz1NxqVOdY0PVJS5UXWLD1KllqIIC6jcR11CcTpcKSx0qKHaooMShwhKHCoqd5ceec8ax8bNThSUOlTicah8drLPiwtQlLkwxoQHN/r8TNF5l/TT8bRaFNJL/fgEAANA8UanRgMz+thUAH8E3rVBDDqdL+47nVkh0bDuarayCkgZ93oTIoArLSPVoHV7pUkqonMvl0q7UHK3Yky6H06UWoacmKwIUHRJQr5U2J/OKtepnI8GxfE+6jmRW7G8SbvfT0E4xOq+LsVRV+xZn9m+Oy+XS8ZwiHTiRrwMn8nQg3egfc8DdRya3iiWyTmWxSG2jgnVWXKg6x4bprLJkR2xIg1eV5BWV6khmgY5kFBh79/GxrALlFp2eoCj+RRVMXUQF+6tLnPF6z4oLUxf3a28RGlhvz1GdsqTTkcwCHc7I9/wOjmYW6qWb+stqwvJwvB+uObN/V9uOZmnMsysUExqotdNGeP35AZyC+QMAoJmiUgMAgEbGZrWoi/sb32P7JUgyPqQ8nFGgbUeztf1YtvKLShXgZ5W/zaoAP6sCyvYVzlnKf7aVPxZ46phTzpHAqBuLxaKk+HAlxXvnQ8jokAD9pndr/aZ3a7lcLh08ka/le9O1Ys9xrfr5hLILS7VwW4oWbkuRJLWNDvIsVTW0UwtFBgfI6XQpLafIk7Qoq7oo2+cXV9303mKRWkcEKTEmWO1bhKhDixD52yzak5ZrbKk5ysgvUfLJfCWfzNeSHWkVrm0TFaQusWGeqo4usaHqHBuqkBosdXPqh/ZHK0lcHMksqFMSMNDPqqAAm4L8jc3ub5Pdv/yc3X0+KMDm+e9m3/E87UnLUfLJfGXkl2jN/pNas/9khfu2CAlQl7JER1yYzoo1jqNCAs4oPofTpbScQs9rPZxRtuV7fge/XKqszPHcIsXRi6WCOXPmescUZQABAABJREFU6KmnnlJKSor69Omj5557ToMGDap0bElJiWbMmKE33nhDR44cUdeuXfXEE09o1KhRnjEvvPCCXnjhBR04cECS1KNHD02fPl2XXXaZN15OnWW5KzWigpvX0oIAAABofEhqAADgwywWi9pGB6ttdLBG9Yw3Oxz4GIvFosSYECXGhOimc9qr1OHU5iNZWrknXcv3pmv9wQwdOlmg99Yk6701ybJYpHbRwUrNLlRhSdUVClaLlBAVpMQWIUpsEaL2LYKN45gQtY0OqrbyxOVy6UResfak5mpPWo72pOZqd2qO9qbl6kResQ6dLNChkwWnLdeVEBlkVHTEhalzbKisFouOZLiTF6dsNamsCLf7KSEqWAmRdiVEBikhKkitIoIUEeRfMUFxSgIj0M9ap0qGgmKHfj5uvNbdqUZyZ3dajg6dLNCJvGKd2HdSP+yrmOyICQ0sr+pw71uGBupYVuFp1RaH3dUm1S0dJxmJo/jw8tfdJipICZHBJC9/Yd68eZoyZYrmzp2rwYMHa/bs2Ro5cqR27dql2NjY08ZPmzZNb7/9tl5++WUlJSVp0aJFGjdunFatWqV+/fpJktq0aaPHH39cXbp0kcvl0htvvKErr7xSGzZsUI8ePbz9Es9YhjupEUlSAwAAAD6uySw/dSbftJKkDz74QA899JAOHDigLl266IknntDo0aMlGd/EmjZtmhYs+H/27js+qir///hrJr0XSAdC7xB6sYGCAiqKwgqIAtZ1RVesiGLBvrqrsKur+9WfotKxIiqoKFhAqvQiINJSCaT3mfv74yaTDCQQIMlMyPv5eMxj7j33zL1n7mXCPfdzylf88ccfhISEMHjwYF566SViY2OrXSZXdyEXETeh7uMi4iK5hSWs2Z/OT3vM4ar2pOY4tnlYLTQN8yO+UQDNG/mbwZHSAEaTMH+8Pa01Xp70nEJHj469ZQ//U3M4mlNY7X1YLBAV5EtcmB+xoX6Oh/dmAMOf2FBft5rEPq+ohL2pOeWBjtLvfeKwYdXlabUQHeLrCFY0CSsNXoT60STMn+gQ31q5dmfLXe+H+/btS+/evXn99dcBsNvtNG3alHvvvZdHH330pPyxsbE8/vjjTJo0yZE2cuRI/Pz8mD17dpXHCQ8P55VXXuG22247bZlcfa7mrDnA459u4/KOUbw9vledH19EKlD9QUREGqgGNfzUmba0WrVqFWPHjuXFF1/k6quvZu7cuYwYMYKNGzfSuXNn8vLy2LhxI0888QQJCQkcP36c++67j2uuuYb169e74BuKSL3XuLGrSyAiDVCAjyeXtY/isvZRAKRkFbAvNccMBoT54eVRtw+/G5VOit6vZSOn9OO5RaXBjmxHDw8LFuJC/RxljSsNYLjbQ/vT8ff2pGuTULo2CXVKzy0sYU+q2bNjT4XeHem5RcSGlvWwMF9NwssDGFHBvrU2EXxDUVRUxIYNG5g6daojzWq1MnjwYFavXl3pZwoLC/H1dR6+y8/Pj59//rnS/DabjUWLFpGbm0v//v2r3GdhYXlALysr60y/So3KL7JhtWj4KRG3ofqDiIhIlc6Lnhpn2tJq9OjR5ObmsmTJEkdav3796NatG2+99Valx1i3bh19+vThwIEDNGvWrNI8lVVMmjZt6nYt00RERERE6oKrex9UJjExkbi4OFatWuUUcHjkkUdYuXIla9asOekzN954I5s3b+azzz6jVatWLF++nGuvvRabzeZ0/79161b69+9PQUEBgYGBzJ0719Eb/ERPP/0006dPPyndlefKbjcostk1XJmIiIiIuER16w/1p5lbFcpaWg0ePNiRdrqWVqtXr3bKDzBkyJAq84NZubBYLISGhlaZ58UXXyQkJMTxatq06Zl9GRERERERcTszZ86kTZs2tG/fHm9vb+655x5uueUWrFbn6lS7du3YtGkTa9as4W9/+xsTJkxgx44dle5z6tSpZGZmOl6HDh2qi69ySlarRQENEREREXF79T6ocfToUWw2G1FRUU7pUVFRJCcnV/qZ5OTkM8pfUFDAlClTGDt27CkjRO5YMRERERERkXKNGzfGw8ODlJQUp/SUlBSio6Mr/UxERASfffYZubm5HDhwgF27dhEYGEjLli2d8nl7e9O6dWt69uzJiy++SEJCAjNnzqx0nz4+PgQHBzu9RERERETk9Op9UKO2FRcXc8MNN2AYBm+++eYp86piIiKVys+HgQPNV/7ZTQwrIiIiNcPb25uePXuyfPlyR5rdbmf58uVVzn9RxtfXl7i4OEpKSvj444+59tprT5nfbrc7DU8lIlItqj+IiIicUr2fKPxsWlpFR0dXK39ZQOPAgQN8//33ClKIyNmx22HlyvJlERERcakHHniACRMm0KtXL/r06cOMGTPIzc3llltuAWD8+PHExcXx4osvArBmzRqOHDlCt27dOHLkCE8//TR2u51HHnnEsc+pU6cybNgwmjVrRnZ2NnPnzmXFihUsW7bMJd9RROox1R9EREROqd731Dibllb9+/d3yg/w7bffOuUvC2js2bOH7777jkaNGtXOFxARERERkTo1evRo/vnPf/Lkk0/SrVs3Nm3axNKlSx1D1B48eJCkpCRH/oKCAqZNm0bHjh257rrriIuL4+eff3aaby81NZXx48fTrl07Bg0axLp161i2bBmXX355XX89EREREZHzmsUwDMPVhThXCxYsYMKECfzvf/9ztLRauHAhu3btIioq6qSWVqtWrWLAgAG89NJLXHXVVcyfP58XXniBjRs30rlzZ4qLixk1ahQbN25kyZIlTvNvhIeH4+3tXa1yVXe2dhE5z+XmQmCguZyTAwEBri2PiIhIHdH9cPXpXImIg+oPIiLSQFX3nrjeDz8FZkurtLQ0nnzySZKTk+nWrdtJLa2s1vJOKRdccAFz585l2rRpPPbYY7Rp04bPPvuMzp07A3DkyBEWL14MQLdu3ZyO9cMPPzBw4MA6+V4iIiIiIiIiIiIiIlLuvOip4a7U2kpEALW0EhGRBkv3w9WncyUiDqo/iIhIA1Xde+J6P6eGiIiIiIiIiIiIiIg0DOfF8FMiIm7P39/VJRARERERkfpC9QcREZEqKaghIlLbAgLMLuQiIiIiIiKno/qDiIjIKWn4KRERERERERERERERqRcU1BARERERERERERERkXpBQQ0RkdpWUABXXWW+CgpcXRoREREREXFnqj+IiIickubUEBGpbTYbfPVV+bKIiIiIiEhVVH8QERE5JfXUEBERERERERERERGRekFBDRERERERERERERERqRcU1BARERERERERERERkXpBQQ0REREREREREREREakXFNQQEREREREREREREZF6wdPVBTifGYYBQFZWlotLIiIulZtbvpyVBTab68oiIiJSh8rug8vui6VqqjuIiIPqDyIi0kBVt/6goEYtys7OBqBp06YuLomIuI3YWFeXQEREpM5lZ2cTEhLi6mK4NdUdRKRSqj+IiEgDdLr6g8VQs6laY7fbSUxMJCgoCIvFcsq8WVlZNG3alEOHDhEcHFxHJZTq0vVxb7o+7k3Xx73p+rg3XR/3pWtTPYZhkJ2dTWxsLFarRr49lTOpO4D+Dbo7XR/3puvj3nR93JeujXvT9XFvuj7VU936g3pq1CKr1UqTJk3O6DPBwcH6h+3GdH3cm66Pe9P1cW+6Pu5N18d96dqcnnpoVM/Z1B1A/wbdna6Pe9P1cW+6Pu5L18a96fq4N12f06tO/UHNpUREREREREREREREpF5QUENEREREREREREREROoFBTXchI+PD0899RQ+Pj6uLopUQtfHven6uDddH/em6+PedH3cl66NuJr+Dbo3XR/3puvj3nR93JeujXvT9XFvuj41SxOFi4iIiIiIiIiIiIhIvaCeGiIiIiIiIiIiIiIiUi8oqCEiIiIiIiIiIiIiIvWCghoiIiIiIiIiIiIiIlIvKKghIiIiIiIiIiIiIiL1goIaIiIiIiIiIiIiIiJSLyio4SbeeOMNmjdvjq+vL3379mXt2rWuLpIATz/9NBaLxenVvn17Vxerwfrxxx8ZPnw4sbGxWCwWPvvsM6fthmHw5JNPEhMTg5+fH4MHD2bPnj2uKWwDdLrrM3HixJN+T0OHDnVNYRuYF198kd69exMUFERkZCQjRoxg9+7dTnkKCgqYNGkSjRo1IjAwkJEjR5KSkuKiEjcs1bk+AwcOPOn3c9ddd7moxA3Lm2++SdeuXQkODiY4OJj+/fvz9ddfO7brtyOuoLqDe1Ldwb2o7uDeVHdwb6o/uDfVH9yb6g91Q0ENN7BgwQIeeOABnnrqKTZu3EhCQgJDhgwhNTXV1UUToFOnTiQlJTleP//8s6uL1GDl5uaSkJDAG2+8Uen2l19+mX//+9+89dZbrFmzhoCAAIYMGUJBQUEdl7RhOt31ARg6dKjT72nevHl1WMKGa+XKlUyaNIlff/2Vb7/9luLiYq644gpyc3Mdee6//36++OILFi1axMqVK0lMTOT66693YakbjupcH4A77rjD6ffz8ssvu6jEDUuTJk146aWX2LBhA+vXr+eyyy7j2muvZfv27YB+O1L3VHdwb6o7uA/VHdyb6g7uTfUH96b6g3tT/aGOGOJyffr0MSZNmuRYt9lsRmxsrPHiiy+6sFRiGIbx1FNPGQkJCa4uhlQCMD799FPHut1uN6Kjo41XXnnFkZaRkWH4+PgY8+bNc0EJG7YTr49hGMaECROMa6+91iXlEWepqakGYKxcudIwDPO34uXlZSxatMiRZ+fOnQZgrF692lXFbLBOvD6GYRgDBgww7rvvPtcVSpyEhYUZ77zzjn474hKqO7gv1R3cl+oO7k11B/en+oN7U/3B/an+UPPUU8PFioqK2LBhA4MHD3akWa1WBg8ezOrVq11YMimzZ88eYmNjadmyJePGjePgwYOuLpJUYv/+/SQnJzv9lkJCQujbt69+S25kxYoVREZG0q5dO/72t7+Rnp7u6iI1SJmZmQCEh4cDsGHDBoqLi51+P+3bt6dZs2b6/bjAidenzJw5c2jcuDGdO3dm6tSp5OXluaJ4DZrNZmP+/Pnk5ubSv39//Xakzqnu4P5Ud6gfVHeoH1R3cB+qP7g31R/cl+oPtcfT1QVo6I4ePYrNZiMqKsopPSoqil27drmoVFKmb9++zJo1i3bt2pGUlMT06dO5+OKL2bZtG0FBQa4unlSQnJwMUOlvqWybuNbQoUO5/vrradGiBfv27eOxxx5j2LBhrF69Gg8PD1cXr8Gw2+1MnjyZCy+8kM6dOwPm78fb25vQ0FCnvPr91L3Krg/AjTfeSHx8PLGxsWzZsoUpU6awe/duPvnkExeWtuHYunUr/fv3p6CggMDAQD799FM6duzIpk2b9NuROqW6g3tT3aH+UN3B/anu4D5Uf3Bvqj+4J9Ufap+CGiKnMGzYMMdy165d6du3L/Hx8SxcuJDbbrvNhSUTqX/GjBnjWO7SpQtdu3alVatWrFixgkGDBrmwZA3LpEmT2LZtm8b4dlNVXZ8777zTsdylSxdiYmIYNGgQ+/bto1WrVnVdzAanXbt2bNq0iczMTD766CMmTJjAypUrXV0sEXEzqjuI1BzVHdyH6g/uTfUH96T6Q+3T8FMu1rhxYzw8PE6a5T4lJYXo6GgXlUqqEhoaStu2bdm7d6+riyInKPu96LdUf7Rs2ZLGjRvr91SH7rnnHpYsWcIPP/xAkyZNHOnR0dEUFRWRkZHhlF+/n7pV1fWpTN++fQH0+6kj3t7etG7dmp49e/Liiy+SkJDAzJkz9duROqe6Q/2iuoP7Ut2h/lHdwTVUf3Bvqj+4L9Ufap+CGi7m7e1Nz549Wb58uSPNbrezfPly+vfv78KSSWVycnLYt28fMTExri6KnKBFixZER0c7/ZaysrJYs2aNfktu6vDhw6Snp+v3VAcMw+Cee+7h008/5fvvv6dFixZO23v27ImXl5fT72f37t0cPHhQv586cLrrU5lNmzYB6PfjIna7ncLCQv12pM6p7lC/qO7gvlR3qH9Ud6hbqj+4N9Uf6h/VH2qehp9yAw888AATJkygV69e9OnThxkzZpCbm8stt9zi6qI1eA899BDDhw8nPj6exMREnnrqKTw8PBg7dqyri9Yg5eTkOLUq2L9/P5s2bSI8PJxmzZoxefJknnvuOdq0aUOLFi144okniI2NZcSIEa4rdANyqusTHh7O9OnTGTlyJNHR0ezbt49HHnmE1q1bM2TIEBeWumGYNGkSc+fO5fPPPycoKMgxVmdISAh+fn6EhIRw22238cADDxAeHk5wcDD33nsv/fv3p1+/fi4u/fnvdNdn3759zJ07lyuvvJJGjRqxZcsW7r//fi655BK6du3q4tKf/6ZOncqwYcNo1qwZ2dnZzJ07lxUrVrBs2TL9dsQlVHdwX6o7uBfVHdyb6g7uTfUH96b6g3tT/aGOGOIW/vOf/xjNmjUzvL29jT59+hi//vqrq4skhmGMHj3aiImJMby9vY24uDhj9OjRxt69e11drAbrhx9+MICTXhMmTDAMwzDsdrvxxBNPGFFRUYaPj48xaNAgY/fu3a4tdANyquuTl5dnXHHFFUZERITh5eVlxMfHG3fccYeRnJzs6mI3CJVdF8B47733HHny8/ONu+++2wgLCzP8/f2N6667zkhKSnJdoRuQ012fgwcPGpdccokRHh5u+Pj4GK1btzYefvhhIzMz07UFbyBuvfVWIz4+3vD29jYiIiKMQYMGGd98841ju3474gqqO7gn1R3ci+oO7k11B/em+oN7U/3Bvan+UDcshmEYtRMuERERERERERERERERqTmaU0NEREREREREREREROoFBTVERERERERERERERKReUFBDRERERERERERERETqBQU1RERERERERERERESkXlBQQ0RERERERERERERE6gUFNUREREREREREREREpF5QUENEREREREREREREROoFBTVERERERERERERERKReUFBDRETkBBaLhc8++8zVxRARERERkXpA9QcRkbqloIaIiLiViRMnYrFYTnoNHTrU1UUTERERERE3o/qDiEjD4+nqAoiIiJxo6NChvPfee05pPj4+LiqNiIiIiIi4M9UfREQaFvXUEBERt+Pj40N0dLTTKywsDDC7dr/55psMGzYMPz8/WrZsyUcffeT0+a1bt3LZZZfh5+dHo0aNuPPOO8nJyXHK8+6779KpUyd8fHyIiYnhnnvucdp+9OhRrrvuOvz9/WnTpg2LFy+u3S8tIiIiIiJnRfUHEZGGRUENERGpd5544glGjhzJ5s2bGTduHGPGjGHnzp0A5ObmMmTIEMLCwli3bh2LFi3iu+++c6p0vPnmm0yaNIk777yTrVu3snjxYlq3bu10jOnTp3PDDTewZcsWrrzySsaNG8exY8fq9HuKiIiIiMi5U/1BROT8YjEMw3B1IURERMpMnDiR2bNn4+vr65T+2GOP8dhjj2GxWLjrrrt48803Hdv69etHjx49+O9//8vbb7/NlClTOHToEAEBAQB89dVXDB8+nMTERKKiooiLi+OWW27hueeeq7QMFouFadOm8eyzzwJmRScwMJCvv/5aY/OKiIiIiLgR1R9ERBoezakhIiJu59JLL3WqdACEh4c7lvv37++0rX///mzatAmAnTt3kpCQ4KiQAFx44YXY7XZ2796NxWIhMTGRQYMGnbIMXbt2dSwHBAQQHBxMamrq2X4lERERERGpJao/iIg0LApqiIiI2wkICDipO3dN8fPzq1Y+Ly8vp3WLxYLdbq+NIomIiIiIyDlQ/UFEpGHRnBoiIlLv/Prrryetd+jQAYAOHTqwefNmcnNzHdt/+eUXrFYr7dq1IygoiObNm7N8+fI6LbOIiIiIiLiG6g8iIucX9dQQERG3U1hYSHJyslOap6cnjRs3BmDRokX06tWLiy66iDlz5rB27Vr+3//7fwCMGzeOp556igkTJvD000+TlpbGvffey80330xUVBQATz/9NHfddReRkZEMGzaM7OxsfvnlF+699966/aIiIiIiInLOVH8QEWlYFNQQERG3s3TpUmJiYpzS2rVrx65duwCYPn068+fP5+677yYmJoZ58+bRsWNHAPz9/Vm2bBn33XcfvXv3xt/fn5EjR/Lqq6869jVhwgQKCgp47bXXeOihh2jcuDGjRo2quy8oIiIiIiI1RvUHEZGGxWIYhuHqQoiIiFSXxWLh008/ZcSIEa4uioiIiIiIuDnVH0REzj+aU0NEREREREREREREROoFBTVERERERERERERERKRe0PBTIiIiIiIiIiIiIiJSL6inhoiIiIiIiIiIiIiI1AsKaoiIiIiIiIiIiIiISL2goIaIiIiIiIiIiIiIiNQLCmqIiIiIiIiIiIiIiEi9oKCGiIiIiIiIiIiIiIjUCwpqiIiIiIiIiIiIiIhIvaCghoiIiIiIiIiIiIiI1AsKaoiIiIiIiIiIiIiISL2goIaIiIiIiIiIiIiIiNQLCmqIiIiIiIiIiIiIiEi9oKCGiIiIiIiIiIiIiIjUCwpqiIiIiIiIiIiIiIhIvaCghoiIiIiIiIiIiIiI1AsKaoiISI1YsWIFFouFFStWuLooIiIiIiJST6geISIiZ0pBDRGRBmTWrFlYLBbHy9fXl9jYWIYMGcK///1vsrOza+Q4ZRWT6rzOdp8eHh5ERkYyatQodu7cWeXnlixZwtChQ2nUqBG+vr60bduWhx56iPT09FMe6/rrryc6Ohpvb28iIyMZPnw4n3zySbXLa7PZiI2NxWKx8PXXX1eaZ+LEiQQGBla5j8DAQCZOnHhSekpKCg899BDt27fH39+fgIAAevbsyXPPPUdGRka1yygiIiIiUh3nUz2i4mvMmDGOfGvXruXuu++mZ8+eeHl5ndExAIqKipg5cybdu3cnODiY0NBQOnXqxJ133smuXbvOaF8iInJqnq4ugIiI1L1nnnmGFi1aUFxcTHJyMitWrGDy5Mm8+uqrLF68mK5du57xPi+55BLy8/Px9vYmLS2NDz/80Gn71KlTCQwM5PHHHz+nsv/973+nd+/eFBcXs2XLFt566y1WrFjBtm3biI6Odsr70EMP8a9//YuEhASmTJlCeHg4Gzdu5PXXX2f+/PksX76cdu3aOX3mqaee4plnnqFNmzb89a9/JT4+nvT0dL766itGjhzJnDlzuPHGG09bzu+//56kpCSaN2/OnDlzGDZs2Dl97zLr1q3jyiuvJCcnh5tuuomePXsCsH79el566SV+/PFHvvnmmxo5loiIiIhIRedDPaKi5s2bO5a/+uor3nnnHbp27UrLli35/fffz2j/I0eO5Ouvv2bs2LHccccdFBcXs2vXLpYsWcIFF1xA+/btz6n8IiJSgSEiIg3Ge++9ZwDGunXrTtq2fPlyw8/Pz4iPjzfy8vJq/NidOnUyBgwYcNaf/+GHHwzAWLRokVP6m2++aQDGP/7xD6f0uXPnGoAxevRoo6SkxGnbmjVrDH9/f6NLly5GcXGxI33RokUGYIwaNcooKio6qQxLly41vvjii2qVd/z48UaPHj2MmTNnGgEBAUZOTs5JeSZMmGAEBARUuY+AgABjwoQJjvXjx48bcXFxRlRUlLFz586T8icnJxvPPvtstconIiIiIlJd52M94kTJycmO8k+aNMk4k0dma9euNQDj+eefP2lbSUmJcfTo0TMr9DnIz883bDZbnR1PRMQVNPyUiIgAcNlll/HEE09w4MABZs+e7bRt165djBo1ivDwcHx9fenVqxeLFy92ynO2Y+Hu27ePffv2nXW5L774Ysd+Kpo+fTphYWH83//9Hx4eHk7b+vTpw5QpU9i6dSsfffSRI/2JJ54gPDycd999Fy8vr5OONWTIEK6++urTlik/P59PP/2UMWPGcMMNN5Cfn8/nn39+Nl/Pyf/+9z+OHDnCq6++WmlLr6ioKKZNm3bOxxERERERqa76Wo84UVRUFH5+fmf12bJyXHjhhSdt8/DwoFGjRk5pR44c4bbbbiM2NhYfHx9atGjB3/72N4qKihx5/vjjD/7yl78QHh6Ov78//fr148svv3TaT9m5mz9/PtOmTSMuLg5/f3+ysrIAWLNmDUOHDiUkJAR/f38GDBjAL7/8clbfUUTEnSioISIiDjfffDOA0/BF27dvp1+/fuzcuZNHH32Uf/3rXwQEBDBixAg+/fTTcz7moEGDGDRo0Fl//s8//wQgLCzMkbZnzx52797NtddeS3BwcKWfGz9+PGDOuVH2mV27djFixAiCgoLOujwAixcvJicnhzFjxhAdHc3AgQOZM2fOOe2zbL9+fn6MGjXqnPclIiIiIlJT6kM9Ijs7m6NHjzq97Hb7OZcDID4+HoA5c+ZQUlJyyryJiYn06dOH+fPnM3r0aP79739z8803s3LlSvLy8gBzDr0LLriAZcuWcffdd/P8889TUFDANddcU+m5e/bZZ/nyyy956KGHeOGFF/D29ub777/nkksuISsri6eeeooXXniBjIwMLrvsMtauXVsj31tExFU0p4aIiDg0adKEkJAQpxZP9913H82aNWPdunX4+PgAcPfdd3PRRRcxZcoUrrvuujotY1llpGxOjcmTJ2OxWBg5cqQjz44dOwBISEiocj/NmzcnODjYMcl42XuXLl3OuYyzZ8/mggsuoGnTpgCMGTOGu+++m7S0NCIiIs56vzt37qRt27Z4e3ufcxlFRERERGpKfahH3HrrrSel7d+/32lejbPVr18/BgwYwNtvv83ixYu57LLLuOiii7j66qtp1qyZU96pU6eSnJzMmjVr6NWrlyP9mWeewTAMAF566SVSUlL46aefuOiiiwC444476Nq1Kw888ADXXnstVmt5O+WCggLWr1/v6GliGAZ33XUXl156KV9//bVj0vO//vWvdOrUiWnTpmkePhGp19RTQ0REnAQGBpKdnQ3AsWPH+P7777nhhhucWjalp6czZMgQ9uzZw5EjR87peH/++aejt0V13HrrrURERBAbG8vQoUPJzMzkww8/dJr0r6z8p+txERQU5OiaXfZ+rr000tPTWbZsGWPHjnWkjRw5EovFwsKFC89p31lZWedcPhERERGR2uDu9Ygnn3ySb7/91ukVHR19TmUoY7FYWLZsGc899xxhYWHMmzePSZMmER8fz+jRo8nIyADAbrfz2WefMXz4cKeARsX9gDlpeZ8+fRwBDTDP75133smff/7paMRVZsKECU5DZ23atIk9e/Zw4403kp6e7jj/ubm5DBo0iB9//LHGeqmIiLiCemqIiIiTnJwcIiMjAdi7dy+GYfDEE0/wxBNPVJo/NTWVuLi4Oivfk08+ycUXX0xOTg6ffvop8+fPd2qlBOWBibJKVVWys7Md37VsmKrTfeZ0FixYQHFxMd27d2fv3r2O9L59+zJnzhwmTZp0Rvsrq9iUlfFcyyciIiIiUhvcvR7RpUsXBg8eXGv79/Hx4fHHH+fxxx8nKSmJlStXMnPmTBYuXIiXlxezZ88mLS2NrKwsOnfufMp9HThwgL59+56U3qFDB8f2ivto0aKFU749e/YAZrCjKpmZmU5D+IqI1CcKaoiIiMPhw4fJzMykdevWAI7WOw899BBDhgyp9DNleetKxcrIiBEjyMvL44477uCiiy5yDPdUdrO/ZcuWKvdz4MABsrKy6NixI4Bj4u2tW7eeU/nK5s6obJJAMCf8a9myJQC+vr4UFhZiGIZT8ALMLuMFBQX4+vo60tq3b8+mTZsoKirSEFQiIiIi4jbqQz2iLsXExDBmzBhGjhxJp06dWLhwIbNmzaq14504wXnZ+X/llVfo1q1bpZ8JDAystfKIiNQ2BTVERMThww8/BHBUPMoevnt5edVqq6Zz8dJLL/Hpp5/y/PPP89ZbbwHQtm1b2rZty2effcbMmTMrHbLpgw8+AODqq692fKZdu3Z8/vnnzJw586xu8vfv38+qVau45557GDBggNM2u93OzTffzNy5c5k2bRpgTihYUlLCvn37TqrU7d27F5vN5ph0EGD48OGsXr2ajz/+2Gl4KxERERERV6qP9Yi64OXlRdeuXdmzZw9Hjx4lMjKS4OBgtm3bdsrPxcfHs3v37pPSd+3a5dh+Kq1atQLMnt4N+fyLyPlLc2qIiAgA33//Pc8++ywtWrRg3LhxAERGRjJw4ED+97//kZSUdNJn0tLSzvm4+/btc5pQ8Ey1atWKkSNHMmvWLJKTkx3pTz75JMePH+euu+7CZrM5fWbDhg384x//oHPnzk4TjE+fPp309HRuv/12SkpKTjrWN998w5IlS6osS1kvjUceeYRRo0Y5vW644QYGDBjgyAMwbNgwAF5//fWT9vXGG2845QG46667iImJ4cEHH+T3338/6TOpqak899xzVZZPRERERKSm1dd6RE3as2cPBw8ePCk9IyOD1atXExYWRkREBFarlREjRvDFF1+wfv36k/KXTRR+5ZVXsnbtWlavXu3Ylpuby//93//RvHlzR2/zqvTs2ZNWrVrxz3/+k5ycnJO218T5FxFxJfXUEBFpgL7++mt27dpFSUkJKSkpfP/993z77bfEx8ezePFipyGP3njjDS666CK6dOnCHXfcQcuWLUlJSWH16tUcPnyYzZs3n1NZBg0aBHBGk/yd6OGHH2bhwoXMmDGDl156CYBx48axbt06Zs6cyY4dOxg3bhxhYWFs3LiRd999l0aNGvHRRx/h5eXl2M/o0aPZunUrzz//PL/99htjx44lPj6e9PR0li5dyvLly5k7d26V5ZgzZw7dunVzDIN1omuuuYZ7772XjRs30qNHD7p168btt9/OzJkz2bNnD5dffjkA3377LV999RW33347CQkJjs+HhYXx6aefcuWVV9KtWzduuukmevbsCcDGjRuZN28e/fv3P+vzKCIiIiJyKudbPaKiAwcOOHqclAUcyhoMxcfHc/PNN1f52c2bN3PjjTcybNgwLr74YsLDwzly5Ajvv/8+iYmJzJgxAw8PDwBeeOEFvvnmGwYMGMCdd95Jhw4dSEpKYtGiRfz888+Ehoby6KOPMm/ePIYNG8bf//53wsPDef/999m/fz8ff/zxSXMKnshqtfLOO+8wbNgwOnXqxC233EJcXBxHjhzhhx9+IDg4mC+++KImTpuIiGsYIiLSYLz33nsG4Hh5e3sb0dHRxuWXX27MnDnTyMrKqvRz+/btM8aPH29ER0cbXl5eRlxcnHH11VcbH330kSPPDz/8YADGDz/8UOk+OnXqZAwYMOCk9Pj4eCM+Pv60ZS/b/6JFiyrdPnDgQCM4ONjIyMhwSv/ss8+Myy+/3AgLCzN8fHyM1q1bGw8++KCRlpZW5bGWL19uXHvttUZkZKTh6elpREREGMOHDzc+//zzKj+zYcMGAzCeeOKJKvP8+eefBmDcf//9jjSbzWbMnDnTSEhIMHx9fQ1fX18jISHB+Pe//23YbLZK95OYmGjcf//9Rtu2bQ1fX1/D39/f6Nmzp/H8888bmZmZVR5fRERERORsnM/1iBPzVfaq7PgVpaSkGC+99JIxYMAAIyYmxvD09DTCwsKMyy67zOm7ljlw4IAxfvx4IyIiwvDx8TFatmxpTJo0ySgsLHTk2bdvnzFq1CgjNDTU8PX1Nfr06WMsWbLkjL7bb7/9Zlx//fVGo0aNDB8fHyM+Pt644YYbjOXLl5/y+4iIuDuLYZT2bRMREREREREREREREXFjmlNDRERERERERERERETqBQU1RERERERERERERESkXlBQQ0RERERERERERERE6gUFNUREREREREREREREpF5QUENEREREREREREREROoFBTVERERERERERERERKRe8HR1Ac5ndrudxMREgoKCsFgsri6OiIiIiEidMgyD7OxsYmNjsVrVnupUVHcQERERkYauuvUHBTVqUWJiIk2bNnV1MUREREREXOrQoUM0adLE1cVwa6o7iIiIiIiYTld/UFCjFgUFBQHmRQgODnZxaUTEZXJzITbWXE5MhIAA15ZHRESkjmRlZdG0aVPHfbFUTXUHEXFQ/UFERBqo6tYfFNSoRWXdxoODg1UxEWnIPDzKl4ODVSkREZEGR8MpnZ7qDiLioPqDiIg0cKerP2hgWxERERERERERERERqRfUU0NEpLb5+0NqavmyiIiIiIhIVVR/EBEROSUFNUREapvFAhERri6FiIiIiIjUB6o/iIiInJKCGiIiIiIiIvWEzWajuLjY1cWQOuLl5YVHxfkVRERERERBDRGRWldYCA88YC6/+ir4+Li2PCIiIlLvGIZBcnIyGRkZri6K1LHQ0FCio6NPO2GmnEdUfxARETkli2EYhqsLcb7KysoiJCSEzMxMgoODXV0cEXGV3FwIDDSXc3IgIMC15REREakjuh+uvtOdq6SkJDIyMoiMjMTf318PuBsAwzDIy8sjNTWV0NBQYmJiXF0kqSuqP4iISANV3fqDemqIiIiIiIi4MZvN5ghoNGrUyNXFkTrk5+cHQGpqKpGRkRqKSkRERASwuroAIiIiIiIiUrWyOTT8/f1dXBJxhbLrrrlUREREREwuDWr8+OOPDB8+nNjYWCwWC5999tlpP7NixQp69OiBj48PrVu3ZtasWSfleeONN2jevDm+vr707duXtWvXOm0vKChg0qRJNGrUiMDAQEaOHElKSopTnoMHD3LVVVfh7+9PZGQkDz/8MCUlJefydUVERERERM6ahpxqmHTdRURERJy5NKiRm5tLQkICb7zxRrXy79+/n6uuuopLL72UTZs2MXnyZG6//XaWLVvmyLNgwQIeeOABnnrqKTZu3EhCQgJDhgwhNTXVkef+++/niy++YNGiRaxcuZLExESuv/56x3abzcZVV11FUVERq1at4v3332fWrFk8+eSTNfflRURERERERERERETkjLjNROEWi4VPP/2UESNGVJlnypQpfPnll2zbts2RNmbMGDIyMli6dCkAffv2pXfv3rz++usA2O12mjZtyr333sujjz5KZmYmERERzJ07l1GjRgGwa9cuOnTowOrVq+nXrx9ff/01V199NYmJiURFRQHw1ltvMWXKFNLS0vD29q60fIWFhRQWFjrWs7KyaNq0qSZGFGnoNNGfiIg0UJoovPpOda4KCgrYv38/LVq0wNfX10UldB/Nmzdn8uTJTJ482dVFqRO6/g2Q6g8iItJAVbf+UK/m1Fi9ejWDBw92ShsyZAirV68GoKioiA0bNjjlsVqtDB482JFnw4YNFBcXO+Vp3749zZo1c+RZvXo1Xbp0cQQ0yo6TlZXF9u3bqyzfiy++SEhIiOPVtGnTc//SIiIiIiIi9ZDFYjnl6+mnnz6r/a5bt44777zznMo2cODASstUNuTwJ598whVXXEGjRo2wWCxs2rTpnI4nIiIiIjWnXgU1kpOTnQINAFFRUWRlZZGfn8/Ro0ex2WyV5klOTnbsw9vbm9DQ0FPmqWwfZduqMnXqVDIzMx2vQ4cOndX3FJHzjJ8f7N9vvvz8XF0aERERkTqRlJTkeM2YMYPg4GCntIceesiR1zCMas9hGBERUSOTpt9xxx1O5UlKSsLT0xMwh0q+6KKL+Mc//nHOxxE5Y6o/iIiInFK9Cmq4Ox8fH4KDg51eIiJYrdC8ufmy6s+uiIiInDvDMMgrKnHJq7ojGEdHRzteISEhWCwWx/quXbsICgri66+/pmfPnvj4+PDzzz+zb98+rr32WqKioggMDKR379589913Tvtt3rw5M2bMcKxbLBbeeecdrrvuOvz9/WnTpg2LFy8+bfn8/f2dyhgdHe3YdvPNN/Pkk0+eNFKASJ1Q/UFEROSUPF1dgDMRHR1NSkqKU1pKSgrBwcH4+fnh4eGBh4dHpXnKblCjo6MpKioiIyPDqbfGiXnWrl170j7KtomIiIiIiLhSfrGNjk8uc8mxdzwzBH/vmqlKPvroo/zzn/+kZcuWhIWFcejQIa688kqef/55fHx8+OCDDxg+fDi7d++mWbNmVe5n+vTpvPzyy7zyyiv85z//Ydy4cRw4cIDw8PAaKaeIiIiIuI96FfLv378/y5cvd0r79ttv6d+/PwDe3t707NnTKY/dbmf58uWOPD179sTLy8spz+7duzl48KAjT//+/dm6dSupqalOxwkODqZjx4619v1E5DxVVAQPP2y+iopcXRoRERERt/HMM89w+eWX06pVK8LDw0lISOCvf/0rnTt3pk2bNjz77LO0atXqtD0vJk6cyNixY2ndujUvvPACOTk5JzVUO9F///tfAgMDHa8HH3ywJr+ayNlT/UFEROSUXNpTIycnh7179zrW9+/fz6ZNmwgPD6dZs2ZMnTqVI0eO8MEHHwBw11138frrr/PII49w66238v3337Nw4UK+/PJLxz4eeOABJkyYQK9evejTpw8zZswgNzeXW265BYCQkBBuu+02HnjgAcLDwwkODubee++lf//+9OvXD4ArrriCjh07cvPNN/Pyyy+TnJzMtGnTmDRpEj4+PnV4hkTkvFBcDP/8p7n89NPg7e3S4oiIiEj95+flwY5nhrjs2DWlV69eTus5OTk8/fTTfPnllyQlJVFSUkJ+fj4HDx485X66du3qWA4ICCA4ONipkVplxo0bx+OPP+5YP3HeRRGXUf1BRETklFwa1Fi/fj2XXnqpY/2BBx4AYMKECcyaNYukpCSnm9cWLVrw5Zdfcv/99zNz5kyaNGnCO++8w5Ah5Tfzo0ePJi0tjSeffJLk5GS6devG0qVLnSb+fu2117BarYwcOZLCwkKGDBnCf//7X8d2Dw8PlixZwt/+9jf69+9PQEAAEyZM4JlnnqnN0yEiIiIiIlItFoulxoaAcqWAgACn9Yceeohvv/2Wf/7zn7Ru3Ro/Pz9GjRpF0Wlaq3t5eTmtWywW7Hb7KT8TEhJC69atz67gIiIiIuIyLr0LHjhw4CknmZs1a1aln/ntt99Oud977rmHe+65p8rtvr6+vPHGG7zxxhtV5omPj+err7465XFERERERESk5vzyyy9MnDiR6667DjB7bvz555+uLZSIiIiIuJX637RHREREpAEqKLaRmV9MZn4xWaXvlb2y8kuctucWlWABrFYLVosFq8Vs0Wy1ULpuwVK67GEtXy7b7pzX+bOW0nULpdutYKF8HxX3BWWfLz8uJx0LPBzlsOBhNdfLyu5R4TuUL5v5rFaLmbc0v4fFPG9lzWnK2tWUrzs3tDEMMEq3npy3bN1wyl+ZivutmMdwylO+bLGAt6cVbw8rXp5WfDys5nppmmO5dN3Hs4rtHlYsFkvlhRJxY23atOGTTz5h+PDhWCwWnnjiidP2uKgNx44d4+DBgyQmJgLmPIwA0dHRREdH13l5RERERACKbXY2HDjO97tSWbE7lWKbQfemofSID6NnfBhto4LwsJ7/9QAFNURERM6RYRgczysmObOA5Kx8kjILSM4sILugBE+rBU8Pa+m7BS8PKx5Wi7nutK08j7nNioeHBS+rmd/Lw3yAazegsMRGYYmdwmJ7+XKJncLiCsslttLt9lPmL7LZ8bCY5fLytOJdWkZvT6v57mHFy8PiWC/b5l267OVpcTxIrbg9yNeTYF8vQvy8CPYzl31rcAz2M1FQbCOrwHy4n5lfXLpcTG6hjaIS8xwUlZS+bEbpu61CmvleeML6ScsldrCAV9m1POG6eljNc1l2fT1Lr6mX07V3zu9hhZyCkvIARYXlopK6f8gn9UvFIMeyyZcQEaS54cT9vfrqq9x6661ccMEFNG7cmClTppCVlVXn5Vi8eLFjXkaAMWPGAPDUU0/x9NNP13l5REREpOE6nlvEyt/TWL4rlZW7U8kqKHHavv9oLp/8dgSAQB9PujcLpUczM8jRrVkowb5ele22XrMYpxr/Sc5JVlYWISEhZGZmEhwc7OriiIir5OZCYKC5nJMDJ4wdLadWUGxjT0oOO5Iy2Z6YxY7ELP44mouflwfhAd6EBXgT7u9V+l66HuBNmH/pe4AXYf7eeHlYz+r4NrtBWnYhyVkFJGeWBiyyzKBFUmYBKVnmux4wn563p5Vg3/IgR7CfF8G+nqXvVaeH+Hnh7WElq6C8V0L5cnmgomKPhbKH/1n5xRSex9fGaoFgP/MchVQ4XxXTygJLZcsBPmabFsMwsBtgNwzsdvPdKFsv3eaUx2l7WX7zs7bSbYZh9l2omLesx4PjGBWO7chTlmY3l2128/bUZjewlabbDXO9rCw2e1nZT8hTlmYvL2fZfsraK5X1YChf54T1Ctsd2yxV5C2/HhacW0Q5bTupsZSl0m2GYTgCaMW2k4NnhacIrJXYq76t3/Tk5YT61/1Es7ofrr5TnauCggL2799PixYt8PX1dVEJxVV0/Rsg1R9ERBo0wzD4PSWH5btS+H5nKhsPHqfirX6YvxeXtovksg6RBPp4svFgBhsPHOe3g8fJLbI57ctigXZRQWZPjtJAR3wjf7ft1V3d+oN6aoiIiNs4nlvEzqQsdiRlOQIYe9NyHA84T3QkI7/a+w7y9XQOdvh7Ex5QHgzx9fIgNbvA0cuiLHCRml1Y5fFP1DjQm6hgX2JCfIkO8SXY1wub3aDEblBis5e+l67b7aXL9krSyj9jsxsUO94NPKwWfDyt+HhZ8fH0MJc9S5e9KixXlsfL46Tt3h5WbIa57+Kyh6i2sgeq5rGLbeaD1LLlYkdvBrvjM8U2w5GnsMRGdkGJo3dEVkExhgFFJXaO5hRyNKew2tetplgsOAVOQvy88Pf2LB+6p5Jhfbw9rZVvr7Ds42nF28OjtKeKeVNYfp0rXPOy6283z1XF61piMyi2l19jW2meEpv5ID7Qx6NCcKJC8MLfi0BvT6wNoGuxVI/dbpi/3xN6EBXZ7ASdh62zRERE5GR5RSXsP5rL/qO5HEjPw2qx4O/tgZ+3B/6lLz8vz/Jlbw/8vc11H08NXynl9qRk88WWJA4fz6NRgDeNA31oFOhDo0BvIkrfwwO88fGs3R75JTY7R3OKSM0uICWr0PGell1AalYhKdkFpOcU4e/tQeNAHxoH+RAR6ENEkA+NA81yl6U3Dqz98p6tgmIbq/9I5/udqXy/K/Wk5x3to4MY1CGSy9pH0a1pqNMQUwPbRQJmI7DdydlsOHicjQeOs+HAcQ4ey2NXcja7krOZu+YgAI0CvB3DVfWMD6NLXIjLRlY4WwpqiIjUNj8/2LatfPkcFRTbWLE7jSVbEtmZlHXSWPjW0jHnndKtJ+ZxHhO/4mf9vDydHvaf2PMhxM/rnMdnNAyDw8fzzcBFUhY7EjPZkZhFYmZBpfnD/L3oFBtCx9hgOsUG0zoykGKbwfHcIo7lFnE8z3w/dsL68bxijucVYRiQXVBCdkEJB9Lzzri8HlYLkUE+RIeYAYvywIWf+R7sS2Swj9veHLma3W6QW1RCVoE5t0NWaU+KLMdQUCWOIaEq9sAoS8suLMEwwNfLelJPhGBfz5Me9gdX6Jmgh//SkFitFnytHvWuQiIiIieo4fqDnH9KbHaOZOTzR1oufxzN5Y+0HEcgI6mKOlV1WC3g5+WBn/eJQY/yQEiovxdDOkXTv2Uj3V+fpWKbneU7U/hxz1HaRgZyWfsomjXyd3WxAPjzaC5LtiSyZEsSu5Kzq/WZYF/P0oCHt+O9UUBpECHAm0aBZjChUaAPwb6ejsBZsc1OWnYhKVlmY8LU7EJSs8xARXkAo5D03MIq56870b603OqVN8gMdESUli2idL1i8KNxoE+t31cnZxbww+5Ulu9M5Ze9R8kvLu9l4eNp5cLWjbmsfSSXto8kLvT0/x94WC10jA2mY2wwN/eLByA1u4CNBzLYWBro2HIkk/TcIr7dkcK3O1IA8PKw0Ck2xBHk6BkfRlSwe/cO1fBTtUjd7UWkphSV2PlpTxpLtiTx7Y4UcgpLTv+hWmKxQKjfCUEPf2/CAysGQbycgiBHMvLZkVjeA2NnUhbZBZV/h/hG/nSMCTZfscF0ig0hKtjnrFsM2ewGWfnFHMsrOiEIUlwe/MgtIq/IRmRwaeAi2AxYlAUxGgf6NIiJttyVvbTnirfn2Q0hJiKuo/vh6tPwU1IVXX+RhskwDI7mFLG/QtCiLIBx8FgexbaqH+eFB3jTonGAOcQMFvKLS8grspFXZCO/yEZeUYn5Xmymnc1Quk3D/RjdqymjejYlOkR/m6rj8PE85q89xIL1h0jLdu693joykEHtI7msfSQ948PwPMvhk89GUmY+X25JYvHmRLYcznSke3lYGNA2gu7NwjieW0R6blFpz/si0nMKSc8tqvaoBmW8PayEB3hTbLOTnltU7c95WC2OkREig3yICPIlKtiHyCBzvXGQD3mFJaSVlu9oTiFp2YWOkQKOZheRnlt4yt9NpeX1tJpDI/t6EeTrSVDp+0nrfmXrpUMq+5avV7yWdrvBliOZfL8zheW7Utme6DxvWEyIL5eV/ju4oFVj/LxrPqhSWGJje2KWoyfH+gPHT/r3GOrvxW9PXO6SnlvVrT8oqFGLVIkTkXNRbLOzal86SzYnsmx7stNEUHGhflzVNYaL2zTG02rFMErHlK8wzr3NXmHM+wrjyjuNiW83nMbHtxsGeUW28h4PuUVOwYATJ6M6F14eFtpGBdEptiyAEUL7mKDzcgIrEZGGSvfD1aeghlRF11/k/FZis/Nnei67k3PYl5bjFMCoqiEYmK24WzQOoGVEgPneOJAWEQG0bBxwxvNoldjs5BeXBTxKgx8nBULMYMgfR3P5YnOio2xWC1zaLpLRvZtyafvIs57L8Hxlsxv8sCuVOWsOsOL3NEePg8aBPlzZJZo9KTms+/OY09xowb6eDGgXyaD2kQxoG0FYQM3Pi3Y0p5CvtybxxeYk1v55zJFutcCFrRszvGssQzpFE+Jfdf3cbjfIKiiuEOgwAwdHsws5mmsGPhwBkJwisitpnOnlYTGHigr2JSrIh8jSQEVZwCIiyIeoYF/CA7xrZMSIzHyzvKnZpcGPioGPE4IhZxoAqYqflwfBfmYAJCOviKM55cEciwW6NQ0tDWhF0SEmqM4DCWUjaWw8aAY5Nhw4TmyoH2+P71Wn5SijoIYbUCVORAAoKoIXXjCXH3sMvKu+IbHZDdb8kc4XW5JYui2J43nFjm2RQT5c1TWGq7vG0r1pqEu6+hbb7GSUDumUnlPk1NPBEfzIK3bqEZFXZCPY19PsAhkTYgYxYoNpFRGolvciIuc53Q9Xn4IaUhVd/wboDOoPUn8YhkFadmHp2PZZ7ErOZndyNntSc6rsKWGxQJMwP1o0DqRlxQBGRCAxwb4uG/4pv8jG19uSmL/uEGv3lz8QjwjyYVTPJozu1ZTmjRv2BPfJmQUsWHeI+esOOg0JdmHrRtzYJ57LO0Y56sOZ+cX8tCeN73em8sPuVKfnAFYL9IwP49L2kQxqH0XbqMCzfuidmVfMsu3JfLElkV/2HnWaeLpP83CGJ8QwrEsMjQN9zu5Ln0ZBsY300mCHl4eVyCAfwvy93XIYM8MwyCooIbug2JwvMt98zy50Xi/LUzFv2XveCRN2lwny8eSSthFc1j6Sge0iaFRL5/tc2O2Gy66LghpuQJU4EQEgNxcCA83lnBwIcL65s9sN1h84zpItiXy1NdlpEuVGAd4M6xLN1V1j6d08vF4OgVRQbNOEcyIiDZTuh6tPQQ2piq5/A3Sa+oO4v9zCEn5PMYMWZUGM3cnZTg+rK/L39qBtVBCtIwNpGWH2umgZEUCzcH+3nytrX1oOC9cf4uMNh51aoPdrGc6Y3s0Y2jm6Tr5DRl4RWw5nsvVIJlsPZzpawHdrGkqXJiH4e9f+tMJ2u8GPe9KYu+Ygy3elOoZmCvP34i+9mjK2TzNanCbYY7MbbDp0nOWlk0WfOK9FXKgfgzqYcyz0b9notOc2t7CE73am8MXmRFb+nubU+yChSQjDE2K5sksMsdWYr0HOTLHNTk7p3J5ZBeb8kV4eVhKahKqB5ykoqOEGVIkTEaDSSolhGPx2KIMlm5P4amsSyVnlLTdC/b0Y2skMZPRrGV6nY2mKiIjUJN0PV5+CGlIVXf8GSEGNesMcOiqP3cnZ7E7OYmdp74uDx/IqzW+1QPPGAXSIDqZddBDtooNoHx1E0zB/t2ytfiaKSux8vyuF+esOsbLCMEvBvp5c1z2O0b2b0TG2Zu4FcgtL2HYkky2HM9l8OIOtRzI5kF75OQdzPoZ2UUF0axZK96ahdG8WSsvGgTV2ztOyC1m04RDz1h7k0LF8R3qfFuGM69uMIZ3OPrBzJCOf73el8v3OFFbtS6ewQq8ePy8PLmzd2AxytIt0zG1SUGxjxe5UvticxPJdKRQUl3+mfXQQwxNiubprDPGN9LdF3I+CGm5AlTgRAZwqJdt2H+GLvZks2ZLEkYzym50gH0+u6BTN1QkxXNS6scYhFRGR84Luh6tPQQ2piq5/A6Sghtux2w2OZOTze4o5XNTvKdmlr6qHjooI8qF9dBDtoszgRYeYYFpHBrp9z4uakJiRz6L1h1m4/pBTvbdrkxBG927KNQmxBFVzLsWCYhs7k7LYeiSTzYcy2XI4g71pOVT2NDO+kT9dm4TSNS4Eu2Hw28EMfjt0nJSswpPyBvl6OnpydG8WSremYYSfwdwVhmGwel86c9Ye5JvtyY4eEMG+nlzfownj+jajTVRQtfdXHflFNlbtO8ryXal8vzPVqXEkQKfYYJo3DmDl7jRyKsxf0byRP9ckxHJ1Qixta7hMIjVNQQ03oEqciAAUZGThGxYCQIf7PyLf26yM+nt7cHnHKK7uGsslbRvj43n+39yKiEjDovvh6lNQQ6qi698AKajhMmXBiz2pZsDi95Rs9qbmsDc1p8rx8f28PGgbFUj70t4X7Ut7YLjjOPl1zWY3+GXvURasO8Q3O8of/Pt5eXBV1xjG9G5Kz/gwx1DFxTY7e1Jy2HI4g82HM9l6JINdSdlOk2iXiQnxpUtcCAlNQ+naJIQucSFVTpCelJnPpoMZ/HYog00HM9hyJMOp90KZ+Eb+FQIdYXSICTqpnn48t4iPNhxm3tqD/HE015HevVkoN/ZpxtVdY/Hzrv26vWEY7EjK4vudqSzflcrmwxlOgZ7YEF+GJ8QyPCGWTrHBGg5a6o3q1h9qf0A5EZEGqqDYxry1B3nvm238WJrm62Xl0tI5Mi5tF1knNzsiIiIi9dnAgQPp1q0bM2bMcHVRROQ8UTF4sSclh99TctiTmn3K4IW3h5WWEQG0iQqiTWSgI5DRLLz+Dx1VWzysFi5pG8ElbSNIzynk09+OMH/dIfam5vDRhsN8tOEwrSIC6NuyEbuSstiemOU0vFKZ8ABvujYJcfTC6No0hMig6gd5Y0L8iOnix7AuMYAZPNmdnM2mQxn8djCDTYeOsy8tlwPpeRxIz+PzTYmAec07xgbTvVkoHWKCWbX3KF9tS3b0zgn08WRE91hu7BNfY0NrVZfFYqFTbAidYkO4d1AbjuYUsmJ3GgeP5XFJm8b0aBamf5dyXlNQQ0SkhpUFM95csY/U7EL8isonS/t5ymUEhIe4sHQiIiIidWP48OEUFxezdOnSk7b99NNPXHLJJWzevJmuXbue03FmzZrFLbfcclL622+/ze23305SUhIPPvgg69evZ+/evfz9739XgESknjMMA5vdoMRuUGSzU2IzKLbZKXZaNt9L7HYy84sdwYu9qeYQUqcLXrSODKRtVBBtowJpHRlE80b+mu/wHDQK9OH2i1ty20Ut2HjwOPPXHmLJliT2peWyL628x0OQjyedSwMXCU1C6RIXQpMwvxrtaeDlYaVzXAid40K4qV88AJl5xWw+XB7k2HQog+N5xWw6lMGmQxlOn+8cF8y4vvFckxBLgI97PFptHOjDqJ5NXF0MkTrjHr88EZHzwInBDIC4UD/+3q8VvGbmcZcbHhEREZHadttttzFy5EgOHz5MkybOD1ree+89evXqdc4BjTLBwcHs3r3bKS0kxGxIUlhYSEREBNOmTeO1116rkeOJyNkrLLGRll1IanYhqVmFpGUXOJZTsgtIzymiqMQMUBTb7RSXGJTYKwQpbGYg41x5eVho2TiQNlFm8KJNZCBtohS8qG0Wi4We8eH0jA/nyeEd+WJzEgfSc2kfE0TXJqG0aBTgkh4GIf5ejl4lYAbODqTnlfbmOM7OpGxaRgRwY99mdG0SWuflExFneromInKOqgpmTLq0NaN6NsHbYsDatWZmjYMsIiIiNcEwoDjPNcf28odqtJi9+uqriYiIYNasWUybNs2RnpOTw6JFi3jllVdIT0/nnnvu4ccff+T48eO0atWKxx57jLFjx55RkSwWC9HR0ZVua968OTNnzgTg3XffPaP9iriEr2+N1x92JGbx+Gdb2ZeaQ5CvF0G+nqUv5+VAH0+CK6QH+pQvB/t6EejriUcVD5zzi2ykVghQpGYXkFL6nlYh7XhecY18pxNZLWYLfPNlwdPDipfVgpenFX9vT1pFBNAm0ux50SYqiPhG/ngpeOFSQb5e3Ni3mauLUSmLxULzxgE0bxzAiO5xri6OiJxAQQ0RkbN02mCGZ4Ub5N69XVRKEREROS8V58ELsa459mOJ4H36iYs9PT0ZP348s2bN4vHHH3cMHbJo0SJsNhtjx44lJyeHnj17MmXKFIKDg/nyyy+5+eabadWqFX369KntbyLinjw8aqz+YLcbvPvLfl5eutvRuyGroOSc9unv7eEUBMkuKCY1u5DsM9ivl4eFyCBfIoJ8iAzyITLYh8ggX6KCfWgc6IOvlweepQEJL6sVL08LnlYr3h5WPD0seHpYSpfNAIaX1ar5A0REGhAFNUREztAZBTNEREREGrBbb72VV155hZUrVzJw4EDAHHpq5MiRhISEEBISwkMPPeTIf++997Js2TIWLlx4RkGNzMxMAgMDHeuBgYEkJyfX2PcQqY9Ssgp4aNFmftpzFIDBHSK5//K2FJXYyS4oIbughJzCYrILSsgqKCG7wFzOKSghuzQ9u0J62QTOeUU28opspGQVnnRMXy8rkUG+ToEKx3uFtDB/rxqdI0FERBoWBTVERKqpoNjG3DUHeXPlPtLOJJhRVASlQx5w333g7V1HJRYREZHzlpe/2WPCVceupvbt23PBBRfw7rvvMnDgQPbu3ctPP/3EM888A4DNZuOFF15g4cKFHDlyhKKiIgoLC/H3r/4xAIKCgti4caNj3WpVIxOpx2qg/rBsezKPfryF43nF+HpZeeLqjtzYp9k5BRLMYEhp4KOwhKyCYnIKSgj08SQy2AxeBPl4KlghIiK1TkENEZHTOOtgRpniYnjkEXP57rsV1BAREZFzZ7FUawgod3Dbbbdx77338sYbb/Dee+/RqlUrBgwYAMArr7zCzJkzmTFjBl26dCEgIIDJkydTVFR0RsewWq20bt26NoovUvfOof6QV1TCs0t2Mm/tQQA6xQYzc0x3WkcGnuaTp+ftaaVRoA+NAn3OeV8iIiLnQs1XRESqUFBs492f93Pxyz/wzJIdpGUXEhfqx4vXd+GHhwZyY99mGmpKRESknnrjjTdo3rw5vr6+9O3bl7Vlk/JWori4mGeeeYZWrVrh6+tLQkICS5cudcqTnZ3N5MmTiY+Px8/PjwsuuIB169bV9teoF2644QasVitz587lgw8+4NZbb3W05P7ll1+49tpruemmm0hISKBly5b8/vvvLi6xSP209XAmV//7Z+atPYjFAn8d0JJP776wRgIaIiIi7kQ9NURETpCZX8xHGw7z1gk9M+65rDUje2jODBERkfpuwYIFPPDAA7z11lv07duXGTNmMGTIEHbv3k1kZORJ+adNm8bs2bN5++23ad++PcuWLeO6665j1apVdO/eHYDbb7+dbdu28eGHHxIbG8vs2bMZPHgwO3bsIC4urq6/olsJDAxk9OjRTJ06laysLCZOnOjY1qZNGz766CNWrVpFWFgYr776KikpKXTs2LFGy7Bp0yYAcnJySEtLY9OmTXh7e9f4cURcwWY3+N+P+3j1m98psRtEB/vy6g0JXNC6sauLJiIiUisshmEYri7E+SorK4uQkBAyMzMJDg52dXFE5BRsdoOf9x7low2HWbY9maLSSfBqJJiRmwtlE1fm5EBA/RgqQkRE5Fy56/1w37596d27N6+//joAdrudpk2bcu+99/Loo4+elD82NpbHH3+cSZMmOdJGjhyJn58fs2fPJj8/n6CgID7//HOuuuoqR56ePXsybNgwnnvuudOW6VTnqqCggP3799OiRQt8fX3P9mu71OrVq7ngggu48sor+fLLLx3px44d49Zbb2X58uX4+/tz5513cvDgQTIzM/nss88AGDhwIN26dWPGjBmV7nvWrFlMnjyZjIyMKo9f2Rj/8fHx/Pnnn+fwrerG+XD95QydQf0hMSOf+xdsYs3+YwAM6xzNi9d3IdRfQ96KiEj9U936g3pqiEiDti8th483HOaTjUdIzipwpLeLCmLCBc2rN2eGiIiI1BtFRUVs2LCBqVOnOtKsViuDBw9m9erVlX6msLDwpIfJfn5+/PzzzwCUlJRgs9lOmaeyfRYWFjrWs7Kyzur71Bf9+/ensvZ04eHhjuBFVVasWHHK7RMnTnTq/VEZteWT89GSLYk89slWsgpK8Pf24OlrOvGXnk00UbeIiJz3FNQQkQYnq6CYJZuT+GjDITYezHCkh/p7MaJbHKN6NqFTbLAqAyIiIueho0ePYrPZiIqKckqPiopi165dlX5myJAhvPrqq1xyySW0atWK5cuX88knn2Cz2QAICgqif//+PPvss3To0IGoqCjmzZvH6tWrq5y8+sUXX2T69Ok1++VEpEHIKSzhqc+38/HGwwAkNA1l5uhuNG+sHuEiItIwKKghIg2CzW7wS4XhpQpLh5fysFoY2DaCUT2bcFmHSHw8PVxcUhEREXE3M2fO5I477qB9+/ZYLBZatWrFLbfcwrvvvuvI8+GHH3LrrbcSFxeHh4cHPXr0YOzYsWzYsKHSfU6dOpUHHnjAsZ6VlUXTpk1r/buISP224cBx7l+wiYPH8rBa4J5LW3PvoDZ4eah3uYiINBwKaojIee2PtBw+3mgOL5WUWT68VNuoQP7SsynXdo8lMqiWxyb29YUffihfFhEREZdp3LgxHh4epKSkOKWnpKQQHR1d6WciIiL47LPPKCgoID09ndjYWB599FFatmzpyNOqVStWrlxJbm4uWVlZxMTEMHr0aKc8Ffn4+ODj41NzX0xEzh+V1B9KbHbe+GEf//5+Dza7QVyoHzPGdKN383AXFlRERMQ1FNQQkfNOVkExX25J4qMNh9lw4LgjPdTfi2sTYhnVsymd4+pweCkPDxg4sG6OJSIiIqfk7e1Nz549Wb58OSNGjADMicKXL1/OPffcc8rP+vr6EhcXR3FxMR9//DE33HDDSXkCAgIICAjg+PHjLFu2jJdffrk2voaInM9OqD8cOpbH5AWbHHWba7vF8uyIzgT7ermogCIiIq6loIaInBdsdoPV+9JZtOEQS7eVDy9ltcDAdpGM6tmEQRpeSkRERIAHHniACRMm0KtXL/r06cOMGTPIzc3llltuAWD8+PHExcXx4osvArBmzRqOHDlCt27dOHLkCE8//TR2u51HHnnEsc9ly5ZhGAbt2rVj7969PPzww7Rv396xTxGRM2UYBp9tOsITn20np7CEIB9Pnh3RmRHd41xdNBEREZdSUENE6lRadiF/pOVgsxuU2A1K7HZKbAY2u0Gx3cBWul5Stt1mL89rs1NiL81rM/MW2wwKS2ys3J1GYoXhpdpEBvKXXk0Y0S2OyGAXD/lUXAz/93/m8p13gpdaVImIiLjS6NGjSUtL48knnyQ5OZlu3bqxdOlSx+ThBw8exGotH5++oKCAadOm8ccffxAYGMiVV17Jhx9+SGhoqCNPZmYmU6dO5fDhw4SHhzNy5Eief/55vPT/voicqeJi8l9/kyVbEpnauD8lHp70ig/jtdHdaBru7+rSiYiIuJzFMAzD1YU4X2VlZRESEkJmZibBwcGuLo6IyxQU2/hmRwofbzjMT3vSsNfSX50QPy+uSYjlL72a0CUupO6Glzqd3FwIDDSXc3IgIMC15REREakjuh+uvlOdq4KCAvbv30+LFi3w1fxcDY6uf8NzPPU4YVHmXBmdH/yYvw7rwt8GtsJTk4GLiMh5rrr1B/XUEJFaYbcbrD9wnI83HOarrUlkF5Y4tsU38sfX0wMPqwVPDwueVgueVqvzuocVT6sFD6sFL4/SbY7tznk9rFbaRwdxWftIfL00vJSIiIiIiNRPOYUl/PXD9SwsXZ9zex8S2jdxaZlERETcjYIaIlKjDqTn8vHGI3z622EOHct3pMeF+jGyRxzX9WhCi8bqqSAiIiIiIlJRQbGNOz9Yz9YjWY60hKZhLiyRiIiIe1JQQ0TOWWZ+MV9uSeKTjYdZf+C4Iz3Qx5Mru0RzfY8m9GkejtXqJsNBiYiIiIi4SPPmzZk8eTKTJ092dVHEjZTY7Px93m+s2pdOY2/1PhcRETkVDcgoImelxGbn+10pTJq7kd7Pf8djn25l/YHjWC1wSdsIZo7pxrrHB/PyqAT6tWykgIaIiIhIAzRx4kQsFovj1ahRI4YOHcqWLVtq7BhPP/003bp1q1a+imUpe7Vv377GyiJyNux2g0c/2co3O1Lw9rTy+rjuri6SiIiIW1NPDRE5I9sTM/lk4xE+33SEozlFjvS2UYGM7NGEEd3jiArWBIZVyk2H4mNQUgDFeVBc+l7pev4p8uRDST4ERsHQFyGsuau/mYiIiEilhg4dynvvvQdAcnIy06ZN4+qrr+bgwYN1XpZOnTrx3XffOaV5eqpaLK5jGAbPf7WTjzYcxsNq4fWx3enXPMjVxRIREXFrunsTkdNKzSrg802JfLzxMLuSsx3pjQK8uaZbLCN7NKFTbDAWi3pjVKoor3x5RmfwruHzdHgdjJ0PTXrV7H5FRETE/eXmVr3NwwN8fauX12oFP7/T5w0487nRfHx8iI6OBiA6OppHH32Uiy++mLS0NCIiIgA4dOgQDz74IN988w1Wq5WLL76YmTNn0rx5cwBWrFjBI488wvbt2/Hy8qJTp07MnTuXH374genTpwM47kXfe+89Jk6cWGlZPD09HWWpTPPmzbntttvYsWMHixcvJjQ0lMcee4xJkyY58hw8eJB7772X5cuXY7VaGTp0KP/5z3+Iiopy5Pniiy945pln2Lp1K4GBgVx88cV8+umnju15eXnceuutLFq0iLCwMKZNm8add955xudW6r83ftjL//t5PwD/GNmVKzpFn/q3KiIiIgpqiEjlbHaD73amMG/tQX78PQ27YaZ7e1gZ3DGSkT2acEnbCLw8NIrdKaXsgAW3wNjShwSegIc3ePmBlz94+prvXr4V1v3KX55+J6xXyO/hAyv/AclbYNZVcP3b0PEal35dERERqWOBgVVvu/JK+PLL8vXISMjLqzzvgAGwYkX5evPmcPToyfkM42xK6ZCTk8Ps2bNp3bo1jRo1AqC4uJghQ4bQv39/fvrpJzw9PXnuueccw1RZrVZGjBjBHXfcwbx58ygqKmLt2rVYLBZGjx7Ntm3bWLp0qaMHRkhIyDmV8ZVXXuGxxx5j+vTpLFu2jPvuu4+2bdty+eWXY7fbufbaawkMDGTlypWUlJQwadIkRo8ezYrS8/fll19y3XXX8fjjj/PBBx9QVFTEV1995XSMf/3rXzz77LM89thjfPTRR/ztb39jwIABtGvX7pzKLvXLh78e4J/f/A7AE1d3ZFTPJuYGHx9YsqR8WURERJwoqCEiTrILilm4/jCzVu3n0LF8R3qPZqGM7NmEq7vEEuLv5cIS1hOGARveg6VTzWGjejSB696CFgPAWoMT/7UcCB/dCnuWwcLxcMVz0H8SqNeMiIiIuIklS5YQWBp8yc3NJSYmhiVLlmC1mo1jFixYgN1u55133nHqbREaGsqKFSvo1asXmZmZXH311bRq1QqADh06OPYfGBh42h4YZcp6TlR000038dZbbznWL7zwQh599FEA2rZtyy+//MJrr73G5ZdfzvLly9m6dSv79++nadOmAHzwwQd06tSJdevW0bt3b55//nnGjBnj6EECkJCQ4HTMK6+8krvvvhuAKVOm8Nprr/HDDz8oqNGAfL7pCE9+vg2Av1/WmtsualG+0dMTrrrKRSUTERFxfwpqiAgAB9JzmbXqTxatP0xOYQkAof5ejOndjNG9m9Ki8ZkPNdBg5R+HxX+HnYvN9daXw4g3ITCi5o/lEwhj5sLSKbDuHfjmcTi+H4b+Azz0J15EROS8l5NT9TaPExpSpKZWndd6Qu/bP/886yKd6NJLL+XNN98E4Pjx4/z3v/9l2LBhrF27lvj4eDZv3szevXsJCnKeR6CgoIB9+/ZxxRVXMHHiRIYMGcLll1/O4MGDueGGG4iJiTnjsrRr147Fixc7pQUHBzut9+/f/6T1GTNmALBz506aNm3qCGgAdOzYkdDQUHbu3Env3r3ZtGkTd9xxxynL0bVrV8eyxWIhOjqa1FNdHzmv/LArlQcXbsYwYHz/eO6/vK2riyQiIlKv6ImXSANmGAar/0jn3Z//ZPmuFMdoAq0jA7n1whZc1z0OP+8a7FXQEBxcAx/fBpmHwOoFg5+CnnfCvHnm9nHjwKuGe7p4eMKV/4SwFvDNNDO4kXEIRr1rBj3E/RkGFOWaAbH8Y+Z7Xun7iS8s4BMEvsHmu+MV4rzuGww+pXk81LtKROS8dSZzXNRW3tPuKoDWrVs71t955x1CQkJ4++23ee6558jJyaFnz57MmTPnpM+Wzbnx3nvv8fe//52lS5eyYMECpk2bxrfffku/fv3OqCze3t5OZakNfhXnJqmC1wn3gxaLBbvdXltFEjey7s9j3DV7AyV2g2u7xfL08E4nz01YXAxlv4faqD+IiIjUcwpqiDRABcU2Fm9O5N2f9ztN/D2wXQS3XtiCi9s01qTfZ8pug59fgx9eAMNmBhhGvQtxPcyJ/m65xcz3l7/UTqXEYoEL7oHQZvDJHeZwVO8NgxsXQvCZt2KUGpCfYc534hSgKAtYHHdezz8OtqLaK4unb3mAwxH0qBAE8Q4E74AK75Us+5SuewWc3JpXRETkDFgsFqxWK/n55lCnPXr0YMGCBURGRp7Ua6Ki7t270717d6ZOnUr//v2ZO3cu/fr1w9vbG5vNVmPl+/XXX09aLxvuqkOHDhw6dIhDhw45emvs2LGDjIwMOnbsCJi9MJYvX84tZfd/IqW2J2Zy66x1FJbYuax9JP/8SwJWayX1rqKi2q8/iIiI1GMKaog0IKnZBcz+9SBzfj1Aeq75ANXPy4ORPeOYeEELWkeqVf9ZyUqCT++E/T+a613+Ale9araUr2sdr4HgWJg72nyg/s4gGLcIojrVfVkaKsOArYvgq4ehIOPMPuvhDX7h4BcG/qXvfqHlaX5hZr7CbCjMKn2vsFxQMS0binPN/CUF5iu3hoa18PKvIvgRAN5B5qT2AIYdMMx3wyhdLnudsM2xfuJy2TpgsZoBFYsVLB6l71Zznpqy5ZPSyt4tlaSd8NmK20/cp9Wj/HOn+kxsj9oZaq6mHFhl/q3qegOEt3R1aUSkgSgsLCQ5ORkwh596/fXXycnJYfjw4QCMGzeOV155hWuvvZZnnnmGJk2acODAAT755BMeeeQRiouL+b//+z+uueYaYmNj2b17N3v27GH8+PEANG/enP3797Np0yaaNGlCUFAQPlVMrlxSUuIoSxmLxUJUVJRj/ZdffuHll19mxIgRfPvttyxatIgvSydcHzx4MF26dGHcuHHMmDGDkpIS7r77bgYMGECvXr0AeOqppxg0aBCtWrVizJgxlJSU8NVXXzFlypSaPbFSr+w/msuEd9eSXVBCn+bhvHFjD7w81FBERETkbCioIdIAbDuSybu/7OeLzYkU28wxpmJDfBl/QXPG9G5KqL+3i0tYj/3+DXx2F+Slmw96r/wndLvRtRN1N+kFt38Hc2+Ao7/D/xsCN7wPrQe5rkwNRXYyLLkfdn9lrgfHQUjTCgGKsBMCFmHOQQwv/5r9t2MrgaIKQQ5H0OOE96JcKMox3wtznNcdr+zy4EJxnvnKTau5sp4vvPyh391w4d/N3jDuIu13+O6p8n+bK1+GhLFwyUMQ3uLUnxUROUdLly51zH8RFBRE+/btWbRoEQMHDgTA39+fH3/8kSlTpnD99deTnZ1NXFwcgwYNIjg4mPz8fHbt2sX7779Peno6MTExTJo0ib/+9a8AjBw5kk8++YRLL72UjIwM3nvvPSZOnFhpWbZv337SXBw+Pj4UFBQ41h988EHWr1/P9OnTCQ4O5tVXX2XIkCGAGQD5/PPPuffee7nkkkuwWq0MHTqU//znP47PDxw4kEWLFvHss8/y0ksvERwczCWXXFJTp1PqoaTMfG56Zw1Hc4roGBPMOxN7aZhfERGRc2AxjLJR9KWmZWVlERISQmZm5im7UYvUBpvd4NsdKbz7y37W7j/mSO8ZH8atF7ZgSKcoPNUy6OyVFMJ30+HXN8z16C4w6j1o3ObkvLm5EFjaCyYnp0bHqD6l/OOw4Gb48yezFfnVr0LPiXVz7IbGMGDLQvj6EbN3htULBk6BCyefP/NZGIbZ2+PEgIcjKFIhvTgPsJgBGou1wnLFdesp1jl5O5T26qjwsttKl20V0uzOaU55jArrpWlO62X5T/xsVdsM530UZED6XrOsfuFmwKD37eBZeWvhOpGTCitehA3vm2W1eEBMV0j8zdxu8YBuY+FiBTekduh+uPpOda4KCgrYv38/LVq0wNfX10UlbBiaN2/O5MmTmTx5squL4qDrX78dyy3ihv+tZm9qDi0bB7Dwrv40DjzNvYGr6g8iIiIuVt36g3pqiNS1/OOw/VPYvRRC4qDrGGjap8ZaZ2cVFLNw3SFmrfqTw8fNcYo9rRau6hrDLRe2oFvT0Bo5ToOWvg8+ugWSNpvrfe+CwdPBy80qmX5hcNMnsPhe2DIfvrgPjv8Jlz2pORFqUlaS2Tvj96/N9ZgEGPHm+Tfkl8ViDivl5QcBjV1dGvdkGLDrS1g+3ewltewx+PUtuPQxc7gnax22yCzKhdVvwC8zzWATQLsrYfDTENEODq2DlS/B3u/gt9mweX55z42w5nVXThERkfNYTmEJt7y3lr2pOcSE+PLBbX1OH9AQERGR03L5U6033niD5s2b4+vrS9++fVm7dm2VeYuLi3nmmWdo1aoVvr6+JCQksHTpUqc82dnZTJ48mfj4ePz8/LjgggtYt26dUx6LxVLp65VXXnHkad68+UnbX3rppZr98tJwlBSZD7oW3Az/bGs+AN2zDNa/C+9eAf/uDiv+Acf2n9XuU7ML+G5HCk99vo3+LyznuS93cvh4PqH+Xky6tBU/T7mMmWO6K6BREzYvgP9dYgY0/MJgzDwY9g/3C2iU8fSG696CgVPN9Z9fg49vg+KCU39OTs8wYNM8+G9fM6Bh9YLLnoDbl59/AQ2pHosFOlwNf1sN1/wHgmIh86A5RN1bF8Pvy0rnFqlFdhts/AD+0xN+eN4MaMT2gIlfwth5ZkADoGlvuOljuO1baDUI7CXw24fm5xbfawZARURE5KwVFNu484P1bD6cSZi/Fx/e1ocmYf6uLpaIiMh5waXDTy1YsIDx48fz1ltv0bdvX2bMmMGiRYvYvXs3kZGRJ+WfMmUKs2fP5u2336Z9+/YsW7aMBx54gFWrVtG9e3cARo8ezbZt23jzzTeJjY1l9uzZvPbaa+zYsYO4uDiAkyaG+/rrr7ntttvYu3cvLVuak2Y2b96c2267jTvuuMORLygoiIAz6Pap7vYNnGHAkY1mC/mtH0F++RBQRHWGztfD0b2w4/PyyXwBmvWHhDHQcYQ5QfAJsgqK2Xo4k82HM9hyKJMthzNIzHR+QN0mMpBbL2rBiG5xGqu1phTmwFcPweZ55nr8hXD922Zvm9Nxl+7jm+aZDyvtxdC0H4yZCwGNXFOW+i4rCZZMht9LA+ux3eHa/0JUR5cWS9xMcT6s+R/8/CoUZJpp8ReaPbua9q7ZYxmG2evi2ychdYeZFtoMBj0Fna4/fe+sQ2vNYar2fW+uWz3N+YEufgjC4mu2rNKg6H64+jT8lFRF17/+KbHZuXvORr7ZkUKAtwfz7uxH1yah1d+Bu9QfRERE6lh16w8uDWr07duX3r178/rrrwNgt9tp2rQp9957L48++uhJ+WNjY3n88ceZNGmSI23kyJH4+fkxe/Zs8vPzCQoK4vPPP+eqq65y5OnZsyfDhg3jueeeq7QcI0aMIDs7m+XLlzvSamIsVVXiGqiMg+bY+pvnQ/qe8vTAKOjyFzNgEd2lPL0oF3YuMYMff6won4jXwwdb22HsjxvOz0ZXNifmsflwBn+k5XIiiwVaRQSS0CSUEd1juah1YyyunKj6fJO4CT66FY7tM8f3H/CoOURLdYeSKSmBTz81l6+7DjxdOPLf/p9gwTjzAWt4Sxj3ETRq5bry1DeGYQa2lj5qnkMPbxj4KFxwH3hoREepQv5xs5fUr2+BrdBMa3+1GXCIaHvu+0/aDN88AftXmuu+oXDJw9DnjjOfz+PgGnNYKqfgxji4+EEFN+Ss6H64+hTUkKro+tcvdrvBIx9v4aMNh/H2tDLrlt5c0OoMh+50p/qDiIhIHXL7OTWKiorYsGEDU6dOdaRZrVYGDx7M6tWrK/1MYWHhSTdxfn5+/PzzzwCUlJRgs9lOmedEKSkpfPnll7z//vsnbXvppZd49tlnadasGTfeeCP3338/nqe4mSgsLKSwsNCxnpWVVWVeOc8UZJk9LrYsMCdlLuPpZw5FkjAGWgys/KGndwAkjKak81/Yv38PuevnE73/U6IL9+Ox8zNa7/yMUCMYu+0CfrddDDSnSZg/CU1C6dokhK5NQukcF0yQ73kyGfGZyk2Hjyaak+EGRkFQDARFQWB0hffSl/cZtnAyDFjzltny2VYEwXFm74zmF57Zfjw94S9/ObPP1JYWF5vDzcwZBcf+gHcGmUNoxfd3dcncX1aiOS/Jnm/M9dgeMOK/ENnBteUS9+cXBpc/A33uNHtDbJoLu5bA7q+g+81mYCw49sz3m3EIvn/O/L8Hwwyy9bnTDLr6hZ1dWZv1hZs/hYO/woqX4I8fYOP7sGkOdL/JDG6ENju7fYvIOXNhezRxIV33+sMwDJ7/aicfbTiMh9XC62O7n3lAA9yr/iAiIuKGXBbUOHr0KDabjaioKKf0qKgodu3aVelnhgwZwquvvsoll1xCq1atWL58OZ988gk2mw0wh4fq378/zz77LB06dCAqKop58+axevVqWrduXek+33//fYKCgrj++uud0v/+97/To0cPwsPDWbVqFVOnTiUpKYlXX321yu/04osvMn369DM5DVKf2UrMhz2b55nzZZSUDQFlMR8cdx0DHa8Bn6BKP34kI5/1fx5jc+kQUtsSMykotgO9gJ50shzgOo+fuM5zFY0tmdzquZRbPZdS0qg9nt3HQJcbqjf00fmsuADmj4VDa8z1tMr/djh4B5mBjqCY0gBIdPl7UHR5IMQnGPKOwed3lw8v1O4quPZ18A+v3e9UFyLamfM+zBsDRzbAB9eYE1t3GVU7x7PbzB4u9bX3kGGYD6GXToXC0t4Zlz4G/e9V7ww5MyFN4No3zH87y5+B3V+aAYMtC6Df3+DCyZUOO3iSgkz46VX49c3ynh+dR8GgJ2puku9m/WD8Z6XBjRfNnoQbZsFvc6D7OAU3ROqYl5fZeCUvLw8/Pz8Xl0bqWl5eHlD+70Dc1xs/7OX//WzOk/iPkV25olO0i0skIiJyfnLZ8FOJiYnExcWxatUq+vcvbyH8yCOPsHLlStasWXPSZ9LS0rjjjjv44osvsFgstGrVisGDB/Puu++Sn58PwL59+7j11lv58ccf8fDwoEePHrRt25YNGzawc+fOk/bZvn17Lr/8cv7zn/+csrzvvvsuf/3rX8nJycHHp/KhHCrrqdG0aVN1tz+fGAYkbzWHltq6CHJTy7c1bmv2yOhyA4Q2rXIX+4/m8tq3v/PFlsST5osN9PGkS1wIXZuGOHpixAV7YdlXGjzZ/ZVz8KTlAEgYaw5j4hNY89/Xndnt5oTX2z8BnxC45t/muclOhpwU8z07GXKSITvFed6S0/H0M4eWKsoBDx8Y8jz0vv3sH8q7a/fxojz45A6zxTiYk1xf/GD1v6dhmA9Xs5PMXgzZSeZcE9mJzu+5aWYwKCYBortCTFeI6QZhLU4/zr+rZR4xe2fs/dZcj+1hBoAi27u2XHJ+OLgGvnsKDpb2UPUNNX+Dfe4Er0qGFykpgvXvwsp/lM/TFH8RXPEMxPWs3bIeWG0OS/XHCnPd6lWh50bV/+eJaPip6jvduUpKSiIjI4PIyEj8/f011GgDYBgGeXl5pKamEhoaSkxMjKuLJKfw4eo/eeLz7QA8eXVHbr2oxdnvzF3rDyIiIrXM7efUKCoqwt/fn48++ogRI0Y40idMmEBGRgaff/55lZ8tKCggPT2d2NhYHn30UZYsWcL27dud8uTm5pKVlUVMTAyjR48mJyeHL7/80inPTz/9xCWXXMKmTZtISEg4ZXm3b99O586d2bVrF+3atavWd1Ql7jxht8HxP80Hv5vnl0/ACuDfyGwdmzDGnCj4FJXLxIx8/r18D4s2HMZmN392CU1D6VY6hFRC0xBaNg7Eaj1FBbUg0xzmavN8OPBLebpXAHQYbpaj5cD62yL+THz3tDlGvdULbv4EWlxy6vyF2RUCHWVBj6Ty5bL3wgrDxjVqA395z3kOlLPhzhP92W3m8FqrzbmN6H4zXP2auZyTUnmQomIQozjv7I/tHWSe25iu5QGPiHbg4QatEA0DfpsNyx4z/02od4bUFsMwe4R9Nx3SShtfBMeZ/94SxpoBVsMw//Yvn24OGwdmIP3yZ6Dt0Lr9m39glTksVdn8HVYv6HGzGfj1DTEDwZ7e5m/Gw8f9A5dS63Q/XH2nO1eGYZCcnExGRkbdF05cKjQ0lOjoaAWy3NSOxCwWbTjErFV/Yhjw90FteODyc5wzy53rDyIiIrXI7YMaYE4U3qdPH0cvCbvdTrNmzbjnnnsqnSj8RMXFxXTo0IEbbriBF154odI8x48fp0WLFrz88svceeedTtsmTpzItm3bWL9+/WmPNWfOHMaPH8/Ro0cJC6veONWqxNUzJYWQvg+O7oa038vf0/dU6B2B+aCm3ZVmAKH14NM+gE3LLuSNH/Yyd81BimzmJOCXtY/kwSva0ik25OzLe/zP0gnJ55U/5AJzMvIRb53fD17XvwdLJpvLI96CbmNrbt9FeWbvjoJMiOx45pPsVqY+VErWvg1fP2JOVO8TbAaBqOZ/D76h5nwAQTEQHANBsc7vgVFmj4fkzeaExklbIGV7+bA5FXn4QFTHCr06upnrXnU41Ebm4dLeGd+Z63E94dr/qneG1C67zRyG6vvnIeuwmRbRAfreCZvmweG1ZlpAJFw6FbqPd+3f+RODG1WxepYGOEpfnj4VlksDH47lE/JYPUp3YikN3FgqBHBOTCtNrzKt9N3DBzx9zWNU9e7lV0l6hWVHuaQ6dD9cfdU9VzabjeLi4josmbiSl5cXHh76u+NuUrMLWLwpkY83HmFnUnmjqAn943n6mk7nHoCqD/UHERGRWlAvghoLFixgwoQJ/O9//6NPnz7MmDGDhQsXsmvXLqKiohg/fjxxcXG8+OKLAKxZs4YjR47QrVs3jhw5wtNPP83+/fvZuHEjoaGhACxbtgzDMGjXrh179+7l4YcfxtfXl59++slpDNKyXhz/+te/uOuuu5zKtXr1atasWcOll15KUFAQq1ev5v7772fYsGGVTiheFVXi3FRhDhz93Xyl7SoPYBzbD4at8s94+EBcD+g6GjqNqNYErJl5xfzvx32898uf5Beb++3XMpyHh7SjZ3wNzstgGHB4PWyeCxs/BHsxdLgGRv4/8yHR+WbPdzD3BvNaDZxqTrDr7upLpWT3Uvjo1vKhuqyepROvVxGsKNvm7X/mx7IVm7/BpC1moCN5i7lclH1yXouH2YMjurRHR0xXiOpstgqvyRaLhgG/fQjLHi/tneEDlz0O/Sad30FCcS/FBbDubfjpX5B/vDzdyx8uuNd8VTFXk0v8+Qv8+LL5/1BJofl/0PnO6lke5PDwMYMcFkvp3EFVvU7YTmX5S9PADDDbbeb/dfaSCsv2s097+A8IaFTnp0v3w9WncyXi3gqKbXy7I4WPNx7mpz1HHb3vvT2sDOoQyaieTbisfWTN9KipL/UHERGRGlbde2KXPqUZPXo0aWlpPPnkkyQnJ9OtWzeWLl3qmDz84MGDWCsMW1BQUMC0adP4448/CAwM5Morr+TDDz90BDQAMjMzmTp1KocPHyY8PJyRI0fy/PPPnzSp2vz58zEMg7FjT27h7ePjw/z583n66acpLCykRYsW3H///TzwwAO1cyKkduQdKw1a7C4NYOw2X2UtYCvjHQQRbSGivTm0R0Q78z2sebVbZuYWlvDeL/v5349/kF1QApjDTD18RTsubN2o5ruNWyzQtLf5ajMEFt4MOxeb7395v/Jx2eur5K2waIL5cCZhLAyY4uoSnV/aDYUHtsPxA2bPC//GtTd0jIcXRHUyX2U9bex2OL7fOciRtBnyjprDvqXugC3zK+zEUtpy2ueE1tcV08rSvZ0fQnr6OLfE9vCBPd/AvuXmruN6wYj/mn8DROqSl68ZuOh+M/wy05ykvu0VMPAxM5jobppfCM0rDBlqt5uBjZJCM3hpKwRbkTkfiNNy6auksHy54npJoflgH6O005hB+URUZcsV3qF6abZis/dlSWH5e3G+83pl7xWDNfYSc86lopzaPLM1r6qGGyIiUiXDMFh/4DgfbzjMl1uSyC4scWzr3iyUkT2acHXXGEL9z8PGZCIiIm7MpT01zndqbeUCJUXmmOOb55sPQqsSEAGN250cwAiKOeuW3wXFNuasOch/f9hLem4RAO2ignhoSDsGd6ihFjvVsXc5zL/RfAjT6jIYPefsWtK7m8wj8M5gc16H5hfDTZ/Un54oaml19gzDnLujbNiqsoBH5qHaOZ6HD1w2DfpP0hAzIlLObqsQ6ChwDngYdvNvldN7Za9TbauQB8PssWH1MHuFWDxKe4OUvjste5bntZSuWz0q/7x/I5f8XdP9cPXpXIm4jwPpuXyy8Qif/naEg8fK55CLC/Xj+h5xXNc9jpYRgbVXANUfRESkgaoXPTVEalROKiycAAdXlaeFNDMDFycGMPxrbvinYpudResP85/v95CUac690byRP/df3pbhXWNPPfF3bWg9CMZ9BHNHw77vzaGablwA3vX4Rrgw2/w+2YnmNRw9u/4ENOTcWCxmr5HgWGg3rDy9MNuc/6SkoLRVd4EZ1Cx72OhIKyx/2QqrSCtN9w6AC+4z/1aIiFRk9TAbCJwPjQRERKRSmfnFfLU1iY83HGb9gfIhIAO8PbiySwzX92hC3xbhdV+/ExERkZMoqCHnhyMbYcFNkHXEnOT4mn9Dmytq9UG+zW7wxeZEXvvudw6km613YkJ8uW9QG0b2bIKXRy0N21MdLS6Gmz+B2aPgz59g9ki4cSH41sNWf7YSWDQRUraaE+TeuBD8Ql1dKnE1nyD3mldAREREROqdEpudn/Yc5aONh/l2RwpFJXYArBa4sHVjRvZowpBO0fh5qweviIiIO1FQQ+q/TfPgi/vMFteN2sDYedC4Ta0dzjAMlm1P4dVvd/N7ijmeduNAb+4e2Job+zbD18tNbnib9YPxn8Ps6+DgavhwBNz0cbUmOXcbhgFfPQh7vwNPP7hxPoTFu7pUZ87bG957r3xZRERERERcothmZ1dSNp9tOsLnmxI5mlPo2NYmMpCRPZswolsc0SEunJtQ9Qf3Yys25+pM3moOi5u8xRzmscso6DgCfGpxODIRETmJ5tSoRRoXt5bZSuDbJ+DX/5rrbYfB9f8D35BaOZxhGPy05yj/+mY3mw9nAhDs68lfB7Ri4gXNCfBx0xhh4ib48DrIPwbRXc1ARw0Ov1Wrfp4B3z0FWGDMHGh/latLJCIiImdA98PVp3MlUrMy84rZdzSHfak57EvLZV9aDvvScjiYnkeJvfwxSHiAN9ckxDKqZxM6xQbX3VyI4r4KcyBlW2kAY7P5nrrTbEhZGa8A6DQCuo2D+AvOep5OERHRnBpyvstNh48mwv4fzfUBU2DAo2CtnSGfNh48zj++3sWa/ccA8Pf24JYLm3Pnxa0I8feqlWPWmNhuMHEJfHCt2Zpk1tVmYCMwwtUlO7Vtn5QGNIChLymgISIiIiIiTux2gyMZ+aUBi9LARWkQo2IPjBP5e3swoG0EI3s0YUC7CNcOHSyulZNa2vNic3kvjGN/AJW0//UOguguENPVfM9Ohk1zzPyb5pivsBbQfRwkjIWQJnX+dUREGgr11KhFam1VS5K2wPxxkHkQvAPhuregw/BaOVRRiZ1Xv/2d//24D8MAbw8r4/o14+6BrYkI8qmVY9aatN/h/eGQk2xOlj5+MQTHuLpUlTv4K7x/jdkSpu/fYNhLri7RuSkpgWXLzOUhQ8BT8WQREWkYdD9cfTpXIlXLKyrhD0dvi/Lgxf6juRSWzoNRmehgX1pFBtAqIrD8FRlAdLCve/fIUP2h5tntcHy/2dAvaYsZwEjeAjkplecPijUDFxWDGKHNT25IaRhm/XXTbNj+GRTllG6wQKtLzd4b7a8GLxcOZyYiciYMA2xF4Oma557VvSdWUKMWqWJSC7Z+BJ/fAyX5EN4SxsyFyA61cqh9aTncN/83th3JAuD6HnE8dEU7YkP9auV4dSJ9nxksyDpsnr8JX7hf65H0ffDOYHO4rHZXwegPweom85ScrdxcCCwdYzUnBwJqbwJ7ERERd6L74erTuRI52a9/pDP9ix3sTMqqMo+3h5UWjQNoFRlAy8aBjiBGy4hAAt11iODTUf2h5uQehR+ehy2LoCi7kgwWc07O6C7mcM0xXSGqy9mNbFCYAzsXw29z4MDP5em+IdB5lNmDI7aHhqeShm3f9/DDixAQAYOfgoh2ri6RVHRkAyydCk16w5DnXVIEBTXcgComNchug+XT4ZeZ5nrrwTDynVqZ9NowDOauPcizS3ZQUGwn1N+Ll67vwtDObtqr4UwdP2D22Mg4AKHNzMBGWHNXl8qUmw7/b7DZfTe2O0z8ErzPgxt4VUpERKSB0v1w9elciZTLKSzhpa93MvvXg4608ABvWkUEOPW4aBURSJMwfzys59lDYtUfzl1JEax7G1b8AwrNOTHx9IWoTuUBjOiuENWxduqcx/6ATfNg01yzUWGZiA5mcKPraAiMrPnjiriro3vhm2nw+9flaRYP6H07DHy0/sz9er7KSoTlz8Dmeea6bwhM3ga+dX9PqqCGG1DFpIbkHYOPbzOjuQAX3Q+XPVErrffTcwqZ8vFWvttpdkG9sHUj/vWXbkSHnGddRTMPmz02ju2D4DgzsNGolWvLVFxgzvtx6FcIaQa3fwdBUa4tU01RpURERBoo3Q9Xn86ViGnl72k89slWjmTkAzC2TzMeuLxt/Rv+91yo/nBufv8Glk2F9L3menRXuOI5iL8QPOq4947dBvtXmsGNnV9ASYGZbvWENleYw1O1HQIebj5Xp8jZyj8OK1+Btf8De4n5b7/XreZzqd1fmXl8Q2HgVOh9m34Lda0oD1a/Dj+/BsV5ZlrCjTDoSZcNWa+ghhtQxaQGpOyA+TeaY196+cO1b0Dn62vlUD/+nsaDizaTll2It4eVh4e047aLWmA931r9lMlONgMbR3dDYDRMWOy6bn92uxm42v4J+ITAbd9AZHvXlKU2qFIiIiINlO6Hq0/nShq6zLxinv1yBx9tMFu1Nw334x/Xd+WC1o1dXDIXUP3h7KTthmWPwd7vzPWACPPBXLdx7jGkcX6GWef9bbY5xEsZ/8Zmz43u48yeJCLnA1sJbHgPfnjBHF4coM0QM8AY0dZc/2MFLH0MUreb643amEMetblCw7TVNsOAbR/Dt0+V9yZr2g+GvgBxPV1aNAU13IAqJudox2L49C4ozjWHSRoz1+wmWsMKim28vHQ37/6yH4DWkYHMHNONTrEhNX4st5OTZvaOSN1u3kiN/xyiO9d9Ob572owKW73gpo+h5YC6L0NtUqVEREQaKN0PV5/OlTRk32xP5vHPtpGWXYjFAhMvaM7DQ9rh711P58Q4V+5efyjOh7RdZiPE9D3mg8iO14BPkGvKk3/cHGZq3dulLcG9oN/f4JKHXTJ0SrWk7jInF9+8AHJTy9PDWpRPTB6dYL4HResBr9Qve7+DZY+bfycAItqbwYrWg0/Oa7fBxg/g++cg76iZ1uoyGPJCrc2he0q2EnOkmE2zYd8K82+KxQIWK2ApX3ZKq2yd0vcT8viFQ+eR0GWU64bcOrwelj4Kh9eZ6yHN4PLp0Ok6t/hbo6CGG1DF5CzZ7eZEXj/901xvMQD+MqtWfuy7k7O5b/5v7Eo2Jwwb3z+eqcM64OftBq046kreMfhwBCRtNucoufkziO1Wd8ffMAu+uM9cHvEmdLux7o5dV9y9UiIiIlJLdD9cfTpX0hCl5xTy1OLtLNmSBEDLiABeGdWVnvENfGx1d6k/2O2QeRBStpsBjJRtkLrDHNbJsDvn9fKHDsMhYYxZh6+LnhG2Etg4C75/vrwleLsrzZbgrh5eubpsxeYD4N9mw+9LzQeoJwqIKJ0DpEtpwKMrhLcCq7XuyytyKmm/wzePw55vzHW/cLjscegx8fRDvxVkwo//hF/fBHuxGQTodSsMfAwCGtV60Tm6x/wdbp4POcm1fzwPb2h/FXS7CVpdWjd/MzMPw3fTYetCc90rAC5+APpPAi+/2j9+NSmo4QZUMTkLBZnw8R2wZ5m53v8eGDy9xse9NAyDWav+5MWvd1FUYqdxoDcvj+rKZe3PkzkczlR+BsweCUfWm8M/3fwJNOlV+8fd+x3MuQEMGwx4FC6dWvvHdAV3qZSIiIjUMd0PV5/OlTQkhmHwxZYknl68nWO5RXhYLdx5SUvuG9QGX68G1MCsKq6oP+RnmAGLlO3lr9QdUJRTeX7/RuZQSeEt4c+fy+evAAiKga43mOOy19awwn+shKVTy4etiWgPQ180W3jXV/nHIXETJG+B5K2QtMXsCXNiAAnMh5HRnStMet4FIjuC13k2H6jUD3nHYOU/YO3b5vMdqyf0vcvsLeUXemb7OvYHfPukOQcNmM+oBjwCfe4ET++aLXdBFmz/FDbNgUNrytP9ws0h4br+xVwu+w0adnPYJsMOGKdYN6renrzN7AWSvLX8eEGx0G2sOVRebQRki/Jg1b/h5xlQkg9YzGMNesLsCeZmFNRwA6qYnKG032H+WPNmyNMXhv8bEkbX+GFSswt4eNEWVv6eBsCl7SJ4eVRCw5p4rjKF2TDnL3BwNXgHwbhFEN+/9o6XvBXeHQZF2dB1DFz3llt0c6sVxcXwf/9nLt95J3hp4isREWkYdD9cfTpX0lCkZBXw+Kfb+G5nCgDto4N4ZVQCXZo0gOF/q6s26w+2YrNFcsp2MyBQ1gujbEz1E3l4m3MvRnU2H5pHdTKXAyPL62+GYc4RsXkebP0ICjLKPx/TDRLGmkOtBNTA/CjH/oBvnoBdS8x131C49HGzRXddTwJeF4ryzOBS0mazDp28xbxmZROOV2T1hMbtKvTo6GK+fPR/So1xh7lZ3ImtGNb9P1jxYvnvvt2VcPmz0Lj1ue17/0+wbGr5w//wlnDF89Bu2Lk9O7Lb4cAvZq+MnYvLJ8e2WKH15dD9Jmg7tOYDKCdK2mIGU7YsMAOaZZpdYM6v03EE+ASe2zHsdtj2kTnke9aR8v0PfQFiu5/bvmuRghpuQBWTM7D7a7OHRlE2BDeBMbNr5Qf23Y4UHvl4C8dyi/DxtPL4VR24uV88lvP1YfqZKsqFeWNg/49m9+Gx82tnfousRHh7EGQnQvOL4aZPav8/DBEREalzuh+uPp0rOd8ZhsGiDYd5dskOsgtK8PKwcM+lbfjbwFZ4e2oYnVpRkFX+ILys5X/aLnNol8qENIOossBFJ4jsZLYa9jiDoEpJIfy+zBzCZc+y8uGUrJ7m5L8JY0ofGJ5ho8LC7NKhaf4LtiKweEDv22DgVNeNS+8qthKzMWjyFvOVVPpe8cGo1I6gGLNnjCNo1BXCmp+/DTSrYhiw51tY9pjZmwjMvxdDX4CWA2vuOHab+eB/+bPlc8+0GGDOt3Gm88FmHIRN88z9ZRwoT2/c1uy1kDDGNb0WSgrNZ6K/zYZ9y8t7hXgFmHNcdB8Hzfqf+b+xQ+vMeTOOrDfXQ5uZwaaO17r9v1cFNdyAKibVYLebc2f88Ly5Hn8h/OV9CIyo0cPkF9l4/qsdzP71IGC2Bvr32O60jXLRRGburDgfFtxkDg3l6Quj55hdeC2WmvnDV5ht9tBI2Wq2IrltmTmXh4iIiJx3dD9cfTpXcj47fDyPqZ9s5ac95iSwCU1CeHlUAu2iVR+rEYYB2cmlAYzN5Q+5j/9ZeX7voNLARYWeF5EdwLeGe8vkHoVtH5s9OBJ/K0/3DTUnyk0Yaw57fKp6pt1ufn75dMgxe/fQ8lJzqClXTCLsrgzDbImdtKVCIGuL+SBXapdPcHmAo2zOk4h2ZxYMrE9Sd5qTgO9bbq77N4bLpkGP8bXXk6UgC35+FVb/F2yFZq+KHuPh0mmnfn5YnA87l5jDPf2xEih9BO4dBJ2vN3tlNOntPg/5sxLNgPBvs+HYvvL08JalgZexEBJ36n1kHjZ7ZmxdZK57B8LFD0K/u+vN8HQKargBVUyq4ZtpsOo/5nLvO8wbkxr+w7/tSCb3zf+NfWm5ANxxcQseGtIOH091G6xSSSEsnAC/f13JxtLghsV6+mVHWtmy1WxVU5hlTnZ2+3IIi6/Lb+YaNhv89JO5fPHF4KF/eyIi0jDofrj6dK7kfGS3G8xZc4CXvt5FbpENb08rD17eltsuaoGnh3pnVOlU9Qe73RyCKXlzee+L5C2Qm1b5vkKaOk8yHdXZbLFb1w/xUneZwYktC80e+2UatTZbSHcdbZarooO/mi2NywIi4S3NFtpth7rPQ0h3V5hj1sHl3Nlt5oPmst9c8hbzAX9l59fD2wy6RXctD3ZEdT734YRcKTcdVrwA698z583w8IZ+fzMfmNd0QLQqx/+Eb5+CHZ+Z6z7BcMlD5vwdZb2/DAOObITfPoRtn0BhZvnnm19sBjI6XAPe/nVT5rNhGOYcH799CNs/K5/byGI1Gx13G2dOMl6xx1tRLvwyE375d/m8Gd1vgsuegKD6NX+wghpuQBWT09j/E7x/tbl89QzodUuN7t5uN3jn5z94Zdluim0GkUE+/OuGBC5uU7O9QM5bJUXw+STYurDm9+0TAuM/hbieNb9vd6SJwkVEpIHS/XD16VzJ+ebPo7k88vEW1u4/BkCv+DD+MaorrSLq8UO9ulKx/rBnFWTtKW+Bn7Kt8sm7LVZzGJWKAYzoru43NJPdZg53vHm+83j2YD5wTBhjtpxe+bI5FjyYraoHPAJ9/3rmw1aJ1KaSIjj6e4VhwLaar4oP0h0sZmCu7LcZ3dXsKeXOD9fBHA5p01xY8Y/y79VhOFz+jPl9XOHAKjPgmbTZXA9rbj68z0o0h5dK21WeN6SpGQToNtbMV98U5ph/K3+bbc4FUsY3FLreYH63tF1m74zsJHNb/IVmo/GYBFeU+JwpqOEGVDE5hcJsePMCsytkjwlwzb9rdPdJmfk8uHAzq/alAzCkUxQvXd+VsADN23DGCjLNMTsNO2CYEeOKy5Sun7TMCekVPhfSFHwb0G9CQQ0REWmgdD9cfTpXUqXUnWZr0yMb4LLH3b5hkM1u8O7P+/nXt7spKLbj7+3BlKHtublfPFarWtdXS1YGhJQO0Ts1CLxPOG+evubD0IrD3UR2dP+HoycqzIadX5g9OPb/hGNoGAcL9LjZfFgZGOmKEoqcOcMwexScOJ9NxR5K9VV0FxjyIrS42NUlMXutbZkP302HnGTnbZ6+Zm+M7uOg+SVgPU96BqbvMwNMm+eVT/xdUWg8XPGcGXSqx73ZFNRwA6qYnMLiv8PG983upX9bBT41N5bqD7tSmbxgE5n5xfh5efDU8I6M7t1Uk4GL6yioISIiDZTuh6tP50qcpO8zAxnbPoa0neXpEe3hrl/Aw9N1ZatEQbGNlKwCDqTn8eq3v7PpUAYAF7ZuxEvXd6VpeD172O5KJUUwZwJMnG+uT28C8d1KAxgJ5kPFRm3c7t/AOcs4BFsWmA/r0vdCswtg2Ev1tqWxyElyjzpP7J68FY7u4eRgnhsKioFLHzN7BdTWvBlnqzAHfpkBG2aZD/W7j4NO14NfqIsLVovsNvjjB/htDuz60hwKrGwYrnoyb8apKKjhBlQxqcLv38DcvwAWmLgEml9UY7vel5bDVf/+/+zdeXhU5dnH8d9MtglZQSAhkS0B2USiIBFrUWs0GBdEVLQoGBQVpVZSQVBExCIuJUWRivoWpeCCLYhWaxBTsVIQkEVRFhEUJJCwJRmyZ5b3j8lMTEmGJExysnw/13WunMw855l7Ut7XeeY+93N/oZJyh847O0LzRiUojvJmGI2kBgCgleLzcO3xt4Jyf5K+e8+VzMj+pvJxc4DUI8m1v3bxCenaP0uDxjVaWKU2u7LzS3Q4v0SH84tdP/Mqf8/OL9Hxwqp7yocF+Wv6tX10yyBuLqsTW6n09zul7R9Jc066Hjt5snIt0Ro4na7dAiwRzfpOY6BWPLtiNHF+AfzfY1NVViSZ/SX/lrMzTW0/E7ew1D6avKIT0ge/c51fdL9PExrldocmLdumknKHftXjLL2ROlgBNJ8DAAAA0FTlZ7kann673LW9lJvJT4q/3HW3ae9rXHecbnhF+niK9NnT0rk3+WQ711KbXTn5pZXJil8mLioSFscKatdk2BJgVkxEsAZ0jtSUYb3UKSL4jONrVcpLpGW3Sz+sdm2dooqkRmv7ItFkatl3WAO/1NIqrtD4mtu2gz7E//Wgcf1rsmuvu/bnSFc87tOp5336vb45mK+I4ADNvTmBhAYAAACApudkjrTjfem7FdKB9ZWPm8yum7763ejaCzzkrKrXDRonbXzVtTXPf+dJV8yodwhHTpboyQ926F/fHlZt9m4I8jcrJjJY0eEWdYq0qFOERZ0ighUTaVF0uOtnRHAAVRn1VVYkvfNb13Yi/sHSDa9LT6UYHRUAAE0WSQ00nu/ek779h+uuoxsWSgG+u3Nn448n9Jc1eyVJc27sr+iI5r+HHAAAAIAWovC4tPMDV0XG/v9W3W6kyxBXIqPvcCksquY5/AKkK2e5vvxev8CV5Ig4u05hOJ1O/WPzQT314Q5ZS2ySXAkLd5KiU4QraREdEayYCIuiIyyKiQhWZBsSFg2mtEB6+1bppy+kgBBp9LtSh/ONjgoAgCaNpAYax8kc6cM01/mv06SzB/psamtJuSYt2yanU7pp4NlK6d/JZ3MDPhEQID33XOU5AAAAWr7iPGnXh64eGfvWSE575XOxg6Rzb5T63iBFxNZ+zl4pUtdLpP1rpcxZ0o2v1vrSn08U6dH3tuuLPcckSf1jIzTnxv7qFxNOwsIopSelN292VewEhkm3/0PqcpFUVsb6AQAAL0hqoOE5ndKHD7ma2kX3l4ZO8en0T7z/nbLyitWlXRvNvL6fT+cGfCIwUJo82egoAAAA0BjKCqUPHnRVZth/0Y8i+jxXIqPfCKltt/rNbTJJyX+UXr1M+maZlHifFHuB10vsDqf+tv4nPb9qt4rK7AryNyvtynN01yXd5c+WvcYpyZeWjpQObpKCIqQ7VkhnD3I9x/oBAACvSGqg4W17S9r9L8kcII14RfIP9NnUH3x9SO9tzZLZJP15VIJCg/gnDQAAAMBAGxa6tt2VpA59pHNHuhIZ7Xv4Zv6Y86XzbpW+eUf6ZLp050c1NpP+4chJPbJ8uzbvz5UkDe7eTs/c2F9xHUJ9EwvqpzhXWjJCOrRVskRKY1a6/ncFAAC1wjfAaFh5P0sZU13nlz8qRfmukiIrr1iPvbddkjTxNz01sGtbn80N+JTdLm3Z4jq/4ALJz8/YeAAAANAw7Dbpq9dd59ekSxfe1TCvc8Xj0o6Vrv4cuz6S+lxb5elyu0OvfL5XL2b+oDK7Q6FB/pp6dW/9dnAXmc1sNWWowuPSkuFS9napzVnSmPddOxr8EusHAAC8IqmBhuNwSO8/IJVapbMvlH71e59NbXc4lbZsm06W2JTQOVIP/sZHdz0BDaGkRBo82HVeUCCFhBgbDwAAABrG9xlS/s+uL6sTRjfc60ScLQ2ZKH3xJ2n1DKnnVZ6K+G+z8jX5H99o52GrJOmyXh309Ij+iokMbrh4UDsFR6W/DZeOfCeFdJDGfCBF9T11HOsHAAC8IqmBhvPVX6UfP5f8g13bTpl9d3fJa1/s04YfT6hNoJ/mjUpgL1gAAAAAxttY0bj7grFSgKVhX+uSh6Qtf5NO7JW+WqSSgeM179M9eu2LfbI7nGrbJkBPXNdPwxNiaATeFJzMlhZfLx3bLYVGS2P/KXU4x+ioAABolkhqoGEc3yt98rjr/MpZ0lnxPpv626x8zf1ktyRp5nX91K09d60AAAAAMNjR3a6bukxmadC4hn+9oDDXFr8fPiTbZ3N0yxdn65vjruTFted10szr+6l9aFDDx4HTsx6SFl8nHf9BCo91JTR8uEYGAKC14fZ2+J7DLr13n2QrlroPlS6822dTF5fZ9ft3tqrc7lRyvyjdPOhsn80NAAAAAPW28TXXz14pUmTnRnnJk31vVY6lu/xL83Rt/lvqGBakV+8YqJd+ewEJjaYi72fp9RRXQiOis6uxOwkNAADOCEkN+N66F6WDG6XAMGn4XySz7/6ZPf2vndp7tFAdw4L0zI3nUUYNAAAAwHglVunrt13ng8c3ykt+tvuIkl9YpynWWyRJ4wI+0afjuuqqftGN8vqohdyfpDdSpNwfpciuUuq/pHbdjY4KAIBmj6QGfCvnO+mzp13nVz/j0zuUPtt1REu+3C9JmnvLALUNCfTZ3AAAAABQb1+/I5UVSO3Pkbpf2qAvlVtYprRl25T6+iYdyi/RvsiLlNvp1/J3liv8iz826GujDo7vlV6/Rso7ILWLl1I/liK7GB0VAAAtAj014Du2Mum9eyV7mXTO1VLCaJ9NfaygVJP/8bUkadyvuuvXPTv4bG4AAAAAqDens7JB+OB7pAaqJnc6nfpo+2E98f53Ol5YJpPJtTb6w1XnqE1ulLTwEmnHSunABqlLYoPEgFo6tsfVQ+PkYVeia8wHUngno6MCAKDFIKkB3/nP81L2dim4nXTdCz77MO90OvXIP77RsYIy9YoK05RhvXwyL9BoAgKkJ56oPAcAAEDLsW+NdHyPa/vdAbee8XROp1OFZXYdO1mq44WlOnqyTMcKSrVm91F9ujNHktSzY6ievek8XdClreuiqH7S+bdLW/4mffKYdNfqBkuu4DSO7HIlNAqPSB36SGM/kEI71m0O1g8AAHhFUgO+kbVZ+mKu6/zadCksymdTv7nhgDJ3HVGgn1nzbk2QJcDPZ3MDjSIwUJo50+goAADALyxYsEDPP/+8srOzNWDAAM2fP1+DBw+udmx5ebnmzJmjxYsXKysrS7169dKzzz6rYcOGecbY7XbNnDlTS5cuVXZ2tmJiYnTnnXdq+vTp9IFr6dwNwhNuk4LCqh3idDqVX1yuYwWVSYpjBaU6XlB5frSgTMcrzkvKHdXO42826f7Le+iBy+MV5P8/66LLp0vbl0sHN0nfrZDOHenLd4nayP5W+ttwqeiYFNVfGrNSCmlf93lYPwAA4BVJDZy58mLpvfskp931wbnfCJ9Nvfdogf740Q5J0pRhvdSnU7jP5gYAAEDrtGzZMqWlpWnhwoVKTEzUvHnzlJycrN27d6tjx1PvqJ4+fbqWLl2q1157Tb1799aqVas0YsQIrVu3Tueff74k6dlnn9XLL7+sxYsXq1+/fvrqq6+UmpqqiIgIPfjgg439FtFYcvdL33/sOr/Q1SC8oNSm+Zl7tCv7ZJXkhc3hrNPUwQF+ah8WqLNCgtQ+NEidIiz6bWKXmtdEYVHSJQ9Jn82WPp0p9bpGCrDU/72hbg5tk5bcIBXnSp0SpDvek9q0MzgoAABaJpPT6azbJyvUmtVqVUREhPLz8xUe3oK/jM94VPpygRQaJd3/pc8+uJXZHBr58jptz8rXJT3a62/jBsts5i43NEMOh7Rzp+u8Tx/JbDY2HgAAGklT/TycmJioCy+8UC+99JIkyeFwqHPnzvrd736nqVOnnjI+JiZGjz32mB544AHPYyNHjlRwcLCWLl0qSbr22msVFRWlv/71rzWO+aXS0lKVlpZ6frdarercuXOT+1vhNFY/If13nhR3mTTmfTkcTt2z5Ct9uvNItcPDLf5qH+ZKUrQPDaz4GaSzfnHeoeL3kKB63INYViTNHyidPCRdOUv61e/P6O21WNZDUnGeqx+kw+b6aS+T7OW/+Fle+XhtxuxYKZXkS7GDpNuXS8GR9Y+P9QMAoJWq7fqBSg2cmZ/WSl/+xXV+/Xyf3oky79PvtT0rX5FtAvSnmweQ0EDzVVwsnXuu67ygQAoJMTYeAABasbKyMm3evFnTpk3zPGY2m5WUlKT169dXe01paakslqp3vAcHB2vt2rWe3y+++GK9+uqr+v7773XOOefo66+/1tq1a5Wenl7tnHPmzNGTTz7pg3cEw5QXu3pYSK4G4ZLmrt6tT3ceUaC/WdOv6aPObdu4khVhgWoXEnjqllG+FthGuuJxaeUE6T9zpYTbpZCzGvY1m5OsLdKaOdKeTxpm/s6J0uh/SJYzTEyyfgAAwCuSGqi/0pOuD8tySuffIZ2T7LOpN+w7rpc/3ytJmjOiv6IjKJsGAADAmTt27Jjsdruioqr2gIuKitKuXbuqvSY5OVnp6ekaOnSo4uPjlZmZqRUrVshut3vGTJ06VVarVb1795afn5/sdrtmz56t0aNHVzvntGnTlJaW5vndXamBZuTbFVLxCSmis3TOMH3w9SEt+My1hnl2ZH+NOP9sY+I671bpy5el7G+kz5+RUp43Jo6m5PDX0mdzKrcKM5ml4HaSX6DkF1BxBFb+NP/ysRrG+AVKZv/K85CzpPNGSYEkIAAAaGgkNVB/n0yX8g5IEV2k5Kd9Nm1+cbnS3v1aTqd088CzdXX/Tj6bGwAAAKirF154QePHj1fv3r1lMpkUHx+v1NRULVq0yDPm3Xff1Ztvvqm33npL/fr107Zt2/TQQw8pJiZGY8eOPWXOoKAgBQUFNebbgC85ndLGV1znF96l7YcKNOUfX0uS7h0aZ1xCQ3JtVZQ8W1p8nfTVIlcVSfuexsVjpOzt0ppnpF0fun43maX+t0iXTpHOijc2NgAAUG9szIj62bNa2vyG6/yGBWdeXvsLT7z/rbLyitWlXRs9cX0/n80LAAAAtG/fXn5+fsrJyanyeE5OjqKjo6u9pkOHDlq5cqUKCwu1f/9+7dq1S6GhoYqLi/OMmTx5sqZOnapbb71V/fv31x133KFJkyZpzpw5Dfp+Wp2vFknv3SeVFhgbx8GvXHf/+wXpaM9bdM+Sr1RS7tBlvTpoyrDexsYmSd2HSudc7eoFsXqG0dE0vpwd0rI7pIWXVCQ0TK5kxgMbpRtfIaEBAEAzR1IDdVd0Qnp/ous8cYLrA7OPvL8tSyu3HZKf2aQ/j0pQaH2a4wEAAAA1CAwM1MCBA5WZmel5zOFwKDMzU0OGDPF6rcViUWxsrGw2m5YvX67hw4d7nisqKpL5f5r5+vn5yeFw+PYNtGalBVLGNOnrt6V/P2VsLBtflSTZ+92o+1bs1+H8EsV1CNGLt50vv6bSC/DKWZLJT9r9L+nHL4yOpnEc2SX9/U7p5YulnR9IMknnjpQe2CCNfK31VqwAANDC8I0x6u7jKVJBtnRWD+kK3931czC3SNNXfitJmnh5Dw3s2tZncwMAAABuaWlpGjt2rAYNGqTBgwdr3rx5KiwsVGpqqiRpzJgxio2N9VRZbNiwQVlZWUpISFBWVpZmzpwph8OhKVOmeOa87rrrNHv2bHXp0kX9+vXT1q1blZ6ernHjxhnyHlukPZ9IthLX+YZXpHNvkjpf2PhxFByRdqyUJL1U+Btt3p+rMIu//m/MIIVbAho/npp0OEcaNE7a9Jr0yWPS+DWuralaoqPfS58/K327XJLT9VjfG6TLpkod+xgZGQAAaAAkNVA3362Utv/dtRfpiFekwDY+mdbucCrt3a91ssSm87tE6ne/6eGTeQEAAID/NWrUKB09elQzZsxQdna2EhISlJGR4WkefuDAgSpVFyUlJZo+fbr27dun0NBQpaSkaMmSJYqMjPSMmT9/vh5//HHdf//9OnLkiGJiYnTvvfdqxoxWuPVPQ9nxvutnYJhUdlL64HfSvf+R/AMbN44tiyV7mY5EnKc/fxcis0l66bcXKK5DaOPGURuXTZW+WebaKuubZVLCbUZH5FvH97qSGdv/LjkrqqL6XCddOlWKPtfY2AAAQIMx/DaNBQsWqFu3brJYLEpMTNTGjRtrHFteXq5Zs2YpPj5eFotFAwYMUEZGRpUxJ0+e1EMPPaSuXbsqODhYF198sTZt2lRlzJ133imTyVTlGDZsWJUxJ06c0OjRoxUeHq7IyEjdddddKigweN9WoxUclT5Kc51fMkk6e5DPpn71P/u08ccTahPop3mjEuTvZ/g/TcB3AgKkhx92HQFN6O49AABasYkTJ2r//v0qLS3Vhg0blJiY6HluzZo1euONNzy/X3rppdqxY4dKSkp07Ngx/e1vf1NMTEyV+cLCwjRv3jzt379fxcXF2rt3r/74xz8qMLCRv3BvqcqKXJUaknTLYqlNe+noTmntnxs3DrtN2uRqED/n2CWSpEdT+ujSczo0bhy1FdJe+vUfXOeZs1x/x5bgxD7pvQnSS4NcyRqnQ+p1jXTvF9Kopc0/ocH6AQAArwz95njZsmVKS0vTE088oS1btmjAgAFKTk7WkSNHqh0/ffp0vfLKK5o/f7527Nih++67TyNGjNDWrVs9Y+6++26tXr1aS5Ys0fbt23XVVVcpKSlJWVlZVeYaNmyYDh8+7DnefvvtKs+PHj1a3333nVavXq0PP/xQ//nPf3TPPff4/o/QnKx7USo6LkWd67rzxUe+zcpX+urdkqSZ1/VT17NCfDY30CQEBkrPP+86+GIDAACg7n5YLZUXSZFdpPjfSFc/63r8P8+7+ig0lt0fSScP6bgi9JE9USMvOFt3XdK98V6/PhLvkyK6SCcPSesXGB3Nmcn9SXr/AWn+IOnrt1zJjHOGSfeskW57S+p0ntER+gbrBwAAvDI0qZGenq7x48crNTVVffv21cKFC9WmTRstWrSo2vFLlizRo48+qpSUFMXFxWnChAlKSUnR3LlzJUnFxcVavny5nnvuOQ0dOlQ9evTQzJkz1aNHD7388stV5goKClJ0dLTnaNu2sn/Dzp07lZGRof/7v/9TYmKiLrnkEs2fP1/vvPOODh061HB/kKastMBVZi1Jv5nusxLv4jK7Hnxnq8rtTg3rF62bB53tk3kBAAAAtCDuraf63iCZKpo/90yWHOXSPx+UGqkhu+3LVyRJb9ouV9/OHTR7xLkymZpIY/CaBFikpCdc52v/LJ3MMTae+sg7IH3woDR/oLR1qeS0Sz2ulO7+t/TbZVLM+UZHCAAAGpFhSY2ysjJt3rxZSUlJlcGYzUpKStL69eurvaa0tFQWi6XKY8HBwVq7dq0kyWazyW63ex3jtmbNGnXs2FG9evXShAkTdPz4cc9z69evV2RkpAYNqtxeKSkpSWazWRs2bKjxPZWWlspqtVY5Woyv35ZK8qW23V2LBx9JX71b+44WKio8SHNu7N/0FwRAfTgc0k8/uY5GWnADAAC0GOXF0verXOd9b3D9NJmka9OlwFDp5w3SV39t8DDs2d/J/8B/ZXOatTo4Ra/eMVCWAL8Gf12fOHekFDtIKi+UPpttdDTVczqlwuNS9nbX/95fvS599rT0j3HSixe4brJz2FyVOnd9Kt3+D+nsgUZH3TBYPwAA4JVhjcKPHTsmu93uacbnFhUVpV27qi8fTk5OVnp6uoYOHar4+HhlZmZqxYoVstvtklz72A4ZMkRPPfWU+vTpo6ioKL399ttav369evSobDw9bNgw3Xjjjerevbv27t2rRx99VFdffbXWr18vPz8/ZWdnq2PHjlVe29/fX+3atVN2dnaN72nOnDl68skn6/snabocDmnDQtf5RRMks29yYfuPF+qNdT9Jkp658Ty1DaGsFi1UcbHUvWJbgoICKYQt1gAAAGpt77+lsgIp/Gwp9oLKxyPOlpJmSv96WPp0pmsbosjODRbGNyv+pPMlfeq8UH8ck6yO4ZbTXtNkmExS8tPSoqukrUtcW1JF9W2817eXSyezJesh1zZY1sOSNUs6edh17n7MXlrzHN0vlS5/VOpyUePFbRTWDwAAeGVYUqM+XnjhBY0fP169e/eWyWRSfHy8UlNTq2xXtWTJEo0bN06xsbHy8/PTBRdcoNtuu02bN2/2jLn11ls95/3799d5552n+Ph4rVmzRldccUW945s2bZrS0tI8v1utVnXu3HAfqhvND59Kx3+QgsKlhN/6bNrnMnar3O7Uped00OW9O57+AgAAAACtj2frqeGuL+d/adBd0va/u6o1PkqTfvvuqWN84KONO3V5zkeSSQoder8GdI70+Ws0uC6Jrr/hjvelT6ZLd6zw3dwOu3R8r5Sz3dXE23q4ImGR5TovPCrJWbu52rSXwmNcR1gn18/uQ1tHMgMAANSKYUmN9u3by8/PTzk5VffzzMnJUXR0dLXXdOjQQStXrlRJSYmOHz+umJgYTZ06VXFxcZ4x8fHx+vzzz1VYWCir1apOnTpp1KhRVcb8r7i4OLVv314//PCDrrjiCkVHR5/SrNxms+nEiRM1xia5+nQEBQXV5u03L1/+xfXzgjFSUJhPpty8P1cfbT8ss0l6NKWPT+YEAAAA0MLYSqXdH7vO+w4/9XmzWbruRemVX0t7PpG+XS71v8mnIXxzME/b/vkXXeNXqiPB8brkimriaC6SZkq7/iXtzXTdvNYj6bSXnKLEKuV8J+V869oqKudbKWeHZCv2fp05QArvJIXFuH6Gx1YkLX5xHhYt+bfANTUAAPApw5IagYGBGjhwoDIzM3XDDTdIkhwOhzIzMzVx4kSv11osFsXGxqq8vFzLly/XLbfccsqYkJAQhYSEKDc3V6tWrdJzzz1X43wHDx7U8ePH1alTJ0nSkCFDlJeXp82bN2vgQNcenf/+97/lcDiUmJhYz3fcTB3ZKe37TDKZpcHjfTKl0+nU7I92SJJuGdRZvaJ9kygBAAAA0MLs/Uwqtbq+CD/7wurHdOwt/fphac3T0sePuHoutGnnk5c/crJE9y7epDdNn0iS2l/+QINUgjSadnFS4r3S+pekTx6X4i6XzDX0BXE6pbz9Uva3lQmM7O2ux6oT0Ebq2Ffq0OsXVRaxlYmMNmf5bCtjAADQuhm6/VRaWprGjh2rQYMGafDgwZo3b54KCwuVmpoqSRozZoxiY2M1Z84cSdKGDRuUlZWlhIQEZWVlaebMmXI4HJoyZYpnzlWrVsnpdKpXr1764YcfNHnyZPXu3dszZ0FBgZ588kmNHDlS0dHR2rt3r6ZMmaIePXooOdnVALtPnz4aNmyYxo8fr4ULF6q8vFwTJ07UrbfeqpiYmEb+Kxnsy5ddP3tfI7Xt5pMpP/42W1sO5Ck4wE9pV57jkzkBAAAAtECeraeu9/6F+CWTpO/ek47ulFY9Ko1YeMYvXWqz674lm9WzcJPiArPlDAqTecCoM57XcEMflra9KR3Z4eqvMfBOVzP2Izt+kcCo+FlqrX6O8Fgp6lwp+lwpur8U1V9q173mBAkAAIAPGZrUGDVqlI4ePaoZM2YoOztbCQkJysjI8DQPP3DggMy/+OBaUlKi6dOna9++fQoNDVVKSoqWLFmiyMhIz5j8/HxNmzZNBw8eVLt27TRy5EjNnj1bAQEBkiQ/Pz998803Wrx4sfLy8hQTE6OrrrpKTz31VJWto958801NnDhRV1xxhcxms0aOHKkXX3yxcf4wTUXhcembZa7zi+73yZRlNoee+djVCP6eoXHNq7keAAAAgMZjK5N2f+Q6r27rqV/yD5Suny/99Urp67ddW1DVZ2ulCk6nU4+99622HMjTYstqSZIp4XYpKLTeczYZwW2lSx+RMqZKq2dI6/8iHd8jOR2njjUHuCphovq7EhhRFUkMH1XCAAAA1IfJ6XTWslsX6spqtSoiIkL5+fkKDw83Opy6+2KulDlL6jRAuudzn5RZ/3Xtj3rqwx3qEBakNQ9fppCgZtWrHqifwkIptGIBXFAghYQYGw8AAI2k2X8ebkT8raqxZ7X05k1SaJSUtrN2VQAfPyJtWChFdJHuX1/vJIR73dLVlKM1QWkyySlN3Cy171Gv+ZocW5n0l4ukE3srH2vTvmriIrq/1P4cyS/AuDhbK9YPAIBWqrafiflGGdWzl0sbX3OdX3S/TxIa+UXlejFzjyTpD1eeQ0IDrYe/v3T//ZXnAAAAOL0dK10/+1xX+22NfvO4tOsjKf+A9NlsadicOr/sf74/6ukBOP+crTLtd0rxV7SchIbkqmwZ/XdXc/WzergSGWHRzbtfSEvC+gEAAK/4ryOqt+N96eRh111R/Ub4ZMqXPtuj/OJy9YoK082DOvtkTqBZCAqSFiwwOgoAAIDmw17uSk5IUt8ban9dUKh07Z9dFR5fviydO1I6e1CtL//xWKEmvrVFDqf02/Pbq/+PH7ieGHxP7WNoLs6Kl86aYHQUqA7rBwAAvPLSaQ2tltMpra/4AHXh3ZJ/kPfxtXDgeJEWr9svSZqW0lt+Zu4AAgAAAFCDn76QinNdWyJ1vbhu1/a8Uup/iySn9MGDrq2WasFaUq67F2+StcSmC7pE6sm4nTKV5EmRXV1zAgAAoEkgqYFTHdwkHdoi+QVKA1N9MuVzq3apzO7Qr3u216XndPDJnECz4XRKR4+6DtoYAQAAnN53K10/67L11C8Ne0Zqc5Z05Dvpvy+cdrjd4dRD72zT3qOF6hRh0cLbL1DA5v9zPXnh3fWLAagv1g8AAHhFUgOn+vIvrp/9b5FCzzwBseVArj785rBMJmna1X1kYp9WtDZFRVLHjq6jqMjoaAAAAJo2u03a9aHrvO/w+s0RcpYrsSFJ/3lOOvq91+HPr9qtf+86oiB/s169Y5A65n0jZW+X/C3S+bfXLwagvlg/AADgFUkNVJX3s7SjYt/Yi+474+mcTqee/minJOmmC85W35iau9YDAAAAgPb/Vyo6LgW3k7r9uv7z9L9Z6nGlZC+T/vmg5HBUO2zl1iwt/HyvJOm5m85T/7MjpI2vVs7Rpl39YwAAAIDPkdRAVZtek5x21+Ihuv8ZT7fqu2x9tT9XlgCz/nBVLx8ECAAAAKBF2/G+62efayU///rPYzJJ16ZLASHSgfXS5kWnDPnmYJ4eWf6NJOn+y+I1PCFWOpkt7VjpGjB4fP1fHwAAAA2CpAYqlRVKm99wnV90/5lPZ3PomY93SZLu+XWcoiMsZzwnAAAAgBbMYZd2/tN1Xt+tp34psot0xQzX+eqZUn6W56kjJ0t075LNKrU5dEXvjnrYfRPW5sWSwyZ1vkjqNODMYwAAAIBPkdRApa/flkrypbbdpXOSz3i6tzbs10/Hi9Q+NEj3XBrvgwABAAAAtGgH1kuFRyRLpNT9Ut/MOXi8dPaFUtlJ6aM0yelUqc2uCUu36HB+ieI7hOjPtybIbDZJ9nLpq0WV1wEAAKDJIakBF4dD+nKh6zzxPsnsd0bT5ReX64XMPZKktCvPUWjQGZSNAwAAAGgd3FtP9b5G8gvwzZxmP+n6+ZI5QPo+Q87v3tMT73+nzftzFWbx12tjBincUvFaO/8pFWRLoVFSn+t98/oAAADwKZIacNmbKR3fIwWFS+ePPuPp/rLmB+UWlatnx1DdMuhsHwQIAAAAoEVzOKQdH7jO+97g27k79pF+nSZJKvngD8rYtENmkzT/tvMV1yG0ctzG11w/B6ZK/oG+jQEAAAA+we3zcPnyZdfP8++QgsLOaKqfTxTp9f/+JEl6NKWP/P3InaGV8/eXxo6tPAcAAMCpDm50VUkERUhxPtp66pd+/QcVbVuuNvk/6DH/N3Xiynm6rFfHyuezt0sH1klmf2ngnb5/faC2WD8AAOAV/3WEdGSXq1LDZJYS7znj6f70yW6V2Ry6OP4sXdargw8CBJq5oCDpjTeMjgIAAKBp+26l62evqyX/IJ9Pf/CkXdNP3qlFzsd1s/9/5IzdL+kXvf/cVRp9rpfCO/n89YFaY/0AAIBX3EIPaUNFL41eKVLbbmc01dc/5+n9bYdkMrmqNEwm05nHBwAAAKBlczikne6tp4b7fPqiMpvu+dtmrSmK00fB10iSTB8+JJUVugYU50rfvOs6H3zmN3oBAACg4ZDUaO2KTkhfv+M6v+j+M5rK6XRq9r92SpJGnB+rc2MjzjQ6oGVwOqXCQtfhdBodDQAAQNOTtVmyZkmBYVL8b3w6tdPp1OR/fKMdh61qHxqogePmSeGxUt5+6bOnXYO2vinZiqWo/lKXi3z6+kCdsX4AAMArkhqt3eY3XB/eo/tLXS8+o6lW78jRxh9PKMjfrIev6uWb+ICWoKhICg11HUVFRkcDAADQ9OxY6frZa5gUYPHp1H9Zs1cffXNYAX4mvXz7QMV07CBd+2fXk1/+RTr4lbSpYuupweMlqs1hNNYPAAB4RVKjNbOXV+4be9H9Z/Thvdzu0DMf75Ik3f3r7oqJDPZFhAAAAABaOqdT2tEwW0/9e1eO/vTJbknSk9efqwu7tXM9cU6ydO5NktMhvXmzlPuTZImQ+t/s09cHAACA75HUaM12vC+dPCSFdJDOHXlGU7298YD2HSvUWSGBuu/S+NNfAAAAAACSdGiLlH9ACgiReiT5bNofjhTo929vk9Mp3X5RF/02sUvVAcOekYLbSsUnXL+ff4cU2MZnrw8AAICGQVKjNfvyZdfPC++W/IPqPY21pFzzPt0jSXroynMUZgnwRXQAAAAAWoMd77t+nnOVFOCbiu/84nLd87evdLLUpsHd2mnGtf1OHRTawZXYkCSZpEHjfPLaAAAAaFj+RgcAg/y8Scr6SvILPOMP7y+v2asThWWK7xCiWy/s7KMAAQAAALR4TmdlUsNHW0/ZHU79/p2t2nesUDERFv3l9gsU6F/D/XznjZIKj0nBkdJZVJwDAAA0ByQ1Wqsv/+L62f9mKbRjvafJyivWX9f+KEmadnUfBfhR/AMAAACglrK/cfWz8A+Wel7lkymfX7Vba3YflSXArFfHDFL7UC9V6SaTdPFEn7wuAAAAGgffQLdG+Qcr74ZKvO+MpvrTqt0qszl0UVw7XdGn/skRAAAAAK3QdytdP3teKQWGnPF072/L0sLP90qSnrtpgM6NjTjjOQEAANC0UKnRGm18TXLapW6/ljqdV+9pth/M13tbsyRJj6X0lclk8lWEQMvi5yfddFPlOQAAACq2nlrpOvfB1lPfZuVryj++kSRNuCxe1w+IOeM5AUOwfgAAwCuSGq1NWZG0+Q3X+UUT6j2N0+nU7H/tkCSNOD9W/c/mDiigRhaL9Pe/Gx0FAABA05LznXRin+QXJJ2TfEZTHSso1T1/+0qlNocu69VBD1/Vy0dBAgZg/QAAgFdsP9XafPOOVJInte0mnTOs3tNk7jyiL/edUKC/WQ8ns2AAAAAAUEfuLXF7JElBYfWepszm0P1Lt+hQfoni2ofohVvPl5+ZKnIAAICWiqRGa+JwSF++7DpPvE8y16+Mtdzu0NMf75Qk3XVJd8VGBvsqQgAAAACtwS+3nup3wxlN9eQ/v9PGn04oLMhfr44ZpIjggDMODwAAAE0XSY3WZN+/pWPfS4FhUsLoek/zzqafte9oodqFBGrCZfE+DBBooQoLJZPJdRQWGh0NAACA8Y7ucq1N/ALPaOuppV/u15sbDshkkl64LUE9Oob6MEjAIKwfAADwiqRGa+Ku0jj/dskSXq8pTpaUa97q7yVJv7+ip8It3AUFAAAAoI7cW0/F/0ay1K8/38YfT2jmB99JkiYn99Jvekf5KjoAAAA0YSQ1Wouju6UfPpVkkhLvqfc0Cz/fq+OFZerePkS/Teziu/gAAAAAtB7upEbf4fW6PCuvWBOWbpbN4dS153XShEupIAcAAGgtSGq0FhsWun72SpHaxdVrisP5xfq/L36UJE29urcC/PjnAwAAAKCOjn4vHdkhmQOkXlfX+fLiMrvuXfKVjheWqW+ncD1303kymWgMDgAA0FrwrXRrUHRC2va26/yiCfWe5t+7jqjU5tCAzpG6qi+l3QAAAADqwV2lEXeZFNy2Tpc6nU49svwbfZtlVbuQQL06ZqDaBPr7PkYAAAA0WSQ1WoMtiyVbsRTVX+p2Sb2nyS0skyT1igrlTigAAAAA9XMGW0+9+p99+uDrQ/I3m/SX0Rfo7LZtfBwcAAAAmjqSGi2dvVza+Jrr/KIJ0hkkI6wlNklSRDDNwQEAAADUw/G9Us52yeQn9b6mTpfuzj6pP32yW5L0xHV9dVHcWQ0RIQAAAJo46nRbup0fSNYsKaSDdO7IM5oqv6hckhRuIakB1Imfn5SSUnkOAADQWrmrNLoPldq0q/VldodTU1d8o3K7U0l9onT7RV0bKECgCWD9AACAVyQ1WrovX3b9HHSXFGA5o6msJa6kRkQbkhpAnVgs0kcfGR0FAACA8XasdP3sd0OdLlv65X5tPZCn0CB/PXVDP7bDRcvG+gEAAK/YfqolO/iVdHCT5BcoDRp3xtPlF1OpAQAAAKCeTvwoHf5aMpml3tfW+rJDecV6LmOXJOmRYb3UKSK4oSIEAABAM0BSoyVzV2mce5MUFnXG03kqNeipAQAAAKCudn7g+tntEimkfa0ucTqdenzltyoss2tg17Yanci2UwAAAK0dSY2WKj+rsrT7ovt8M6W7UiOYXcuAOikslEJCXEdhodHRAAAAGMPdT6Pv8Fpf8tH2w8rcdUQBfiY9c2N/mc1sO4VWgPUDAABe8e10S3Vir9SmvXRWD6nTAJ9MaS22SaJSA6iXoiKjIwAAADBO3gEpa7Mkk9T7utpdUlSmmR98J0m6/7Ie6hkV1oABAk0M6wcAAGpEUqOl6j5Uemi7VHjEJ9M5HE7P9lP01AAAAABQJzsqtp7q+qtab4379L926lhBmXp0DNX9l8c3YHAAAABoTth+qiXzD5QizvbJVAVlNjmdrvNwKjUAAAAA1EUdt55a98MxvfvVQUnSMzf2V5C/X0NFBgAAgGaGpAZqJb/IVaUR6G+WJYAFBQAAAIBays+SDm50nfc5/dZTJeV2TXtvuyTpjou6alC3dg0ZHQAAAJoZkhqoFffWU/TTAAAAAFAnO//p+tn5Iim802mHv5C5R/uPFyk63KIpw3o1cHAAAABobkhqoFbyi939NGjDAgAAAKAOdqx0/azF1lPfHcrXq//ZJ0maNbyfwujnBwAAgP/BN9SoFWuxTRKVGkC9mM3SpZdWngMAALQW1sPSgS9d532v9zrUZndo2ortsjucSukfrav6RTdCgEATxPoBAACvSGqgVqzuSg2SGkDdBQdLa9YYHQUAAEDj2/WhJKd09oVSxNleh76x7id9czBfYRZ/zbyuX+PEBzRFrB8AAPDK8JT/ggUL1K1bN1ksFiUmJmrjxo01ji0vL9esWbMUHx8vi8WiAQMGKCMjo8qYkydP6qGHHlLXrl0VHBysiy++WJs2baoyxyOPPKL+/fsrJCREMTExGjNmjA4dOlRlnm7duslkMlU5nnnmGd+++WaEnhoAAAAA6mzH+66fp9l66ucTRZr7yfeSpMdS+qhjuKWhIwMAAEAzZWhSY9myZUpLS9MTTzyhLVu2aMCAAUpOTtaRI0eqHT99+nS98sormj9/vnbs2KH77rtPI0aM0NatWz1j7r77bq1evVpLlizR9u3bddVVVykpKUlZWVmSpKKiIm3ZskWPP/64tmzZohUrVmj37t26/vpTS6FnzZqlw4cPe47f/e53DfOHaAYqe2qQ1AAAAABQCwVHpP3/dZ33qXnrKafTqcdWfqvicrsSu7fTqAs7N1KAAAAAaI4MTWqkp6dr/PjxSk1NVd++fbVw4UK1adNGixYtqnb8kiVL9OijjyolJUVxcXGaMGGCUlJSNHfuXElScXGxli9frueee05Dhw5Vjx49NHPmTPXo0UMvv/yyJCkiIkKrV6/WLbfcol69eumiiy7SSy+9pM2bN+vAgQNVXi8sLEzR0dGeIyQkpGH/IE2Ye/spKjWAeigslDp0cB2FhUZHAwAA0Dh2/lNyOqSY86W2XWsctnJblv7z/VEF+ps158b+MplMjRgk0ASxfgAAwCvDkhplZWXavHmzkpKSKoMxm5WUlKT169dXe01paakslqplyMHBwVq7dq0kyWazyW63ex1Tnfz8fJlMJkVGRlZ5/JlnntFZZ52l888/X88//7xsNpvX91RaWiqr1VrlaCk8lRrBtGEB6uXYMdcBAADQGthKpfULXOd9b6hx2PGCUs365w5J0u+v6Km4DqGNEBzQDLB+AACgRoYlNY4dOya73a6oqKgqj0dFRSk7O7vaa5KTk5Wenq49e/bI4XBo9erVWrFihQ4fPizJVVkxZMgQPfXUUzp06JDsdruWLl2q9evXe8b8r5KSEj3yyCO67bbbFB4e7nn8wQcf1DvvvKPPPvtM9957r55++mlNmTLF63uaM2eOIiIiPEfnzi2nbNpa4kroUKkBAAAA4LS+/It0Yq8U0lEalFrjsD9+tFO5ReXqHR2me4bGNWKAAAAAaK4MbxReFy+88IJ69uyp3r17KzAwUBMnTlRqaqrM5sq3sWTJEjmdTsXGxiooKEgvvviibrvttipj3MrLy3XLLbfI6XR6tqdyS0tL02WXXabzzjtP9913n+bOnav58+ertLS0xvimTZum/Px8z/Hzzz/77s0bjJ4aAAAAaEkWLFigbt26yWKxKDExURs3bqxxbHl5uWbNmqX4+HhZLBYNGDBAGRkZVcZ069ZNJpPplOOBBx5o6LfS9ORnSZ8/7zq/cpZkiah22OffH9V7W7NkMknPjDxPAX7NankKAAAAgxj2qbF9+/by8/NTTk5OlcdzcnIUHR1d7TUdOnTQypUrVVhYqP3792vXrl0KDQ1VXFzlHT3x8fH6/PPPVVBQoJ9//lkbN25UeXl5lTFSZUJj//79Wr16dZUqjeokJibKZrPpp59+qnFMUFCQwsPDqxwtBT01AAAA0FIsW7ZMaWlpeuKJJ7RlyxYNGDBAycnJOnLkSLXjp0+frldeeUXz58/Xjh07dN9992nEiBHaunWrZ8ymTZt0+PBhz7F69WpJ0s0339wo76lJWf24VF4onT1YOm9UtUOKymx67L3tkqQ7L+6mhM6RjRggAAAAmjPDkhqBgYEaOHCgMjMzPY85HA5lZmZqyJAhXq+1WCyKjY2VzWbT8uXLNXz48FPGhISEqFOnTsrNzdWqVauqjHEnNPbs2aNPP/1UZ5111mnj3bZtm8xmszp27FiHd9lyVPbUIKkBAACA5i09PV3jx49Xamqq+vbtq4ULF6pNmzZatGhRteOXLFmiRx99VCkpKYqLi9OECROUkpKiuXPnesZ06NBB0dHRnuPDDz9UfHy8Lr300mrnbLH9+H78Qvp2uSSTlPK8VE3FvCSlf/K9DuYWKzYyWA9f1atxYwQAAECzZmjX57S0NI0dO1aDBg3S4MGDNW/ePBUWFio11bXn6pgxYxQbG6s5c+ZIkjZs2KCsrCwlJCQoKytLM2fOlMPhqNLrYtWqVXI6nerVq5d++OEHTZ48Wb179/bMWV5erptuuklbtmzRhx9+KLvd7unh0a5dOwUGBmr9+vXasGGDLr/8coWFhWn9+vWaNGmSbr/9drVt27aR/0pNQz6VGgAAAGgBysrKtHnzZk2bNs3zmNlsVlJSktavX1/tNaWlpbJYLFUeCw4O1tq1a2t8jaVLlyotLU0mk6naMXPmzNGTTz5Zz3fRRNlt0scVa7NBqVJMQrXDvjmYp0X//VGS9McR5yokyNBlKQAAAJoZQz89jho1SkePHtWMGTOUnZ2thIQEZWRkeJqHHzhwoEovjJKSEk2fPl379u1TaGioUlJStGTJEkVGRnrG5Ofna9q0aTp48KDatWunkSNHavbs2QoIcH0Zn5WVpQ8++ECSlJCQUCWezz77TJdddpmCgoL0zjvvaObMmSotLVX37t01adIkpaWlNewfpIkqKber1OaQRE8NoF7MZmnQoMpzAABgmGPHjslut3vWHG5RUVHatWtXtdckJycrPT1dQ4cOVXx8vDIzM7VixQrZ7fZqx69cuVJ5eXm68847a4xj2rRpVdYXVqtVnTt3rvsbako2/Z90ZIcU3Fb6zePVDim3O/TI8u1yOKXrB8To8l6tsxIe8Ir1AwAAXpmcTqfT6CBaKqvVqoiICOXn5zfr/hpHTpZo8OxMmUzS3tkpMpurv9sMAAAA+KWm+Hn40KFDio2N1bp166pseztlyhR9/vnn2rBhwynXHD16VOPHj9c///lPmUwmxcfHKykpSYsWLVJxcfEp45OTkxUYGKh//vOftY6rKf6t6qTgiDR/oFRqla79szRoXLXDXl6zV89m7FJkmwB9mnap2ocGNXKgAAAAaKpq+5mYlD9Oy1pskySFBvmT0AAAAECz1r59e/n5+SknJ6fK4zk5OYqOjq72mg4dOmjlypUqLCzU/v37tWvXLoWGhiouLu6Usfv379enn36qu+++u0Hib7I+fdKV0Og0QLpgbLVDfjpWqHmffi9Jmn5NXxIaAAAAqBeSGjgt+mkAAACgpQgMDNTAgQOVmZnpeczhcCgzM7NK5UZ1LBaLYmNjZbPZtHz5cg0fPvyUMa+//ro6duyoa665xuexN1k/b5K2LXWdp/xJMvudMsTpdOrR97ar1ObQJT3aa+QFsY0cJAAAAFoKkho4LWuJK6lBPw2gnoqKpG7dXEdRkdHRAADQ6qWlpem1117T4sWLtXPnTk2YMEGFhYVKTU2VJI0ZM6ZKI/ENGzZoxYoV2rdvn7744gsNGzZMDodDU6ZMqTKvw+HQ66+/rrFjx8rfv5U0v3bYpX897DpPGC11HlztsL9vPqh1e4/LEmDW7BHn1thAHYBYPwAAcBqt5JM2zoSVSg3gzDid0v79lecAAMBQo0aN0tGjRzVjxgxlZ2crISFBGRkZnubhBw4ckPkXzXlLSko0ffp07du3T6GhoUpJSdGSJUsUGRlZZd5PP/1UBw4c0Lhx1feTaJG2/E06vE0KCpeSZlY75OjJUs3+aKckaVLSOep6VkjjxQc0R6wfAADwiqQGToukBgAAAFqaiRMnauLEidU+t2bNmiq/X3rppdqxY8dp57zqqqvkbE1fQBadkDKfdJ1f/qgU2rHaYU/+8zvlF5erX0y47rqkeyMGCAAAgJaI7adwWu6eGuHB5MAAAAAAVPj3H6XiXKljX+nC8dUOydyZow+/OSw/s0nPjjxP/n4sQQEAAHBm+ESJ07KW2CRRqQEAAACgwqFt0leLXOdXPyf5nXoDVEGpTdNXfitJuuuS7jo3NqIRAwQAAEBLRVIDp5VfRKNwAAAAABUcDulfkyU5pXNHSt1/Xe2wVz/fq8P5JerSro0mJZ3TuDECAACgxSKpgdOyllT01GhDUgMAAABo9b5ZJh3cKAWESFc+VeOw7w5ZJUnjf91dwYF+jRUdAAAAWjiaJOC0PD01qNQA6sdkkvr2rTwHAABorkrypdUzXOeXTpYiYmscmlexjugQFtQYkQEtB+sHAAC8IqmB0/JUatBTA6ifNm2k774zOgoAAIAzt+ZZqfCIdFYP6aL7vQ7NLSqTJEUEBzZGZEDLwfoBAACv2H4Kp+Wp1AgmBwYAAAC0Wkd2ShsWus6vflby916B4e7N1zaEm6MAAADgOyQ1cFrWYpskKjUAAACAVsvplD6eIjntUu9rpR5Jpxnu9Gw/FUmlBgAAAHyIpAa8cjicnu2n6KkB1FNRkdSvn+soKjI6GgAAgLrbsVL68T+Sv0VKnn3a4SdLbbI7nJKkyDasI4A6Yf0AAIBX7CcErwrKbHK61iIKp1IDqB+nU9qxo/IcAACgOSkrlFY95jq/ZJLUtttpL8krdN0YZQkwyxLg14DBAS0Q6wcAALyiUgNeuffBDfRnMQIAAAC0Sl/MlaxZUmQX6Ve/r9UlecWuJuFt27D1FAAAAHyLpAa8cm89RT8NAAAAoBU6vldaN991njxHCgiu1WW5RawjAAAA0DBIasCr/GJ3Pw12KgMAAABaFadT+vgRyV4mxV8h9b6m1pfmFVGpAQAAgIZBUgNeWYttkrjDCgAAAGh1vs+QflgtmQOkq5+VTKZaX5pXUalBk3AAAAD4GkkNeGV1V2qQ1AAAAABaj/ISV5WGJA15QGrfs06XVyY1qNQAAACAb7GnELyipwbgAyaT1LVr5TkAAEBTt+5FKW+/FNZJGjq5zpfnVmw/RaUGUA+sHwAA8IqkBryq7KnBYgSotzZtpJ9+MjoKAACA2sndL30x13V+1R+loNA6T+FeR7QlqQHUHesHAAC8YvspeOXefopKDQAAAKCV+OQxyVYidb1EOndkvabwVGoEs/0UAAAAfIukBrzyVGoEU9QDAAAAtHg/ZEo7/ymZ/KSU5+q99Q2NwgEAANBQSGrAK2uJTRKVGsAZKS6WLrzQdRQXGx0NAABA9Wxllc3BB98jRfWr91R5np4aVGoAdcb6AQAAr7j9Hl7RUwPwAYdD+uqrynMAAICmaMPL0vE9UkgH6bKpZzRVHj01gPpj/QAAgFdUasAremoAAAAArYD1sPT5c67zpCel4Mh6T2V3OD03R0WQ1AAAAICPkdSAV5U9NViMAAAAAC3W589KZQXS2RdKA247o6lOlpTL6XSd0ygcAAAAvsb2U/Aqn0oNAAAAoOW7YoZk9pfOHy2Zz+zet9yKJuEhgX4K9Oc+OgAAAPgWSQ3UqKTcrlKba/9OemoAAAAALVibdtI1f/LJVDQJBwAAQEPithnUyFriusPKZJLCLOS/AAAAAJxeXkWlRiT9NAAAANAA+KYaNbIW2yRJoUH+MptNBkcDNHPt2xsdAQAAQKPIK3ZVarSlUgOoP9YPAADUiKQGakQ/DcBHQkKko0eNjgIAAKBR5BZWrCOo1ADqh/UDAABesf0UauTefop+GgAAAABqK6/i5qi2JDUAAADQAEhqoEZWKjUAAAAA1JGnUXgw208BAADA90hqoEYkNQAfKS6WLrvMdRQXGx0NAADNks1m06effqpXXnlFJ0+elCQdOnRIBQUFBkeG/0WjcOAMsX4AAMAremqgRu6eGuHB/DMBzojDIX3+eeU5AACok/3792vYsGE6cOCASktLdeWVVyosLEzPPvusSktLtXDhQqNDxC/kuis1aBQO1A/rBwAAvKJSAzWyltgkUakBAAAAY/3+97/XoEGDlJubq+DgYM/jI0aMUGZmpoGRoTr59NQAAABAA+IWfNQov4hG4QAAADDeF198oXXr1ikwsOqd/926dVNWVpZBUaEmlZUarCMAAADge1RqoEbWkoqeGixGAAAAYCCHwyG73X7K4wcPHlRYWJgBEcGbyp4abD8FAAAA3yOpgRp5empQqQEAAAADXXXVVZo3b57nd5PJpIKCAj3xxBNKSUkxLjCcwmZ36GTFNraRbGMLAACABsD2U6iRp1KDxQgAAAAM9Kc//UnDhg1T3759VVJSot/+9rfas2eP2rdvr7ffftvo8PAL7hujJNYRAAAAaBgkNVAjT6VGMP9MgDPWpo3REQAA0Gx17txZX3/9tZYtW6avv/5aBQUFuuuuuzR69OgqjcNhvFxPXz5/+fuxMQBQb6wfAACoEd9Wo0bWYlfZOHdYAWcoJEQqLDQ6CgAAmqXy8nL17t1bH374oUaPHq3Ro0cbHRK8yC92NwmnnwZQb6wfAADwiltnUC2Hw+nZfoqeGgAAADBKQECASkpKjA4DtZRb6FpDtG3DGgIAAAANg6QGqlVQZpPT6ToPp1IDAAAABnrggQf07LPPymazGR0KTiOvYgvbCCo1AAAA0EAMT2osWLBA3bp1k8ViUWJiojZu3Fjj2PLycs2aNUvx8fGyWCwaMGCAMjIyqow5efKkHnroIXXt2lXBwcG6+OKLtWnTpipjnE6nZsyYoU6dOik4OFhJSUnas2dPlTEnTpzQ6NGjFR4ersjISN11110qKCjw3Rtv4vIr9sIN9DfLEuBncDRAM1dSIl1zjevgTlMAAOps06ZNWrFihbp06aLk5GTdeOONVQ40HXlFru2nqNQAzgDrBwAAvDI0qbFs2TKlpaXpiSee0JYtWzRgwAAlJyfryJEj1Y6fPn26XnnlFc2fP187duzQfffdpxEjRmjr1q2eMXfffbdWr16tJUuWaPv27brqqquUlJSkrKwsz5jnnntOL774ohYuXKgNGzYoJCREycnJVcraR48ere+++06rV6/Whx9+qP/85z+65557Gu6P0cS4t56inwbgA3a79K9/uQ673ehoAABodiIjIzVy5EglJycrJiZGERERVQ40HXkVN0dFso4A6o/1AwAAXpmcTvcmQ40vMTFRF154oV566SVJksPhUOfOnfW73/1OU6dOPWV8TEyMHnvsMT3wwAOex0aOHKng4GAtXbpUxcXFCgsL0/vvv69rrrnGM2bgwIG6+uqr9cc//lFOp1MxMTH6wx/+oIcffliSlJ+fr6ioKL3xxhu69dZbtXPnTvXt21ebNm3SoEGDJEkZGRlKSUnRwYMHFRMTU6v3Z7VaFRERofz8fIWHh9f772SEdXuP6bevbVB8hxBl/uEyo8MBmrfCQik01HVeUOBq/AcAQCvQnD8PN7aW8rd67L3tenPDAf3+ip6adOU5RocDNE+sHwAArVRtPxMbVqlRVlamzZs3KykpqTIYs1lJSUlav359tdeUlpbKYrFUeSw4OFhr166VJNlsNtntdq9jfvzxR2VnZ1d53YiICCUmJnped/369YqMjPQkNCQpKSlJZrNZGzZsqPE9lZaWymq1VjmaK2uxa79iKjUAAADQVBw9elRr167V2rVrdfToUaPDQTXcPTUi2X4KAAAADcSwpMaxY8dkt9sVFRVV5fGoqChlZ2dXe01ycrLS09O1Z88eORwOrV69WitWrNDhw4clSWFhYRoyZIieeuopHTp0SHa7XUuXLtX69es9Y9xze3vd7OxsdezYscrz/v7+ateuXY2xSdKcOXOqlMF37ty5Dn+RpsVasRihSTgAAACMVlhYqHHjxqlTp04aOnSohg4dqpiYGN11110qKioyOjz8QmVPDRqFAwAAoGHUOqlx6NAhPfzww9VWH+Tn52vy5MnKycnxaXD/64UXXlDPnj3Vu3dvBQYGauLEiUpNTZXZXPk2lixZIqfTqdjYWAUFBenFF1/UbbfdVmVMQ5k2bZry8/M9x88//9zgr9lQ6KkBAACApiItLU2ff/65/vnPfyovL095eXl6//339fnnn+sPf/iD0eHhF9w9NSKo1AAAAEADqfU3/enp6bJardXuZRUREaGTJ08qPT291i/cvn17+fn5nZIIycnJUXR0dLXXdOjQQStXrlRhYaH279+vXbt2KTQ0VHFxcZ4x8fHx+vzzz1VQUKCff/5ZGzduVHl5uWeMe25vrxsdHX1Ks3KbzaYTJ07UGJskBQUFKTw8vMrRXOW7KzUsLEYAAABgrOXLl+uvf/2rrr76as/n7JSUFL322mv6xz/+YXR4+AV3UoNKDQAAADSUWic1MjIyNGbMmBqfHzNmjD788MNav3BgYKAGDhyozMxMz2MOh0OZmZkaMmSI12stFotiY2Nls9m0fPlyDR8+/JQxISEh6tSpk3Jzc7Vq1SrPmO7duys6OrrK61qtVm3YsMHzukOGDFFeXp42b97sGfPvf/9bDodDiYmJtX6PzZl7+ykqNQAAAGC0oqKiU7aPlaSOHTuy/VQT495+KpJ1BAAAABqIf20H/vjjj+rSpUuNz5999tn66aef6vTiaWlpGjt2rAYNGqTBgwdr3rx5KiwsVGpqqiRXoiQ2NlZz5syRJG3YsEFZWVlKSEhQVlaWZs6cKYfDoSlTpnjmXLVqlZxOp3r16qUffvhBkydPVu/evT1zmkwmPfTQQ/rjH/+onj17qnv37nr88ccVExOjG264QZLUp08fDRs2TOPHj9fChQtVXl6uiRMn6tZbb1VMTEyd3mNz5anUCK71PxEANQkJkZxOo6MAAKDZGjJkiJ544gn97W9/k8VikSQVFxfrySefPO0NUWg8ZTaHCsvskqjUAM4I6wcAALyq9TfWwcHB+umnn2pMbPz0008KDg6u04uPGjVKR48e1YwZM5Sdna2EhARlZGR47sI6cOBAlV4YJSUlmj59uvbt26fQ0FClpKRoyZIlioyM9IzJz8/XtGnTdPDgQbVr104jR47U7NmzFRBQeafQlClTVFhYqHvuuUd5eXm65JJLlJGR4VkgSdKbb76piRMn6oorrpDZbNbIkSP14osv1un9NWfWEpskKjUAAABgvBdeeEHJyck6++yzNWDAAEnS119/LYvFolWrVhkcHdzyil1VGmaTFGbh5igAAAA0DJPTWbv0/zXXXKOYmBi99tpr1T5/991369ChQ/rXv/7l0wCbM6vVqoiICOXn5ze7/hojX16nzftz9fLoC3R1/05GhwMAAIBmyJefh4uKivTmm29q165dklzV1aNHj67zjVVNVXNeO7h9n3NSV/35P2rbJkBbZ1xldDgAAABoZmr7mbjWt888/PDDuvLKKxUREaHJkyd7qilycnL03HPP6Y033tAnn3xy5pGjScinpwbgOyUl0h13uM6XLJF+URUGAABqp02bNho/frzRYcALd5PwSLaeAs4M6wcAALyqdaPwyy+/XAsWLNBLL72kmJgYtW3bVu3atVNMTIwWLFig+fPn6ze/+U1DxopGZPX01CCpAZwxu136xz9ch91udDQAADQ7c+bM0aJFi055fNGiRXr22WcNiAjVyXU3CW/DGgI4I6wfAADwqk4bnd5777269tpr9e677+qHH36Q0+nUOeeco5tuuklnn312Q8UIA1CpAQAAgKbilVde0VtvvXXK4/369dOtt96qRx55xICo8L/y3ZUarCEAAADQgOrcvS02NlaTJk1qiFjQRJSU21Vqc0iSwi0sSAAAAGCs7Oxsdep0ap+3Dh066PDhwwZEhOq4KzXasv0UAAAAGlCtkxovvvhitY9HRETonHPO0ZAhQ3wWFIxlLXHdYWUySWGWOue9AAAAAJ/q3Lmz/vvf/6p79+5VHv/vf/+rmJgYg6LC/8pzV3uz/RQAAAAaUK2/sf7zn/9c7eN5eXnKz8/XxRdfrA8++EDt2rXzWXAwhrXYJkkKDfKX2WwyOBoAAAC0duPHj9dDDz2k8vJyTx+/zMxMTZkyRX/4wx8Mjg5ueVRqAAAAoBHUOqnx448/1vjcvn37dPvtt2v69On6y1/+4pPAYBz6aQAAAKApmTx5so4fP677779fZWWuL84tFoseeeQRTZs2zeDo4Jbn7qlBpQYAAAAakE/2FoqLi9MzzzyjcePG+WI6GMy9/RT9NAAAANAUmEwmPfvss3r88ce1c+dOBQcHq2fPngoKCjI6NPyCu6dGJJUaAAAAaEBmX03UpUsXZWdn+2o6GMhKpQbgW23aSAUFrqNNG6OjAQCg2QoNDdWFF16osLAw7d27Vw6Hw+iQ8AueSg3WEcCZYf0AAIBXPktqbN++XV27dvXVdDAQSQ3Ax0wmKSTEdZjoUwMAQG0tWrRI6enpVR675557FBcXp/79++vcc8/Vzz//XK+5FyxYoG7duslisSgxMVEbN26scWx5eblmzZql+Ph4WSwWDRgwQBkZGaeMy8rK0u23366zzjpLwcHB6t+/v7766qt6xdccuZMa9NQAzhDrBwAAvKp1UsNqtVZ7/Pzzz1q5cqUeeughjRo1qiFjRSNx99QID/bJ7mQAAABAvbz66qtq27at5/eMjAy9/vrr+tvf/qZNmzYpMjJSTz75ZJ3nXbZsmdLS0vTEE09oy5YtGjBggJKTk3XkyJFqx0+fPl2vvPKK5s+frx07dui+++7TiBEjtHXrVs+Y3Nxc/epXv1JAQIA+/vhj7dixQ3Pnzq0Sf0uXV+zefoqbowAAANBwav2tdWRkpEw13CFgMpl09913a+rUqT4LDMaxltgkUakB+ExpqXTvva7zV16R2P8bAIBa2bNnjwYNGuT5/f3339fw4cM1evRoSdLTTz+t1NTUOs+bnp6u8ePHe65duHChPvroIy1atKjaNc2SJUv02GOPKSUlRZI0YcIEffrpp5o7d66WLl0qSXr22WfVuXNnvf76657runfvXufYmquScrtKyl3bgZHUAM4Q6wcAALyqdVLjs88+q/bx8PBw9ezZU6Ghofr222917rnn+iw4GCO/iEbhgE/ZbNLixa7zBQtYlAAAUEvFxcUKDw/3/L5u3Trdddddnt/j4uLq3NevrKxMmzdv1rRp0zyPmc1mJSUlaf369dVeU1paKovFUuWx4OBgrV271vP7Bx98oOTkZN188836/PPPFRsbq/vvv1/jx4+vcc7S0lLP71artU7vo6lxbz3lbzYpNIiKb+CMsH4AAMCrWn/avPTSS6t9/OTJk3rrrbf017/+VV999ZXsdrvPgoMxrCUVPTW4wwoAAAAG6tq1qzZv3qyuXbvq2LFj+u677/SrX/3K83x2drYiIiLqNOexY8dkt9sVFRVV5fGoqCjt2rWr2muSk5OVnp6uoUOHKj4+XpmZmVqxYkWVtc++ffv08ssvKy0tTY8++qg2bdqkBx98UIGBgRo7duwpc86ZM6deW2c1VblFlVtP1VThDwAAAPhCvRuF/+c//9HYsWPVqVMn/elPf9Lll1+uL7/80pexwSCenhpUagAAAMBAY8eO1QMPPKCnnnpKN998s3r37q2BAwd6nl+3bl2jVIq/8MIL6tmzp3r37q3AwEBNnDhRqampMpsrl1MOh0MXXHCBnn76aZ1//vm65557NH78eC1cuLDaOadNm6b8/HzPUd+G502Fu1KDLWwBAADQ0OpUF5ydna033nhDf/3rX2W1WnXLLbeotLRUK1euVN++fRsqRjQyT6UGCxIAAAAYaMqUKSoqKtKKFSsUHR2tv//971We/+9//6vbbrutTnO2b99efn5+ysnJqfJ4Tk6OoqOjq72mQ4cOWrlypUpKSnT8+HHFxMRo6tSpiouL84zp1KnTKWuiPn36aPny5dXOGRQUpKAWtKVMXkWlRts2gQZHAgAAgJau1pUa1113nXr16qVvvvlG8+bN06FDhzR//vyGjA0G8VRqBLMXLgAAAIxjNps1a9Ysbd26VR9//LH69OlT5fm///3vVXps1EZgYKAGDhyozMxMz2MOh0OZmZkaMmSI12stFotiY2Nls9m0fPlyDR8+3PPcr371K+3evbvK+O+//15du3atU3zNVV7FGoIm4QAAAGhotf7W+uOPP9aDDz6oCRMmqGfPng0ZEwxmLbZJolIDAAAALVNaWprGjh2rQYMGafDgwZo3b54KCwuVmpoqSRozZoxiY2M1Z84cSdKGDRuUlZWlhIQEZWVlaebMmXI4HJoyZYpnzkmTJuniiy/W008/rVtuuUUbN27Uq6++qldffdWQ99jYKntqUKkBAACAhlXrSo21a9fq5MmTGjhwoBITE/XSSy/p2LFjDRkbDOBwOD3bT9FTAwAAAC3RqFGj9Kc//UkzZsxQQkKCtm3bpoyMDE/z8AMHDujw4cOe8SUlJZo+fbr69u2rESNGKDY2VmvXrlVkZKRnzIUXXqj33ntPb7/9ts4991w99dRTmjdvnkaPHt3Yb88Q+RU9NSK5MQoAAAANzOR0Op11uaCwsFDLli3TokWLtHHjRtntdqWnp2vcuHEKCwtrqDibJavVqoiICOXn5ys8PNzocGrFWlKu82Z+Ikna9dQwWQL8DI4IaAGcTsmdBG7fXjKZjI0HAIBG0hw/Dxuluf+tpvzja7371UFNTu6lBy7vYXQ4QPPG+gEA0ErV9jNxrSs13EJCQjRu3DitXbtW27dv1x/+8Ac988wz6tixo66//vozChrGc99hFehvJqEB+IrJJHXo4DpYkAAAgBYor2IdwRa2gA+wfgAAwKs6JzV+qVevXnruued08OBBvf32276KCQZybz3FYgQAAABAbbmTGm3pqQEAAIAGdkZJDTc/Pz/dcMMN+uCDD3wxHQyUX+zup1HrHvIATqe0VHrgAddRWmp0NAAAtBg///yzxo0bZ3QYkJRX7G4Uzs1RwBlj/QAAgFc+SWqg5bAW2yRRqQH4lM0m/eUvrsNmMzoaAABajBMnTmjx4sVGhwFJue5G4SQ1gDPH+gEAAK+4HR9VWN2VGiQ1AAAAYLDTVYLv27evkSKBN06n09ObL5LtpwAAANDASGqgCnpqAAAAoKm44YYbZDKZ5HQ6axxjoomu4YrK7CqzOyRJbanUAAAAQANj+ylUUdlTg8UIAAAAjNWpUyetWLFCDoej2mPLli1GhwhJeRVriEA/s4ID/AyOBgAAAC0dSQ1U4d5+ikoNAAAAGG3gwIHavHlzjc+frooDjSO3sLJJOJUzAAAAaGhsP4UqPJUawfzTAAAAgLEmT56swsLCGp/v0aOHPvvss0aMCNVxryFoEg4AAIDGwDfXqMJaYpNEpQYAAACM9+tf/9rr8yEhIbr00ksbKRrUJLfIXalBk3AAAAA0PJIaqIKeGkADCA6Wfvyx8hwAANTKvn371L17d7Y0auLyiioqNbgxCvAN1g8AAHhFTw1UkU9PDcD3zGapWzfXYeb/7QIAUFs9e/bU0aNHPb+PGjVKOTk5BkaE6uRVVGq0pVID8A3WDwAAeMV/HVGF1dNTg6QGAAAAjPW/TcD/9a9/ee2xAWN4KjXoqQEAAIBGQFIDVVCpATSAsjJp8mTXUVZmdDQAAAA+letJalCpAfgE6wcAALwiqQGPknK7Sm0OSfTUAHyqvFz6059cR3m50dEAANBsmEymU/pp0F+j6ckvdjcKZw0B+ATrBwAAvKJRODysJa4PSyaTFGbhnwYAAACM5XQ6deeddyooKEiSVFJSovvuu08hISFVxq1YscKI8FDBXanRlqQGAAAAGgHfXMPDWmyTJIUG+cts5g44AAAAGGvs2LFVfr/99tsNigTeuBuFRwSz/RQAAAAaHkkNeNBPAwAAAE3J66+/bnQIqAV3o/C2IawjAAAA0PDoqQEP9/ZT9NMAAAAAUBtOp1N5FTdHRVKpAQAAgEZAUgMeVio1AAAAANTByVKb7A6nJBqFAwAAoHGQ1IAHSQ0AAAAAdZFfsfWUJcAsS4CfwdEAAACgNaCnBjzcPTXCg/lnAfhUcLD07beV5wAAAC1EbkWT8LZt2HoK8BnWDwAAeMW31/CwltgkUakB+JzZLPXrZ3QUAAAAPuduEs4aAvAh1g8AAHjF9lPwcJeO0ygcAAAAQG1QqQEAAIDGRqUGPKwlFXdZ0eAP8K2yMunpp13njz4qBbLoBwAALYN7C1uahAM+xPoBAACvSGrAw9NTg0oNwLfKy6Unn3SdT57MogQAALQYuYXupAafbwCfYf0AAIBXbD8FD0+lBvvhAgAAAKiFvGLX9lNUagAAAKCxGJ7UWLBggbp16yaLxaLExERt3LixxrHl5eWaNWuW4uPjZbFYNGDAAGVkZFQZY7fb9fjjj6t79+4KDg5WfHy8nnrqKTmdTs8Yk8lU7fH88897xnTr1u2U55955hnf/wGaEE+lRjAFPAAAAABOz90ovC1JDQAAADQSQ7+9XrZsmdLS0rRw4UIlJiZq3rx5Sk5O1u7du9WxY8dTxk+fPl1Lly7Va6+9pt69e2vVqlUaMWKE1q1bp/PPP1+S9Oyzz+rll1/W4sWL1a9fP3311VdKTU1VRESEHnzwQUnS4cOHq8z78ccf66677tLIkSOrPD5r1iyNHz/e83tYWJiv/wRNirXYJolKDQAAAAC1k1fRKDwymO1xAAAA0DgMTWqkp6dr/PjxSk1NlSQtXLhQH330kRYtWqSpU6eeMn7JkiV67LHHlJKSIkmaMGGCPv30U82dO1dLly6VJK1bt07Dhw/XNddcI8lVcfH2229XqQCJjo6uMu/777+vyy+/XHFxcVUeDwsLO2WsN6WlpSotLfX8brVaa32t0RwOp2f7KXpqAAAAAKiN3CIahQMAAKBxGbb9VFlZmTZv3qykpKTKYMxmJSUlaf369dVeU1paKovFUuWx4OBgrV271vP7xRdfrMzMTH3//feSpK+//lpr167V1VdfXe2cOTk5+uijj3TXXXed8twzzzyjs846S+eff76ef/552Ww2r+9pzpw5ioiI8BydO3f2Or4pKSizyb1DVziVGgAAAABqwb2FLY3CAQAA0FgMq9Q4duyY7Ha7oqKiqjweFRWlXbt2VXtNcnKy0tPTNXToUMXHxyszM1MrVqyQ3W73jJk6daqsVqt69+4tPz8/2e12zZ49W6NHj652zsWLFyssLEw33nhjlccffPBBXXDBBWrXrp3WrVunadOm6fDhw0pPT6/xPU2bNk1paWme361Wa7NJbORX3GEV6G+WJcDP4GgAAAAANAe5FdtP0VMDAAAAjaVZdYR+4YUXNH78ePXu3Vsmk0nx8fFKTU3VokWLPGPeffddvfnmm3rrrbfUr18/bdu2TQ899JBiYmI0duzYU+ZctGiRRo8efUoFyC+TE+edd54CAwN17733as6cOQoKCqo2vqCgoBqfa+rcW0/RTwNoABaL5N4C73/+fw0AAEBz5XA4PZUaESQ1AN9h/QAAgFeGJTXat28vPz8/5eTkVHk8Jyenxj4WHTp00MqVK1VSUqLjx48rJiZGU6dOrdILY/LkyZo6dapuvfVWSVL//v21f/9+zZkz55SkxhdffKHdu3dr2bJlp403MTFRNptNP/30k3r16lXXt9vkuRcj4ZZmlecCmgc/P+nCC42OAgAAwKesJeWeLWxpFA74EOsHAAC8MqynRmBgoAYOHKjMzEzPYw6HQ5mZmRoyZIjXay0Wi2JjY2Wz2bR8+XINHz7c81xRUZHM5qpvy8/PTw6H45R5/vrXv2rgwIEaMGDAaePdtm2bzGazOnbseNqxzZG12NUvhEoNAAAAALWRV7GFbUignwL9DVtaAgAAoJUx9Lb8tLQ0jR07VoMGDdLgwYM1b948FRYWKjU1VZI0ZswYxcbGas6cOZKkDRs2KCsrSwkJCcrKytLMmTPlcDg0ZcoUz5zXXXedZs+erS5duqhfv37aunWr0tPTNW7cuCqvbbVa9fe//11z5849Ja7169drw4YNuvzyyxUWFqb169dr0qRJuv3229W2bdsG/IsYx+qu1CCpAfheWZn0wguu89//XgrkTkYAAND8uftp0CQc8DHWDwAAeGVoUmPUqFE6evSoZsyYoezsbCUkJCgjI8PTPPzAgQNVqi5KSko0ffp07du3T6GhoUpJSdGSJUsUGRnpGTN//nw9/vjjuv/++3XkyBHFxMTo3nvv1YwZM6q89jvvvCOn06nbbrvtlLiCgoL0zjvvaObMmSotLVX37t01adKkKn02Whp6agANqLxccidf77+fRQkAAGgR8ipujIqknwbgW6wfAADwyuR0undBha9ZrVZFREQoPz9f4eHhRofj1dxPdmv+v3/QHRd11VM3nGt0OEDLUlgohYa6zgsKpJAQY+MBAKCRNKfPw0Zrjn+r97Ye1KRlX+uSHu219O5Eo8MBWg7WDwCAVqq2n4nZ+BSSKrefolIDAAAAQG24e2pEUKkBAACARkRSA5KkfE9PDUN3JAMAAADQTORWJDXaktQAAABAIyKpAUmVSQ0qNQAAAADURr67UXgw+/0DAACg8ZDUgCTJWmKTJIVbSGoAAAAAOD13pQaNwgEAANCYSGpAEpUaAAAAAOomr9id1KBSAwAAAI2HBgqQVNkoPJykBuB7Fov02WeV5wAAAC1AXsX2U/TUAHyM9QMAAF6R1IAkKjWABuXnJ112mdFRAAAA+FQe208BDYP1AwAAXrH9FFRSblepzSGJnhoAAAAAaifX3Sic7acAAADQiKjUgKwlrjusTCYpzMI/CcDnysulV191nd9zjxRA8hAAADRvNrtDJ0tskqRIqr0B32L9AACAV3yDDVmLXYuR0CB/mc0mg6MBWqCyMmniRNf5nXeyKAEAAM2ee/taiS1sAZ9j/QAAgFdsPwX6aQAAAACok7yKNUSYxV/+fiwrAQAA0Hj49AnP9lP00wAAAABQG3kV/TTa0k8DAAAAjYykBmSlUgMAAABAHeQVudYQkW1YQwAAAKBxkdQASQ0AAAAAdZLrSWpQqQEAAIDGRVIDnp4a4cH0jQcAAABweu7tpyK5MQoAAACNjKQGZC2xSaJSAwAAAEDtuLefasv2UwAAAGhk3JoP5RfRKBxoUEFB0ocfVp4DAAA0c3nFrkqNCLafAnyP9QMAAF6R1ICsJRU9NbjLCmgY/v7SNdcYHQUAAIDP5FKpATQc1g8AAHjF9lOo7KlBpQYAAACAWsj3NApnDQEAAIDGRaUGKis16KkBNIzycunNN13no0dLAfzfGgAAaN5y3Y3C2X4K8D3WDwAAeEVSA5WVGsH8cwAaRFmZlJrqOr/5ZhYlAACg2XM3Co/kxijA91g/AADgFdtPQdZimyQqNQAAAADUTl5FpUZbKjUAAADQyEhqtHIOh9Oz/RQ9NQAAAACcTpnNocIyuyR6agAAAKDxkdRo5QrKbHI6XefhVGoAAAAAOI28YleVhsnEjVEAAABofCQ1Wrn8ir1wA/3NsgT4GRwNAAAA0DgWLFigbt26yWKxKDExURs3bqxxbHl5uWbNmqX4+HhZLBYNGDBAGRkZVcbMnDlTJpOpytG7d++GfhuGcK8hIoIDZDabDI4GAAAArQ1JjVbOvfUU/TQAAADQWixbtkxpaWl64okntGXLFg0YMEDJyck6cuRIteOnT5+uV155RfPnz9eOHTt03333acSIEdq6dWuVcf369dPhw4c9x9q1axvj7TS63IqkBv00AAAAYASSGq1cfrG7n4a/wZEAAAAAjSM9PV3jx49Xamqq+vbtq4ULF6pNmzZatGhRteOXLFmiRx99VCkpKYqLi9OECROUkpKiuXPnVhnn7++v6Ohoz9G+ffsaYygtLZXVaq1yNBfuJuHcGAUAAAAjkNRo5azFNkksSIAGFRQkvfuu6wgKMjoaAABatbKyMm3evFlJSUmex8xms5KSkrR+/fpqryktLZXFYqnyWHBw8CmVGHv27FFMTIzi4uI0evRoHThwoMY45syZo4iICM/RuXPnM3hXjSvPU6nBGgJoEKwfAADwiqRGK2d1V2qQ1AAajr+/dPPNrsOfqigAAIx07Ngx2e12RUVFVXk8KipK2dnZ1V6TnJys9PR07dmzRw6HQ6tXr9aKFSt0+PBhz5jExES98cYbysjI0Msvv6wff/xRv/71r3Xy5Mlq55w2bZry8/M9x88//+y7N9nA3I3CI9l+CmgYrB8AAPCK/zq2cvTUAAAAALx74YUXNH78ePXu3Vsmk0nx8fFKTU2tsl3V1Vdf7Tk/77zzlJiYqK5du+rdd9/VXXfddcqcQUFBCmqmd2C7e2pEUqkBAAAAA1Cp0cpV9tRgQQI0GJtN+vvfXYfNZnQ0AAC0au3bt5efn59ycnKqPJ6Tk6Po6Ohqr+nQoYNWrlypwsJC7d+/X7t27VJoaKji4uJqfJ3IyEidc845+uGHH3waf1Pg3n4qMphKDaBBsH4AAMArkhqtnHv7KSo1gAZUWirdcovrKC01OhoAAFq1wMBADRw4UJmZmZ7HHA6HMjMzNWTIEK/XWiwWxcbGymazafny5Ro+fHiNYwsKCrR371516tTJZ7E3Fe5G4W1DWEMADYL1AwAAXpHUaOU8lRrB7EQGAACA1iEtLU2vvfaaFi9erJ07d2rChAkqLCxUamqqJGnMmDGaNm2aZ/yGDRu0YsUK7du3T1988YWGDRsmh8OhKVOmeMY8/PDD+vzzz/XTTz9p3bp1GjFihPz8/HTbbbc1+vtraO5KDW6MAgAAgBH4JruVy6dSAwAAAK3MqFGjdPToUc2YMUPZ2dlKSEhQRkaGp3n4gQMHZDZX3v9VUlKi6dOna9++fQoNDVVKSoqWLFmiyMhIz5iDBw/qtttu0/Hjx9WhQwddcskl+vLLL9WhQ4fGfnsNLtddqUGjcAAAABiApEYrZy1x7c9JTw0AAAC0JhMnTtTEiROrfW7NmjVVfr/00ku1Y8cOr/O98847vgqtyXPfGEWjcAAAABiB7adaOSo1AAAAANQFlRoAAAAwEkmNVs7q6alBUgMAAACAdyXldpWUOyRJEVRqAAAAwAAkNVo5KjUAAAAA1Ja7Sbif2aSwIHYzBgAAQOPjU2grVlJuV6nNdZcVPTWABhQYKL3+euU5AABAM5VX7Np6KjI4QCaTyeBogBaK9QMAAF6R1GjFrCWuu6xMJinMwj8FoMEEBEh33ml0FAAAAGcst5Am4UCDY/0AAIBXbD/VilmLbZKk0CB/mc3cZQUAAADAu3x3pQZNwgEAAGAQbs9vxeinATQSm01atcp1npws+fP/egEAQPOUW9FToy2VGkDDYf0AAIBX/JexFXNvP0U/DaCBlZZK117rOi8oYFECAACaLXej8IhgKjWABsP6AQAAr9h+qhWzUqkBAAAAoA7yilzbT1GpAQAAAKOQ1GjFSGoAAAAAqAt3pQaNwgEAAGAUkhqtmLunRngwpawAAAAATi+3iEbhAAAAMJbhSY0FCxaoW7duslgsSkxM1MaNG2scW15erlmzZik+Pl4Wi0UDBgxQRkZGlTF2u12PP/64unfvruDgYMXHx+upp56S0+n0jLnzzjtlMpmqHMOGDasyz4kTJzR69GiFh4crMjJSd911lwoKCnz75g1mLbFJolIDAAAAQO3kFVOpAQAAAGMZeov+smXLlJaWpoULFyoxMVHz5s1TcnKydu/erY4dO54yfvr06Vq6dKlee+019e7dW6tWrdKIESO0bt06nX/++ZKkZ599Vi+//LIWL16sfv366auvvlJqaqoiIiL04IMPeuYaNmyYXn/9dc/vQUFBVV5r9OjROnz4sFavXq3y8nKlpqbqnnvu0VtvvdVAf43Gl19Eo3AAAAAAtVfZU4NKDQAAABjD0EqN9PR0jR8/Xqmpqerbt68WLlyoNm3aaNGiRdWOX7JkiR599FGlpKQoLi5OEyZMUEpKiubOnesZs27dOg0fPlzXXHONunXrpptuuklXXXXVKRUgQUFBio6O9hxt27b1PLdz505lZGTo//7v/5SYmKhLLrlE8+fP1zvvvKNDhw7V+H5KS0tltVqrHE2ZtaSipwZ3WQEAAACoBXdPDaq9AQAAYBTDkhplZWXavHmzkpKSKoMxm5WUlKT169dXe01paaksFkuVx4KDg7V27VrP7xdffLEyMzP1/fffS5K+/vprrV27VldffXWV69asWaOOHTuqV69emjBhgo4fP+55bv369YqMjNSgQYM8jyUlJclsNmvDhg01vqc5c+YoIiLCc3Tu3LkWfwnjeHpqUKkBNKzAQOmll1xHIHc1AgCA5snpdHqSGm1D+EwDNBjWDwAAeGXY9lPHjh2T3W5XVFRUlcejoqK0a9euaq9JTk5Wenq6hg4dqvj4eGVmZmrFihWy2+2eMVOnTpXValXv3r3l5+cnu92u2bNna/To0Z4xw4YN04033qju3btr7969evTRR3X11Vdr/fr18vPzU3Z29inbX/n7+6tdu3bKzs6u8T1NmzZNaWlpnt+tVmuTTmx4KjW4ywpoWAEB0gMPGB0FAADAGSkut6vM7pAkRbKGABoO6wcAALwytKdGXb3wwgsaP368evfuLZPJpPj4eKWmplbZrurdd9/Vm2++qbfeekv9+vXTtm3b9NBDDykmJkZjx46VJN16662e8f3799d5552n+Ph4rVmzRldccUW94wsKCjqlN0dT5qnUCG5W/wwAAAAAGCC3okoj0M+sNoF+BkcDAACA1sqw7afat28vPz8/5eTkVHk8JydH0dHR1V7ToUMHrVy5UoWFhdq/f7927dql0NBQxcXFecZMnjxZU6dO1a233qr+/fvrjjvu0KRJkzRnzpwaY4mLi1P79u31ww8/SJKio6N15MiRKmNsNptOnDhRY2zNkbXYJolKDaDB2e3SmjWu4xeVZQAAAM2Ju0l4RJsAmUwmg6MBWjDWDwAAeGVYUiMwMFADBw5UZmam5zGHw6HMzEwNGTLE67UWi0WxsbGy2Wxavny5hg8f7nmuqKhIZnPVt+Xn5yeHw1HjfAcPHtTx48fVqVMnSdKQIUOUl5enzZs3e8b8+9//lsPhUGJiYp3eZ1PlcDg920/RUwNoYCUl0uWXu46SEqOjAQAAqBdPP402rB+ABsX6AQAArwzddygtLU1jx47VoEGDNHjwYM2bN0+FhYVKTU2VJI0ZM0axsbGeKosNGzYoKytLCQkJysrK0syZM+VwODRlyhTPnNddd51mz56tLl26qF+/ftq6davS09M1btw4SVJBQYGefPJJjRw5UtHR0dq7d6+mTJmiHj16KDk5WZLUp08fDRs2TOPHj9fChQtVXl6uiRMn6tZbb1VMTEwj/5UaRkGZTU6n6zycSg0AAAAAp+FOakQG07gYAAAAxjE0qTFq1CgdPXpUM2bMUHZ2thISEpSRkeFpHn7gwIEqVRclJSWaPn269u3bp9DQUKWkpGjJkiWKjIz0jJk/f74ef/xx3X///Tpy5IhiYmJ07733asaMGZJcVRvffPONFi9erLy8PMXExOiqq67SU089VaUfxptvvqmJEyfqiiuukNls1siRI/Xiiy82zh+mEeS798P1N8sSwH64AAAAALzLrdh+KpJKDQAAABjI5HS679eHr1mtVkVERCg/P1/h4eFGh1PFd4fydc2La9UhLEibHksyOhygZSsslEJDXecFBVJIiLHxAADQSJry5+Gmpjn8rRZ89oOeX7Vbtww6W8/dNMDocICWi/UDAKCVqu1nYsN6asBY+cXufhqGFusAAAAAaCZyC12VGm3bsP0UAAAAjENSo5WyFtskSRH00wAAAABQC3kVN0ZFsP0UAAAADERSo5Wyuis1SGoAAAAAqIW8Iio1AAAAYDz2HmqlrCUVd1mR1AAaXkCA9NxzlecAAADNUF6Raw0RyRoCaFisHwAA8IqkRitV2VODD0hAgwsMlCZPNjoKAACAM5JbUakRSaUG0LBYPwAA4BXbT7VS7qQGlRoAAAAAasO9hoikpwYAAAAMRKVGK1XZU4N/AkCDs9ulLVtc5xdcIPn5GRsPAABAHTmdTs/2U/TUABoY6wcAALziG+1WikoNoBGVlEiDB7vOCwqkkBBj4wEAAKijglKbbA6nJCo1gAbH+gEAAK/YfqqVspbYJNFTAwAAAMDpuas0LAFmWQK4axwAAADGIanRSlGpAQAAAKC2PE3Cg9l6CgAAAMYiqdFKVfbUIKkBAAAAwDt3pQZbTwEAAMBoJDVaKSo1AAAAANSWp1KDpAYAAAAMRlKjFSopt6vU5pBETw0AAAAAp+e+KaptG7afAgAAgLFIarRC1hLXgsRkksIs/gZHAwAAAKCpyy1k+ykAAAA0DXyj3QpZi22SpNAgf5nNJoOjAVqBgADpiScqzwEAAJqZvGL39lNUagANjvUDAABekdRoheinATSywEBp5kyjowAAAKg3T6Nw1hBAw2P9AACAV2w/1Qq5t5+inwYAAACA2siraBROTw0AAAAYjUqNVshKpQbQuBwOaedO13mfPpKZfDIAAGhecisqNSLoqQE0PNYPAAB4RVKjFSKpATSy4mLp3HNd5wUFUkiIsfEAAADUkXsLWyo1gEbA+gEAAK9I97dC7gVJeDA5LQAAAACnl1vkbhTOjVEAAAAwFkmNVshaYpNEpQYAAACA03M4nJ4bo0hqAAAAwGgkNVqh/CIahQMAAACoHWtJuZxO13lkMNtPAQAAwFgkNVohawlN/gAAAADUTl7FTVEhgX4K9GcJCQAAAGPxibQV8vTUoFIDAAAAwGlU9tOgSgMAAADGI6nRCnkqNeipAQAAAOA08uinAQAAgCbE3+gA0Pg8lRrB/M8PNIqAAOnhhyvPAQAAmpE8T6UGn2OARsH6AQAAr/hWuxWyFtskUakBNJrAQOn5542OAgAAoF7cPTXYfgpoJKwfAADwiu2nWhmHw+nZfoqeGgAAAABOJ9ed1OCmKAAAADQBVGq0MgVlNjmdrvNwFiVA43A4pAMHXOddukhm8skAAKD5yK/YfqotlRpA42D9AACAVyQ1Wpn8irusAv3NsgT4GRwN0EoUF0vdu7vOCwqkkBBj4wEAAKgDT6UGPTWAxsH6AQAAr0j3tzLurafopwEAAACgNvKK6akBAACApoOkRiuTX+zup0GRDgAAAIDTy6vYfoqeGgAAAGgKSGq0MtZimyQqNQAAAADUTl7F9lNtQ1hDAAAAwHgkNVoZq7tSg6QGAAAAgFrIrajUiAhm+ykAAAAYj6RGK0NPDQAAAAC1ZbM7dLLEVe3dlkbhAAAAaAJIarQylT01WJAAAAAA8M69fpC4MQoAAABNA92iWxn3ooQFCdCI/P2l+++vPAcAAGgm8irWD2EWf/n7cU8c0ChYPwAA4BX/dWxlKntq8D890GiCgqQFC4yOAgAAoM7yKvppRLL1FNB4WD8AAOAVt9q0MlRqAAAAAKitvCLX+qFtG5qEAwAAoGkgqdHKWCua/NFTA2hETqd09KjrcDqNjgYAAEhasGCBunXrJovFosTERG3cuLHGseXl5Zo1a5bi4+NlsVg0YMAAZWRk1Dj+mWeekclk0kMPPdQAkTeu3CJuigIaHesHAAC8IqnRylCpARigqEjq2NF1FBUZHQ0AAK3esmXLlJaWpieeeEJbtmzRgAEDlJycrCNHjlQ7fvr06XrllVc0f/587dixQ/fdd59GjBihrVu3njJ206ZNeuWVV3Teeec19NtoFO7tp6jUABoR6wcAALwiqdHKVPbUIKkBAACA1ik9PV3jx49Xamqq+vbtq4ULF6pNmzZatGhRteOXLFmiRx99VCkpKYqLi9OECROUkpKiuXPnVhlXUFCg0aNH67XXXlPbtm29xlBaWiqr1VrlaIrc20/RUwMAAABNBUmNVoZKDQAAALRmZWVl2rx5s5KSkjyPmc1mJSUlaf369dVeU1paKovFUuWx4OBgrV27tspjDzzwgK655poqc9dkzpw5ioiI8BydO3eux7tpeHnF7kbhVGoAAACgaSCp0YqUlNtVanNIoqcGAAAAWqdjx47JbrcrKiqqyuNRUVHKzs6u9prk5GSlp6drz549cjgcWr16tVasWKHDhw97xrzzzjvasmWL5syZU6s4pk2bpvz8fM/x888/1/9NNSB3T41IbooCAABAE0FSoxWxlrgWJCaTFGbxNzgaAAAAoHl44YUX1LNnT/Xu3VuBgYGaOHGiUlNTZTa7llM///yzfv/73+vNN988paKjJkFBQQoPD69yNEX5FUmNtiEkNQAAANA0kNRoRazFNklSaJC/zGaTwdEAAAAAja99+/by8/NTTk5OlcdzcnIUHR1d7TUdOnTQypUrVVhYqP3792vXrl0KDQ1VXFycJGnz5s06cuSILrjgAvn7+8vf31+ff/65XnzxRfn7+8tutzf4+2oouRWNwiOD2X4KAAAATYPhSY0FCxaoW7duslgsSkxM1MaNG2scW15erlmzZik+Pl4Wi0UDBgxQRkZGlTF2u12PP/64unfvruDgYMXHx+upp56S0+n0zPHII4+of//+CgkJUUxMjMaMGaNDhw5Vmadbt24ymUxVjmeeecb3f4BGRD8NAAAAtHaBgYEaOHCgMjMzPY85HA5lZmZqyJAhXq+1WCyKjY2VzWbT8uXLNXz4cEnSFVdcoe3bt2vbtm2eY9CgQRo9erS2bdsmPz+/Bn1PDYlG4QAAAGhqDN2DaNmyZUpLS9PChQuVmJioefPmKTk5Wbt371bHjh1PGT99+nQtXbpUr732mnr37q1Vq1ZpxIgRWrdunc4//3xJ0rPPPquXX35ZixcvVr9+/fTVV18pNTVVERERevDBB1VUVKQtW7bo8ccf14ABA5Sbm6vf//73uv766/XVV19Veb1Zs2Zp/Pjxnt/DwsIa9g/SwNzbT9FPA2hk/v7S2LGV5wAAwFBpaWkaO3asBg0apMGDB2vevHkqLCxUamqqJGnMmDGKjY319MfYsGGDsrKylJCQoKysLM2cOVMOh0NTpkyR5FonnHvuuVVeIyQkRGedddYpjzc3eUU0CgcaHesHAAC8MvS/junp6Ro/frxn8bBw4UJ99NFHWrRokaZOnXrK+CVLluixxx5TSkqKJGnChAn69NNPNXfuXC1dulSStG7dOg0fPlzXXHONJFfFxdtvv+2pAImIiNDq1aurzPvSSy9p8ODBOnDggLp06eJ5PCwsrMYS9OqUlpaqtLTU87vVaq31tY3BSqUGYIygIOmNN4yOAgAAVBg1apSOHj2qGTNmKDs7WwkJCcrIyPA0Dz9w4ICnX4YklZSUaPr06dq3b59CQ0OVkpKiJUuWKDIy0qB30DjKbA4Vlrm2zmpLpQbQeFg/AADglWFJjbKyMm3evFnTpk3zPGY2m5WUlKT169dXe01paekpjfeCg4O1du1az+8XX3yxXn31VX3//fc655xz9PXXX2vt2rVKT0+vMZb8/HyZTKZTFiXPPPOMnnrqKXXp0kW//e1vNWnSJPl7uUtizpw5evLJJ729bUOR1AAAAABcJk6cqIkTJ1b73Jo1a6r8fumll2rHjh11mv9/52iO8opdVRomkxRGtTcAAACaCMOSGseOHZPdbvfcDeUWFRWlXbt2VXtNcnKy0tPTNXToUN3QOPoAADXQSURBVMXHxyszM1MrVqyo0nhv6tSpslqt6t27t/z8/GS32zV79myNHj262jlLSkr0yCOP6LbbblN4eLjn8QcffFAXXHCB2rVrp3Xr1mnatGk6fPiw1+TItGnTlJaW5vndarWqc+fOtfp7NAZ3T43wYMpXgUbldEpFRa7zNm1c3wwAAAA0cflFlTdF+Zn5/AI0GtYPAAB41ay+3X7hhRc0fvx49e7dWyaTSfHx8UpNTdWiRYs8Y9599129+eabeuutt9SvXz9t27ZNDz30kGJiYjTWvSdlhfLyct1yyy1yOp16+eWXqzz3y+TEeeedp8DAQN17772aM2eOgoKCqo0vKCioxueaAmuJTRKVGkCjKyqSQkNd5wUFUkiIsfEAAADUQq67STjrB6BxsX4AAMAr8+mHNIz27dvLz89POTk5VR7PycmpsY9Fhw4dtHLlShUWFmr//v3atWuXQkNDFRcX5xkzefJkTZ06Vbfeeqv69++vO+64Q5MmTfI0+XNzJzT279+v1atXV6nSqE5iYqJsNpt++umn+r3hJsB9pxWNwgEAAACcDk3CAQAA0BQZltQIDAzUwIEDlZmZ6XnM4XAoMzNTQ4YM8XqtxWJRbGysbDabli9fruHDh3ueKyoqqtLUT5L8/PzkcDg8v7sTGnv27NGnn36qs84667Txbtu2TWazWR07dqztW2xyrCUV5eM0+QMAAABwGnnuSg3WDwAAAGhCDN1+Ki0tTWPHjtWgQYM0ePBgzZs3T4WFhUpNTZUkjRkzRrGxsZ4qiw0bNigrK0sJCQnKysrSzJkz5XA4NGXKFM+c1113nWbPnq0uXbqoX79+2rp1q9LT0zVu3DhJroTGTTfdpC1btujDDz+U3W5Xdna2JKldu3YKDAzU+vXrtWHDBl1++eUKCwvT+vXrNWnSJN1+++1q27ZtI/+VfMfTU4NKDQAAAACn4W4U3pZKDQAAADQhhiY1Ro0apaNHj2rGjBnKzs5WQkKCMjIyPM3DDxw4UKXqoqSkRNOnT9e+ffsUGhqqlJQULVmyRJGRkZ4x8+fP1+OPP677779fR44cUUxMjO69917NmDFDkpSVlaUPPvhAkpSQkFAlns8++0yXXXaZgoKC9M4772jmzJkqLS1V9+7dNWnSpCp9NpojT6UGe+ICAAAAOI3cItYPAAAAaHpMTqfTaXQQLZXValVERITy8/NP27OjMfz6uX/r5xPFWj5hiAZ2bWd0OEDrUVhIoz8AQKvU1D4PN2VN8W81bcV2vb3xgCYlnaPfJ/U0Ohyg9WD9AABopWr7mdiwnhpofNZimyTutAIAAABwepWNwlk/AAAAoOkwdPspNB6Hw+nZfoqeGkAj8/OTbrqp8hwAAKAZoFE4YBDWDwAAeEVSo5UoKLPJvdFYOJUaQOOyWKS//93oKAAAAOok11OpQaNwoFGxfgAAwCu2n2ol8ivusgr0N8sSwJ0eAAAAALzLL3atIdpSqQEAAIAmhKRGK+Heeop+GgAAAABqw1OpEUylBgAAAJoOkhqthPsuq3ALO44Bja6wUDKZXEdhodHRAAAAnFZJuV0l5Q5JUmQIN0YBjYr1AwAAXpHUaCWsxTZJVGoAAAAAOD13k3A/s0lhQdwYBQAAgKaDpEYrYXVXapDUAAAAAHAaecXuracCZDKZDI4GAAAAqERSo5Vwbz9FpQYAAACA08ktrFg/0CQcAAAATQxJjVbC3Sg83MKiBAAAAIB3+RWVGm3b0CQcAAAATQtJjVaCSg0AAAAAtZVb0VMjkvUDAAAAmhiSGq1EZU8NmvwBAAAA8M7dKDySSg0AAAA0MXzD3UpQqQEYyM9PSkmpPAcAAGji8ooqGoXTUwNofKwfAADwiqRGK2EtsUmipwZgCItF+ugjo6MAAACoNXelRluSGkDjY/0AAIBXbD/VSlCpAQAAAKC2cisqNSLYfgoAAABNDJUarURlTw2SGgAAoOE4HA6VlZUZHQYaUWBgoMxm7pVqafKKqdQAAABA00RSo5WgUgMwUGGh1LGj6/zIESkkxNh4AKCBlJWV6ccff5TD4TA6FDQis9ms7t27KzCQO/pbEk9PjWD+dwUaHesHAAC8IqnRCpSU21Vqc325QE8NwCBFRUZHAAANyul06vDhw/Lz81Pnzp25c///27vzsKrK9f/jnw3KLCCiAuYAiqIkWg5kddISAy2/aPZzSE84HK0cytRjWo5NnjJN82v6PTlWamapWZ00DycthzRN1HJIjdRUHHJAUFTY6/cHsjs7EdGAtWC/X9e1rmvvtZ699r33w1Ju7vU8j4uw2+06evSojh07pho1ashms5kdEopI3poaLBQOmIT8AQCA66Ko4QLSs3ITEptNquBFlwMAgKKXnZ2tCxcuKCwsTD4+PmaHgxJUuXJlHT16VNnZ2Spfnj+AlwWGYVDUAAAAgGVxC50LSL+YLUny8ywnNzfungMAAEUvJydHkpiCyAXl9XnezwBKv4tXcnQ5J3ekd0UWCgcAAIDFUNRwAaynAQAASgrTD7ke+rzsOXN1lEZ5d5t8PNxNjgYAAABwRlHDBeRNP8V6GgAAAABuxLFIuI8HRSsAAABYDkUNF5DOSA0AAIASU6tWLU2ZMsXsMIBb5lhPg/wBAAAAFkRRwwVQ1ABM5uYmtWyZu7nxzy4AWIXNZitwGzdu3C2d97vvvlO/fv2KJMZFixbJ3d1dAwYMuObYvHnzFBgYmO/rbDabli9f7rTv448/VqtWrRQQECA/Pz/FxMToxRdf1OnTp4skVpQdeUUN1tMATEL+AABAgfjf0QXkranh713O5EgAF+XtLa1Zk7t5e5sdDQDgqmPHjjm2KVOmyN/f32nfsGHDHG0Nw1B2dnahzlu5cmX5+PgUSYyzZ8/W8OHDtWjRImVlZd3yeV544QV16dJFzZo10xdffKEffvhBkyZN0vbt2/Xee+8VSawoO85cnX4qwIebogBTkD8AAFAgihouID0rNwFnpAYAACgphmHowuVsUzbDMAoVY0hIiGMLCAiQzWZzPN+zZ48qVKigL774Qk2aNJGnp6fWrVunAwcOKDExUVWrVpWfn5+aNWumf//7307n/eP0UzabTbNmzVLHjh3l4+OjyMhIrVix4obxpaamasOGDRoxYoTq1q2rpUuX3lQf5Nm8ebNeffVVTZo0SRMnTtTdd9+tWrVqqU2bNvr444+VlJR0S+dF2ZV3U1RFihoAAACwIG7ddwHnLrBQOAAAKFkXr+SowZhVprz3rhfj5eNRNL/mjhgxQm+88YYiIiJUsWJFHT58WO3atdMrr7wiT09Pvfvuu2rfvr327t2rGjVqXPc848eP1+uvv66JEydq2rRp6t69uw4ePKigoKDrvmbu3Ll66KGHFBAQoB49emj27Nl67LHHbvozLFiwQH5+furfv3++x683hRVc15nM3xcKBwAAAKyGkRouID3r6poa3GkFmCMzU6pcOXfLzDQ7GgDATXjxxRfVpk0b1a5dW0FBQWrUqJGeeOIJ3X777YqMjNRLL72k2rVr33DkRc+ePdWtWzfVqVNHr776qjIyMrR58+brtrfb7Zo3b5569OghSeratavWrVun1NTUm/4M+/btU0REhMqX53dBFM7ZqyM1AskfAHOQPwAAUCBGargAx5oajNQAzHPqlNkRAECJ8i7vrl0vxpv23kWladOmTs8zMjI0btw4ff755zp27Jiys7N18eJFHTp0qMDzxMTEOB77+vrK399fJ06cuG771atXKzMzU+3atZMkBQcHq02bNpozZ45eeumlm/oMhZ2OC8hz9uqaGoHejNQATEP+AADAdVHUcAGOkRqsqQEAAEqIzWYrsimgzOTr6+v0fNiwYVq9erXeeOMN1alTR97e3nr00Ud1+fLlAs/zx1ESNptNdrv9uu1nz56t06dPy/u/Foi12+3asWOHxo8fLzc3N/n7+yszM1N2u11ubr8PwD579qwkKSAgQJJUt25drVu3TleuXGG0Bgrl7AXW1AAAAIB1Mf2UC3CM1PAu/X9YAAAAMNP69evVs2dPdezYUQ0bNlRISIh++eWXIn2P3377TZ988ok++OADpaSkOLZt27bpzJkz+vLLLyVJ9erVU3Z2tlJSUpxe//3330vKLWZI0mOPPaaMjAy9/fbb+b5fXhEEyHPm6kgNpq8FAACAFfFXbheQfjFbEiM1AAAA/qzIyEgtXbpU7du3l81m0+jRowsccXEr3nvvPVWqVEmdO3eWzWZzOtauXTvNnj1bCQkJio6O1oMPPqjevXtr0qRJioiI0N69ezV48GB16dJF1apVkyTFxsZq+PDhGjp0qI4cOaKOHTsqLCxM+/fv18yZM3XvvffqmWeeKdLPgNIt76aoiiwUDgAAAAtipEYZZ7cbjumnWFMDAADgz5k8ebIqVqyou+++W+3bt1d8fLzuvPPOIn2POXPmqGPHjtcUNCSpU6dOWrFihU5dnWt98eLFatmypZ544glFR0fr6aefVmJiombNmuX0utdee00LFy7Upk2bFB8fr+joaA0ZMkQxMTFKSkoq0vhRuhmG4Zh+ioXCAQAAYEU2g5UDi016eroCAgJ07tw5+fv7mxND1hXFjMudomDPSwnyKsKFMwEUUmam5OeX+zgjQ/rD/OwAUBZkZWUpNTVV4eHh8vLyMjsclKCC+t4Kvw+XFlb5rs5nXVFD8gfAXOQPAAAXVdjfiZl+qow7d/UuK49ybiQkgFnc3KSmTX9/DAAAYFF5ozQ8yR8A85A/AABQIIoaZVze1FOspwGYyNtb+u47s6MAAAC4obyiButpACYifwAAoECU/Mu4vEX+/L2oXwEAAAAo2JkLlyWxngYAAACsi6JGGZd+MVsSIzUAAAAA3NjZiywSDgAAAGujqFHGpeeN1KCoAZjnwgWpVq3c7cIFs6MBAAC4rrN5IzW8mX4KMA35AwAABWJOojIub/opRmoAJjIM6eDB3x8DAABYlGNNDV/yB8A05A8AABSIkRplXN5C4f5eJCUAAAAACpa3pkYAIzUAAABgURQ1yjhGagAAAAAorHN5IzVYUwMAAAAWRVGjjPt9TQ1mGgMAAABQsLyRGiwUDgAAAKuiqFHGMVIDAACgeLVq1UqDBw82OwygSJy9mj8E+jD9FAAAAKyJokYZl56VLYk1NQAAAP6offv2SkhIyPfYN998I5vNph07dhTZ+128eFFBQUEKDg7WpUuXrjlus9m0fPnya/b37NlTHTp0cNq3f/9+9erVS7fddps8PT0VHh6ubt26acuWLUUWL1xT3kLhgdwUBQAAAIuiqFHGMVIDsACbTWrQIHez2cyOBgBwVZ8+fbR69Wr9+uuv1xybO3eumjZtqpiYmCJ7v48//ljR0dGKiorKt3hRWFu2bFGTJk30008/6f/+7/+0a9cuLVu2TFFRURo6dGiRxQvXdPbq9FMVfRmpAZiG/AEAgAKZXtSYPn26atWqJS8vL8XGxmrz5s3XbXvlyhW9+OKLql27try8vNSoUSOtXLnSqU1OTo5Gjx6t8PBweXt7q3bt2nrppZdkGIajjWEYGjNmjEJDQ+Xt7a24uDjt27fP6TynT59W9+7d5e/vr8DAQPXp00cZGRlF++FLwO9ralDUAEzj4yP9+GPu5uNjdjQAUDIMQ7qcac72X7/3FeThhx9W5cqVNW/ePKf9GRkZWrJkifr06aPffvtN3bp1U7Vq1eTj46OGDRtq0aJFt/SVzJ49Wz169FCPHj00e/bsWzqHYRjq2bOnIiMj9c033+ihhx5S7dq11bhxY40dO1affPLJLZ0XkCS73XDcFMVIDcBE5A8AABTI1NWjFy9erCFDhmjmzJmKjY3VlClTFB8fr71796pKlSrXtB81apTef/99vfPOO4qKitKqVavUsWNHbdiwQXfccYck6bXXXtOMGTM0f/58RUdHa8uWLerVq5cCAgL09NNPS5Jef/11vfXWW5o/f77Cw8M1evRoxcfHa9euXfLy8pIkde/eXceOHdPq1at15coV9erVS/369dPChQtL7gsqAozUAAAAprhyQXo1zJz3fv6o5OF7w2blypXT448/rnnz5umFF16Q7erdsEuWLFFOTo66deumjIwMNWnSRM8995z8/f31+eef669//atq166t5s2bFzqkAwcOaOPGjVq6dKkMw9Czzz6rgwcPqmbNmjf10VJSUvTjjz9q4cKFcnO79v6kwMDAmzof8N/OZ2XLfrUmGMBC4QAAALAoU0dqTJ48WX379lWvXr3UoEEDzZw5Uz4+PpozZ06+7d977z09//zzateunSIiIvTUU0+pXbt2mjRpkqPNhg0blJiYqIceeki1atXSo48+qgcffNAxAsQwDE2ZMkWjRo1SYmKiYmJi9O677+ro0aOOaQB2796tlStXatasWYqNjdW9996radOm6YMPPtDRo0ev+3kuXbqk9PR0p81MWVdydCnbLok1NQAAAPLTu3dvHThwQGvXrnXsmzt3rjp16qSAgABVq1ZNw4YNU+PGjRUREaFBgwYpISFBH3744U29z5w5c9S2bVtVrFhRQUFBio+P19y5c2863rzRxVFRUTf9WuBGzlydesrHw12e5dxNjgYAAADIn2kjNS5fvqytW7dq5MiRjn1ubm6Ki4vTxo0b833NpUuXHCMp8nh7e2vdunWO53fffbf++c9/6qefflLdunW1fft2rVu3TpMnT5YkpaamKi0tTXFxcY7XBAQEKDY2Vhs3blTXrl21ceNGBQYGqmnTpo42cXFxcnNz06ZNm9SxY8d845swYYLGjx9/819GMUnPyh2lYbNJFbxMHZQDuLYLF6RmzXIff/cdQ8gBuIbyPrkjJsx670KKiorS3XffrTlz5qhVq1bav3+/vvnmG7344ouScqc2ffXVV/Xhhx/qyJEjunz5si5duiSfm/i3PCcnR/Pnz9fUqVMd+3r06KFhw4ZpzJgx+Y64uB6jkFNrAbfi7NVR3hV9WE8DMBX5AwAABTLtL92nTp1STk6Oqlat6rS/atWq2rNnT76viY+P1+TJk3Xfffepdu3aSk5O1tKlS5WTk+NoM2LECKWnpysqKkru7u7KycnRK6+8ou7du0uS0tLSHO/zx/fNO5aWlnbN9FflypVTUFCQo01+Ro4cqSFDhjiep6enq3r16jf6KopN+sVsSZKfZzm5ubG4GGAaw5B27fr9MQC4AputUFNAWUGfPn00aNAgTZ8+XXPnzlXt2rXVsmVLSdLEiRM1depUTZkyRQ0bNpSvr68GDx6sy5cvF/r8q1at0pEjR9SlSxen/Tk5OUpOTlabNm0kSRUqVNC5c+euef3Zs2cVEBAgSapbt64kac+ePY7pV4GikjdSg6lrAZORPwAAUCDTFwq/GVOnTlVkZKSioqLk4eGhgQMHqlevXk53t3344YdasGCBFi5cqO+//17z58/XG2+8ofnz5xd7fJ6envL393fazMR6GgAAADfWuXNnubm5aeHChXr33XfVu3dvx/oa69evV2Jionr06KFGjRopIiJCP/30002df/bs2eratatSUlKctq5duzotGF6vXj1t3brV6bU5OTnavn27o5jRuHFjNWjQQJMmTZLdbr/mvc6ePXuTnx743bkLV0dq+JI/AAAAwLpMG6kRHBwsd3d3HT9+3Gn/8ePHFRISku9rKleurOXLlysrK0u//fabwsLCNGLECEVERDja/P3vf9eIESPUtWtXSVLDhg118OBBTZgwQUlJSY5zHz9+XKGhoU7v27hxY0lSSEiITpw44fTe2dnZOn369HVjs6K86adYTwMAAOD6/Pz81KVLF40cOVLp6enq2bOn41hkZKQ++ugjbdiwQRUrVtTkyZN1/PhxNWjQoFDnPnnypD799FOtWLFCt99+u9Oxxx9/XB07dtTp06cVFBSkIUOGqE+fPoqKilKbNm2UmZmpadOm6cyZM/rb3/4mSbLZbJo7d67i4uL0l7/8RS+88IKioqKUkZGhTz/9VF9++aXT+iDAzcgbqRHozfRTAAAAsC7TRmp4eHioSZMmSk5Oduyz2+1KTk5WixYtCnytl5eXqlWrpuzsbH388cdKTEx0HLtw4cI18xK7u7s77mQLDw9XSEiI0/ump6dr06ZNjvdt0aKFzp4963Sn3H/+8x/Z7XbFxsbe+ocuYemM1AAAACiUPn366MyZM4qPj1dYWJhj/6hRo3TnnXcqPj5erVq1UkhIiDp06FDo87777rvy9fVV69atrznWunVreXt76/3335ckdevWTbNmzdKcOXPUpEkTJSQkKC0tTV9//bXT1KnNmzfXli1bVKdOHfXt21f169fX//zP/+jHH3/UlClTbvk7AM5eHakR6EP+AAAAAOsydfXoIUOGKCkpSU2bNlXz5s01ZcoUZWZmqlevXpJy716rVq2aJkyYIEnatGmTjhw5osaNG+vIkSMaN26c7Ha7hg8f7jhn+/bt9corr6hGjRqKjo7Wtm3bNHnyZPXu3VtS7t1tgwcP1ssvv6zIyEiFh4dr9OjRCgsLcySo9evXV0JCgvr27auZM2fqypUrGjhwoLp27eqU5FodRQ0AAIDCadGiRb6LcAcFBWn58uUFvnbNmjXXPTZ06FANHTo032MeHh46c+aM077HHntMjz322A3jrVu3bolMr1qWTZ8+XRMnTlRaWpoaNWqkadOmqXnz5vm2vXLliiZMmKD58+fryJEjqlevnl577TUlJCQ42syYMUMzZszQL7/8IkmKjo7WmDFj1LZt25L4OEXibN5IDYoaAAAAsDBTixpdunTRyZMnNWbMGKWlpalx48ZauXKl4060Q4cOOY26yMrK0qhRo/Tzzz/Lz89P7dq103vvvafAwEBHm2nTpmn06NHq37+/Tpw4obCwMD3xxBMaM2aMo83w4cOVmZmpfv366ezZs7r33nu1cuVKeXl5OdosWLBAAwcOVOvWreXm5qZOnTrprbfeKv4vpQjlranh721qNwMAAACWsnjxYg0ZMkQzZ85UbGyspkyZovj4eO3du1dVqlS5pv2oUaP0/vvv65133lFUVJRWrVqljh07asOGDY4F22+77Tb94x//UGRkpAzD0Pz585WYmKht27YpOjq6pD/iLTl7NX+o6MP0UwAAALAum5HfLWkoEunp6QoICNC5c+dMWTT81X/t1j+//ll9/xKuFx4q3LzPAIrBhQtS3tzru3ZJPj7mxgMAxSArK0upqakKDw93ulEEZV9BfW/278PXExsbq2bNmul///d/JeVOg1u9enUNGjRII0aMuKZ9WFiYXnjhBQ0YMMCxr1OnTk7Th+UnKChIEydOVJ8+fW4YkxW+q8fnbNbXP53UxEdj9P+aVjclBgAifwAAuKzC/k7MLfxl2LkLLBQOWIKPj3R1KgoAAGCuy5cva+vWrRo5cqRjn5ubm+Li4rRx48Z8X3Pp0qVrCjbe3t5at25dvu1zcnK0ZMkSZWZmXne9wEuXLunSpUuO5+np6Tf7UYrcuavTTzFSAzAZ+QMAAAUybaFwFL/0rKtrajAnLgAAACBJOnXqlHJycpwWX5ekqlWrKi0tLd/XxMfHa/Lkydq3b5/sdrtWr16tpUuX6tixY07tdu7cKT8/P3l6eurJJ5/UsmXL1KBB/iOmJ0yYoICAAMdWvbr5IyPOsFA4AAAASgGKGmWYY00NRmoAAAAAt2zq1KmKjIxUVFSUPDw8NHDgQPXq1ctp/T9JqlevnlJSUrRp0yY99dRTSkpK0q5du/I958iRI3Xu3DnHdvjw4ZL4KAX6faFwRmoAAADAuihqlGGOkRreFDUAU128KDVrlrtdvGh2NAAAuLTg4GC5u7vr+PHjTvuPHz+ukJCQfF9TuXJlLV++XJmZmTp48KD27NkjPz8/RUREOLXz8PBQnTp11KRJE02YMEGNGjXS1KlT8z2np6en/P39nTYzZefYlZ6VLYmRGoDpyB8AACgQRY0yzDFSw5ulUwBT2e3Sli25m91udjQAALg0Dw8PNWnSRMnJyY59drtdycnJ113/Io+Xl5eqVaum7Ox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" ] }, "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 12 with best validation loss of 0.0566\n", "DeiT training time: 38m 26.54s\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": [ "2025-04-25 01:26:38,935 INFO:Loading pretrained weights from Hugging Face hub (timm/deit3_base_patch16_224.fb_in1k)\n", "2025-04-25 01:26:39,223 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: 0.2082, Train Acc: 91.19%, Train AUC: 0.9726, Train F1: 0.9103\n", "Val Loss: 0.0976, Val Acc: 96.30%, Val AUC: 0.9916, Val F1: 0.9625\n", "Best model saved at epoch 1 with Val Loss: 0.0976\n", "Epoch 1 time: 1m 15.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0992, Train Acc: 96.56%, Train AUC: 0.9919, Train F1: 0.9653\n", "Val Loss: 0.0939, Val Acc: 96.41%, Val AUC: 0.9942, Val F1: 0.9632\n", "Best model saved at epoch 2 with Val Loss: 0.0939\n", "Epoch 2 time: 1m 15.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0863, Train Acc: 97.00%, Train AUC: 0.9939, Train F1: 0.9697\n", "Val Loss: 0.0764, Val Acc: 97.27%, Val AUC: 0.9952, Val F1: 0.9723\n", "Best model saved at epoch 3 with Val Loss: 0.0764\n", "Epoch 3 time: 1m 15.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0722, Train Acc: 97.52%, Train AUC: 0.9956, Train F1: 0.9750\n", "Val Loss: 0.0754, Val Acc: 97.32%, Val AUC: 0.9954, Val F1: 0.9729\n", "Best model saved at epoch 4 with Val Loss: 0.0754\n", "Epoch 4 time: 1m 16.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0661, Train Acc: 97.75%, Train AUC: 0.9961, Train F1: 0.9773\n", "Val Loss: 0.0840, Val Acc: 97.32%, Val AUC: 0.9957, Val F1: 0.9728\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 5 time: 1m 15.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0620, Train Acc: 97.77%, Train AUC: 0.9967, Train F1: 0.9775\n", "Val Loss: 0.0918, Val Acc: 97.11%, Val AUC: 0.9955, Val F1: 0.9706\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 6 time: 1m 15.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0550, Train Acc: 98.00%, Train AUC: 0.9976, Train F1: 0.9798\n", "Val Loss: 0.0919, Val Acc: 97.00%, Val AUC: 0.9954, Val F1: 0.9701\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 7 time: 1m 14.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0521, Train Acc: 98.15%, Train AUC: 0.9977, Train F1: 0.9814\n", "Val Loss: 0.0798, Val Acc: 97.05%, Val AUC: 0.9963, Val F1: 0.9706\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 8 time: 1m 15.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0474, Train Acc: 98.40%, Train AUC: 0.9980, Train F1: 0.9839\n", "Val Loss: 0.0988, Val Acc: 97.48%, Val AUC: 0.9957, Val F1: 0.9744\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 9 time: 1m 14.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0447, Train Acc: 98.34%, Train AUC: 0.9984, Train F1: 0.9833\n", "Val Loss: 0.0799, Val Acc: 97.59%, Val AUC: 0.9962, Val F1: 0.9755\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 10 time: 1m 14.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0354, Train Acc: 98.80%, Train AUC: 0.9990, Train F1: 0.9879\n", "Val Loss: 0.0794, Val Acc: 97.86%, Val AUC: 0.9963, Val F1: 0.9785\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 11 time: 1m 15.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0317, Train Acc: 98.96%, Train AUC: 0.9991, Train F1: 0.9896\n", "Val Loss: 0.0791, Val Acc: 97.70%, Val AUC: 0.9964, Val F1: 0.9769\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 12 time: 1m 15.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0287, Train Acc: 99.02%, Train AUC: 0.9993, Train F1: 0.9902\n", "Val Loss: 0.0746, Val Acc: 97.64%, Val AUC: 0.9966, Val F1: 0.9763\n", "Best model saved at epoch 13 with Val Loss: 0.0746\n", "Epoch 13 time: 1m 15.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0286, Train Acc: 98.99%, Train AUC: 0.9993, Train F1: 0.9899\n", "Val Loss: 0.0833, Val Acc: 97.86%, Val AUC: 0.9966, Val F1: 0.9784\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 14 time: 1m 14.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0264, Train Acc: 99.16%, Train AUC: 0.9993, Train F1: 0.9915\n", "Val Loss: 0.0762, Val Acc: 97.75%, Val AUC: 0.9966, Val F1: 0.9774\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 15 time: 1m 16.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0271, Train Acc: 99.01%, Train AUC: 0.9994, Train F1: 0.9900\n", "Val Loss: 0.0787, Val Acc: 97.86%, Val AUC: 0.9967, Val F1: 0.9784\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 16 time: 1m 14.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0251, Train Acc: 99.15%, Train AUC: 0.9994, Train F1: 0.9915\n", "Val Loss: 0.0767, Val Acc: 97.64%, Val AUC: 0.9968, Val F1: 0.9764\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 17 time: 1m 15.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0228, Train Acc: 99.23%, Train AUC: 0.9995, Train F1: 0.9922\n", "Val Loss: 0.0873, Val Acc: 97.48%, Val AUC: 0.9965, Val F1: 0.9748\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 18 time: 1m 14.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0202, Train Acc: 99.29%, Train AUC: 0.9997, Train F1: 0.9929\n", "Val Loss: 0.0849, Val Acc: 97.96%, Val AUC: 0.9966, Val F1: 0.9795\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 19 time: 1m 14.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0242, Train Acc: 99.18%, Train AUC: 0.9995, Train F1: 0.9918\n", "Val Loss: 0.0842, Val Acc: 97.86%, Val AUC: 0.9967, Val F1: 0.9784\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 20 time: 1m 14.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0222, Train Acc: 99.25%, Train AUC: 0.9996, Train F1: 0.9925\n", "Val Loss: 0.0848, Val Acc: 97.86%, Val AUC: 0.9967, Val F1: 0.9784\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 21 time: 1m 14.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0212, Train Acc: 99.25%, Train AUC: 0.9996, Train F1: 0.9924\n", "Val Loss: 0.0838, Val Acc: 97.91%, Val AUC: 0.9968, Val F1: 0.9790\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 22 time: 1m 15.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0205, Train Acc: 99.30%, Train AUC: 0.9997, Train F1: 0.9930\n", "Val Loss: 0.0863, Val Acc: 97.96%, Val AUC: 0.9968, Val F1: 0.9795\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 23 time: 1m 14.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0216, Train Acc: 99.25%, Train AUC: 0.9996, Train F1: 0.9925\n", "Val Loss: 0.0854, Val Acc: 97.91%, Val AUC: 0.9968, Val F1: 0.9790\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 24 time: 1m 14.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0229, Train Acc: 99.18%, Train AUC: 0.9995, Train F1: 0.9918\n", "Val Loss: 0.0847, Val Acc: 97.86%, Val AUC: 0.9968, Val F1: 0.9784\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 25 time: 1m 14.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0204, Train Acc: 99.25%, Train AUC: 0.9997, Train F1: 0.9925\n", "Val Loss: 0.0871, Val Acc: 97.96%, Val AUC: 0.9968, Val F1: 0.9795\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 26 time: 1m 15.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0199, Train Acc: 99.33%, Train AUC: 0.9997, Train F1: 0.9933\n", "Val Loss: 0.0867, Val Acc: 97.86%, Val AUC: 0.9967, Val F1: 0.9784\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 27 time: 1m 14.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0214, Train Acc: 99.28%, Train AUC: 0.9996, Train F1: 0.9928\n", "Val Loss: 0.0886, Val Acc: 97.96%, Val AUC: 0.9967, Val F1: 0.9795\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 28 time: 1m 16.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0203, Train Acc: 99.27%, Train AUC: 0.9996, Train F1: 0.9927\n", "Val Loss: 0.0872, Val Acc: 97.91%, Val AUC: 0.9967, Val F1: 0.9790\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 29 time: 1m 16.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0204, Train Acc: 99.28%, Train AUC: 0.9997, Train F1: 0.9928\n", "Val Loss: 0.0872, Val Acc: 97.91%, Val AUC: 0.9967, Val F1: 0.9790\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 30 time: 1m 15.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0216, Train Acc: 99.18%, Train AUC: 0.9996, Train F1: 0.9918\n", "Val Loss: 0.0885, Val Acc: 97.91%, Val AUC: 0.9967, Val F1: 0.9789\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 31 time: 1m 15.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0219, Train Acc: 99.26%, Train AUC: 0.9996, Train F1: 0.9926\n", "Val Loss: 0.0875, Val Acc: 97.86%, Val AUC: 0.9967, Val F1: 0.9784\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 32 time: 1m 16.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0200, Train Acc: 99.28%, Train AUC: 0.9997, Train F1: 0.9928\n", "Val Loss: 0.0879, Val Acc: 97.86%, Val AUC: 0.9968, Val F1: 0.9784\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: 41m 23.68s\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 13 with best validation loss of 0.0746\n", "DeiT3 training time: 41m 25.14s\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": 13, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Twins-SVT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 15:16:09,844 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_svt_base.in1k)\n", "2025-04-25 15:16:09,978 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: 0.5688, Train Acc: 74.42%, Train AUC: 0.8270, Train F1: 0.7435\n", "Val Loss: 0.4792, Val Acc: 82.10%, Val AUC: 0.8986, Val F1: 0.8216\n", "Best model saved at epoch 1 with Val Loss: 0.4792\n", "Epoch 1 time: 38.2807s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4535, Train Acc: 82.69%, Train AUC: 0.8989, Train F1: 0.8233\n", "Val Loss: 0.4077, Val Acc: 84.14%, Val AUC: 0.9220, Val F1: 0.8383\n", "Best model saved at epoch 2 with Val Loss: 0.4077\n", "Epoch 2 time: 37.9906s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.4053, Train Acc: 84.22%, Train AUC: 0.9152, Train F1: 0.8390\n", "Val Loss: 0.3712, Val Acc: 85.32%, Val AUC: 0.9315, Val F1: 0.8509\n", "Best model saved at epoch 3 with Val Loss: 0.3712\n", "Epoch 3 time: 38.1673s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.3780, Train Acc: 85.21%, Train AUC: 0.9236, Train F1: 0.8487\n", "Val Loss: 0.3477, Val Acc: 86.23%, Val AUC: 0.9370, Val F1: 0.8598\n", "Best model saved at epoch 4 with Val Loss: 0.3477\n", "Epoch 4 time: 38.2665s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3602, Train Acc: 85.80%, Train AUC: 0.9284, Train F1: 0.8553\n", "Val Loss: 0.3331, Val Acc: 86.71%, Val AUC: 0.9415, Val F1: 0.8671\n", "Best model saved at epoch 5 with Val Loss: 0.3331\n", "Epoch 5 time: 38.6819s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3446, Train Acc: 86.48%, Train AUC: 0.9340, Train F1: 0.8625\n", "Val Loss: 0.3198, Val Acc: 87.08%, Val AUC: 0.9443, Val F1: 0.8698\n", "Best model saved at epoch 6 with Val Loss: 0.3198\n", "Epoch 6 time: 38.9898s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3343, Train Acc: 86.81%, Train AUC: 0.9368, Train F1: 0.8657\n", "Val Loss: 0.3126, Val Acc: 87.51%, Val AUC: 0.9467, Val F1: 0.8755\n", "Best model saved at epoch 7 with Val Loss: 0.3126\n", "Epoch 7 time: 39.3145s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3246, Train Acc: 87.19%, Train AUC: 0.9399, Train F1: 0.8695\n", "Val Loss: 0.3021, Val Acc: 88.37%, Val AUC: 0.9488, Val F1: 0.8820\n", "Best model saved at epoch 8 with Val Loss: 0.3021\n", "Epoch 8 time: 39.7923s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.3186, Train Acc: 87.33%, Train AUC: 0.9415, Train F1: 0.8710\n", "Val Loss: 0.2959, Val Acc: 88.32%, Val AUC: 0.9506, Val F1: 0.8815\n", "Best model saved at epoch 9 with Val Loss: 0.2959\n", "Epoch 9 time: 40.3054s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.3140, Train Acc: 87.56%, Train AUC: 0.9431, Train F1: 0.8732\n", "Val Loss: 0.2908, Val Acc: 88.69%, Val AUC: 0.9518, Val F1: 0.8853\n", "Best model saved at epoch 10 with Val Loss: 0.2908\n", "Epoch 10 time: 41.0165s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.3088, Train Acc: 87.86%, Train AUC: 0.9444, Train F1: 0.8763\n", "Val Loss: 0.2866, Val Acc: 89.07%, Val AUC: 0.9526, Val F1: 0.8888\n", "Best model saved at epoch 11 with Val Loss: 0.2866\n", "Epoch 11 time: 41.4481s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.3041, Train Acc: 88.09%, Train AUC: 0.9459, Train F1: 0.8788\n", "Val Loss: 0.2823, Val Acc: 89.12%, Val AUC: 0.9538, Val F1: 0.8890\n", "Best model saved at epoch 12 with Val Loss: 0.2823\n", "Epoch 12 time: 42.0327s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.2994, Train Acc: 88.19%, Train AUC: 0.9475, Train F1: 0.8798\n", "Val Loss: 0.2779, Val Acc: 89.76%, Val AUC: 0.9551, Val F1: 0.8950\n", "Best model 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Train Acc: 88.49%, Train AUC: 0.9495, Train F1: 0.8829\n", "Val Loss: 0.2698, Val Acc: 89.92%, Val AUC: 0.9571, Val F1: 0.8964\n", "Best model saved at epoch 16 with Val Loss: 0.2698\n", "Epoch 16 time: 40.8681s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.2874, Train Acc: 88.62%, Train AUC: 0.9508, Train F1: 0.8842\n", "Val Loss: 0.2673, Val Acc: 90.14%, Val AUC: 0.9577, Val F1: 0.8989\n", "Best model saved at epoch 17 with Val Loss: 0.2673\n", "Epoch 17 time: 44.5874s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.2856, Train Acc: 88.82%, Train AUC: 0.9514, Train F1: 0.8860\n", "Val Loss: 0.2651, Val Acc: 90.19%, Val AUC: 0.9583, Val F1: 0.8995\n", "Best model saved at epoch 18 with Val Loss: 0.2651\n", "Epoch 18 time: 42.6443s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.2846, Train Acc: 88.62%, Train AUC: 0.9514, Train F1: 0.8844\n", "Val Loss: 0.2631, Val Acc: 90.46%, Val AUC: 0.9591, Val F1: 0.9023\n", "Best model saved at epoch 19 with Val Loss: 0.2631\n", "Epoch 19 time: 44.5011s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.2845, Train Acc: 88.82%, Train AUC: 0.9513, Train F1: 0.8864\n", "Val Loss: 0.2629, Val Acc: 89.92%, Val AUC: 0.9595, Val F1: 0.8982\n", "Best model saved at epoch 20 with Val Loss: 0.2629\n", "Epoch 20 time: 44.6082s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.2816, Train Acc: 88.85%, Train AUC: 0.9523, Train F1: 0.8869\n", "Val Loss: 0.2609, Val Acc: 89.92%, Val AUC: 0.9596, Val F1: 0.8978\n", "Best model saved at epoch 21 with Val Loss: 0.2609\n", "Epoch 21 time: 43.1058s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.2801, Train Acc: 88.94%, Train AUC: 0.9527, Train F1: 0.8877\n", "Val Loss: 0.2585, Val Acc: 90.41%, Val AUC: 0.9602, Val F1: 0.9019\n", "Best model saved at epoch 22 with Val Loss: 0.2585\n", "Epoch 22 time: 43.6631s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.2795, Train Acc: 88.94%, Train AUC: 0.9530, Train F1: 0.8875\n", "Val Loss: 0.2575, Val Acc: 90.35%, Val AUC: 0.9602, Val F1: 0.9013\n", "Best model saved at epoch 23 with Val Loss: 0.2575\n", "Epoch 23 time: 42.3274s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.2761, Train Acc: 88.97%, Train AUC: 0.9540, Train F1: 0.8878\n", "Val Loss: 0.2577, Val Acc: 90.09%, Val AUC: 0.9607, Val F1: 0.9001\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 24 time: 45.6530s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.2751, Train Acc: 88.99%, Train AUC: 0.9545, Train F1: 0.8881\n", "Val Loss: 0.2558, Val Acc: 90.41%, Val AUC: 0.9611, Val F1: 0.9029\n", "Best model saved at epoch 25 with Val Loss: 0.2558\n", "Epoch 25 time: 44.7134s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.2752, Train Acc: 88.90%, Train AUC: 0.9541, Train F1: 0.8871\n", "Val Loss: 0.2531, Val Acc: 90.46%, Val AUC: 0.9615, Val F1: 0.9024\n", "Best model saved at epoch 26 with Val Loss: 0.2531\n", "Epoch 26 time: 42.8926s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.2703, Train Acc: 89.31%, Train AUC: 0.9558, Train F1: 0.8913\n", "Val Loss: 0.2520, Val Acc: 90.46%, Val AUC: 0.9616, Val F1: 0.9026\n", "Best model saved at epoch 27 with Val Loss: 0.2520\n", "Epoch 27 time: 46.1841s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.2717, Train Acc: 89.31%, Train AUC: 0.9553, Train F1: 0.8914\n", "Val Loss: 0.2509, Val Acc: 90.51%, Val AUC: 0.9619, Val F1: 0.9031\n", "Best model saved at epoch 28 with Val Loss: 0.2509\n", "Epoch 28 time: 44.7711s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.2699, Train Acc: 89.23%, Train AUC: 0.9559, Train F1: 0.8905\n", "Val Loss: 0.2502, Val Acc: 90.62%, Val AUC: 0.9621, Val F1: 0.9044\n", "Best model saved at epoch 29 with Val Loss: 0.2502\n", "Epoch 29 time: 43.1494s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.2693, Train Acc: 89.29%, Train AUC: 0.9558, Train F1: 0.8912\n", "Val Loss: 0.2501, Val Acc: 90.46%, Val AUC: 0.9626, Val F1: 0.9035\n", "Best model saved at epoch 30 with Val Loss: 0.2501\n", "Epoch 30 time: 46.5346s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.2696, Train Acc: 89.26%, Train AUC: 0.9558, Train F1: 0.8909\n", "Val Loss: 0.2484, Val Acc: 90.78%, Val AUC: 0.9625, Val F1: 0.9061\n", "Best model saved at epoch 31 with Val Loss: 0.2484\n", "Epoch 31 time: 42.3595s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.2683, Train Acc: 89.40%, Train AUC: 0.9563, Train F1: 0.8923\n", "Val Loss: 0.2491, Val Acc: 90.57%, Val AUC: 0.9624, Val F1: 0.9047\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 32 time: 48.7461s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.2651, Train Acc: 89.49%, Train AUC: 0.9571, Train F1: 0.8932\n", "Val Loss: 0.2481, Val Acc: 90.68%, Val AUC: 0.9630, Val F1: 0.9058\n", "Best model saved at epoch 33 with Val Loss: 0.2481\n", "Epoch 33 time: 43.4943s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.2675, Train Acc: 89.36%, Train AUC: 0.9564, Train F1: 0.8917\n", "Val Loss: 0.2460, Val Acc: 90.89%, Val AUC: 0.9631, Val F1: 0.9072\n", "Best model saved at epoch 34 with Val Loss: 0.2460\n", "Epoch 34 time: 44.7135s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2678, Train Acc: 89.42%, Train AUC: 0.9562, Train F1: 0.8924\n", "Val Loss: 0.2452, Val Acc: 90.94%, Val AUC: 0.9633, Val F1: 0.9076\n", "Best model saved at epoch 35 with Val Loss: 0.2452\n", "Epoch 35 time: 47.6227s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.2659, Train Acc: 89.49%, Train AUC: 0.9569, Train F1: 0.8932\n", "Val Loss: 0.2440, Val Acc: 91.00%, Val AUC: 0.9636, Val F1: 0.9079\n", "Best model saved at epoch 36 with Val Loss: 0.2440\n", "Epoch 36 time: 44.2586s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.2653, Train Acc: 89.54%, Train AUC: 0.9568, Train F1: 0.8936\n", "Val Loss: 0.2433, Val Acc: 90.94%, Val AUC: 0.9637, Val F1: 0.9071\n", "Best model saved at epoch 37 with Val Loss: 0.2433\n", "Epoch 37 time: 46.1127s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.2637, Train Acc: 89.47%, Train AUC: 0.9574, Train F1: 0.8928\n", "Val Loss: 0.2424, Val Acc: 91.21%, Val AUC: 0.9641, Val F1: 0.9098\n", "Best model saved at epoch 38 with Val Loss: 0.2424\n", "Epoch 38 time: 45.5074s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.2627, Train Acc: 89.64%, Train AUC: 0.9580, Train F1: 0.8949\n", "Val Loss: 0.2426, Val Acc: 91.00%, Val AUC: 0.9642, Val F1: 0.9068\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 39 time: 46.5850s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2609, Train Acc: 89.89%, Train AUC: 0.9584, Train F1: 0.8971\n", "Val Loss: 0.2418, Val Acc: 90.94%, Val AUC: 0.9642, Val F1: 0.9076\n", "Best model saved at epoch 40 with Val Loss: 0.2418\n", "Epoch 40 time: 42.6335s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2618, Train Acc: 89.58%, Train AUC: 0.9581, Train F1: 0.8942\n", "Val Loss: 0.2426, Val Acc: 90.68%, Val AUC: 0.9642, Val F1: 0.9056\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 41 time: 43.7103s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2624, Train Acc: 89.42%, Train AUC: 0.9578, Train F1: 0.8926\n", "Val Loss: 0.2402, Val Acc: 91.05%, Val AUC: 0.9646, Val F1: 0.9085\n", "Best model saved at epoch 42 with Val Loss: 0.2402\n", "Epoch 42 time: 46.7991s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2603, Train Acc: 89.74%, Train AUC: 0.9585, Train F1: 0.8956\n", "Val Loss: 0.2398, Val Acc: 91.00%, Val AUC: 0.9646, Val F1: 0.9077\n", "Best model saved at epoch 43 with Val Loss: 0.2398\n", "Epoch 43 time: 45.2603s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2601, Train Acc: 89.91%, Train AUC: 0.9585, Train F1: 0.8974\n", "Val Loss: 0.2401, Val Acc: 90.78%, Val AUC: 0.9646, Val F1: 0.9063\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 44 time: 45.1510s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.2590, Train Acc: 89.56%, Train AUC: 0.9588, Train F1: 0.8939\n", "Val Loss: 0.2387, Val Acc: 90.94%, Val AUC: 0.9651, Val F1: 0.9077\n", "Best model saved at epoch 45 with Val Loss: 0.2387\n", "Epoch 45 time: 44.3454s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.2618, Train Acc: 89.60%, Train AUC: 0.9579, Train F1: 0.8942\n", "Val Loss: 0.2381, Val Acc: 91.00%, Val AUC: 0.9651, Val F1: 0.9080\n", "Best model saved at epoch 46 with Val Loss: 0.2381\n", "Epoch 46 time: 44.9691s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.2591, Train Acc: 89.82%, Train AUC: 0.9586, Train F1: 0.8965\n", "Val Loss: 0.2380, Val Acc: 90.89%, Val AUC: 0.9651, Val F1: 0.9064\n", "Best model saved at epoch 47 with Val Loss: 0.2380\n", "Epoch 47 time: 47.4745s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2600, Train Acc: 89.72%, Train AUC: 0.9584, Train F1: 0.8957\n", "Val Loss: 0.2377, Val Acc: 90.78%, Val AUC: 0.9651, Val F1: 0.9057\n", "Best model saved at epoch 48 with Val Loss: 0.2377\n", "Epoch 48 time: 47.2850s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2566, Train Acc: 89.70%, Train AUC: 0.9595, Train F1: 0.8953\n", "Val Loss: 0.2379, Val Acc: 90.89%, Val AUC: 0.9654, Val F1: 0.9075\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 49 time: 44.0756s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2562, Train Acc: 90.08%, Train AUC: 0.9598, Train F1: 0.8993\n", "Val Loss: 0.2364, Val Acc: 90.94%, Val AUC: 0.9657, Val F1: 0.9065\n", "Best model saved at epoch 50 with Val Loss: 0.2364\n", "Epoch 50 time: 47.5204s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2570, Train Acc: 89.92%, Train AUC: 0.9594, Train F1: 0.8976\n", "Val Loss: 0.2364, Val Acc: 90.94%, Val AUC: 0.9657, Val F1: 0.9077\n", "Best model saved at epoch 51 with Val Loss: 0.2364\n", "Epoch 51 time: 45.7019s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2554, Train Acc: 89.74%, Train AUC: 0.9599, Train F1: 0.8958\n", "Val Loss: 0.2377, Val Acc: 90.68%, Val AUC: 0.9653, Val F1: 0.9053\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 52 time: 47.4538s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2562, Train Acc: 89.80%, Train AUC: 0.9596, Train F1: 0.8964\n", "Val Loss: 0.2355, Val Acc: 90.89%, Val AUC: 0.9657, Val F1: 0.9065\n", "Best model saved at epoch 53 with Val Loss: 0.2355\n", "Epoch 53 time: 43.0764s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2576, Train Acc: 89.64%, Train AUC: 0.9591, Train F1: 0.8947\n", "Val Loss: 0.2352, Val Acc: 90.78%, Val AUC: 0.9657, Val F1: 0.9056\n", "Best model saved at epoch 54 with Val Loss: 0.2352\n", "Epoch 54 time: 46.5427s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2583, Train Acc: 89.67%, Train AUC: 0.9589, Train F1: 0.8951\n", "Val Loss: 0.2355, Val Acc: 90.94%, Val AUC: 0.9659, Val F1: 0.9080\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 55 time: 46.2313s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.2545, Train Acc: 89.88%, Train AUC: 0.9600, Train F1: 0.8970\n", "Val Loss: 0.2348, Val Acc: 90.94%, Val AUC: 0.9661, Val F1: 0.9079\n", "Best model saved at epoch 56 with Val Loss: 0.2348\n", "Epoch 56 time: 47.4240s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.2545, Train Acc: 89.95%, Train AUC: 0.9601, Train F1: 0.8978\n", "Val Loss: 0.2337, Val Acc: 91.05%, Val AUC: 0.9661, Val F1: 0.9080\n", "Best model saved at epoch 57 with Val Loss: 0.2337\n", "Epoch 57 time: 43.3107s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.2545, Train Acc: 89.80%, Train AUC: 0.9599, Train F1: 0.8964\n", "Val Loss: 0.2376, Val Acc: 90.78%, Val AUC: 0.9662, Val F1: 0.9075\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 58 time: 45.1946s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2548, Train Acc: 89.83%, Train AUC: 0.9599, Train F1: 0.8968\n", "Val Loss: 0.2329, Val Acc: 90.94%, Val AUC: 0.9664, Val F1: 0.9073\n", "Best model saved at epoch 59 with Val Loss: 0.2329\n", "Epoch 59 time: 47.1048s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.2532, Train Acc: 90.00%, Train AUC: 0.9604, Train F1: 0.8982\n", "Val Loss: 0.2323, Val Acc: 91.16%, Val AUC: 0.9666, Val F1: 0.9093\n", "Best model saved at epoch 60 with Val Loss: 0.2323\n", "Epoch 60 time: 44.6509s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2534, Train Acc: 90.02%, Train AUC: 0.9604, Train F1: 0.8986\n", "Val Loss: 0.2332, Val Acc: 91.00%, Val AUC: 0.9665, Val F1: 0.9088\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 61 time: 48.0180s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2544, Train Acc: 89.91%, Train AUC: 0.9601, Train F1: 0.8975\n", "Val Loss: 0.2341, Val Acc: 91.16%, Val AUC: 0.9666, Val F1: 0.9108\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 62 time: 47.5994s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2516, Train Acc: 90.07%, Train AUC: 0.9609, Train F1: 0.8990\n", "Val Loss: 0.2327, Val Acc: 91.05%, Val AUC: 0.9667, Val F1: 0.9094\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 63 time: 48.4231s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.2525, Train Acc: 90.08%, Train AUC: 0.9607, Train F1: 0.8992\n", "Val Loss: 0.2321, Val Acc: 91.05%, Val AUC: 0.9667, Val F1: 0.9093\n", "Best model saved at epoch 64 with Val Loss: 0.2321\n", "Epoch 64 time: 48.3505s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.2519, Train Acc: 90.21%, Train AUC: 0.9608, Train F1: 0.9005\n", "Val Loss: 0.2319, Val Acc: 91.00%, Val AUC: 0.9665, Val F1: 0.9083\n", "Best model saved at epoch 65 with Val Loss: 0.2319\n", "Epoch 65 time: 51.9604s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.2526, Train Acc: 89.97%, Train AUC: 0.9604, Train F1: 0.8981\n", "Val Loss: 0.2313, Val Acc: 90.78%, Val AUC: 0.9667, Val F1: 0.9057\n", "Best model saved at epoch 66 with Val Loss: 0.2313\n", "Epoch 66 time: 50.2902s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.2493, Train Acc: 90.27%, Train AUC: 0.9615, Train F1: 0.9012\n", "Val Loss: 0.2308, Val Acc: 90.89%, Val AUC: 0.9668, Val F1: 0.9068\n", "Best model saved at epoch 67 with Val Loss: 0.2308\n", "Epoch 67 time: 44.6518s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.2506, Train Acc: 90.00%, Train AUC: 0.9612, Train F1: 0.8983\n", "Val Loss: 0.2305, Val Acc: 91.00%, Val AUC: 0.9670, Val F1: 0.9082\n", "Best model saved at epoch 68 with Val Loss: 0.2305\n", "Epoch 68 time: 40.6833s\n" ] }, { "name": 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91.10%, Val AUC: 0.9672, Val F1: 0.9088\n", "Best model saved at epoch 71 with Val Loss: 0.2293\n", "Epoch 71 time: 46.7218s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2501, Train Acc: 90.20%, Train AUC: 0.9613, Train F1: 0.9005\n", "Val Loss: 0.2290, Val Acc: 91.00%, Val AUC: 0.9673, Val F1: 0.9079\n", "Best model saved at epoch 72 with Val Loss: 0.2290\n", "Epoch 72 time: 49.5843s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2514, Train Acc: 90.23%, Train AUC: 0.9607, Train F1: 0.9005\n", "Val Loss: 0.2304, Val Acc: 91.10%, Val AUC: 0.9671, Val F1: 0.9096\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 73 time: 49.6124s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.2507, Train Acc: 90.20%, Train AUC: 0.9609, Train F1: 0.9003\n", "Val Loss: 0.2308, Val Acc: 91.21%, Val AUC: 0.9673, Val F1: 0.9114\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 74 time: 49.2783s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2480, Train Acc: 90.22%, Train AUC: 0.9619, Train F1: 0.9005\n", "Val Loss: 0.2288, Val Acc: 91.05%, Val AUC: 0.9673, Val F1: 0.9081\n", "Best model saved at epoch 75 with Val Loss: 0.2288\n", "Epoch 75 time: 51.3619s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.2465, Train Acc: 90.30%, Train AUC: 0.9623, Train F1: 0.9015\n", "Val Loss: 0.2293, Val Acc: 91.10%, Val AUC: 0.9675, Val F1: 0.9096\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 76 time: 50.5169s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2491, Train Acc: 90.16%, Train AUC: 0.9615, Train F1: 0.9002\n", "Val Loss: 0.2285, Val Acc: 91.53%, Val AUC: 0.9673, Val F1: 0.9123\n", "Best model saved at epoch 77 with Val Loss: 0.2285\n", "Epoch 77 time: 52.5093s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.2485, Train Acc: 90.10%, Train AUC: 0.9618, Train F1: 0.8996\n", "Val Loss: 0.2280, Val Acc: 91.10%, Val AUC: 0.9676, Val F1: 0.9093\n", "Best model saved at epoch 78 with Val Loss: 0.2280\n", "Epoch 78 time: 51.8384s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.2462, Train Acc: 90.20%, Train AUC: 0.9626, Train F1: 0.9004\n", "Val Loss: 0.2277, Val Acc: 91.21%, Val AUC: 0.9676, Val F1: 0.9104\n", "Best model saved at epoch 79 with Val Loss: 0.2277\n", "Epoch 79 time: 50.2054s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.2483, Train Acc: 90.22%, Train AUC: 0.9618, Train F1: 0.9007\n", "Val Loss: 0.2277, Val Acc: 90.94%, Val AUC: 0.9675, Val F1: 0.9073\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 80 time: 52.6229s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.2453, Train Acc: 90.29%, Train AUC: 0.9629, Train F1: 0.9013\n", "Val Loss: 0.2270, Val Acc: 91.16%, Val AUC: 0.9677, Val F1: 0.9094\n", "Best model saved at epoch 81 with Val Loss: 0.2270\n", "Epoch 81 time: 53.1989s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.2471, Train Acc: 90.23%, Train AUC: 0.9621, Train F1: 0.9007\n", "Val Loss: 0.2268, Val Acc: 91.16%, Val AUC: 0.9680, Val F1: 0.9098\n", "Best model saved at epoch 82 with Val Loss: 0.2268\n", "Epoch 82 time: 52.7040s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.2497, Train Acc: 90.14%, Train AUC: 0.9612, Train F1: 0.8998\n", "Val Loss: 0.2281, Val Acc: 91.21%, Val AUC: 0.9678, Val F1: 0.9109\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 83 time: 51.6833s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.2467, Train Acc: 90.18%, Train AUC: 0.9622, Train F1: 0.9002\n", "Val Loss: 0.2268, Val Acc: 91.16%, Val AUC: 0.9677, Val F1: 0.9094\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 84 time: 51.0297s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.2481, Train Acc: 90.13%, Train AUC: 0.9620, Train F1: 0.8998\n", "Val Loss: 0.2265, Val Acc: 91.32%, Val AUC: 0.9679, Val F1: 0.9114\n", "Best model saved at epoch 85 with Val Loss: 0.2265\n", "Epoch 85 time: 50.1535s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.2461, Train Acc: 90.34%, Train AUC: 0.9624, Train F1: 0.9018\n", "Val Loss: 0.2275, Val Acc: 91.10%, Val AUC: 0.9680, Val F1: 0.9100\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 86 time: 50.9901s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.2484, Train Acc: 90.18%, Train AUC: 0.9616, Train F1: 0.9002\n", "Val Loss: 0.2263, Val Acc: 91.37%, Val AUC: 0.9679, Val F1: 0.9110\n", "Best model saved at epoch 87 with Val Loss: 0.2263\n", "Epoch 87 time: 50.8776s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.2467, Train Acc: 90.19%, Train AUC: 0.9621, Train F1: 0.9002\n", "Val Loss: 0.2264, Val Acc: 91.21%, Val AUC: 0.9679, Val F1: 0.9105\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 88 time: 46.9574s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.2455, Train Acc: 90.33%, Train AUC: 0.9628, Train F1: 0.9016\n", "Val Loss: 0.2263, Val Acc: 91.26%, Val AUC: 0.9680, Val F1: 0.9111\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 89 time: 47.6158s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.2473, Train Acc: 90.11%, Train AUC: 0.9618, Train F1: 0.8996\n", "Val Loss: 0.2255, Val Acc: 91.16%, Val AUC: 0.9681, Val F1: 0.9091\n", "Best model saved at epoch 90 with Val Loss: 0.2255\n", "Epoch 90 time: 48.6863s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.2477, Train Acc: 90.29%, Train AUC: 0.9619, Train F1: 0.9013\n", "Val Loss: 0.2279, Val Acc: 91.16%, Val AUC: 0.9681, Val F1: 0.9108\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 91 time: 49.0927s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.2476, Train Acc: 90.35%, Train AUC: 0.9618, Train F1: 0.9020\n", "Val Loss: 0.2250, Val Acc: 91.21%, Val AUC: 0.9682, Val F1: 0.9098\n", "Best model saved at epoch 92 with Val Loss: 0.2250\n", "Epoch 92 time: 48.3278s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.2447, Train Acc: 90.37%, Train AUC: 0.9626, Train F1: 0.9021\n", "Val Loss: 0.2258, Val Acc: 91.10%, Val AUC: 0.9683, Val F1: 0.9098\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 93 time: 48.0205s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.2433, Train Acc: 90.49%, Train AUC: 0.9632, Train F1: 0.9035\n", "Val Loss: 0.2253, Val Acc: 91.16%, Val AUC: 0.9683, Val F1: 0.9101\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 94 time: 46.1486s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.2485, Train Acc: 90.06%, Train AUC: 0.9614, Train F1: 0.8988\n", "Val Loss: 0.2270, Val Acc: 91.16%, Val AUC: 0.9683, Val F1: 0.9107\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 95 time: 48.7603s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.2452, Train Acc: 90.38%, Train AUC: 0.9624, Train F1: 0.9023\n", "Val Loss: 0.2246, Val Acc: 91.37%, Val AUC: 0.9684, Val F1: 0.9119\n", "Best model saved at epoch 96 with Val Loss: 0.2246\n", "Epoch 96 time: 46.3915s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.2451, Train Acc: 90.26%, Train AUC: 0.9627, Train F1: 0.9011\n", "Val Loss: 0.2239, Val Acc: 91.53%, Val AUC: 0.9686, Val F1: 0.9131\n", "Best model saved at epoch 97 with Val Loss: 0.2239\n", "Epoch 97 time: 47.8469s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.2438, Train Acc: 90.40%, Train AUC: 0.9631, Train F1: 0.9024\n", "Val Loss: 0.2246, Val Acc: 91.32%, Val AUC: 0.9685, Val F1: 0.9116\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 98 time: 48.9410s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.2460, Train Acc: 90.22%, Train AUC: 0.9621, Train F1: 0.9006\n", "Val Loss: 0.2238, Val Acc: 91.16%, Val AUC: 0.9686, Val F1: 0.9098\n", "Best model saved at epoch 99 with Val Loss: 0.2238\n", "Epoch 99 time: 48.1915s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.2453, Train Acc: 90.36%, Train AUC: 0.9625, Train F1: 0.9020\n", "Val Loss: 0.2262, Val Acc: 91.48%, Val AUC: 0.9685, Val F1: 0.9142\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 100 time: 45.9702s\n", "Total training time for Twins_SVT: 1h 16m 24s\n" ] }, { "data": { "image/png": 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" ] }, "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 0.2238\n", "Twins-SVT training time: 1h 16m 25s\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": 14, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Twins-PCPVT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 16:32:35,170 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_pcpvt_base.in1k)\n", "2025-04-25 16:32:35,349 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: 0.6176, Train Acc: 67.03%, Train AUC: 0.7381, Train F1: 0.6913\n", "Val Loss: 0.5365, Val Acc: 76.05%, Val AUC: 0.8381, Val F1: 0.7619\n", "Best model saved at epoch 1 with Val Loss: 0.5365\n", "Epoch 1 time: 35.1164s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4958, Train Acc: 79.29%, Train AUC: 0.8720, Train F1: 0.7862\n", "Val Loss: 0.4521, Val Acc: 81.24%, Val AUC: 0.8946, Val F1: 0.8077\n", "Best model saved at epoch 2 with Val Loss: 0.4521\n", "Epoch 2 time: 34.7564s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.4404, Train Acc: 82.32%, Train AUC: 0.9009, Train F1: 0.8172\n", "Val Loss: 0.4097, Val Acc: 82.48%, Val AUC: 0.9092, Val F1: 0.8176\n", "Best model saved at epoch 3 with Val Loss: 0.4097\n", "Epoch 3 time: 33.7097s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.4090, Train Acc: 83.33%, Train AUC: 0.9110, Train F1: 0.8276\n", "Val Loss: 0.3843, Val Acc: 83.28%, Val AUC: 0.9180, Val F1: 0.8293\n", "Best model saved at epoch 4 with Val Loss: 0.3843\n", "Epoch 4 time: 35.0156s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3904, Train Acc: 83.78%, Train AUC: 0.9155, Train F1: 0.8328\n", "Val Loss: 0.3672, Val Acc: 84.14%, Val AUC: 0.9235, Val F1: 0.8384\n", "Best model saved at epoch 5 with Val Loss: 0.3672\n", "Epoch 5 time: 35.1826s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3766, Train Acc: 84.17%, Train AUC: 0.9196, Train F1: 0.8372\n", "Val Loss: 0.3552, Val Acc: 84.41%, Val AUC: 0.9264, Val F1: 0.8390\n", "Best model saved at epoch 6 with Val Loss: 0.3552\n", "Epoch 6 time: 33.6206s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3658, Train Acc: 84.72%, Train AUC: 0.9233, Train F1: 0.8430\n", "Val Loss: 0.3451, Val Acc: 84.83%, Val AUC: 0.9301, Val F1: 0.8459\n", "Best model saved at epoch 7 with Val Loss: 0.3451\n", "Epoch 7 time: 34.2802s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3576, Train Acc: 85.09%, Train AUC: 0.9258, Train F1: 0.8469\n", "Val Loss: 0.3397, Val Acc: 85.42%, Val AUC: 0.9319, Val F1: 0.8542\n", "Best model saved at epoch 8 with Val Loss: 0.3397\n", "Epoch 8 time: 35.0146s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.3523, Train Acc: 85.34%, Train AUC: 0.9269, Train F1: 0.8500\n", "Val Loss: 0.3319, Val Acc: 84.99%, Val AUC: 0.9339, Val F1: 0.8477\n", "Best model saved at epoch 9 with Val Loss: 0.3319\n", "Epoch 9 time: 34.7936s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.3465, Train Acc: 85.48%, Train AUC: 0.9290, Train F1: 0.8513\n", "Val Loss: 0.3261, Val Acc: 85.32%, Val AUC: 0.9366, Val F1: 0.8522\n", "Best model saved at epoch 10 with Val Loss: 0.3261\n", "Epoch 10 time: 33.9977s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.3426, Train Acc: 85.73%, Train AUC: 0.9301, Train F1: 0.8543\n", "Val Loss: 0.3218, Val Acc: 85.53%, Val AUC: 0.9375, Val F1: 0.8528\n", "Best model saved at epoch 11 with Val Loss: 0.3218\n", "Epoch 11 time: 34.0586s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.3365, Train Acc: 85.99%, Train AUC: 0.9327, Train F1: 0.8567\n", "Val Loss: 0.3186, Val Acc: 85.48%, Val AUC: 0.9385, Val F1: 0.8538\n", "Best model saved at epoch 12 with Val Loss: 0.3186\n", "Epoch 12 time: 35.0646s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.3339, Train Acc: 86.09%, Train AUC: 0.9335, Train F1: 0.8578\n", "Val Loss: 0.3150, Val Acc: 86.44%, Val AUC: 0.9404, Val F1: 0.8651\n", "Best model saved at epoch 13 with Val Loss: 0.3150\n", "Epoch 13 time: 35.0633s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.3310, Train Acc: 86.35%, Train AUC: 0.9345, Train F1: 0.8608\n", "Val Loss: 0.3118, Val Acc: 86.33%, Val AUC: 0.9412, Val F1: 0.8636\n", "Best model saved at epoch 14 with Val Loss: 0.3118\n", "Epoch 14 time: 34.6045s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.3257, Train Acc: 86.33%, Train AUC: 0.9367, Train F1: 0.8604\n", "Val Loss: 0.3086, Val Acc: 86.39%, Val AUC: 0.9421, Val F1: 0.8630\n", "Best model saved at epoch 15 with Val Loss: 0.3086\n", "Epoch 15 time: 34.8250s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.3236, Train Acc: 86.57%, Train AUC: 0.9373, Train F1: 0.8629\n", "Val Loss: 0.3052, Val Acc: 86.66%, Val AUC: 0.9434, Val F1: 0.8633\n", "Best model saved at epoch 16 with Val Loss: 0.3052\n", "Epoch 16 time: 33.8648s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.3275, Train Acc: 86.25%, Train AUC: 0.9349, Train F1: 0.8594\n", "Val Loss: 0.3031, Val Acc: 86.76%, Val AUC: 0.9441, Val F1: 0.8661\n", "Best model saved at epoch 17 with Val Loss: 0.3031\n", "Epoch 17 time: 34.3864s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.3204, Train Acc: 86.70%, Train AUC: 0.9381, Train F1: 0.8642\n", "Val Loss: 0.3003, Val Acc: 87.08%, Val AUC: 0.9454, Val F1: 0.8672\n", "Best model saved at epoch 18 with Val Loss: 0.3003\n", "Epoch 18 time: 33.9074s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.3197, Train Acc: 86.64%, Train AUC: 0.9382, Train F1: 0.8638\n", "Val Loss: 0.2986, Val Acc: 87.25%, Val AUC: 0.9458, Val F1: 0.8705\n", "Best model saved at epoch 19 with Val Loss: 0.2986\n", "Epoch 19 time: 33.7343s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.3145, Train Acc: 87.03%, Train AUC: 0.9405, Train F1: 0.8673\n", "Val Loss: 0.2971, Val Acc: 87.19%, Val AUC: 0.9461, Val F1: 0.8688\n", "Best model saved at epoch 20 with Val Loss: 0.2971\n", "Epoch 20 time: 34.9614s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.3135, Train Acc: 87.15%, Train AUC: 0.9407, Train F1: 0.8691\n", "Val Loss: 0.2954, Val Acc: 87.35%, Val AUC: 0.9467, Val F1: 0.8710\n", "Best model saved at epoch 21 with Val Loss: 0.2954\n", "Epoch 21 time: 35.1079s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.3140, Train Acc: 87.19%, Train AUC: 0.9406, Train F1: 0.8693\n", "Val Loss: 0.2942, Val Acc: 87.14%, Val AUC: 0.9471, Val F1: 0.8680\n", "Best model saved at epoch 22 with Val Loss: 0.2942\n", "Epoch 22 time: 34.8744s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.3131, Train Acc: 86.99%, Train AUC: 0.9404, Train F1: 0.8672\n", "Val Loss: 0.2923, Val Acc: 87.51%, Val AUC: 0.9480, Val F1: 0.8709\n", "Best model saved at epoch 23 with Val Loss: 0.2923\n", "Epoch 23 time: 34.9678s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.3107, Train Acc: 87.16%, Train AUC: 0.9417, Train F1: 0.8689\n", "Val Loss: 0.2903, Val Acc: 87.62%, Val AUC: 0.9485, Val F1: 0.8740\n", "Best model saved at epoch 24 with Val Loss: 0.2903\n", "Epoch 24 time: 34.7877s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.3094, Train Acc: 87.11%, Train AUC: 0.9420, Train F1: 0.8685\n", "Val Loss: 0.2896, Val Acc: 87.41%, Val AUC: 0.9487, Val F1: 0.8708\n", "Best model saved at epoch 25 with Val Loss: 0.2896\n", "Epoch 25 time: 34.5588s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.3054, Train Acc: 87.46%, Train AUC: 0.9438, Train F1: 0.8719\n", "Val Loss: 0.2884, Val Acc: 87.83%, Val AUC: 0.9495, Val F1: 0.8785\n", "Best model saved at epoch 26 with Val Loss: 0.2884\n", "Epoch 26 time: 34.2615s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.3052, Train Acc: 87.55%, Train AUC: 0.9435, Train F1: 0.8732\n", "Val Loss: 0.2864, Val Acc: 87.73%, Val AUC: 0.9497, Val F1: 0.8756\n", "Best model saved at epoch 27 with Val Loss: 0.2864\n", "Epoch 27 time: 33.4182s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.3053, Train Acc: 87.58%, Train AUC: 0.9436, Train F1: 0.8732\n", "Val Loss: 0.2860, Val Acc: 88.05%, Val AUC: 0.9500, Val F1: 0.8802\n", "Best model saved at epoch 28 with Val Loss: 0.2860\n", "Epoch 28 time: 34.0047s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.3035, Train Acc: 87.52%, Train AUC: 0.9442, Train F1: 0.8727\n", "Val Loss: 0.2838, Val Acc: 87.83%, Val AUC: 0.9507, Val F1: 0.8770\n", "Best model saved at epoch 29 with Val Loss: 0.2838\n", "Epoch 29 time: 33.8478s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.3019, Train Acc: 87.69%, Train AUC: 0.9449, Train F1: 0.8744\n", "Val Loss: 0.2829, Val Acc: 87.78%, Val AUC: 0.9507, Val F1: 0.8758\n", "Best model saved at epoch 30 with Val Loss: 0.2829\n", "Epoch 30 time: 33.7002s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.2995, Train Acc: 87.78%, Train AUC: 0.9459, Train F1: 0.8755\n", "Val Loss: 0.2823, Val Acc: 88.05%, Val AUC: 0.9509, Val F1: 0.8795\n", "Best model saved at epoch 31 with Val Loss: 0.2823\n", "Epoch 31 time: 33.9872s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.3013, Train Acc: 87.78%, Train AUC: 0.9447, Train F1: 0.8755\n", "Val Loss: 0.2812, Val Acc: 87.89%, Val AUC: 0.9512, Val F1: 0.8774\n", "Best model saved at epoch 32 with Val Loss: 0.2812\n", "Epoch 32 time: 33.6991s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.3023, Train Acc: 87.55%, Train AUC: 0.9443, Train F1: 0.8730\n", "Val Loss: 0.2814, Val Acc: 88.26%, Val AUC: 0.9514, Val F1: 0.8821\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 33 time: 34.0422s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.2981, Train Acc: 87.79%, Train AUC: 0.9459, Train F1: 0.8756\n", "Val Loss: 0.2790, Val Acc: 88.10%, Val AUC: 0.9522, Val F1: 0.8793\n", "Best model saved at epoch 34 with Val Loss: 0.2790\n", "Epoch 34 time: 33.7037s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2972, Train Acc: 87.71%, Train AUC: 0.9462, Train F1: 0.8748\n", "Val Loss: 0.2785, Val Acc: 88.16%, Val AUC: 0.9521, Val F1: 0.8798\n", "Best model saved at epoch 35 with Val Loss: 0.2785\n", "Epoch 35 time: 34.9268s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.2963, Train Acc: 88.02%, Train AUC: 0.9467, Train F1: 0.8781\n", "Val Loss: 0.2775, Val Acc: 88.16%, Val AUC: 0.9526, Val F1: 0.8798\n", "Best model saved at epoch 36 with Val Loss: 0.2775\n", "Epoch 36 time: 34.8646s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.2950, Train Acc: 87.95%, Train AUC: 0.9471, Train F1: 0.8772\n", "Val Loss: 0.2766, Val Acc: 88.16%, Val AUC: 0.9528, Val F1: 0.8793\n", "Best model saved at epoch 37 with Val Loss: 0.2766\n", "Epoch 37 time: 35.3775s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.2929, Train Acc: 88.11%, Train AUC: 0.9481, Train F1: 0.8790\n", "Val Loss: 0.2762, Val Acc: 88.26%, Val AUC: 0.9530, Val F1: 0.8813\n", "Best model saved at epoch 38 with Val Loss: 0.2762\n", "Epoch 38 time: 34.1344s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.2936, Train Acc: 88.21%, Train AUC: 0.9475, Train F1: 0.8800\n", "Val Loss: 0.2752, Val Acc: 88.42%, Val AUC: 0.9533, Val F1: 0.8814\n", "Best model saved at epoch 39 with Val Loss: 0.2752\n", "Epoch 39 time: 35.2103s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2939, Train Acc: 88.07%, Train AUC: 0.9472, Train F1: 0.8784\n", "Val Loss: 0.2750, Val Acc: 88.48%, Val AUC: 0.9531, Val F1: 0.8832\n", "Best model saved at epoch 40 with Val Loss: 0.2750\n", "Epoch 40 time: 33.8590s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2944, Train Acc: 88.15%, Train AUC: 0.9471, Train F1: 0.8792\n", "Val Loss: 0.2741, Val Acc: 88.37%, Val AUC: 0.9536, Val F1: 0.8808\n", "Best model saved at epoch 41 with Val Loss: 0.2741\n", "Epoch 41 time: 34.3260s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2939, Train Acc: 88.15%, Train AUC: 0.9475, Train F1: 0.8793\n", "Val Loss: 0.2739, Val Acc: 88.59%, Val AUC: 0.9540, Val F1: 0.8858\n", "Best model saved at epoch 42 with Val Loss: 0.2739\n", "Epoch 42 time: 34.8532s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2935, Train Acc: 87.92%, Train AUC: 0.9474, Train F1: 0.8774\n", "Val Loss: 0.2729, Val Acc: 88.59%, Val AUC: 0.9539, Val F1: 0.8835\n", "Best model saved at epoch 43 with Val Loss: 0.2729\n", "Epoch 43 time: 34.1026s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2917, Train Acc: 88.09%, Train AUC: 0.9481, Train F1: 0.8786\n", "Val Loss: 0.2722, Val Acc: 88.91%, Val AUC: 0.9542, Val F1: 0.8880\n", "Best model saved at epoch 44 with Val Loss: 0.2722\n", "Epoch 44 time: 34.8742s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.2928, Train Acc: 88.08%, Train AUC: 0.9475, Train F1: 0.8787\n", "Val Loss: 0.2714, Val Acc: 89.12%, Val AUC: 0.9546, Val F1: 0.8900\n", "Best model saved at epoch 45 with Val Loss: 0.2714\n", "Epoch 45 time: 34.1387s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.2883, Train Acc: 88.42%, Train AUC: 0.9494, Train F1: 0.8820\n", "Val Loss: 0.2714, Val Acc: 89.01%, Val AUC: 0.9544, Val F1: 0.8884\n", "Best model saved at epoch 46 with Val Loss: 0.2714\n", "Epoch 46 time: 34.5252s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.2919, Train Acc: 88.13%, Train AUC: 0.9480, Train F1: 0.8791\n", "Val Loss: 0.2710, Val Acc: 88.85%, Val AUC: 0.9549, Val F1: 0.8879\n", "Best model saved at epoch 47 with Val Loss: 0.2710\n", "Epoch 47 time: 34.3543s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2884, Train Acc: 88.20%, Train AUC: 0.9492, Train F1: 0.8799\n", "Val Loss: 0.2703, Val Acc: 89.07%, Val AUC: 0.9548, Val F1: 0.8895\n", "Best model saved at epoch 48 with Val Loss: 0.2703\n", "Epoch 48 time: 33.7755s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2900, Train Acc: 88.41%, Train AUC: 0.9485, Train F1: 0.8820\n", "Val Loss: 0.2698, Val Acc: 89.23%, Val AUC: 0.9549, Val F1: 0.8911\n", "Best model saved at epoch 49 with Val Loss: 0.2698\n", "Epoch 49 time: 34.3800s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2874, Train Acc: 88.32%, Train AUC: 0.9497, Train F1: 0.8812\n", "Val Loss: 0.2691, Val Acc: 88.91%, Val AUC: 0.9552, Val F1: 0.8857\n", "Best model saved at epoch 50 with Val Loss: 0.2691\n", "Epoch 50 time: 35.0491s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2873, Train Acc: 88.33%, Train AUC: 0.9495, Train F1: 0.8810\n", "Val Loss: 0.2694, Val Acc: 88.85%, Val AUC: 0.9553, Val F1: 0.8883\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 51 time: 34.1695s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2869, Train Acc: 88.27%, Train AUC: 0.9498, Train F1: 0.8806\n", "Val Loss: 0.2688, Val Acc: 89.12%, Val AUC: 0.9552, Val F1: 0.8901\n", "Best model saved at epoch 52 with Val Loss: 0.2688\n", "Epoch 52 time: 33.8457s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2877, Train Acc: 88.32%, Train AUC: 0.9493, Train F1: 0.8812\n", "Val Loss: 0.2685, Val Acc: 89.07%, Val AUC: 0.9556, Val F1: 0.8904\n", "Best model saved at epoch 53 with Val Loss: 0.2685\n", "Epoch 53 time: 35.1091s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2864, Train Acc: 88.45%, Train AUC: 0.9499, Train F1: 0.8824\n", "Val Loss: 0.2681, Val Acc: 89.07%, Val AUC: 0.9556, Val F1: 0.8900\n", "Best model saved at epoch 54 with Val Loss: 0.2681\n", "Epoch 54 time: 33.8267s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2873, Train Acc: 88.31%, Train AUC: 0.9494, Train F1: 0.8810\n", "Val Loss: 0.2674, Val Acc: 89.17%, Val AUC: 0.9557, Val F1: 0.8907\n", "Best model 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Acc: 88.33%, Train AUC: 0.9501, Train F1: 0.8812\n", "Val Loss: 0.2657, Val Acc: 89.28%, Val AUC: 0.9562, Val F1: 0.8901\n", "Best model saved at epoch 58 with Val Loss: 0.2657\n", "Epoch 58 time: 34.4195s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2831, Train Acc: 88.62%, Train AUC: 0.9510, Train F1: 0.8842\n", "Val Loss: 0.2651, Val Acc: 89.50%, Val AUC: 0.9564, Val F1: 0.8932\n", "Best model saved at epoch 59 with Val Loss: 0.2651\n", "Epoch 59 time: 35.0319s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.2829, Train Acc: 88.35%, Train AUC: 0.9510, Train F1: 0.8814\n", "Val Loss: 0.2659, Val Acc: 89.07%, Val AUC: 0.9562, Val F1: 0.8901\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 60 time: 36.2360s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2827, Train Acc: 88.42%, Train AUC: 0.9509, Train F1: 0.8816\n", "Val Loss: 0.2652, Val Acc: 89.28%, Val AUC: 0.9564, Val F1: 0.8921\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 61 time: 34.6878s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2821, Train Acc: 88.61%, Train AUC: 0.9512, Train F1: 0.8839\n", "Val Loss: 0.2645, Val Acc: 89.28%, Val AUC: 0.9567, Val F1: 0.8920\n", "Best model saved at epoch 62 with Val Loss: 0.2645\n", "Epoch 62 time: 34.5947s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2818, Train Acc: 88.69%, Train AUC: 0.9514, Train F1: 0.8848\n", "Val Loss: 0.2643, Val Acc: 89.50%, Val AUC: 0.9564, Val F1: 0.8936\n", "Best model saved at epoch 63 with Val Loss: 0.2643\n", "Epoch 63 time: 34.7228s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.2825, Train Acc: 88.54%, Train AUC: 0.9512, Train F1: 0.8834\n", "Val Loss: 0.2632, Val Acc: 89.34%, Val AUC: 0.9570, Val F1: 0.8911\n", "Best model saved at epoch 64 with Val Loss: 0.2632\n", "Epoch 64 time: 34.2147s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.2821, Train Acc: 88.46%, Train AUC: 0.9512, Train F1: 0.8826\n", "Val Loss: 0.2644, Val Acc: 89.17%, Val AUC: 0.9568, Val F1: 0.8915\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 65 time: 34.3437s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 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34.7190s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.2833, Train Acc: 88.55%, Train AUC: 0.9507, Train F1: 0.8834\n", "Val Loss: 0.2621, Val Acc: 89.28%, Val AUC: 0.9573, Val F1: 0.8917\n", "Best model saved at epoch 69 with Val Loss: 0.2621\n", "Epoch 69 time: 34.0249s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.2806, Train Acc: 88.64%, Train AUC: 0.9515, Train F1: 0.8842\n", "Val Loss: 0.2618, Val Acc: 89.34%, Val AUC: 0.9577, Val F1: 0.8928\n", "Best model saved at epoch 70 with Val Loss: 0.2618\n", "Epoch 70 time: 34.0449s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.2790, Train Acc: 88.60%, Train AUC: 0.9523, Train F1: 0.8841\n", "Val Loss: 0.2608, Val Acc: 89.44%, Val AUC: 0.9577, Val F1: 0.8929\n", "Best model saved at epoch 71 with Val Loss: 0.2608\n", "Epoch 71 time: 33.9206s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2784, Train Acc: 88.68%, Train AUC: 0.9526, Train F1: 0.8846\n", "Val Loss: 0.2603, Val Acc: 89.50%, Val AUC: 0.9579, Val F1: 0.8934\n", "Best model saved at epoch 72 with Val Loss: 0.2603\n", "Epoch 72 time: 35.0531s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2800, Train Acc: 88.67%, Train AUC: 0.9519, Train F1: 0.8846\n", "Val Loss: 0.2616, Val Acc: 89.55%, Val AUC: 0.9578, Val F1: 0.8954\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 73 time: 34.8578s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.2808, Train Acc: 88.50%, Train AUC: 0.9514, Train F1: 0.8829\n", "Val Loss: 0.2605, Val Acc: 89.44%, Val AUC: 0.9577, Val F1: 0.8929\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 74 time: 34.7797s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2811, Train Acc: 88.49%, Train AUC: 0.9514, Train F1: 0.8827\n", "Val Loss: 0.2602, Val Acc: 89.50%, Val AUC: 0.9580, Val F1: 0.8941\n", "Best model saved at epoch 75 with Val Loss: 0.2602\n", "Epoch 75 time: 34.9483s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.2775, Train Acc: 88.79%, Train AUC: 0.9528, Train F1: 0.8860\n", "Val Loss: 0.2596, Val Acc: 89.28%, Val AUC: 0.9580, Val F1: 0.8913\n", "Best model saved at epoch 76 with Val Loss: 0.2596\n", "Epoch 76 time: 34.6563s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2764, Train Acc: 88.93%, Train AUC: 0.9532, Train F1: 0.8873\n", "Val Loss: 0.2592, Val Acc: 89.55%, Val AUC: 0.9582, Val F1: 0.8932\n", "Best model saved at epoch 77 with Val Loss: 0.2592\n", "Epoch 77 time: 33.8954s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.2785, Train Acc: 88.81%, Train AUC: 0.9521, Train F1: 0.8861\n", "Val Loss: 0.2600, Val Acc: 89.60%, Val AUC: 0.9579, Val F1: 0.8954\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 78 time: 34.1816s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.2772, Train Acc: 88.84%, Train AUC: 0.9525, Train F1: 0.8864\n", "Val Loss: 0.2596, Val Acc: 89.76%, Val AUC: 0.9584, Val F1: 0.8974\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 79 time: 35.5299s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.2792, Train Acc: 88.65%, Train AUC: 0.9519, Train F1: 0.8846\n", "Val Loss: 0.2585, Val Acc: 89.55%, Val AUC: 0.9584, Val F1: 0.8937\n", "Best model saved at epoch 80 with Val Loss: 0.2585\n", "Epoch 80 time: 35.3673s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.2768, Train Acc: 88.83%, Train AUC: 0.9527, Train F1: 0.8863\n", "Val Loss: 0.2583, Val Acc: 89.55%, Val AUC: 0.9585, Val F1: 0.8942\n", "Best model saved at epoch 81 with Val Loss: 0.2583\n", "Epoch 81 time: 33.7249s\n" ] }, { "name": "stderr", "output_type": "stream", "text": 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"Best model saved at epoch 84 with Val Loss: 0.2578\n", "Epoch 84 time: 34.4845s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.2788, Train Acc: 88.73%, Train AUC: 0.9522, Train F1: 0.8853\n", "Val Loss: 0.2580, Val Acc: 89.60%, Val AUC: 0.9586, Val F1: 0.8954\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 85 time: 34.9909s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.2760, Train Acc: 88.83%, Train AUC: 0.9530, Train F1: 0.8864\n", "Val Loss: 0.2572, Val Acc: 89.55%, Val AUC: 0.9586, Val F1: 0.8938\n", "Best model saved at epoch 86 with Val Loss: 0.2572\n", "Epoch 86 time: 34.6050s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.2772, Train Acc: 88.78%, Train AUC: 0.9525, Train F1: 0.8859\n", "Val Loss: 0.2575, Val Acc: 89.71%, Val AUC: 0.9589, Val F1: 0.8966\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 87 time: 33.5925s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.2758, Train Acc: 88.97%, Train AUC: 0.9531, Train F1: 0.8878\n", "Val Loss: 0.2570, Val Acc: 89.60%, Val AUC: 0.9588, Val F1: 0.8947\n", "Best model saved at epoch 88 with Val Loss: 0.2570\n", "Epoch 88 time: 35.2190s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.2750, Train Acc: 88.95%, Train AUC: 0.9533, Train F1: 0.8875\n", "Val Loss: 0.2563, Val Acc: 89.82%, Val AUC: 0.9591, Val F1: 0.8963\n", "Best model saved at epoch 89 with Val Loss: 0.2563\n", "Epoch 89 time: 33.9532s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.2755, Train Acc: 88.83%, Train AUC: 0.9531, Train F1: 0.8863\n", "Val Loss: 0.2564, Val Acc: 89.76%, Val AUC: 0.9590, Val F1: 0.8957\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 90 time: 33.3502s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.2736, Train Acc: 88.84%, Train AUC: 0.9540, Train F1: 0.8863\n", "Val Loss: 0.2557, Val Acc: 89.60%, Val AUC: 0.9593, Val F1: 0.8943\n", "Best model saved at epoch 91 with Val Loss: 0.2557\n", "Epoch 91 time: 34.1580s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.2754, Train Acc: 88.98%, Train AUC: 0.9532, Train F1: 0.8878\n", "Val Loss: 0.2564, Val Acc: 89.55%, Val AUC: 0.9589, Val F1: 0.8944\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 92 time: 33.7878s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.2715, Train Acc: 89.08%, Train AUC: 0.9549, Train F1: 0.8890\n", "Val Loss: 0.2557, Val Acc: 89.66%, Val AUC: 0.9593, Val F1: 0.8955\n", "Best model saved at epoch 93 with Val Loss: 0.2557\n", "Epoch 93 time: 33.6605s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.2741, Train Acc: 88.93%, Train AUC: 0.9537, Train F1: 0.8874\n", "Val Loss: 0.2552, Val Acc: 89.50%, Val AUC: 0.9592, Val F1: 0.8936\n", "Best model saved at epoch 94 with Val Loss: 0.2552\n", "Epoch 94 time: 34.8584s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.2758, Train Acc: 88.89%, Train AUC: 0.9532, Train F1: 0.8869\n", "Val Loss: 0.2557, Val Acc: 89.87%, Val AUC: 0.9594, Val F1: 0.8980\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 95 time: 34.1197s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.2737, Train Acc: 88.88%, Train AUC: 0.9540, Train F1: 0.8868\n", "Val Loss: 0.2567, Val Acc: 89.92%, Val AUC: 0.9595, Val F1: 0.8996\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 96 time: 35.2938s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.2740, Train Acc: 88.96%, Train AUC: 0.9537, Train F1: 0.8876\n", "Val Loss: 0.2553, Val Acc: 89.66%, Val AUC: 0.9593, Val F1: 0.8939\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 97 time: 34.1160s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.2758, Train Acc: 88.99%, Train AUC: 0.9530, Train F1: 0.8879\n", "Val Loss: 0.2548, Val Acc: 89.66%, Val AUC: 0.9594, Val F1: 0.8953\n", "Best model saved at epoch 98 with Val Loss: 0.2548\n", "Epoch 98 time: 34.9850s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.2756, Train Acc: 88.86%, Train AUC: 0.9530, Train F1: 0.8866\n", "Val Loss: 0.2545, Val Acc: 89.50%, Val AUC: 0.9596, Val F1: 0.8936\n", "Best model saved at epoch 99 with Val Loss: 0.2545\n", "Epoch 99 time: 33.3561s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.2751, Train Acc: 88.88%, Train AUC: 0.9534, Train F1: 0.8870\n", "Val Loss: 0.2541, Val Acc: 89.60%, Val AUC: 0.9597, Val F1: 0.8946\n", "Best model saved at epoch 100 with Val Loss: 0.2541\n", "Epoch 100 time: 34.6241s\n", "Total training time for Twins_PCPVT: 57m 22.83s\n" ] }, { "data": { "image/png": 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5//778fDwuOJ2MjMzCQ8P59SpU1fVjwuVLFmSOnXqMHPmzByDjp07d/Lbb7/RqVMnwHiq6r9ppIKCgihVqhTp6emAkYM4Kysrxz41a9bEbDY79hERERGRwk3jgcIzHjh27Bh//vknPXv25IEHHsi1DB48mAMHDrBx40bMZjPdunXj559/ZsuWLbnayp4906NHD7Zv387ChQsvuk92oOHC+iFWq5Uvvvgi39eYPYvnwlk7GRkZfPLJJzn2q1evHuXKlWPSpEm5gij/LVxeq1YtatWqxVdffcUPP/xA7969cXFxyXefREQuRv+SiIg4OS8vL+rXr8+GDRvo0qWLY2pxy5YtSU5OJjk5+boOYu6++25KlChBs2bNCA4OZs+ePXz88cfce++9NyT36YQJEzh48CBPP/00CxYsoHPnzhQpUoSIiAjmz59PeHg4vXv3vqq2fXx86Natm+NpqKudan7ixAmqVavGwIED810ccOLEiXh5eeXYZjabGTVqFO+99x4dO3bkzjvvZOjQoaSmpjJ58mT8/f0ZO3YsYOQVDgkJ4YEHHqB27dr4+PiwYsUKNm/ezIQJEwBYtWoVw4cP58EHH6Ry5cpkZWXx9ddfY7FYVHxPRERE5Bah8UDhGQ/MmTMHu93Offfdl+f7nTp1wsXFhdmzZ9O4cWPeeustfvvtN1q1asUjjzxCtWrVOHXqFPPnz2ft2rUEBATw/PPP8/333/Pggw8yZMgQ6tevz9mzZ1m0aBGfffYZtWvXpkaNGjRp0oSXX36Zs2fPUrRoUb799ttcD0BdStOmTSlSpAgDBw7k6aefxmQy8fXXX+cKVJjNZj799FO6dOlCnTp1GDx4MCVLliQ8PJxdu3bx66+/5th/wIABPPfccwBKPSUi142CGiIihUD2U1jNmzd3bCtRogQVK1bkwIED13UQ8+ijjzJ79mwmTpxIUlISISEhPP3004wePfq6neNCXl5eLF26lBkzZjBz5kzGjx9PSkoKpUqV4q677mL27NmULl36qtvv168fc+bMoWTJktx1113XseeX9vbbb+faZrFYGDVqFO3atWPZsmWMGTOG1157DVdXV1q1asX//vc/ypUrBxifyxNPPMFvv/3GggULsNlsVKxYkU8++YTHH38cgNq1a9OhQwd+/vlnTpw4gZeXF7Vr12bp0qU0adLkpl2riIiIiNxYGg8UjvHA7NmzKVOmDLVr187z/YCAAJo3b868efOYOHEipUuXZuPGjbz66qvMnj2bhIQESpcuTceOHR0PSPn4+LBmzRrGjBnDwoULmTlzJkFBQbRt25aQkJAc53700Ud55513CAgIYOjQobRp04b27dvnq+/FihXjl19+4f/+7/8YPXo0RYoUoX///rRt2zZXyqgOHTrw+++/M27cOCZMmIDNZqNChQoMGzYsV7v9+vXjxRdfpEKFCjRq1Ci/H6WIyCWZ7P8NuYqIiIiIiIiIiIhco5iYGEqWLMlrr73Gq6++WtDdEZFbhGpqiIiIiIiIiIiIyHU3Y8YMrFYrDz30UEF3RURuIUo/JSIi+Wa1WomOjr7kPj4+Pvj4+NykHomIiIiIyM2i8YDk16pVq9i9ezdvvvkm3bp1IywsrKC7JCK3EKWfEhGRfDty5Iij5sPFjBkzxlHsWkREREREbh0aD0h+tW7dmvXr19OsWTO++eaba6qLIiLyXwpqiIhIvqWlpbF27dpL7lO+fHnKly9/k3okIiIiIiI3i8YDIiLiDBTUEBERERERERERERGRQkE1NfJgs9k4efIkvr6+mEymgu6OiIiIiIhTstvtJCYmUqpUKcxmc0F3x6lpjCEiIiIicmn5HV8oqJGHkydPEhoaWtDdEBEREREpFI4dO0ZISEhBd8OpaYwhIiIiIpI/lxtfKKiRB19fX8D48Pz8/Aq4NyIiIiIi/5GcDKVKGesnT4K3d4F0IyEhgdDQUMf3Z7k4jTFERERExGkVsvGFghp5yJ4O7ufnpwGHiIiIiDgfi+X8up9fgQ06simd0uVpjCEiIiIiTquQjS+U+FZERERERERERERERAoFzdQQERERESlsvLwgKur8uoiIiIiIyNUqZOMLBTVERERERAobkwkCAwu6FyIiIiIicisoZOMLBTVEREREREScgNVqJTMzs6C7IbcIV1dXLBfmxxYRERG5RSioISIiIiJS2KSnw8iRxvrEieDuXrD9kWtit9uJjIwkLi6uoLsit5iAgABKlChx2WKbIiIicpsrZOMLk91utxd0J5xNQkIC/v7+xMfH4+fnV9DdERERERHJKTkZfHyM9aQk8PYukG7oe3P+XeqzOnXqFHFxcQQFBeHl5aUb0HLN7HY7KSkpREVFERAQQMmSJQu6SyIiIuLMCtn4QjM1RERERERECojVanUENIoVK1bQ3ZFbiKenJwBRUVEEBQUpFZWIiIjcMswF3QEREREREZHbVXYNDS8vrwLuidyKsv+uVKtFREREbiUKaoiIiIiIiBQwpZySG0F/VyIiInIrUlBDREREREREREREREQKBQU1RERERERERERERESkUFBQQ0RERERERJxCWFgYkyZNKuhuiIiIiIgTU1BDRERERKSw8fSEw4eNxdOzoHsjtyGTyXTJZezYsVfV7ubNm3nkkUeuSx/nzp2LxWLhySefvC7tiYiIiNyyCtn4wqWgOyAiIiIiIlfIbIawsILuhdzGTp065VifN28er732Gnv37nVs8/Hxcazb7XasVisuLpcffgYGBl63Pk6dOpUXXniBzz//nAkTJuDh4XHd2r5SGRkZuLm5Fdj5RURERC6pkI0vNFNDRERERETEidjtdlIysgpksdvt+epjiRIlHIu/vz8mk8nxOjw8HF9fX5YuXUr9+vVxd3dn7dq1HDx4kK5duxIcHIyPjw8NGzZkxYoVOdr9b/opk8nEV199Rffu3fHy8qJSpUosWrTosv07fPgw69ev56WXXqJy5cosWLAg1z7Tpk2jRo0auLu7U7JkSYYPH+54Ly4ujkcffZTg4GA8PDy44447+OWXXwAYO3YsderUydHWpEmTCLvgRsCgQYPo1q0bb775JqVKlaJKlSoAfP311zRo0ABfX19KlChB3759iYqKytHWrl276Ny5M35+fvj6+tKiRQsOHjzIn3/+iaurK5GRkTn2f+aZZ2jRosVlPxMRERGRW4VmaoiIiIiIFDYZGfDKK8b6m2+CngC/paRmWqn+2q8Fcu7dr3fAy+36DBNfeukl3n//fcqXL0+RIkU4duwYnTp14s0338Td3Z1Zs2bRpUsX9u7dS5kyZS7azrhx43j33Xd57733mDx5Mv369ePo0aMULVr0osdMnz6de++9F39/f/r378/UqVPp27ev4/1PP/2UkSNH8s4779CxY0fi4+NZt24dADabjY4dO5KYmMg333xDhQoV2L17NxaL5Yquf+XKlfj5+bF8+XLHtszMTMaPH0+VKlWIiopi5MiRDBo0iCVLlgBw4sQJWrZsSevWrVm1ahV+fn6sW7eOrKwsWrZsSfny5fn66695/vnnHe3Nnj2bd99994r6JiIiIpJDIRtfaKaGiIiIiEhhk5kJ779vLJmZBd0bpzNlyhTCwsLw8PCgcePGbNq06aL7ZmZm8vrrr1OhQgU8PDyoXbs2y5Ytu6Y2xfD666/Tvn17KlSoQNGiRalduzaPPvood9xxB5UqVWL8+PFUqFDhsjMvBg0aRJ8+fahYsSJvvfUWSUlJl/z8bTYbM2bMoH///gD07t2btWvXcvjwYcc+b7zxBv/3f//HiBEjqFy5Mg0bNuSZZ54BYMWKFWzatIkFCxbQvn17ypcvT+fOnenYseMVXb+3tzdfffUVNWrUoEaNGgAMGTKEjh07Ur58eZo0acJHH33E0qVLSUpKAoy/M39/f7799lsaNGhA5cqVGTx4sGOmx9ChQ5k+fbrjHD///DNpaWn07NnzivomIiIikkMhG19opoaIiIiIiNwy5s2bx8iRI/nss89o3LgxkyZNokOHDuzdu5egoKBc+48ePZpvvvmGL7/8kqpVq/Lrr7/SvXt31q9fT926da+qzWvl6Wph9+sdrnu7+T339dKgQYMcr5OSkhg7diyLFy/m1KlTZGVlkZqaSkRExCXbqVWrlmPd29sbPz+/XCmbLrR8+XKSk5Pp1KkTAMWLF6d9+/ZMmzaN8ePHExUVxcmTJ2nbtm2ex2/bto2QkBAqV66c30vNU82aNXPV0di6dStjx45l+/btxMbGYrPZAIiIiKB69eps27aNFi1a4OrqmmebgwYNYvTo0WzYsIEmTZowY8YMevbsibe39zX1VURERKQw0UwNERERERG5ZUycOJFhw4YxePBgqlevzmeffYaXlxfTpk3Lc/+vv/6aUaNG0alTJ8qXL8/jjz9Op06dmDBhwlW3CZCenk5CQkKOJb9MJhNebi4FsphMpvx/2Jfx3xvtzz33HAsXLuStt95izZo1bNu2jZo1a5KRkXHJdv57g99kMjmCAXmZOnUqZ8+exdPTExcXF1xcXFiyZAkzZ87EZrPh6el5yfNd7n2z2Zyr9khmHk80/vf6k5OT6dChA35+fsyePZvNmzezcOFCAMdncLlzBwUF0aVLF6ZPn87p06dZunQpQ4YMueQxIiIiIrcaBTWc0J5TCUxde5jlu08XdFdERERERAqNjIwMtm7dSrt27RzbzGYz7dq146+//srzmPT0dDw8PHJs8/T0ZO3atVfdJsDbb7+Nv7+/YwkNDb2WS7slrFu3jkGDBtG9e3dq1qxJiRIlOHLkyHU9x5kzZ/jpp5/49ttv2bZtm2P5559/iI2N5bfffsPX15ewsDBWrlyZZxu1atXi+PHj7Nu3L8/3AwMDiYyMzBHY2LZt22X7Fh4ezpkzZ3jnnXdo0aIFVatWzTXjpFatWqxZsybPIEm2hx9+mHnz5vHFF19QoUIFmjVrdtlzi4iISCGUngQn/obt38LRi3/vvB0pqOGEthyNZfwvu/l+67GC7oqIiIiISKERExOD1WolODg4x/bg4GAiIyPzPKZDhw5MnDiR/fv3Y7PZWL58OQsWLODUqVNX3SbAyy+/THx8vGM5dkzf7StVqsSCBQvYtm0b27dvp2/fvpeccXE1vv76a4oVK0bPnj254447HEvt2rXp1KkTU6dOBWDs2LFMmDCBjz76iP379/P3338zefJkAFq1akXLli3p0aMHy5cv5/DhwyxdutRRa6V169ZER0fz7rvvcvDgQaZMmcLSpUsv27cyZcrg5ubG5MmTOXToEIsWLWL8+PE59hk+fDgJCQn07t2bLVu2sH//fr7++mv27t3r2Cd7tscbb7zB4MGDr9dHJyIiIgUpMw22z4PfXoXZD8KkmvB2afiyDSx8FKbfA7+NBpu1oHvqFBTUcEJe5/LYpmZe3y/4IiIiIiKS04cffkilSpWoWrUqbm5uDB8+nMGDB2M2X9tQyd3dHT8/vxzL7W7ixIkUKVKEpk2b0qVLFzp06EC9evWu6zmmTZtG9+7d80yj1aNHDxYtWkRMTAwDBw5k0qRJfPLJJ9SoUYPOnTuzf/9+x74//PADDRs2pE+fPlSvXp0XXngBq9W4iVCtWjU++eQTpkyZQu3atdm0aRPPPffcZfsWGBjIjBkzmD9/PtWrV+edd97h/fffz7FPsWLFWLVqFUlJSbRq1Yr69evz5Zdf5kjBZTabGTRoEFarlQEDBlztRyUiInL7iT8OkTuNAIIzyUqHb3rAwkdg/Uew/zeIO1dzzDsQSp+rU7Z+MsztDWn5T2t6qzLZ/5sMVEhISMDf35/4+PgCGXws2XGKJ2b/TcOwIsx/rOlNP7+IiIiIOLnkZPDxMdaTkqCAigQX9Pfm/8rIyMDLy4vvv/+ebt26ObYPHDiQuLg4fvrpp4sem5aWxpkzZyhVqhQvvfQSv/zyC7t27bqmNi90sc8qLS2Nw4cPU65cuVxpsEQuZujQoURHR7No0aJL7qe/LxERASA90XjC3zOgoHtSMDJT4fe34K+PwW4DkxmKlIPAqhBU9dzPahB8B1zH+mL5YrfDwsfg32/BzRfq9IXAKkZ/ilcB72LGfju+h5+ehKw0o7995kLR8tevH4VsfOFyE/sk+eTpZszUSMnQdCIRERERyYOnJ+zceX5dAHBzc6N+/fqsXLnSEYCw2WysXLmS4cOHX/JYDw8PSpcuTWZmJj/88AM9e/a85jZFrrf4+Hh27NjBnDlzLhvQEBERITnGePJ/01fGzfr246D+ELjGGalOwWYzrulyQYiIjUYw4My5GZnufpCeAGcPGsvexef3LVkHWr0IVTrevODG6neMgIbJAj1nQsW2ee9X8wEoWg6+7QfR4fDlXdBzFpRreX36UcjGFwpqOCFH+ikFNUREREQkL2Yz1KhR0L1wSiNHjmTgwIE0aNCARo0aMWnSJJKTkx21BwYMGEDp0qV5++23Adi4cSMnTpygTp06nDhxgrFjx2Kz2XjhhRfy3abIzdK1a1c2bdrEY489Rvv27Qu6OyIi4qySooxgxuapkJlyfvvi/4NdP8J9k40b5IVRXASs/QD+mQ3exaF6V2MJaZQzWJORAqvegA2fAHbwKQGdPzACFkmnjcBA9F6I2mP8PPkPnNoG3/aBErWM4EbVe29scGPbXPjjHWO988SLBzSyla4Pw36Hb/vCyb/h6+7Q6T1oMOTa+1LIxhcKajghLzfj16KZGiIiIiIiV6ZXr15ER0fz2muvERkZSZ06dVi2bJmj0HdERESOehlpaWmMHj2aQ4cO4ePjQ6dOnfj6668JCAjId5siN8vq1asLugsiIuLMEk+fD2ZkpRrbStU1btDHHoUVY+HIGvi0KbQbCw2HFZ5ZG7FHYc0E2DYHbJnGtoQTRtBiwyfgWwqq32cEOOw2WPQUnD1k7Fe7L9zzFngWMV77ljCW8q3Pt598Bv6aDJu+hMh/YV4/CK4JrV6Aqp3z9zmdPWQEjXb/ZASW6vaHJo+DV9Hc+x5eY/QRoNkzUH9Q/j4Hv5IweAn8NBx2fg+/PAu/jMx7X+/i0PhRaPQoeOQzVWxGMljcweLcYQPV1MhDQecGPhCVRLuJf+Dn4cK/Yzvc9POLiIiIiJPLyIC33jLWR40CN7cC6UZBf28uTFRTQwqC/r5ERG5RdjskRkL0uVkG2bMOTv5j1FwAo7h065egYrvzsw3OHoKfnoKja43XZZpC14+hWIWLnys9EaL3nTvHufPF7Ad335w1KQKrQpEwMFvydw1ZGXD4T9i9EI6sA5/g87UkAqsY7fmWhNgjRjBj+1ywZRnHlmsJLZ4zbsDv/hH2LjVSSv2Xbyno8iFUvjt/fQJIOWvU3tj4BWQkGtv8y0CJmjn7V6wSuHnBmYOwa6HRj8gdudtz8zUCC3c+eT64Eb0XpraHtHio0R16TLvy4JLdDmsnwu9vnw/yXIxHgHH+xo+Ch3/u99OTYPcv8OZbxt/Ix99D9XuurD/XSX7HFwpq5KGgB2cn41Jp+s4q3Cxm9r3Z8aafX0REREScXCEr5CcKakjB0N+XiNwyMlJg2Ytw4u+833fxMG7a3nH/zelPVgacOXA+mBAdDgknoUxjqN4dSte7MWmLEk4aT+Yf/QvS4/PeJ6QRtH4RKrTNuw82G2yZCsvHQGay8dkVq5h3W6lxkHA8//2zuEPxyudu/l8Y7ChnPPmflQGHVhsBgPDFkBZ36fbc/SEjCeznstmUb2PMOil7Z879stLh4O/n2l1ifDZ1H4IOb+Z9Ez8/Us4aM0A2fp53wAQT+AQZqawcmyxQrgVU72bMjFgzEU6fq1Ph5gONHoHavWH2gxB3FEIbw4BF4HoN/49OT8qZYiyb3Q6H/4A/3j1fT8TDH5o8AY0fM4JP+341AjIHVkBKKrx9Lojz0wtw3/+uvk/XQEGNa1DQg7PY5Azqjl8OwIE3O+JiKSTTwERERETk5lBQo9BRUEMKgv6+RG5TNhtsnW6k0Gk7Ju/UN9fL8a2wYQqUbWrcRHZxv/7nyEiGOb2MtEmX0+L/oM3o65dSKSvdmJXgCF6cm6lw5uD5G+158Q89V+uhG4Q0OB9cSEuAmH3n6jiEQ/wxqNQB6vS9fBDk+BajlkL2TXSTBYqWzxk8CKpuzCTIT0Al9qiR/ujwH5ff1yf4/DkCqxhLWnzOuhQx+87PEvkvi5sROIk/kTMY4x0E1bpA5XuMwEF0+PkaF2cPnf+MK7Q1Zp2ENrp8X7PSITMVPAMuv29+pCUYM2Ciw3Neb+pZ432zC5RrZfy+q3YG72Lnj7XZjELkf/wv9yyOIuXg4ZU5978RbFYjcPHHuxCz19jm5gvWDLCmn9/Pqwy8eC4Ak5h4fqxxkymocQ0KenCWlmml6qvLAPh37N34ebje9D6IiIiIiBNTUKPQUVBDCoL+vkRuQ2cOwk9PQsRfxutKd0Ofede/bkJmGqx+C9ZPNuoXgJHqp/mzUG/AtT15fqH0JJjTE46uM27Edv4g75vAB1YaKYMAqtwL939upEe6UomRsOdnYzZBdPi5G+u2vPd19zt/gz+wGngVg/2/GU+/Zyaf388vBIpXNIIjCSfybqt8G7jvIwgok/f7/35n1FCwpkNQDSNlVHCNaw8i2e1wYutFZiIArt5QvFL+AmM2q1HE+783/2P25ZxJ4FPifO2LMndePF1VVroxG8biZvTBmdjtkBwDsYeNYM3lPh+7HfYugdXvGMFGzyIwdIXxd3Gz2KzGTJY/3jV+PwBFK0CNbkbwzbc8+J77b6YQjC8U1MhDQQ/O7HY7FUYtwWaHjaPaEuynL58iIiIicgEFNQodBTWkIOjvS+Q2YrPChk9h1XjjaXk3H7BmGjfB2401gg3Xy7FN8OMT51PaVL4HTv0LiSeN174lzxU+Hgiunld/nvQkI01PxHojgNB/AYQ2vPj+2+cZMw+yb/z3mQtFyl7+PAknYfcio7hzxF/Af26Vuvufmw1xLngRWNn46Vcq7xkRmalGOp9dP8K+ZUb6pAv5ljxfM8LFAzZ+dv531v51qD/4fBDKZoNVr8PaD4zXVTrB/V9cXcCmoNhsxoyU6L1G+qOQhoWnOPn1ZrdDxAbwD4GA0ILpg80GxzYYv4ug6uf/hgvZ+MK5y5jfpkwmE15uLiSlZ5GScYmpbCIiIiIiIiIicnuL3mfMzji+yXhdvjV0+QgO/Q4/j4CV443c/WWbXtt5MlLg9zfhrymA3XjivvMHULWTMXPjn6+Nm+8JJ4z6F2s/gGYjoMHgKw9upCeeC2j8ZQQ0HlpopHG6lNq9jHRM3/aFqF3wZRvo9U3O676wwHbkDqOuw7GNOdsJaWikESpZ+1yx6hJXVh/D1dNIqVSti/G5HPodkqOheBUjIOJZJOf+dR+CRcONa1080kgVdN9k8C4OCx4xnvAHaD4S7nq18AUEzGYjuJSfANOtzmTKXQ/kZjObr/3fAiegoIaT8nSzkJSeRaqCGiIiIiIicotq3bo1derUYdKkSQXdFRGRwicr3Shk/PvbxuwEN1+jMHK9AcbN03oD4eh6+HcefD8EHl0DPoEXby8t3phhkJWR+z1rOqz70EjHBFC7L9zz1vkb9K4e0GiYce5/vjEKJCcch19fviC4MQTcvC5/XWkJMPsBI9jg7n8uoFE/f59JaEN45HcjsHFqO8y8D5o8bhSkjjqXEimvAtuhTc7VwLjPeIr+enH1gCodL71P8YowaAls+gJWjDVqh3za1JjRcfagUXy76xSo9eD165dIIaeghpPydDXyyaVmZhVwT0RERERERHLq0qULmZmZLFu2LNd7a9asoWXLlmzfvp1atWpdl/OlpqZSunRpzGYzJ06cwN39BhSiFZFbQ0aykYe/RK0re7q+MMlKh79nwdpJRuAAoGI76PJhzhvyJhPcO9EochyzDxY+Av2+z7uGwd5l8MszkHjq0uf2LWWcp/Ldeb/v4g4NhxqzD7bNNoIb8RHw2yuwbhI0fdp43y2P1DbWLCNokj3rxMMfHvoRSte7/GdyIf8QGLwMfnrCmPWw/qOc72cX2A6sAmEtjECGX6krO8f1ZjZDk8eMz/Wnp+DoWiOg4VMCes/Jf1BH5DahoIaT8nIz/gej9FMiIiIikouHB2zadH5d5CYbOnQoPXr04Pjx44SE5Hyidfr06TRo0OC6BTQAfvjhB2rUqIHdbufHH3+kV69e163tK2W327Farbi4aDgt4lTSE2HTl0ax6JQzxqyAThOcL1VPcoyRniivm/qXk5l2LpjxQc76FXe9CnX65h3EcfeBnrPgizZwcBWsmQCtXjj/fspZWPYy/Put8TqgDBSvnPf5A6tCy+fBM+DyfXVxM9JO1ekH2+fCmveNItLLXzVmfDR9CoqWM2ZORIcbsyjO7AfruVkiHgEw4EcoVTefH85/uHnBA9OhbDMjrVPRCufqYlQ1Cjtfa4HtG6VoeRj4M/w90yjg3WZUwQdc5PZQyMYXTvYvu2TzVFBDRERERC7GYoGGDY3FksfTllK42e3Gk8YFsdjtl+8f0LlzZwIDA5kxY0aO7UlJScyfP5+hQ4dy5swZ+vTpQ+nSpfHy8qJmzZrMnTv3qj6SqVOn0r9/f/r378/UqVNzvb9r1y46d+6Mn58fvr6+tGjRgoMHDzrenzZtGjVq1MDd3Z2SJUsyfPhwAI4cOYLJZGLbtm2OfePi4jCZTKxevRqA1atXYzKZWLp0KfXr18fd3Z21a9dy8OBBunbtSnBwMD4+PjRs2JAVK1bk6Fd6ejovvvgioaGhuLu7U7FiRaZOnYrdbqdixYq8//77Ofbftm0bJpOJAwcOXNXnJOL0bDfgHkdaAvz5HkyqCSvHGQENgC3TYPGzRlHca5WRcm3Hxx6F9ZPhy7bwXgV4v7KRZij5TP6Oz0yFDZ/BR3Vg6fNGQMO3FHR6H57eBnX7XXpWSlA16DzRWF/9Nhz6w1jf8wt80sQIaJjMRqDhyU3Q/4e8lw5v5i+gcSEXN6Ng+FN/w30fQ5EwSImBFWPguwFGjY6dPxg1MKwZ4OJp1P8YuOjqAxrZTCYjJdYD0+CuV+COHhBcw3kDGtnMZiMg1PVjBTTk5ilk4ws9WuKksmdqqKaGiIiIiMhtJjMF3iqgmxijTubr6WEXFxcGDBjAjBkzeOWVVzCdu5k2f/58rFYrffr0ISkpifr16/Piiy/i5+fH4sWLeeihh6hQoQKNGjXKd5cOHjzIX3/9xYIFC7Db7Tz77LMcPXqUsmWNgqMnTpygZcuWtG7dmlWrVuHn58e6devIyjJS+X766aeMHDmSd955h44dOxIfH8+6deuu+KN56aWXeP/99ylfvjxFihTh2LFjdOrUiTfffBN3d3dmzZpFly5d2Lt3L2XKlAFgwIAB/PXXX3z00UfUrl2bw4cPExMTg8lkYsiQIUyfPp3nnnvOcY7p06fTsmVLKlaseMX9E3Fqe5fCkueNWQqV2kONblCpgzGL4GqlxcPGz42i1WlxxrZiFY2ZBDarkcJo6wyw26Dzh1c3YyP2iHHj/dR2Y0ZE4Lkn/QOrGIGC4pWNFEl5iYuA3T8Zy8m/c76XkWTMttj4BTR62EjJ5F085z6ZacbMit0/GZ9fdh0IvxBo8ayR3ulKbs7X6QtH1xn1Ln54GMKaw64FxnvFK0PXT4x6FDeKxRXqPQS1e8OO+Ub9CEw5P8/AKuBfxvlm14hcoZNxqZxJyqBGKT/M5ls0DV4BU1DDSXm6Gr8azdQQERERkVwyMuDDD431ESPAza1g+yO3pSFDhvDee+/xxx9/0Lp1a8C4Kd+jRw/8/f3x9/fPccP+qaee4tdff+W77767oqDGtGnT6NixI0WKGMVoO3TowPTp0xk7diwAU6ZMwd/fn2+//RZXV1cAKlc+nzrljTfe4P/+7/8YMWKEY1vDhld+4+7111+nffv2jtdFixaldu3ajtfjx49n4cKFLFq0iOHDh7Nv3z6+++47li9fTrt27QAoX768Y/9Bgwbx2muvsWnTJho1akRmZiZz5szJNXtDpFBLOQtLX4Qd353ftmeRsbh4GAGO6t2gcgdw981fm3a7Ufh62UuQGmtsK1bJSKl0R4/z9SLMLvDjY0a6JrsNuky+spvlR9bCvIcg9azxOvGUsRz6Pf9tZDOZjTRI1btC1c5GkGP1OxD5r5GKadOXRp2JRo8aAZTdPxo1LjISz7fhX8YIZtTpd/UzDTq+Byf+MWZF7Fpg9KvZCGj1klHQ+mawuBoBljp9b875RG4Cu93OzhMJLN9zmhW7T7P7VAIAlYJ8eKRlebrWKY2bi5MH6wrZ+EJBDSflmKmRqaCGiIiIiPxHZia8cC4f9hNPOP2gQ66Qq5cxY6Kgzp1PVatWpWnTpkybNo3WrVtz4MAB1qxZw+uvvw6A1Wrlrbfe4rvvvuPEiRNkZGSQnp6Ol1f+z2G1Wpk5cyYfZg+ygf79+/Pcc8/x2muvYTab2bZtGy1atHAENC4UFRXFyZMnadu2bb7PeTENGjTI8TopKYmxY8eyePFiTp06RVZWFqmpqURERABGKimLxUKrVq3ybK9UqVLce++9TJs2jUaNGvHzzz+Tnp7Ogw8+eM19FXEKe36GX0ZCcpRx8/zO4UYAI/xn2PUjxB429tnzsxHgqNUTWvyfkZ7oYhJOws/PwP5fjdfFqxjBjBrdcxe/rt3LOO/CR4zZCXY73Dc57yLZ/7VlOix5DmxZRgqk7l8YM0Oi9+SsAZFdpDsvJrMxG6J6N6jWBXyCzr/ndy9U6QT7lhnBjVPbjPRU6yfnbMO3lBEIqdENQhpd+wwGNy/oORNmdDZmhtz3EZRWAWq59aRlWnGzmG/oLAmrzc7aAzH8tiuSlXuiiExIc7xnNoG7i4X9UUk8//2/TPhtH0Obl6N3o1B8PXJ/X7ke7HY7SelZRCWmE52YTlRiOq5mE22qBuHhmo9/9wrZ+EJBDSfl6ZqdfiqrgHsiIiIiIiI3lcl0dQVkC8DQoUN56qmnmDJlCtOnT6dChQqOm/jvvfceH374IZMmTaJmzZp4e3vzzDPPkJGRke/2f/31V06cOJGrMLjVamXlypW0b98eT0/Pix5/qfcAzOduENovqCWSmZmZ577e3jl/J8899xzLly/n/fffp2LFinh6evLAAw84ru9y5wZ4+OGHeeihh/jggw+YPn06vXr1uqKgj4hTSo4xUk05UhtVgW6fQMi5wGBIfWg7BiJ3GDMSdv0IZw8aMyq2zTHSE7V4ziginc1uh22zYdkoIw2TxQ1avwRNR4DlEre2aj1o/Ju6YJhxvN1u1Cm4WGDDmgW/joJNnxuv7+gBXacYhb0hd3qmjGTISs+7LRf3S/9bbjJBlY5Q+R7Y/5sR3Dj5t5FeKjuQUbrB9U/FVLwSjNydv+COOKWjZ5LxcnMh0NfJa4MUgANRiYxdtJu1B2IA46FxH3cXY/FwwdvNhaolfelRL4Qapfwc6TOvRFxKBvM2H+PrDUc5Hpvq2O7lZqFV5UDaVQumTdUgXCwm5m6MYOraw0QmpPHmkj18tGo//ZuUpXOtkpQp6nXVAY6UjCy2HInlr0Nn2Ho0llPxqUQnppOWmbuGkJ+HC/fXC6Fv4zJUDs7njLhCoMCDGlOmTOG9994jMjKS2rVrM3ny5EtORY6Li+OVV15hwYIFnD17lrJlyzJp0iQ6dep01W06IxUKFxERERERZ9ezZ09GjBjBnDlzmDVrFo8//rjjBsG6devo2rUr/fv3B8Bms7Fv3z6qV6+e7/anTp1K7969eeWVV3Jsf/PNN5k6dSrt27enVq1azJw5k8zMzFyzNXx9fQkLC2PlypW0adMmV/uBgYEAnDp1irp1jYK0FxYNv5R169YxaNAgunfvDhgzN44cOeJ4v2bNmthsNv744w9H+qn/6tSpE97e3nz66acsW7aMP//8M1/nFnFah1bD90ONQtAmy7nURi/mTm1kMkHJWsZy16twbCP88T+jhsQ/38C2ueeCG/9nBAcWPQ0HVxrHlq5v1H8Iqpq/PtV8wDjfD8Ng+xyj1kVYM6N+Q2A1KFbBOEdqLMwfZFwDwF2jjeDKpW56unlfexDaZDLSb1W62yhy7ln0xteUUECj0Mmy2vh112mmrzvMlqOxmE3QukoQPRuEclfVoAJPbRSXksE/EXFsPRpLZEIaHWqU4K6qQVhuUj2JpPQsJq/cz9S1h8mynX9QISXDSkqGlajE88HHvw6dYfq6I1Qt4csD9UPoWqd0vgJE4ZEJzFx/hIX/nHAEDwK8XLm3ZknaVw+mSfliuWZEPNqqAoOahfHTPyf5/M+DHIxO5tPVB/l09UEAini5ElrUi9AiXoQW9aJ0EU983V3wdLPgdW7xdHXBy83C8dhU/joUw4ZDZ9l+LC7HdV7I190IeAX6unMiLpXjsanMWH+EGeuPUL9sEfo2KsO9tUrm6KvNZicpLRO/c6/PJKVTzNu5H7Ap0KDGvHnzGDlyJJ999hmNGzdm0qRJdOjQgb179xIUFJRr/4yMDNq3b09QUBDff/89pUuX5ujRowQEBFx1m87KS0ENERERERFxcj4+PvTq1YuXX36ZhIQEBg0a5HivUqVKfP/996xfv54iRYowceJETp8+ne+gRnR0ND///DOLFi3ijjvuyPHegAED6N69O2fPnmX48OFMnjyZ3r178/LLL+Pv78+GDRto1KgRVapUYezYsTz22GMEBQXRsWNHEhMTWbduHU899RSenp40adKEd955h3LlyhEVFcXo0aPz1b9KlSqxYMECunTpgslk4tVXX8VmO/+EZFhYGAMHDmTIkCGOQuFHjx4lKiqKnj17AmCxWBg0aBAvv/wylSpV4s4778zXuUWc0v4V8G1fsKZDUHVjhkPpepc/zmSCMk3goYVwbJMR3DiwwphZsf1bIzVVZjJY3OGuV6DJk5eenZGXO3oY6aC+HwpH1xqL4/wWKFoeMlONdFKu3nD/50bKqJvJZMpdLFxue3EpGXy7+Riz1h/hZLyR3shiNmG12VkVHsWq8CiKebvRvW5pHmwQSpUSxpP4drudhLQsTiekERmfxumENEoFeNK0QrF8z06IT81kz6kETIDZbMJsMmE2gdlkwg7si0xk69FYtkbEciAqKcex3289TmhRTwY0CaNng1D8va5uRkJUQhpRiemUD/TGyy33f/d2u51f/j3Fm4v3ONI/tasWzKhOVfHzdCU5PYuk9CyS0rJIzsgiPjWTVeHR/LorkvDIRN5YvIe3l4bTunIg99UphZ+HK2mZVtKyrKRl2kjLtJKaaeXPfdFsOHTWcd5qJf0Y1LQsXeuUvmxqJ3cXCz0bhvJA/RBWhkcxY/1h9pxK5GxyBrEpmcSmxPPv8fgr/mxKB3jSpHwxmpQvSrni3gT5ehDo6+54UB6MYMWaAzHM3RjB8j2njd/X0VjG/byL0kW8SEjNJDEtk8T0LDzS09hz7rjfdp+mT3DRK+7TzVSgQY2JEycybNgwBg8eDMBnn33G4sWLmTZtGi+99FKu/adNm8bZs2dZv3694wmcsLCwa2oTID09nfT08xG7hISE63F518RRU0NBDRERERERcWJDhw5l6tSpdOrUiVKlSjm2jx49mkOHDtGhQwe8vLx45JFH6NatG/Hx+Ru4z5o1C29v7zzrYbRt2xZPT0+++eYbnn76aVatWsXzzz9Pq1atsFgs1KlTh2bNmgEwcOBA0tLS+OCDD3juuecoXrw4DzzwgKOtadOmMXToUOrXr0+VKlV49913ufvuuy/bv4kTJzJkyBCaNm1K8eLFefHFF3ONJT/99FNGjRrFE088wZkzZyhTpgyjRo3K9fm99dZbjjGsSKG07zeY1w+sGVDlXnhw+tUVsw5tBP1/gONbjODG/t+MgEZoYyNIUrzS1fexRncoXtmYiRF1QW2M9AQ4s9/Yxz8U+syFEjWv/jxy0y3bGcmHK/fTq0EIA5uGXVVKIWdzPDaFT1cfZMHfJxz1dot5u9GvcRn6NylLYnoW87cc54e/jxOdmM5Xaw/z1drDVAryIdNq43RCep51eptVLMaYLjUumYYoLdPKrL+OMHnVARLT8p8Wv1xxb+qVKYKvhwsL/znBsbOpvLlkDxOX76Nb3dIMahrmCLpcSsSZFJbtOsWynZH8HREHnIt9FvWicrAvVUv4UjnYl+I+7kxetZ/1B88AxvtjulSnbbVgR1vFfXL/O9S9bgjxKZn8suMk3289zj8RcawMj2JleNQl+2Uxm7inRgkGNg2jYViRK/47M5tNtK8eTPvqRv+S0rM4djaFY2dTiDibwvHYVE7EpZKSkUVKhpXUc7NMjCWLAE9XGpcvxp3li3FnhWKEFPG8bB/MZhOtKgfSqnIgUQlpzN96nLmbIjgem0rCqYK//30tTPYLk4feRBkZGXh5efH999/TrVs3x/aBAwcSFxfHTz/9lOuYTp06UbRoUby8vPjpp58IDAykb9++vPjii1gslqtqE2Ds2LGMGzcu1/b4+Hj8/PzyOOLGm7r2MON/2U2X2qWY3KdugfRBRERERJxUcjL4+BjrSUlQQNPDExIS8Pf3L9DvzYXFxT6rtLQ0Dh8+TLly5fDw8LhEC3KrWrNmDW3btuXYsWMEBwdf/oAroL8vuSn2/Qrz+hsBjaqd4YHp4HKdCsye/MdIF1W1841JmWS3Q+IpI7iRHAMV24GXcz+dLDl9uymCUQt3kJ2Jp0+jUMbdd0eBp2O6FrtOxjNg6ibOJBs1mqqV9GNwszDuq10q16yALKuNP/ZF892WY6zcE5UrJZG/pyvBfu4U93Fny9FYMrJsWMwmHmpSlmfbVc4xgyJ71sP/loU7akUE+7nj7e6C3Q42ux2rze5YDy3iRf2wItQrU4R6ZQIodkEAITXDyo/bTjBz/RHCIxMd2ysG+VA6wJNSAR6U9PekpL8HpQI88XZ34c990SzbGcnu/9xsL+LlSmxK3vWuANxdzDzRuiKPtiqfv4LY/3EwOokfth7nj33RmE0mPFzNeLhacHcx4+5qwcPFQpmiXvRsGEJJ/8vXy3J2NpudrRGxpGZY8fN0xdfDBV8PF/ysGXgU8Td2KgTjiwKbqRETE4PVas31pS04OJjw8PA8jzl06BCrVq2iX79+LFmyhAMHDvDEE0+QmZnJmDFjrqpNgJdffpmRI0c6XickJBAaGnoNV3ftzhcK10wNERERERGRW016ejrR0dGMHTuWBx988LoHNERuir1LYd5DYMuEavfBA9PAcnVpZvJUqq6x3CgmE/iVMha5KolpmRyMTqZysE+e6YFupE9XH+R/y4z7fY3LFWXzkbPM3XSMwzHJfNqvPkW8r1Nw7QKpGVaSM7JwczHjZjEW83WsG7H16FkGTd9MYloW1Uv68Wrn6jQpX/SiT+S7WMy0rRZM22rBxCSls/VoLAGergT7eRDs55EjFVHEmRTeWLyb33afZsb6I/y07QTPdahC74Zl2HYslvG/7GHbsTjACGb8391V6FEv5KrqYni6WejTqAy9G4ay8fBZZq4/wm+7T3MgKilXqqr/sphNNClflHtqlODuGiUI9vPgTFI6e08nsjfSWMIjEzl6JpmGYUUZfW91yhTzuuI+ZqsQ6MML91TlhXvyWaenkDObTTQMyyN4m1y47kEXeKHwK2Gz2QgKCuKLL77AYrFQv359Tpw4wXvvvceYMWOuul13d3fc3a9iWuQN5Eg/lZn/aV4iIiIicpvw8IDffz+/LiKFzty5cxk6dCh16tRh1qxZBd0dkSsXvgS+G2AENKp3hR5Tr29AQ66Z3W6/rqmY7HY7R8+kOOoo/H00lr2nE7HbjRkB/ZuUYeCdYQT53djvJna7nbeXhvPFn4cAeLx1BV7oUIXf90bx9NxtbDh0lm6frGPqwAZUDMo73VFappV/j8fjYjFRyt+TQF/3PG/eRyWmseVILJuPnGXLkVh2n0rA+p/ZEC5mE64WMz4eLnSvW5pHW5bPMWshv9bsj+aRWVtJzbTSMKwIUwc1xM8j//9NFfdxp0ONEhd9v0wxL74Y0IC1+2MY9/Mu9kcl8crCnXy86gCnztXr8HKz8GjLCgxrWe66BKlMJtO5ug/FiEpIY09kIqfiUjkZn8apuFROxadxMj6V2OQM6pYpwj13lKBdtWCK/icgVczHnaY+7jStoLozN0whG18UWFCjePHiWCwWTp8+nWP76dOnKVEi7/8AS5YsiaurKxbL+ShjtWrViIyMJCMj46radFaeKhQuIiIiIhdjsUDr1gXdCxG5BoMGDcpRWF3E6WSlQ9RusNtyvxcVDj+PMAIaNbrD/V8qoHGNvt0Uwed/HuLJNhV5oH7INbWVlmll1IIdrDsYw1vda+aoMXA1ohPTmfDbXpbvPu1IiXQhH3cX4lMzmfL7Qb788zDd6pbi4RblL1m34VIuFYzJstp4ecEO5m89DsArnaoxrGV5AO6qGsyCJ5oydOZmjp5JofuU9Xzcrx6tKgcCcOxsCqv3RbM6PIr1B8/kqDnhYjYR7OdBSX8PSgZ44mo28XdELEfOpFy2v1k2O1k2o6D0F38eYvaGowxuVo5hLcrnu0D2sp2RPD33HzKsNlpVDuSz/vVzzLK4nppXKs6SES34ZsNRPli+j1PxaZhN0LNBKCPbV75hQakgP48bHvCSa1DIxhcFFtRwc3Ojfv36rFy50lH/wmazsXLlSoYPH57nMc2aNWPOnDnYbDbMZiM33r59+yhZsiRubkYE70rbdFYqFC4iIiIiIiIiBeLQH7DoKYg7eun97ugB3b8AS6FKBOJ0Pv/jIG8vNdIoPf/9dmx2Oz0bXF1a9IS0TIbN3MLGw2cBGDZrC692rs7gZuWuuC2rzc7sjUd579e9joLRbhYzNUP8qVcmgPpljXoKxXzcWb77NF+tOcSWo7F8t+U43205TusqgQxqGkaT8sUuW+sgOjGdX/49yY/bTrLzRDxli3pRtaQv1Ur4Ua2kH9VK+VHM242n5/7Db7tPYzbBOz1q5fqcKgf78uMTzXjsm61sPhLL4Omb6FqnNDtOxOdKexTo646r2cTpxHSybHZOxBmFmjka69jHZIIqwb40KleUBmFFaVC2CCX9Pciw2sjIspFptZORZazvO53IpJX72HkigY9/P8DMv47wcPPyDGkehu8lZlz8sPU4L/zwL1abnU41SzCpV90bXhPE1WJmcLNy3Fe7FD9tO0nTisWoWkL10aTwKLBC4QDz5s1j4MCBfP755zRq1IhJkybx3XffER4eTnBwMAMGDKB06dK8/fbbABw7dowaNWowcOBAnnrqKfbv38+QIUN4+umneeWVV/LVZn44Q8HDrUfP0uPTvyhT1Is/X2hTIH0QERERESeVmQlffGGsP/IIuBbM07HO8L25sFChcCkI+vsSh+xbP5dLRZSeCMvHwJapxmt3f/DI6993E1S9F+5+QwGNa2C32/lgxX4+WrkfgFoh/vx7PB6TCd57oPYVz9iISkhj4PTN7DmVgI+7C80qFuPXXUY2kwF3luW1ztVxseTvZvm2Y3GM/nEHO08YRZtrlvbnpY5VaRBWBHeXiwcoth6N5as1h1i2K9LxZ+dmMVM71J/G5YrRqFxR6pctgre7C8npWfy2O5If/znJ2gMxudI6/ZebxUyG1Yabi5nJfepeMtVSepaVVxbu5PtzMzrAqNVQv0wRWlUJpE2VIKqV9MVkMmG12YlKTONkXBqn4lM5FZdGSoaVWqH+1CtTBH/P/H/Pstvt/Lb7NBN/28fe00aB7AAvV+6vG0IxHzd83F3wcXfB290ozrzjRDzvnAto9WwQwtv317qqGhYi16yQjS8K9P88vXr1Ijo6mtdee43IyEjq1KnDsmXLHMGHiIgIx4wMgNDQUH799VeeffZZatWqRenSpRkxYgQvvvhivtssLDxdjV+N0k+JiIiISC4ZGZA9E3nQoAIbdIiIiJOx2yH+OESHn1+iwiF6rxF8qHIv1OgG5VqBy3+KKB/8HRY9DfERxusGQ6D96+B+dSmEbmcHohI5HJPCnRWK4eOe9603u93OG4v3MHXtYQCe71CFJ1pX4LWfdvH1hqM8//12LGboXjd/gY1D0UkMmLaJ47GpFPdxZ8bghtQo5ccXfx7i7aXhzPrrKBFnU5jcp+4lZw3Ep2Ty7q/hzNkUgd0Ovh4uvNChCn0bl83Xzfb6ZYtQv2x9jp5JZurawyzbGUlUYjqbj8Sy+Ugs/G4EF6oE+3I4JjlHCqjaoQF0r1OKlpUDORGXyp5TCew5lcieUwkciEoiw2rDx92FLwc04M4KxS7ZD3cXC+89UIs6oQHsOhlP84qBNK9UPM8AhcVsoqS/JyX9PYEil73GSzGZTHSoUYL21YJZvOMUH6zYx6HoZKatO3zJ44Y0K8foe6td16LjIlekkI0vCnSmhrNyhifODsck0+b91fi4u7BzXIcC6YOIiIiIOKnkZPDxMdaTksDbu0C64QzfmwsLzdSQgqC/r9tIwilYNwm2zYH0hMvv7+F/PsBRuj6sfB3+nmm8F1AW7psM5VvdyB477DwRz7u/7qVr7VL0uMZaEmBkvli9N5qqJfxoVrEYAV5ulz/oOkhMy+SXf0/x3ZZj/BMRB4C3m4VudUvTr3FZqpc6/2+/1WbnlYU7+HbzMQDGdqnOoHPpoex2O6N/3MnsjRGYTfBBrzp0rVP6kufefiyOwTM2czY5g7BiXswa0pgyxbwc7y/beYpn5m0jLdNG1RK+TB3UkNIBnoBRo+JAdBLbj8Wx/Xg8v+6MdNTNuL9uaV7uVI1A3ysvep0tu7j4psNn2XD4DJsOn+V4bKrj/bBiXnSrW5qudUpTrvjFv8+kZ1k5HJNM6QDPSwZlnE2W1cbiHafYdiyO5PQsktKzSEq3GutpWWRabfRuFMqwFuWva1F3kStWyMYXmiPopLwchcKzLlkgSURERERERERuU/EnjGDG1plgTTe2mV2hWEUIqgqBVSGwivEzOQZ2/wi7F0FyFGyfYywXavQItB0D7j43pft7TiXQ76uNxKdm8ue+aI6eTeHZdpWu6h5IfGom/1sWzpyNEY5tJpORNql5xeK0qBRIvbIBl0yddKXsdjubDp/luy3HWbLjlGPWgcVsItjXnZPxaczeGMHsjRHUKxNA/yZlubtGCUYt2MGi7SfzrAthMpkY3/UObHaYuymCZ+dtw2QycV/tUnn24c990Tz2zVZSMqzULO3P9MENKe6TMwhxzx0lmefvycOzthAemUjXj9dxX+1S7DwRz44T8TlmSwBUCvJhfLc7aFL+0rMh8sNkMhFW3Juw4t70bGhc54m4VLYfi6NUgCe1Q/zz9ft2d7EUypoPLhYzXeuUvmxgSkSujIIaTsrzXFDDZof0LNtlCyqJiIiIiIiIyG0i/jis/QD+ngVW46l6ytwJrV6AsBZguciT7OVaQMd3IWLD+QBHUiQUKQddp0BYs5t2CQeiEul/LqBRyt+Dk/FpfLRyP5HxqbzZvSau+az9YLfbWbYzkjGLdhGVaAR22lYN4lhsCvtOJ/Hv8Xj+PR7PJ6sP4ulqIbSoJ1k2O1lWO1abnUyrDavNjh0IKeJJxSAfKgf7UinIh0pBvoQU8cRsNhGXksHB6CQORiUbP6OT2H0ygZPxaY6+VAj0pmeDULrXK02gjzt/HTrD7A0R/Lorkr8j4vg7Ig5Xy79kWu24mE182Lsu99YqmeuazGYTb3a7A7vdzrebj/HMt/8QcSYZs9nEqXN1H7LrP8SmZALQolJxPu1f/6LprmqHBvDjk80YOmMz4ZGJOdIhebtZqBniT+2QAOqWCeCuqsE3tFB16QBPx0wREZGroaCGk/K6IIiRmmFVUENERERERMTJhYWF8cwzz/DMM88UdFfkRrDZjFkR1kxo+DB4X/tT7FfEmgVH18KO+bB9HtiMm9mUbQ6tXzSCGfmZ4WC2GMGLsGZwz/8g7gj4heSusXEDHYlJpu+XGzmTnMEdpf2Y/XATfvn3JK/+uJPvthwnKjGdKX3r4X2RG/TZTsWn8tpPu1i+2yiGXb64N292r+mot3A6IY21+2NYeyCGNftjiElKZ9/ppIu2dzY5g3+Px+fY5uFqxsvNhbPnUjL9l7ebhS61S/Fgg1DqlQnIMeugaYXiNK1QnKjENL7bfIy5m45xIi4VNxczn/Wvx11VL17/1Ww28Vb3mlhtduZvPc77v+276L496oXw9v01LxuIKB3gyfzH7uSzPw6SkJpF7dAAaof4Uz7QR8WpRaRQUVDDSblYzLhZzGRYbaRkWq+xTJGIiIiIiMj1NWjQIGbOnOl4XbRoURo2bMi7775LrVq1rss5xo4dy48//si2bdsuu9+4ceNyba9SpQrh4eHXpS8irBoPayca6+s+hEYPQ9Onwbv4jTunNQuO/Am7foTwXyDlzPn3wlpAqxehXAuS0rNYszOSPacSaFE5kAZli+QvhZPZDEXL37Du5+XY2RT6frmBqMR0qpbw5eshjfH3dKVf47IE+3owfO7frN4bTe8vNjBtUMNc9RxsNjuHzySzak8UH67cT1J6Fi5mE4+3rsCTbSrmeCg02M+DHvVD6FE/BLvdzr7TSZxJSsdiNuFiMeFiNmMxm3C1mLHZ7RyJSWZ/VBL7TidyICqJQ9HJpGXaSMs0Ahol/T2oEOhDxSAfKgR6Uz7Qh7plAvByu/TttSBfD4bfVYnHW1dkw6EzBPm6Uyn48gXYzWYT/+tRi5AiXmw6coZgXw9KBnhQKsCTUv6elAzwoKS/Z57Fry/G18OV5ztUzff+IiLOSEENJ+bpZiEj1UZqhvXyO4uIiIiIiNxk99xzD9OnTwcgMjKS0aNH07lzZyIiIi5z5PVXo0YNVqxYkWObi4uGvHKdbJ15PqBRvDLE7DMCG5u+hIZDjeCGT1DOY1LOQvReiN5j1LO4UnEREL4YUs+e3+ZZFKp1htp9ORVQhxV7oljx+yb+OniGDKsNgI9WHaB2iD9DmpejU82Sl0zjlJZpZdfJeJLSrWRZbY60TFk2IyVTEW83WlUKxHydnuKPjE+j31cbORmfRoVAb74e2pgi3udniLSrHszcYU0YOnMLO07E0+PT9Xzcty5nkzP4JyKOf47Fsf1YHPGpmY5j6pUJ4O37a1GlxKWDBCaT6dw+F9+vWkk/Ol7wOstq4+jZFFIzrIQV975oaqf8sphNNKt4ZUEws9nEiHaVgErXdG4RkVuJvuE5MU9XC/GpmQpqiIiIiEhO7u7wyy/n1+XWlJx88fcsFvDwyN++ZjN4el5+X2/vK+sf4O7uTokSJQAoUaIEL730Ei1atCA6OprAwEAAjh07xv/93//x22+/YTabadGiBR9++CFhYWEArF69mhdeeIFdu3bh6upKjRo1mDNnDr///rtj9kX2E+fTp09n0KBBefbFxcXF0Ze8hIWFMXToUHbv3s2iRYsICAhg1KhRPPnkk459IiIieOqpp1i5ciVms5l77rmHyZMnExx8PkXMzz//zOuvv86OHTvw8fGhRYsWLFy40PF+SkoKQ4YMYf78+RQpUoTRo0fzyCOPXPFnK07k4Cr45VljvdWL0Ppl2Pcr/PEOnPwH1k+GTV9B3f5G+qfocIgKN4pxXw9exaFaF6jelYQSjflm80mWLDrFzhOrcuwWVsyLaiX9WBkexfbj8Yz4dhvvLA1nYNMw+jQsg7+XK0npWWw9Gsumw2fYeOgs24/HkWm1X/L0zSsW5/0Ha1PC3+OS+4Exi+Lo2RTsdjtuLkYGCjcXY0lMy6LvVxuIOJtCmaJezH64Sa5ZGAB1yxThh8ebMnDaJiLOpnDfx+ty7ePuYqZWiD9d65Smb6My1y3o8l8uFjMVAm9O0XQRkQJVyMYXCmo4Ma9zxcJTMrIKuCciIiIi4lRcXODeewu6F3Kj+VziRlqnTrB48fnXQUGQkpL3vq1awerV51+HhUFMHk+N2y99Y/NykpKS+Oabb6hYsSLFihn57DMzM+nQoQN33nkna9aswcXFhTfeeIN77rmHf//9F7PZTLdu3Rg2bBhz584lIyODTZs2YTKZ6NWrFzt37mTZsmWOGRj+/v7X1Mf33nuPUaNGMW7cOH799VdGjBhB5cqVad++PTabja5du+Lj48Mff/xBVlYWTz75JL169WL1uc9v8eLFdO/enVdeeYVZs2aRkZHBkiVLcpxjwoQJjB8/nlGjRvH999/z+OOP06pVK6pUqXJNfRcg9ijYsqBYhevT3sl/wKcE+OUu1Oxwehd8NxDsVqjVywhomExQ5R6o3AH2LzeCGye2wuYvcx/vHwqBVcCvNJiusPCymzdUuhvKNiMx086MdUf48us1JKQZ9whMJqhfpgjtqgfTrlowFQK9MZlMnElKZ/bGCGb9dYRT8Wm8szScj1bup3ygN3tOJWK15fxvPdDXnUAfd1wtpnNpmcy4mI31zUfOsvZADB0m/cnb99ekU828Pyu73c6q8Cje/20fe04lXPKySgd4MmdY40sGScoV9+aHx5vy8KwtbD8WR7ni3tQNNYpY1wktQtWSvvkuJC4iIvlQyMYXCmo4Mc/soEamZmqIiIiIiIjz+eWXX/A5F3xJTk6mZMmS/PLLL5jNxs3GefPmYbPZ+Oqrr3LMtggICGD16tU0aNCA+Ph4OnfuTIUKxo3qatWqOdr38fG57AyMbNkzJy7Uv39/PvvsM8frZs2a8dJLLwFQuXJl1q1bxwcffED79u1ZuXIlO3bs4PDhw4SGhgIwa9YsatSowebNm2nYsCFvvvkmvXv3zlG/o3bt2jnO2alTJ5544gkAXnzxRT744AN+//13BTWu1cHfYW5vsGbAnU9Cm1fA1fPyx+XFmgXLX4MNU8DiBnUfgubPQkBozv0STsHsnpCeAGWbwX2TcxbiNpmg8t1QqT0cWAm7FoBXMQisCkFVjTRV7hdPdXTsbApjFu3C18OFBmFFaRhWhMpBvjlmHSSlZzHzzyN8ueYQcSlGyqWKQT483Lwc7aoHU9wn99O0xXzcebptJR5pWZ5F208ybe1hwiMT2XnCCDaEFvWkUVgxGpcrSuPyRSlT1Oui9TcORifxzLfb2HEinidm/80D9UMY06U6vh7nazj8dfAM7/0azt8RcQC4uZhxdzGTkWUjw2rLES8NK+bFjMGNCCniddHPJVugrzsLHm9KSkZWjvOJiIgoqOHEsmdqKP2UiIiIiOSQmQmzZxvr/fqBq2723JKSki7+nsWS83XUJdLcmP/zNPORI1fdpf9q06YNn376KQCxsbF88skndOzYkU2bNlG2bFm2b9/OgQMH8PXNeWM3LS2NgwcPcvfddzNo0CA6dOhA+/btadeuHT179qRkyUs8OX8RVapUYdGiRTm2+fn55Xh955135no9adIkAPbs2UNoaKgjoAFQvXp1AgIC2LNnDw0bNmTbtm0MGzbskv24sEi6yWSiRIkSRF3q9yOXd3AVzO0DWWnG6/WTYe9S6DoFyjS5srZS4+D7IXBwpfHamgFbpsLfs4z0US1GQkAZSE+Cub0g4TgUqwS9vgGXi6TjMJmgUjtjye8lRSfR78uNRCYY1/TTtpMA+J0LcDQIK4LdDl+tOUTsuWBG+UBvRrStROdapbDkI92Sh6uFng1CebB+CBsPnyU6MZ36ZYtQKiD/waAKgT788HhTPly5j09WH+T7rcfZePgMk3rVwWI28/6ve1l7IObc+cwMbBrGYy0rOOpk2O12rDY7GVYbGVk2fD1c89X3bBazSQENEZGboZCNLxTUcGKebsavJ0VBDRERERG5UEYGDB5srD/4oNMPOuQqXUmNixu172Wb8qZixYqO11999RX+/v58+eWXvPHGGyQlJVG/fn1mZw+SL5Bdc2P69Ok8/fTTLFu2jHnz5jF69GiWL19OkyZXdrPazc0tR19uBE/Py98Mdv3Pf48mkwmbzXajunTrO7AC5vYFazpU7gh1+8GS5+HMAZh2DzR+DNq+aqRqupwzB2FOLzizH1w8oftn4F0cVr8DR9bA1unwzzdQpy8knoJT242ZF/2+A6+i1+2S9pxK4KGpG4lJyqBSkA+dapZk69FY/o6IJSEti1XhUawKPx8IK1fcCGZ0qZ2/YMZ/mUwmmpQvdtX9dXMx83yHqrSqHMSz87Zx7GwqD3z2l2MGhqvFRJ9GZRjepiJBfjlTSplMJlwsRkorL7c8GhcREedQyMYXCmo4MU9X44mqVKWfEhERERGRQsBkMmE2m0lNTQWgXr16zJs3j6CgoFyzJi5Ut25d6taty8svv8ydd97JnDlzaNKkCW5ublit1288tGHDhlyvs9NdVatWjWPHjnHs2DHHbI3du3cTFxdH9erVAWMWxsqVKxmcPeiXG2v/Cvj2XECjyr3w4AxwcYOwFvDrK7DtG9j4KexbBl0/hrDmF2/r4O8wfxCkxYFfCPSZAyXPpQ4b9AscXW8ENw7/AX/PNLZb3KHPt1C0/HW7pO3H4hgwbRPxqZnUKOXH10MbU/TcrIYsq409pxLZfOQsm4+c5WxyBj0bhNK1TilcnKB+RKNyRVn6TAvG/LSLhf+cwGyC++uFMKJtJUKLXj6dlIiIyPWioIYT8zo3UyNVhcJFRERERMQJpaenExkZCRjppz7++GOSkpLo0qULAP369eO9996ja9euvP7664SEhHD06FEWLFjACy+8QGZmJl988QX33XcfpUqVYu/evezfv58BAwYAEBYWxuHDh9m2bRshISH4+vri7p53CqCsrCxHX7KZTCaCg4Mdr9etW8e7775Lt27dWL58OfPnz2fxuYLr7dq1o2bNmvTr149JkyaRlZXFE088QatWrWjQoAEAY8aMoW3btlSoUIHevXuTlZXFkiVLePHFF6/vB3urSzgFc3qC2QLV7oMa3XIHDvb9BvP6GemhqnaGB6YbAQ0AzwDoNgVqdIefn4bYwzDjXgiqbtSzCKxqFOcOqma0u2U6LHvJKPYd0hB6zQbf4JznK9sUBi6CiA1GcOP4FuMcoY3yfVmZVhsuZtNF61NsPnKWwdM3k5SeRb0yAUwf3Ah/z/NPwrpYzNQM8admiD9DmpfL93lvJj8PVz7oVYd+jctQzMedcsWv38wvERGR/FJQw4k5CoUr/ZSIiIiIiDihZcuWOepf+Pr6UrVqVebPn0/r1q0B8PLy4s8//+TFF1/k/vvvJzExkdKlS9O2bVv8/PxITU0lPDycmTNncubMGUqWLMmTTz7Jo48+CkCPHj1YsGABbdq0IS4ujunTpzNo0KA8+7Jr165ctTjc3d1JS0tzvP6///s/tmzZwrhx4/Dz82PixIl06NABMAIgP/30E0899RQtW7bEbDZzzz33MHnyZMfxrVu3Zv78+YwfP5533nkHPz8/WrZseb0+ztuDNcuoaRH5r/H65D+wchyUqGUEN6p3M1JLzetvBDSqdTECGpY80mBUagdP/AW/vWrMrojabSwXMruA7dyDgrX7kN5xAhsjUlixaid/7IsmKS3LSI9kNp/7acLFPJKAoi487VaZZvm4pPQsK28vCeebDUcp5uNGo3LninCXK0rFIB9MJhNr98cwbNYWUjOtNClflKkDG+LtXnhvyTQIu37puERERK6UyW7PzoIo2RISEvD39yc+Pv6SU6RvtDd+2c1Xaw/zaMvyvNypWoH1Q0REREScTHIy+PgY60lJ17VGwpVwlu/NhcHFPqu0tDQOHz5MuXLl8PDwuEQLcq3CwsJ45plneOaZZwq6KzeNU/59rRgHayeCmy+0fgn2/2bUs7BfWHfEBNiNWRwPTMs7oPFf8Sfg9C6I3gPReyHq3M/MZOyY2Fnj//gsvRN/7I8hKT3/2RCGNCvHC/dUwcPVkuf7h2OSGT7nb3adTMjz/aLebtQrE8Cf+2PIyLLRqnIgnz9U/6LtiYiIFIhCNr4ovI8F3Aa8NFNDREREREREbhX7fjMCGgBdJxvpo5oOh+QYCP8Fdv0Ih/800kRV7wY9vspfQAPAv7SxVL7bsWnXiVi+/nU9qw4kELXVDzDSkwX6utOuWhBtqwYTWtSLTKsNq81Ols1O1rn1xTtOMXtjBNPWHWbN/mg+6FWHO0r75zjlT9tOMGrBDpIzrBTxcuV/PWrh5+nKxkNn2Xj4DH9HxHI2OYMVe4yi3x1qBPNRn7q4uyigISIici0U1HBinudqaiioISIiIiIiIk7HmmXMsji20SjSfalC3XHHYOEjxnqjR4yARjbv4lB/kLGknDVmWZRpYtTcuAp7TiUwacU+ft11+twWP6qW8KVdtWDaVQ+mVml/zOa8615ka1qxOO2qBfP89/+yPyqJ7p+s49n2lXm0ZQXSs6yMXbSL77YcNy6nXFE+6l2XEv7GbJgm5YsBlcjIsrHjRDwbD5/BbDLxcPNyTlHwW0REpLBTUMOJeboaX3bSMhXUEBEREZELuLvDd9+dXxeRyzpy5EhBd+HWYM00ZlPs/hH2/AKpZ8+/V38wtH8dPP6TLiIrA74fDKmxUKou3P3GRZtPc/Vnl6k6seExxKVmEp+aSXxKBnGpmcSlZOLhaqZSkC8Vg32oFORD6QBPR2HuvZGJfLhyH0t2GDMyTCboUqsUT91VkUrBvld8qW2qBvHbsy15ecG//LrrNO8u28uqPVHEp2ayPyoJkwmeuqsST99VMc9ghZuLmfpli1C/bJErPreIiMhNVcjGFwpqODEvx0yN/Of7FBEREZHbgIsLPPhgQfdCRG4nJ/+BzV9B+GIjOJHNq5gRqDiwArZOh/3L4b6PoGLb8/usHAfHN4O7Pzw4A1xy3iyJjE9jVXgUq8JPs+7AGVKv4ME+bzcLFYN88PN0Ze2BGOx2I5hxb82SjGhb6aqCGRcq6u3GZ/3r8/3W44z7eTdbjhrXHuTrzqTedWhaofg1tS8iIuIUCtn4QkENJ+apmhoiIiIiIrcFm812+Z1ErtB1+7s6tglmdAZruvHaOxCqdYHqXaFsc7C4wOE1sGg4xB6Bb+6Huv3h7jfhyFr462PjuG6fQJEwAMIjE1jy7ylWhkflKrId6OtOKX8P/L3cCPB0xd/TlQAv42dSehb7o5LYfzqRwzHJJGdY2X483nFsp5olGNG2MlVKXFsw40Imk4kHG4TSpHwxxv28Gw9XM2Pvq0FxH+d/klVERORWpKCGE8suFH4lT6mIiIiIyG0gKwsWLjTWu3c3nqySQsnNzQ2z2czJkycJDAzEzc3NkUpH5GrZ7XYyMjKIjo7GbDbj5uZ29Y2dPQRzexsBjXKtoOVzULZZ7noX5VrA4+th5euw8XP45xs4sAoyko337xwO1ToD8Mu/J3l67j/Y7MZbJhPUDQ2gbbVg2lQJolpJ33z9d5BptXH0TAr7TydyIi6VZhWLU62k32WPu1qhRb34amCDG9a+iIhIgSlk4wvn7t1tTjM1RERERCRP6enQs6exnpTk9IMOuTiz2Uy5cuU4deoUJ0+eLOjuyC3Gy8uLMmXKYDb/p95DWjxY3MHV49INpJyF2Q9CyhkoWQf6zAU374vv7+YNHf8H1bvBT0/C2YPG9pBG0G4sAH/si+bZeduw2aFFpeJ0q1Oa1lUCKXYVsx5cLWYqBvlQMcjnio8VERGRCxSy8YVz9+42l11TI1VBDRERERGRW5abmxtlypQhKysLq1Xf/eX6sFgsuLi45JzxEH8C1k2CrTPBMwA6T4KqnfJuICsdvu0HZw6Afyj0nXfpgMaFyt4Jj62FP9+FyB3Q5UOwuLL1aCyPfb2VTKudzrVK8mHvuljMmpkkIiIiV0ZBDSfm6ar0UyIiIiIitwOTyYSrqyuurq4F3RW5FcUfh7UfwN+zwJphbEs6Dd/2gZoPQsd3wavo+f3tdmOmRcR6cPeDvt+Bb4krO6ebl2N2BsDeyESGzNhMaqaVVpUDmdizjgIaIiIiclUU1HBiXo70U1kF3BMRERERERFxKmkJsOlz2DIDLK4QWBUCq0BQNeNn8SqQEgNrJhr1LWyZxnFlm0GLkXD4T1g/GXbMh0Or4d6JUP0+Y5/f3zK2m12g50wIrn5NXY04k8JDUzcSn5pJ/bJF+LR/PdxczJc/UERERCQPCmo4seyaGmmZNmw2O2Y9xSIiIiIiInJ7S40zCnFvmGLUxsgWexj2Lb1gRxOYzGA/N/M/rAW0ehHKtSAt08pxvyYk+bSg3LoX8U86CN89xAbPVuy2VGFI0hfGMZ0/gAp3XbZLJ+JS8XS1UNQ7d0HyqIQ0+k/dSFRiOlVL+DJtYENHqmURERGRq6FvEk4se6YGGCmovN316xIREREREbktpcbChs9gw6eQfi6YUbwKtHzOSA0VFQ7R4RC91/iZEmMENMq1hFYvYS3TlPUHY1g4bxtLd0Y60hy78RpPuyzgMcvPNEn9gyb8AcD3Xj2pVqIrNS7RpX8iYpm4fB9r9scAUMTLlQqBPsYS5E254j5M+G0vEWdTKFPUi1lDGuHvpRRrIiIicm10l9yJebicD2qkZCioISIiIiIiclva8KmREio9wXgdWBVavQDVu4H53LixXMucxyTHQEYye9OLsuCf4/w4ZyWnE9Idb/u4u1DS34OSAZ4c93+O+ZYH6HjwdQIS97PE3pTnz96HafJaBjYNY2T7yvh6nA9G7DwRzwfL97EyPAoAswlsdohNyWTL0Vi2HI3N0ZUgX3e+GdqYID+P6/7RiIiIyO1Hd8mdmNlswsPVTFqmjTQVCxcRERGRbG5uMH36+XURuXX9/jb88Y6xHlTdCGZU6wrmS9ekWH8K3lwSwa6TOx3b/D1d6VK7JPfXC6FuaAAm04UpjmtB1j1weif1vKty75Jwfvn3FNPXHWHxv6cY3bk6VUv4MmnFPpbsiASMYMb99UIY0bYSxX3cORSTxMHoZA5GJXEwOokDUUlYbXYm961LmWJe1/uTERERkeulkI0vFNRwcl5uLqRlZpCSoaCGiIiIiJzj6gqDBhV0L0TkRrLbYfXb8Mf/jNdtx0CzZy4bzADYfTKBoTO3kJppxdViok2VIO6vF0KbqoG4X5ARIBcXNyhdjxLAx33r0athNK/9tIvDMck8Pfcfx24mE3SpVYoR7SpRIdDHsb1GKX9qlPK/ygsWERGRAlPIxhcKajg5T1fjC2dKRlYB90RERERERERuCrsdfn8T/nzPeH33G9D0qXwdeiYpnWGzjIBG84rFmdynLkXyKOCdHy0qBbLsmRZ88cchPv79AOlZNu6pUYJn21emSgnfq2pTRERE5FopqOHksouFp2qmhoiIiIhky8qCX3811jt0ABd9rRe5ZdjtsGo8rJlgvO7wFtz5ZL4Ozciy8fjsvzkRl0pYMS8+7luXAK9rSyHh7mLhqbaV6NkwlOT0LMpfMDNDREREbhGFbHzh3L0TR1BD6adERERExCE9HTp3NtaTkpx+0CEi+WS3w4qxsG6S8fqed6DJ4/k81M6YRbvYdPgsvu4ufDWwwTUHNC4UrCLfIiIit65CNr5w7t4JntlBDRUKFxERERERuXXZ7bD8NVj/kfG647vQ+NF8H/71hqPM3RSByQQf9alLxSClhxIREZFbk4IaTi67pkaaZmqIiIiIiIjcWux2OLEVdv8Iu3+CuAhje6f3odGwfDez/kAM437eDcBL91SlTdWgG9BZEREREeegoIaT83IzfkUqFC4iIiIiInILsNngxBYjiLH7J4g/dv49Vy+jhkaDwY5Ndrudd3/dy/qDZ6gc5EO1kn7nFl8CvNw4eiaZJ+b8jdVm5/66pXmkZfkCuCgRERGRm0dBDSen9FMiIiIiIiK3iJj9MO8hiN5zfpurN1S5B6p3hYrtwc0rxyEL/znBp6sPArD9WFyO90r6e2C12YlLyaR2aABv3V8Tk8l0o69CREREpEApqOHksguFpyr9lIiIiIiISOF1YAXMHwLp8djdvDFV6XQukNEOXD3zPOTomWRe+2kXAH0alSHQ1509pxIIj0zg2NlUTsWnARDs584XD9XH41z6YhEREZFbmYIaTs4xU0NBDRERERERkcLHboeNn2H/dRQmu42t9iq8kPUCH93Znhql/C96WKbVxohvt5GUnkWjsKK80e0OLObzszAS0jLZG5nIwagk7qxQjGA/j5txNSIiIiIFTkENJ5ddKFxBDRERERFxcHODjz8+vy4izikrAxaPhH++xgR8l9WK0VlDyMCVfl9t5JuhjbmjdN6BjQ9X7GfbsTh8PVz4oHedHAENAD8PVxqGFaVhWNGbcCEiIiJySytk4wsFNZxcdvqpNNXUEBEREZFsrq7w5JMF3QuR28OhP+DgKqjYFso0BUs+h9FJ0fDdQxDxF1bMvJXZlxn2TjzdrjKr90XxT0ScI7BRMyRnYGPDoTNMWX0AgLfvr0npgLzTU4mIiIhcF4VsfKGghpPzdDN+RSkZWQXcExERERERkduMNQu+HwIpMbBuEngVh2pdoEY3KNs8d4AjOQaiwyFqD/Z1H2KKP0ai3ZPhmU+z37cx8/rUpUFYUYY0D2PgtE38HRFHv6828M3DjakVEgBAXEoGz87bht0OPRuE0LlWqZt91SIiIiJOTUENJ+el9FMiIiIi8l9WK6xZY6y3aAEWFQcWuSGOrDECGq7e4OJurG+dDlunY/MsxjbvZiRnmSmdeYTg9KN4Z8U6DjUBh23BPJz5HOWq1mPJg7UI8DLSOfh6uDJzSCMGTd/M1qOxjhkbtUL8GbVwB6fi0yhX3JsxXWoU0IWLiIjIbaWQjS8U1HBy2emnUhXUEBEREZFsaWnQpo2xnpQE3t4F2x+RW9WuhcbPWg9Cp/eNIMeuH8na/TMuqWeol7oo1yERtkD220PYZS/L1/bOPNG5AYOahmEy5ayJ4QhsTNvElqOx9P9qIz0bhrJkRySuFhMf9a6Lt7uG7CIiInITFLLxhb4hOTlPN83UEBERERERuemsmbDnZ2O9RnewuEKFu/ghrjKvbrqbOrZddPPaQeVSxTjtUY7jLmU4ag4hLtOVpPQs3CxmprWpmKtexoV83F2YMaQRQ6ZvZtORs0xdexiA5+6ucsnjRERERG5nCmo4OU9XFQoXERERERG56Q7/CalnjToaZZuTabXxxi+7mfnXUcCEe5U2dOg9En9P12s6jY+7C9MHN2TwjM1sOnyWZhWLMaxF+etzDSIiIiK3IAU1nJyXo1C4ghoiIiIiIiI3TXbqqer3EZWSxZOz/2bzEaNmxoi2lRjRthJms+kSDeSft7sLs4Y0Yt2BGJpWKH7d2hURERG5FSmo4eTOp5/KKuCeiIiIiIiI3CYuSD21yaslT01ey+mEdHzdXfigVx3aVQ++7qf0cLXQttr1b1dERETkVqOghpNzFApX+ikREREREZEb7nhsCnvXLKRtWhwxdn96/+aCjXQqBfnw+UP1KR/oU9BdFBEREbmtKajh5LKDGplWO5lWG64WcwH3SERERERE5NYSn5LJl2sOsWLPacIjE3nXZR64wBJrI0oV8abjHSUY0a4yPu4aQouIiIgUNH0jc3LZ6afAqKvh76mghoiIiMhtz9UV3n33/LqIXLV9pxMZNmsLR8+kAOBuyqKT61awQ5sej/BQnTaYTKpxISIiIrewQja+UFDDyblZzJhNYLNDWqYVf0/n/6MSERERkRvMzQ2ef76geyFS6C3dcYr/m7+dlAwrpQM8ea5DZdq5bMfnhyTwCSa0dltQQENERERudYVsfKGghpMzmUx4ubmQlJ5FSobqaoiIiIiIiFwrq83OB8v38fHvBwC4s3wxPu5bl2I+7rDwTWOn6l3BbLlEKyIiIiJSEBTUKAQ83SznghpZBd0VEREREXEGViv8/bexXq8eWHTjVSS/4lMzeebbf/h9bzQAQ5uX4+WOVXGxmCErHcIXGzvWuL8AeykiIiJyExWy8YVTFGiYMmUKYWFheHh40LhxYzZt2nTRfWfMmIHJZMqxeHh45Nhn0KBBufa55557bvRl3DDZxcJTNVNDRERERADS0qBRI2NJSyvo3ogUGvtPJ9Jtyjp+3xuNu4uZD3rV5tXO1Y2ABsDB3yE9HnxLQmjjgu2siIiIyM1SyMYXBT5TY968eYwcOZLPPvuMxo0bM2nSJDp06MDevXsJCgrK8xg/Pz/27t3reJ1X0bZ77rmH6dOnO167u7tf/87fJJ6uRlBD6adERERERESuzuJ/T/HC99tJPlc/4/OH6nNHaf+cO+1aaPys3g3MTvEMoIiIiIj8R4EHNSZOnMiwYcMYPHgwAJ999hmLFy9m2rRpvPTSS3keYzKZKFGixCXbdXd3v+w+2dLT00lPT3e8TkhIyGfvbw5PNwU1RERERERErkaW1ca7v+7liz8PAf+pn3GhzDTYu8RYr9H9JvdSRERERPKrQB89ycjIYOvWrbRr186xzWw2065dO/7666+LHpeUlETZsmUJDQ2la9eu7Nq1K9c+q1evJigoiCpVqvD4449z5syZi7b39ttv4+/v71hCQ0Ov7cKus+z0U2mZCmqIiIiIiIjkV3RiOv2nbnQENB5tVZ6vhzbKHdAAOLgK0hPArzSENLzJPRURERGR/CrQoEZMTAxWq5Xg4OAc24ODg4mMjMzzmCpVqjBt2jR++uknvvnmG2w2G02bNuX48eOOfe655x5mzZrFypUr+d///scff/xBx44dsVrzDgq8/PLLxMfHO5Zjx45dv4u8DjxdjQk1mqkhIiIiIiKSP39HxNJl8lo2HDqLt5uFT/vV4+UOVXCxpuZ9gFJPiYiIiBQKBZ5+6krdeeed3HnnnY7XTZs2pVq1anz++eeMHz8egN69ezver1mzJrVq1aJChQqsXr2atm3b5mrT3d3dqWtueDnST2UVcE9EREREREScm91u55sNR3n9l91kWu1UCPTm84caUPHMavjgOUg8Bf6hEFgFAqsaS7GKSj0lIiIiUkgUaFCjePHiWCwWTp8+nWP76dOn810Pw9XVlbp163LgwIGL7lO+fHmKFy/OgQMH8gxqOLvsoEaqZmqIiIiIiIjkyWqzs3z3aaauPcTmI7EAdKpZgnc7heCzcgTs/P78zvHHjOXAipyN+IdCSIOb2GsRERERuVIFGtRwc3Ojfv36rFy5km7dugFgs9lYuXIlw4cPz1cbVquVHTt20KlTp4vuc/z4cc6cOUPJkiWvR7dvOkehcNXUEBEREREAV1cYM+b8usit6s/3YNdP8OB0KF4pz12S0rOYv+UY09cdIeJsCgCuFhPPd6jCsGI7MH3VC5KjwWSGZiOg8WMQewSi9kD0XogON5bESOM9k+kmXqCIiIiIEyhk44sCTz81cuRIBg4cSIMGDWjUqBGTJk0iOTmZwYMHAzBgwABKly7N22+/DcDrr79OkyZNqFixInFxcbz33nscPXqUhx9+GDCKiI8bN44ePXpQokQJDh48yAsvvEDFihXp0KFDgV3ntfB01UwNEREREbmAmxuMHVvQvRC5saL3wu9vg90K3w2Eh1eAm5fj7RNxqcxcf4S5myJITDNS9QZ4udKvcRkG1vYm6M9XYNVPxs5B1aHrFChdz3jtWwLKNMl5PmsWWAp8iCwiIiJy8xWy8UWBf2Pr1asX0dHRvPbaa0RGRlKnTh2WLVvmKB4eERGB+YIibbGxsQwbNozIyEiKFClC/fr1Wb9+PdWrVwfAYrHw77//MnPmTOLi4ihVqhR3330348ePd+q6GZei9FMiIiIiInLbWT7GCGgARO2Cpc9D1ylGzYyNEYz/ZTcZWTYAyhf3ZkjzcvSoF4JnxGqY+TCkngWTBVqMhJbPg8tlxoMKaIiIiIgUCia73W4v6E44m4SEBPz9/YmPj8fPz6+gu8PUtYcZ/8tuutQuxeQ+dQu6OyIiIiJS0Gw22LPHWK9WDS54COhmcrbvzc5Mn9UVOrIWZtxrBCU6vQtLnge7jdR7P+a5/TVY/O8pABqFFeWx1uVpXTkIs9kE+36Def3AmgHBNaHbFChZu4AvRkRERMTJFbLxhR5FKQTOz9TIKuCeiIiIiIhTSE2FO+4w1pOSwNu7YPsjcj3ZbPDbaGO9/iBo+DCknIXf38S0eCT70t/AxRzKi/dU5eEW5TBl18DY9yvM628ENKp1gR7TwMWtwC5DREREpNAoZOMLBTUKgeygRorST4mIiIiIyK1u1wI4+Q+4+UDrl7Db7cx27UGYbRHNzTv4wuMj4vv/Sp0KIeeP2bsU5j0Etkyodh88MA0szl/kUkRERESuXMHMI5Erkl0oXEENEREREZHLmzJlCmFhYXh4eNC4cWM2bdp0yf0nTZpElSpV8PT0JDQ0lGeffZa0tDTH+2PHjsVkMuVYqlateqMv4/aUlQ4rxxnrzZ4hwaUIw+f8w+hF4YzIeIJYSzHK2Y9TZ9s4yM6kHL7kfECjejcFNERERERucZqpUQh4npupkZapoIaIiIiIyKXMmzePkSNH8tlnn9G4cWMmTZpEhw4d2Lt3L0FBQbn2nzNnDi+99BLTpk2jadOm7Nu3j0GDBmEymZg4caJjvxo1arBixQrHaxcXDaVuiE1fQlwE+JQgpf4j9PtyIztOxONiNvF4xyYEhH4NM7vAju8grBl4FYf5g4yARo374f4vVfBbRERE5Banb3uFgNJPiYiIiIjkz8SJExk2bBiDBw8G4LPPPmPx4sVMmzaNl156Kdf+69evp1mzZvTt2xeAsLAw+vTpw8aNG3Ps5+LiQokSJW78BdzOUmPhz/cAsLUZxYgF+9lxIp6i3m5MHdiAumWKAOWh7auwYiwseQHsVrBlwR09oPsXCmiIiIiI3AaUfqoQ8HQ1vpgrqCEiIiIicnEZGRls3bqVdu3aObaZzWbatWvHX3/9lecxTZs2ZevWrY4UVYcOHWLJkiV06tQpx3779++nVKlSlC9fnn79+hEREXHJvqSnp5OQkJBjkcv4831Ii4Og6rx1sh7Ld5/GzcXMlwPqnwtonNN0BFS6G6zpRkCj5oMKaIiIiIjcRvStrxDInqmRmpFVwD0REREREXFeMTExWK1WgoODc2wPDg4mPDw8z2P69u1LTEwMzZs3x263k5WVxWOPPcaoUaMc+zRu3JgZM2ZQpUoVTp06xbhx42jRogU7d+7E19c3z3bffvttxo0bd/0u7lYXexQ2fQHAypAn+WqdETSa8GBt6pctmnNfsxm6fw4/Pg7FK0G7cWC23Owei4iIiEgBUVCjEHCkn8q0YrfbMZlMBdwjERERESlQrq7w3HPn1+WqrV69mrfeeotPPvmExo0bc+DAAUaMGMH48eN59dVXAejYsaNj/1q1atG4cWPKli3Ld999x9ChQ/Ns9+WXX2bkyJGO1wkJCYSGht7YiynMVo0HawZng5sy7K8AAJ7vUIUutUvlvb9XUeg77+b1T0RERORWVsjGFwpqOKN9v8HWGRBSH1r8Hx7nghp2O6Rn2fBw1VNIIiIiIrc1Nzd4772C7oXTKV68OBaLhdOnT+fYfvr06YvWw3j11Vd56KGHePjhhwGoWbMmycnJPPLII7zyyiuYzbkz9gYEBFC5cmUOHDhw0b64u7vj7u5+DVdzGzm2CXbMB2DYqfuw2U08WD+EJ1pXKOCOiYiIiNwmCtn4QjU1nFHCCdi7GI5vAcDrgiBGqupqiIiIiIjkyc3Njfr167Ny5UrHNpvNxsqVK7nzzjvzPCYlJSVX4MJiyX6oyJ7nMUlJSRw8eJCSJUtep57fxlLOwvdDAFhsbsPWjDLcWb4Yb3avqRnqIiIiIpInzdRwRh5+xs+0eABcLGbcLGYyrDZSMq0UucShIiIiInIbsNkgu1B1mTJGjQEBYOTIkQwcOJAGDRrQqFEjJk2aRHJyMoMHDwZgwIABlC5dmrfffhuALl26MHHiROrWretIP/Xqq6/SpUsXR3Djueeeo0uXLpQtW5aTJ08yZswYLBYLffr0KbDrvCXYbEZdjPhjnDCX5KWUflQI9Oaz/vVxc9HftIiIiMhNU8jGFwpqOCMPf+NnWoJjk6ebhYxUm4qFi4iIiAikpkK5csZ6UhJ4exdsf5xIr169iI6O5rXXXiMyMpI6deqwbNkyR/HwiIiIHDMzRo8ejclkYvTo0Zw4cYLAwEC6dOnCm2++6djn+PHj9OnThzNnzhAYGEjz5s3ZsGEDgYGBN/36bil/TYZ9y8gyuTEs9SncvAOYPqgR/l7On8dZRERE5JZSyMYXCmo4I48A4+e5mRpgFAuPT80kRemnREREREQuafjw4QwfPjzP91avXp3jtYuLC2PGjGHMmDEXbe/bb7+9nt0TgIgNsGIcAGMzB7DbHsa0B2tRpphXAXdMRERERJydc88juV2550w/BcZMDUBBDRERERERKdySY2D+YLBbWe91F99kteGuqkHcVTW4oHsmIiIiIoWAghrOKDv9VHqCkc8M8DxXLFyFwkVEREREpNCy2WDBI5B4kmTfcjx8tj9uFguvda5e0D0TERERkUJCQQ1nlF0oHDtkJAJG+imA1EwFNUREREREpJBaOwEOrsTu4skTmSNIwYOHW5QjrLhz520WEREREeehoIYzcvEAi5uxfq5YuKebUf5E6adERERERKRQOrwGfn8LgJXlnuePuCBK+HnwZJuKBdwxERERESlMFNRwRibT+RRU5+pqeDnST2UVVK9ERERERESuzqE/YF5/sNtIrt6L4eFGuqmXO1XF292lgDsnIiIiIoWJvj06K3c/SI4+H9RQoXARERERyebiAk88cX5dxJlt/gqWvAB2K4Q05JX0QaRlxtKoXFHuq12qoHsnIvL/7N15eFTl2cfx38wkmckeSMgChH3fN1lUFBUEtShaLa4IdWm11FpcKi6gaKW1aqkVxfqiolZFrVrrgguKiiIoyCb7GraskD2ZSWbm/eMkA4EEQkhy5iTfz3U915ycOXNyT2Lp8+Se+7kBABZbXwR/hM3Vkc3CJblIagAAAKCS0ynNnWt2FMDxecukRfcYSQ1J6vsrfd97pt57aY3sNunB8b1ls9nMjREAAACWW1+Q1AhWNW0/RaNwAAAAAMGu+KD01vXSzq8l2aTzZqhsxB80459LJUnXDm+vXq1jzI0RAAAAlkRSI1i5Kib4FY3CK7efKqFSAwAAAH6/lJ1tHCckGD3ZgGCRtVl6baJ0aKcUFiVd9rzU40K9snSntmQUqkVEqKaN6WZ2lAAAAKhksfUFSY1gdVSlRniY8ati+ykAAACouFhKTDSOCwulyEhz4wEq7V0pvTLB2EY3rp101RtSUm9t2J+vxz/dLEm6c2x3xUWEmRsnAAAADrPY+oKkRrByVlZq5Eo6olKjrNykgAAAAADgBJY8aiQ0UodLV/5bikxQZn6pbljwg4o9Xp3RJV5XntbO7CgBAABgYXazA0ANXHHGY0Wj8HAahQMAAAAIZvn7pe1fGMcTnpEiE1TsKdcNC37UgbxSdW4VqWeuHiyHPbi3MwAAAEBwI6kRrI7efiqUpAYAAACAILbmDcnvk9qNkOI7y+fz648LV2vdvjy1jAzTC5NPU2xEqNlRAgAAwOJIagSrGhqFl5aR1AAAAAAQZPx+afW/jeMB10iS/vrJJn3yc4bCHHb967rBah8f3HszAwAAwBpIagSrYxqFU6kBAAAAIEjtWSHlbJNCI6TeE/TGijQ999UOSdJjl/fTkA4tTQ4QAAAATQVJjWAVaBRuJDUiwoye7iUkNQAAAAAEm9WvGo+9JujbPW7d/956SdIfzuuqCQPbmBgYAAAAmpoQswNADSorNdxVt58q9pSbFREAAACCRUiIdP31h48BM3mKpPXvSpL2dbhUv311pcp9fl3cv7VuH93V5OAAAABwQhZbXwR/hM0VjcIBAABQE6dTeukls6MADBs/kDwF8sW1141LwlRQWqTB7Vvoscv7yWazmR0dAAAATsRi6wu2nwpWlY3CvR6prDTQU8Nd7pPX5zcxMAAAAAA4QsXWU1+Fj9HGjCLFR4bp2WsHyVXxwSwAAACgPpHUCFZh0ZIqPtVUmhfYfkqSSsuo1gAAAGjW/H6pqMgYfj7wAhMd2i3t/Fp+2XT/zr6SpMev6K/EaJfJgQEAAKDWLLa+IKkRrOz2Ks3CXSGHkxpsQQUAANDMFRdLUVHGKC42Oxo0Z2telyStsPXRPrXS5NM76JweiSYHBQAAgJNisfUFSY1gdkSzcLvdFuirUUJSAwAAAIDZfD75V/9bkvS6e6R6JEfrngt6mBwUAAAAmjqSGsEs0Cw8V5ICW1AVl5WbFBAAAAAAVNj9rWy5acr3h+tL+zA9ddVA+mgAAACgwZHUCGaVzcJL840vKxYIbD8FAAAAwGy5370oSfrAO1x3XjRA3ZKiTY4IAAAAzQFJjWAWqNTIk3S4UoPtpwAAAACYqaQgV86tH0iSdqVeqmuHtzc5IgAAADQXJDWCWWWjcLdRqUFSAwAAAEAw+HjhswqXW7vUWr+95krZbDazQwIAAEAzQVIjmB1VqREe6KlBUgMAAACAObZlFio17R3jiwHXqGWU09yAAAAA0KyEmB0AjuOY7aeMX1eJh0bhAAAAzZrDIV1++eFjoBF9v2KZrrVvkU92dTj3BrPDAQAAwKmy2PqCpEYwO6pReKBSg+2nAAAAmjeXS3rrLbOjQDMVuf5VSdKBxJFqE5NicjQAAAA4ZRZbX7D9VDA7evupUJIaAAAAAMyzJ/OgRpV8LkmKPuMmk6MBAABAc0RSI5jV0Ci8lJ4aAAAAAEyw7avX1MJWqGxHK8X0vdDscAAAANAMkdQIZjU1CqdSAwAAoHkrKpJsNmMUFZkdDZqRpC2vS5L2tL9csgf/fssAAACoBYutL0hqBLOjG4WHGi1QSGoAAAAAaGw5O1erV9l6lfvtan3ezWaHAwAAgGaKpEYwCyQ1qm4/VeIpNysiAAAAAM1U1pLnJEk/OocpqU0nk6MBAABAc0VSI5hVJjU8BZLPKxfbTwEAAAAwQ1mJUtPelyTl9Lja5GAAAADQnJHUCGaVjcIlyZ2viNCKSg0ahQMAAABoREU/vaVIf6H2+Fqp18hLzQ4HAAAAzRhJjWAWEiaFhBvHpXlHbD9FUgMAAABA4yldNl+S9HnEOHVsFW1yNAAAAGjOSGoEuyOahYez/RQAAACAxpa+XvGHVqvM75CnL1tPAQAAwFwhZgeAE3DFSIXpUmm+IsJSJbH9FAAAQLPncEgXXnj4GGhAZSvmK1TSp77BOntwH7PDAQAAQH2z2PqCpEawO6JSIyKmslKj3MSAAAAAYDqXS/rwQ7OjQHPgKZLWvilJ+iLyIl2YxNZTAAAATY7F1hdBsf3U3Llz1aFDB7lcLg0bNkwrVqyo8dqXXnpJNputynC5XFWu8fv9mjFjhlJSUhQeHq7Ro0dr69atDf02GkZls3B3vlyhbD8FAAAAoBGt/49Cywu1y5ekhH5jZLPZzI4IAAAAzZzpSY2FCxdq2rRpmjlzplatWqX+/ftr7NixyszMrPE1MTExOnDgQGDs3r27yvOPPfaYnnrqKc2bN0/Lly9XZGSkxo4dq9LS0oZ+O/XvyEoNGoUDAAAAaES+H16UJL3uPVfj+rQ2ORoAAAAgCJIaTz75pG666SZNmTJFvXr10rx58xQREaEXXnihxtfYbDYlJycHRlJSUuA5v9+vOXPm6P7779cll1yifv366eWXX9b+/fv13nvvVXs/t9ut/Pz8KiNoVJPUKPf5Veb1mRgUAAAATFVUJEVGGqOoyOxo0FQdWCP7gVXy+B36OmKM+reNMzsiAAAANASLrS9MTWp4PB6tXLlSo0ePDpyz2+0aPXq0li1bVuPrCgsL1b59e6WmpuqSSy7Rzz//HHhu586dSk9Pr3LP2NhYDRs2rMZ7zp49W7GxsYGRmppaD++unrgqtp8qzVd42OEmLWxBBQAA0MwVFxsDaCgrF0iSPvGdpqF9ustuZ+spAACAJstC6wtTkxrZ2dnyer1VKi0kKSkpSenp6dW+pnv37nrhhRf03//+V6+++qp8Pp9OP/107d27V5ICrzuZe06fPl15eXmBsWfPnlN9a/XniEqNMIddjoqFBFtQAQAAAGgwfr/8Wz6WJL3tPVvj+qSYHBAAAABgCDE7gJM1YsQIjRgxIvD16aefrp49e+q5557Tww8/XKd7Op1OOZ3O+gqxfgUahefJZrMpItShAne5ij3l5sYFAAAAoOnK2SZb/n65/SHa6uqn0zq0MDsiAAAAQJLJlRoJCQlyOBzKyMiocj4jI0PJycm1ukdoaKgGDhyobdu2SVLgdadyz6DiijMeS/OMLyu2oGL7KQAAAAANZscSSdIqXzeN7NVOIQ7T2zECAAAAkkxOaoSFhWnw4MFavHhx4JzP59PixYurVGMcj9fr1bp165SSYpRDd+zYUcnJyVXumZ+fr+XLl9f6nkHliO2nJAWahZeUkdQAAAAA0EB2fiVJWurro5HdEkwOBgAAADjM9O2npk2bpuuvv15DhgzR0KFDNWfOHBUVFWnKlCmSpEmTJqlNmzaaPXu2JGnWrFkaPny4unTpotzcXP3tb3/T7t27deONN0qSbDabbr/9dj3yyCPq2rWrOnbsqAceeECtW7fWhAkTzHqbdXdEo3BJigwzfmWFpWw/BQAAAKAB+LzSzm8kSd/5emt0XLjJAQEAAACHmZ7UmDhxorKysjRjxgylp6drwIABWrRoUaDRd1pamuz2wwUlhw4d0k033aT09HS1aNFCgwcP1nfffadevXoFrrn77rtVVFSkm2++Wbm5uTrzzDO1aNEiuVyuRn9/p+yoSo34qDBJUnah26yIAAAAYDa7XTr77MPHQH06sEYqzVWBP1xr/Z2UHGvBdRQAAABqz2LrC5vf7/ebHUSwyc/PV2xsrPLy8hQTE2NyMPulJ3tK9hDpgWxNe2uN3lm1T38a10O3jOpsbmwAAABo1oJq3hzkLPWzWvp36fMH9Zl3sH5Tfoe2PHIBPTUAAADQ4Go7Z2ZmGuycFb88X7lUVqxWUU5JUlYBlRoAAAAAGsAOo5/Gt77eahXtJKEBAACAoMLsNNiFRUo2ozm4SvPUKroiqcH2UwAAAADqW1mplLZMkvStr4+SY9h6CgAAAMGFpEaws9mqNAsPJDUKSk0MCgAAAKYqKpJatTJGUZHZ0aAp2btCKi9VcViCtvrb0E8DAACgObDY+sL0RuGoBVesVHLIqNSISpAkZRd6TA4KAAAApsrONjsCNEUVW0/tjBki5duo1AAAAGguLLS+oFLDClyxxqM7XwnR9NQAAAAA0EB2GkmNtWH9JUnJseFmRgMAAAAcg6SGFVQ2Cy/NCzQKzyspk7vca2JQAAAAAJqU0jxp30pJ0nfePpKk5FinmREBAAAAxyCpYQWVlRqluYoND1WowyaJLagAAAAA1KNd30p+n9Sys34uNj5YlcT2UwAAAAgyJDWsIJDUyJfdblNCRbVGNltQAQAAAKgvFVtP+TuerfS8UklSCttPAQAAIMiQ1LCCQFIjT5ICSQ36agAAAACoNzuWSJJKUs9UscfY6pZG4QAAAAg2IWYHgFo4olG4JLWqbBZeSFIDAACgWbLbpSFDDh8Dp6ogXcraJMmmAy1Ok7ROMa4QhYc5zI4MAAAADc1i6wuSGlZwRKNwSYFm4Ww/BQAA0EyFh0s//GB2FGhKdn5tPKb00z63seUUW08BAAA0ExZbXwR/2gVVempIVGoAAAAAqGcVW0+p49lKzzf6aSTFsvUUAAAAgg9JDStwVa3USIgKk0RPDQAAAAD1wO+XdhhNwtVplDIqm4TTTwMAAABBiKSGFRzVKLxVtLG4IKkBAADQTBUXSx06GKO42OxoYHUHd0j5eyVHmNRuhA5QqQEAANC8WGx9QU8NK6ihUXg2208BAAA0T36/tHv34WPgVFRuPdV2qBQWEajUSKZSAwAAoHmw2PqCSg0rOLpReGVPDSo1AAAAAJyqyqRGp1GSpAOV209RqQEAAIAgRFLDCiorNcqKJW9ZoKdGkcerIne5iYEBAAAAsDSfT9r1jXHc6WxJUkbl9lNUagAAACAIkdSwgspKDUkqzVeUM0SuUONXxxZUAAAAAOosfa1UckgKi5ZaD5K73KucIo8kKZlKDQAAAAQhkhpW4AiRwqKM49Jc2Ww2+moAAAAAOHU524zHlH6SI0SZ+cb6IizErhYRoSYGBgAAAFSPpIZVHN0sPIq+GgAAAABOUUXfPoW3kCSl5x9uEm6z2cyKCgAAAKhRiNkBoJacMZL2BRYdCSQ1AAAAmi+bTerV6/AxUFeVSY2KD1FVNgln6ykAAIBmxGLrC5IaVlFZqVFaUakRTVIDAACg2YqIkH7+2ewo0BQcldTIyDtcqQEAAIBmwmLrC7afsgpXRbPwikVHIKlR6DErIgAAAABWd1RSI7D9FJUaAAAACFIkNawiUKlxVFKDSg0AAAAAdXV0UoNKDQAAAAQ5khpWcVSj8EBPjUKSGgAAAM1OcbHUu7cxiovNjgZWRqUGAAAALLa+oKeGVTir334qm0oNAACA5sfvlzZsOHwM1FUNlRpJVGoAAAA0HxZbX1CpYRVHNwo/olLDb4H/0AAAAAAEoSOSGj6fXxkVlRopVGoAAAAgSJHUsIoaGoV7yn3KLy03KyoAAAAAVnZEUiOnyKNyn1822+H1BgAAABBsSGpYxVGNwl2hDkU7jd3DaBYOAAAAoE6OSGpUbj3VKsqpUAdLRQAAAAQnZqpWEWgUnhc4VfnpKZIaAAAAAE5aWankrVhLuGJpEg4AAABLIKlhFc6qlRqSlFDZLLyQpAYAAACAkxRYW9iksOhAUoMm4QAAAAhmIWYHgFo6qlG4RKUGAABAs2WzSe3bHz4G6iKw9VSMZLcrPa9EEk3CAQAAmh2LrS9IalhFZaNwd77k80l2u1pFVSQ1qNQAAABoXiIipF27zI4CVndEPw1JSs8z1hVUagAAADQzFltfsP2UVVRWavh9kqdQEpUaAAAAAE7B0UmNfKNSI5mkBgAAAIIYSQ2rCHFJjjDj2G1sQVVZqUFPDQAAAAAnzV2Z1IiTJKXnGT012H4KAAAAwYykhlXYbJKzYguqik9UUakBAADQTJWUSKedZoySErOjgVUdVamRkV+x/RRJDQAAgObFYusLempYiStWKs4ONAtPiCKpAQAA0Cz5fNKPPx4+BuriiKRGQWmZCt3lkth+CgAAoNmx2PqCSg0rcVVfqZFT5JHP5zcrKgAAAABWdERSIyPf2Hoq2hWiSCeffQMAAEDwIqlhJZXNwisWH/FRRo8Nr8+vQ8Ues6ICAAAAYEVHJDUOVPTToEoDAAAAwY6khpVUJjUqGoWHOuxqGWkkNrJoFg4AAADgZByR1KhsEp5MPw0AAAAEOZIaVhJoFJ4bOJVQUa1BXw0AAADAMHfuXHXo0EEul0vDhg3TihUrjnv9nDlz1L17d4WHhys1NVV//OMfVVpaekr3tIRqtp+iUgMAAADBjqSGlQS2n8oPnKrsq0FSAwAAAJAWLlyoadOmaebMmVq1apX69++vsWPHKjMzs9rrX3vtNd1zzz2aOXOmNm7cqPnz52vhwoW6995763xPy6hm+6kUKjUAAAAQ5EhqWMlRPTUkqVWUkdTIZvspAACA5iUhwRio4sknn9RNN92kKVOmqFevXpo3b54iIiL0wgsvVHv9d999pzPOOENXX321OnTooPPPP19XXXVVlUqMk72nJLndbuXn51cZQaeaSo0kkhoAAADNk4XWFyQ1rKS6pAaVGgAAAM1PZKSUlWWMyEizowkaHo9HK1eu1OjRowPn7Ha7Ro8erWXLllX7mtNPP10rV64MJDF27Nihjz76SBdeeGGd7ylJs2fPVmxsbGCkpqbWx1usXzQKBwAAgGS59QVJDSs5qlG4JCVEkdQAAAAAJCk7O1ter1dJSUlVziclJSk9Pb3a11x99dWaNWuWzjzzTIWGhqpz584aNWpUYPuputxTkqZPn668vLzA2LNnzym+uwZQmdRwxhzuqUGlBgAAAIIcSQ0rCTQKr6ZSg+2nAAAAgJO2ZMkSPfroo3rmmWe0atUqvfPOO/rwww/18MMPn9J9nU6nYmJiqoygUlYqlRuJDE9ojLILPZKo1AAAAEDwI6lhJcdpFJ5d4DEjIgAAAJihpEQaNcoYJSVmR3PKOnTooFmzZiktLe2U7pOQkCCHw6GMjIwq5zMyMpScnFztax544AFdd911uvHGG9W3b19deumlevTRRzV79mz5fL463dMSAtXfNmW4QyVJYQ67WkaGmRcTAAAAzGGx9QVJDSs5Xk8NKjUAAACaD59P+uorY/h8Zkdzym6//Xa988476tSpk8aMGaM33nhDbvfJz2/DwsI0ePBgLV68OHDO5/Np8eLFGjFiRLWvKS4ult1edVnkcDgkSX6/v073tIQjt56q+IBUUqxTNpvNxKAAAABgCoutL0hqWImromS9mp4aB4s8KvMG/39wAAAAwNFuv/12rV69WitWrFDPnj31+9//XikpKZo6dapWrVp1UveaNm2ann/+eS1YsEAbN27ULbfcoqKiIk2ZMkWSNGnSJE2fPj1w/fjx4/Xss8/qjTfe0M6dO/XZZ5/pgQce0Pjx4wPJjRPd05JoEg4AAACLCjE7AJyEykqN8lJjD9xQl1pEhMlht8nr8yun0ENjPwAAAFjWoEGDNGjQID3xxBN65pln9Kc//UnPPvus+vbtq9tuu01Tpkw5YSXBxIkTlZWVpRkzZig9PV0DBgzQokWLAo2+09LSqlRm3H///bLZbLr//vu1b98+tWrVSuPHj9ef//znWt/TkkpzjUdX7BFNwsPNiwcAAACoJZIaVhIWLckmyW9Ua4S65LDbFB8ZpswCt7IL3SQ1AAAAYFllZWV699139eKLL+qzzz7T8OHDdcMNN2jv3r2699579fnnn+u111474X2mTp2qqVOnVvvckiVLqnwdEhKimTNnaubMmXW+pyUdUamRHqjUcJoYEAAAAFA7JDWsxG6XnDGSO89oFh6VKMnoq5FZ4FZWAX01AAAAYD2rVq3Siy++qNdff112u12TJk3S3//+d/Xo0SNwzaWXXqrTTjvNxCibmCO3n6qo1Ehi+ykAAABYAEkNq3HFViQ1DjcLr+yrQVIDAAAAVnTaaadpzJgxevbZZzVhwgSFhoYec03Hjh115ZVXmhBdE3VEUiMj3UhqpLD9FAAAACwgKBqFz507Vx06dJDL5dKwYcO0YsWKWr3ujTfekM1m04QJE6qcnzx5smw2W5Uxbty4BojcBOEVfTVKDgZOtYquSGoUktQAAABoNiIijNEE7NixQ4sWLdIVV1xRbUJDkiIjI/Xiiy82cmRN2JHbTwV6arD9FAAAQLNlofWF6UmNhQsXatq0aZo5c6ZWrVql/v37a+zYscrMzDzu63bt2qU777xTI0eOrPb5cePG6cCBA4Hx+uuvN0T4jS+mjfGYtydwKpDUoFIDAACgeYiMlIqKjBEZaXY0pywzM1PLly8/5vzy5cv1448/mhBRM1CR1PA7YwKNwtl+CgAAoJmy2PrC9KTGk08+qZtuuklTpkxRr169NG/ePEVEROiFF16o8TVer1fXXHONHnroIXXq1Knaa5xOp5KTkwOjRYsWNd7P7XYrPz+/yghasanGY+4RSY0oKjUAAABgXb/73e+0Z8+eY87v27dPv/vd70yIqBmoSGoUOaJU5vXLZpMSo0lqAAAAIPiZmtTweDxauXKlRo8eHThnt9s1evRoLVu2rMbXzZo1S4mJibrhhhtqvGbJkiVKTExU9+7ddcsttygnJ6fGa2fPnq3Y2NjASE1NrdsbagxxFbEdUamRQKUGAAAALGzDhg0aNGjQMecHDhyoDRs2mBBRM1CR1Mj1GVsMxEc6FRZi+mfeAAAAgBMyddaanZ0tr9erpKSkKueTkpKUnp5e7WuWLl2q+fPn6/nnn6/xvuPGjdPLL7+sxYsX669//au++uorXXDBBfJ6vdVeP336dOXl5QVGdZ8SCxrHqdTIJqkBAADQPJSWShddZIzSUrOjOWVOp1MZGRnHnD9w4IBCQkJMiKgZqEhq5JQb1Rn00wAAAGjGLLa+sNQKoaCgQNddd52ef/55JSQk1HjdlVdeGTju27ev+vXrp86dO2vJkiU677zzjrne6XTK6bTIJD6unfFYXU8Ntp8CAABoHrxe6aOPDh9b3Pnnn6/p06frv//9r2JjYyVJubm5uvfeezVmzBiTo2uiSo0td4tsUZKkyDBLLQ0BAABQnyy2vjB15pqQkCCHw3HMp7IyMjKUnJx8zPXbt2/Xrl27NH78+MA5n88nSQoJCdHmzZvVuXPnY17XqVMnJSQkaNu2bdUmNSylslKj4IDkLZMcoYGkRkFpuUrLvHKFOkwMEAAAADg5jz/+uM466yy1b99eAwcOlCStXr1aSUlJeuWVV0yOromqqNQocURK8rD1FAAAACzD1JlrWFiYBg8erMWLFwfO+Xw+LV68WCNGjDjm+h49emjdunVavXp1YFx88cU655xztHr16hp7Yezdu1c5OTlKSUlpsPfSaCJbSQ6n5PdJ+fskSTGuEIU5jF8lfTUAAABgNW3atNHatWv12GOPqVevXho8eLD+8Y9/aN26dcHd787KKpIaxRWVGk6SGgAAALAI02uMp02bpuuvv15DhgzR0KFDNWfOHBUVFWnKlCmSpEmTJqlNmzaaPXu2XC6X+vTpU+X1cXFxkhQ4X1hYqIceeki//OUvlZycrO3bt+vuu+9Wly5dNHbs2EZ9bw3Cbpdi20oHtxt9NVp0kM1mU6top/blliir0K3UlhFmRwkAAACclMjISN18881mh9E8lLul8hJJUqE9UtJBhTpIagAAAMAaTE9qTJw4UVlZWZoxY4bS09M1YMAALVq0KNA8PC0tTXZ77SfYDodDa9eu1YIFC5Sbm6vWrVvr/PPP18MPP2ydvhknEpdqJDWO6KuRUJHUoFk4AAAArGrDhg1KS0uTx+Opcv7iiy82KaImqqKfhmRTkYwPRLH9FAAAAKyiTkmNPXv2yGazqW3btpKkFStW6LXXXlOvXr3q9OmqqVOnaurUqdU+t2TJkuO+9qWXXqrydXh4uD755JOTjsFSKvtq5B7RLDyKZuEAAACwph07dujSSy/VunXrZLPZ5Pf7JUk2m02S5LVAs0JLqdh6Ss4YuSt+tGFUagAAAMAi6jRzvfrqq/Xll19KktLT0zVmzBitWLFC9913n2bNmlWvAaIace2Nx7y0wKlW0WGS6KkBAAAA6/nDH/6gjh07KjMzUxEREfr555/19ddfa8iQISf8kBPqoDKp4YpVmdcniUoNAAAAWEedZq7r16/X0KFDJUlvvvmm+vTpo++++07//ve/j6mcQAOIq6zUOCKpUVmpQVIDAACg6YuMlPx+Y0RGmh3NKVu2bJlmzZqlhIQE2e122e12nXnmmZo9e7Zuu+02s8NrekpzjUdXrDzlRlKDnhoAAADNmMXWF3WauZaVlQX6U3z++eeBPW579OihAwcO1F90qF51209FG7+PbLafAgAAgMV4vV5FR0dLkhISErR//35JUvv27bV582YzQ2uajqjUqExqOKnUAAAAgEXUaebau3dvzZs3T998840+++wzjRs3TpK0f/9+xcfH12uAqEZlpUb+PslnLEIqkxpUagAAAMBq+vTpozVr1kiShg0bpscee0zffvutZs2apU6dOpkcXRN0ZFKD7acAAABgMXWauf71r3/Vc889p1GjRumqq65S//79JUnvv/9+YFsqNKDo1pLNIXk9UmGGJKlVtEuSdCCv1MzIAAAA0BhKS6UrrjBGqfXnf/fff798FR/WmTVrlnbu3KmRI0fqo48+0lNPPWVydE1QdT012H4KAACg+bLY+iKkLi8aNWqUsrOzlZ+frxYtWgTO33zzzYqIiKi34FADR4gU01rK22OMmBR1SjD2OjuQV6pCd7minHX61QIAAMAKvF7p7beN4ybQ027s2LGB4y5dumjTpk06ePCgWrRoIZvNZmJkTdQRSQ13QUVPDSo1AAAAmi+LrS/qNHMtKSmR2+0OJDR2796tOXPmaPPmzUpMTKzXAFGD2KrNwltEhimholn49sxCs6ICAAAATkpZWZlCQkK0fv36KudbtmxJQqOhVNNTg0oNAAAAWEWdZq6XXHKJXn75ZUlSbm6uhg0bpieeeEITJkzQs88+W68BogaVfTXyDjcL75oYJUnaSlIDAAAAFhEaGqp27drJ6/WaHUrzUV1Sg0oNAAAAWESdZq6rVq3SyJEjJUlvv/22kpKStHv3br388svsedtYApUaRyQ1kiqTGgVmRAQAAADUyX333ad7771XBw8eNDuU5qG6nhokNQAAAGARdWq8UFxcrOjoaEnSp59+qssuu0x2u13Dhw/X7t276zVA1KCaSo0uFZUabD8FAAAAK3n66ae1bds2tW7dWu3bt1dkZGSV51etWmVSZE1UIKkRI09FUsNJUgMAAAAWUaekRpcuXfTee+/p0ksv1SeffKI//vGPkqTMzEzFxMTUa4CoQTWVGl3YfgoAAAAWNGHCBLNDaF6q2X4qlJ4aAAAAsIg6JTVmzJihq6++Wn/84x917rnnasSIEZKMqo2BAwfWa4CoQVw74zFvj+T3SzabuiYa1TNpB4tVWuaVK9RhYoAAAABA7cycOdPsEJqXKkkNY+taGoUDAADAKuqU1Lj88st15pln6sCBA+rfv3/g/HnnnadLL7203oLDccS2NR49hVLJISmipRKiwhQXEarc4jJtzypU79ax5sYIAACAhhERIRUWHj4GTsYRSQ13uXFMTw0AAIBmzGLrizolNSQpOTlZycnJ2rt3rySpbdu2Gjp0aL0FhhMIDZciE6WiTCk3TYpoKZvNpq6JUfph1yFtyySpAQAA0GTZbNJRfSeszG63y2az1fi81+ttxGiauHK3VF5iHNMoHAAAAJLl1hd1Smr4fD498sgjeuKJJ1RYkcGJjo7WHXfcofvuu092OxPiRhGXaiQ18vZIrQdIkrokRuuHXYe0NYO+GgAAALCGd999t8rXZWVl+umnn7RgwQI99NBDJkXVRJXmHz52Hm4UTk8NAAAAWEWdkhr33Xef5s+fr7/85S8644wzJElLly7Vgw8+qNLSUv35z3+u1yBRg9hUad/KKs3CuwaahReYFRUAAAAamtst/eY3xvFzz0lOp7nxnKJLLrnkmHOXX365evfurYULF+qGG24wIaomqnLrKWeMZHcEGoU7qdQAAABoviy2vqhTUmPBggX6v//7P1188cWBc/369VObNm106623ktRoLHGpxmPeEUmNpMqkBpUaAAAATVZ5ubRggXE8d27QLzrqavjw4br55pvNDqNpOaKfhqRAUoPtpwAAAJoxi60v6jRzPXjwoHr06HHM+R49eujgwYOnHBRqKbad8ZibFjjVNTFakrQ7p1jucvYeBgAAgDWVlJToqaeeUps2bcwOpWkpzTUeK5IaZV6/JCmM7acAAABgEXWq1Ojfv7+efvppPfXUU1XOP/300+rXr1+9BIZaqKZSIynGqWhniArc5dqVXazuydEmBQcAAADUTosWLao0Cvf7/SooKFBERIReffVVEyNrgmqo1AilUgMAAAAWUaekxmOPPaaLLrpIn3/+uUaMGCFJWrZsmfbs2aOPPvqoXgPEccRWJDWO6Klhs9nUJSlKP6XlamtmAUkNAAAABL2///3vVZIadrtdrVq10rBhw9SiRQsTI2uC3BWNwl2x8vv9gUbhVGoAAADAKuqU1Dj77LO1ZcsWzZ07V5s2bZIkXXbZZbr55pv1yCOPaOTIkfUaJGpQWalRclDyFElhkZKMZuE/peVqG301AAAAYAGTJ082O4Tm44hKjcqEhkRPDQAAAFhHnZIaktS6detjGoKvWbNG8+fP17/+9a9TDgy14IqVnLGSO8+o1kg0+pxU9tWgWTgAAACs4MUXX1RUVJSuuOKKKuffeustFRcX6/rrrzcpsiboiKRGZT8NSXKS1AAAAIBFMHO1umr6anRJipIkbcsgqQEAAIDgN3v2bCUkJBxzPjExUY8++qgJETVhR1ZqlB+u1Ahl+ykAAABYRJ0rNRAkYlOljPVSblrgVJdWRlJjR3ahyr0+hbBAAQAAaFoiIqTMzMPHFpeWlqaOHTsec759+/ZKS0ur5hWos2qSGg67TQ677TgvAgAAQJNmsfUFf+22uspKjSOSGm3iwhUe6lCZ16/dB4tNCgwAAAANxmaTWrUyhs36f4xOTEzU2rVrjzm/Zs0axcfHmxBRE1ZNUoMm4QAAAM2cxdYXJ1Wpcdlllx33+dzc3FOJBXURe+z2U3a7TV0So7RuX562ZhSqc0XlBgAAABCMrrrqKt12222Kjo7WWWedJUn66quv9Ic//EFXXnmlydE1MVUahXsl0SQcAAAA1nJSSY3Y2NgTPj9p0qRTCggnKa6d8Zi7p8rprhVJjW2ZBZKSGz8uAAAANBy3W5o2zTh+8knJ6TQ3nlP08MMPa9euXTrvvPMUEmIsUXw+nyZNmkRPjfpWpVLDaBROUgMAAKCZs9j64qSSGi+++GJDxYG6qqZRuHS4WfjWTJqFAwAANDnl5dIzzxjHjz0W9IuOEwkLC9PChQv1yCOPaPXq1QoPD1ffvn3Vvn17s0Nreth+CgAAAEez2PqCRuFWF1tRqVGQLpV7pJAwSVLXxGhJ0tYMkhoAAACwhq5du6pr165mh9G0HZnUyK1IalCpAQAAAAth9mp1kQlSSLgkv5S/N3C6a6JRqbE9q1Ben9+k4AAAAIAT++Uvf6m//vWvx5x/7LHHdMUVV5gQURNV7pHKio1jKjUAAABgUcxerc5mk2LbGsdH9NVIbRmhsBC73OU+7T1UbFJwAAAAwIl9/fXXuvDCC485f8EFF+jrr782IaImyp1/+NgZozIvlRoAAACwHmavTUE1fTUcdps6t6roq8EWVAAAAAhihYWFCgsLO+Z8aGio8vPzq3kF6qRy6ylnjGR3yF1RqRHqsJkYFAAAAHBySGo0BbEVSY3cqs3CK7eg2pZFUgMAAADBq2/fvlq4cOEx59944w316tXLhIiaqNJc49EVK0nyUKkBAAAAC6JReFNQTaWGdDipQaUGAAAAgtkDDzygyy67TNu3b9e5554rSVq8eLFee+01vf322yZH14Qc0SRc0uGeGiEOsyICAAAAThpJjaYgtp3xmJtW5XTXpIpKjcyCxo4IAAAADSk8XNq58/CxxY0fP17vvfeeHn30Ub399tsKDw9X//799cUXX6hly5Zmh9d0HJXUCPTUoFE4AABA82ax9QVJjaaghkqNLonRkqStmYXy+/2y2dgrFwAAoEmw26UOHcyOol5ddNFFuuiiiyRJ+fn5ev3113XnnXdq5cqV8nq9JkfXRNRQqeFk+ykAAIDmzWLrC2avTUFlT428vZLv8IKvfXyEQuw2FXu82p9XalJwAAAAQO18/fXXuv7669W6dWs98cQTOvfcc/X999+bHVbTUUNSg0bhAAAAsBIqNZqC6BTJ5pB85VJBuhTbRpIU6rCrY0KktmYWamtGgdrEBX/pEAAAAGrB45Huu884/vOfpbAwc+M5Benp6XrppZc0f/585efn61e/+pXcbrfee+89moTXt8qkhjNGEo3CAQAAUMFi6wtmr02BI0SKMRIZxzQLD/TVoFk4AABAk1FWJj3+uDHKysyOps7Gjx+v7t27a+3atZozZ47279+vf/7zn2aH1XTV2CicZSEAAECzZrH1BZUaTUVcOykvTcrdI7UbHjht9NVI19YMkhoAAAAILh9//LFuu+023XLLLeratavZ4TR9Ryc1Ao3CHWZFBAAAAJw0PpLTVASahadVOd010ajU2JpZ0NgRAQAAAMe1dOlSFRQUaPDgwRo2bJiefvppZWdnmx1W01VTT40QemoAAADAOkhqNBWVzcJzq99+amtmofx+f2NHBQAAANRo+PDhev7553XgwAH95je/0RtvvKHWrVvL5/Pps88+U0EBH8ypVzUkNZwOloUAAACwDmavTUWgUqNqUqNjQqTsNqmgtFyZBW4TAgMAAACOLzIyUr/+9a+1dOlSrVu3TnfccYf+8pe/KDExURdffLHZ4TUd9NQAAABAE8DstamorNQ4tLvKaWeIQx3iIyXRLBwAAADBr3v37nrssce0d+9evf7662aH07SU5huPFUmNMi9JDQAAAFgPs9emolUP4/HgdsldNXnRpaKvxsYD+Y0dFQAAAFAnDodDEyZM0Pvvv292KE3HUZUa7oqkRijbTwEAAMBCmL02FTEpUnSK5PdJ6euqPDW4fQtJ0rfbaLoIAADQJISHS+vXGyM83OxoYAXeMqmsyDhm+ykAAAAcyWLrC2avTUnrgcbj/p+qnD6rWytJ0vc7Dspd7m3sqAAAAFDf7Hapd29j2JnSoxZKj6jadsZIOiKpQaUGAABA82ax9UXwR4jaqyGp0SM5WonRTpWUefXjrkMmBAYAAADAVKW5xmNYtOQIkURPDQAAAFgTs9empIakhs1m08iuRrXG11uyGjsqAAAA1DePR3rwQWN4PGZHAys4qp+GdLhSw0lSAwAAoHmz2PqC2WtTkjLAeMzZWrW8XNJZ3RIkSV+R1AAAALC+sjLpoYeMUVZmdjSwguqSGjQKBwAAgGS59QWz16YkqpUUm2ocp6+t8tTIrq1ks0mb0guUmV9qQnAAAAAATHOcSg22nwIAAICVMHttaloPMB6P2oKqZWSY+rYxFjBfb81u5KAAAAAAmOo4lRo0CgcAAICVMHttamroqyFJZ9FXAwAAAGieqNQAAABAExEUs9e5c+eqQ4cOcrlcGjZsmFasWFGr173xxhuy2WyaMGFClfN+v18zZsxQSkqKwsPDNXr0aG3durUBIg9Cx0tqdDOSGku3Zcvn8zdmVAAAAADMdJykBj01AAAAYCWmz14XLlyoadOmaebMmVq1apX69++vsWPHKjMz87iv27Vrl+68806NHDnymOcee+wxPfXUU5o3b56WL1+uyMhIjR07VqWlzaCXRGWz8IM7pJJDVZ4a2C5OUc4QHSzyaP3+vMaPDQAAAIA5jrP9lJNKDQAAAFiI6bPXJ598UjfddJOmTJmiXr16ad68eYqIiNALL7xQ42u8Xq+uueYaPfTQQ+rUqVOV5/x+v+bMmaP7779fl1xyifr166eXX35Z+/fv13vvvVft/dxut/Lz86sMy4poKbXoYBwfWFPlqVCHXSM6x0tiCyoAAACgWWH7KQAAADQRps5ePR6PVq5cqdGjRwfO2e12jR49WsuWLavxdbNmzVJiYqJuuOGGY57buXOn0tPTq9wzNjZWw4YNq/Ges2fPVmxsbGCkpqaewrsKApXVGsfZgurrLTQLBwAAsCyXS1qxwhgul9nRwAqqSWqUeUlqAAAAQJZbX5g6e83OzpbX61VSUlKV80lJSUpPT6/2NUuXLtX8+fP1/PPPV/t85etO5p7Tp09XXl5eYOzZs+dk30pwOU5fjbMrmoWvSjukgtKyxowKAAAA9cXhkE47zRgOh9nRwAqOSmr4fH6VeY0+e/TUAAAAaOYstr6w1Oy1oKBA1113nZ5//nklJCTU232dTqdiYmKqDEs7TlKjXXyEOsRHqNzn13fbcxo5MAAAAACmOCqpUdlPQ6JSAwAAANYSYuY3T0hIkMPhUEZGRpXzGRkZSk5OPub67du3a9euXRo/fnzgnM9nTMZDQkK0efPmwOsyMjKUkpJS5Z4DBgxogHcRhFL6G4+5aVJRjhQZX+Xps7q10q5lu/X1liyN7X3szxkAAABBzuOR/vEP4/gPf5DCwsyNB8HveEkNKjUAAACaN4utL0ydvYaFhWnw4MFavHhx4JzP59PixYs1YsSIY67v0aOH1q1bp9WrVwfGxRdfrHPOOUerV69WamqqOnbsqOTk5Cr3zM/P1/Lly6u9Z5MUHie17GwcH6imr0bFFlRfb82S3+9vxMAAAABQL8rKpLvvNkYZW4qiFhJ7SIm9pIiWkqSycpIaAAAAqGCx9YWplRqSNG3aNF1//fUaMmSIhg4dqjlz5qioqEhTpkyRJE2aNElt2rTR7Nmz5XK51KdPnyqvj4uLk6Qq52+//XY98sgj6tq1qzp27KgHHnhArVu31oQJExrrbZmv9UDp4HZjC6ouo6s8NaJzvEIdNu05WKJdOcXqmBBpUpAAAAAAGsV171b5srJSI9Rhk91uMyMiAAAAoE5MT2pMnDhRWVlZmjFjhtLT0zVgwAAtWrQo0Og7LS1NdvvJfXLo7rvvVlFRkW6++Wbl5ubqzDPP1KJFi+SyQOf2etN6oLT+bWn/6mOeinSGaHD7Fvp+x0F9vSWLpAYAAADQzHjKK5MaVGkAAADAWkxPakjS1KlTNXXq1GqfW7JkyXFf+9JLLx1zzmazadasWZo1a1Y9RGdRx2kWLhl9NSqTGtef3qHx4gIAAABgusqkBk3CAQAAYDXMYJuqlH6SbFL+Pqkg45inK/tqLNuRE1jQAAAAAGgeKrefop8GAAAArIYZbFPljJYSuhnHB1Yf83SvlBglRIWp2OPVj7sPNm5sAAAAAExFpQYAAACsihlsU3acLajsdptGVlRrfL0luzGjAgAAAGCyQFKDSg0AAABYDDPYpuyEfTUSJElfb8lqrIgAAABQH1wu6csvjeFymR0NLCiw/RSVGgAAALDY+iIoGoWjgZwgqTGyayvZbNKGA/nac7BYqS0jGjE4AAAA1JnDIY0aZXYUsLAykhoAAACoZLH1BTPYpiy5r2SzS4UZUv6BY55OiHLq9M7xkqR3Vu1r7OgAAAAAmITtpwAAAGBVzGCbsrAIqVVP47iGao3LB7eVJL29ao98Pn9jRQYAAIBTUVYmzZ1rjLIys6OBBbkrkhqhJDUAAABgsfUFM9imrvUA47GGpMbY3smKcoZoz8ES/bDrYOPFBQAAgLrzeKSpU43h8ZgdDSwoUKnB9lMAAACw2PqCGWxTd4K+GhFhIbqwb7Ik6e2VexsrKgAAAAAmolE4AAAArIoZbFN3ZFLDX/32UpcPTpUkfbTugIo95Y0VGQAAAACTlFGpAQAAAItiBtvUJfWW7CFScbaUV30lxmkdWqhdywgVebxatD69kQMEAAAA0NgqKzWc9NQAAACAxTCDbepCw6XEymbhq6q9xGaz6ZeDKhqGswUVAAAA0OR5aBQOAAAAi2IG2xy0GWI87vymxksuG9RGkrRsR472HipujKgAAAAAmIRG4QAAALAqZrDNQdfzjccti2rsq5HaMkIjOsXL75feXbWvEYMDAAAA0Ng8XmNdQFIDAAAAVsMMtjnoNEoKcUl5e6SMn2u87JeDjS2o/rNqr/w1JD8AAAAQBJxO6YMPjOF0mh1N0Jk7d646dOggl8ulYcOGacWKFTVeO2rUKNlstmPGRRddFLhm8uTJxzw/bty4xngrDYZKDQAAAARYbH3BDLY5CIuQOp5tHG9ZVONlF/RJVkSYQ7tyirVy96FGCg4AAAAnLSREuugiY4SEmB1NUFm4cKGmTZummTNnatWqVerfv7/Gjh2rzMzMaq9/5513dODAgcBYv369HA6HrrjiiirXjRs3rsp1r7/+emO8nQbj8Xol0VMDAAAAstz6ghlsc9G94pNkx0lqRDpDdGHfFEk0DAcAAIA1Pfnkk7rppps0ZcoU9erVS/PmzVNERIReeOGFaq9v2bKlkpOTA+Ozzz5TRETEMUkNp9NZ5boWLVocNw632638/PwqI5hUVmo4qdQAAACAxTCDbS66VSQ19v4oFWbVeNkvBxlbUH2w9oBKPN7GiAwAAAAnq6xMeuklY5SVmR1N0PB4PFq5cqVGjx4dOGe32zV69GgtW7asVveYP3++rrzySkVGRlY5v2TJEiUmJqp79+665ZZblJOTc9z7zJ49W7GxsYGRmpp68m+oAZVV9tSgUgMAAAAWW18wg20uYlpLKf0l+aWtn9R42bCOLdW2RbgK3eX6dEN648UHAACA2vN4pClTjOHxmB1N0MjOzpbX61VSUlKV80lJSUpPP/HcdsWKFVq/fr1uvPHGKufHjRunl19+WYsXL9Zf//pXffXVV7rgggvk9db8IaDp06crLy8vMPbs2VO3N9VA6KkBAACAAIutL5jBNifdLjAeN39c4yV2uy1QrcEWVAAAAGhO5s+fr759+2ro0KFVzl955ZW6+OKL1bdvX02YMEEffPCBfvjhBy1ZsqTGezmdTsXExFQZwcRdkdSgpwYAAACshhlsc1LZV2P7l1JZaY2XVSY1lm7L1v7cksaIDAAAADhlCQkJcjgcysjIqHI+IyNDycnJx31tUVGR3njjDd1www0n/D6dOnVSQkKCtm3bdkrxmsnjpVIDAAAA1sQMtjlJGSBFp0hlRdKupTVe1i4+QkM7tpTfL72zimoNAAAAWENYWJgGDx6sxYsXB875fD4tXrxYI0aMOO5r33rrLbndbl177bUn/D579+5VTk6OUlJSTjlms3jKja2zSGoAAADAapjBNic2m9RtrHG8peYtqCRp4hCjkeFL3+1WaRkNwwEAAGAN06ZN0/PPP68FCxZo48aNuuWWW1RUVKQpU6ZIkiZNmqTp06cf87r58+drwoQJio+Pr3K+sLBQd911l77//nvt2rVLixcv1iWXXKIuXbpo7NixjfKeGgKNwgEAAGBVzGCbm0BfjUWS31/jZeP7t1brWJeyC916i94aAAAAsIiJEyfq8ccf14wZMzRgwACtXr1aixYtCjQPT0tL04EDB6q8ZvPmzVq6dGm1W085HA6tXbtWF198sbp166YbbrhBgwcP1jfffCOn09ko76khVDYKd1KpAQAAAIsJMTsANLJOZ0sh4VL+XinjZym5T7WXhYXYdfNZnfTg/zboua+268rTUmkiCAAAAEuYOnWqpk6dWu1z1TX37t69u/w1fOAnPDxcn3zySX2GFxQ8NAoHAACARTGDbW5Cw43EhnTiLahOa6f4yDDtPVSi/63Z3wjBAQAAoFacTunNN41h4WoBmIdG4QAAAAiw2PqCGWxz1G2c8bh50XEvCw9z6IaRHSVJzyzZLp+v5u2qAAAA0IhCQqQrrjBGCMXXOHmVlRokNQAAAGC19QUz2OaoMqmxb6VUmHncS68d3l7RrhBtyyzUpxsyGiE4AAAAAA0tUKnB9lMAAACwGGawzVFMipQyQJJf2nL8/YFjXKG6fkQHSdLcL7fVuNcwAAAAGlF5ufTWW8YoLzc7GljQ4UoNm8mRAAAAwHQWW1+Q1Giuul9gPG45/hZUkjTljA5yhdq1bl+evtma3cCBAQAA4ITcbulXvzKG2212NLCgQFLD4TA5EgAAAJjOYusLkhrNVeUWVNu/kMpKj3tpfJRTVw1tJ8mo1gAAAABgbWU0CgcAAIBFMYNtrlL6S9GtpbJiadc3J7z85rM6KdRh0/KdB/XjroONECAAAACAhuDz+VXuM7aVJakBAAAAq2EG21zZbFK3scbx5o9PeHlKbLh+OaitJOmZJdsbMjIAAAAADaiySbgkhTroqQEAAABrIanRnB3ZV8PnO/61kn5zdmfZbdIXmzL18/68Bg4OAAAAQENwlx+e+1OpAQAAAKthBtucdTxLCouW8vdJO7488eUJkbqoX2tJ0rNUawAAAACWVHZEpUaYgyUhAAAArIUZbHMWGi4NvNY4Xj6vVi+5dVRnSdKH6w5oU3p+Q0UGAAAAoIF4Kio1whx22WxsPwUAAABrIanR3A29SZJN2vqplHPi6oueKTG6oE+y/H7pvnfXy1fRYBAAAACNKCxMevFFY4SFmR0NLCaQ1GDrKQAAAEiWW18wi23u4jtLXc83jlf8q1YveeAXvRQZ5tDK3Ye08Mc9DRgcAAAAqhUaKk2ebIzQULOjgcVUNgqnSTgAAAAkWW59QVID0rDfGI8//VsqPfGWUq3jwvXHMd0kSX/5eJOyC90NGR0AAACAekSlBgAAAKyMWSykzudKCd0kT4G05vVavWTy6R3UKyVGeSVl+vOHGxs4QAAAAFRRXi59+KExysvNjgYWU1mpQVIDAAAAkiy3vmAWC8lmk4bebBwvf07y+U74khCHXY9e1lc2m/TuT/v07bbsBg4SAAAAAW639ItfGMNN1SxOzpGNwgEAAACrrS+YxcLQ/yrJGSMd3C5tX1yrlwxIjdN1w9tLku5/b71Ky7wNGSEAAACAelCZ1AglqQEAAAALYhYLgzNKGnidcfz9s7V+2Z1juysx2qmd2UV6dsn2BgoOAAAAQH2pTGo42X4KAAAAFsQsFocNvVGSzajUyNpSq5fEuEI1Y3wvSdKzS7Zre1ZhAwYIAAAA4FSV0VMDAAAAFsYsFoe17CR1G2ccr/hXrV92Ud8Und2tlTxenx54b738fn8DBQgAAADgVNEoHAAAAFbGLBZVDf+t8bj6Nak0r1YvsdlseviSPnKG2PXd9hy9s2pfAwYIAAAA4FS46akBAAAAC2MWi6o6ni216iGVFUk//bvWL2sXH6HbzusqSbr33XX6bnt2Q0UIAAAA4BRU9tQII6kBAAAAC2IWi6psNmnYb4zjFc9JPm+tX3rzWZ10bo9Euct9uuGlH/XDroMNFCQAAEAzFxYmPf20McLCzI4GFkNPDQAAAFRhsfUFs1gcq99EyRUrHdolbf2s1i8Lddj1zDWDNLJrgkrKvJry4g/6Ke1Qw8UJAADQXIWGSr/7nTFCQ82OBhYTqNQgqQEAAADJcusLZrE4VlikNGiScbz0SekkGn+7Qh16ftIQjegUr0J3uSa9sELr9tauNwcAAACAhleZ1HCS1AAAAIAFMYtF9Yb/TnI4pT3Lpe1fnNRLXaEOzZ88RKd1aKGC0nJd98Jybdif30CBAgAANENer7RkiTG8td8uFJAkj5dG4QAAADiCxdYXzGJRvZgU6bQbjOMvHz2pag1JiggL0YtThmpguzjlFpfp2vnLtTWjoAECBQAAaIZKS6VzzjFGaanZ0cBiaBQOAACAKiy2vmAWi5qdcbsUEi7t+/GkemtUinKG6KUpQ9W3TawOFnl01fPLtTO7qP7jBAAAAFBrHhqFAwAAwMKCYhY7d+5cdejQQS6XS8OGDdOKFStqvPadd97RkCFDFBcXp8jISA0YMECvvPJKlWsmT54sm81WZYwbN66h30bTE50kDb3ROP7yzyddrSFJseGheuWGoeqZEqPsQreuf2GFsgrc9RwoAAAAgNqiUTgAAACszPRZ7MKFCzVt2jTNnDlTq1atUv/+/TV27FhlZmZWe33Lli113333admyZVq7dq2mTJmiKVOm6JNPPqly3bhx43TgwIHAeP311xvj7TQ9Z9wuhUZKB1ZLmz+u0y3iIsL08q+Hql3LCKUdLNYNC35Qkbu8XsMEAAAAUDuVSQ16agAAAMCKTJ/FPvnkk7rppps0ZcoU9erVS/PmzVNERIReeOGFaq8fNWqULr30UvXs2VOdO3fWH/7wB/Xr109Lly6tcp3T6VRycnJgtGjRosYY3G638vPzqwxUiEyQht1sHC85+d4alVpFO7Xg10PVMjJMa/fm6XevrVJZRdk7AAAAgMZTuf2Uk0oNAAAAWJCps1iPx6OVK1dq9OjRgXN2u12jR4/WsmXLTvh6v9+vxYsXa/PmzTrrrLOqPLdkyRIlJiaqe/fuuuWWW5STk1PjfWbPnq3Y2NjASE1NrfubaopOv00Ki5LS10mbPqjzbTomRGr+9UPkCrVryeYs3ffuOvnrmCQBAAAAUDdl9NQAAACAhZk6i83OzpbX61VSUlKV80lJSUpPT6/xdXl5eYqKilJYWJguuugi/fOf/9SYMWMCz48bN04vv/yyFi9erL/+9a/66quvdMEFF8jr9VZ7v+nTpysvLy8w9uzZUz9vsKmIaCkNv8U4/nK25Kt7hcXAdi309FWDZLdJb/64V3M+31pPQQIAAACojUBPDbafAgAAgAWFmB1AXURHR2v16tUqLCzU4sWLNW3aNHXq1EmjRo2SJF155ZWBa/v27at+/fqpc+fOWrJkic4777xj7ud0OuV0OhsrfGsa8Ttp+XNS5s/Sxv9KvS+t861G90rSIxP66t531+kfi7cqOdalq4a2q8dgAQAAmrjQUOmxxw4fAyfBTU8NAAAAHMli6wtTkxoJCQlyOBzKyMiocj4jI0PJyck1vs5ut6tLly6SpAEDBmjjxo2aPXt2IKlxtE6dOikhIUHbtm2rNqmBWghvYSQ2lsyWlvxF6nmxZHfU+XZXD2un9LwSPfXFNt3/3nolRjt1Xs+kE78QAAAAUliYdNddZkcBiwpUarD9FAAAACTLrS9MncWGhYVp8ODBWrx4ceCcz+fT4sWLNWLEiFrfx+fzye121/j83r17lZOTo5SUlFOKt9kbfovkipWyNkk/v3vKt/vjmG66YnBbeX1+/eaVlfq/b3bQYwMAAABoYPTUAAAAgJWZPoudNm2ann/+eS1YsEAbN27ULbfcoqKiIk2ZMkWSNGnSJE2fPj1w/ezZs/XZZ59px44d2rhxo5544gm98soruvbaayVJhYWFuuuuu/T9999r165dWrx4sS655BJ16dJFY8eONeU9NhmuWOn03xvHS2ZL3rJTup3NZtOjl/XVxf1bq9zn1yMfbtRvX12pvJJTuy8AAECT5/VKP/xgjBr6xgE18ZDUAAAAwJEstr4wvafGxIkTlZWVpRkzZig9PV0DBgzQokWLAs3D09LSZLcfnmwXFRXp1ltv1d69exUeHq4ePXro1Vdf1cSJEyVJDodDa9eu1YIFC5Sbm6vWrVvr/PPP18MPP0zfjPow7LfSsmeknG3Se7dIl/5Lstd9MRTqsOsfVw7QkA4t9PAHG/TJzxnaeGCpnrlmkPq0ia3HwAEAAJqQ0lJp6FDjuLBQiow0Nx5YSuX2U056agAAAECy3PrC5me/n2Pk5+crNjZWeXl5iomJMTuc4LPlU+mNqyRfuTTk19JFT0o22ynfds2eXP3utVXae6hEYSF2zRzfS1cPbSdbPdwbAACgSSkqkqKijGMTFx3Mm2svmH5Wo/72pXblFOut347QaR1amhoLAAAAgoDF1hd8NAcnr9v50mX/kmSTfnxB+myGVA+5sf6pcfrw9yM1umeiPOU+3ffuev1x4WoVe8pPPWYAAAAAko5oFE6lBgAAACyIWSzqps8vpYufMo6/e0r65vF6uW1sRKienzRE0y/oIYfdpvdW79ctr65SecW+vwAAAABOjcdrfCCJnhoAAACwImaxqLtBk6SxjxrHXzwiLX+uXm5rs9n0m7M76983DpMr1K6vtmTpkQ831su9AQAAgObOU240fySpAQAAACtiFotTM+J30qjpxvHHd0s//bvebj28U7z+/qsBkqSXvtulV7/fXW/3BgAAAJorj5ftpwAAAGBdzGJx6s7+kzT8d8bx+1Oljf+rt1tf0DdFd57fTZI08/2f9e227Hq7NwAAANAcBXpqUKkBAAAACwoxOwA0ATabNPbPkqdAWvWy9N6tUuuBUmzbern9787pou1ZRXr3p3265dWVevd3Z6hzq6h6uTcAAIAlhYZKM2cePgZqyevzy2e01KBSAwAAAAaLrS9IaqB+2GzSL+ZImZukvSuk//1BuuZt4/wp39qm2Zf1VdrBYq3cfUg3LvhR7956uuIiwk49bgAAACsKC5MefNDsKGBBlVUaEpUaAAAAqGCx9QWzWNQfu0O6ZK7kcErbPpdW119/DVeoQ89dN1ht4sK1M7tIt7y6SmVe34lfCAAAACDgyKRGKJUaAAAAsCBmsahfrbpJ595nHC+6V8rfX2+3Tohyav7kIYoMc2jZjhzd+846lZZ56+3+AAAAluHzST//bAwfH/RA7bm9h+fPoY5Tr6oGAABAE2Cx9QVJDdS/EVOlNoMld570v9slv7/ebt0jOUZPXTVQNpv01sq9OuuxL/XStztJbgAAgOalpETq08cYJSVmRwMLKfMac/OwELts9bBVLAAAAJoAi60vSGqg/tkd0iXPSI4waesn0po36vX25/VM0tNXDVKbuHBlFrj14P82aNTfluiVZbvkLie5AQAAANSkcvspJ1tPAQAAwKKYyaJhJPaQRk03jhf9Sco/UK+3v6hfir68c5QemdBHKbEupeeX6oH//qxz/rZEr36/u8pewQAAAAAMlfNkmoQDAADAqpjJouGcfpvUeqBUmid9cHu9bkMlGQuxa4e315K7RunhS3orKcap/Xmluv+99Rrz96+0aP0B+ev5ewIAAABWVpnUoEk4AAAArIqZLBqOI8TYhsoeKm1ZJK19s0G+jTPEoetGdNBXd52jB8f3UkKUU7tzivXbV1dp4nPfa+3e3Ab5vgAAAIDVeLxUagAAAMDamMmiYSX1kkb9yTj++G4pf3+DfStXqEOTz+ior+4apdvO7SJXqF0rdh3UxU9/q2kLV2t/bvA3uQEAAAAaEttPAQAAwOqYyaLhnXG7lNJfKs2VXvuV5C5o0G8X6QzRtPO764s7RumygW0kSe/8tE/nPL5ET366WWVe+m0AAACgeQpUarD9FAAAACyKmSwaniNUumKBFNlKSl8nvTlJ8pY1+LdtHReuJycO0PtTz9DQDi3lLvfpqS+26faFq1VOYgMAAFhZaKh0553GCA01OxpYSKCnBpUaAAAAqGSx9QUzWTSOlh2lqxdKoRHS9i+k939f743Da9KvbZwW/ma4/nHlAIU6bPpw7QHd9fZaeX00EQcAABYVFib97W/GCAszOxpYSGVSw0mlBgAAACpZbH3BTBaNp81go2LD5pDWvC598UijfWubzaZLBrTR3KsHKcRu07s/7dM9/1krH4kNAAAANCNlNAoHAACAxTGTRePqdr40fo5x/M3j0o8vNOq3P793sv5x5UDZbdJbK/fqgf+ul/8UKkZIigAAAFP4fNKuXcbwsa0mao9G4QAAADiGxdYXzGTR+AZNks6+xzj+8A5p88eN+u0v6peiv08cIJtN+vfyND30vw0nndjYeCBf4+Z8rfPnfK3sQncDRQoAAFCDkhKpY0djlJSYHQ0sxF1RqRHqsJkcCQAAAIKGxdYXJDVgjlH3SAOvk/w+6a0p0t4fG/XbXzKgjf76y36SpJe+26W/fLypVokNv9+vN3/Yowlzv9Wm9AJtyyzUXW+tOaVqDwAAAKCxHK7UcJgcCQAAAFA3JDVgDptN+sXfpS5jpPIS6ZXLjAbijehXQ1L1yIQ+kqTnvt6he99dp905RTVeX+wp151vrdXd/1krd7lPIzrFKyzEri83Z+nFb3c1UtQAAABA3QV6atAoHAAAABbFTBbmcYRKV7wktRshufOkVy+Xlv9LasSqh2uHt9fM8b0kSa+v2KOz/7ZE1/7fcn249kDgU2yStC2zQBPmfqv/rNoru026a2x3/fvGYbrvwp6SpL98vEk/789rtLgBAACAuqCnBgAAAKwuxOwA0Mw5o6RJ/5X+d7u05jXp47ukzA3ShX8zkh6NYMoZHdUxIVIvfrtLX2/N0tJt2Vq6LVsJUWG6Ykiq2sSF69GPNqrY41WraKf+edVADe8UL0maNKK9vtmapc83Zuq213/S/35/piLC+J8VAAAAglNlUsNJUgMAAAAWxUwW5gtxShOekcY8LMkmrXxReuVSqfhgo4UwqnuiFvx6qL6+6xxNPaeLWkU7lV3o0bNLtuv+99ar2OPVGV3i9dFtIwMJDUmy2Wx67PL+Sox2antWkR7+YEOjxQwAAACcLA+NwgEAAGBxJDUQHGw26YzbpKvekMKipF3fSM+fI2VuatQwUltG6M6x3fXdPedq3rWDdXa3VgoPdei287rq5V8PU6to5zGvaRkZpr9PHCCbzdjC6qN1Bxo1ZgAAAKC22H4KAAAAVsc+OQgu3cdJN3wmvT5ROrRLmj/GaCje55dG4qORhDrsGtcnWeP6JMvv98t2gu99RpcE/easzpr31Xbd85+16p8apzZx4Y0ULQAAaHZCQqRbbz18DNSSJ9Ao3GFyJAAAAAgaFltf8PEcBJ+kXtJNX0rtz5Dc+dJ/bpD+fYV0aLcp4ZwooVHpjvO7qX9qnPJLy/XHN1bL62u8hucAAKCZcTqluXON4Ty2khSoCZUaAAAAOIbF1hfBn3ZB8xSZIF33nrT079I3j0vbPpOeGS6dc5807LeSI/j+0w112PXUlQN00VNLtWLXQZ37xBJ1iI9U2xbhSm0ZobYtwtW2RYQ6t4pUtKtxmqADAAAAR6pMatBTAwAAAFYVfH8ZBiqFhEmj/iT1vlT64HZp97fSp/dJ696Uxj8ltR5gdoTHaB8fqdmX9dW0N1drd06xducUH3NNRJhDT189UOf2SDIhQgAA0CT4/VJ2tnGckNCo23TC2iqTGk4qNQAAAFDJYusLkhoIfq26Sdd/IK1+Vfr0funAGqOJ+PBbpXPvl0KDq3fF+P6tNaxjS23LLNSeQ8Xae6hEew4aj7tyipVd6NZvX1ml5yYN1jndE80OFwAAWFFxsZRYMY8oLJQiI82NB5ZR5mX7KQAAABzFYusLkhqwBrtdGjRJ6jpWWnSP9PM70rKnpa2fSpc+J7UZZHaEVSTGuJQY4zrmfJnXp9+/9pMW/Zyu37yyUs9PGqKzu7UyIUIAAAA0Rx6SGgAAALA4ZrKwlugk6YoXpasWSlHJUvYW6f9GS18+KnnLzI7uhEIddj111UCd3ytJnnKfbn75Ry3dmm12WAAAAGgm3IGeGiwFAQAAYE3MZGFN3cdJty6Tel8m+b3SV3+V/u88KXOj2ZGdUFiIXU9fPUijeybJXe7TDQt+0HfbSGwAAACg4VX21AgjqQEAAACLYiYL64poaVRtXP6CFN7C6LXx3NnSd/+UfF6zozuusBC75l4zUOf2SJS73KdfL/hBy7bnmB0WAAAAmjh6agAAAMDqmMnC+vr8Urr1e6nr+ZLXbTQTf/ECKXOT2ZEdlzPEoWevHaRR3VuptMynX7/0g95euVf7ckvk9/vNDg8AAABNUKBSg6QGAAAALIpG4WgaopOlq9+UVr0sfXKvtGe5NO9MaeQ0aeQdUojT7Air5QxxaN61g3XzKyv19ZYs3fnWGklSQlSY+rWNU/+2ceqXGquuiVHKLylXVqFbmfmlFY9uZRW65Qyxq3tStLolR6t7UrRSYl2y2WwmvzMAAAAEo8pG4U6SGgAAALAokhpoOmw2afD1UpfzpA/vlLZ8bPTaWP+OdPFTUvvTzY6wWq5Qh/513WD9/fMtWro1W5vSC5Rd6NEXmzL1xabMk75ftCtE3ZOi1T05Wr/o11rDO7UkyQEAQFMTEiJdf/3hY6CWPDQKBwAAwNEstr6w+dnn5hj5+fmKjY1VXl6eYmJizA4HdeH3Sxvekz66WyqqSAwMniyNfkgKjzMxsBMrLfPq5/35Wrs3V2v35mnN3lztzilWi4hQJUQ5lRjjUqsopxJjnEqIcqrYXa7NGQXanF6gHdlF8vqq/k+6X9tY3TSyky7ok6wQFq8AAKAeMW+uvWD5WQ155DNlF3q06PaR6pHM7wwAAADBo7Zz5uBPuwB1YbNJvS+VOo2SPpsprVogrXxJ2vyxNO4vxnNBWr3gCnVocPsWGty+ReCc3++vVbWFu9yrndlF2pxeoO93HNQ7q/Zq7d48/f71n5TaMlw3nNFRvzotVRFh/E8fAACgOXJX9tTgwy4AAACwKCo1qhEsn6JCPdq1VPrfH6ScbcbXnc+VLnxciu9sblwNLKfQrVe+362Xl+3WwSKPJCk2PFRXnpaqs7u10qD2LeQKdZgcJQAAOGl+v1RcbBxHRJj2YQ3mzbUXLD+r7vd/LHe5T0v/dI7atogwLQ4AAAAEEYutL0hqVCNYFhyoZ2Wl0rdzpG+ekLweyeE0moifeXvQNhKvLyUer95etVfzv9mhXTnFgfNhIXYNTI3TiM7xOr1zgvqnxsoZQpIDAICgV1QkRUUZx4WFUmSkKWEwb669YPhZ+f1+dbr3I/n90op7z1NijMuUOAAAABBkLLa+YA8aNB+hLmnUPVLfK6QP75B2fCkteVRa96Z00RPGVlVNVHiYQ9cNb6+rh7bTZxsytGj9AS3bkaOMfLeW7zyo5TsPas7nW+UKtevK09pp+oU9SG4AAAA0MV6fX5UfaQsLYfspAAAAWBNJDTQ/8Z2l696V1v9H+uReY0uqly+R+k00+m1EtDQ7wgbjsNs0rk+yxvVJlt/v187sIi3bkaPvtudo+Y4cZRd69NJ3u/RT2iHNvWYQWxIAAAA0IR6vL3BMUgMAAABWxUwWzZPNJvW9XJr6gzT0Zkk2ae1C6Znh0qaPzI6uUdhsNnVqFaVrhrXX3KsH6Yf7Rmv+9UMUFxGqNXvz9It/LtWSzZlmhwkAAIB64ik/IqlBo3AAAABYFDNZNG+uWOnCv0k3fi4ldJMKM6Q3rpLe+Y1Ucsjs6BqVzWbTeT2T9L+pZ6pvm1jlFpdpyks/aM7nW+Tz0XoHAADA6iqTGjabUcELAAAAWBFJDUCS2g6RfvO1dPptks0urX1DemaEtOUTsyNrdKktI/TWb0fo6mHt5PdLcz7fqikv/aBDRR6zQwMAAMApcFckNcIcdtlsJDUAAABgTfTUACqFhkvnPyz1HC+9d4vRa+O1X0kDrpHOuVeKbWt2hI3GFerQo5f21eB2LXTfe+v01ZYsjfn71+qeHKUoZ4iinKGKdoUo0ulQlDNUDrtU5vWr3OtXuc8nj9encq9fNknDO8VrZLcEGo8DAACYrKyipwb9NAAAAGBlJDWAo6UOlX67VPriEWnZXGn1v6U1r0tdRkuDrpe6jZUcoWZH2Sh+ObiterWO0S2vrtSunGJlb3Of9D3+b+lORbtCNLZ3ssb3b63TO8crlD2cAQA4NQ6HdPnlh4+BWqhsFO4kqQEAAIAjWWx9YfP7/WyWf5T8/HzFxsYqLy9PMTExZocDM6V9byQ3dn1z+FxUklG9MWiS1LKjebE1omJPuZbvOKj80jIVlJar0F2uInd54Njn8yvEYVOIw65Qu02hDrtCHHYVusv06c8Zyiw4nAxpERGqcX1S9It+KRrasSUJDgAALIx5c+0Fw89q7d5cXfz0t2od69J3088zJQYAAACgJrWdM5PUqEYwLDgQZHK2S6sWSKtfk4qyDp/vMlo6b6aU0s+82IKc1+fXD7sO6oO1+/XRunQdPKI3R4wrROf2SNSYXsk6u3srRTkpHgMAwEqCdd48d+5c/e1vf1N6err69++vf/7znxo6dGi1144aNUpfffXVMecvvPBCffjhh5Ikv9+vmTNn6vnnn1dubq7OOOMMPfvss+ratWutYwqGn9WPuw7q8nnL1D4+Ql/ddY4pMQAAAAA1qe2cmb8gArUR31kaM0s6535py8fSypek7V9K2z6Xti2W+l8pnXt/s+q7UVsOu03DO8VreKd4PTi+t5btyNEHaw7os40ZOljk0Xur9+u91fsV5rBreOd4jemVpIv6pqhlZFidvl9ecZnW78/Tun3GOFTk0Y0jO+rcHkn1/M4AAEAwWrhwoaZNm6Z58+Zp2LBhmjNnjsaOHavNmzcrMTHxmOvfeecdeTyHP3SRk5Oj/v3764orrgice+yxx/TUU09pwYIF6tixox544AGNHTtWGzZskMvlapT3VR8qt58Ko1IWAAAAFhYUlRon80mqd955R48++qi2bdumsrIyde3aVXfccYeuu+66wDWn+kmqYPgUFSwgZ7v05Z+l9f8xvg5xSSN+J51xu+Tiv5sT8fr8WpV2SJ9tyNBnGzK0M7so8Jwr1K6JQ1J148hOSm0Zcdz7HMgr0Ufr0rVq9yGt25entIPFx1xjs0l3je2uW87uLJvNVu/vBQCARldUJEVFGceFhVJkpClhBOO8ediwYTrttNP09NNPS5J8Pp9SU1P1+9//Xvfcc88JXz9nzhzNmDFDBw4cUGRkpPx+v1q3bq077rhDd955pyQpLy9PSUlJeumll3TllVfWKq5g+Fkt2ZypyS/+oN6tY/ThbSNNiQEAAABByGLrC9M/olP5SaqZM2dq1apV6t+/v8aOHavMzMxqr2/ZsqXuu+8+LVu2TGvXrtWUKVM0ZcoUffLJJ4FrKj9JNW/ePC1fvlyRkZEaO3asSktLG+ttoTmI7yxd/oJ04xdSu9Ol8lLpmyekpwZKK56Xyk++qXZz4rDbdFqHlrr3wp768s5R+nza2frTuB7qlRKj0jKfFizbrVGPL9Ftr/+k9fvyqrw2q8Ctl5ft0q/mLdOI2V/o4Q826MN1BwIJjdSW4bqwb7LuHtddE4ekyu+XHlu0WX94Y7VKy7xmvF0AANAIPB6PVq5cqdGjRwfO2e12jR49WsuWLavVPebPn68rr7xSkRULuZ07dyo9Pb3KPWNjYzVs2LDj3tPtdis/P7/KMJunvKJSg0bhAAAAsDDTt5968sknddNNN2nKlCmSpHnz5unDDz/UCy+8UO0nqUaNGlXl6z/84Q9asGCBli5dqrFjx8rv92vOnDm6//77dckll0iSXn75ZSUlJem9996r9pNUbrdbbvfhP0AHw4IDFtJ2sDTlI2nzR9JnM6ScbdJHd0qLZ0ldx0g9fmE8OqPNjjSodUmMUpfEKP327E76bnuO5n21Xd9szdb7a/br/TX7NbJrgkZ1T9SXmzL13fZs+Y6oMRvaoaVG9Wilfm3i1KdNjOIiqm5d1adtrB56/2e9v2a/dmYX6V+TBislNryR3yEAAGho2dnZ8nq9Skqquu1kUlKSNm3adMLXr1ixQuvXr9f8+fMD59LT0wP3OPqelc9VZ/bs2XrooYdOJvwGV7n9VCjbTwEAAMDCTJ3Nnuonqfx+vxYvXqzNmzfrrLPOklS3T1LNnj1bsbGxgZGamnqK7wzNjs0m9bhIuvV76cLHpejWkjvf2Jrq7SnSY52l1yZKq16RinLMjjao2Ww2ndElQa/cMEwf3namLhnQWg67Td9szdbDH2zQ0m1GQqN/apzuv6inlk0/V2/+doRuHdVFZ3ZNOCahIUnXDW+vV28cphYRoVq3L0/j//mtVu4+ZMK7AwAAwWz+/Pnq27dvjVvhnozp06crLy8vMPbs2VMPEZ6asoqkhpNKDQAAAFiYqZUadf0kVV5entq0aSO32y2Hw6FnnnlGY8aMkVS3T1JNnz5d06ZNC3ydn59PYgN14wiVht4kDblB2rdS2vi+tOkD6eAOacsiY9jsUtuhUvdxUrdxUqseRlIEx+jdOlb/uHKg7jy/u+Yv3anN6QU6s2uCxvdrrXbxx++1cbThneL1/tQzddPLP2pTeoGu+tf3uuP8bjq9c4K6JEYpPMzRQO8CAAA0loSEBDkcDmVkZFQ5n5GRoeTk5OO+tqioSG+88YZmzZpV5Xzl6zIyMpSSklLlngMGDKjxfk6nU06n8yTfQcMKbD9FpQYAAAAszPTtp+oiOjpaq1evVmFhoRYvXqxp06apU6dOx2xNVVvBuOCAxdntUuppxhgzS8rcaCQ3Nr4vpa+T9nxvjM8flOLaS90vkLqNldqfKYUcW2nQ3KW2jNCDF/eul/v855bTNe3N1frk5wzN/thIntpsUof4SHVLilL35Bj1SI5Wt6RodYiPUAiLfgAALCMsLEyDBw/W4sWLNWHCBElGo/DFixdr6tSpx33tW2+9JbfbrWuvvbbK+Y4dOyo5OVmLFy8OJDHy8/O1fPly3XLLLQ3xNhoMPTUAAADQFJia1KjrJ6nsdru6dOkiSRowYIA2btyo2bNna9SoUXX+JBXQYGw2KamXMc6+W8rdU1G18Ym082spd7e0fJ4xXHFSz19IvS+TOp4tOSyZdwxqkc4QPXvNYL303S59tiFDmzMKdLDIo53ZRdqZXaRPfj7871FYiF1dWkUZSY7kaHVPjlavlBglxbhMfAcAAOB4pk2bpuuvv15DhgzR0KFDNWfOHBUVFQV6+E2aNElt2rTR7Nmzq7xu/vz5mjBhguLj46uct9lsuv322/XII4+oa9eu6tixox544AG1bt06kDixCnc5PTUAAABgfab+xfRUPkl1JJ/PF2j03ZQ+SYUmKi7V2KJq6E2Su1DaseRwkqMoU/rpVWNEJEi9LjYSHO1Pl+xsj1Rf7Habfn1mR/36zI7y+/3KLvRoc3qBNmcUaHN6vjanF2hLRqFKyrzacCBfGw7kV3l9p4RInd4lXmd2SdDwTvHV9vEAAKBBORzShRcePkbAxIkTlZWVpRkzZig9PV0DBgzQokWLAtvTpqWlyW6v+kf9zZs3a+nSpfr000+rvefdd9+toqIi3XzzzcrNzdWZZ56pRYsWyeWy1gcdKhuFU6kBAACAKiy2vrD5/X6/mQEsXLhQ119/vZ577rnAJ6nefPNNbdq0SUlJScd8kmr27NkaMmSIOnfuLLfbrY8++kj33HOPnn32Wd14442SpL/+9a/6y1/+ogULFgQ+SbV27Vpt2LChVguP/Px8xcbGKi8vTzExMQ36/oEAn1fa/Z3RXHzj+1LxEQ3FIxOlDmdK7YZLqcOkpD5UcTQwn8+vvYdKtCk9X1syCrQpvUBbMgq0LbNQviP+1bTZpD6tY3V6l3iN652sAalxstEjBQDQTDBvrr1g+Fn94/Ot+vvnW3T1sHZ69NK+psQAAAAA1KS2c2bT/yp6sp+kKioq0q233qq9e/cqPDxcPXr00KuvvqqJEycGrmkqn6RCM2N3SB1HGuPCx6WdX0k/vyNt/J9RwfHzO8aQpLAoqe0QKXW41GmUkeiw84m7+mS329QuPkLt4iN0fu/D2+HllZRp+Y4cfbstW99uz9G2zEKt25endfvy9NxXO9SnTYyuG95eF/dvc0rNx70+v3IK3TqQV6oDeaXKyD/86C73KjkmXCmxLqXEuYzH2HAlRjvpAQIAAGrk8Xol0SgcAAAA1mZ6pUYwqm1GyOv1qqysrBEjg5lCQ0PlMKP8qtxjNBVPWy6lLZP2/iC5q26HpNhUqc8vpb5XSMl9Gj/GZiwjv1Tfbc/Wks1Z+nh9eqABZ4wrRJcPTtW1w9upU6soSUaiYn9uiXZmF2l3TpF25RQrq8CtQne5CkrLVFBaXjHKVOgur1IRUht2mxQbHhoYMUccJ8W4NLpnknqmRFNJAgCoN8FQfWAVwfCz+vOHG/T8Nzv1m7M6afqFPU2JAQAAAKhJbefMJDWqcaIfnt/vV3p6unJzcxs/OJgqLi5OycnJ5v5R2OeVMjcaiY7dy6Stn1ZNciT2kvpebiQ44tqZF2czdKjIo7dW7tGr36cp7WBx4Hz/1DgVlJZpz8FilXlr/0+u3SYlRruUHOtSckzFY6xLzhC70isqOA7klWh/rlHBUV6LLEjXxChdMqC1Lu7fRu3iI455vthTrjV78vTTnkPakVWkyad3UJ82sbWOGQDQSIqKpMRE4zgzU4qMNCWMYPhDvVUEw89q5n/Xa8Gy3Zp6ThfdOba7KTEAAAAgCFlsfUFSoxon+uEdOHBAubm5SkxMVEREBJ96bgb8fr+Ki4uVmZmpuLg4paSkmB3SYWWl0tZPpLVvGgkOr+fwcx1GSoOul3qOl0LZfq2x+Hx+fb01S69+v1uLN2XqyH9lwxx2tYuPUIf4CHWIj1RyrEvRrhBFu0KPegxRfKRTDnvt/n3x+fzKLnTrUHGZ8kqOHVvSC/TF5sxAJYkkDWwXp0v6t1ZsRKhW7c7VqrRD2pReIO8RyZHwUIeeuWaQzumReMIYij3lenvlXg1u30K9W5MIAYAGVVQkRRmVgCosDPpFB4LjZzX9nXV6fUWapo3pptvO62pKDAAAAAhCFltfmN5Tw2q8Xm8goREfH292OGhE4eHhkqTMzEwlJiaasxVVdUJdUq9LjFGSazQZX/eWtPMbaVfFcMVJ/SZKgyaxPVUjsNttGtU9UaO6J2rPwWL9sOugkmNcap8QqeQYV60TFSf7PRNjXEqMqTl5lV9apkXr0/X+6v36bnu2fkrL1U9pucdclxTj1KB2LZRT6NGKXQd148s/6tFL+2jiaTVX/qzdm6vb31itHdlFctht+v25XfS7c7oolD27AQAIGpUfbggL4f+fAQAAYF0kNU5SZQ+NiIhjt21B01f5ey8rKwuepMaRwuOMxMWgSVLuHmn1v6WfXpXy9kgrnjNG60HG1lStukstOxn9OBz8U9BQUltGKLVlcPx7EeMK1a+GpOpXQ1KVmV+qD9Ye0EfrDsjr92tgagsNah+nQe1aqHWckcDzlPt0zztr9c6qffrTf9Zpf26pbh/dtUp1mtfn17yvtuvvn21Ruc+vyDCHijxezfl8q77YlKknfzVAXRKjzHrLAADgCB5vRVKDDx0AAADAwvhLZh2x5VTzZKnfe1yqNOoe6ay7pB1fSqtekTZ9KO1fZYxK9hAprr2R4GjZSUruK7UbIcV3lqz0fnFSEmNc+vWZHfXrMzvWeE1YiF1PXNFfKbEuzf1yu/6xeKvS80r1yKV9FOqwa19uif64cLVW7DwoSbqwb7IevbSvvt6arfvfXae1e/N00VPf6E/jemjy6R1kP6JCpdhTrm+2ZuvzDRn6Zmu2UuJc+t2oLjqvZ6K1/ncGAICFeMq9kqRQKjUAAABgYSQ1gKbO7pC6jDZGUba05g1p97fSwZ3SoZ1Seal0cLsxjhSRILUbbiQ42o+QkvtJjlBz3gNMY7PZdNfYHkqJDdeM/67Xwh/3KKOgVOP7tdaD//tZBaXligxz6MGLe+vywW1ls9l0cf/WGtqhpe56e42+2ZqtWR9s0OcbM3TvhT21bl+ePt+QoaXbsuU+or9Hen6pbnz5R/VtE6vbR3fVuT1IbgAAUN/KvEbfLCeVGgAAALAwkhpAcxKZIJ0+1RiS5PNJBQekgzuMkbNV2rtS2rdSKs6WNn1gDEkKi5J6X2o0Hm87hCqOZuba4e2VFOPS719fpSWbs7Rkc5YkaUBqnOZMHKAOCVUbSCXHuvTyr4fq1eVpevTDjfpue45+8c+lVa5p2yJcY3olaVT3RC3bnqOXl+3Sun15umHBj+rfNla3j+6mUd1b1Vtyw+/3y+dXg/Q0AQDACuipAQAAgKaApAbqrEOHDrr99tt1++23mx0K6spul2LbGKPjyMPny93S/tVS2jIp7XvjsTRX+ukVY7TqafTt6DdRiow3K3o0sjG9kvTaTcN144IflVvs0dRzuuj353WtsRm4zWbTdcPb68wuCbrrrTVamXZI/drEakyvJI3ulaTuSdGBhMXZ3VrpppEd9a+vd+jlZbu1Zm+eprz0g3q3jlGH+EjZ7TY5bJLDbpfDbiQmwkNDFB8VpoSoMCVEORUf5VR8ZJhiI0KVnleq7ZmF2p5VqB1ZRdqeVajtWUVyl3s1IDVOwzvFa3ineA1q10LhYVX74/j9fmUVurXxQIE2HshXscerq4e2U3JszU3YAaDR2e3S2WcfPgZqgaQGAAAAqmWx9YXN7/f7zQ4i2OTn5ys2NlZ5eXmKiYmp8lxpaal27typjh07yuWyxh+4TvQp55kzZ+rBBx886ftmZWUpMjLylJqmjxo1SgMGDNCcOXPqfI/GZMXff73w+YzExk+vSD+/J5WXGOcdYVKPX0hdx0iRraSIeKMaJCJBCguO5tiof3nFZcovLTvpBuiecl+t/oiSXeiuSG7sUmmZ74TXn4pQh03928ZpaMeWKvP6AomMnCJPleuSYpx6YfJp6t06tkHjAQCrOd68GVUFw8/qkrnfas2eXD0/aYjG9EoyJQYAAACgJrWdM1Op0QwcOHAgcLxw4ULNmDFDmzdvDpyLiooKHPv9fnm9XoWEnPg/jVatWtVvoAhedrvU4QxjjPuLtP5tadXL0oE10s/vGONooRFSVKKR9Bh6k9SiQ6OHjYYRGxGq2IiT769S20+FJkQ5de+FPXXTyE76YlOGSst88vr8xvAbjz6fX4WecuUUepRT6FZOkUc5hR5lFbrlKfcp2hWiTq2i1LlVpDpXPHZqFaUQu00/7Dqo73cc1Pc7cnQgr1Q/7j6kH3cfqhKD3SZ1TIhUz5QYbUov0LbMQv1q3jLNvWaQRnVPPG78BaVl+mJTpkLsdiVEhalVtFMJ0U5FO0PoEwIAMFUZlRoAAABoAkhq1AO/36+SMm+jf9/wUEet/kCWnJwcOI6NjZXNZgucW7Jkic455xx99NFHuv/++7Vu3Tp9+umnSk1N1bRp0/T999+rqKhIPXv21OzZszV69OjAvY7efspms+n555/Xhx9+qE8++URt2rTRE088oYsvvrjO7/E///mPZsyYoW3btiklJUW///3vdccddwSef+aZZ/T3v/9de/bsUWxsrEaOHKm3335bkvT222/roYce0rZt2xQREaGBAwfqv//9ryIjI2v6dqiN8DjptBuNsX+1tOZ1KWuz0YOjKMd49HqksmLp0C5p2dPSsrlS9wukYb+ROp5NPw7USqtopyae1u6kXuP3+1Va5pMr1F7jv4+dWkVp4mnt5Pf7tedgib7fkaMfdx9UeKhDPVNi1DMlRt2SogPbUuWVlOmWV1fqu+05umHBj3r4kj66etixcbnLvXr1+zTN/XKbDh5V6SEZf0BqFeVUh4QIXTqwrS7sm6yIMP5vGADQeDzeiqQGjcIBAABgYfw1pR6UlHnVa8Ynjf59N8waW29/ELvnnnv0+OOPq1OnTmrRooX27NmjCy+8UH/+85/ldDr18ssva/z48dq8ebPatav5j4wPPfSQHnvsMf3tb3/TP//5T11zzTXavXu3WrZsedIxrVy5Ur/61a/04IMPauLEifruu+906623Kj4+XpMnT9aPP/6o2267Ta+88opOP/10HTx4UN98840kozrlqquu0mOPPaZLL71UBQUF+uabb8Rua/Ws9QBjHMnvl9wFRnIjc6P0w/9J27+QNn9kjFY9pKE3G/04nFHV3RWoM5vNdkyPjONd2y4+Qu3iI/Sr01JrvC42PFQvTRmq6e+s039W7dW9767TnkPFuuv87rLbbfL6/Hrvp3168rMt2pdrbM3WPj5CidFOZRd6lFXgVqG7XJ5yn/bllmhfbom+3Zajh97/WRcPaK0rT2unPm1iqOIAcHKKiqQOHYzjXbskPrSBWqCnBgAAAKplsfUFSQ1IkmbNmqUxY8YEvm7ZsqX69+8f+Prhhx/Wu+++q/fff19Tp06t8T6TJ0/WVVddJUl69NFH9dRTT2nFihUaN27cScf05JNP6rzzztMDDzwgSerWrZs2bNigv/3tb5o8ebLS0tIUGRmpX/ziF4qOjlb79u01cOBASUZSo7y8XJdddpnat28vSerbt+9Jx4A6sNkkV4wxWnaSelwkZW2RVvyroqpjk/ThNOnju6WWnaXEHkbj8crH+M6S4+S3NgIaUliIXY9f0U+pLcM15/OtenbJdu05WKyL+7fWE59u0eaMAklG743bR3fTFYPbKuSIT8GWlnmVVeBWVqFby7bnaOEPe5R2sFj/Xp6mfy9PU6+UGE08LVX92sYqPMwhV4gj8OgKsyvMUXPlSVOSU+jWe6v3a1jHlurThv4lwAllZ5sdASymMqnhJKkBAACAo1lofUFSox6Ehzq0YdZYU75vfRkyZEiVrwsLC/Xggw/qww8/DCQISkpKlJaWdtz79OvXL3AcGRmpmJgYZWZm1immjRs36pJLLqly7owzztCcOXPk9Xo1ZswYtW/fXp06ddK4ceM0btw4XXrppYqIiFD//v113nnnqW/fvho7dqzOP/98XX755WrRokWdYsEpatVNuuhx6bwHpNWvGwmOg9ul7M3G0H8PX2sPlWLbSnGpUmyqcVz52LKjFNee7atgCpvNpttHd1PbFhG65z9r9cHaA/pgrdGzKMYVoltGddHk0ztUWyniCnUotWWEUltGaFC7Frrl7M76fkeO3vhhjxb9nK4NB/I18/2fa/zedpvxb354WMUIdQS+jo90qm3LcKW2MO7frmWE2sSF1/pTuGVen/YeKtGu7CLtOVSsUIddceGhiosIU4vIULWICFNcRKicIbX7/5xDRR5tyyrU1oxCZRe6dU73RPVte/wERWmZVy99t0tzv9imAne5JOmifim68/zu6pgQ3J8OAQArqdx+KpTtpwAAAGBhJDXqgc1ms/y+6Ef3mbjzzjv12Wef6fHHH1eXLl0UHh6uyy+/XB7PsfvEHyk0tOon7G02m3w+X73HK0nR0dFatWqVlixZok8//VQzZszQgw8+qB9++EFxcXH67LPP9N133+nTTz/VP//5T913331avny5Onbs2CDxoBZcsdLw3xq9NfL3S1kbjS2qMjcZx1mbJU+hdGinMaoT3kJqM1hqM0RqO8Q4jjj57c2Aurp8cFu1jnXpN6+ulKfcp8lndNCtZ3c5qebpdrtNp3dJ0OldEpRb7NF7P+3Tf9fsV1aBW6VlXpWW+VRS5pXXZ2yZ5/NLRR6vijy1699ks0lJ0S7FRYQqyhmiaFeIolyhinaFKNoZIne5T7tyiioSGSWB73M8EWGOQLKjZaSR6KhMeBws8mhbZqG2ZRYq56h+Ik9+tkX9U+N07bB2Gt+/tVxHJOT9fr/+t/aAHlu0SXsPGVt3tW0Rrn25Jfpw7QF9sj5dVw5N1W3ndVVitKu2P14AQA1oFA4AAICmwNp/iUeD+fbbbzV58mRdeumlkozKjV27djVqDD179tS33357TFzdunWTw2H8USwkJESjR4/W6NGjNXPmTMXFxemLL77QZZddJpvNpjPOOENnnHGGZsyYofbt2+vdd9/VtGnTGvV9oBo2mxTbxhhdDjefl88n5e+VctOkvL1S3h4pd8/h40O7pJJD0rbPjVGpRUcpspVUXiKVu6WyUqm8YthsUu9LpdNvM7a2AurB6V0StPTucyXppJIZ1YmLCNPkMzpq8hnHJlzLvEZyo9TjVUmZMYo9xtfFHq+KK7a12nOw2BiHirXnYIlKyrxKzy9Ven5prWJwhdrVIT5S7VpGyOf361BxmQ4Ve5RbXKbcYo98fhnfz+PV/rwT37NNXLg6J0YpPNSuLzdlac2eXK3Zk6tHPtyoKwa31TXD2+tgkUePfLhBP6XlSjK27rprbA9dNrCNNqUX6LFPNmnJ5iy9+n2a/rNyn244s6NuPruTYlwNtz2dz+fX/rwS7couVl5JmYrc5SqsGJXH8VFO3TiyY4PGAQANxe0lqQEAAADrI6mBanXt2lXvvPOOxo8fL5vNpgceeKDBKi6ysrK0evXqKudSUlJ0xx136LTTTtPDDz+siRMnatmyZXr66af1zDPPSJI++OAD7dixQ2eddZZatGihjz76SD6fT927d9fy5cu1ePFinX/++UpMTNTy5cuVlZWlnj17Nsh7QD2x26W4dsaoTrlbylgv7V0p7Vsp7ftRytl2/MoOSVr5krTqZannxdKZt0utBzZE9GhmTjWZURuhDrtCHfaT+gO63+9XTpFH+w6VqKC0XAWlZSpwl6ugtFyFFV877DZ1SIhUh/hIdUiIUFK0S3Z79du6+Xx+FbjLlVvsMZIdRR4dqjg2znkU7QpV18QodUmMUudWUYp0Hp5eZBe69eaPe/Tv79O0L7dE/7d0p/5v6eH/vUaEOfSbszrrprM6Bqoee7WO0UtThur7HTn6y8ebtHpPrp7+cpsWLNul83okanSvJJ3drZWiTyGxsD+3RGv35ml7VqG2ZhRoW1ahtmcWqaTsxNUw/1m5V49f0V8jOsfX+fsDQGPz+/2HG4Wz/RQAAAAsjKQGqvXkk0/q17/+tU4//XQlJCToT3/6k/Lz8xvke7322mt67bXXqpx7+OGHdf/99+vNN9/UjBkz9PDDDyslJUWzZs3S5MmTJUlxcXF655139OCDD6q0tFRdu3bV66+/rt69e2vjxo36+uuvNWfOHOXn56t9+/Z64okndMEFFzTIe0AjCXFWbD01+PC5kkPS/p8kT7EU6pJCXFJIuHFtaLiUv0/67mlp6yfShveM0ekcI7nR8Wz6c6DJsdlsSohyKiHKWS/3s9ttig0PVWx4qNrX4W/4CVFO3Tqqi35zVmd9tSVTryzbrSVbsiRJvxqcqjvO76bEmOq3lhreKV7v3nq6Pvk5Q3/7ZJO2ZxXpvdX79d7q/Qp12DSic4LG9DSSHCmx4ceNw+/3a0tGoT79OV2fbEjX+n3V/39aqMOmdi0jFB/pVKTToShXqKKcDkU5QxQeFqL3ftqntIPFuvr/vteNZ3bUHed3r7KlVkMrdJer3OtTXERYo31PAE1DmffwVoMkNQAAAGBlNr/ff+KNtJuZ/Px8xcbGKi8vTzExMVWeKy0t1c6dO9WxY0e5XOzv3dzw+7ewjJ+lb/8hrXtb8ld8Eju2ndGAPDpJikqWohKl6GRjJHSXYlqT9AAaQHpeqdH3o4ZkRnW8Pr9WpR3SZxsy9NmGDO3MLqryfOtYl9q0CFebuHC1bRGhNi3C1bZFuELsdn25OVOf/Jyu3TnFgettNqlXSoy6JUUHKky6JkWpXcuI4zbQLXSX688fbtDrK/ZIkronRevJif3Vu/Xxm6Efze/3a/2+fHn9fvVpHaOQ43xPv9+vlbsP6bUVafpw7QGVeX26sG+Kfnt2Z/VpU/P39fv9+nprtl76dqd2ZhdpXJ8UXTeivdrEHT8BdDyZ+aV6e9Ve+f3SNcPakVwxU0mJdNZZxvHXX0vhdf+9norjzZtRldk/qyJ3uXrP/ESStHHWOIWHNV5CFgAAAEHOYusLkhrVIKmBmvD7bwIO7ZaWPS2tesXowXE8EfFScl8puZ8xUvpJ8V0kO38EAMy2LbNQn280Ehyr0g6pNrOZsBC7RnZJ0Pm9k3Rez6RTqmb5fEOG7nlnrbILPQp12DRtTHfdfFYnOWrYxqtSQWmZ3vtpn179Pk2bMwokSdGuEI3oFK8zuybojC4J6pQQKZvNptxij/6zap9eX5GmbZmF1d7vrG6tdMvZnTW8U0vZKpKwxZ5y/WfVPr307U5tz6qa/HHYbRrbO0lTzuioIe1bBF5zPJVJlQXLduvjdQdUXtFYPtoVoltHddGUMzo0arUKgovZf6i3ErN/VoeKPBr48GeSpO2PXnjCf68AAACAxkZS4xSQ1EBN+P03ISWHpMyNUkG6VJhR9TF/v9Grw1/N3vohLqlVdymxt5TYU0rsZTxS1QGY5lCRRztzirTvUIn25ZZo76HiwHF+SbmGd2qp83sn66xurRTlrL+dN3MK3brnnXX6bEOGJKllZJgGpMZpQGqcBraLU7+2cYoNN/p+/Lw/T/9enqb3ftqnYo/xb4sr1C5niEN5JWVV7ts61qWuSdFatiMnsP99eKhD4/un6Kqh7eQMcei5r7frf2v2qyK/oAGpcZpyRget35enhT/sUX5puSQpyhmiK4a01cB2LfTGijR9tz0n8H36tInR5NM76uxurRQe5pArxF6lYqTE49X7a/ZpwXe7teHA4e26hrRvoUJ3uTalG0mZlFiX/jimm345qO0xfyTNKynTDzsP6vsdOTpY5NGwTi11VrdWJ9wuDNZh9h/qrcTsn1VGfqmGPbpYDrtN2x+9sNG/PwAAAHAiJDVOAUkN1ITffzNSViplbpDS11WMtVL6eqmsqPrrXbFSbKpR3RGZYDxGJEiR8VJUkpTUW2rRkcQH0MT4/X699eNePfzhBhVUJBKO1LlVpCLCQrRuX16Vc9cOb6/LBrVVlDNEP+/P0zdbs/Xttmz9uOuQPF5f4NpeKTG6alg7XTKg9TEN49NyivX8Nzv05o975C7/f/buOzyqMu3j+HcmPZn0DgkEQu9IEwuioiCKqFhwsaCurl1eV9e6gr2tyq51V1fsDbuiuIiCCIqIFJFeA4QU0nuZOe8fTzLJkAQSCAyB3+fac52ZM2fOPDOZlXnOfe77dnk8lhIdzOXHpXD+oCSPhuprMwp5beFWPlm2s8FzwPQUCfT1IdDfh9KKakpqAjABvnbOGdCeS4d3pE/7cJwui0+X7eSp/60jvaAcMKW4/np6NwAW1wQyVu8qbDSLpnt8KCd1j+WkbrEMTokkwFeZHm2Vt0/UtyXe/qy255Zy4hPfE+hnZ+2D6jMnIiIiIocfBTUOgIIa0hT9/Y9yLhfkbTEZHlmrzZK5uumsjj0FhkNif0gcAO0GQLuBEJECdjXrFGnryqucrN5VyPK0fJZvN0tabl0PD1+7jdF9ErhkWEePUlF7Kqt08uu2XNbsKuTYztH0bR++zxJR2UUVvLZoC5+vSCclOoQrjk9hZLc47HspLZNXUsm7S9J4++c0duY3XYovKTKIy4Z35MLByY32zyivcvLGT1t57ruN7uyQPXWOCWFY5yhiHAEs2LCbFTvyPQIdQX4+9G0fTufYEDrHhtApxkHn2BB3fxPLsiipdJJdVEFWYTnZxRVkF1UQFeLPab3iCfbfd/aNZVmszSiisKyKYZ33o+N9PbuLK5i9KoM5qzMJCfDhoiEdOLFLzF4/773ZkVfKFyt28d3aTCqrXQT6+RDk70OQn1kC/X0I8fchNjSA2NAA4kIDzdrHSfjgAdgAVq+G4OADel/7y9sn6tsSb39Wm7KLOfWp+YQF+rJy2uhD/voiIiIichgrLYVevcztNjC/UFCjEQpqSFP095dGVVfA7g2mdFVpDpTuhpLdNbdzoGCHCYA4Kxt/vm+gWfyC6tZ+wRDV2bPEVXiyAiAibUhOcQXLt+eTXVTBKT3jiAs9PP/dcLksKp0uyiqdlFc7zbrKhYVFj4SwcRjQZAABAABJREFUZtXdLyit4oV5G3n3lzRiQgM4tnM0x3aOZlinqAYN4fNKKvlx427mr89m/vpssosqGj2mr91GXGgAeaVVlFU1HjgO9vfhjD6JTBjUnmM7RTcILKTllPL5ip18tjydDTV9Sc4flMSD4/u0qElybkkls1dlMOv3dH7alOMu+1WrY3Qwk4Z14IJByUSG7Lt5enZRBV/9vovPV6SzdFtes8dRX1BlOWueOR8Aq6gIm8OxX8c5UN4+Ud+WePuzWrOrkDP+uYAYRwC/3jvqkL++iIiIiBzGSkqgdk5RXAwhIV4ZhoIaB0BBDWmK/v6y36orIXsNpC+HXcvNOvMPcDZ+Mq9RfiEQ18OUsfIL8gyC+AaaQEhkR5MJEpZ4cN6HiEgrsiyLdZlFrMsoYlN2CZuzi9mcXcKW3SUNAhmOAF93tkKsI4BV6QVsy6nLhmkfEcS5A9tzeu94lqXl89nynfyWlu9+3N/XTrXThcsy5a9euOQYUmObDgS4XBb/W53J24u3sWhTDs56kYx+SeGM7ZtIZmE5Hy7d4S495u9rZ1y/dkwcmowjwJfCsioKy6spLKuioKyKwvIqlm7LY+HG3e7AiM0GwzpFcVa/diSGB1JWVRtYMsGlsionReVVZBdVkF1cQVahWVfkF7mDGm1h0iHe/6xWbM9n/PMLaR8RxMI7Tznkry8iIiIih7E2FtRovW6ZIiLSNF//mtJT/YHLzTZnFZTlQ3WZ6eFRXQZVNUtFEeRsqCl1tQZ2rzf9PHYuNcu+OOJNcCOxvyl1ldAPwtor00NEDis2m40eCWH0SPD8sepyWWQWlZNRUE5ksD+xoQGE7NHk3bIslm7L46PfdvDlil3szC/jue838tz3G9372G1wfJcYzu7fjtF9Eli1s4Cb313Ouswizn72Rx6b0I9x/ds1eO1v/sjgn3M3uJuhg2msfmbfdpzZN5EO0XWp2LeP7s7ny9N58+dt/JFeyEe/7eCj33bs8733TwpnXP92nNWvHQnhLb9QoqKgEJ5p8dPkKFbbr8ffV78FRERERKRtU1BDRMRbfPzAEdu8fZ3VkLvZlLEq3GkCH9XldUGQ6nKoLIbs9bB7HRRnwoZvzOJ+vQCTyRGZYrI9IlPMEtUZojqBb8BBeJMiIi1nt9tIDA8iMTyoyX1sNhuDU6IYnBLF1HG9mbM6k49+28GijTn0bBfG+P7tOKt/okfZr+NSY/jqlhO4+d1l/Lw5l5veXcYvW3K596ye+NntzP4jg3/VC2Y4Any5bHhHLhicTKeYxq9UCvb3ZeLQDlw0JJnl2/N58+dtfLs6E39fO2GBfoQG+REe5EdYoC9hQX4kRQYxtk8iKU0cr7nUXF1aqrLaBDX8fPav/4uIiIiIyOFCQQ0RkbbAxxdiu5llXypLIGMV7FphSl3tWgHZa02pq93rzbInmx0iOkB0l7olsibQYbMBtro1gF8gBEebxS+45jEREe8I9PNhXP92DbIuGhMXGshbVw3jmW/X8/z3m3jz520s255HVbUphQUQGuDL5ONTuOqETo02SG+MzWZjYIdIBnaIPKD3InKwKFNDRERERI4UCmpIs40cOZIBAwYwffp0bw9FRPbGPwQ6DDNLLWc1FO6AvK2Qu8Ws87ZC3hbI2QyVRXXbNn7bstfzrRfgCI6uCY6k1guOpCgLREQOK74+dm4f3YPBHaP4vw+Ws2pnIQChgb5ccXwnrjq+E+HBfl4epUjrqs3U8PdRUENERERE2jYFNY4C48aNo6qqitmzZzd4bMGCBYwYMYIVK1bQr1+/A3qd1157jSlTppCfn39AxxGRg8DHt67cVOeRno9ZFhRnQc5G08cjZyPkbIK8beCqqtsHq2aNKXlVmmOyP6rLTUmswp2Nv7bNDuHJpsRVaCI44sCRYNahCab/R1g7E4wRETmETu4Rx5c3ncBT/1tPp5gQLj8uhfCgNhLMsNmgV6+62yL74A5qKFNDRERERPbUxuYXCmocBa666iomTJjAjh07SEpK8nhsxowZDB48+IADGiLShtlsEBpvlpTjm/88yzKlrkpz6paSbJPtURsYydlkskDyt5llb4KiIDzJZHqEJ0NEsgl6OKugqhQqS2vWJSao4uNn9q9dwpIgJKZN/OMrIoePpMhgnrlogLeH0XLBwfDHH94ehbQhdT01FNQQERERkT20sfmFghqtwbLMibZDrZl17M866yxiY2N57bXXuPfee93bi4uLmTlzJk8++SQ5OTnceOON/PDDD+Tl5ZGamsrdd9/NxRdf3GrDTUtL46abbmLu3LnY7XbGjBnDs88+S3x8PAArVqxgypQp/Prrr9hsNrp27cq///1vBg8ezLZt27jxxhv58ccfqaysJCUlhSeffJKxY8e22vhEpIVsNghwmCWyY+P7WJYJdORsNJkfxZlmKcow2SHFGVCUaQIfZblmyVi5/2PyDTRZH0FREBgGAWFmHRgOAeFmHRQJwZFmn6BICI4y+ykYIiIiR7Cqmp4aAcrUEBEREZE2TkGN1lBVCo/suzFlq7s7vVnlWnx9fbnssst47bXXuOeee7DVnLibOXMmTqeTiy++mOLiYgYNGsQdd9xBWFgYs2bN4tJLLyU1NZWhQ4ce8FBdLhfjx4/H4XAwf/58qqurueGGG7jooouYN28eAJMmTWLgwIG8+OKL+Pj4sHz5cvz8TAmIG264gcrKSn744QdCQkJYvXo1DofjgMclIgeZzVZTbioOOh7X9H7lBVCwA/K3Q8F2yE8z6+Is8PE3/63zCzLBXP8Qs64uN8+pXYozzbbczcDmFo7Tx5TGiuwIER3NOjLF3A6JNccu3Glep3AnFOw0PUr8QyHlBOg0ApKGmAbqIiIihyE1ChcRERGRI4WCGkeJK6+8kieffJL58+czcuRIwJSemjBhAuHh4YSHh3Pbbbe597/pppv45ptv+OCDD1olqDF37lx+//13tmzZQnJyMgBvvPEGvXv3ZsmSJQwZMoS0tDRuv/12evToAUDXrl3dz09LS2PChAn07dsXgM6dOx/wmETkMBJYk0UR33v/j1FdCUXpUJgOZfkmUFJRCOWFUFFg7pcXQGmuebws19yuLgPLaYIUhTtg28KWvW7aIvjhCZMlkjzMBDg6jYCEfgpyiMjBU1oKQ4aY20uWmHRxkb1Qo3ARERERaVIbm18oqNEa/IJN1oQ3XreZevTowXHHHcerr77KyJEj2bhxIwsWLOCBBx4AwOl08sgjj/DBBx+wc+dOKisrqaioILiVvsBr1qwhOTnZHdAA6NWrFxEREaxZs4YhQ4Zw66238uc//5k333yTUaNGccEFF5CamgrAzTffzHXXXcf//vc/Ro0axYQJE9QHREQ8+frXNUNviaoyE9wo3GlKZOVvrVlvM+uS3SbTJDwJwtrX9PBob24XZ8KWH8xSnAlb5psFTPZHTFcTqInvY5aEPiYjpCWlrkpzTbmu8PYm8CMiAqa83+rVdbdF9qFCPTVEREREpCltbH6hoEZrsNmaVQbK26666ipuuukmnn/+eWbMmEFqaionnXQSAE8++ST//Oc/mT59On379iUkJIQpU6ZQWVl5yMY3bdo0/vSnPzFr1iy+/vprpk6dynvvvce5557Ln//8Z0aPHs2sWbP43//+x6OPPspTTz3FTTfddMjGJyJHKL8gEzAIbw/J+5GZdsxl5h/83etrAhzzYdsi0zg9e61ZVn1Ut39AeE15q3olriI7mcboJdlm/6ya52Wvg5KsuucGRZp9I1MgqnbdGaJSTVN19QUREZEmVKn8lIiIiIgcIRTUOIpceOGF3HLLLbzzzju88cYbXHfdde7+GgsXLmT8+PFccsklgOmBsX79enr16tUqr92zZ0+2b9/O9u3b3dkaq1evJj8/3+M1unXrRrdu3fi///s/Lr74YmbMmMG5554LQHJyMtdeey3XXnstd911Fy+//LKCGiJyeLDZILa7WYZebYIcRbsg8w/IXAUZq8zt3etNKayMlS1riB4YbkpnleWZJf23hvv4hUB0Z4juYoIcUZ0gINSUxfLxN2vfALOExJrsk+aqKDKvG56swImISBvlLj+loIaIiIiItHEKahxFHA4HF110EXfddReFhYVMnjzZ/VjXrl358MMPWbRoEZGRkTz99NNkZma2OKjhdDpZvny5x7aAgABGjRpF3759mTRpEtOnT6e6uprrr7+ek046icGDB1NWVsbtt9/O+eefT6dOndixYwdLlixhwoQJAEyZMoUzzjiDbt26kZeXx/fff0/Pnj0P9CMRETk4bDYIa2eWrqfVba8qh7wtpqxV3taaEldbzf2C7SYTI65nTYCkZh3TDQIcJrBQ+7y8LWadu8U0Rs/fBlUlkPG7WZojoqPpAZI81Kzje4PdxzxWmA5pP0HaYrPOXAWWC+J6Qf+J0PcC895ERKTNUFBDRERERI4UCmocZa666ir++9//MnbsWNq1qzshde+997J582ZGjx5NcHAw11xzDeeccw4FBQUtOn5xcTEDBw702JaamsrGjRv57LPPuOmmmxgxYgR2u50xY8bw7LPPAuDj40NOTg6XXXYZmZmZxMTEcN5553H//fcDJlhyww03sGPHDsLCwhgzZgzPPPPMAX4aIiKHmF+gCVrE7UdQNiDU9ORI6NPwsepKE9jI2Qg5m8w6f5vpF1Jdbh6vLofqCrMuzTGP52+D3z8wx/B3QGJ/E1zJT2v4GjY7ZK2GOffBnKnQ+SToNxF6jjNBl1pVZTVZJfkm0BISZ0pj+fi1/D2LiEirqawpPxWgnhoiIiIi0sbZLKsNdP44xAoLCwkPD6egoICwsDCPx8rLy9myZQudOnUiMDDQSyMUb9HfX0SOCOWFsPNX2P4LbF8M25dAZVHd4za7aWzeYTh0ONYsfkHwx6ew8n2TvVHLL9g0T68NZDgrGr6ezQ6O+LrslbD2EBxjmrt7lMeqWQeEQVAEBEaY7BX/EJW9EtlTSQk4agKKxcUQ4p3+bnv73SyevP1Z3fnRSt5bsp2/ntaNm07teshfX0REREQOY21sfqFMDRERkaNNYBiknmIWAJcTstbAruUm6JA0xGSG7GnwFWbJ3QIrP4CV75nyV7vX77GjzfQB8Qs2zc9dVabHSNEu2Lm05eO1+5oAhyMe4ntBQl+zxPcFR2zLjpWfBlsWwLaF5n0nD4HkY032TG35LZG2wGaDjh3rbovsQ6UahYuIiIhIU9rY/EJBDRERkaOd3afp0laNieoEI++Ak/4Gu1ZARWFNVkWECWb4h4K95qSZy2UCG4U7Ta+Owp1QsAPK801ZLGdFTVmsirryWBWFNU3R801AxFUNpbvNkvUH/D6zbiyOBBPgiEwxzc9rm6CHxJmAh80H0n6GLfNh6wLTi6S+le+ZdUCYCeYkDzOBDkeCyRDxd5i1b0Cb+GEnR5HgYNi61dujkDZEPTVEREREpEltbH6hoIaIiIjsH5sN2g3Y+z52O4TGm6X9MS07vmVBVakJbpTnm2BIbTP0jN9NlkhxBmzMaMGYfaDdQOh0Itj9TPmtHb+aQMqmuWZp6nn+DhO4iegAkR0hIsUEUyI7msbrITF7z/ZwOU0fk90bTHbL7vWmAbsjviYIE2duO2o+r8ayZURE9pOCGiIiIiJypFBQQ0RERA5PNltNtkQIhLeH+N7QbXTd4xXFpnl5xu8mA6Q4C0p2Q0kWFGebdXUFJPaDTiMgZYTpDxK4R11OZ7XJAKntMbLzN9MjpLIEqsvMPpYTKgrMkr/NZH00JiDMZKvUX2x2E4DJ2QjOyua///AO0K4/JA4wwaPEASZwIiKyH2rLT/mpUbiIiIiItHEKaoiIiEjbFOCA5KFmaYxlmdJVPn57P46PLyT2N8vQqz0fczlNcKN2Kck2QY28bZ7rwp0m66Ki0CwF2xt/Ld9AiO4CMV0huqspa1WcBcWZnuvKIihIM8uaL+qeH5Zknlsb7PELAr8Q8A82PUyCo0wT9pBYEwAJiTGBltYqnVVdCZXFZtz+3mkcJzXKymDECHP7hx8gKMi745HDXlVNUCNAmRoiIiIisqc2Nr9QUENERESOTDbbvgMa+2L3MZkdtdkdMV2g4/CG+zmrTHZHeYEplVWWX3ffWQlRnU0wIjy5eQ3Jy/IhYyWkLzcN3NOXQ+4mKNxhlpbw8a/JGPGpCW7Y6q3tpkSY3bfe4mNKc9lsNcGcYpMVU1nsmWkSngwx3SC2e826hwnYWK49PoOa265qCEuEsPamIb0jwQSUZP+4XPDrr3W3RfbBXX5KmRoiIiIisqc2Nr/QTFJERETkQPn41WVGtIagCFMyq9OIum3lBbBrpektUlUClaWm50hVqbldWQJluSabpGS3WapKTCCiJLt1xlVfwXazNNWHZF9sdtM/JKydCZBEppgm9JEpZglLajro4XKZoMvh1ry9vBB2rTABqIS+kDjQBI1EDgPqqSEiIiIiRwoFNURERETagsBw0+C8JSpLoXS3CYhYFmDVW7vAwqxd1eCqqlk769b+weAfakp9+Tvq1hVFkL0Odq+D7PWQvdY0Pi/YDtjq+okERUBghLlt94GiDFOqq3CXeb2iXWbZubTh2G0+EJpgxuusNNkwzkqzWE7wDaoXCOlUtw5vb4I4eVvrltwtZl1VZp4TnWr2j0o1WTTRqS3LHLEsU2Ysay2kL4P030wvlpwNnvsFRUHqKdBllFmHxrfs7yfSiiqq1VNDRERERI4MCmqIiIiIHKn8g8G/Q+sfNzjKlOHasxRXdYUpXbWv7ASXywRbCndCwU7IT6sXhNhiepU4K8zjTakug+w1ZmmJJp9jg6DImn4ksRASbdb+IVCaYzJfirNqMmGyobq88eOHdzABk/RlJnNm1YdmAZO90WG4yVAJiQVHXL3+J3Hm7yVykNT21FCmhoiIiIi0dQpqyFErJSWFKVOmMGXKFG8PRURE5MjgG9C8/ex2c0LfEQftBjZ83OWC4gyTxWH3NYESH39T5qt2XV5Qk4GxxXNduNMECjzKWdWs/YLMfjmbIXezKROVs8k0e3dVmyBEWa7JQGkORzy0O8a8h/bHQOIAcMSax5xVsONX2PitWXYth4zfzdLk5xdkAkZBUTVN3+vdDozwzHyx/Js3RpEalQpqiIiIiMgRQkGNo8TkyZN5/fXX3fejoqIYMmQITzzxBP369WuV15g2bRqffvopy5cv3+d+999/f4Pt3bt3Z+3ata0yFhEREWnD7HbTayOsXdP7hMSYslEtFZ0KXfbY5nJCaW5dFkZpTU+SkmzTJD042gQrQmoyK2pv7y2zwsevLpvl1L9DcTZs/h4y/zDHL86u1/8ky2R+VJfVlOfaS4ZKrUqr5e9djmpqFC4iIiIiRwoFNY4iY8aMYcaMGQBkZGRw7733ctZZZ5GWlnbIx9K7d2++/fZbj22+vvo6ioiIiBfYfUygojbL4mBwxEK/Cxt/zLKgstiUuSrNNUtZzbo0x9wuL4CyfCjPN+vCPAguNg3XRZrBVRMHC1CmhoiIiIg0JibG2yNoNv2ibU0lJU0v5eXN37esbN/77oeAgAASEhJISEhgwIAB3HnnnWzfvp3s7Gz3Ptu3b+fCCy8kIiKCqKgoxo8fz9atW92Pz5s3j6FDhxISEkJERATHH38827Zt47XXXuP+++9nxYoV2Gw2bDYbr732WpNj8fX1dY+ldomp93+clJQUHnzwQS6++GJCQkJo3749zz//vMcx0tLSGD9+PA6Hg7CwMC688EIyMzM99vniiy8YMmQIgYGBxMTEcO6553o8XlpaypVXXkloaCgdOnTgP//5z358siIiIiIHwGaDgFBTIqv9MdB1lAmAHHstnHIPnPkUTHgFLvkQ/vwt3PQr3LMJip2QVwwhId5+B9IGLLlnFJsfGUuXOIe3hyIiIiIih5uQEMjONksbmF8cFkGN559/npSUFAIDAxk2bBi//PJLk/u+/PLLnHjiiURGRhIZGcmoUaMa7D958mT3ifXaZcyYMQf7bYDD0fQyYYLnvnFxTe97xhme+6akNNznABUXF/PWW2/RpUsXoqOjAaiqqmL06NGEhoayYMECFi5ciMPhYMyYMVRWVlJdXc0555zDSSedxMqVK/npp5+45pprsNlsXHTRRfz1r3+ld+/e7Nq1i127dnHRRRcd0BiffPJJ+vfvz7Jly7jzzju55ZZbmDNnDgAul4vx48eTm5vL/PnzmTNnDps3b/Z4zVmzZnHuuecyduxYli1bxty5cxk6dKjHazz11FMMHjyYZcuWcf3113Pdddexbl0z62iLiIiIeJPNBn6B3h6FtCF2u5kbiYiIiIi0ZV6v9/P+++9z66238tJLLzFs2DCmT5/O6NGjWbduHXFxcQ32nzdvHhdffDHHHXccgYGBPP7445x++un88ccftG/f3r1f/VJLYLIUjnZffvkljpqASElJCYmJiXz55ZfY7Sa29f777+NyuXjllVfck50ZM2YQERHBvHnzGDx4MAUFBZx11lmkppoa1j179nQf3+FwuDMw9uX33393j6XWJZdcwksvveS+f/zxx3PnnXcC0K1bNxYuXMgzzzzDaaedxty5c/n999/ZsmULycnJALzxxhv07t2bJUuWMGTIEB5++GEmTpzo0b+jf//+Hq85duxYrr/+egDuuOMOnnnmGb7//nu6d+/ejE9URERERERERERERA4lrwc1nn76aa6++mquuOIKAF566SVmzZrFq6++6j6hXd/bb7/tcf+VV17ho48+Yu7cuVx22WXu7bWllpqjoqKCiooK9/3CwsL9eStQXNz0Yz4+nvezspre175HAk298k8H4uSTT+bFF18EIC8vjxdeeIEzzjiDX375hY4dO7JixQo2btxIaGiox/PKy8vZtGkTp59+OpMnT2b06NGcdtppjBo1igsvvJDExMQWj6V79+58/vnnHtvCwsI87g8fPrzB/enTpwOwZs0akpOT3QENgF69ehEREcGaNWsYMmQIy5cv5+qrr97rOOo3SbfZbCQkJJC1t7+NiIiIyOGgrKwuu/frryEoyLvjERERERGRtquNzS+8GtSorKxk6dKl3HXXXe5tdrudUaNG8dNPPzXrGKWlpVRVVREVFeWxfd68ecTFxREZGckpp5zCQw895C6ztKdHH33U42r+/daSemMHa9+9HiaELl26uO+/8sorhIeH8/LLL/PQQw9RXFzMoEGDGgSOAGJjTePMGTNmcPPNNzN79mzef/997r33XubMmcOxxx7borH4+/t7jOVgCGrG//n8/Pw87ttsNlwu18EakoiIiEjrcLlg/vy62yIiIiIiIvurjc0vvNpTY/fu3TidTuLj4z22x8fHk5GR0axj3HHHHbRr145Ro0a5t40ZM4Y33niDuXPn8vjjjzN//nzOOOMMnE5no8e46667KCgocC/bt2/f/zfVhthsNux2O2U1jcmPOeYYNmzYQFxcHF26dPFYwsPD3c8bOHAgd911F4sWLaJPnz688847gAlUNPUZ74+ff/65wf3aclc9e/Zk+/btHn+r1atXk5+fT69evQCThTF37txWG4+IiIiIiIiIiIiIeJfXy08diMcee4z33nuPefPmERhY1yRx4sSJ7tt9+/alX79+pKamMm/ePE499dQGxwkICDgqem5UVFS4g0V5eXk899xzFBcXM27cOAAmTZrEk08+yfjx43nggQdISkpi27ZtfPzxx/ztb3+jqqqK//znP5x99tm0a9eOdevWsWHDBnfZr5SUFLZs2cLy5ctJSkoiNDS0yc+1urq6QeDKZrN5BLgWLlzIE088wTnnnMOcOXOYOXMms2bNAmDUqFH07duXSZMmMX36dKqrq7n++us56aSTGDx4MABTp07l1FNPJTU1lYkTJ1JdXc1XX33FHXfc0bofrIiIiIiIiIiIiIgcEl7N1IiJicHHx4fMzEyP7ZmZmfvsh/GPf/yDxx57jP/9738efREa07lzZ2JiYti4ceMBj7ktmz17NomJiSQmJjJs2DCWLFnCzJkzGTlyJADBwcH88MMPdOjQgfPOO4+ePXty1VVXUV5eTlhYGMHBwaxdu5YJEybQrVs3rrnmGm644Qb+8pe/ADBhwgTGjBnDySefTGxsLO+++26TY/njjz/cY6ldOnbs6LHPX//6V3799VcGDhzIQw89xNNPP83o0aMBEwD57LPPiIyMZMSIEYwaNYrOnTvz/vvvu58/cuRIZs6cyeeff86AAQM45ZRT+OWXX1r5UxURERERERERERGRQ8VmWZblzQEMGzaMoUOH8uyzzwLgcrno0KEDN954Y6ONwgGeeOIJHn74Yb755ptm9XLYsWMHHTp04NNPP+Xss8/e5/6FhYWEh4dTUFDQoHl1eXk5W7ZsoVOnTh7ZIdK6UlJSmDJlClOmTPH2UDzo7y8iIiKHhZIScDjM7eLiVuvB1lJ7+90snvRZiYiIiMhhq43NL7yaqQFw66238vLLL/P666+zZs0arrvuOkpKSrjiiisAuOyyyzwaiT/++OP8/e9/59VXXyUlJYWMjAwyMjIoLi4GoLi4mNtvv52ff/6ZrVu3MnfuXMaPH0+XLl3cV/mLiIiIiIiIiIiIiEjb4/WeGhdddBHZ2dncd999ZGRkMGDAAGbPnu3urZCWlobdXhd7efHFF6msrOT888/3OM7UqVOZNm0aPj4+rFy5ktdff538/HzatWvH6aefzoMPPnhU9M0QERERkaNEcLC3RyAiIiIiIkeKNjS/8Hr5qcORyk9JU/T3FxEREamjkkrNp89KRERERGTv2kz5KRERERERERERERERkeZQUGM/uVwubw9BvEB/dxERERERERERERHv8XpPjbbG398fu91Oeno6sbGx+Pv7Y7PZvD0sOcgsy6KyspLs7Gzsdjv+/v7eHpKIiIgczcrLYcIEc/ujj0BlMUVEREREZH+1sfmFghotZLfb6dSpE7t27SI9Pd3bw5FDLDg4mA4dOng0rxcRERE55JxO+OqrutsiIiIiIiL7q43NLxTU2A/+/v506NCB6upqnG3gjyytw8fHB19fX2XmiIiIiIiIiIiIiHiJghr7yWaz4efnh5+fn7eHIiIiIiIiIiIiIiJyVFANHRERERERERERERERaRMU1BARERERERERERERkTZBQQ0REREREREREREREWkT1FOjEZZlAVBYWOjlkYiIiIiINKKkpO52YSE4nV4ZRu3v5drfz9I0zTFERERE5LDVxuYXCmo0oqioCIDk5GQvj0REREREZB/atfP2CCgqKiI8PNzbwzisaY4hIiIiIm1CG5hf2CxdVtWAy+UiPT2d0NBQbDbbQXudwsJCkpOT2b59O2FhYQftdaRt0PdB6tP3QWrpuyD16fsg9R0O3wfLsigqKqJdu3bY7apsuzeaY8ihpu+C1Kfvg9Sn74PUp++D1DocvgvNnV8oU6MRdrudpKSkQ/Z6YWFh+o+GuOn7IPXp+yC19F2Q+vR9kPq8/X1QhkbzaI4h3qLvgtSn74PUp++D1Kfvg9Ty9nehOfMLXU4lIiIiIiIiIiIiIiJtgoIaIiIiIiIiIiIiIiLSJiio4UUBAQFMnTqVgIAAbw9FDgP6Pkh9+j5ILX0XpD59H6Q+fR+kMfpeSC19F6Q+fR+kPn0fpD59H6RWW/ouqFG4iIiIiIiIiIiIiIi0CcrUEBERERERERERERGRNkFBDRERERERERERERERaRMU1BARERERERERERERkTZBQQ0REREREREREREREWkTFNQQEREREREREREREZE2QUENL3r++edJSUkhMDCQYcOG8csvv3h7SHKQPfroowwZMoTQ0FDi4uI455xzWLduncc+5eXl3HDDDURHR+NwOJgwYQKZmZleGrEcSo899hg2m40pU6a4t+n7cHTZuXMnl1xyCdHR0QQFBdG3b19+/fVX9+OWZXHfffeRmJhIUFAQo0aNYsOGDV4csRwMTqeTv//973Tq1ImgoCBSU1N58MEHsSzLvY++C0euH374gXHjxtGuXTtsNhuffvqpx+PN+dvn5uYyadIkwsLCiIiI4KqrrqK4uPgQvgvxFs0vjk6aY0hTNL8QzS+kluYYR7cjcY6hoIaXvP/++9x6661MnTqV3377jf79+zN69GiysrK8PTQ5iObPn88NN9zAzz//zJw5c6iqquL000+npKTEvc///d//8cUXXzBz5kzmz59Peno65513nhdHLYfCkiVL+Pe//02/fv08tuv7cPTIy8vj+OOPx8/Pj6+//prVq1fz1FNPERkZ6d7niSee4F//+hcvvfQSixcvJiQkhNGjR1NeXu7FkUtre/zxx3nxxRd57rnnWLNmDY8//jhPPPEEzz77rHsffReOXCUlJfTv35/nn3++0ceb87efNGkSf/zxB3PmzOHLL7/khx9+4JprrjlUb0G8RPOLo5fmGNIYzS9E8wupT3OMo9sROcewxCuGDh1q3XDDDe77TqfTateunfXoo496cVRyqGVlZVmANX/+fMuyLCs/P9/y8/OzZs6c6d5nzZo1FmD99NNP3hqmHGRFRUVW165drTlz5lgnnXSSdcstt1iWpe/D0eaOO+6wTjjhhCYfd7lcVkJCgvXkk0+6t+Xn51sBAQHWu+++eyiGKIfImWeeaV155ZUe28477zxr0qRJlmXpu3A0AaxPPvnEfb85f/vVq1dbgLVkyRL3Pl9//bVls9msnTt3HrKxy6Gn+YXU0hxDNL8Qy9L8QjxpjiG1jpQ5hjI1vKCyspKlS5cyatQo9za73c6oUaP46aefvDgyOdQKCgoAiIqKAmDp0qVUVVV5fDd69OhBhw4d9N04gt1www2ceeaZHn930PfhaPP5558zePBgLrjgAuLi4hg4cCAvv/yy+/EtW7aQkZHh8X0IDw9n2LBh+j4cYY477jjmzp3L+vXrAVixYgU//vgjZ5xxBqDvwtGsOX/7n376iYiICAYPHuzeZ9SoUdjtdhYvXnzIxyyHhuYXUp/mGKL5hYDmF+JJcwxpSludY/h65VWPcrt378bpdBIfH++xPT4+nrVr13ppVHKouVwupkyZwvHHH0+fPn0AyMjIwN/fn4iICI994+PjycjI8MIo5WB77733+O2331iyZEmDx/R9OLps3ryZF198kVtvvZW7776bJUuWcPPNN+Pv78/ll1/u/ps39m+Hvg9HljvvvJPCwkJ69OiBj48PTqeThx9+mEmTJgHou3AUa87fPiMjg7i4OI/HfX19iYqK0vfjCKb5hdTSHEM0v5Baml9IfZpjSFPa6hxDQQ0RL7nhhhtYtWoVP/74o7eHIl6yfft2brnlFubMmUNgYKC3hyNe5nK5GDx4MI888ggAAwcOZNWqVbz00ktcfvnlXh6dHEoffPABb7/9Nu+88w69e/dm+fLlTJkyhXbt2um7ICIie6U5xtFN8wupT/MLqU9zDDnSqPyUF8TExODj40NmZqbH9szMTBISErw0KjmUbrzxRr788ku+//57kpKS3NsTEhKorKwkPz/fY399N45MS5cuJSsri2OOOQZfX198fX2ZP38+//rXv/D19SU+Pl7fh6NIYmIivXr18tjWs2dP0tLSANx/c/3bceS7/fbbufPOO5k4cSJ9+/bl0ksv5f/+7/949NFHAX0XjmbN+dsnJCQ0aAxdXV1Nbm6uvh9HMM0vBDTHEM0vxJPmF1Kf5hjSlLY6x1BQwwv8/f0ZNGgQc+fOdW9zuVzMnTuX4cOHe3FkcrBZlsWNN97IJ598wnfffUenTp08Hh80aBB+fn4e341169aRlpam78YR6NRTT+X3339n+fLl7mXw4MFMmjTJfVvfh6PH8ccfz7p16zy2rV+/no4dOwLQqVMnEhISPL4PhYWFLF68WN+HI0xpaSl2u+dPNB8fH1wuF6DvwtGsOX/74cOHk5+fz9KlS937fPfdd7hcLoYNG3bIxyyHhuYXRzfNMaSW5hdSn+YXUp/mGNKUNjvH8Ep7crHee+89KyAgwHrttdes1atXW9dcc40VERFhZWRkeHtochBdd911Vnh4uDVv3jxr165d7qW0tNS9z7XXXmt16NDB+u6776xff/3VGj58uDV8+HAvjloOpZNOOsm65ZZb3Pf1fTh6/PLLL5avr6/18MMPWxs2bLDefvttKzg42Hrrrbfc+zz22GNWRESE9dlnn1krV660xo8fb3Xq1MkqKyvz4siltV1++eVW+/btrS+//NLasmWL9fHHH1sxMTHW3/72N/c++i4cuYqKiqxly5ZZy5YtswDr6aeftpYtW2Zt27bNsqzm/e3HjBljDRw40Fq8eLH1448/Wl27drUuvvhib70lOUQ0vzh6aY4he6P5xdFL8wupT3OMo9uROMdQUMOLnn32WatDhw6Wv7+/NXToUOvnn3/29pDkIAMaXWbMmOHep6yszLr++uutyMhIKzg42Dr33HOtXbt2eW/QckjtOenQ9+Ho8sUXX1h9+vSxAgICrB49elj/+c9/PB53uVzW3//+dys+Pt4KCAiwTj31VGvdunVeGq0cLIWFhdYtt9xidejQwQoMDLQ6d+5s3XPPPVZFRYV7H30Xjlzff/99o78VLr/8csuymve3z8nJsS6++GLL4XBYYWFh1hVXXGEVFRV54d3Ioab5xdFJcwzZG80vjm6aX0gtzTGObkfiHMNmWZZ16PJCRERERERERERERERE9o96aoiIiIiIiIiIiIiISJugoIaIiIiIiIiIiIiIiLQJCmqIiIiIiIiIiIiIiEiboKCGiIiIiIiIiIiIiIi0CQpqiIiIiIiIiIiIiIhIm6CghoiIiIiIiIiIiIiItAkKaoiIiIiIiIiIiIiISJugoIaIiIiIiIiIiIiIiLQJCmqIiMgRzWaz8emnn3p7GCIiIiIicgTQ/EJExPsU1BARkYNm8uTJ2Gy2BsuYMWO8PTQREREREWljNL8QEREAX28PQEREjmxjxoxhxowZHtsCAgK8NBoREREREWnLNL8QERFlaoiIyEEVEBBAQkKCxxIZGQmY1O0XX3yRM844g6CgIDp37syHH37o8fzff/+dU045haCgIKKjo7nmmmsoLi722OfVV1+ld+/eBAQEkJiYyI033ujx+O7duzn33HMJDg6ma9eufP755wf3TYuIiIiIyEGh+YWIiCioISIiXvX3v/+dCRMmsGLFCiZNmsTEiRNZs2YNACUlJYwePZrIyEiWLFnCzJkz+fbbbz0mFS+++CI33HAD11xzDb///juff/45Xbp08XiN+++/nwsvvJCVK1cyduxYJk2aRG5u7iF9nyIiIiIicvBpfiEicuSzWZZleXsQIiJyZJo8eTJvvfUWgYGBHtvvvvtu7r77bmw2G9deey0vvvii+7Fjjz2WY445hhdeeIGXX36ZO+64g+3btxMSEgLAV199xbhx40hPTyc+Pp727dtzxRVX8NBDDzU6BpvNxr333suDDz4ImImMw+Hg66+/Vu1dEREREZE2RPMLEREB9dQQEZGD7OSTT/aYVABERUW5bw8fPtzjseHDh7N8+XIA1qxZQ//+/d0TDoDjjz8el8vFunXrsNlspKenc+qpp+51DP369XPfDgkJISwsjKysrP19SyIiIiIi4iWaX4iIiIIaIiJyUIWEhDRI124tQUFBzdrPz8/P477NZsPlch2MIYmIiIiIyEGk+YWIiKinhoiIeNXPP//c4H7Pnj0B6NmzJytWrKCkpMT9+MKFC7Hb7XTv3p3Q0FBSUlKYO3fuIR2ziIiIiIgcnjS/EBE58ilTQ0REDqqKigoyMjI8tvn6+hITEwPAzJkzGTx4MCeccAJvv/02v/zyC//9738BmDRpElOnTuXyyy9n2rRpZGdnc9NNN3HppZcSHx8PwLRp07j22muJi4vjjDPOoKioiIULF3LTTTcd2jcqIiIiIiIHneYXIiKioIaIiBxUs2fPJjEx0WNb9+7dWbt2LQD3338/7733Htdffz2JiYm8++679OrVC4Dg4GC++eYbbrnlFoYMGUJwcDATJkzg6aefdh/r8ssvp7y8nGeeeYbbbruNmJgYzj///EP3BkVERERE5JDR/EJERGyWZVneHoSIiBydbDYbn3zyCeecc463hyIiIiIiIm2c5hciIkcH9dQQEREREREREREREZE2QUENERERERERERERERFpE1R+SkRERERERERERERE2gRlaoiIiIiIiIiIiIiISJugoIaIiIiIiIiIiIiIiLQJCmqIiIiIiIiIiIiIiEiboKCGiIiIiIiIiIiIiIi0CQpqiIiIiIiIiIiIiIhIm6CghoiIiIiIiIiIiIiItAkKaoiIiIiIiIiIiIiISJugoIaIiIiIiIiIiIiIiLQJCmqIiIiIiIiIiIiIiEiboKCGiIiIiIiIiIiIiIi0CQpqiIiIiIiIiIiIiIhIm6CghoiIiIiIiIiIiIiItAkKaoiIiIiIiIiIiIiISJugoIaIiIiIiIiIiIiIiLQJCmqIiBwG5s2bh81mY968ed4eioiIiIiIHCE0zxARkSORghoiIi1gs9matbTFSUP98dvtdtq1a8fpp5/e6HtxOp3MmDGDkSNHEhUVRUBAACkpKVxxxRX8+uuv7v1ee+01j+MGBgbSrVs3brzxRjIzMwG4+eabsdlsbNy4scmx3XPPPdhsNs4777xmff4jR45s9vueNm2ax3P9/PxISUnh5ptvJj8/v9HnVFVV8a9//YshQ4YQGhqKw+FgyJAh/Otf/6KqqqrR5zT3M9uXNWvWuD/LpsaXkpLCWWed1ehjv/76Kzabjddee63BY8uXL+eSSy4hOTmZgIAAoqKiGDVqFDNmzMDpdDZ7jCIiIiLSMppnGEfyPKP+8tJLL7n3e//997nkkkvo2rVri18DIDs7m1tuuYUePXoQFBREXFwcQ4cO5Y477qC4uLhFxxIRaSt8vT0AEZG25M033/S4/8YbbzBnzpwG23v27Nmi444YMYKysjL8/f0PeIwH4rTTTuOyyy7Dsiy2bNnCCy+8wCmnnMKsWbM444wzACgrK+O8885j9uzZjBgxgrvvvpuoqCi2bt3KBx98wOuvv05aWhpJSUnu4z7wwAN06tSJ8vJyfvzxR1588UW++uorVq1axaRJk3j22Wd55513uO+++xod17vvvkvfvn2ZNm0a5513nnt7cXEx1113Heeee67H9vj4+Ba/9xdffBGHw0FJSQlz587l2Wef5bfffuPHH3/02K+kpIQzzzyT+fPnc9ZZZzF58mTsdjuzZ8/mlltu4eOPP2bWrFmEhIS4n7M/n1lT3nrrLRISEsjLy+PDDz/kz3/+c4vfa2NeeeUVrr32WuLj47n00kvp2rUrRUVFzJ07l6uuuopdu3Zx9913t8priYiIiIgnzTOO/HlGfcOGDfN4fOnSpQwZMoScnJwWHTs3N5fBgwdTWFjIlVdeSY8ePcjJyWHlypW8+OKLXHfddQ1eW0TkiGCJiMh+u+GGG6wj5T+lgHXDDTd4bFu5cqUFWKeffrp7W+17fuaZZxoco7q62nryySet7du3W5ZlWTNmzLAAa8mSJR773XrrrRZgvfPOO5ZlWVaXLl2sHj16NDquRYsWWYD12GOPNXgsOzvbAqypU6e25K16mDp1qgVY2dnZHtsvuugiC7AWL17ssf2aa66xAOvZZ59tcKznnnvOAqxrr73WY3tLPrO9cblcVkpKinXrrbda5557rjVy5MhG9+vYsaN15plnNvrYkiVLLMCaMWOGe9tPP/1k+fj4WCeccIJVWFjY6HPq7y8iIiIiB5fmGZ6OpHnGntLS0iyn02lZlmX17t3bOumkk5r9Gk888YQFWAsXLmzwWEFBgVVWVtaiMR+I4uLiQ/ZaIiIqPyUi0orOO+88jjnmGI9t48aNw2az8fnnn7u3LV68GJvNxtdffw00Xut25MiR9OnTh9WrV3PyyScTHBxM+/bteeKJJxq87rPPPkvv3r0JDg4mMjKSwYMH88477xzw++nbty8xMTFs2bIFgB07dvDvf/+b0047jSlTpjTY38fHh9tuu22fGQennHIKgPu4kyZNYu3atfz2228N9n3nnXew2WxcfPHFzR53VVUVa9euZdeuXc1+zp5OPPFEADZt2uTetmPHDv773/9yyimncOONNzZ4zg033MDJJ5/MK6+8wo4dO9zPaY3PDGDhwoVs3bqViRMnMnHiRH744Qf36xyI+++/H5vNxttvv01oaGiDxwcPHszkyZMP+HVEREREZP9onnHkzDP2lJycjN2+f6fnNm3ahI+PD8cee2yDx8LCwggMDPTYtnjxYsaOHUtkZCQhISH069ePf/7znx77fPfdd5x44omEhIQQERHB+PHjWbNmjcc+taW1Vq9ezZ/+9CciIyM54YQT3I+/9dZbDBo0iKCgIKKiopg4cSLbt2/fr/coItIYBTVERFrRiSeeyIoVKygsLATAsiwWLlyI3W5nwYIF7v0WLFiA3W7n+OOP3+vx8vLyGDNmDP379+epp56iR48e3HHHHe5JCsDLL7/MzTffTK9evZg+fTr3338/AwYMYPHixQf8fvLy8sjLyyM6OhqAr7/+murqai699NIDOm5toKD2uJMmTQJoMEFyOp188MEHnHjiiXTo0KHZx9+5cyc9e/bkrrvu2u8xbt26FYDIyEj3tq+//hqn08lll13W5PMuu+wyqqurmT17tvs5rfGZAbz99tukpqYyZMgQxo0bR3BwMO++++4BHbO0tJS5c+cyYsSIFn3GIiIiInLoaJ7RPIfjPCM3N5fdu3e7l7y8vGY/d186duyI0+lsUKasMXPmzGHEiBGsXr2aW265haeeeoqTTz6ZL7/80r3Pt99+y+jRo8nKymLatGnceuutLFq0iOOPP949P6rvggsuoLS0lEceeYSrr74agIcffpjLLruMrl278vTTTzNlyhT3fKOpnoAiIi2lnhoiIq3oxBNPxOVysXDhQs444wxWrVpFXl4eF1xwQYPJRv/+/QkLC9vr8dLT03njjTfcP+6vuuoqOnbsyH//+1937dlZs2bRu3dvZs6cecDjLy8vZ/fu3e5at3fffTdOp5MLLrgAwH2FTt++fVt03IKCAnbv3k15eTkLFy7kgQceICgoyN3MumvXrgwZMoT333+fJ554wn2l0rfffktWVhYPPvjgAb+3fcnNzQVMz4zvvvuO559/ntjYWEaMGOHeZ/Xq1QD079+/yePUPlb7We3vZ7anqqoqZs6cybXXXgtAUFAQZ599Nm+//Ta33377fh9348aNVFVVHfD4REREROTg0TyjcW1hntG9e3eP+x07dmw0QLA/rrzySp555hkmT57MY489xsiRIxkxYgRjx44lPDzcvZ/T6eQvf/kLiYmJLF++nIiICPdjlmW5b99+++1ERUXx008/ERUVBcA555zDwIEDmTp1Kq+//rrH6/fv398jYLRt2zamTp3KQw895NGP77zzzmPgwIG88MIL6tMnIq1CmRoiIq1o4MCBOBwOfvjhB8BMKpKSkrjsssv47bffKC0txbIsfvzxR3d5o71xOBxccskl7vv+/v4MHTqUzZs3u7dFRESwY8cOlixZcsDj/+9//0tsbCxxcXEMGzaMhQsXcuutt7pTwGuvDGusRNHejBo1itjYWJKTk5k4cSIOh4NPPvmE9u3bu/e55JJL2LFjh/uzA3NFlb+/v3uy01wpKSlYlsVrr73W7Od0796d2NhYUlJSuPLKK+nSpQtff/01wcHB7n2KioqAvb//2sdqP6v9/cz29PXXX5OTk+ORHn/xxRezYsUK/vjjj/0+bmuNT0REREQOHs0zGtcW5hkfffQRc+bMcS9vv/12i15zb+Lj41mxYgXXXnsteXl5vPTSS/zpT38iLi6OBx980B2wWLZsGVu2bGHKlCkeAQ0Am80GwK5du1i+fDmTJ092BzQA+vXrx2mnncZXX33V4PVrL7iq9fHHH+Nyubjwwgs9slMSEhLo2rUr33//fau9dxE5uilTQ0SkFfn4+DB8+HD31VILFizgxBNP5IQTTsDpdPLzzz8THx9Pbm5usyYbSUlJ7h+ZtSIjI1m5cqX7/h133MG3337L0KFD6dKlC6effjp/+tOf9ply3pjx48dz4403YrPZCA0NpXfv3oSEhLgfr73iq/bkfnM9//zzdOvWDV9fX+Lj4+nevXuDurETJ07k1ltv5Z133mHkyJGUl5fzySefcMYZZ3iUgDpYPvroI8LCwsjOzuZf//oXW7ZsISgoyGOf2knW3t7/noGP/f3M9vTWW2/RqVMnAgIC2LhxIwCpqakEBwfz9ttv88gjj7ToeLXfq9Yan4iIiIgcPJpnNK4tzDNGjBhBTEzMQTt+YmIiL774Ii+88AIbNmzgm2++4fHHH+e+++4jMTGRP//5z+6yXH369GnyONu2bQMaZpYA9OzZk2+++YaSkhKPv1unTp089tuwYQOWZdG1a9dGX8PPz6/F709EpDEKaoiItLITTjiBhx9+mPLychYsWMA999xDREQEffr0YcGCBcTHxwM0a7Lh4+PT6Pb6KcI9e/Zk3bp1fPnll8yePZuPPvqIF154gfvuu4/777+/RWNPSkpi1KhRTT7eo0cPAH7//XcGDBjQ7OMOHTqUwYMH73WfuLg4TjvtND766COef/55vvjiC4qKitx1cA+2+pONcePG0bdvXyZNmsTSpUvdE6OePXsCsHLlyibff+1EsFevXsD+f2b1FRYW8sUXX1BeXt7oBOGdd97h4Ycfdk9MAwMDKSsra/RYpaWl7n0AunTpgq+vL7///vt+jU1EREREDg3NMxpqC/OMQ8Vms9GtWze6devGmWeeSdeuXXn77bf585//fNBec8+LwFwul7tRfWPfMYfDcdDGIiJHF5WfEhFpZSeeeCKVlZW8++677Ny50z2pGDFiBAsWLGDBggV069bNPeloDSEhIVx00UXMmDGDtLQ0zjzzTPeEpzWdccYZ+Pj48NZbb7XqcWtNmjSJ3Nxcvv76a9555x3CwsIYN27cQXmtvXE4HEydOpXly5fzwQcfuLfXvv+9NeJ744038PX1ZcyYMR7POZDP7OOPP6a8vJwXX3yRmTNneiwPPfQQ27ZtY+HChe79O3bsyPr16xs91rp169z7AAQHB3PKKafwww8/sH379v0eo4iIiIgcXJpn7L/DZZ5xqHTu3JnIyEh27doFmAxvgFWrVjX5nNr5Qe18ob61a9cSExPjkaXRmNTUVCzLolOnTowaNarBcuyxx+7vWxIR8aCghohIKxs2bBh+fn48/vjjREVF0bt3b8BMQn7++Wfmz5/frKunmisnJ8fjvr+/P7169cKyLKqqqlrtdQCSk5O5+uqr+d///sezzz7b4HGXy8VTTz3Fjh079uv455xzDsHBwbzwwgt8/fXXnHfeee6Mgpaoqqpi7dq17h/x+2PSpEkkJSXx+OOPu7clJydzxRVX8O233/Liiy82eM5LL73Ed999x1VXXUVSUpL7OQf6mb311lt07tyZa6+9lvPPP99jue2223A4HB61eceOHcuOHTv49NNPPY5TUVHBK6+8QlxcHMccc4x7+9SpU7Esi0svvZTi4uIGr7906dIGTQFFRERE5NDSPOPImGe0psWLF1NSUtJg+y+//EJOTo67lNQxxxxDp06dmD59Ovn5+R771mbnJCYmMmDAAF5//XWPfVatWsX//vc/xo4du8/xnHfeefj4+HD//fd7ZP3Uvs6e3ykRkf2l8lMiIq0sODiYQYMG8fPPPzNu3Dh3SaARI0ZQUlJCSUlJq042Tj/9dBISEjj++OOJj49nzZo1PPfcc5x55pkHpfnzU089xaZNm7j55pv5+OOPOeuss4iMjCQtLY2ZM2eydu1aJk6cuF/HdjgcnHPOObzzzjsA+50SvnPnTnr27Mnll1/eoiZ+9fn5+XHLLbdw++23M3v2bHfmxTPPPMPatWu5/vrrPbZ/8803fPbZZ5x00kk89dRTHsc6kM8sPT2d77//nptvvrnRxwMCAhg9ejQzZ87kX//6F35+flxzzTW8+uqrXHDBBVx55ZUMHDiQnJwc3n//fVatWsUbb7yBv7+/+xjHHXcczz//PNdffz09evTg0ksvpWvXrhQVFTFv3jw+//xzHnroof36HEVERESkdWiecWTMM/b0ww8/uJuYZ2dnU1JS4v7tPWLECEaMGNHkc998803efvttzj33XAYNGoS/vz9r1qzh1VdfJTAwkLvvvhsAu93Oiy++yLhx4xgwYABXXHEFiYmJrF27lj/++INvvvkGgCeffJIzzjiD4cOHc9VVV1FWVsazzz5LeHg406ZN2+d7SU1N5aGHHuKuu+5i69atnHPOOYSGhrJlyxY++eQTrrnmGm677bYD/MRERBTUEBE5KGqvljrhhBPc2xISEujSpQsbN25s1cnGX/7yF95++22efvppiouLSUpK4uabb+bee+9ttdeoLzg4mK+//prXXnuN119/nQcffJDS0lLatWvHKaecwttvv0379u33+/iTJk3inXfeITExkVNOOaUVR95y11xzDQ899BCPPfaYO3jhcDiYO3cuL7zwAm+99Ra33347lmXRo0cPpk+fzvXXX9+gAd6BfGbvvfceLpdrr+nx48aN46OPPuLrr7/m7LPPJigoiPnz5/PAAw/w6aefMmPGDIKCghg0aBBfffWV+73U95e//IUhQ4bw1FNP8cYbb5CdnY3D4eCYY45hxowZXHLJJQfwSYqIiIhIa9A848iYZ9T33XffNehR8ve//x0wGdV7C2r85S9/ITg4mLlz5/LZZ59RWFhIbGwsp59+OnfddRcDBw507zt69Gi+//577r//fp566ilcLhepqalcffXV7n1GjRrF7NmzmTp1Kvfddx9+fn6cdNJJPP744w2agjflzjvvpFu3bjzzzDPu95WcnMzpp5/O2Wef3ezPRURkb2zWnvlgIiIiIiIiIiIiIiIihyH11BARERERERERERERkTZB5adERI5gTqeT7Ozsve7jcDhwOByHaEQiIiIiItLWaZ4hIiLepKCGiMgRbPv27fusfTp16tRmNX0TEREREREBzTNERMS7FNQQETmCJSQkMGfOnL3u07lz50M0GhERERERORJoniEiIt6kRuEiIiIiIiIiIiIiItImKFOjES6Xi/T0dEJDQ7HZbN4ejoiIiIjIYcmyLIqKimjXrh12u93bwzmsaY4hIiIiIrJ3zZ1fKKjRiPT0dJKTk709DBERERGRNmH79u0kJSV5exiHNc0xRERERESaZ1/zCwU1GhEaGgqYDy8sLMzLoxERERER2UNJCbRrZ26np0NIiFeGUVhYSHJysvv3szRNcwwREREROWy1sfmFghqNqE0HDwsL04RDRERERA4/Pj51t8PCvDbpqKVySvumOYaIiIiIHLba2PxChW9FRERERERERERERKRNUKaGiIiIiEhbExwMWVl1t0VERERERPZXG5tfKKghIiIiItLW2GwQG+vtUYiIiIiIyJGgjc0vFNQQERERERE5DDidTqqqqrw9DDlE/Pz88Klfv1pEREREmkVBDRERERGRtqaiAm691dx++mkICPDueOSAWJZFRkYG+fn53h6KHGIREREkJCTssxmmiIiIyEHVxuYXNsuyLG8P4nBTWFhIeHg4BQUFhIWFeXs4IiIiIiKeSkrA4TC3i4shJMQrw9Dv5ubb22e1a9cu8vPziYuLIzg4WCe4jwKWZVFaWkpWVhYREREkJiZ6e0giIiJyNGtj8wtlaoiIiIiIiHiJ0+l0BzSio6O9PRw5hIKCggDIysoiLi5OpahEREREmsnu7QGIiIiIiIgcrWp7aAQHB3t5JOINtX939VIRERERaT4FNURERERERLxMJaeOTvq7i4iIiLScghoiIiIiIiIiIiIiItImKKghIiIiIiIih4WUlBSmT5/u7WGIiIiIyGFMQQ0RERERERFpEZvNttdl2rRp+3XcJUuWcM011xzQ2EaOHNnomKqrqwH4+OOPOf3004mOjsZms7F8+fIDej0RERERObR8vT0AERERERFpoaAg2LKl7rbIIbZr1y737ffff5/77ruPdevWubc5HA73bcuycDqd+Prue/oZGxvbKuO7+uqreeCBBzy21b5+SUkJJ5xwAhdeeCFXX311q7yeiIiISJvWxuYXytQQEREREWlr7HZISTGLXT/pjzSWZVFaWe2VxbKsZo0xISHBvYSHh2Oz2dz3165dS2hoKF9//TWDBg0iICCAH3/8kU2bNjF+/Hji4+NxOBwMGTKEb7/91uO4e5afstlsvPLKK5x77rkEBwfTtWtXPv/8832OLzg42GOMCQkJ7scuvfRS7rvvPkaNGtW8P4iIiIjIka6NzS+UqSEiIiIiInIYKaty0uu+b7zy2qsfGE2wf+tME++8807+8Y9/0LlzZyIjI9m+fTtjx47l4YcfJiAggDfeeINx48axbt06OnTo0ORx7r//fp544gmefPJJnn32WSZNmsS2bduIiopqlXGKiIiISNty+IddRERERETEU2Ul3H67WSorvT0akUY98MADnHbaaaSmphIVFUX//v35y1/+Qp8+fejatSsPPvggqamp+8y8mDx5MhdffDFdunThkUceobi4mF9++WWvz3nhhRdwOBzu5a9//WtrvjURERGRI0sbm18oU0NEREREpK2pqoJ//MPcnjYN/P29OpzDzfPPP8+TTz5JRkYG/fv359lnn2Xo0KGN7ltVVcWjjz7K66+/zs6dO+nevTuPP/44Y8aM2e9jHqggPx9WPzD6oBy7Oa/dWgYPHuxxv7i4mGnTpjFr1ix27dpFdXU1ZWVlpKWl7fU4/fr1c98OCQkhLCyMrKysvT5n0qRJ3HPPPe77ERERLX8DIiIiIkeLNja/UFBDRERERESOGO+//z633norL730EsOGDWP69OmMHj2adevWERcX12D/e++9l7feeouXX36ZHj168M0333DuueeyaNEiBg4cuF/HPFA2m63VSkB5U0hIiMf92267jTlz5vCPf/yDLl26EBQUxPnnn0/lPq4G9PPz87hvs9lwuVx7fU54eDhdunTZv4GLiIiIyGFN5adEREREROSI8fTTT3P11VdzxRVX0KtXL1566SWCg4N59dVXG93/zTff5O6772bs2LF07tyZ6667jrFjx/LUU0/t9zEBKioqKCws9FiOdgsXLmTy5Mmce+659O3bl4SEBLZu3ertYYmIiIhIG9P2L/8REREREQFwuaCiEAJCwd6MEjouFxRnQn4aWE7wDQCfAPANNLd9A81xqkqhsgQqiqGy2NyuLDHbqyugusysq2rWzkoIcEBgBARFeK59A+qeX3uM2mNWlZpjVJXXu12zrq7dVm5er7jkoH6UbVVlZSVLly7lrrvucm+z2+2MGjWKn376qdHnVFRUEBgY6LEtKCiIH3/8cb+PCfDoo49y//33H8jbOeJ07dqVjz/+mHHjxmGz2fj73/++z4yLgyE3N5e0tDTS09MBWLduHQAJCQkkJCQc8vGIiIiINGnTd/DDP8AvGCa+A76Hd1moQ0VBDRERERFpfdWVUJpTt1QWg48/+PjVrGtu2/2gosgEF0qyoDi7Zp0FZfkmCOAXZH7E1187K80+Jdn1lt0mOGHzgdAECE2EsHZmCU00r5m/DfK2Qu4Wc7u63Nuf1P6ptLw9gsPS7t27cTqdxMfHe2yPj49n7dq1jT5n9OjRPP3004wYMYLU1FTmzp3Lxx9/jNPp3O9jAtx1113ceuut7vuFhYUkJyfv71s7Ijz99NNceeWVHHfcccTExHDHHXd4JYPl888/54orrnDfnzhxIgBTp05l2rRph3w8IiIiIg3sXArf3g9b5tdt++11GHq198Z0GFFQQ0RERORw4awyJ9vztgIW2H3rTvz7+Jn7ltMEAcoLTVZC/dseV//XrkvBWVF3DHdAwdesLcsECFzVZu2sBGe1uW/3qVl8PRebzWQ5WHssrmooz4fSXDMeb7GcULjTLDv3sa/NDmFJ5oqn6koT5KiuMJ9ZbcDDJwD8Q8DfUbMOAf9g8Aupy+jwC6zJ8Ag0n3NFkQnKlOd7rl1V5vl+9Y7j7zDBGv/guqCNb1BNEKfeUn9bpQWPHncwP8Wjxj//+U+uvvpqevTogc1mIzU1lSuuuGKvpaWaIyAggICAgFYa5eFt8uTJTJ482X1/5MiRWFbDwFtKSgrfffedx7YbbrjB4/6e5agaO05+fv5exzNv3rwWjVdERETksLF7A3z3IKz+zNz38YfkYbB1gcnYGDDJzBuOcgpqiIiIyJHBskyZnvon+qtKzUniAEe9E9IOc0J/X6rKoTgDijKhaJfJJCgvqHcS3/I8oe+sbFgyqKrcnOgPjoLgaAiJgeCYunV5PuxeD9lrIXsd5GwyJ72PFDa7ed/B0eazd1WbwI07eFJz298BjjgIiTNrRxyExEJQpNnH/XnWfralJnAQUrOfI9asQ+JMmaeyPCjcBUXpnuvqcojsCJEpdUt4sjlWYywLXM7mfV8OtRKVn2pMTEwMPj4+ZGZmemzPzMxssqxQbGwsn376KeXl5eTk5NCuXTvuvPNOOnfuvN/HFBERERFpkdJc+HYqLHvbXKSFDfpfDCPvNFnnzw6CgjRY8gocf7O3R+t1h+EMTURERI5IlmVO4hdnm54A9UsQ1d622U2posKdUJhetxTtMtudVeakv7O6Zl1lTpRXlphghqu6eWOpvaLeIwPBpy4LoWS3Gas3+IVAdGczFo/3WfO+bXYIDDN9IwJq1rX33Vf812QB1F797xPQdEDBZvfM3HCXhfI1J/Rd1fXWNYvlMs+z+5h1/SUwoiaQEWVu2+1e+AyDTMkpBh3YcWy2wzOgARAUBKtW1d0WAPz9/Rk0aBBz587lnHPOAcDlcjF37lxuvPHGvT43MDCQ9u3bU1VVxUcffcSFF154wMcUEREROWxYlvl9K4cflwtmXg5bfjD3u4+FU/4O8b3q9hl5B3x2A/z4DAyabOaAramNzS8O01maiIiIHDIuF+RvNZkCNru5Ot6jsXFNiaKyPFMWqbYnQe1SXWFOhPsG1FsH1AQodpu+B8VZpk+Cs/Lgvx+bveaEf7gpCVRVZvo5VBTXZUFUlzevl4JPQE1vhpolKNLzBD62mtu2mt4PwQ1LBdnsUJYLJTnm8yjZXbPOMQGH2O4Q2wNiupvbYe29EwiQtsVuh969vT2Kw9Ktt97K5ZdfzuDBgxk6dCjTp0+npKTE3UPhsssuo3379jz66KMALF68mJ07dzJgwAB27tzJtGnTcLlc/O1vf2v2MUVEREQOWzuWwpdTzO1LP4WQaG+ORhqz9FUT0PANgks+gpTjG+7TbyL8OB1yNsDPL5ogR2tqY/MLBTVERES8zVltTrr7BZsAQnO4XDW9C3IaX8oLwD8UgiPNVfNBUebK+aAoc5I/83fIWAWZqyDzD/P6TfELNlftt1aPhIAwc8zaDITajAHLWfN6IXXNnes3eQ6J9cwiqF3b/UxwICDMXK3i72j6CqTqipqsjiJz21VtXtcjG8FpPrPQeBPU0dVMIm3KRRddRHZ2Nvfddx8ZGRkMGDCA2bNnuxt9p6WlYa8XOCwvL+fee+9l8+bNOBwOxo4dy5tvvklERESzjykiIiJy2KmuhB+egAVP1821Zl4Ol37SdPnVtqQo01x01tw59OEqbyv87z5ze9TUxgMaYDLIT74LPrwSfnrONAwPjjpkwzzc2KzGOq8d5QoLCwkPD6egoICwsFZO5RERkbbJskwZpN3rTeOu3etNcCAgtOHiH2JOnJflNWwSXF5gTqhXFNVkDxSZ/gC1/B11wYfaPgx+weZYtQGLkt3myn/L1Xrvz8ffZArY7ea1ygqgoqDhfo4Ez34EkR3N+JyV9ZorV9Y1ng6OBkd8XY8ER5zJXmhMbVDBx1+BBJF9qayERx4xt+++G/y9M5nT7+bma+qzKi8vZ8uWLXTq1InAwEAvjlC8QX9/ERE5KDJWwSfXmovZAHqOg03fmznosGvhjMe9O74D9fNLMPtOiOgA46ZD6in7fk55ASx9zWTwtxsI7Y8x2fje5HLBG2ebJuAdjoPJs/aete9ywb9HmL/r8VPgtPtbbyxtbH6hoEYjNDkTETmCOKugYLu5+qE4uyYQYJkgRf21s9I0da6uae5cXW6CFuUFkLPRLHvLZvCWgLC6RszuJQoCw03ApCzXNBwrza27bfeB+N4Q3wcS+pp1TNeGV+u4nOb9l+ebbJLwJJMRISLeV1ICDoe5XVwMISFeGYZ+NzefghrSGP39RUSkVTmrYdE/4ftHTWZ8UBSc9Qz0PgfWzoL3/mT2O/s5OOZSrw51v1gWfPcQLPiH5/Z+E2H0I42X1qquhF//C/OfMHPi+kITod0xNUGOgZAy4tBmfvzyMnx1m7lQ8NofITp1389ZNxvevciUqrpleesFZtrY/ELlp0REpPW4XOYK+5ZcZW9ZJlhQkm2CDiW1/ReyzQn42rJELpdnqSCb3fQ78K23+ASYckRF6SaIkbsFCnbUpdoeKLsvRHWGmG4Q3cWUOqoorsu8qCgyJZoqS0y2Rm1Pij3XAWEQ4KiX2VGT3VFdtkcAIsfcrio1abW1QYuQmLqSUgfzB5fdpyZb5OhNaRUREREREdmnLQtg2VumJFDSYO+MIWcTfPIX2LHE3O8+Fsb902TLA/Q4E0beDfMegVm3mr5+yUO8M9b6cjfDH59Al9MgsV/T+7mcZtxLXzP3T7rTXIC3+N+w8j3Y8D8Y8yj0u8ick3C54I+P4bsHzfkBMHP59oNh13LIXgtFu2DdLLMAhLaDY6/b/0bczmrYMg9WvGfm88ffAp1HNvG+t8Cc2rJT05oX0ADoNhqShpi/84KnYOyTTRx/szkfknLiEVkJQZkajdAVZyJyVKsoNmWWSrJrTsxHmpPae/YpKMszKa0ZKyHjd7NkrzU/NHwDa5omB5nbfkEmIFBboshdpqhmqW3efLD4BppSSaEJYPOpeR82z7WPX01j50DPtX+I+XER080c40ioPSoiALhcFp+t2MkbP20jOiSACwcncXKPOPx82kCj9jZ2JZUoU0Map7+/iEgbV11hMgcWPQtYZu553n+g1/hDO45VH8HnN5sLBgPCTXmp/hMbnsx2uWDmZbDmC1Na+Jp5EJZ4aMdaq2An/PAkLHvTXLgI0PNsOPluiOvpuW91BXz0Z1jzOWCDs56GwVeax3Yshc9vgqw/zP3OJ8Ogy2HhPyF9mdnmiDfHHXCJ6U0B5mLEXSvNPunLYPM8c5ElmAsRB18Bw65r3ueT+QeseBdWzoTiDM/HBl4Kpz9kLnKs5XLB6+Ng24/Q8QS4/Iu9l53a0+b5pmyV3Q9u/s2U4aqVvhwWTofVn5lKFUlDYcxjkDRo78esP78oKqq7fYip/NQB0ORMRNqk6sq6k/N726dwB+RvNxH7gpp1YXrd0lgfBTD/WNYGOCpLoSCtdcfvF2IyEBxxEBIHjliTjeATYP5xt/uagITd12QQWK6a4EilKRXlDpZUmuBFZApEdqoXzDjyrkwQkf23cONuHvlqDX+kF3psj3EEMGFQey4anEznWO/8kG8WBTXaHAU1pDH6+4uINFNVObw1wVxh3xi/IBh5Jwz586EbU9Za+PjP5gI/gOiukLMBsJmT2MNvOPjz0Kpy+OYu+PVVc7/j8SaoEp7U9HMqiuG/p0HWamg/CCZ/ZS7qa4plmdLMlcU1S4lZ7L7m4kf/ELMEhDbvIsCS3aZ5+ZJXzMWOAPF9IXMVYAE26Hu+ycSI6QLlhfD+JNjyg+m/eN7LppxWfc4qWPQvmPd43THBjO/4KTD8ejPGvamugJXvmwDV7vVmm90P+l0Ivc8z5yDcF2fWnIMozYU1n9V9B8CcN+lzvqkYUft3cSTAmU9Bz7PM/cX/ga9vN+dBrlsIUZ32/bnt6fVx5jMZeIkpJ7Z1Afz4DGz6rm4fn4C6z6PfRNOIPKxdw2NZFmxeDF2Gm/tr50H3k1o+plagoMYB0ORMRA5blSU1ZZU277HUlFnCMv/I+4eYfxxrf1zYbCZgUZRh9tmXgHATVKgsqSkBVdH4fhEdTU+GhH41vRl6mx+TVWU1/8iX1/WpcFabUkm+gWaMvoHmvk+AuWJhXz8wREQaYVkWm7JL+HFDNj9uzGHljnxSYkIY3jmaYztHM7BDBIF+Pu7912YU8uhXa5m/PhsAR4AvfxnRmeKKaj76bQe7iyvd+w5NiWLCoPb0SgynQ3Qw4UGNT9IKy6tYnpbP0m15LN2Wx9qMQgL9fIgI9iMiyJ/wYD8ia24nhAcyIDmC7gmhB5YRoqBGm6OgRuNGjhzJgAEDmD59ureH4hVH+99fRKTZvn8E5jejufUZT8Kwaw7uWCwLfvmPKR1UXW4uxjv7Weg2Br6+A5a8bPYbeo25Qt7u0/gxtv8Ca7+AHmdBh2NbPo7dG2Hm5Jpm4DY48a8w8q66TIS9yd0CL59sKjD0/5PJ7MjZALs3mBP6u9eb2wU7a3pLNvP0sY+/yXIITzLZAxEdzHmDiA7mZPqaz+HnF+v6VXY4Dk69DzoOh8zVMO/RmmwMTMnp/hebYMeuFSZAMfEd6LyXk+05m0yJqq0LTabFiL+Zcxst4XLBhm9g4b8gbVHznmP3g+5jTOCg6+l1ZaK3LTJZJDkbzf1e55hg1xvjTZnpsf8wJcv2x/Yl8N9R5uLPxH51WSk2H+gzwZS+Co6GuQ/AinfMY37BcML/wfAbzbmb9GWw+lOT1ZG5BR4tMvt9ehuMb6Ks1UGmoMYB0ORMRFqdy2muRijOgKLMurWryvyj4h9Sc4VDzW2fABOEyNtifmzUrmtTIQ+Eb6D5gRGeDBHJEJYE4e3ND4ywmnVAqOdzKktNj4eyPBPk8PGDuF6e6ZMi4lZR7WR7bhnbckoorqjmhC4xRDsCvD2sBorKq6isdhEZ7I/d7p1spsLyKrIKy8ktqSK3pILckirySivJKa6kpKKakABfIoL9CA+qW8KC/NieW8qPG3ezcONudhWUN3l8f187x3SI4NjO0ezMK+PD33ZgWeBrt3HJsR256ZQu7r9NldPF3DVZfPDrduaty8K1x6/kyGA/OkSHkBIdTMeoYHJKKlm6LY91mUW09Bd1oJ+dvu3DGdghkgHJEQxIjiDa4Y+PzYaP3Yat3lV9LpdFTkkl6fll7CooIz2/nN2ZOfzt/JoayApqtAlHWlBj3LhxVFVVMXv27AaPLViwgBEjRrBixQr69dtLbWz2HdR47bXXuOKKKxpsf/nll/nzn//Mrl27+Otf/8qvv/7Kxo0bufnmm9tUgKSt/v1FRNx2bzT9DHqNNxe6HazXeHG4yco/+1lIOaHhPr+9Ya5SB3NF/MHK2CjKgM9ugI3fmvtdRsH4FyA03ty3LPjpefjfvYAF3c6A8/9bdxFfWR6s/MD0hchabbb5+MP5r0LPcc0fx+8fwhe3mOBAcIzJzuhyasvey+Z58OZ5LetB6Rdi+kP6BZvzHLWZG01dCNmUxAFw6t8h9dSG2Sy7VphG5+u/rtsWHA2TPoT2xzTv+M6q1ikdveNX+Ok5k5VTv59n7cWafkGQPMwEEZrqRVlVbgJyC//p+VmnnAiXfd6yslN7euciWF/zW8w30JS6Ou5GU7Givp1LYfZdsH2xuR/W3gQ/6lfgcAXCgzXnnHJ2QVQrNSBvITUKFxE5GKrKPRs4l9Vr6lxeYNIiKwo91+X5pj+F5WqdMQRGmB4PUZ09l8hO5gqQqtKadNDatNBSEzwJawfhHUyJp5amwPoHm2VvKawihxHLsiiuqKa4opqEsECPE8StLb+0ks9XpLM2o4htOSVs3V1KekGZx0luX7uNk7rFcs7A9pzWK94jc6A1lFU6+SO9gPiwQJIig/b6fsurnHy7JpNPftvJvPXZOF0WvnYbMY4AYkMDiAutWYcF0iMhlF6JYXSICm406GFZFhuzivlpcw4/bcphxfZ8ohz+dIsLpUu8g25xoXSLDyUpMgi73UZWUTl/pBfyx84C/kgvZFV6Adtzyw74/fv72hmSEskJXWI5pkMEm7JL+HlzDj9tziG7qIKfN+fy8+Zc9/5n9k3k9tHdSYnxDAT4+dgZ0yeBMX0S2FVQxkdLdzBvXTbbckvJLqogr7SKvNJ8VmzPbzCGDlHBDOoYyTEdI+mfFE61y6KgtIr8skryS6tqlkq25JSyPC2PwvJqlmzNY8nWvEbfk90GvnY7PnYb1S4XVU7PqElQZTl/q7ltWRYqsCeH2lVXXcWECRPYsWMHSUmevw9mzJjB4MGD9xnQaK6wsDDWrVvnsS08PByAiooKYmNjuffee3nmmWda5fVERI4Iv84wJ97HPOpZb7+1FGWYE7VLXzcnahc9BxNebtmJ+eawLHPlvbPSBBAGXtr4fPbUqWbOvfCfMOuv5oTt4IZB8WarLDWZC9nrIGuNWWevNRccWi5zAvm0B81V9vXHY7OZk8oRyfDxNebE/IyxcMq9pu/FH5+Y7A4wPRyju5hMiw8ug/HPw4A/7X1cFUUmYFLbLLvjCTDhlf3ri9F5pPl+fF3zqzIkzvSSjO1m1jFdISLFXPToH2ICGU2dgK+uhKqaslRleaaSRN42yE+D/Np1mvkujrjdfE+amrMk9oc/vWcCCvMfN+dTznvZjKe5WqsXZtJguOC1AzuGX6Ap+9T7HBMQy/jdBIfGP3dgAQ0wfz9XtfnMhl3XdFZK+0Fw5TemcfqcqaYUOZi/abfRJiiZeBw8WBPI2PNC18OQMjUaoSvORI4CxVlQnFlTAqlm8atZ23zMf+D3TLvcvf4AMyVsEBJrruBwJJi1T0C9IERJze1iEzwJTTB1FWv7QtTeVnaECGBO5G7eXcLizblsyy0hq7CCjIJyMgvLySgsp7TSXAUTEezHgOQIjukQycAOEfRPjiAs8MB/5K7LKOK1RVv5ZNkOyqsaBi1D/H1IiQnBsmD1rrq+DY4AX87ok8C5A9vTITqYbTmlbM0pMevdJWzNKSGzsIJOMSEMSI6gf3I4/ZMiSIkOcQcWqpwuVmzPZ9GmHBZu3M2ytHwqnWYM8WEBDE6JYkjHSIZ0iqJHQhg2YMnWXD5ZtpNZK3dRVFHdovfqCPClZ2IovduF0ysxjCqXi5825fDz5lx2F+/7qqxAPzuOAF+P0k71hQf5ERXiT1SIP5HB/kSF+BEVEoAjwIfiCicFZZUUlFV5LOFBfhyfGsMJXWMYkhLVaKCo9jvyc03QxWVZ/PnEzhzTIbJF7x+gpKKatNxSttX+rXJKcQT4mEBGh0jiwpp/hbXLZbElp4RlafksS8tjWVo+6zKLcO6ZGlKPzQZxoQEkhgfRLiKQdg5/+mRuIjY0gOHnn4bdzzvXKul3c/O1KFPDssxvAm/wC27WxQ/V1dUkJSVx4403cu+997q3FxcXk5iYyJNPPskFF1zAjTfeyA8//EBeXh6pqancfffdXHzxxe79m5OpMWXKFPLz8/c5prZYykqZGiJyUNTW6weISoUrZ5veha2hvMCU5fn5hbp/q8I71FzxbYPT7ofjbm69XhIrZ5q+Fb6BcP1P5oK+pliWOeH/03Pm/tnPwTGXNtyvcBcsf8tkO5TmmpPCltNkHric5raz8d+tgMkyOPelhs2s97T9F3h3orkosr643ibg0vcCU7Hhi1vMeMCUqzr2usaPt+ZL+Op2KEoHbDDiNtN3ojnlpvYmbxsEhpleEHJwOavgj0/NharNzTppbVVlptyUX7AJFPoH14zNCb/9Zm4fcwz4tO6FeM2lTA0RkfpKckzTpK0LTCOl2qZP+8PmY9IKg6LqrSNNBkVguKkfGRhm1gGhZpsj3gQ0DvTHhsgRwFVz4nZ/yh3tyCtl0SZzgnrRpt1kFu79hLrdBvmlVcxbl828daaHgs0GXeMc9G0fQdd4B13jHHSNq8sm2Buny+K7tVm8tmgLCzfWTU56JoYxqmccKdEhpMQE0zE6hOgQf3fGxMasIj5dls4ny3ayM7+MmUt3MHPpjr2+1vLt+SyvlxEQFuhL/+QIfO02ftmSS0mlZ5p4jCOAgrJKMgsrmLVyF7NW7gJMQMIR4EtGYV2JpvYRQZwzsJ0JrESFkFNSQXZRBVmFFWQXm9s788pYk1HI2owiiiuazioI8LUzqGMkwztHMzglisLyKjZkFrE+s5gNWcVsyi6mvMpFeVUlNhukxjro3S6MPu3C6d0+jN6J4YQHt9KVVHuw2WykxjpIjXUwaVjHAzpWSIAvPRPD6Jl44Cfu7fa6cZ0/yFzhXlntorzaictlUe2ycNZb7HYbcaEBjfTgOEglHsT7qkrhkUaaOB4Kd6c3q8+Vr68vl112Ga+99hr33HOP+793M2fOxOl0cvHFF1NcXMygQYO44447CAsLY9asWVx66aWkpqYydOjQg/1ORESOTsvfrQto+IdC7iZTYmjyl/u+QK6qDNJ+AmzmhKdfUN3aN8A0Uf7hH6ZSAUDSUBPESBoKs+80vSTm3Gf6Gpz51IFfLV+Wb5pggzmBv7eABpgf+qc/ZAITi180vQzsPib7weWETd/D0hmw7uvmlVwKijKBi9juENujbnHENS9okzwUrppjAhv5202JokGTzdX/9Z8//jnzt/npOfM5luWbpue1+xTsgK/+ButmmfuRKTDunybTojVEHtjvZGkBHz/od4F3x+AXBP0nNtzu4wNDhhz68ewnnV0TkbbLskxaY3GWKfFUWQwVxfXWReaxrQsh6489nlyTNeGsMFkRe9Z/9PE3V7TEdK1Ju+wGMV1MpkRgxIGnCEqbl1VYTnmViw7Rwd4eiofyKmfNielySiqclFU5Ka9yUlbppLTS3AeTReAI9MMR4IMjwA9HoC+OAB989vhu1/7UtttsBPrZCfD1IcDPToCvvUUlndJySvlhQzYLNmSzaFMOLpfFyO5xnN47npHd45pswJxbUsmiTaZvwsKNOaTlel657O9j55iOEfRICCMhPJCEsEDiwwKJDwsgITwQX7udtRmF/LYtj2Xb81mWlk9abinrM4tZn1nscaxAPzudYxykxjkI8LVjWWBhUfM/LMvit5rnm88ERvdOYPJxKQztFLXXz6NLXCi3je7Orad149dteTUZE+mUVTlJjgomJTqEjtHBNUGREGIc/mzMKmb5dlPqaFV6IYXl1SzYsNt9zMhgP4anRnNcagzHd4khJTqY8ioXK3bk8+vWXH7Zmsdv2/LcZbhCA3w5o28C5w5MYlinKI8ATmJ4EInhQY2OvdrpYlN2CX+kF7A6vZA/0k3WybDOUQzvHM2ADhEE+HpexTO6d4LH89NySyksr6ZbvINgf/38bIy/rx1/X/3bIm3LlVdeyZNPPsn8+fMZOXIkYEpPTZgwgfDwcMLDw7ntttvc+99000188803fPDBBy0KahQUFOBwONz3HQ4HGRkZrfY+RESOGGu+gM+uN7eHXWdKI706xpQ3euciuPSTuquy97RjKXxyTV1D472J6WbKPfU4s+7E+5n/MKWUvrkLfnvdlBy64PUDqzTw3YOm9FBMN5P90Rw2W11JniUvw6fXmz4CG7/z7B/QYbgJMCT0NRcu2n3NPN/mYwIhfsFN90hoiehUuO4nE0TxbaLHXm0wJigCvnsI5j9mznWMfhiWvGK2VRabMR5/iynf5Nf4b3eRo4XXZ5XPP/88Tz75JBkZGfTv359nn322yR+4VVVVPProo7z++uvs3LmT7t278/jjjzNmzBj3PtOmTeP+++/3eF737t1Zu3btQX0fItIClmWuAHFWmNS76gqT2lldYbZVFJs6kRVFpi9FRaG5XRvAKM6sW+8tJXRPcb1MI6ZOJ0LH4z1/oLhc5rWry00tyOBoZVVIowrKqpj+7Xre+GkbTpdF3/bhnHdMe8b1b0fMfjSCLiirYtHG3SzalENheRVOl4XLqr1CG1yWhWVZ+PmYE57+tWtfO34+dkoqqskoLHeXXcorrToI77pxAb52Av18iAj2q+vDEBro7svg72vnly25LNiwu0EwAmDW77uY9fsufO02hqdGc3qveE7qFse23BJ+3LibHzfsdp9Ar+Vjt9E/KZzjUmMYnhrNoI6R++xP0S8pgn5JEUyuub+7uIJlafms3VXIhizPbILVuwo9SkU1JjzIj4lDk7n02I4kRbYsqGW32xjaKYqhnaJ4+Jw+WDXvqTG924UzfkB7wJSbWpdRxPLt+VRWuxjWOYqeCWENMkuC/H04tnM0x3aOBkxmydqMQnYXVzKsU+MlmvbF18dO94RQuieEct5+ZEj7+tjpHOvY947SMpWV8M9/mtu33AL+/t4dj7Quv2CTMeGt126mHj16cNxxx/Hqq68ycuRINm7cyIIFC3jggQcAcDqdPPLII3zwwQfs3LmTyspKKioqCA5u2X87Q0ND+a22HAJg18UlIiINbfoOPrzS9HsYcAmMfsScpL/0Y3jtTNj+M3xwKUx8F3zr/W5wVsEPT5oMDMtp5sKOBJM1WFVWs5SYIEFYEoy8A/r/qfH58rHXmiyCD680Taj/ezpc9KbJksjdZAImORtNJkfeNlN+59T7TCbEnnYshSX/NbfPfKrpgEBjbDYY+6R5P7++Wtd/IjAC+l9sghlxPZp/vAPl48s+T8HabCZYERgBX90Gv/zb9D8oMdnmJA8z2Rn7Knklsr/a2PzCq2fs3n//fW699VZeeuklhg0bxvTp0xk9ejTr1q0jLq5hrb97772Xt956i5dffpkePXrwzTffcO6557Jo0SIGDhzo3q937958++237vu+vjoxKeJVFcWQ/pupJ7njV9ixBEp37/t5zRUYYWo/BjhMPUp/R83tEPNY0mDTPKuphklgfuzZg3S1gzTJ5bKYuXQ7T8xeR06JCab52G38vrOA33cW8PCsNZzULZbzjkni1J5xTZ48drksft9ZwPz12fywPptl2/P3Wkd/f/j72okPC8AR4EeQn50gfx+C/HwI8vclyM+cCCqpcLqv4C+pqKaovJqSymozlnrDqb1Z7XJRUe3yaH5dUW22FZRVsS1n77Xffe02jukYyYldYjixm/n/4pzVGfzvj0w2ZBWzYMPumiyEPbOqoEdCKMd3ieH4LtEM7RSNI+DA/l2PcQRwWq94TusV797mdFlszy1lQ1YxW3eXUOVyYcOGzWayVczaRkyoP2N6JxLkf+D1RVtSfsvPx06f9uH0aR/eotfwsdvo3a5lz5E2oqoK/lbT1PH66w/7SYe0kM3WrBJQh4OrrrqKm266ieeff54ZM2aQmprKSSedBMCTTz7JP//5T6ZPn07fvn0JCQlhypQpVFa24KIUTBCjS5cuB2P4InKkKdwFPzwB25fAOS9AYj9vj6ihyhIoLwSb3Sx2n5ofm3aw+zWdSbE3aYvhvUnmor+eZ5uT37UB4IS+8KeZ8OY5pnH4x1fD+a+a181eb7Iz0peZfftMgLH/aDxDobrSlM7ZV7Z29zGmh8c7F8HudfD8XjLz1qabUlCDr4CRd0FIjNnurIYvpwAW9JsInUa08AOhJrDxlCkHvWsl9LvQNEM+3Of8Q682Y/7kWhPQCAg3Jb6OuVwVI+TgamPzC6+e7X/66ae5+uqrueKKKwB46aWXmDVrFq+++ip33nlng/3ffPNN7rnnHsaOHQvAddddx7fffstTTz3FW2+95d7P19eXhISEBs9vSkVFBRUVdaVnCgv3foWmiNTjcpnSTyXZULLbBCtKdptGWAU7YOdvpvST1bCJrptPgLnqwsffLAEO04uitidFbY+KwHBTu9IRX2+Ja9kVG9KmFJRWEeTv06ySLJXVLrKKyskpriQuLICEsMB9lkdyuiy25ZSwLqOIQD8fOsWEkBQZhO8edeuXpeUx9fM/WLmjAIDU2BCmnd2bXolhfLlyFx//toMVOwqYuzaLuWuzcAT4Eu3wx8dmw263YbeZ8k0+dhvp+WUNsilSY0MY0S2WpMhgfGzmRLTdbnM/H8yV+pXVZqm9XeF0EeznS0J4APFhge7yS+FBfi0qDdVclmVR5bSoqHbW9EhwUlHtJK+0iqzCCrKKysmq6cuQVVROUXk1A5IjOLFrDMM6NwxGDEiO4PbRPdicXcyc1Zn8b3Umv6XlkRAWyPFdYjixq8nGiAs9+I1Tfew2UmJM6ScREWm+Cy+8kFtuuYV33nmHN954g+uuu879b9DChQsZP348l1xyCQAul4v169fTq1cvbw5ZRI5EZXmw8J/w80tQXWa2zforXPW/1mtYDaaCQMEO0x+hYDsU7TKZDTHdTLZBWPuGr1eWb/pUbP0Rti2EXSv2Pj8OCDPHCW8P4UkmOyK8PYQmePZ19A8xr7VrJbx9gcmsSD0VJrzSMIuiwzCTMfHORFj9KXwZBvF9TP+L6nIz1z7zaeh7ftPj8m3BCc7EfnD1d/D+JbDzV3NiPjrVlKeK7mJuh8TC4n+bPhFLXoGVH5i+GUP/YvpeZKw04zr9oea/7p7sdhg1bf+f7y39LjR/783zYeg1EBq/7+eIHGW8FtSorKxk6dKl3HXXXe5tdrudUaNG8dNPPzX6nIqKCgIDPU9sBAUF8eOPP3ps27BhA+3atSMwMJDhw4fz6KOP0qFDhybH8uijjzYoWSUiNQp2wpb5kL7cNAMry9tjycfjsu6mhCVB8hBIGmKaiMV2N1dI2H1b90emHHSLN+eQUVjO6N4JLSplY1lWs060F5VX8dnydN5bksaqnSbIHB7kR7TDn5iQAKId/kQ7zA/qjILymtJLFeSUVHhkETgCfOkSZ5pAd4lz0DXeQWigH2szilidXsiaXYWsyyhy95io5edjIzkqmM4xIXSKCWF3cSWfLNvpPuaUUV25/LgUd8Pey49L4fLjUtiYVcTHv+3k02U7SS8op7iiusn3GBrgy/FdYhjRLZYR3WJaXMLIW2w2G/6+Nvx97bRmnKFzrIO/nOTgLyelUlHtxN+nZf06RETEexwOBxdddBF33XUXhYWFTJ482f1Y165d+fDDD1m0aBGRkZE8/fTTZGZmtnpQY/ny5QAUFxeTnZ3N8uXL8ff3V/BE5HBiWbDuK1PKqNc5rVfqt7LUlOn58RkoNxcgkTQUMv+AHb/A6s+g9zn7f/yKIljwFGz41vRjqH2Npvg7avoydjcX6G3/GTJW0WDObPOpCWw0MpeuKITsQshes/fX8gkwAY6KItNvocNwuOitpi/66zLKBDw+vAJ+e6Nue+opMP55CGu399drqbBEuHqu+cwCwhqf93c+CbYsgG/uNkGMOfeZAEdpnnl81P17r7hwJOs0Yv8yVESOEl4LauzevRun00l8vGe0MT4+vsn+F6NHj+bpp59mxIgRpKamMnfuXD7++GOczroTUsOGDeO1116je/fu7Nq1i/vvv58TTzyRVatWERoa2uhx77rrLm699Vb3/cLCQpKTk1vhXYq0QeUF5gqSzfPMsnt9854XGA7BMSZdNDgGQqIhJM5coZE0pPV/IMkhl1FQzoOzVjNr5S4AYhz+XDY8hUuO7UhUSONX7eSVVPLp8p28v2Q7G7KK6ZUYxuCUSIakRDG4YyRxYebMuGnAnMe7v2xn1spdDQINBWVVFJRVsTm7ZK9j9PexExXiT3ZxBcUV1Szfns/y7fl7fU6Ar+kXUFntYsvuEiqqXWzOLmnwWucPSuJvY7o3mTXQJS6Uv43pwW2nd2dNRiHlVU6cLtw9Mmr7ZIQG+tEvKdwdFBFPezacFhGRw99VV13Ff//7X8aOHUu7dnW/+e699142b97M6NGjCQ4O5pprruGcc86hoGAfJwVbqH4p4qVLl/LOO+/QsWNHtm7d2qqvIyL7qWAHfPl/sOF/5v78x+GUv0PPcft/gZuzCpa9CfMeh+IMsy2ul+nP0G0MzHvMNFv+dhp0H9uyLAMwQZjVn8Hsu6Bojx5HgREQngwRyeZq+pJsU8Ypd5MJLqQvqyvnVCu6i+nrmHICdDzOZGDUvo5lmQCH5TR9JosyoHCH+dwKdtbdLs6C0lxzsaGz0vSELDJzMxL7w5/e33fpqt7nmKDJ5zeBbxCc/iAM+fPBvdAwcB+lUDudCNfMh5Xvw9wHIL+mmXfSEFNySUSkETbLsppxiXXrS09Pp3379ixatIjhw4e7t//tb39j/vz5LF68uMFzsrOzufrqq/niiy+w2WykpqYyatQoXn31VcrKyhp9nfz8fDp27MjTTz/NVVdd1ayxFRYWEh4eTkFBAWFhYfv3BkUON2V5kLsZcreYHz7l9RpwlxeY26V5kLXa/JiqZbNDu4Hmh5cjwfSuaGxp6Y9EaTOqnS5eW7SVZ+asp6TSid1mehJkFZmyfYF+ds4flMRVJ3SmU0wILpfFok05vP/rdr5ZlUGls+nU6o7RwQxMjuCPdNOwuVaXOAcThyRz7sD22G02ckoqyC6qJKekgpziSnYXm9euLbdUW3opKtgfu91GZbWLbTklpgl0ZjEbs4vZkFlEUXk1XeMd9EwMo2diGL0Sw+gUE+Ju1OxyWewqLGdLdglbckrYkl1CcUUVE4d24JgOkQfxUxYRaaGSEnDUNGAvLoYQ75RO0+/m5mvqsyovL2fLli106tSpQVa6HPn095cjmssFv70G/7sPKotMqWH/EDM3BWh3jCkN1Pmklh3zj4/h+4fN/BYgogOcfK8pnWSvuUCmohj+NRBKsmDM46aBdXPlbIKvbodNc839yBQThInvY8pABTR+wSzOKjOm7HWml0RZvmmE3fF4E/xoLZZl+nKU5ZogR1WZ6SPp49f8Y+xaacpmhbdvvXG1hspS+Ok52LbINPqO6ertEYnsl8zCcrKLKujdLqztVCFoY/MLr2VqxMTE4OPjQ2Zmpsf2zMzMJvthxMbG8umnn1JeXk5OTg7t2rXjzjvvpHPnzk2+TkREBN26dWPjxo2tOn6Rw5az2qTZbp4PORtrAhmbTd+L5opKhc4jzdLpRBO0kBbLL61k/vps1uwqomN0MD0SQukWH0rIATY5PlCWZbEhq5jFm3NYsjUPmw36tAund/swercLJzyo7sfw0m253PPJKtZmFAFwTIcIHjynD93iQ/nq9128vGAzq3YW8tbPaby9OI2TusWyMauYHXl1geZeiWFMHJrMcakxrN5VyK9bc1myNY+1GYVsyyl1N5gO9LNzVr92XDw0mWM6RHr8wx8Z4k+XuOa/R39fO13jQ+kaHwp9m/88u91G+4gg2kcEcULXmOY/UURERERE6uRuhs9vhq0LzP2kIXD2c6Yk0aLn4KfnIf03eONs6HwyjJpqLqZrimXBhjnmSv7M3822kFgYcTsMmtyw5FKAA06+y2SIzH8c+k+EoIi9j7mq3JSx+vEZkwXh4w8n3AonTGlec2kfP1NmObb7vvc9EDZbTR9Khwno7I/DsYE6mEyTk/7m7VGI7Jdqp4vv12Xz3i9pfL8uC5cFAztEcO+ZPRnUMcrbwzvieO3Mmr+/P4MGDWLu3Lmcc845gGkcN3fuXG688ca9PjcwMJD27dtTVVXFRx99xIUXXtjkvsXFxWzatIlLL720NYcvcngpzYWNc2HDN+aHXlMBDEc8RHU2TccCw03z7dom3AHh5oqT+F77/8PoKGdZFusyi/hubRbfr81i6bY8XI3kwtUGOLonhNEpJpiokACiQ/yJqlla0qeifmbB1hxTLskR4Euwvw+OAF9CapbyKidLtuayeHMuv2zNJbek0uM4ny2vS6nuEBVMn/Zh+NjtfLHCbI8I9uPOMT24cHCyu3H1+AHtObt/O37enMsrCzYzd20W89ZlAxAa6Mv4Ae2YOKQDfdrXpRt3iXNwdn9TlqKwvIplafksS8sjLjSQs/onEhbYgquLRERERETk8OJywuKXYO6DpmG3X7DJchj2l7osilPugaFXww//gF9fhc3fw3++h4iOJiBQ23Q7pjvEdjOZD9/eD2mLzPMDwuC4m+HY68yJ/aYMvMw0Dt+9zgQqTttLL9Wdv8GHV0LeFnM/9RQY+w/T0FpEZC+255bywa/b+eDX7WQWVri3+/vYWZaWz4QXf+LMvon8bUx3OkZ7J/vhSOS18lMA77//Ppdffjn//ve/GTp0KNOnT+eDDz5g7dq1xMfHc9lll9G+fXseffRRABYvXszOnTsZMGAAO3fuZNq0aWzZsoXffvuNiIgIAG677TbGjRtHx44dSU9PZ+rUqSxfvpzVq1cTG9u85kJKo5fDlssJhTshbxvkbzOlpLYtMs3HrHolfoIiTROwhH4Q1ckEMiJTTKqvHDDLssgurmBHXhnbc0vZkVfG1t0lLNqUw858z1J43eNDOaZjJDvySlmXUeQu2bQ3If4+RDn8CQv0IyzQj9BAX8KCataBflS7TO+HzTWBjPKqpss7NSXQz86gjpEM6xSNj93Gqp0FrEovYHtuw1J+Fw1O5o4zejTZN6PWxqwivly5iw5RwZzRJ5Egf/VGEBE5aJxOWFBz9euJJ4KPd/6bq9/NzafyU9IY/f3liPPV30zjbjBNjsf9y8xJm5K3Fb5/1PRTaKxpdn2+gTD0Gjjh/0yD7OZY9zW8O9E01b5pqemD0WCf2aZ5dlUphCbCmEdNM/O2UjJGRDx8tzaTOauzCAvyJdYRQGxozVJzOzzIr1VKQi3enMML8zbxw4Zsas+uR4X4c/6gJC4akkxogC9Pz1nPB79ux2WBn4+Ny4encNMpXQkPbp0LOssqnSxLyyOjsNyU6i6pYHe90t0BvqZc+PgB7fd9jqaNzS+8WgPloosuIjs7m/vuu4+MjAwGDBjA7Nmz3c3D09LSsNvrGqmWl5e7m805HA7Gjh3Lm2++6Q5oAOzYsYOLL76YnJwcYmNjOeGEE/j555+bHdAQOSxYlknXrW0wlrnK/Ngr2AGu6safE9cbuo02S9KQuqtgZL+VVTrZlF3MhqwiNmQWsyGrmC27S9iRV9pkICHA185xqdGc0iOOk3vEkRTp2agtp7iCdRlFrMkoYu2uQtILysgpriS3xCzVLouSSicluWVA472C9uRrt9EhOphO0aY3RGmlk+KKakpqluIK850Z0CGSYZ2iOLZzFH3bR+Dv27BRdX5pJavTC1mVXkB6fjnj+ic2O02yS1woU0Y1UV9WRERal48PjBzp7VGIiIjU2fpjXUBj7D+a14A6MgXO+7cJJGStgey1sHt9TV+K9eaiPpsPHHMpnHQHhLVr2Zi6jYGOJ8C2H+G7h8xr1bfkv/DVbeYiwdRT4YIZ+25sLeJFBaVVzP5jF+FB/pzaMw4/n4bzem+qqHZSUFZFXOihD9TnllQy7fM/+HxF+l736xAVzMVDO3DB4CRiHAF73bcxS7fl8vSc9SzcmOPednyXaC4e2oHTesUT4Ft3Pu6xCf2YfHwKD89aw4INu3nlxy18+NsOzh3Ynm7xoXSJc9Al1kHkPi4irS8tp5Tv1mby/bpsftqcQ2X13i90/XVbHo/NXstFQ5K59NiODc5TudWbX7hcFofXN6shr2ZqHK50xZkcEpZlmnQXZ5qlKMMEL2oDGeUFjT/Pxx/CkyGyo0nPTegDXU9XyagWcrosdhWUkVVUQVZhBdlF5e7bGYXlbN5t+kI09V9Iuw0SwgJJigomKTKIpMhg+ieFc1xqzH5nKFiWRWF5tTvAUVheRVF5NYVlNevyKorKq7BhIyUmhM4xIXSKCSEpMgjfw+yHjIiIHB30u7n5lKkhjdHfX44YlaXw4nGmfNMxl8PZ/2qd45YXmoDDvvph7M3O3+DlkwEb/GU+JPY3Dce/e8CUpQIYeAmcNb1lzbZFDqF1GUW8tmgrnyzb4b7IMi40gIuHduDioR1ICPfOvyFVThcrd+Tz06Ycftqcw9JteZRXuRjRLZa/je7uUY76YPrq913c99kqdhdXYrfBRUM6EOzvQ3ZRhVmKzbqgrMr9HD8fG2P6JDJpWAeGdYraZ/bGsrQ8nvl2Az+sz3Y//4LByfxlROdmlZWaty6LR75aw/rM4gaPRYf4kxrnoHNMCCEBvgT42gn08yHA124WPx82ZhXz/bosNmeXeDy3XXggqXEOokP8iXYEEO3wJybErDdnl/DGz1vdVTnsNjitVzyXH5dCUkQw23JLSMstJS23lO0167ScUh48pw/jB7Tf53s6GJo7v1BQoxGanMkBsywozTGZFe5lu7nKpDC9JoiRaWqMNsUnABL6mmZpif1NLc+IjiYd1n50nMC2LIs/0gv5bm0Wc9dmkVFQxqie8Vw4OJl+SeH7lS5YUe3kgyXbeWHeJnYVlO9z/+gQf7rEOega76BrXCipsQ46RAWTEB7YaKaDiIjIIVFVBf/5j7l9zTXg552TMPrd3HwKakhj9PeXI8Y398BPz0FoO7jh58Mv2+HDq2DVh9DpJJg0Ez67EX7/wDw28i6TBaJyU21WaWU1s1dlcFK3WKL348r7w1W108W3azJ5bdFWft6c697ePT6UnJJKdheb8tY+dhun94rn0uEdGd45GpvNRnmVk/T8Mnbml9Wsy2kfEch5xyQ1O7sjLaeUn7eYTIBqp4tql0WV06La6aKi2sWKHfks3ZZHaaWzyWOc3b8dfz292371kiiuqObLFensyCujR2IofdqF0yEq2N3nEyC7qIKpn6/iq98zAOgW7+DJ8/vTPzmi0WOWVFQz6/ddvL04jRXb893bU2NDuGhIsjvDxMLCsszpPZdl8fWqDL5bmwWYz/uCQUnccHIXkqOayHpoQrXTxVerMliels/G7GI2ZRU3KGO+L752G4NTIjm5u6kQ0jXOsdfzY06XxXdrs3h90VZ+3Li76eM6q7l4xWwAEv56EzeM7tWicbUWBTUOgCZnst+y1sKSl2HlTP6fvfuOb6re/zj+StKme9DNKJS990ZRUBRFcS9woqLXdVXciuJe1/lzD0D0XhBRnCCKICqC7L1Hy+ykdLdp1u+P06YUChQopGnfz8cjj5wmJyeftHhvvudzPp8PtsNUWhzMGgZh8cYQ7+iW0KgHNO4Bse3Br/rlZ3VFcamTv7dmMads2HZaXtWJhzbxoVzVK5FLujeuVrlgqcPFV0t38f7vW9lblszwt5iICwskNiyAuLAA4sIDiAsLJC4sgOYxIbSKC61TX4hERKQOKSyE0LLhqAUFEOKduVn63lx9SmpIVfT3l1rN5QJ7IQQcpcXs7qUw/hyjomLkV0ZL5Npm/w54txc4S421duYGMPvB8LeNKg3xWXani1ETlzB/axbNooP58rZ+NIwI8nZYJ+znNak8P2OD54S3xWxiaMd4bhrQnN5JDbA73fyyLo0vFu5gcUpFwqNRRCClThdZBaVVHrddQhgvXtaZHk0bHPa9C20O3pm7lfHzt2N3Hv20cYNgf/q1iKZ/y2j6t4jG32LmjdmbPW2g/MwmRvZtyj1ntSY27MjnWNxuN6t35zJl8U5+WLX3kIRJaIAfHRqF06lRBLFhAXz85zb2F9mxmE3cOagld5/VqlL7pyNZuyeX/y3ayfcr9xwxMVPOYjZxWffG3HNWa5pGH1sy40gKbQ62ZxayNTOfHfuKKLY7sdmNxJHN4TTu7U6iQwIY1DaW01rHEB54fBc0bUnPZ9LCFKYv34PT5aZpVDBNo4JJjAqmRRDccG4nAIqzcwlq4J3v9kpqnAAtzuSYuJyweRYs+giS/6j8XGg8RDSB8MZGy6iIxkYP0LCGEBpnPF/Ph3en5ZawfOd+lu/Yz7Kd+1m3J49SZ0U/wCB/C6e3juHsdnHERwTy3Yo9zFqbhq2sZ6Cf2cTgdnGc0SaWRhGBJEQE0jAiiAbBxuAnu9PF18t28+7crZ4vA/HhAdw5qBVX904k0F+zR0RExAcpqeFzlNSQqujvL7WW2w1f3QAbZxiVDAMfqLpjgMMGH51hzMLocjVc9vGpj7W6yqtJAKyhcNXn0Ops78YkJ8TtdvPEd2uZvGin57Fm0cFMGd2PRpG+m9iYuzGd0Z8vw+lyExViZUSfRK7t2+ywn2ljWh5fLNzBtysqn5wPtlpoHBlE4wZBxIcF8uv6NPYX2TGZ4Lq+zXjovLaVTo673W5mrEnlhRkbPJ0tujeNJDY0AH+LGT+LCT+zGX+LCX+LmRaxIfRvGU2buLBK1RPl1u7J5dVfNnnaNQVbLVzYpSGNI4NJiAggPtw4hxMfFojFYuL7lXuZsmgn61PzPMdoGRtCr2ZRbEw35pLaqpgf0b5hOP+5ostxt7rKL7Hz3cq9zNmQjt3pwoTJU7hlMpkwAY0bBDF6YAuax9SNc3hOlxsTVP67+dj6QkmNKmhxJtWSnw6rphiDxXLL/g/UZIa2w6DPaGjaH/x0lf+BSuxO1qfmsXJnDst37mfFzpwqy+waRwZxdvs4zmoXR78W0YckHnKL7fy0ei9fLd1dqVzwQFY/Mw0jAimxO0nPM0oyY8MCuHNQS0b0aapkhoiI+DYfW3SIkhpSNf39pdba8CNMPaCCodUQuPRjCImuvN/c5+HP/0BILNy1GIKjTm2cx6J4P3w8GFwOuGYyNOzi7YjkBE2Yn8yzP63HZIJnL+7EJ39uZ2d2EU2jgplyWz8a+2BiY8XO/Yz8ZBHFdieX9WjMi5d2rvb5i/wSOyt35RAVYqVxZBARQf6V2hJlF5by4swNfL1sN2CcI3l6eEeGdU5ga0YB435Yx4JtxvDrxKggxl3YkSEd4k/4My3YmsUrszayanf1OppY/cwM65TAiD5N6XPArAuH08W2zELW7sll7d5ctmUW0q9FFKMHtqh1A9N9ko+tL5TUqIIWZ3IIRymkrzHKancvMW77UyqeD2pgDEPrfUudHNi9Zncuv2/KINhqITzIn8ggfyKC/IkMthIR5I/Vz4zL7cbldnv6DbrcUFzqYM2eXFbuzGHlrhzWp+YdUrpoNkG7hHB6NIukR9MG9GjagGbRwdWel7E5PZ/vVuxhS0YBabklpOaWePpKlosJDeCOQS25tq+SGSIiUkf42KJDlNSoL5KSkrjvvvu47777qrW//v5SK5UWwXt9jYv3Wp4FOxaAowTCm8CVn0Fib2O/1NXGAG6XA66cBB0v8WbU1WMvAYu13sypPJlyikqZuzGD2evTWbkrh15JUdxzVivaxB+lXVkNmbsxnVsnLcXlhieGtWf0GS3Ym1PMiE/+Yce+IhKjgpgyuh9NGtRMm6D8EjspWUUk7yukoMThedxNxTmOAD8LQ9rHERl8fK3Et2cWcPkHC9hfZOfMNrF8emOvk3KyfsG2LMZ+u5btWcbA6S5NIli/Nw+Hy02An5k7B7Xi9jNb1Oj5E7fbmOuwencu6XklpOWVkJZbQnpeCfuLjOHdreJCGdGnKZd1b0yDkPrXjt3rfGx94XcKYxLxLSV5sHoqrP0G9q4wvsQdrFF36HULdL4C/H3vCoCj2b2/iNd+2cR3K/fW2DGjQ6x0S4ykW2IkPZs1oEtiJKEBx/8/RW3iw3j4vHaVHrM5nGTk2UjNLaHQ5qBfi2iCrEpmiIiIiNSkm266iUmTJnl+joqKonfv3rz66qt06VIzV0A//fTTfPfdd6xcufKo+z3zzDOHPN62bVs2btxYI7GI1Bvz3zQSGhGJcPX/IHu70YoqextMPB/OfQ563wrf32UkNNpf5BsJDQD/2ps8dLvdpOWV1Ng8iK0ZBazYuZ+LuzXG6lczJ8Z3ZRcxe306s9enszglG6er4oT+j6v28uOqvQzrnMA9Z7WmfcOTd7HDxrQ87pm8ApcbrumdyK0DmwPQKDKIL2/rxzUfG4mNaz7+hymj+1Ua5ux2u9mxr4i/tmaxODkbu8NFsNVCoNVCsL+FYKuFIKsfLrebHfsKSc4qJDmr6JCLJw8nPNCPu89qxQ39k44pKZCRX8INExazv8hOlyYRvH9tj5NWfTCgZQw/3zeQD+Zt4/3ft7G6rILi3A7xPHlhh2Mefl0dJpOJs9vHc3b7Qys/SuxO8ortxIYFVPsCVxElNUQOlr4OlnwKq6YaQ9HKBTWAJr3Lbr2Mgd5BkV4L82TKK7HzwbxtjJ+fTGlZv8JzOsQT5G8ht9hObrGdvGI7OWXb5V9kzCYwm4zegyaTCX+zibYJYXRLbEC3ppF0T4ykSYOgk/5/UgF+FhLLBh2JiIiIyMlz3nnnMXHiRADS0tIYO3YsF154ITt37jzKK2tex44d+e233yo95uenJa/IMcneDn+/bWwPfQGswZDQCW6bBz/cA+u/g1mPGm2Y922BwEgY9poXA64bXC43D3+zmq+X7WZk36a8cEmnE1o3L9+5nxvGL6bA5mDGmlQ+uLbnCV3otzenmAenrfK0JirXNj6MczrE06NZJNOW7ubntWnMXGPchnaM556zWh/TnIOiUgez1qaxdk8ePZpFckab2EMGImfkl3DLZ0spLHXSv0U0z15c+XfVMCKIqbf155qPF5JSltj46Pqe7Mwu4q8tWfy1JZPd+w9tg10dMaEBNI8JpsFBlRjlb789s5AtGQW8OHMjkxbs4KGhbbmoa6Mq500cKL/EzqiJS9i9v5ik6GAm3NSbkBO4+LM6Avws3DekDcO7NuK//+xgUNs4zmwTe1Lf83AC/S3qqiHHTN/wRMBoL7XxR1j8KexcUPF4TFujpVSrIRDVouL/qeoou9PFl4t38tZvW9hXWApAvxZRjL2gw2G/iJR3sFM2XURERKSGFRYe/jmLBQ5sV3Skfc1mCAo6+r7H0WYgICCAhIQEABISEnj00UcZOHAgmZmZxMYaJ0d27drFAw88wK+//orZbGbgwIG8/fbbJCUlATBv3jwefvhh1q1bh7+/Px07dmTy5Mn8/vvvnuqL8u+aEydO5KabbqoyFj8/P08sVUlKSuKWW25h/fr1/PDDD0RGRvL4449z1113efbZuXMn99xzD3PmzMFsNnPeeefxzjvvEB9fcWXpjz/+yLPPPsuaNWsIDQ1l4MCBfPvtt57ni4qKuPnmm5k2bRoNGjRg7Nix3Hbbbcf8uxWpUXtXQmkBJJ1+5P1mPQ5OG7QYZFRglAsMN1pPLfoIfh1rJDQAzn8Fwk6853595nK5efzbNZ45B5MX7SQ2NID7z2lzXMdbsXM/N5YlNADmbcrkxgmL+fSmXockCKrjj82Z3PflCvYX2TGboFdSFOd2iOfcDgk0ja64kPCsdvFsSsvnnblbmLEmlV/WpfPLunQGto7hzDax9G0eTfuGYfgdVH3gdrtZtmM/05buZsaaVE/cE/4GP7OJ3klRnpmbjSKDuO3zZezJKaZ5TAgfXNejyiqUhIhAvrytPyM++YfkrEIufGd+pef9LSa6N23A6a1iaBDsT1Gpk2K7k+JSp2fb5XbTLCqEpJhgWsSEkhQTTNhRfn9Ol5vpy3fz+q+b2ZNTzH1TV/Lp/O08fn57BrSKqfI1pQ4X//rvMtbtzSMm1Mqkm/sQE3rq5rO2jA1l3PCOp+z9RGqKkhpSf+XshG2/w/bfYfs8Y2gYgMkC7S4whn0nDaxziYx9BTZW7c4hM99GVkEpWQVl9/k2UvYVkpprtNlqERvCY+e3Z0j7uCMmLJTMEBER8YKAAPjpp4ptqZvK+xpXZdgwmDGj4ue4OCgqqnrfM8+EefMqfk5KgqysQ/c7wXGLBQUF/Pe//6VVq1ZERxvDhO12O0OHDqV///789ddf+Pn58fzzz3PeeeexevVqzGYzl1xyCaNHj2bKlCmUlpayePFiTCYTV199NWvXrmXWrFmeCoyIiOpf8VuV//znPzz++OM888wz/PLLL9x77720adOGc845B5fLxcUXX0xoaCh//PEHDoeDu+66i6uvvpp5Zb+/GTNmcOmll/LEE0/w+eefU1paysyZMyu9x+uvv85zzz3H448/ztdff80dd9zBmWeeSdu2bU8odpHjUpABs5+CVVOMn/veAec+D5YqTgdt/gU2/wxmPzj/P4euhU0m6Pcvo3PBjAeMdsxdrj75n6EOc7vdjPthHV8u2YXZBJd2b8I3y3fz9pwtxIcHMrLvsc3sXLkrhxvGLybf5qBv8yjuGtyKuyYvZ3FKNtd89A+f31L9E+ZOl5u352zhnblbcLuhY6Nw3r+2B82iD58Ab5sQxrsje3BfRj7vzt3KD6v2llVHGP+fExrgR49mDejbPIpuiZGs3JXD18t2k5xVkWxvGhXMaa2iWZyczbbMQhZu38fC7ft4fsYGwgP9yCtxEBHkz/gbex1xdoWR2OjHyE/+YVtmIa3jQjm9dQwDW8fQt3n0SamEsJhNXNkrkQu7NGLC38l8MG8ba/fkMfLTRXRqHE58WCARwcaM0vLbP9v38ffWfQRbLUy8qc8Rf78iJ5WPrS+U1JD6oyQPUv6CbXONZEb2tsrPh8ZDz5uMW3gjb0R4Uq3bm8vEv1P4YeVeSp2uw+4XFWLlviGtGdGn6Unr3ygiIiInyM8PLrjA21GI8NNPPxFalnwpLCykYcOG/PTTT5jLhvBOnToVl8vFp59+WqnaIjIyknnz5tGrVy9yc3O58MILadmyJQDt27f3HD80NPSoFRjlyisnDnTdddfx4Ycfen4+7bTTePTRRwFo06YNf//9N2+++SbnnHMOc+bMYc2aNSQnJ5OYmAjA559/TseOHVmyZAm9e/fmhRde4Jprrqk0v6Nr166V3nPYsGHceeedADzyyCO8+eab/P7770pqyKnldBhtlX9/AWx5gAlww6IPIGMdXPEZhERX7G8vgZ8fMbb73QmxR6gSaNILbv/jJAbv21wuN/O3ZpGcVcjQjgkkRFQ9x8PtdvP8jA188c8OTCZ47cquXNajCY0jA/m/uVsZ+90aYkKtnNvx6P/7B7BqVw7Xj19Evs1Bn+ZRTBzVm2CrH1/e1o8bJyxmfWoeV324kC9u7UvjyCPP7cgqsHHflyuZv9VIRozs25SnLuxQ7RZBreLCeOua7tw7pA2z1qaxJCWbJSnZ5Jc4+HNzJn9uzqy0f7DVwrDODbmiZxP6JEV52jXt2FfI3I0ZzN2YwT/b95FX4sDPbOKD63rQIvYIif8y8eGBzPj3QAptDqJPYfVDkNXCXYNbcU3vRN6Zu5X//rODtXvyWEtelfv7mU18eF1POjc5scS9yAnxsfWFkhpSdzkdxoDvbXON2+4l4HZWPG+yQOOe0HIwtBhsfDGzHHsp5snkdrspsDkosDmwmE1YLWb8LWb8LCb8zeaj9mV0utz8tiGdiX8n88/2bM/jreJCadIgiJjQgLKbldgwY7vrCQ7uFhEREZEaUlBw+OcsB51Yysg4/L7mgy5USUk57pAONnjwYD744AMA9u/fz/vvv8/555/P4sWLadasGatWrWLr1q2EhYVVel1JSQnbtm3j3HPP5aabbmLo0KGcc845DBkyhKuuuoqGDRsecyxt27blhx9+qPRYeHjlQbX9+/c/5Oe33noLgA0bNpCYmOhJaAB06NCByMhINmzYQO/evVm5ciWjR48+YhwHDkk3mUwkJCSQcaS/j/gOpwNmjDEqGc593pg3URvtWAAzH4L0tcbPjbrDsNchbw98+y9I/hM+GQTXTIaEzsY+C9+B/ckQ1hDOfPiUhrsnp5gP5m3lwi6N6Nci+ugvOIqF2/bx24Z0WseFMqBlDIlRJ3+uI0BGXgnTlu1myuKdnpkNz89Yz2Xdm3DbmS1oecBJeLfbzau/bGL8/GQAXrq0M5f1aALA/ee0IT3PxtSlu7hnygomj+5Lz2ZRR3zv1btzuG78IvJLHPRJimLiTUZCA6Bjowi+ur0/149fzPasQq78YAFf3Nq3UjwHWpKSzd2Tl5OeZyPI38KLl3Xi0u5Njut30jwmhDsGteQOWuJ0udmYlseS5GwWp2SzalcujRsEcUXPJlzQuWGVlRPNokMYdVpzRp3WnAKbgwVbs4gLD6RbYmS1Y/DmvIbo0ACevqgjtw5szprdueQeMJs0t9hObpEdm8PJyL5NOcNL8yxEfJXOXErd4rDB6qmw5Vfji1pJbuXno1pCy7OMREbS6RBYO7LgBTYHH/+xjS0ZBewvKmV/od24LyrF7jx8GwA/s4mQAD9iQq1GciIsgNiyJAXA1KW72JVtfJmymE0M69yQUacl0aNpg1PyuUREROQksdvhf/8ztq+9Fvxr14UZUkOOZcbFydr3qIcKoVWrVp6fP/30UyIiIvjkk094/vnnKSgooGfPnvyv/N/rAcpnbkycOJF///vfzJo1i6lTpzJ27Fhmz55Nv379jikWq9VaKZaTISjoyFc3A/gf9N+jyWTC5Tp8pbT4kH/eg+WTjO2M9TDiSwiKPPVxlBZC7m6wFUBpftl9obG9cxGs+crYL6gBnD0OetwAZgvQE6JbwZcjYH8KjD8XLnkfGveCP183XnPu8xAQdrh3rnHZhaVc/+kitmcV8tWS3Xx4fQ/Oand8MzpK7E5e/nkjny1IqfR448gg+rWIpn9L43a0KoVj4XS5+XNLJlMW7WTOxgycLmP9HhboR/OYEFbvzmXq0l18tWwXQzskcMeglnRNjOSt37bwwTyje8SzF3fkmj4VbaZMJhMvXNqJzAIbczdmcMukpXz9rwG0iqs6CbFmdy7XfWokNHonNWDiqEOHTLeIDeXrO/pz3aeL2JZZyJUfLuTOQS3JL3GQXVha6bY1swCny03L2BA+vK4nreNr5t+DxWyiY6MIOjaK4KbTmh/z60MD/KpdtVLbNGkQTJMGtTQJKlLOx9YXSmpI3eB2w+ZZMOsx4+qScoERxoCzlmcZ1RgNmnktxMNZvnM/9325kp3Zh+mBjJG8cLrdh7Q5drjcngz/tsyqBz5GBvszok9TbujfjIYRNfflTURERLyotBRGjTK2r7yy1i86pP4wmUyYzWaKi40La3r06MHUqVOJi4s7pGriQN27d6d79+489thj9O/fn8mTJ9OvXz+sVitOp/OwrztW//zzzyE/l7e7at++Pbt27WLXrl2eao3169eTk5NDhw4dAKMKY86cOYwq/+9P6o/s7fD7i8a2xQo7F8JnF8B100/doGy3G5Z/Dr88YSQwDssEPW80EhrBB13hH98BRv8OX99szJecdhM0SAJHMTQ7DTpdfhI/QGXFpU5umbSE7VmF+JlNlDpd3P7FMt4b2eOYT16v3p3D/VNXetbF53dKIDPfxspdOezJKeab5bv5ZrkxiDsy2J+oECtRwVbjPsRKgxAr0SFWmjQIoll0CE2jgqusHCiwOVizO5fVu3NYvTuXpTuySc+zeZ7v1awBI/o0ZVjnhgRZLSzbkc0H87bz24Z0Zq1LY9a6NNolhLExzfj7jb2gPTf0TzrkffwsZt4d2Z2Rnyxi5a4cbpywmOl3DsBsMrE9s4DtWYVsyzDuFydnU2Bz0KtZAyaO6nPYWRENI4KY9q8B3DhhMWv25PL8jA2H/X1e1LURL13W+aTMnRCRWsrH1hf6XyfxfZmb4ZfHYKsxPJDQeOh1C7Q62yizNXunzPBoHE4X78/bxttztuB0uWkcGcQtpzcnJiyABsH+NCj7gtUg2EqQ1YLb7cbpcmN3urG7XNgdLkqdLvJLHGTl28gssLHPM/jbRn6Jg9Nbx3BZ9yYEWWvn70BEREREfJvNZiMtLQ0w2k+9++67FBQUMHz4cACuvfZa/vOf/3DxxRfz7LPP0qRJE3bs2MH06dN5+OGHsdvtfPzxx1x00UU0atSITZs2sWXLFm644QYAkpKSSE5OZuXKlTRp0oSwsDACDjO80uFweGIpZzKZiI+vOOH8999/8+qrr3LJJZcwe/Zspk2bxoyygetDhgyhc+fOXHvttbz11ls4HA7uvPNOzjzzTHr16gXAuHHjOPvss2nZsiXXXHMNDoeDmTNn8sgjj9TsL1ZqF7cbfrwPHCXQ/EwY+iL89zKjvdOEc+H67yDq2K88PyZ5qfDDPbB1tvFzQLhxEZ81FAJCK+6DGkCPm6BJz8MfKzgKrv0a5jwNC94xqjZMFhhWxXDwk8ThdHHPlBWs2JlDRJA/U2/vxztztjJjTSp3/m85747sznmdjt6Gzu508f7v23hn7hYcLjdxYQG8ekUXBrWNA6Co1MHSlP3GsOlt+1izJ5ecIjs5RXa2U/WFgeViQgNoFh1Ms2jjCvvVu3PZlllwyMWGEUH+XNajMSP6NKXNQVUNPZtF8emNUWxJz+fDP7bz/co9noTGw+e15daBLQ77/sFWPybc1JsrPljA9qxCBrw811MJcrBezRrw2c19jtpKOirEyuTRfXlj9mZSc0qICjWSOeXJneiQABpGBh62NZWISG2hpIb4rpJc+ONVWPQhuBzG1TL97oQzHjyl5bLHY1d2EfdPXcnSHfsB4yqI5y7pRETQ4bOgJpMJP4sJPwsEUZGkaBjBIV+cREREREROhVmzZnnmX4SFhdGuXTumTZvGoEGDAAgODubPP//kkUce4bLLLiM/P5/GjRtz9tlnEx4eTnFxMRs3bmTSpEns27ePhg0bctddd3H77bcDcPnllzN9+nQGDx5MTk4OEydO5KabbqoylnXr1h0yiyMgIICSkhLPzw888ABLly7lmWeeITw8nDfeeIOhQ4cCxvft77//nnvuuYczzjgDs9nMeeedxzvvvON5/aBBg5g2bRrPPfccL7/8MuHh4Zxxxhk19euUo1n3HdiLoes1p+zkOwCrpkDyH+AXCBe+CdEt4eZZ8MWlRkJgwlCjYiOhU82/t9sNa6bBzAeNNbAlAM5+0lj7HnQBn9vtxuZwVW9+gKVsLkhCV/htHPQZDfEdaz7+Krjdbp78fh2/bUgnwM/M+Bt70S4hnLev6YafxcT3K/dy1+QVvH2Nmwu7NDrscbZlFjBm6kpW7TbaTl/QpSHPX9yJBiFWzz7BVj/OaBPrmVdQYHOQmlPMvoNaLmUXlpJZYGN3dhE7sovIKbJ7LhhcVrZuL9c4MoguTSLo0iSSrk0i6NGswVF/563jw3j9qq6MObcNUxbtJDEqiKt7Nz3ia8BIQky6uQ+Xf7CAjHwbJhM0aRBEi5hQWsSG0DI2lJaxofROaoCfxXzU4wGEBfozbvip+VuLiJwsJrf74Byz5OXlERERQW5u7hFLpMVL8tNg7XSY/wYUZhqPtTkfhr5gfLms5b5fuYex364l3+YgNMCP5y7peNxDt0RERKSeKiyE0LKrKAsKanRGwrHQ9+bqO9zvqqSkhOTkZJo3b05gYKAXI6z7kpKSuO+++7jvvvu8HYqH/v7HYPs8+PxiY3vQYzDo0RM/ZkmeUeFgPsLJ4IJMeK83FO+HIU/D6fdXPJefBl9cBhnrjKqJkV9BYl8oyICsTZBZfttYsXY9hAkimhgJhfJbdGvwsxrv/dN9sPEnY9dG3eGSDyGunefVLpebFbty+HVdGr+sSyNlXxEDW8fw8NB2dG5SO2ZIHuz/5mzhjdmbMZvgg+t6MvSAVlNOl5uHpq1i+oo9mE3w5tXduLhbY8D4rOv25vHH5gzmbcpkxa4cnC434YF+PHdJJy7q2qjGBoLnFtnZkV3Ijn1F7Mwuwu500bmxkciIDau6Wuxkyi2yk55fQtOoYK8NvRaROs7H1heq1BDfUJAJG743rsxJmQ+U5eKiW8N5L0PrId6MrpKcolI++Ws7e3NKKLA5KCy/lTopKHGQlmdcKdajaSRvX9OdxCgNixIRERERETms0iL48d6Kn+e9BEFR0Pe24z9m8p8w+WoIbwSXfQKNe1S93y+PGQmN+M7Q/+7Kz4UlwKgZMPka2PUPTLoI/IOgJOfYYsncUNFWCsDsBzFtoSANivYZP5/5qJFQsfhR6nDxz/Z9/LIujdnr08nIt1U63F9bsvhry3wu6NKQB85pQ4sjtBLasa+QRcnZ7C8spbDUSXGpsXYtsjkoKnUSFujP3We1onlMzZzcmrpkJ2/M3gzAMxd3qpTQAGOY9H+u7IrFbGLast3cP3UlWzMK2L2/mD83Z7KvsLTS/me0ieWVyzvX+PzIiGB/ugRH0qVJZI0e93hFBPsTEVy7+9uLiJxKSmpI7ZWXClt+hXXTIfkvcB8wILBJb6PkuPsNxhUstUROUSkjP1nE+tS8w+5jNsE9Z7XmnrNaVbs8VEREREREpN76/QWjzVN4E+h8Bfz9Fvz8sDEbovMVx368nF3GgGx7EezbCuPPMao/Tr+/ckunLbON1k8mM1z0f2Cp4qRyUAO4/luYdqOxfnXajP0bJBmJidiyW3gj4/GDuZzGEPKM9ZC+zrjZ8ozqD4D4TnDJB9CwC263mx9W7uH5GRvIPCCRERbgx+B2cQztmECruFA+/GMb363cw4zVqcxam8ZVvZrw77Nb0zAiiNxiOwu3ZZUlPrLYmV101F/XT6v38tDQtow6rTkW89ErIUodLopKjaRI+X2hzcm2zALG/WB8rrsHt+L6fs2qfL3FbOKVy7vgZzEzZfFO3pm71fNciNXCaa1iGNQ2jjPaxNCkgS4SFBGpj5TUkNrDVgA7/oZtv8P2340S3QM16g4dL4OOl0Dk0XtPHo/swlI2p+cfcCsgr9jOzac158peTY5YyppTVMq1nxoJjZhQK6MHtiA00I/QAD9CrH4EB1gIDfCjYUSQV8pVRURERETqs5SUFG+HIOWK98Nnw432wZd+BP5HaL21exn8876xPfwtaDXESEYs/hi+vR0CI4+tct9eDFOvMyogErpAVAtY/x3MfQ62/mbE06CZsT79qazVVL87D1/JAWANhhFfwu6lYA2B6FZH/kwHazm4YtvthtzdRnLDUQJtzwe/ALZnFvDk92v5e+s+wBhifU6HeIZ2jGdAyxisfhUJkzev7sZtZ7TgtV82MWdjBlMW72L68j20TQhj7Z5cDpw17Wc20aNpA5pEBRnrVquF4LL7IKuFn9em8vfWfTw/YwM/r03j1Su6VDlE2uF08duGDP63aAfzt2YdMkz7QJf3aMID57Y54q/EbDbxwiWdiAz2Z+G2ffRrEc2gtrH0aNqg0mcVEZH6STM1qqDewKeQywVLx8O6b2HXYnDZD3jSBI26Qfvh0PFS48vmSbAnp5gXZqxncfJ+sgpsh93vsu6Nee6SToQEHJoLzC2yc934RazZk0t0iJUvb+tHaw3vFhERkZPF4YBvvzW2L70U/LxzrZK+N1efZmpIVert3/+fD2HWI8Z2y7PgmslG26aDOUrh4zONKoYuV8NlHxuPu1wwfTSs/Rr8g+GG7yGxz9Hf1+2G7+6EVZON9lW3/wERicYg8JkPQWkBBITDsNcgdaWRTIlsCnf+YyQratimtHzu/XIF0aFWzmoXz1nt4g5p81Rid/LBvG18MG8bpU4XAX5m7jmrFaPPaEGA39FnKyxJyebVWRtZklIx7LpFbAhntI5lYOsY+raIJrSKNW45t9vNlMW7eGHGegpLnQT4mXnw3LbcfLpRtbE3p5gvl+xi6pKdpOdVXk9bLWaCAywE+1sIDvAjxGqhV1IUj57fDn91LRARqV18bH2hpEYVtDg7RRw2+P4uo5y3XGRTaDHYuFKl+ZlGOfFJ9P3KPYz9bi35JQ7PY4lRQbSJC6N1fBhtE0LZlV3M23O24HS5aRkbwvvX9qRtQkXCIrfYzvXjF7F6t5HQmDy6X6XnRUREROoqfW+uvqMlNZKSkggKqtme8FL7FRcXk5KSUr+SGm43fHg6pK+teKzFYBgx5dDExh+vGq2ngqPhriUQEl3xnKMUplwD2+YY1Ro3z4K49kd+78WfwMwHjTZQ138HLc6seC47GabfBrsXV37Ndd8Y1SE1bG9OMZe9v8Azc7Fci5gQBreL4+x2cZQ6XTz9wzpS9hktos5oE8tzF3ekWfSxJVjcbjcLt+0jNbeEvi2ijqtl0+79RTw2fQ1/bckCoHvTSKJDApi7Md1T+REdYuWq3olc1SuRxpFBqqgQEZFjpqTGCdDi7BQozjFKflP+MoaeDX4COlxsVGMcocVTTcktsjP2+7X8uGovAN0SIxl7QXvaNwyvshJjcXI2/56ygrS8EgL9zTx7cSeu7NmEvBIHN4xfxKrduUSFWJk8ui/tEvRvRkREROoHfW+uvsP9rpxOJ5s3byYuLo7o6OgjHEHqon379pGRkUGbNm2wWI5+1X2dsHelUX1hCYArP4NvbgV7IbQYBNdMMVo5AWRsNJIfLjtcPr7q2RmlhfD5xbB7CYQ1hJFToWHXqt93xwKYNBxcDjj3eRhwz6H7OB0w/w2Y97Ix07HzVXD5JzX0wSvkFtu58sMFbE4voFVcKNf0TuT3TRksTs7G7jz0FE1cWADjhndkWOeEI7ZEPtncbjdTl+zi+RkbKLBVXBjYr0UU1/ZtxtCOCUpkiIjICVFS4wRocXaS5eyC/10JmRvAGgZXTYJWZ5+yt1+wNYsHpq0iNbcEi9nEv89qzV2DWx51aPe+Ahv3f7WKPzdnAkY7qm1ZhazalUODYH8mj+5H+4b69yIiIiKngI+Vh8uRf1epqank5OQQFxdHcHCwV09ayqnhdrspKioiIyODyMhIGjZs6O2QTp2ZDxnzMDpeBldONJIN/73CSGw0P9OYTeEXABOGGsmKNucZjx3uv4uibJg4zFhfAjTuCT1ugE6XQ0BZBX3eXvjoDCjMNB6/fPyRL6bbsxy2z4Pet0Jgzf5vW4ndyY0TFrMoOZv48ACm33kajSONCpX8Ejvzt2Qxd2MGv2/KYH+Rnev7NeOBc9sQFljFkHIv2ZtTzBuzNxMR5M+IPk1pFXfojA0REfExPra+UFKjClqcnUSpq2HyVZCfCqEJcO00aNjllLx1id3J679u4pO/kgFIig7mzau70b1pg2ofw+Vy88Ef23j9102eEtsGwf7879Z+dGikfysiIiJyihQWQmjZSaSCAgip+V7v1aHvzdV3pN+V2+0mLS2NnJwc7wQnXhMZGUlCgnevvj+l7CXwelsoyYHrpldc3LZjIfzvCmOmRdJAY87GnGeMi+DuWgQRjY983LxUY0bHxhlGJQaAfwh0uhS6joTZT8GepRDXEW6dfVLmY1SHy+XmnikrmLEmlbAAP776V//DXhjncrlxuNyqfBARkVPDx9YX3km5SP20bS5MvQFK8yG2HVz7NUQmntS3tDtdLNi2jx9X7eWXdWme2Rkj+jRl7AXtq2w1dSRms4m7BreiV7MG3Dd1JXanm0k391ZCQ0RERESOm8lkomHDhsTFxWG3270djpwi/v7+9aflVLlNM42ERnhjo91UuWb9jdkV/73caFGc8pfx+DnPHD2hARDeEK76HAoyYNWXsPxz2LcFVvzXuAEERsA1/62U0CgudZJvs+Nygcvtxuly43aD0+0mLNCPmNCAan80p8vN0pRsmseGEBd26HwUt9vNczPWM2NNKv4WEx9d3/OIlf5mswmruZ4ku0RERI6Rkhpy8rmcsOgjmP2kcdVMs9ONL5NB1a+QOBZOl5tF2/fx4+pUZq1NZX9RxcKwYUQgz13ciSEd4k/oPfq2iOavhwfjcLkJ9K9nCxEREREROSksFkv9O8kt9Ut5gqHbSDAf9G+9aT+jeuO/lxsXwjU7DXqOOrbjh8bBaf825mXsWmQkN9Z9C85SuHwCRLXA7nTxx6ZMvl62mzkb06ucYQFGd6o7B7XkgXPaYj5KcqHQ5uDuycv5fZPRqrhdQhgDW8dweutY+iRFEWS18OlfyUz8OwWA167syoBWMcf22URERMRDSQ05ufaugB/vg9SVxs+droBL3jd6pNYQp8vNxrQ8liRnszglm0Xbs9lXWOp5PjrEyvmdE7iwSyN6J0VhqaGrXfwsZvy05hQRERERETm63N1G9T4YSY2qNO0LN/0Ea6ZB/7vBfJytl0wmI0nStB+c/wqUFrKhIJivf1rP9yv3kFVQsV40m8BsMmE2mzCbwGIyYTaZyLc5eO/3bezYV8RrV3Y97MVsGfkl3PLZUtbsycXPbMLhcrMxLZ+Nafl88lcyVj8zXRpHsHTHfgCeGNaei7tVo/pEREREDktJDTk5SvLg9xeMAXBuFwREwJCnoOfNx//F9AA79hUyc00aS1KyWZKS7WkrVS4y2J/zOhqJjH4too46BFxEREREREROolVTALdRuR/V4vD7Nepm3GqA0+XmmzU5TFqQwrq9eZ7HY0KtXNKtMZf3bHLYFlDTlu7iselr+Gl1Kqm5JXx8fU+iD2pHtS2zgBsnLGb3/mKiQqx8emMvmkUF8/e2fczfkslfW7JIzS3xJDRuPq05tw5sXiOfTUREpD5TUkNqltsNG36Anx8xhoGDUZ0x9EUIO7GWT+V+XpPKmK9WUWx3eh4LsVromRRFn6QG9E6KonvTBhqoJiIiIiIicrJlJ8Pc56HDxdDhoqr3cbthxf+M7e7XnZKw/tqSyQszNrAxLR8Af4uJIe3juaJnE85oE4v/US58u7JXIo0bBPGvL5axbMd+Ln1/ARNH9aZlrDFEdWlKNrd+vpScIjvNooOZNKoPSTHGvI6Lujbioq6NcLvdbMssZP6WTEwmE9f3a1Z/hsKLiIicREpqSM3J3g4/PwpbfjF+btAcLngdWp1dI4d3u928M3crb8zeDEDPZg04v1MCfZtH075hmKoxRERERERETqWcXTBpOOTugnXTjWHd7Ycfut+OBbA/Gaxhh098HMDudOF2V24NVV2b0vJ5ceYG/thszLcID/TjzsGtuLpXIg1CrNU+DsCAljFMv/M0Rn22mJ3ZRVz2/gI+vK4nOUWl3Dt1JaUOF10TI5lwY69DqjgATCYTreJCaRUXekzvKyIiIkempIacOFsB/PUaLHzPGMBm9ofT74eBY8A/qEbeorjUyYNfr2LGaqP64+bTmvP4sHZKZIiIiEj9ZLXCxIkV2yIip1peakVCwy8IHMXw9c1w7TRoMajyvuUDwjtdCtaQKg/ndLn5fWMGkxamMH9rFu6D5neXJzgigvxpERtCy9hQWsSG0CImlJZxoQT6m/m/OVuYumQXLrdRmXF9vyTuOavVMSczDtQqLpTv7jyN0Z8vZfnOHK4fvwin243bDUPax/HOiB4EWTVsUUREfJyPrS9MbvfBXxUkLy+PiIgIcnNzCQ+vur+mYJQQr5kGs5+qaDXV8iw47xWIbVNjb5OaW8zoz5eydk8e/hYTz1/Siat7N62x44uIiIjI8dH35urT70rqlIJM+OwCyNoEkc2M4d6/PGG0IvYPgRt/gCa9jH1t+fBaG7AXwc2/GsPAD5BbZOerpbv44p8d7MwuqpHwzu+UwCPntfO0g6oJJXYnD0yruNDuun5NeXp4R11oJyIiUoOq+51ZlRpyfPauMOZm7Fpk/NwgCYa+BG3PhxrsEbpi535u+2IZmfk2okKsfHhdT/o0j6qx44uIiIiIiMgxKMqGLy41EhphjYwERmRTuPxTmHwVbJ8H/70cRv0M8R1g3bdGQiO6NST28Rxma0Y+E/5O4dvlezzzEiOC/Lm6dyIj+jQlKsSK2+3G5QaX223cXJBVYGNbZgHbMgvZXnafnFVAid1Ft8RIxl7Qnl5JNb9mDPS38M413TmtZQyB/mYu7d5Y8zFERES8REkNOTZuN8x5Bua/BbiNq3DOeAD63QX+gTX0Fm6W79zPtyv28NXS3ZQ6XLSND+PTG3uRGBVcI+8hIiIi4tMcDvilbI7Z0KHgp6/1InIKlOQaCYv0NRASBzf+aFzgBuAXAFf/D764BHYvMRIft/xS0Xqq+7WeC+D+3JzJzZ8tweEyGke0SwjjxgFJXNKt8VFbOSVEBNKpcUSlx1wuN7nFdiKD/U9qosFsNjGyr7oGiIhIHeRj64vaHZ3UPgvfg/lvGtudr4JznoHwRjVy6OSsQr5dsYfvVuypVHY8pH08b13TjdAA/XMVERERAcBmgwsvNLYLCmr9okNEapmibPALBOsxXDRWWgj/uwr2LoegKLjhe4hpVXmfgFAY+ZXRmipjPUwcBnl7wGSBriMA2JCax53/W47D5ea0VtHcc1Zr+jaPOqFkhNlsOqG5GSIiIvWej60vand0UrtsnAm/jjW2z30BBtx9wod0udx8vWw3U5bsZMXOHM/jwVYL53VK4NLujTm9VYzKekVERERERKridh9bC+Dln8OMByEkxpiFEdXi6K8pLYIp18CufyAgAq7/1mgtVZXgKOP5CUNhf4rxWOtzICyB9LwSbv5sCQU2B32bRzHhpt4E+GnItoiIiBwbJTWkelJXwze3Am7oOQr633XCh0zJKuThr1ezOCUbALMJBraO5bIejTmnQzzBVv3zFBEREREROawdC+CrGyGhE5z3MsS2Pfy+9mKY+WBFO6i8PTDpImP2RWTi4V9XWgiTr4aUv8AaCtd9A426HTmusAS4/juYcB4UpEGPGym0Obj5syWk5pbQIjaEj6/vpYSGiIiIHBedNZajy0s1vsTaC6HFYBj2nxMaBu5yuflsQQqv/rKREruLYKuFe85qzeU9GxMXVjNzOUREREREROq09PVG9URJLmybCx8MgH53wJmPQEBY5X2zk+Gr6yFtDZjMMPABY4D3vq0wabiR2AhveOh7VEpohBkJjcTe1YsvqjncNg/S1+JocTb3fLGMdXvziA6x8tlNfYgI9j/hX4GIiIjUT0pqyJGVFsKUqyF/L8S0hSs/A8vxf/lMzirk4a9XsSRlPwADWkbzyuVdNABcRERERESkunJ3GwO7S3IhsS8ER8OmmbDgHVg9Dc59HjpfYVyMtmkWfHubsW9wNFw+HloONirwJ54P+5NxfDacXRdNI9sUgcsN3RIj8XcUweSrYMffRkLj+umQ2OfY4gxviDssgWd/WMfcjRkE+Jn59MZeNI3W+k9ERESOn5IacnguF0y/DVJXGV9+R06FoMjjOpSzrDrjP2XVGSFWC49f0J6RfZpqXoaIiIiIiEh1Fe83EhrlF56N+NKYY7H5V5j1CGRvh+m3wrKJ0LAb/POe8bomveHKSawvDOPlCYvZlJZHaPEDfG5+hsbZWyiZMJxbSseSQxh9G1uZFPAfAvcugoBwuG76YSs0Sh0u5m3KwGI20SgyiMYNgggPrLgQbvz8ZD5fuAOTCd66uhvdmzY4Bb8kERERqcuU1JDDm/M0bPwJLFa4ZrJRPnyMtmUW8O3yPXy7Yg97cooBOK1VNC9fpuoMERERERGRY2IvgSkjIXMjhDU02kEFRxnPtTkXmp8BC9+FP18zKix2/G081+d2CgY9zVtzU5i4YBVOlxuAdGK41vQ4U63P0d68i6lBr3Cn6yEeyHyLQPMmSv3C8L/+W0xNeh0Sitvt5vdNGTz30waSsworPRcW4EfjBkHEhQfy15ZMAB4/vz3nd66ixZWIiIjIMVJSQ6q24F34+21j++L3oWm/ar80p6iUH1en8s2y3azcleN5PDzQj0fPb8+IPomqzhARERE5EVYrvPtuxbaI1H0up1GBsXMBBEQYCY2DB3z7B8IZD0KXq+HXsbDzH9znPscv5jN45u2FpOaWAHBB54aMPqMF0SFWwoP8Ccs7DSZdQNui7fzmdy8mZyl57mCuK3yYxD/NvHiJvdIMjK0ZBTz303r+2GwkLGJCrSREBLJnfzH7i+zk2xxsTMtnY1o+ANf3a8atA4/9IjkRERE5RXxsfWFyu91ubwdR2+Tl5REREUFubi7h4eHeDufUcrvh9xfgz/8YPw96HAY9Uq2XZuSV8MxP6/l1XRp2p/HPymI2cWabWC7r0Zgh7eMJ9LecrMhFRERE5BSr19+bj5F+V3JC3G6Y+RAs+cSopL9uOjQfeNSX7cou4ukf1jFnYwYAiVFBPHtxJwa3jTt057Q18NmFUJKDOzCCaR3e5fF//HC43DSKCOTNq7vRrmE4/zdnC5MWpOBwufG3mLj59ObcPbgVYWUtp4pKHezNKWFPTjF7c4oxm+DyHk3ws5hr9FciIiIidU91vzOrUkMquFxGD9bFHxs/n/0UnD6mWi9dmpLNHf9bTma+DYAODcO5rEdjLu7WmNiwgJMVsYiIiIiISN2WnQwL3zMSGpjgso+rldD4ZtlunvhuDSV2F/4WE7ef0ZK7z2p1+AvNEjrDTT/BkvGYet/CVQmdads9h3u/XEHKviJGfPIPYYH+5BbbARjSPo4nLuhA85iQSocJtvrRKi6UVnGhJ/rJRURERKqkpIYYnHb4/i5YPRUwwQWvQe9bj/oyt9vNpAUpPD9jAw6Xm7bxYbx+VVc6NY44+TGLiIiI1FdOJ/z1l7E9cCBYVA0rUqeU5MK672DVFNi5sOLx816Gjpce9eXzNmXw8Dercbrc9GsRxfOXdKJVXNjR3zehMwx/y/Nj18RIfvr3QJ7+YR1fL9tNbrGdVnGhPHlhB85sE3vsn0tERERqJx9bXyipIcawua9HwaaZYLLApR9Cl6uO+rKiUgePT1/Ddyv3AjC8ayNeubwzwVb9sxIRERE5qUpKYPBgY7ugAEJCjry/iNR+bjdsmwsrJ8PGn8BRUvaECVoOhl43Q/vhRz3MprR87p68AqfLzeU9mvDalV1OaKZhaIAfr13ZlQs6NySrwMYl3Rvjr1ZSIiIidYuPrS909rm+s+XDlBGQ8hdYAuCqSdD2/KO+LCWrkH/9dxkb0/KxmE08Pqw9N5+WpAHgIiIiIiIix8rlhB/vhRVfVDwW0xa6jTCGfoc3qtZhMvJLuPmzJRTYHPRtHsVLl3WusTXa4HZVzOEQERER8QIlNeozpwO+uAx2LwZrKIz4slq9WedtyuCeKSvIL3EQExrAeyO707dF9CkIWEREREREpI5xOuD7O41WwCazUZHRbSQ06gHHkJAoLnUy+vNl7MkppnlMCB9d3xOrnyoqREREpO5RUqM+WzrBSGgERsD130Ljnkd9ybId+7nti2WUOlz0aBrJB9f1JD488BQEKyIiIiIi4gWLPoJNP0PPm6D9RWCuwUSB0w7f3ArrvzNaAV/+KXS67JgP43K5eWDaSlbtyiEy2J8JN/UmMthac3GKiIiI1CJKatRXRdnw+wvG9tlPVSuhsXNfEbd9vpRSh4sh7eN5/9oeuvJHRERERETqLqcd5jwLpQWw/XeI7wyDH4O2w46piqJKDhtMGwWbZoDZH678DNpfeFyHeu3XTcxck4a/xcTH1/eieUzt7oMtIiIiciKU1Kiv5r0EJTkQ1wF63HTU3XOL7Yz6bDH7Ckvp1Dic/xvRTQkNERERERGp2/auMBIa/sFGJUX6GvhyJDTsBoOfgNbnHF9yw14MU6+HrbON2YZX/xfanFvlrm63m7smL+ePTZkkRgWTFB1CUkwISdHBJMWEsDk9n/fnbQPglcu70Kd51Al8YBEREZHaT0mN+ihjAywZb2yf9xJYjvzPwO50cef/lrEts5CGEYGMv7E3wVb90xERERERkTpu+x/GfashMPxtWPCO0Y4qdSVMvhKa9Ibu10PDLsYFY34BRz9maaGRGNk+D/yCYMQUaDn4sLt/v3IvM9ekAbAxLZ+NaflV7vfvs1pxWY8mx/gBRURERHyPzkzXN243/PI4uJ3Q9gJoMegou7sZ++1a/t66jxCrhfE39tYMDRERERFv8/eHV1+t2BaRkyO5LKnR/AwIjoIh46D/XfD3W7D4U9i9xLgBmP0gth0kdDGSHNGtoCQXCjKgMAMKMo37rM2wPwX8Q+DaryDp9MO+fW6xnednbADgX2e2pG/zKFL2FZKSVUjKviJ27CtkT04xl3RrzP3ntDm5vwsRERGpu3xsfaGkRn2z+RfYNhcsVjj3uaPu/uEf25m6dBdmE7wzsjsdGoWfgiBFRERE5IisVnjoIW9HIVK3lRbBrkXG9oEXg4XEwLnPQ/97YMknsGsxpK4y2vumrzVuqyYf8dDFphDMI78mIGnAEfd7c/ZmsgpstIgJ4f5zWhPgZzlkH7fbjelE53uIiIhI/eZj6wslNeoTR6lRpQHQ7w6IbnnE3WeuSeWVWRsBeOrCDpzVLv5kRygiIiIiIlI77FoEzlIIa2RUXRwsLB7OGmtsu92QuwtSV0PaauM+dxcENYCQWAiNY7c9lAkrCtlhC2alqxX9FgbyTjM3ZnPVCYm1e3L5fGEKAM9e3KnKhAaghIaIiIjUO0pq1CeLP4bsbRASBwMfPOKuq3fncP/UlQDcNCCJm05rfgoCFBEREZFqcTph+XJju0cPsFR9slNETsCBraeOljgwmSCyqXFrf+EhT3+1dBdPfLsGu9NN67hQ8vYVMmN1Ki1jQxlTRdsol8vNk9+vxeWGC7o05PTWMTXxiURERESq5mPrCyU16ovCLPijrC/a2U9C4OHbSOUUlXLHf5djc7gY3DaWsRe0P0VBioiIiEi1lJRAnz7GdkEBhIR4Nx6Ruqh8SHiLM4/7EE6Xm5dmbuDT+ckAnN8pgdev6spPq1N5+OvV/N+cLbSICeGS7o0rvW7asl2s2JlDiNXCkxd0OO73FxEREakWH1tfKKlRX8x9Hmy5xtC6btcedjeXy80DX61iT04xTaOCeeua7vhZzKcwUBERERERES8rzoHUlcZ288MnNbZmFJBTVEpiVDCxoQGVWknlldj595QVzNuUCcC9Z7fm3rNbYzabuKpXItsyC/joj+08/PVqEqOC6NksCoD9haW8/LPRBvj+c9qQEBF4Uj6iiIiIiK9SUqM+SFsDyycZ2+e/AubDlw99/Nd25mzMwOpn5v1rexARVPun3YuIiIiIiNSoHX+D22XM0ohoXOUun/y5nRdmbvD8bLWYadwgiCYNgmjSIJglKdlszSgg0N/Ma1d25cIujSq9/pGh7UjOLOTX9enc9vkyvrvrNBKjgnn1l43sL7LTNj6MGwckncxPKSIiIuKTdAl+ffDna8YX8o6XQrMBh91t0fZ9/OeXTQA8PbwjnRpHnKoIRUREREREao/tB8zTqMKnf1UkNBLCAzGboNTpIjmrkL+2ZDFl8U62ZhSQEB7ItNsHHJLQADCbTbx1TTc6NgpnX2Ept0xawl9bMvlyyS4AnrukE/6qmhcRERE5hCo16rqSXNj0s7F9+pjD7pZVYOOeKStwutxc0q0RI/oknqIARUREREREahnPkPBDW099+td2np9hJDT+fXZrxpzTBrvTRVpuCbv2F7F7fzG7s4twueGG/s2ICz98+6hgqx/jb+zNxe/NZ3N6ATdOWIzbDZf1aEyf5lEn5aOJiIiI+DolNeq69T+A0wax7SGhc5W7OF1u7v1yBRn5NlrFhfLCpZ0xmUxV7isiIiIiIlKn5adD5kbAdEilRqWExlmtuH9IawD8LWYSo4JJjAo+5rdLiAjk0xt6c+VHCyixuwgL9OOx89uf8McQERERqatUy1rXrZ5q3He5Eg6TqHh7zhb+3rqPIH8LH1zbg5AA5bpERERERKSeSv7TuE/oDMEV1RIT5id7Ehr3nNWK+89pU2MXg3VuEsE7I3rQODKI5y/pRGxYQI0cV0RERKQu0tnruix3D6TMN7Y7X1nlLn9uzuSduVsAePGyTrSODztV0YmIiIjI8fL3h3HjKrZFpOYkzzPuD6jSmPh3Ms/+tB6Auwe3YkwNJjTKndMhnnM6xNfoMUVERESqxcfWF0pq1GVrvwbc0Ow0iGx6yNMZ+SXcN3UlbjeM6NOUS7s3OfUxioiIiMixs1rh6ae9HYVI3VReqdFiELuyi/jinx18/Od2AO4a3JIHzq35hIaIiIiIV/nY+kJJjbps9VfGfRVVGm63m0e/WUN2YSntEsIYN7zDKQ5ORERERESklslOhpyduEx+3DzHj3kpv3ueunNQSx48t60SGiIiIiJepqRGXZW+DtLXgsUKHS855Okvl+xi7sYMrBYzb1/TnUB/y6mPUURERESOj8sFG4ze/rRvD2aNyhM5UUtTskn59X9cASxztmBeShEmE5zWMoaRfZtyfqcEJTRERESkbvKx9YWSGnVVeZVG63MhqEGlp3bsK+S5sn6wDw5tQ9sEzdEQERER8SnFxdCpk7FdUAAhId6NR8SHlTpcjPthHVMW7+Qd/7/AAusCuvPAmW24rGcTGkcGeTtEERERkZPLx9YXSmrURS4XrPna2O5yVaWnnC43D3y1iqJSJ32aR3HL6S28EKCIiIiIiIj37Suwccd/l7M4JRuTyc1g60Zwwo3X3oApqbW3wxMRERGRKtTuOhI5PjsXQN5uCIiA1kMrPfXRn9tYumM/oQF+vH5lVyxmlU+LiIiIiEj9s35vHhe9+zeLU7IJC/Bj6sURhDpzwC8IU5M+3g5PRERERA5DSY26aPVU477DReAf6Hl43d5c3py9GYBxwzuQGBXsjehERERERES86uc1qVz+wQL25BSTFB3Mt3cNoI97jfFks/7gZ/VugCIiIiJyWGo/VdfYS2Dd98Z2l6s9D5fYndw/dSV2p5tzO8RzRc8mXgpQRERERETEO1wuN2/P2cLbc7YAMLB1DO+O6EFEsD/89oexU/MzvRihiIiIiByNkhp1zZZfwZYL4Y2h2Wmeh1//dROb0wuICbXy0mWdMZnUdkpERERERGq55L9g2xw48xHwP7GB3aUOF/dPXcmMNakA3HJ6cx47vx1+FjM4HZDyt7FjCyU1RERERGozJTXqmjVfGfedrwCz0V1s0fZ9fDo/GYCXL+tCdGiAt6ITERERERGpHpcLvr0d8vZAUAM47d7jPpTd6eLfU1Ywa10aVouZ5y/txFW9Eo0nnXZY/RWU5kNgJCR0qZn4RUREROSkUFKjLineD5t/MbY7X+V5+P1523C74apeTRjSId5LwYmIiIhIjfH3hwcfrNgWqYt2/G0kNAAWfQT97gTLsf97d7rcjPlqlSeh8fENPRnUMhK2zIZ138HGn6Akx9i5xZlgttTUJxARERHxDT62vlBSoy5Z/z04SyGuIyR0AiC/xM6CbVkA3HZGS29GJyIiIiI1xWqF//zH21GInFzlVehgJDfWfQddrjymQzhdbh6atoqfVu2mlSWDN88w0Xn9UzB9ptG2t1xILLS7EAY+UDOxi4iIiPgSH1tfKKlRl6yeZtwf8EV/3qZM7E43LWJDaBUX6qXAREREREREjoHDZly0BdBiMGz/HRa+Y7TZrc58wIyNuPYsY+H8uVyduZZnAnYQZiqGhQfsExoP7S+CDhdDswGq0BARERHxEUpq1BW5e2DHfGO7c0VS49f16QCc2yHBG1GJiIiIyMngcsHOncZ206aeWWoidcaWX6EkF8IaweWfwpudIHUVpMyH5gOP/NrfX4Q/XsEMnA5Q/p+HXyDEd4QmfaDDRZDYV4kMEREREfC59YWSGnVFSllCo3FPiGgCQKnDxbyNGQCc21GzNERERETqjOJiaN7c2C4ogJAQ78YjUtNWl7We6nw5hMRAt5GwdDwsfPfISY3dy3D/+R9MwCJXO9a6mtOt9xn07DcIYtqARUtgERERkUP42PqidqdcpPr2LDXum/TxPPTP9n3k2xzEhgXQrUmkd+ISERERETnF3nvvPZKSkggMDKRv374sXrz4iPu/9dZbtG3blqCgIBITE7n//vspKSnxPP/0009jMpkq3dq1a3eyP0b9VZILm38xtjtfZdz3uxMwweZZkLm5ypfZS0vI/+p2TG4X3zhP5+rSpwi/5D/0vPhOiO+ghIaIiIhIHaGkRl2xZ5lx36SX56Ff16cBMKR9PGZzNfrOioiIiIj4uKlTpzJmzBjGjRvH8uXL6dq1K0OHDiUjI6PK/SdPnsyjjz7KuHHj2LBhA+PHj2fq1Kk8/vjjlfbr2LEjqampntv8+fNPxcepn9b/AE4bxLaDhM7GYzGtoO35xvY/71XaPTPfxjtztjDxlXsJy9tCljucF5038NJlnbmyV+IpDl5ERERETjZdqlIXOGyQtsbYbtwTAJfLzW/r1XpKREREROqXN954g9GjRzNq1CgAPvzwQ2bMmMGECRN49NFHD9l/wYIFnHbaaYwcORKApKQkRowYwaJFiyrt5+fnR0KC5tSdEmvKW09dWXkoeP+7YdNMWPUlnPUkq/f7MWF+MjPWpJLk2sUM6zQwwcI2j/DjBRfRKDLIO/GLiIiIyEmlSo26IG0NOEshOBoaJAGwZk8uaXklhFgtDGgZ7d34REREREROgdLSUpYtW8aQIUM8j5nNZoYMGcLChQurfM2AAQNYtmyZp0XV9u3bmTlzJsOGDau035YtW2jUqBEtWrTg2muvZWf5IMXDsNls5OXlVbpJNeTtheS/jO3OV1Z+rtkAaNQdHCVs/OlNLn7vb75buRen08m7IeOxmpw425zP8JF3KaEhIiIiUocpqVEX7C6bp9G4l+dKpvLWU4PaxhHgZ/FWZCIiIiIip0xWVhZOp5P4+MqVyvHx8aSlpVX5mpEjR/Lss89y+umn4+/vT8uWLRk0aFCl9lN9+/bls88+Y9asWXzwwQckJyczcOBA8vPzDxvLSy+9REREhOeWmKg2SNWy5mvADU37Q4NmlZ8zmYxqDSBm/edY3aWc0yGev87cTFvHJggIx3LhG5WrO0RERESkzlFSoy7wDAmvmKcxe306oNZTIiIiIiJHMm/ePF588UXef/99li9fzvTp05kxYwbPPfecZ5/zzz+fK6+8ki5dujB06FBmzpxJTk4OX3311WGP+9hjj5Gbm+u57dq161R8HN93YOupKiwLPYO97hhiTHk81WwtH14QTePlrxlPnvschDc6RYGKiIiIiLdopkZd4KnUMOZpJGcVsjm9AD+ziUFt47wYmIiIiIicFH5+cOedFdsCQExMDBaLhfT09EqPp6enH3YexpNPPsn111/PrbfeCkDnzp0pLCzktttu44knnsBsPvQ6sMjISNq0acPWrVsPG0tAQAABAQEn8GnqoYyNRmtdsx90vPSQpzek5jFq0gqudAzlSf//MdL5I6afloC9CJIGQo8bvRC0iIiISB3gY+sLVWr4usJ9sD/Z2G7cA4DZZa2n+rWIJiLI31uRiYiIiMjJEhAA771n3HTi3MNqtdKzZ0/mzJnjeczlcjFnzhz69+9f5WuKiooOSVxYLEb7VrfbXeVrCgoK2LZtGw0bNqyhyAWoqNJodQ4ER1V6ase+Qm6YsJi8EgebGl2KOyAMU9YmSP4D/AJh+NtqOyUiIiJyvHxsfaGkhq/bs8y4j24FQQ0AtZ4SERERkfprzJgxfPLJJ0yaNIkNGzZwxx13UFhYyKhRowC44YYbeOyxxzz7Dx8+nA8++IAvv/yS5ORkZs+ezZNPPsnw4cM9yY0HH3yQP/74g5SUFBYsWMCll16KxWJhxIgRXvmMdZLbDWumGdtdKreeSs8r4brxi8jMt9EuIYz3Rg3CdGBVxuAnILrlqYtVRERERLyq9teSyJHtOWBIOJBVYGPpjv0ADGmvpIaIiIhIneR2Q1aWsR0ToyvUD3D11VeTmZnJU089RVpaGt26dWPWrFme4eE7d+6sVJkxduxYTCYTY8eOZc+ePcTGxjJ8+HBeeOEFzz67d+9mxIgR7Nu3j9jYWE4//XT++ecfYmNjT/nnq7N2LYKcnWANhTbnex7OKSrlhvGL2ZVdTLPoYD6/pQ8Rwf7Q705YNQXiOhjbIiIiInL8fGx9YXIfrqa6HsvLyyMiIoLc3FzCw8O9Hc6RfXEZbJsDw16DPqOZumQnj3yzhi5NIvjh7tO9HZ2IiIiInAyFhRAaamwXFEBIiFfC8KnvzV6m39VR/DQGlo6HriPg0g8BcDhdXPvpIhYlZxMXFsA3dwwgMSq44jVOO5jMYLZ4KWgRERGROsLH1heq1PBlbndF+6myIeHlrafOUZWGiIiIiIj4Aqcd1n1rbHeuaD31+uzNLErOJjTAjy9u6Vs5oQFg0fxAERERkfpIMzV82b5tUJIDlgCI70ShzcGfW4wyoXM7Jng3NhERERERkerYMhuKsyE0HpqfCcDcjel8MG8bAC9f3pm2CWHejFBEREREahElNXxZ+TyNhl3Bz8pfWzIpdbhoFh1Mm/hQ78YmIiIiIiJSHUvHG/ddrgKLH7v3F3H/1FUA3Ni/GRd2aeTF4ERERESktlFSw5ftLktqNDGGhP96QOspUy0f5iIiIiIiIkLWVtj6G2CCXrdQ6nBx9+QV5Bbb6dokgscvaO/tCEVERESklvF6UuO9994jKSmJwMBA+vbty+LFiw+7r91u59lnn6Vly5YEBgbStWtXZs2adULH9GnllRqNe+JwupizIQNQ6ykREREREfERSz417tsMhajmvPzzRlbuyiE80I93R/YgwE9DwEVERESkMq8mNaZOncqYMWMYN24cy5cvp2vXrgwdOpSMjIwq9x87diwfffQR77zzDuvXr+df//oXl156KStWrDjuY/osewmkrTW2m/Ri7d48covtNAj2p2ezBt6NTURERERE5GhsBbDyf8Z2n9HMWpvKhL+TAXj9qm6HDgYXEREREcHLSY033niD0aNHM2rUKDp06MCHH35IcHAwEyZMqHL/L774gscff5xhw4bRokUL7rjjDoYNG8brr79+3McEsNls5OXlVbrVemmrwWWH4BiIbMbu/UUAtIoLxWJW6ykRERGROs3PD2680bj5+Xk7GpHjs3oq2PIgqiU7Ivvy0LTVANx+RgvO6RDv5eBERERE6hEfW194LalRWlrKsmXLGDJkSEUwZjNDhgxh4cKFVb7GZrMRGBhY6bGgoCDmz59/3McEeOmll4iIiPDcEhMTT+SjnRp7lhn3TXqByURabgkACRFBXgxKRERERE6JgAD47DPjFhDg7WhEjp3bDYs/AcDe8xbunLySfJuDXs0a8ODQtl4OTkRERKSe8bH1hdeSGllZWTidTuLjK1+BEx8fT1paWpWvGTp0KG+88QZbtmzB5XIxe/Zspk+fTmpq6nEfE+Cxxx4jNzfXc9u1a9cJfrpToHxIeGNjSHh5UqNhRODhXiEiIiIiIlI7pMyHzA3gH8KkogGs25tHVIiVd0Z2x9/i9dGPIiIiIlKL+dS3xbfffpvWrVvTrl07rFYrd999N6NGjcJsPrGPERAQQHh4eKVbrVc+JLxJTwBS88oqNcKV1BARERGp89xuKCw0bm63t6MROXaLPwagtNOVvLMgE4CxF7SnoSrPRURERE49H1tfeC2pERMTg8ViIT09vdLj6enpJCQkVPma2NhYvvvuOwoLC9mxYwcbN24kNDSUFi1aHPcxfVJhFuxPMbYb9QA4oP2UkhoiIiIidV5REYSGGreiIm9HI3JscnfDxhkAfOkeSm6xnVZxoVzcrbGXAxMRERGpp3xsfeG1pIbVaqVnz57MmTPH85jL5WLOnDn079//iK8NDAykcePGOBwOvvnmGy6++OITPqZPKZ+nEdMGgiIBJTVERERERMRHLJ0Ibif2xNN4dYUFgDHntMFiNnk5MBERERHxBV4dZT5mzBhuvPFGevXqRZ8+fXjrrbcoLCxk1KhRANxwww00btyYl156CYBFixaxZ88eunXrxp49e3j66adxuVw8/PDD1T5mnXDQPA2Xy016nmZqiIiIiIhILeewwbLPAPgp8EIKbA7aNwznvI51qLJeRERERE4qryY1rr76ajIzM3nqqadIS0ujW7duzJo1yzPoe+fOnZXmZZSUlDB27Fi2b99OaGgow4YN44svviAyMrLax6wTyudpNDZaT2UV2nC43JhNEBta+6fTi4iIiIhIPbXuOyjKwhnaiCc3NgPggXPaYFaVhoiIiIhUk1eTGgB33303d999d5XPzZs3r9LPZ555JuvXrz+hY/o8l6ui/VQTo1KjvPVUXFggfhafmv0uIiIiIiL1SdmA8D/Ch1OQBV0TIzm7fZyXgxIRERERX6Iz4L4mexuU5IJfIMR3AiC1LKkRr9ZTIiIiIiJSW+1ZBnuW4rZYeXynUXX+4LltMJlUpSEiIiIi1ef1Sg05RuXzNBp2BYs/QMU8jXAlNUREREREpBZxu6EgA9LXwIJ3AVgZPpi01DD6JEVxeqsYLwcoIiIiIr5GSQ1fs6fykHCoqNRIUKWGiIiISP1gscAVV1Rsi9QW9hJY/z2kroL0tZC+DoqyKu3yQubpADygKg0RERGR2sHH1hdKaviavSuN+7Ih4VAxU6OhkhoiIiIi9UNgIEyb5u0oRA7156vw1+uVHzOZIboVxHdk6v62LN3ekoGtY+jbIto7MYqIiIhIZT62vlBSw9eUX+UUkeh5KDW3GFClhoiIiIiIeJHbDWu+NrY7XQEtBkF8R4hrD/5BbM8s4PE3/wTcjDmnjTcjFREREREfpqSGr7HlG/cBYZ6Hyis1EjRTQ0REREREvCVtNeTsAL8guOj/wBpS6em3ftuC0+Xm7HZxdG/awEtBioiIiIivM3s7ADlGByU13G43aeWDwiOCvBWViIiIiJxKhYVgMhm3wkJvRyNiWP+Dcd/q7EMSGvO3ZPHDqr0A3K8qDREREZHaxcfWF0pq+BKHDZylxnZZUiO32E6J3QVAXHiAtyITEREREZH6bkNZUqPDxZUeLrA5eOSb1QDc0L8ZnRpHnOrIRERERKQOUVLDl5RXaYAnqZFa1noqKsRKoH/tn0wvIiIiIiJ1UMZGyNoMZn9oM7TSUy//vIE9OcU0aRDEI+e181KAIiIiIlJXKKnhS0pyjXtrKJiNBIbmaYiIiIiIiNeVV2m0HAyBFZUYC7Zm8d9/dgLw6uVdCAnQWEcREREROTFKaviSqoaEe+ZpKKkhIiIiIiJeUj5Po/1FnocKbQ4eLms7dV2/pgxoFeONyERERESkjlFSw5dUkdQobz+VoKSGiIiIiIh4Q/Z2SF8DJgu0u8Dz8CuzNrJ7fzGNI4N49Pz2XgxQREREROoSJTV8SVWVGrnFgCo1RERERETESzb8aNwnnQ7BUQAs3LaPzxfuAODVK7oQqrZTIiIiIlJD9M3Sl9jyjPuAcM9D5ZUa8ZqpISIiIlJ/WCwwbFjFtog3lbee6mC0nioqdfDwN6sAGNm3Kaep7ZSIiIhI7eZj6wslNXxJlZUa5TM1grwRkYiIiIh4Q2AgzJjh7ShEIHcP7FkKmKDdcABenbWJXdnFNIoI5LHz23k3PhERERE5Oh9bX6j9lC+polKjfFC4ZmqIiIiIiMgpV956qmk/CItncXI2ny1IAeDly7sQFujvvdhEREREpE5SUsOXHFSpUWBzkF/iAJTUEBERERERL9hQ1nqq/UU4XW6e+n4tAFf3SuSMNrFeDExERERE6iolNXzJQUmN8tZTYQF+GrwnIiIiUp8UFkJIiHErLPR2NFJfFWTAjgXGdvvhTFu6i41p+YQH+vGo2k6JiIiI+A4fW1/oTLgvKSlrPxVotJ8qT2qoSkNERESkHioq8nYEUt9t/AlwQ6MeFAQ15LVf5wHw77Nb0yDE6tXQREREROQY+dD6QpUavuSgSo3U3GJASQ0REREREfGC9WWtpzpcxPu/byWrwEbzmBBu6J/k1bBEREREpG5TUsOXHJTUSC8bEt5QSQ0RERERETmVirIh5S8AUhudw6fzkwF47Px2WP20zBQRERGRk0ffNn2Jraz9VIDRfiq1vP1UuJIaIiIiIiJyCm36GVwOiOvIC/+UUupw0b9FNOd0iPd2ZCIiIiJSxymp4Us8lRoHz9QI8lZEIiIiIiJSH20wWk/tbXQOP61OxWSCsRe2x2QyeTkwEREREanrlNTwJZ5KjfKZGmo/JSIiIiIip5gtH7bNBeClHW0AuKpnIh0bRXgzKhERERGpJ/y8HYAcg8PM1NCgcBEREZF6xmyGM8+s2BY5lXYsAGcpBcGJ/JgaQYjVwgND23g7KhERERE5Xj62vlBSw1c4bOAsNbYDwiixO9lXaPysSg0RERGReiYoCObN83YUUl+VDQifU9IWMHHn4FbEhWlNIiIiIuKzfGx9UfvTLmIor9IACAgjI89mbPqZiQjy91JQIiIiIiJS7yQbSY25JW1oHBnELac393JAIiIiIlKfKKnhK8rnaVhDwWwhNbcYMKo0NIxPREREREROieIc3GmrAfjH1YFHzm9HoL/Fy0GJiIiISH2ipIavKKk8JDxN8zRERERE6q/CQoiNNW6Fhd6ORuqTnQsxuV1sdyUQGpvI8C4NvR2RiIiIiJwoH1tfaKaGrzhoSHharpHUaBgR5K2IRERERMSbsrK8HYHURynzAaNK4+z28aoaFxEREakrfGh9oUoNX3FQUiO1LKkRH65KDREREREROTXcyX8CRlJjUJtYL0cjIiIiIvWRkhq+4rCVGkpqiIiIiIjIKVC8H9LWALDSrxM9kxp4OSARERERqY+U1PAV5YPCA8IBSNVMDREREREROZV2LMCEm62uRrRp2ZoAPw0IFxEREZFTT0kNX3FQUiMttxhQpYaIiIiIiJwinnka7TmzrVpPiYiIiIh3KKnhKw5oP+VwusjMtwGq1BARERERkVPDud2Yp7HQ1VHzNERERETEa/y8HYBU0wFJjcwCGy43+JlNxIQEeDcuERERETn1zGbo1atiW+RkK8rGkrEWgLQGPUmMCvZyQCIiIiJSY3xsfaGkhq84IKmRWjYkPD48ELPZ5MWgRERERMQrgoJgyRJvRyH1yY6/AdjsakzXdm28HIyIiIiI1CgfW1/U/rSLGMqTGoHhpOVqSLiIiIiIiJw67mSj9dQ/rg6apyEiIiIiXqWkhq8oKR8UHqakhoiIiIiInFKlW42kxjJTR/o2j/JyNCIiIiJSnymp4Sts5UmNcNLyypIa4UpqiIiIiNRLRUWQlGTcioq8HY3UdYVZBGRvBMDV7DQC/S1eDkhEREREapSPrS80U8NXVDFTo6EqNURERETqJ7cbduyo2BY5mcrmaWx0JdKzfWsvByMiIiIiNc7H1heq1PAVnqRGOGm5xYDaT4mIiIiIyMln3/oHAAtdHTizbZyXoxERERGR+k5JDV+hSg0REREREfECW9k8jW3B3UiKDvZyNCIiIiJS3ymp4QscNnDaAHBZQ8nIM7bjNVNDREREREROpoJMQvO2ABDS9kxMJpOXAxIRERGR+k5JDV9QXqUBZDsCKHW6MJkgLkxJDREREREROXncKfMB2OBqSp8OrbwcjYiIiIiIkhq+wZZn3PuHkJZvByAmNACrn/58IiIiIiJy8uRtnAvAIndH+reM9nI0IiIiIiLg5+0ApBrKKzUCwzVPQ0RERETAZIIOHSq2RU4SV7JRqbE/rg/BVi0fRUREROokH1tf6FupLzhgSHhabjEACZqnISIiIlJ/BQfDunXejkLquvx0GhRux+U2EdNxsLejEREREZGTxcfWF+pf5AtKytpPBYSRlmdUaiSoUkNERERERE6i0m1/ALDB3ZR+HTVPQ0RERERqByU1fMEBlRrl7aeU1BARERERkZMpc+0cANb4d6FVXKiXoxERERERMSip4QtsB1RqaKaGiIiIiBQVQceOxq2oyNvRSF3kdhO806jUsCWejskHeiuLiIiIyHHysfWFZmr4Ak+lRgTZhaUARIcEeDEgEREREfEqtxvWr6/YFqlpmRtpUJpKiduf6E5DvB2NiIiIiJxMPra+UKWGLzig/VSp02Vs+ulPJyIiIiIiJ8nmWQAscHUkLjrKy8GIiIiIiFTQmXFfcED7KXtZUsNfSQ0RERERETlZNv8CwFxXd+LCVCUuIiIiIrWHzoz7ggMqNewOo/zHatGfTkREREREToKibNy7FgEw19mdWCU1RERERKQW0ZlxX3BgUqO8UkNJDRERERERORm2/obJ7WKDqyk51nhCAjSKUURERERqD50Z9wXlSY3AcM9MDX+LyYsBiYiIiIhInVU2T2OOWk+JiIiISC2kS258gWemRjh2pwNQpYaIiIhIvWYyQbNmFdsiNcVph62/AWo9JSIiIlJv+Nj6QkkNX1By4KDwbACsGhQuIiIiUn8FB0NKirejkLpo5z9QkkuJfwNWlrTiPCU1REREROo+H1tf6My4LyhrP+X0D8XpMgaFq1JDRERERERqXFnrqa2R/XFhJi4s0MsBiYiIiIhUpjPjvqAsqWH3D/M8pJkaIiIiIiJS4zb/AsCKgL4Aaj8lIiIiIrWOkhq1ncMGThsAdr8Qz8Oq1BARERGpx4qLoXdv41Zc7O1opK7Ytw32bQGzHwtMXQGIDVVSQ0RERKTO87H1hWZq1Ha2As+m3aKkhoiIiIgALhcsXVqxLVITyqo0aDaAnbnGUjE2XEkNERERkTrPx9YXOjNe29lyjXv/EOxuo+WUxWzCYlb7KRERERERqUFl8zRocx4Z+Ua1uCo1RERERKS2UVKjtiubp0FAGKUOI0umeRoiIiIiIlKjSvJgx98AOFsNZV+BkdSIU6WGiIiIiNQySmrUduVJjcBw7M7ypIb+bCIiIiIiUoO2zQWXA6JbsS+wCS43mE0QHaKkhoiIiIjULjo7XtsdUKlhd7oBsCqpISIiIiIiNal8nkab88gsaz0VFRKgtrciIiIiUuvo7HhtVympoUoNERERERGpYS4nbPnV2G4z1JPUiAtTlYaIiIiI1D5+3g5AjqKkbFB4QBil5UkNP10tJSIiIlLvxcR4OwKpK/Ysh6IsCAiHpv3JWJEGQKySGiIiIiL1hw+tL5TUqO08lRrh2B2q1BARERERICQEMjO9HYXUFZtnGfetzgaLv6dSQ0kNERERkXrCx9YXOjte2x2Y1NBMDRERERERqWkHzNMA1H5KRERERGo1nR2v7TRTQ0RERERETpbc3ZC+BjBBq3MAVKkhIiIiIrWazo7XdgckNTwzNSyaqSEiIiJSrxUXw6BBxq242NvR1AiHw8Fvv/3GRx99RH6+8R147969FBQUeDmyOm7PMuO+YVcIiQYOrNQI9FZUIiIiInIq+dj6QjM1ajtbnnGvSg0RERERKedywR9/VGz7uB07dnDeeeexc+dObDYb55xzDmFhYbzyyivYbDY+/PBDb4dYdxXvN+7DEjwPZeSXAKrUEBEREak3fGx9obPjtV0V7aesfvqziYiIiEjdce+999KrVy/2799PUFCQ5/FLL72UOXPmeDGyeqAk17gPjPQ8pPZTIiIiIlKbqVKjtiuv1AiMwJ5jDApXpYaIiIiI1CV//fUXCxYswGq1Vno8KSmJPXv2eCmqeqI4x7gPjACg0OagsNQJaFC4iIiIiNROOjte22mmhoiIiIjUcS6XC6fTecjju3fvJiwszAsR1SPllRpBkUBFlUaw1UJIgK6BExEREZHaR0mN2q6K9lOq1BARERGRuuTcc8/lrbfe8vxsMpkoKChg3LhxDBs2zHuB1QclOcZ9WaVGZoFaT4mIiIhI7aZLb2q7kgMHhdsBsCqpISIiIiJ1yGuvvcZ5551Hhw4dKCkpYeTIkWzZsoWYmBimTJni7fDqtoNmamTkGUkNtZ4SERERkdpKSY3azGEDp7GoICAcuzMLUKWGiIiIiADBwd6OoMYkJiayatUqpk6dyqpVqygoKOCWW27h2muvrTQ4XE6Cg2ZqZOaXAKrUEBEREal3fGh9oaRGbWYrqNgOCKPUkQGAv59maoiIiIjUayEhUFjo7ShqhN1up127dvz0009ce+21XHvttd4OqX45eKZGefupUCU1REREROoNH1tf6JL/2sxW1nrKPwTMFs3UEBEREZE6x9/fn5KSEm+HUX8dNFPD034qPNBLAYmIiIiIHJnOjtdmBwwJBzxJDc3UEBEREZG65K677uKVV17B4XB4O5T6xe0+YKbGQYPCVakhIiIiIrWU2k/VZraKIeEAdqcbUKWGiIiISL1XUgKXX25sf/MNBPr2VfVLlixhzpw5/Prrr3Tu3JmQkJBKz0+fPt1LkdVx9mJwlhrbBw0Kjw1XUkNERESk3vCx9YWSGrVZeaVGYDgApWo/JSIiIiIATifMnFmx7eMiIyO5vHwRJadOeZWGyQzWUECVGiIiIiL1ko+tL5TUqM0Obj/lKEtqaFC4iIiIiNQhEydO9HYI9dOBrafMZpwuN/vKkhpxYUpqiIiIiEjtpEv+a7ND2k9ppoaIiIiI1F2ZmZnMnz+f+fPnk5mZedzHee+990hKSiIwMJC+ffuyePHiI+7/1ltv0bZtW4KCgkhMTOT+++8/ZHj5sR7TJxw0JHxfoQ2XG8wmiFalhoiIiIjUUjo7Xpt5KjWM9lOaqSEiIiIidVFhYSE333wzDRs25IwzzuCMM86gUaNG3HLLLRQVFR3TsaZOncqYMWMYN24cy5cvp2vXrgwdOpSMjIwq9588eTKPPvoo48aNY8OGDYwfP56pU6fy+OOPH/cxfYanUiMSgMx8o0ojKiQAi1nV4SIiIiJSO1X77PjevXt58MEHycvLO+S53NxcHnroIdLT02s0uHqvpHKlhmZqiIiIiEhdNGbMGP744w9+/PFHcnJyyMnJ4fvvv+ePP/7ggQceOKZjvfHGG4wePZpRo0bRoUMHPvzwQ4KDg5kwYUKV+y9YsIDTTjuNkSNHkpSUxLnnnsuIESMqVWIc6zF9RnGOcV9WqZFRltSIVespEREREanFqn12/I033iAvL4/w8PBDnouIiCA/P5833nijRoOr9w6p1ChPauiqKRERERGpO7755hvGjx/P+eefT3h4OOHh4QwbNoxPPvmEr7/+utrHKS0tZdmyZQwZMsTzmNlsZsiQISxcuLDK1wwYMIBly5Z5khjbt29n5syZDBs27LiPCWCz2cjLy6t0q3XKKzWCIoGKSg3N0xARERGR2qzaSY1Zs2Zxww03HPb5G264gZ9++qlGgpIyBw8KL5+p4adKDRERERGpO4qKioiPjz/k8bi4uGNqP5WVlYXT6TzkWPHx8aSlpVX5mpEjR/Lss89y+umn4+/vT8uWLRk0aJCn/dTxHBPgpZdeIiIiwnNLTEys9uc4ZQ6aqZGpSg0RERER8QHVPjuenJxM06ZND/t8kyZNSElJqYmYpNzBSQ2HZmqIiIiICBASAm63cQsJ8XY0J6x///6MGzeu0nDu4uJinnnmGfr3739S33vevHm8+OKLvP/++yxfvpzp06czY8YMnnvuuRM67mOPPUZubq7ntmvXrhqKuAYdZqaGKjVERERE6hkfW1/4VXfHoKAgUlJSDpvYSElJISgoqMYCE8CmmRoiIiIiUve9/fbbDB06lCZNmtC1a1cAVq1aRWBgIL/88ku1jxMTE4PFYjlk1l96ejoJCQlVvubJJ5/k+uuv59ZbbwWgc+fOFBYWctttt/HEE08c1zEBAgICCAio5cmBg2ZqqFJDRERERHxBtc+O9+3bly+++OKwz3/++ef06dOnRoKSMp6khmZqiIiIiEjd1alTJ7Zs2cJLL71Et27d6NatGy+//DJbtmyhY8eO1T6O1WqlZ8+ezJkzx/OYy+Vizpw5h634KCoqwmyuvCyyWCwAuN3u4zqmzyhvP3XQTA0lNURERESkNqt2UuPBBx9k4sSJPPjgg5WuUkpPT+eBBx7gs88+48EHHzzmAN577z2SkpIIDAykb9++ngF9h/PWW2/Rtm1bgoKCSExM5P77769Upv70009jMpkq3dq1a3fMcdUK5e2nAisnNayq1BARERGp30pK4MorjdsB34V9WXBwMKNHj+b111/n9ddf59Zbbz2uSvAxY8bwySefMGnSJDZs2MAdd9xBYWEho0aNAoxZgI899phn/+HDh/PBBx/w5ZdfkpyczOzZs3nyyScZPny4J7lxtGP6rIPaT2XkG/+W4sICvRSQiIiIiHiFj60vqt1+avDgwbz33nvce++9vPnmm4SHh2MymcjNzcXf35933nmHs84665jefOrUqYwZM4YPP/yQvn378tZbbzF06FA2bdpEXFzcIftPnjyZRx99lAkTJjBgwAA2b97MTTfdhMlk4o033vDs17FjR3777beKD+lX7Y9ZuxwyKLxspoYGhYuIiIjUb04nfP21sf3ZZ14NpSa89NJLxMfHc/PNN1d6fMKECWRmZvLII49U+1hXX301mZmZPPXUU6SlpdGtWzdmzZrlGfS9c+fOSpUZY8eOxWQyMXbsWPbs2UNsbCzDhw/nhRdeqPYxfZZnUHgkoEoNERERkXrLx9YXJrfb7T6WF+zZs4evvvqKrVu34na7adOmDVdccQVNmjQ55jfv27cvvXv35t133wWMMu7ExETuueceHn300UP2v/vuu9mwYUOl0u8HHniARYsWMX/+fMCo1Pjuu+9YuXJlteOw2WzYbDbPz3l5eSQmJpKbm0t4ePgxf64a83w8OErgvjUQ2ZTTXp7LnpxivrvrNLolRnovLhERERHxrsJCCA01tgsKvDbMLy8vj4iIiBP+3pyUlMTkyZMZMGBApccXLVrENddcQ3Jy8omG6nU19buqUW92htydcMtvFMZ1p+M4Y37J2meGEhrgoxeGiYiIiMix87H1xTF/U23cuDH333//CQUHUFpayrJlyyqVfpvNZoYMGcLChQurfM2AAQP473//y+LFi+nTpw/bt29n5syZXH/99ZX227JlC40aNSIwMJD+/fvz0ksvHXbAORhXhj3zzDMn/JlqlKPUSGjAAZUamqkhIiIiInVPWloaDRs2POTx2NhYUlNTvRBRPVHefioo0lOlEWy1KKEhIiIiIrVatb+t/t///V+Vj0dERNCmTZtjHpKXlZWF0+k8pGQ7Pj6ejRs3VvmakSNHkpWVxemnn47b7cbhcPCvf/2Lxx9/3LNP3759+eyzz2jbti2pqak888wzDBw4kLVr1xIWFlblcR977DHGjBnj+bm8UsOryltPwSGDwjVTQ0RERETqksTERP7++2+aN29e6fG///6bRo0aeSmqOs7lAluesR0YQWaWWk+JiIiIiG+odlLjzTffrPLxnJwccnNzGTBgAD/88ANRUVE1FtzB5s2bx4svvsj7779P37592bp1K/feey/PPfccTz75JADnn3++Z/8uXbrQt29fmjVrxldffcUtt9xS5XEDAgIICKhlX97LFxj+IWA2BhR6ZmooqSEiIiIidcjo0aO57777sNvtnjl9c+bM4eGHH+aBBx7wcnR1lC0XKOtEHBhBRl42AHFKaoiIiIhILVftpMaR+thu376d6667jrFjx/L+++9X63gxMTFYLBbS09MrPZ6enk5CQkKVr3nyySe5/vrrufXWWwHo3LkzhYWF3HbbbTzxxBOVBv6Vi4yMpE2bNmzdurVacdUaBw0JBygtbz+lQeEiIiIiUoc89NBD7Nu3jzvvvJPS0lIAAgMDeeSRRyq1q5UaVN56yi8I/ALIzDda36pSQ0RERERquxo5O96iRQtefvllfv3112q/xmq10rNnz0pDv10uF3PmzDlsK6uioqJDEhcWi1HFcLh55wUFBWzbtq3KHr212kFJDbfbrZkaIiIiIlInmUwmXnnlFTIzM/nnn39YtWoV2dnZPPXUU94Ore4qzjHuAyMAyCibqREbqqSGiIiIiNRuNXbJf9OmTUlLSzum14wZM4ZPPvmESZMmsWHDBu644w4KCwsZNWoUADfccEOlK7OGDx/OBx98wJdffklycjKzZ8/mySefZPjw4Z7kxoMPPsgff/xBSkoKCxYs4NJLL8VisTBixIia+qinxkFJDafLTXneRjM1REREROq54GAoKDBuwcHejqbGhIaG0rt3b8LCwti2bRsul8vbIdVdBwwJBzyDwuPCA70UkIiIiIh4jY+tL6rdfupo1qxZQ7NmzY7pNVdffTWZmZk89dRTpKWl0a1bN2bNmuUZHr5z585KlRljx47FZDIxduxY9uzZQ2xsLMOHD+eFF17w7LN7925GjBjBvn37iI2N5fTTT+eff/4hNja2Zj7oqeIZ2lc+JLyiEkUzNURERETqOZMJQkK8HcUJmzBhAjk5OYwZM8bz2G233cb48eMBaNu2Lb/88guJiYneCrHuKskx7ssqNTILVKkhIiIiUm/52Pqi2kmNvLy8Kh/Pzc1l2bJlPPDAA9x4443HHMDdd9/N3XffXeVz8+bNq/Szn58f48aNY9y4cYc93pdffnnMMdRK5UmNskqN8nkaoKSGiIiIiNQNH3/8Mbfffrvn51mzZjFx4kQ+//xz2rdvz913380zzzzDp59+6sUo66jySo3ASAAy8sqSGpqpISIiIiK1XLWTGpGRkZhMVc9yMJlM3HrrrTz66KM1Fli952k/VV6pcWBSQzM1REREROo1mw3KkwEffQQBvnkiesuWLfTq1cvz8/fff8/FF1/MtddeC8CLL77oaU0rNeygmRqeSg0lNURERETqHx9bX1Q7qfH7779X+Xh4eDitW7cmNDSUtWvX0qlTpxoLrl47aKbGgUPCD5dcEhEREZF6wuGASZOM7ffeq/WLjsMpLi4mPDzc8/OCBQu45ZZbPD+3aNHimOf2STUdMFPD6XKzryypEaekhoiIiEj942Pri2onNc4888wqH8/Pz2fy5MmMHz+epUuX4nQ6ayy4eu3gpIbDmKmh1lMiIiIiUlc0a9aMZcuW0axZM7Kysli3bh2nnXaa5/m0tDQiIiK8GGEddsBMjX2FNlxuo5VyVIjVq2GJiIiIiBzNcQ8K//PPPxk/fjzffPMNjRo14rLLLuPdd9+tydjqt5LymRrGlWulnkoNJTVEREREpG648cYbueuuu1i3bh1z586lXbt29OzZ0/P8ggULVAl+shwwUyMz36jSiA4JwE/rDRERERGp5Y4pqZGWlsZnn33G+PHjycvL46qrrsJms/Hdd9/RoUOHkxVj/XTY9lNaZIiIiIhI3fDwww9TVFTE9OnTSUhIYNq0aZWe//vvvxkxYoSXoqvjDpipkZGveRoiIiIi4juqndQYPnw4f/75JxdccAFvvfUW5513HhaLhQ8//PBkxld/2corNSonNawaEi4iIiIidYTZbObZZ5/l2WefrfL5g5McUoMOmKlRXqmheRoiIiIi4guqndT4+eef+fe//80dd9xB69atT2ZMAgdUahjtpzyVGn6q1BARERERkRN0wEyNzDRVaoiIiIiI76j2GfL58+eTn59Pz5496du3L++++y5ZWVknM7b67aD2U6UaFC4iIiIiIjWlipkaSmqIiIiIiC+o9hnyfv368cknn5Camsrtt9/Ol19+SaNGjXC5XMyePZv8/PyTGWf9U95+KvCgSg0lNUREREQkOBgyMoxbcLC3oxFf5ElqRKj9lIiIiEh952Pri2M+Qx4SEsLNN9/M/PnzWbNmDQ888AAvv/wycXFxXHTRRScjxvrpMIPCNVNDRERERDCZIDbWuJn0/VCOkb0EHCXGdlAkGfnGtio1REREROopH1tfnNBl/23btuXVV19l9+7dTJkypaZiEkdpxSLjoKSGKjVEREREROSElFdpYAJrWEX7qVAlNURERESk9quRM+QWi4VLLrmEH374oSYOJ6UFFdvWspkaTs3UEBEREZEyNhvcdZdxs9m8Hc1Js2vXLm6++WZvh1H3HDAkHLO5ov1UeKD3YhIRERER7/Gx9YXOkNdG5fM0/EPA4geA3VFWqeGnP5mIiIhIvedwwPvvGzeHw9vRnDTZ2dlMmjTJ22HUPQfM0yi0OSgsdQJqPyUiIiJSb/nY+sLP2wFIFUrKkhplradAMzVEREREpO45WqX39u3bT1Ek9UxxjnEfFOmp0gi2WggN0PJQRERERGo/fWutjQ4aEg6aqSEiIiIidc8ll1yCyWTC7XYfdh+TDwwq9DkHVGpkFpTN01CVhoiIiIj4CJ0hr42qSGpopoaIiIiI1DUNGzZk+vTpuFyuKm/Lly/3doh10wEzNfYVlAIQFWL1XjwiIiIiIsdAZ8hrI1VqiIiIiEg90LNnT5YtW3bY549WxSHHyZPUiMTmMOZpBFst3otHREREROQYqP1UbVQ+KDww3PNQ+aBwq5/K70VERESkbnjooYcoLCw87POtWrXi999/P4UR1RPlMzUCI7DZjXVGgJ+SGiIiIiLiG5TUqI0a94SzxkJUS89DqtQQERERkbpm4MCBR3w+JCSEM8888xRFU4+Uz9QIqqjUCPDTOkNEREREfIOSGrVRo27G7QCaqSEiIiIiHkFBkJxcse2jtm/fTvPmzTUM/FQ7sP2UrbxSQ+sMERERkXrLx9YX+ubqI1SpISIiIiIeZjMkJRk3s+9+P2zdujWZmZmen6+++mrS09O9GFE9UV6pERiJzaH2UyIiIiL1no+tL2p/hAJUJDWsFl3FJiIiIiJ1w8FDwGfOnHnEGRtSQzxJjQhs9rL2U/5aGoqIiIiIb9A3Vx+hSg0RERER8SgthYceMm6lpd6ORnxN+aDwoIpKDavWGSIiIiL1l4+tL/TN1UeUOspmaqjXrYiIiIjY7fDaa8bNbvd2NMfNZDIdMk9D8zVOgQMrNcrbT6lSQ0RERKT+8rH1hQaF+whVaoiIiIhIXeN2u7npppsICAgAoKSkhH/961+EhIRU2m/69OneCK9ucrkOmqmRAWimhoiIiIj4DiU1fIRmaoiIiIhIXXPjjTdW+vm6667zUiT1SGk+UDbLJDACmyMVgABVhIuIiIiIj1BSw0eoUkNERERE6pqJEyd6O4T6p3yehl8g+AdWtJ9SUkNEREREfIS+ufqIUmfZTA0lNURERERE5HgdME8DwGYvn6mh9lMiIiIi4ht0htxH2MuuoNKgcBEREREROW4lOcZ9YCQANocTUKWGiIiIiPgOfXP1EZqpISIiIiIiJ+zgSg1P+ylVaoiIiIiIb9BMDR+hmRoiIiIi4hEUBGvXVmyLVFf5TI2gSADN1BARERERn1tfKKnhIzRTQ0REREQ8zGbo2NHbUYgvOmSmRln7KX+tM0RERETqLR9bX+ibq49QpYaIiIiIiJywg2ZqlKr9lIiIiIj4GFVq+AjPTA0/zdQQERERqfdKS+HFF43txx8Hq9W78YjvOOxMDV08JSIiIlJv+dj6QkkNH2F3qFJDRERERMrY7fDMM8b2Qw/V+kWH1CLlMzU8SQ21nxIRERGp93xsfaFvrj5CMzVEREREROSElVdqlA8Kt6v9lIiIiIj4Fp0h9xGaqSEiIiIiIidM7adERERExMfpm6uP8MzUUFJDRERERESO1wGDwl0uN6VOJTVERERExLfom6uP8FRqaFC4iIiIiIgcrwMqNcoTGgAB/mo/JSIiIiK+QUkNH+B2u7FrpoaIiIiIiJyo8kHhQZGeeRqgSg0RERER8R365uoDyhMaoKSGiIiIiIgcJ4cNHMXGdmAENocTALMJ/MyqCBcRERER3+Dn7QDk6OwHlIVrpoaIiIiIEBgIixdXbItUR3nrKUwQEIGtuASAAD8LJpOSGiIiIiL1lo+tL5TU8AEHJjX8LVpsiIiIiNR7Fgv07u3tKMTXlCc1AsLBbPZUagT468IpERERkXrNx9YX+vbqA8oH+JlMYFFZuIiIiIiIHA/PPI0IAErKZmponoaIiIiI+BJVaviAA4eEqyxcRERERCgthbffNrbvvResVu/GI76hvFIj0Ehq2BxGUsOqpIaIiIhI/eZj6wslNXyAvXyxoXkaIiIiIgJgt8PDDxvbd95Z6xcdUkuU5Bj3gZEAlDrKKzUs3olHRERERGoHH1tf6Cy5DyifqaF5GiIiIiIictw8SY3ySo2ymRqq1BARERERH6Jvrz6g1JPU0J9LRERERCmpOtoAAD/ySURBVESOk2emRiRQ0X5KSQ0RERER8SX69uoDDpypISIiIiIiclw8MzUigQOTGmo/JSIiIiK+Q2fJfUB5+ykN8BMRERERkeN20EwNm72s/ZS/1hkiIiIi4jv07dUHlA8K10wNERERERE5bp5KjfKZGmo/JSIiIiK+R99efYBmaoiIiIiIyAkrT2ocMlND7adERERExHf4eTsAOTrN1BARERGRSgID4fffK7ZFqqN8ULinUqOs/ZQqNURERETqNx9bXyip4QM8MzWU1BARERERAIsFBg3ydhTiaw5uP2Uvq9TQTA0RERGR+s3H1hf69uoDypMa/n6aqSEiIiIiIsfp4EHhaj8lIiIiIj5IlRo+oNShmRoiIiIicgC7HT7+2Ni+7Tbw9/duPFL7ud1VDApX+ykRERERwefWF0pq+ADN1BARERGRSkpL4e67je2bbqr1iw6pBWz54DYultKgcBERERGpxMfWFzpL7gM0U0NERERERE5IeZWGxQp+xvBHzdQQEREREV+kb68+wDNTw6KZGiIiIiIichwOnKdhMtYVaj8lIiIiIr5I3159QKlTMzXk/9u78/Aoyqzv47/O1mQhCRAhQcGwCYIsyjaIzwOO0QSQFxhGAUEWUUYEBXEDN0RURh0ZZnxQZjRsowIyoqKOKBMFBZEgO4ooioJKgoAQEiBLd71/JF1JkwQCdFJVyfdzXXVNpbq6+jRd13ifPn3fBwAAADgPp/TTkFh+CgAAAM7Et+QOkF9Q1FODX1ABAAAAOBcnjhT+b1E/DalkUYM8AwAAAM7B6NUB6KkBAAAA4LyUNVMjv2j5KXpqAAAAwEEYvToAPTUAAAAAnJeSPTWKsPwUAAAAnCjE6gBwZvTUAAAAgB+3W3r33eJ94ExO21ODPAMAAKBGc1h+QVHDAfIpagAAAKCkkBCpTx+ro4CT+Ioafj01ipafoqgBAABQszksv2D06gC+RuFhJBsAAAAAzoWvUbhfT42imRqhLD8FAAAA52CmhgPQUwMAAAB+8vOlV18t3B86VAoNtTYe2J+5/FSseci3zC0zNQAAAGo4h+UXFDUcgJ4aAAAA8JOXJ40aVbh/ww22TzpgA2aj8JIzNQqXn2JGOAAAQA3nsPyC0asD0FMDAAAAwHkps6cGMzUAAADgPIxeHSDfU9RTg6IGAAAAgHNxSk8NwzBKFDXoqQEAAADnYPkpBzBnaoTQUwMAAADAOYhvK0XWkyLiJBUvcStJ7lB+PAUAAADnoKjhAHkFLD8FAAAA4DwMfd3vT98sDYnlpwAAAOAsjF4dgJ4aAAAAAAIpN7+4qMEytwAAAHASRq8OQE8NAAAAAIGUW+CRVDhLw+VimVsAAAA4B8tPOQAzNQAAAODH7ZZef714HzhLxU3CyTEAAABqPIflFxQ1HCDPLGrwCyoAAABICgmRbrjB6ijgYL7lp9yhwRZHAgAAAMs5LL/gZzkOYM7U4FdUAAAAAAKg5PJTAAAAgJMwU8MB8gvoqQEAAIASCgqkN98s3B8woPCXVcBZYPkpAAAAmByWX9g7OkiipwYAAABOkZsr3Xhj4X52tu2TDthPcVGD5acAAABqPIflF3xL7gD01AAAAAAQSLn5RctPhZISAgAAwFkYwToAMzUAAAAABBLLTwEAAMCpGME6QL6nqKcGCQcAAACAAGD5KQAAADgV35LbnMdryOMtLGowUwMAAABAIOQWFC0/xQ+nAAAA4DCMYG3Ot/SURE8NAAAAAIGRm180UyOUmRoAAABwFooaNudf1ODjAgAAAHD+6KkBAAAApwqxOgCcnq+fhkRRAwAAAEXCwqR584r3gbPE8lMAAAAwOSy/oKhhc76ZGsFBLgUHsfwUAAAAJIWGSiNHWh0FHIxG4QAAADA5LL/gZzk2l1eUbNBPAwAAAECg+PIMdygpIQAAAJyFmRo255upwdJTAAAAMBUUSB98ULifnCyFMKzH2WH5KQAAAJgcll/YOzqYPTXCKGoAAADAJzdXuv76wv3sbNsnHbCf3PzCH0+FUdQAAACAw/ILRrA2x0wNAAAAAIFGTw0AAAA4Fd+U21yer6gRQk8NAAAAAIHB8lMAAABwKkawNpdfwEwNAAAAAIFVPFODPAMAAADOwgjW5uipAQAAAJyd2bNnKzExUbVq1VLXrl2Vnp5e7rk9e/aUy+UqtfXp08c8Z+TIkaUeT0lJqYq3Uml8PTXcoSw/BQAAAGex/Jvys0k4JGnWrFlq2bKlwsPD1ahRI9199906efLkeV3TzuipAQAAAFTckiVLNGnSJE2dOlWbNm1S+/btlZycrAMHDpR5/rJly7R//35z27Fjh4KDg3XDDTf4nZeSkuJ33qJFi6ri7VQalp8CAACAU1k6gj3bhOO1117T5MmTNXXqVO3cuVOpqalasmSJHnzwwXO+pt2ZPTWC6akBAAAAnMnMmTN12223adSoUWrdurXmzJmjiIgIzZ07t8zz69atq/j4eHNbuXKlIiIiShU13G6333l16tQ5bRy5ubnKysry2+yE5acAAADgVJaOYM824fjss8/UvXt33XTTTUpMTNR1112nIUOG+M3EONtrSvZOOJipAQAAgFLCwqT/+7/CLSzM6mhsIy8vTxs3blRSUpJ5LCgoSElJSVq3bl2FrpGamqrBgwcrMjLS7/iqVatUv359tWzZUmPHjtWhQ4dOe50ZM2YoJibG3Bo1anT2b6gSFRc1WH4KAACgxnNYfmHZN+XnknBceeWV2rhxo1nE+P777/Wf//xHvXv3PudrSvZOOHxFjTB+QQUAAACf0FBp3LjCLTTU6mhs4+DBg/J4PGrQoIHf8QYNGigjI+OMz09PT9eOHTt06623+h1PSUnRwoULlZaWpqefflqrV69Wr1695PF4yr3WlClTdPToUXPbt2/fub2pSmIuPxVKngEAAFDjOSy/CLHqhU+XcHz99ddlPuemm27SwYMHddVVV8kwDBUUFOj22283l586l2tKhQnHpEmTzL+zsrJsU9jILyhsFM5MDQAAAKBypaamqm3bturSpYvf8cGDB5v7bdu2Vbt27dSsWTOtWrVK11xzTZnXcrvdcrvdlRrv+TAbhfPjKQAAADiMo0awq1at0lNPPaUXXnhBmzZt0rJly/Tee+9p+vTp53Vdt9ut6Ohov80u6KkBAACAUjweadWqwu00swVqmri4OAUHByszM9PveGZmpuLj40/73JycHC1evFijR48+4+s0bdpUcXFx2r1793nFayWWnwIAAIDJYfmFZTM1ziXheOSRR3TzzTeb08Hbtm2rnJwcjRkzRg899NB5JTF2RU8NAAAAlHLypHT11YX72dnSKf0faqqwsDB17NhRaWlp6t+/vyTJ6/UqLS1N48ePP+1zly5dqtzcXA0bNuyMr/PTTz/p0KFDSkhICETYljCXn2KmBgAAAByWX1g2gi2ZcPj4Eo5u3bqV+Zzjx48rKMg/5ODgwl8WGYZxTte0O7OnBkUNAAAA4IwmTZqkl156SQsWLNDOnTs1duxY5eTkaNSoUZKk4cOHa8qUKaWel5qaqv79+6tevXp+x7Ozs3Xffffp888/1w8//KC0tDT169dPzZs3V3JycpW8p0AzDKN4pgY9NQAAAOAwls3UkAoTjhEjRqhTp07q0qWLZs2aVSrhuPDCCzVjxgxJUt++fTVz5kxdfvnl6tq1q3bv3q1HHnlEffv2NYsbZ7qm0+R76KkBAAAAVNSgQYP066+/6tFHH1VGRoY6dOigFStWmH339u7dW+qHUrt27dKaNWv04YcflrpecHCwtm3bpgULFujIkSNq2LChrrvuOk2fPt3WPTNOJ99jyChMM1h+CgAAAI5jaVHjbBOOhx9+WC6XSw8//LB+/vlnXXDBBerbt6+efPLJCl/TafKKfkEVGkJPDQAAAKAixo8fX+5yU6tWrSp1rGXLljJ83/KfIjw8XB988EEgw7Ocb+kpieWnAAAA4Dwuo7zRew2WlZWlmJgYHT161PKm4c+s+FovrPpOo7onamrfNpbGAgAAAJvIyZGiogr3LVzz1k7jZruz07/VwexcdXriv5KkPTN6y+XiB1QAAAA1msPyC36WY3P01AAAAAAQSL5+GmEhQRQ0AAAA4Dh8U25z9NQAAAAAEEi5+YXLT7H0FAAAAJzI0p4aOLO8opkaFDUAAABgCg2VnnmmeB84C76ZGjQJBwAAgCTH5RcUNWwun0bhAAAAOFVYmHTffVZHAYfKM4sa/HAKAAAAclx+wSjW5uipAQAAACCQzJkaoeQYAAAAcB5matgcPTUAAABQiscjbdpUuH/FFVIwywih4nILfD01uG8AAAAgx+UXFDVsjp4aAAAAKOXkSalLl8L97GwpMtLaeOAouflFs8FZfgoAAACS4/ILRrE2l28WNeipAQAAAOD85dJTAwAAAA7GKNbmzJ4aJBwAAAAAAqB4+SlyDAAAADgPo1ibyy+gpwYAAACAwCmeqWHvtZIBAACAsvBNuc3RUwMAAABAIOXmF83UCCXHAAAAgPMwirU5emoAAAAACCR6agAAAMDJGMXanNlTg5kaAAAAAAKA5acAAADgZCFWB4DTy/cU9dTgV1QAAADwCQ2Vpk4t3gfOAo3CAQAA4Mdh+QVFDZvLK6CnBgAAAE4RFiY99pjVUcChcvOLZmrQUwMAAACS4/ILRrE2R08NAAAAAIHE8lMAAABwMmZq2Bw9NQAAAFCK1yvt3Fm4f+mlUhBjRVQcy08BAADAj8PyC4oaNmf21KCoAQAAAJ8TJ6TLLivcz86WIiOtjQeOUjxTgxwDAAAAclx+wSjW5vJ8y0+RcAAAAAAIgOKeGiw/BQAAAOfhm3IbMwyDnhoAAAAAAorlpwAAAOBkjGJtzOM1ZBSuPkVPDQAAAAABwfJTAAAAcDJGsTbm66ch0VMDAAAAQGAUFzVYfgoAAADOwzflNubrpyFR1AAAAAAQGObyU6HkGAAAAHAeRrE2lu9X1KCnBgAAAIDzZzYKZ/kpAAAAOFCI1QGgfCWbhLtcFDUAAABQJDRUuvfe4n3gLPhmhLP8FAAAACQ5Lr+gqGFj+QWFPTVYegoAAAB+wsKkZ5+1Ogo4FDM1AAAA4Mdh+QWjWBvLM2dq8DEBAAAACAxfT41a9NQAAACAAzFTw8byKWoAAACgLF6vtHdv4X7jxlIQ40VUXG4By08BAACgBIflFxQ1bMxX1AijSTgAAABKOnFCatKkcD87W4qMtDYeOEpxUcPeySoAAACqiMPyC0axNmbO1CDZAAAAABAABR6vPN7C3n1h5BkAAABwIEaxNpZHo3AAAAAAAeSbpSGx/BQAAACciW/LbYyeGgAAAAACqWRRg5kaAAAAcCJGsTZGTw0AAAAAgZRb4JEkhQa7FBxEngEAAADnoahhY8zUAAAAABBIufm+JuEsPQUAAABn4ttyG8vz0FMDAAAAQOD4lp9ys/QUAAAAHCrE6gBQvvyihCOUhAMAAAAlhYRId9xRvA9UkG/5KYoaAAAAMDksv7B/hDUYPTUAAABQJrdbmj3b6ijgQOZMjVCWnwIAAEARh+UX/DzHxuipAQAAACCQintqkGMAAADAmZipYWP01AAAAECZDEM6eLBwPy5OcjGzFxXD8lMAAAAoxWH5BUUNG2OmBgAAAMp0/LhUv37hfna2FBlpbTxwjOJG4Sw/BQAAgCIOyy/4ttzGfI3Cw0LsXRkDAAAA4AzmTI1QUkEAAAA4EyNZG2OmBgAAAIBAoqcGAAAAnI6RrI3RUwMAAABAILH8FAAAAJyOb8ttjJkaAAAAAAKJRuEAAABwOkayNuYraoQF01MDAAAAwPkzl5+ipwYAAAAcipGsjTFTAwAAAEAg5XlYfgoAAADOFmJ1AChfXkFRTw2mhgMAAKCkkBBpxIjifaCCintqkGMAAACgiMPyC/tHWIMxUwMAAABlcrul+fOtjgIOlJtPTw0AAACcwmH5BSNZG6OnBgAAAIBAMmdqhLL8FAAAAJyJmRo2xkwNAAAAlMkwpOPHC/cjIiQXP4JBxbD8FAAAAEpxWH7BSNbG8jxFPTUoagAAAKCk48elqKjCzZd8ABWQW8DyUwAAADiFw/ILRrI2ll/0KyoahQMAAAAIhNz8oiVuyTEAAADgUIxkbYyeGgAAAAACqXj5KXpqAAAAwJkoatgYPTUAAAAABBLLTwEAAMDpGMnaGD01AAAAAASSOVMjlBwDAAAAzsRI1saYqQEAAAAgkHw9NVh+CgAAAE7Ft+U2ZvbUCKGnBgAAAIDzx/JTAAAAcLoQqwNA+fILmKkBAACAMgQHS3/8Y/E+UEE0CgcAAEApDssvKGrYGD01AAAAUKZataSlS62OAg5ETw0AAACU4rD8gpGsjdFTAwAAAEAg5eaz/BQAAACcjZGsjZk9NShqAAAAAAgAlp8CAACA0/FtuY2ZMzVoFA4AAICScnIkl6twy8mxOho4RIHHqwJv4RK3zNQAAACAyWH5BSNZmzIMQ/n01AAAAAAQIHlFP5qS6KkBAAAA52Ika1O+goZEUQMAAADA+cvNLy5qsMQtAAAAnIqRrE3le0g4AAAAAASOr59GSJBLIeQYAAAAcChGsjZVsqgRGkxPDQAAAADnJ7fAI4l+GgAAAHA2RrM25Vvv1uWSgoMoagAAAAA4P76ZGu7QYIsjAQAAAM4dRQ2bKtkk3OWiqAEAAADg/OT5ihrM1AAAAICDhVgdAMqWX5Rw0E8DAAAApQQHS717F+8DFcDyUwAAACiTw/ILiho25eupQT8NAAAAlFKrlvTee1ZHAYfJzffN1LB/ogoAAIAq5LD8gp/o2FSeWdTgIwIAAABw/op7apBjAAAAwLmYqWFTJXtqAMCpPB6P8vPzrQ4DVSQ0NFTBDpj+CQCwN5afAgAAQHVAUcOmfMtPhZFwACjBMAxlZGToyJEjVoeCKhYbG6v4+Hi5XCxLCEBSTo5Uv37h/oEDUmSktfHAEcyZGiw/BQAAgJIcll9Q1LApX6NwemoAKMlX0Khfv74iIiL4grsGMAxDx48f14EDByRJCQkJFkcEwDaOH7c6AjiMr6cGP5wCAABAKQ7KLyhq2BQ9NQCcyuPxmAWNevXqWR0OqlB4eLgk6cCBA6pfvz5LUQEAzgnLTwEAAKA6YDRrU/TUAHAqXw+NiIgIiyOBFXyfO71UAADnqnj5KXIMAAAAOBejWZsye2pQ1ABwCpacqpn43AEA54ueGgAAAKgO+MbcpnxFjdAQvsQCAAAAcP5y84uWnwolDQQAAIBzMZq1qbwCemoAQHkSExM1a9Ysq8MAAMBRWH4KAAAA1QGjWZuipwaA6sDlcp12e+yxx87puhs2bNCYMWMCEuOiRYsUHByscePGlXps/vz5io2NLfN5LpdLb731lt+xN954Qz179lRMTIyioqLUrl07Pf744zp8+HBAYgUAU1CQ1KNH4RbEeBEVw/JTAAAAKJPD8gv7R1hD0VMDQHWwf/9+c5s1a5aio6P9jt17773muYZhqKCgoELXveCCCwLWMD01NVX333+/Fi1apJMnT57zdR566CENGjRInTt31vvvv68dO3boueee09atW/Wvf/0rILECgCk8XFq1qnALD7c6GjhEbkHR8lPM1AAAAEBJDssvGM3alNlTI5ieGgDKZxiGjucVVPlmGEaF4ouPjze3mJgYuVwu8++vv/5atWvX1vvvv6+OHTvK7XZrzZo1+u6779SvXz81aNBAUVFR6ty5s/773//6XffU5adcLpdefvllDRgwQBEREWrRooWWL19+xvj27Nmjzz77TJMnT9Yll1yiZcuWndW/v096erqeeuopPffcc3r22Wd15ZVXKjExUddee63eeOMNjRgx4pyuCwBAIOXmF83UoKcGAAAAHCzE6gBQtjwPPTUAnNmJfI9aP/pBlb/uV48nKyIsMP8JmTx5sv7yl7+oadOmqlOnjvbt26fevXvrySeflNvt1sKFC9W3b1/t2rVLjRs3Lvc606ZN0zPPPKNnn31Wzz//vIYOHaoff/xRdevWLfc58+bNU58+fRQTE6Nhw4YpNTVVN91001m/h1dffVVRUVG64447yny8vCWsAACoSiw/BQAAgOqAb8xtKr+gqKcGU8MBVHOPP/64rr32WjVr1kx169ZV+/bt9ac//UmXXXaZWrRooenTp6tZs2ZnnHkxcuRIDRkyRM2bN9dTTz2l7Oxspaenl3u+1+vV/PnzNWzYMEnS4MGDtWbNGu3Zs+es38O3336rpk2bKjQ09KyfCwDnJCdHuuCCwi0nx+po4BAsPwUAAIAyOSy/YKaGTdFTA0BFhIcG66vHky153UDp1KmT39/Z2dl67LHH9N5772n//v0qKCjQiRMntHfv3tNep127duZ+ZGSkoqOjdeDAgXLPX7lypXJyctS7d29JUlxcnK699lrNnTtX06dPP6v3UNHluAAgoA4etDoCOIw5U4PlpwAAAHAqB+UXFDVsip4aACrC5XIFbBkoq0RGRvr9fe+992rlypX6y1/+oubNmys8PFx//OMflZeXd9rrnDpLwuVyyev1lnt+amqqDh8+rPASDbC8Xq+2bdumadOmKSgoSNHR0crJyZHX61VQUPEXQEeOHJEkxcTESJIuueQSrVmzRvn5+czWAADYltlTg+WnAAAA4GD8RMem6KkBoKZau3atRo4cqQEDBqht27aKj4/XDz/8ENDXOHTokN5++20tXrxYW7ZsMbfNmzfrt99+04cffihJatmypQoKCrRlyxa/52/atElSYTFDkm666SZlZ2frhRdeKPP1fEUQAACsxPJTAAAAqA6c/fPeaiyfogaAGqpFixZatmyZ+vbtK5fLpUceeeS0My7Oxb/+9S/Vq1dPN954o1wu/xlxvXv3VmpqqlJSUtSmTRtdd911uuWWW/Tcc8+padOm2rVrlyZOnKhBgwbpwgsvlCR17dpV999/v+655x79/PPPGjBggBo2bKjdu3drzpw5uuqqqzRhwoSAvgcAAM4WjcIBAABQHfCNuU35GoWH8SsqADXMzJkzVadOHV155ZXq27evkpOTdcUVVwT0NebOnasBAwaUKmhI0sCBA7V8+XIdLFpLcsmSJerRo4f+9Kc/qU2bNrrrrrvUr18/vfzyy37Pe/rpp/Xaa69p/fr1Sk5OVps2bTRp0iS1a9dOI0aMCGj8AACcizx6agAAAKAacBl0Ny0lKytLMTExOnr0qKKjoy2JYdKSLVq2+Wc92LuVxvxvM0tiAGAvJ0+e1J49e9SkSRPVqlXL6nBQxfj8AfjJyZGiogr3s7OlU/oTVRU7jJudwg7/Vt3//JF+PnJCy8d3V7uLYi2JAQAAADbksPyC5adsip4aAAAAKFdQkNSpU/E+UAHFPTVYfgoAAAAlOCy/oKhhU/TUAAAAQLnCw6UNG6yOAg6Tm+/rqUGOAQAAgBIcll8wmrWpfE9RTw2KGgAAAAACIJeeGgAAAKgGGM3alDlTI6R0E1sAAAAAOBter2EuccvyUwAAAHAyWxQ1Zs+ercTERNWqVUtdu3ZVenp6uef27NlTLper1NanTx/znJEjR5Z6PCUlpSreSsDkFbD8FAAAAMpx/LiUmFi4HT9udTRwAF9BQ2L5KQAAAJzCYfmF5T01lixZokmTJmnOnDnq2rWrZs2apeTkZO3atUv169cvdf6yZcuUl5dn/n3o0CG1b99eN9xwg995KSkpmjdvnvm32+2uvDdRCeipAQAAgHIZhvTjj8X7wBn4+mlIFDUAAABwCoflF5aPZmfOnKnbbrtNo0aNUuvWrTVnzhxFRERo7ty5ZZ5ft25dxcfHm9vKlSsVERFRqqjhdrv9zqtTp05VvJ2AoacGAAAAgEDJLfBIkoJcUgg5BgAAABzM0tFsXl6eNm7cqKSkJPNYUFCQkpKStG7dugpdIzU1VYMHD1ZkZKTf8VWrVql+/fpq2bKlxo4dq0OHDpV7jdzcXGVlZfltVmOmBgAAAIBAMZuE008DAAAADmfpN+YHDx6Ux+NRgwYN/I43aNBAGRkZZ3x+enq6duzYoVtvvdXveEpKihYuXKi0tDQ9/fTTWr16tXr16iWPx1PmdWbMmKGYmBhza9So0bm/qQDJM4saNAoHAAAAcH58MzXcofxoCgAAAM7m6BFtamqq2rZtqy5duvgdHzx4sP7f//t/atu2rfr37693331XGzZs0KpVq8q8zpQpU3T06FFz27dvXxVEf3rmTA3WuwUA9ezZUxMnTrQ6DACAQ8yePVuJiYmqVauWunbtqvT09HLP7dmzp1wuV6mtT58+5jmGYejRRx9VQkKCwsPDlZSUpG+//bYq3krAnMz3zdQgvwAAAICzWTqijYuLU3BwsDIzM/2OZ2ZmKj4+/rTPzcnJ0eLFizV69Ogzvk7Tpk0VFxen3bt3l/m42+1WdHS032a1/AJ6agBwvr59+yolJaXMxz799FO5XC5t27YtYK934sQJ1a1bV3FxccrNzS31uMvl0ltvvVXq+MiRI9W/f3+/Y7t379aoUaN00UUXye12q0mTJhoyZIi++OKLgMULAAi8JUuWaNKkSZo6dao2bdqk9u3bKzk5WQcOHCjz/GXLlmn//v3mtmPHDgUHB/v17HvmmWf097//XXPmzNH69esVGRmp5ORknTx5sqre1nlj+SkAAABUF5Z+Yx4WFqaOHTsqLS3NPOb1epWWlqZu3bqd9rlLly5Vbm6uhg0bdsbX+emnn3To0CElJCScd8xVhZ4aAKqD0aNHa+XKlfrpp59KPTZv3jx16tRJ7dq1C9jrvfHGG2rTpo1atWpVZvGior744gt17NhR33zzjf7xj3/oq6++0ptvvqlWrVrpnnvuCVi8AHDOXC6pdevCzcVypSXNnDlTt912m0aNGqXWrVtrzpw5ioiI0Ny5c8s8v27duoqPjze3lStXKiIiwixqGIahWbNm6eGHH1a/fv3Url07LVy4UL/88st5/bemqpnLTzFTAwAAAKdyWH5h+Yh20qRJeumll7RgwQLt3LlTY8eOVU5OjkaNGiVJGj58uKZMmVLqeampqerfv7/q1avndzw7O1v33XefPv/8c/3www9KS0tTv3791Lx5cyUnJ1fJewoEemoAqBDDkPJyqn4zjAqFd/311+uCCy7Q/Pnz/Y5nZ2dr6dKlGj16tA4dOqQhQ4bowgsvVEREhNq2batFixad0z9Hamqqhg0bpmHDhik1NfWcrmEYhkaOHKkWLVro008/VZ8+fdSsWTN16NBBU6dO1dtvv31O1wWAgIqIkL78snCLiLA6GtvIy8vTxo0blZSUZB4LCgpSUlKS1q1bV6FrpKamavDgwYqMjJQk7dmzRxkZGX7XjImJUdeuXU97zdzcXGVlZfltVjJnatBTAwAAAKdyWH4RYnUAgwYN0q+//qpHH31UGRkZ6tChg1asWGE2D9+7d6+CgvwH3rt27dKaNWv04YcflrpecHCwtm3bpgULFujIkSNq2LChrrvuOk2fPl1ut7tK3lMgMFMDQIXkH5eealj1r/vgL1JY5BlPCwkJ0fDhwzV//nw99NBDchVV+5cuXSqPx6MhQ4YoOztbHTt21AMPPKDo6Gi99957uvnmm9WsWbNSPZNO57vvvtO6deu0bNkyGYahu+++Wz/++KMuvvjis3prW7Zs0ZdffqnXXnut1H9/JCk2NvasrgcAqDoHDx6Ux+MxcwmfBg0a6Ouvvz7j89PT07Vjxw6/wnhGRoZ5jVOv6XusLDNmzNC0adPOJvxKlZvP8lMAAACoHiwvakjS+PHjNX78+DIfK6u5d8uWLWWU8yvh8PBwffDBB4EMzxL5nqKeGkwPB+Bwt9xyi5599lmtXr1aPXv2lFS49NTAgQMVExOjmJgY3Xvvveb5d955pz744AO9/vrrZ1XUmDt3rnr16qU6depIkpKTkzVv3jw99thjZxWvr/Frq1atzup5AADnS01NVdu2bc/qvz/lmTJliiZNmmT+nZWVpUaNGp33dc8Vy08BAACgurBFUQP+PF5DHm9hUYOZGgBOKzSicNaEFa9bQa1atdKVV16puXPnqmfPntq9e7c+/fRTPf7445Ikj8ejp556Sq+//rp+/vln5eXlKTc3VxFnMd3R4/FowYIF+tvf/mYeGzZsmO699149+uijZc64KE95RXMAsJXjx6XOnQv3N2xwxBTxqhAXF6fg4GBlZmb6Hc/MzFR8fPxpn5uTk6PFixeb/33y8T0vMzPTr0dfZmamOnToUO713G63rWaKFzcKJ78AAADAKRyWXzCitSHf0lMSPTUAnIHLVbgMVFVvZ9k0avTo0XrjjTd07NgxzZs3T82aNVOPHj0kSc8++6z+9re/6YEHHtDHH3+sLVu2KDk5WXl5eRW+/gcffKCff/5ZgwYNUkhIiEJCQjR48GD9+OOPSktLM8+rXbu2jh49Wur5R44cUUxMjCTpkksukaQKLVMCAJYxDOmrrwo3irGmsLAwdezY0e//+71er9LS0tStW7fTPnfp0qXKzc3VsGHD/I43adJE8fHxftfMysrS+vXrz3hNOykuarD8FAAAAE7hsPyCooYN+Rc1+IgAON+NN96ooKAgvfbaa1q4cKFuueUWs7/G2rVr1a9fPw0bNkzt27dX06ZN9c0335zV9X1NXbds2eK3DR482G9d9JYtW2rjxo1+z/V4PNq6datZzOjQoYNat26t5557Tl6vV6c6cuTIWb57AEBVmjRpkl566SUtWLBAO3fu1NixY5WTk6NRo0ZJkoYPH64pU6aUel5qaqr69++vevXq+R13uVyaOHGinnjiCS1fvlzbt2/X8OHD1bBhQ/Xv378q3lJA5OYXLT9Fo3AAAAA4HMtP2ZCvn4ZEUQNA9RAVFaVBgwZpypQpysrK0siRI83HWrRooX//+9/67LPPVKdOHc2cOVOZmZlq3bp1ha7966+/6p133tHy5ct12WWX+T02fPhwDRgwQIcPH1bdunU1adIkjR49Wq1atdK1116rnJwcPf/88/rtt9906623Sir88mrevHlKSkrS//zP/+ihhx5Sq1atlJ2drXfeeUcffvihVq9eHbB/GwBAYA0aNEi//vqrHn30UWVkZKhDhw5asWKF2eh77969pZYl3LVrl9asWaMPP/ywzGvef//9ysnJ0ZgxY3TkyBFdddVVWrFihWrVqlXp7ydQWH4KAAAA1QVFDRvyzdQIDnIpOIjlpwBUD6NHj1Zqaqp69+6thg0bmscffvhhff/990pOTlZERITGjBmj/v37l7lMVFkWLlyoyMhIXXPNNaUeu+aaaxQeHq5XXnlFd911l4YMGSLDMDRz5kxNnjxZERER6tixoz755BPzyy5J6tKli7744gs9+eSTuu2223Tw4EElJCToyiuv1KxZs8773wIAULnGjx+v8ePHl/nYqlWrSh1r2bLlaXsquVwuPf7446X6bThJHstPAQAAoJqgqGFDvoSDfhoAqpNu3bqV+YVR3bp19dZbb532uWV9AeVzzz336J577inzsbCwMP32229+x2666SbddNNNZ4z3kksu0YIFC854HgAATsBMDQAAAFQXjGhtyDdTg6WnAAAAAARCbgE9NQAAAFA9MFPDhnw9NcIoagAAAKAsLpd08cXF+8AZ5LL8FAAAAMrjsPyCooYNMVMDAAAApxURIf3wg9VRwEFy81l+CgAAAOVwWH7BiNaG8nxFjRD7V8UAAAAA2J+5/BRFDQAAADgcI1obyi9gpgYAAACAwDGXnwpl+SkAAAA4G9+a2xA9NQAAAHBaJ05InTsXbidOWB0NHKC4pwY5BgAAAE7hsPyCnho2RE8NAAAAnJbXK33xRfE+cAa5+b7lp5ipAQAAgFM4LL/gW3MbMntqBNNTAwAAAMD5883UCGOmBgAAAByOEa0NMVMDAAAAQCCx/BQAAACqC0a0NuQravArKgConhITEzVr1iyrwwAA1CC5Bb7lp8gxAAAA4GyMaG0ov6CwUTgzNQBUByNHjpTL5TK3evXqKSUlRdu2bQvYazz22GPq0KFDhc4rGYtva9WqVcBiAQDAjnLzi2ZqhNJTAwAAAM7Gt+Y2RE8NANVNSkqK9u/fr/379ystLU0hISG6/vrrLYmlTZs2Ziy+bc2aNZbEAgBAVWH5KQAAAFQXjGhtqN1FMbo76RJd366h1aEAcIqcnPK3kycrfu6JE2c+9xy43W7Fx8crPj5eHTp00OTJk7Vv3z79+uuv5jn79u3TjTfeqNjYWNWtW1f9+vXTDz/8YD6+atUqdenSRZGRkYqNjVX37t31448/av78+Zo2bZq2bt1qzryYP39+ubGEhISYsfi2uLg48/HExERNnz5dQ4YMUWRkpC688ELNnj3b7xp79+5Vv379FBUVpejoaN14443KzMz0O+edd95R586dVatWLcXFxWnAgAF+jx8/fly33HKLateurcaNG+uf//znOfzLAqjR4uIKN6ACbu/RVHf9vrnq13ZbHQoAAADsyEH5BUUNG2p3UawmJLVQ3/YUNQBUUFRU+dvAgf7n1q9f/rm9evmfm5hY+pzzlJ2drVdeeUXNmzdXvXr1JEn5+flKTk5W7dq19emnn2rt2rWKiopSSkqK8vLyVFBQoP79+6tHjx7atm2b1q1bpzFjxsjlcmnQoEG65557/GZgDBo06LxifPbZZ9W+fXtt3rxZkydP1oQJE7Ry5UpJktfrVb9+/XT48GGtXr1aK1eu1Pfff+/3mu+9954GDBig3r17a/PmzUpLS1OXLl38XuO5555Tp06dtHnzZt1xxx0aO3asdu3adV5xA6hBIiOlX38t3CIjrY4GDnDr/zTVpOtaql4URQ0AAACcwmH5RYjVAQAAqr93331XUUUFkZycHCUkJOjdd99VUFBhbX3JkiXyer16+eWX5XIVLr03b948xcbGatWqVerUqZOOHj2q66+/Xs2aNZMkXXrppeb1o6KizBkYZ7J9+3YzFp9hw4Zpzpw55t/du3fX5MmTJUmXXHKJ1q5dq7/+9a+69tprlZaWpu3bt2vPnj1q1KiRJGnhwoV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" ] }, "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 100 with best validation loss of 0.2541\n", "Twins-PCPVT training time: 57m 23.94s\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": 15, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training PiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 17:29:59,067 INFO:Loading pretrained weights from Hugging Face hub (timm/pit_b_224.in1k)\n", "2025-04-25 17:29:59,343 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: 0.3889, Train Acc: 82.33%, Train AUC: 0.9059, Train F1: 0.8195\n", "Val Loss: 0.2589, Val Acc: 89.17%, Val AUC: 0.9584, Val F1: 0.8920\n", "Best model saved at epoch 1 with Val Loss: 0.2589\n", "Epoch 1 time: 40.7575s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.2841, Train Acc: 88.54%, Train AUC: 0.9500, Train F1: 0.8832\n", "Val Loss: 0.2385, Val Acc: 90.62%, Val AUC: 0.9646, Val F1: 0.9062\n", "Best model saved at epoch 2 with Val Loss: 0.2385\n", "Epoch 2 time: 40.6081s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.2640, Train Acc: 89.61%, Train AUC: 0.9569, Train F1: 0.8943\n", "Val Loss: 0.2289, Val Acc: 91.37%, Val AUC: 0.9670, Val F1: 0.9139\n", "Best model saved at epoch 3 with Val Loss: 0.2289\n", "Epoch 3 time: 41.4710s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.2517, Train Acc: 90.01%, Train AUC: 0.9604, Train F1: 0.8982\n", "Val Loss: 0.2456, Val Acc: 90.09%, Val AUC: 0.9710, Val F1: 0.9054\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 4 time: 40.3853s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.2484, Train Acc: 90.04%, Train AUC: 0.9612, Train F1: 0.8987\n", "Val Loss: 0.2158, Val Acc: 91.43%, Val AUC: 0.9718, Val F1: 0.9102\n", "Best model saved at epoch 5 with Val Loss: 0.2158\n", "Epoch 5 time: 40.8185s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.2380, Train Acc: 90.53%, Train AUC: 0.9645, Train F1: 0.9034\n", "Val Loss: 0.2017, Val Acc: 91.96%, Val AUC: 0.9735, Val F1: 0.9195\n", "Best model saved at epoch 6 with Val Loss: 0.2017\n", "Epoch 6 time: 41.1721s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.2340, Train Acc: 90.82%, Train AUC: 0.9652, Train F1: 0.9066\n", "Val Loss: 0.2006, Val Acc: 92.44%, Val AUC: 0.9742, Val F1: 0.9213\n", "Best model saved at epoch 7 with Val Loss: 0.2006\n", "Epoch 7 time: 40.5710s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.2276, Train Acc: 91.04%, Train AUC: 0.9673, Train F1: 0.9086\n", "Val Loss: 0.1903, Val Acc: 92.93%, Val AUC: 0.9756, Val F1: 0.9282\n", "Best model saved at epoch 8 with Val Loss: 0.1903\n", "Epoch 8 time: 40.5744s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.2259, Train Acc: 91.12%, Train AUC: 0.9674, Train F1: 0.9095\n", "Val Loss: 0.1886, Val Acc: 92.98%, Val AUC: 0.9761, Val F1: 0.9291\n", "Best model saved at epoch 9 with Val Loss: 0.1886\n", "Epoch 9 time: 40.6993s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.2204, Train Acc: 91.42%, Train AUC: 0.9691, Train F1: 0.9126\n", "Val Loss: 0.1883, Val Acc: 92.77%, Val AUC: 0.9772, Val F1: 0.9278\n", "Best model saved at epoch 10 with Val Loss: 0.1883\n", "Epoch 10 time: 40.7372s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.2184, Train Acc: 91.35%, Train AUC: 0.9696, Train F1: 0.9121\n", "Val Loss: 0.1867, Val Acc: 93.19%, Val AUC: 0.9769, Val F1: 0.9315\n", "Best model saved at epoch 11 with Val Loss: 0.1867\n", "Epoch 11 time: 40.7962s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.2156, Train Acc: 91.50%, Train AUC: 0.9702, Train F1: 0.9136\n", "Val Loss: 0.1825, Val Acc: 93.35%, Val AUC: 0.9773, Val F1: 0.9316\n", "Best model saved at epoch 12 with Val Loss: 0.1825\n", "Epoch 12 time: 42.0136s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.2116, Train Acc: 91.61%, Train AUC: 0.9713, Train F1: 0.9146\n", "Val Loss: 0.1813, Val Acc: 93.46%, Val AUC: 0.9779, Val F1: 0.9336\n", "Best model saved at epoch 13 with Val Loss: 0.1813\n", "Epoch 13 time: 40.7351s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.2068, Train Acc: 91.76%, Train AUC: 0.9725, Train F1: 0.9161\n", "Val Loss: 0.1816, Val Acc: 93.73%, Val AUC: 0.9780, Val F1: 0.9362\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 14 time: 40.8363s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.2094, Train Acc: 91.63%, Train AUC: 0.9718, Train F1: 0.9148\n", "Val Loss: 0.1768, Val Acc: 93.25%, Val AUC: 0.9796, Val F1: 0.9320\n", "Best model saved at epoch 15 with Val Loss: 0.1768\n", "Epoch 15 time: 40.8596s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.2090, Train Acc: 91.66%, Train AUC: 0.9718, Train F1: 0.9152\n", "Val Loss: 0.1913, Val Acc: 92.39%, Val AUC: 0.9775, Val F1: 0.9245\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 16 time: 40.6640s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.2027, Train Acc: 92.07%, Train AUC: 0.9734, Train F1: 0.9193\n", "Val Loss: 0.1737, Val Acc: 93.35%, Val AUC: 0.9795, Val F1: 0.9324\n", "Best model saved at epoch 17 with Val Loss: 0.1737\n", "Epoch 17 time: 41.4581s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.1999, Train Acc: 92.25%, Train AUC: 0.9740, Train F1: 0.9212\n", "Val Loss: 0.1701, Val Acc: 93.41%, Val AUC: 0.9801, Val F1: 0.9326\n", "Best model saved at epoch 18 with Val Loss: 0.1701\n", "Epoch 18 time: 40.8186s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.2030, Train Acc: 91.93%, Train AUC: 0.9733, Train F1: 0.9179\n", "Val Loss: 0.1761, Val Acc: 93.25%, Val AUC: 0.9790, Val F1: 0.9300\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 19 time: 40.3037s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.1988, Train Acc: 92.11%, Train AUC: 0.9744, Train F1: 0.9197\n", "Val Loss: 0.1773, Val Acc: 93.03%, Val AUC: 0.9794, Val F1: 0.9302\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 20 time: 40.6674s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.1990, Train Acc: 92.16%, Train AUC: 0.9742, Train F1: 0.9203\n", "Val Loss: 0.1764, Val Acc: 93.57%, Val AUC: 0.9788, Val F1: 0.9340\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 21 time: 40.4551s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.1970, Train Acc: 92.26%, Train AUC: 0.9748, Train F1: 0.9213\n", "Val Loss: 0.1906, Val Acc: 92.71%, Val AUC: 0.9799, Val F1: 0.9284\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 22 time: 40.8099s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.2001, Train Acc: 92.04%, Train AUC: 0.9741, Train F1: 0.9190\n", "Val Loss: 0.1935, Val Acc: 92.87%, Val AUC: 0.9806, Val F1: 0.9303\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 23 time: 40.6723s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.1969, Train Acc: 92.39%, Train AUC: 0.9746, Train F1: 0.9226\n", "Val Loss: 0.1702, Val Acc: 93.52%, Val AUC: 0.9801, Val F1: 0.9338\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 24 time: 41.1806s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.1858, Train Acc: 92.74%, Train AUC: 0.9776, Train F1: 0.9261\n", "Val Loss: 0.1651, Val Acc: 93.84%, Val AUC: 0.9814, Val F1: 0.9375\n", "Best model saved at epoch 25 with Val Loss: 0.1651\n", "Epoch 25 time: 40.9807s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.1841, Train Acc: 92.76%, Train AUC: 0.9779, Train F1: 0.9262\n", "Val Loss: 0.1639, Val Acc: 93.94%, Val AUC: 0.9814, Val F1: 0.9384\n", "Best model saved at epoch 26 with Val Loss: 0.1639\n", "Epoch 26 time: 40.6957s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.1834, Train Acc: 92.86%, Train AUC: 0.9782, Train F1: 0.9274\n", "Val Loss: 0.1642, Val Acc: 93.89%, Val AUC: 0.9814, Val F1: 0.9380\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 27 time: 40.6276s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.1833, Train Acc: 92.88%, Train AUC: 0.9780, Train F1: 0.9277\n", "Val Loss: 0.1630, Val Acc: 94.21%, Val AUC: 0.9817, Val F1: 0.9410\n", "Best model saved at epoch 28 with Val Loss: 0.1630\n", "Epoch 28 time: 41.0819s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.1853, Train Acc: 92.83%, Train AUC: 0.9775, Train F1: 0.9270\n", "Val Loss: 0.1640, Val Acc: 93.94%, Val AUC: 0.9817, Val F1: 0.9390\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 29 time: 41.1284s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.1839, Train Acc: 92.75%, Train AUC: 0.9780, Train F1: 0.9262\n", "Val Loss: 0.1649, Val Acc: 93.94%, Val AUC: 0.9818, Val F1: 0.9390\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 30 time: 40.4811s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.1819, Train Acc: 92.86%, Train AUC: 0.9784, Train F1: 0.9273\n", "Val Loss: 0.1617, Val Acc: 94.05%, Val AUC: 0.9821, Val F1: 0.9394\n", "Best model saved at epoch 31 with Val Loss: 0.1617\n", "Epoch 31 time: 41.4190s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.1816, Train Acc: 92.90%, Train AUC: 0.9784, Train F1: 0.9278\n", "Val Loss: 0.1611, Val Acc: 93.78%, Val AUC: 0.9822, Val F1: 0.9370\n", "Best model saved at epoch 32 with Val Loss: 0.1611\n", "Epoch 32 time: 41.1911s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.1821, Train Acc: 92.86%, Train AUC: 0.9785, Train F1: 0.9274\n", "Val Loss: 0.1602, Val Acc: 93.94%, Val AUC: 0.9824, Val F1: 0.9385\n", "Best model saved at epoch 33 with Val Loss: 0.1602\n", "Epoch 33 time: 41.5917s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.1811, Train Acc: 92.91%, Train AUC: 0.9786, Train F1: 0.9278\n", "Val Loss: 0.1616, Val Acc: 94.16%, Val AUC: 0.9822, Val F1: 0.9405\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 34 time: 40.4298s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.1827, Train Acc: 92.88%, Train AUC: 0.9780, Train F1: 0.9274\n", "Val Loss: 0.1605, Val Acc: 94.11%, Val AUC: 0.9824, Val F1: 0.9400\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 35 time: 40.2457s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.1802, Train Acc: 93.05%, Train AUC: 0.9787, Train F1: 0.9293\n", "Val Loss: 0.1636, Val Acc: 94.05%, Val AUC: 0.9821, Val F1: 0.9389\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 36 time: 40.7503s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.1793, Train Acc: 92.99%, Train AUC: 0.9788, Train F1: 0.9287\n", "Val Loss: 0.1624, Val Acc: 94.00%, Val AUC: 0.9823, Val F1: 0.9386\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 37 time: 40.5098s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.1811, Train Acc: 92.95%, Train AUC: 0.9787, Train F1: 0.9284\n", "Val Loss: 0.1610, Val Acc: 93.94%, Val AUC: 0.9825, Val F1: 0.9381\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 38 time: 40.7335s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.1817, Train Acc: 92.88%, Train AUC: 0.9784, Train F1: 0.9275\n", "Val Loss: 0.1586, Val Acc: 94.11%, Val AUC: 0.9827, Val F1: 0.9402\n", "Best model saved at epoch 39 with Val Loss: 0.1586\n", "Epoch 39 time: 40.5637s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.1799, Train Acc: 93.00%, Train AUC: 0.9787, Train F1: 0.9288\n", "Val Loss: 0.1597, Val Acc: 94.00%, Val AUC: 0.9826, Val F1: 0.9389\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 40 time: 40.8442s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.1815, Train Acc: 93.01%, Train AUC: 0.9785, Train F1: 0.9289\n", "Val Loss: 0.1583, Val Acc: 94.11%, Val AUC: 0.9830, Val F1: 0.9401\n", "Best model saved at epoch 41 with Val Loss: 0.1583\n", "Epoch 41 time: 41.0859s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.1787, Train Acc: 92.96%, Train AUC: 0.9790, Train F1: 0.9284\n", "Val Loss: 0.1594, Val Acc: 94.00%, Val AUC: 0.9829, Val F1: 0.9387\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 42 time: 40.5060s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.1767, Train Acc: 93.28%, Train AUC: 0.9794, Train F1: 0.9317\n", "Val Loss: 0.1616, Val Acc: 93.94%, Val AUC: 0.9828, Val F1: 0.9379\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 43 time: 40.9441s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.1804, Train Acc: 92.96%, Train AUC: 0.9788, Train F1: 0.9285\n", "Val Loss: 0.1600, Val Acc: 94.05%, Val AUC: 0.9828, Val F1: 0.9392\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 44 time: 40.5144s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.1779, Train Acc: 93.02%, Train AUC: 0.9793, Train F1: 0.9290\n", "Val Loss: 0.1624, Val Acc: 93.89%, Val AUC: 0.9829, Val F1: 0.9373\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 45 time: 40.7379s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.1799, Train Acc: 92.96%, Train AUC: 0.9787, Train F1: 0.9284\n", "Val Loss: 0.1573, Val Acc: 94.00%, Val AUC: 0.9831, Val F1: 0.9391\n", "Best model saved at epoch 46 with Val Loss: 0.1573\n", "Epoch 46 time: 41.0569s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.1754, Train Acc: 93.21%, Train AUC: 0.9800, Train F1: 0.9309\n", "Val Loss: 0.1578, Val Acc: 94.00%, Val AUC: 0.9830, Val F1: 0.9390\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 47 time: 40.7826s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.1780, Train Acc: 93.11%, Train AUC: 0.9791, Train F1: 0.9300\n", "Val Loss: 0.1599, Val Acc: 93.84%, Val AUC: 0.9832, Val F1: 0.9381\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 48 time: 40.5119s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.1777, Train Acc: 93.11%, Train AUC: 0.9793, Train F1: 0.9299\n", "Val Loss: 0.1584, Val Acc: 94.11%, Val AUC: 0.9830, Val F1: 0.9400\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 49 time: 40.6497s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.1773, Train Acc: 93.17%, Train AUC: 0.9794, Train F1: 0.9305\n", "Val Loss: 0.1608, Val Acc: 94.11%, Val AUC: 0.9830, Val F1: 0.9394\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 50 time: 40.6108s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.1792, Train Acc: 93.01%, Train AUC: 0.9789, Train F1: 0.9291\n", "Val Loss: 0.1597, Val Acc: 94.21%, Val AUC: 0.9831, Val F1: 0.9405\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 51 time: 40.5528s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.1782, Train Acc: 93.10%, Train AUC: 0.9791, Train F1: 0.9299\n", "Val Loss: 0.1570, Val Acc: 94.37%, Val AUC: 0.9831, Val F1: 0.9428\n", "Best model saved at epoch 52 with Val Loss: 0.1570\n", "Epoch 52 time: 41.3030s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.1798, Train Acc: 93.05%, Train AUC: 0.9788, Train F1: 0.9293\n", "Val Loss: 0.1588, Val Acc: 94.11%, Val AUC: 0.9829, Val F1: 0.9398\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 53 time: 40.7297s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.1763, Train Acc: 93.10%, Train AUC: 0.9797, Train F1: 0.9299\n", "Val Loss: 0.1598, Val Acc: 94.43%, Val AUC: 0.9829, Val F1: 0.9428\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 54 time: 40.5982s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.1773, Train Acc: 93.12%, Train AUC: 0.9794, Train F1: 0.9299\n", "Val Loss: 0.1575, Val Acc: 94.05%, Val AUC: 0.9831, Val F1: 0.9394\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 55 time: 40.3394s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.1756, Train Acc: 93.17%, Train AUC: 0.9797, Train F1: 0.9305\n", "Val Loss: 0.1566, Val Acc: 94.37%, Val AUC: 0.9834, Val F1: 0.9426\n", "Best model saved at epoch 56 with Val Loss: 0.1566\n", "Epoch 56 time: 40.6580s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.1744, Train Acc: 93.26%, Train AUC: 0.9801, Train F1: 0.9315\n", "Val Loss: 0.1557, Val Acc: 94.21%, Val AUC: 0.9835, Val F1: 0.9410\n", "Best model saved at epoch 57 with Val Loss: 0.1557\n", "Epoch 57 time: 40.7361s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.1773, Train Acc: 93.16%, Train AUC: 0.9792, Train F1: 0.9305\n", "Val Loss: 0.1570, Val Acc: 94.05%, Val AUC: 0.9833, Val F1: 0.9400\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 58 time: 40.6560s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.1796, Train Acc: 93.14%, Train AUC: 0.9788, Train F1: 0.9303\n", "Val Loss: 0.1573, Val Acc: 94.27%, Val AUC: 0.9833, Val F1: 0.9415\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 59 time: 41.1525s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.1771, Train Acc: 93.17%, Train AUC: 0.9793, Train F1: 0.9306\n", "Val Loss: 0.1577, Val Acc: 94.11%, Val AUC: 0.9831, Val F1: 0.9402\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 60 time: 41.9167s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.1722, Train Acc: 93.37%, Train AUC: 0.9804, Train F1: 0.9327\n", "Val Loss: 0.1570, Val Acc: 93.84%, Val AUC: 0.9832, Val F1: 0.9375\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 61 time: 41.2820s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.1790, Train Acc: 93.10%, Train AUC: 0.9789, Train F1: 0.9298\n", "Val Loss: 0.1568, Val Acc: 94.05%, Val AUC: 0.9834, Val F1: 0.9399\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 62 time: 40.4341s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.1754, Train Acc: 93.16%, Train AUC: 0.9797, Train F1: 0.9304\n", "Val Loss: 0.1595, Val Acc: 94.43%, Val AUC: 0.9832, Val F1: 0.9427\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 63 time: 40.4022s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.1771, Train Acc: 93.16%, Train AUC: 0.9793, Train F1: 0.9305\n", "Val Loss: 0.1558, Val Acc: 94.27%, Val AUC: 0.9835, Val F1: 0.9416\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 64 time: 40.8986s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.1765, Train Acc: 93.15%, Train AUC: 0.9796, Train F1: 0.9304\n", "Val Loss: 0.1555, Val Acc: 94.27%, Val AUC: 0.9836, Val F1: 0.9416\n", "Best model saved at epoch 65 with Val Loss: 0.1555\n", "Epoch 65 time: 41.4217s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.1719, Train Acc: 93.39%, Train AUC: 0.9804, Train F1: 0.9329\n", "Val Loss: 0.1552, Val Acc: 94.21%, Val AUC: 0.9836, Val F1: 0.9410\n", "Best model saved at epoch 66 with Val Loss: 0.1552\n", "Epoch 66 time: 40.7016s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.1753, Train Acc: 93.12%, Train AUC: 0.9797, Train F1: 0.9300\n", "Val Loss: 0.1551, Val Acc: 94.21%, Val AUC: 0.9836, Val F1: 0.9411\n", "Best model saved at epoch 67 with Val Loss: 0.1551\n", "Epoch 67 time: 40.8832s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.1735, Train Acc: 93.26%, Train AUC: 0.9802, Train F1: 0.9315\n", "Val Loss: 0.1551, Val Acc: 94.32%, Val AUC: 0.9836, Val F1: 0.9421\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 68 time: 40.8859s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.1742, Train Acc: 93.24%, Train AUC: 0.9800, Train F1: 0.9312\n", "Val Loss: 0.1547, Val Acc: 94.27%, Val AUC: 0.9837, Val F1: 0.9418\n", "Best model saved at epoch 69 with Val Loss: 0.1547\n", "Epoch 69 time: 40.6187s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.1744, Train Acc: 93.27%, Train AUC: 0.9800, Train F1: 0.9316\n", "Val Loss: 0.1547, Val Acc: 94.16%, Val AUC: 0.9836, Val F1: 0.9405\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 70 time: 40.8837s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.1741, Train Acc: 93.26%, Train AUC: 0.9801, Train F1: 0.9315\n", "Val Loss: 0.1547, Val Acc: 94.21%, Val AUC: 0.9837, Val F1: 0.9412\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 71 time: 41.0352s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.1730, Train Acc: 93.25%, Train AUC: 0.9804, Train F1: 0.9313\n", "Val Loss: 0.1548, Val Acc: 94.16%, Val AUC: 0.9837, Val F1: 0.9405\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 72 time: 40.2513s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.1744, Train Acc: 93.39%, Train AUC: 0.9797, Train F1: 0.9328\n", "Val Loss: 0.1545, Val Acc: 94.16%, Val AUC: 0.9837, Val F1: 0.9406\n", "Best model saved at epoch 73 with Val Loss: 0.1545\n", "Epoch 73 time: 40.8706s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.1717, Train Acc: 93.23%, Train AUC: 0.9805, Train F1: 0.9312\n", "Val Loss: 0.1550, Val Acc: 94.37%, Val AUC: 0.9838, Val F1: 0.9426\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 74 time: 40.6159s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.1755, Train Acc: 93.21%, Train AUC: 0.9797, Train F1: 0.9310\n", "Val Loss: 0.1549, Val Acc: 94.21%, Val AUC: 0.9837, Val F1: 0.9411\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 75 time: 40.4033s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.1760, Train Acc: 93.28%, Train AUC: 0.9797, Train F1: 0.9317\n", "Val Loss: 0.1550, Val Acc: 94.16%, Val AUC: 0.9837, Val F1: 0.9406\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 76 time: 40.3794s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.1754, Train Acc: 93.09%, Train AUC: 0.9799, Train F1: 0.9297\n", "Val Loss: 0.1547, Val Acc: 94.21%, Val AUC: 0.9837, Val F1: 0.9410\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 77 time: 40.3986s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.1766, Train Acc: 93.37%, Train AUC: 0.9794, Train F1: 0.9326\n", "Val Loss: 0.1546, Val Acc: 94.16%, Val AUC: 0.9837, Val F1: 0.9405\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 78 time: 40.7389s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.1733, Train Acc: 93.24%, Train AUC: 0.9803, Train F1: 0.9314\n", "Val Loss: 0.1549, Val Acc: 94.27%, Val AUC: 0.9838, Val F1: 0.9416\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 79 time: 40.4640s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.1722, Train Acc: 93.34%, Train AUC: 0.9805, Train F1: 0.9324\n", "Val Loss: 0.1551, Val Acc: 94.11%, Val AUC: 0.9836, Val F1: 0.9401\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 80 time: 41.0688s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.1739, Train Acc: 93.16%, Train AUC: 0.9801, Train F1: 0.9306\n", "Val Loss: 0.1549, Val Acc: 94.11%, Val AUC: 0.9837, Val F1: 0.9401\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 81 time: 40.5637s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train 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"stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.1751, Train Acc: 93.10%, Train AUC: 0.9799, Train F1: 0.9299\n", "Val Loss: 0.1554, Val Acc: 94.21%, Val AUC: 0.9837, Val F1: 0.9411\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 85 time: 41.3881s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.1745, Train Acc: 93.20%, Train AUC: 0.9799, Train F1: 0.9309\n", "Val Loss: 0.1554, Val Acc: 94.27%, Val AUC: 0.9837, Val F1: 0.9416\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 86 time: 40.5601s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.1744, Train Acc: 93.09%, Train AUC: 0.9801, Train F1: 0.9297\n", "Val Loss: 0.1553, Val Acc: 94.21%, Val AUC: 0.9836, Val F1: 0.9411\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 87 time: 40.4241s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.1741, Train Acc: 93.22%, Train AUC: 0.9801, Train F1: 0.9310\n", "Val Loss: 0.1549, Val Acc: 94.21%, Val AUC: 0.9837, Val F1: 0.9411\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 88 time: 40.2434s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.1736, Train Acc: 93.20%, Train AUC: 0.9801, Train F1: 0.9308\n", "Val Loss: 0.1552, Val Acc: 94.21%, Val AUC: 0.9836, Val F1: 0.9411\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 89 time: 40.2595s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.1762, Train Acc: 93.07%, Train AUC: 0.9796, Train F1: 0.9295\n", "Val Loss: 0.1551, Val Acc: 94.27%, Val AUC: 0.9837, Val F1: 0.9416\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 90 time: 41.3155s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.1733, Train Acc: 93.31%, Train AUC: 0.9802, Train F1: 0.9319\n", "Val Loss: 0.1550, Val Acc: 94.21%, Val AUC: 0.9837, Val F1: 0.9410\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 91 time: 40.6749s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.1726, Train Acc: 93.32%, Train AUC: 0.9804, Train F1: 0.9321\n", "Val Loss: 0.1551, Val Acc: 94.21%, Val AUC: 0.9837, Val F1: 0.9410\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 92 time: 40.4660s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.1729, Train Acc: 93.30%, Train AUC: 0.9803, Train F1: 0.9319\n", "Val Loss: 0.1550, Val Acc: 94.16%, Val AUC: 0.9837, Val F1: 0.9405\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 93 time: 40.4636s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.1733, Train Acc: 93.45%, Train AUC: 0.9801, Train F1: 0.9335\n", "Val Loss: 0.1549, Val Acc: 94.21%, Val AUC: 0.9837, Val F1: 0.9411\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 94 time: 40.8000s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.1720, Train Acc: 93.36%, Train AUC: 0.9805, Train F1: 0.9324\n", "Val Loss: 0.1548, Val Acc: 94.21%, Val AUC: 0.9838, Val F1: 0.9411\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 95 time: 40.7464s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.1762, Train Acc: 93.09%, Train AUC: 0.9796, Train F1: 0.9297\n", "Val Loss: 0.1554, Val Acc: 94.27%, Val AUC: 0.9837, Val F1: 0.9416\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 96 time: 40.2800s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.1753, Train Acc: 93.18%, Train AUC: 0.9797, Train F1: 0.9307\n", "Val Loss: 0.1547, Val Acc: 94.27%, Val AUC: 0.9838, Val F1: 0.9416\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 97 time: 40.4567s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.1739, Train Acc: 93.23%, Train AUC: 0.9802, Train F1: 0.9312\n", "Val Loss: 0.1548, Val Acc: 94.16%, Val AUC: 0.9838, Val F1: 0.9405\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 98 time: 40.8803s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.1735, Train Acc: 93.26%, Train AUC: 0.9801, Train F1: 0.9315\n", "Val Loss: 0.1546, Val Acc: 94.27%, Val AUC: 0.9838, Val F1: 0.9416\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 99 time: 40.4649s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.1719, Train Acc: 93.37%, Train AUC: 0.9806, Train F1: 0.9326\n", "Val Loss: 0.1549, Val Acc: 94.37%, Val AUC: 0.9838, Val F1: 0.9426\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 100 time: 40.9696s\n", "Total training time for PiT: 1h 7m 57s\n" ] }, { "data": { "image/png": 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" ] }, "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 82 with best validation loss of 0.1544\n", "PiT training time: 1h 7m 58s\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": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training MLP-Mixer ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 18:37:57,622 INFO:Loading pretrained weights from Hugging Face hub (timm/mixer_b16_224.goog_in21k_ft_in1k)\n", "2025-04-25 18:37:57,953 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: 0.2972, Train Acc: 86.07%, Train AUC: 0.9428, Train F1: 0.8573\n", "Val Loss: 0.1361, Val Acc: 94.53%, Val AUC: 0.9873, Val F1: 0.9438\n", "Best model saved at epoch 1 with Val Loss: 0.1361\n", "Epoch 1 time: 56.6652s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.2034, Train Acc: 91.50%, Train AUC: 0.9729, Train F1: 0.9129\n", "Val Loss: 0.1391, Val Acc: 94.96%, Val AUC: 0.9910, Val F1: 0.9506\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 2 time: 58.4544s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.1839, Train Acc: 92.58%, Train AUC: 0.9773, Train F1: 0.9242\n", "Val Loss: 0.1005, Val Acc: 96.14%, Val AUC: 0.9927, Val F1: 0.9606\n", "Best model saved at epoch 3 with Val Loss: 0.1005\n", "Epoch 3 time: 59.6899s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.1710, Train Acc: 93.27%, Train AUC: 0.9803, Train F1: 0.9311\n", "Val Loss: 0.1235, Val Acc: 95.66%, Val AUC: 0.9909, Val F1: 0.9551\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 4 time: 59.9120s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.1609, Train Acc: 93.64%, Train AUC: 0.9821, Train F1: 0.9350\n", "Val Loss: 0.0947, Val Acc: 96.95%, Val AUC: 0.9940, Val F1: 0.9689\n", "Best model saved at epoch 5 with Val Loss: 0.0947\n", "Epoch 5 time: 59.8620s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.1534, Train Acc: 93.96%, Train AUC: 0.9838, Train F1: 0.9383\n", "Val Loss: 0.0954, Val Acc: 96.73%, Val AUC: 0.9936, Val F1: 0.9670\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 6 time: 59.6590s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.1459, Train Acc: 94.27%, Train AUC: 0.9855, Train F1: 0.9415\n", "Val Loss: 0.0814, Val Acc: 97.00%, Val AUC: 0.9947, Val F1: 0.9697\n", "Best model saved at epoch 7 with Val Loss: 0.0814\n", "Epoch 7 time: 1m 0.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.1409, Train Acc: 94.53%, Train AUC: 0.9863, Train F1: 0.9442\n", "Val Loss: 0.0903, Val Acc: 96.41%, Val AUC: 0.9949, Val F1: 0.9642\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 8 time: 1m 2.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.1374, Train Acc: 94.62%, Train AUC: 0.9871, Train F1: 0.9452\n", "Val Loss: 0.0842, Val Acc: 97.11%, Val AUC: 0.9951, Val F1: 0.9710\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 9 time: 1m 2.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.1404, Train Acc: 94.46%, Train AUC: 0.9864, Train F1: 0.9436\n", "Val Loss: 0.0806, Val Acc: 97.27%, Val AUC: 0.9955, Val F1: 0.9723\n", "Best model saved at epoch 10 with Val Loss: 0.0806\n", "Epoch 10 time: 1m 0.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.1336, Train Acc: 94.75%, Train AUC: 0.9875, Train F1: 0.9465\n", "Val Loss: 0.0895, Val Acc: 96.68%, Val AUC: 0.9953, Val F1: 0.9670\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 11 time: 59.4849s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.1312, Train Acc: 95.02%, Train AUC: 0.9878, Train F1: 0.9493\n", "Val Loss: 0.0768, Val Acc: 97.48%, Val AUC: 0.9963, Val F1: 0.9749\n", "Best model saved at epoch 12 with Val Loss: 0.0768\n", "Epoch 12 time: 1m 0.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.1277, Train Acc: 95.01%, Train AUC: 0.9886, Train F1: 0.9492\n", "Val Loss: 0.0731, Val Acc: 97.48%, Val AUC: 0.9961, Val F1: 0.9746\n", "Best model saved at epoch 13 with Val Loss: 0.0731\n", "Epoch 13 time: 58.9125s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.1260, Train Acc: 95.09%, Train AUC: 0.9891, Train F1: 0.9501\n", "Val Loss: 0.0789, Val Acc: 97.05%, Val AUC: 0.9955, Val F1: 0.9704\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 14 time: 59.4674s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.1208, Train Acc: 95.30%, Train AUC: 0.9898, Train F1: 0.9522\n", "Val Loss: 0.0777, Val Acc: 97.37%, Val AUC: 0.9951, Val F1: 0.9736\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 15 time: 59.4342s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.1209, Train Acc: 95.33%, Train AUC: 0.9898, Train F1: 0.9525\n", "Val Loss: 0.0672, Val Acc: 97.64%, Val AUC: 0.9965, Val F1: 0.9761\n", "Best model saved at epoch 16 with Val Loss: 0.0672\n", "Epoch 16 time: 58.9315s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.1189, Train Acc: 95.30%, Train AUC: 0.9902, Train F1: 0.9523\n", "Val Loss: 0.0719, Val Acc: 97.59%, Val AUC: 0.9964, Val F1: 0.9758\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 17 time: 59.7681s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.1167, Train Acc: 95.50%, Train AUC: 0.9904, Train F1: 0.9543\n", "Val Loss: 0.0732, Val Acc: 97.53%, Val AUC: 0.9962, Val F1: 0.9750\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 18 time: 1m 1.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.1153, Train Acc: 95.51%, Train AUC: 0.9906, Train F1: 0.9544\n", "Val Loss: 0.0692, Val Acc: 97.53%, Val AUC: 0.9972, Val F1: 0.9749\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 19 time: 59.0308s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.1177, Train Acc: 95.54%, Train AUC: 0.9904, Train F1: 0.9547\n", "Val Loss: 0.0704, Val Acc: 97.43%, Val AUC: 0.9968, Val F1: 0.9740\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 20 time: 59.6639s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.1113, Train Acc: 95.60%, Train AUC: 0.9914, Train F1: 0.9554\n", "Val Loss: 0.0675, Val Acc: 97.48%, Val AUC: 0.9966, Val F1: 0.9749\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 21 time: 59.1117s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.1129, Train Acc: 95.64%, Train AUC: 0.9912, Train F1: 0.9557\n", "Val Loss: 0.0677, Val Acc: 97.70%, Val AUC: 0.9966, Val F1: 0.9767\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 22 time: 59.6387s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.1012, Train Acc: 96.15%, Train AUC: 0.9928, Train F1: 0.9610\n", "Val Loss: 0.0650, Val Acc: 97.70%, Val AUC: 0.9970, Val F1: 0.9767\n", "Best model saved at epoch 23 with Val Loss: 0.0650\n", "Epoch 23 time: 1m 0.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0976, Train Acc: 96.35%, Train AUC: 0.9932, Train F1: 0.9630\n", "Val Loss: 0.0625, Val Acc: 97.59%, Val AUC: 0.9973, Val F1: 0.9758\n", "Best model saved at epoch 24 with Val Loss: 0.0625\n", "Epoch 24 time: 59.7993s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0939, Train Acc: 96.53%, Train AUC: 0.9936, Train F1: 0.9649\n", "Val Loss: 0.0623, Val Acc: 97.91%, Val AUC: 0.9971, Val F1: 0.9790\n", "Best model saved at epoch 25 with Val Loss: 0.0623\n", "Epoch 25 time: 1m 1.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0941, Train Acc: 96.37%, Train AUC: 0.9937, Train F1: 0.9632\n", "Val Loss: 0.0635, Val Acc: 97.91%, Val AUC: 0.9971, Val F1: 0.9790\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 26 time: 59.4396s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0947, Train Acc: 96.33%, Train AUC: 0.9937, Train F1: 0.9628\n", "Val Loss: 0.0639, Val Acc: 97.86%, Val AUC: 0.9970, Val F1: 0.9785\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 27 time: 59.6592s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0912, Train Acc: 96.64%, Train AUC: 0.9939, Train F1: 0.9660\n", "Val Loss: 0.0656, Val Acc: 97.86%, Val AUC: 0.9970, Val F1: 0.9784\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 28 time: 59.3998s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0925, Train Acc: 96.48%, Train AUC: 0.9939, Train F1: 0.9643\n", "Val Loss: 0.0633, Val Acc: 97.80%, Val AUC: 0.9973, Val F1: 0.9779\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 29 time: 1m 0.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0901, Train Acc: 96.53%, Train AUC: 0.9942, Train F1: 0.9649\n", "Val Loss: 0.0646, Val Acc: 97.75%, Val AUC: 0.9971, Val F1: 0.9773\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 30 time: 59.7090s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0918, Train Acc: 96.51%, Train AUC: 0.9940, Train F1: 0.9646\n", "Val Loss: 0.0625, Val Acc: 97.75%, Val AUC: 0.9973, Val F1: 0.9773\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 31 time: 59.0718s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0869, Train Acc: 96.73%, Train AUC: 0.9946, Train F1: 0.9670\n", "Val Loss: 0.0641, Val Acc: 97.75%, Val AUC: 0.9972, Val F1: 0.9773\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 32 time: 1m 0.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0886, Train Acc: 96.51%, Train AUC: 0.9944, Train F1: 0.9647\n", "Val Loss: 0.0638, Val Acc: 97.80%, Val AUC: 0.9972, Val F1: 0.9779\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 33 time: 58.8230s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.0863, Train Acc: 96.67%, Train AUC: 0.9947, Train F1: 0.9663\n", "Val Loss: 0.0643, Val Acc: 97.75%, Val AUC: 0.9972, Val F1: 0.9773\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 34 time: 58.6691s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.0868, Train Acc: 96.65%, Train AUC: 0.9946, Train F1: 0.9661\n", "Val Loss: 0.0643, Val Acc: 97.80%, Val AUC: 0.9972, Val F1: 0.9779\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 35 time: 1m 0.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.0906, Train Acc: 96.57%, Train AUC: 0.9940, Train F1: 0.9652\n", "Val Loss: 0.0639, Val Acc: 97.80%, Val AUC: 0.9972, Val F1: 0.9779\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 36 time: 59.0368s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.0877, Train Acc: 96.72%, Train AUC: 0.9945, Train F1: 0.9668\n", "Val Loss: 0.0643, Val Acc: 97.80%, Val AUC: 0.9972, Val F1: 0.9779\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 37 time: 59.2061s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.0876, Train Acc: 96.67%, Train AUC: 0.9943, Train F1: 0.9662\n", "Val Loss: 0.0641, Val Acc: 97.80%, Val AUC: 0.9972, Val F1: 0.9779\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 38 time: 59.8061s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.0868, Train Acc: 96.78%, Train AUC: 0.9946, Train F1: 0.9674\n", "Val Loss: 0.0643, Val Acc: 97.75%, Val AUC: 0.9972, Val F1: 0.9773\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 39 time: 1m 0.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.0876, Train Acc: 96.62%, Train AUC: 0.9945, Train F1: 0.9658\n", "Val Loss: 0.0638, Val Acc: 97.75%, Val AUC: 0.9972, Val F1: 0.9773\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 40 time: 58.3862s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.0847, Train Acc: 96.78%, Train AUC: 0.9948, Train F1: 0.9674\n", "Val Loss: 0.0639, Val Acc: 97.80%, Val AUC: 0.9972, Val F1: 0.9779\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 41 time: 58.8380s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.0858, Train Acc: 96.73%, Train AUC: 0.9946, Train F1: 0.9669\n", "Val Loss: 0.0638, Val Acc: 97.80%, Val AUC: 0.9972, Val F1: 0.9779\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 42 time: 59.6556s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.0862, Train Acc: 96.67%, Train AUC: 0.9948, Train F1: 0.9664\n", "Val Loss: 0.0643, Val Acc: 97.80%, Val AUC: 0.9972, Val F1: 0.9779\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 43 time: 59.8612s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.0846, Train Acc: 96.80%, Train AUC: 0.9947, Train F1: 0.9676\n", "Val Loss: 0.0650, Val Acc: 97.80%, Val AUC: 0.9972, Val F1: 0.9779\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 44 time: 59.4501s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.0866, Train Acc: 96.70%, Train AUC: 0.9946, Train F1: 0.9666\n", "Val Loss: 0.0643, Val Acc: 97.80%, Val AUC: 0.9972, Val F1: 0.9779\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: 44m 46.67s\n" ] }, { "data": { "image/png": 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" ] }, "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 25 with best validation loss of 0.0623\n", "MLP-Mixer training time: 44m 47.96s\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": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:22:45,318 INFO:ROC curves will be saved to the directory: 'results/roc_curves'\n", "2025-04-25 19:22:45,318 INFO:Seaborn confusion matrices will be saved to the directory: 'results/confusion_matrices'\n", "2025-04-25 19:22:45,320 INFO:Using device: cuda\n", "2025-04-25 19:22:45,320 INFO:Number of GPUs available: 2\n", "2025-04-25 19:22:45,781 INFO:Initialized model: ViT\n", "2025-04-25 19:22:46,098 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", "2025-04-25 19:22:48,384 INFO:Initialized model: CvT\n", "2025-04-25 19:22:48,870 INFO:Initialized model: Swin\n", "2025-04-25 19:22:49,123 INFO:Initialized model: CaiT\n", "2025-04-25 19:22:49,605 INFO:Initialized model: DeiT\n", "2025-04-25 19:22:50,086 INFO:Initialized model: DeiT3\n", "2025-04-25 19:22:50,394 INFO:Initialized model: Twins_SVT\n", "2025-04-25 19:22:50,638 INFO:Initialized model: Twins_PCPVT\n", "2025-04-25 19:22:50,854 INFO:Initialized model: PiT\n", "2025-04-25 19:22:50,855 ERROR:Model Ensemble not recognized.\n", "2025-04-25 19:22:50,855 ERROR:Model Random not recognized.\n", "2025-04-25 19:22:50,855 INFO:\n", "=== Evaluating ViT on Test Datasets ===\n", "/tmp/ipykernel_7319/1849592376.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", "2025-04-25 19:22:51,097 INFO:Loaded model weights from ViT_best.pth\n", "2025-04-25 19:22:51,098 INFO: === Dataset: a ===\n", "2025-04-25 19:22:52,787 INFO:Total samples: 3181\n", "2025-04-25 19:23:11,547 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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pfgaJiYlGXFyc3bGuXLli+Pn5GS+88IKt7eLFi8ne2y23rulHjhyZ4rb/XgMfPHjQcHFxMXr37m1cuXLFKFasmFG7dm0jISHhru9x//79hiSjd+/edu3Dhg0zJBnffvutra1UqVLJrjcvXLhguLq6Gq+++updz2MYqb9OBwBHYCQAgCzFYrGoc+fO2r59u90w2hUrVsjPz0+PPfZYhmd44YUXVKhQIRUtWlRPPPGEoqKiFBYWpkceecTW59YdKPe6o9/Ly0vR0dGSZPu/9zsKIL2OcTdNmjRR1apV7dqaN28uHx8frVy50tZ25coVbd682e4O/1WrVqlKlSqqXLmyIiIibI/mzZtLkt3w4P/65ZdfdOHCBQ0YMMBuTtS2bduqcuXKKd49069fP7vXjRo10vHjx9P2hv9l1apVatSokfLnz2+Xv0WLFkpKStKPP/4oScqXL59iYmKSTYtzv86dO6f9+/erZ8+eyps3r629ZcuWyf4tJNndaXflyhVFRUWpUaNGdnfo382/909ISNClS5dUvnx55cuXz+4Y+fLl0++//64///wzxeNcvnxZ3377rZ5//nldvXrV9nldunRJrVq10p9//plsKqfU+nfGGzduKCIiQo8++qgkpfp9AgCA9OHI6/Po6OhUX/f+73//U3x8vIYMGSKz+fZPHX369JG3t3ey60lPT0+7tQlcXFxUp06dB7qe/K9bawmsW7funut+3ZKUlKRvvvlG7du3t1tToUiRIuratau2bt1q+05wS9++fe2mJ2rUqJGSkpJ06tSpVGft2rWr/vrrL+3evdv2f1OaCki6+Tfh4uIi6eZo4MuXLysxMVG1a9dO87Va//79U9WvWrVqGj9+vD744AO1atVKERERWrZs2T0XVN6wYYMk2Y3slaRXX31VkpL9XVStWtU2Hax0c0RDpUqVUvV38aDX6QCQkSgCAMhybs0FeWs46j///KOffvpJnTt3Tjb3fkYYO3asNm/erM8//1yBgYGKioqy+yIh3f4R/lYx4E6uXr1q63tr2qB77XM36XGMuylTpkyyNicnJ3Xo0EFr1661zZu5Zs0aJSQk2BUB/vzzT/3+++8qVKiQ3aNixYqSlOI8srfc+oJSqVKlZNsqV66c7AuMm5ubbY7RW/Lnz68rV66k8p0m9+eff2rjxo3J8rdo0cIu/4ABA1SxYkW1bt1axYsX1wsvvKCNGzfe93lvvbcKFSok25bS57Fu3To9+uijcnNzU4ECBWxDraOiolJ1vuvXr2vs2LG2dQ98fHxUqFAhRUZG2h1jwoQJioyMVMWKFVW9enUNHz5cBw4csG3/66+/ZBiGxowZk+wzCwkJkXT3f/O7uXz5sgYPHiw/Pz+5u7urUKFCtr/N1L5PAACQfhx1fe7t7Z3q6947XU+6uLiobNmyya4nixcvnmxe/we9nvyvJk2aqEOHDho/frx8fHz09NNPa8mSJXddL+vixYuKjY1N8TqwSpUqslqt+vvvv+3aS5Ysaff61jSmaXkvtWrVUuXKlbVixQp99NFHKly4sO1mnpQsW7ZMNWrUsK0dVahQIa1fvz5N12pOTk62tcxSY/jw4apZs6Z27dqlkJCQFG+Y+a9Tp07JbDarfPnydu2FCxdWvnz5kv1d/PezlFL/d/Gg1+kAkJHuXjIFAAcICAhQ5cqV9fHHH2v06NH6+OOPZRiG7ctHRqtevbrth9/27dsrNjZWffr0UcOGDVWiRAlJss1n/u8fRf/r1KlTio6Otl2c3lrM7ODBg/ed7d/H8Pf3v2f/lBYsk3THBXTvNJ9r586dNX/+fH399ddq3769Pv30U1WuXNlu/k2r1arq1asrNDQ0xWPc+uzSQ0Z82bRarWrZsqVee+21FLffKmb4+vpq//792rRpk77++mt9/fXXWrJkiQIDA7Vs2bJ0z/VvP/30k5566ik1btxYc+fOVZEiReTs7KwlS5bYzeF6Ny+//LKWLFmiIUOGqF69esqbN69MJpM6d+5stwBy48aNdezYMa1du1bffPONPvjgA7377ruaN2+eevfubes7bNgwtWrVKsVz/ffLVmo9//zz2rZtm4YPHy5/f395enrKarXqiSeeSLZIMwAAyHiOuj6vXLmy9u/fr/j4eNud5+nlTteTRirWH0rtNbbJZNLq1au1Y8cOffXVV9q0aZNeeOEFTZ8+XTt27JCnp2fag6fgQd7Lv3Xt2lXvv/++vLy81KlTp2Q3Qt3y4YcfqlevXmrfvr2GDx8uX19f27pex44dS/X5XF1d73iOlBw/ftw2SjWt36nu9G/2X/f7WabHdToAZCSKAACypG7dumnMmDE6cOCAVqxYoQoVKthNx5OZ3nrrLX3++eeaNGmS5s2bJ+nmD8IVK1bUF198oZkzZ6Y4THn58uWSpCeffNK2T6VKlbR27VrNnDnzvi76W7duLYvFog8//DBViwPnz58/2aK6ktI0NFi6+YNwkSJFtHLlSjVs2FDffvutbUHdW8qVK6dff/1Vjz32WKovsm8pVaqUJOnIkSPJ7jg6cuSIbXt6uFO2cuXK6dq1a7YC0N24uLioXbt2ateunaxWqwYMGKD58+drzJgxKl++fJre/633ltK0O0eOHLF7/dlnn8nNzU2bNm2Sq6urrX3JkiXJ9r1ThtWrV6tnz56aPn26re3GjRsp/p0UKFBAQUFBCgoK0rVr19S4cWONGzdOvXv3tg1Pd3Z2vudnlpbP48qVK9qyZYvGjx+vsWPH2trvNC0RAADIHI64Pm/Xrp22b9+uzz77TF26dLlr339fT/57Gp34+HidOHEiVdd4qXXrTvvIyEjblD/Sna+xH330UT366KOaNGmSVqxYoW7duumTTz5R7969k/UtVKiQPDw8kl0HStLhw4dlNpvT9eaaf+vatavGjh2rc+fO3XUR5NWrV6ts2bJas2aN3XXerdGgt6T1O8HdWK1W9erVS97e3hoyZIgmT56sjh072i00nJJSpUrJarXqzz//tN3IJUnnz59XZGRkun3PSMt1OgA4AtMBAciSbt1VNHbsWO3fvz/TRgGkpFy5curQoYOWLl2q8PBwW/vYsWN15coV9evXL9ldP3v27NHUqVNVrVo1dejQwdY+fvx4Xbp0Sb1791ZiYmKyc33zzTdat27dHbOUKFFCffr00TfffKNZs2Yl2261WjV9+nT9888/tuxRUVF2IxbOnTunzz//PPUfgCSz2ayOHTvqq6++UlhYmBITE+2mApJu3r195swZLVy4MNn+169fV0xMzB2PX7t2bfn6+mrevHl2w6O//vpr/fHHH2rbtm2a8t5Nnjx5UvzB+/nnn9f27du1adOmZNsiIyNt/16XLl2y22Y2m1WjRg1JsmXPkyePbb97KVKkiPz9/bVs2TK7ocKbN2/WoUOH7PpaLBaZTCa7v7eTJ0/qiy++SPX7tFgsye5kmjVrVrK/4f++T09PT5UvX972Hn19fdW0aVPNnz9f586dS3aeixcv2mWRUvd53Lr76r8ZZ8yYcc99AQBAxnHE9Xm/fv1UpEgRvfrqqzp69Giy7RcuXNDEiRMlSS1atJCLi4vee+89u+uIRYsWKSoqKl2vJ8uVKydJtjWjJCkmJibZqNArV64ku6a5NZr3TlMCWSwWPf7441q7dq3dGgznz5/XihUr1LBhQ9sUoemtXLlymjFjhqZMmaI6dercsV9K12s7d+7U9u3b7fp5eHhISt014L2EhoZq27ZtWrBggd58803Vr19f/fv3V0RExF33a9OmjaTk15K3Ri+n199FWq7TAcARGAkAIEsqU6aM6tevr7Vr10qSQ4sA0s35Jz/99FPNmDFDb731li3T7t27NXPmTB06dEjdunVT/vz5tXfvXi1evFgFCxbU6tWr5ezsbDtOp06ddPDgQU2aNEn79u1Tly5dVKpUKV26dEkbN27Uli1b7jlcdPr06Tp27JheeeUVrVmzRk8++aTy58+v06dPa9WqVTp8+LA6d+4s6eY0PiNGjNAzzzyjV155RbGxsXr//fdVsWLFNC9Q1alTJ82aNUshISGqXr263Z00ktSjRw99+umn6tevn7777js1aNBASUlJOnz4sD799FNt2rRJtWvXTvHYzs7Omjp1qoKCgtSkSRN16dJF58+f18yZM1W6dGkNHTo0TVnvJiAgQO+//74mTpyo8uXLy9fXV82bN9fw4cP15Zdf6sknn1SvXr0UEBCgmJgYHTx4UKtXr9bJkyfl4+Oj3r176/Lly2revLmKFy+uU6dOadasWfL397d9Jv7+/rJYLJo6daqioqLk6uqq5s2by9fXN8VMU6ZMUdu2bdWwYUO98MILunz5smbNmqWHHnpI165ds/Vr27atQkND9cQTT6hr1666cOGC5syZo/LlyyebmiogIED/+9//FBoaqqJFi6pMmTKqW7eunnzySYWFhSlv3ryqWrWqtm/frv/9738qWLCg3f5Vq1ZV06ZNFRAQoAIFCuiXX37R6tWrNWjQIFufOXPmqGHDhqpevbr69OmjsmXL6vz589q+fbv++ecf/frrr2n+PLy9vdW4cWNNmzZNCQkJKlasmL755hudOHHi/v7BAQBAunDE9Xn+/Pn1+eefq02bNvL391f37t0VEBAgSdq7d68+/vhj1atXT9LNO+hHjRql8ePH64knntBTTz2lI0eOaO7cuXrkkUfsFgF+UI8//rhKliypF198UcOHD5fFYtHixYtVqFAhnT592tZv2bJlmjt3rp555hmVK1dOV69e1cKFC+Xt7W37cTolEydO1ObNm9WwYUMNGDBATk5Omj9/vuLi4jRt2rR0ex8pGTx48D37PPnkk1qzZo2eeeYZtW3bVidOnNC8efNUtWpVu2tXd3d3Va1aVStXrlTFihVVoEABVatWTdWqVUtTpj/++ENjxoxRr1691K5dO0nS0qVL5e/vrwEDBujTTz+94741a9ZUz549tWDBAkVGRqpJkybatWuXli1bpvbt26t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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:23:11,618 INFO: === Dataset: b ===\n", "2025-04-25 19:23:13,287 INFO:Total samples: 3181\n", "2025-04-25 19:23:32,446 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:23:32,515 INFO: === Dataset: c ===\n", "2025-04-25 19:23:34,191 INFO:Total samples: 3181\n", "2025-04-25 19:23:52,297 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:23:52,366 INFO: === Dataset: d ===\n", "2025-04-25 19:23:54,017 INFO:Total samples: 3181\n", "2025-04-25 19:24:11,329 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:24:11,400 INFO: === Dataset: e ===\n", "2025-04-25 19:24:11,867 INFO:Total samples: 911\n", "2025-04-25 19:24:16,980 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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Ode7cOcPPz894+eWXzbFTp04lem0JEu7p+/fvn+S2W++Bd+3aZbi7uxudOnUyzp07ZxQpUsSoUqWKce3atdu+xh07dhiSjE6dOjmN9+3b15BkfPvtt+ZYsWLFDEnGDz/8YI6dPHnS8PDwMN54443bXufHH380JBnz5893Gl+9enWS4wCQ3lgJACBDcTgcatWqlTZt2uS0jHbBggXy8/PT448/nuYxvPzyyypQoIAKFy6sJ598UhcuXFBERIQeffRRc5+EGSh3mtGfI0cORUZGSpL5/+92FUBqneN26tatq/LlyzuNNWjQQPnz59eiRYvMsXPnzmnt2rVOM/wXL16scuXKqWzZsjp9+rT5aNCggSQ5LQ++1S+//KKTJ0+qW7duTjVRmzRporJlyzrNck/QpUsXp+e1a9fWP//849oLvsnixYtVu3Zt5cmTxyn+hg0bKi4uTj/88IMkKXfu3Lp06VKisjh369ixY9qxY4c6dOigXLlymeONGjVK9LuQ5DTT7ty5c7pw4YJq167tNEP/dm4+/tq1azpz5oxKlSql3LlzO50jd+7c+uOPP7Rv374kz3P27Fl9++23eumll3Tx4kXz/Tpz5owaN26sffv2JSrllBJpdV4AAHB3rLw/j4yMTPF97zfffKOYmBi9/vrrsttvfNXRuXNn5cyZM9H9pI+Pj1NvAnd3d1WtWvWe7idvldBL4IsvvkjxTPC4uDh9/fXXatasmVNPhUKFCqlNmzbasGGD+ZkgwauvvupUnqh27dqKi4vToUOHUhxrmzZt9Pfff2vr1q3m/0+qFJB0/W/C3d1d0vXVwGfPnlVsbKyqVKmS4nvSBF27dk3RfhUqVNCwYcP00UcfqXHjxjp9+rTmzJlzx4bKX375pSQ5reyVpDfeeEOSEv1dlC9f3iwHK11f0VCmTJk7/l0sXrxYuXLlUqNGjZw+SwQFBcnHx+e2n4UAID2QBACQ4STUgkxYjvrff//pxx9/VKtWrRLV3k8LgwcP1tq1a/XZZ58pODhYFy5ccPogId34Ej4hGZCcixcvmvsmlA260zG3kxrnuJ3ixYsnGsuWLZuaN2+uFStWmHUzly1bpmvXrjklAfbt26c//vhDBQoUcHo8+OCDkpRkHdkECR9QypQpk2hb2bJlE32A8fT0NGuMJsiTJ8891dvct2+fVq9enSj+hg0bOsXfrVs3Pfjgg3rqqaf0wAMP6OWXX9bq1avv+roJr6106dKJtiX1fnzxxRd67LHH5Onpqbx585pLrS9cuJCi6125ckWDBw82+x7kz59fBQoU0Pnz553OMXz4cJ0/f14PPvigKlasqH79+mnnzp3m9r///luGYWjQoEGJ3rMhQ4ZIuv3vPDlpdV4AAHD3rLo/z5kzZ4rve5O7n3R3d1eJEiUS3U8+8MADier63+v95K3q1q2r5s2ba9iwYcqfP7+ee+45ffzxx7ftl3Xq1Cldvnw5yfvAcuXKKT4+Xv/++6/TeNGiRZ2eJ5QxdeW1VK5cWWXLltWCBQs0f/58FSxY0JzMk5Q5c+bo4YcfNntHFShQQKtWrUrxPal0/XNGQi+zlOjXr58qVaqkLVu2aMiQIUlOmLnVoUOHZLfbVapUKafxggULKnfu3In+Lm59L6WU/V3s27dPFy5ckK+vb6J72KioKO5fAVju9ilTALBAUFCQypYtq08++URvv/22PvnkExmGYX74SGsVK1Y0v/ht1qyZLl++rM6dO6tWrVry9/eXJLOe+c1fit7q0KFDioyMNG9OE5qZ7dq1665ju/kcgYGBd9w/qYZlkpJtoJtcPddWrVpp2rRp+uqrr9SsWTN9+umnKlu2rFP9zfj4eFWsWFFhYWFJniPhvUsNafFhMz4+Xo0aNdKbb76Z5PaEZIavr6927NihNWvW6KuvvtJXX32ljz/+WMHBwZozZ06qx3WzH3/8Uc8++6zq1KmjqVOnqlChQnJzc9PHH3/sVMP1dnr27KmPP/5Yr7/+uqpXr65cuXLJZrOpVatWTg2Q69Spo/3792vFihX6+uuv9dFHH+n9999XeHi4OnXqZO7bt29fNW7cOMlr3fphKyXS6rwAAODuWXV/XrZsWe3YsUMxMTHmzPPUktz9pGEYdzw2pffYNptNS5Ys0ebNm/X5559rzZo1evnllzV+/Hht3rxZPj4+rgeehHt5LTdr06aNPvzwQ+XIkUMtW7ZMNBEqwbx589SxY0c1a9ZM/fr1k6+vr9nXa//+/Sm+noeHR7LXSMo///xjrlJ19TNVcr+zW93texkfHy9fX1/Nnz8/ye23TmACgPRGEgBAhtS2bVsNGjRIO3fu1IIFC1S6dGmncjzp6X//+58+++wzjRo1SuHh4ZKufyH84IMPavny5Zo4cWKSy5Tnzp0rSXrmmWfMY8qUKaMVK1Zo4sSJd3XT/9RTT8nhcGjevHkpag6cJ0+eRE11Jbm0NFi6/oVwoUKFtGjRItWqVUvffvut2VA3QcmSJfXbb7/p8ccfT/FNdoJixYpJkvbs2ZNoxtGePXvM7akhudhKliypqKgoMwF0O+7u7mratKmaNm2q+Ph4devWTdOmTdOgQYNUqlQpl15/wmtLquzOnj17nJ4vXbpUnp6eWrNmjTw8PMzxjz/+ONGxycWwZMkSdejQQePHjzfHrl69muTfSd68eRUSEqKQkBBFRUWpTp06Gjp0qDp16mQuT3dzc7vje+bK++HKeQEAQPqx4v68adOm2rRpk5YuXarWrVvfdt+b7ydvLqMTExOjAwcOpOp9RcJM+/Pnz5slf6Tk77Efe+wxPfbYYxo1apQWLFigtm3bauHCherUqVOifQsUKCBvb+9E94GStHv3btnt9lSdXHOzNm3aaPDgwTp27NhtmyAvWbJEJUqU0LJly5zu8xJWbSZw9TPB7cTHx6tjx47KmTOnXn/9dY0ePVotWrRwajSclGLFiik+Pl779u0zJ3JJ0okTJ3T+/PlU+5xRsmRJffPNN6pZs2aaNcoGgHtBOSAAGVLCrKLBgwdrx44d6bYKICklS5ZU8+bNNXv2bB0/ftwcHzx4sM6dO6cuXbokmvXz66+/auzYsapQoYKaN29ujg8bNkxnzpxRp06dFBsbm+haX3/9tb744otkY/H391fnzp319ddfa9KkSYm2x8fHa/z48frvv//M2C9cuOC0YuHYsWP67LPPUv4GSLLb7WrRooU+//xzRUREKDY21qkUkCS99NJLOnLkiGbMmJHo+CtXrujSpUvJnr9KlSry9fVVeHi40/Lor776Sn/99ZeaNGniUry3kz179iS/8H7ppZe0adMmrVmzJtG28+fPm7+vM2fOOG2z2+16+OGHJcmMPXv27OZxd1KoUCEFBgZqzpw5Tsun165dqz///NNpX4fDIZvN5vT3dvDgQS1fvjzFr9PhcCSayTRp0qREf8O3vk4fHx+VKlXKfI2+vr6qV6+epk2bpmPHjiW6zqlTp5xikVL2frhyXgAAkH6suD/v0qWLChUqpDfeeEN79+5NtP3kyZMaOXKkJKlhw4Zyd3fXBx984HSvM3PmTF24cCFV7ydLliwpSWbPKEm6dOlSolWh586dS3TflbCaN7mSQA6HQ0888YRWrFjh1IPhxIkTWrBggWrVqmWWCE1tJUuW1IQJEzRmzBhVrVo12f0SZsvf/Np+/vlnbdq0yWk/b29vSSm7B7yTsLAwbdy4UdOnT9eIESNUo0YNde3aVadPn77tcU8//bQkacKECYnOJynV/i5eeuklxcXFacSIEYm2xcbGpsp7AAD3gpUAADKk4sWLq0aNGlqxYoUkWZoEkK7Xn/z00081YcIE/e9//zNj2rp1qyZOnKg///xTbdu2VZ48ebRt2zbNmjVL+fLl05IlS+Tm5maep2XLltq1a5dGjRql7du3q3Xr1ipWrJjOnDmj1atXa926dXcs6zJ+/Hjt379fvXr10rJly/TMM88oT548Onz4sBYvXqzdu3erVatWkq6X8Xnrrbf0/PPPq1evXrp8+bI+/PBDPfjggy437WrZsqUmTZqkIUOGqGLFik4zaSSpffv2+vTTT9WlSxetX79eNWvWVFxcnHbv3q1PP/1Ua9asUZUqVZI8t5ubm8aOHauQkBDVrVtXrVu31okTJzRx4kQFBASoT58+LsV6O0FBQfrwww81cuRIlSpVSr6+vmrQoIH69eunlStX6plnnlHHjh0VFBSkS5cuadeuXVqyZIkOHjyo/Pnzq1OnTjp79qwaNGigBx54QIcOHdKkSZMUGBhovieBgYFyOBwaO3asLly4IA8PDzVo0EC+vr5JxjRmzBg1adJEtWrV0ssvv6yzZ89q0qRJeuihhxQVFWXu16RJE4WFhenJJ59UmzZtdPLkSU2ZMkWlSpVKVJoqKChI33zzjcLCwlS4cGEVL15c1apV0zPPPKOIiAjlypVL5cuX16ZNm/TNN98oX758TseXL19e9erVU1BQkPLmzatffvlFS5YsUY8ePcx9pkyZolq1aqlixYrq3LmzSpQooRMnTmjTpk3677//9Ntvv93V+5HS8wIAgPRjxf15njx59Nlnn+npp59WYGCg2rVrp6CgIEnStm3b9Mknn6h69eqSrs+gHzBggIYNG6Ynn3xSzz77rPbs2aOpU6fq0UcfdWoCfK+eeOIJFS1aVK+88or69esnh8OhWbNmqUCBAjp8+LC535w5czR16lQ9//zzKlmypC5evKgZM2YoZ86c5pfTSRk5cqTWrl2rWrVqqVu3bsqWLZumTZum6OhojRs3LtVeR1J69+59x32eeeYZLVu2TM8//7yaNGmiAwcOKDw8XOXLl3e6d/Xy8lL58uW1aNEiPfjgg8qbN68qVKigChUquBTTX3/9pUGDBqljx45q2rSpJGn27NkKDAxUt27d9OmnnyZ7bKVKldShQwdNnz5d58+fV926dbVlyxbNmTNHzZo1U/369V2KJTl169bVa6+9pjFjxmjHjh164okn5Obmpn3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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:24:17,051 INFO: === Dataset: f ===\n", "2025-04-25 19:24:22,561 INFO:Total samples: 12911\n", "2025-04-25 19:25:25,317 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": [ "2025-04-25 19:25:25,386 INFO: === Dataset: g ===\n", "2025-04-25 19:25:28,223 INFO:Total samples: 6000\n", "2025-04-25 19:25:55,677 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:25:55,747 INFO: === Dataset: h ===\n", "2025-04-25 19:25:58,243 INFO:Total samples: 6000\n", "2025-04-25 19:26:24,474 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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5c6cOHDigvHnzZlRsAAAAAMg0FAEAAACQ7SVFx+jK2Dm6EbY+2Tb/ExvkWNDzoY57+/ZtjRo1Sh988IGl7dKlSzp48KAaNGjw0HkBAAAAZDLWBLCgCAAAAIBsKeHsBUXN/VxRS9dKCYkp9ikbseOhj79v3z716NFDR48etbQ1a9ZMS5YsUalSpR76uAAAAABgSxQBAAAAkC2Yb8fp9p7DivrfCt38dvcD+5f5e+tDnScxMVFTpkzR2LFjlZh4p7jg4uKiyZMna/DgwXJwYG5RAAAAIMtjTQALigAAAADIcoz4BBlx8bo2PUzm2FuKXrgmbTs6Osr/ty/k6F3woc578uRJde/eXbt33ysy1KpVS2FhYXrkkUce6pgAAAAAYE8UAQAAAGBXSddvKHrRFzLlc9eVt2ake/8Cg7rIvWV9uT5WXSZHx/+U5datW9q3b58kycHBQSNHjtSYMWPk7Oz8n44LAAAAwMYYCWBBEQAAAAB2cXvfUZ1v/Uq693PIn08FX+8p1/o15VKjokwZuOBX1apVNXHiRM2bN0/Lli1T/fr1M+zYAAAAAGAPFAEAAABgU0nRMTpT9qkH9jO5u8mpdFE5+hZS/pfayyXgEeXxebhpflLz1VdfqVWrVnJxcbG0DR06VP3791fevHkz9FwAAAAAbCgDbxbK7igCAAAAINMlRd3QtdBlipq3UkpKSrGP+1ONlO+ZpnL0Lij3FvUyNc+1a9c0cOBAffrpp3rzzTf17rvvWrY5OjpSAAAAAACyO6YDsqAIAAAAgAwVs26bYjftlIObqyTp9v7fFX/4j1T7+856S/leeEImB9tcpG/ZskVBQUE6f/68JGnq1Knq2bOnKleubJPzAwAAAIAtUQQAAADAf2YYhm6ErVfE6++leZ/8/TvJa1QfObi6PLhzBrh586befPNNzZo1y9JWoEABzZ49W5UqVbJJBgAAAAA2wnRAFhQBAAAA8FAMw9CVt2cqav7KNO/j2qCmCgb3lFuDmjI52e5SdO/everevbtOnDhhaWvVqpUWLVqk4sWL2ywHAAAAANgaRQAAAACkWfwfZ3V79yGZb8TqSsjs+/Ytsma6HL3yW547V/SXKY9tLz8TEhI0ceJETZgwQUn/vxaBm5ubpk6dqgEDBsjBRlMQAQAAALAx1gSwoAgAAACA+0r4K1xX312omM83PbCvU5ni8ps/Vi41Ktog2YPNnz9f48aNszyvU6eOwsLCVLFi1sgHAAAAAJmNIgAAAACSSTh7QVenLlLM55vT1N//2Ho5FiqQuaEeQt++fbVo0SIdPHhQo0eP1qhRo+Tk5GTvWAAAAAAyG2sCWFAEAAAAgIz4BMX/cVbma9G62O1NGTdv37e/V0h/Oeb3kGudqnKuVNpGKR/s1q1bcnNzszx3cnLSJ598ohs3bqhOnTp2TAYAAAAA9kERAAAAIJeKeCNU0Yu/SHP/AoO7K3+fjsrjVygTUz0cwzD0ySefKDg4WN98841q1qxp2VapUiX7BQMAAABgFyZGAlhQBAAAAMhF4v84q6sT5il244409ffo8rQKhfTPklP93HXlyhX169dPq1atkiR1795dv/zyi1xdXe2cDAAAAADsjyIAAABADpR05bqSrkYpasFqRS/5UjKMNO3n3qq+jMQkuT5aWQXfeEkmB4fMDfofbdy4US+//LLCw8MtbbVq1VJCQgJFAAAAACAXYyTAPRQBAAAAsjHDMBT/+ylFL1krk6ODoj5ane5j+P++To7eBTMhXeaJiYnRsGHDNG/ePEubl5eX5s2bp44dO9oxGQAAAABkLRQBAAAAsqkbKzbp8qCJD7Vvwdd7Kt8LreVUpni2u0Nm165d6tGjh06ePGlpe+qpp7Rw4UIVKVLEjskAAAAAZBnZ62NOpqIIAAAAkE2Yb8cp6fJV3fp+ryKC33tgfwev/HIqVVSOvl7yequvnMuVlMkpe1/+zZo1S4MHD5bZbJYkubu7KzQ0VH379s12xQwAAAAAsIXs/SkQAAAgF0iKjtGZsk/dt49D/nxya1hLnr3ayaVGRTl65bdROtuqV6+e5cv++vXra9myZSpXrpydUwEAAADIarhJ6B6KAAAAAFlQ/PHTuv3zYSX8Fa7r08Pu27fEjmVyrlTaRsnsq06dOho/frwk6Y033lCePFzOAgAAAMD98KkJAADAzhIjrun27oO6Nm2J4o+ekgzjvv0dfQoq33Mt5NGjrVyqlLVRSts7c+aMQkNDFRoaavVl/6hRo+yYCgAAAEB2wEiAeygCAAAA2Fj8yb90a+c+JV2+qmtTF6Vr37IROzIpVdZhGIaWLFmiwYMH68aNG/Lx8dHo0aPtHQsAAAAAsiWKAAAAADYQu/lHXZkwTwnHTqdrv3wdW8mlRiXlfbKRnPyLZlK6rOPy5cvq27ev1q5da2lbtmyZhg8fLldXVzsmAwAAAJCdMBLgHooAAAAAmShqyZeKHD4tTX3zPttcTv5F5fXGS5KzU667aF23bp369Omjy5cvW9qCgoI0ffp0CgAAAAAA8JAoAgAAAGSS+OOn71sAKPBaN+Up7ie3BjXlXDF3LOybkujoaA0dOlSLFt2bGsnHx0fz589Xu3bt7BcMAAAAQLaV226quh8HewcAAADIia6FLtNfjQKTtRf+ZIrKXPpeZSN2qNDofsof1D5XFwB++OEH1ahRw6oA8Oyzz+q3336jAAAAAAAgx5k9e7b8/f3l6uqqevXqac+ePfftP336dFWsWFFubm4qUaKEhg4dqtu3b6frnIwEAAAAyAC39x3Vjc82KTpsnZSYlGy718g+KhicvCiQ261du1ZnzpyRJOXLl08zZsxQUFAQd+0AAAAA+G+y4EeKFStWKDg4WHPnzlW9evU0ffp0tW7dWsePH5evr2+y/suXL9eIESO0aNEiNWjQQCdOnFCvXr1kMpkUGhqa5vNSBAAAAEgjIylJt3cfUvTyjXJwc7FcVEYvWXvf/fK1f5wCQComTpyoTZs2qVChQlq6dKlKl869oyIAAAAA5GyhoaHq06ePgoKCJElz587Vhg0btGjRIo0YMSJZ/59++kkNGzZU165dJUn+/v7q0qWLfv7553SdlyIAAADAfSRdjdK1Dz/W7Z8OKm7/7+nev+QvK+RUqmgmJMt+kpKStH//ftWuXdvS5urqqi1btsjPz0+Ojo52TAcAAAAgJ7HV6OK4uDjFxcVZtbm4uMjFxcWqLT4+Xr/++qtGjhxpaXNwcFDLli21a9euFI/doEEDffzxx9qzZ4/q1q2rU6dOaePGjerRo0e6MlIEAAAA+Bfz7ThFDH5XMWu+Tfe+PqHD5da8npyK+2VCsuzr5MmTCgwM1L59+7Rv3z5VrlzZsq1oUYokAAAAALKnyZMna9y4cVZtISEhGjt2rFVbZGSkkpKS5Odn/VnRz89Px44dS/HYXbt2VWRkpBo1aiTDMJSYmKh+/fpp1KhR6cpIEQAAAOAfEsMjdbZa+wf28xrTT+5N60j/f3eJQz53OZUultnxsh3DMLRgwQIFBwcrNjZWktSrVy/t3r2bef8BAAAAZBpbfd4YOXKkgoODrdr+PQrgYW3fvl2TJk3SnDlzVK9ePf35558aPHiw3nnnHY0ePTrNx6EIAAAAcj3DMJTwx1n91TD1IZVujR9VweCecnm0ihzcXW2YLvsKDw9X7969tWHDBktbmTJlFBoaSgEAAAAAQI6Q0tQ/KfH29pajo6MuXbpk1X7p0iUVLlw4xX1Gjx6tHj16qHfv3pKkatWqKTY2Vn379tVbb70lBweHNGWkCAAAAHItc8xNnS7d+r59Sp/5Rg553WyUKOdYvXq1XnnlFV25csXS1rdvX02bNk358uWzYzIAAAAAuUFWu/HI2dlZAQEB2rp1q9q1aydJMpvN2rp1qwYNGpTiPjdv3kz2Rf/dtdQMw0jzuSkCAACAXMV887Zubv5Rt3buU/Sydan2KzR2gAoM7GLDZDnD9evX9dprryksLMzS5ufnp4ULF6pNmzZ2TAYAAAAA9hUcHKyePXuqdu3aqlu3rqZPn67Y2FgFBQVJkgIDA1WsWDFNnjxZktS2bVuFhoaqVq1alumARo8erbZt21qKAWlBEQAAAOQKSdExOlu1nYxbcan2cX6knFwDqsj7/WFZ7q6R7KJdu3b6/vvvLc87dOiguXPnytvb246pAAAAAOQ2WfEzXadOnRQREaExY8YoPDxcNWvW1KZNmyyLBZ87d87qzv+3335bJpNJb7/9ts6fPy8fHx+1bdtWEydOTNd5TUZ6xg3kANHR0cqfP7+ioqLk6elp7zgAAMAG4v88p7/qd0t1u2uDmir65YdZ8iIxu9mxY4eaNm0qDw8PzZo1S927d+d9zUVy07W2W62Uh2wDgK1d2zvL3hEAQJLkmsVuNy8U+KlNznNlWdYfQZ7FfjQAAAAZw0hI1O09hxXx+ntKOPlXsu3uLR+T8yPl5NnzOTmVSHkRJjyY2Wy2ulOlcePGWrBggVq1aqWSJUvaMRkAAACAXI17kSwoAgAAgGzPHHtLMeu3y+SUR5dfnSQlJKba17Gor/wPrrZduBwqMTFRkyZN0s6dO7Vp0yarQsDLL79sx2QAAAAAgH+iCAAAALK1mz/8oosdhqapb772j8tv/tjMDZQLnDhxQj169NCePXskSdOnT1dwcLCdUwEAAADAPUxLeg9FAAAAkOWZb8Up4cQZ3f7liGK+2CojMVFxvx5N074utSrLuVJp+bw/TCZnp0xOmrMZhqE5c+Zo+PDhunXrliTJ0dHR8mcAAAAAQNZDEQAAAGRJt37crwvtXkvXPm7N68q9ZX1JUv7ez8v0jylq8N+cP39eL730kr755htLW4UKFbRs2TLVq1fPjskAAAAAIDlGAtxDEQAAAGQJCX9f0qVebynu4PGH2t8rpL8KDuqawakgSZ999pkGDBiga9euWdoGDhyoqVOnyt3d3Y7JAAAAAAAPQhEAAADYVdzB4/q7Ze809XVr/KhMed1VoN+LcipTXI6Fvbm7IxMlJSWpe/fu+uyzzyxtRYsW1eLFi/XEE0/YMRkAAAAA3B+fFe+hCAAAAGzGMAzFHzoh8604Jf4drsv937lvf4eCnvKeNFgeHfnC2R4cHR3l6elped65c2fNnj1bXl5edkwFAAAAAEgPigAAACDTxXyxVVFL1+r2j/sf2Nej+zPynvCaHPK62SAZHmTatGnav3+/goOD1blzZ3vHAQAAAIC0YSCABUUAAACQKQzD0JWQ2Yr634o09feZMUIeXZ5myKYd7d69W3///bc6duxoacuXL59+/vlnfi7I1vbt2ycnJydVq1ZNkrR27VotXrxYVapU0dixY+Xs7GznhAAAAEDmcbB3AAAAkLMkhkcqvOconfJtct8CQP6BnZWvXQsVXjpRZSN2yLNrG75otpOEhASNHj1aDRs2VFBQkE6dOmW1nZ8LsrtXXnlFJ06ckCSdOnVKnTt3lru7u1auXKk33njDzukAAACQGUwmk00e2QEjAQAAwH9iGIZufLxeEcHvPbCvz4cj5d68rvIU9rZBMqTF0aNH1aNHD+3bt0+SFBMTo9DQUM2aNcvOyYCMc+LECdWsWVOStHLlSjVp0kTLly/Xjz/+qM6dO2v69Ol2zQcAAABkJooAAADgoSRF3dDNTT/q8qCJD+xb6tAa5SniY4NUSCuz2awPP/xQI0aMUFxcnCQpT548CgkJ0YgRI+ycDshYhmHIbDZLkr799ls988wzkqQSJUooMjLSntEAAACQSbLLXfq2QBEAAACki2E26/qcz3R13P/u28+1TlUV/mSKHAt62igZ0urcuXPq1auXtm3bZmmrXLmywsLCFBAQYMdkQOaoXbu2JkyYoJYtW+r777/X//535/9fp0+flp+fn53TAQAAAJmLIgAAAHigxPBI3dy2R1ffmaukiGup9ivx08dyLl/KhsmQHoZhKCwsTK+++qqio6Mt7UOGDNGkSZPk5uZmx3RA5pk+fbq6deumL7/8Um+99ZbKlSsnSVq1apUaNGhg53QAAADIDIwEuIciAAAASFFSdIwuPDNQ8b+fum+/PKWKyGtEb+V9uokc3F1tlA4PIyYmRiNHjrQUAEqUKKElS5aoRYsWdk4GZK7q1avr8OHDydrfe+89OTo62iERAAAAYDsUAQAAgCTJSEhU/J/nZMTeUtSCVYpZ8+0D9ym2eZ5calXmDotswsPDQ4sWLdKTTz6pwMBAzZgxQwUKFLB3LMBm4uPjdfnyZcv6AHeVLFnSTokAAACQWficeg9FAAAAcjlz7C2d9n8iTX3zdWilvM80Vd4nGsjk7JTJyfBf3bhxQ7dv35aPz71FmVu3bq39+/erZs2a9gsG2NiJEyf08ssv66effrJqNwxDJpNJSUlJdkoGAAAAZD6KAAAA5DJGYqKil65T5JhZktksJd7/yy+PHm3l8+5QvvTPZnbu3KnAwEBVqlRJGzZssLoLhgIAcpugoCDlyZNHX331lYoUKcJdYQAAALkBl3wWFAEAAMgFDMPQ7Z8P68q4OYr75ch9+zqVKyn3FvUkRwfl79VOTmWK2yglMkJcXJxCQkI0depUGYah06dPa8GCBerbt6+9owF2c+DAAf3666+qVKmSvaMAAAAANkcRAACAHO7SwImK+XzTA/sVfPMlFRwaKBOLZGZbhw8fVvfu3XXo0CFLW8OGDdWyZUs7pgLsr0qVKoqMjLR3DAAAANgQoz/vcbB3gNmzZ8vf31+urq6qV6+e9uzZc9/+06dPV8WKFeXm5qYSJUpo6NChun37to3SAgCQfST8Fa7IsbPvWwAo8vk0+f++TmUjdshrWBAFgGwqKSlJ7733nmrXrm0pADg5Oendd9/V999/rzJlytg5IWBfU6ZM0RtvvKHt27frypUrio6OtnoAAAAAOZldRwKsWLFCwcHBmjt3rurVq6fp06erdevWOn78uHx9fZP1X758uUaMGKFFixapQYMGOnHihHr16iWTyaTQ0FA7vAIAALIeIylJZ6s/r6TLV5NtM7k4y3vSYLm3qq88RXxS2BvZzenTp9WzZ0/t2LHD0latWjWFhYWpRo0adkwGZB13R8M8/vjjVu0sDAwAAJBzMRLgHrsWAUJDQ9WnTx8FBQVJkubOnasNGzZo0aJFGjFiRLL+P/30kxo2bKiuXbtKkvz9/dWlSxf9/PPPNs0NAEBWYpjNMm7eVsLp87o8aILij55KsV+RNdPl3jjAxumQmc6dO6fq1asrJiZG0p2L3GHDhumdd96Ri4uLndMBWce2bdvsHQEAAACwG7sVAeLj4/Xrr79q5MiRljYHBwe1bNlSu3btSnGfBg0a6OOPP9aePXtUt25dnTp1Shs3blSPHj1sFRsAgCzl8qCJurHi/vP9F3itm/J1fEIulZkSJqcpWbKknnvuOX3yySfy9/fXsmXL1LhxY3vHArKcpk2b2jsCAAAAbIyRAPfYrQgQGRmppKQk+fn5WbX7+fnp2LFjKe7TtWtXRUZGqlGjRjIMQ4mJierXr59GjRqV6nni4uIUFxdnec6cnwCAnMBITNSpIs3v28fR10slf/lcDm7cEZ6TzZo1S4ULF1ZISIg8PDzsHQfIsnbs2KF58+bp1KlTWrlypYoVK6awsDCVLl1ajRo1snc8AAAAINPYfWHg9Ni+fbsmTZqkOXPmaN++fVqzZo02bNigd955J9V9Jk+erPz581seJUqUsGFiAAAyljnmpk76NE6xAOBQwEN52zSRR9c2Kn3mG/kfWUsBIAeJiopSr1699Nlnn1m1FyhQQO+//z4FAOA+Vq9erdatW8vNzU379u2z3CQUFRWlSZMm2TkdAAAAMoXJRo9swG4jAby9veXo6KhLly5ZtV+6dEmFCxdOcZ/Ro0erR48e6t27t6Q7i97Fxsaqb9++euutt+TgkLymMXLkSAUHB1ueR0dHUwgAAGQrN9Z8q+iw9bq9c1+qffyPrZdjoQK2CwWb2r59u3r27Klz585p7dq1aty4sYoVK2bvWEC2MWHCBM2dO1eBgYFWhbSGDRtqwoQJdkwGAAAAZD67jQRwdnZWQECAtm7damkzm83aunWr6tevn+I+N2/eTPZFv6OjoyTJMIwU93FxcZGnp6fVAwCA7MB8K04nfRrr8ivjUi0AuNapqjLnv6MAkEPdvn1br7/+upo3b65z585JkpKSknTkyBE7JwOyl+PHj6tJkybJ2vPnz6/r16/bPhAAAAAynclksskjO7DbSABJCg4OVs+ePVW7dm3VrVtX06dPV2xsrIKCgiRJgYGBKlasmCZPnixJatu2rUJDQ1WrVi3Vq1dPf/75p0aPHq22bdtaigEAAGRX5huxuvn9L0r446yuTlpw374FBnVRoZABNkoGe9i/f7+6d++uo0ePWtqaNWumJUuWqFSpUnZMBmQ/hQsX1p9//il/f3+r9p07d6pMGRZNBwAAQM5m1yJAp06dFBERoTFjxig8PFw1a9bUpk2bLIsFnzt3zurO/7ffflsmk0lvv/22zp8/Lx8fH7Vt21YTJ06010sAAOA/SwyP1Nlq7R/Yr8jKULlUryBHr/w2SAV7SUxM1JQpUzR27FglJiZKujOycdKkSRoyZEiK0x8CuL8+ffpo8ODBWrRokUwmky5cuKBdu3Zp2LBhGj16tL3jAQAAIBNkl7v0bcFkpDaPTg4VHR2t/PnzKyoqiqmBAAB2Yb4Rqyvj/qeYNd/KfCP2gf09uraR74wRNkgGezt79qy6dOmiXbt2Wdpq1qypjz/+WI888ogdkwFpk1WvtQ3D0KRJkzR58mTdvHlT0p3i2rBhw/TOO+881DHdag3KyIjIAV55sYmG9nxcfoU8dfjEeQVPWalfjpxNsW+ePA4a/tIT6v5MPRX1LaATZy/p7RlrteWn31PsPyyold557TnN+mSbhr+/OjNfBrKha3tn2TsCspjPln+ipYsXKjIyQhUqVtKIUaNVrXr1VPt/s/lrzZ45QxfOn1fJUv4aEjxMjZs0tepz6uRJTQ99T7/+sleJSUkqW6aspk2fqSJFi2b2y0E24mrX282TK/Xaepuc5+yHbW1ynv8ii/1oAADIOQyzWbd++FXRy9bJHB0jR6/8ivli6wP3c65eQR7Pt5Rb4wC5VK9gg6TIKlxdXfXHH39IkhwcHDRy5EiNGTNGzs7Odk4GZG8mk0lvvfWWhg8frj///FMxMTGqUqWKXF1ddeHCBRXlCwz8Rx2feFRTXm+vVyeu0N7fzmhQ1+ZaN2egarQbr4hrMcn6jx3QVl3a1NGAd5br+OlLatWgslZM66PmvUJ18PjfVn0DqpTUyx0a6tCJv5MdBwD+bdPXG/X+1Ml6O2ScqlWroU/Clqr/Ky9r7VebVKhQoWT9D+zfpxHDX9drQ4LVpGlzbdywXkNeHajPVq1R+fJ3Pov8de6cevXoqvbPd1D/Qa8pX958OvnnH3J2cbH1ywPShZEA9zASAACADGSOuakbKzbp2rSlSoq4mq59CwzurkJvv5JJyZBdfPHFF3rjjTe0bNky1a9f395xgHTJbtfaBw8e1KOPPqqkpKR078tIAPzTD8uG6dcjZzV0ykpJd750+HPTO/rfZ9/r/cVbkvU/9c1ETflos+Z9/oOl7dP3e+vW7Xi99PYyS1teN2ft+nSEBk9eoRG9n9Sh438zEgDJMBIA/9St8wt6pGo1jXp7jCTJbDbricebqkvXHnq5T99k/Ye/PkS3bt3SrDnzLG3du7yoipUqaXTIeEnSG8OGKk+ePJr07nu2eRHItrLaSIDSQzbY5Dynp7exyXn+CyaVBQAgA5hvxOqkT2OdLt1akSM+SFMBwLVBTRXbPE9lLv+gshE7KADkQqtXr1ZkZKRVW/v27fXbb79RAACAbMIpj6NqVS6h734+bmkzDEPf/XxcdauXTnEfZ6c8uh2fYNV263a8GtQqa9U2fWQnbdrxm7b949gAkJqE+Hj9fvSIHqvfwNLm4OCgxx5roEMH96e4z6EDB/TYY9bXnQ0aNtKhAwck3Ski7Ph+u0qV8le/Pi+rWeP66tb5BX239dtMex0AMh5FAAAA/oO4w38o4s0PdLrMk6l3yuMor1F9VHz7YpXY9YlKn92ishE7VGztTLk+WoUhirnQtWvX1LVrV3Xs2FH9+/fXvwdmujC0GgCyDe+C+ZQnj6MuX71h1X75SrQKF0p5RMy3u37Xa91bqGxJH5lMJrWoV0nPtaipwt73+r/QOkA1K5XQ6JnrMjU/gJzj2vVrSkpKSjbtT6FChZLdeHJXZGSkChXyTt7/yp3+V69c0c2bN7Vo4QI1bNRYc+cvUovHWyl48CD9sndP5rwQIKOYbPTIBrLYIA0AALKHSwMnKObzzalud29VXx6dn1LepxvLlId/bnHPli1bFBQUpPPnz0uSVq1apR9++EFNmzZ9wJ4A7CUuLk5xcXFWbYY5SSYHRzslQnY37L1VmjO6iw6uGS3DMHTq70gtW7dbPZ97TJJU3K+A3hveQc/0n6W4+EQ7pwWQm5kNsySpefPH1aNnL0lSpcqVdfDAPq1c8Zlq16lrx3QA0opvJQAASKeTPo1T3eZat5qKbZhjwzTILm7evKk333xTs2bdm7e3QIECmj17tpo0aWLHZEDOdejQoftuP348bVOsTJ48WePGjbNqc/SrI6cifPEBKfJajBITk+Tr5WHV7lvIU+FXolPd58XgBXJxzqNC+fPqQkSUJrz2nE6fvyJJqlW5pPwKeWrX8jct++TJ46hGj5ZVv05NlL/eEJnNuWp5PwBpULBAQTk6OurKlStW7VeuXJG3t3eK+3h7e+vKlcjk/f9/dEDBAgWVJ08elSlrPV1Z6TJldWDfrxmYHsh4jLq/hyIAAABpZBiGTvkm/7LW5OYijy5tVGBAJzmVKmqHZMjq9u7dqx49elh94diyZUstXrxYxYsXt2MyIGerWbOmTCZTsim3JFna0/LhcOTIkQoODrZq8238Ziq9kdskJCZp/+9/qXm9ilq//U7hyWQyqXndCpq74of77hsXn6gLEVHKk8dB7R6vqdVb9kmStu05roCOE636zh/XXcdPX9K0JVsoAABIkZOzsypXeUQ/796lFo+3lHRnTv+ff96lzl26p7hP9Zo19fPu3eoe2MvStnvXT6pes6blmI9UraYzZ05b7Xf27BkVKVosU14HgIxHEQAAgPsw4uJ1bcbHcvBw15Uxs5NtL3V0nfL4FLRDMmQHCQkJmjhxoiZMmKCkpCRJkqurq6ZOnaqBAwfKwYHlmYDMdPr06Qd3SgMXF5dka3UwFRD+6cOPv9OC8T3069Fz+uW3MxrUtbnc3Vy0bO1uSdJH7/TQhctRGvP/8/vXqVpKRX0L6ODxv1XMt4DeeuVpOTiYFLrkzkKbMTfjdPTkRatzxN6K19Wo2GTtAPBPPXoGafSoN/XII1VVtVp1fRy2VLdu3VK79s9Lkt4a+YZ8ff00eOjrkqRu3QP1cq8eWrpkkZo0aapNX2/Ukd9+0+ix4y3H7Bn0st54fagCAuqoTt16+nHnDv2wfZs+WrzMLq8RSCtGAtxDEQAAgBTEbtml8K5v3LeP/+/r5OhNAQCp++qrr6ymEKlTp46WLVumSpUq2TEVkHuUKlXK3hGQS6z6Zp+8C+bTmP5t5FfIQ4eOn9dzA2dbFgsuUdjL6u59FxcnhQx8RqWLeSvmZpw2/3hEL49epqiYW/Z6CQByiCefelrXrl7VnFkfKjIyQhUrVdaceR+p0P9PBxR+8aIcTPduRKlZ61FNnvq+Zn04XTOnh6pkKX9Nnzlb5ctXsPR5vGUrvR0yVosWzNeUyRPk719a06Z/qEcDatv89QF4OCYjpbGxOVh0dLTy58+vqKgoeXp62jsOACALiV62TjdWb9Htnw48sG+Zv7fK5OKc+aGQrRmGoeeff17r16/X6NGjNWrUKDk5Odk7FpBpssO1drVq1bRx40aVKFHiPx3HrdagDEoEAP/Ntb2zHtwJAGzANYvdbl5u2Nc2Oc+f7z9lk/P8F1nsRwMAgG0ZZrMih09T9LJ19+3nXK28Cr7WXXlK+Mk14BEbpUN2c/36dRUoUMDy3GQyaf78+Tpz5ozq1Kljv2AALM6cOaOEhAR7xwAAAABshiIAACBXMf5/Xvb4E2d17d2PFLtxx337F/5kivI+0cAW0ZCNGYahTz75RIMGDVJYWJjatm1r2ebj4yMfHx87pgMAAACA3Ic1Ae6hCAAAyNESL1xW1KIvFH/kT938dnea9imy6gO5PFKW+f6RJleuXFG/fv20atUqSVLv3r3122+/8cU/kEU1btxYbm5u9o4BAAAA2AxFAABAjmEkJur2z4eVeDFC0WHr0zS3/12Ohb1VfOtC5fH1yryAyHG+/vprvfTSSwoPD7e0tWrVinn/gSxs48aN9o4AAAAAG2AgwD0UAQAA2V7i5as6+8hz6drHpVZlxe3/XQWG9FDBwd3lkM89k9IhJ4qJidGwYcM0b948S5uXl5fmzp2rF154wY7JAKTmjz/+0LZt23T58mWZzWarbWPGjLFTKgAAAOQ2s2fP1nvvvafw8HDVqFFDM2fOVN26dVPs26xZM33//ffJ2p9++mlt2LAhzeekCAAAyJYSL11R9LJ1ujZ1UZr6FxweJPdmdeRSs5JMztyljYe3a9cu9ejRQydPnrS0PfXUU1q4cKGKFClix2QAUrNgwQL1799f3t7eKly4sNX8sCaTiSIAAABADpQV1wRYsWKFgoODNXfuXNWrV0/Tp09X69atdfz4cfn6+ibrv2bNGsXHx1ueX7lyRTVq1Ej3zWcUAQAAWZ4Rn6BbO/bpxoqvFbv5Rxk3bz9wH6+3+sohn7s8uj8jB1cXG6REbrBs2TIFBQVZ7iJ2d3dXaGio+vbtmyUvMAHcMWHCBE2cOFFvvvmmvaMAAAAgFwsNDVWfPn0UFBQkSZo7d642bNigRYsWacSIEcn6e3lZT1n82Wefyd3dnSIAACBnMJKSdHXKIl3/YFma93GpVVnFv5mfiamQ2zVv3lweHh6KiopS/fr1tWzZMpUrV87esQA8wLVr15iqCwAAIJex1X1acXFxiouLs2pzcXGRi4v1DYnx8fH69ddfNXLkSEubg4ODWrZsqV27dqXpXAsXLlTnzp2VN2/edGV0SFdvAAAy2e1fj+hMled0qnCzNBUA3Fs+pqLrZ6tsxA4KAMh0JUqU0Jw5czRx4kT98MMPFACAbOKFF17QN998Y+8YAAAAyIEmT56s/PnzWz0mT56crF9kZKSSkpLk5+dn1e7n56fw8PAHnmfPnj367bff1Lt373RnZCQAACDLOP/cq7r904FUt7vWqy7niv7K3+9FOZcvZbtgyJXOnDmjt956S3PmzFH+/Pkt7V27drVjKgAPo1y5cho9erR2796tatWqycnJem2Y1157zU7JAAAAkFkcHGwzFGDkyJEKDg62avv3KICMsHDhQlWrVi3VRYTvhyIAAMDubqz6Rpf7v5PiNpcaFVV4+VTl8fVKcTuQ0QzD0JIlSzR48GDduHFDTk5OWrJkib1jAfgP5s+fr3z58un777/X999/b7XNZDJRBAAAAMBDS2nqn5R4e3vL0dFRly5dsmq/dOmSChcufN99Y2Nj9dlnn2n8+PEPlZEiAADALpKibuhMuadT3e47d4zyPdtcJif+qYLtXL58WX379tXatWstbdu3b9fVq1eTLcgEIPs4ffq0vSMAAADAxmy1JkBaOTs7KyAgQFu3blW7du0kSWazWVu3btWgQYPuu+/KlSsVFxen7t27P9S5+WYFAGAzSZHXdL79YCUcu/+XMSX3rpCTf1EbpQLuWLdunfr06aPLly9b2nr16qUZM2bI09PTjskAZCTDMCTdGQEAAAAA2FJwcLB69uyp2rVrq27dupo+fbpiY2MVFBQkSQoMDFSxYsWSrSmwcOFCtWvXToUKFXqo81IEAABkuisT5un6jI8f2K/490vkUqWsDRIB90RHR2vo0KFatGiRpc3b21sLFiyw3J0BIPtbtmyZ3nvvPf3xxx+SpAoVKmj48OHq0aOHnZMBAAAgM2TFmz46deqkiIgIjRkzRuHh4apZs6Y2bdpkWSz43LlzcnBwsNrn+PHj2rlzp7755puHPi9FAABAprk2a7mujvvfffsUDO4pr5HpX9keyAg7duxQYGCgzpw5Y2lr27atFixYYLkIA5D9hYaGavTo0Ro0aJAaNmwoSdq5c6f69eunyMhIDR061M4JAQAAkFsMGjQo1el/tm/fnqytYsWKltGsD4siAAAgwxmGociR0xW9cE2K292fbCSfqcHKU8THxskAa4cOHbIUAPLly6cZM2YoKCgoS94xAuDhzZw5U//73/8UGBhoaXv22Wf1yCOPaOzYsRQBAAAAciA+1t1DEQAAkCGSrt/QtWlLdHPrz0r442yKffyPrZdjoQK2DQbcx4ABA7Ru3TrdunVLS5cuVenSpe0dCUAmuHjxoho0aJCsvUGDBrp48aIdEgEAAAC2QxEAAPCfGPEJuvruQl2f+UmqfYqumyW3+jVsmApILikpSd99951atWplaTOZTFqxYoU8PDzk6Ohox3QAMlO5cuX0+eefa9SoUVbtK1asUPny5e2UCgAAAJmJEd73UAQAAKSL+VacwnuM0K3vf0lT/+I/LJVL5TKZnAq4v5MnTyowMFA//fSTtmzZopYtW1q2FShQwH7BANjEuHHj1KlTJ/3www+WNQF+/PFHbd26VZ9//rmd0wEAAACZiyIAACBNzDdv68rY2Ype/OV9+7k1q6OCr/eSa61KMrk42yYckArDMLRgwQIFBwcrNjZWktS7d2+dOHFCzs78fgK5RYcOHfTzzz8rNDRUX375pSSpcuXK2rNnj2rVqmXfcAAAAMgUjAS4hyIAAOCBEi9d0dmq7e7bx7V+DflMGy7n8qVsEwp4gIsXL6p3797auHGjpa1MmTJatmwZBQAgFwoICNAnn6Q+dR0AAACQU1EEAACkyIiL16k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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:26:24,548 INFO: === Dataset: i ===\n", "2025-04-25 19:26:27,049 INFO:Total samples: 6000\n", "2025-04-25 19:26:52,005 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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o6KglS5Zo2rRpmjx5snLkyJFu5wIAAACAx0ERAAAAABmWOfqOTga8kOL+7rWekd+CcXLM7ZnmWSIjI9W/f391795d1atXt7QXK1ZMc+bMSfPzAQAAAPgPWBPAgiIAAAAAMhzDbNYJvzrJbnerXkGxf51WjtcaKc/IHjI5pe9l7datW9WlSxedOXNGO3bs0MGDB5UtW7Z0PScAAAAApAWKAAAAAMgQjNg43Vr9vWL/OKkbMz9Lsk/uQUHKPbCLTA62uavn7t27Gj58uD744ANL26VLl/Trr7+qRo0aNskAAAAA4DGwJoAFRQAAAADYVcL1KJ0q2fShfTwaPCv/pVNksuGF/P79+9WxY0cdOXLE0la3bl0tXrxYhQsXtlkOAAAAAPgvKAIAAADA5uIvRihi6HRFr/vhkX2LnNwoh+weNkh1T3x8vCZPnqzRo0crPj5ekuTq6qpJkyapX79+crDRKAQAAAAA/wFrAlhQBAAAAEC6M+LjFX/+im5+tk7XPwiVDCPZvg65cshryJtyr1NZLiVse8d9eHi4OnTooN27d1vaKlWqpLCwMD399NM2zQIAAAAAaYEiAAAAANKFER+vqyNmKfKTFSnqn/3VBvKZMVQObq7pnCx5d+7c0f79+yVJDg4OGjZsmEaOHCkXFxe7ZQIAAADwGBgJYEERAAAAAGkm/tJVnS7bXA6e2WWOuvXI/rn6tpNnh2ZyLlrABukerWzZspowYYLmzZun0NBQVa9e3d6RAAAAAOA/oQgAAACA/8QwmxV/9pLO1g2S+Wa0JCVfAHB2Uq5ebeRRr6rcqpWTycm+l6Nr165Vw4YN5er6YPTBgAED1LNnT2XLls2OyQAAAAD8JyaTvRNkGBQBAAAAkGrm6DuKWrJaUZ+uVdxfpx/a1yFHNhXYulDOhfPZKN2jXb9+Xb1799bnn3+uIUOG6L333rNsc3R0pAAAAAAAZHZMB2RBEQAAAAApcnf/Ed2YuVQOuXLo5qdrH9o396AgeQ1+w0bJUmfz5s0KCgrSuXPnJElTpkxR586dVbp0aTsnAwAAAIC0RxEAAAAADxUxcpYiP1r2yH5u1SvI5Ooiv0/GyDFnDhskS53bt29ryJAhmjVrlqUtV65cmj17tkqVKmXHZAAAAADSHNMBWVAEAAAAgJWEqFu6NuYjRYWuSVF/v4XjlO2FGjK5uqRzsse3d+9edejQQceOHbO0NWzYUAsXLlSBAhljUWIAAAAASA8UAQAAAJ5w5lu3Fb3xJ8Wfu6xr4+Y+sn+ecX3kXitQTgX95eiZ3QYJH19cXJwmTJig8ePHKyEhQZLk7u6uKVOmqFevXnJwYJ5QAAAAIEtiTQALigAAAABPoPjL13Sl3yQ55MyhWys2p2ifgOPrM+Q0Pw/z8ccfa8yYMZbnVapUUVhYmJ566ik7pgIAAAAA26EIAAAA8IQw4uN1fcanuv7eghT1z96yobwn9pOjV850TpZ+unfvroULF+rXX3/ViBEjNHz4cDk7O9s7FgAAAID0xpoAFhQBAAAAsijDbFbcX6dlxMbrcv/3FHvo2EP7OxX0V67ebeVes5JcShWxUcq0defOHbm7u1ueOzs767PPPtPNmzdVpUoVOyYDAAAAAPugCAAAAJBFmG/d1slijSWzWU4F/BR/9tIj98kd3FnZWzWUU0F/Obi52iBl+jAMQ5999pmCg4O1adMmVaxY0bKtVKlS9gsGAAAAwC5MjASwoAgAAACQCRmGoYRLV3XnpwO6+/NhRS362mr7owoAhQ4sl3MBv/SMaDNXr15Vjx49tHz5cklShw4d9Msvv8jNzc3OyQAAAADA/igCAAAAZHDmuzFKuHJdd3f/qivBU2TcjU3V/q4VS8nlqQAlRNyQ/5IJMrm6pFNS21u/fr3efPNNXbx40dJWqVIlxcXFUQQAAAAAnmCMBHiAIgAAAEAGEn/pqq5PWaio0DWPfYxsTevIb8EYmRwd0zBZxnLr1i0NHDhQ8+bNs7R5eXlp3rx5atWqlR2TAQAAAEDGQhEAAAAgAzDfjdHfz7ZT/LnLqdrPqYCfPF6oKeci+eRarqTcalTM8ne87Nq1Sx07dlR4eLilrXHjxlqwYIHy5s1rx2QAAAAAMoys/bEoVSgCAAAA2JH5ToxOFmkkJSQk28fBM7vMUbfk0aim4k6dU+6+7ZX9tRdkcnCwYdKMYdasWerXr5/MZrMkycPDQyEhIerevXuWL34AAAAAwOOgCAAAAGAHd3bs1/kW/ZLd7l7rGfl+NFJOfnlsmCrjq1atmuXL/urVqys0NFTFixe3cyoAAAAAGQ03CT1AEQAAAMBG4i9G6Naabbr6zoxk+2R7uZ785o2UyYnLtKRUqVJFY8eOlSQNHjxYTrxPAAAAAPBQfGoCAABIQ/GXrylm/xEZCWZdD1kiB3c3xR49KfONmw/dL1uzuvKd864c3FxtlDTjO3XqlEJCQhQSEmL1Zf/w4cPtmAoAAABAZsBIgAcoAgAAAPxH5lu3FXfmgs7W6ZLqffOtmSX36hXSPlQmZhiGFi9erH79+unmzZvy8fHRiBEj7B0LAAAAADIligAAAACP6dbXW3Sp++hU7+f55qvK1qSWPGpXTvtQmdzly5fVvXt3rV692tIWGhqqQYMGyc3NzY7JAAAAAGQmjAR4gCIAAABAKlwZHKKoRV8/sp97vapyr1lJRmycsr/aQM5F8ksmExeiD7FmzRp169ZNly9ftrQFBQVp+vTpFAAAAAAA4DFRBAAAAEiBcJ9aj+zjWvlpZWtaW7l6t+XL/lSIiorSgAEDtHDhQkubj4+PPv74YzVv3tx+wQAAAABkWnwme8DB3gEAAAAysrgzFx5ZACjw3ScqdmW7Cnw7V7n7tONiMxV+/PFHVahQwaoA8PLLL+u3336jAAAAAAAgy5k9e7YCAgLk5uamatWqac+ePQ/tP336dD311FNyd3dXwYIFNWDAAN29ezdV52QkAAAAwD8YZrNi9h3RuSY9H9qvyMmNcsjuYaNUWdfq1at16tQpSVL27Nk1Y8YMBQUFUUgBAAAA8N9kwI8Uy5YtU3BwsObOnatq1app+vTpatSokY4ePSpfX99E/ZcuXaqhQ4dq4cKFqlGjho4dO6YuXbrIZDIpJCQkxeelCAAAAJ5oCRHXdWPOMiVEXNfNz9c/sn/RSz/I5MBgyrQyYcIEbdiwQXny5NGSJUtUpEgRe0cCAAAAgHQREhKibt26KSgoSJI0d+5crVu3TgsXLtTQoUMT9d+5c6dq1qypdu3aSZICAgLUtm1b/fzzz6k6L0UAAADwRDLfuq2TRRqluL/3+wOVs/Mr6Zgo60tISNCBAwdUuXJlS5ubm5s2b94sPz8/OTo62jEdAAAAgKzEVqOLY2JiFBMTY9Xm6uoqV1dXq7bY2Fjt27dPw4YNs7Q5ODioQYMG2rVrV5LHrlGjhj799FPt2bNHVatW1YkTJ7R+/Xp17NgxVRm5jQ0AADxR7uw8qHCfWo8sADjkyiGfaYNU9PKPKnZlOwWA/yg8PFy1a9dWrVq19Mcff1hty5cvHwUAAAAAAJnSpEmTlDNnTqvHpEmTEvWLiIhQQkKC/Pz8rNr9/Px08eLFJI/drl07jR07Vs8995ycnZ1VrFgx1a1bV8OHD09VRkYCAACAJ0Lc2Uu62G6wYv84keR2z86vKMfrjeSY10dOBfyYkz6NGIah+fPnKzg4WNHR0ZKkLl26aPfu3bzHAAAAANKNrT5vDBs2TMHBwVZt/x4F8Li2bdumiRMnas6cOapWrZqOHz+ufv36ady4cRoxYkSKj0MRAAAAZEmGYUiGobiTZ/X3s+2T7ZejTWP5fDBYJicui9LaxYsX1bVrV61bt87SVrRoUYWEhFAAAAAAAJAlJDX1T1K8vb3l6OioS5cuWbVfunRJ/v7+Se4zYsQIdezYUV27dpUklStXTtHR0erevbveeecdOaRwvTqmAwIAAFnOra+36IRvbZ3wq5NsAcB37kgVvfyjfGcOpwCQDlasWKGyZctaFQC6d++uX3/9VTVr1rRjMgAAAABPApPJZJNHSrm4uCgwMFBbtmyxtJnNZm3ZskXVq1dPcp/bt28n+qL//lSqhmGk+Nx84gUAAJma+W6Mrk9dJAcPd8nBpJhDxxS99odk++fo2Ey5gzvLuYBfsn3w+G7cuKG33npLYWFhljY/Pz8tWLBATZs2tWMyAAAAALCv4OBgde7cWZUrV1bVqlU1ffp0RUdHKygoSJLUqVMn5c+f37KmQLNmzRQSEqJKlSpZpgMaMWKEmjVrlqp11SgCAACATCnhxk2dKtHkkf1MHu5yDsgrl6eLy3f2u0xDk86aN2+uH354UIRp2bKl5s6dK29vbzumAgAAAPCkyYif/Vq3bq0rV65o5MiRunjxoipWrKgNGzZYFgs+c+aM1Z3/77577zPsu+++q3PnzsnHx0fNmjXThAkTUnVek5GacQNZQFRUlHLmzKnIyEh5enraOw4AAHgMt7ft1YXXgh/Zz/v9gcrZ+RUbJMJ927dvV506dZQjRw7NmjVLHTp0yJAX30gfT9K1tnulPvaOAACSpOt7Z9k7AgBIktwy2O3meTp9bpPzXA1ta5Pz/BcZ7EcDAADwcOZbt5MsALhWflq5+7aTHB1lxCfIo05lOWT3sEPCJ4vZbLa6U6VWrVqaP3++GjZsqEKFCtkxGQAAAIAnGvciWVAEAAAAGZr51m1Fr/9RcnLS5f+NSbTdM6i5fKa8bYdkT7b4+HhNnDhRO3bs0IYNG6wKAW+++aYdkwEAAAAA/okiAAAAyLCuTV6g6+8vTna7o783BQA7OHbsmDp27Kg9e/ZIkqZPn67g4EdPzwQAAAAAtsK0pA9QBAAAAHZ3e/s+RX68XLc37JApm7uM6DuP3Mez08vyfn+gDdLhPsMwNGfOHA0aNEh37tz7GTk6Olr+HQAAAACQ8VAEAAAANmWOvqOES1d186uNSd7ln1wBwOP5Z+Vev5qMmBjl6tVGJkfHdE6Kfzp37pzeeOMNbdq0ydJWsmRJhYaGqlq1anZMBgAAAACJMRLgAYoAAAAg3RmGoetTF+n61EWp2s8pIJ/iT51XwV2fyaU4i8zayxdffKFevXrp+vXrlrbevXtrypQp8vBg8WUAAAAAyMgoAgAAgHRjmM26NukT3ZgelqL+uQcFybPzK3Lyy5POyZASCQkJ6tChg7744gtLW758+bRo0SK98MILdkwGAAAAAA/HSIAHKAIAAIA0YxiGYg//pTu7D+nqOzMe2jf7qw0UF/63/D99T07+3jZKiNRwdHSUp6en5XmbNm00e/ZseXl52TEVAAAAACA1KAIAAID/JO7vi7q1fJOiN+9SzN7fHtk/3zez5VatHHdlZBLTpk3TgQMHFBwcrDZt2tg7DgAAAACkDB85LSgCAACAx3Lz6+90ufuYlHV2cFDA0bVyzJUjfUPhP9m9e7fOnj2rVq1aWdqyZ8+un3/+maINMrX9+/fL2dlZ5cqVkyStXr1aixYtUpkyZTR69Gi5uLjYOSEAAACQfhzsHQAAAGQORny8Yo6EK+bwXwr3qfXIAkCOdk3lN3+Mil3ZrmKXfqAAkIHFxcVpxIgRqlmzpoKCgnTixAmr7RQAkNn973//07FjxyRJJ06cUJs2beTh4aGvvvpKgwcPtnM6AAAApAeTyWSTR2bASAAAAJCsm19t1OVe4+WQI5vMN6Mf2jdH2ybK9mJNuVWvKMfcng/ti4zjyJEj6tixo/bv3y9JunXrlkJCQjRr1iw7JwPSzrFjx1SxYkVJ0ldffaXatWtr6dKl+umnn9SmTRtNnz7drvkAAACA9EQRAAAAWDHMZkV+tExXR8+xtD2sAJB/08dyrVgq09wBgXvMZrM+/PBDDR06VDExMZIkJycnjRo1SkOHDrVzOiBtGYYhs9ksSfruu+/00ksvSZIKFiyoiIgIe0YDAABAOuEz6gMUAQAAgEXCtUideuqlh/Zxe+4ZOfnlkVM+H3kNeVMmV+bSzmzOnDmjLl26aOvWrZa20qVLKywsTIGBgXZMBqSPypUra/z48WrQoIF++OEHffTRR5KkkydPys/Pz87pAAAAgPRFEQAAgCeU+dZt3d1/RPGnz+tK8NSH9i2wZYFcy5e0UTKkF8MwFBYWpr59+yoqKsrS3r9/f02cOFHu7u52TAekn+nTp6t9+/ZatWqV3nnnHRUvXlyStHz5ctWoUcPO6QAAAJAeGAnwAEUAAACeMOZbt3W593hFr9/+yL6FDiyXcwHuks0qbt26pWHDhlkKAAULFtTixYtVv359OycD0lf58uV1+PDhRO1Tp06Vo6OjHRIBAAAAtkMRAACAJ4RhGDrhWztFfXMHd1buoW9y50QWkyNHDi1cuFAvvviiOnXqpBkzZihXrlz2jgXYTGxsrC5fvmxZH+C+QoUK2SkRAAAA0gufZx+gCAAAQBZnvnVbp55+Rcbtu0lud6teQe41KsrlqSLK3uJ5G6dDerp586bu3r0rHx8fS1ujRo104MABVaxY0X7BABs7duyY3nzzTe3cudOq3TAMmUwmJSQk2CkZAAAAkP4oAgAAkAVdn/mZ7mzbqzs/7ku2j2vFUvJfOkVOPrltmAy2smPHDnXq1EmlSpXSunXrrO6CoQCAJ01QUJCcnJy0du1a5c2bl7vCAAAAngRc8llQBAAAIJMzDEM3QkIV8/txOWT30M3P1z+0v3PxQsr/zSw5evPlf1YUExOjUaNGacqUKTIMQydPntT8+fPVvXt3e0cD7ObgwYPat2+fSpUqZe8oAAAAgM1RBAAAIBO7/f3PutB6YIr6ZmtaW34Lx8nk4JDOqWAvhw8fVocOHXTo0CFLW82aNdWgQQM7pgLsr0yZMoqIiLB3DAAAANgQoz8fsPu3ALNnz1ZAQIDc3NxUrVo17dmz56H9p0+frqeeekru7u4qWLCgBgwYoLt3k57jGACArMZISFD0xp90okgjhfvUemQBoOCuz1Tk5EYVu7Jd/osnUADIohISEjR16lRVrlzZUgBwdnbWe++9px9++EFFixa1c0LAviZPnqzBgwdr27Ztunr1qqKioqweAAAAQFZm15EAy5YtU3BwsObOnatq1app+vTpatSokY4ePSpfX99E/ZcuXaqhQ4dq4cKFqlGjho4dO6YuXbrIZDIpJCTEDq8AAID0Z8TE6vKAybr19RYp/uGLVxb4YbFMTo6So4OcixbkzocnwMmTJ9W5c2dt377d0lauXDmFhYWpQoUKdkwGZBz3R8M8/7z14ucsDAwAAJB18Xn4AbsWAUJCQtStWzcFBQVJkubOnat169Zp4cKFGjp0aKL+O3fuVM2aNdWuXTtJUkBAgNq2bauff/7ZprkBAEhvhtms+LOXdO7FHkq4cu2R/f2XTlG2htVtkAwZyZkzZ1S+fHndunVL0r2L3IEDB2rcuHFydXW1czog49i6dau9IwAAAAB2Y7ciQGxsrPbt26dhw4ZZ2hwcHNSgQQPt2rUryX1q1KihTz/9VHv27FHVqlV14sQJrV+/Xh07drRVbAAA0l3E8BmKnL/8oX0c/fIo96AgebZvKpMTS/w8qQoVKqRXXnlFn332mQICAhQaGqpatWrZOxaQ4dSpU8feEQAAAGBjjAR4wG7fGkRERCghIUF+fn5W7X5+fvrzzz+T3Kddu3aKiIjQc889J8MwFB8frx49emj48OHJnicmJkYxMTGW58z5CQDIyE4UaiDjTkyS2zwaVpdPyGA5+uXhYgYWs2bNkr+/v0aNGqUcOXLYOw6QYW3fvl3z5s3TiRMn9NVXXyl//vwKCwtTkSJF9Nxzz9k7HgAAAJBuMtXqgNu2bdPEiRM1Z84c7d+/XytXrtS6des0bty4ZPeZNGmScubMaXkULFjQhokBAEi5s426JyoAOPp4KdtLdVT0/FblXTpFTv7eFACeUJGRkerSpYu++OILq/ZcuXLp/fffpwAAPMSKFSvUqFEjubu7a//+/ZabhCIjIzVx4kQ7pwMAAEC6MNnokQnYrQjg7e0tR0dHXbp0yar90qVL8vf3T3KfESNGqGPHjuratavKlSunFi1aaOLEiZo0aZLMZnOS+wwbNkyRkZGWx99//53mrwUAgMcVuXiVwn1qKdynlmL2/2G1rfDhrxVwZLX8F42XyZkpf55k27ZtU/ny5bVkyRL17NlT586ds3ckIFMZP3685s6dq/nz58vZ2dnSXrNmTe3fv9+OyQAAAID0Z7cigIuLiwIDA7VlyxZLm9ls1pYtW1S9etILG96+fVsODtaRHR0dJUmGYSS5j6urqzw9Pa0eAADYm2EYCveppYhB05LcXuT0Zjn5e9s4FTKau3fv6u2331a9evV05swZSVJCQoJ+//13OycDMpejR4+qdu3aidpz5sypGzdu2D4QAAAA0p3JZLLJIzOw622FwcHB6ty5sypXrqyqVatq+vTpio6OVlBQkCSpU6dOyp8/vyZNmiRJatasmUJCQlSpUiVVq1ZNx48f14gRI9SsWTNLMQAAgIzIiItXzOFjir8QoRuzP1fM3t+S7Zvvm9ly8HCzYTpkRAcOHFCHDh105MgRS1vdunW1ePFiFS5c2I7JgMzH399fx48fV0BAgFX7jh07VLRoUfuEAgAAAGzErkWA1q1b68qVKxo5cqQuXryoihUrasOGDZbFgs+cOWN15/+7774rk8mkd999V+fOnZOPj4+aNWumCRMm2OslAACQLMMwFL3uR10KeveRfQvt+1LOhfLaIBUyuvj4eE2ePFmjR49WfHy8pHsjGydOnKj+/fsnGhUJ4NG6deumfv36aeHChTKZTDp//rx27dqlgQMHasSIEfaOBwAAgHSQWe7StwWTkdw8OllUVFSUcubMqcjISKYGAgCkuWvvfaK7+47ozra9Kd6n6OUfuTiBJOn06dNq27atdu3aZWmrWLGiPv30Uz399NN2TAakTEa91jYMw7KW2O3btyXdK64NHDhQ48aNe6xjulfqk5YRkQX87/XaGtD5efnl8dThY+cUPPkr/fL76ST7Ojk5aNAbL6jDS9WUzzeXjp2+pHdnrNbmnX8k2X9gUEONe+sVzfpsqwa9vyI9XwYyoet7Z9k7AjKYL5Z+piWLFigi4opKPlVKQ4ePULny5ZPtv2njt5o9c4bOnzunQoUD1D94oGrVrmPV50R4uKaHTNW+X/YqPiFBxYoW07TpM5U3X770fjnIRNwy2FJ2hd/6xibnOf1hM5uc57/IYD8aAAAyFyM+XlGfrlXcqXOKnP3FI/u7VSkrp/y+cq9fTTlebSCTq4sNUiKzcHNz019//SVJcnBw0LBhwzRy5Ei5uPB7AvwXJpNJ77zzjgYNGqTjx4/r1q1bKlOmjNzc3HT+/Hnl4wsM/EetXnhGk99uob4Tlmnvb6fUp109rZnTWxWaj9WV67cS9R/dq5naNq2iXuOW6ujJS2pYo7SWTeumel1C9OvRs1Z9A8sU0psta+rQsbOJjgMA/7bh2/V6f8okvTtqjMqVq6DPwpao5//e1Oq1G5QnT55E/Q8e2K+hg97WW/2DVbtOPa1f94369+2tL5avVIkSJSVJf585oy4d26nFqy3Vs89byp4tu8KP/yUXV1dbvzwgVbjZ7gFGAgAAkErxFyMUMWy6otf+kKL+TgX8lGf8W8rWpBYXIXikr7/+WoMHD1ZoaKiqV69u7zhAqmS2a+1ff/1VzzzzjBISElK9LyMB8E8/hg7Uvt9Pa8DkryTd+9Lh+IZx+uiLH/T+os2J+p/YNEGTP9moeV/+aGn7/P2uunM3Vm+8G2ppy+buol2fD1W/Scs0tOuLOnT0LCMBkAgjAfBP7du8pqfLltPwd0dKksxms154vo7atuuoN7t1T9R/0Nv9defOHc2aM8/S1qHt63qqVCmNGDVWkjR44AA5OTlp4ntTbfMikGlltJEARfqvs8l5Tk5vapPz/BdMKgsAQAqY78bocp8JCveppdPlWjyyAJB3xQcqeu57FbuyXYUPLFf2prUpACCRFStWKCIiwqqtRYsW+u233ygAAEAm4ezkqEqlC+r7n49a2gzD0Pc/H1XV8kWS3MfF2Ul3Y+Os2u7cjVWNSsWs2qYPa60N23/T1n8cGwCSExcbqz+O/K5nq9ewtDk4OOjZZ2vo0K8Hktzn0MGDevZZ6+vOGjWf06GDByXdKyJs/2GbChcOUI9ub6purepq3+Y1fb/lu3R7HQDSHkUAAACSEHv0pKI379KVoR/oTK1OOlmwgW4u25Bsf5eni8tv4TgV/nWFil3ZLo/alWVycbZhYmQm169fV7t27dSqVSv17NlT/x6Y6crQagDINLxzZ5eTk6MuX7tp1X75apT88yQ9Iua7XX/orQ71VayQj0wmk+pXK6VX6leUv/eD/q81ClTFUgU1YuaadM0PIOu4fuO6EhISEk37kydPnkQ3ntwXERGhPHm8E/e/eq//tatXdfv2bS1cMF81n6uluR8vVP3nGyq4Xx/9sndP+rwQIK2YbPTIBDLYIA0AAOzLiInViQLPp6ivW81K8l80Xo65M/6UF8g4Nm/erKCgIJ07d06StHz5cv3444+qU6fOI/YEYC8xMTGKiYmxajPMCTI5ONopETK7gVOXa86Itvp15QgZhqETZyMUuma3Or/yrCSpgF8uTR3UUi/1nKWY2Hg7pwXwJDMbZklSvXrPq2PnLpKkUqVL69eD+/XVsi9UuUpVO6YDkFIUAQAAkGTExetUueYyX418aD/nIgWUb90cOfnktlEyZBW3b9/WkCFDNGvWg3l7c+XKpdmzZ6t27dp2TAZkXYcOHXro9qNHUzbFyqRJkzRmzBirNke/KnLOyxcfkCKu31J8fIJ8vXJYtfvm8dTFq1HJ7vN68Hy5ujgpT85sOn8lUuPfekUnz12VJFUqXUh+eTy1a+kQyz5OTo567pli6tG6tnJW6y+z+Yla3g9ACuTOlVuOjo66evWqVfvVq1fl7e2d5D7e3t66ejUicf//Hx2QO1duOTk5qWgx6+nKihQtpoP796VheiDtMSXvAxQBAABPNPOdGEXO+1LXJnyc5PacvdtI8QnK1riW3KqWk8mZP51Ivb1796pjx45WXzg2aNBAixYtUoECBeyYDMjaKlasKJPJlGjKLUmW9pR8OBw2bJiCg4Ot2nxrDUmmN540cfEJOvDH36pX7Sl9s+1e4clkMqle1ZKau+zHh+4bExuv81ci5eTkoObPV9SKzfslSVv3HFVgqwlWfT8e00FHT17StMWbKQAASJKzi4tKl3laP+/epfrPN5B0b07/n3/epTZtOyS5T/mKFfXz7t3q0KmLpW33rp0qX7Gi5ZhPly2nU6dOWu13+vQp5c2XP11eB4C0xzcZAIAnzt0Df+jqiFm6+3Pyd4jm6PCSfN4fKJMjUz3g8cXFxWnChAkaP368EhISJElubm6aMmWKevfuLQcHlmcC0tPJkycf3SkFXF1dE63VwVRA+KcPP/1e88d21L4jZ/TLb6fUp109ebi7KnT1bknSJ+M66vzlSI38//n9q5QtrHy+ufTr0bPK75tL7/yviRwcTApZfG+hzVu3Y3Qk/ILVOaLvxOpaZHSidgD4p46dgzRi+BA9/XRZlS1XXp+GLdGdO3fUvMWrkqR3hg2Wr6+f+g14W5LUvkMnvdmlo5YsXqjatetow7fr9ftvv2nE6LGWY3YOelOD3x6gwMAqqlK1mn7asV0/btuqTxaF2uU1AinFSIAHKAIAAJ4o12ct1bUxHyW7PVuzuvL7eJRMTvyJxH+3du1aqylEqlSpotDQUJUqVcqOqYAnR+HChe0dAU+I5Zv2yzt3do3s2VR+eXLo0NFzeqX3bMtiwQX9vazu3nd1ddao3i+pSH5v3bodo40//a43R4Qq8tYde70EAFnEi42b6Pq1a5oz60NFRFzRU6VKa868T5Tn/6cDunjhghxMD25EqVjpGU2a8r5mfThdM6eHqFDhAE2fOVslSpS09Hm+QUO9O2q0Fs7/WJMnjVdAQBFNm/6hngmsbPPXB+DxmIykxsZmYVFRUcqZM6ciIyPl6clCjgDwJDDi43VrzTZFLfw62bv/XSuWUp4xveVeo6JtwyFLMwxDr776qr755huNGDFCw4cPl7Ozs71jAekmM1xrlytXTuvXr1fBggX/03HcK/VJo0QA8N9c3zvr0Z0AwAbcMti9dMUHfmuT8xx/v7FNzvNfZLAfDQAAaSf+whVdeXuqbm/eleR27ynB8uzQjHn+kWZu3LihXLlyWZ6bTCZ9/PHHOnXqlKpUqWK/YAAsTp06pbi4OHvHAAAAAGyGiWgBAFmGYTbLSEjQ3b2/6crgaTpd/tVkCwC5+nVQzqAWFACQJgzD0KeffqqAgAB98803Vtt8fHwoAAAAAACAjZlMJps8MgO++QAAZHrR63/Uxc7vPLKfU0B+5Xmnuzwa1ZSDu+sj+wMpcfXqVfXo0UPLly+XJHXt2lW//fabfHx87JwMQFJq1aold3d3e8cAAAAAbIaRAACATMV867auz/hUF7u8q3CfWgr3qfXIAkD25vVV9OwWFd77hbI3r08BAGnm22+/VdmyZS0FAElq2LAh8/4DGdj69euVN29ee8cAAABAOjOZbPNIrdmzZysgIEBubm6qVq2a9uzZk2zfunXrJjn6oGnTpqk6JyMBAAAZXsyhYzr7/Jsp7u9SroRiD/+lXG+1V85ureTk752O6fAkunXrlgYOHKh58+ZZ2ry8vDR37ly99tprdkwGIDl//fWXtm7dqsuXL8tsNlttGzlypJ1SAQAA4EmybNkyBQcHa+7cuapWrZqmT5+uRo0a6ejRo/L19U3Uf+XKlYqNjbU8v3r1qipUqJDqz50UAQAAGUrMr0cV++dJ3d13RLdWbJY56laK9837xfvyeL5aOqYDpF27dqljx44KDw+3tDVu3FgLFizg7mIgg5o/f7569uwpb29v+fv7W83dajKZKAIAAABkQRlxvv6QkBB169ZNQUFBkqS5c+dq3bp1WrhwoYYOHZqov5eXl9XzL774Qh4eHhQBAACZR+zRk7oxc6luLtuQ6n3dqpRVzt5t5VG/GtP7wGZCQ0MVFBRkuYvYw8NDISEh6t69e4a8wARwz/jx4zVhwgQNGTLE3lEAAADwhIqNjdW+ffs0bNgwS5uDg4MaNGigXbt2pegYCxYsUJs2bZQtW7ZUnZsiAADApoyEBN3etFMXOw1P9b5eI3soV592fNkKu6lXr55y5MihyMhIVa9eXaGhoSpevLi9YwF4hOvXrzNVFwAAwBPGVl8dxMTEKCYmxqrN1dVVrq7WNyxGREQoISFBfn5+Vu1+fn76888/H3mePXv26LffftOCBQtSnZEiAAAg3SVcvaGbX3yryEVfK/70hYf2NXm4ybh9V14jesjk4iyPhtXlUqygjZICD1ewYEHNmTNHp06d0uDBg+XkxKUUkBm89tpr2rRpk3r06GHvKAAAAMhiJk2apDFjxli1jRo1SqNHj07T8yxYsEDlypVT1apVU70vn1wBAOkm/tJVnS7b/JH98ozrq2xNa8u5oH/6hwJS6NSpU3rnnXc0Z84c5cyZ09Lerl07O6YC8DiKFy+uESNGaPfu3SpXrpycnZ2ttr/11lt2SgYAAID04uBgm6EAw4YNU3BwsFXbv0cBSJK3t7ccHR116dIlq/ZLly7J3//h34dER0friy++0NixYx8rI0UAAEC6MGJiH1kAyPfNbLk/W942gYAUMgxDixcvVr9+/XTz5k05Oztr8eLF9o4F4D/4+OOPlT17dv3www/64YcfrLaZTCaKAAAAAHhsSU39kxQXFxcFBgZqy5Ytat68uSTJbDZry5Yt6tOnz0P3/eqrrxQTE6MOHTo8VkaKAACANGfExetkyaaJ2j07v6Jsr9STe7XyMrk4J7EnYF+XL19W9+7dtXr1akvbtm3bdO3aNXl5edkxGYD/4uTJk/aOAAAAABvLiMsJBgcHq3PnzqpcubKqVq2q6dOnKzo6WkFBQZKkTp06KX/+/Jo0aZLVfgsWLFDz5s2VJ0+exzovRQAAwH9iGIbiT51X7PEzurXqe8WdPKuYvb9ZdzKZVPTSDyzoiwxtzZo16tatmy5fvmxp69Kli2bMmCFPT087JgOQlgzDkCT+JgEAAMDmWrdurStXrmjkyJG6ePGiKlasqA0bNlgWCz5z5owcHBys9jl69Kh27NihTZs2PfZ5KQIAAB6LER+v88376e7Phx7Zt9D+r/iyBRlWVFSUBgwYoIULF1ravL29NX/+fMsQTQCZX2hoqKZOnaq//vpLklSyZEkNGjRIHTt2tHMyAAAApIeM+j1Enz59kp3+Z9u2bYnannrqKcuNLI+LIgAAIFXiL0boTNU2Mu7EPLKvU0F/Fdz5qRzcHj03HmAP27dvV6dOnXTq1ClLW7NmzTR//nzLnRgAMr+QkBCNGDFCffr0Uc2aNSVJO3bsUI8ePRQREaEBAwbYOSEAAACQfigCAABS5O7e33SuSc9ktzsXLSDXZ0rLo341uVYqLeeiBWT61xA2IKM5dOiQpQCQPXt2zZgxQ0FBQRn2jhEAj2fmzJn66KOP1KlTJ0vbyy+/rKefflqjR4+mCAAAAJAF8bHuAYoAAIAkGQkJil77o25v/Vk3P1uXbD+HXDlUeP9XcsiRzYbpgLTRq1cvrVmzRnfu3NGSJUtUpEgRe0cCkA4uXLigGjVqJGqvUaOGLly4YIdEAAAAgO1QBAAAWLm1ZqsuvTnykf283xugnG++aoNEQNpISEjQ999/r4YNG1raTCaTli1bphw5csjR0dGO6QCkp+LFi+vLL7/U8OHDrdqXLVumEiVK2CkVAAAA0hMjvB+gCAAA0N09h3X+1f4yYmIf2df7vQHK0a6pHNyZ5x+ZR3h4uDp16qSdO3dq8+bNatCggWVbrly57BcMgE2MGTNGrVu31o8//mhZE+Cnn37Sli1b9OWXX9o5HQAAAJC+KAIAwBMs6rN1utL/vYf2cSqcV55tm8qjwbNyKVNMJmf+dCDzMAxD8+fPV3BwsKKjoyVJXbt21bFjx+Ti4mLndABspWXLlvr5558VEhKiVatWSZJKly6tPXv2qFKlSvYNBwAAgHTBSIAH+CYHAJ5QseF/P7QAkPfLafKoV9WGiYC0deHCBXXt2lXr16+3tBUtWlShoaEUAIAnUGBgoD777DN7xwAAAABsjiIAADxhYv86rb9rdEhym3/oRHm8+BzVcmR6y5cvV48ePXT16lVLW7du3TRt2jTlyJHDjskA2JKDg8Mj/6aZTCbFx8fbKBEAAABsha82HqAIAABZnPnWbV2bvECRc5Of8zjP2N7K1bONDVMB6ePGjRvq27evPv30U0ubn5+fPvnkE7300kt2TAbAHr7++utkt+3atUsffvihzGazDRMBAAAAtkcRAACyKPOt2zpZpNEj+zl451LOHq1tkAhIf926ddPy5cstz1999VXNnTtXPj4+dkwFwF5eeeWVRG1Hjx7V0KFD9c0336h9+/YaO3asHZIBAAAgvTHLwQMO9g4AAEh7scfPPLwA4Ogo3znvqujlH1Xkj2/4w4gsY9KkSfLw8JCnp6dCQ0O1fPlyCgAAJEnnz59Xt27dVK5cOcXHx+vgwYNasmSJChcubO9oAAAAQLpiJAAAZDHhPrWSbHcNLKN8K2fIwcPNxomA9BMbG2u1yG/x4sW1bNkylS9fXoUKFbJjMgAZRWRkpCZOnKiZM2eqYsWK2rJli2rVSvpvJQAAALIO7nd8gCIAAGQRhmHohG/tJLcVu7LdxmmA9BUfH6+JEyfqyy+/1J49e+Th4WHZxtz/AO6bMmWKJk+eLH9/f33++edJTg8EAAAAZHUUAQAgC4i/GKHT5Vokavf7eLSyt3jeDomA9HP06FF16tRJe/bskSQNHjxYs2bNsnMqABnR0KFD5e7uruLFi2vJkiVasmRJkv1Wrlxp42QAAABIb0x9/ABFAADIhIy4eMX+dVp3ftiryIVfK/7U+UR9il7YKpMT/5tH1mEYhubMmaNBgwbpzp07kiRHR0flyZNHhmFwgQcgkU6dOvH/BgAAADzx+HYIADIJwzAUd/SU/q7V6ZF9KQAgqzl37pyCgoK0efNmS1vJkiUVGhqqatWq2TEZgIxs8eLF9o4AAAAAO+FekAf4hggAMjDDMBR/+oLOVGmdov65gzvLa1jXdE4F2Nbnn3+uXr166caNG5a23r17a8qUKVZrAQAAAAAAgMQoAgBABmO+G6PY34/r9vd7dH3Kwof2dS5SQK5Vnlb2l+vJo2F1mRwcbJQSSH+GYahLly4KDQ21tOXLl0+LFi3SCy+8YMdkAAAAAICMjmkhH6AIAAAZQMLVGzr7Yg8ZMbFKuHDlkf19PhiiHO2b8gcNWZrJZFKZMmUsz9u0aaPZs2fLy8vLjqkAAAAAAMhcKAIAgB0ZhqETvrVT1Ddb0zry+2Q0c/3jiTJw4EDt3LlTbdu2VZs2bewdBwAAAACQSXDf5AN8kwQAdnLz6+90ufuYZLe7160iJ788yjWgk1yKFbRhMsA+du/erb1796pv376WNkdHR61evdqOqQAAAAAAyNwoAgCADZlv3dbJIo2S3Z57yBvK1aedHNxcbZgKsK/Y2FiNGzdOEydOlCQFBgaqRo0adk4FAAAAAMjMmEL5AYoAAGAD5jsxutL/Pd1a+V2yfYpe/pE/UHjiHDlyRB07dtT+/fstbbNmzaIIAAAAAABAGqEIAADpyDCbdbHjMN3etDPZPoV+/lzORQvYMBVgf2azWR9++KGGDh2qmJgYSZKTk5NGjRqloUOH2jkdAAAAACCz4z7LBygCAEA6MN+J0blG3RX7x4kktzuXLKxCP31q41RAxnDmzBl16dJFW7dutbSVLl1aYWFhCgwMtGMyAAAAAACyHooAAJCGDMNQ1KJVihgSkuR2p4D8KrQjVCZXFxsnA+zPMAyFhYWpb9++ioqKsrT3799fEydOlLu7ux3TAQAAAACyEqZcfoAiAACkAcMwFP3NNl16c2SS203urip8+Gs55sxh22BABhIfH68PPvjAUgAoWLCgFi9erPr169s5GQAAAAAAWRdFAAD4DxKuRSpq8WpdmzQ/2T4s+Avc4+zsrLCwMFWuXFmvv/66PvzwQ+XKlcvesQAAAAAAWRBfxTxAEQAAHkPC1Rs6VarZQ/sU+HGJXEsXtVEiIOO5efOmrly5oqJFH/x3ULZsWf3+++8qVqyYHZMBAAAAAPDkcLB3AADIbG5v3/fQAoD/51NV7Mp2CgB4ou3YsUMVKlRQ8+bNFRMTY7WNAgAAAAAAIL2ZTCabPDIDigAAkELXJn2icJ9auvBq/0Tbsr/aQHmXf6Cil39UtgbP2j4ckEHExMRo6NChql27tk6ePKnDhw9r7Nix9o4FAAAAAMATi+mAAOAR7uw8qPOv9E1ym8nDXUVPb7JxIiBjOnz4sDp06KBDhw5Z2mrWrKk333zTjqkAAAAAAE+iTHKTvk0wEgAAkmDExCri3Q8V7lMr2QJA3uUfUAAAJCUkJGjq1KmqXLmypQDg7Oys9957Tz/88IPVmgAAAAAAAMC2GAkAAP9ye9teXXgtONnthX5ZJufC+WyYCMi4Tp48qc6dO2v79u2WtnLlyiksLEwVKlSwYzIAAAAAwJMss8zXbwsUAQDgH25+/Z0udx+T5Db/z6cy3z/wDzdu3NAzzzyjGzduSLp3gTVw4ECNGzdOrq6u9g0HAAAAAAAkUQQAAEmSYRj6u1o7xZ08a9Vu8nBToT1fyMkvj52SARlXrly51LdvX40bN04BAQFasmSJateube9YAAAAAAAwEuAfKAIAeKIZCQmKnL9CV0fMTLQtz9jeytWzjR1SARmXYRhWF1IjRoyQs7Oz+vXrJ09PTzsmAwAAAAAASaEIAOCJFX/hik6XfzXJbQV3fiqXEoVtnAjIuCIjI9WvXz+VLFlSw4cPt7Q7OztrxIgRdkwGAAAAAEBiDAR4gCIAgCeO+dZtnSzSKMltrlXKyu+jESz8C/zDtm3b1LlzZ505c0ZOTk5q3LixKlWqZO9YAAAAAAAgBSgCAMjybm/5WRe7jpRx67bk4CCZzUn2K7BlgVzLl7RxOiDjunv3rt555x2FhIRY2tzd3XXmzBmKAAAAAACADI01AR6gCAAgS7sy8H1FLVn9oCGJAoDXsG7KHdzJhqmAjO/AgQPq0KGDjhw5YmmrW7euFi9erMKFmSoLAAAAAIDMgiIAgCwp7uwlnanUKtntjj655V67svzmjrRhKiDji4+P1+TJkzV69GjFx8dLklxdXTVx4kT1799fDg4Odk4IAAAAAMCjMRDgAYoAALIUwzAUMWy6ohasTLTN7+PRyvZKPZn4EhNI0vnz59WqVSvt2rXL0laxYkWFhYWpbNmydkwGAAAAAAAeF0UAAFlGQtQtnSrWOMltBX8Kk0vJANsGAjKZ3Llz6/r165IkBwcHDR06VKNGjZKLi4udkwEAAAAAkDqsCfAARQAAmd7lvhN184tvk9zm9U535XqrPXf/Ayng7u6usLAwdezYUQsWLFCNGjXsHQkAAAAAgMdCDeABigAAMiXzzWhFjJqtm2HfJNun8K8r5JTP14apgMzlq6++Uvny5fXUU09Z2ipXrqzffvtNjo6OdkwGAAAAAADSyn+6Nfbu3btplQMAUiQh8qbCfWrpZNEXky0A5GjTWEUv/0gBAEjG9evX1b59e73++uvq1KmTZQHg+ygAAAAAAAAyOweTySaP1Jo9e7YCAgLk5uamatWqac+ePQ/tf+PGDfXu3Vt58+aVq6urSpYsqfXr16fuvUhtSLPZrHHjxil//vzKnj27Tpw4IUkaMWKEFixYkNrDAcAjGYahuwf/VLhPLZ0q3iTZfgHh36rYle3ynTmced+AZHz33XcqV66cli5dKknas2ePvv76azunAgAAAAAg61u2bJmCg4M1atQo7d+/XxUqVFCjRo10+fLlJPvHxsaqYcOGOnXqlJYvX66jR49q/vz5yp8/f6rOm+oiwPjx47V48WJNmTLFaqHAsmXL6pNPPknt4QAgSXEnzurWqu915e2pOuFbW+cadkuyX7amtVVwe6iKXdkuR8/sNk4JZB63b9/WW2+9pYYNG+rcuXOSpFy5cumzzz5Tq1at7JwOAAAAAIC0ZTLZ5pEaISEh6tatm4KCglSmTBnNnTtXHh4eWrhwYZL9Fy5cqGvXrmnVqlWqWbOmAgICVKdOHVWoUCFV5031mgChoaH6+OOP9fzzz6tHjx6W9goVKujPP/9M7eEAwMqVwdMUtWjVI/s5Fc6rwr98mf6BgCxg79696tixo44ePWppa9CggRYtWqQCBQrYMRkAAAAAAE+G2NhY7du3T8OGDbO0OTg4qEGDBtq1a1eS+6xZs0bVq1dX7969tXr1avn4+Khdu3YaMmRIqqbyTXUR4Ny5cypevHiidrPZrLi4uNQeDgAszr/aT3e2739oH58Phsizw0s2SgRkbnFxcZowYYLGjx+vhIQESZKbm5umTJmi3r17y8HhPy0NBAAAAABAhmWrqaJjYmIUExNj1ebq6ipXV1ertoiICCUkJMjPz8+q3c/PL9mb60+cOKHvv/9e7du31/r163X8+HH16tVLcXFxGjVqVIozproIUKZMGW3fvl2FCxe2al++fLkqVaqU2sMBeMIZZrNi9v+h6G+3J1kA8BraVea7Mcr5Rgs55fWxQ0Ig89q3b5/Gjh0rwzAkSVWqVFFoaKhKlSpl52QAAAAAAGQNkyZN0pgxY6zaRo0apdGjR//nY5vNZvn6+urjjz+Wo6OjAgMDde7cOU2dOjV9iwAjR45U586dde7cOZnNZq1cuVJHjx5VaGio1q5dm9rDAXiCxZ0+rzOVWye5LSD8W+b4B/6jZ599VgMGDNCMGTM0YsQIDR8+XM7OzvaOBQAAAABAunOwzUAADRs2TMHBwVZt/x4FIEne3t5ydHTUpUuXrNovXbokf3//JI+dN29eOTs7W039U7p0aV28eFGxsbFWa/Y+TKrnAXjllVf0zTff6LvvvlO2bNk0cuRI/fHHH/rmm2/UsGHD1B4OwBMq4XpUsgWAvF9OowAAPIaLFy/KbDZbtU2YMEF79uzRqFGjKAAAAAAAAJDGXF1d5enpafVIqgjg4uKiwMBAbdmyxdJmNpu1ZcsWVa9ePclj16xZU8ePH7f6rH/s2DHlzZs3xQUA6TGKAJJUq1Ytbd68WZcvX9bt27e1Y8cOvfDCC49zKABPIMNs1qmSTRO15+rbToV+/lwe9araIRWQeRmGoc8++0ylSpXSzJkzrba5ubnpmWeesVMyAAAAAADsw2Qy2eSRGsHBwZo/f76WLFmiP/74Qz179lR0dLSCgoIkSZ06dbJaOLhnz566du2a+vXrp2PHjmndunWaOHGievfunarzpno6oKJFi2rv3r3KkyePVfuNGzf0zDPP6MSJE6k9JIAszoiP1/X3F+vOrl/lkCObbm/8yWq7o09uBRxZY6d0QOZ29epV9ejRQ8uXL5ckDR06VC+88IJKly5t52QAAAAAAOCfWrdurStXrmjkyJG6ePGiKlasqA0bNlgWCz5z5owcHB7ct1+wYEFt3LhRAwYMUPny5ZU/f37169dPQ4YMSdV5U10EOHXqlBISEhK1x8TE6Ny5c6k9HIAs7taq73Wp28MXKqEAADye9evX680339TFixctbS1btlTevHntmAoAAAAAAPtL5U36NtOnTx/16dMnyW3btm1L1Fa9enXt3r37P50zxUWANWsefEm3ceNG5cyZ0/I8ISFBW7ZsUUBAQKoDzJ49W1OnTtXFixdVoUIFzZw5U1WrJj8VyI0bN/TOO+9o5cqVunbtmgoXLqzp06erSZMmqT43gPSVcOPmQwsATgX8VGj/VzZMBGQNt27d0sCBAzVv3jxLm5eXl+bOnavXXnvNjskAAAAAAEBGk+IiQPPmzSXdm0upc+fOVtucnZ0VEBCgadOmperky5YtU3BwsObOnatq1app+vTpatSokY4ePSpfX99E/WNjY9WwYUP5+vpq+fLlyp8/v06fPq1cuXKl6rwA0t+dHft1vkW/RO3+n0+VU35fOQfkl4N74kVSADzczp071alTJ4WHh1vaGjdurAULFjACAAAAAACA/2dSBh0KYAcpLgLcX4G4SJEi2rt3r7y9vf/zyUNCQtStWzfLwgdz587VunXrtHDhQg0dOjRR/4ULF+ratWvauXOnnJ2dJemxRh8ASB9GQoJOFn1Rxu27ibblHhQkr8Fv2CEVkHWsWrVKLVu2tPxN9vDwUEhIiLp3757qxYgAAAAAAMCTweHRXaydPHkyTQoAsbGx2rdvnxo0aPAgjIODGjRooF27diW5z5o1a1S9enX17t1bfn5+Klu2rCZOnJjkGgUAbOfOz4cU7lNLJ/zrJlkAkKRcfdvbOBWQ9Tz//PMqXLiwpHtzAv7666/63//+RwEAAAAAAIB/cTDZ5pEZpHphYEmKjo7WDz/8oDNnzig2NtZq21tvvZWiY0RERCghIcGy8vF9fn5++vPPP5Pc58SJE/r+++/Vvn17rV+/XsePH1evXr0UFxenUaOSnnc8JiZGMTExludRUVEpygfg0YyEBEUM+UBRS1Yn28d/yQRla1LbhqmArCtHjhxasmSJtm/frsGDB8vJ6bH+jAMAAAAAgCdIqr89OHDggJo0aaLbt28rOjpaXl5eioiIkIeHh3x9fVNcBHgcZrNZvr6++vjjj+Xo6KjAwECdO3dOU6dOTbYIMGnSJI0ZMybdMgFPqtvb9urCa8FJbnMq4KdCvyyTydHRxqmArOPUqVPq27evZs6caTX1Xa1atVSrVi37BQMAAAAAIBNg1PwDqZ4OaMCAAWrWrJmuX78ud3d37d69W6dPn1ZgYKDef//9FB/H29tbjo6OunTpklX7pUuX5O/vn+Q+efPmVcmSJeX4jy8WS5curYsXLyYakXDfsGHDFBkZaXn8/fffKc4IILGYP04o3KdWkgUA7/cHqtiV7Sp8YDkFAOAxGYahRYsWqXz58lq7dq26dOliWQMAAAAAAAAgtVJdBDh48KDefvttOTg4yNHRUTExMSpYsKCmTJmi4cOHp/g4Li4uCgwM1JYtWyxtZrNZW7ZsUfXq1ZPcp2bNmjp+/LjVlyHHjh1T3rx55eLikuQ+rq6u8vT0tHoAeDyxx07pbO3OidodPLOr8OGvlbPzK3ZIBWQdly9fVosWLfTGG2/o5s2bku6NCKCADQAAAABA6phMtnlkBqkuAjg7O8vB4d5uvr6+OnPmjCQpZ86cqf6SIjg4WPPnz9eSJUv0xx9/qGfPnoqOjlZQUJAkqVOnTho2bJilf8+ePXXt2jX169dPx44d07p16zRx4kT17t07tS8DQCrd+nqL/q7ZMVG734KxKhL+rZz8//uC4cCTbPXq1SpbtqxWr36wxkaXLl106NAhy2LAAAAAAAAAqZXqNQEqVaqkvXv3qkSJEqpTp45GjhypiIgIhYWFqWzZsqk6VuvWrXXlyhWNHDlSFy9eVMWKFbVhwwbLYsFnzpyxFBwkqWDBgtq4caMGDBig8uXLK3/+/OrXr5+GDBmS2pcBIBVOPf2KEi5fs2rzaPyc8oZOslMiIOuIiorSgAEDtHDhQkubt7e35s+fr+bNm9svGAAAAAAAmZhDZrlN3wZMhmEYqdnhl19+0c2bN1WvXj1dvnxZnTp10s6dO1WiRAktWLBAFStWTKeoaSMqKko5c+ZUZGQkUwMBD2EYhm4t36TLvcYn2ubzwRB5dnjJDqmArOWnn35Shw4ddOrUKUtbs2bNNH/+fEtBHAAykyfpWtu9Uh97RwAASdL1vbPsHQEAJEluqb7dPH29umCfTc6z8s1Am5znv0j1j6Zy5cqWf/f19dWGDRvSNBAA+zPfvquThRsmuc1v/hhlb17fxomArCkqKspSAMiePbtmzJihoKAgmbhbAQAAAACA/4SP1g+kWX1m//79GjlypNauXZtWhwRgQ4Zh6HT5V5VwMSLZPkVOb5aDh5sNUwFZW+PGjfW///1PR44c0ZIlS1SkSBF7RwIAAAAAAFlMqhYG3rhxowYOHKjhw4frxIkTkqQ///xTzZs3V5UqVWQ2m9MlJID0Ff3tdp3wrZ1sAaDg9lAVu7KdAgDwHyQkJGjZsmX69yx806dP19atWykAAAAAAACQhkwmk00emUGKRwIsWLBA3bp1k5eXl65fv65PPvlEISEh6tu3r1q3bq3ffvtNpUuXTs+sANLB+Zb9defHpOdIy/ZyPfkvGGvjREDWEx4ebllD5+bNm+ratatlm5sbxTUAAAAAAJB+UlwEmDFjhiZPnqxBgwZpxYoVeu211zRnzhwdPnxYBQoUSM+MANLJiSKNZNy6nai96KUfZHJI1UAhAEkwDEPz589XcHCwoqOjJUlvv/22XnvtNeXMmdPO6QAAAAAAyLoyyU36NpHiIkB4eLhee+01SdKrr74qJycnTZ06lQIAkMkYCQk627CbYg//lWhb3pXT5VEr469oDmQGFy9eVNeuXbVu3TpLW9GiRRUaGkoBAAAAAAAA2EyKiwB37tyRh4eHpHvzKbm6uipv3rzpFgxA2ov59ajONuia5LZCe76Qc5H8Nk4EZE3Lly9Xjx49dPXqVUtbt27dFBISouzZs9sxGQAAAAAATwYHhgJYpLgIIEmffPKJ5cuL+Ph4LV68WN7e3lZ93nrrrbRLByBNGLFxujp+niI/Wpbkdqb/AdLGjRs31LdvX3366aeWNj8/Py1YsEBNmza1YzIAAAAAAPCkSnERoFChQpo/f77lub+/v8LCwqz6mEwmigBABnPnpwM63zzp/y4Dwr+Voyd3JQNpZeTIkVYFgJYtW2ru3LmJCuYAAAAAACB9MQ7ggRQXAU6dOpWOMQCkB/Ot20kWAPKM7a1cPdvYIRGQtY0ePVorVqzQrVu3NGvWLHXo0EEmhh8CAAAAAAA7StV0QAAyl5NFGlk9dy5ZWHmXTpFz4Xx2SgRkLbdu3bKa49/Ly0srVqxQvnz5VKhQITsmAwAAAADgycZNeQ8wCTiQBcVfuqpwn1pWbU75fVXop08pAABpID4+XmPHjlXx4sV14cIFq23PPvssBQAAAAAAAJBhMBIAyELiTp7TmapJT/NT+OAKG6cBsqZjx46pY8eO2rNnjyTpzTff1Lp167jDAAAAAACADMSBj+kWFAGATMwwmxX58Ve6OmLWQ/sVPrLGRomArMswDM2ZM0eDBg3SnTt3JEmOjo6qXLmyEhIS5OTEn1QAAAAAAJDx8I0FkEklXL2hU6WaPbRPzp6t5T22j40SAVnXuXPnFBQUpM2bN1vaSpQoobCwMFWrVs2OyQAAAAAAQFIYsf/AY60JEB4ernfffVdt27bV5cuXJUnffvutfv/99zQNByAxw2xW9PofH1oAyDP+LRW7sp0CAJAGPv/8c5UtW9aqANC7d28dOHCAAgAAAAAAAMjwUj0S4IcfflDjxo1Vs2ZN/fjjj5owYYJ8fX3166+/asGCBVq+fHl65AQg6e6ewzrXtFeS2wof/lpO/t42TgRkbb1799acOXMsz/Ply6dFixbphRdesGMqAAAAAADwKAwEeCDVIwGGDh2q8ePHa/PmzXJxcbG0169fX7t3707TcADuib8YoXCfWkkWAHK0aaxiV7ZTAADSQf369S3/3qZNGx0+fJgCAAAAAAAAyFRSPRLg8OHDWrp0aaJ2X19fRUREpEkoAA/EnbmgM4GvJ7kt35pZcq9ewcaJgCdHy5Yt1adPH9WsWVNt2rSxdxwAAAAAAJBCrAnwQKpHAuTKlUsXLlxI1H7gwAHlz58/TUIBuCfu5LkkCwA+M4er2JXtFACANPTzzz9ryJAhidpnzpxJAQAAAAAAAGRaqR4J0KZNGw0ZMkRfffWVTCaTzGazfvrpJw0cOFCdOnVKj4zAEyncp1aS7cWubLdxEiBri4uL09ixYzVx4kSZzWZVrFhRbdu2tXcsAHjirFmzJsV9X3755XRMAgAAgKzAgYEAFqkuAkycOFG9e/dWwYIFlZCQoDJlyighIUHt2rXTu+++mx4ZgSdOUgUAk4e7ip7eZIc0QNZ15MgRdezYUfv377e0hYaGqk2bNgwbBAAba968eYr6mUwmJSQkpG8YAAAAIAtJ9XRALi4umj9/vsLDw7V27Vp9+umn+vPPPxUWFiZHR8f0yAg8EQzDUFTYmiQLAF6jelIAANKQ2WzWBx98oGeeecZSAHByctK4ceP0zTffUAAAADswm80pelAAAAAAQEqYTCabPDKDVI8E2LFjh5577jkVKlRIhQoVSo9MwBMn/vI1nX76lSS3Fb24TSYKbECaOXPmjLp06aKtW7da2kqXLq2wsDAFBgbaMRkAAAAAAEDaS3URoH79+sqfP7/atm2rDh06qEyZMumRC3hi3N33u8692CPJbQHh31IAANKIYRgKCwtT3759FRUVZWnv37+/Jk6cKHd3dzumAwD8W3R0tH744QedOXNGsbGxVtveeustO6UCAABAZpE57tG3jVQXAc6fP68vvvhCn3/+ud577z2VL19e7du3V9u2bVWgQIH0yAhkWRHDpivykxWJ2vOv/0huVcraIRGQta1YscJSAChYsKAWL16s+vXr2zkVAODfDhw4oCZNmuj27duKjo6Wl5eXIiIi5OHhIV9fX4oAAAAAQCqkek0Ab29v9enTRz/99JPCw8P12muvacmSJQoICOCLFCCF4i9GKNynVqICgENuTxW99AMFACAdmEwmffzxx/Lx8VHHjh116NAh/m4BQAY1YMAANWvWTNevX5e7u7t2796t06dPKzAwUO+//7694wEAACATcDCZbPLIDFJdBPinIkWKaOjQoXrvvfdUrlw5/fDDD2mVC8iSjIQERW/epdPlWiTa5h82SUWOrZPJ4T/9Zwng/926dUsHDhywavPz89OhQ4cUGhqqXLly2ScYAOCRDh48qLffflsODg5ydHRUTEyMChYsqClTpmj48OH2jgcAAABkKo/9beNPP/2kXr16KW/evGrXrp3Kli2rdevWpWU2IEu5NnmBTvjX1cV2gxNtC/hjjbK9+JwdUgFZ044dO1ShQgU1btxYERERVtv8/f3tlAoAkFLOzs5y+P8bI3x9fXXmzBlJUs6cOfX333/bMxoAAAAyCZPJNo/MINVrAgwbNkxffPGFzp8/r4YNG2rGjBl65ZVX5OHhkR75gEzLfPuuzjd/Sw6e2XTnh1+S7ONer6ryfTnNxsmArCsmJkajRo3SlClTZBiGpHtTSoSFhdk5GQAgNSpVqqS9e/eqRIkSqlOnjkaOHKmIiAiFhYWpbFmmTQQAAABSI9VFgB9//FGDBg3S66+/Lm9v7/TIBGQJJws3TH6jk6P85o5StmZ1bBcIyOIOHz6sDh066NChQ5a2mjVravTo0fYLBQB4LBMnTtTNmzclSRMmTFCnTp3Us2dPlShRQgsXLrRzOgAAAGQGpsxym74NpLoI8NNPP6VHDiBLublsQ7LbAv5YI0fv3DZMA2RtCQkJCgkJ0bvvvqvY2FhJ96aRGDt2rAYNGiRHR0c7JwQApFblypUt/+7r66sNG5K/tgIAAADwcCkqAqxZs0aNGzeWs7Oz1qxZ89C+L7/8cpoEAzKrhMibutxnglVbkZMbJZNJDtnc7ZQKyJpOnjypzp07a/v27Za2smXLKiwsTBUrVrRfMAAAAAAAYFcMBHggRUWA5s2b6+LFi/L19VXz5s2T7WcymZSQkJBW2YBM58a8r3T13Q+t2vJvni+H7KyZAaS12NhY1apVS+fOnZN072/QwIEDNW7cOLm6uto5HQDgvyhSpMhDh2+fOHHChmkAAACAzC1FRQCz2ZzkvwN44M5PBxIVAOToKLeKpewTCMjiXFxcNGHCBHXp0kUBAQFasmSJateube9YAIA00L9/f6vncXFxOnDggDZs2KBBgwbZJxQAAAAyFQeGAlikek2A0NBQtW7dOtFdlrGxsfriiy/UqVOnNAsHZBbxFyN0vvlbVm052jaR74fD7JQIyJoSEhKs5vjv1KmToqOj1aFDB3l6etoxGQAgLfXr1y/J9tmzZ+uXX36xcRoAAAAg7cyePVtTp07VxYsXVaFCBc2cOVNVq1ZNsu/ixYsVFBRk1ebq6qq7d++m6pwOqQ0ZFBSkyMjIRO03b95MFAh4Upwu18Lqee6hb1IAANJQZGSkunTpou7du1u1m0wm9erViwIAADwhGjdurBUrVtg7BgAAADIBk8k2j9RYtmyZgoODNWrUKO3fv18VKlRQo0aNdPny5WT38fT01IULFyyP06dPp/q9SHURwDCMJOfnPHv2rHLmzJnqAEBmFnf2ksJ9alm1eTSqKa+3u9gnEJAFbdu2TeXLl9eSJUu0cOFCrV692t6RAAB2snz5cnl5edk7BgAAAPBYQkJC1K1bNwUFBalMmTKaO3euPDw8tHDhwmT3MZlM8vf3tzz8/PxSfd4UTwdUqVIlmUwmmUwmPf/883JyerBrQkKCTp48qRdffDHVAYDMyjAMnanUKlG7f+hEO6QBsp67d+/qnXfeUUhIiKUtR44cqR7yBgDIfO5/9rjPMAxdvHhRV65c0Zw5c+yYDAAAAJlFUjey21NsbKz27dunYcMezB7i4OCgBg0aaNeuXcnud+vWLRUuXFhms1nPPPOMJk6cqKeffjpV505xEaB58+aSpIMHD6pRo0bKnj27ZZuLi4sCAgLUsmXLVJ0cyKzu7jmsc017JWov/OsKmRxSPcAGwL8cOHBAHTp00JEjRyxtderU0eLFixUQEGC/YAAAm3jllVesPrQ5ODjIx8dHdevWValSpeyYDAAAALAWExOjmJgYqzZXV9dEa+pGREQoISEh0Z38fn5++vPPP5M89lNPPaWFCxeqfPnyioyM1Pvvv68aNWro999/V4ECBVKcMcVFgFGjRkmSAgIC1Lp1a7m5uaX4JEBWYr4ZnWQBoNiV7XZIA2Qt8fHxmjx5skaPHq34+HhJ9/5wTpw4Uf3795cDRTYAeCKMHj3a3hEeKW+9JvaOAACSpAOnbtg7AgBIkqoXz2XvCFZs9Q3CpEmTNGbMGKu2UaNGpck1bfXq1VW9enXL8xo1aqh06dKaN2+exo0bl+LjpLgIcF/nzp1TuwuQpZyp3t7quVOhvCqwcZ6d0gBZx7Vr19S0aVPt3r3b0laxYkWFhYWpbNmydkwGALA1R0dHXbhwQb6+vlbtV69ela+vrxISEuyUDAAAAJmFraYDGjZsmIKDg63a/j0KQJK8vb3l6OioS5cuWbVfunRJ/v7+KTqXs7OzKlWqpOPHj6cqY4oKIl5eXoqIiJAk5c6dW15eXsk+gKzIMAz9XbeLwn1qKeHSVUu7S7kSKrzvSzl657ZjOiBryJUrl2WqOQcHBw0fPlw///wzBQAAeAIZhpFke0xMjFxcXGycBgAAAEieq6urPD09rR5JFQFcXFwUGBioLVu2WNrMZrO2bNlidbf/wyQkJOjw4cPKmzdvqjKmaCTABx98oBw5clj+PaMtqgCktwst+yv29/BE7fnXf2SHNEDW5ODgoIULF+rVV1/VjBkzVKNGDXtHAgDY2Icffijp3l1bn3zyidU6ZAkJCfrxxx9ZEwAAAAAp4pABv8IODg5W586dVblyZVWtWlXTp09XdHS0goKCJEmdOnVS/vz5NWnSJEnS2LFj9eyzz6p48eK6ceOGpk6dqtOnT6tr166pOm+KigD/nAKoS5cuqToBkJkZhqETvrWT3FZo/1dycEtc1cP/tXff8TWe/x/H3yc7JIKGWNHYo0aKUtSmdGjRorZQVasqtKW1ldijpVapXUpLtUZrtqgvilg1au9diSRknfv3R3+OniY0IcmdE69nH/fjce7r3ON98r3le+d87uu6gKRZunSpcubMqRo1atja/P39tXPnTorNAPCEmjBhgqS/78GmTZsmZ2dn23tubm4KCAjQtGnTzIoHAAAAPJbmzZvr2rVrGjhwoC5fvqzAwECtXbvWNlnw2bNn7eZD/Ouvv9SpUyddvnxZ2bJlU/ny5fXbb7+pZMmSyTqvxXhQX9sH2LNnj1xdXVW6dGlJ0vfff6+vvvpKJUuW1ODBg9N999zw8HD5+PgoLCxMWbJkMTsO0rHofUd1vm7CqlqBc+v58h94DH/99Ze6d++uRYsWyd/fXwcOHJCPj4/ZsQAAKSCl7rVr1aql7777Ttmypd8hFwsGrzY7AgBIkhZ2pQctgPQhvU0MHLzySJqcZ/xr6b+narInSe7cubOOHTsmSTp58qSaN2+uTJkyaenSpfrwww9TPCBgBmvknUQLAP5b51EAAB7D+vXrVbp0aS1atEiSdO7cOS1cuNDkVACA9GbTpk3pugAAAAAAOJJkFwGOHTumwMBASX8P5VCjRg0tWrRIc+bM0bfffpvS+YA0F7Vxh04FvGjf6OSkgld/lVuxAuaEAhxcVFSU3nvvPdWrV08XLlyQJPn4+GjBggXq0qWLyekAAOnNG2+8oVGjRiVoHz16tJo2bWpCIgAAADgai8WSJosjSHYRwDAMWa1WSX8/0fnyyy9L+nsc5+vXr6dsOiCNxZ69pEvN+9i1ZXqxigpd+cVh/lED6c2uXbtUrlw5ff7557a2OnXq6MCBA2rVqhX/tgAACfz666+2vzP+6aWXXtKvv/5qQiIAAADAcSVpYuB/qlChgj799FPVrVtXv/zyi6ZOnSpJOnXqlG0CA8DRPGgC4CztX1eOMX0S2QPAf4mNjdXw4cP16aefKj4+XpLk4eGh0aNHq1u3bnYT3QAA8E8RERGJzjXm6uqq8PBwExIBAADA0TjxzKFNsr+BmThxovbs2aPu3bvrk08+UeHChSVJy5YtU5UqTEYDx2PExCZaAPANeZ8CAPAYzp07pzFjxtgKABUqVNDevXvVo0cPCgAAgIcqXbq0lixZkqB98eLFKlmypAmJAAA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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:26:52,076 INFO: === Dataset: j ===\n", "2025-04-25 19:26:55,040 INFO:Total samples: 6000\n", "2025-04-25 19:27:19,483 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:27:19,553 INFO: === Dataset: k ===\n", "2025-04-25 19:27:22,076 INFO:Total samples: 6000\n", "2025-04-25 19:27:46,017 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:27:46,088 INFO: === Dataset: l ===\n", "2025-04-25 19:27:54,090 INFO:Total samples: 18911\n", "2025-04-25 19:29:06,095 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:29:06,167 INFO:Model ViT evaluation completed in 375.31 seconds.\n", "2025-04-25 19:29:06,167 INFO:\n", "=== Evaluating MLP-Mixer on Test Datasets ===\n", "/tmp/ipykernel_7319/1849592376.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", "2025-04-25 19:29:06,251 INFO:Loaded model weights from MLP-Mixer_best.pth\n", "2025-04-25 19:29:06,251 INFO: === Dataset: a ===\n", "2025-04-25 19:29:07,586 INFO:Total samples: 3181\n", "2025-04-25 19:29:16,703 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:29:16,772 INFO: === Dataset: b ===\n", "2025-04-25 19:29:18,097 INFO:Total samples: 3181\n", "2025-04-25 19:29:26,941 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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TDEnG119/neLxzp07Z0gymjVrZhiGYUycOPGe+9zLq6++akgyzp8/n6rtk3uNDSPxtSlatKjtvvV99PT0NE6fPm237WeffWZIMvbv3283Xrp0aePZZ5+13R8+fLiRJ08e4+DBg3bb9evXz3B2djaOHz+eYpynT582XF1djeeff96Ij4+3jU+ePNmQZMyaNcvuOUkyIiIibGOxsbGGv7+/0bx58xTPYZUnTx4jODg4yXiHDh2MQoUKGdHR0XbjrVu3Nry8vGz/zL3yyivGk08+eddzjB071pBkHD169J7xxMXFGb6+vkaFChWM2NhY2/j06dMNSXbv382bN+22MQzDOH/+vOHn52e88cYbtrEzZ84YkozBgwcnOZ/1edxuwYIFhiRjw4YNtjEvL6+7/rsjISHBePTRR42GDRsaCQkJdscvVqyY8dxzz9nG0vJ6GMat93j8+PG2sdjYWKNChQqGr6+vERcXl6rjAACQEbg2z/hr84sXLxqSjFdeeeWe2xqGYezdu9eQZHTs2NFuvHfv3oYk46effrKNFS1aNMl1z+nTpw03Nzfjvffes43d/lre7s7raKvBgwcbt/+08/HHHxuSjDNnzqQYt/Ucs2fPto1Zr3fOnj1rG/v1118NJycnIygoKMn5br8GNIzE7wsPPfRQiue8/XlYPwMtWrQw6tevbxiGYcTHxxv+/v7G0KFDk30Nrl+/bne9bn0ebm5uxrBhw2xjO3bsSPLcrKzXetOmTUv2sbR+DlOybNky2363a9GihWGxWIxDhw7ZxiQZrq6udmO//vqrIcmYNGnSXc+zbt06Q5JRpEgRIyYmxjb+5ZdfGpKMiRMn3jNWADkHKwEApErLli117do1ffvtt7p06ZK+/fbbdFlu/Ndff6lgwYIqWLCgSpUqpUmTJqlx48ZpmnX75JNPqly5crbZUPPnz9crr7yi3Llzp/oYzz//vDp37qxhw4apWbNmcnd312effWZ7fPXq1bpw4YLatGmj6Oho283Z2VlVq1a1K4ti9fbbb6f6/JLUoEEDFSxYUAEBAWrRooXy5MmjFStW6OGHH7Ztc+nSJUlSvnz5UjyO9bGYmBi7/7/bPveSHse4m+bNmyeZod2sWTPlypVLixYtso399ttv+uOPP9SqVSvb2OLFi1WrVi3lz5/f7r1p0KCB4uPjtWHDhhTPu2bNGsXFxalHjx5ycrr1n8ROnTrJ09MzSb3XvHnz2tXJdXV1VZUqVXTkyJH7et6GYWjp0qVq0qSJDMOwi79hw4a6ePGirQyOt7e3/ve//2nHjh33da477dy5U6dPn9Zbb71lVwM1JCREXl5edts6OzvbtklISNC5c+d08+ZNVa5cOUmZnpR4eHjY/r5+/bqio6P1zDPPSJLdMby9vbVt27YUl1jv3bvXtkz87NmzttfrypUrql+/vjZs2JDqMlDJyZUrl22VhpT4Hnfu3FmnT5/Wrl277vu4AACkJ67NM+baPK3XvN99950kJZnd/d5770lSkmvJ0qVL20p+SokrKR9//PH7vpZMjnXFxvLly1N9TfTff/9p7969CgkJsSvZVK5cOT333HO253m7t956y+5+rVq1dPbsWdtrmBpt27bV+vXrFRUVpZ9++klRUVEpfo7d3Nxs1+vx8fE6e/asrdRRaq9HrccJDQ1N1bb3+hym5LvvvpOzs7O6d+9uN/7ee+/JMIwkq4gbNGigEiVK2O6XK1dOnp6eqf5cBAUF2X1mW7RooUKFCiX7vgHIuWgMDCBVChYsqAYNGmj+/Pm6evWq4uPj1aJFiwc+bmBgoGbMmGFrTvXoo4/K19fX9viZM2dsyy+lxB9h8+bNm+Q4bdu21fjx49WzZ09t3rzZruZlao0bN07Lly/X3r17NX/+fLs4/v77b0nSs88+m+y+np6edvdz5cpl9+N9akyZMkWPPfaYLl68qFmzZmnDhg1yc3Oz28Z6cWdNBiTnzkSBNba77XMvtx8jI5qUFStWLMlYgQIFVL9+fX355ZcaPny4pMRSQLly5bKVmJES35t9+/alWObl9OnTKZ73n3/+kSQ9/vjjduOurq4qXry47XGrhx9+OEnN1fz582vfvn13eXYpO3PmjC5cuKDp06dr+vTpyW5jjb9v375as2aNqlSpopIlS+r5559X27ZtVaNGjfs6t/W5Pfroo3bjLi4uKl68eJLt586dq/Hjx+uvv/6yK5OU3HuXnHPnzmno0KFauHBhkvfk4sWLtr/HjBmj4OBgBQQEqFKlSnrxxRcVFBRki8n6z2JwcHCK57p48aJdGa20KFy4cJJGgY899pikxBJd1sQFAABm4to8Y67N03rd/M8//8jJyUklS5a0G/f395e3t3eSa8lHHnkkyTHy58+v8+fPp+p8qdGqVSt9/vnn6tixo/r166f69eurWbNmatGihd2klzufh5T0mlhKLLHzww8/JGmmfOdzsV57nT9/PsnrnxJrj4ZFixZp7969evrpp1WyZMlkyw8lJCRo4sSJmjp1qo4ePWr3OXzooYdSdT5JKlKkSJqaAN/tc5iSf/75R4ULF06STCpVqpTt8ds96Ofizut5i8WS4usIIOciCQAg1dq2batOnTopKipKjRo1Spcfg/PkyaMGDRqk+PjTTz9td5E0ePBgW6PR27Vp00b9+/dXp06d9NBDD+n5559Pcyx79uyx/Ti5f/9+Wz1xSbZZNJGRkfL390+y7531+W+fqZJaVapUUeXKlSVJTZs2Vc2aNdW2bVsdOHDA9uXKeuG4b98+NW3aNNnjWH+QLl26tCTpiSeesD2nlPa5l9uPcfvspZRYLJYkTa8k2V2s3+72WeK3a926tUJDQ7V3715VqFBBX375perXr68CBQrYtklISNBzzz2n999/P9ljWH/ATQ8p9VRI7rmmhvVz1a5duxR/1C5XrpykxPf+wIED+vbbb7Vq1SotXbpUU6dO1aBBg9JUf/V+zJs3TyEhIWratKn69OkjX19fOTs7a9SoUXaNq++mZcuW2rx5s/r06aMKFSoob968SkhI0AsvvGA3S61ly5aqVauWvv76a/34448aO3asRo8era+++kqNGjWybTt27FhVqFAh2XMl92MEAADZDdfm6X9t7unpqcKFC+u3335LU6x3ThJJyYNcS6Z0jjuvrz08PLRhwwatW7dOK1eu1KpVq7Ro0SI9++yz+vHHH++7R9id0uO62M3NTc2aNdPcuXN15MiRZD9LVmFhYRo4cKDeeOMNDR8+XD4+PnJyclKPHj3StAo0pe8dKbnb5zC9pPd3DABIDkkAAKn26quvqnPnztq6datdiZaM9MUXX9g1NEpuhrKUOHuiRo0aWr9+vd5+++0Um+am5MqVKwoNDVXp0qVVvXp1jRkzRq+++qqefvppSbItz/T19b3rF6P0Yv2BtV69epo8ebL69esnSapZs6a8vb01f/58DRgwINkLxoiICEnSSy+9ZNsnf/78WrBggT744IP7uvBv0qSJRo0apXnz5qUqCZA/f/5kl6/eOevlXpo2barOnTvbPm8HDx5U//797bYpUaKELl++fF/vS9GiRSVJBw4csPtsxcXF6ejRo+n6Xif3xa1gwYLKly+f4uPjU3WuPHnyqFWrVmrVqpXi4uLUrFkzjRw5Uv3795e7u3uqv4BKt57733//bTeL7saNGzp69KjKly9vG1uyZImKFy+ur776yu4cgwcPvudzlBJnhK1du1ZDhw7VoEGDbOPWWXx3KlSokN555x298847On36tCpWrKiRI0eqUaNGtn8WPT097/mapeX1sDp58mSSmW4HDx6UlDg7EgCArIJr84y5Nn/ppZc0ffp0bdmyRdWqVbvrtkWLFlVCQoL+/vtv22QdSTp16pQuXLhgu95KD/nz59eFCxeSjCd3fe3k5KT69eurfv36Cg8PV1hYmAYMGKB169Yl+3rdfk18p7/++ksFChRIslIyvbRt21azZs2Sk5PTXRtbL1myRPXq1dPMmTPtxi9cuGA3Qeh+rv9Scq/PYUqKFi2qNWvW6NKlS3arAf766y/b4+npzmtqwzB06NAh22QiAJAkegIASLW8efPq008/1ZAhQ9SkSZNMOWeNGjXUoEED2y2lLxqSNGLECA0ePFjdunVL83n69u2r48ePa+7cuQoPD1dgYKCCg4MVGxsrSWrYsKE8PT0VFhZmVwrF6syZM2k+573UrVtXVapU0YQJE3T9+nVJUu7cudW7d28dOHBAAwYMSLLPypUrNWfOHDVs2NBWtiR37tzq27ev/vzzT/Xt2zfZGSXz5s3T9u3bU4ylWrVqeuGFF/T5559r2bJlSR6Pi4tT7969bfdLlCihv/76y+51+fXXX7Vp06ZUP38psaZpw4YN9eWXX2rhwoVydXVNspqhZcuW2rJli3744Yck+1+4cEE3b95M8fgNGjSQq6urPvnkE7vXZebMmbp48aIaN26cpnjvJk+ePEm+uDk7O6t58+ZaunRpsjPObn/9zp49a/eYq6urSpcuLcMwbJ9J65ez5L4g3qly5coqWLCgpk2bpri4ONv4nDlzko1Tsp+NtG3bNm3ZssVuO2ut39TsL0kTJkywux8fH29XGkhK/HJfuHBh2z+LlSpVUokSJTRu3Dhdvnw5yfO6/TVLy+thdfPmTbtar3Fxcfrss89UsGBBVapUKdXHAQAgo3FtnjHX5u+//77y5Mmjjh076tSpU0keP3z4sCZOnCgpsZyNlPSaJjw8XJLS9VqyRIkSunjxol0Zyv/++09ff/213Xbnzp1Lsq919aT19btToUKFVKFCBc2dO9fuuum3337Tjz/+aHueGaFevXoaPny4Jk+enOyqDitnZ+ck15KLFy/WiRMn7Mbu5/ovJff6HKbkxRdfVHx8vCZPnmw3/vHHH8tisahRo0YPHNvtIiIi7EpYLVmyRP/991+6nweAY2MlAIA0uVsd7jvt3LlTI0aMSDJet25d1axZMz3DkiTVqVNHderUSfN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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:29:27,009 INFO: === Dataset: c ===\n", "2025-04-25 19:29:28,333 INFO:Total samples: 3181\n", "2025-04-25 19:29:37,170 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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AuIuypHexEgAAAGRvSUsB0ejXqgzD0Jw5c+Tr62tOANja2urmzZsP2BMAAAAAYC2sBAAAANnP/u0JX/7H3JSuXr47Tikgqzl37pxeffVVfffdd+axp556SqGhoapVq5YVIwMAAACA5FgJcBcrAQAAQPazNkwK/zuhDJDx//XmPb0pBWQlK1asUKVKlSwSAH369NHBgwdJAAAAAABANsdKAAAAkP0kNgI22UgurgllgFgFkOXi4uLUvXt3rVixwjxWvHhxLV68WM2bN7diZAAAAABwf6wEuIskAAAAsK6kpX8SJZYAcnGVpi2zTlyQra2tnJyczPe7dOmiOXPmyNXV1YpRAQAAAADSgyQAAACwrsTSPymhEbDVzZgxQwcPHlRQUJC6dOli7XAAAAAAIG1YCGBGEgAAAFhH4gqA8+cS7ieW/klECaAst3v3bv3zzz/q2LGjeaxQoULas2cPS2mRox04cEB2dnaqVKmSJGndunVavHixKlSooDFjxsje3t7KEQIAAACZhyQAAACwjntXAHh4SRMWWC+ePOz27dsaN26cJk2apAIFCqhatWoqVaqU+XESAMjpevfuraFDh6pSpUo6deqUunTpopdeekmrVq3SjRs3FBISYu0QAQAAkMH4HHOXjbUDAAAAeVTS5r+e3sz6t5LffvtNzz77rCZMmKD4+Hhdv35dwcHB1g4LyFDHjx+Xr6+vJGnVqlVq0KCBli9friVLlmjNmjXWDQ4AAADIZKwEAAAADy+lpr5plbT5LysAslx8fLw++OADDR06VDExMZKkfPnyafTo0Ro6dKiVowMylmEYio+PlyRt3rxZbdq0kSR5e3srIiLCmqEBAAAgk7AS4C6SAAAA4OHdr6lvWtH8N8udPXtWAQEB2rp1q3msfPnyCgsLU/Xq1a0YGZA5atSooQkTJqhZs2b64Ycf9OGHH0qSTp8+LQ8PDytHBwAAAGQukgAAACB1D5rpnzib/96mvmlF898sZRiGwsLC1K9fP0VFRZnHBwwYoEmTJsnRkYQMcqeQkBC98sorWrt2rYYPH64yZcpIklavXq06depYOToAAABkBlYC3EUSAAAApC6tM/1p6psjXL9+XcOGDTMnALy9vbVkyRI1adLEypEBmaty5co6cuRIsvFp06bJ1tbWChEBAAAAWYckAAAASF3S5r2pzfRnNn+OUbhwYS1atEjPP/+8/Pz8NHPmTLm4uFg7LCDLxMbG6sKFC+b+AImeeOIJK0UEAACAzMJKgLtIAgAAkJeltdyPi6s0bVnWxYUMce3aNd26dUtFixY1j7Vo0UIHDx6Ur6+v9QIDstjx48f12muvaefOnRbjhmHIZDIpLi7OSpEBAAAAmY8kAAAAeVlay/3QvDfH2bFjh/z8/FSuXDlt2LDBYhYMCQDkNYGBgcqXL5+++uorFStWjFlhAAAAeQGXfGYkAQAAyMkeNJP/QdLS2JdyPzlKTEyMRo8eralTp8owDJ0+fVoLFizQ66+/bu3QAKs5dOiQfv75Z5UrV87aoQAAAABZjiQAAAA5WVpn8j8IjX1zhSNHjqh79+46fPiweaxu3bpq1qyZFaMCrK9ChQqKiIiwdhgAAADIQqz+vMvG2gHMmTNHPj4+yp8/v2rVqqW9e/fed/uQkBCVLVtWjo6O8vb21sCBA3Xr1q0sihYAgGwmaePeIm4Pd/P0ZqZ/DhcXF6dp06apRo0a5gSAnZ2d/ve//+mHH35QqVKlrBwhYF1TpkzRu+++q23btunSpUuKioqyuAEAAAC5mVVXAqxcuVJBQUGaN2+eatWqpZCQELVo0ULHjh2Tu7t7su2XL1+uoUOHatGiRapTp46OHz+ugIAAmUwmBQcHW+EZAABgRfu3S1f+f2YrjXvzrNOnT8vf318//vijeaxSpUoKCwtTlSpVrBgZkH0kroZp2rSpxTiNgQEAAHIvVgLcZdUkQHBwsHr16qXAwEBJ0rx587RhwwYtWrRIQ4cOTbb9zp07VbduXXXr1k2S5OPjo65du2rPnj1ZGjcAANnC2rC7P9O4N086e/asKleurOvXr0tKuMgdNGiQxo8fLwcHBytHB2QfW7dutXYIAAAAgNVYLQkQGxurn3/+WcOGDTOP2djYqFmzZtq1a1eK+9SpU0fLli3T3r17VbNmTZ06dUpff/21evTokVVhAwCQPezfbtkLgHI+edITTzyhF198UZ988ol8fHwUGhqq+vXrWzssINtp2LChtUMAAABAFmMlwF1WSwJEREQoLi5OHh4eFuMeHh76448/UtynW7duioiIUL169WQYhu7cuaM33nhD7733XqrniYmJUUxMjPk+NT8BALlC0lUAnt5SDb74zatmz54tT09PjR49WoULF7Z2OEC29eOPP+qjjz7SqVOntGrVKnl5eSksLEwlS5ZUvXr1rB0eAAAAkGms3hg4PbZt26ZJkyZp7ty5OnDggD7//HNt2LBB48ePT3WfyZMny9nZ2Xzz9vbOwogBAMgkiQ2BJVYB5BGRkZEKCAjQihUrLMZdXFw0ffp0EgDAfaxZs0YtWrSQo6OjDhw4YJ4kFBkZqUmTJlk5OgAAAGQKUxbdcgCrrQRwc3OTra2tzp8/bzF+/vx5eXp6prjPyJEj1aNHD/Xs2VNSQtO76Ohovf766xo+fLhsbJLnNIYNG6agoCDz/aioKBIBAADr2L89YQZ/0i/wH9bVywn/L+LGKoA8YNu2bfL399fZs2e1bt061a9fX15eXtYOC8gxJkyYoHnz5snPz88ikVa3bl1NmDDBipEBAAAAmc9qSQB7e3tVr15dW7ZsUbt27SRJ8fHx2rJli/r27ZviPjdu3Ej2Rb+tra0kyTCMFPdxcHCgMR4AIHtYG2ZZxz8j0BA4V7t165aGDx+u4OBg81hcXJx+/fVXkgBAOhw7dkwNGjRINu7s7KyrV69mfUAAAADIdPQEuMtqSQBJCgoKkr+/v2rUqKGaNWsqJCRE0dHRCgwMlCT5+fnJy8tLkydPliS1bdtWwcHBqlq1qmrVqqUTJ05o5MiRatu2rTkZAABAtpW4AsBkI7m4PvrxHBwpBZSLHTx4UN27d9dvv/1mHmvUqJGWLFmiEiVKWDEyIOfx9PTUiRMn5OPjYzG+Y8cOlSpVyjpBAQAAAFnEqkmAzp076+LFixo1apTCw8Pl6+urjRs3mpsFnz171mLm/4gRI2QymTRixAidO3dORYsWVdu2bTVx4kRrPQUAAFKWUumfxBI+Lq7StGXWiQvZ3p07dzRlyhSNGTNGd+7ckZSwsnHSpEkaMGBAiuUPAdxfr1691L9/fy1atEgmk0n//vuvdu3apUGDBmnkyJHWDg8AAACZgJUAd5mM1Oro5FJRUVFydnZWZGSknJycrB0OACC3GtEr9dI/nt7ShAVZGw9yhL/++ktdu3bVrl27zGO+vr5atmyZnn76aStGBqRNdr3WNgxDkyZN0uTJk3Xjxg1JCcm1QYMGafz48Q91TMeqKZcwRd7Vu1MDDfRvKo/HnHTk+DkFTVml/b/+leK2+fLZaPCrzdW9TS0Vd3fR8b/Oa8TMddq083fzNnWrldZAv2aqVuEJFSvqrE4D5+vLbYez6ukgB7myb7a1Q0A2s2L5J1q6eKEiIi7qqbLlNPS9kapUuXKq23/37TeaM2um/j13Tk+U8NGAoEGq36Ch+fFLEREKCZ6uXTt36Nq1a6pWvYaGDh+pEiV8suDZICfJb9Xp5smVePvLLDnPXx+0zZLzPIps9qsBACAbS09j38RZ//eW/qGED+4jf/78+vPPPyVJNjY2GjZsmEaNGiV7e3srRwbkbCaTScOHD9fgwYN14sQJXb9+XRUqVFD+/Pn177//qnjx4tYOETlcx+bVNOWdl9Rv4krtO3pGfbs11vq5fVSl3ThdvHI92fZj3mqrrq2f0Vvjl+vY6fN6rk55rZzRS40DgvXLsX8kSQUdHXTk+DmFrtullcGvZ/VTApBDbfzma02fOlkjRo9VpUpV9EnYUr3Z+zWt+2qjHnvssWTbHzp4QEMHv6O3BwSpQcPG+nrDlxrQr49WrP5cTz75lAzD0IC3+yhfvnwKmTVXhQoVUujSJer9WqA+X79BBQoUsMKzBNKGlQB3sRIAAIC0ut/s/tQw6x/p9MUXX+jdd99VaGioateube1wgHTJadfav/zyi6pVq6a4uLh078tKACS1PXSQfv71Lw2cskpSwpcOJzaO14crftD0xZuSbX/qu4ma8vG3+uiz7eaxT6f31M1bsXp1RGiy7W8enM1KAKSKlQBI6pUuL+vpipX03ohRkqT4+Hg1b9pQXbv10Gu9kicUB78zQDdv3tTsuR+Zx7p37aSy5cpp5OhxOnPmtF5s/bzWrPtKZco8aT5mk4Z19Xb/ILXv+HLWPDHkCNltJUDJARuy5DynQ1pnyXkeBUVlAQBIq6SNfYu4Pfjm6c2sf9zXmjVrFBERYTH20ksv6ejRoyQAACCHsMtnq6rlvfX9nmPmMcMw9P2eY6pZuWSK+9jb5dOt2NsWYzdvxapO1dKZGiuA3O12bKx+/+1XPVu7jnnMxsZGzz5bR4d/OZjiPocPHdKzz1ped9apW0+HDx0yH1OSHOwdLI5pb2+vgwd+zuBnACCzZLP8DAAA2ci95X9o7IsMcuXKFfXp00effvqpOnbsqM8++8xiqaqDg8N99gYAZCduRQopXz5bXbh8zWL8wqUolfXxSHGfzbt+19vdm2jHgRM69XeEGtcsqxeb+MrWlrIFAB7elatXFBcXl6zsz2OPPabTp0+luE9ERIQee8wt2fYRlxImqviULKVixYrrg5AZGjl6nBwdHRUWukTnw8N18eLFzHkiQEbhn1UzVgIAAJCatWEJ5X+uRCTcjPiEcQdH68aFHG3Tpk2qVKmSPv30U0nS6tWrtX379gfsBcCaYmJiFBUVZXEz4tNfQghINGjaap08e0G/fD5SUXtD9P7QlxW6frfi4/NUtV4AOYCdnZ2CZ87SX2fOqH6dmqpVw1f79u5RvfoNZGPDN6zAw5gzZ458fHyUP39+1apVS3v37k1120aNGslkMiW7tW6dvhJErAQAACC1hr8pNfelsS8e0o0bNzRkyBDNnn23bq+Li4vmzJmjBg0aWDEyIPc6fPj+9dOPHTt238cTTZ48WWPHjrUYs/V4RnbFaj50bMg9Iq5c1507cXJ3LWwx7v6Yk8IvRaW6T6egBXKwz6fHnAvq34uRmvD2izp97lJWhAwglyriUkS2tra6dMny75JLly7Jzc0txX3c3Nx06VJE8u2TrA6o8HRFffb5Ol27dk23b9+Wq6trQu+Bpytm/JMAMlB2bAy8cuVKBQUFad68eapVq5ZCQkLUokULHTt2TO7u7sm2//zzzxX7/2W5pIQ/n1WqVNHLL6evHwdJAAAAEmf8p8bDi+a+eCT79u1Tjx49LL5wbNasmRYvXqzHH3/cipEBuZuvr69MJpMMI/ns6sTxtHw4HDZsmIKCgizG3OsPybA4kbPdvhOng7//rca1ypob95pMJjWu+ZTmrbz/Sq+Y2Dv692Kk8uWzUbumvlqz6UBWhAwgl7Kzt1f5Ck9rz+5datK0maSEJr579uxSl67dU9ynsq+v9uzere5+Aeax3bt2qrKvb7JtCxdOSHb+9dcZ/fbrUfXp1z/DnwOQ2wUHB6tXr14KDAyUJM2bN08bNmzQokWLNHTo0GTbu7q6WtxfsWKFChQoQBIAAIB0S9rw18XyH1hm/uNR3L59WxMnTtSECRMUF5dQOiR//vyaOnWq+vTpIxsbKjMCmen06dMZchwHB4dkvTpMNrYZcmzkDh8s+14LxvXQz7+d1f6jZ9S3W2MVcHRQ6LrdkqSPx/fQvxciNWrWeknSMxVLqLi7i3459o+83F00vHcr2diYFLxks/mYBR3tVdq7qPm+j9djqvyUl65E3dDf4Vey9gkCyDF6+Adq5HtD9PTTFVWxUmUtC1uqmzdvqt1L7SVJw4e9K3d3D/Uf+I4k6ZXufnotoIeWLlmkBg0aauM3X+vXo0c1csw48zG/+/YbFSniqmLFiuvPP49p6uRJatykmerUrWeV5wikVVatBIiJiVFMTIzFWErXj7Gxsfr55581bNgw85iNjY2aNWumXbt2pelcCxcuVJcuXVSwYMF0xUgSAACQdyWWAaLhLzLJV199ZVFC5JlnnlFoaKjKlStnxaiAvKNEiRLWDgF5xOrvDsitSCGNerO1PB4rrMPHzunFPnPMzYK9PV0t6v07ONhpdJ82Kunlpus3YvTtT7/qtZGhirx+tzRhtQol9N3Hd2fZTh3UQZIUtn63Xh/N9QqAlD3fspWuXL6subM/UETERZUtV15zP/pYj/1/OaDw//6TjenuRBTfqtU0eep0zf4gRLNCgvVECR+FzJqjJ598yrzNxYsXNX3q/3Qp4pKKFi2qNi+8qN5vvJXlzw3IrlIqHTl69GiNGTPGYiwiIkJxcXHy8PCwGPfw8NAff/zxwPPs3btXR48e1cKFC9Mdo8lIaW1sLhYVFSVnZ2dFRkbKycnJ2uEAAKxpRC/LMkCe3pT9QYYyDEPt27fXl19+qZEjR+q9996TnZ2dtcMCMk1OuNauVKmSvv76a3l7ez/ScRyr9s2giADg0VzZN/vBGwFAFsifzaablxn0TZac59eJTdK0EuDff/+Vl5eXdu7cqdq1a5vH3333Xf3www/as2fPfc/Tu3dv7dq164F9r1KSzX41AABkgNQa/d4raeNfDy/K/uCRXb16VS4uLub7JpNJ8+fP15kzZ/TMM89YLzAAZmfOnNHt27etHQYAAAByiZS+8E+Jm5ubbG1tdf78eYvx8+fPy9PT8777RkdHa8WKFRo3btx9t0sNhWgBALlPYqPfKxH3vxnxCdsnNv6tUd+6cSPHMgxDy5Ytk4+Pj7788kuLx4oWLUoCAAAAAACymMlkypJbWtnb26t69erasmWLeSw+Pl5btmyxWBmQklWrVikmJkbdu6fc5PtBWAkAAMh97tfo9140/sUjunTpkt544w2tXr1aktSzZ08dPXpURYsWfcCeAKyhfv36cnR0tHYYAAAAyIOCgoLk7++vGjVqqGbNmgoJCVF0dLQCAwMlSX5+fvLy8tLkyZMt9lu4cKHatWunxx577KHOSxIAAJCzpKXUD41+kUW++eYbvfrqqwoPDzePPffcc9T9B7Kxr7/+2tohAAAAIAukY5J+luncubMuXryoUaNGKTw8XL6+vtq4caO5WfDZs2dlY2NZvOfYsWPasWOHvvvuu4c+L0kAAEDOkljqJy0cmOmJzHH9+nUNGjRIH330kXnM1dVV8+bN08svv2zFyACk5s8//9TWrVt14cIFxcfHWzw2atQoK0UFAACAvKZv377q27dvio9t27Yt2VjZsmVlGMYjnZMkAAAgZ0hcAXD+XML9B5X6ocwPMsmuXbvUo0cPnTx50jzWsmVLLVy4UMWKFbNiZABSs2DBAr355ptyc3OTp6enRe1Wk8lEEgAAACAXSk+9/tyOJAAAIGe4dwVAYjNfIAuFhoYqMDDQPIu4QIECCg4O1uuvv84FJpCNTZgwQRMnTtSQIUOsHQoAAACQ5UgCAAByhqTNfj28mOUPq2jcuLEKFy6syMhI1a5dW6GhoSpTpoy1wwLwAFeuXKFUFwAAQB7DPK27SAIAALKX1Br/Jm32ywoAWIm3t7fmzp2rM2fO6N1331W+fFxKATnByy+/rO+++05vvPGGtUMBAAAAshyfXAEA2cuDGv/S7BdZ5MyZMxo+fLjmzp0rZ2dn83i3bt2sGBWAh1GmTBmNHDlSu3fvVqVKlWRnZ2fx+Ntvv22lyAAAAJBZbGxYCpCIJAAAwPqSzv5PnPGfUuNfmv0iCxiGoSVLlqh///66du2a7OzstGTJEmuHBeARzJ8/X4UKFdIPP/ygH374weIxk8lEEgAAAAC5GkkAAID1pTT7n8a/sIILFy7o9ddf17p168xj27Zt0+XLl+Xq6nqfPQFkZ6dPn7Z2CAAAAMhi9AS4y8baAQAAYNH0t4ib5OnNjH9kufXr16tSpUoWCYCAgAAdPnyYBACQixiGIcMwrB0GAAAAkGVYCQAAyFopNf5N2vR32jLrxIU8KyoqSgMHDtSiRYvMY25ublqwYIHatWtnvcAAZKjQ0FBNmzZNf/75pyTpqaee0uDBg9WjRw8rRwYAAIDMYGIpgBlJAABA1rpf41+a/iKL/fjjj/Lz89OZM2fMY23bttWCBQvk4eFhvcAAZKjg4GCNHDlSffv2Vd26dSVJO3bs0BtvvKGIiAgNHDjQyhECAAAAmYckAAAgaySuADh/LuH+vY1/afoLKzh8+LA5AVCoUCHNnDlTgYGBzBgBcplZs2bpww8/lJ/f3X9nXnjhBT399NMaM2YMSQAAAIBciI91d5EEAABkjXtXAND4F9nAW2+9pfXr1+vmzZtaunSpSpYsae2QAGSC//77T3Xq1Ek2XqdOHf33339WiAgAAADIOjQGBgBkjaTNf2n8CyuIi4vTpk2bLMZMJpNWrlyprVu3kgAAcrEyZcros88+Sza+cuVKPfnkk1aICAAAAJnNZDJlyS0nYCUAAODRpdTs915Jm/+yAgBZ7OTJk/Lz89POnTu1adMmNWvWzPyYi4uL9QIDkCXGjh2rzp07a/v27eaeAD/99JO2bNmSYnIAAAAAyE1IAgAAHt39mv3ei+a/yEKGYWjBggUKCgpSdHS0JKlnz546fvy47O3trRwdgKzSoUMH7dmzR8HBwVq7dq0kqXz58tq7d6+qVq1q3eAAAACQKXLKLP2sQBIAAJA295vtnzjL/95mv/ei+S+y0H///aeePXvq66+/No+VKlVKoaGhJACAPKh69er65JNPrB0GAAAAkOVIAgAA0iYts/1p9otsYvXq1XrjjTd06dIl81ivXr00Y8YMFS5c2IqRAchKNjY2D5wBZjKZdOfOnSyKCAAAAFmFhQB3kQQAAKRN0sa+Kc32Z5Y/soGrV6+qX79+WrZsmXnMw8NDH3/8sdq0aWPFyABYwxdffJHqY7t27dIHH3yg+Pj4LIwIAAAAyHokAQAACR7U3DdpY99py1LeBrCyXr16afXq1eb77du317x581S0aFErRgXAWl588cVkY8eOHdPQoUP15Zdf6pVXXtG4ceOsEBkAAAAyGz0B7rKxdgAAgGwisdzPlYiUb8b/z5SksS+yscmTJ6tAgQJycnJSaGioVq9eTQIAgCTp33//Va9evVSpUiXduXNHhw4d0tKlS1WiRAlrhwYAAABkKlYCAAASPKjcj0TJH2Q7sbGxFk1+y5Qpo5UrV6py5cp64oknrBgZgOwiMjJSkyZN0qxZs+Tr66stW7aofv361g4LAAAAmYyFAHeRBACAvCxpCSDK/SAHuXPnjiZNmqTPPvtMe/fuVYECBcyPUfsfQKKpU6dqypQp8vT01KeffppieSAAAAAgtyMJAAB5WWIJoKQo94Ns7tixY/Lz89PevXslSe+++65mz55t5agAZEdDhw6Vo6OjypQpo6VLl2rp0qUpbvf5559ncWQAAADIbPQEuIskAADkZfeWAKLcD7IxwzA0d+5cDR48WDdvJrx3bW1t9dhjj8kwDC7wACTj5+fH3w0AAADI80gCAAAoAYRs79y5cwoMDNSmTZvMY0899ZRCQ0NVq1YtK0YGIDtbsmSJtUMAAACAlTAX5C4bawcAAABwP59++qkqVqxokQDo06ePDh48SAIAAAAAAIAHYCUAAORWSZv+piaxGTCQDRmGoYCAAIWGhprHihcvrsWLF6t58+ZWjAwAAAAAkN1RFvIukgAAkFul1PQ3NTQDRjZkMplUoUIF8/0uXbpozpw5cnV1tWJUAAAAAADkLCQBACC3SVwBcP5cwv3Epr+poRkwsrFBgwZp586d6tq1q7p06WLtcAAAAAAAOQQLAe4iCQAAuc29KwA8vKQJC6wXD5BGu3fv1r59+9SvXz/zmK2trdatW2fFqAAAAAAAyNlIAgBAbpPYA8Bkk5AAYJY/srnY2FiNHz9ekyZNkiRVr15dderUsXJUAAAAAICcjJ4Ad5EEAICcIC1NfhMlNvt1cWUFALK93377TT169NCBAwfMY7NnzyYJAAAAAABABiEJAAA5QXqa/Cai2S+ysfj4eH3wwQcaOnSoYmJiJEn58uXT6NGjNXToUCtHBwAAAADI6VgIcBdJAADIrpLO/k+c3f+gJr+JaPaLbOzs2bMKCAjQ1q1bzWPly5dXWFiYqlevbsXIAAAAAADIfUgCAEB2ldLsf5r8IgczDENhYWHq16+foqKizOMDBgzQpEmT5OjI6hUAAAAAQMagJ8BdJAEAILtK2uDXxZXZ/cjx7ty5o/fff9+cAPD29taSJUvUpEkTK0cGAAAAAEDuRRIAALKbxDJASRv8Tltm3ZiADGBnZ6ewsDDVqFFDnTp10gcffCAXFxdrhwUAAAAAyIVYCHAXSQAAyG7uLQNEg1/kUNeuXdPFixdVqlQp81jFihX166+/qnTp0laMDAAAAACAvMPG2gEAAO6RtAyQpzclgJAj7dixQ1WqVFG7du0UExNj8RgJAAAAAABAZjOZTFlyywlIAgBAduXimtAEuEZ9a0cCpFlMTIyGDh2qBg0a6PTp0zpy5IjGjRtn7bAAAAAAAMizKAcEAAAyxJEjR9S9e3cdPnzYPFa3bl299tprVowKAAAAAJAX5ZBJ+lmCJAAAPIzE5r2JpXsyUmJDYCCHiIuLU3BwsEaMGKHY2FhJCU2Ax48fr0GDBsnW1tbKEQIAAAAAkHeRBACAh3Fv897MQENg5ACnT5+Wv7+/fvzxR/NYpUqVFBYWpipVqlgxMgAAAABAXpZT6vVnBZIAAJCa+832T5ytb7JJqN2f0RwcaQiMbO/q1auqVq2arl69KinhAmvQoEEaP368HBwcrBscAAAAAACQRBIAAFKXltn+Hl4JzXuBPMjFxUX9+vXT+PHj5ePjo6VLl6pBgwbWDgsAAAAAAFYCJEESAABSk7gCILXZ/szWRx5kGIbFhdTIkSNlZ2en/v37y8nJyYqRAQAAAACAlJAEAICkkpYASiz54+IqTVtm3bgAK4uMjFT//v311FNP6b333jOP29nZaeTIkVaMDAAAAACA5FgIcBdJAABIKqUSQDToRR63bds2+fv76+zZs8qXL59atmypqlWrWjssAAAAAACQBiQBAOQN92vym9S9DX8p+YM87NatWxo+fLiCg4PNY46Ojjp79ixJAAAAAABAtkZPgLtIAgDIG9LS5DcpGv4ijzt48KC6d++u3377zTzWqFEjLVmyRCVKlLBiZAAAAAAAID1srB0AAGSJpE1+i7jd/+bpzex/5Fl37tzRxIkTVbNmTXMCwMHBQTNmzNCWLVtIAAAAAAAAcgSTKWtu6TVnzhz5+Pgof/78qlWrlvbu3Xvf7a9evao+ffqoWLFicnBw0FNPPaWvv/46XedkJQCA3G//dulKRMLPNPkFUvXvv/+qY8eO2rVrl3nM19dXYWFhqlixohUjAwAAAAAg51u5cqWCgoI0b9481apVSyEhIWrRooWOHTsmd3f3ZNvHxsbqueeek7u7u1avXi0vLy/99ddfcnFxSdd5SQIAyP3Wht39mSa/QKqKFCmiK1euSJJsbGw0dOhQjR49Wvb29laODAAAAACA9MmOPQGCg4PVq1cvBQYGSpLmzZunDRs2aNGiRRo6dGiy7RctWqTLly9r586dsrOzkyT5+Pik+7wkAQDkXOlt9itR5ge4D0dHR4WFhalHjx5auHCh6tSpY+2QAAAAAAB4KNktBxAbG6uff/5Zw4YNM4/Z2NioWbNmFivyk1q/fr1q166tPn36aN26dSpatKi6deumIUOGyNbWNs3nJgkAIOdKb7NfT2+pRv3MiwfIYVatWqXKlSurbNmy5rEaNWro6NGj6bqYAAAAAAAgr4qJiVFMTIzFmIODgxwcHCzGIiIiFBcXJw8PD4txDw8P/fHHHyke+9SpU/r+++/1yiuv6Ouvv9aJEyf01ltv6fbt2xo9enSaY3ykxsC3bt16lN0B4NHQ7Bd4KFeuXNErr7yiTp06yc/PT3fu3LF4nAQAAAAAACCnszGZsuQ2efJkOTs7W9wmT56cIc8hPj5e7u7umj9/vqpXr67OnTtr+PDhmjdvXrqOk+6VAPHx8Zo4caLmzZun8+fP6/jx4ypVqpRGjhwpHx8fvfbaa+k9JACkXdISQIllfmj2C6TZ5s2bFRAQoHPnzkmS9u7dqy+++EIvv/yylSMDAAAAACDnGTZsmIKCgizG7l0FIElubm6ytbXV+fPnLcbPnz8vT0/PFI9drFgx2dnZWUzWK1++vMLDwxUbG5vmHn7pXgkwYcIELVmyRFOnTrU4ScWKFfXxxx+n93AAkD6JJYCuREhGfMIYzX6BB7px44befvttPffcc+YEgIuLiz755BN17NjRytEBAAAAAJCxTKasuTk4OMjJycnillISwN7eXtWrV9eWLVvMY/Hx8dqyZYtq166d4nOoW7euTpw4ofj4ePPY8ePHVaxYsTQnAKSHSAKEhoZq/vz5euWVVywyEFWqVEm1dhEAZJh7SwBR5gd4oH379qlatWqaNWuWeaxZs2Y6cuSIunXrJlN265YEAAAAAEAuFBQUpAULFmjp0qX6/fff9eabbyo6OlqBgYGSJD8/P4vGwW+++aYuX76s/v376/jx49qwYYMmTZqkPn36pOu86S4HdO7cOZUpUybZeHx8vG7fvp3ewwFA2u3fnrACQKIEEJAGt2/f1sSJEzVhwgTFxcVJkvLnz6+pU6eqT58+srF5pNZAAAAAAABkW9lxwlvnzp118eJFjRo1SuHh4fL19dXGjRvNzYLPnj1r8Vnd29tb3377rQYOHKjKlSvLy8tL/fv315AhQ9J13nQnASpUqKAff/xRJUqUsBhfvXq1qlatmt7DAUDarQ27+zMlgIAH+vnnnzVu3DgZhiFJeuaZZxQaGqpy5cpZOTIAAAAAAPKmvn37qm/fvik+tm3btmRjtWvX1u7dux/pnOlOAowaNUr+/v46d+6c4uPj9fnnn+vYsWMKDQ3VV1999UjBAMhmkjbhzQ4SGwFLlAAC0uDZZ5/VwIEDNXPmTI0cOVLvvfee7OzsrB0WAAAAAACZzib7LQSwmnQnAV588UV9+eWXGjdunAoWLKhRo0apWrVq+vLLL/Xcc89lRowArCWxCW924+kt1ahv7SiAbCc8PFzu7u4WSwcnTpyoV155RdWqVbNiZAAAAAAAwFrSnQSQpPr162vTpk0ZHQuA7CZpE14XV+vGksjBkVUAwD0Mw9Dy5cvVp08fjR07Vv379zc/lj9/fhIAAAAAAIA8Jzv2BLCWdCcBSpUqpX379umxxx6zGL969aqqVaumU6dOZVhwALJQSqV/Esvv0IQXyLYuXbqkN954Q6tXr5YkDR06VM2bN1f58uWtHBkAAAAAAMgO0p0EOHPmjOLi4pKNx8TE6Ny5cxkSFAAruF/pH5rwAtnS119/rddee03h4eHmsQ4dOqhYsWJWjAoAAAAAAOtjIcBdaU4CrF+/3vzzt99+K2dnZ/P9uLg4bdmyRT4+PukOYM6cOZo2bZrCw8NVpUoVzZo1SzVr1kx1+6tXr2r48OH6/PPPdfnyZZUoUUIhISFq1apVus8N4P/t3343AXBv6R/K7wDZzvXr1zVo0CB99NFH5jFXV1fNmzdPL7/8shUjAwAAAAAA2U2akwDt2rWTlFBLyd/f3+IxOzs7+fj4aMaMGek6+cqVKxUUFKR58+apVq1aCgkJUYsWLXTs2DG5u7sn2z42NlbPPfec3N3dtXr1anl5eemvv/6Si4tLus4L4B5rw+7+7OElTVhgvVgA3NfOnTvl5+enkydPmsdatmyphQsXsgIAAAAAAID/ZxJLARKlOQkQHx8vSSpZsqT27dsnNze3Rz55cHCwevXqpcDAQEnSvHnztGHDBi1atEhDhw5Ntv2iRYt0+fJl7dy5U3Z2dpL0UKsPANwjaR8AZv0D2dbatWvVoUMH87/JBQoUUHBwsF5//XUaHgEAAAAAgBTZpHeH06dPZ0gCIDY2Vj///LOaNWt2NxgbGzVr1ky7du1KcZ/169erdu3a6tOnjzw8PFSxYkVNmjQpxR4FAB5g/3ZpRC9pcPe7DYCLuEk16ls3LgCpatq0qUqUKCFJql27tn755Rf17t2bBAAAAAAAAPewMWXNLSdId2NgSYqOjtYPP/ygs2fPKjY21uKxt99+O03HiIiIUFxcnDw8PCzGPTw89Mcff6S4z6lTp/T999/rlVde0ddff60TJ07orbfe0u3btzV69OgU94mJiVFMTIz5flRUVJriA3K9lBoB0wAYyNYKFy6spUuX6scff9S7776rfPke6p9xAAAAAACQh6T724ODBw+qVatWunHjhqKjo+Xq6qqIiAgVKFBA7u7uaU4CPIz4+Hi5u7tr/vz5srW1VfXq1XXu3DlNmzYt1STA5MmTNXbs2EyLCchx9m9PSACcP5dwP7ERMA2AgWzlzJkz6tevn2bNmmVR+q5+/fqqX58VOwAAAAAA3A+r5u9KdzmggQMHqm3btrpy5YocHR21e/du/fXXX6pevbqmT5+e5uO4ubnJ1tZW58+ftxg/f/68PD09U9ynWLFieuqpp2Rra2seK1++vMLDw5OtSEg0bNgwRUZGmm9///13itsBeUbiCgAjoaa4PLykacsSmgFTCgiwOsMwtHjxYlWuXFlfffWVAgICzD0AAAAAAAAA0ivdSYBDhw7pnXfekY2NjWxtbRUTEyNvb29NnTpV7733XpqPY29vr+rVq2vLli3msfj4eG3ZskW1a9dOcZ+6devqxIkTFl+GHD9+XMWKFZO9vX2K+zg4OMjJycniBuRpiU2ATTaSpzez/4Fs5MKFC3rppZf06quv6tq1a5ISVgSQwAYAAAAAIH1Mpqy55QTpLgdkZ2cnG5uE3IG7u7vOnj2r8uXLy9nZOd1fUgQFBcnf3181atRQzZo1FRISoujoaAUGBkqS/Pz85OXlpcmTJ0uS3nzzTc2ePVv9+/dXv3799Oeff2rSpEmZWoIIyHYSy/kkfpmfXolNgF1cE2b/A8gW1q1bp169eunixYvmsYCAAM2cOZMENgAAAAAAeGjpTgJUrVpV+/bt05NPPqmGDRtq1KhRioiIUFhYmCpWrJiuY3Xu3FkXL17UqFGjFB4eLl9fX23cuNHcLPjs2bPmhIMkeXt769tvv9XAgQNVuXJleXl5qX///hoyZEh6nwaQc6XU0Pdh0AQYyBaioqI0cOBALVq0yDzm5uamBQsWqF27dtYLDAAAAACAHMwmp0zTzwImwzCM9Oywf/9+Xbt2TY0bN9aFCxfk5+ennTt36sknn9TChQvl6+ubSaFmjKioKDk7OysyMpKZlch+0jLL/+rlhHr+iQ19H0ZiE2B6AABW9dNPP6l79+46c+aMeaxt27ZasGCBOSEOADlJXrrWdqza19ohAIAk6cq+2dYOAQAkSfnTPd08c7Vf+HOWnOfz16pnyXkeRbp/NTVq1DD/7O7uro0bN2ZoQECelp5Z/h5elPMBcrioqChzAqBQoUKaOXOmAgMDZWK2AgAAAAAAj4SP1neluzFwag4cOKA2bdpk1OGAvClp094ibqnfaOgL5AotW7ZU7969Vb9+fR0+fFivvvoqCQAAAAAAAJCh0rUS4Ntvv9WmTZtkb2+vnj17qlSpUvrjjz80dOhQffnll2rRokVmxQnkDg8q95O0ae+0ZVkXF4BMFxcXp9WrV6tTp04WX/SHhITIzs5Otra2VowOAAAAAIDchUl2d6U5CbBw4UL16tVLrq6uunLlij7++GMFBwerX79+6ty5s44ePary5ctnZqxAzpfWcj807QVylZMnT5p76Fy7dk09e/Y0P5Y/f34rRgYAAAAAAHK7NCcBZs6cqSlTpmjw4MFas2aNXn75Zc2dO1dHjhzR448/npkxAtlHWhr33k/iTP/7NfVNbNoLIMczDEMLFixQUFCQoqOjJUnvvPOOXn75ZTk7O1s5OgAAAAAAci8WAtyV5iTAyZMn9fLLL0uS2rdvr3z58mnatGkkAJC3pKdx7/3Q1BfI9cLDw9WzZ09t2LDBPFaqVCmFhoaSAAAAAAAAAFkmzUmAmzdvqkCBApIS6ik5ODioWLFimRYYkC0lbdyb2kz+B2GmP5DrrV69Wm+88YYuXbpkHuvVq5eCg4NVqFAhK0YGAAAAAEDeYMNSALN0NQb++OOPzV9e3LlzR0uWLJGbm5vFNm+//XbGRQdkB0lLANG4F8B9XL16Vf369dOyZXf/fvDw8NDChQvVunVrK0YGAAAAAADyqjQnAZ544gktWHC3fImnp6fCwsIstjGZTCQBkPukVAKIxr0AUjBq1CiLBECHDh00b968ZAlzAAAAAACQuVgHcFeakwBnzpzJxDCADPaoDXyTureZL+V8AKRizJgxWrNmja5fv67Zs2ere/fuMrH8EAAAAAAAWFG6ygEBOUZGNfBNima+AO5x/fp1ixr/rq6uWrNmjYoXL64nnnjCipEBAAAAAJC3MSnvLpIAyJ0yooFvUsz+B5DEnTt3NGnSJM2dO1cHDx5UsWLFzI89++yzVowMAAAAAADAEkkA5D77t0tXIhJ+poEvgAx2/Phx9ejRQ3v37pUkvfbaa9qwYQMzDAAAAAAAyEZs+JhuZmPtAIAMtzZJw2oa+ALIIIZhaM6cOfL19TUnAGxtbVWjRg3FxcVZOToAAAAAAICUsRIAuUPSRsCJjXwlSvgAyBDnzp1TYGCgNm3aZB578sknFRYWplq1alkxMgAAAAAAkBJW7N/1UCsBTp48qREjRqhr1666cOGCJOmbb77Rr7/+mqHBAWmW2Aj4SoRkxCeMeXpLNepbNy4AOd6nn36qihUrWiQA+vTpo4MHD5IAAAAAAAAA2V66kwA//PCDKlWqpD179ujzzz/X9evXJUm//PKLRo8eneEBAmmStBFwEbeEBACrAAA8oj59+qhbt266evWqJKl48eL69ttvNXv2bBUsWNC6wQEAAAAAgFSZTFlzywnSXQ5o6NChmjBhgoKCglS4cGHzeJMmTTR79uwMDQ5IJmnZn6QSSwDRCBhABmrSpInmzp0rSerSpYvmzJkjV1dXK0cFAAAAAACQdulOAhw5ckTLly9PNu7u7q6IiIgMCQpIVWLZn9TQCBhABurQoYP69u2runXrqkuXLtYOBwAAAAAApBE9Ae5KdxLAxcVF//33n0qWLGkxfvDgQXl5eWVYYECKkpb9cblnNq6DIyWAADy0xDJ3U6ZMsRifNWuWlSICAAAAAAB4dOlOAnTp0kVDhgzRqlWrZDKZFB8fr59++kmDBg2Snx9fwOI+Uivlkx6U/QGQwW7fvq1x48Zp0qRJio+Pl6+vr7p27WrtsAAgz1m/fn2at33hhRcyMRIAAADkBjYsBDBLdxJg0qRJ6tOnj7y9vRUXF6cKFSooLi5O3bp104gRIzIjRuQWDyrlkx6U/QGQAX777Tf16NFDBw4cMI+FhoaqS5cuLBsEgCzWrl27NG1nMpkUFxeXucEAAAAAuUi6kwD29vZasGCBRo4cqaNHj+r69euqWrWqnnzyycyID7nF/u13EwAplfJJD8r+AHhE8fHxmjlzpoYNG6aYmBhJUr58+TR69GgNHTqUBAAAWEF8fLy1QwAAAEAuwmf7u9KdBNixY4fq1aunJ554Qk888URmxITcaG3Y3Z89vKQJC6wXC4A87ezZswoICNDWrVvNY+XLl1dYWJiqV69uxcgAAAAAAAAyXrqTAE2aNJGXl5e6du2q7t27q0KFCpkRF3KbpH0AmMUPwAoMw1BYWJj69eunqKgo8/iAAQM0adIkOTpSZgwAspPo6Gj98MMPOnv2rGJjYy0ee/vtt60UFQAAAHIK1gHcle4kwL///qsVK1bo008/1f/+9z9VrlxZr7zyirp27arHH388M2JEblLETapR39pRAMij1qxZY04AeHt7a8mSJWrSpImVowIA3OvgwYNq1aqVbty4oejoaLm6uioiIkIFChSQu7s7SQAAAAAgHWzSu4Obm5v69u2rn376SSdPntTLL7+spUuXysfHhy9SAADZlslk0vz581W0aFH16NFDhw8f5t8tAMimBg4cqLZt2+rKlStydHTU7t279ddff6l69eqaPn26tcMDAABADmBjMmXJLSdI90qApEqWLKmhQ4eqSpUqGjlypH744YeMigu5xf7tCf0Arl62diQA8pjr16/rzz//VNWqVc1jHh4eOnz4sDw9Pa0YGQDgQQ4dOqSPPvpINjY2srW1VUxMjEqVKqWpU6fK399f7du3t3aIAAAAQI6R7pUAiX766Se99dZbKlasmLp166aKFStqw4YNGRkbcoO1YVL435IRn3DfgZrbADLfjh07VKVKFbVs2VIREREWj5EAAIDsz87OTjY2CR9V3N3ddfbsWUmSs7Oz/v77b2uGBgAAgBzCZMqaW06Q7iTAsGHDVLJkSTVp0kRnz57VzJkzFR4errCwMD3//POZESNyssSGwCYbydObpsAAMlVMTIyGDh2qBg0a6NSpUzp//rwGDhxo7bAAAOlUtWpV7du3T5LUsGFDjRo1Sp988okGDBigihUrWjk6AAAAIGdJdzmg7du3a/DgwerUqZPc3NwyIybkFvu3S1f+fwaui6s0YYF14wGQqx05ckTdu3fX4cOHzWN169bVmDFjrBcUAOChTJo0SdeuXZMkTZw4UX5+fnrzzTf15JNPatGiRVaODgAAADmBKadM088C6U4C/PTTT5kRB3KjtWF3f6YMEIBMEhcXp+DgYI0YMUKxsbGSEspIjBs3ToMHD5atra2VIwQApFeNGjXMP7u7u2vjxo1WjAYAAADI2dKUBFi/fr1atmwpOzs7rV+//r7bvvDCCxkSGHKBxFJAEmWAAGSK06dPy9/fXz/++KN5rGLFigoLC5Ovr6/1AgMAAAAAAFbFQoC70pQEaNeuncLDw+Xu7q527dqlup3JZFJcXFxGxYbcooibVKO+taMAkMvExsaqfv36OnfunKSEf4MGDRqk8ePHy8HBwcrRAQAeRcmSJe+7fPvUqVNZGA0AAACQs6UpCRAfH5/izwAAWIu9vb0mTpyogIAA+fj4aOnSpWrQoIG1wwIAZIABAwZY3L99+7YOHjyojRs3avDgwdYJCgAAADmKDUsBzNLdEyA0NFSdO3dONssyNjZWK1askJ8fZV8gy6bAAJBB4uLiLGr8+/n5KTo6Wt27d5eTk5MVIwMAZKT+/funOD5nzhzt378/i6MBAAAAMs6cOXM0bdo0hYeHq0qVKpo1a5Zq1qyZ4rZLlixRYGCgxZiDg4Nu3bqVrnPapDfIwMBARUZGJhu/du1asoCQh9EUGEAGioyMVEBAgF5//XWLcZPJpLfeeosEAADkES1bttSaNWusHQYAAAByAJMpa27psXLlSgUFBWn06NE6cOCAqlSpohYtWujChQup7uPk5KT//vvPfPvrr7/S/VqkeyWAYRgp1uf8559/5OzsnO4AkIvs357w5X/MTenq5bvjNAUG8Ai2bdsmf39/nT17VlJCA/oXX3zRylEBAKxh9erVcnV1tXYYAAAAwEMJDg5Wr169zJPp582bpw0bNmjRokUaOnRoivuYTCZ5eno+0nnTnASoWrWqTCaTTCaTmjZtqnz57u4aFxen06dP6/nnn3+kYJDDrQ2Twv+2HPP0pikwgIdy69YtDR8+XMHBweaxwoULp3vJGwAg50n87JHIMAyFh4fr4sWLmjt3rhUjAwAAQE6R0kR2a4qNjdXPP/+sYcOGmcdsbGzUrFkz7dq1K9X9rl+/rhIlSig+Pl7VqlXTpEmT9PTTT6fr3GlOArRr106SdOjQIbVo0UKFChUyP2Zvby8fHx916NAhXSdHLhNzM+H/Jhv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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:29:37,240 INFO: === Dataset: d ===\n", "2025-04-25 19:29:38,561 INFO:Total samples: 3181\n", "2025-04-25 19:29:47,419 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": [ "2025-04-25 19:29:47,488 INFO: === Dataset: e ===\n", "2025-04-25 19:29:47,866 INFO:Total samples: 911\n", "2025-04-25 19:29:50,442 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:29:50,511 INFO: === Dataset: f ===\n", "2025-04-25 19:29:55,900 INFO:Total samples: 12911\n", "2025-04-25 19:30:29,973 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:30:30,043 INFO: === Dataset: g ===\n", "2025-04-25 19:30:32,601 INFO:Total samples: 6000\n", "2025-04-25 19:30:48,364 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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NeuFjXuSdd94xJBl37tyJ0/7W3mPDiH5v8ubNa77/9Ofo7u5u3Lhxw2LfhQsXGpKMU6dOWdSLFi1q1K5d23x/woQJRrp06YyzZ89a7Dds2DDD0dHRuHz5cqw5b9y4YTg7OxtvvvmmERkZaa7PnTvXkGQsW7bM4jVJMgIDA821sLAwI0eOHEbz5s1jPcZT6dKlMzp16hSj3rlzZyNnzpxGcHCwRb1NmzaGh4eH+e/c22+/bRQrVuy5x5g2bZohybh48eIL84SHhxuenp5G6dKljbCwMHN90aJFhiSLn19ERITFPoZhGHfu3DGyZ89uvPfee+bazZs3DUnGmDFjYhzv6ev4p08//dSQZOzdu9dc8/DweO7/O6KiooxXX33VqFevnhEVFWXx/Pny5TPq1q1rrsXn/QgLCzOyZMliVKhQwXjy5Im5HhAQEOP9AADAHjg3T/xz85CQEEOS8fbbb79wX8MwjOPHjxuSjC5duljUBw8ebEgyvv32W3Mtb968Mc57bty4Ybi4uBiDBg0y1/75Xv7Tv8+jnxozZozxz692Pv74Y0OScfPmzVhzPz3G8uXLzbXSpUsbnp6exq1bt8y1EydOGA4ODkbHjh1jHO+f54CGEf15IUuWLLEe85+v4+nvQIsWLYw33njDMAzDiIyMNHLkyGGMGzfO6nvw+PFji/P1p6/DxcXFGD9+vLl25MiRGK/tqafn8wsWLLC6Lb6/h7H54osvzI/7pxYtWhgmk8k4d+6cuSbJcHZ2tqidOHHCkGTMmTPnuceZMWOGIcn44osvzLVHjx4ZhQsXNiQZu3fvfmFWAKkHIwEAxEmrVq306NEjffXVV7p//76++uqrBBlufPr0aWXLlk3ZsmVTkSJFNGfOHDVq1MjqVCixKVasmEqWLGm+Gmr16tV6++23lTZt2jg/x5tvvqnu3btr/PjxatasmVxdXbVw4ULz9h07duju3btq27atgoODzTdHR0dVqlTJYlqUp3r27Bnn40tSnTp1lC1bNnl5ealFixZKly6dNm/erDx58pj3uX//viQpQ4YMsT7P02337t2z+O/zHvMiCfEcz9O8efMYV2g3a9ZMadKk0dq1a821n3/+Wb/++qtat25trq1bt07VqlVTpkyZLH42derUUWRkpPbu3RvrcXfu3Knw8HD1799fDg7P/kns2rWr3N3dY8z3mj59eot5cp2dnVWxYkVduHDhpV63YRjasGGDmjRpIsMwLPLXq1dPISEh5mlwMmbMqL/++ktHjhx5qWP9248//qgbN26oR48eFnOg+vj4yMPDw2JfR0dH8z5RUVG6ffu2IiIiVL58+RjT9MTGzc3N/OfHjx8rODhY//vf/yTJ4jkyZsyoQ4cOxTrE+vjx4+Zh4rdu3TK/X6GhoXrjjTe0d+/eOE8D9U8//vijbt26pa5du1qMsnn33XctRuMAAJAUcG6eOOfm8T3n3bp1qyTFuLp70KBBkhTjXLJo0aLmKT+l6JGUhQoVeulzSWuejtjYtGlTnM+J/v77bx0/flw+Pj4WUzaVLFlSdevWNb/Of+rRo4fF/WrVqunWrVvm9zAu2rVrpz179ujatWv69ttvde3atVh/j11cXMzn65GRkbp165Z5qqO4no8+fR5fX9847fui38PYbN26VY6Ojurbt69FfdCgQTIMI8Yo4jp16qhAgQLm+yVLlpS7u/sLfy+2bdum3Llz66233jLXXF1d1bVr17i8PACpDAsDA4iTbNmyqU6dOlq9erUePnyoyMhItWjR4j8/r7e3txYvXmxenOrVV1+Vp6enefvNmzfNwy+l6C9h06dPH+N52rVrpxkzZmjAgAHav3+/xZyXcTV9+nRt2rRJx48f1+rVqy1y/P7775Kk2rVrW32su7u7xf00adJYfHkfF/PmzdNrr72mkJAQLVu2THv37pWLi4vFPk8/kDxtBljz70bB02zPe8yL/PM5EmORsnz58sWoZc2aVW+88YY+++wzTZgwQVL0VEBp0qQxTzEjRf9sTp48Ges0Lzdu3Ij1uH/88YckqVChQhZ1Z2dn5c+f37z9qTx58sSYczVTpkw6efLkc15d7G7evKm7d+9q0aJFWrRokdV9nuYfOnSodu7cqYoVK6pgwYJ688031a5dO1WtWvWljv30tb366qsWdScnJ+XPnz/G/itWrNCMGTN0+vRpi2mSrP3srLl9+7bGjRunNWvWxPiZhISEmP88depUderUSV5eXipXrpwaNmyojh07mjM9/bvYqVOnWI8VEhIS7y/un74fBQsWtKinSZPG6vy7AADYE+fmiXNuHt/z5j/++EMODg4xzh9y5MihjBkzxjiXfOWVV2I8R6ZMmXTnzp04HS8uWrdurSVLlqhLly4aNmyY3njjDTVr1kwtWrSwuOjl369DinlOLEVPsfPNN9/EWEz536/l6bnXnTt3Yrz/sXm6RsPatWt1/PhxVahQQQULFrQ6/VBUVJRmzZql+fPn6+LFixa/h1myZInT8SQpd+7c8VoE+Hm/h7H5448/lCtXrhjNpCJFipi3/9PL/l788ccfKlCgQIzPJ//+fQQAiSYAgHho166dunbtqmvXrqlBgwYJ8mVwunTpVKdOnVi3V6hQweIkacyYMeaFRv+pbdu2Gj58uLp27aosWbLozTffjHeWY8eOmb+cPHXqlHk+cUnmq2iCgoKUI0eOGI/99/z8/7xSJa4qVqyo8uXLS5KaNm2q119/Xe3atdOZM2fMH66enjiePHlSTZs2tfo8T7+QLlq0qCSpcOHC5tcU22Ne5J/P8c+rl2JjMpliLHolyeJk/Z/+eZX4P7Vp00a+vr46fvy4Spcurc8++0xvvPGGsmbNat4nKipKdevW1QcffGD1OV577bUX5o2r2NZUsPZa4+Lp71X79u1j/VK7ZMmSkqJ/9mfOnNFXX32lbdu2acOGDZo/f75Gjx4dr/lXX8bKlSvl4+Ojpk2basiQIfL09JSjo6MmT55ssXD187Rq1Ur79+/XkCFDVLp0aaVPn15RUVGqX7++xVVqrVq1UrVq1fT5559r+/btmjZtmqZMmaKNGzeqQYMG5n2nTZum0qVLWz2WtS8jAABIaTg3T/hzc3d3d+XKlUs///xzvLL++0vY2PyXc8nYjvHv82s3Nzft3btXu3fv1pYtW7Rt2zatXbtWtWvX1vbt2196jbB/S4jzYhcXFzVr1kwrVqzQhQsXrP4uPeXn56dRo0bpvffe04QJE5Q5c2Y5ODiof//+8RoFGtvnjtg87/cwoST0ZwwAsIYmAIA4e+edd9S9e3cdPHjQYoqWxLRq1So9evTIfN/aFcpS9NUTVatW1Z49e9SzZ89YF82NTWhoqHx9fVW0aFFVqVJFU6dO1TvvvKMKFSpIknl4pqen53M/GCWUp1+w1qpVS3PnztWwYcMkSa+//royZsyo1atXa+TIkVZPGAMDAyVJjRs3Nj8mU6ZM+vTTTzVixIiXOvFv0qSJJk+erJUrV8apCZApUyarw1f/fdXLizRt2lTdu3c3/76dPXtWw4cPt9inQIECevDgwUv9XPLmzStJOnPmjMXvVnh4uC5evJigP2trH9yyZcumDBkyKDIyMk7HSpcunVq3bq3WrVsrPDxczZo106RJkzR8+HC5urrG+QOo9Oy1//777xZX0T158kQXL15UqVKlzLX169crf/782rhxo8UxxowZ88LXKEVfEbZr1y6NGzdOo0ePNtefXsX3bzlz5tT777+v999/Xzdu3FDZsmU1adIkNWjQwPx30d3d/YXv2cu8H+fOnbNYIC4iIkKXLl0yN2MAAEgqODdPnHPzxo0ba9GiRTpw4IAqV6783H3z5s2rqKgo/f777+aLdSTp+vXrunv3rvn8IiFkypRJd+/ejVG3dn7t4OCgN954Q2+88Yb8/f3l5+enkSNHavfu3Vbfr3+eE//b6dOnlTVrVotRAAmpXbt2WrZsmRwcHJ67sPX69etVq1YtLV261KJ+9+5diwuE4nP+9yIv+j2MTd68ebVz507dv3/fYjTA6dOnzdsTQt68efXrr7/KMAyL133u3LkEeX4AKQtrAgCIs/Tp0+uTTz7R2LFj1aRJE5scs2rVqqpTp475FtsHDUmaOHGixowZoz59+sT7OEOHDtXly5e1YsUK+fv7y9vbW506dVJYWJgkqV69enJ3d5efn5/FVChP3bx5M97HfJGaNWuqYsWKmjlzph4/fixJSps2rQYPHqwzZ85o5MiRMR6zZcsWBQQEqF69eub51tOmTauhQ4fqt99+09ChQ61eUbJy5UodPnw41iyVK1dW/fr1tWTJEn3xxRcxtoeHh2vw4MHm+wUKFNDp06ct3pcTJ07ohx9+iPPrl6LnNK1Xr54+++wzrVmzRs7OzjFGM7Rq1UoHDhzQN998E+Pxd+/eVURERKzPX6dOHTk7O2v27NkW78vSpUsVEhKiRo0axSvv86RLly7GBzdHR0c1b95cGzZssHrF2T/fv1u3bllsc3Z2VtGiRWUYhvl38umHM2sfEP+tfPnyypYtmxYsWKDw8HBzPSAgwGpOyfJqpEOHDunAgQMW+z2d6zcuj5ekmTNnWtyPjIy0mBpIiv5wnytXLvPfxXLlyqlAgQKaPn26Hjx4EON1/fM9i+/7kSVLFi1evNjid2bVqlUJOkQfAICEwrl54pybf/DBB0qXLp26dOmi69evx9h+/vx5zZo1S1L0dDZSzHMaf39/SUrQc8kCBQooJCTEYhrKv//+W59//rnFfrdv347x2KejJ5++f/+WM2dOlS5dWitWrLA4b/r555+1fft28+tMDLVq1dKECRM0d+5cq6M6nnJ0dIxxLrlu3TpduXLFohaf878XedHvYWwaNmyoyMhIzZ0716L+8ccfy2QyqUGDBv85mxT99+DKlSvavHmzufb48WMtXrw4QZ4fQMrCSAAA8fK8ebj/7ccff9TEiRNj1GvWrKnXX389IWNJkmrUqKEaNWrE+3Hffvu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jNGk4dQcAAAAQf3ySAAAAQPKz8wtpzYIX75e/sFSiglS/peTknOixXlZ4eLjGjx+vyZMnK3fu3Dp58qQyZsxo3k4DAAAAAIgn1gQw450AAABA0hcRIT0Kla79JX0y8fkNgNnrpQVfRU/3M2Jm9EK/SbgB8Ouvv6py5cqaNGmSoqKi9Oeff2r27Nn2jgUAAAAgEcybN0/e3t5ydXVVpUqVdPjw4efuP3PmTBUqVEhubm7y8vLSgAED9Pjx43gdk0uKAAAAkDT9/kv0wr6//PTifdM4SVMCJY/ks2BuVFSUZs2apeHDhyssLExS9BX/Y8eO1dChQ+2cDgAAAEjmTElvTYC1a9dq4MCBWrBggSpVqqSZM2eqXr16OnPmjDw9PWPsv3r1ag0bNkzLli1TlSpVdPbsWfn4+MhkMsnf3z/Ox6UJAAAAgKTjy1XS1rXSk/C47T90ulSwWJI8wX+ey5cvy8fHR7t37zbXihYtqqCgIJUtW9aOyQAAAAAkFn9/f3Xt2lW+vr6SpAULFmjLli1atmyZhg0bFmP//fv3q2rVqmrXrp0kydvbW23bttWhQ4fidVymAwIAAIB9RTyRFk+RutSXNgU9vwFQqKSUOZtUqZY0NUh6tXiyagAYhqHAwECVKFHCogEwYMAA/fjjjzQAAAAAgIRicrDJLSwsTPfu3bO4PR3p+0/h4eH66aefVKdOHXPNwcFBderU0YEDB6y+hCpVquinn34yTxl04cIFbd26VQ0bNozXW8FIAAAAANieYUjfbZVWznnxvm16SNUbSM4uiZ8rkf3999/q2bOnHj58KEny8vLSihUrVKtWLTsnAwAAAPAyJk+erHHjxlnUxowZo7Fjx1rUgoODFRkZqezZs1vUs2fPrtOnT1t97nbt2ik4OFivv/66DMNQRESEevTooREjRsQrI00AAAAAJD7DkC6cln47LhlR0Vf8P8+IWVL+QjaJZku5cuXS9OnT9f7776tjx46aPXu2PDw87B0LAAAASHlsNGJ4+PDhGjhwoEXNxSVhLmDas2eP/Pz8NH/+fFWqVEnnzp1Tv379NGHCBI0aNSrOz0MTAAAAAAnLMKSrf0hfBEpZsks7P4/b47wKSAMnSRkyJmo8W7p//74cHR2VNm1ac61Hjx4qWrSoatSoYcdkAAAAABKCi4tLnL70z5o1qxwdHXX9+nWL+vXr15UjRw6rjxk1apQ6dOigLl26SJJKlCih0NBQdevWTSNHjpSDQ9xm+6cJAAAAgP8u7LH01Wrp68/i/9iJi6UcXgmfyc727dunjh07qlGjRpoz59m0RyaTiQYAAAAAkNhMSWs5XGdnZ5UrV067du1S06ZNJUlRUVHatWuXevfubfUxDx8+jPFFv6Ojo6To9cbiiiYAAAAAXt6TcKnnW/F7TP1WkndBKecrUm7vRIllT2FhYRo9erSmTZsmwzA0d+5cvfXWW6pbt669owEAAACwo4EDB6pTp04qX768KlasqJkzZyo0NFS+vr6SpI4dOyp37tyaPHmyJKlJkyby9/dXmTJlzNMBjRo1Sk2aNDE3A+KCJgAAAADi78heaaHfi/er3kCqXEdydZO88id+Ljs7efKkOnTooJMnT5prr7/+ugoUKGDHVAAAAEAqZKM1AeKjdevWunnzpkaPHq1r166pdOnS2rZtm3mx4MuXL1tc+f/hhx/KZDLpww8/1JUrV5QtWzY1adJEkyZNitdxTUZ8xg2kAPfu3ZOHh4dCQkLk7u5u7zgAAADJR1Sk5D9SOn089n3yF5beHyVlzGKzWElBZGSkZsyYoVGjRik8PFyS5OTkpIkTJ2rQoEHxukonOUtN59puZawP2QYAW7tzZK69IwCAJMk1iV1u7lZvuk2O8+ibwTY5zn+RxH40AAAASJIMQ+rWKPbtZapI3YZJTs62y5REXLx4UR07dtS+ffvMtRIlSigoKEilSpWyYzIAAAAgFUtiawLYE00AAAAAWGcY0vYN0rolse8zaZmUPZftMiUxJ06c0Ouvv64HDx5Iil70d8iQIRo/frxcXFzsnA4AAAAAaAIAAADAmqgoqVvD2LfP3yQ58yV38eLFVapUKf3www/y9vZWYGCgqlWrZu9YAAAAAJLgmgD2wpgIAAAAPGMY0sLJsTcAcntLY+bTAPh/jo6OWrFihXr27KmTJ0/SAAAAAACQ5DASAAAAILWLjJQ2Lpe+WR/7PgP8pCKlJYfUew1JSEiI+vfvr27duqly5crmeoECBTR//nw7JgMAAAAQA2sCmNEEAAAASM0ehkp9m8e+3T2TNDVISpO6Txt3794tHx8fXb58Wfv27dPx48eVLl06e8cCAAAAgBdK3Z/mAAAAUquwx1LQbOngt7HvM+8LycXVZpGSosePH2vEiBH6+OOPzbXr16/rxIkTqlKlih2TAQAAAHgu1gQwowkAAACQmoTcln7aJ62OZfqaTzZLTs62zZREHT16VB06dNCvv/5qrtWsWVMBAQHKmzevHZMBAAAAQNzRBAAAAEjpejSRIp68eL8l2xI/SzIQERGhKVOmaOzYsYqIiJAkubi4aPLkyerXr58cUvG6CAAAAECywZoAZjQBAAAAUqqff5Rmfvji/eZ+Lrm6JX6eZOD8+fNq3769Dh48aK6VKVNGQUFBKlasmB2TAQAAAMDLoQkAAACQEt0Psd4AcEsrPXoo1Wgkla8mFSlt82hJ2aNHj3T06FFJkoODg4YPH67Ro0fL2ZkpkgAAAIBkhZEAZjQBAAAAUgLDiP7i/8h30qefWN9n0VaJqWyeq3jx4po0aZIWLlyowMBAVa5c2d6RAAAAAOA/oQkAAACQ3C2cHP3lf2zeah99QwxfffWV6tatKxcXF3NtwIAB6tmzp9KlS2fHZAAAAAD+E5PJ3gmSDC4FAwAASK6ioqQu9Z/fACj9PxoAVty5c0ft2rVTkyZNNGbMGIttjo6ONAAAAACA5M7kYJtbMsBIAAAAgOQmIkLq0dj6tnyFpOy5pSbvRv8XMezYsUO+vr66cuWKJGnq1Knq1KmTihQpYudkAAAAAJDwaAIAAAAkF1FR0poF0rebrW//eI2UIaNNIyUnDx8+1NChQzV37lxzLWPGjJo3b54KFy5sx2QAAAAAEhzTAZnRBAAAAEjqbt+UgmZLp45Y357zFWncAhb9fY4jR46offv2Onv2rLlWt25dLVu2THny5LFjMgAAAABIXDQBAAAAkrIu9WPflja9NHu97bIkQ0+ePNGkSZM0ceJERUZGSpLc3Nw0depUvf/++3KgcQIAAACkTMlkvn5boAkAAACQ1ARfk37YIX25KvZ9Zq6T0mewXaZkatGiRRo3bpz5foUKFRQUFKRChQrZMRUAAAAA2A5NAAAAgKTir4vS2J6xb69SV2rfW3J2sV2mZK5bt25atmyZTpw4oVGjRmnEiBFycnKydywAAAAAiY01AcxoAgAAANjbb8ekX49JX38W+z4fBUhZc9gsUnL16NEjubm5me87OTlp1apVun//vipUqGDHZAAAAABgHzQBAAAA7CUqSurWMPbtVepI5atLJSpwFcsLGIahVatWaeDAgdq+fbtKly5t3la4cGH7BQMAAABgFyY+Q5nRBAAAALC1sMfSp/Olfdutb8/5ijRhkW0zJWO3bt1Sjx49tH599CLJ7du3148//ihXV1c7JwMAAAAA+6MJAAAAYEsfdpWu/Wl9W+N2UvlqUp58ts2UjG3dulWdO3fWtWvXzLUyZcroyZMnNAEAAACAVIyRAM/QBAAAALCVQ7tjbwB8sllycrZtnmTswYMHGjx4sBYuXGiuZc6cWQsXLlSLFi3smAwAAAAAkhaaAAAAAIkt5I40upsUet+y7lVA6jJEyu1tl1jJ1YEDB9ShQwedP3/eXGvQoIGWLl2qnDlz2jEZAAAAgCSDgQBmNAEAAAAS2uOH0nJ/6ad9se/jt0zyzGW7TCnE3Llz1a9fP0VFRUmS0qZNK39/f3Xr1o3hvgAAAABgBU0AAACAhPTgntS/1fP36T2WBsBLqlSpkvnL/sqVKyswMFAFCxa0cyoAAAAASQ0XCT1DEwAAAOC/Cr0vTftA+uti7Pu4uEk58khDp0vOLrbLlsJUqFBB48ePlyR98MEHSpOG01kAAAAAeB4+NQEAAPwXl36XJvaxvs3ZRZq1jgV/X9KlS5fk7+8vf39/iy/7R4wYYcdUAAAAAJIDRgI8QxMAAADgZd24GnsD4K320TfEm2EYCggIUL9+/XT//n1ly5ZNo0aNsncsAAAAAEiWaAIAAADEh2FIaxdKO7+IuS2HlzRmHlf+/wc3btxQt27dtGnTJnMtMDBQQ4YMkaurqx2TAQAAAEhOGAnwjIO9AwAAACQbl36Xujaw3gCQpImLaQD8B5s3b1aJEiUsGgC+vr766aefaAAAAAAAwEtiJAAAAMDzREVJF05LW9dIJw9b38dngPR6PdvmSkHu3bunAQMGaNmyZeZatmzZtGjRIjVt2tR+wQAAAAAkW4wEeIYmAAAAgDULJkm//yKF3I59n1nrpHQZbJcpBdq7d686deqkS5cumWtvvfWWFi9eLE9PT/sFAwAAAIAUgiYAAADAU6H3pXWLpX3bn79f/sLSiJk2iZTSbdq0ydwASJ8+vWbNmiVfX1+u2gEAAADw3/CRwowmAAAAwPUr0sjOL96vma9Uu4nkmjbxM6USkyZN0rZt25QlSxatWLFC+fLls3ckAAAAAEhRaAIAAIDU606wNKT98/eZsVpyzyRxZfp/FhkZqWPHjql8+fLmmqurq3bs2KHs2bPL0dHRjukAAAAApCSMLn7Gwd4BAAAA7OJJeOwNgGJlpY/XSEu2SR6ZaQAkgPPnz6t69eqqVq2afvvtN4ttuXLlogEAAAAAAImEkQAAACD1ePxI+vOC9NcFadW8mNvf7SXVamL7XCmYYRhavHixBg4cqNDQUEmSj4+PDh48yJU5AAAAABINnzeeoQkAAABSvj8vSOPej3171hzSRwE2i5NaXLt2TV26dNGWLVvMtfz588vf358TcgAAAACwEZoAAAAg5bofIg1o/fx9HB1pACSCDRs2qHv37rp165a51q1bN82YMUPp06e3YzIAAAAAqQEXHj1DEwAAAKRMhhF7A6BsVSmDh1SzseSV37a5Uri7d++qb9++CgoKMteyZ8+upUuXqlGjRnZMBgAAAACpE00AAACQ8vywXVruH7M+YJJUrJzt86QiTZs21XfffWe+37x5cy1YsEBZs2a1YyoAAAAAqQ0jAZ6hCQAAAFIOw5DmjZeOH4i5bck22+dJhSZMmKAaNWooQ4YMmjt3rtq3b8/JNwAAAADYEU0AAACQ/EVFSn4DpEtnrW9f8KVt86QiUVFRcnBwMN+vVq2aFi9erLp16+qVV16xYzIAAAAAqRrXIpnRBAAAAMnbqSPSrFHWt42Zz5z/iSQiIkJ+fn7at2+ftm3bZtEI6Ny5sx2TAQAAAAD+iSYAAABIvoJmS99ttb5t7kbJNa1t86QSZ8+eVYcOHXT48GFJ0syZMzVw4EA7pwIAAACAZ5iW9BmaAAAAIPm5+bc03Nf6tnlfSC6uNo2TWhiGofnz52vIkCF69OiRJMnR0dH8ZwAAAABA0kMTAAAAJB+PQqWRXaR7d2Ju+2C69Fpx22dKJa5cuaL33ntP27dvN9dee+01BQYGqlKlSnZMBgAAAAAxMRLgGYcX7wIAAJBE9GluvQEwchYNgES0Zs0alShRwqIB0KtXLx07dowGAAAAAAAkcYwEAAAASV/ofWnR5Jj16g2kDn0lrvBIFJGRkWrfvr3WrFljruXKlUvLly/Xm2++acdkAAAAAPB8jAR4hiYAAABI2r5eJ21YGrO+aIvk4Gj7PKmIo6Oj3N3dzffbtGmjefPmKXPmzHZMBQAAAACID5oAAAAg6YmMlPyHS2dOWt/eYyQNABuZMWOGjh07poEDB6pNmzb2jgMAAAAAccNAADOaAAAAIGkxDKl7I+vbCpeObgCkz2DTSKnFwYMH9ddff6lFixbmWvr06XXo0CGG0iJZO3r0qJycnFSiRAlJ0qZNm7R8+XIVLVpUY8eOlbOzs50TAgAAAImHhYEBAEDS8fih1LWB9W0fzpYGf0QDIBE8efJEo0aNUtWqVeXr66sLFy5YbKcBgOSue/fuOnv2rCTpwoULatOmjdKmTat169bpgw8+sHM6AAAAJAaTyWSTW3JAEwAAACQNX66SejeLWV+4RVqyTfJ+zfaZUoFff/1V//vf/zRx4kRFRUXpwYMH8vf3t3csIEGdPXtWpUuXliStW7dO1atX1+rVqxUQEKANGzbYNxwAAACQyJgOCAAA2NcPO6TlM6xvm7RMcmTu/8QQFRWl2bNna9iwYQoLC5MkpUmTRmPGjNGwYcPsnA5IWIZhKCoqSpK0c+dONW7cWJLk5eWl4OBge0YDAABAIkkuV+nbAk0AAABgH7//Ik0ZZH1bmSpSr9G2zZOKXL58WT4+Ptq9e7e5VqRIEQUFBalcuXJ2TAYkjvLly2vixImqU6eOvvvuO33yySeSpIsXLyp79ux2TgcAAAAkLpoAAADANqKipD/PS8tmSFcuxb7fpKVS9tw2i5WaGIahoKAg9enTR/fu3TPX+/fvLz8/P7m5udkxHZB4Zs6cqXfffVdffPGFRo4cqYIFC0qS1q9frypVqtg5HQAAABIDIwGeoQkAAAASX1SU1K3h8/eZuFjK4WWbPKnUgwcPNHz4cHMDwMvLSwEBAapdu7adkwGJq2TJkjp16lSM+rRp0+TIlGMAAACwoXnz5mnatGm6du2aSpUqpTlz5qhixYpW961Zs6a+++67GPWGDRtqy5YtcT4mTQAAAJC4RneXrv4R+/a+46WS1k94kLAyZMigZcuWqX79+urYsaNmzZqljBkz2jsWYDPh4eG6ceOGeX2Ap1555RU7JQIAAEBiSYojAdauXauBAwdqwYIFqlSpkmbOnKl69erpzJkz8vT0jLH/xo0bFR4ebr5/69YtlSpVSi1btozXcWkCAACAxLN1jfUGQOO2Up1mUvoMts+Uity/f1+PHz9WtmzZzLV69erp2LFjKl26tP2CATZ29uxZde7cWfv377eoG4Yhk8mkyMhIOyUDAABAauLv76+uXbvK19dXkrRgwQJt2bJFy5Yt07Bhw2LsnzlzZov7a9asUdq0aWkCAACAJOK3Y9LGAMtazlekCYvsEie12bdvnzp27KjChQtry5YtFlfB0ABAauPr66s0adLoq6++Us6cOZPkVWEAAABIYEnslC88PFw//fSThg8fbq45ODioTp06OnDgQJyeY+nSpWrTpo3SpUsXr2PTBAAAAAknKkravFL6anXMbROXSDny2D5TKhMWFqYxY8Zo6tSpMgxDFy9e1OLFi9WtWzd7RwPs5vjx4/rpp59UuHBhe0cBAABAChMWFqawsDCLmouLi1xcXCxqwcHBioyMVPbs2S3q2bNn1+nTp194nMOHD+vnn3/W0qVL453RId6PAAAAsMYwohf/tdYAGDSZBoANnDp1ShUrVtSUKVNkGIYkqWrVqqpTp46dkwH2VbRoUQUHB9s7BgAAAGzIZDLZ5DZ58mR5eHhY3CZPnpzgr2fp0qUqUaJErIsIP4/dmwDz5s2Tt7e3XF1dValSJR0+fPi5+8+cOVOFChWSm5ubvLy8NGDAAD1+/NhGaQEAgNm9u9KVS9KJQ1KX+lLXBtb36zxYKlLGlslSncjISE2bNk3ly5fXyZMnJUlOTk766KOP9N133yl//vx2TgjY15QpU/TBBx9oz549unXrlu7du2dxAwAAAF7W8OHDFRISYnH755Q/T2XNmlWOjo66fv26Rf369evKkSPHc48RGhqqNWvWqHPnzi+V0a7TAcV3NeTVq1dr2LBhWrZsmapUqaKzZ8/Kx8dHJpNJ/v7+dngFAACkQmGPpV5NX7zflEApS8x/z5GwLl68qE6dOun7778310qUKKGgoCCVKlXKjsmApOPpaJg33njDos7CwAAAACmXrdaBsjb1jzXOzs4qV66cdu3apaZNm0qSoqKitGvXLvXu3fu5j123bp3CwsLUvn37l8po1yZAfFdD3r9/v6pWrap27dpJkry9vdW2bVsdOnTIprkBAEi1LpyW/Po/f58CRaShMyQHuw84TPEuX76skiVL6sGDB5KiT3IHDx6sCRMmxOkkFEgtdu/ebe8IAAAAgAYOHKhOnTqpfPnyqlixombOnKnQ0FDz9+MdO3ZU7ty5Y0wntHTpUjVt2lRZsmR5qeParQnwMqshV6lSRStXrtThw4dVsWJFXbhwQVu3blWHDh1sFRsAgNTnyiXpwLfSts+sb69WX7pxVarVRCpfzabRUrtXXnlFb7/9tlatWiVvb28FBgaqWjV+BsC/1ahRw94RAAAAYGO2GgkQH61bt9bNmzc1evRoXbt2TaVLl9a2bdvMiwVfvnxZDv+6oO7MmTPat2+ftm/f/tLHtVsT4GVWQ27Xrp2Cg4P1+uuvyzAMRUREqEePHhoxYkSsx/n36szM+QkAQDwMaC3dD7G+rUod6b3Bts2DGObOnascOXJozJgxypAhg73jAEnW999/r4ULF+rChQtat26dcufOraCgIOXLl0+vv/66veMBAAAglejdu3es0//s2bMnRq1QoUIyDOM/HTNZjdPfs2eP/Pz8NH/+fB09elQbN27Uli1bNGHChFgf8+/Vmb28vGyYGACAZOryuejFfmNrADRsTQPAxkJCQuTj46M1a9ZY1DNmzKjp06fTAACeY8OGDapXr57c3Nx09OhR80VCISEh8vPzs3M6AAAAJAqTjW7JgN1GArzMasijRo1Shw4d1KVLF0nRi96FhoaqW7duGjlyZIyhElL06swDBw4037937x6NAAAAnueDDtLtmzHrjdpIZapIefJLaey6rFCqs2fPHnXq1EmXL1/Wpk2bVK1aNeXOndvesYBkY+LEiVqwYIE6duxo0UirWrWqJk6caMdkAAAAQOKz20iAf66G/NTT1ZArV65s9TEPHz6M8UW/o6OjJMU6JMLFxUXu7u4WNwAAEIvdX1lvAIycJb3jI3m/RgPAhh4/fqxBgwapVq1aunz5siQpMjJSv/zyi52TAcnLmTNnVL169Rh1Dw8P3b171/aBAAAAkOhMJpNNbsmBXT/Fx3c15CZNmsjf319lypRRpUqVdO7cOY0aNUpNmjQxNwMAAMBL+qCjdPuGZe39UVLZqvbJk8odO3ZM7du316+//mqu1axZUwEBAcqbN68dkwHJT44cOXTu3Dl5e3tb1Pft26f8+fPbJxQAAABgI3ZtAsR3NeQPP/xQJpNJH374oa5cuaJs2bKpSZMmmjRpkr1eAgAAyV9UlNSvhfTooWV90lIpO1PO2FpERISmTJmisWPHKiIiQlL0yEY/Pz/179/f6vSHAJ6va9eu6tevn5YtWyaTyaSrV6/qwIEDGjx4sEaNGmXveAAAAEgEyeUqfVswGf91aeFk5t69e/Lw8FBISAhTAwEAUrcje6WFsSyIOWqOlPdV2+aB/vjjD7Vt21YHDhww10qXLq2VK1eqWLFidkwGxE1SPdc2DEN+fn6aPHmyHj6Mbni6uLho8ODBmjBhwks9p1uZ3gkZESlA91bVNaDTG8qexV2nzl7RwCnr9OMvf8S6f+92NdW1ZTV55cikW3dD9fnOYxo1Z7PCwqMbwCO7N9SHPRpaPObMxWsq3Yx1LGDpzpG59o6AJGbN6lVasXypgoNv6rVChTVsxCiVKFnS6r7nzv2u+XNm67dff9HVq1c0ZOhwte/oY7HPJ/PmaMF8y98z73z5tOmrbYn1EpBMuSaxmWPz9v3SJsf5Y3YTmxznv0hiPxoAAJDoThyS5oyJffvYT6Q8+WyXB2aurq76/fffJUkODg4aPny4Ro8eLWdnZzsnA5I3k8mkkSNHasiQITp37pwePHigokWLytXVVVevXlWuXLnsHRHJXIs3y2rKoHfUZ9JaHfn5knq3q6XN83upVNPxunnnQYz9W9cvrwl931aPsat04MQFvZrXU4vHd5AhaeiMjeb9fjl3VY16zDHfj4iMssXLAZCMbft6q6ZPnawPx4xTiRKltCpohXp276xNX21TlixZYuz/+NEj5fHKo7r16mv6lMmxPm+Bgq9q0ZLl5vuOaZiWG0kfIwGeoQkAAEBq8PiR5D9cunA69n1c00pzNkicKNlN9uzZtWjRIn3wwQcKDAxU5cqV7R0JSFGcnZ1VtGhR8/0TJ06obNmyioyMtGMqpAR929fW8o37FbT5oCSpz6Q1alCtmDo1razpy3fE2P9/pfLpwPELWrvtR0nS5b9v67NtP6pCcW+L/SIio3T91v1Ezw8g5QhasVzNWrRS03eaS5I+HDNOe/fu0RcbN6hz124x9i9eoqSKl4geJTD74xmxPm8aR0dlzZYtcUIDiYQmwDNMKgsAQEp346rU+53YGwCDPpKWbJPmbqQBYGMbNmxQcHCwRe2dd97Rzz//TAMAAJIJpzSOKlPES98eOmOuGYahbw+dUcWS1kfWHTxxUWWKeql8seiF3r1zZ1G9qsW0bd8vFvsVfCWbLmyfpF+/HKvlkzrJK0emxHshAJK9J+Hh+u3XX/S/ylXMNQcHB/3vf1V08sSx//Tcf1z+Q3Vqvq6G9d7Q8A8G6e+rV/9rXAA2xEgAAABSsgf3pBHvWd82aLJUpIxt80CSdOfOHfXq1UuffvqpWrRooc8++8ziKhUXFxc7pgMAxEfWTOmVJo2jbty2vGL/xq17KuSd3epj1m77UVkypdOu5QNkkklOTo5atO57TVu23bzPkZ8vqdvolTr7x3XlyOqhkd0baOeyASrXYpIePAxL1NcEIHm6c/eOIiMjY0z7kyVLFl28eOGln7dEyZKaMGmyvL3z6ebNm1r4yTz5dnxXGzZ9qXTp0v/X2EDi4Ro3M5oAAACkVIYh9W9lWStcWuo7TnLmS2Z72bFjh3x9fXXlyhVJ0vr167V3717VqFHDzskAxCYsLExhYZZfuhpRkTI5MB8yXk61cq9qyHv11G/yWh059YcKeGXV9CEt9HfX+vpocfRCm9t/+NW8/8+/X9WRU5d0Zut4NX+zrFZ8cSC2pwaABPd6tWfnqa8VKqwSJUupQd1a+mbb12rWvKUdkwGIK5oAAACkRBfOSH79LGte+aXBH9knD/Tw4UMNHTpUc+fONdcyZsyoefPmqXr16nZMBqRcJ0+efO72M2fOPHf7U5MnT9a4ceMsao7ZK8gpZ8WXzoaUI/jOA0VERMozcwaLumcWd127dc/qY8a830ifbjmsgM+jv8z/5dxVpXVz0bwP22rKkm9kGEaMx4Q8eKRzl2+ogBdzcgOwLlPGTHJ0dNStW7cs6rdu3VLWrFkT7Dju7u7Km9dbf16+nGDPCSQG1gR4hiYAAAApzdefSRuWxayPmW/7LJAkHTlyRB06dLD4wrFOnTpavny58uTJY8dkQMpWunRpmUwmq1+oPq3H5cPh8OHDNXDgQIuaZ7WhCZYTyduTiEgd++1P1apUSF/uiW48mUwm1ar4mhas3Wv1MW6uzoqKsvy9jIqK+v/HRg/m+7d0bs7Klyerrm05nLAvAECK4eTsrCJFi+nQwQOq/UYdSdH/bzl06IDatG2fYMd5GBqqP//8U43eoikJJBc0AQAASEnO/my9AbBoq+2zQE+ePNGkSZM0ceJERUZGSpJcXV01depU9erVSw4ODnZOCKRsFy9eTJDncXFxibFWB1MB4Z9mr/xWi8d30E+/XtaPP19S73a1lNbNRYGbDkqSlkzooKs3QjR6zmZJ0ta9P6tv+1o6ceYvHT51SQW8sml0z8bauveUuTkwecA72rL3lC5fva1cnh76sEcjRUZF6bNtP9ntdQJI+jp08tWoEUNVrFhxFS9RUiuDVujRo0dq+k4zSdLI4R/I0zO7+g0YJCl6MeHz589H//lJuG7cuK7Tv/2mtGnT6pW80YuXz5g2RTVq1lLOXLl088YNfTJvjhwdHdSgYWP7vEggjhgJ8AxNAAAAUoLbN6UPOsSsD54iFS5l+zyQJH311VcWU4hUqFBBgYGBKly4sB1TAalH3v//8gJIbOu3H1XWTOk1umcjZc+SQSfPXNHbveaZFwv2ypHZ4sr/j5Zsk2EYGvN+Y+Xy9FDwnQfasvdnjZ37pXmf3NkzKnCyrzJ7pFXwnQfaf/yCanScoeA7D2z++gAkH/UbNNSd27c1f+5sBQffVKHCRTR/4RJl+f/pgK79/bccTM8uRLlx84Zat2hqvr9i+TKtWL5M5StU1NKAIEnS9evXNGzIQN29e1eZMmdWmbLlFLT6M2XOnNmmrw3AyzMZ1sbGpmD37t2Th4eHQkJC5O7ubu84AAD8Nwd2SptWSsHXYm5r3llqwEJd9mQYhpo1a6Yvv/xSo0aN0ogRI+Tk5GTvWECiSQ7n2iVKlNDWrVvl5eX1n57HrUzvBEoEAP/NnSNzX7wTANiAaxK73Lzg4K9tcpxz0xvY5Dj/RRL70QAAgDgLvS8tnW59W7dhUsWaNo0D6e7du8qYMaP5vslk0qJFi3Tp0iVVqFDBfsEAmF26dElPnjyxdwwAAADAZpiIFgCA5MYwpFVzpX5WrvJv2lFa/DUNABszDEMrV66Ut7e3vvzyS4tt2bJlowEAAAAAADZmMplscksOGAkAAEByc+qwtPsry1r1BlL7PhILzdrcrVu31KNHD61fv16S1KVLF/3888/Kli2bnZMBsKZatWpyc3OzdwwAAADAZmgCAACQnDwJl2aPsax5vya16UEDwA6+/vprvffee7p27dmaDHXr1mXefyAJ27p1q70jAAAAwAaSyUX6NkETAACApO7qH9KZU9LvP0uH91hu6zNOKlXJLrFSswcPHmjw4MFauHChuZY5c2YtWLBALVuyGDOQFP3+++/avXu3bty4oaioKItto0ePtlMqAAAAIPHRBAAAIKn67bg0Y9jz9ylZ0SZR8MyBAwfUoUMHnT9/3lxr0KCBli5dqpw5c9oxGYDYLF68WD179lTWrFmVI0cOi7lbTSYTTQAAAIAUKLnM128LNAEAAEhKrl+VVs6ObgA8T5kq0vujGN9oY4GBgfL19TVfRZw2bVr5+/urW7dunGACSdjEiRM1adIkDR061N5RAAAAAJujCQAAQFJw+bw0vtfz92nVVXLPJBUtK7lntEksWKpVq5YyZMigkJAQVa5cWYGBgSpYsKC9YwF4gTt37jBVFwAAQCrDdVrP0AQAAMCeHtyXxnSTQu7Evk/LLtIbTaU0/LNtb15eXpo/f74uXbqkDz74QGn4mQDJQsuWLbV9+3b16NHD3lEAAAAAm+OTKwAA9nLjqjTiPevbWnaR3mzOpQt2dOnSJY0cOVLz58+Xh4eHud6uXTs7pgLwMgoWLKhRo0bp4MGDKlGihJycnCy29+3b107JAAAAkFgcHPg8/RRNAAAA7GHmKOnnIzHrPgOl19+0fR6YGYahgIAA9evXT/fv35eTk5MCAgLsHQvAf7Bo0SKlT59e3333nb777juLbSaTiSYAAAAAUjSaAAAA2FrI7ZgNgAJFpaHTJQcH+2SCJOnGjRvq1q2bNm3aZK7t2bNHt2/fVubMme2YDMB/cfHiRXtHAAAAgI0xsP4ZmgAAANhKZKQUOEv6YbtlvUMfqUYj+2SC2ebNm9W1a1fduHHDXPPx8dGsWbPk7u5ux2QAEpJhGJKiRwAAAAAAqQGXGwIAYAtd6kvdG8VsAPgMoAFgZ/fu3VPnzp319ttvmxsAWbNm1eeff67ly5fTAABSiMDAQJUoUUJubm5yc3NTyZIlFRQUZO9YAAAASCQmk8kmt+SAkQAAACSmYwekeeOsbytfTXq9nm3zwML333+vjh076tKlS+ZakyZNtHjxYmXPnt1+wQAkKH9/f40aNUq9e/dW1apVJUn79u1Tjx49FBwcrAEDBtg5IQAAAJB4aAIAAJAYpg+TTh+3vs3FVfp4reTsYtNIiOnkyZPmBkD69Ok1a9Ys+fr6JpurOQDEzZw5c/TJJ5+oY8eO5tpbb72lYsWKaezYsTQBAAAAUiA+1j1DEwAAgITy+KE0oY90/Urs+3yyWXJytl0mPNf777+vzZs369GjR1qxYoXy5ctn70gAEsHff/+tKlWqxKhXqVJFf//9tx0SAQAAALbDmgAAACSE4wek3s1ibwB8MF1aso0GgB1FRkZqx44dFjWTyaS1a9dq9+7dNACAFKxgwYL67LPPYtTXrl2rV1991Q6JAAAAkNhYE+AZRgIAAPBf7fxCWrPA+jau/E8Szp8/r44dO2r//v3asWOH6tSpY96WMWNG+wUDYBPjxo1T69attXfvXvOaAD/88IN27dpltTkAAAAApCQ0AQAAeFlRUdLSadKh3ZZ1Fzdp7kYmIEwCDMPQ4sWLNXDgQIWGhkqSunTporNnz8rZmeYMkFo0b95chw4dkr+/v7744gtJUpEiRXT48GGVKVPGvuEAAACQKJLLVfq2QBMAAICX8ShU6tM8Zn3ETCl/YZvHQUx///23unTpoq1bt5pr+fPnV2BgIA0AIBUqV66cVq1aZe8YAAAAgM3RBAAAID6ioqRuDa1vK1+dBkASsX79evXo0UO3bt0y17p27aoZM2YoQ4YMdkwGwJYcHBxeeAWYyWRSRESEjRIBAADAVhgI8AxNAAAA4urKJWlMD+vbpq+SMmaxaRzEdPfuXfXp00crV64017Jnz64lS5aocePGdkwGwB4+//zzWLcdOHBAs2fPVlRUlA0TAQAAALZHEwAAgBd5Ei5tWSN9tTrmtjJVpJ4jJQdH2+dCDF27dtX69evN95s1a6YFCxYoW7ZsdkwFwF7efvvtGLUzZ85o2LBh+vLLL/Xuu+9q/PjxdkgGAACAxMaaAM/QBAAAIDaGIXVtEPv2RVv48j+JmTx5srZu3ao0adJo7ty5at++PSd+ACRJV69e1ZgxY7RixQrVq1dPx48fV/Hixe0dCwAAAEh0NAEAAPi3J+HSyM7S7ZvWt783WKr8BhMMJgHh4eEWi/wWLFhQa9euVcmSJfXKK6/YMRmApCIkJER+fn6aM2eOSpcurV27dqlatWr2jgUAAIBExkf2Z2gCAADwVGSk1L1R7NtfLS41bC2VqGC7TLAqIiJCfn5++uyzz3T48GGlTZvWvI25/wE8NXXqVE2ZMkU5cuTQp59+anV6IAAAACClowkAAIAkRb2gAfDJZsnJOfbtsJkzZ86oY8eOOnz4sCTpgw8+0Ny5c+2cCkBSNGzYMLm5ualgwYJasWKFVqxYYXW/jRs32jgZAAAAEhtTwz5DEwAAkLqF3pf6tbS+rfZbUrv3bZsHsTIMQ/Pnz9eQIUP06NEjSZKjo6OyZMkiwzA4wQMQQ8eOHfl/AwAAAFI9mgAAgNTHMKQTB6W542Lfhyv/k5QrV67I19dXO3bsMNdee+01BQYGqlKlSnZMBiApCwgIsHcEAAAA2AnXgjxDEwAAkHps3yhtCpLCHsW+T9r0kv+nUhon2+XCc3366ad6//33dffuXXOtV69emjp1qsVaAAAAAAAAICaaAACA1GFkZ+n6ldi312gUPfWPo6PtMuG5DMOQj4+PAgMDzbVcuXJp+fLlevPNN+2YDAAAAACQ1DEt5DM0AQAAKd8vR2NvAAyeIhUuZds8iBOTyaSiRYua77dp00bz5s1T5syZ7ZgKAAAAAIDkhSYAACBl+/lHaeaHlrXJAVIWT8nBwS6REHeDBw/W/v371bZtW7Vp08becQAAAAAAyQQDAZ6hCQAASJmehEuzR0u/Hbesj5gpZcthj0R4gYMHD+rIkSPq06ePuebo6KhNmzbZMRUAAAAAAMkbTQAAQMoz7n3pzwsx6zlfkfIXtn0ePFd4eLgmTJggPz8/SVK5cuVUpUoVO6cCAAAAACRnrAnwDE0AAEDKERUlLZ1mvQHQZ5xUqpLtM+G5fv31V3Xo0EFHjx411+bOnUsTAAAAAACABEITAACQMkRESD0ax6zXfUeq10LKmMX2mRCrqKgozZ49W8OGDVNYWJgkKU2aNBozZoyGDRtm53QAAAAAgOSOgQDP0AQAACR/IbelQe1i1icslnJ62T4Pnuvy5cvy8fHR7t27zbUiRYooKChI5cqVs2MyAAAAAABSHgd7BwAA4D8JuWO9ATB7PQ2AJMYwDAUGBqpEiRIWDYD+/fvrp59+ogEAAAAAAEgwJpPJJrfkgJEAAIDk68F9aVDbmPXFXzPuLwmKiIjQxx9/rHv37kmSvLy8FBAQoNq1a9s5GQAAAAAAKRcjAQAAydOt61L/lpY1z1zSjE9pACRRTk5OCgoKkouLizp06KCTJ0/SAAAAAAAAJAqTyTa35ICRAACA5CMyUgr4WDqw0/p2v2W2zYPnun//vm7evKn8+fOba8WLF9cvv/yiAgUK2DEZAAAAAACpB00AAEDycD9EGtDa+rZi5aT+E22bB8+1b98+dezYUenTp9eRI0fk4uJi3kYDAAAAAACQ2JLLfP22wHRAAICkzzBibwAUKCoNmJR8xuClcGFhYRo2bJiqV6+uixcv6tSpUxo/fry9YwEAAAAAkGrRBAAAJH1dG8SszftCWrJNGu5v8ziw7tSpU6pYsaKmTJkiwzAkSVWrVlXnzp3tnAwAAAAAkNok1TUB5s2bJ29vb7m6uqpSpUo6fPjwc/e/e/euevXqpZw5c8rFxUWvvfaatm7dGq9j0gQAACRts0bFrC3ZJrm42j4LrIqMjNS0adNUvnx5nTx5UlL0IsAfffSRvvvuO4s1AQAAAAAASK3Wrl2rgQMHasyYMTp69KhKlSqlevXq6caNG1b3Dw8PV926dXXp0iWtX79eZ86c0eLFi5U7d+54HZc1AQAASdeVS9KpI5a1BV/aJQqsu3jxojp16qTvv//eXCtRooSCgoJUqlQpOyYDAAAAAKRmSXFNAH9/f3Xt2lW+vr6SpAULFmjLli1atmyZhg0bFmP/ZcuW6fbt29q/f7+cnJwkSd7e3vE+LiMBAABJ06NQaUwPy9rUICmNk33yIIa7d++qbNmy5gaAyWTSkCFDdOTIERoAAAAAAAD8Q3h4uH766SfVqVPHXHNwcFCdOnV04MABq4/ZvHmzKleurF69eil79uwqXry4/Pz8FBkZGa9j0wQAACRNg9pZ3u87XsqczT5ZYFXGjBnVp08fSdFXIuzZs0dTp06Vi4uLnZMBAAAAAFI7k8lkk1tYWJju3btncQsLC4uRJzg4WJGRkcqePbtFPXv27Lp27ZrV13DhwgWtX79ekZGR2rp1q0aNGqUZM2Zo4sSJ8XovaAIAAJKW2zelLvWl8H/8g+mWTipZ0X6ZYPZ0wd+nRo0apfHjx+vEiROqXr26nVIBAAAAAGAfkydPloeHh8Vt8uTJCfLcUVFR8vT01KJFi1SuXDm1bt1aI0eO1IIFC+L1PKwJAABIGv66KI17X/rXl8ySpFnrbJ8HFkJCQtSvXz+99tprGjFihLnu5OSkUaOsLN4MAAAAAIAd2WpJgOHDh2vgwIEWNWsj5LNmzSpHR0ddv37don79+nXlyJHD6nPnzJlTTk5OcnR0NNeKFCmia9euKTw8XM7OznHKyEgAAID9bVkjje1pvQEwe4PkwD9X9rRnzx6VLFlSK1as0JgxY3Ts2DF7RwIAAAAAIElwcXGRu7u7xc1aE8DZ2VnlypXTrl27zLWoqCjt2rVLlStXtvrcVatW1blz5xQVFWWunT17Vjlz5oxzA0CiCQAAsLdeTaXPA2LW3+4gLdkmpU1n60T4f48fP9agQYNUq1YtXb58WZLk5uZm/jMAAAAAAEmVrdYEiI+BAwdq8eLFWrFihX777Tf17NlToaGh8vX1lSR17NhRw4cPN+/fs2dP3b59W/369dPZs2e1ZcsW+fn5qVevXvE6LtMBAQDs49JZae44KeyxZb1lF6leC/tkgtmxY8fUvn17/frrr+ZazZo1FRAQoLx589oxGQAAAAAAyVPr1q118+ZNjR49WteuXVPp0qW1bds282LBly9flsM/ZkPw8vLSN998owEDBqhkyZLKnTu3+vXrp6FDh8bruCbj3yv8pXD37t2Th4eHQkJC5O7ubu84AJC6GIZ04pA0d6z17aPnSq8UtGkkWIqIiNCUKVM0duxYRURESIoe2ujn56f+/ftbnIwAwL+lpnNttzK97R0BACRJd47MtXcEAJAkuSaxy81rzdpvk+Ps7lfFJsf5L5LYjwYAkGJFRkrdG8W+feY6KX0G2+VBDFevXlWLFi104MABc6106dIKCgpS8eLF7ZgMAAAAAAC8LJoAAIDEZxixNwBadpUq1aQBkARkypRJd+7ckSQ5ODho2LBhGjNmTLwWGwIAAAAAICmI73z9KRlNAABA4nr4QOprZY7/XmOkUhUlB0fbZ4JVbm5uCgoKUocOHbR06VJVqZL0hzQCAAAAAGANPYBnaAIAABJHRIQ0b5x06kjMbYu/5l/jJGDdunUqWbKkChUqZK6VL19eP//8sxwdac4AAAAAAJAS/KcmwOPHj+Xq6ppQWQAAKcW1P6UPu1rfRgPA7u7cuaPevXtr9erVqlixon744QelSfPslIAGAAAAAAAguXPguwczh/g+ICoqShMmTFDu3LmVPn16XbhwQZI0atQoLV26NMEDAgCSkSfhUpf61hsARctKS7bRALCznTt3qkSJElq9erUk6fDhw/r888/tnAoAAAAAACSWeDcBJk6cqICAAE2dOtViocDixYtryZIlCRoOAJCMbFwu9XwrZt0zl7TgK2mgn+0zwezhw4fq27ev6tatqytXrkiSMmbMqFWrVqlFCytrNgAAAAAAkIyZTLa5JQfxbgIEBgZq0aJFevfddy2mCyhVqpROnz6doOEAAMnEl6ukrWtj1ms1lvyWSWlYgsaejhw5orJly2rOnDnmWp06dXTq1Cm1a9dOpuRy1gIAAAAAAOIt3t/KXLlyRQULFoxRj4qK0pMnTxIkFAAgmTh2QNoUKP110bJepY7kOyj5tMRTqCdPnmjSpEmaOHGiIiMjJUmurq6aOnWqevXqJQeHeF8LAAAAAABAssAFb8/EuwlQtGhRff/998qbN69Fff369SpTpkyCBQMAJGF3b0mD37W+bWqQlDmbbfPAqp9++knjx4+XYRiSpAoVKigwMFCFCxe2czIAAAAAAGAr8W4CjB49Wp06ddKVK1cUFRWljRs36syZMwoMDNRXX32VGBkBAEnJ/p3SsunWt9V5hwZAEvK///1PAwYM0KxZszRq1CiNGDFCTk5O9o4FAAAAAECic2AggFm8mwBvv/22vvzyS40fP17p0qXT6NGjVbZsWX355ZeqW7duYmQEACQl1hoAfcdJ+QpJGTLaPA6euXbtmjw9PS2m+Zk0aZLeffddlS1b1o7JAAAAAACAvbzUSo3VqlXTjh07EjoLACCpe3Df8n79VlJzX+b+tzPDMLR69Wr16tVL48aNU79+/czbXF1daQAAAAAAAFId1gR4Jt4rAubPn1+3bt2KUb97967y58+fIKEAAEnQvu1S/5aWtRbv0QCws1u3bqlVq1Zq3769QkJCNGzYMP3222/2jgUAAAAAAJKIeI8EuHTpkiIjI2PUw8LCdOXKlQQJBQBIYn7cKwX4W9ZqNLJPFpht3bpVnTt31rVr18y15s2bK2fOnHZMBQAAAACA/XHN4jNxbgJs3rzZ/OdvvvlGHh4e5vuRkZHatWuXvL294x1g3rx5mjZtmq5du6ZSpUppzpw5qlixYqz73717VyNHjtTGjRt1+/Zt5c2bVzNnzlTDhg3jfWwAQBwt8ItZe6u97XNAkvTgwQMNHjxYCxcuNNcyZ86sBQsWqGXLls95JAAAAAAASG3i3ARo2rSppOi5lDp16mSxzcnJSd7e3poxY0a8Dr527VoNHDhQCxYsUKVKlTRz5kzVq1dPZ86ckaenZ4z9w8PDVbduXXl6emr9+vXKnTu3/vjjD2XMmDFexwUAxNGfF6Rx71vWxi+UcuW1Tx5o//796tixo86fP2+uNWjQQEuXLmUEAAAAAAAA/88khgI8FecmQFRUlCQpX758OnLkiLJmzfqfD+7v76+uXbvK19dXkrRgwQJt2bJFy5Yt07Bhw2Lsv2zZMt2+fVv79++Xk5OTJL3U6AMAwAvs3yktmx6z7uJKA8COvvjiCzVv3tz8b3LatGnl7++vbt26seARAAAAAACwKt4LA1+8eDFBGgDh4eH66aefVKdOnWdhHBxUp04dHThwwOpjNm/erMqVK6tXr17Knj27ihcvLj8/P6trFAAAXsKD+1KX+tYbAJI0OcCmcWDpjTfeUN680U2YypUr68SJE+revTsNAAAAAAAA/sXBZJtbchDvhYElKTQ0VN99950uX76s8PBwi219+/aN03MEBwcrMjJS2bNnt6hnz55dp0+ftvqYCxcu6Ntvv9W7776rrVu36ty5c3r//ff15MkTjRkzxupjwsLCFBYWZr5/7969OOUDgFTnfog0oLX1bT1GSOWr2zYPYsiQIYNWrFih77//Xh988IHSpHmpf8YBAAAAAEAqEu9vD44dO6aGDRvq4cOHCg0NVebMmRUcHKy0adPK09Mzzk2AlxEVFSVPT08tWrRIjo6OKleunK5cuaJp06bF2gSYPHmyxo0bl2iZACBFuH5VGvlezPr0VVLGLLbPA126dEl9+vTRnDlzLKa+q1atmqpVq2a/YAAAAAAAJAOMmn8m3tMBDRgwQE2aNNGdO3fk5uamgwcP6o8//lC5cuU0fXos00dYkTVrVjk6Our69esW9evXrytHjhxWH5MzZ0699tprcnR0NNeKFCmia9euxRiR8NTw4cMVEhJivv35559xzggAqUJERMwGgKOjtGQbDQA7MAxDy5cvV8mSJfXVV1/Jx8fHvAYAAAAAAABAfMW7CXD8+HENGjRIDg4OcnR0VFhYmLy8vDR16lSNGDEizs/j7OyscuXKadeuXeZaVFSUdu3apcqVK1t9TNWqVXXu3DmLL0POnj2rnDlzytnZ2epjXFxc5O7ubnEDAPy/vV9LPRrHrC/cYvss0I0bN/TOO+/ovffe0/379yVFjwiggQ0AAAAAQPyYTLa5JQfxbgI4OTnJwSH6YZ6enrp8+bIkycPDI95fUgwcOFCLFy/WihUr9Ntvv6lnz54KDQ2Vr6+vJKljx44aPny4ef+ePXvq9u3b6tevn86ePastW7bIz89PvXr1iu/LAIDUKzJSWvRR9ALAgbNibl+yzfaZoE2bNql48eLatGmTuebj46OTJ0+aFwMGAAAAAACIr3ivCVCmTBkdOXJEr776qmrUqKHRo0crODhYQUFBKl68eLyeq3Xr1rp586ZGjx6ta9euqXTp0tq2bZt5seDLly+bGw6S5OXlpW+++UYDBgxQyZIllTt3bvXr109Dhw6N78sAgNTpwX2pf0vr28pWld4fZds80L179zRgwAAtW7bMXMuaNasWL16spk2b2i8YAAAAAADJmENyuUzfBkyGYRjxecCPP/6o+/fvq1atWrpx44Y6duyo/fv369VXX9XSpUtVunTpRIqaMO7duycPDw+FhIQwNRCA1KdLfev1ETOl/IVtGgXSDz/8oPbt2+vSpUvmWpMmTbR48WJzQxwAkpPUdK7tVqa3vSMAgCTpzpG59o4AAJIk13hfbp64mi39ySbH2di5nE2O81/E+0dTvnx58589PT21bRvTRgBAsnBsf8zawi3RiwDDLu7du2duAKRPn16zZs2Sr6+vTFytAAAAAADAf8JH62fivSZAbI4eParGja0sLgkAsL/ISGneeMvakm00AOysQYMG6t69u6pVq6aTJ0/qvffeowEAAAAAAAASVLxGAnzzzTfasWOHnJ2d1aVLF+XPn1+nT5/WsGHD9OWXX6pevXqJlRMAEB9RkdLCyZKzq3RgZ8ztI6wsCIxEFRkZqfXr16tVq1YWX/TPnDlTTk5OcqQhAwAAAABAguEiu2fi3ARYunSpunbtqsyZM+vOnTtasmSJ/P391adPH7Vu3Vo///yzihQpkphZAQAvcj9EWjJV+uU5895lyynlL2S7TND58+fNa+jcv39fXbp0MW9zdXW1YzIAAAAAAJDSxXk6oFmzZmnKlCkKDg7WZ599puDgYM2fP1+nTp3SggULaAAAgD1dOhu96O+A1s9vAGTIKA3zt1ms1M4wDC1atEilSpXS/v3RazIMGjRIISEhdk4GAAAAAEDKZjLZ5pYcxHkkwPnz59WyZUtJUrNmzZQmTRpNmzZNefLkSbRwAIAX+OuiNLZn7NsdHKRxC6O//E+fwWaxIF27dk1dunTRli1bzLX8+fMrMDBQHh4edkwGAAAAAABSkzg3AR49eqS0adNKip5PycXFRTlz5ky0YACAWEQ8kbatk74IjH2fGg2lll0lVzfb5YLZ+vXr1aNHD926dctc69q1q/z9/ZU+fXo7JgMAAAAAIHVwSC6X6dtAvBYGXrJkifnLi4iICAUEBChr1qwW+/Tt2zfh0gEAYprUT/rzgvVt3YZLFWvYNg/M7t69qz59+mjlypXmWvbs2bV06VI1atTIjskAAAAAAEBqFecmwCuvvKLFixeb7+fIkUNBQUEW+5hMJpoAAJCYfthuvQHgM0B6vZ7t88DC6NGjLRoAzZs314IFC2I0zAEAAAAAQOJiHMAzcW4CXLp0KRFjAABiFRUlfTJROrY/5rbxC6VceW2fCVaNHTtWGzZs0IMHDzR37ly1b99eJoYfAgAAAAAAO4rXdEAAABs6eUiaPSb27d2G0QCwswcPHljM8Z85c2Zt2LBBuXLl0iuvvGLHZAAAAAAApG5clPeMg70DAACsCJz1/AbAh3OkijVtFgeWIiIiNH78eBUsWFB///23xbb//e9/NAAAAAAAAECSwUgAAEhqjh+U9n4ds549tzRmvuTsYvtMMDt79qw6dOigw4cPS5I6d+6sLVu2cIUBAAAAAABJiAMf081oAgBAUvHgvtS/Zcx63/FSyYq2zwMLhmFo/vz5GjJkiB49eiRJcnR0VPny5RUZGak0afgnFQAAAAAAJD18YwEAScGaBdLOL2LWO/ShAZAEXLlyRb6+vtqxY4e59uqrryooKEiVKlWyYzIAAAAAAGANI/afeak1Ac6fP68PP/xQbdu21Y0bNyRJX3/9tX755ZcEDQcAKd7DB1KX+tYbAO+Pkmo0snkkWPr0009VvHhxiwZAr169dOzYMRoAAAAAAAAgyYt3E+C7775TiRIldOjQIW3cuFEPHjyQJJ04cUJjxjxnEUsAgKU/L0h9W8SsV6svLf5aKlvV9plgoVevXmrXrp3u3r0rScqVK5e++eYbzZ07V+nSpbNvOAAAAAAAECuTyTa35CDeTYBhw4Zp4sSJ2rFjh5ydnc312rVr6+DBgwkaDgBSnEO7o6/8H9lZGvd+zO1jP5E69U8+/4qkcLVr1zb/uU2bNjp16pTefPNNOyYCAAAAAACIn3ivCXDq1CmtXr06Rt3T01PBwcEJEgoAUqTHD6XFU6L/fP2K5Tb3TJL/p7bPhOdq3ry5evfurapVq6pNmzb2jgMAAAAAAOKINQGeifdIgIwZM+rvv/+OUT927Jhy586dIKEAIMUJvS/1bmZ923uDaQAkAYcOHdLQoUNj1OfMmUMDAAAAAAAAJFvxHgnQpk0bDR06VOvWrZPJZFJUVJR++OEHDR48WB07dkyMjACQvC2bLu3faVnLky966h/Y3ZMnTzR+/Hj5+fkpKipKpUuXVtu2be0dCwBSnc2bN8d537feeisRkwAAACAlcGAggFm8mwB+fn7q1auXvLy8FBkZqaJFiyoyMlLt2rXThx9+mBgZASB5un1T+qCD9W39J9o2C6z69ddf1aFDBx09etRcCwwMVJs2bRg2CAA21rRp0zjtZzKZFBkZmbhhAAAAgBQk3k0AZ2dnLV68WKNGjdLPP/+sBw8eqEyZMnr11VcTIx8AJE8PH1hvAFRvIHXoy8K/dhYVFaVZs2Zp+PDhCgsLkySlSZNGY8aM0bBhw2gAAIAdREVF2TsCAAAAUhA+2z8T7ybAvn379Prrr+uVV17RK6+8khiZACB5e/xI6tsiZn3iEilHHtvngYXLly/Lx8dHu3fvNteKFCmioKAglStXzo7JAAAAAAAAEl68mwC1a9dW7ty51bZtW7Vv315FixZNjFwAkDyF3JEG/Ws++UIlpcFTuPrfzgzDUFBQkPr06aN79+6Z6/3795efn5/c3NzsmA4A8G+hoaH67rvvdPnyZYWHh1ts69u3r51SAQAAILngW5hn4t0EuHr1qtasWaNPP/1UH330kUqWLKl3331Xbdu2VZ48XOEKIJUyDOnkYWnOmJjbhky1fR5YtWHDBnMDwMvLSwEBAapdu7adUwEA/u3YsWNq2LChHj58qNDQUGXOnFnBwcFKmzatPD09aQIAAAAA8eAQ3wdkzZpVvXv31g8//KDz58+rZcuWWrFihby9vfkiBUDqdP43qWuDmA2APPmkhVvskwkxmEwmLVq0SNmyZVOHDh108uRJ/t0CgCRqwIABatKkie7cuSM3NzcdPHhQf/zxh8qVK6fp06fbOx4AAACSAQeTySa35CDeTYB/ypcvn4YNG6aPPvpIJUqU0HfffZdQuQAg+VgSy5X+Yz+RHB1tmwVmDx480LFjxyxq2bNn18mTJxUYGKiMGTPaJxgA4IWOHz+uQYMGycHBQY6OjgoLC5OXl5emTp2qESNG2DseAAAAkKy8dBPghx9+0Pvvv6+cOXOqXbt2Kl68uLZs4YpXAKnI44fSpH7Szb+f1TJ7Rk//s2Sb/XJB+/btU6lSpdSgQQMFBwdbbMuRI4edUgEA4srJyUkODtEfVTw9PXX58mVJkoeHh/788097RgMAAEAyYTLZ5pYcxHtNgOHDh2vNmjW6evWq6tatq1mzZuntt99W2rRpEyMfACRN0z6QzpyMWf8oQHL4T4Os8B+EhYVpzJgxmjp1qgzDkBQ9pURQUJCdkwEA4qNMmTI6cuSIXn31VdWoUUOjR49WcHCwgoKCVLx4cXvHAwAAAJKVeDcB9u7dqyFDhqhVq1bKmjVrYmQCgKRrU5D05Srr24ZMpQFgR6dOnVL79u118uSz5kzVqlU1duxY+4UCALwUPz8/3b9/X5I0adIkdezYUT179tSrr76qZcuW2TkdAAAAkgNTcrlM3wbi3QT44YcfEiMHACR9Oz633gAoUkbqPlxK7277TFBkZKT8/f314YcfKjw8XFL0NBLjx4/XkCFD5Mi6DACQ7JQvX978Z09PT23bxjR7AAAAwMuKUxNg8+bNatCggZycnLR58+bn7vvWW28lSDAASFIinkhrF8asz/1ccnWzfR5Iki5evKhOnTrp+++/N9eKFy+uoKAglS5d2n7BAAAAAACAXTEQ4Jk4NQGaNm2qa9euydPTU02bNo11P5PJpMjIyITKBgBJw+NHUu93LGuTl0vZctonDyRJ4eHhqlatmq5cuSIp+t+gwYMHa8KECXJxcbFzOgDAf5EvX77nDt++cOGCDdMAAAAAyVucmgBRUVFW/wwAKd7WNdLGAMuaeyYaAEmAs7OzJk2aJB8fH3l7e2vFihWqXr26vWMBABJA//79Le4/efJEx44d07Zt2zRkyBD7hAIAAECy4sBQALN4rwkQGBio1q1bx7jKMjw8XGvWrFHHjh0TLBwA2E3ofalfS+vb/D+1bRaYRUZGWszx37FjR4WGhqp9+/Zyd2dNBgBIKfr162e1Pm/ePP344482TgMAAAAknHnz5mnatGm6du2aSpUqpTlz5qhixYpW9w0ICJCvr69FzcXFRY8fP47XMR3iG9LX11chISEx6vfv348RCACSpU1B1hsAVepIS1iY0B5CQkLk4+Ojbt26WdRNJpPef/99GgAAkEo0aNBAGzZssHcMAAAAJAMmk21u8bF27VoNHDhQY8aM0dGjR1WqVCnVq1dPN27ciPUx7u7u+vvvv823P/74I97vRbxHAhiGYXV+zr/++kseHh7xDgAAScLDUGnLaumbWL5YmBIoZfG0bSZIkvbs2aNOnTrp8uXLkqIXoH/77bftnAoAYA/r169X5syZ7R0DAAAAeCn+/v7q2rWr+WL6BQsWaMuWLVq2bJmGDRtm9TEmk0k5cuT4T8eNcxOgTJkyMplMMplMeuONN5QmzbOHRkZG6uLFi6pfv/5/CgMANnfuV+mjgc/fh6v/7eLx48caOXKk/P39zbUMGTLEe8gbACD5efrZ4ynDMHTt2jXdvHlT8+fPt2MyAAAAJBfWLmS3p/DwcP30008aPny4uebg4KA6derowIEDsT7uwYMHyps3r6KiolS2bFn5+fmpWLFi8Tp2nJsATZs2lSQdP35c9erVU/r06c3bnJ2d5e3trebNm8fr4ABgNxERUo/Gz99napCUOZtt8sDCsWPH1L59e/3666/mWo0aNRQQECBvb2/7BQMA2MTbb79t8aHNwcFB2bJlU82aNVW4cGE7JgMAAAAshYWFKSwszKLm4uISY03d4OBgRUZGKnv27Bb17Nmz6/Tp01afu1ChQlq2bJlKliypkJAQTZ8+XVWqVNEvv/yiPHnyxDljnJsAY8aMkSR5e3urdevWcnV1jfNBACDJGdvTer14BalxW6lAkfhP7Ib/LCIiQlOmTNHYsWMVEREhKfofTj8/P/Xv318ODvFeygYAkAyNHTvW3hFeyLlwJXtHAABJ0uXgh/aOAACSpNdypLV3BAu2+gZh8uTJGjdunEVtzJgxCXJOW7lyZVWuXNl8v0qVKipSpIgWLlyoCRMmxPl54r0mQKdOneL7EABIWr5eJ13707I2aLJUpIx98kCSdPv2bTVq1EgHDx4010qXLq2goCAVL17cjskAALbm6Oiov//+W56eluvx3Lp1S56enoqMjLRTMgAAACQXtpoOaPjw4Ro40HKq6X+PApCkrFmzytHRUdevX7eoX79+Pc5z/js5OalMmTI6d+5cvDLGqSGSOXNmBQcHS5IyZcqkzJkzx3oDgCTtUai0YallbdEWGgBJQMaMGc1TzTk4OGjEiBE6dOgQDQAASIUMw7BaDwsLk7Ozs43TAAAAALFzcXGRu7u7xc1aE8DZ2VnlypXTrl27zLWoqCjt2rXL4mr/54mMjNSpU6eUM2fOeGWM00iAjz/+WBkyZDD/OaktqgAAcbJ+mbTtM8vayFmSg6N98sCCg4ODli1bpmbNmmnWrFmqUqWKvSMBAGxs9uzZkqKv2lqyZInFOmSRkZHau3cvawIAAAAgThyS4FfYAwcOVKdOnVS+fHlVrFhRM2fOVGhoqHx9fSVJHTt2VO7cuTV58mRJ0vjx4/W///1PBQsW1N27dzVt2jT98ccf6tKlS7yOG6cmwD+nAPLx8YnXAQDAbiIipM8WSd9utr69ZCUpXyHbZoLZunXr5OnpqRo1aphrXl5eOnz4MM1mAEilPv74Y0nRIwEWLFggR8dnjXpnZ2d5e3trwYIF9ooHAAAA/CetW7fWzZs3NXr0aF27dk2lS5fWtm3bzIsFX7582WI9xDt37qhr1666du2aMmXKpHLlymn//v0qWrRovI5rMmIbaxuLo0ePysnJSSVKlJAkbdq0ScuXL1fRokU1duzYJD889969e/Lw8FBISIjc3d3tHQdAYomMlLo3in17rcbSu71tlwdmd+7cUe/evbV69Wp5eXnp1KlT8vDwsHcsAEACSKhz7Vq1amnjxo3KlClTAqZLWB5tg+wdAQAkSUc+bm7vCAAgKektDDxw82mbHMf/raQ/UjXeiyR3795dZ8+elSRduHBBrVu3Vtq0abVu3Tp98MEHCR4QAOLt+pXnNwD819AAsJOdO3eqRIkSWr16tSTpzz//1KpVq+ycCgCQ1OzevTtJNwAAAACA5CTeTYCzZ8+qdOnSkqKncqhRo4ZWr16tgIAAbdiwIaHzAUD8hNyRRnaOWZ+9XlqyLfrmntHmsVK7hw8fqm/fvqpbt66uXLkiSfLw8NDKlSvVs2dPO6cDACQ1zZs315QpU2LUp06dqpYtW9ohEQAAAJIbk8lkk1tyEO8mgGEYioqKkhR9RWfDhg0lRc/jHBwcnLDpACCuDEM6eUga1DbmtsVfS2nTx6zDJo4cOaKyZctqzpw55tobb7yhU6dO6d133002/2ACAGxn79695s8Z/9SgQQPt3bvXDokAAACA5CtOCwP/U/ny5TVx4kTVqVNH3333nT755BNJ0sWLF80LGACATYU9lno1jVmvUkd6b7DN4yDakydPNGnSJE2cOFGRkZGSJFdXV02dOlW9evWyWOgGAIB/evDggdW1xpycnHTv3j07JAIAAEBy48A1h2bx/gZm5syZOnr0qHr37q2RI0eqYMGCkqT169erSpUqCR4QAF7owy7W6zQA7OrPP//UtGnTzA2A8uXL69ixY+rTpw8NAADAc5UoUUJr166NUV+zZo2KFi1qh0QAAABA8hXvkQAlS5bUqVOnYtSnTZsmR0fHBAkFAHF24pB0519TkQ2YJBUrZ588MMufP7+mTZumvn376sMPP9TIkSPl5ORk71gAgGRg1KhRatasmc6fP6/atWtLknbt2qXVq1dr/fr1dk4HAACA5IDZh5+JdxPgqZ9++km//fabJKlo0aIqW7ZsgoUCgDjZuvb/2rvz8JjO/43j9ySRBREUscW+N/aUoqilRVstaqk1YqnaK/aqvQRFUUqtsZbSUi2ihLRovvbYRa0pRa2JWBIy8/vDz+hIqJDMZJL3yzXX1fM5Z865J52mYz7neR7pxwWWtblBtskCnT9/XlmzZlX69OnNta5du+rNN9/krk0AQKI0bNhQa9as0dixY7Vq1Sq5ubmpbNmy2rJli7JmzWrreAAAAIBdSXQT4J9//lGLFi3022+/KXPmzJKkmzdvqlatWlq+fLmyZ8+e1BkBwNK1y9JA3/j1vuOsnwUymUxatmyZunfvrnbt2mnatGnmfQaDgQYAAOCFvPvuu3r33XclSVFRUfruu+/Ur18/7d271zzVHAAAAPA0DgwFMEv0pMw9e/ZUdHS0jhw5ouvXr+v69es6fPiwoqKi1KtXr+TICACWEmoAvN9GKlnO6lHSumvXrqlFixZq06aNIiMj9fXXXys4ONjWsQAAqcTvv/8uX19f5c6dW5MmTVLt2rX1v//9z9axAAAAALuS6JEAQUFB2rx5s0qWLGmulSpVSjNmzNDbb7+dpOEAwILJJHVuEL8+4EupWGnr50njNmzYoA4dOujSpUvmWuvWrZkeDgDwUi5duqTAwEDNmzdPUVFRat68uWJiYrRmzRpGlwEAAOC5Jfru91Qs0T8Lo9GY4MKO6dKlk9FoTJJQAJCgGaPi1+ZsoAFgZdHR0frkk0/0zjvvmBsAWbNm1ffff68lS5YoS5YsNk4IALBXDRs2VPHixXXw4EFNmTJFf//9t77++mtbxwIAAADsWqJHAtSuXVu9e/fWd999p9y5c0uSLly4oD59+qhOnTpJHhAAJD1cByAs1LI2cSlLvVtZaGio2rZtq1OnTplrDRo00Ny5c83/TwAA4EVt2LBBvXr1UteuXVW0aFFbxwEAAIAd4yujxxI9EmD69OmKiopSgQIFVLhwYRUuXFgFCxZUVFQUd+kASD6Lp1tuz1gjZX7FJlHSqt9//11vvPGGuQGQPn16zZo1S+vWraMBAABIEtu3b9etW7dUsWJFVa5cWdOnT9fVq1dtHQsAAACwa4keCeDl5aV9+/YpODhYx44dkySVLFlSdevWTfJwACBJOvendHj34+033pZcXG2XJ42qVq2aqlSpoh07dqhKlSpatGiRihQpYutYAIBU5PXXX9frr7+uKVOmaMWKFZo/f778/f1lNBq1adMmeXl5yd3d3dYxAQAAYAccGApglqgmwIoVK7R27VrFxsaqTp066tmzZ3LlAoCHCwH3ay1FXrest+himzxpnKO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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:30:48,434 INFO: === Dataset: h ===\n", "2025-04-25 19:30:50,982 INFO:Total samples: 6000\n", "2025-04-25 19:31:06,603 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:31:06,675 INFO: === Dataset: i ===\n", "2025-04-25 19:31:09,254 INFO:Total samples: 6000\n", "2025-04-25 19:31:24,242 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:31:24,314 INFO: === Dataset: j ===\n", "2025-04-25 19:31:26,847 INFO:Total samples: 6000\n", "2025-04-25 19:31:41,930 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:31:42,000 INFO: === Dataset: k ===\n", "2025-04-25 19:31:44,519 INFO:Total samples: 6000\n", "2025-04-25 19:31:59,928 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:31:59,999 INFO: === Dataset: l ===\n", "2025-04-25 19:32:07,949 INFO:Total samples: 18911\n", "2025-04-25 19:32:54,728 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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jcePGRlhYmLl97ty5hiRj2bJlFq9JkrFq1SpzW3BwsJEjRw6jTZs20R7juQwZMhienp6R2rt27WrkzJnTCAgIsGjv0KGD4eLiYv5/rmXLlkapUqViPMa0adMMScbly5djzRMSEmK4uroa7u7uRnBwsLl90aJFhiSL319oaKhFH8MwjHv37hlubm7G+++/b267ffu2Icnw8fGJdLznr+PfvvjiC0OSsXfvXnObi4tLjH93hIeHG6+//rrRpEkTIzw83OL5CxYsaDRq1MjcFp/3wzAifz4BAEhOODdP/HPzwMBAQ5LRsmXLWPsahmEcP37ckGR069bNon3IkCGGJOOHH34wt+XPnz/Sec+tW7cMBwcH48MPPzS3/fu9/LfozlN8fHyMf1/mmTlzpiHJuH37drS5nx9j+fLl5jZ3d3fD1dXVuHPnjrntxIkTho2NjeHh4RHpeP8+BzSMiO8Lr732WrTH/PfreP4ZaNu2rdGgQQPDMAwjLCzMyJEjhzFu3Lgo34OnT59anK8/fx0ODg7G+PHjzW1HjhyJ9Nqee34+v2DBgii3xfdzGJ2vv/7avN+/tW3b1jCZTMaFCxfMbZIMe3t7i7YTJ04Ykow5c+bEeJyofo8A8G+MBAAQb+3atdOTJ0/07bff6uHDh/r2228TZLjx2bNnlT17dmXPnl0lSpTQnDlz1Lx58yinQolOqVKlVLZsWfPdUKtXr1bLli3l5OQU5+do3LixevbsqfHjx6t169ZydHTUwoULzdt37Nih+/fvq2PHjgoICDD/2NraqmrVqhbTojzXu3fvOB9fkho2bKjs2bMrb968atu2rTJkyKDNmzcrT5485j4PHz6UJGXKlCna53m+7cGDBxb/jWmf2CTEc8SkTZs2ke7Qbt26tdKlS6e1a9ea206fPq0zZ86offv25rb169erVq1aypIli8XvpmHDhgoLC9PevXujPe7OnTsVEhKigQMHysbmxT+P3bt3l7Ozc6T5XjNmzGgxT669vb2qVKmiS5cuvdTrNgxDGzduVIsWLWQYhkX+Jk2aKDAw0DwNTubMmfX333/ryJEjL3Ws//rll19069Yt9erVy2IOVC8vL7m4uFj0tbW1NfcJDw/X3bt3FRoaqkqVKkWapic66dOnN//56dOnCggI0BtvvCFJFs+ROXNmHTp0KNoh1sePHzcPE79z5475/QoKClKDBg20d+/eOE8DBQBASsW5eeKcm8f3nHfr1q2SFOnu7g8//FCSIp1LlixZ0jzlpxQxkrJYsWIvfS4ZlecjNjZt2hTnc6J//vlHx48fl5eXl8WUTWXLllWjRo3Mr/PfevXqZfG4Vq1aunPnjvk9jItOnTppz549unHjhn744QfduHEj2s+xg4OD+Xw9LCxMd+7cMU91FNfz0efP4+3tHae+sX0Oo7N161bZ2trqgw8+sGj/8MMPZRhGpFHEDRs2VOHChc2Py5YtK2dn5wT9XABIm1gYGEC8Zc+eXQ0bNtTq1av1+PFjhYWFqW3btq/8vAUKFNDixYvNi1O9/vrrcnV1NW+/ffu2efilFHERNmPGjJGep1OnTpoxY4YGDRqk/fv3W8x5GVfTp0/Xpk2bdPz4ca1evdoixx9//CFJql+/fpT7Ojs7WzxOly6dxcX7uJg3b56KFi2qwMBALVu2THv37pWDg4NFn+dfSJ4XA6Ly30LB82wx7RObfz9HYixSVrBgwUht2bJlU4MGDbRu3TpNmDBBUsRUQOnSpTNPMSNF/G5OnjwZ7TQvt27diva4f/75pySpWLFiFu329vYqVKiQeftzefLkiTTnapYsWXTy5MkYXl30bt++rfv372vRokVatGhRlH2e5x82bJh27typKlWqqEiRImrcuLE6deqkGjVqvNSxn7+2119/3aLdzs5OhQoVitR/5cqVmjFjhs6ePWsxTVJUv7uo3L17V+PGjdOaNWsi/U4CAwPNf546dao8PT2VN29eVaxYUW+++aY8PDzMmZ7/v+jp6RntsQIDAy2m0QIAILXh3Dxxzs3je978559/ysbGRkWKFLFoz5EjhzJnzhzpXDJfvnyRniNLliy6d+9enI4XF+3bt9eSJUvUrVs3DR8+XA0aNFDr1q3Vtm1bi5te/vs6pMjnxFLEFDvff/99pMWU//tanp973bt3L9L7H53nazSsXbtWx48fV+XKlVWkSJEopx8KDw/X7NmzNX/+fF2+fNnic/jaa6/F6XiSlDt37ngtAhzT5zA6f/75p3LlyhWpmFSiRAnz9n9Lis8FgLSJIgCAl9KpUyd1795dN27cULNmzRLkYnCGDBnUsGHDaLdXrlzZ4iTJx8fHvNDov3Xs2FEjRoxQ9+7d9dprr6lx48bxznLs2DHzxclTp06Z5xOXZL6Lxt/fXzly5Ii073/n5//3nSpxVaVKFVWqVEmS1KpVK9WsWVOdOnXSuXPnzF+unp84njx5Uq1atYryeZ5fkC5ZsqQkqXjx4ubXFN0+sfn3c/z77qXomEymSIteSbI4Wf+3f98l/m8dOnSQt7e3jh8/Lnd3d61bt04NGjRQtmzZzH3Cw8PVqFEjffTRR1E+R9GiRWPNG1fRrakQ1WuNi+efq86dO0d7Ubts2bKSIn73586d07fffqtt27Zp48aNmj9/vsaMGROv+VdfxmeffSYvLy+1atVKQ4cOlaurq2xtbTV58mSLhatj0q5dO+3fv19Dhw6Vu7u7MmbMqPDwcDVt2tTiLrV27dqpVq1a+uqrr7R9+3ZNmzZNU6ZM0ZdffqlmzZqZ+06bNk3u7u5RHiuqixEAAKQ2nJsn/Lm5s7OzcuXKpdOnT8cr639vEonOq5xLRneM/55fp0+fXnv37tXu3bu1ZcsWbdu2TWvXrlX9+vW1ffv2l14j7L8S4rzYwcFBrVu31sqVK3Xp0qUoP0vP+fr6avTo0Xr//fc1YcIEZc2aVTY2Nho4cGC8RoFG970jOjF9DhNKQn/HAIDnKAIAeCnvvPOOevbsqYMHD1pM0ZKYPv/8cz158sT8OKo7lKWIuydq1KihPXv2qHfv3tEumhudoKAgeXt7q2TJkqpevbqmTp2qd955R5UrV5Yk8/BMV1fXGL8YJZTnF1jr1aunuXPnavjw4ZKkmjVrKnPmzFq9erVGjRoV5QnjqlWrJElvvfWWeZ8sWbLoiy++0MiRI1/qxL9FixaaPHmyPvvsszgVAbJkyRLl8NX/3vUSm1atWqlnz57mz9v58+c1YsQIiz6FCxfWo0ePXur3kj9/fknSuXPnLD5bISEhunz5coL+rqP64pY9e3ZlypRJYWFhcTpWhgwZ1L59e7Vv314hISFq3bq1Jk2apBEjRsjR0THOX0ClF6/9jz/+sLiL7tmzZ7p8+bLKlStnbtuwYYMKFSqkL7/80uIYPj4+sb5GKeKOsF27dmncuHEaM2aMuf35XXz/lTNnTvXp00d9+vTRrVu3VKFCBU2aNEnNmjUz/7/o7Owc63sWn/cDAICUhnPzxDk3f+utt7Ro0SIdOHBA1apVi7Fv/vz5FR4erj/++MN8s44k3bx5U/fv3zefbyWELFmy6P79+5Haozq/trGxUYMGDdSgQQP5+fnJ19dXo0aN0u7du6N8v/59TvxfZ8+eVbZs2SxGASSkTp06admyZbKxsYlxYesNGzaoXr16Wrp0qUX7/fv3LW4QSsjzv9g+h9HJnz+/du7cqYcPH1qMBjh79qx5OwAkBdYEAPBSMmbMqE8//VRjx45VixYtkuSYNWrUUMOGDc0/0X3RkKSJEyfKx8dH/fv3j/dxhg0bpqtXr2rlypXy8/NTgQIF5OnpqeDgYElSkyZN5OzsLF9fX4upUJ67fft2vI8Zm7p166pKlSqaNWuWnj59KklycnLSkCFDdO7cOY0aNSrSPlu2bNGKFSvUpEkT83zrTk5OGjZsmH7//XcNGzYsyjtKPvvsMx0+fDjaLNWqVVPTpk21ZMkSff3115G2h4SEaMiQIebHhQsX1tmzZy3elxMnTujnn3+O8+uXIuY0bdKkidatW6c1a9bI3t4+0miGdu3a6cCBA/r+++8j7X///n2FhoZG+/wNGzaUvb29PvnkE4v3ZenSpQoMDFTz5s3jlTcmGTJkiPTFzdbWVm3atNHGjRujvOPs3+/fnTt3LLbZ29urZMmSMgzD/Jl8/uUsqi+I/1WpUiVlz55dCxYsUEhIiLl9xYoVUeaULO9GOnTokA4cOGDR7/lcv3HZX5JmzZpl8TgsLMxiaiAp4st9rly5zP8vVqxYUYULF9b06dP16NGjSK/r3+9ZfN4PAABSGs7NE+fc/KOPPlKGDBnUrVs33bx5M9L2ixcvavbs2ZIiprORIp/T+Pn5SVKCnksWLlxYgYGBFtNQ/vPPP/rqq68s+t29ezfSvs9HTz5///4rZ86ccnd318qVKy3Om06fPq3t27ebX2diqFevniZMmKC5c+dGOarjOVtb20jnkuvXr9e1a9cs2hLy/C+2z2F03nzzTYWFhWnu3LkW7TNnzpTJZFKzZs1eORsAxAUjAQC8tJjm4f6vX375RRMnTozUXrduXdWsWTMhY0mS6tSpozp16sR7vx9++EHz58+Xj4+PKlSoIElavny56tatq9GjR2vq1KlydnbWp59+qi5duqhChQrq0KGDsmfPrqtXr2rLli2qUaNGpJO8hDB06FC9++67WrFihXnxreHDh+vYsWOaMmWKDhw4oDZt2ih9+vTat2+fPvvsM5UoUUIrV66M9Dy//fabZsyYod27d6tt27bKkSOHbty4oa+//lqHDx/W/v37Y8yyatUqNW7cWK1bt1aLFi3UoEEDZciQQX/88YfWrFmjf/75R9OnT5ckvf/++/Lz81OTJk3UtWtX3bp1SwsWLFCpUqXitViYFDGvaefOnTV//nw1adIk0lD3oUOHavPmzXrrrbfk5eWlihUrKigoSKdOndKGDRt05coVi7uD/i179uwaMWKExo0bp6ZNm+rtt9/WuXP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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:32:54,799 INFO:Model MLP-Mixer evaluation completed in 228.63 seconds.\n", "2025-04-25 19:32:54,799 INFO:\n", "=== Evaluating CvT on Test Datasets ===\n", "/tmp/ipykernel_7319/1849592376.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", "2025-04-25 19:32:54,949 INFO:Loaded model weights from CvT_best.pth\n", "2025-04-25 19:32:54,949 INFO: === Dataset: a ===\n", "2025-04-25 19:32:56,299 INFO:Total samples: 3181\n", "2025-04-25 19:33:02,859 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:33:02,927 INFO: === Dataset: b ===\n", "2025-04-25 19:33:04,245 INFO:Total samples: 3181\n", "2025-04-25 19:33:11,000 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:33:11,067 INFO: === Dataset: c ===\n", "2025-04-25 19:33:12,395 INFO:Total samples: 3181\n", "2025-04-25 19:33:18,822 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:33:18,893 INFO: === Dataset: d ===\n", "2025-04-25 19:33:20,254 INFO:Total samples: 3181\n", "2025-04-25 19:33:26,528 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:33:26,596 INFO: === Dataset: e ===\n", "2025-04-25 19:33:26,989 INFO:Total samples: 911\n", "2025-04-25 19:33:29,271 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:33:29,339 INFO: === Dataset: f ===\n", "2025-04-25 19:33:34,837 INFO:Total samples: 12911\n", "2025-04-25 19:33:58,372 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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zfv+j+zmMHDnSsFgs5pN2165dM5+GepabN28aadKkMdq0aWMVDwoKMtzd3a3isfk8DOPxk20AACD+JcZ783/++ceQZHTt2jVG7X/++WdDkjFs2DCreIMGDQyLxWIcP37cjEkyHB0drWKP+nvymh7dHz/5FLxhxHwkQNeuXQ03N7fnPpX/9EiA8PBww9PT0yhUqJBx9+5ds92vv/5qSDIGDRpk1Z8kq3tAw3j4faFkyZLP7PPJ6yhYsKBhGIZRqlQpo1WrVoZhPLwPdHR0NObMmRPtZxDdz3fbtm2GJGPu3LlmbPHixdGOcjCMx/fza9asiXbf099fpk6dakgy5s2bZ2zfvt2wt7c3unXr9sJrHD9+vHncI+Hh4Ua5cuWMVKlSGaGhoYZhPB4JkC5dOqvvPMuXL48y8jk6T44kAABbY0JnAIlGaGioJFnN6/k8b775pooVK6aFCxeasYiICC1ZskR16tSRi4tLnOaXN29eZciQQd7e3vrkk0+UO3durV69Wq6urmabmzdvvvAaHu17dL2xve7ohIaGvtLxL+Ln5xfl82zUqJHu379vPnkjSb///ruuX7+uRo0aSXr49NXSpUtVp04dGYahkJAQ81WjRg3duHFDe/bseWa/q1atkvRwnYUn9ezZU5KizEFboEABq0XlMmTIoLx58+rkyZMvcdXS1atX9eeff+rjjz/WzZs3zdyvXLmiGjVq6NixYzp//rykh3N9Hjp0SMeOHXupvp72xx9/KDw8XJ07d5bFYjHj0Y2ccHJyMtdoiIiI0JUrV5QqVSrlzZv3uZ/vk578+d6+fVshISEqX768DMPQ3r17zTaOjo7asGGDrl27Fu151q5dq+vXr6tJkyZWP297e3uVLVtW69evj+lHAAAAbCgx3pvHNqdVq1bJ3t5eXbp0sYr37NlThmFo9erVVnEfHx+rRYmLFCkiNze3l76XjE6aNGl0+/ZtrV27NsbH7Nq1S5cuXVKHDh2s1gqoXbu28uXLF+26DO3atbPafuedd2J9HU2bNtWyZcsUHh6uJUuWyN7e3hwF+7Qnf77379/XlStXlDt3bqVJkybG96OSlCNHDnNE8Yt8+umnqlGjhjp37qwWLVooV65cGjFixAuPW7VqlTJlyqQmTZqYMQcHB3Xp0kW3bt3Sxo0brdo3atTIavT3o+8bcfl7AQDxjSIAgETDzc1N0uM/pMdEo0aNtGXLFvMPsRs2bNClS5fMP0LHpaVLl2rt2rWaP3++3nrrLXOR0ic9+kLyvGt4ulDwMtf9NDc3t1c6/kVy5MgRJVa0aFHly5fP6ovewoULlT59enPI8OXLl3X9+nVNmzZNGTJksHr5+/tLery4WnTOnDkjOzs75c6d2yqeKVMmpUmTRmfOnLGKRzcsPG3atM/8g/WLHD9+XIZhaODAgVHyHzx4sFX+Q4cO1fXr1/Xmm2+qcOHC6t27t/bv3/9S/Uoyry1PnjxW8QwZMlh9CZGkyMhIjRs3Tnny5JGTk5PSp0+vDBkyaP/+/bpx40aM+gsMDFTLli3l4eGhVKlSKUOGDKpUqZIkmedwcnLSqFGjtHr1amXMmFEVK1bU6NGjFRQUZJ7nURGkatWqUT6z33///bk/bwAAkHgkxnvz2OZ05swZZcmSJUrR4NH0M/F9LxmdDh066M0331TNmjWVLVs2ffLJJ1qzZs1zj3mUZ3RT4+TLly/KdTg7OytDhgxWsZe5jsaNG+vGjRtavXq1fvjhB73//vvPLMDcvXtXgwYNkpeXl9X96PXr12N8PypF/73jeWbMmKE7d+7o2LFjmj17doyKTWfOnFGePHnMh2geienvxaN78bj8vQCA+MaaAAASDTc3N2XJkkUHDx6M8TGNGjVSv379tHjxYnXr1k2LFi2Su7u73nvvvTjPr2LFikqfPr0kqU6dOipcuLCaNWum3bt3mzeQj24c9+/fr2LFikV7nkd/GC5QoICkhzfuknTgwIFnHvMi+fLl0969e3X27Fl5eXm9sP2TT5Y/KSIiQvb29lHiz7qZbtSokYYPH66QkBClTp1aK1asUJMmTZQixcN/XiIjIyVJzZs3j7J2wCOP5t5/mXyfFl3u0sMRCS/jUf69evV65hNJjwoUFStW1IkTJ7R8+XL9/vvv+v777zVu3DhNmTJFrVu3fqn+Y2rEiBEaOHCgPvnkE3355Zfy8PCQnZ2dunXrZl7D80RERKh69eq6evWqPvvsM+XLl08pU6bU+fPn1bJlS6tzdOvWTXXq1NHPP/+s3377TQMHDtTIkSP1559/qnjx4mbbgIAAq/mAH3n0uwEAABK3xHhvnjt3bqVIkUIHDhyIk/M97VXuJS0WS7TtIiIirLY9PT21b98+/fbbb1q9erVWr16tWbNmydfXV3PmzHm5xJ/yrOuIrcyZM6ty5cr6+uuvtWXLFi1duvSZbTt37qxZs2apW7duKleunNzd3WWxWNS4ceMY3Y8+EtsRIxs2bFBYWJikh9+nypUrF6vjYyKuv2MAgC0wEgBAovL+++/rxIkT2rZtW4za58iRQ2XKlNHChQv14MEDLVu2THXr1pWTk1O85pkqVSoNHjxY+/bt06JFi8x4zZo1ZW9v/9yFTufOnasUKVKYX4YeHTNv3ryXzqdOnTqSFONzpE2bVtevX48Sf/qplxdp1KiRHjx4oKVLl2r16tUKDQ21WvQtQ4YMSp06tSIiIuTj4xPtK7qFxR7Jnj27IiMjo0yxExwcrOvXryt79uyxyvdZnlVkyJkzp6SHw4Oflf+TT0N5eHjI399fCxYs0NmzZ1WkSBENGTLkhf1E59G1PX3tly9fjvLU0ZIlS1SlShXNmDFDjRs31rvvvisfH58oP+Nn9X/gwAEdPXpUX3/9tT777DN9+OGH8vHxUZYsWaJtnytXLvXs2VO///67Dh48qPDwcH399dfmPunhF9zoPq/KlSu/1OcBAAASXmK7N3d1dVXVqlW1adMmnT179oXts2fPrgsXLkQZOfDff/+Z++NKbO6vHR0dVadOHX377bc6ceKE2rZtq7lz5+r48ePRnvtRnkeOHImy78iRI3F6HU9r2rSp/vrrL7m5ualWrVrPbLdkyRL5+fnp66+/VoMGDVS9enW9/fbbMb4ffRkXL15U586d9e677+r9999Xr169YvR9Jnv27Dp27FiU4kR8/F4AQGJBEQBAotKnTx+lTJlSrVu3VnBwcJT9J06c0IQJE6xijRo10vbt2zVz5kyFhITEy1RA0WnWrJmyZcumUaNGmTEvLy/5+/vrjz/+0HfffRflmClTpujPP/9Uq1atlC1bNvOYNm3a6Pfff9fEiROjHBMZGamvv/5a586de2YuDRo0UOHChTV8+PBov6TdvHlTAwYMMLdz5cql7du3Kzw83Iz9+uuvMfoy9aT8+fOrcOHCWrhwoRYuXKjMmTOrYsWK5n57e3vVr19fS5cujfYpssuXLz/3/I++aIwfP94qPnbsWEkP50GNC4/WdXj6S4qnp6cqV66sqVOn6uLFi1GOezL/K1euWO1LlSqVcufObT6ZJEkpU6aMtp/o+Pj4yMHBQRMnTrR6yujpz0J6+Dk//STS4sWLzaH4L+r/0dNNT57DMIwo/63duXNH9+7ds4rlypVLqVOnNq+zRo0acnNz04gRI3T//v0ouT75mcXm8wAAAAkvMd6bDx48WIZhqEWLFrp161aU/bt37zafqK9Vq5YiIiI0adIkqzbjxo2TxWJRzZo14yyvXLly6b///rO61/nnn3+0ZcsWq3ZP3zPa2dmZI2OfvG98UqlSpeTp6akpU6ZYtVm9erX+/fffOLsnjk6DBg00ePBgffvtt3J0dHxmu+juRydOnBhlJERc3v+1adNGkZGRmjFjhqZNm6YUKVKoVatWL3xCv1atWgoKCrKa1vTBgweaOHGiUqVKZU6JCQDJCWPyASQquXLl0vz589WoUSPlz59fvr6+KlSokMLDw7V161YtXrxYLVu2tDrm448/Vq9evdSrVy95eHjIx8cnQXJ1cHBQ165d1bt3b61Zs8Z8sn/cuHH677//1KFDB6v4b7/9puXLl6tSpUrmU9OPfP311zpx4oS6dOmiZcuW6f3331fatGkVGBioxYsX67///rN6wj66XJYtWyYfHx9VrFhRH3/8sSpUqCAHBwcdOnRI8+fPV9q0aTV8+HBJUuvWrbVkyRK99957+vjjj3XixAnNmzfPaiG0mGrUqJEGDRokZ2dntWrVKsrcmv/3f/+n9evXq2zZsmrTpo0KFCigq1evas+ePfrjjz909erVZ567aNGi8vPz07Rp03T9+nVVqlRJO3bs0Jw5c1S3bl1VqVIl1vlGx8XFRQUKFNDChQv15ptvysPDQ4UKFVKhQoU0efJkvf322ypcuLDatGmjnDlzKjg4WNu2bdO5c+f0zz//SHo4vVPlypVVsmRJeXh4aNeuXVqyZIk6depk9lOyZElJUpcuXVSjRg3Z29s/8+eaIUMG9erVSyNHjtT777+vWrVqae/evVq9erU5LdUj77//voYOHSp/f3+VL19eBw4c0A8//GCOZHgkV65cSpMmjaZMmaLUqVMrZcqUKlu2rPLly6dcuXKpV69eOn/+vNzc3LR06dIoIw6OHj2qatWq6eOPP1aBAgWUIkUK/fTTTwoODjavw83NTd99951atGihEiVKqHHjxsqQIYMCAwO1cuVKVahQwfwiHpvPAwAAJLzEeG9evnx5TZ48WR06dFC+fPnUokUL5cmTRzdv3tSGDRu0YsUKDRs2TNLD0bJVqlTRgAEDdPr0aRUtWlS///67li9frm7dur3Uve+zfPLJJxo7dqxq1KihVq1a6dKlS5oyZYoKFixoLmgsPbwPv3r1qqpWraps2bLpzJkzmjhxoooVK2ZOLfo0BwcHjRo1Sv7+/qpUqZKaNGmi4OBgTZgwQd7e3urevXucXcfT3N3drUa2Psv777+vgIAAubu7q0CBAtq2bZv++OMPpUu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J80oCGAkAAACAZOt2cLB2jB6tW+fOSZKuHz8uSbojaUOePFp/7JjSHzqkYk8cY29vr5QpUyZ4rgAAAADiUBKZqichUAQAAABAsrVzzBjtHjvWKnZU0iJJN44dkyR99fXX8v/kE+XPnz/hEwQAAACAeEYRAAAAAMnWzf+NAJCkcEmrJD25JHCaNGk0efJk5cuXL6FTAwAAABCfkshUPQmBMREAAABIlgzD0JGFCyVJZyXN8PKyKgBUr15dBw4cUNOmTWXhCwIAAACABDB58mR5e3vL2dlZZcuW1Y4dO57ZtnLlyrJYLFFetWvXjlWfFAEAAACQLN06f14Rkn6XNEnSybNnJUkuLi6aOHGi1qxZo2zZstkyRQAAAADxxWKXMK9YWLhwoXr06KHBgwdrz549Klq0qGrUqKFLly5F237ZsmW6ePGi+Tp48KDs7e3VsGHDWPXLdEAAAABINi7u3KnDAQGKDA9X+M2b2i5p7RP7S5curYCAAOXNm9dWKQIAAAB4TY0dO1Zt2rSRv7+/JGnKlClauXKlZs6cqb59+0Zp7+HhYbX9448/ytXVlSIAAAAAXk9GZKSW162rWxcumLG3JO2UdNFi0aDBg9W/f385ODjYLEcAAAAACSSRTfkZHh6u3bt3q1+/fmbMzs5OPj4+2rZtW4zOMWPGDDVu3FgpU6aMVd8UAQAAAJAsRISH69qFC3ryT/z2kprZ2an0sGFq8MTNNgAAAADEhbCwMIWFhVnFnJyc5OTkZBULCQlRRESEMmbMaBXPmDGj/vvvvxf2s2PHDh08eFAzZsyIdY6sCQAAAIAkzzAMTfriCw2XdF5SxlKl5Ltvn3z37dOg8+cpAAAAAACvmegW1I2P18iRI+Xu7m71GjlyZJxfz4wZM1S4cGGVKVMm1scyEgAAAABJ2pUrV9SuXTstWbJEkrRAUnFnZ3kWLWrbxAAAAAAke/369VOPHj2sYk+PApCk9OnTy97eXsHBwVbx4OBgZcqU6bl93L59Wz/++KOGDh36UjkyEgAAAABJ1qpVq1SoUCGzACBJWSUVatfOdkkBAAAAsLmEGgng5OQkNzc3q1d0RQBHR0eVLFlS69atM2ORkZFat26dypUr99xrWbx4scLCwtS8efOX+iwYCQAAAIAk59atW+rVq5emTp1qxlwl1ZdURNIbxYrZKDMAAAAAiF6PHj3k5+enUqVKqUyZMho/frxu374tf39/SZKvr6+yZs0aZTqhGTNmqG7dukqXLt1L9UsRAAAAAEnKtm3b1KJFC504ccKM1axZU1UOHpTl7FlJkkfevLZKDwAAAEBiYLF1AlE1atRIly9f1qBBgxQUFKRixYppzZo15mLBgYGBsrOznrznyJEj2rx5s37//feX7pciAAAAAJKMSZMmqWvXroqMjJQkubq6auzYsar/zjuaXbCgJMnRzU12KbjNBQAAAJD4dOrUSZ06dYp234YNG6LE8ubNK8MwXqlPvh0BAAAgyShbtqwsloeP9JQrV05z585V7ty5tXngQLON8b8CAQAAAIDX16PvDaAIAAAAgCSkdOnSGjp0qCSpT58+shiGjixZonObNpltSnbvbqv0AAAAACDRoQgAAACAROn06dMaO3asxo4dqxRPTO/Tv39/8/0/U6dqbbt2Vsd5v/tuguUIAAAAIHFiJMBjFAEAAACQqBiGodmzZ6tr1666efOmMmTIoIFPTPfzpMsHDlhtO7q5ybNo0YRIEwAAAACSBLsXNwEAAAASxqVLl/TRRx/pk08+0c2bNyVJc+fO1b1798w2B2bN0lQvL03y8NCB6dPNeKWvvlLrEyfkmDp1gucNAAAAIHGxWCwJ8koKKAIAAAAgUVixYoUKFy6s5cuXmzF/f3/t3r1bzs7OZmzb0KG6ee6c7l27pojwcDOe+8MP5Zo+fYLmDAAAAACJHdMBAQAAwKZCQ0PVvXt3zZw504xlyJBB06ZN0wd16uj0b7/p9Pnz5r67ISGSJLsUKeSeM6csFovy1KuntLlzJ3juAAAAABKnpPKUfkKgCAAAAACb2bRpk/z8/HT69Gkz9sEHH2j69Ony9PTUjjFjtKlPn2iPTf3GG2p15EgCZQoAAAAASRNFAAAAANjM8uXLzQJAqlSpNGHCBPn7+5tP7QTv2vXMYzOVLp0QKQIAAABIihgIYKIIAAAAAJsZPny41qxZo3Tp0mnOnDnKkSOHIh880Jo2bXRu0ybdDgoy21YcPVou6dJJkhzd3JSzdm1bpQ0AAAAASQZFAAAAACSIiIgI7d27V6VKlTJjzs7OWrt2rTJmzCh7e3tJ0tkNG3Ro9mzrgy0WFfL3Z+FfAAAAADHCmgCPUQQAAABAvDtx4oR8fX21Z88e/Tp5srK5uVntv/nE+4vbt5vvU7i6ysnNTYU++YQCAAAAAAC8BIoAAAAAiDeGYWj69Onq0aOHbt++LUnyb9VKnRWzKTrLDxmiMr17x2uOAAAAAJIfRgI8RhEAAAAA8SIoKEitW7fWypUrzVgGR0fVCQ+P8RpdnkWLxk9yAAAAAPCaoAgAAACAOLd06VK1bdtWV65cMWMt6tVT3mXL5CTJYm+viqNGPfccGYoUUXYfn3jOFAAAAEByxEiAxygCAAAAIM5cv35dXbp0UUBAgBnLmDGjZsyYoQczZujY/2IOKVOqdM+etkkSAAAAAF4jFAEAAADw0u5cvqzL+/eb24169NDfT2zXfOcdDe/WTR7Oztpw4oQZL9OnT4LmCQAAAOD1wkiAxygCAAAA4KVcP3lSs/LnV0R4uBkrIWmHJCdJdSWV+OsvrfvrryjHlurVK4GyBAAAAIDXG0UAAAAAvJSzGzfqfni47J6I5ZTUQFIeSWmfcZx7jhyyd3CI9/wAAAAAvMYYCGCiCAAAAIBYu3X5svq0basTklpLylWzpjKWKCFJeus5x9k7OSnvxx/LYmf3nFYAAAAAgLhCEQAAAACxcvToUdWrXl2H7t+XJP0lqdbHH6tQy5Y2zQsAAAAAHmFNgMd4BAsAAAAxYhiGJk+erGLFiulQYKCkhzeTDyTlrF3bprkBAAAAAKLHSAAAAAC80Pnz5/XJJ5/o999/N2MZJDWW1OvPP+WaIYPNcgMAAACApzES4DGKAAAAAHiuH3/8UR06dNC1a9fMWHlJtSU56uFCvwAAAACAxIkiAAAAAKIVERGh5s2b68cffzRjHi4uav3GG8pw5Igkyfvdd+Xu7W2jDAEAAAAgeowEeIwiAAAAAKJlb28vNzc3c7u4nZ3q3r0r1/8VACQp90cf2SI1AAAAAEAMsTAwAAAAonX70iUN7NxZJYoU0aTBg9U0MlKuT+xPmSkTCwIDAAAASJwsCfRKAhgJAAAAAEnS9u3bde7cOTVo0EBbhw7V1iFDJMNQY0l39+832+WqU0fVJk1SykyZZO/oaLN8gZjas2ePHBwcVLhwYUnS8uXLNWvWLBUoUEBDhgyRI7/HAAAASMYYCQAAAPCau3//vgYOHKgKFSrI399fJ0+e1KHZsyXDkBT14RaPfPnk9sYbFACQZLRt21ZHjx6VJJ08eVKNGzeWq6urFi9erD59+tg4OwAAAMQHi8WSIK+kgJEAAAAAr7HDhw+rRYsW2rNnjyTp1q1bGjt2rAreuydJSuHqqtwffmi2T50tm0r16mWTXIGXdfToURUrVkyStHjxYlWsWFHz58/Xli1b1LhxY40fP96m+QEAAADxiSIAAADAaygyMlLffPON+vbtq7CwMElSihQpNHjwYPXt21dTf/xR0sN5/9+fP9+WqQKvzDAMRUZGSpL++OMPvf/++5IkLy8vhYSE2DI1AAAAxJOk8pR+QqAIAAAA8JoJDAxUy5YttX79ejOWP39+BQQEqGTJkooID9fdK1ckiSl/kCyUKlVKw4YNk4+PjzZu3KjvvvtOknTq1CllzJjRxtkBAAAA8Ys1AQAAAF4ThmFo7ty5Kly4sFUBoFu3btq9e7dKliypwD//1HeZMpn77BwcbJEqEKfGjx+vPXv2qFOnThowYIBy584tSVqyZInKly9v4+wAAAAQH1gT4DFGAgAAALwmbt26pX79+ik0NFTSw6lQZs+erapVq5ptDs2dq3vXrpnbqbJmTfA8gbhWpEgRHThwIEp8zJgxsre3t0FGAAAAQMKhCAAAAPCaSJ06tWbOnKn33ntPvr6+mjBhgtKkSaOb587p0Ny5Cr95U0E7d5rtM5Upo0qjRtkwYyBuhYeH69KlS+b6AI+88cYbNsoIAAAA8SWpPKWfECgCAAAAJFM3b97UvXv3lCFDBjNWo0YN7d27V8WKFTNjv7VqpdO//x7l+PcXLFCanDkTIlUgXh09elStWrXS1q1breKGYchisSgiIsJGmQEAAADxjyIAAABAMrR582b5+voqX758WrlypdVTME8WACTp6pEjUY73yJdP7t7e8ZwlkDD8/f2VIkUK/frrr8qcOTNPhQEAALwOuOUzUQQAAABIRsLCwjR48GCNHj1ahmHo1KlTmj59ut5JnVrrOna0mu//ac5p0+qDZctkZ2+vTGXKyGJnl4CZA/Fn37592r17t/Lly2frVAAAAIAERxEAAAAgmThw4ICaN2+u/fv3m7EKFSrIx8dH25o2fW4BQJJSZsmiNypXjucsgYRXoEABhYSE2DoNAAAAJCBGfz5m88e7Jk+eLG9vbzk7O6ts2bLasWPHc9uPHz9eefPmlYuLi7y8vNS9e3fdu3cvgbIFAABIPAzDUOCff2rb//2fOteurZLFi5sFgBT29upYs6bGvP++QpYsUeiZM+ZxmcuWjfJ6o1o1VR0/3kZXAsSvUaNGqU+fPtqwYYOuXLmi0NBQqxcAAACQnNl0JMDChQvVo0cPTZkyRWXLltX48eNVo0YNHTlyRJ6enlHaz58/X3379tXMmTNVvnx5HT16VC1btpTFYtHYsWNtcAUAAAC2c3H7dk2pVk0/Sjr1RDyTpCYREcqyerW2rF5tdUwKZ2c12749IdMEbM7Hx0eSVK1aNas4CwMDAAAkX4wEeMymRYCxY8eqTZs28vf3lyRNmTJFK1eu1MyZM9W3b98o7bdu3aoKFSqoadOmkiRvb281adJEf//9d4LmDQAAkBjs37hRYyWF/W/bIqmipPf07Ju8bBUrJkRqQKKyfv16W6cAAAAA2IzNigDh4eHavXu3+vXrZ8bs7Owezlm7bVu0x5QvX17z5s3Tjh07VKZMGZ08eVKrVq1SixYtEiptAAAAmzoUEKDNAwbo/q1benDvngpI2ispU+rU+vqzz1S6QIFnHpvCxUVeVaokWK5AYlGpUiVbpwAAAIAExkiAx2xWBAgJCVFERIQyZsxoFc+YMaP++++/aI9p2rSpQkJC9Pbbb8swDD148EDt2rVT//79n9lPWFiYwsLCzG3m/AQAAEnZ9mHDdPPsWXP7I0mpJY377juVaNbMZnkBid1ff/2lqVOn6uTJk1q8eLGyZs2qgIAA5ciRQ2+//bat0wMAAADijc0XBo6NDRs2aMSIEfr222+1Z88eLVu2TCtXrtSXX375zGNGjhwpd3d38+Xl5ZWAGQMAAMSNGzduqGm9elp/9KgkyWJvr7Rvvqksb76pz5o3V5H69W2cIZB4LV26VDVq1JCLi4v27NljPiR048YNjRgxwsbZAQAAIF5YEuiVBNhsJED69Ollb2+v4OBgq3hwcLAyZcoU7TEDBw5UixYt1Lp1a0lS4cKFdfv2bX366acaMGCA7Oyi1jT69eunHj16mNuhoaEUAgAAQJKyYcMG+bZoobPnzslFUg5J2TJnVqsjR2ydGpAkDBs2TFOmTJGvr69+/PFHM16hQgUNGzbMhpkBAAAA8c9mIwEcHR1VsmRJrVu3zoxFRkZq3bp1KleuXLTH3LlzJ8of+u3t7SVJhmFEe4yTk5Pc3NysXgAAAEnBvXv31LNnT1WpUkVnz52TJEVKCpKUqXRpm+YGJCVHjhxRxWgWxXZ3d9f169cTPiEAAADEO4vFkiCvpMBmIwEkqUePHvLz81OpUqVUpkwZjR8/Xrdv35a/v78kydfXV1mzZtXIkSMlSXXq1NHYsWNVvHhxlS1bVsePH9fAgQNVp04dsxgAAACQHOzdu1fNmzfX4cOHzVguSY0keefMqVrz5tksNyCpyZQpk44fPy5vb2+r+ObNm5UzZ07bJAUAAAAkEJsWARo1aqTLly9r0KBBCgoKUrFixbRmzRpzseDAwECrJ/8///xzWSwWff755zp//rwyZMigOnXqaPjw4ba6BAAAgDj14MEDjRo1SkOGDNGDBw8kPRzZ2Cx/fuXdt092knLXrSsHV1fbJgokIW3atFHXrl01c+ZMWSwWXbhwQdu2bVOvXr00cOBAW6cHAACAeJBUntJPCBbjWfPoJFOhoaFyd3fXjRs3mBoIAAAkKmfOnFGTJk20bds2M1asWDHNmzdPZ8eO1cGZMyVJ9VatUs6aNW2VJvBMifVe2zAMjRgxQiNHjtSdO3ckPSyu9erVS19++eVLndOleKe4TBHJQNuPK6q7XzVlTOemA0fPq8eoxdp16Ey0bX+b3lUVS+WJEl/910HV6zJFknR376Roj+0/7ieNm7su2n14PV3bGf3vCl5fP87/QXNmzVBIyGW9mTef+vYfqMJFikTbduniRfplxc86fvyYJKlAgYLq3LWHVfvvJk/UmtUrFRQUJAcHBxUoUFCdunZXkSJFE+R6kHQ42/Rx86iyd/klQfo5802dBOnnVSSyHw0AAMDry9nZWceOPfwCZmdnp379+mnQoEFydHTU2SfauWXPbpsEgSTKYrFowIAB6t27t44fP65bt26pQIECcnZ21oULF5QlSxZbp4gkrsG7JTSq50fqPHyhdh48rU5Nq2jFtx1VtO5QXb52K0r7xj2ny9Hh8ZS2Hu4ptWNhPy1bu9eMefv0szrm3QoFNWVwU/20bl+8XQeApG/N6lX6avRIfT74CxUuXFQ/BMxR+7attPzXNUqXLl2U9rt2/q2atWqraLEScnJy1MwZ36v9p59o6fKV5kwd2bN7q9+AQcqWzUv3wu5p3tzZat/mE/2yeq08PDwS+hKBGGMkwGM2WxgYAAAA1jJmzKhp06Ypd+7c2rx5s4YNGyZHR0dbpwUkG46OjipQoIDKlCmjVKlS6dChQ/Ly8rJ1WkgGujSvqlnLtipgxXb9dzJInYf/qLv3wuVXt1y07a+F3lHwlZvmq9pb+XTnXrhVEeDJ/cFXbqpO5cLauPOYTp+/klCXBSAJCpgzS/UafKy6H9VXrty59fngL+Ts7Kyfly2Ntv3I0V+rUZNmypc/v3LkzKUhQ4cpMjJSO7Y/Hpla6/06eqtceWXz8lLu3HnUq08/3bp1S8eOHkmoywJeCgsDP0YRAAAAwEaWLl2qkJAQq9hHH32kgwcPqly5crq0b5+W1qqlgFKldGL5chtlCQB4HocU9iqe30t//v34j2GGYejPv4+oTJEcMTqHX93yWvzbHt25Fx7tfk+P1Hrv7UKa8/O2aPcDgCTdDw/Xv4cP6a1y5c2YnZ2d3nqrvPb/s/c5Rz52795dPXjwQG7u7s/sY+nihUqdOrXezJs3TvIGEP8oAgAAACSwa9euqWnTpmrQoIHat2+vp5docnJykiRtGzZMp1avVvDu3bp75fGTnymcnRM0XwDAs6VPm0opUtjr0tWbVvFLV0KVKd2L18YoVTC7CuXJotk/bX1mm+Z1yurmnXv6+c99r5ougGTs2vVrioiIiDLtT7p06aI8ePIs47/+Shk8Pa0KCZK0ccN6vVWquEqXKKKAubM1ZfpMpU3LVEBI5CwJ9EoCKAIAAAAkoLVr16pw4cJasGCBJGnJkiXatGlTtG3vPvFlzWJnJzsHBxX081OanDkTJFcAD4WFhSk0NNTqZURG2DotJBN+dcvpwNHzz1xEWJJ8P3xLC1fvUlj4gwTMDMDrZsb0aVqzepXGTZhkPpTySOkyZbVo6c+a+8OPqvD2O+rds5uuXGF6MiCpYGFgAACABHDnzh199tlnmjRpkhlLkyaNJk+erIoVK0Z7zLmNG833XW7dkoOLS7znCSQn+/fvf+7+I0diNpfxyJEj9cUXX1jF7DOWlkPmMi+dG5KPkGu39OBBhDw9UlvFPdO5KehK6HOPdXV2VMMaJfXldyuf2aZC8VzKmyOTWvSdFSf5Aki+0qZJK3t7+yh/nL9y5YrSp0//3GPnzJqhWTOmaer3s/Rm3nxR9ru6uuqN7Nn1RvbsKlK0mOrUfFc/L1uiVm3axuk1AHEpqczXnxAoAgAAAMSznTt3qkWLFlZ/cPTx8dGsWbOULVu2Zx7nmjGj7gQHS5JSPPU0FoAXK1asmCwWS5QptySZ8Zh8OezXr5969OhhFfN857M4yxNJ2/0HEdr771lVKZtXv2x4WHiyWCyqUuZNTVkY/UivR+pVLy4nxxRasGrnM9v41S2n3YcDdeDo+TjNG0Dy4+DoqPwFCurv7dtUtZqPJCkyMlJ//71NjZs0f+Zxs2ZM1/fTpui7aTNUsFDhGPUVaUQqPDz6dUwAJD4UAQAAAOLJ/fv3NXz4cA0bNkwREQ+nDnF2dtbo0aPVsWNH2dlZz8wYcf++tg4erKBduyRJYdeumfssdsziCMTWqVOn4uQ8Tk5OUaZFsNjZx8m5kTx8M+9PTR/aQrsPB2rXwdPq1LSKXF2cNHf5dknS91+20IVLNzRo4gqr41rWLadfNuzX1Ru3oz1v6pTOqle9uPqO/SnerwFA8tDCz18D+3+mggULqVDhIpoXMEd3795V3Y/qSZIG9OsjT8+M6tq9pyRp5vfT9O2kb/R/o79WlixZFXL5sqSHT/67pkypO3fu6PtpU1S5SlWlz5BB169d048LftCl4GBVr/Geza4TiAlGAjxGEQAAACCe/Prrr1ZTiJQuXVpz585VvnxRh1hL0uk1a/T3yJFR4mly5463HIHkLHv27LZOAa+JJb/vUfq0qTSofW1lTJda+4+c14cdJ5uLBXtl8lBkpPWIlDzZPVWhRG7VbjcpulNKkhrWKCmLLFq0Zle85g8g+XivZi1du3pV3076RiEhl5U3X359O/V7pfvfdEBBFy/KzvL44ZLFC3/U/fv31bN7F6vztOvQSe07dpa9vb1OnTqpFct/0vVr15QmTRoVLFRYs+b+oNy58yTotQF4eRYjurGxyVhoaKjc3d1148YNubm52TodAACQjBmGoXr16umXX37RwIED1b9/fzk4ODyz/V8DBujvESOsYvaOjqo4apRKdusWz9kCry4p3GsXLlxYq1atkpeX1yudx6V4pzjKCABezbWdzy4kAUBCck5kj5vn7rU6Qfo5/lXNBOnnVSSyHw0AAEDSdf36daVJk8bctlgsmjZtmk6fPq3SpUs/99jtI0ZYFQCqTZqkgr6+snNwUApn5/hKGXjtnD59Wvfv37d1GgAAAECCYXJZAACAV2QYhubNmydvb2/98ssvVvsyZMjwwgKAJB1btsxqO12BAnJMnZoCAAAAAAC8BIvFkiCvpIAiAAAAwCu4cuWKPv74Y7Vo0UI3btxQ69atdfl/C6rFRvDu3eb792bNklflynGYJYBH3nnnHbm4uNg6DQAAACDBMB0QAADAS1q9erU++eQTBQUFmbHq1as/d97/6IQcPmy1Xahly7hID0A0Vq1aZesUAAAAkACSyEP6CYIiAAAAQCzdunVLvXr10tSpU82Yh4eHpkyZooYNG77w+MiICIUGBprbwbt2xUueAB47duyY1q9fr0uXLikyMtJq36BBg2yUFQAAABD/KAIAAADEwrZt29SiRQudOHHCjNWsWVMzZsxQ5syZX3j8/bt3NbdoUV07diza/W8NHBhnuQJ4aPr06Wrfvr3Sp0+vTJkyWc3darFYKAIAAAAkQ0llvv6EQBEAAAAghubOnSt/f3/zKWJXV1eNHTtWn376aYxvMC9s3frMAoAkuXl5xUmuAB4bNmyYhg8frs8++8zWqQAAAAAJjiIAAABADFWpUkWpU6fWjRs3VK5cOc2dO1e5c+eO1TlCT58236crWFAZihR5vJ0/v/I3axZX6QL4n2vXrsVoqi4AAAAkHwwEeIwiAAAAQAx5eXnp22+/1enTp9WnTx+lSBH7W6kdo0eb7/M2bKjygwfHZYoAotGwYUP9/vvvateuna1TAQAAABIcRQAAAIBonD59WgMGDNC3334rd3d3M960adNXOq/F3t58n7N27Vc6F4CYyZ07twYOHKjt27ercOHCcnBwsNrfpUsXG2UGAACA+GJnx1CARygCAAAAPMEwDM2ePVtdu3bVzZs35eDgoNmzZ8fJuXeMGaOr//5rbmcqVSpOzgvg+aZNm6ZUqVJp48aN2rhxo9U+i8VCEQAAAADJGkUAAACA/7l06ZI+/fRTLV++3Ixt2LBBV69elYeHxyuff9+335rvU2fL9srnAxAzp06dsnUKAAAASGCsCfCYna0TAAAASAxWrFihwoULWxUAWrZsqf3798dJASBw/XqrRYHfmzXrlc8JIPYMw5BhGLZOAwAAAEgwFAEAAMBrLTQ0VK1atdKHH36oS5cuSZLSp0+vn376SbNmzZKbm9sr93Hz3Dkt9vExt1N7eSn7E9sA4t/cuXNVuHBhubi4yMXFRUWKFFFAQICt0wIAAEA8sVgsCfJKCpgOCAAAvLb++usv+fr66vQTT+jXqVNH06dPV8aMGeOsn+snTsiIjDS3c9SsGWfnBvBiY8eO1cCBA9WpUydVqFBBkrR582a1a9dOISEh6t69u40zBAAAAOIPRQAAAPDa2r9/v1kASJUqlSZMmCB/f/84f5pj//Tp5vvsPj6qPmVKnJ4fwPNNnDhR3333nXx9fc3YBx98oIIFC2rIkCEUAQAAAJKhJPKQfoKgCAAAAF5bHTp00IoVK3T37l3NmTNHOXLkiJd+zqxda77P/u67SWbIKJBcXLx4UeXLl48SL1++vC5evGiDjAAAAICEw5oAAADgtRAREaG1T/wxXno4R+TChQu1fv36eCsAnN+yRXf+t9aAJBVq2TJe+gHwbLlz59aiRYuixBcuXKg8efLYICMAAADEN9YEeIyRAAAAINk7ceKEfH19tXXrVq1du1Y+TyzKmyZNmnjr98q//2rB22+b264ZM8o1Q4Z46w9A9L744gs1atRImzZtMtcE2LJli9atWxdtcQAAAABIThgJAAAAki3DMDRt2jQVLVpUW7dulSS1bt1a4eHhCdJ/yMGDVttelSolSL8ArNWvX19///230qVLp59//lk///yz0qdPrx07duijjz6ydXoAAACIB4wEeIyRAAAAIFm6ePGiWrdurVWrVpmxnDlzau7cuXJ0dIzXvg3D0G+tW+vgzJlmzPu991Rr3rx47RfAs5UsWVI//PCDrdMAAAAAEhxFAAAAkOwsWbJE7dq105UrV8xYmzZt9PXXXyt16tTx3v+Vw4etCgCSlLdBA9k7OMR73wAes7Oze+HTWRaLRQ8ePEigjAAAAJBQkshD+gmCIgAAAEg2rl+/rs6dO2veE0/cZ8yYUd9//73ef//9OO/PiIzU2Q0bdP3ECav4jVOnrLbfbNhQbzZoEOf9A3i+n3766Zn7tm3bpm+++UaRkZEJmBEAAACQ8CgCAACAZKNNmzZasmSJuV2vXj1NmTJFGeJpMd5DAQFa07Llc9uU6NJFVSdMiJf+ATzfhx9+GCV25MgR9e3bV7/88ouaNWumoUOH2iAzAAAAxLfEOl//5MmTNWbMGAUFBalo0aKaOHGiypQp88z2169f14ABA7Rs2TJdvXpV2bNn1/jx41WrVq0Y98nCwAAAINkYOXKkXF1d5ebmprlz52rJkiXxVgCQpOBdu17YJlPp0vHWP4CYu3Dhgtq0aaPChQvrwYMH2rdvn+bMmaPs2bPbOjUAAAC8JhYuXKgePXpo8ODB2rNnj4oWLaoaNWro0qVL0bYPDw9X9erVdfr0aS1ZskRHjhzR9OnTlTVr1lj1y0gAAACQZIWHh1st8ps7d24tXLhQRYoU0RtvvBGvfZ/76y/tnTTJ3H7r88/lniOHVZs0uXMr2zvvxGseAJ7vxo0bGjFihCZOnKhixYpp3bp1eof/LgEAAJK9xDgQYOzYsWrTpo38/f0lSVOmTNHKlSs1c+ZM9e3bN0r7mTNn6urVq9q6dasc/rfGnLe3d6z7pQgAAACSnAcPHmjEiBFatGiRduzYIVdXV3NffMz9H53tw4dbbedv2lTp8udPkL4BxMzo0aM1atQoZcqUSQsWLIh2eiAAAAAgIYSHh2v37t3q16+fGbOzs5OPj4+2bdsW7TErVqxQuXLl1LFjRy1fvlwZMmRQ06ZN9dlnn8ne3j7GfVMEAAAAScqRI0fk6+urHTt2SJL69OmjSU88kR9fIh88UOD69Qq7cUOSdOPkSXNfkU8/lUe+fPGeA4DY6du3r1xcXJQ7d27NmTNHc+bMibbdsmXLEjgzAAAAxLeEWhMgLCxMYWFhVjEnJyc5OTlZxUJCQhQREaGMGTNaxTNmzKj//vsv2nOfPHlSf/75p5o1a6ZVq1bp+PHj6tChg+7fv6/BgwfHOEeKAAAAIEkwDEPffvutevfurbt370qS7O3tlS5dOhmGEe83eGvbt9eB77+Pdl/1KVMS7aJTwOvM19eX/zYBAAAQr0aOHKkvvvjCKjZ48GANGTLklc8dGRkpT09PTZs2Tfb29ipZsqTOnz+vMWPGUAQAAADJy/nz5+Xv76+1a9easTfffFNz585V2bJlEyaHzZujjacvXDhB+gcQe7Nnz7Z1CgAAALCRhHoWpF+/furRo4dV7OlRAJKUPn162dvbKzg42CoeHBysTJkyRXvuzJkzy8HBwWrqn/z58ysoKCjKGnnPQxEAAAAkagsWLFCHDh10/fp1M9axY0eNHj3aai2A+HJ02TLtHjdON06dkiTZOznp7f+tB2Dv5KQ369XjSWMAAAAAeE1FN/VPdBwdHVWyZEmtW7dOdevWlfTwSf9169apU6dO0R5ToUIFzZ8/X5GRkbKzs5MkHT16VJkzZ45xAUCiCAAAABIpwzDUsmVLzZ0714xlyZJFs2bN0rvvvptgefzRoYPuPPGkhlOaNCrds2eC9Q8AAAAAiL3E+LBWjx495Ofnp1KlSqlMmTIaP368bt++LX9/f0kPp7PMmjWrRo4cKUlq3769Jk2apK5du6pz5846duyYRowYoS5dusSqX4oAAAAgUbJYLCpQoIC53bhxY02ePFkeHh7x3vfVo0d18+xZSdLdkBAz7ujmprL9+sV7/wAAAACA5KdRo0a6fPmyBg0apKCgIBUrVkxr1qwxFwsODAw0n/iXJC8vL/3222/q3r27ihQpoqxZs6pr16767LPPYtWvxTAMI06vJJELDQ2Vu7u7bty4ITc3N1unAwAAniMiIkL16tVTkyZN1Lhx4wTp8/APP2hV8+ZR4hlLlFCL3bsTJAcgqXqd7rVdikc/ZBsAEtq1nZNsnQIASJKcE9nj5mVGbEiQfnb0r5wg/byKRPajAQAAr6vt27dr586d6ty5sxmzt7fX8uXLEzSP07//Hm3cI1++BM0DAAAAAIC4QBEAAADYVHh4uL788kuNGDFCklSyZEmVL18+Xvq68u+/2j5smO5cvvzMNiEHDpjvi7ZrJ5d06eTs4aECvr7xkhMAAAAAIO4lxjUBbIUiAAAAsJnDhw+rRYsW2rNnjxmbNGlSvBUBtgwerKOLF8e4fZnPPpO7t3e85AIAAAAAQEKgCAAAABJcZGSkvvnmG/Xt21dhYWGSpBQpUmjw4MHq27dvnPRxJyRENwMDrWLXjx+P8fF5PvpIbtmzx0kuAAAAAICExUCAxygCAACABBUYGKiWLVtq/fr1Zix//vwKCAhQyZIl46SPs5s2aUn16ooID39mm44hIbJ3dIx+p52dHFOmjJNcAAAAAACwJYoAAAAgQRiGoYCAAHXu3FmhoaFmvFu3bhoxYoRcXFzirK+Tv/763AJAai8vOadNK4udXZz1CQAAAABIPFgT4DGKAAAAIEE8ePBA48aNMwsAXl5emj17tqpWrfrS57xx+rR2fvWV7j610O+lffvM97nr1lWqLFnMbXsnJxVo3pwCAAAAAADgtUARAAAAJAgHBwcFBASoVKlS+vjjj/XNN98oTZo0r3TOzZ9/rn9/+OG5bcr06aMs5cq9Uj8AAAAAgKSFgQCPUQQAAADx4ubNm7p8+bJy5sxpxgoVKqRDhw4pV65cL3XOu1evKuzGDXP7RQv9ZihSRBlLlXqpvgAAAAAASA4oAgAAgDi3efNm+fr6KlWqVNq5c6ecnJzMfS9bADgwY4bWtmunyAcPot3/yZEjSuHs/DhgsSh1tmzMAwkAAAAAryG+Cz7GZLgAACDOhIWFqW/fvqpYsaJOnTqlAwcOaOjQoXFy7sM//PDMAoCrp6fS5MoltzfeePzy8uKmDwAAAADw2mMkAAAAiBMHDhxQ8+bNtX//fjNWoUIFtWrV6qXOZ0RG6sCMGQrevVuSdPXff819eT/+WBZ7e0mSvaOjCvn7y+5/2wAAAAAA8EzYYxQBAADAK4mIiNDYsWP1+eefKzw8XNLDRYC//PJL9erVS/Yv+cf5M3/8od8//TTafbXmzZO9g8NL5wwAAAAAwOuCIgAAAHhpp06dkp+fn/766y8zVrhwYQUEBKho0aIvfd77d+8q5NChaPflrluXAgAAAAAA4LmYHvYxigAAAOClXL9+XSVKlND169clPbzB6tWrl7788kurhYBja88332hj796K+N+oAkkq/8UXyv3hh7J3cpJH3ryvmjoAAAAAAK8NFgYGAAAvJU2aNOrcubMkydvbWxs2bNDo0aNfqQAgSfumTLEqAEhS5jJl5Fm0qNLly8fTHAAAAACAF7JYLAnySgoYCQAAAGLMMAyrm5yBAwfKwcFBXbt2lZubW9T2kZE6smSJLu3dG+M+bl+8KEmyS5FCb/j4KHOZMspevfqrJw8AAAAAwGuIIgAAAHihGzduqGvXrnrzzTfVv39/M+7g4KCBAwc+87gz69bp10aNXqpPpzRp1GD16pc6FgAAAADweksiD+knCIoAAADguTZs2CA/Pz8FBgYqRYoUqlmzpooXLx6jY68eOfLS/eaoWfOljwUAAAAAAA9RBAAAANG6d++eBgwYoLFjx5oxFxcXBQYGxrgI8Of/1gyQpLL9+8d4Wh+HlCmVqVSp2CUMAAAAAMD/JJX5+hMCRQAAABDF3r171bx5cx0+fNiMVa5cWbNnz1b27NljdI47ISFW29neeUdvVK4cl2kCAAAAAIAXsLN1AgAAIPF48OCBhg8frjJlypgFACcnJ3399ddat25djAsAkhT4xx9W29l9fOI0VwAAAAAAnsViSZhXUsBIAAAAIEm6cOGCGjRooG3btpmxYsWKKSAgQIUKFYrVuS4fOKBfmzQxt/PUqye7FNx2AAAAAACQ0BgJAAAAJElp06bVtWvXJEl2dnbq37+//v7771gXACQp5MABq+1sFSvGSY4AAAAAAMSExWJJkFdSQBEAAABIerjob0BAgPLly6e//vpLw4cPl6OjY6zPcyckRCubNTO3CzRvrhJdusRlqgAAAAAAPBfTAT3GuHwAAF5TixcvVpEiRZQ3b14zVqpUKR08eFD29vYvfd5jS5dabWevXj3JPB0BAAAAAEBy80pFgHv37snZ2TmucgEAAAng2rVr6tSpk+bPn68yZcpoy5YtSvHEfP3PKwDcCQnRyZUrFRke/sw2Z55cENhiUZ6PPoqTvAEAAAAAiCk7HkYzxboIEBkZqeHDh2vKlCkKDg7W0aNHlTNnTg0cOFDe3t5q1apVfOQJAADiwB9//KGWLVvq/PnzkqQdO3bop59+UsOGDV94rGEY+rFiRV39998Y91dn4UI5pk790vkCAAAAAIBXE+s1AYYNG6bZs2dr9OjRVvMEFypUSN9//32cJgcAAOLGnTt31KVLF1WvXt0sAKRJk0Y//PCDGjRoEKNz3L9zJ1YFAFksyliq1MukCwAAAADAK2FNgMdiPRJg7ty5mjZtmqpVq6Z27dqZ8aJFi+q///6L0+QAAMCr27lzp1q0aKEjR46YMR8fH82aNUvZsmV77rGB69drY58+unf1qozISDPukS+fSvfu/dxjs5QvrzQ5crxa8gAAAAAA4JXEughw/vx55c6dO0o8MjJS9+/fj5OkAADAq7t//76GDx+uYcOGKSIiQpLk7Oys0aNHq2PHjrKze/GAwG1ffqngXbuixD3y5lXhTz6J85wBAAAAAIgLlqTymH4CiHURoECBAvrrr7+UPXt2q/iSJUtUvHjxOEsMAAC8mt27d2vo0KEyDEOSVLp0ac2dO1f58uV74bFGZKTObtyo0NOnzZhL+vSSJFdPT5Xs0SNecgYAAAAAAHEr1kWAQYMGyc/PT+fPn1dkZKSWLVumI0eOaO7cufr111/jI0cAAPAS3nrrLXXv3l0TJkzQwIED1b9/fzk4OMTo2I2ffaZdX31lbtulSKGOly/HV6oAAAAAAMQpOwYCmGK9MPCHH36oX375RX/88YdSpkypQYMG6d9//9Uvv/yi6tWrx0eOAAAgBoKCghT5xLz9kjR8+HDt2LFDgwcPjnEBQJLOb95stZ2hSJE4yREAAAAAACSsWI8EkKR33nlHa9eujetcAADASzAMQ/Pnz1fHjh31xRdfqGvXruY+Z2dnlShRIlbnO7psmS5u325uV5s0SW/Wrx9n+QIAAAAAEN9YE+CxWI8EyJkzp65cuRIlfv36deXMmTNOkgIAADFz5coVffzxx2revLlu3Lihvn376t9//32lc/7RoYP53t7JScU7dlTKTJleNVUAAAAAAGADsR4JcPr0aUVERESJh4WF6fz583GSFAAAeLFVq1apVatWCgoKMmP169dX5syZX+m8d4KDzfdvff75K50LAAAAAABbYCDAYzEuAqxYscJ8/9tvv8nd3d3cjoiI0Lp16+Tt7R3rBCZPnqwxY8YoKChIRYsW1cSJE1WmTJlntr9+/boGDBigZcuW6erVq8qePbvGjx+vWrVqxbpvAACSolu3bqlXr16aOnWqGfPw8NCUKVPUsGHDVzr3nm++Md9nLFFC5SgCAAAAAACQpMW4CFC3bl1JD+dS8vPzs9rn4OAgb29vff3117HqfOHCherRo4emTJmismXLavz48apRo4aOHDkiT0/PKO3Dw8NVvXp1eXp6asmSJcqaNavOnDmjNGnSxKpfAACSqq1bt8rX11cnTpwwYzVr1tSMGTNeeQSAJJ367Tfzfco4OB8AAAAAALZgEUMBHolxESAyMlKSlCNHDu3cuVPp06d/5c7Hjh2rNm3ayN/fX5I0ZcoUrVy5UjNnzlTfvn2jtJ85c6auXr2qrVu3ysHBQZJeavQBAABJ0c8//6z69eub/ya7urpq7Nix+vTTT195waOdX3+t07/9pkt79pixymPHvtI5AQAAAACA7cV6YeBTp07FSQEgPDxcu3fvlo+Pz+Nk7Ozk4+Ojbdu2RXvMihUrVK5cOXXs2FEZM2ZUoUKFNGLEiGjXKAAAILmpVq2asmfPLkkqV66c/vnnH7Vt2/aVCwCXDx7Uxl69dGbtWt29csWMsxgwAAAAACCpsrMkzCspiPXCwJJ0+/Ztbdy4UYGBgQoPD7fa16VLlxidIyQkRBEREcqYMaNVPGPGjPrvv/+iPebkyZP6888/1axZM61atUrHjx9Xhw4ddP/+fQ0ePDjaY8LCwhQWFmZuh4aGxig/AAASm9SpU2vOnDn666+/1KdPH6VIEft/xm+cPq17V69axS7u2GHdyGJR4Vat5OTm9irpAgAAAACARCDWfz3Yu3evatWqpTt37uj27dvy8PBQSEiIXF1d5enpGeMiwMuIjIyUp6enpk2bJnt7e5UsWVLnz5/XmDFjnlkEGDlypL744ot4ywkAgPhw+vRpde7cWRMnTrSa+u6dd97RO++881Ln3DFmjDb16fPcNqV69VKFL76Qg6vrS/UBAAAAAEBi8Kqj5pOTWE8H1L17d9WpU0fXrl2Ti4uLtm/frjNnzqhkyZL66quvYnye9OnTy97eXsHBwVbx4OBgZXrG9AOZM2fWm2++KXt7ezOWP39+BQUFRRmR8Ei/fv1048YN83X27NkY5wgAQEIzDEOzZs1SkSJF9Ouvv6ply5bmGgCv6tiyZS9sky5/fgoAAAAAAAAkI7EeCbBv3z5NnTpVdnZ2sre3V1hYmHLmzKnRo0fLz89P9erVi9F5HB0dVbJkSa1bt05169aV9PBJ/3Xr1qlTp07RHlOhQgXNnz9fkZGRsrN7WL84evSoMmfOLEdHx2iPcXJykpOTU2wvEwCABHfp0iV9+umnWr58uRk7ffq0zp49a64FEFuRERHaPW6cgnbu1LWjR814sQ4dorT1yJdP+Zs2fal+AAAAAABITBgI8FisiwAODg7mH+A9PT0VGBio/Pnzy93dPdZP2ffo0UN+fn4qVaqUypQpo/Hjx+v27dvy9/eXJPn6+ipr1qwaOXKkJKl9+/aaNGmSunbtqs6dO+vYsWMaMWJEvE5BBABAQli+fLnatGmjy5cvm7GWLVtqwoQJcnuFuflP//67NvbubRWz2NvLZ/Lklz4nAAAAAABIOmJdBChevLh27typPHnyqFKlSho0aJBCQkIUEBCgQoUKxepcjRo10uXLlzVo0CAFBQWpWLFiWrNmjblYcGBgoFlwkCQvLy/99ttv6t69u4oUKaKsWbOqa9eu+uyzz2J7GQAAJAqhoaHq3r27Zs6cacbSp0+v6dOnmyPlXtatCxd0ed++KPHCrVq90nkBAAAAAEjs7BgKYLIYhmHE5oBdu3bp5s2bqlKlii5duiRfX19t3bpVefLk0YwZM1SsWLF4SjVuhIaGyt3dXTdu3HilJysBAHhVW7ZsUfPmzXX69GkzVqdOHU2fPt0siL+s31q31oEZM6xi7/zf/6lQy5ZK+YrnBoBneZ3utV2KRz+FKQAktGs7J9k6BQCQJDnH+nHz+FVvxu4E6WdZq5IJ0s+riPWPplSpUuZ7T09PrVmzJk4TAgDgdREaGmoWAFKlSqUJEybI399fljh4WuHg7NlRYp7FilEAAAAAAAC8FhgI8Fic1Wf27NmjQYMG6ddff42rUwIAkKzVrFlTbdu21eHDhzVnzhzlyJEjVsffvXJFeydP1u0LF6LsMyIiJEnOHh7yrlFDmUqXlnf16nGSNwAAAAAASDpiVQT47bfftHbtWjk6Oqp169bKmTOn/vvvP/Xt21e//PKLatSoEV95AgCQpEVERGjJkiX6+OOPrZ70Hz9+vBwcHGRvbx/rc/79f/+nXV999dw2Hnnz6v3582N9bgAAAAAAkrK4GGWfXNi9uMlDM2bMUM2aNTV79myNGjVKb731lubNm6dy5copU6ZMOnjwoFatWhWfuQIAkCSdOHFCFStWVOPGjTXjqXn6nZ2dX6oAEH7rlq4dOfLCdm82aBDrcwMAAAAAgOQjxiMBJkyYoFGjRql3795aunSpGjZsqG+//VYHDhxQtmzZ4jNHAACSJMMwNH36dPXo0UO3b9+WJPXs2VMNGzaUu7v7S593XZcu2jtpkmQYZqzBb7/J9an5/p09POTm5fXS/QAAAAAAkFQxEOCxGBcBTpw4oYYNG0qS6tWrpxQpUmjMmDEUAAAAiEZQUJBat26tlStXmrGcOXNq7ty5r1QAiHzwQPu+/daqAJDC2VlZypWTY+rUr5QzAAAAAABIfmJcBLh7965cXV0lPZxPycnJSZkzZ463xAAASKqWLFmidu3a6cqVK2asTZs2Gjt2rFKlSqV716/r0OzZuh0cHOtzGxER5qK/TmnSKOvbb6tA8+YUAAAAAAAAeIIdQwFMsVoY+Pvvv1eqVKkkSQ8ePNDs2bOVPn16qzZdunSJu+wAAEhCrl+/rs6dO2vevHlmLGPGjJoxY4Zq165txrYOGaI9Eya8cn8ZChdWvV9+eeXzAAAAAACA5CvGRYA33nhD06dPN7czZcqkgIAAqzYWi4UiAADgtTVo0CCrAkD9+vU1ZcqUKAXzqzFY0DcmctSsGSfnAQAAAAAguWEcwGMxLgKcPn06HtMAACDpGzJkiJYuXapbt25p0qRJat68uSxPDD88s26dVrVoodsXL5qxj375RQ7/G2UXG64ZMih9wYJxkjcAAAAAAEi+YjUdEAAAeOzWrVvmNHmS5OHhoaVLlypLlix64403orT/Z+pUqwJACldXZffxUQpn5wTJFwAAAACA14WFNQFMdrZOAACApObBgwcaOnSocufOrYtP/FFfkt56661oCwBnN27U0cWLze3MZcuq+nffUQAAAAAAAADxipEAAADEwtGjR9WiRQvt2LFDktSqVSutXLnyuU8YXNq3TwsrV7aKffTLL3LNkCE+UwUAAAAA4LVlx0AAEyMBAACIAcMwNHnyZBUrVswsANjb26tUqVKKiIh47rGXDxyw2vbIn18uTy0WDAAAAAAAEB8YCQAAwAucP39e/v7+Wrt2rRnLkyePAgICVLZs2WceZxiGVvv66vC8eWYsR82aqrN4MXMTAgAAAAAQj/je/dhLjQQ4ceKEPv/8czVp0kSXLl2SJK1evVqHDh2K0+QAALC1BQsWqFChQlYFgI4dO2rv3r3PLQBIUvCePVYFAEnK36yZHFOmjJdcAQAAAAAAnhbrIsDGjRtVuHBh/f3331q2bJlu3bolSfrnn380ePDgOE8QAABb6dixo5o2barr169LkrJkyaLffvtNkyZNUsoX/CHfMAyd+f13q1i+xo2V+8MP4ytdAAAAAADwPxZLwrySglgXAfr27athw4Zp7dq1cnR0NONVq1bV9u3b4zQ5AABsqWrVqub7xo0b68CBA3r33XdjdOyp1av1V//+5nbpPn30/oIFckyVKs7zBAAAAAAAeJZYrwlw4MABzZ8/P0rc09NTISEhcZIUAACJQf369dWpUydVqFBBjRs3jtWxQbt2WW1nKl06LlMDAAAAAADPwZoAj8W6CJAmTRpdvHhROXLksIrv3btXWbNmjbPEAABISI+muRs1apRVfOLEiTE+R/jNm1rTqpUu7dmje1evmvGy/fvrzfr14yxXAAAAAACAmIp1EaBx48b67LPPtHjxYlksFkVGRmrLli3q1auXfH194yNHAADizf379zV06FCNGDFCkZGRKlasmJo0afJS5zq+fLmOLl4cJe5dowZPIADAC6xYsSLGbT/44IN4zAQAAADJgR1fw02xLgKMGDFCHTt2lJeXlyIiIlSgQAFFRESoadOm+vzzz+MjRwAA4sXhw4fVokUL7dmzx4zNnTtXjRs3jtUf7Y3ISJ3dtElnN2wwYw6pUimFs7Oy+/goa4UKcZk2ACRLdevWjVE7i8WiiIiI+E0GAAAASEZiXQRwdHTU9OnTNXDgQB08eFC3bt1S8eLFlSdPnvjIDwCAOBcZGakJEyaoX79+CgsLkySlSJFCgwcPVt++fWP91P5fAwZox//9n1XM59tvVbBFizjLGQCSu8jISFunAAAAgGSEEfmPxboIsHnzZr399tt644039MYbb8RHTgAAxJvAwEC1bNlS69evN2P58+dXQECASpYs+VLnPL95c5RYhiJFXjpHAAAAAACAuBLrIkDVqlWVNWtWNWnSRM2bN1eBAgXiIy8AAOKUYRgKCAhQ586dFRoaasa7deumESNGyMXFJdbnvHnunDb07GlVBKg4apSyVqggz6JF4yRvAHhd3b59Wxs3blRgYKDCw8Ot9nXp0sVGWQEAACCpYBzAY7EuAly4cEE//vijFixYoP/7v/9TkSJF1KxZMzVp0kTZsmWLjxwBAIgTS5cuNQsAXl5emj17tqpWrfrS5/tnyhQdWbTI3LZ3dFSpnj1lZ2//yrkCwOts7969qlWrlu7cuaPbt2/Lw8NDISEhcnV1laenJ0UAAAAAIBbsYntA+vTp1alTJ23ZskUnTpxQw4YNNWfOHHl7e7/SH1IAAIhPFotF06ZNU4YMGdSiRQvt37//lf/dunv1qtV2mX79KAAAQBzo3r276tSpo2vXrsnFxUXbt2/XmTNnVLJkSX311Ve2Tg8AAABJgJ3FkiCvpCDWIwGelCNHDvXt21dFixbVwIEDtXHjxrjKCwCAV3Lr1i0dO3ZMxYsXN2MZM2bU/v37lSlTpjjp499588z3LfbsUcYn+gIAvLx9+/Zp6tSpsrOzk729vcLCwpQzZ06NHj1afn5+qlevnq1TBAAAAJKMWI8EeGTLli3q0KGDMmfOrKZNm6pQoUJauXJlXOYGAMBL2bx5s4oWLaqaNWsqJCTEal9cFQAkybNECfN9yowZ4+y8APC6c3BwkJ3dw68qnp6eCgwMlCS5u7vr7NmztkwNAAAASYTFkjCvpCDWRYB+/fopR44cqlq1qgIDAzVhwgQFBQUpICBA7733XnzkCABAjISFhalv376qWLGiTp48qeDgYHXv3j3e+jv3xAg4p7Rp460fAHjdFC9eXDt37pQkVapUSYMGDdIPP/ygbt26qVChQjbODgAAAEhaYj0d0KZNm9S7d299/PHHSp8+fXzkBABArB04cEDNmzfX/v37zViFChU0ZMiQeOnPMAyrbYvdSw+uAwA8ZcSIEbp586Ykafjw4fL19VX79u2VJ08ezZw508bZAQAAICmwJJXH9BNArIsAW7ZsiY88AAB4KRERERo7dqw+//xzhYeHS3o4jcTQoUPVu3dv2b/iQr1GZKRCDh5U5IMH1vGnigApnJxeqR8AwGOlSpUy33t6emrNmjU2zAYAAABI2mJUBFixYoVq1qwpBwcHrVix4rltP/jggzhJDACAFzl16pT8/Pz0119/mbFChQopICBAxYoVe+XzG4ahHytW1PkXFMCzlCv3yn0BAAAAAIC4w0CAx2JUBKhbt66CgoLk6empunXrPrOdxWJRREREXOUGAMAzhYeH65133tH58+clPfw3qFevXvryyy/lFEdP5d+5dOmFBQBJcs+ZM076AwA8lCNHjucO3z558mQCZgMAAAAkbTEqAkRGRkb7HgAAW3F0dNTw4cPVsmVLeXt7a86cOapYsWKcnf/48uU6NGeOue3m7a2ctWpFaeeSPr2Ktm0bZ/0CAKRu3bpZbd+/f1979+7VmjVr1Lt3b9skBQAAgCTFjqEAplivCTB37lw1atQoylOW4eHh+vHHH+Xr6xtnyQEA8KSIiAirOf59fX11+/ZtNW/eXG5ubnHWT9iNG/q1cWM9uHfPjGUsWVI+kyfHWR8AgGfr2rVrtPHJkydr165dCZwNAAAAEHcmT56sMWPGKCgoSEWLFtXEiRNVpkyZaNvOnj1b/v7+VjEnJyfde+LvFTFhF9sk/f39dePGjSjxmzdvRkkIAIC4cOPGDbVs2VKffvqpVdxisahDhw5xWgCQpMv791sVAFI4Oyt/06Zx2gcAIPZq1qyppUuX2joNAAAAJAEWS8K8YmPhwoXq0aOHBg8erD179qho0aKqUaOGLl269Mxj3NzcdPHiRfN15syZWH8WsS4CGIYR7fyc586dk7u7e6wTAADgeTZs2KAiRYpozpw5mjlzppYvXx6v/S1v0EA/PjGtUK4PPlD74GC9Wa9evPYLAHixJUuWyMPDw9ZpAAAAAC9l7NixatOmjfz9/VWgQAFNmTJFrq6umjlz5jOPsVgsypQpk/nKmDFjrPuN8XRAxYsXl8VikcViUbVq1ZQixeNDIyIidOrUKb333nuxTgAAgOjcu3dPAwYM0NixY81Y6tSpYz3kLTbCb97UsaeeMPXIl09OcTzSAADwfI++ezxiGIaCgoJ0+fJlffvttzbMDAAAAElFdA+y21J4eLh2796tfv36mTE7Ozv5+Pho27Ztzzzu1q1byp49uyIjI1WiRAmNGDFCBQsWjFXfMS4C1K1bV5K0b98+1ahRQ6lSpTL3OTo6ytvbW/Xr149V5wAARGfv3r1q3ry5Dh8+bMYqVaqk2bNny9vbO976vfLff1bbpfv0UamePeOtPwBA9D788EOrL212dnbKkCGDKleurHz58tkwMwAAAMBaWFiYwsLCrGJOTk5R1tQNCQlRRERElCf5M2bMqP+e+nvEI3nz5tXMmTNVpEgR3bhxQ1999ZXKly+vQ4cOKVu2bDHOMcZFgMGDB0uSvL291ahRIzk7O8e4EwAAYuLBgwcaNWqUhgwZogcPHkh6+A/niBEj1K1bN9nZxXoWu1hZ+8SaAzlq1lSlUaPitT8AQPSGDBli6xReLFMuW2cAAJKkq7fCbZ0CAEiSsqRxtHUKVuL3LwiPjRw5Ul988YVVbPDgwXFyT1uuXDmVK1fO3C5fvrzy58+vqVOn6ssvv4zxeWJcBHjEz88vtocAAPBCV69eVe3atbV9+3YzVqxYMQUEBKhQoULx2nf4zZuKjIjQ7eBgM5aHNQAAwGbs7e118eJFeXp6WsWvXLkiT09PRURE2CgzAAAAJBUJNR1Qv3791KNHD6vY06MAJCl9+vSyt7dX8BN/e5Ck4OBgZcqUKUZ9OTg4qHjx4jp+/HiscoxRQcTDw0MhISGSpLRp08rDw+OZLwAAXkaaNGnMqebs7OzUv39//f333/FeAFjt769v3Nw0KW1a3b54UZJksbNTkdat47VfAMCzGYYRbTwsLEyOjonrCTMAAAC83pycnOTm5mb1iq4I4OjoqJIlS2rdunVmLDIyUuvWrbN62v95IiIidODAAWXOnDlWOcZoJMC4ceOUOnVq831iW1QBAJD02dnZaebMmapXr54mTJig8uXLx3ufYTdu6NDs2VHiniVKxHvfAICovvnmG0kPn9r6/vvvrdYhi4iI0KZNm1gTAAAAADFilwj/hN2jRw/5+fmpVKlSKlOmjMaPH6/bt2/L399fkuTr66usWbNq5MiRkqShQ4fqrbfeUu7cuXX9+nWNGTNGZ86cUetYPrgYoyLAk1MAtWzZMlYdAAAQncWLF8vT01OVKlUyY15eXtqxY0eCFZsj/7fugCS5pE+vjKVKyTF1apVmMWAAsIlx48ZJejgSYMqUKbK3tzf3OTo6ytvbW1OmTLFVegAAAMAradSokS5fvqxBgwYpKChIxYoV05o1a8zFggMDA63WQ7x27ZratGmjoKAgpU2bViVLltTWrVtVoECBWPVrMZ411vYZ9uzZIwcHBxUuXFiStHz5cs2aNUsFChTQkCFDEv3w3NDQULm7u+vGjRtyc3OzdToA8Nq5du2aOnXqpPnz58vLy0sHDhyQu7u7TXIJ2r1b80qVkvRwIeD6q1bZJA8ASC7i6l67SpUqWrZsmdKmTRuH2cUtl5rjbJ0CAEiSTizoaOsUAEBS4lsYuMeK/xKkn7EfJP6RqrFeJLlt27Y6evSoJOnkyZNq1KiRXF1dtXjxYvXp0yfOEwQAJB9//PGHChcurPnz50uSzp49qx9++MFm+dy9fNl8fz2Wi+oAAOLP+vXrE3UBAAAAAEhKYjQd0JOOHj2qYsWKSXo4lUOlSpU0f/58bdmyRY0bN9b48ePjOEUAQFJ3584d9e3bVxMnTjRj7u7umjx5spo2bfrcYyPu39ey2rV1Zu3aeM0xf7Nm8Xp+AEDM1a9fX2XKlNFnn31mFR89erR27typxYsX2ygzAAAAJBWsa/tYrEcCGIahyMhISQ+f6KxVq5akh/M4h4SExG12AIAkb+fOnSpRooRVAaBatWo6cOCAmjVr9sJ/lC9s3RrvBQBJck6XLt77AADEzKZNm8zvGU+qWbOmNm3aZIOMAAAAgKQr1iMBSpUqpWHDhsnHx0cbN27Ud999J0k6deqUuYABAAD379/X8OHDNWzYMEVEREiSnJ2dNXr0aHXs2NFqoZunRYSH69hPPyn0zBldPXLEjKfKkkWpsmWL81zTFSigAowEAIBE49atW9GuNebg4KDQ0FAbZAQAAICkxo6BAKZYFwHGjx+vZs2a6eeff9aAAQOUO3duSdKSJUtUvnz5OE8QAJA0nT17VmPGjDELAKVKlVJAQIDy5Xvxgjl7J0/Whh49osQLt2mjCkOGxHWqAIBEpnDhwlq4cKEGDRpkFf/xxx9VoEABG2UFAAAAJE2xLgIUKVJEBw4ciBIfM2aM7O3t4yQpAEDSlzNnTo0ZM0ZdunTR559/rgEDBsjBwSFGx4ZE8++MJHlVrBiXKQIAEqmBAweqXr16OnHihKpWrSpJWrdunebPn68lS5bYODsAAAAkBSwJ8FisiwCP7N69W//++68kqUCBAipRokScJQUASHrOnTsnDw8Pubq6mrH27durcuXKz3xqM/TsWf3auLGu/vefVfz+rVvm+6oTJii1l5c88udXuhiMIgAAJH116tTRzz//rBEjRmjJkiVycXFR0aJF9eeff8rDw8PW6QEAAABJSqyLAJcuXVKjRo20ceNGpUmTRpJ0/fp1ValSRT/++KMyZMgQ1zkCABIxwzA0f/58dezYUb6+vvrmm2/MfRaL5bnTNvw7f74ubN363PPnqV9fqbNmjbN8AQBJQ+3atVW7dm1JUmhoqBYsWKBevXpp9+7d5lRzAAAAwLPYMRTAFOsiQOfOnXXr1i0dOnRI+fPnlyQdPnxYfn5+6tKlixYsWBDnSQIAEqcrV66offv2Wrx4sSRp4sSJ+vDDD1WtWrVo2187flxn1683t8//9Zf5PlWWLHJImdLcttjZKV/TphQAAOA1tmnTJs2YMUNLly5VlixZVK9ePU2ePNnWaQEAAABJSqyLAGvWrNEff/xhFgCkh9MBTZ48We+++26cJgcASLxWr16tTz75REFBQWasWbNmz5we7s7ly5pdsKAiwsOj3f/e7Nnyrl49XnIFACQdQUFBmj17tmbMmKHQ0FB9/PHHCgsL088//8yiwAAAAIgxO1snkIjE+rOIjIyMdmFHBwcHRUZGxklSAIDE69atW2rXrp1q1aplFgA8PDy0aNEizZs3T2nTpo32uJCDB59ZALBzcFCGokXjLWcAQNJQp04d5c2bV/v379f48eN14cIFTZw40dZpAQAAAElarEcCVK1aVV27dtWCBQuUJUsWSdL58+fVvXv3Z07/AABIHrZt26YWLVroxIkTZqyQq6v8UqfWjX799H2/fs889v6dO+b7HLVq6c369c1tr0qVlNLTM36SBgAkGatXr1aXLl3Uvn175cmTx9bpAAAAIAljSYDHYl0EmDRpkj744AN5e3vLy8tLknT27FkVKlRI8+bNi/MEAQCJw6ZNm1SlShVz1JeLk5NqhoXprTt3pDNndD0W58pavrwKf/JJvOQJAEi6Nm/erBkzZqhkyZLKnz+/WrRoocaNG9s6LQAAACBJi3URwMvLS3v27NG6dev077//SpLy588vHx+fOE8OAJB4VKhQQeXKldOWLVtUPG9edS5aVFcWLZIkOaRKpRTOzjE6j0fevCrQokV8pgoASKLeeustvfXWWxo/frwWLlyomTNnqkePHoqMjNTatWvl5eWl1KlT2zpNAAAAJAF2DAUwWQzDMGLaeOHChVqxYoXCw8NVrVo1tWvXLj5zixehoaFyd3fXjRs35ObmZut0ACBJOXL4sD4rW1blbt2S/RPx92bPViE/P5vlBQBIHOLjXvvIkSOaMWOGAgICdP36dVWvXl0rVqyIk3O/Cpea42ydAgBIkk4s6GjrFABAkpQljaOtU7AycM2xBOnny/cS/zSWMV4Y+LvvvlOTJk20a9cuHTt2TB07dlTv3r3jMzcAgI2cOXNGPj4+2r59u1U8nWHo7acKAJKUoUiRhEsOAPBayZs3r0aPHq1z585pwYIFtk4HAAAASYTFkjCvpCDG0wFNmjRJgwcP1uDBgyVJ8+bNU9u2bTVmzJh4Sw4AkLAMw9CcOXPUpUsX3bx5U2fOnNHmNWu08/PPde34cT24e9dsm6lMGeX9+GNlLltWGYsXt2HWAIDXgb29verWrau6devaOhUAAAAgSYlxEeDkyZPye2Kqh6ZNm6pVq1a6ePGiMmfOHC/JAQASzqVLl9S2bVv9/PPPZiw8PFzrxo/XhR9/jNI+U+nSKt2zZwJmCAAAAAAAEDN2SeQp/YQQ4+mAwsLClDJlyscH2tnJ0fH/27vv+JzO/4/j7/vOJhE0RBB7VY0gKGrVbqtGjaIRo6o1K2hRW4lRq6itRimlpUppzRb1Uyu2qD2KmokEmffvj34d7iZISHIn8Xr2cT8e97nOda7rc9LT9OR8znVdjrr3yFuhAIC0afXq1SpZsqRVAqBdu3Y6ePCgTPv3G2Ums1kmOztlLlhQJTt0sEGkAAAAAAAASIwEjwSQpEGDBilDhgzGdmRkpEaOHCl3d3ejbMKECUkXHQAgWYWGhqpXr16aN2+eUebh4aFZs2apSZMm2tCliy7t2GHsa7Vjh3K++qotQgUAAAAAAEgwc1qZsD8FJDgJUK1aNQUHB1uVVa5cWadPnza2TfxgASDN+PPPP9WyZUudPXvWKGvYsKFmz54tT09PSdLZX34x9pkdHOReoEBKhwkAAAAAAIDnkOAkwNatW5MxDABASsuQIYP+/vtvSZKrq6smT56s9u3bGwndfVOnKuSRRG/LLVuUMXt2m8QKAAAAAACQGLyv/lCC1wQAAKQvJUqU0MiRI1W1alUdPHhQHTp0MBIAt0+f1ubu3Y26rrlyKVeVKrYKFQAAAAAAAM8oUWsCAADSppiYGM2dO1f+/v5ycnIyynv16qWO77yjyFu3dPXWLaP82sGDVseX6dYtxWIFAAAAAAB4XmZGAhhIAgBAOnfq1Cn5+/trx44dOnPmjAIDA419B2fO1KauXZ94fOkPP1TFfv2SO0wAAAAAAAAkA6YDAoB0ymKxaNasWSpdurR27NghSfriiy904cIFo85fP/zw1HZeKl482WIEAAAAAABIDqYU+ictYCQAAKRDV65c0fvvv6+1a9caZQUKFNCCBQvk7e0tSbpx7JjOb9pk7C/VqZPMDg5W7WQuVEglO3ZMmaABAAAAAACQ5J4pCbBt2zbNnDlTp06d0ooVK5QrVy4tWrRI+fPn12uvvZbUMQIAEuH7779X586ddePGDaOsU6dOGj9+vNzc3IyyzT17Wh1Xc/JkObi4pFicAAAAAAAAyYU1AR5K9HRA33//verVqycXFxft379fERERkqSQkBCNGjUqyQMEACTM7du31bZtWzVr1sxIAHh6emrNmjWaNWuWVQJAku5cvGh8L/7eeyQAAAAAAAAA0qFEJwE+//xzzZgxQ7Nnz5bDI9NGVKlSRfv27UvS4AAACTdz5kwtWrTI2H7nnXd0+PBhvfnmm3HqWiwW3Tx2zNh+45HjAAAAAAAA0jqzKWU+aUGikwDBwcGqVq1anHJ3d3fdvn07KWICADyDXr16qWzZssqUKZMWLlyo5cuXy8PDI966IWfOpHB0AAAAAAAAsIVErwmQI0cOnTx5Uvny5bMq3759uwoUKJBUcQEAnuL69etWD/kdHR21dOlSOTk5KU+ePHHqh12+rKCvvtK9a9d0/5GkbdaXX06JcAEAAAAAAFKMyZRGXtNPAYlOAnTq1Ek9e/bUvHnzZDKZ9Pfff2vnzp3q06ePBg0alBwxAgAeER0drcDAQI0ePVo7duyQj4+Psa9w4cKPPW77wIE6PG9enHKvChWSI0wAAAAAAACkAolOAvTr10+xsbGqVauW7t69q2rVqsnJyUl9+vRR9+7dkyNGAMD/nDhxQm3bttWuXbskSX5+ftq9e7ecnZ3jrR8bE6PIO3ckSbdOnIiz32xvr0KNGydbvAAAAAAAALaQVubrTwmJTgKYTCZ99tln6tu3r06ePKmwsDAVL15crq6uyREfAED/LuQ7ffp09enTR/fu3ZMk2dnZqUmTJrKzs4v3mJvBwVpeu7buXLwYZ1+b//s/2Tk7K6OXlzJmz56ssQMAAAAAAMB2Er0w8AOOjo4qXry4KlSo8NwJgGnTpilfvnxydnZWxYoV9ee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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:33:58,440 INFO: === Dataset: g ===\n", "2025-04-25 19:34:00,943 INFO:Total samples: 6000\n", "2025-04-25 19:34:12,168 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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qMXr06ES59qZNmzRq1Ch9/fXX2rt3r5YtW6ZVq1Zp+PDhCboOMwEAAABgtwzD0J0rV3Rl/34tb9hQ0Y+NwIlLiQ8/lGE2q9q4cXJwSppb4q1bt6pVq1aqV6+epkyZYombTCZVq1YtSfoEAAAA8H/JtCfAgAED1Lt3b6vY47MAJClz5sxydHTU5cuXreKXL19WtmzZYr32wIED1bJlS7Vv316S5Ovrq9u3b+vDDz/UZ599JgeH+L1GigAAAACwOzf++08Lq1bV7aCgeLVP99JLKvrBByrw9tvK/sorSZpbRESEBg0apHHjxskwDE2dOlVvvfWWatWqlaT9AgAAAEh+sS39ExsXFxeVLVtWGzZsUKNGjSRJZrNZGzZsUNeuXWM9586dOzG+6Hd0dJR0f0BUfFEEAAAAQIoXFR4e52a+T/L2r78qX926MiXTeqAHDx5Uy5YtdfDgQUuscuXKyp8/f7L0DwAAAOD/kukzQEL07t1brVu3Vrly5VS+fHlNmjRJt2/flr+/vySpVatWypkzp2U5oQYNGmjChAkqXbq0KlSooBMnTmjgwIFq0KCBpRgQHxQBAAAAkGIdXbRIvzZt+tR2Tm5uylW9ul5+7z0V9/dPti/9H4iOjtb48eM1cOBARUZGSpKcnZ01YsQI9enTJ0E36AAAAABSpyZNmujq1asaNGiQgoKCVKpUKa1du9ayWXBgYKDVyP/PP/9cJpNJn3/+uS5cuKAsWbKoQYMGGjlyZIL6NRkJmTeQCoSFhcnT01OhoaFKnz69rdMBAADAY+5ev65Ds2Zpy8cfP7mhyaQizZrpjZkz5ZwmTfIkF4vTp0+rVatW2rp1qyXm6+urgIAAlSxZ0mZ52cKLdK/tXn+qrVMAAEnSfwEdbJ0CAEiScmV8+pI4ycn9zQnJ0s/dtb2f3sjGmAkAAACAFOHIggVa1bz5E9t4vfyy/I8cSfaR/nE5cOCAKleurFu3bkm6v+lvv379NGzYsHitCwoAAAAASY0iAAAAAGzu2tGjTywAvP3LL8pfv34yZhQ/xYsXV8mSJbVt2zb5+Pho/vz5qlKliq3TAgAAAJBCBg6lBBQBAAAAYDOG2azxcayXX6hxY1UZPVoZCxRI5qziz9HRUfPmzdP48eM1ZswYpUuXztYpAQAAAIAVigAAAABIdtH37um7AgV0MzAwxrE3Zs5UifbtbZDVk4WGhqpnz5768MMP5efnZ4nnz59fX3/9tQ0zAwAAABCDyeHpbV4QFAEAAACQrEJOntR3cYzurzJ6dIosAGzcuFFt2rRRYGCgtm7dqv379ytt2rS2TgsAAAAAnopyCAAAAJLchW3b9KXJpGX168daACjSvLl63r2rCv372yC7uIWHh6t3796qUaOGAv8/a+Hy5cs6cOCAjTMDAAAA8EQmU/I87AAzAQAAAJCkrh09qgWVK0uSTq1aFeN4r8hIOTo7J3daT7V37161bNlS//77ryVWvXp1zZ07V3ny5LFhZgAAAAAQf8wEAAAAQJIwR0XpS5NJc4oUifX4y02aqK9hpLgCQFRUlEaOHKkKFSpYCgCurq6aMGGCNmzYQAEAAAAAsAcmh+R52AFmAgAAACBRRYSFaU3r1jqxfHmMY69+/rnK9OghV0/PFPflvySdPHlSLVq00M6dOy2x0qVLKyAgQMWKFbNhZgAAAADwbCgCAAAAINGc/OUX/fzWW7EeK9uzpyoPH57MGSXM3bt3tXfvXkmSg4ODBgwYoEGDBsnFxcXGmQEAAABIEDsZpZ8cKAIAAADguYUFBmp1ixY6/+efsR7vaxjJnNGzKV68uEaOHKlvv/1W8+fPl5+fn61TAgAAAIDnQhEAAAAAz2Vm/vwKPXUqRjxz8eJqvG6dPHLksEFW8fPrr7+qVq1acnV1tcR69eqlTp06KW3atDbMDAAAAMBzMZlsnUGKwZwIAAAAPBNzdLQmurrGWgAo0ry52hw6lGILADdu3FDz5s3VoEEDDR482OqYo6MjBQAAAADA3rExsIV9ZAkAAIAU4eb58zr/55/6JkcOTXByUnRkpNXxMt27q+v166r3ww82yvDp1q9fL19fXy1YsECSNHbsWB05csTGWQEAAABA0mA5IAAAADyRYRiaVbCgQk6efGK7zlevKk3mzMmUVcLduXNHn3zyiaZOnWqJZciQQdOmTVPhwoVtmBkAAACARMdyQBYUAQAAABCnc1u2aFG1ak9skzZbNrU7cUIuKXgJnd27d6tFixY6fvy4JVarVi3Nnj1buXLlsmFmAAAAAJC0KAIAAADAyr27dxW0a5cWVa8e6/F0uXIpbY4cKtK8ucp06yaTQ8pdYfLevXsaOXKkRowYoejoaEmSu7u7xo4dq86dO8shBecOAAAA4DnYyXr9yYEiAAAAACTdX/Znc79++nv8+Djb9IqMlKOzczJm9XxmzJihoUOHWp6/8sorCggI0Msvv2zDrAAAAAAg+VAOAQAAgO5cvarxDg5xFgCa79ihvoZhVwUASfrwww9VpkwZOTo6asiQIdq2bRsFAAAAAOBFYDIlz8MOMBMAAADgBbfv66+1oUuXGPFC772nzMWKyW/QIJns5Ob27t27cnd3tzx3dnbWDz/8oJs3b+qVV16xYWYAAAAAYBsUAQAAAF5QYYGBmpEnT6zH/P/9V5mKFEnmjJ6dYRj64Ycf1Lt3b/32228qVaqU5VjhwoVtlxgAAAAAm7CXgUzJgeWAAAAAXkBbBw2KtQBQpkcP9TGb7aoAcO3aNb3//vtq2bKlrl69qhYtWig8PNzWaQEAAABAisBMAAAAgBdI2LlzmvHSS7Eea3f8uDIWLJjMGT2f1atXq127dgoKCrLESpcurXv37snNzc2GmQEAAACwJWYCPMRMAAAAgBeAYRjaO3VqrAWAGpMnq69h2FUB4NatW+rYsaPq1atnKQB4eXlp8eLFCggIULp06WycIQAAAACkDMwEAAAASOV2jx+vzX37xnqsw+nT8vTxSd6EntOOHTvUsmVLnTx50hKrU6eOZs2apezZs9swMwAAAAApBhMBLJgJAAAAkIrtGD481gJA+U8+UV/DsLsCwNSpU1W5cmVLASBNmjSaPn26Vq1aRQEAAAAAAGLBTAAAAIBU6talS9o2aFCMeOsDB5SlRAkbZPT8KlSoYFnb08/PT/Pnz1eBAgVsnBUAAACAlIY9AR6iCAAAAJDK3L5yRd94e8eIN9++XdlffdWub4ZfeeUVDRs2TJL08ccfy8mJ21kAAAAAeBI+NQEAAKQiN8+f17e5c8eIl+/fXzn8/GyQ0bM7c+aMJkyYoAkTJlh92f/pp5/aMCsAAAAA9sCeBz8lNooAAAAAqYRhGLEWAKqMGqUKAwbYIKNnYxiG5s6dqx49eujmzZvKkiWLBg4caOu0AAAAAMAusTEwAABAKnD32jWNd7C+tSvQqJH6mM12VQC4cuWK3n77bbVt21Y3b96UJM2fP1/h4eE2zgwAAACAPTGZTMnysAcUAQAAAOxYRFiYvjSZNC1z5hjHGv38s93clErSypUr5evrqxUrVlhi/v7+2rNnj9zc3GyYGQAAAADYL5YDAgAAsGMzXnop1nif6OhkzuTZhYWFqVevXpo9e7YlliVLFs2YMUONGjWyXWIAAAAA7JY9DYhKaswEAAAAsFOn161TRGioVSxvnTrqaxgyOdjHbd6WLVtUsmRJqwLAW2+9pcOHD1MAAAAAAIBEwEwAAAAAO3Rl/34tffNNq1if6Gi7+fL/gRUrVujMmTOSJA8PD3311Vfy9/dn1A4AAACA58NHCguKAAAAAHYkLDBQM/LkiRGvMmqU3RUAJGnkyJFau3atMmXKpHnz5ilv3ry2TgkAAAAAUhWKAAAAACncvbt3teLtt3XtyBHdDAyMcbzeDz+oSPPmNsgsYaKjo7Vv3z6VK1fOEnNzc9P69evl7e0tR0dHG2YHAAAAIDVhdvFDFAEAAABSKMNs1gQXFxlP2OTXb/BguygAnDx5Uq1atdLevXu1d+9eFSlSxHIsR44cNswMAAAAAFI3+5szDgAA8AK4ef68xjs6xlkAqDJ6tPoahioNGZK8iSWQYRiaMWOGSpYsqe3btys8PFxt2rSRYRi2Tg0AAABAKmYymZLlYQ+YCQAAAJBCREdGakrGjIq6cyfW4zkrV1aDn35S2mzZ7OJmMygoSO3bt9eqVasssXz58mnChAl2kT8AAAAApAYUAQAAAFKAS3/9pR9efTXO4z3Dw+Xk6pqMGT2fpUuX6qOPPtK1a9cssQ8//FDjx4+Xh4eHDTMDAAAA8CJg4NFDLAcEAABgYwdnzoyzAPDqZ5+pr2HYTQEgJCRErVq1UuPGjS0FAG9vb/3666/69ttvKQAAAAAAQDJjJgAAAIANGIahqV5eiggJifV4H7PZLkeuNGrUSJs3b7Y8f/fddzV9+nRlzpzZhlkBAAAAeNHY4+eppMJMAAAAgGQWFR6u8Q4OsRYA6gYEqK9h2O0N6/Dhw2UymZQ+fXrNnz9fixcvpgAAAAAAADbETAAAAIBkcuPECc0qWDDO4y3+/lvZypZNxoyen9lsloPDw3ElVapU0cyZM1WrVi299NJLNswMAAAAwAvNPsdVJQmKAAAAAEksPCREc4oU0e2goFiP2+PSP1FRURo1apS2bt2qtWvXWhUC2rVrZ8PMAAAAAACPYjkgAACAJGKYzdo7daqmZswYawHAu0wZ9YmOtrsCwPHjx1WpUiUNHjxY69ev16RJk2ydEgAAAABYMZlMyfKwB8wEAAAASGSH5szRurZt4zxevn9/VRwyRE6ursmY1fMzDENff/21+vXrp7t370qSHB0dLT8DAAAAAFIeigAAAACJIHDTJu0cPlyBf/wRZ5vMxYvrg1275OzunoyZJY4LFy6obdu2+u233yyxQoUKaf78+apQoYINMwMAAACAmOxllH5yoAgAAADwHMxRUdoxYoR2DB0aZxvPvHnVdMsWpcuVKxkzSzwLFy5U586ddePGDUusS5cuGjt2rNKkSWPDzAAAAAAAT0MRAAAA4BlE3rqlyenSPbFNhzNn5JknTzJllPiio6PVokULLVy40BLLkSOH5syZozfeeMOGmQEAAADAkzET4CE2BgYAAEigw/PmxVkA8Bs0SL0iItTXMOy6ACDdX+8/ffr0ludNmzbVoUOHKAAAAAAAgB1hJgAAAEACrW3TJkbMJV06tdq/Xxny5Uv+hJLQ+PHjtW/fPvXu3VtNmza1dToAAAAAED9MBLCgCAAAABBP0ZGRmujqahV7uUkT1Z0/X44uLjbKKvHs3LlT58+fV+PGjS0xDw8P/fXXX0ylhV3bu3evnJ2d5evrK0lasWKF5syZo6JFi2rIkCFySQX//QIAAABxYTkgAACAeLgdFBSjAJCtfHk1WLjQ7gsA9+7d08CBA1WpUiX5+/vr1KlTVscpAMDeffTRRzp+/Lgk6dSpU2ratKnSpEmjxYsX6+OPP7ZxdgAAAEgKJpMpWR72gCIAAABAHAyzWdsGD9aXJpO+yZ49xvHGa9faIKvE9e+//+rVV1/ViBEjZDabdevWLU2YMMHWaQGJ6vjx4ypVqpQkafHixapatap+/PFHzZ07V0uXLrVtcgAAAEASYzkgAACAWFw/dkyzCxeO9Zhbxozqcu2a3Yz6iI3ZbNbkyZPVv39/RURESJKcnJw0ePBg9e/f38bZAYnLMAyZzWZJ0u+//6769etLknLnzq3g4GBbpgYAAIAkYs+f1xIbRQAAAIDH/NK0qY4tWhTrsapjx6p8v37JnFHiCgwMVJs2bbRx40ZLrEiRIgoICFDZsmVtmBmQNMqVK6cRI0aoZs2a2rx5s7755htJ0unTp+Xt7W3j7AAAAICkRREAAADgEafXrYu1ANDx4kV5xLIkkD0xDEMBAQHq1q2bwsLCLPGePXtq1KhRcnd3t2F2QNKZNGmSPvjgAy1fvlyfffaZChQoIElasmSJKlasaOPsAAAAkBSYCfAQRQAAAIBHLH3zTavnb86dq+KtW9som8R169YtDRgwwFIAyJ07t+bOnasaNWrYODMgaZUoUUKHDh2KER83bpwcHR1tkBEAAACQfNgYGAAA4P/MUVFWz5ts2pRqCgCSlC5dOs2ePVuS1KpVKx08eJACAF4okZGROn/+vAIDAxUYGKgrV67o0qVLtk4LAAAAScBkMiXLI6GmTZsmHx8fubm5qUKFCtq1a1ecbatXrx5rn/Xq1UtQn8wEAAAALzzDMHR2/XotqV3bKp67WjUbZZQ4bt68qfDwcGXJksUSq127tvbt26dSpUrZLjEgmR0/flzt2rXT9u3breKGYchkMik6OtpGmQEAAOBFsmjRIvXu3VvTp09XhQoVNGnSJNWuXVvHjh1T1qxZY7RftmyZIiMjLc+vXbumkiVL6r333ktQvxQBAADACy307FnN9PGJES/4zjvJn0wi2rp1q1q1aqXChQtr1apVViNUKADgRePv7y8nJyf9+uuvyp49O+vDAgAAvAhS4C3fhAkT1KFDB/n7+0uSpk+frlWrVmn27Nnq379/jPZeXl5WzxcuXKg0adJQBAAAAIgvc1RUrAUASXpr8eLkTSaRREREaPDgwRo7dqwMw9Dp06c1c+ZMffjhh7ZODbCZ/fv3a8+ePSpcuLCtUwEAAMALKjIyUnv27NGAAQMsMQcHB9WsWVM7duyI1zVmzZqlpk2bKm3atAnqmyIAAAB4IRmGoQnOzjHib8ycKd927exypPChQ4fUokULHTx40BKrVKmSatasacOsANsrWrSogoODbZ0GAAAAklFyfaaLiIhQRESEVczV1VWurq5WseDgYEVHR8vb29sq7u3traNHjz61n127dunw4cOaNWtWgnO0+cbACdkIQZImTZqkl19+We7u7sqdO7d69eql8PDwZMoWAACkFgurVIkR62sYKtG+vd0VAKKjozVu3DiVK1fOUgBwdnbWF198oc2bNytfvnw2zhCwrTFjxujjjz/Wpk2bdO3aNYWFhVk9AAAAgGc1evRoeXp6Wj1Gjx6d6P3MmjVLvr6+Kl++fILPtelMgIRuhPDjjz+qf//+mj17tipWrKjjx4+rTZs2MplMmjBhgg1eAQAAsEdRERG6sG2bVaxbSIhtknlOp0+fVuvWrfXnn39aYr6+vgoICFDJkiVtmBmQcjyYDfP6669bxdkYGAAAIPVKrsFdAwYMUO/eva1ij88CkKTMmTPL0dFRly9ftopfvnxZ2bJle2Ift2/f1sKFCzVs2LBnytGmRYCEboSwfft2VapUSc2bN5ck+fj4qFmzZvrrr7+SNW8AAGC/9kyapI29elnF+kRHy+Rg8wmSCRYYGKgSJUro1q1bku7f5Pbt21fDhw+P9aYTeFFt3LjR1ikAAAAglYpt6Z/YuLi4qGzZstqwYYMaNWokSTKbzdqwYYO6du36xHMXL16siIgItWjR4plytFkR4Fk2QqhYsaK+//577dq1S+XLl9epU6e0evVqtWzZMrnSBgAAdurmhQtaWqeOgg8dsorn8POzywKAJL300ktq2LChfvjhB/n4+Gj+/PmqEssyR8CLrlq1arZOAQAAAMksJS7z2rt3b7Vu3VrlypVT+fLlNWnSJN2+fdsySL5Vq1bKmTNnjOWEZs2apUaNGilTpkzP1K/NigDPshFC8+bNFRwcrMqVK8swDEVFRaljx4769NNP4+zn8Y0ZWPMTAIAXz5dx3PwVaNhQDRYvTuZsEtfUqVOVLVs2DR48WOnSpbN1OkCK9eeff+rbb7/VqVOntHjxYuXMmVMBAQHKmzevKleubOv0AAAA8AJo0qSJrl69qkGDBikoKEilSpXS2rVrLd+RBwYGyuGxQWrHjh3T1q1b9dtvvz1zv3Y17G3Tpk0aNWqUvv76a+3du1fLli3TqlWrNHz48DjPeXxjhty5cydjxgAAwJYMs1mzCxeO9Vitb79Vo+XL5ejsnMxZPZvQ0FC1adNGCxcutIpnyJBBX375JQUA4AmWLl2q2rVry93dXXv37rUMEgoNDdWoUaNsnB0AAACShCmZHgnUtWtXnT17VhEREfrrr79UoUIFy7FNmzZp7ty5Vu1ffvllGYahWrVqJbyz/7NZEeBZNkIYOHCgWrZsqfbt28vX11dvv/22Ro0apdGjR8tsNsd6zoABAxQaGmp5nDt3LtFfCwAASJnGOzrq+rFjVrFyffuq9717KvnhhzbKKuE2bdqkEiVKaN68eerUqZMuXLhg65QAuzJixAhNnz5dM2fOlPMjhb9KlSpp7969NswMAAAASHo2KwI8uhHCAw82QvDz84v1nDt37sSYDuHo6ChJMgwj1nNcXV2VPn16qwcAAEi9DMPQlgEDYl0CqMPp06o+bpwcnGy2ImKChIeHq0+fPnrttdcUGBgoSYqOjtY///xj48wA+3Ls2DFVrVo1RtzT01MhISHJnxAAAACSnMlkSpaHPbDpJ+CEboTQoEEDTZgwQaVLl1aFChV04sQJDRw4UA0aNLAUAwAAwItt54gR2vXFFzHivSIi5OjiYoOMns2+ffvUokUL/fvvv5ZY9erVNXfuXOXJk8eGmQH2J1u2bDpx4oR8fHys4lu3blW+fPlskxQAAACQTGxaBEjoRgiff/65TCaTPv/8c124cEFZsmRRgwYNNHLkSFu9BAAAkEJEhIZqSoYMsR7rfvOm3RQAoqKiNGbMGA0ZMkRRUVGS7s9sHDVqlHr27BljViSAp+vQoYN69Oih2bNny2Qy6eLFi9qxY4f69u2rgQMH2jo9AAAAJAF7GaWfHExGXOvopFJhYWHy9PRUaGgoSwMBAJCKxLb8z0fnzytdzpw2yObZnD17Vs2aNdOOHTsssVKlSun7779XsWLFbJgZED8p9V7bMAzLXmJ37tyRdL+41rdvXw0fPvyZrulef2pipohU4KN6vur1Tml5Z0yjQ6eD1fvbLfr7+JVY264b/baq+sb8+7Rm9xm9M/RXSVJaN2eNaOOnBq/mk1c6N525HKavfzmg79awJBys/RfQwdYpIIVZvmShfvp+rq5fD1b+AoXUrc8AFS7mG2vbVcuX6Lc1v+jMqROSpEIvF1W7Tt0t7aOi7mn29KnateNPXbpwXmk90qnMKxXUvnNPZc6SNdleE+xDroyutk7BSp7uvyRLP2cnN0iWfp6HfSyICwAA8ASxFQDenDPHrgoAkuTm5qb//vtPkuTg4KABAwZo0KBBcrGTWQxASmUymfTZZ5+pX79+OnHihG7duqWiRYvKzc1NFy9eVI4cOWydIuxc4yoFNKZ9ZXWbtkm7jwWpa8NSWjnsLZX86AddDb0bo33Tkavl4vRwSVuv9G7aNaWplm09YYmNaV9Z1UvklP/49Tp7OUw1S7+krzpX06Vrt7Vq15nkeFkA7NDG9Ws1/atx6vnJQBUu5qtlC7/XJz07au6ilcrolSlG+wN7/1aNWnVUrEQpubi4amHAbH3co6Nm/bhMWbJ6Kzw8XP8dO6IW/h8pf8FCunkzTNMmjNHAft31zdyFNniFQPwxE+Ah5pMDAAC7trZt2xixPmazirdpk/zJPCdvb2/NmDFDBQoU0NatWzVixAgKAEAicnFxUdGiRVW+fHl5eHjon3/+Ue7cuW2dFlKB7o1Kac66fxTw+xEdPXdD3aZt1N2IKLWuVSTW9jduRehyyB3L4/VSuXUnIsqqCPBqkWz6/o+j+vPQBQVeuanZ6/7RwdPBKlfIO7leFgA7tGTBfNVt+K7erN9IPnnzq+cnA+Xq5q61vy6Ptf2nw75Qw8ZNVaBQYb3kk1d9Ph0iw2zWvr//kiR5eKTTuCkzVL1mbeXOk1dFi5dUt76f6vjRf3U56FIyvjIg4dgY+CGKAAAAwC4ZhqGZ+fLp8Jw5VvHuN2/azY3Y0qVLFRwcbBV7++23dfjwYfn5+dkoKwBAQjg7Oah0gaz6Y/85S8wwpD/2n1f5wtnidY3WbxTV4i3/6U5ElCW280iQ6pfPqxyZ0kqSqvrmVMEcGfT7vnNxXQbAC+7evXs6fuyIyrzyqiXm4OCgMq9U0L+HDsTrGhHh4YqKjlK69J5xtrl965ZMJpM80qV77pwBJA+KAAAAwO5ER0ZqvIODQk+ftor3uH1bLh4eNsoq/m7cuKHmzZurcePG6tSpkx7fosnVNWWtpQkAiFvm9O5ycnTQlRDrZX+uhNxRtoxpnnp+uUJZVdwnk+b+Zr3Wf+/pm3Xk3A2dnOevsOWdtHLYW+o5fbO2/XMxUfMHkHqEhtyQOTo6xrI/GTNm0vVrwXGcZW3mtInKlDmLyj5SSHhUZESEZk6bqBq16iht2pR/340XnCmZHnaAPQEAAIDdMAxD4x1iH8NQ85tv5Jzm6V+22Nr69evl7++vCxcuSJKWLFmiLVu2qFq1ajbODEBcIiIiFBERYRUzou/J5Ohso4yQmrSuVVSHTgfH2ES4c4OSKv+yt94d9qsCr9xU5eI5NKnj/T0BNh44b6NsAaRmC+bP0sbf12r8tNlyiWVQSlTUPQ37rK8Mw1CPTz63QYYAnhVFAAAAYDc29e4da7xneLicUvjo+Tt37uiTTz7R1KlTLbEMGTJo2rRpqlq1qg0zA1KvgwcPPvH4sWPH4nWd0aNHa+jQoVYxx4J15Fyo7jPnhtQjOOyuoqLNyprB3SqeNUMaBd2488Rz07g66b2qBTX8h7+s4m4ujhra6lU1Gblaa/8+K0k6fOaaSuTNrJ7vlKYIACBWnhkyysHRUTeuX7OK37hxTV6ZMj/x3J9+mKsF82dr3JQZyl+wUIzj9wsA/XQ56JK+nPYdswBgF+xlmdjkQBEAAADYBXNUlPZMmmQVy1Wtmpr88YdMccwOSCl2796tli1bWn3hWLNmTc2ZM0e5cuWyYWZA6laqVCmZTKYYS25JssTj8+FwwIAB6v1YETJrk1mJlifs270os/aduKLXSubWLzvvL1NnMkmvlcyl6b8+uRD1TuUCcnV21IKNx63izo4OcnF2lPmxf7vRZkMOfKEBIA7Ozs4q9HIR7dv9lypXqyFJMpvN2rf7LzV6r1mc5y0MmK0f536nL776Ri8XKRbj+IMCwIVzZzV+2ix5emZIqpcAIIlQBAAAACmaOSpKyxo00Jm1a63inYKClNbb20ZZxc+9e/c0cuRIjRgxQtHR0ZIkNzc3jR07Vl26dJFDCi9eAPbu9GP7hjwrV1fXGHt1sBQQHjV5+X7N7FVTe/67or+PX1bXhiWVxs1J838/Ikn6rndNXbx2W4Pm7bA6r80bRfXLzlO6fjPcKn7z7j1tOXRBo9pW0t3IaAVeCVOV4jn1QY3C+uS7rcn2ugDYn8bNWmnM8M9VqEhRFS7qq6WLvld4+F3VrtdIkvTF0E+VOYu32nfuIUlaMH+25s2cpk+HfqFs2XNa9g5wd08j9zRpFBV1T0MH9NF/x45o5PipMpvNljbp0nvK2Zm/h0i5mAnwEEUAAACQYl3atUs/VKgQI+6eOXOKLwBI0q+//mq1hMgrr7yi+fPnq3DhwjbMCnhx5MmTx9Yp4AWx5M8TyuzprkEtyss7Y1odPHVVDQf9YtksOHeWdDKbrUf1F8yZQZWK5VC9z1fEes1WY9ZpWGs/ze1bSxk93BR45aaGBOzUzDWHk/z1ALBfr9V6U6EhNzR35te6cS1Y+Qu+rC8mfiOvTPc3C74SFCST6eFAlF+W/aR79+5p6Kd9rK7Tql1Hte7QWcFXrmj7n5skSR+2fM+qzfhps1Sq7CtJ+noAJA6TEdvc2FQsLCxMnp6eCg0NVfr06W2dDgAAiMOXcYzayOzrqzZPWec7pTAMQ++8845++eUXDRw4UJ9++imjpZCq2cO9tq+vr1avXq3cuXM/13Xc6099eiMASAb/BXSwdQoAIEnKlTFl7dNWoO+aZOnnxJd1kqWf58FMAAAAkKKYo6M1OV26WI/1vndPDk4p9/YlJCREGTJksDw3mUyaMWOGzpw5o1deYZQUkBKcOXNG9+7ds3UaAAAAQLJhIVoAAJCi/PT664q6e9cq9s7q1eprGCm2AGAYhr7//nv5+Pjol19+sTqWJUsWCgAAAAAAkMxMJlOyPOxByvwkDQAAXjjXjh7VnCJFYsR73L4t5zRpbJBR/Fy7dk0dO3bUkiVLJEnt27fX4cOHlSVLFhtnBiA2VapUkbu7u63TAAAAAJINRQAAAGBzhmHEXgC4c0fOKfjLujVr1qht27YKCgqyxGrVqsW6/0AKtnr1alunAAAAgGRgJ4P0kwVFAAAAYHPLGzaMEfvo3LkUWwC4deuW+vbtq2+//dYS8/Ly0vTp0/Xee+/ZMDMAcfnvv/+0ceNGXblyRWaz2erYoEGDbJQVAAAAkPQoAgAAAJu5d+eOvkqbNka8r2HYIJv42bFjh1q2bKmTJ09aYnXq1NGsWbOUPXt2G2YGIC4zZ85Up06dlDlzZmXLls1q7VaTyUQRAAAAIBWyl/X6kwNFAAAAkOxuBwXpl6ZNdX7z5hjHOj2ytE5KM3/+fPn7+1tGEadJk0YTJkzQhx9+yA0mkIKNGDFCI0eO1CeffGLrVAAAAIBkRxEAAAAkG3N0tGbmzaub587FerzDmTNK6+2dzFnF32uvvaZ06dIpNDRUfn5+mj9/vgoUKGDrtAA8xY0bN1iqCwAA4AXDOK2HHGydAAAAeDEYZrMmODnFWgDIWamS+pjN8syTxwaZxV/u3Ln19ddfa+TIkdqyZQsFAMBOvPfee/rtt99snQYAAABgE8wEAAAAyWK8o2OMWNEWLVRz+nS5xLIvgK2dOXNGn332mb7++mt5enpa4s2bN7dhVgCeRYECBTRw4EDt3LlTvr6+cnZ2tjrevXt3G2UGAACApOLgwFSABygCAACAJLehW7cYsZ7h4XJydbVBNk9mGIbmzp2rHj166ObNm3J2dtbcuXNtnRaA5zBjxgx5eHho8+bN2vzYXiQmk4kiAAAAAFI1igAAACDJhJw6pe/y548RT6kFgCtXrujDDz/UihUrLLFNmzbp+vXr8vLysmFmAJ7H6dOnbZ0CAAAAkhl7AjzEngAAACDJxFYA6BYamiILACtXrpSvr69VAaBNmzY6ePAgBQAgFTEMQ4Zh2DoNAAAAINlQBAAAAInu4Hff6ctYhl28u2aNXNOnt0FGcQsLC1O7du3UsGFDXblyRZKUOXNm/fzzz5ozZ47Sp7B8ATyb+fPny9fXV+7u7nJ3d1eJEiUUEBBg67QAAACQREwmU7I87AHLAQEAgES1fehQbR8yJEa8bwocefvnn3+qVatWOnPmjCXWoEEDzZw5U97e3rZLDECimjBhggYOHKiuXbuqUqVKkqStW7eqY8eOCg4OVq9evWycIQAAAJB0KAIAAIBEE37jRqwFgI4XLyZ/MvFw8OBBSwHAw8NDX331lfz9/e1mNAeA+JkyZYq++eYbtWrVyhJ76623VKxYMQ0ZMoQiAAAAQCrEx7qHKAIAAIBEcfvKFX3z2Oh5/3//VaYiRWyU0dN17txZK1eu1N27dzVv3jzlzZvX1ikBSAKXLl1SxYoVY8QrVqyoS5cu2SAjAAAAIPmwJwAAAHguRxcu1JcmU4wCQHF//xRVAIiOjtb69eutYiaTSYsWLdLGjRspAACpWIECBfTTTz/FiC9atEgFCxa0QUYAAABIauwJ8BAzAQAAwDMxR0VpgrNzrMcyFiyoN2fPTuaM4nby5Em1atVK27dv1/r161WzZk3LsQwZMtguMQDJYujQoWrSpIm2bNli2RNg27Zt2rBhQ6zFAQAAACA1YSYAAAB4JnEVAF6bOFFtjx1L5mxiZxiGZsyYoZIlS2r79u2SpPbt2ysyMtLGmQFITu+++67++usvZcqUScuXL9fy5cuVOXNm7dq1S2+//bat0wMAAEASYCbAQ8wEAAAACfbj/0fSPqrJpk3KXa2aDbKJ3aVLl9S+fXutXr3aEsuXL5/mz58vFxcXG2YGwBbKli2rH374wdZpAAAAAMmOIgAAAEiQH159VZf++ssq1ic6WiaHlDPBcMmSJerYsaOuXbtmiXXo0EHjx49XunTpbJgZgOTk4ODw1NFZJpNJUVFRyZQRAAAAkoudDNJPFhQBAADAU926dEm/d+6sE8uXxzjW9ujRFFMACAkJUbdu3fT9999bYt7e3vruu+9Uv359G2YGwBZ+/vnnOI/t2LFDkydPltlsTsaMAAAAgORHEQAAAMQqOjJSWwcO1O6xY+Ns0/HiRXlkz56MWT1Zhw4dtGTJEsvzd955R9OnT1eWLFlsmBUAW2nYsGGM2LFjx9S/f3/98ssv+uCDDzRs2DAbZAYAAICkZi/r9SeHlDFsDwAApBiX/vpLswoV0kRX1ycWADpdupSiCgCSNHr0aKVJk0bp06fX/PnztWTJEgoAACRJFy9eVIcOHeTr66uoqCjt379f8+bNU548eWydGgAAAJCkmAkAAAAszNHR+uHVV+M8/nKTJqr1zTdyy5gxGbOKW2RkpNUmvwUKFNCiRYtUokQJvfTSSzbMDEBKERoaqlGjRmnKlCkqVaqUNmzYoCpVqtg6LQAAACQxJgI8RBEAAABYnF2/PkYsQ4ECarp5szxy5LBBRrGLiorSqFGj9NNPP2nXrl1KkyaN5Rhr/wN4YOzYsRozZoyyZcumBQsWxLo8EAAAAJDaUQQAAAAWS+vUsXre1zBslEncjh07platWmnXrl2SpI8//lhTp061cVYAUqL+/fvL3d1dBQoU0Lx58zRv3rxY2y1btiyZMwMAAEBSY0+AhygCAAAASdLeKVOsnjdMYV+KGYahr7/+Wv369dPdu3clSY6OjsqUKZMMw+AGD0AMrVq14v8bAAAA8MKjCAAAACRJf3TvbvW8QKNGtkkkFhcuXJC/v7/WP7JcUaFChTR//nxVqFDBhpkBSMnmzp1r6xQAAABgI4wFecjB1gkAAADbO/rTT1bPO168mGJGzy5YsEDFixe3KgB06dJF+/btowAAAAAAAMBTMBMAAIAXWHRkpGbmy6dbFy5YxT2yZ7dRRg8ZhqE2bdpo/vz5lliOHDk0Z84cvfHGGzbMDAAAAACQ0qWUgW0pATMBAAB4Qf3388+a6OoaowBQ+7vvbJSRNZPJpKJFi1qeN23aVIcOHaIAAAAAAABAAjATAACAF1D4jRta8c47MeKt9u9X1pIlbZBR7Pr27avt27erWbNmatq0qa3TAQAAAADYCSYCPEQRAACAF8i9O3e01t9fxx7bA8AjZ061PXJELunS2SgzaefOndq9e7e6detmiTk6OmrFihU2ywkAAAAAAHtHEQAAgBfEsSVL9Mt778V6rOP588mczUORkZEaPny4Ro0aJUkqW7asKlasaLN8AAAAAAD2jz0BHmJPAAAAXgDXjh6NtQDg2769+hqGDTK6799//5Wfn59GjBghs9kss9msqVOn2iwfAAAAAABSG4oAAACkcidWrNCcIkWsYrmqVVO7//5T7ZkzbZKT2WzWpEmTVKZMGe3du1eS5OTkpOHDh2v+/Pk2yQkAAAAAkHqYTMnzsAcsBwQAQCoWFR6u5Y0aWcVqf/edfNu1s01CkgIDA9WmTRtt3LjREitSpIgCAgJUtmxZm+UFAAAAAEBqxEwAAABSqZOrVmmSu7tVrNLw4TYrABiGofnz58vX19eqANCzZ0/t2bOHAgAAAAAAINGYTKZkedgDZgIAAJBK/Vy/vtVzZw8P+X3+uY2ykaKiojRx4kSFhYVJknLnzq25c+eqRo0aNssJAAAAAIDUjpkAAACkQuMdHa2ee5crpx43b9oom/ucnZ0VEBAgV1dXtWzZUgcPHqQAAAAAAABIEuwJ8BAzAQAASGXO//mnDLPZKtZy9+5kz+PmzZu6evWq8uXLZ4kVL15c//zzj/Lnz5/s+QAAAAAA8CJiJgAAAKlIdGSkFlatahXrFRGR7Hls3bpVJUuWVKNGjRTxWP8UAAAAAAAASY09AR6iCAAAQCpgGIa2Dx2qia6uVvHas2fL0cUl2fKIiIhQ//79VbVqVZ0+fVqHDh3SsGHDkq1/AAAAAABgjeWAAABIBZY3aqSTK1daxV56/XX5+vsnWw6HDh1SixYtdPDgQUusUqVKateuXbLlAAAAAACAZD/r9ScHZgIAAGDnQs+ejVEAcM+USe/99luy9B8dHa1x48apXLlylgKAs7OzvvjiC23evNlqTwAAAAAAAF5k06ZNk4+Pj9zc3FShQgXt2rXrie1DQkLUpUsXZc+eXa6uripUqJBWr16doD6ZCQAAgJ2b6eNj9fyjc+eULleuZOn79OnTat26tf78809LzNfXVwEBASpZsmSy5AAAAAAAwONS4nr9ixYtUu/evTV9+nRVqFBBkyZNUu3atXXs2DFlzZo1RvvIyEjVqlVLWbNm1ZIlS5QzZ06dPXtWGTJkSFC/FAEAALBThtmsJW++aRWrMmpUshUAQkJCVKZMGYWEhEi6f4PVt29fDR8+XK6P7U0AAAAAAMCLbsKECerQoYP8/7907/Tp07Vq1SrNnj1b/fv3j9F+9uzZun79urZv3y5nZ2dJks9jAwHjg+WAAACwQ1Hh4Rrv6Kiz69dbxSsMGJBsOWTIkEHdunWTdP8mZNOmTRo7diwFAAAAAACAzZlMpmR5REREKCwszOoRERERI5/IyEjt2bNHNWvWtMQcHBxUs2ZN7dixI9bXsHLlSvn5+alLly7y9vZW8eLFNWrUKEVHRyfovaAIAACAnYm8fVuT3N1jxOvMm5fkfRuGYfV84MCBGjZsmA4cOKCqVasmef8AAAAAAKQko0ePlqenp9Vj9OjRMdoFBwcrOjpa3t7eVnFvb28FBQXFeu1Tp05pyZIlio6O1urVqzVw4ECNHz9eI0aMSFCOLAcEAIAduXr4sOb5+saI946KkoOjY5L1Gxoaqh49eqhQoUL69NNPLXFnZ2cNHDgwyfoFAAAAAOBZJNeWAAMGDFDv3r2tYok1Q95sNitr1qyaMWOGHB0dVbZsWV24cEHjxo3T4MGD430digAAANiJiNDQWAsAfaKjZXJIusl9mzZtUuvWrRUYGCgnJyfVqVNHpUuXTrL+AAAAAACwF66urvH60j9z5sxydHTU5cuXreKXL19WtmzZYj0ne/bscnZ2luMjg/6KFCmioKAgRUZGysXFJV45shwQAAB24gc/P6vnpbt1U1/DSLICQHh4uPr06aPXXntNgYGBkiR3d3fLzwAAAAAApFTJtSdAfLm4uKhs2bLasGGDJWY2m7Vhwwb5PfZ5/4FKlSrpxIkTMpvNltjx48eVPXv2eBcAJIoAAACkeNuGDNGiGjV0/cgRS8w9Uya9PnlykvW5b98+lS1bVhMmTLDEqlevrkOHDqlhw4ZJ1i8AAAAAAKlV7969NXPmTM2bN09HjhxRp06ddPv2bfn7+0uSWrVqpQEDBljad+rUSdevX1ePHj10/PhxrVq1SqNGjVKXLl0S1C/LAQEAkIJ9Gceogk5xbBr0vKKiojRmzBgNGTJEUVFRku5PbRw1apR69uwphyRcdggAAAAAgMSSXHsCJESTJk109epVDRo0SEFBQSpVqpTWrl1r2Sw4MDDQ6nN37ty5tW7dOvXq1UslSpRQzpw51aNHD33yyScJ6pciAAAAKdSCypVjjdeePVsOTon/J/zixYtq3LixduzYYYmVKlVKAQEBKl68eKL3BwAAAADAi6Zr167q2rVrrMc2bdoUI+bn56edO3c+V58UAQAASIH2TJqkC9u2WcVa7N6tzL6+corHhkPPImPGjLpx44YkycHBQf3799fgwYMTtM4gAAAAAAApQULW60/tKAIAAJBCGIahowsWaNUHH8Q41uH0aXn6+CRp/+7u7goICFDLli01a9YsVaxYMUn7AwAAAAAgqVADeIgiAAAAKcDWQYO0c/jwWI91vHhRHtmzJ3qfixcvVokSJfTyyy9bYuXKldPhw4fl6OiY6P0BAAAAAIDk91xFgPDwcLm5uSVWLgAAvHAubN+uBZUqxXm89qxZiV4AuHHjhrp27aoff/xR5cuX17Zt2+T0yB4DFAAAAAAAAPbOgakAFg5Pb2LNbDZr+PDhypkzpzw8PHTq1ClJ0sCBAzVr1qxETxAAgNTKHBUVZwHg3TVr1Ncw5Nu2baL2+fvvv8vX11c//vijJGnXrl36+eefE7UPAAAAAACQciS4CDBixAjNnTtXY8eOtdoosHjx4vruu+8SNTkAAFKzCc7OMWJdrl1TX8NQ3jffTNS+7ty5o+7du6tWrVq6cOGCJClDhgz64Ycf1Lhx40TtCwAAAAAAWzOZkudhDxJcBJg/f75mzJihDz74wGq5gJIlS+ro0aOJmhwAAKnRneBgTc+Z0yrmnjmz+hqG3L28Er2/3bt3q0yZMpoyZYolVrNmTR06dEjNmzeXyV7uWgAAAAAAQIIluAhw4cIFFShQIEbcbDbr3r17iZIUAACp1a1Ll/R1liy6dfGiVbzd8eOJ3te9e/c0ZMgQ+fn56dixY5IkNzc3TZ48WevWrVOuXLkSvU8AAAAAAFICk8mULA97kOAiQNGiRfXnn3/GiC9ZskSlS5dOlKQAAEiNrh87puk5csSI+x85IreMGRO9vz179mjYsGGKjo6WJL3yyivat2+funXrJgeHBN8CAAAAAAAAO+SU0BMGDRqk1q1b68KFCzKbzVq2bJmOHTum+fPn69dff02KHAEAsHuhZ85oduHCMeJ9zOYkGznw6quvqlevXvrqq680cOBAffrpp3KOZR8CAAAAAABSGwf7GKSfLBI8DLBhw4b65Zdf9Pvvvytt2rQaNGiQjhw5ol9++UW1atVKihwBALB7f0+YYPXc58031dcwErUAEBQUJLPZbBUbOXKkdu3apcGDB1MAAAAAAADgBfRMawFUqVJF69ev15UrV3Tnzh1t3bpVb7zxRmLnBgBAqnDvzh3te2RT3kKNG6vxmjWJdn3DMPTDDz+ocOHCVpv/Svf3AChTpkyi9QUAAAAAgD1gT4CHElwEyJcvn65duxYjHhISonz58iVKUgAApCbHFi+2el7tyy8T7drXrl3T+++/rxYtWig0NFT9+/fXkSNHEu36AAAAAADAviV4T4AzZ85YNhh8VEREhC5cuJAoSQEAkBoYhqFvc+fWrUf+PmYpWVKeefIkyvVXr16tdu3aKSgoyBJ79913lT179kS5PgAAAAAA9spOBukni3gXAVauXGn5ed26dfL09LQ8j46O1oYNG+Tj45PgBKZNm6Zx48YpKChIJUuW1JQpU1S+fPk424eEhOizzz7TsmXLdP36deXJk0eTJk1S3bp1E9w3AABJaU3r1lYFAEmqMnr0c1/31q1b6tu3r7799ltLzMvLS9OnT9d777333NcHAAAAAACpR7yLAI0aNZJ0fy2l1q1bWx1zdnaWj4+Pxo8fn6DOFy1apN69e2v69OmqUKGCJk2apNq1a+vYsWPKmjVrjPaRkZGqVauWsmbNqiVLlihnzpw6e/asMmTIkKB+AQBIapd279a/AQFWsbK9eytfnTrPdd3t27erVatWOnnypCVWp04dzZo1ixkAAAAAAAD8n0lMBXgg3kUAs9ksScqbN692796tzJkzP3fnEyZMUIcOHeTv7y9Jmj59ulatWqXZs2erf//+MdrPnj1b169f1/bt2+Xs7CxJzzT7AACApPbDY7PauoWGyjV9+ue65vLly/Xuu+9a/ianSZNGEyZM0Icffmg3mxEBAAAAAIDkleCNgU+fPp0oBYDIyEjt2bNHNWvWfJiMg4Nq1qypHTt2xHrOypUr5efnpy5dusjb21vFixfXqFGjYt2jAAAAWzEMw+p57VmznrsAIEmvv/668vx/PwE/Pz8dOHBAH330EQUAAAAAAAAe42BKnoc9SPDGwJJ0+/Ztbd68WYGBgYqMjLQ61r1793hdIzg4WNHR0fL29raKe3t76+jRo7Gec+rUKf3xxx/64IMPtHr1ap04cUKdO3fWvXv3NHjw4FjPiYiIUEREhOV5WFhYvPIDAOBZffPYsjy+bdsmynXTpUunefPm6c8//9THH38sJ6dn+jMOAAAAAABeIAn+9mDfvn2qW7eu7ty5o9u3b8vLy0vBwcFKkyaNsmbNGu8iwLMwm83KmjWrZsyYIUdHR5UtW1YXLlzQuHHj4iwCjB49WkOHDk2ynAAAeNydy5ctP3vmzftM1zhz5oy6deumKVOmWC19V6VKFVWpUuV5UwQAAAAAIFVj1vxDCV4OqFevXmrQoIFu3Lghd3d37dy5U2fPnlXZsmX15Zdfxvs6mTNnlqOjoy4/8kWJJF2+fFnZsmWL9Zzs2bOrUKFCcnR0tMSKFCmioKCgGDMSHhgwYIBCQ0Mtj3PnzsU7RwAAEirqkdlnktTmn38SdL5hGJozZ45KlCihX3/9VW3atLHsAQAAAAAAAJBQCS4C7N+/X3369JGDg4McHR0VERGh3Llza+zYsfr000/jfR0XFxeVLVtWGzZssMTMZrM2bNggPz+/WM+pVKmSTpw4YfVlyPHjx5U9e3a5uLjEeo6rq6vSp09v9QAAIKlMcnOz/JzG21vO7u7xPvfKlSt6++231bZtW928eVPS/RkBFLABAAAAAEgYkyl5HvYgwUUAZ2dnOTjcPy1r1qwKDAyUJHl6eib4S4revXtr5syZmjdvno4cOaJOnTrp9u3b8vf3lyS1atVKAwYMsLTv1KmTrl+/rh49euj48eNatWqVRo0apS5duiT0ZQAAkOi+fOyvf444itqxWbFihYoXL64VK1ZYYm3atNHBgwctmwEDAAAAAAAkVIL3BChdurR2796tggULqlq1aho0aJCCg4MVEBCg4sWLJ+haTZo00dWrVzVo0CAFBQWpVKlSWrt2rWWz4MDAQEvBQZJy586tdevWqVevXipRooRy5sypHj166JNPPknoywAAIFGd/OWXGLFGP//81PPCwsLUq1cvzZ492xLLnDmzZs6cqUaNGiVmigAAAAAAvDAc7GWYfjIwGYZhJOSEv//+Wzdv3tRrr72mK1euqFWrVtq+fbsKFiyoWbNmqVSpUkmUauIICwuTp6enQkNDWRoIAJAoIm/e1OTH/qb0uH1bzmnSPPG8bdu2qUWLFjpz5owl1qBBA82cOdNSEAcAe/Ii3Wu7159q6xQAQJL0X0AHW6cAAJKkXBldbZ2ClXdm7UmWfpa1K5ss/TyPBM8EKFeunOXnrFmzau3atYmaEAAA9uTq4cOa5+trFWt94MBTCwDS/S/LHhQAPDw89NVXX8nf318mRisAAAAAAPBc+Gj9UIL3BIjL3r17Vb9+/cS6HAAAdmFV8+YxYllKlIjXuXXq1NFHH32kKlWq6ODBg2rbti0FAAAAAAAAkKgSVARYt26d+vbtq08//VSnTp2SJB09elSNGjXSK6+8IrPZnCRJAgCQEt27e1fBhw5Znrt6eqpvHKvsRUdHa9GiRXp8Fb5JkyZp48aNyps3b5LmCgAAAADAi8RkMiXLwx7Euwgwa9Ys1alTR3PnztWYMWP06quv6vvvv5efn5+yZcumw4cPa/Xq1UmZKwAAKcpkDw+r512uXYu13cmTJ1W1alU1bdpUs2bNsjrm5uYmR0fHJMsRAAAAAAC82OJdBPjqq680ZswYBQcH66efflJwcLC+/vprHTp0SNOnT1eRIkWSMk8AAFKU9R07ynhkBlyuKlXk8NiX+YZhaMaMGSpZsqS2b98uSerTp49CQ0OTNVcAAAAAAF40JlPyPOxBvDcGPnnypN577z1J0jvvvCMnJyeNGzdOuXLlSrLkAABIiZbWq6fTj81+a/zbb1bPg4KC1L59e61atcoSy5cvn+bPny9PT89kyRMAAAAAACDeRYC7d+8qTZo0ku6vp+Tq6qrs2bMnWWIAAKQkUREROrpwoda2aRPjWMu9e+Xk5mZ5vmTJEnXs2FHXHlkeqEOHDpowYYI8HltCCAAAAAAAJD4HexmmnwziXQSQpO+++87y5UVUVJTmzp2rzJkzW7Xp3r174mUHAEAKYBiGJj3yJf+j2hw+rMzFikmSQkJC1K1bN33//feW497e3po1a5bq1auXLLkCAAAAAAA8Kt5FgJdeekkzZ860PM+WLZsCAgKs2phMJooAAIBU5cz69VryxhuxHut89arSPFIMHzRokFUB4N1339X06dNjFMwBAAAAAEDSYh7AQ/EuApw5cyYJ0wAAIOUZ7+QkIzo6Rrz9qVPKkDdvjPiQIUO0dOlS3bp1S1OnTlWLFi1kYvohAAAAAACwoQQtBwQAwIvAHB2tCU6x/4nsGR4uJ1dXSdKtW7es1vj38vLS0qVLlSNHDr300kvJkisAAAAAAIiJQXkPOdg6AQAAUprYCgB15s9Xr4gIObm6KioqSsOGDVOBAgV06dIlq3avvvoqBQAAAAAAAJBiMBMAAIBH7J08OUas9717cvh/YeD48eNq2bKldu3aJUlq166dVq1axQgDAAAAAABSEAc+plswEwAAgP8zDEN/9OhhFetjNsvByUmGYWjatGkqVaqUpQDg6OiocuXKKTqWfQMAAAAAAABSAmYCAAAgyTCb9fNbb1nFOpw5I5PJpAsXLsjf31/r16+3HCtYsKACAgJUoUKF5E4VAAAAAAA8BTP2H3qmmQAnT57U559/rmbNmunKlSuSpDVr1uiff/5J1OQAAEgOhtms8Y6OOrVqlSXm4OQkzzx5tGDBAhUvXtyqANClSxft27ePAgAAAAAAAEjxElwE2Lx5s3x9ffXXX39p2bJlunXrliTpwIEDGjx4cKInCABAUnpQAHhc2+PH1aVLFzVv3lwhISGSpBw5cmjdunWaOnWq0qZNm8yZAgAAAACA+DKZkudhDxJcBOjfv79GjBih9evXy8XFxRKvUaOGdu7cmajJAQCQlIL27Im1ANDjzh1lyJtXNWrUsMSaNm2qQ4cO6Y033kjOFAEAAAAAAJ5LgvcEOHTokH788ccY8axZsyo4ODhRkgIAIKl9GUe5vldEhBz/X+R+99131bVrV1WqVElNmzZNzvQAAAAAAMBzYE+AhxJcBMiQIYMuXbqkvHnzWsX37dunnDlzJlpiAAAklUlp0sSIBUpy69fPUgB4YMqUKcmUFQAAAAAAQOJLcBGgadOm+uSTT7R48WKZTCaZzWZt27ZNffv2VatWrZIiRwAAEs29O3cUdfeu5Xm0pGOvv655GzfKPG6cSpcurWbNmtkuQQB4Qa1cuTLebd96660kzAQAAACpgQMTASwSXAQYNWqUunTpoty5cys6OlpFixZVdHS0mjdvrs8//zwpcgQAINEsb9TI8vNlSRtKltS+DRsssfnz56tp06ZMGwSAZNbokf9/fhKTyaTo6OikTQYAAABIRRJcBHBxcdHMmTM1cOBAHT58WLdu3VLp0qVVsGDBpMgPAIBEERUerlUffKCz69fLLGmrpLUmk+4dOCBJcnJy0uDBg9W/f38KAABgA2az2dYpAAAAIBXhs/1DCS4CbN26VZUrV9ZLL72kl156KSlyAgAg0VzZv1/zS5e2PL8haZGkk5JkGJKkIkWKKCAgQGXLlrVFigAAAAAAAEkmwUWAGjVqKGfOnGrWrJlatGihokWLJkVeAAA8F8MwdP3YMUsBwJC0R9IKSeGPtOvZs6dGjRold3d3G2QJAIjL7du3tXnzZgUGBioyMtLqWPfu3W2UFQAAAOwF8wAeSnAR4OLFi1q4cKEWLFigL774QiVKlNAHH3ygZs2aKVeuXEmRIwAA8Xb32jWtbtVKp1evjnHskB4WAHLnzq25c+eqRo0ayZofAODp9u3bp7p16+rOnTu6ffu2vLy8FBwcrDRp0ihr1qwUAQAAAIAEcEjoCZkzZ1bXrl21bds2nTx5Uu+9957mzZsnHx8fvkgBANiUYRialjlzrAWAKiNH6o+gIGXJkkUtW7bUwYMH+bsFAClUr1691KBBA924cUPu7u7auXOnzp49q7Jly+rLL7+0dXoAAACwAw4mU7I87EGCZwI8Km/evOrfv79KliypgQMHavPmzYmVFwAACbZj+HDLzxGSgiXllFR/wQIVbtpUknTw4EFly5bNJvkBAOJn//79+vbbb+Xg4CBHR0dFREQoX758Gjt2rFq3bq133nnH1ikCAAAAduOZiwDbtm3TDz/8oCVLlig8PFwNGzbU6NGjEzM3AADibfMnn2j32LGSpNOSFkpy9vbW4cOHlTlzZks7CgAAkPI5OzvLweH+pOWsWbMqMDBQRYoUkaenp86dO2fj7AAAAGAP7GSQfrJIcBFgwIABWrhwoS5evKhatWrpq6++UsOGDZUmTZqkyA8AgKfaPnSodo8dqyhJv0napPsbAevyZfXq1UsBAQG2TA8AkEClS5fW7t27VbBgQVWrVk2DBg1ScHCwAgICVLx4cVunBwAAANiVBBcBtmzZon79+un999+3GlkJAIAtnN+6VduHDNElSQskXXrkWKVKlTRkyBDbJAYAeGajRo3SzZs3JUkjR45Uq1at1KlTJxUsWFCzZ8+2cXYAAACwByamAlgkuAiwbdu2pMgDAIAEm5Ihg+6GhmqLpLWSov8fd3Z21rBhw9SvXz85OjraMEMAwLMoV66c5eesWbNq7dq1NswGAAAAsG/xKgKsXLlSderUkbOzs1auXPnEtm+99VaiJAYAQGzM0dHa/eWX+rN/f13X/bX/Tz9yvHjx4goICFCpUqVskyAAAAAAALA5JgI8FK8iQKNGjRQUFKSsWbOqUaNGcbYzmUyKjo6O8zgAAM/r29y5dfvSJUVJ+lpS6P/jJpNJffr00YgRI+Tq6mrDDAEAzytv3rxPnL596tSpZMwGAAAAsG/xKgKYzeZYfwYAIDmd//NP3b50f9V/J0lvSlokKU/u3Jr//feqWrWqLdMDACSSnj17Wj2/d++e9u3bp7Vr16pfv362SQoAAAB2xYGpABYJ3hNg/vz5atKkSYxRlpGRkVq4cKFatWqVaMkBAPBAWGCgfqxaVQ6PxL67dElVly1TixYtlD59epvlBgBIXD169Ig1Pm3aNP3999/JnA0AAACQeKZNm6Zx48YpKChIJUuW1JQpU1S+fPlY286dO1f+/v5WMVdXV4WHhyeoT4enN7Hm7++v0NDQGPGbN2/GSAgAgOdx9/p1fWkyabjJpBp58mjJI8fK9uwpj2zZ1LlzZwoAAPCCqFOnjpYuXWrrNAAAAGAHTKbkeSTEokWL1Lt3bw0ePFh79+5VyZIlVbt2bV25ciXOc9KnT69Lly5ZHmfPnk3we5HgIoBhGLGuz3n+/Hl5enomOAEAAB4XFRGhL00mTcuUSSclTZC0R9JuSYcllevTR69NnGjTHAEAyW/JkiXy8vKydRoAAADAM5kwYYI6dOggf39/FS1aVNOnT1eaNGk0e/bsOM8xmUzKli2b5eHt7Z3gfuO9HFDp0qVlMplkMpn0+uuvy8np4anR0dE6ffq03nzzzQQnAADAo/4aM0Z/9u+ve5LWStryyDFXSYVatlT1L7+0TXIAgGTx4LPHA4ZhKCgoSFevXtXXX39tw8wAAABgL2IbyG5LkZGR2rNnjwYMGGCJOTg4qGbNmtqxY0ec5926dUt58uSR2WxWmTJlNGrUKBUrVixBfce7CNCoUSNJ0v79+1W7dm15eHhYjrm4uMjHx0fvvvtugjoHAOCBu9euaVrmzJKkC5IWSLr8yPGqVapo3vz58vHxsUF2AIDk1LBhQ6sPbQ4ODsqSJYuqV6+uwoUL2zAzAAAAwFpERIQiIiKsYq6urjH21A0ODlZ0dHSMkfze3t46evRorNd++eWXNXv2bJUoUUKhoaH68ssvVbFiRf3zzz/KlStXvHOMdxFg8ODBkiQfHx81adJEbm5u8e4EAIAnCf73X80tVkzRkjZJ+k2S+f/HXF1dNWrUKPXs2VMODglexQ4AYIeGDBli6xSe7kLsH9QAILllTuf69EYA8AJKrm8QRo8eraFDh1rFBg8enCj3tH5+fvLz87M8r1ixoooUKaJvv/1Ww4cPj/d14l0EeKB169YJPQUAgDiFnD6tucWK6Y6kWZICHzlWqlQpBQQEqHjx4jbKDgBgC46Ojrp06ZKyZs1qFb927ZqyZs2q6OhoG2UGAAAAe5FcywENGDBAvXv3too9PgtAkjJnzixHR0ddvnzZKn758mVly5YtXn05OzurdOnSOnHiRIJyjFdBxMvLS8HBwZKkjBkzysvLK84HAADxYRiGvs2TR9/lyydJctP9Nf+l+8s+fPrpp/rrr78oAADAC8gwjFjjERERcnFxSeZsAAAAgLi5uroqffr0Vo/YigAuLi4qW7asNmzYYImZzWZt2LDBarT/k0RHR+vQoUPKnj17gnKM10yAiRMnKl26dJafU9qmCgAA+2GOitJcX19df2y9OwdJ3V95RfMMQ1999ZUqVqxomwQBADYzefJkSfdHbX333XdW+5BFR0dry5Yt7AkAAACAeHFIgV9h9+7dW61bt1a5cuVUvnx5TZo0Sbdv35a/v78kqVWrVsqZM6dGjx4tSRo2bJheffVVFShQQCEhIRo3bpzOnj2r9u3bJ6jfeBUBHl0CqE2bNgnqAACAB6LCwzXJ3V2SdECSh6T8/z9W8+uvVeLDD9XFwYFiMwC8oCZOnCjp/kyA6dOny9HR0XLMxcVFPj4+mj59uq3SAwAAAJ5LkyZNdPXqVQ0aNEhBQUEqVaqU1q5da9ksODAw0Go/xBs3bqhDhw4KCgpSxowZVbZsWW3fvl1FixZNUL8mI665tnHYu3evnJ2d5evrK0lasWKF5syZo6JFi2rIkCEpfnpuWFiYPD09FRoaqvTp09s6HQB4YRiGofEODrojabmkfZIySOot6dOICDmm8L8fAICnS6x77ddee03Lli1TxowZEzG7xOVeuqutUwAASdKN3VNtnQIASJLcErz7bNLqvfLo0xslgglvpfyZqgneJPmjjz7S8ePHJUmnTp1SkyZNlCZNGi1evFgff/xxoicIALB/d65e1XgHBx2XNEH3CwCSFCIp07RpFAAAAFY2btyYogsAAAAAgD1JcBHg+PHjKlWqlCRp8eLFqlatmn788UfNnTtXS5cuTez8AACpwKSsWbVc0kxJof+PeXp66vvvv1enTp1slxgAIEV69913NWbMmBjxsWPH6r333rNBRgAAALA3JpMpWR72IMFFAMMwZDabJUm///676tatK0nKnTu3goODEzc7AIDdMsxm/fXFF+phMmmSpG2PHKvx2ms6dOiQPvjgA7v5gwkASD5btmyxfM54VJ06dbRlyxYbZAQAAADYrwSv1FSuXDmNGDFCNWvW1ObNm/XNN99Ikk6fPm3ZwAAAgHVdumjC9OnaIMn8/5iTpAmTJ6tLly5WG90AAPCoW7duxbrXmLOzs8LCwmyQEQAAAOyNA2MOLRL8DcykSZO0d+9ede3aVZ999pkKFCggSVqyZIkqVqyY6AkCAOxL5M2b+tJk0ubp07VJDwsAuSRtXbtW3bp1owAAAHgiX19fLVq0KEZ84cKFKlq0qA0yAgAAAOxXgmcClChRQocOHYoRHzdunBwdHRMlKQCAfVpSp47OrF0rScokqb6kFZL69eihYWPHxjqqEwCAxw0cOFDvvPOOTp48qRo1akiSNmzYoB9//FFLliyxcXYAAACwB6w+/FCCiwAP7NmzR0eOHJEkFS1aVGXKlEm0pAAA9mdi0aK6e+SIHv2a309SnxUrVOmtt2yVFgDADjVo0EDLly/XqFGjtGTJErm7u6tkyZL6448/5OXlZev0AAAAALuS4CLAlStX1KRJE23evFkZMmSQJIWEhOi1117TwoULlSVLlsTOEQCQghmGobGdO2vIkSMqK6nR/+Ov9OunqmPGsPEvAOCZ1KtXT/Xq1ZMkhYWFacGCBerbt6/27Nmj6OhoG2cHAACAlM6B7yMsErwoc7du3XTr1i39888/un79uq5fv67Dhw8rLCxM3bt3T4ocAQAp1LVr19TozTfVf/p0hUvaJuk/Sd3DwlRt7FgKAACA57Jlyxa1bt1aOXLk0Pjx41WjRg3t3LnT1mkBAAAAdiXBMwHWrl2r33//XUWKFLHEihYtqmnTpumNN95I1OQAACnXmjVr1PqDD3T1xg1LrLSknr/9Jpd06WyXGADArgUFBWnu3LmaNWuWwsLC9P777ysiIkLLly9nU2AAAADEW4JHv6diCX4vzGaznJ2dY8SdnZ1lNpsTJSkAQMp169YtdezYUXXr1rUUANJIaiFp8sCBKlKrlk3zAwDYrwYNGujll1/WwYMHNWnSJF28eFFTpkyxdVoAAACAXUvwTIAaNWqoR48eWrBggXLkyCFJunDhgnr16qXXX3890RMEAKQcO3bsUMuWLXXy5ElLrLCkxpLenjxZZbp1s1luAAD7t2bNGnXv3l2dOnVSwYIFbZ0OAAAA7BgrFD+U4JkAU6dOVVhYmHx8fJQ/f37lz59fefPmVVhYGKN0ACAV27JliypXrmwpADhLekdSW0mekkp06GDD7AAAqcHWrVt18+ZNlS1bVhUqVNDUqVMVHBxs67QAAAAAu5bgmQC5c+fW3r17tWHDBh05ckSSVKRIEdWsWTPRkwMApByVKv2vvTuPj+n6/zj+noQsiKAhtth3QhAUtRWli1qq1JZYitZSFRS1U6KKUpTal1K6fNtqKSVoUbXHVqLWlNqXRIJEMvf3R3+mHUlISGYy8Xr2cR+P3s89957PTa90zOeec2qrZs2a2r59uyoVL66mJ0/K6/+P+fXurUxubnbNDwDg+J599lk9++yzmjZtmlatWqWFCxcqKChIZrNZGzZskI+PjzxYdwYAAADJ4MRQAAuTYRhGchuvWrVKq1evVmxsrBo2bKi33norLXNLE5GRkfL09FRERISyZ89u73QAwKGcPHlSi2fMULbp0+X8n/gAs1km/ucKAE+9tPisHRYWpgULFmjZsmW6efOmGjdurNWrV6fKtZ+Ee+U+9k4BACRJN3bPtHcKACBJckvx6+Zpa8S6P23Sz7im6X8ay2RPBzR79my1a9dOe/bs0Z9//qnevXtr0KBBaZkbAMBOzp49q0aNGun333+3ihf08pLnAwWAN379lQIAACDNlC5dWpMmTdK5c+f0xRdf2DsdAAAAOAiTyTabI0h2EWDmzJkaNWqUwsLCFBoaqiVLlujTTz9Ny9wAADZmGIYWL14sX19fhYSEqFOnToqOjpYkXdi9WzNy5LBqX2fiRBWsU8cOmQIAnjbOzs5q0aJFuhgFAAAAADiSZBcBTp06pcDAQMt++/btFRcXpwsXLqRJYgAA27p8+bJatWqlLl266NatW5Kk2NhYHd2zR78OGaLl1asnOKfG4MG2ThMAAAAAAOCRnEy22RxBsmdqiomJUdasWS37Tk5OcnFx0Z07d9IkMQCA7axevVrdu3fX5cuXLbHOnTtr+vTpmuvpmaB9+c6d1XThQlumCAAAAAAAgMeQouUaRowYoSxZslj2Y2NjNX78eHn+5wuiqVOnpl52AIA0FRkZqf79+2vhf77Q9/Ly0ty5c9WyZUtFX7qU4Jys+fLpxUWLbJkmAAAAAABAijg5yoT9NpDsIkDdunUVFhZmFatVq5ZOnTpl2WdhSABwHLt27VLbtm115swZS6xZs2aaN2+evL29FXvrlmbnzWt1TpejR/VMmTI2zhQAAAAAAACPK9lFgC1btqRhGgAAW8uSJYv+/vtvSVK2bNk0ffp0denSRSaTSdEXL2p2vnxW7ct16kQBAAAAAAAAOATeV/9XshcGBgBkLBUqVND48eNVp04dHTx4UF27dpXJZNLhJUsSFAAkqd6kSXbIEgAAAAAAAE8iRWsCAAAcU3x8vBYsWKDAwEC5urpa4v3791f//v3l7Oyse3fuaPp/1n25zylTJvW5eVMu/1kcHgAAAAAAID1zYiSABSMBACCDO3nypOrVq6eePXtq9OjRVsecnZ3l7Oysc9u2JVoAeHbECAXdu0cBAAAAAAAAwEFRBACADMowDM2dO1e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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:34:12,239 INFO: === Dataset: h ===\n", "2025-04-25 19:34:14,778 INFO:Total samples: 6000\n", "2025-04-25 19:34:26,115 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:34:26,185 INFO: === Dataset: i ===\n", "2025-04-25 19:34:28,710 INFO:Total samples: 6000\n", "2025-04-25 19:34:40,305 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:34:40,374 INFO: === Dataset: j ===\n", "2025-04-25 19:34:42,885 INFO:Total samples: 6000\n", "2025-04-25 19:34:54,090 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:34:54,157 INFO: === Dataset: k ===\n", "2025-04-25 19:34:56,651 INFO:Total samples: 6000\n", "2025-04-25 19:35:08,003 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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0TCaTMW7cuDjvDwAA4i45XpsfOnTIkGT069cvTv2///57Q5Ixfvx4m/bmzZsbJpPJOHXqlLVNkuHs7GzT9vB8/31ND6+PV6xYYXPMx6+jH2rfvr2RL18+6/N+/foZHh4eRlRUVKy5H55jy5YthmEYRkREhOHt7W2UKlXKuHfvnrXfTz/9ZEgyRo4caXM+STbXgIbx4PNCxYoVYz3nf19HyZIlDcMwjEqVKhmdOnUyDOPBdaCzs7OxZMmSGN+DmH6+u3btMiQZS5cutbatWLHC5rX918Pr+Q0bNsS47fHPL59//rkhyVi2bJmxe/duw9HR0ejfv/9TX+OMGTOs+z0UERFhVKtWzciYMaMRGhpqGMaD62lJRtasWW0+8/zwww+GJOPHH3984nkWLVpkSDL27t1rXL582ShZsqRRoEAB49y5c0/NCACJhemAANhdaGioJMU4rDcmRYoUUbly5bR8+XJrm9ls1sqVK9W0aVO5ubklaL6iRYsqW7Zs8vX1VceOHVWoUCGtX79e6dOnt/a5ffv2U1/Dw20PX298X3dMQkNDn2v/p2nfvn2097Nly5aKjIy03nkjST///LOCg4PVsmVLSQ/uvlq1apWaNm0qwzB0/fp166Nhw4YKCQnR/v37Yz3vunXrJD1YZ+G/Bg0aJEnR5qAtUaKEzaJy2bJlU9GiRXXmzJlneNUPptn59ddf9fbbb+v27dvW7Ddu3FDDhg31zz//WIdgZ86cWUePHtU///zzTOd63C+//KKIiAj16dPHZpqcmEZOuLi4WNdoMJvNunHjhjJmzKiiRYs+8f39r//+fMPCwnT9+nVVr15dhmHowIED1j7Ozs7aunWrbt26FeNxNm3apODgYLVu3drm5+3o6KiqVatqy5YtcX0LYjVlyhT169dPkydP1gcffPDcxwMAANElx2vz+GZat26dHB0d1bdvX5v2QYMGyTAMrV+/3qa9fv36NndnlylTRh4eHs98LRmTzJkzKywszDplZFzs27dPV69eVc+ePW3WCmjcuLGKFSsW47oM3bt3t3les2bNeL+ONm3aaPXq1YqIiNDKlSvl6OhoHQX7uP/+fCMjI3Xjxg0VKlRImTNnjvP1qCTlz5/fOqL4abp27aqGDRuqT58+ateunQoWLKiJEyc+db9169Ype/bsat26tbXNyclJffv21Z07d7Rt2zab/i1btrQZ/f3w80Zc388LFy6odu3aioyM1G+//aZ8+fLFaT8ASAwUAQDYnYeHh6RHX6THRcuWLbVjxw7rF7Fbt27V1atXrV9CJ6RVq1Zp06ZN+uqrr/TCCy/o6tWr0T7MPPxA8qTX8Hih4Fle9+M8PDyea/+nyZ8/f7S2smXLqlixYjYf9JYvXy4vLy/rkOFr164pODhY8+bNU7Zs2Wwe/v7+kmQzj+fjzp8/LwcHBxUqVMimPXv27MqcObPOnz9v0x7TsPAsWbLE+oX105w6dUqGYWjEiBHR8o8aNcom/9ixYxUcHKwiRYqodOnSGjJkiA4fPvxM55VkfW2FCxe2ac+WLZvNhxDpwVy7H3/8sQoXLiwXFxd5eXkpW7ZsOnz4sEJCQuJ0vsDAQHXo0EGenp7WuWMfznn78BguLi6aPHmy1q9fLx8fH9WqVUtTpkzRlStXrMd5WASpV69etPfs559/fuLPOy62bdum9957T++99x7rAAAAkIiS47V5fDOdP39eOXPmjFY0eDj9TGJfS8akZ8+eKlKkiBo1aqTcuXOrY8eONusOxORhzpimxilWrFi01+Hq6mpd8+qhZ3kdrVq1UkhIiNavX68vv/xSTZo0ibUAc+/ePY0cOdK69sLD69Hg4OA4X49KMX/ueJIFCxbo7t27+ueff7R48eI4FZvOnz+vwoULW2+ieSiufy8eXovH9f1s166drl69qm3btilXrlxx2gcAEgtFAAB25+HhoZw5c+qvv/6K8z4tW7aUYRjWOcu//fZbZcqUSa+88kqC56tVq5bq16+v1q1ba9OmTXJzc9M777xjs1jWwwvHJ335+3BbiRIlJD24cJekI0eOPHO2YsWKKSQkRP/++2+c+se2AGtsi4XFdjHdsmVLbdmyRdevX1d4eLjWrFmjt956S+nSPVhq5uF707ZtW23atCnGR40aNZ457+McHR1jbDceW/gtrh7mHzx4cKz5HxYoatWqpdOnT2vhwoUqVaqUvvjiC1WoUEFffPHFM507PiZOnKiBAweqVq1aWrZsmTZu3KhNmzapZMmSNn8/Y2M2m9WgQQOtXbtW7733nr7//ntt2rTJumjwf4/Rv39/nTx5UpMmTZKrq6tGjBih4sWLW0cLPOwbEBAQ4/v1ww8/PNdrLVmypIoWLaqAgACdPXv2uY4FAABilxyvzQsVKqR06dI913XzkzzPtWRcr6+9vb118OBBrVmzxrpeQaNGjaKts/U8Ynsd8ZUjRw7VqVNH06ZN02+//aY2bdrE2rdPnz6aMGGC3n77bX377bf6+eeftWnTJmXNmjVO16MPxXfEyNatWxUeHi7p+T5PPcnzfsZ48803FRwcbLP4MwDYC0UAAMlCkyZNdPr0ae3atStO/fPnz68qVapo+fLlioqK0urVq9WsWTO5uLgkas6MGTNq1KhROnjwoL799ltre6NGjeTo6PjEhU6XLl2qdOnSWT8MPdxn2bJlz5ynadOmkhTnY2TJkkXBwcHR2h+/6+VpWrZsqaioKK1atUrr169XaGiozaJv2bJlk7u7u8xms+rXrx/jI6aFxR7Kly+fLBZLtCl2goKCFBwcnGBDaWP70FagQAFJD4YHx5b/v3dDeXp6yt/fX19//bX+/fdflSlTRqNHj37qeWLy8LU9/tqvXbsW7a6jlStXqm7dulqwYIFatWqll19+WfXr14/2M47t/EeOHNHJkyc1bdo0vffee3r99ddVv3595cyZM8b+BQsW1KBBg/Tzzz/rr7/+UkREhKZNm2bdJj34gBvT+1WnTp1nej8e8vLy0i+//CInJye99NJLunTpUryPAQAA4ia5XZunT59e9erV02+//Ranm1/y5cunS5cuRRs5cPz4cev2hBKf62tnZ2c1bdpUn376qU6fPq1u3bpp6dKlOnXqVIzHfpjzxIkT0badOHEiUaeXadOmjX7//Xd5eHjo1VdfjbXfypUr1b59e02bNk3NmzdXgwYN9OKLL8b5evRZXL58WX369NHLL7+sJk2aaPDgwXH6PJMvXz79888/0YoTifH3QnpQIBk7dqw+/PBDffjhhwl6bACIL4oAAJKFd999VxkyZFDnzp0VFBQUbfvp06ej3UHRsmVL7d69WwsXLtT169cTZSqgmLzzzjvKnTu3Jk+ebG3LkyeP/P399csvv+izzz6Lts/cuXP166+/qlOnTsqdO7d1ny5duujnn3/WrFmzou1jsVg0bdo0XbhwIdYszZs3V+nSpTVhwoQYP6Tdvn1b77//vvV5wYIFtXv3bkVERFjbfvrppziPJHioePHiKl26tJYvX67ly5crR44cqlWrlnW7o6Oj3nrrLa1atSrGu8iuXbv2xOM//KAxY8YMm/bp06dLejAPakJ4uK7D4x9SvL29VadOHX3++ee6fPlytP3+m//GjRs22zJmzKhChQpZ70ySpAwZMsR4npjUr19fTk5OmjVrls1dRo+/F9KD9/nxO5FWrFhhHYr/tPM/vLvpv8cwDCPa/2t3797V/fv3bdoKFiwod3d36+ts2LChPDw8NHHiREVGRkbL+t/3LD7vx3/lzp1bv/zyi+7du6cGDRpEe+8BAEDCSI7X5qNGjZJhGGrXrp3u3LkTbfuff/6pJUuWSHpwLWk2mzV79mybPh9//LFMJpMaNWqUYLkKFiyo48eP21zrHDp0SDt27LDp9/h1i4ODg8qUKSNJNteN/1WpUiV5e3tr7ty5Nn3Wr1+vv//+O8GuiWPSvHlzjRo1Sp9++qmcnZ1j7RfT9eisWbOijYR41uu/mHTp0kUWi0ULFizQvHnzlC5dOnXq1Ompd+i/+uqrunLlis20plFRUZo1a5YyZsxonRIzIY0YMUKDBw/WsGHDYvycCABJJZ29AwCA9ODi+auvvlLLli1VvHhx+fn5qVSpUoqIiNDOnTu1YsUKdejQwWaft99+W4MHD9bgwYPl6emp+vXrJ0lWJycn9evXT0OGDNGGDRusd/Z//PHHOn78uHr27GnTvnHjRv3www+qXbu29a7ph6ZNm6bTp0+rb9++Wr16tZo0aaIsWbIoMDBQK1as0PHjx23usI8py+rVq1W/fn3VqlVLb7/9tmrUqCEnJycdPXpUX331lbJkyaIJEyZIkjp37qyVK1fqlVde0dtvv63Tp09r2bJlNguhxVXLli01cuRIubq6qlOnTtHm1vzwww+1ZcsWVa1aVV26dFGJEiV08+ZN7d+/X7/88otu3rwZ67HLli2r9u3ba968eQoODlbt2rW1Z88eLVmyRM2aNVPdunXjnTcmbm5uKlGihJYvX64iRYrI09NTpUqVUqlSpTRnzhy9+OKLKl26tLp06aICBQooKChIu3bt0oULF3To0CFJD6Z3qlOnjipWrChPT0/t27dPK1euVO/eva3nqVixoiSpb9++atiwoRwdHWP9uWbLlk2DBw/WpEmT1KRJE7366qs6cOCA1q9fLy8vL5u+TZo00dixY+Xv76/q1avryJEj+vLLL60jGR4qWLCgMmfOrLlz58rd3V0ZMmRQ1apVVaxYMRUsWFCDBw/WxYsX5eHhoVWrVkUbcXDy5Em99NJLevvtt1WiRAmlS5dO3333nYKCgqyvw8PDQ5999pnatWunChUqqFWrVsqWLZsCAwO1du1a1ahRw/pBPD7vx+MKFSqkn3/+WXXq1FHDhg3166+/WucJBgAACSM5XptXr15dc+bMUc+ePVWsWDG1a9dOhQsX1u3bt7V161atWbNG48ePl/RgtGzdunX1/vvv69y5cypbtqx+/vln/fDDD+rfv/8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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:35:08,072 INFO: === Dataset: l ===\n", "2025-04-25 19:35:15,962 INFO:Total samples: 18911\n", "2025-04-25 19:35:50,554 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:35:50,623 INFO:Model CvT evaluation completed in 175.82 seconds.\n", "2025-04-25 19:35:50,623 INFO:\n", "=== Evaluating Swin on Test Datasets ===\n", "/tmp/ipykernel_7319/1849592376.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", "2025-04-25 19:35:50,883 INFO:Loaded model weights from Swin_best.pth\n", "2025-04-25 19:35:50,883 INFO: === Dataset: a ===\n", "2025-04-25 19:35:52,241 INFO:Total samples: 3181\n", "2025-04-25 19:36:04,591 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:36:04,657 INFO: === Dataset: b ===\n", "2025-04-25 19:36:06,011 INFO:Total samples: 3181\n", "2025-04-25 19:36:18,493 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:36:18,563 INFO: === Dataset: c ===\n", "2025-04-25 19:36:19,925 INFO:Total samples: 3181\n", "2025-04-25 19:36:32,503 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": [ "2025-04-25 19:36:32,569 INFO: === Dataset: d ===\n", "2025-04-25 19:36:33,934 INFO:Total samples: 3181\n", "2025-04-25 19:36:46,498 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": [ "2025-04-25 19:36:46,565 INFO: === Dataset: e ===\n", "2025-04-25 19:36:46,948 INFO:Total samples: 911\n", "2025-04-25 19:36:50,888 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": [ "2025-04-25 19:36:50,956 INFO: === Dataset: f ===\n", "2025-04-25 19:36:56,387 INFO:Total samples: 12911\n", "2025-04-25 19:37:45,703 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": 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i7F5TwYIFjfDwcHPbiRMnGpKMAwcOPPY848aNMyQZQUFBdu2nTp0yHB0djZEjR9q1HzhwwEiTJo3ZvmfPHkOSsWDBgseeJ23atEbbtm0fu80DEyZMMCQZP/74o9kWFhZm5M2bN8bP7/bt2zH2Hz16tGGz2YzTp0+bbV26dDEedSnw32NEREQYhQsXNqpVq2a2ff7554Yk4/Lly4/MHRgYaDg4ONj9zAzDMKZNm2ZIMjZv3my2xef9MAwj1n9zAADg6aW0a/NevXoZkow9e/bE6fU1aNDAcHZ2Nk6cOGG2nT9/3kiXLp1RuXJls23WrFmGJKNGjRpGdHS03fkcHR2N69evm21t27Y10qZNa3ee2K6jH5BkDBkyxFz28vJ64vVM27ZtjZw5c5rLv/zyiyHJGDFihN12jRs3Nmw2m3H8+HG78zk7O9u1Pfi8MGnSpMee98HrGDdunHHw4EG76/ApU6YYHh4eRlhYWKzvQWzXo506dTLc3d2Nu3fvmm1169a1e20PPPhdyZ07d4xjxfZ7FBUVZVSsWNHIlCmTERISYnTp0sVIkyaNsWPHjse+RsMwjOLFixt+fn7GlStXzLZ9+/YZDg4ORps2bcy2IUOGGJKMt99+227/N99808iQIcMTz/Ng/8ddOwNAYmE4IACWqlmzprZu3ar69etr3759Gjt2rGrVqqVs2bLZdSUuUaKEPDw8tGHDBkn37yrKnj272rRpo927d+v27dsyDEObNm1SpUqVnnheDw8PuzH9nZ2dVaZMGZ08eTJOuVeuXKmMGTMqY8aMKlKkiAIDA9W+fXvzrpYHbt68GetwPP/2YH1oaKj53yft8zgPjvMsx3iS9957z27ZZrOpSZMmWrZsmd2EYPPnz1e2bNlUsWJFSfeHjrl+/bpatGihkJAQ8+Ho6KiyZctq7dq1jz3vsmXLVKZMGfN40v2fZceOHXXq1CkdPnzYbvv27dvb3S304Hcjrj/n//rpp58UHR2tpk2b2uXPnDmz8uXLZ+b38vKSJK1YseKJXYPjatmyZcqSJYtdDxF3d3fzrvl/c3NzM5+HhYUpJCRE5cuXl2EY2rNnT5zO9+9jXLt2TTdu3FClSpXsuqY/GCpg8eLFio6OjvU4CxYsUMGCBVWgQAG796xatWqS9MSfOQAASDop7do8Pte9UVFRWrlypRo0aKDcuXOb7VmyZFHLli21adMm83gPdOzY0W7IwUqVKikqKkqnT59+4vniytvbW3/++afOnz8f532WLVsmR0dHde/e3a79gw8+kGEY5vBLD9SoUcOuh2XRokXl6ekZr2viF198UUWLFtX3338vSZo3b57eeOMNubu7x7r9v68lb968qZCQEFWqVEm3b9/WkSNH4nzetm3b2h3rURwcHDR79mzdunVLtWvX1tSpUzVgwACVLl36sfv9888/2rt3r9q1a2c3rFHRokVVs2ZNLVu2LMY+nTt3tluuVKmSrly5EuP3BwCSE4oAACz30ksv6aefftK1a9e0fft2DRgwQDdv3lTjxo3NL3UdHR1Vrlw5bdy4UdL9DxqVKlVSxYoVFRUVpW3btunw4cO6evVqnD5oZM+ePcYY4unTp9e1a9filLls2bJatWqVli9frk8//VTe3t66du1ajO6p6dKl082bNx97rAfrH3x48fT0fOI+j+Pp6Wl33ISWJk0au3FVH2jWrJnu3LljfkC8deuWli1bpiZNmpjv9d9//y1JqlatmllEefBYuXLlEyecO336tF544YUY7QULFjTX/9t/h0N6MFxTXH/O//X333/LMAzly5cvRv6//vrLzJ8rVy717t1bX3/9tXx9fVWrVi1NmTLFnA/gaZw+fVp58+aN8Xsb2/sRHBxsfpDx8PBQxowZVaVKFUmKc4bffvtNL7/8slxdXeXj46OMGTPqyy+/tNu/WbNmqlChgt59911lypRJzZs3148//mhXEPj777916NChGO9X/vz5JSXMJIMAACDhpKRr8/hc916+fFm3b99+5LVkdHR0jDmeEvpaMjZjx47VwYMH5e/vrzJlymjo0KFP/HL+9OnTypo1a4ziR1yviaX4ffZ5oGXLllqwYIGOHz+uLVu2qGXLlo/c9tChQ3rzzTfl5eUlT09PZcyY0Sz0xOeaOFeuXHHeNk+ePBo6dKh27NihF198UYMGDXriPg/eq0f9XoSEhCgsLMyuPSl+LwAgoTEnAIBkw9nZWS+99JJeeukl5c+fX+3bt9eCBQvMCZQqVqyokSNH6u7du9q4caMGDhwob29vFS5cWBs3blSmTJkkKU4fNB6MT/9fxn8m0noUX19f1ahRQ5JUq1YtFShQQK+//romTpyo3r17m9sVLFhQe/bsUXh4uFxcXGI91v79++Xk5KR8+fJJkgoUKKC9e/cqIiIi1jEvnyRv3rxKkyaNDhw4EKftHzWh6r8n7fo3FxcXOTjErCG//PLLCggI0I8//qiWLVvq119/1Z07d9SsWTNzmwdfDgcGBipz5swxjpEmTcL+WXrWn/N/RUdHm5PbxXbsf49h+tlnn6ldu3ZavHixVq5cqe7du2v06NHatm1brEWUhBIVFaWaNWvq6tWr6tevnwoUKKC0adPq3Llzateu3SPv2P+3B2P5Vq5cWVOnTlWWLFnk5OSkWbNm2U0I5+bmpg0bNmjt2rVaunSpli9frvnz56tatWpauXKlHB0dFR0drSJFimj8+PGxnsvf3z/BXjsAAEg4KeHavECBApKkAwcOqHjx4vF4dXHztLnic33dtGlTVapUST///LNWrlypcePGacyYMfrpp5+eaq6y2CTUNXGLFi00YMAAdejQQRkyZNCrr74a63bXr19XlSpV5OnpqWHDhilPnjxydXXV7t271a9fvzhdjz4Ql14A/7Zy5UpJ0vnz53XlypVYP3M8q4T+jAEASYEiAIBk6UG3zX/++cdsq1SpkiIiIvT999/r3Llz5geKypUrmx808ufPb37gSEp169ZVlSpVNGrUKHXq1Elp06aVJL3++uvaunWrFixYYNfF+YFTp05p48aNqlGjhnmBW69ePW3dulWLFi1SixYt4p3F3d1d1apV0x9//KEzZ8488UvWB3euXL9+3a79abo5N23aVBMnTlRoaKjmz5+vgIAAvfzyy+b6B92Q/fz8zCJKfOTMmVNHjx6N0f6gS3HOnDnjfczYPOqDW548eWQYhnLlymXeyf44RYoUUZEiRfTxxx9ry5YtqlChgqZNm6YRI0Y89jyxyZkzpw4ePCjDMOz2++/7ceDAAR07dkxz5syxmzB31apVMY75qPMvWrRIrq6uWrFihV3xatasWTG2dXBwUPXq1VW9enWNHz9eo0aN0sCBA7V27Vqz6/m+fftUvXr1J77e+LwfAAAg6STXa/PatWvL0dFR33777RMnB86YMaPc3d0feS3p4OCQYDcnxPf6OkuWLHr//ff1/vvv69KlSypZsqRGjhz5yCJAzpw5tXr16hhDjyb0NfF/5ciRQxUqVNC6dev03nvvPfIGnnXr1unKlSv66aefVLlyZbM9KCgoxrYJef03bdo0rVq1SiNHjtTo0aPVqVMnLV68+LH7PHivHvV74evra362A4CUjOGAAFhq7dq1sd4x8WDsxX93yyxbtqycnJw0ZswY+fj46MUXX5R0/wPItm3btH79+jjdaZRY+vXrpytXrmjGjBlmW6dOneTn56e+ffvG6NZ79+5dtW/fXoZhaPDgwWZ7586dlSVLFn3wwQc6duxYjPNcunTJ/BL5UYYMGSLDMNS6dWu7Mfof2LVrl+bMmSPp/oWvo6OjOabrA1OnTn3yi/6PZs2aKTw8XHPmzNHy5cvVtGlTu/W1atWSp6enRo0apXv37sXY//Lly489fp06dbR9+3Zt3brVbAsLC9P06dMVEBCgQoUKxTtzbB5c6P/3g1vDhg3l6OioTz75JMbvrWEYunLliqT749NGRkbarS9SpIgcHBwUHh5ud57/nuNR6tSpo/Pnz2vhwoVm2+3btzV9+nS77R7cmfTvfIZhaOLEiXF+nY6OjrLZbHZ3q506dUq//PKL3XZXr16NccwHd+E9eJ1NmzbVuXPn7P5dPHDnzh277tXxeT8AAEDCS2nX5v7+/urQoYNWrlypSZMmxVgfHR2tzz77TGfPnpWjo6NeffVVLV68WKdOnTK3uXjxoubNm6eKFSuawws9K09PT/n6+j7x+joqKirG0Dh+fn7KmjWr3TXjf9WpU0dRUVGaPHmyXfvnn38um82WYD0IYjNixAgNGTJE3bp1e+Q2sV2PRkRExPr5Im3atM80ZOYDQUFB6tu3rxo1aqSPPvpIn376qZYsWaK5c+c+dr8sWbKoePHimjNnjt116MGDB7Vy5UrVqVPnmbMBQHJATwAAlurWrZtu376tN998UwUKFFBERIS2bNli3kXevn17c1t3d3eVKlVK27ZtU7169cy7RipXrqywsDCFhYVZWgSoXbu2ChcurPHjx6tLly5ycnJShgwZtHDhQtWtW1clS5bUu+++q0KFCunChQuaPXu2jh8/rokTJ6p8+fLmcdKnT6+ff/5ZderUUfHixdWqVSuVKlVKkrR79259//33Kleu3GOzlC9fXlOmTNH777+vAgUKqHXr1sqXL59u3rypdevWacmSJWYhwcvLS02aNNGkSZNks9mUJ08e/fbbb081VnvJkiWVN29eDRw4UOHh4XZDAUn3PxB9+eWXat26tUqWLKnmzZsrY8aMCg4O1tKlS1WhQoUYH2b+rX///vr+++9Vu3Ztde/eXT4+PpozZ46CgoK0aNGiWIcpehoP3u+BAweqefPmcnJyUr169ZQnTx6NGDFCAwYM0KlTp9SgQQOlS5dOQUFB+vnnn9WxY0f16dNHf/zxh7p27aomTZoof/78ioyMVGBgoBwdHdWoUSO786xevVrjx49X1qxZlStXLpUtWzbWTB06dNDkyZPVpk0b7dq1S1myZFFgYGCMydgKFCi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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:37:45,770 INFO: === Dataset: g ===\n", "2025-04-25 19:37:48,300 INFO:Total samples: 6000\n", "2025-04-25 19:38:11,500 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:38:11,572 INFO: === Dataset: h ===\n", "2025-04-25 19:38:14,098 INFO:Total samples: 6000\n", "2025-04-25 19:38:36,940 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:38:37,007 INFO: === Dataset: i ===\n", "2025-04-25 19:38:39,493 INFO:Total samples: 6000\n", "2025-04-25 19:39:02,808 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:39:02,877 INFO: === Dataset: j ===\n", "2025-04-25 19:39:05,449 INFO:Total samples: 6000\n", "2025-04-25 19:39:28,785 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": [ "2025-04-25 19:39:28,855 INFO: === Dataset: k ===\n", "2025-04-25 19:39:31,429 INFO:Total samples: 6000\n", "2025-04-25 19:39:54,358 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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kyZMNScbXX39ta7t27ZpRpEiReL+/69evx9t/3LhxhsViMf766y9bW/fu3Y0HXQL89xgxMTFGyZIljTp16tjaPvnkE0OScf78+QfmDg0NNZycnOx+Z4ZhGDNnzjQkGVu3brW1JeXzuPs7XrJkiREVFWXUrFnT8PHxMfbt25eo/QEAQHyOdm3ep08fQ1Ki//1v1qyZ4eLiYhw7dszWdurUKcPLy8uoUaOGrW3u3LmGJKNevXpGXFyc3fmsVqtx+fJlW1uHDh2MjBkz2p0noevouyQZw4cPtz339vaO9x3ivzp06GAUKFDA9vzbb781JBmjR4+2265FixaGxWIx/vzzT7vzubi42LXd/b4wderUh5737vuYOHGicejQIbvr8OnTpxuenp7GtWvXEvwMEroe7dy5s+Hh4WHcvHnT1ta4cWO793bX3b+VQoUKxTtWQn9HsbGxRrVq1YwcOXIYFy5cMLp3725kyJDB2L1790Pfo2EYRpkyZQxfX1/j4sWLtrZffvnFcHJyMgICAmxtw4cPNyQZHTt2tNv/1VdfNbJly/bI89SsWdN47rnnDMMwjGXLlhnOzs5Gp06dbN9hACA1MB0QAFPUr19f27dvV9OmTfXLL79owoQJatCggfLkyWM3lPj555+Xp6enNm/eLOlOr6K8efMqICBAe/fu1fXr12UYhsLCwlS9evVHntfT09NuTn8XFxdVrFhRx48fT1TudevWKXv27MqePbv8/f0VGhqqoKAgW6+Wu6KiohKcjud+d1+PjIy0/f9H7fMwd4/zJMd4lK5du9o9t1gsev3117V69Wq7BcEWL16sPHnyqFq1apLuTB1z+fJltWnTRhcuXLA9rFarKlWqpI0bNz70vKtXr1bFihVtx5Pu/C7ffvttnTx5UocPH7bbPigoyK630N2/jcT+nv/rm2++UVxcnFq2bGmXP2fOnCpatKgtv7e3tyRp7dq1jz00+L9Wr16tXLly2Y0Q8fDwsPWav5+7u7vt52vXrunChQuqUqWKDMPQvn37EnW++49x6dIlXblyRdWrV7cbmn53qoDly5crLi4uweMsWbJExYsXV7Fixew+szp16kjSI3/nj3LlyhW9+OKL+v3337Vp0yaVKVPmiY4HAMDTzNGuzZNy3RsbG6t169apWbNmKlSokK09V65catu2rcLCwmzHu+vtt9+2my6xevXqio2N1V9//fXI8yVW5syZtXPnTp06dSrR+6xevVpWq1W9evWya3/33XdlGIZt+qW76tWrZzfCslSpUsqUKVOSromfe+45lSpVSgsXLpQkLViwQK+88oo8PDwS3P7+a8moqChduHBB1atX1/Xr1/X7778n+rwdOnSwO9aDODk5KTg4WFevXlXDhg01Y8YMDRo0SOXLl3/ofqdPn9b+/fsVGBhoN61RqVKlVL9+fa1evTrePl26dLF7Xr16dV28eDHe38+DLFy4UK1atVLnzp31+eefO9TixgAcH//FAWCaChUq6JtvvtGlS5e0a9cuDRo0SFFRUWrRooXtpq7ValXlypW1ZcsWSXe+aFSvXl3VqlVTbGysduzYocOHD+vff/9N1BeNvHnz2l3QS1KWLFl06dKlRGWuVKmS1q9frzVr1uijjz5S5syZdenSpXjDU728vBQVFfXQY919/e6Xl0yZMj1yn4fJlCmT3XGTW4YMGezmVb2rVatWunHjhu0L4tWrV7V69Wq9/vrrts/6jz/+kCTVqVPHVkS5+1i3bt0jF5z766+/9Oyzz8ZrL168uO31+/13OqS70zUl9vf8X3/88YcMw1DRokXj5f/tt99s+QsWLKi+ffvqiy++kI+Pjxo0aKDp06fb1gN4HH/99ZeKFCkS7+82oc8jPDzc9kXG09NT2bNnV82aNSUp0RlWrlypF154QW5ubsqaNauyZ8+uzz77zG7/Vq1aqWrVqnrrrbeUI0cOtW7dWl9//bVdQeCPP/7Qr7/+Gu/zeuaZZyQ9+SKDvXv31u7du/XDDz/oueeee6JjAQAAx7o2T8p17/nz53X9+vUHXkvGxcXFW+Mpua8lEzJhwgQdOnRI+fLlU8WKFTVixIhH3pz/66+/lDt37njFj8ReE0tJ++5zV9u2bbVkyRL9+eef2rZtm9q2bfvAbX/99Ve9+uqr8vb2VqZMmZQ9e3ZboScp18QFCxZM9LaFCxfWiBEjtHv3bj333HMaOnToI/e5+1k96O/iwoULunbtml37k/xdnDhxQu3atVPz5s01derUeH/3AJDSWBMAgOlcXFxUoUIFVahQQc8884yCgoK0ZMkSDR8+XJJUrVo1jRkzRjdv3tSWLVs0ePBgZc6cWSVLltSWLVuUI0cOSUrUF40Hzbdo/GchrQfx8fFRvXr1JEkNGjRQsWLF9PLLL2vKlCnq27evbbvixYtr3759io6Olqura4LHOnDggJydnVW0aFFJUrFixbR//37FxMQkOOfloxQpUkQZMmTQwYMHE7X9gy4871+0636urq4J9lZ54YUX5Ofnp6+//lpt27bVd999pxs3bqhVq1a2be7eHA4NDVXOnDnjHSNDhuT95+hJf8//FRcXZ1vcLqFj3z+H6ccff6zAwEAtX75c69atU69evTRu3Djt2LEjwSJKcomNjVX9+vX177//asCAASpWrJgyZsyoiIgIBQYGPrDH/v3uzuVbo0YNzZgxQ7ly5ZKzs7Pmzp1rtyCcu7u7Nm/erI0bN2rVqlVas2aNFi9erDp16mjdunWyWq2Ki4uTv7+/Jk2alOC58uXL90Tv95VXXtGiRYv04YcfKiQkhJ5UAAAkE0e4Ni9WrJgk6eDBgykyGvBxcyXl+rply5aqXr26/ve//2ndunWaOHGixo8fr2+++eax1ipLSHJdE7dp00aDBg1Sp06dlC1bNr344osJbnf58mXVrFlTmTJl0siRI1W4cGG5ublp7969GjBgQKKuR+9KzCiA+61bt06SdOrUKV28eDHB7xxP6kk+z1y5cilXrlxavXq1fv7550eOVACA5EYRAECacvdi6PTp07a26tWrKyYmRgsXLlRERITtC0WNGjVsXzSeeeYZ2xeO1NS4cWPVrFlTY8eOVefOnZUxY0ZJ0ssvv6zt27dryZIldkOc7zp58qS2bNmievXq2S5wmzRpou3bt2vZsmVq06ZNkrN4eHioTp06+vHHH/X3338/8ibr3Z4rly9ftmt/nGHOLVu21JQpUxQZGanFixfLz89PL7zwgu31u8OQfX19bUWUpChQoICOHDkSr/3ukOICBQok+ZgJedAXt8KFC8swDBUsWNDWk/1h/P395e/vryFDhmjbtm2qWrWqZs6cqdGjRz/0PAkpUKCADh06JMMw7Pb77+dx8OBBHT16VPPmzVNAQICtff369fGO+aDzL1u2TG5ublq7dq1d8Wru3LnxtnVyclLdunVVt25dTZo0SWPHjtXgwYO1ceNG29DzX375RXXr1n3k+32cnlDNmjXTiy++qMDAQHl5eemzzz5L8jEAAMDDpdVr84YNG8pqtWr+/PmPXBw4e/bs8vDweOC1pJOT0xN3TrgrqdfXuXLlUrdu3dStWzedO3dOZcuW1ZgxYx5YBChQoIB++OGHeFOPJvc18X/lz59fVatW1aZNm9S1a9cHduDZtGmTLl68qG+++UY1atSwtZ84cSLetsnZE37mzJlav369xowZo3Hjxqlz585avnz5Q/e5+1k96O/Cx8fH9t0uObi5uWnlypWqU6eOXnrpJf3000+MZgWQqug2B8AUGzduTLDHxN25F+8fllmpUiU5Oztr/Pjxypo1q+1iqXr16tqxY4d++umnRPU0SikDBgzQxYsXNXv2bFtb586d5evrq/79+8cb1nvz5k0FBQXJMAwNGzbM1t6lSxflypVL7777ro4ePRrvPOfOnbPdRH6Q4cOHyzAMtW/f3m6O/rv27NmjefPmSbpz4Wu1Wm1zut41Y8aMR7/p/2jVqpWio6M1b948rVmzRi1btrR7vUGDBsqUKZPGjh2rW7duxdv//PnzDz1+o0aNtGvXLm3fvt3Wdu3aNc2aNUt+fn4qUaJEkjMn5O6F/n+/uL322muyWq364IMP4v3dGoahixcvSrozP+3t27ftXvf395eTk5Oio6PtzvPfczxIo0aNdOrUKS1dutTWdv36dc2aNctuu7s9k+7PZxiGpkyZkuj3abVaZbFY7HqrnTx5Ut9++63ddv/++2+8Y97thXf3fbZs2VIRERF2/7u468aNG3bDq5PyedwvICBAn376qWbOnKkBAwYkeX8AAHCHo12b58uXT506ddK6des0derUeK/HxcXp448/1j///COr1aoXX3xRy5cv18mTJ23bnD17VgsWLFC1atVs0ws9qUyZMsnHx+eR19exsbHxpsbx9fVV7ty57a4Z/6tRo0aKjY3VtGnT7No/+eQTWSyWZBtBkJDRo0dr+PDh6tmz5wO3Seh6NCYmJsHvFxkzZnyiKTPvOnHihPr376/mzZvr/fff10cffaQVK1YoJCTkofvlypVLZcqU0bx58+yuQw8dOqR169apUaNGT5ztv7y9vbV27Vr5+vqqfv36OnbsWLKfAwAehJEAAEzRs2dPXb9+Xa+++qqKFSummJgYbdu2zdaLPCgoyLath4eHypUrpx07dqhJkya2XiM1atTQtWvXdO3aNVOLAA0bNlTJkiU1adIkde/eXc7OzsqWLZuWLl2qxo0bq2zZsnrrrbdUokQJnTlzRsHBwfrzzz81ZcoUValSxXacLFmy6H//+58aNWqkMmXKqF27dipXrpwkae/evVq4cKEqV6780CxVqlTR9OnT1a1bNxUrVkzt27dX0aJFFRUVpU2bNmnFihW2QoK3t7def/1125yUhQsX1sqVKx9rrvayZcuqSJEiGjx4sKKjo+2mApLufCH67LPP1L59e5UtW1atW7dW9uzZFR4erlWrVqlq1arxvszcb+DAgVq4cKEaNmyoXr16KWvWrJo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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:39:54,426 INFO: === Dataset: l ===\n", "2025-04-25 19:40:02,499 INFO:Total samples: 18911\n", "2025-04-25 19:41:14,440 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:41:14,508 INFO:Model Swin evaluation completed in 323.88 seconds.\n", "2025-04-25 19:41:14,508 INFO:\n", "=== Evaluating CaiT on Test Datasets ===\n", "/tmp/ipykernel_7319/1849592376.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", "2025-04-25 19:41:14,706 INFO:Loaded model weights from CaiT_best.pth\n", "2025-04-25 19:41:14,706 INFO: === Dataset: a ===\n", "2025-04-25 19:41:16,052 INFO:Total samples: 3181\n", "2025-04-25 19:41:27,292 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:41:27,362 INFO: === Dataset: b ===\n", "2025-04-25 19:41:28,705 INFO:Total samples: 3181\n", "2025-04-25 19:41:39,714 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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VBgAAkBFwyWdDEgAAAAckdSb//cTP8L9fw9+70fwXjyI6OlpBQUEaN26cDMNQaGioZs2apbffftvs0ADT7N+/X3v27FHJkiXNDgUAAABIdSQBAABwgKMz+e8nv5+rgoPyJkNEwB0HDx5U27ZtdeDAAdtYzZo1Vb9+fROjAsxXunRphYWFmR0GAAAAUhGrP+9wMTuAadOmKSAgQJ6enqpWrZp27dr1wO0nTpyoEiVKKFOmTCpQoIB69+6tGzdupFK0AICMLn4FgItF8s1ufaRbQX9XZvgjWcXGxmr8+PGqUqWKLQHg5uamjz76SD///LOKFClicoSAuT7++GN98MEH2rRpky5evKjIyEi7GwAAAJCemboSYMmSJerTp49mzJihatWqaeLEiWrQoIGOHDkiPz+/BNsvXLhQAwYM0Jw5c1SjRg0dPXpUHTt2lMVi0YQJE0x4BQCAjODuEkDx5Xx8vK1aOiafyZEBUmhoqDp06KBffvnFNlauXDmFhISoQoUKJkYGpB3xq2Hq1atnN05jYAAAgPSLlQB3mJoEmDBhgjp37qzAwEBJ0owZM7RmzRrNmTNHAwYMSLD9tm3bVLNmTbVp00aSFBAQoNatW2vnzp2pGjcAIGNJrAQQDXuRFpw+fVrly5fX1atXJd2+yO3bt69GjhwpDw8Pk6MD0o6NGzeaHQIAAABgGtOSADExMdqzZ48GDhxoG3NxcVH9+vW1ffv2RPepUaOGvvrqK+3atUtVq1bViRMntHbtWrVr1y61wgYAZCDxKwD+uXA7ARDfzJeGvUgrChYsqFdffVULFixQQECA5s+fr1q1apkdFpDm1KlTx+wQAAAAkMpYCXCHaUmAsLAwxcbGyt/f327c399ff/75Z6L7tGnTRmFhYXrmmWdkGIZu3bqld999V4MGDbrveaKjoxUdHW17TM1PAEBS3bsCgGa+SIumTp2q3LlzKygoSFmzZjU7HCDN+uWXX/TFF1/oxIkTWrZsmfLly6eQkBAVLlxYzzzzjNnhAQAAACnG9MbAjti0aZPGjBmj6dOna+/evfr666+1Zs0ajRw58r77jB07Vt7e3rZbgQIFUjFiAIAzu7sJMM18YbaIiAh17NhRixcvthvPnj27PvnkExIAwAOsWLFCDRo0UKZMmbR3717bJKGIiAiNGTPG5OgAAACQIiypdHMCpiUBfH19ZbVadf78ebvx8+fPK3fu3InuM2TIELVr106dOnVSuXLl9Nprr2nMmDEaO3as4uLiEt1n4MCBioiIsN3+/vvvZH8tAID0ZdPeKHUcftauCXBwUF7VqeRlcmTIqDZt2qTy5ctr3rx5eu+993TmzBmzQwKcyqhRozRjxgzNmjVLbm5utvGaNWtq7969JkYGAAAApDzTkgDu7u6qXLmyNmzYYBuLi4vThg0bVL169UT3iYqKkouLfchWq1WSZBhGovt4eHgoW7ZsdjcAAB4kvgxQ3P//aaEJMMxy48YNvf/++6pbt65Onz4tSYqNjdUff/xhcmSAczly5Ihq166dYNzb21vh4eGpHxAAAABSnMViSZWbMzC1HFCfPn00a9YszZs3T4cPH9Z7772na9euKTAwUJLUvn17u8bBjRs31ueff67FixcrNDRU69ev15AhQ9S4cWNbMgAAgMdFGSCkBfv27VPlypU1YcIE29izzz6rgwcP6oUXXjAxMsD55M6dW8eOHUswvmXLFhUpUsSEiAAAAJBRTZs2TQEBAfL09FS1atW0a9eu+2777LPPJpp4aNSokUPnNK0xsCS1bNlS//33n4YOHapz586pYsWKWrduna1Z8OnTp+1m/n/44YeyWCz68MMPdebMGeXKlUuNGzfW6NGjzXoJAAAnt2lvlIJXh9u++JeUoAwQkJpu3bqljz/+WMOGDdOtW7cbU3t4eGjMmDHq1atXglWRAB6uc+fO6tmzp+bMmSOLxaKzZ89q+/bt6tu3r4YMGWJ2eAAAAEgBaXGW/pIlS9SnTx/NmDFD1apV08SJE9WgQQMdOXJEfn5+Cbb/+uuvFRMTY3t88eJFVahQQa+//rpD57UY96ujk05FRkbK29tbERERlAYCAKjj8LM6ff5Wos8V9HclCYBUderUKbVu3Vrbt2+3jVWsWFFfffWVypQpY2JkQNKk1WttwzBsvcSioqIk3U6u9e3bVyNHjnykY2Z6sltyhoh04J0WtdW7Qz3558ymg0fPqM/Hy/TrH6fuu323Ns+q8+u1VCB3Dl0Mv6ZvftynIVNWKTrm9nVJFi8PBXV5Wa88V0G5cmTRb0f+Ud9xy7Xn0OnUeklwEpd3TzU7BKQxixcu0Ly5sxUW9p+eKFFSAwYNUbny5RPd9tixvzR9ymQdPvSHzp49o379B6pt+4522+z5dbeC58zW4UO/67///tNnk6fpuXr1U+GVwNl4mjrdPKFCPVanynlOTW6c5G2rVaump556SlOn3v5vd1xcnAoUKKDu3btrwIABD91/4sSJGjp0qP79919lzpw5yedlKhkAIEOKb/77z4XbH7RdLJJvdqvtRhkgmMHT01N//fWXJMnFxUWDBw/Wzp07SQAAj8lisWjw4MG6dOmSfv/9d+3YsUP//fefgoKCdPbsWbPDQzrQ/IVK+vj91zT6i/+pepuPdeDoGa2a3lW5cmRJdPuWL1bRyB6vaswX/1PFpqP07vAFat6gskZ0f8W2zedD2+i5p0vqzQ/nqUqLMfpx+59aM6O78ubyTq2XBcAJrfvfWn0ybqze6dJVi5d9oxIlSuq9d97SxYsXE93+xvXryl8gv3r0fl++vrkS3eb69SiVKFFCAz8MSsnQgWSX1noCxMTEaM+ePapf/04SzcXFRfXr17ebCPYgs2fPVqtWrRxKAEgmlwMCAMAs8c1/4+X3Y9Y/zOfv76+ZM2fqgw8+0Pz581W9enWzQwLSFXd3d5UuXdr2+LffflOlSpUUGxtrYlRID3q0fU5zv96mkFU7JEndRy9Ww1pl1KFJdX0yd32C7Z+uUFjb95/QknW/SpJO/3tJS9f9qqfKBkiSPD3c1KReRb3ee6a27j0uSRr9xVq9VLusOr9eS8Onf5c6LwyA0wmZN1dNm7dQk9eaSZI+DBquzZs36duvV+itzm8n2L5sufIqW+72KoHJn32a6DGfqVVHz9Sqk3JBAykktcoBRUdHKzo62m7Mw8NDHh4edmNhYWGKjY21lcKP5+/vrz///POh59m1a5d+//13zZ492+EYWQkAAMiQaP6LtGDFihUKCwuzG3vttdf0+++/kwAAACfh5mrVk6UK6KedR2xjhmHop51HVLV84UT32fFbqJ4sXUBVyhSSJAXky6kGNcto3ZY/JEmuVhe5ulp1I+am3X43om+qxpNFU+iVAHB2N2NidPjQH3q6eg3bmIuLi55+uoYO/LbPxMiA9G3s2LHy9va2u40dOzbZzzN79myVK1dOVatWdXhfVgIAANK1xBr/SjT/hbkuX76srl27atGiRWrevLmWLl1qN0vl3hkjAIC0yzdHFrm6WnXh0hW78QsXI1UiwD/RfZas+1U5c2TWhrm9ZZFFbm5WzVz2i8bP+UGSdDUqWjt+O6GBnRvqSOh5nb8YqRYvVlG18oV1/O//Uvw1AXBOl8MvKzY2Vjlz5rQbz5kzp0JDT5gUFWCiVOoLPHDgQPXp08duLLHPdL6+vrJarTp//rzd+Pnz55U7d+4HnuPatWtavHixRowY8UgxshIAAJCuxZf9CQuPtbvF/X9OwMsjla4KgP+3fv16lStXTosWLZIkLV++XJs3bzY5KgAPEh0drcjISLubEUcJITy6WpWLq9+bDdRz7BJVb/OxWvaZqYbPlNGAzi/atnnzw/myWKQTP4xWxM6J6tq6jpau+1VxccYDjgwAAFKbh4eHsmXLZndLLAng7u6uypUra8OGDbaxuLg4bdiw4aErwZctW6bo6Gi1bdv2kWJkJQAAwGndb5b/3eJn/LtYbs/6v5uXh4UyQEg1UVFR6t+/v6ZOnWoby549u6ZNm6batWubGBmQfh04cOCBzx85cuSBz8cbO3ashg8fbjdm9X9KbnkcX4qN9Cfs8lXduhUrP5+sduN+ObPp3MXIRPcJ6tJIi9bsUvA3t5sA/nHsrLwyeWjah6318ZffyzAMhf4Tphc6TZKXp7uyZfHUubBIhXwUqNAzYYkeEwByZM8hq9WaoAnwxYsX5evra1JUgHlSqyeAI/r06aMOHTqoSpUqqlq1qiZOnKhr164pMDBQktS+fXvly5cvQTmh2bNnq0mTJglW+iQVSQAAgNO6t7nvg9D4F2bavXu32rVrZ/eFY/369TV37lzlz5/fxMiA9K1ixYqyWCwyjITJ4vjxpHw4TGyJt1+t/skWJ5zbzVux2nf4b9WtVkKrN91OPFksFtWt+oRmLEl8pVcmT/cEM/rj4uL+f1/p7l/ZqBsxiroRo+xZM6l+jVIaPHFlyrwQAE7Pzd1dpUqX0c4d2/VcvfqSbv+3ZefO7WrV+tFmDwNIXi1bttR///2noUOH6ty5c6pYsaLWrVtnaxZ8+vRpubjYF+85cuSItmzZoh9++OGRz0sSAADgtO5u7nvvLP+7MeMfZrl586ZGjx6tUaNGKTb29qoUT09PjRs3Tl27dk1wcQcgeYWGhibLcTw8PBIs6ba43P/vDjKeyV/9pFkj2mnPodP69feT6tamrrwyeWj+yh2SpC9HttPZCxEaOmWVJGnt5t/Vo21d/XbkH+06eFJFC+TS0Pde1trNB23JgfrVS8likY6evKCiBXJpTO8mOhp6XvNXbTftdQJI+9p1CNSQQf1VpkxZlS1XXl+FzNP169fV5LWmkqTBAz+Qn5+/evZ+X9LtZsLHjx+/ff9mjC5cOK8/Dx+Wl5eXCha63bw86to1nT592naOM//8oz8PH5a3t7fy5GWiFdKutLgSQJK6deumbt26Jfrcpk2bEoyVKFEi0UktjiAJAABIU5JS4ife3c19l47Jl9KhAQ777rvv7EqIPPXUU5o/f75KlixpYlRAxlHo/7+8AFLa8h/2yjdHFg19r5H8c2bVgSNn9GrXabZmwQVy+9jN/P/oy3UyDENBXV5WXj9vhV2+qjWbf9ewqatt23hn8dSI7q8on392XYqI0soN+xU0bbVu3YpL9dcHwHm82PAlXb50SdOnTlZY2H8qUbKUpn/xpXL+fzmgc//+KxfLnYkoF/67oJbNm9gez5s7R/PmzlGVp6pqdnCIJOmPP35Xp8D2tm0+GXe7TMkrr76mkWM+SoVXBeBxWYzHTSM4mcjISHl7eysiIkLZsmUzOxwAwD06Dj+b5BI/8Qr6U+oHaZNhGGratKlWr16tIUOGaNCgQXJzczM7LCDFOMO1drly5bR27VoVKFDgsY6T6cnEZ28BQGq7vHvqwzcCgFTgmcammxfr+79UOc+xTxqmynkeRxr70QAAMpLEZv0/qJFvYij1g7QkPDxc2bNntz22WCyaOXOmTp48qaeeesq8wADYnDx5Ujdv3jQ7DAAAACDVkAQAAJjmQY19aeQLZ2IYhhYsWKBu3bopJCREjRs3tj2XK1cu5cqVy8ToAAAAACDjSas9AcxAEgAAYJr7NfZldj+cycWLF/Xuu+9q+fLlkqROnTrp999/54t/II2qVauWMmXKZHYYAAAAQKohCQAAMMWmvVEKC6exL5zb//73P7355ps6d+6cbez555+n7j+Qhq1du9bsEAAAAJAKWAhwB0kAAIApgleH2+57efCXGc7l6tWr6tu3r7744gvbmI+Pj2bMmKHXX3/dxMgA3M9ff/2ljRs36sKFC4qLi7N7bujQoSZFBQAAAKQ8kgAAgEeWWGPfpIpvACyJ0j9wKtu3b1e7du10/Phx21jDhg01e/Zs5cmTx8TIANzPrFmz9N5778nX11e5c+e2qw9rsVhIAgAAAKRD9AS4gyQAAOCRPaixb1IV9HdVnUpeyRQRkLLmz5+vwMBA2yxiLy8vTZgwQW+//TYXmEAaNmrUKI0ePVr9+/c3OxQAAAAg1ZEEAAA8svs19k0qGgDD2dStW1dZs2ZVRESEqlevrvnz56tYsWJmhwXgIS5fvkypLgAAgAyGeVp3kAQAANg4Wt4nvqQPjX2RURQoUEDTp0/XyZMn9cEHH8jVlUspwBm8/vrr+uGHH/Tuu++aHQoAAACQ6vjkCgCwedTyPjT2RXp08uRJDR48WNOnT5e3t7dtvE2bNiZGBeBRFCtWTEOGDNGOHTtUrlw5ubm52T3fo0cPkyIDAABASnFx4buKeCQBACCDSmzWf/zMfkfK+1DSB+mNYRgKDg5Wz549deXKFbm5uSk4ONjssAA8hpkzZypLliz6+eef9fPPP9s9Z7FYSAIAAAAgXSMJAAAZ1INm/ef3c1VwUN5Ujggw34ULF/T2229r5cqVtrFNmzbp0qVL8vHxMTEyAI8jNDTU7BAAAACQyugJcIeL2QEAAMxxd1Nf3+xW262gvysz+5EhrVq1SuXKlbNLAHTs2FEHDhwgAQCkI4ZhyDCS1vsGAAAASA9YCQAAGcS95X9o6gvcFhkZqd69e2vOnDm2MV9fX82aNUtNmjQxLzAAyWr+/PkaP368/vrrL0nSE088oX79+qldu3YmRwYAAICUYGEpgA1JAADIIO5X/oemvsjIfvnlF7Vv314nT560jTVu3FizZs2Sv7+/eYEBSFYTJkzQkCFD1K1bN9WsWVOStGXLFr377rsKCwtT7969TY4QAAAASDkkAQAgHUpq01+a+iKjO3DggC0BkCVLFk2aNEmBgYHMGAHSmSlTpujzzz9X+/btbWOvvPKKypQpo2HDhpEEAAAASIf4WHcHSQAASIdo+gskTZcuXbRq1Spdv35d8+bNU+HChc0OCUAK+Pfff1WjRo0E4zVq1NC///5rQkQAAABA6qExMACkQzT9BRKKjY3V+vXr7cYsFouWLFmijRs3kgAA0rFixYpp6dKlCcaXLFmi4sWLmxARAAAAUprFYkmVmzNgJQAApAM0/QUe7Pjx42rfvr22bdum9evXq379+rbnsmfPbl5gAFLF8OHD1bJlS23evNnWE2Dr1q3asGFDoskBAAAAID1hJQAApAPx5X/CwmMVFh6ruP9vBUDTX2R0hmFo5syZqlChgrZt2yZJ6tSpk2JiYkyODEBqatasmXbu3KmcOXPq22+/1bfffitfX1/t2rVLr732mtnhAQAAIAWwEuAOVgIAgBNJrOGvRNNfIDH//vuvOnXqpLVr19rGihQpovnz58vd3d3EyACYoXLlylqwYIHZYQAAAACpjiQAADiRBzX8lWj6C8Rbvny53n33XV28eNE21rlzZ3366afKmjWriZEBSE0uLi4PnZ1lsVh069b9/7YCAADAOTnJJP1UQRIAAJzI3Q1/42f8x2PmPyCFh4ere/fu+uqrr2xj/v7++vLLL/Xyyy+bGBkAM3zzzTf3fW779u2aPHmy4uLiUjEiAAAAIPWRBACAVHC/Mj6OouEv8GCdO3fW8uXLbY+bNm2qGTNmKFeuXCZGBcAsr776aoKxI0eOaMCAAVq9erXeeOMNjRgxwoTIAAAAkNKcpV5/aiAJAACp4GFlfBxFw18gcWPHjtXatWvl6uqqqVOnqm3btlz4AZAknT17VkFBQZo3b54aNGig/fv3q2zZsmaHBQAAAKQ4kgAAkAoeVMbHUZT9Ae6IiYmxa/JbrFgxLVmyROXLl1fBggVNjAxAWhEREaExY8ZoypQpqlixojZs2KBatWqZHRYAAABSGPPB7iAJAAAp5O4SQJTxAZLXrVu3NGbMGC1dulS7du2Sl5eX7Tlq/wOIN27cOH388cfKnTu3Fi1alGh5IAAAACC9IwkAACkksRJAlPEBHt+RI0fUvn177dq1S5L0wQcfaOrUqSZHBSAtGjBggDJlyqRixYpp3rx5mjdvXqLbff3116kcGQAAAFIapWHvIAkAAI/hQQ1/42f/x5cAoowP8HgMw9D06dPVr18/Xb9+XZJktVqVM2dOGYbBBR6ABNq3b89/GwAAAJDhkQQAgMeQlIa/+f1cFRyUN5UiAtKnM2fOKDAwUOvXr7eNPfHEE5o/f76qVatmYmQA0rLg4GCzQwAAAIBJmAtyB0kAAHgMD2v4y+x/4PEtWrRIXbp0UXh4uG2sa9euGjdunF0vAAAAAAAAkBBJAABIosRK/9DwF0g5hmGoY8eOmj9/vm0sb968mjt3rl544QUTIwMAAAAApHWUhbyDJAAAJNGDSv/Q8BdIfhaLRaVLl7Y9btWqlaZNmyYfHx8TowIAAAAAwLmQBACAB7h79v+9jX7jUfIHSDl9+/bVtm3b1Lp1a7Vq1crscAAAAAAAToKFAHeQBACAB0hs9j+NfoGUsWPHDu3evVvdu3e3jVmtVq1cudLEqAAAAAAAcG4kAQDgAe5t/MusfyD5xcTEaOTIkRozZowkqXLlyqpRo4bJUQEAAAAAnBk9Ae4gCQAASrzpr0TjXyClHTp0SO3atdPevXttY1OnTiUJAAAAAABAMiEJAAB6cNNfica/QHKLi4vT5MmTNWDAAEVHR0uSXF1dFRQUpAEDBpgcHQAAAADA2bEQ4A6SAAAyhPvN9I93v6a/Eo1/geR2+vRpdezYURs3brSNlSpVSiEhIapcubKJkQEAAAAAkP6QBACQITxspn88mv4CKccwDIWEhKh79+6KjIy0jffq1UtjxoxRpkyZTIwOAAAAAJCe0BPgDpIAADKEexv8JoYZ/0DKunXrlj777DNbAqBAgQIKDg7Wc889Z3JkAAAAAACkXyQBAKRL95b/ocEvYD43NzeFhISoSpUqatGihSZPnqzs2bObHRYAAAAAIB1iIcAdJAEApEv3K/9Dg18g9Vy5ckX//fefihQpYhsrW7as/vjjDxUtWtTEyAAAAAAAyDhIAgBwKg9r8BsvsUa/lPsBUs+WLVvUvn17ZcmSRbt375aHh4ftORIAAAAAAICURk+AO0gCAHAqSW3wG49Gv0Dqio6OVlBQkMaNGyfDuJ2sGzFihEaPHm1yZAAAAAAAZEwkAQA4laQ0+I3HzH8gdR08eFBt27bVgQMHbGM1a9bUW2+9ZWJUAAAAAICMiIUAd5AEAJCm0eAXSPtiY2M1YcIEffjhh4qJiZF0uwnwyJEj1bdvX1mtD07YAQAAAACAlEMSAECaRoNfIG0LDQ1Vhw4d9Msvv9jGypUrp5CQEFWoUMHEyAAAAAAAGRk9Ae4gCQAg1SW1ua9Eg18gLQsPD1elSpUUHh4u6fYFVt++fTVy5Ei7RsAAAAAAAMA8JAEApDpHm/tKNPgF0qLs2bOre/fuGjlypAICAjRv3jzVrl3b7LAAAAAAAGAlwF1IAgBIdY4095WY+Q+kJYZh2F1IDRkyRG5uburZs6eyZctmYmQAAAAAACAxJAEApDia+wLOLyIiQj179tQTTzyhQYMG2cbd3Nw0ZMgQEyMDAAAAACAhFgLc4WJ2AADSv/jyP2HhsQoLj1Xc/7cCoLkv4Bw2bdqk8uXLa968eQoKCtK+ffvMDgkAAAAAAKc0bdo0BQQEyNPTU9WqVdOuXbseuH14eLi6du2qPHnyyMPDQ0888YTWrl3r0DlJAgBIUZv2Rtnq/7tYJN/sVvlmt6qgvyslfoA07saNG3r//fdVt25dnT59WpKUKVMm230AAAAAANIqi8WSKjdHLFmyRH369FFQUJD27t2rChUqqEGDBrpw4UKi28fExOj555/XyZMntXz5ch05ckSzZs1SvnyOVdagHBCAFBW8Otx2n+a+gPPYt2+f2rZtq0OHDtnGnn32WQUHB6tQoUImRgYAAAAAgHOaMGGCOnfurMDAQEnSjBkztGbNGs2ZM0cDBgxIsP2cOXN06dIlbdu2TW5ubpKkgIAAh8/LSgAAKSq+D4AkZv4DTuDWrVsaPXq0qlataksAeHh46NNPP9WGDRtIAAAAAAAAnILFkjq3pIqJidGePXtUv35925iLi4vq16+v7du3J7rPqlWrVL16dXXt2lX+/v4qW7asxowZo9jYWIfeC1YCAEgR8c2A45sA+2a3qk4lL5OjAvAgZ8+eVfPmze0uPipWrKiQkBCVLVvWxMgAAAAAAEiboqOjFR0dbTfm4eEhDw8Pu7GwsDDFxsbK39/fbtzf319//vlnosc+ceKEfvrpJ73xxhtau3atjh07pi5duujmzZsKCgpKcoysBACQIuKbAdMEGHAeOXLk0OXLlyXdno0waNAg7dy5kwQAAAAAAMDppFZPgLFjx8rb29vuNnbs2GR5DXFxcfLz89PMmTNVuXJltWzZUoMHD9aMGTMcOg4rAQA8UPyM/rvL+iRF/AoAF8vtXgCUAgLSvkyZMikkJETt2rXT7NmzVaNGDbNDAgAAAADgkTjYs/eRDRw4UH369LEbu3cVgCT5+vrKarXq/PnzduPnz59X7ty5Ez12njx55ObmJqvVahsrVaqUzp07p5iYGLm7uycpRpIAAB4ofkb/o6IZMJB2LVu2TOXLl1eJEiVsY1WqVNHvv/9ud4EBAAAAAAASl1jpn8S4u7urcuXK2rBhg5o0aSLp9kz/DRs2qFu3bonuU7NmTS1cuFBxcXFycbld1Ofo0aPKkydPkhMA0mMmAW7cuCFPT8/HOQSANC5+BYCLRfLxduxLQS8PCysAgDTo8uXL6tatmxYuXKiqVatq69atcnW9c0lAAgAAAAAA4OxcUmspgAP69OmjDh06qEqVKqpataomTpyoa9euKTAwUJLUvn175cuXz1ZO6L333tPUqVPVs2dPde/eXX/99ZfGjBmjHj16OHReh5MAcXFxGj16tGbMmKHz58/r6NGjKlKkiIYMGaKAgAC99dZbjh4SgBPw8bZq6Zh8ZocB4DH9+OOP6tixo86cOSNJ2rVrl7755hu9/vrrJkcGAAAAAED61rJlS/33338aOnSozp07p4oVK2rdunW2ZsGnT5+2zfiXpAIFCuj7779X7969Vb58eeXLl089e/ZU//79HTqvw0mAUaNGad68eRo3bpw6d+5sGy9btqwmTpxIEgAAgDQoKipKAwYM0JQpU2xj2bNn17Rp09S8eXMTIwMAAAAAIPmlwYUAkqRu3brdt/zPpk2bEoxVr15dO3bseKxzujx8E3vz58/XzJkz9cYbb9iVC6hQoYL+/PPPxwoGAAAkv927d6tSpUp2CYD69evr4MGDatOmjSxp9coIAAAAAAA8NodXApw5c0bFihVLMB4XF6ebN28mS1AAzLNpb5SCV4fbegFciog1OSIAj+rmzZsaPXq0Ro0apdjY2/+WPT09NW7cOHXt2tVuiSEAAAAAAOkJE97ucDgJULp0af3yyy8qVKiQ3fjy5cv15JNPJltgAMwRvDpcp8/fSjDu5cF/OAFns2fPHo0YMUKGcTup99RTT2n+/PkqWbKkyZEBAAAAAIDU4nASYOjQoerQoYPOnDmjuLg4ff311zpy5Ijmz5+v7777LiViBJAK4lcA/HPhdgLAxXK7GbB0OwEQ2Di7idEBeBRPP/20evfurUmTJmnIkCEaNGiQ3NzczA4LAAAAAIAU58J8VhuHkwCvvvqqVq9erREjRihz5swaOnSoKlWqpNWrV+v5559PiRgBpIJ7VwDk93NVcFBeEyMC4Khz587Jz8/PrszP6NGj9cYbb6hSpUomRgYAAAAAAMzySMWAa9WqpfXr1+vChQuKiorSli1b9MILLyR3bABSUXwPABeLVNDflZn/gBMxDEMLFixQyZIl7Zr/Srd7AJAAAAAAAABkNBaLJVVuzsDhJECRIkV08eLFBOPh4eEqUqRIsgQFIHVt2hulsPDbTUN9vK0KDsqrOpW8TI4KQFJcvHhRLVq0UNu2bRUREaEBAwbo8OHDZocFAAAAAADSCIfLAZ08eVKxsbEJxqOjo3XmzJlkCQpA6gpeHW67TwNgwHmsXbtWb731ls6dO2cba9asmfLkyWNiVAAAAAAAmM9JJumniiQnAVatWmW7//3338vb29v2ODY2Vhs2bFBAQIDDAUybNk3jx4/XuXPnVKFCBU2ZMkVVq1a97/bh4eEaPHiwvv76a126dEmFChXSxIkT9dJLLzl8biAjiW/8G1/2526XIu4k9igDBKR9V69eVd++ffXFF1/Yxnx8fDRjxgy9/vrrJkYGAAAAAADSmiQnAZo0aSLpdi2lDh062D3n5uamgIAAffrppw6dfMmSJerTp49mzJihatWqaeLEiWrQoIGOHDkiPz+/BNvHxMTo+eefl5+fn5YvX658+fLp1KlTyp49u0PnBTKiexv/JqagvytlgIA0btu2bWrfvr2OHz9uG2vYsKFmz57NCgAAAAAAAP6fRSwFiJfkJEBcXJwkqXDhwtq9e7d8fX0f++QTJkxQ586dFRgYKEmaMWOG1qxZozlz5mjAgAEJtp8zZ44uXbqkbdu2yc3NTZIeafUBkBHd3fjXx9ua4HkvDwurAIA07ttvv1WzZs1sf5O9vLw0YcIEvf32207TjAgAAAAAAKQuh3sChIaGJsuJY2JitGfPHg0cONA25uLiovr162v79u2J7rNq1SpVr15dXbt21cqVK5UrVy61adNG/fv3l9Wa8EtNIKNKrPRPfMkfH2+rlo7JZ1ZoAB5DvXr1VKhQIYWGhqp69eqaP3++ihUrZnZYAAAAAACkOS7MlbNxOAkgSdeuXdPPP/+s06dPKyYmxu65Hj16JOkYYWFhio2Nlb+/v924v7+//vzzz0T3OXHihH766Se98cYbWrt2rY4dO6YuXbro5s2bCgoKSnSf6OhoRUdH2x5HRkYmKT7AmT2o9A+NfwHnlTVrVs2bN0+//PKLPvjgA7m6PtKfcQAAAAAAkIE4/O3Bvn379NJLLykqKkrXrl2Tj4+PwsLC5OXlJT8/vyQnAR5FXFyc/Pz8NHPmTFmtVlWuXFlnzpzR+PHj75sEGDt2rIYPH55iMQFp0f1K/1DyB3AeJ0+eVPfu3TVlyhS70ne1atVSrVq1zAsMAAAAAAAnQNncOxxOAvTu3VuNGzfWjBkz5O3trR07dsjNzU1t27ZVz549k3wcX19fWa1WnT9/3m78/Pnzyp07d6L75MmTR25ubnalf0qVKqVz584pJiZG7u7uCfYZOHCg+vTpY3scGRmpAgUKJDlOwJlR+gdwPoZhKDg4WD179tSVK1d05coV/fTTT3JxcTE7NAAAAAAA4IQc/kZh//79ev/99+Xi4iKr1aro6GgVKFBA48aN06BBg5J8HHd3d1WuXFkbNmywjcXFxWnDhg2qXr16ovvUrFlTx44dszVElKSjR48qT548iSYAJMnDw0PZsmWzuwEAkBZduHBBr732mt58801duXJF0u0VAX///bfJkQEAAAAA4FwsltS5OQOHkwBubm622Yh+fn46ffq0JMnb29vhLyn69OmjWbNmad68eTp8+LDee+89Xbt2TYGBgZKk9u3b2zUOfu+993Tp0iX17NlTR48e1Zo1azRmzBh17drV0ZcBpEub9kap4/CztibAAJzHypUrVbZsWa1cudI21rFjRx04cECFChUyMTIAAAAAAODMHC4H9OSTT2r37t0qXry46tSpo6FDhyosLEwhISEqW7asQ8dq2bKl/vvvPw0dOlTnzp1TxYoVtW7dOluz4NOnT9uVPyhQoIC+//579e7dW+XLl1e+fPnUs2dP9e/f39GXAaRL9zYEpgkwkPZFRkaqd+/emjNnjm3M19dXs2bNUpMmTcwLDAAAAAAAJ+biLNP0U4HFMAzDkR1+/fVXXblyRXXr1tWFCxfUvn17bdu2TcWLF9fs2bNVsWLFFAo1eURGRsrb21sRERGUBoJT2rQ3SsGrw23Nf+92KSJWccbthsD5/VwV2Di76lTyMiFKAEmxdetWtW3bVidPnrSNNW7cWLNmzbIlxAHAmWSka+1MT3YzOwQAkCRd3j3V7BAAQJLk6fB085TVdPaeVDnP129VTpXzPA6HfzRVqlSx3ffz89O6deuSNSAAD3bvbP/E5PdzVXBQ3lSKCMCjioyMtCUAsmTJokmTJikwMFAWZisAAAAAAPBY+Gh9h8M9Ae5n7969evnll5PrcADuI34FgItF8s1uTXAr6H97BQCAtK9hw4Z65513VKtWLR04cEBvvvkmCQAAAAAAAJCsHFoJ8P3332v9+vVyd3dXp06dVKRIEf35558aMGCAVq9erQYNGqRUnECGdW/5n/imvz7eVi0dk8/M0AA4IDY2VsuXL1eLFi3svuifOHGi3NzcZLVaTYwOAAAAAID0hUl2dyQ5CTB79mx17txZPj4+unz5sr788ktNmDBB3bt3V8uWLfX777+rVKlSKRkrkCHdr/wPTX8B53H8+HFbD50rV66oU6dOtuc8PT1NjAwAAAAAAKR3SS4HNGnSJH388ccKCwvT0qVLFRYWpunTp+vgwYOaMWMGCQAgBWzaG2VLANxd/oeSP4BzMAxDM2fOVIUKFbRt2zZJ0vvvv6+IiAiTIwMAAAAAIH2zWFLn5gySvBLg+PHjev311yVJTZs2laurq8aPH6/8+fOnWHBARhe8Otx2n2a/gHM5d+6cOnXqpDVr1tjGihQpovnz58vb29vEyAAAAAAAQEaS5CTA9evX5eXlJel2PSUPDw/lyZMnxQIDcKcJsCRm/gNOZPny5Xr33Xd18eJF21jnzp01YcIEZcmSxcTIAAAAAADIGFycZZp+KnCoMfCXX35p+/Li1q1bCg4Olq+vr902PXr0SL7ogHTu3qa/94pvAuyb3ao6lbxSMzQAjyA8PFzdu3fXV199ZRvz9/fX7Nmz1ahRIxMjAwAAAAAAGVWSkwAFCxbUrFmzbI9z586tkJAQu20sFgtJAMAB92v6ey+aAAPOYejQoXYJgGbNmmnGjBkJEuYAAAAAACBl8W3aHUlOApw8eTIFwwAyhntn/sfP9HexSD7e1kT38fKwUAoIcBLDhg3TihUrdPXqVU2dOlVt27aVheWHAAA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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:41:39,782 INFO: === Dataset: c ===\n", "2025-04-25 19:41:41,120 INFO:Total samples: 3181\n", "2025-04-25 19:41:51,943 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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xLVHuribFxt8uBEybNlUHDx5Q//791bZtWwdnCAAAAACpxEAAK4oAAAAA0JXIRLXsuU6XLp6Tf7HnJElB+Vzk5eWlPXv2MJQWWdq+ffvk4uKiChUqSJLWrFmjhQsXqmzZsho5cqRcXV0dnCEAAACQfpgOCAAA4BF369Yt9ez7rrZ8/pL+2jxQN6POSpL8czlJYi5NZH1vvvmmjh07Jkk6deqU2rZtK09PT61YsULvvPOOg7MDAABAejCZTBmyZQWMBAAAAHiEGIah73fH6EhovCQp7J+/tOzj7vrn9O+SpMRbMbp+aoHa9JqiFk/ndGSqQJo5duyYgoODJUkrVqxQ3bp1tWzZMu3YsUNt27bVtGnTHJofAAAAkJ4oAgAAADxC/jwVr0lLr8gwLPrn4EKd2jNRlsQ4SZLJ7Kygqn00YcJ7albP17GJAmnIMAxZLBZJ0o8//qjnn39eklSoUCFFREQ4MjUAAACkk6xyl35GoAgAAADwCLkQkaDY6+d05Ke3de38LmvcM1dxlW0wTYGPVVT1Cl4OzBBIe1WrVtXYsWPVsGFDbd26VR9//LEkKTQ0VAEBAQ7ODgAAAEhfFAEAAAAeEYZh6J2Rc3XopxFKjL9ujXd+vZcGDBojdw8P5c/rLA83lo1C9jJt2jS9+uqr+uabbzR06FAVL15ckrRy5UrVqlXLwdkBAAAgPTAS4C6KAAAAAI+Ia5HXdfjnidYCgH9gQX3x+WI9/fTTDs4MSF8VK1bUoUOHksQnT54sJycnB2QEAAAAZByKAAAAANnUxSsJ+mFPjG7GGZIki8VQ6fqTdXBdRwWWbKmDO+Ypr18uB2cJZJz4+HhdvHjRuj7AHY899piDMgIAAEB6YSTAXRQBAAAAsqkx885o/19RcvXIY43leayeqrZarydrPk4BAI+MY8eO6fXXX9fOnTtt4oZhyGQyKTEx0UGZAQAAAOmPIgAAAEA2tH37di18/1W5eRdVxaaLbO6CyelXTtXLeTgwOyBjhYSEyNnZWd99953y5cvHXWEAAACPArp8VhQBAAAAMqGwywkaMvuSzly4ZddxlsQ4he79UGf3z5FkKObaWV079aUWzuhjbePjZVaR/K5pnDGQeR04cEC//fabSpcu7ehUAAAAgAxHEQAAACAT2rLvht0FgOjLf+nwpr6KuXzEGvMJrKqSFeopuKR7WqcIZBlly5ZVRESEo9MAAABABmL0511mRycwa9YsBQUFyd3dXTVq1NAvv/xyz/bTpk1TqVKl5OHhoUKFCqlfv36KjY3NoGwBAADST/RNi77bHq0vf4jSb0fu9m8K+jurTJBrilupx5wUe+ZT/baqmbUAYHZy0RNNhur1QWs1qGuwg14RkDlMnDhR77zzjrZs2aLLly8rKirKZgMAAACyM4eOBFi+fLn69++vOXPmqEaNGpo2bZoaN26so0ePyt/fP0n7ZcuWafDgwVqwYIFq1aqlY8eOqXPnzjKZTJo6daoDXgEAAEDamfnVVf2wJyZJvPvLufRE+eTn8A8NDVWnTp206+efrbEKFSpo6dKlqlSpUrrlCmQlDRs2lCQ1aNDAJs7CwAAAANkXIwHucmgRYOrUqeratatCQkIkSXPmzNG6deu0YMECDR48OEn7nTt3qnbt2mrXrp0kKSgoSK+88or27NmToXkDAACkh1Pn45PEXF1MKl04+fn7z549q4oVKyo6OlrS7U7ugAEDNGbMGLm5uaVrrkBWsnnzZkenAAAAADiMw4oA8fHx+u233zRkyBBrzGw2q2HDhtq1a1eyx9SqVUufffaZfvnlF1WvXl2nTp3S+vXr1aFDh4xKGwAAIN2c+Pv2GgBmszSii58kqVwRN/nmdEq2/WOPPaYXX3xRn3/+uYKCgrRkyRLVqVMnw/IFsop69eo5OgUAAABkMEYC3OWwIkBERIQSExMVEBBgEw8ICNBff/2V7DHt2rVTRESEnnzySRmGoYSEBHXr1k3vvvtuiteJi4tTXFyc9TlzfgIAgMwoIdGwPrZYpDrBnqk6bubMmQoMDNSIESOUM2fO9EoPyPJ+/vlnffLJJzp16pRWrFihAgUKaOnSpSpSpIiefPJJR6cHAAAApBuHLwxsjy1btmj8+PGaPXu29u3bp9WrV2vdunUaM2ZMisdMmDBBPj4+1q1QoUIZmDEAAMD9nbt0S+t2RN+zTWRkpDp37qwvv/zSJu7r66spU6ZQAADuYdWqVWrcuLE8PDy0b98+601CkZGRGj9+vIOzAwAAQLowZdCWBTisCODn5ycnJyeFh4fbxMPDwxUYGJjsMcOGDVOHDh3UpUsXVahQQS+99JLGjx+vCRMmyGKxJHvMkCFDFBkZad3+/vvvNH8tAAAADyoyOlGvjw3T9C+vWmOVStjO579lyxZVrFhRixcv1ltvvaVz585ldJpAljZ27FjNmTNH8+bNk4uLizVeu3Zt7du3z4GZAQAAAOnPYUUAV1dXValSRZs2bbLGLBaLNm3apJo1ayZ7zI0bN2Q226bs5HR7jlzDMJI7RG5ubvL29rbZAAAAMoszYbcUf8u2H1Pq/xcCjo2N1dtvv62nnnpKZ8+elSQlJibqzz//zPA8gazs6NGjqlu3bpK4j4+Prl27lvEJAQAAIN2ZTKYM2bICh60JIEn9+/dXp06dVLVqVVWvXl3Tpk1TTEyMQkJCJEkdO3ZUgQIFNGHCBElSs2bNNHXqVFWuXFk1atTQiRMnNGzYMDVr1sxaDAAAAMjMom9YNGnpZZ08d3sR4H8XAKqVddeLdb1UvZyH9u/fr/bt2+vw4cPW/fXr19eiRYtUuHDhDM8byMoCAwN14sQJBQUF2cS3b9+uokWLOiYpAAAAIIM4tAjQpk0bXbp0ScOHD1dYWJiCg4O1YcMG62LBZ8+etbnz/7333pPJZNJ7772nc+fOKW/evGrWrJnGjRvnqJcAAABgl637b2j77zeT3VeuqJuql3XVxPfHa+TIkUpISJB0e2Tj+PHj1bdv3ySjIgHcX9euXdWnTx8tWLBAJpNJ58+f165duzRgwAANGzbM0ekBAAAgHWSVu/QzgslIaR6dbCoqKko+Pj6KjIxkaiAAAJCh4uItGjL7kg4cu70oqae7SS7OtzumhQJc1KFBtPp076Bdu3ZZjwkODtZnn32mcuXKOSRnwB6Zta9tGIZ1LbEbN25Iul1cGzBggMaMGfNA5/So3DMtU0Q28GbruurXqYEC8njr0LFz6j9xhX7980yybZ2dzRr42jNq/3wN5ff31bEz4Xpv+hpt3HnE2qZrqyfV9eU6Kpw/tyTpyKkwjZ/7P/2w43Cy58Sj6+remY5OAZnMl8s+1+KF8xURcUklS5XW4HeHqULFiim2/+H7/2nWjOk6f+6cHiscpL79B6hO3XrW/ZXKlUr2uH5vD1Tn17qkef7Iutwdert5UoV7f5sh1znzUbMMuc7DyGQ/GgAAgOzrnZmXdOhEnPX5gPZ5VP9xT+vz8HDp+PHjkiSz2awhQ4Zo+PDhcnV1zfBcgezEZDJp6NChGjhwoE6cOKHo6GiVLVtW7u7uOn/+vPLnz+/oFJHFvfzM45r49kvqNW659v5xWj3bPaW1s3uoUvPRunQ1Okn7kd2b6ZXnqqn7mGU6GhquRrXKaPkHXfVU56n6/eg/kqRz4dc0bMYanTh7SSaZ1L5ZDa348A090fZ9HTkVltEvEUAWseF/6zVl0gS9N2KUKlSopM+XLtZbb76uNd9tUJ48eZK0P7B/nwYPfFu9+/ZX3XpPaf26b9W3Vw99uXK1SpQoKUnatGW7zTHbt2/TyGFD1bBR4wx5TcCDYiTAXYwnBwAAyCB/nIyzeV60gIvN84CAAM2dO1fFixfX9u3bNXbsWAoAQBpydXVV2bJlVb16dXl5eenPP/9UoUKFHJ0WsoHe7Z/WwtU7tXTtbv11Kky9xn2pm7Hx6tS8ZrLt2z1fXZPm/6Dvtx/W6XOXNW/Fdn2/47D6dHja2mb9tj/0/fbDOnn2kk6cvaiRs75V9I04Va9YJKNeFoAsaOnihWrxcms1f6mlihUvrvdGjJK7u7u+Wb0q2faff7ZEtZ6so86vdVHRYsXUs3dflSlbVl8u+8zaxi9vXptty0+bVK16DRXkbygyORYGvouRAAAAAGnky41R2rrvhlKabPHf8ZkDA7R3+1p51qsnPz8/a/yll15S06ZN5ebmls7ZAgDSgouzkyqXKaTJC36wxgzD0E97jqb4hb2ri7Ni42/ZxG7GxqtW5WLJtjebTWrZ6HHl8HDVnoOhaZc8gGzlVny8jhz+U693fdMaM5vNeuKJWjr4+/5kjzl44IA6dOpsE6tV+0lt3vRjsu0vR0To521bNWbc+2mWN4D0RxEAAAAgDVy8kqC5X19LVduS+W9q7NAQffHFF3r55Zf11Vdf2dxBQgEAALIOv1xecnZ20sUr123iFy9HqVRQQLLH/LjriHq3f1rb953Qqb8j9FT1Unrx6WA5OdneTViueH5tWfy23F2dFX0zTm3enqe/mAoIQAquXruqxMTEJNP+5MmTR6Ghp5I9JiIiQnny+CVpH3E5Itn2a9d8LU/PHGrQ6Jm0SRpIT1njJv0MQREAAAAgFS5dS9DfYQkp7j8fYbvPnMKki7GXtmv1qoG6dPG8JGnlypXatm2b6tWrl/wBABwuLi5OcXG203kZlkSZzE4OyghZ3YDJKzV72Cv6ffUwGYahU/9EaMna3er04hM27Y6dDleNthPk4+WhlxpW1rzRHfRMl+kUAgA4zDdfr1LT55tx0wqQxVAEAAAAuI8jp+PUa0q4LJbUtX/+SS/1b5fbJnbjxg0NGjRIM7+aaY35+vpq1qxZqlu3blqmC+D/HTx48J77jx49mqrzTJgwQaNGjbKJOQVUk0u+6g+cG7KPiKvRSkhIlH/unDZx/zzeCrscleIxrfvPk5urs/L45ND5S5Ea2/tFhZ67bNPuVkKiTv19+27c/Uf+VpVyj6nHK/XVa9yX6fNiAGRpuXxzycnJSZcv2/5bcvnyZZvpJ//Nz89Pl/9z1//ly5fllydp+32//arToaGaNGVamuUMpKesMl9/RqAIAAAAcB/7/4pNdQFAkgoF2Hax9u7dqw4dOth84diwYUMtXLhQBQsWTKs0AfxHcHCwTCaTjGQW6rgTT82HwyFDhqh///42Mf86g9IsT2RttxIStf/I33qqRil9u+V24clkMump6iU1Z/m2ex4bF5+g85ci5exsVvMGwVq1cd8925tNJrm58jEeQPJcXF1Vpmw57dm9S083aChJslgs2rNnl9q+0j7ZYyoGB2vP7t1q37GzNbZ7105VDA5O0vbrVStVtlw5lSpdOj3SB5CO6D0AAIBHwq9HbuqbrdGKi09h1d57uHD57lQ/9R73VEH/lLtQ+fI4q2H1HJKkW7duady4cRo7dqwSExMlSe7u7po0aZJ69Oghc0pzBgFIE6GhabOAqpubW5JpD5gKCP/20Wc/ad7oDvrt8Fn9+sdp9Wz3lDw93LRkzW5J0qdjOuj8xUgNn7FWklStfGHl9/fV70f/UQF/Xw19s6nMZpOmLrq7EOfoXi/o+x1/6u8LV5Uzh7vaNKmqulVLqFn32Q55jQCyhg6dQjTs3UEqV668yleoqM+WLtbNmzfV/KUWkqShQ96Rv3+A+vR7W5L0avuOer1zBy1etEB169bThv+t159//KFhI0fbnDc6Olo//LBBbw+kCI6sg5EAd1EEAAAAj4QPPr+i8CuJD32eJjVzqHo5j1S1/e6772ymEKlWrZqWLFmi0tw9BWSIwoULOzoFPCJW/rBPfrm8NPyt5xSQJ6cOHj2nF3vMsi4WXCgwtyyWu0VoNzcXjejxvIoU8FP0jTh9v+NPvT5siSKjb1rb5M3tpfljOirQz1uR0bH64/g5Nes+Wz/t+SvDXx+ArOPZJk119coVzZ75kSIiLqlU6TKa/cmnyvP/0wGFXbggs+nujSjBlR/XhElTNPOjaZoxbaoeKxykaTNmqUSJkjbn3bB+nWQYatL0+Qx9PQDShslIbmxsNhYVFSUfHx9FRkbK29vb0ekAAICHdPV6oi5dvf+X+72mhOlWyuv6pkqJQi766O0Aubmm7g5+wzDUokULffvttxo2bJjeffddubi4PFwSQCaWFfraFSpU0Pr161WoUKGHOo9H5Z5plBEAPJyre2fevxEAZAD3THa7efEB/8uQ65yY0sSu9rNmzdLkyZMVFhamSpUqacaMGapePfm1purXr6+tW7cmiTdt2lTr1q1L9TUz2Y8GAAAg9X7586aGfnxJiXbM118kv4tmDAh4oOt5uJnuOaT02rVr8vX1tT43mUyaO3euTp8+rWrVqj3QNQGkrdOnT+vWrVuOTgMAAACPoOXLl6t///6aM2eOatSooWnTpqlx48Y6evSo/P39k7RfvXq14uPjrc8vX76sSpUqqVWrVnZdl4loAQBAlrXr0E27CgCSVCCvszzdzQ+0pVQAMAxDn332mYKCgvTtt9/a7MubNy8FAAAAAADIYCaTKUM2e0ydOlVdu3ZVSEiIypYtqzlz5sjT01MLFixItn3u3LkVGBho3TZu3ChPT0+7iwCMBAAAAFnSjt9vaM22aOvzeo97ytfr3vc3eHma1exJrzTN4/Lly+rWrZtWrlwpSerSpYv++OMP5c2bN02vAyBt1KlTRx4eqVvXAwAAALifuLg4xcXF2cTc3Nzk5uZmE4uPj9dvv/2mIUOGWGNms1kNGzbUrl27UnWt+fPnq23btsqRI4ddOVIEAAAAWU70TYtGz4+wibV/1lvFCrpmaB7/+9//9NprryksLMwaa9SoEfP+A5nY+vXrHZ0CAAAAMoCdN+k/sAkTJmjUqFE2sREjRmjkyJE2sYiICCUmJiogwHZ62oCAAP3111/3vc4vv/yiP/74Q/Pnz7c7R4oAAADAoa5EJirulmHXMRevJNgs8lsmyFVF8mfcF+/R0dEaMGCAPvnkE2ssd+7cmjNnjt3DMgFkjOPHj2vz5s26ePGiLBbbecSGDx/uoKwAAACQ1Q0ZMkT9+/e3if13FEBamD9/vipUqJDiIsL3QhEAAAA4zEfLr+ibrdH3b3gPFYu76cN+/nbPxfigdu3apQ4dOujkyZPWWJMmTTR//nzly5cvQ3IAYJ958+bprbfekp+fnwIDA23+vTCZTBQBAAAAsqGM+oyY3NQ/yfHz85OTk5PCw8Nt4uHh4QoMDLznsTExMfryyy81evToB8qRIgAAAHCY73fHPPQ5yhZ1y7DO3ZIlSxQSEmK9i9jT01NTp07VG2+8kWE5ALDf2LFjNW7cOA0aNMjRqQAAAOAR5erqqipVqmjTpk1q3ry5JMlisWjTpk3q2bPnPY9dsWKF4uLi1L59+we6NkUAAADwQG7GWbR2W7TOX0q4f+MU3JkGKIeHSTXK2b9Qp38uJ7VukPOBr2+vp556Sjlz5lRkZKRq1qypJUuWqHjx4hl2fQAP5urVq0zVBQAA8IjJjPdp9e/fX506dVLVqlVVvXp1TZs2TTExMQoJCZEkdezYUQUKFNCECRNsjps/f76aN2+uPHnyPNB1KQIAAIAH8r+dMfrk62tpcq58eZz13mt+aXKu9FSoUCHNnj1bp0+f1jvvvCNnZ7pSQFbQqlUr/fDDD+rWrZujUwEAAMAjrE2bNrp06ZKGDx+usLAwBQcHa8OGDdbFgs+ePSuz2WxzzNGjR7V9+3b98MMPD3xdPrkCAIAUJSYauhmX/KK9Z8Nupdl16lb2TLNzpZXTp09r6NChmj17tnx8fKzxdu3aOTArAA+iePHiGjZsmHbv3q0KFSrIxcV2IfHevXs7KDMAAACkF7M5Ew4FkNSzZ88Up//ZsmVLklipUqVkGMl/Lk8tigAAACBZoefj9c6MS7ocmXjftoM75laxgq4PdJ0cHmYF5sk8XRLDMLRo0SL16dNH169fl4uLixYtWuTotAA8hLlz58rLy0tbt27V1q1bbfaZTCaKAAAAAMjWMs8nbgAAkKls3XcjVQUASSpf3F35/bJ+t+LixYt64403tGbNGmtsy5YtunLlinLnzu3AzAA8jNDQUEenAAAAgAyWGdcEcJSs/2kdAACkiYREQz/tjdGZsNsL/f5+PNa6r1RhV/nkMCc9yCTVrOCRLQoAa9euVdeuXXXx4kVrrHPnzpo+fbq8vb0dmBmAtHRnKLWJT4UAAAB4RGT9T+wAACBNbN13Q+8vuZLsvjdf8lVwSfcMzihjREVFqV+/flqwYIE15ufnp3nz5ql58+aOSwxAmlqyZIkmT56s48ePS5JKliypgQMHqkOHDg7ODAAAAOmBmz7uoggAAAAkSX+HJ7/Qr3cOs0o99mDz/Wd2P//8szp27KjTp09bY82aNdO8efMUEBDguMQApKmpU6dq2LBh6tmzp2rXri1J2r59u7p166aIiAj169fPwRkCAAAA6YciAAAAj4iLVxI0ZPYlhZ5P/sv+f3vjJV+VLnz7i/9Sj7nKwz2ZqYCygYMHD1oLAF5eXpo+fbpCQkK4YwTIZmbMmKGPP/5YHTt2tMZeeOEFlStXTiNHjqQIAAAAkA3xse4uigAAADwitu6/kaoCgCQ9XspdJbPp3f//1r17d61du1Y3b97U4sWLVaRIEUenBCAdXLhwQbVq1UoSr1Wrli5cuOCAjAAAAICMQxEAAIBs5OQ/8dp7JFYyku7bf+zuQr8F/Z2V0zP5u/urlnFXiUIu6ZWiwyQmJuqnn35So0aNrDGTyaTly5crZ86ccnJycmB2ANJT8eLF9dVXX+ndd9+1iS9fvlwlSpRwUFYAAABIT4zwvosiAAAA2URkdKK6TwrTrYT7t32zha9qV/RM/6QyiZMnT6pjx47auXOnNm7cqIYNG1r3+fr6Oi4xABli1KhRatOmjbZt22ZdE2DHjh3atGmTvvrqKwdnBwAAAKSv7DnBLwAAj6DzlxJSVQBwcZbKFHZL/4QyAcMwNHfuXFWqVEk7d+6UJHXp0kXx8fEOzgxARmrZsqX27NmjPHny6JtvvtE333wjPz8//fLLL3rppZccnR4AAADSgclkypAtK2AkAAAAmdSNWItGzovQ0TOp+8I60XJ3DqAnyrurSS2vZNuVLeKm3D7Zf+qbCxcuqEuXLlq/fr01VrRoUS1ZskSurtl/vQMAtqpUqaLPP//c0WkAAAAAGY4iAAAAmdTuP27q1yOx92+YjJKPuapO8KMz3c9/rVy5Ut26ddPly5etsa5du+qDDz5Qzpw5HZgZgIxkNpvve3eWyWRSQkIqhlEBAAAgS8kiN+lnCIoAAAAkI/6Wod1/3FRUjMVhOfxxMs76OFdOs3J4pG4WvwJ5nVMcBZDdXbt2Tb169dJnn31mjQUEBOjTTz/V888/78DMADjC119/neK+Xbt26aOPPpLF4rh/5wEAAICMQBEAAIBkzFxxVd9tj3Z0GlavveCr52o/ml/s26Nr165auXKl9XmLFi00Z84c5c2b14FZAXCUF198MUns6NGjGjx4sL799lu9+uqrGj16tAMyAwAAQHrLKvP1ZwQWBgYAIBlHz8Tdv1EGKl2YOexTY8KECfL09JS3t7eWLFmilStXUgAAIEk6f/68unbtqgoVKighIUEHDhzQ4sWLVbhwYUenBgAAAKQrRgIAAB5Zp87F66PlV3XpWmKSfZeu3p4f2myS3n41d0anZqPkY64qVpAiQHLi4+NtFvktXry4li9frooVK+qxxx5zYGYAMovIyEiNHz9eM2bMUHBwsDZt2qQ6deo4Oi0AAACkMwYC3EURAADwyFq95boOnrj3Hf85PMyP7Pz6mVlCQoLGjx+vr776Sr/88os8Pe8ugszc/wDumDRpkiZOnKjAwEB98cUXyU4PBAAAAGR3FAEAANlW6Pl4nQ1LSHH/6fO3rI9zeppl/s8keW4uJr3S2Du90sMDOnr0qDp27KhffvlFkvTOO+9o5syZDs4KQGY0ePBgeXh4qHjx4lq8eLEWL16cbLvVq1dncGYAAABIb6wJcBdFAABAtrT38E0Nmnkp1e3nvhuogNz8WczMDMPQ7NmzNXDgQN28eVOS5OTkpDx58sgwDDp4AJLo2LEj/zYAAADgkce3HQCAbOnQydQv7OvrZVaunE7pmA0e1rlz5xQSEqKNGzdaYyVLltSSJUtUo0YNB2YGIDNbtGiRo1MAAACAg3AvyF0UAQAAWU5CoqHZK6/qSGh8im0uXbs7DdDzT3qpoH/yf/LMZqlmBQ+5utA7yKy++OILde/eXdeuXbPGevTooUmTJtmsBQAAAAAAAJKiCAAAyHJ+PRyrb7ZGp7p9o+qeqlDcPR0zQnowDEOdO3fWkiVLrLH8+fNr4cKFeuaZZxyYGQAAAAAgs2NayLsoAgAAMr0zF27pcmSi9fnBf031YzLde4hftTLuKlvULT3TQzoxmUwqW7as9Xnbtm01a9Ys5c6d24FZAQAAAACQtVAEAABkat9tj9bUZVdS3N+rdS41r5czAzNCRhowYIB27typV155RW3btnV0OgAAAACALIKBAHdRBAAAZGq/Hrl5z/2PBbhkUCZIb7t379bevXvVq1cva8zJyUlr1qxxYFYAAAAAAGRtFAEAABnubPgtfbY+UlevW+7b9uQ/dxf/fam+lzzdzdbnJQq5qnIppvrJ6uLj4zVmzBiNHz9eklSlShXVqlXLwVkBAAAAALIy1gS4iyIAACDDLV0fqU17b9h9XPsmPsqV0ykdMoKjHD58WB06dNC+ffussZkzZ1IEAAAAAAAgjVAEAADYxTAMnQlLUPwt44HP8c/FBLuPaVjdkwJANmKxWPTRRx9p8ODBiou7vdCzs7OzRowYocGDBzs4OwAAAABAVsdAgLsoAgAA7DLq0wht23/vefrtsXJCAbm73fsvs8kkebiZ79kGWcfZs2fVuXNnbd682RorU6aMli5dqipVqjgwMwAAAAAAsh+KAAAAu/x8IO0KAHl8nOST0ywnM+X5R4FhGFq6dKl69eqlqKgoa7xv374aP368PDw8HJgdAAAAACA7YU2AuygCAACSSEw09NWm6zp+Nj7JPuP/ZwHKldOsupU9H/gazs4mNazmSQHgEZKQkKAPP/zQWgAoVKiQFi1apKefftrBmQEAAAAAkH1RBAAAJLH7j5ua9821e7bJn9dZfdrmzpiEkC24uLho6dKlqlq1qlq3bq2PPvpIvr6+jk4LAAAAAJANMRDgLooAAJCNXL2eqNi4B1+w946T527dc7+TWXqmRo6Hvg6yt+vXr+vSpUsqWrSoNVa+fHn9+eefKlasmAMzAwAAAADg0UERAACyiUXfXdOS9VH3b2int1r6Jpn2x9PdrJyeLNSLlG3fvl0dO3aUl5eX9u7dKzc3N+s+CgAAAAAAgPTGmgB38Q0OAGQT3++OSZfzlijkqoDczjYbBQCkJC4uToMHD1bdunUVGhqqQ4cOafTo0Y5OCwAAAACARxYjAQAgC7ocmag1264r8rrFGouMvv3Y1cWkJyt5pMl1yhZxU6USbvdvCEg6dOiQ2rdvr4MHD1pjtWvX1uuvv+7ArAAAAAAAjyIGAtxFEQAAsqBP11xL8c5/Xy+z3nvNL4MzwqMsMTFRU6dO1Xvvvaf4+HhJtxcBHjNmjAYMGCAnJycHZwgAAAAAwKOLIgAApLNEi6GbsQ+/WO+//XMx5YV76z3umeI+IK2FhoaqU6dO+vnnn62xChUqaOnSpapUqZIDMwMAAAAAPMpYE+AuigAAkI4uXklQ3w/DFXY5Md2u8fGgADk73f7D5u5mUoG8Lul2LeDfrl27pscff1zXrl2TdLuDNWDAAI0ZM8ZmIWAAAAAAAOA4rOwIAOlo56Gb6VoA8M5hVvFCripW8PZGAQAZydfXV7169ZIkBQUFacuWLZo0aRIFAAAAAACAw5lMpgzZsgJGAgDAQ/rjZJz2/HFTlmRm/Dl6Js76uFhBF+XxTru50V2cTXruSS85mbPGHxxkD4Zh2HRyhg0bJhcXF/Xp00fe3t4OzAwAAAAAACSHIgAAPISomEQN+Oii4m/df87/Vxt7q36VHBmQFZD2IiMj1adPH5UsWVLvvvuuNe7i4qJhw4Y5MDMAAAAAAJLKIjfpZwiKAADwEC5dTUxVAcDd1aQKxd0zICMg7W3ZskWdOnXS2bNn5ezsrCZNmqhy5cqOTgsAAAAAAKQCRQAAsMOc1Ve1evN1JSQzzX/NCh5q1SBnsscVK+iqnJ4sw4KsJTY2VkOHDtXUqVOtMQ8PD509e5YiAAAAAAAgU8sq8/VnBIoAAJBKcfEWrdx0Pdm5/yWpaH4XBZfkbn9kD/v371f79u11+PBha6x+/fpatGiRChcu7MDMAAAAAACAPSgCAEAyom9atOW3G4q+YbHG4hMMawEgh7tJjwW6WPcF+jnrhbpeGZ0mkOYSEhI0ceJEjRw5UgkJCZIkNzc3jR8/Xn379pXZzIgWAAAAAEDmx0CAuygCAEAyZn51VT/siUlxf+kgN03u7Z+BGQHp7/z583r55Ze1a9cuayw4OFhLly5V+fLlHZgZAAAAAAB4UNzOBwDJOHU+/p77K5Zwy6BMgIyTK1cuXb16VZJkNpv17rvvas+ePRQAAAAAAABZjslkypAtK2AkAIAsadbKq/rxlxhZLPdv+yBibt4+sdksjejiZ7MvV04nlSvqmj4XBhzIw8NDS5cuVYcOHTR//nzVqlXL0SkBAAAAAPBAMuv387NmzdLkyZMVFhamSpUqacaMGapevXqK7a9du6ahQ4dq9erVunLligoXLqxp06apadOmqb4mRQAAWc6lawla9dP1DLmWt6dZdYI9M+RaQEZbsWKFKlasqFKlSlljVatW1R9//CEnJycHZgYAAAAAQPazfPly9e/fX3PmzFGNGjU0bdo0NW7cWEePHpW/f9Jpp+Pj49WoUSP5+/tr5cqVKlCggM6cOSNfX1+7rvtQRYDY2Fi5u7s/zCkAwG5x8Yb1sYebSXl80ufLSlcXk9o09E6XcwOOdPXqVfXs2VPLli1T9erVtWPHDjk73+0SUAAAAAAAAGR15kw4FGDq1Knq2rWrQkJCJElz5szRunXrtGDBAg0ePDhJ+wULFujKlSvauXOnXFxcJElBQUF2X9fuIoDFYtG4ceM0Z84chYeH69ixYypatKiGDRumoKAgvf7663YnAQD2OBt2y/q4diUPvdvZ7x6tAfzbjz/+qM6dO+vcuXOSpF9++UVff/21WrVq5eDMAAAAAADIeuLi4hQXF2cTc3Nzk5ub7XqS8fHx+u233zRkyBBrzGw2q2HDhtq1a1ey5167dq1q1qypHj16aM2aNcqbN6/atWunQYMG2XUDn90LA48dO1aLFi3SpEmT5Op6d07s8uXL69NPP7X3dABgt+gbdxcCuHgl0YGZAFnHjRs31Lt3bzVq1MhaAPD19dXnn3+ul19+2cHZAQAAAACQtkymjNkmTJggHx8fm23ChAlJ8omIiFBiYqICAgJs4gEBAQoLC0v2NZw6dUorV65UYmKi1q9fr2HDhumDDz7Q2LFj7Xov7B4JsGTJEs2dO1cNGjRQt27drPFKlSrpr7/+svd0AJCisMsJmrrsis5dSrCJ34y9WwSoX4X5+oH72bt3rzp06KCjR49aYw0bNtTChQtVsGBBB2YGAAAAAEDWNmTIEPXv398m9t9RAA/KYrHI399fc+fOlZOTk6pUqaJz585p8uTJGjFiRKrPY3cR4Ny5cypevHiyCd26dSuZIwDgwfxvZ7R+PRJ7zzae7nYPaAIeGbdu3dK4ceM0duxYJSbeHjXj7u6uSZMmqUePHjKb+f8HAAAAAJA9mTJoTYDkpv5Jjp+fn5ycnBQeHm4TDw8PV2BgYLLH5MuXTy4uLjZT/5QpU0ZhYWGKj4+3mannXuz+9F+2bFn9/PPPSeIrV65U5cqV7T0dAFhdu56obftvaOu+29uxs/HWfTk8TPLxMtts1cq6q3ZFDwdmDGRuv/32m0aPHm0tAFSrVk379+9Xr169KAAAAAAAAJCBXF1dVaVKFW3atMkas1gs2rRpk2rWrJnsMbVr19aJEydksdydFePYsWPKly9fqgsA0gOMBBg+fLg6deqkc+fOyWKxaPXq1Tp69KiWLFmi7777zt7TAYAk6WacRR1Hnlf0TSPZ/ZN6+qtMkbQZSgU8Kp544gn169dP06dP17Bhw/Tuu+/KxcXF0WkBAAAAAJDuzBkzEMAu/fv3V6dOnVS1alVVr15d06ZNU0xMjEJCQiRJHTt2VIECBaxrCrz11luaOXOm+vTpo169eun48eMaP368evfubdd17S4CvPjii/r22281evRo5ciRQ8OHD9fjjz+ub7/9Vo0aNbL3dAAgSTp94VaKBQBXF5MK+Nv9zxXwyAkLC5O/v7/NXf7jxo3Tq6++qscff9yBmQEAAAAAgDZt2ujSpUsaPny4wsLCFBwcrA0bNlgXCz579qzNZ/pChQrp+++/V79+/VSxYkUVKFBAffr00aBBg+y6rskwjOS/dcumoqKi5OPjo8jISHl7ezs6HeCRtm3/Da3afF3x8YZuxll0Nvz2AsAVirmpdqXb0/yYTFLVMu4qkj/1Q5yAR41hGFq2bJl69OihUaNGqU+fPo5OCcAj6lHqa3tU7unoFABAknR170xHpwAAkiT3THb/ZtM5v2TIddZ3q54h13kYdv9oihYtqr179ypPnjw28WvXrunxxx/XqVOn0iw5ANnbR8uv6EqUJUm8XFFXtW6Yvb84ANLK5cuX1a1bN61cuVKSNHjwYD3zzDMqU6aMgzMDAAAAAACZgd1FgNOnT1sXGPy3uLg4nTt3Lk2SApC1REYn6uQ/tx7guLsFgDsjnQrkdVajGjnSKjUgW1u/fr1ef/11hYWFWWMtW7ZUvnz5HJgVAAAAAACOZ8qEawI4SqqLAGvXrrU+/v777+Xj42N9npiYqE2bNikoKMjuBGbNmqXJkycrLCxMlSpV0owZM1S9espDKK5du6ahQ4dq9erVunLligoXLqxp06apadOmdl8bwMO7eCVBHUddUPytB59ZrHghF80dwpeWQGpFR0drwIAB+uSTT6yx3Llza86cOWrVqpUDMwMAAAAAAJlNqosAzZs3lySZTCZ16tTJZp+Li4uCgoL0wQcf2HXx5cuXq3///pozZ45q1KihadOmqXHjxjp69Kj8/f2TtI+Pj1ejRo3k7++vlStXqkCBAjpz5ox8fX3tui6AtHPwRNxDFQAk6bEAlzTKBsj+du7cqY4dO+rkyZPWWJMmTTR//nxGAAAAAAAA8P9MYijAHakuAlgst6ftKFKkiPbu3Ss/P7+HvvjUqVPVtWtXhYSESJLmzJmjdevWacGCBRo8eHCS9gsWLNCVK1e0c+dOubjc/tLwQUYfAEidw6Fx+urHKMXcTPlL/itRd6cHq1rGXaUK27eAr3cOsxpVZ/ofIDW++eYbtWzZ0vo32dPTU1OnTtUbb7whE+McAQAAAABAMuxeEyA0NDRNLhwfH6/ffvtNQ4YMscbMZrMaNmyoXbt2JXvM2rVrVbNmTfXo0UNr1qxR3rx51a5dOw0aNEhOTk5pkheAu2atuKojp+NT3b5uZU89/6RXOmYEPNoaNGigwoULKzQ0VDVr1tSSJUtUvHhxR6cFAAAAAECmY+ZeOSu7iwCSFBMTo61bt+rs2bOKj7f9grB3796pOkdERIQSExMVEBBgEw8ICNBff/2V7DGnTp3STz/9pFdffVXr16/XiRMn1L17d926dUsjRoxI9pi4uDjFxcVZn0dFRaUqPwDS5aiki4CnpEBeZ9Ws4JGO2QDImTOnFi9erJ9//lnvvPOOnJ0f6M84AAAAAAB4hNj97cH+/fvVtGlT3bhxQzExMcqdO7ciIiLk6ekpf3//VBcBHoTFYpG/v7/mzp0rJycnValSRefOndPkyZNTLAJMmDBBo0aNSrecgOzKMAxdvHK7CODrZdZno/Pfs727q0lmSqxAmjl9+rR69eqlGTNm2Ex9V6dOHdWpU8dxiQEAAAAAkAUwbe5dZnsP6Nevn5o1a6arV6/Kw8NDu3fv1pkzZ1SlShVNmTIl1efx8/OTk5OTwsPDbeLh4eEKDAxM9ph8+fKpZMmSNlP/lClTRmFhYUlGJNwxZMgQRUZGWre///471TkCj7Jr0Rabx57u5ntuFACAtGEYhhYuXKiKFSvqu+++U+fOna1rAAAAAAAAANjL7iLAgQMH9Pbbb8tsNsvJyUlxcXEqVKiQJk2apHfffTfV53F1dVWVKlW0adMma8xisWjTpk2qWbNmssfUrl1bJ06csPky5NixY8qXL59cXZNfjNTNzU3e3t42G4CU/XkqThOXXNYHn1+xxgoHMuUIkBEuXryol156Sa+99pquX78u6faIAArYAAAAAADYx2TKmC0rsLsI4OLiIrP59mH+/v46e/asJMnHx8fuLyn69++vefPmafHixTpy5IjeeustxcTEKCQkRJLUsWNHm4WD33rrLV25ckV9+vTRsWPHtG7dOo0fP149evSw92UASMH4RZf1/e4Y7Tx40xp7LNDFgRkBj4Y1a9aofPnyWrNmjTXWuXNnHTx4UIULF3ZgZgAAAAAAICuz+/beypUra+/evSpRooTq1aun4cOHKyIiQkuXLlX58uXtOlebNm106dIlDR8+XGFhYQoODtaGDRusiwWfPXvWWnCQpEKFCun7779Xv379VLFiRRUoUEB9+vTRoEGD7H0ZwCPpSlSi4uKNe7a5dDXB5rmri0kNquVIz7SAR1pUVJT69eunBQsWWGN+fn6aN2+emjdv7rjEAAAAAADIwsxZ5Tb9DGAyDOPe3wj+x6+//qrr16/rqaee0sWLF9WxY0ft3LlTJUqU0Pz58xUcHJxOqaaNqKgo+fj4KDIykqmB8EiZs/qqvvrxeqrbF87novd75JWXh1k5POweNAQgFXbs2KH27dvr9OnT1lizZs00b948a0EcALKSR6mv7VG5p6NTAABJ0tW9Mx2dAgBIktwz2WzSLeb/liHXWf16lQy5zsOw+0dTtWpV62N/f39t2LAhTRMCkD5+2B1jV/v8fs4KyJ3J/vUGspmoqChrAcDLy0vTp09XSEiITNytAAAAAADAQ+Gj9V1p9g3fvn37NHz4cH333XdpdUoAD+Bs+C2t2x6t2DjbQT4xsbcX1PZwM6lmBY97niOnp1ktn86ZbjkCuK1JkyZ68803dfjwYS1evFhFihRxdEoAAAAAACCbsasI8P3332vjxo1ydXVVly5dVLRoUf31118aPHiwvv32WzVu3Di98gSQSpOXXtafp+JT3O/n66T3XvPLwIwASFJiYqJWrlyp1q1b29zpP23aNLm4uMjJycmB2QEAAAAAkL0wyv6uVE/0PX/+fDVp0kSLFi3SxIkT9cQTT+izzz5TzZo1FRgYqD/++EPr169Pz1wBpELY5cR77q/3uGcGZQLgjpMnT6pu3bpq27at5s+fb7PP3d2dAgAAAAAAAEg3qR4JMH36dE2cOFEDBw7UqlWr1KpVK82ePVuHDh1SwYIF0zNHAA8gt7dZE3v628Q83c3K58c8/0BGMQxD8+bNU//+/RUTc3tdjrffflutWrWSj4+Pg7MDAAAAACD7YiDAXan+NvDkyZNq1aqVJKlFixZydnbW5MmTKQAAmZSzs0nFCro6Og3gkRUWFqYuXbpo3bp11ljRokW1ZMkSCgAAAAAAACDDpLoIcPPmTXl63p5GxGQyyc3NTfny5Uu3xIBH3a9Hbmr/0Ti7j7uzADAAx1m5cqW6deumy5cvW2Ndu3bV1KlT5eXl5cDMAAAAAAB4NJgZCmBl17wgn376qfXLi4SEBC1atEh+frYLjPbu3TvtsgMeUecu3tI7My491Dn4Zw7IeNeuXVOvXr302WefWWMBAQGaP3++nnvuOQdmBgAAAAAAHlWpLgI89thjmjdvnvV5YGCgli5datPGZDJRBADSwD+XEh76HNXLeaRBJgDsMXz4cJsCQMuWLTVnzpwkBXMAAAAAAJC+uEH2rlQXAU6fPp2OaQCPhkvXEjRk5iWdOn8r1cc0fiKHGj+Rw67reLqbVaKQi73pAXhII0eO1KpVqxQdHa2ZM2eqffv2MjH8EAAAAAAAOJBd0wEBeDg/779pVwFAkko+5qrgku7plBGAhxEdHW0zx3/u3Lm1atUq5c+fX4899pgDMwMAAAAA4NHGTXl3UQQAMsjFKwn64oco6/MCeZ2VM4f5nscUDnRRw+r2jQIAkP4SEhI0fvx4zZ49W/v371e+fPms+5544gkHZgYAAAAAAGCLIgCQAQzD0KCZF3U5MtEae+MlX9UJ9nRgVgAexLFjx9ShQwf98ssvkqTXX39d69at4w4DAAAAAAAyETMf063ufRsygDRhMaQzYXcX+3VxlsoEuTowIwD2MgxDs2bNUnBwsLUA4OTkpKpVqyoxMfE+RwMAAAAAADgGIwGAhxR2OUFjF0To7/CEFNsYhmHz/PPR+eXny/9+QFZx7tw5hYSEaOPGjdZYiRIltHTpUtWoUcOBmQEAAAAAgOQwYv+uBxoJcPLkSb333nt65ZVXdPHiRUnS//73P/35559pmhyQFWz8JUaHQ+N1/YYlxS365t0iQI1y7hQAgCzkiy++UPny5W0KAD169ND+/fspAAAAAAAAgEzP7m8it27dqiZNmqh27dratm2bxo0bJ39/f/3++++aP3++Vq5cmR55Ag4VF2/Rrj9iFX3DkmTfnyfjrI/9fJ3k7ppyldE7h1mvPuuTLjkCSHs9evTQ7Nmzrc/z58+vhQsX6plnnnFgVgAAAAAA4H4YCHCX3UWAwYMHa+zYserfv79y5sxpjT/99NOaOXNmmiYHZBbTvryq73fH3Lfdu53zKLikewZkBCAjPP3009YiQNu2bTVr1izlzp3bwVkBAAAAAACknt1FgEOHDmnZsmVJ4v7+/oqIiEiTpIDM5uiZ+Pu2cXGWiuR3yYBsAGSUli1bqmfPnqpdu7batm3r6HQAAAAAAEAqsSbAXXYXAXx9fXXhwgUVKVLEJr5//34VKFAgzRIDHGHttuv6est13Uq0jV+8cnvRXxdnqW/bZO4CNknBJdzl4+WUAVkCSA979uzR6tWrNXHiRJv4jBkzHJQRAAAAAADAw7O7CNC2bVsNGjRIK1askMlkksVi0Y4dOzRgwAB17NgxPXIEMkRioqE5q68pNt5IsY2Xp1lNanllYFYA0tutW7c0evRojR8/XhaLRcHBwXrllVccnRYAPHLWrl2b6rYvvPBCOmYCAACA7MDMQAAru4sA48ePV48ePVSoUCElJiaqbNmySkxMVLt27fTee++lR45Aurl6PVGHTsTJMKSERMNaAHAy3/7C/9/cXE1qz6K+QLZy+PBhdejQQfv27bPGlixZorZt2zJsEAAyWPPmzVPVzmQyKTEx8f4NAQAAAEh6gCKAq6ur5s2bp2HDhumPP/5QdHS0KleurBIlSqRHfkC6iblpUccR5xUTm/TO/3JF3TStf4ADsgKQESwWi6ZPn64hQ4YoLi5OkuTs7KwRI0Zo8ODBFAAAwAEsFoujUwAAAEA2wmf7u+wuAmzfvl1PPvmkHnvsMT322GPpkROQIULP30q2ACBJRQuwwC+QXZ09e1adO3fW5s2brbEyZcpo6dKlqlKligMzAwAAAAAASHt2FwGefvppFShQQK+88orat2+vsmXLpkdeQLra8luMxiy4bH1esbibalX0kCT5eplVp7Kno1IDkE4Mw9DSpUvVq1cvRUVFWeN9+/bV+PHj5eHh4cDsAAD/FRMTo61bt+rs2bOKj4+32de7d28HZQUAAICsgnEAd9ldBDh//ry+/PJLffHFF3r//fdVsWJFvfrqq3rllVdUsGDB9MgRSHMffnFVxr8GAVQo5qbWDb0dlxCADLFq1SprAaBQoUJatGiRnn76aQdnBQD4r/3796tp06a6ceOGYmJilDt3bkVERMjT01P+/v4UAQAAAAA7mO/fxJafn5969uypHTt26OTJk2rVqpUWL16soKAgvkhBpmYYho6cjtO+v2J1/cbdOWcfC3BWoxo5HJgZgIxgMpk0d+5c5c2bVx06dNDBgwf5uwUAmVS/fv3UrFkzXb16VR4eHtq9e7fOnDmjKlWqaMqUKY5ODwAAAFmA2WTKkC0rsHskwL8VKVJEgwcPVqVKlTRs2DBt3bo1rfIC0tyHX1zVd9ujbWJli7hq5sBAB2UEID1FR0fr+PHjqly5sjUWEBCggwcPKjCQ/+8BIDM7cOCAPvnkE5nNZjk5OSkuLk5FixbVpEmT1KlTJ7Vo0cLRKQIAAABZht0jAe7YsWOHunfvrnz58qldu3YqX7681q1bl5a5AWlq7+GbSWKFAlgAGMiOtm/frkqVKqlJkyaKiIiw2UcBAAAyPxcXF5nNtz+q+Pv76+zZs5IkHx8f/f33345MDQAAAFmEyZQxW1Zg90iAIUOG6Msvv9T58+fVqFEjTZ8+XS+++KI8PVlIFVmDu5tJLZ/KKe8cZj3DNEBAthIXF6cRI0Zo0qRJMv5/4Y9+/fpp6dKlDs4MAGCPypUra+/evSpRooTq1aun4cOHKyIiQkuXLlX58uUdnR4AAACQpdhdBNi2bZsGDhyo1q1by8/PLz1yAtKVp5tJr7/g6+g0AKSxQ4cOqX379jp48KA1Vrt2bY0cOdJxSQEAHsj48eN1/fp1SdK4cePUsWNHvfXWWypRooQWLFjg4OwAAACQFZiyym36GcDuIsCOHTvSIw8g3YVfSXR0CgDSQWJioqZOnar33ntP8fHxkm5PIzF69GgNHDhQTk5ODs4QAGCvqlWrWh/7+/trw4YNDswGAAAAyNpSVQRYu3atmjRpIhcXF61du/aebV944YU0SQxISyt/inJ0CgDSQWhoqDp16qSff/7ZGitfvryWLl2q4OBgxyUGAAAAAAAcioEAd6WqCNC8eXOFhYXJ399fzZs3T7GdyWRSYiJ3WyPz+fnA3UWBA3LbPQAGQCYUHx+vOnXq6Ny5c5Ju/w0aMGCAxowZIzc3NwdnBwB4GEWKFLnn8O1Tp05lYDYAAABA1paqb0MtFkuyj4Esw7j78J0OeRyXB4A04+rqqnHjxqlz584KCgrS4sWLVbduXUenBQBIA3379rV5fuvWLe3fv18bNmzQwIEDHZMUAAAAshQzQwGs7L4lesmSJWrTpk2Suyzj4+P15ZdfqmPHjmmWHJAeCvozEgDIqhITE23m+O/YsaNiYmLUvn17eXt7OzAzAEBa6tOnT7LxWbNm6ddff83gbAAAAIC0M2vWLE2ePFlhYWGqVKmSZsyYoerVqyfbdtGiRQoJCbGJubm5KTY21q5rmu1NMiQkRJGRkUni169fT5IQkN5uJRi6EJFw3y3+lnH/kwHItCIjI9W5c2e98cYbNnGTyaTu3btTAACAR0STJk20atUqR6cBAACALMBkypjNHsuXL1f//v01YsQI7du3T5UqVVLjxo118eLFFI/x9vbWhQsXrNuZM2fsfi/sviXaMIxk5+f8559/5OPjY3cCwIO6EpmoNyZc0JUopqgCsrMtW7aoU6dOOnv2rKTbC9C/+OKLDs4KAOAIK1euVO7cuR2dBgAAAPBApk6dqq5du1pvpp8zZ47WrVunBQsWaPDgwckeYzKZFBgY+FDXTXURoHLlyjKZTDKZTGrQoIGcne8empiYqNDQUD377LMPlQxgj71HbtpdAMjj48TK4EAWERsbq6FDh2rq1KnWWM6cOe0e8gYAyHrufPa4wzAMhYWF6dKlS5o9e7YDMwMAAEBWkdyN7I4UHx+v3377TUOGDLHGzGazGjZsqF27dqV4XHR0tAoXLiyLxaLHH39c48ePV7ly5ey6dqqLAM2bN5ckHThwQI0bN5aXl5d1n6urq4KCgtSyZUu7Lg7Y68yFW1q/M1qxcYbOht+yxksVdlWBvPf+dXZxNqlJrRwymzPXPwAAktq/f7/at2+vw4cPW2P16tXTokWLFBQU5LjEAAAZ4sUXX7T50GY2m5U3b17Vr19fpUuXdmBmAAAAgK24uDjFxcXZxNzc3JKsqRsREaHExEQFBATYxAMCAvTXX38le+5SpUppwYIFqlixoiIjIzVlyhTVqlVLf/75pwoWLJjqHFNdBBgxYoQkKSgoSG3atJG7u3uqLwKklfcXX9bRs/FJ4s2e9FLT2l7JHAEgK0lISNDEiRM1cuRIJSQkSLr9h3P8+PHq27evzGa7l7IBAGRBI0eOdHQK99WkJ+uhAcgcZu045egUAECS9Ha9oo5OwUZGfYMwYcIEjRo1yiY2YsSINOnT1qxZUzVr1rQ+r1WrlsqUKaNPPvlEY8aMSfV57F4ToFOnTvYeAjy0m7EWJVqk8xEJSfbl8DCpShmKUkBWd+XKFT333HPavXu3NRYcHKylS5eqfPnyDswMAJDRnJycdOHCBfn7+9vEL1++LH9/fyUmJjooMwAAAGQVGTUd0JAhQ9S/f3+b2H9HAUiSn5+fnJycFB4ebhMPDw9P9Zz/Li4uqly5sk6cOGFXjqkqAuTOnVvHjh2Tn5+fcuXKdc838MqVK3YlANzPR8uvaM22aBnG3Zh/LieNeyuvJCl/Xmd5uHF3MJDV+fr6WqeaM5vNGjx4sEaMGCFXV1cHZwYAyGjGvzt+/xIXF8ffBQAAAGQqyU39kxxXV1dVqVJFmzZtsk69b7FYtGnTJvXs2TNV10pMTNShQ4fUtGlTu3JMVRHgww8/VM6cOa2PM9uiCsi+EhMNrf3ZtgAgSQG5nVWsIB8AgezEbDZrwYIFatGihaZPn65atWo5OiUAQAb76KOPJN2+a+vTTz+1WYcsMTFR27ZtY00AAAAApEpmXBa0f//+6tSpk6pWrarq1atr2rRpiomJUUjI7akmO3bsqAIFCmjChAmSpNGjR+uJJ55Q8eLFde3aNU2ePFlnzpxRly5d7LpuqooA/54CqHPnznZdAHgY0TctslhuP/byMKlsETfl8DCrTSNvxyYG4KGtWLFC/v7+qlevnjVWqFAh/fLLLxSbAeAR9eGHH0q6PRJgzpw5cnJysu5zdXVVUFCQ5syZ46j0AAAAgIfSpk0bXbp0ScOHD1dYWJiCg4O1YcMG62LBZ8+etVkP8erVq+ratavCwsKUK1cuValSRTt37lTZsmXtuq7JSGmsbQr27dsnFxcXVahQQZK0Zs0aLVy4UGXLltXIkSMz/fDcqKgo+fj4KDIyUt7efJGc2X286qpWbLouSSpfzE0fvR1wnyMAZHZXr15Vz549tWzZMhUqVEiHDh2Sj4+Po9MCAKSBtOprP/XUU1q9erVy5cqVhtmlrRbzf3N0CgAgSapdPPP+Wwng0ZLZFgbuv/avDLnO1Bcy/0hVuydSf/PNN3Xs2DFJ0qlTp9SmTRt5enpqxYoVeuedd9I8QTza/r0QcMnHMneBCcD9/fjjj6pQoYKWLVsmSfr777/1+eefOzgrAEBms3nz5kxdAAAAAACyEruLAMeOHVNwcLCk21M51KtXT8uWLdOiRYu0atWqtM4Pj6DQ8/HqMOK8nu5+Vjt+v2mNt3uGkRtAVnXjxg317t1bjRo10rlz5yRJPj4++uyzz/TWW285ODsAQGbTsmVLTZw4MUl80qRJatWqlQMyAgAAQFZjMpkyZMsK7C4CGIYhy/9P0v7jjz9aVyIuVKiQIiIi0jY7PJI2/nJD5y4l2MRcnCV3t6zxPxUAW3v37tXjjz+uGTNmWGMNGjTQoUOH9Oqrr2aZP5gAgIyzbds26+eMf2vSpIm2bdvmgIwAAACArCtVCwP/W9WqVTV27Fg1bNhQW7du1ccffyxJCg0NtS5gADyM+Ft3l6koHOgsL0+zmtT0kqe73TUrAP/X3r3H51z/fxx/XjtvNkOY0zLnQxtiCCEhOijJMdmMJKdkqUjOMYdIoZxzjihSilgU2hdhzuZsKZNDzDZ2vH5/9PPR1UambZ9d87h3u2636/P+nJ7XfKzL5/V5v98mSk5O1pgxY/Tee+8pNTVVkuTm5qYJEyaoT58+NhPdAADwd3FxcRnONebs7KzY2FgTEgEAAMDeOPDMoSHTd2CmTJmi3bt3q2/fvhoyZIjKly8vSVq5cqXq16+f5QFxf3uzywOaOrCYnmrgaXYUAJn066+/auLEiUYBIDAwUHv27FG/fv0oAAAA7iggIEDLly9P175s2TJVrVrVhEQAAACA/cp0T4Bq1app//796donTpwoR0fHLAkFALB/ZcuW1cSJE/Xaa6/p3Xff1ZAhQ+Ts7Gx2LACAHRg6dKjatGmjEydO6PHHH5ckhYeHa+nSpVq5cqXJ6QAAAGAPGH34lkwXAW7atWuXDh8+LEmqWrWqatasmWWhcP/auCNeX266ZnYMAPfg7NmzKlSokDw8PIy2Xr166bHHHuOpTQBAprRq1UqrV6/W2LFjtXLlSrm7u6t69er64YcfVKhQIbPjAQAAAHYl00WAP/74Qx06dNCPP/6oAgUKSJKuXLmiJk2aaNmyZSpSpEhWZ8R9ZNF3V22W8zEPAJDrWa1WLV26VH369FFQUJA++ugjY53FYqEAAAC4J08//bSefvppSVJsbKw+++wzDRw4ULt27TKGmgMAAABux4GuAIZMFwH69eunuLg4HTx4UFWqVJEkHTp0SMHBwXrttdf02WefZXlI2KdjvyYp6kxSpvb5M/bWP+g6NvdS6eIMHQLkZpcuXVKvXr20YsUKSdLUqVP13HPPqWnTpiYnAwDkBT/99JPmzp2rL774QiVKlFCbNm00ffp0s2MBAAAAdiXTRYB169Zp48aNRgFA+ms4oOnTp+uJJ57I0nCwXyfOJqlnWMw971+4gKNeeb5gFiYCkNW+++47devWTTExt/6ud+7cmeHhAAD/SUxMjObPn6+5c+cqNjZW7du3V2JiolavXk3vMgAAANw1xhe5JdM/i7S0tAwndnR2dlZaWlqWhIL9y2wPgH+qVNoli5I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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:41:52,014 INFO: === Dataset: d ===\n", "2025-04-25 19:41:53,359 INFO:Total samples: 3181\n", "2025-04-25 19:42:04,130 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:42:04,196 INFO: === Dataset: e ===\n", "2025-04-25 19:42:04,580 INFO:Total samples: 911\n", "2025-04-25 19:42:08,102 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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gYW/qi4mJ0bBhw9SwYUOdPn1as2bN0pYtW+wdFgAAAIAsipUAAAAAmVxypX8o+ZP6Dh8+rO7du+vw4cOWsWeffValSpWyY1QAAABAFkRPAAuSAAAAAJnY9gM3FBlF6Z+0FhcXp48++kijRo1SbGysJMnFxUUTJkzQO++8I7M5cd8FAAAAAEgPJAEAAAAysZANUZafKf2TNk6fPi0/Pz/t2LHDMlapUiWFhoaqSpUqdowMAAAAyMLoCWBBEgAAAMBBJdXw90EJDYAlUfonDfzyyy969tlnde3aNUl3m/4OHTpU48aNk5ubm52jAwAAAACSAAAAAA4roeFvShT1dVaj6h5pHFHWU7FiRVWpUkU7d+5U8eLFtWTJEjVo0MDeYQEAAACgJ4AFSQAAAAAHlVzD3wfRADjtmM1mLV68WB999JE++OAD5cyZ094hAQAAAIAVkgAAAAAOJqEMUEKpHxr+po/o6GgNHDhQvXr1Ut26dS3jpUqV0pw5c+wYGQAAAIBE6AlgQRIAAADAwTxYBoiGv2lv27ZtCggI0Llz57Rjxw4dOnRI2bNnt3dYAAAAAPBIJAEAAADSWUoa+j5MwgoAJ5NU2MeZUj9p6NatW3rvvff08ccfW8YiIiL0yy+/qF69enaMDAAAAMBD0RPAgiQAAABAOrOloe/DFPZxVkhQwVSICEk5cOCAunfvrqNHj1rGGjdurJCQEBUrVsyOkQEAAABAypEEAAAASGcpbej7MDT7TTt37tzRBx98oDFjxujOnbvJGjc3N02ePFkDBgyQkxO1RQEAAIAMj54AFiQBAAAA7ISGvhnPyZMn1a1bN+3Zs8cyVq1aNYWGhqpChQp2jAwAAAAAHg/pEAAAAOD/3bx5UwcOHJAkOTk5aeTIkdqzZw8JAAAAAMDRmJzS5+EAWAkAAACQDu5vBpzQ2BcZT8WKFTVx4kR9+umnWrJkierWrWvvkAAAAADgiThGqgIAAMDBJTQDjoyKU/zdlgDycDPZNyjoq6++UkxMjNXYoEGDdOjQIRIAAAAAgCMzmdLn4QBIAgAAAKSD+5sBe+c2q6ivM4197ejy5cvq2rWrWrduraCgIKvXzGazsmfPbqfIAAAAAKQKygFZUA4IAADgCdxf5udhEkoA0QzY/rZs2aLAwECFhYVJkqZMmSJ/f3+VK1fOzpEBAAAAQOojCQAAAPAEEsr8pBQlgOznxo0bGjZsmGbNmmUZy507t2bPnq2yZcvaMTIAAAAAqc5BSvWkB5IAAAAAyUjJLP+EGf5Opruz/B/Gw81ECSA72bdvn7p166bjx49bxp5//nktXLhQhQsXtmNkAAAAAJC2SAIAAAAkw5ZZ/oV9nBUSVDCNI4Ktbt++rYkTJ2rChAmKi7ubsMmWLZumTJmi3r17y8nJMWp4AgAAALCRg9TrTw8kAQAAAJJxfzPfh83yZ4Z/xjVv3jyNHTvW8rxWrVoKDQ3V008/bceoAAAAACD9kAQAAABZXnJlf2jm6/h69eqlhQsX6pdfftGoUaP03nvvycXFxd5hAQAAAEhr9ASwIAkAAACyvEeV/aGZr+O4efOmsmXLZnnu4uKipUuX6urVq6pVq5YdIwMAAAAA+yAJAAAAsqT7Z/8/rLkvpX4cg2EYWrp0qQYPHqxvvvlGVatWtbxWtmxZ+wUGAAAAwC5MrASwIAkAAACypKRm/9Pc1zFdvHhRb731llavXi1J6tatm37++We5u7vbOTIAAAAAsD+SAAAAIEt6sOkvM/4d06ZNm/TGG28oPDzcMlatWjXdvn2bJAAAAACQhbES4B6SAAAAIFNIrrlvcmj669iuXbumIUOG6NNPP7WMeXl56dNPP1X79u3tGBkAAAAAZCwkAQAAQKbwqOa+yaHpr+PZvXu3unfvrpMnT1rGWrRooQULFqhAgQJ2jAwAAABAhsFHPQuSAAAAwGGltLlvcigB5HhmzZqlAQMGKD4+XpLk4eGh4OBg9erVi+W+AAAAAJAEkgAAAMBh0dw366lTp47ly/66detqyZIlKl26tJ2jAgAAAJDRMEnoHpIAAADAYdHcN+upVauWxo0bJ0l699135ezM7SwAAAAAPAyfmgAAQIaT0ia/NPfN3M6cOaPg4GAFBwdbfdn/3nvv2TEqAAAAAI6AlQD3kAQAAAAZjq1Nfmnum7kYhqGQkBANGDBAV69eVb58+TRq1Ch7hwUAAAAADokkAAAASDe2zvBPSZNfSgBlLhcuXFCvXr20bt06y9iSJUs0dOhQubu72zEyAAAAAI6ElQD3kAQAAADpxtYZ/jT5zVrWr1+vnj176sKFC5axwMBATZs2jQQAAAAAADwmkgAAACDdPNjI92GY4Z91XLlyRYMGDdLChQstY/ny5dO8efPUpk0b+wUGAAAAwGGxEuAekgAAAGRiKS2/k15o5IsH/fDDD/L399eZM2csYy+//LLmz58vHx8f+wUGAAAAAJkESQAAADIxW8vvpBca+SLBunXrLAmAHDlyaPr06QoMDGTWDgAAAIAnw0cKC5IAAABkYraU30kvlPnB/SZOnKjNmzcrb968Wrx4sUqUKGHvkAAAAAAgzcyePVtTp05VeHi4qlSpopkzZ6p27drJbj9t2jR98sknOnfunLy9vdW+fXtNnjzZpr5pJAEAAMgCKL+DjCAuLk4HDx5UzZo1LWPu7u7asmWLfH19ZTZnjEQVAAAAAMeXEVcXr1y5UoMHD9bcuXNVp04dTZs2Tc2bN9exY8eSLIe6bNkyDR8+XAsXLlS9evV0/PhxBQQEyGQyKTg4OMXndUrNiwAAAACScvLkSTVs2FANGjTQ77//bvVawYIFSQAAAAAAyPSCg4PVs2dPBQYGqnz58po7d648PDy0cOHCJLfftWuX6tevr65du6p48eJ64YUX1KVLF/300082nZckAAAAmdT2AzcUGRVn7zCQxRmGoXnz5qlKlSratWuXbt26pYCAABlGxmhWDQAAACBzMplM6fKIiYnRlStXrB4xMTGJ4omNjdX+/fvVrFkzy5iTk5OaNWum3bt3J3kN9erV0/79+y1f+p86dUqbNm1Sy5YtbXovSAIAAJBJhWyIsvxMI17YQ3h4uFq3bq0333xT169flySVLFlSwcHBGXJpLgAAAADYavLkyfL09LR6TJ48OdF2kZGRiouLk6+vr9W4r6+vwsPDkzx2165dNW7cOD377LNycXFRqVKl1LhxY7333ns2xUgSAACATCqhKbAkGvEi3a1Zs0YVK1bUxo0bLWO9evXSL7/8ovr169sxMgAAAABZQXqtBBgxYoSio6OtHiNGjEiVa9i+fbsmTZqkOXPm6MCBA1q7dq02btyo8ePH23QcGgMDAOAgth+4oZANUVZf7j/Mpei7pYC8c5vVqLpHWoYGWERFRal///4KDQ21jPn6+mrBggVq1aqVHSMDAAAAgNTn5uYmNze3R27n7e0ts9msiIgIq/GIiAjlz58/yX1GjRql7t27q0ePHpKkSpUq6fr16+rVq5dGjhwpJ6eUzfEnCQAAgIMI2RClcxF3bN6PUkBIT23atNH3339ved6uXTvNnTtX3t7edowKAAAAQFaT0UqQurq6qkaNGtq6davatGkjSYqPj9fWrVvVt2/fJPe5ceNGoi/6zWazJNnUZ40kAAAAGVBSs/4TZvY7mSQvT3OKjuPhZqIUENLV+PHj1ahRI+XMmVOzZs1St27dMtzNNwAAAADYw+DBg+Xv76+aNWuqdu3amjZtmq5fv67AwEBJkp+fnwoVKmTpKdC6dWsFBwerWrVqqlOnjk6cOKFRo0apdevWlmRASpAEAAAgA3rYrP/CPs4KCSqYzhEBSYuPj7eamdKgQQPNnz9fzz//vIoWLWrHyAAAAABkaRlwLlKnTp3077//avTo0QoPD1fVqlW1efNmS7Pgc+fOWX2+ev/992UymfT+++8rLCxM+fLlU+vWrTVx4kSbzmsybFk3kAlcuXJFnp6eio6OVq5cuewdDgAASer4Xpgio+ISzfpPmNlPjX/Y2507dzRp0iTt2LFDmzdvTnEtSmRuWeleO1u1pJdsA0B6u7xvlr1DAABJknsGm26e1395upzn4uIu6XKeJ5HB/mgAAMhcbG3mmyCh9I+Xp1lfTCqUFqEBj+348ePq3r27fvrpJ0nStGnTNHjwYDtHBQAAAAD3UJb0HpIAAACkocdt5puApr7ISAzD0Jw5czR06FDdvHlT0t2mVAk/AwAAAAAyHpIAAACkke0HblgSALY0801AU19kJGFhYXr99df1zTffWMaeeuopLVmyRHXq1LFjZAAAAACQGCsB7iEJAABAGgnZEGX5mWa+cGQrVqxQ7969dfnyZctYnz59NGXKFHl40J8CAAAAADIykgAAAKSR+/sAMKMfjiguLk7dunXTihUrLGMFCxbUokWL9MILL9gxMgAAAAB4OFYC3EMSAACAVJbQDDihua93brMaVWe2NByP2WxWrly5LM87d+6s2bNny8vLy45RAQAAAABsQRIAAIBU9mAzYJr7wpF99NFHOnjwoAYPHqzOnTvbOxwAAAAASBk+iluQBAAAIJUkrAD4+8K9ZsCFfZwpBQSHsWfPHv39999q3769ZSxHjhzau3cvS2nh0A4cOCAXFxdVqlRJkrRu3TotWrRI5cuX15gxY+Tq6mrnCAEAAIC042TvAAAAyCwSVgDE/38rgIRmwJQCQkZ3+/ZtjRo1SvXr11dgYKBOnTpl9ToJADi6N998U8ePH5cknTp1Sp07d5aHh4dWrVqld999187RAQAAIC2YTKZ0eTgCkgAAAKSShEbATiapqC8rAOAYjh49qmeeeUYTJkxQfHy8rl27puDgYHuHBaSq48ePq2rVqpKkVatWqWHDhlq2bJlCQkK0Zs0a+wYHAAAApDHKAQEA8BgSSv8kfPEvydII2MvTrJCggvYKDUiR+Ph4zZgxQ8OHD1dMTIwkydnZWUFBQRo+fLidowNSl2EYio+PlyR9++23eumllyRJRYoUUWRkpD1DAwAAQBpxlFn66YEkAAAAj+HB5r/3oxEwMrpz584pICBA27Zts4yVK1dOoaGhqlGjhh0jA9JGzZo1NWHCBDVr1kzff/+9PvnkE0nS6dOn5evra+foAAAAgLRFEgAAgMdwf+kfL0+zZdzDzUQZIGRYhmEoNDRU/fr105UrVyzjAwcO1KRJk5QtWzY7RgeknWnTpum1117Tl19+qZEjR6p06dKSpNWrV6tevXp2jg4AAABpgZUA95AEAADgCXh5mvXFpEL2DgNIkWvXrmnEiBGWBECRIkUUEhKi5557zs6RAWmrcuXKOnLkSKLxqVOnymw2J7EHAAAAkHmQBAAAAMgicubMqYULF+rFF1+Un5+fpk+frty5c9s7LCDdxMbG6sKFC5b+AAmKFi1qp4gAAACQVlgJcA9JAAAAHuFhTYCBjOzq1au6deuW8uXLZxlr3ry5Dh48qKpVq9ovMCCdHT9+XG+88YZ27dplNW4Yhkwmk+Li+G86AAAAMi+SAAAAPAJNgOGIduzYIT8/P5UtW1YbN260mgVDAgBZTWBgoJydnfXVV1+pQIECzAoDAADICrjlsyAJAADIMpKa0Z8SCbP+aQIMRxATE6OgoCBNmTJFhmHo9OnTmj9/vnr16mXv0AC7OXTokPbv36+yZcvaOxQAAAAg3ZEEAABkGQ+b0Z8ShX2cFRJUMBUjAlLXkSNH1K1bNx0+fNgyVr9+fTVr1syOUQH2V758eUVGRto7DAAAAKQjVn/e42TvAGbPnq3ixYvL3d1dderU0U8//fTQ7adNm6ann35a2bJlU5EiRTRo0CDdunUrnaIFADiyhBUATibJO7fZpkdRX2dm/SPDiouL09SpU1WzZk1LAsDFxUX/+c9/9P3336tkyZJ2jhCwrw8++EDvvvuutm/frosXL+rKlStWDwAAACAzs+tKgJUrV2rw4MGaO3eu6tSpo2nTpql58+Y6duyYfHx8Em2/bNkyDR8+XAsXLlS9evV0/PhxBQQEyGQyKTg42A5XAABwFNsP3FBk1N2yPl6eZn0xqZCdIwJSx+nTp+Xv768ff/zRMlapUiWFhoaqSpUqdowMyDgSVsM0bdrUapzGwAAAAJkXKwHusWsSIDg4WD179lRgYKAkae7cudq4caMWLlyo4cOHJ9p+165dql+/vrp27SpJKl68uLp06aK9e/ema9wAAMcTsiHK8jPNfJFZnDt3TpUrV9a1a9ck3b3JHTJkiMaPHy83Nzc7RwdkHNu2bbN3CAAAAIDd2C0JEBsbq/3792vEiBGWMScnJzVr1ky7d+9Ocp969erp888/108//aTatWvr1KlT2rRpk7p3755eYQMAHND2AzesegFQ1geZRdGiRfXKK69o6dKlKl68uJYsWaIGDRrYOywgw2nUqJG9QwAAAEA6YyXAPXZLAkRGRiouLk6+vr5W476+vvrjjz+S3Kdr166KjIzUs88+K8MwdOfOHb311lt67733kj1PTEyMYmJiLM+p+QkAWc/9qwCK+jqrUXUP+wUDpLJZs2Ypf/78CgoKUs6cOe0dDpBh/fjjj/r000916tQprVq1SoUKFVJoaKhKlCihZ5991t7hAQAAAGnG7o2BbbF9+3ZNmjRJc+bM0YEDB7R27Vpt3LhR48ePT3afyZMny9PT0/IoUqRIOkYMAMgIEhoCS6wCgOOKjo5WQECAVqxYYTWeO3duffjhhyQAgIdYs2aNmjdvrmzZsunAgQOWSULR0dGaNGmSnaMDAABAmjCl08MB2G0lgLe3t8xmsyIiIqzGIyIilD9//iT3GTVqlLp3764ePXpIutv07vr16+rVq5dGjhwpJ6fEOY0RI0Zo8ODBludXrlwhEQAAmdz2AzcUsiHK8uX/pei7DR+9c5tZBQCHtH37dvn7++vcuXNat26dGjRooEKFaG4NpNSECRM0d+5c+fn5WSXS6tevrwkTJtgxMgAAACDt2W0lgKurq2rUqKGtW7daxuLj47V161bVrVs3yX1u3LiR6It+s9ksSTIMI6ld5Obmply5clk9AACZW8iGKJ2LuKPIqDhFRsUp/v//iaAhMBzNrVu39M4776hJkyY6d+6cJCkuLk6//fabnSMDHMuxY8fUsGHDROOenp6KiopK/4AAAACQ5kwmU7o8HIHdVgJI0uDBg+Xv76+aNWuqdu3amjZtmq5fv67AwEBJkp+fnwoVKqTJkydLklq3bq3g4GBVq1ZNderU0YkTJzRq1Ci1bt3akgwAACBhBYCTSfLyvPvvg4ebiVJAcCgHDx5Ut27ddPToUctY48aNFRISomLFitkxMsDx5M+fXydOnFDx4sWtxnfs2KGSJUvaJygAAAAgndg1CdCpUyf9+++/Gj16tMLDw1W1alVt3rzZ0iz43LlzVjP/33//fZlMJr3//vsKCwtTvnz51Lp1a02cONFelwAAyCDuLwGUUP7Hy9OsLyZRMgWO5c6dO/rggw80ZswY3blzR9LdlY2TJk3SwIEDkyx/CODhevbsqQEDBmjhwoUymUw6f/68du/erSFDhmjUqFH2Dg8AAABpwFFm6acHk5FcHZ1M6sqVK/L09FR0dDSlgQAgEwkYe17nIu5YjRX1dVZIUEE7RQTY7uzZs+rSpYt2795tGatatao+//xzVahQwY6RASmTUe+1DcPQpEmTNHnyZN24cUPS3eTakCFDNH78+Mc6ZrZqfVMzRGQCb3ZsqEH+TeWbN5eOHA/T4A9W6effzia5rbOzk4a+/oK6vVRHBX1y6/jZCL0/fZ227Prdss3IN1vq/bdaWu137HS4qraljwWsXd43y94hIINZsWypFi9aoMjIf/XU02U1/L1RqlS5crLbf/P1/zR75nSdDwtT0WLFNXDwEDVo2Mjy+qj3hmv9uv9a7VOv/rP6ZN6CNLsGOCZ3u043T6xY/w3pcp6zM1qny3meRAb7owEAwHbbD9ywJAASSgBR/geOyN3dXX/++ackycnJSSNGjNDo0aPl6upq58gAx2YymTRy5EgNHTpUJ06c0LVr11S+fHm5u7vr/PnzKliQhDGeTPsXquuDd15Vv4krte/XM+rbtYnWz+mjKm3G6d/L1xJtP6Z3a3VpVUu9xy/TsdMRer5eOa38qKeaBATrl2N/W7b77cR5tXprpuX5nbj4dLkeAI5r8/826cMpk/V+0FhVqlRFS0MX6+0339C6rzYrb968ibY/dPCAhg99R/0HDlbDRk20aeMGDezXRytWr1WZMk9Ztqv/bAONmzDZ8pz7UzgCVgLcw3pyAIDDC9kQZfm5sI+zvphUSCFBBdWouof9ggIeg6+vr+bNm6fSpUtrx44dmjBhAh+wgFTk6uqq8uXLq3bt2sqRI4d+++03FSlSxN5hIRPo3+05LVq7S6Hr9+iPU+HqN3GFbt6KlX+buklu3/Wl2pqy4Bt9veOozoRd1PxVO/T1zqMa0P05q+3uxMUr4uJVy+Ni1PX0uBwADix08SK1bd9RbV5tp1KlS+v9oLFyd3fXl2vXJLn90s+XqN6zDRTweg+VLFVKffsPVLny5bVi2edW27m6uso7Xz7LI5enZ3pcDvBEaAx8D0kAAIDDS2gELInZ/3Aoa9asUWRkpNXYq6++ql9//VV16yb9xREAIGNxcTarWrki+m7vMcuYYRj6bu8x1a5cIsl9XF2cdSv2ttXYzVuxqletlNVY6aL5dOqbiTq6YYwWTfRXkfx5Uv8CAGQat2Nj9fvR3/RM3XqWMScnJz3zTD0d/uVgkvscPnRIzzxjfd9Zr/6zOnzokNXYz/t+UuMGdfVyq+aaMC5IUVGXUz1+AGmHckAAAIeUVCNg79xmZv/DIVy+fFl9+vTR8uXL1b59e33xxRdWM0jc3NzsGB0AwBbeeXLI2dmsC5euWo1fuHhFTxf3TXKfb3f/rv7dntOOAyd06q9INan9tF55rqrM5nv/Fuz79Yx6jf5cx89GKL+3p0a+2ULfLhykGu0n6tqNmDS9JgCO6XLUZcXFxSUq+5M3b16dPn0qyX0iIyOVN693ou0jL96bqFLv2QZq2ux5FSpcWH/99ZdmTgtW7zd7KnTZSpnN5tS/ECC1OMYk/XRBEgAA4JBCNkQlagTs4ca/8Mj4tmzZosDAQIWFhUmSVq9erR9++EGNGjV6xJ4A7CUmJkYxMdZfuhrxcTI58cUHHs+Qqas1Z1QX/bJ2lAzD0Km/I7Vk/R75v/KMZZtvdh61/Pzrn+e178gZHds0Tu1eqK7FX+5O6rAAkCZatGxl+bnMU0/rqaeeVqsXm+nnfT+pzjOsXgUcAUkAAECGc/8s/+QkzP6nETAcxY0bNzRs2DDNmjXLMpY7d27Nnj1bDRs2tGNkQOZ1+PDhh75+7Nixh76eYPLkyRo7dqzVmNm3llwK1H7s2JB5RF6+pjt34uTjldNq3CdvLoVfvJLsPh0Hz5ebq7PyembX+X+jNaH/KzoddjHZ80Rfu6kT5y6oVJF8qRo/gMwjT+48MpvNunjR+r8lFy9elLe3d5L7eHt76+LFyMTb5016e0kqXKSI8uTJo3PnzpIEQIbmKPX60wNJAABAhpPULP/kFPZxVkhQwTSOCHgy+/btU/fu3a2+cGzWrJkWLVqkwoUL2zEyIHOrWrWqTCaTDCNxUjlhPCUfDkeMGKHBgwdbjfk0GJZqccKx3b4Tp4O//6UmdZ7Whu13E08mk0lNaj+luSt/eOi+MbF3dP7faDk7O6lN06pas+VAsttmz+aqEoW9Fb7xp1SNH0Dm4eLqqnLlK2jvnt16rmkzSVJ8fLz27t2tzl26JblP5apVtXfPHnXzC7CM7dm9S5WrVk32PBHh4YqKilI+b5KSgKMgCQAAyHASVgAkzPJPDrP/kdHdvn1bEydO1IQJExQXd3f1iru7u6ZMmaI+ffrIycnJzhECmdvp06dT5Thubm6JenVQCgj3m/H5d5o/rrv2Hz2nn389o75dm8gjm5uWrNsjSfpsfHedvxCt0TPXS5JqVSymgj659cuxv1XIJ7dGvtlSTk4mBYd8aznm5EGvauMPR3Tu/CUV9PHU+2+1Ulx8vL7YvN8u1wjAMXT3D9So94apQoWKqlipsj4PXaybN2+qzattJUkjR7wrHx9fDRj0jiTptW5+eiOguxaHLFTDho20+X+b9Nuvv2rUmHGSpBvXr2vuJ7PU7Pnmyuvtrb//+ksffzRVRYoWU71nG9jtOoGUYCXAPSQBAADpIiUlfhIklPrx8jTri0mF0jo0IM189dVXViVEatWqpSVLlqhs2bJ2jArIOooVK2bvEJBFrP7mgLzz5NDot1vJN29OHT4Wplf6zLY0Cy6S30vx8ffugdzcXBTU5yWVKOStazdi9PXO3/TGqCWKvnbTsk0h39xaMjlQXp4eirx8TbsOnVIjv48Ueflaul8fAMfxYouWunzpkubMmqHIyH/1dNlymvPpZ8r7/+WAwv/5R06mexNRqlarrslTPtSsGdM0c1qwihYrrmkzZ6tMmackSU5ms44fO671677U1StX5ePjo7r16qtPvwFydXW1yzUCsJ3JSGptbCZ25coVeXp6Kjo6Wrly5bJ3OACQZQSMPZ/iEj8JivpS6geOzTAMtW3bVhs2bNCoUaP03nvvycXFxd5hAWnGEe61K1WqpE2bNqlIkSJPdJxs1fqmUkQA8GQu75v16I0AIB24Z7Dp5qWH/C9dznPiwxbpcp4nkcH+aAAAjuhxGvk+CqV+4IiioqKUO3duy3OTyaR58+bpzJkzqlWrlv0CA2Bx5swZ3b59295hAAAAAOmGJAAA4InRyBdZnWEYWrp0qfr27avQ0FC1bt3a8lq+fPmULx9N0wAAAAAgPdET4B6SAACAJ0YjX2RlFy9e1FtvvaXVq1dLknr06KFff/2VL/6BDKpBgwbKli2bvcMAAAAA0g1JAADAE9l+4IYio2jki6zpf//7n15//XWFh4dbxp5//nnq/gMZ2KZNm+wdAgAAANIBCwHuIQkAAHgiIRuiLD97uPEvLLKGa9euaciQIfr0008tY15eXpo7d646dOhgx8gAJOfPP//Utm3bdOHCBcXHx1u9Nnr0aDtFBQAAAKQ9kgAAAIuUNPh9UELDX0mU+kGWsHv3bnXv3l0nT560jLVo0UILFixQgQIF7BgZgOTMnz9fb7/9try9vZU/f36r+rAmk4kkAAAAQCaUUXsCzJ49W1OnTlV4eLiqVKmimTNnqnbt2klu27hxY33//feJxlu2bKmNGzem+JwkAQAAFrY0+H1QUV9nNarukcoRARnLkiVLFBgYaJlF7OHhoeDgYPXq1SvD3mACkCZMmKCJEydq2LBh9g4FAAAAWdjKlSs1ePBgzZ07V3Xq1NG0adPUvHlzHTt2TD4+Pom2X7t2rWJjYy3PL168qCpVqti8Ap0kAADAIqUNfh9Ew19kFU2aNFHOnDkVHR2tunXrasmSJSpdurS9wwLwCJcvX6ZUFwAAQBaTEedpBQcHq2fPngoMDJQkzZ07Vxs3btTChQs1fPjwRNt7eXlZPV+xYoU8PDxIAgBAVvA4ZXtSIqG0Dw1+gaQVKVJEc+bM0ZkzZ/Tuu+/K2ZlbKcARdOjQQd98843eeuste4cCAACATCYmJkYxMTFWY25ubnJzc7Mai42N1f79+zVixAjLmJOTk5o1a6bdu3en6FwLFixQ586dlT17dpti5JMrADigJynbkxI0+AWkM2fOaOTIkZozZ448PT0t4127drVjVAAeR+nSpTVq1Cjt2bNHlSpVkouLi9Xr/fv3t1NkAAAASCtOTunz3cbkyZM1duxYq7GgoCCNGTPGaiwyMlJxcXHy9fW1Gvf19dUff/zxyPP89NNP+vXXX7VgwQKbYyQJAAAZTEpm+SfM2Le1bE9KUNoHWZ1hGAoJCdGAAQN09epVubi4KCQkxN5hAXgC8+bNU44cOfT9998naqxmMplIAgAAAOCxjRgxQoMHD7Yae3AVQGpYsGCBKlWqlGwT4YchCQAAGYwts/wL+zgrJKhgGkcEZB0XLlxQr169tG7dOsvY9u3bdenSpUS1GAE4jtOnT9s7BAAAAKSz9OoJkFTpn6R4e3vLbDYrIiLCajwiIkL58+d/6L7Xr1/XihUrNG7cuMeK0emx9gIApJn7m/N65zYn+yjq68yMfSAVrV+/XpUqVbJKAAQEBOjw4cMkAIBMxDAMGUbq9tQBAAAAHsXV1VU1atTQ1q1bLWPx8fHaunWr6tat+9B9V61apZiYGHXr1u2xzs1KAACwo6RK/9CcF0hfV65c0aBBg7Rw4ULLmLe3t+bPn682bdrYLzAAqWrJkiWaOnWq/vzzT0nSU089paFDh6p79+52jgwAAABpwZReSwFsMHjwYPn7+6tmzZqqXbu2pk2bpuvXryswMFCS5Ofnp0KFCmny5MlW+y1YsEBt2rRR3rx5H+u8JAEAwI4eVvqH5rxA2vvxxx/l5+enM2fOWMZat26t+fPnJ2rWBMBxBQcHa9SoUerbt6/q168vSdqxY4feeustRUZGatCgQXaOEAAAAFlBp06d9O+//2r06NEKDw9X1apVtXnzZsvnz3PnzsnJybp4z7Fjx7Rjxw598803j31ekgAAYAcJKwD+vnA3AfBgg1+a8wLp4/Dhw5YEQI4cOTR9+nQFBgZmyBkjAB7fzJkz9cknn8jPz88y9vLLL6tChQoaM2YMSQAAAIBMKKN+rOvbt6/69u2b5Gvbt29PNPb0008/cTlLkgAAYAcPrgCgwS9gH71799b69et18+ZNLV68WCVKlLB3SADSwD///KN69eolGq9Xr57++ecfO0QEAAAApB8aAwOAHdzf/JcGv0D6iIuL05YtW6zGTCaTVq5cqW3btpEAADKx0qVL64svvkg0vnLlSpUpU8YOEQEAACCtmUymdHk4AlYCAEA6ub8J8P3Nf1kBAKS9kydPys/PT7t27dKWLVvUrFkzy2u5c+e2X2AA0sXYsWPVqVMn/fDDD5aeADt37tTWrVuTTA4AAAAAmQkrAQAgnSSUAIqMilP8/5dyo/kvkLYMw9C8efNUpUoV7dq1S5LUo0cPxcbG2jkyAOmpXbt22rt3r/Lmzasvv/xSX375pby9vfXTTz/p1VdftXd4AAAASAOsBLiHlQAAkErun+mflITZ/wlNgGn+C6Stf/75Rz169NCmTZssYyVLltSSJUvk6upqx8gA2EONGjW0dOlSe4cBAAAApDuSAACQSh5s9pscmgADaW/16tV66623dPHiRctYz5499dFHHylnzpx2jAxAenJycnrk7CyTyaQ7dx797zcAAAAci4NM0k8XJAEAIJXc3+zXy9Oc5DbM/gfSVlRUlPr166fPP//cMubr66vPPvtML730kh0jA2AP//3vf5N9bffu3ZoxY4bi4+PTMSIAAAAg/ZEEAIAHPKqsT3Lub/b7xaRCaREagEfo2bOnVq9ebXnetm1bzZ07V/ny5bNjVADs5ZVXXkk0duzYMQ0fPlwbNmzQa6+9pnHjxtkhMgAAAKQ1R6nXnx5IAgDAA1Ja1ic5NPsF7Gfy5MnatGmTnJ2dNWvWLHXr1o0bPwCSpPPnzysoKEiLFy9W8+bNdejQIVWsWNHeYQEAAABpjiQAADwgJWV9kkO5HyB9xcbGWjX5LV26tFauXKnKlSuraNGidowMQEYRHR2tSZMmaebMmapataq2bt2qBg0a2DssAAAApDHmg91DEgAA7rP9wA1FRlHWB8jo7ty5o0mTJumLL77QTz/9JA8PD8tr1P4HkGDKlCn64IMPlD9/fi1fvjzJ8kAAAABAZkcSAADuE7IhyvIzZX2AjOnYsWPy8/PTTz/9JEl69913NWvWLDtHBSAjGj58uLJly6bSpUtr8eLFWrx4cZLbrV27Np0jAwAAQFqjNOw9JAEAZGkPNgFOaO4ribI+QAZjGIbmzJmjoUOH6ubNm5Iks9msvHnzyjAMbvAAJOLn58d/GwAAAJDlkQQAkKUl1wS4qK+zGlX3SGIPAPYQFhamwMBAbdmyxTL21FNPacmSJapTp44dIwOQkYWEhNg7BAAAANgJc0HucbJ3AABgT/c3AfbObZZ3brOK+jqzCgDIQJYvX66KFStaJQD69OmjgwcPkgAAAAAAAOARWAkAINN7sOTP/RLK/9AEGMh4DMNQQECAlixZYhkrWLCgFi1apBdeeMGOkQEAAAAAMjrKQt5DEgBAppdcyZ/70QQYyHhMJpPKly9ved65c2fNnj1bXl5edowKAAAAAADHQhIAQKaS1Kz/hNn+Tqa7M/4f5OFmovwPkEENGTJEu3btUpcuXdS5c2d7hwMAAAAAcBAsBLiHJACATOVhs/4L+zgrJKhgOkcEIKX27Nmjffv2qV+/fpYxs9msdevW2TEqAAAAAAAcG0kAAJnK/Y1+75/1z2x/IOOKjY3V+PHjNWnSJElSjRo1VK9ePTtHBQAAAABwZPQEuIckAACHlFyzXxr9Ao7l6NGj6t69uw4cOGAZmzVrFkkAAAAAAABSCUkAAA7pUc1+afQLZGzx8fGaMWOGhg8frpiYGEmSs7OzgoKCNHz4cDtHBwAAAABwdCwEuIckAIAMKbmZ/gke1uyX0j9Axnbu3DkFBARo27ZtlrFy5copNDRUNWrUsGNkAAAAAABkPiQBAGRIj5rpn4Bmv4DjMAxDoaGh6tevn65cuWIZHzhwoCZNmqRs2bLZMToAAAAAQGZCT4B7SAIAyJCSa/B7P2b8A47lzp07+vjjjy0JgCJFiigkJETPPfecnSMDAAAAACDzIgkAIMO4vwQQDX6BzMfFxUWhoaGqWbOmOnbsqBkzZih37tz2DgsAAAAAkAmxEOAekgAAMoykSgDR4BdwXFevXtW///6rkiVLWsYqVqyo3377TaVKlbJjZAAAAAAAZB0kAQCkikc18k2JB5v9Uu4HcFw7duyQn5+fcuTIoX379snNzc3yGgkAAAAAAEBaoyfAPSQBAKSKlDbyTQma/QKOKyYmRkFBQZoyZYoM425ScNy4cZo4caKdIwMAAAAAIGsiCQAgVaSkkW9KMPsfcFxHjhxRt27ddPjwYctY/fr19cYbb9gxKgAAAABAVsRCgHtIAgB4bDTyBSBJcXFxCg4O1vvvv6/Y2FhJd5sAjx8/XkOGDJHZ/PiJQQAAAAAA8GRIAgB4bDTyBXD69Gn5+/vrxx9/tIxVqlRJoaGhqlKlih0jAwAAAABkZfQEuIckAAALW5v70sgXyNqioqJUvXp1RUVFSbp7gzVkyBCNHz/eqhEwAAAAAACwH5IAACwet7kvjXyBrCl37tzq16+fxo8fr+LFi2vx4sVq2LChvcMCAAAAAICVAPchCQDA4nGa+zL7H8haDMOwupEaNWqUXFxcNGDAAOXKlcuOkQEAAAAAgKSQBACyqKRK/9DcF0ByoqOjNWDAAD311FN67733LOMuLi4aNWqUHSMDAAAAACAxFgLcQxIAyKIeVvqH5r4A7rd9+3b5+/vr3LlzcnZ2VosWLVStWjV7hwUAAAAAAFLAyd4BAEh/2w/csCQAnEySd26z5VHU15nyPgAkSbdu3dI777yjJk2a6Ny5c5KkbNmyWX4GAAAAACCjMplM6fJwBKwEALKgkA1Rlp9p6gsgKQcPHlS3bt109OhRy1jjxo0VEhKiYsWK2TEyAAAAAABgC1YCAFnQ/X0AmPUP4H537tzRxIkTVbt2bUsCwM3NTR999JG2bt1KAgAAAAAA4BBMpvR5OAJWAgBZxP2NgBMaAHvnNqtRdQ87RwYgozh//rzat2+v3bt3W8aqVq2q0NBQVaxY0Y6RAQAAAACAx0USAMgikmoETANgAPfLkyePLl++LElycnLS8OHDFRQUJFdXVztHBgAAAACAbRylXn96IAkAOKD7Z/WnVMLsfyeT5OVploebiVJAAKxky5ZNoaGh6t69uxYsWKB69erZOyQAAAAAAB4LOYB7SAIADiipWf0pRSNgAAlWrVqlypUr6+mnn7aM1axZU7/++qvMZrMdIwMAAAAAAKnliZIAt27dkru7e2rFAiCFElYAJMzqTylm/wOQpMuXL6tv375atmyZateurZ07d8rZ+d4tAQkAAAAAAICjc2IpgIXNSYD4+HhNnDhRc+fOVUREhI4fP66SJUtq1KhRKl68uN544420iBNAErw8zfpiUiF7hwHAgXz77bcKCAhQWFiYJOmnn37Sf//7X3Xo0MHOkQEAAAAAkPnNnj1bU6dOVXh4uKpUqaKZM2eqdu3ayW4fFRWlkSNHau3atbp06ZKKFSumadOmqWXLlik+p5OtQU6YMEEhISGaMmWKVaPAihUr6rPPPrP1cAAAIB3cuHFD/fv31/PPP29JAOTOnVtLly5V+/bt7RwdAAAAAACpy2RKn4ctVq5cqcGDBysoKEgHDhxQlSpV1Lx5c124cCHJ7WNjY/X888/rzJkzWr16tY4dO6b58+erUCHbJgXbvBJgyZIlmjdvnpo2baq33nrLMl6lShX98ccfth4OAACksX379ql79+46duyYZaxZs2ZatGiRChcubMfIAAAAAADIOoKDg9WzZ08FBgZKkubOnauNGzdq4cKFGj58eKLtFy5cqEuXLmnXrl1ycXGRJBUvXtzm89qcBAgLC1Pp0qUTjcfHx+v27ds2BwAgse0HbihkQ5Sl9v+DLkXHpXNEABzR7du3NXHiRE2YMEFxcXf/u+Hu7q4pU6aoT58+cnKyeUEgAAAAAAAOwZROPQFiYmIUExNjNebm5iY3NzersdjYWO3fv18jRoywjDk5OalZs2bavXt3ksdev3696tatqz59+mjdunXKly+funbtqmHDhtnUz8/mT//ly5fXjz/+mGh89erVqlatmq2HA5CEkA1ROhdxR5FRcUk+4v8/N+DhRoMTAMnbv3+/xo0bZ0kA1KpVSwcPHlS/fv1IAAAAAAAAkAomT54sT09Pq8fkyZMTbRcZGam4uDj5+vpajfv6+io8PDzJY586dUqrV69WXFycNm3apFGjRumjjz7ShAkTbIrR5pUAo0ePlr+/v8LCwhQfH6+1a9fq2LFjWrJkib766itbDwfgAdsP3NC5iDuSJCfT3ea/SfFwMymwde50jAyAo3nmmWc0aNAgTZ8+XaNGjdJ7771nWT4IAAAAAEBm5pROc2dHjBihwYMHW409uArgccXHx8vHx0fz5s2T2WxWjRo1FBYWpqlTpyooKCjFx7E5CfDKK69ow4YNGjdunLJnz67Ro0erevXq2rBhg55//nlbDwfgASEboiw/F/ZxVkhQQfsFA8ChhIeHy8fHx2qW/8SJE/Xaa6+pevXqdowMAAAAAIDMKanSP0nx9vaW2WxWRESE1XhERITy58+f5D4FChSQi4uLVemfcuXKKTw8XLGxsXJ1dU1RjI9VC6BBgwbasmWLLly4oBs3bmjHjh164YUXHudQAB5wfx8AZvoDSAnDMLR06VKVLVtWM2fOtHrN3d2dBAAAAAAAIMsxmUzp8kgpV1dX1ahRQ1u3brWMxcfHa+vWrapbt26S+9SvX18nTpxQfHy8Zez48eMqUKBAihMA0mMkAUqWLKmLFy8mGo+KilLJkiVtPRyA/7f9wA0FjD1vafrrndusRtU97BwVgIzu4sWL6tixo7p166bo6GgNHz5cv//+u73DAgAAAAAADxg8eLDmz5+vxYsX6/fff9fbb7+t69evKzAwUJLk5+dn1Tj47bff1qVLlzRgwAAdP35cGzdu1KRJk9SnTx+bzmtzOaAzZ85YGgzeLyYmRmFhYbYeDsD/S2gGnICmvwAeZdOmTXrjjTesGgi1a9dOBQoUsGNUAAAAAADYnw2T9NNNp06d9O+//2r06NEKDw9X1apVtXnzZkuz4HPnzlmV+C1SpIi+/vprDRo0SJUrV1ahQoU0YMAADRs2zKbzpjgJsH79esvPX3/9tTw9PS3P4+LitHXrVhUvXtymk0vS7NmzNXXqVIWHh6tKlSqaOXOmateunez2UVFRGjlypNauXatLly6pWLFimjZtmlq2bGnzuYG0sv3ADYVsiLIq7fMoCSsAnEx3ewFQCghAcq5du6YhQ4bo008/tYx5eXlp7ty56tChgx0jAwAAAAAAD9O3b1/17ds3yde2b9+eaKxu3bras2fPE50zxUmANm3aSLpbS8nf39/qNRcXFxUvXlwfffSRTSdfuXKlBg8erLlz56pOnTqaNm2amjdvrmPHjsnHxyfR9rGxsXr++efl4+Oj1atXq1ChQjp79qxy585t03mBtPbgrH5b0AwYwMPs2rVLfn5+OnnypGWsRYsWWrBgASsAAAAAAAD4fyZlwKUAdpLiJEBC84ESJUpo37598vb2fuKTBwcHq2fPnpaaR3PnztXGjRu1cOFCDR8+PNH2Cxcu1KVLl7Rr1y65uLhI0mOtPgDSWsIKACeT5OVpfsTW93i4mVgBACBZX375pdq1a2f5N9nDw0PBwcHq1auXTc2IAAAAAABA1mFzT4DTp0+nyoljY2O1f/9+q0YHTk5OatasmXbv3p3kPuvXr1fdunXVp08frVu3Tvny5VPXrl01bNgwmc0p/6IVSE1Jlf5JKO3j5WnWF5MK2Ss0AJlM06ZNVaxYMZ0+fVp169bVkiVLVLp0aXuHBQAAAABAhuPEXDkLm5MAknT9+nV9//33OnfunGJjY61e69+/f4qOERkZqbi4OEvTgwS+vr76448/ktzn1KlT+u677/Taa69p06ZNOnHihHr37q3bt28rKCgoyX1iYmIUExNjeX7lypUUxQek1MNK/9DcF0BqypkzpxYvXqwff/xR7777rpydH+ufcQAAAAAAkIXY/O3BwYMH1bJlS924cUPXr1+Xl5eXIiMj5eHhIR8fnxQnAR5HfHy8fHx8NG/ePJnNZtWoUUNhYWGaOnVqskmAyZMna+zYsWkWE5Bc6R9K+wB4EmfOnFG/fv00c+ZMq9J3DRo0UIMGDewXGAAAAAAADoCyuffYnAQYNGiQWrdurblz58rT01N79uyRi4uLunXrpgEDBqT4ON7e3jKbzYqIiLAaj4iIUP78+ZPcp0CBAnJxcbEq/VOuXDmFh4crNjZWrq6uifYZMWKEBg8ebHl+5coVFSlSJMVxAilF6R8AqcEwDIWEhGjAgAG6evWqrl69qu+++05OTk72Dg0AAAAAADggm79ROHTokN555x05OTnJbDYrJiZGRYoU0ZQpU/Tee++l+Diurq6qUaOGtm7dahmLj4/X1q1bVbdu3ST3qV+/vk6cOGFpiChJx48fV4ECBZJMAEiSm5ubcuXKZfUAACAjunDhgl599VW9/vrrunr1qqS7KwL++usvO0cGAAAAAIBjMZnS5+EIbE4CuLi4WGYj+vj46Ny5c5IkT09Pm7+kGDx4sObPn6/Fixfr999/19tvv63r168rMDBQkuTn52fVOPjtt9/WpUuXNGDAAB0/flwbN27UpEmT1KdPH1svAwCADGXdunWqWLGi1q1bZxkLCAjQ4cOHVaxYMTtGBgAAAAAAHJnN5YCqVaumffv2qUyZMmrUqJFGjx6tyMhIhYaGqmLFijYdq1OnTvr33381evRohYeHq2rVqtq8ebOlWfC5c+esyh8UKVJEX3/9tQYNGqTKlSurUKFCGjBggIYNG2brZQAAkCFcuXJFgwYN0sKFCy1j3t7emj9/vtq0aWO/wAAAAAAAcGBOjjJNPx2YDMMwbNnh559/1tWrV9WkSRNduHBBfn5+2rVrl8qUKaMFCxaoatWqaRRq6rhy5Yo8PT0VHR1NaSA8tu0HbihkQ5RuxBi6FB2neEPyzk1PAAC22blzp7p166YzZ85Yxlq3bq358+dbEuIA4Eiy0r12tmp97R0CAEiSLu+bZe8QAECS5G7zdPO01XbB/nQ5z9o3aqTLeZ6EzX80NWvWtPzs4+OjzZs3p2pAgCMI2RClcxF3rMY83MguArDNlStXLAmAHDlyaPr06QoMDJSJ2QoAAAAAADwRPlrfY3NPgOQcOHBAL730UmodDsjQbsTcXUDjZLq7AqCor7MCW+e2b1AAHE6LFi305ptvqkGDBjp8+LBef/11EgAAAAAAACBV2bQS4Ouvv9aWLVvk6uqqHj16qGTJkvrjjz80fPhwbdiwQc2bN0+rOIE0dX95n5S4FB0nSfLypAQQgJSJi4vT6tWr1bFjR6sv+qdNmyYXFxeZzWY7RgcAAAAAQObCJLt7UpwEWLBggXr27CkvLy9dvnxZn332mYKDg9WvXz916tRJv/76q8qVK5eWsQJpJqnyPilBCSAAKXHy5ElLD52rV6+qR48eltfc3d3tGBkAAAAAAMjsUpwEmD59uj744AMNHTpUa9asUYcOHTRnzhwdOXJEhQsXTssYgTR3f3kfL8+Uzcb1cDNRAgjAQxmGofnz52vw4MG6fv26JOmdd95Rhw4d5OnpaefoAAAAAADIvFgIcE+KkwAnT55Uhw4dJElt27aVs7Ozpk6dSgIAmQrlfQCklvDwcPXo0UMbN260jJUsWVJLliwhAQAAAAAAANJNipMAN2/elIeHh6S79ZTc3NxUoECBNAsMAABHtXr1ar311lu6ePGiZaxnz54KDg5Wjhw57BgZAAAAAABZgxNLASxsagz82WefWb68uHPnjkJCQuTt7W21Tf/+/VMvOuAJ2NLsN6HRLwA8iaioKPXr10+ff/65ZczX11cLFixQq1at7BgZAAAAAADIqlKcBChatKjmz59veZ4/f36FhoZabWMymUgCIMN4nGa/NPoF8CRGjx5tlQBo166d5s6dmyhhDgAAAAAA0hbf8t2T4iTAmTNn0jAM4PElN+M/YXZ/Spv90ugXwJMaM2aM1qxZo2vXrmnWrFnq1q2bTCw/BAAAAAAAdmRTOSAgI3rUjP/CPs4KCSqYjhEByCquXbtmVePfy8tLa9asUcGCBVW0aFE7RgYAAAAAQNbGpLx7nOwdAPCkElYAOJkk79xmq0dRX2dm9wNIdXfu3NG4ceNUunRp/fPPP1avPfPMMyQAAAAAAABAhsFKAGQaXp5mfTGpkL3DAJDJHT9+XN27d9dPP/0kSXrjjTe0ceNGZhgAAAAAAJCBOPEx3YKVAAAApIBhGJo9e7aqVq1qSQCYzWbVrFlTcXFxdo4OAAAAAAAgaawEQIaVXMPfByU0AAaAtBIWFqbAwEBt2bLFMlamTBmFhoaqTp06dowMAAAAAAAkhRX79zxWEuDkyZNatGiRTp48qenTp8vHx0f/+9//VLRoUVWoUCG1Y0QW9aiGvw/ycOMvNoDUt3z5cvXu3VtRUVGWsT59+uiDDz5Q9uzZ7RcYAAAAAABACthcDuj7779XpUqVtHfvXq1du1bXrl2TJP3yyy8KCgpK9QCRdT2s4S8NgAGkhz59+qhr166WBEDBggX19ddfa9asWSQAAAAAAADIwEym9Hk4AptXAgwfPlwTJkzQ4MGDlTNnTsv4c889p1mzZqVqcMhaHiz/k1Dmh4a/AOzlueee05w5cyRJnTt31uzZs+Xl5WXnqAAAAAAAAFLO5iTAkSNHtGzZskTjPj4+ioyMTJWgkDUlV/6HMj8A7KVdu3bq27ev6tevr86dO9s7HAAAAAAAkEL0BLjH5nJAuXPn1j///JNo/ODBgypUiNnaeHxJlf+hzA+A9LJ3714NGzYs0fjMmTNJAAAAAAAAAIdl80qAzp07a9iwYVq1apVMJpPi4+O1c+dODRkyRH5+fmkRIzK5hDJAlP8BYA+3b9/WuHHjNGnSJMXHx6tq1arq0qWLvcMCgCxn/fr1Kd725ZdfTsNIAAAAkBk4sRDAwuYkwKRJk9SnTx8VKVJEcXFxKl++vOLi4tS1a1e9//77aREjMrkHywBR/gdAejl69Ki6d++uAwcOWMaWLFmizp07s2wQANJZmzZtUrSdyWRSXFxc2gYDAAAAZCI2JwFcXV01f/58jRo1Sr/++quuXbumatWqqUyZMmkRHzKxhBUAf1+4mwBwMkmFfSj/AyDtxcfHa/r06RoxYoRiYmIkSc7OzgoKCtLw4cNJAACAHcTHx9s7BAAAAGQifLa/x+YkwI4dO/Tss8+qaNGiKlq0aFrEhCziwRUAhX2cFRJU0I4RAcgKzp07p4CAAG3bts0yVq5cOYWGhqpGjRp2jAwAAAAAACD12ZwEeO6551SoUCF16dJF3bp1U/ny5dMiLmQB9zcCZgUAgLRmGIZCQ0PVr18/XblyxTI+cOBATZo0SdmyZbNjdACAB12/fl3ff/+9zp07p9jYWKvX+vfvb6eoAAAA4ChYB3CPzUmA8+fPa8WKFVq+fLn+85//qHLlynrttdfUpUsXFS5cOC1iRCbn5WlmBQCAdLFmzRpLAqBIkSIKCQnRc889Z+eoAAAPOnjwoFq2bKkbN27o+vXr8vLyUmRkpDw8POTj40MSAAAAALCBk607eHt7q2/fvtq5c6dOnjypDh06aPHixSpevDhfpAAAMiyTyaR58+YpX7586t69uw4fPsy/WwCQQQ0aNEitW7fW5cuXlS1bNu3Zs0dnz55VjRo19OGHH9o7PAAAADgAJ5MpXR6OwOaVAPcrUaKEhg8fripVqmjUqFH6/vvvUysuZGIJDYEvRcfZOxQAmdi1a9f0559/qlq1apYxX19fHT58WPnz57djZACARzl06JA+/fRTOTk5yWw2KyYmRiVLltSUKVPk7++vtm3b2jtEAAAAwGHYvBIgwc6dO9W7d28VKFBAXbt2VcWKFbVx48bUjA2ZVEJD4Pi7LQHk4eYYGTMAjmPHjh2qUqWKWrRoocjISKvXSAAAQMbn4uIiJ6e7H1V8fHx07tw5SZKnp6f++usve4YGAAAAB2Eypc/DEdicBBgxYoRKlCih5557TufOndP06dMVHh6u0NBQvfjii2kRIzKZ+xsCF/WlITCA1BMTE6Phw4erYcOGOnXqlCIiIjRo0CB7hwUAsFG1atW0b98+SVKjRo00evRoLV26VAMHDlTFihXtHB0AAADgWGwuB/TDDz9o6NCh6tixo7y9vdMiJmQRNAQGkJqOHDmibt266fDhw5ax+vXra8yYMfYLCgDwWCZNmqSrV69KkiZOnCg/Pz+9/fbbKlOmjBYuXGjn6AAAAOAITI4yTT8d2JwE2LlzZ1rEAQDAY4mLi1NwcLDef/99xcbGSrpbRmLcuHEaOnSozGaznSMEANiqZs2alp99fHy0efNmO0YDAAAAOLYUJQHWr1+vFi1ayMXFRevXr3/oti+//HKqBAYAwKOcPn1a/v7++vHHHy1jFStWVGhoqKpWrWq/wAAAAAAAgF2xEOCeFCUB2rRpo/DwcPn4+KhNmzbJbmcymRQXF5dasQEAkKzY2Fg1aNBAYWFhku7+GzRkyBCNHz9ebm5udo4OAPAkSpQo8dDl26dOnUrHaAAAAADHlqIkQHx8fJI/AwBgL66urpo4caICAgJUvHhxLV68WA0bNrR3WACAVDBw4ECr57dv39bBgwe1efNmDR061D5BAQAAwKE4sRTAwuaeAEuWLFGnTp0SzbKMjY3VihUr5Ofnl2rBAQBwv7i4OKsa/35+frp+/bq6deumXLly2TEyAEBqGjBgQJLjs2fP1s8//5zO0QAAAACpZ/bs2Zo6darCw8NVpUoVzZw5U7Vr105y25CQEAUGBlqNubm56datWzad08nWIAMDAxUdHZ1o/OrVq4kCAgAgNURHRysgIEC9evWyGjeZTOrduzcJAADIIlq0aKE1a9bYOwwAAAA4AJMpfR62WLlypQYPHqygoCAdOHBAVapUUfPmzXXhwoVk98mVK5f++ecfy+Ps2bM2vxc2rwQwDCPJ+px///23PD09bQ4Amc/2AzcUsiFKN2KMJF+/FE3fCAApt337dvn7++vcuXOS7jagf+WVV+wcFQDAHlavXi0vLy97hwEAAAA8luDgYPXs2dMymX7u3LnauHGjFi5cqOHDhye5j8lkUv78+Z/ovClOAlSrVk0mk0kmk0lNmzaVs/O9XePi4nT69Gm9+OKLTxQMMoeQDVE6F3Hnkdt5uFGXC0Dybt26pZEjRyo4ONgyljNnTpuXvAEAHE/CZ48EhmEoPDxc//77r+bMmWPHyAAAAOAokprIbk+xsbHav3+/RowYYRlzcnJSs2bNtHv37mT3u3btmooVK6b4+HhVr15dkyZNUoUKFWw6d4qTAG3atJEkHTp0SM2bN1eOHDksr7m6uqp48eJq166dTSdH5pSwAsDJJHl5mpPcxsPNpMDWudMxKgCO5ODBg+rWrZuOHj1qGWvUqJFCQkJUvHhx+wUGAEgXr7zyitWHNicnJ+XLl0+NGzdW2bJl7RgZAAAAYC0mJkYxMTFWY25ubol66kZGRiouLk6+vr5W476+vvrjjz+SPPbTTz+thQsXqnLlyoqOjtaHH36oevXq6bffflPhwoVTHGOKkwBBQUGSpOLFi6tTp05yd3dP8UmQdWw/cEORUXfL/Xh5mvXFpEJ2jgiAI7lz544++OADjRkzRnfu3F1R5ObmpkmTJmngwIFycrK5lQ0AwAGNGTPG3iE8Ust+9EMDkDHM3HHK3iEAgCRpaOOS9g7BSnp9gzB58mSNHTvWaiwoKChV7mnr1q2runXrWp7Xq1dP5cqV06effqrx48en+Dg29wTw9/e3dRdkISEboiw/U+4HgC0uXbqkVq1aac+ePZaxqlWrKjQ0VBUrVrRjZACA9GY2m/XPP//Ix8fHavzixYvy8fFRXBw9pgAAAPBw6VUOaMSIERo8eLDV2IOrACTJ29tbZrNZERERVuMREREprvnv4uKiatWq6cSJEzbFmKIkgJeXl44fPy5vb2/lyZPnoW/gpUuXbAoAju/+RsD3N/2l3A8AW+TOndtSas7JyUnDhw9XUFCQXF1d7RwZACC9GYaR5HhMTAz/LgAAACBDSar0T1JcXV1Vo0YNbd261VJ6Pz4+Xlu3blXfvn1TdK64uDgdOXJELVu2tCnGFCUBPv7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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:42:08,171 INFO: === Dataset: f ===\n", "2025-04-25 19:42:13,607 INFO:Total samples: 12911\n", "2025-04-25 19:42:56,461 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:42:56,532 INFO: === Dataset: g ===\n", "2025-04-25 19:42:59,099 INFO:Total samples: 6000\n", "2025-04-25 19:43:19,448 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:43:19,518 INFO: === Dataset: h ===\n", "2025-04-25 19:43:22,099 INFO:Total samples: 6000\n", "2025-04-25 19:43:42,336 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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g2UQRAAAAAHhCZcuWVYUKFbRr1y4VKlRIy5cvV506dSzHDcPQl1tuacE3NxOcGzwmTzpmCgAAADxjmHFrQREAAAAAeEL29vZatmyZPv74Y02ePFnZsz8c2R9xO15vDrqU6HmzPvBVPm/H9EoTAAAAwDOMIgAAAACQDBEREerXr5+6deumGjVqWOJFixbVvHnzLM+vR8Sr1dDEv/wf2CGXGtd0T/NcAQAAgGceewJYUAQAAAAAHmP79u3q3LmzLly4oJ07d+rIkSPKli1bgnaTloZpy/47iV5jfHcv1SzvltapAgAAAIAVigAAAABAEqKjozVs2DBNnz7dEgsNDdWvv/6qmjVrWmJms6EGvS4meo22DbLrvRY50zxXAAAAAP/AngAWFAEAAACARBw6dEgdO3bU8ePHLbF69epp6dKlKliwoCW2amuk/rvmZoLz36znrt5tcqVHqgAAAACQJIoAAAAAwD/ExcVp8uTJGj16tOLi4iRJzs7OmjRpkvr27Ss7u/tri4aEx6n9iMuJXmPTTH85OTLyCAAAALAZ9gSwoAgAAAAA/L8zZ86oQ4cO2rt3ryVWqVIlBQcHq0yZMpKk+HhDk4PD9UMia/+7u5q07qP8MjH1GAAAAEAGQREAAAAA+H93797VoUOHJEl2dnYaOnSoRo4cKScnJ0nSwnU3tWJzZKLnLh2ZRwX8HNMtVwAAAACPwEwAC94JAAAA4P+VLVtWEyZMULFixbRz506NHz/eUgD48dCdRAsAzeq6a9u8AhQAAAAAAGRIFAEAAADwzPruu+8UExNjFevfv7+OHDmiGjVqWGJHTkZrzMIwq3YvVXHTppn+6tuWzX8BAACADMdkSp9HJkARAAAAAM+cGzduqH379mratKlGjRpldcze3l7ZsmWzPD/xV4yCZly1atO2QXaNeMeLzX8BAACAjMpklz6PTIA9AQAAAPBM2bJliwIDA3Xp0iVJ0pQpUxQQEKBSpUpZtbt07Z46jrqS4PwBb+dSk1ru6ZIrAAAAADwtigAAAAB4Jty5c0eDBw/WnDlzLLEcOXJo7ty5KlmypFXbl3tcSPQadnaiAAAAAABkBplkqZ70QBEAAAAAWd6BAwfUoUMHnTx50hJr2LChFi9erPz581tiYTfj1GbY5USvMamnt6qXcU3zXAEAAAAgNVEEAAAAQJZ17949TZgwQePHj1d8fLwkydXVVVOmTFGPHj1kZ3d/Dc8rYXF6e2TiX/53bZ5D7Rpml4mRRAAAAEDmkUnW608PFAEAAACQZX366acaM2aM5XnVqlUVHBysEiVKSJLuRpv1WtDfSZ6/ZY6/7O348h8AAABA5kU5BAAAAFlWt27d9Pzzz8ve3l6jR4/Wrl27LAWAm7fikywANHohm7bNK0ABAAAAAMisTKb0eWQCzAQAAABAlnH37l25uj5ct9/R0VGff/65bt26papVq1riv/xxV4NmX0twfrc3c6hdQ490yRUAAAAA0gNFAAAAAGR6hmHo888/V1BQkL7//ntVrFjRcqxkyZKWP0fdNavpB4mP/t82r0BapwkAAAAgnbCn10MsBwQAAIBMLTw8XG3atFHHjh117do1dejQQdHR0Qna3bqTeAGgUB5HCgAAAAAAsixmAgAAACDT2rhxo959912FhIRYYpUqVdK9e/fk4uJiiR04fleD5yRc/ufjvj6qVMIlQRwAAABA5sZMgIcoAgAAACDTuX37tgYMGKBPPvnEEsuVK5c++eQTtWrVyhL7YX+UJi4NT/QajP4HAAAA8CygCAAAAIBMZc+ePerYsaPOnDljiTVu3FiLFi1Snjx5JN3fI2DwnGv65Y+EywJVK+Oi//T0Sbd8AQAAANgAEwEsKAIAAAAg05gzZ4769u0rs9ksSXJzc9O0adPUrVs3y3TfHw/d0ZiFYYmeP7mXt6qWdk23fAEAAADA1tgYGAAAAJlG9erVLV/216hRQ7/++qvee+89xZul0QuuaUpweKIFgCm9vbVtXgEKAAAAAMAzwmQypcsjpebOnatChQrJxcVF1atX1/79+x/ZfsaMGSpRooRcXV3l7++v/v37Kzo64YznR2EmAAAAADKNqlWrauzYsZKkQYMGycHBQYZh6JXeF5M854c5/rKzYy4wAAAAANtauXKlgoKCNH/+fFWvXl0zZsxQo0aNdOLECfn4JFyydMWKFRoyZIgWL16smjVr6uTJk+rcubNMJpOmTZuW7PsyEwAAAAAZ0vnz59WnTx/FxcVZxYcNG6Zhw4bJweH+eJbRCxJf+qdX65zaNq8ABQAAAADgGZQRZwJMmzZNXbt2VWBgoEqXLq358+fLzc1NixcvTrT97t27VatWLbVv316FChXSK6+8orfeeuuxswf+jZkAAAAAyFAMw9DSpUvVt29f3bp1S97e3hoxYkSCdrfvmPXGgL8TxBd96KdcHvbydLdPj3QBAAAAPMNiYmIUExNjFXN2dpazs7NVLDY2VgcPHtTQoUMtMTs7OzVo0EB79uxJ9No1a9bUZ599pv3796tatWo6e/asNm7cqI4dO6YoR2YCAAAAIMO4evWq3nzzTb3zzju6deuWJGn58uUJ1rz883xMogWAtZPzqXBeJwoAAAAAwDMuvWYCTJo0SZ6enlaPSZMmJcgnLCxM8fHx8vX1tYr7+voqJCQk0dfQvn17jR07VrVr15ajo6OKFi2qevXqadiwYSl6LygCAAAAIENYv369ypUrp3Xr1lligYGBOnjwoFxcXCyxT9beUI8poQnOnz/ETzmy8+U/AAAAgPQzdOhQRUREWD3+Odr/aezYsUMTJ07UvHnzdOjQIa1du1YbNmzQuHHjUnQdlgMCAACATUVGRqp///5W62B6e3vr008/VfPmzS0xwzB05u97WvnDrQTX2DavQHqkCgAAACCTSOl6/U8qsaV/EuPl5SV7e3uFhloPaAoNDZWfn1+i54wYMUIdO3ZUly5dJEnlypVTVFSUunXrpuHDh8vOLnlj/CkCAAAAwGZ++uknBQQE6Pz585bYG2+8oQULFsjHx0eSFBNrVvfJofrryr0E5498N7fqVc6WXukCAAAAwBNxcnJS5cqVtXXrVstgJ7PZrK1bt6pXr16JnnPnzp0EX/Tb29+f/WwYRrLvTREAAAAANrNu3TpLAcDd3V0zZ85UYGCg1aidLfvvJFoAGBpAAQAAAABAEtJnIkCKBAUFKSAgQFWqVFG1atU0Y8YMRUVFKTAwUJLUqVMn5cuXz7KnQNOmTTVt2jRVqlRJ1atX1+nTpzVixAg1bdrUUgxIDooAAAAAsJkJEyZo06ZNyp07t5YtW6bChQtbHZ8SHK5Ne6KsYnly26tmBTc1rE4BAAAAAEDm0bZtW127dk0jR45USEiIKlasqE2bNlk2C75w4YLVyP8PP/xQJpNJH374oS5duiRvb281bdpUEyZMSNF9TUZK5g1kAZGRkfL09FRERIQ8PDxsnQ4AAMAzIz4+XocPH1aVKlWs4pcvX5avr6/VSJaQ8Di1H3E5wTWCR+dRPh/HNM8VT+ZZ6mu7Vkp8yjYApLcbB+bYOgUAkCS5ZLDh5jne/ixd7nPz8w7pcp+nkcF+NAAAAMiKzpw5o06dOunQoUM6dOiQSpUqZTmWN29eq7Yv97iQ6DU6NPagAAAAAAAAKUQRAAAAAGnGMAwtWLBAQUFBioq6v6xP586dtXfvXqt1/x/oNvFKotf5Zmo+eWRL/pqXAAAAAJ5tiX3eeFZRBAAAAECaCAkJUZcuXbRhwwZLrEiRIpo2bVqiHfLV2yJ1+m/rDYADX/dUu1c85OhABx4AAAAAngRFAAAAAKS6NWvW6L333lN4eLgl1q1bN3388cdyd3e3anvtRpyWbYzQxl3WGwBvmukvJ0e+/AcAAACQcswEeIgiAAAAAFLNzZs31adPHwUHB1tivr6+WrRokV577bUE7bfsi9KkZeEJ4stH56EAAAAAAACpgCIAAAAAUk3z5s31448/Wp63bNlS8+fPl5eXV4K2S769qeD/RSaId2nmqfxsAAwAAADgKTAT4CGKAAAAAEg148aNU926dZU9e3bNmTNHHTp0SND5NgxD9XteTHBu7QquGhaYWy5OdumVLgAAAABkeRQBAAAA8MTMZrPs7B5+aV+nTh0tWLBADRs2VIECBazaXgi5p85jryR6nY/6+Oj5ki5pmisAAACAZwgTASwoAgAAACDF4uLiNHHiRO3cuVObNm2yKgS8++67lj/Hmw0dPxujvtOuJnmtlRPzyjsH3VIAAAAASAt82gIAAECKnDx5Uh07dtT+/fslSTNmzFBQUFCCdtGxZjXp93eS18nhbqc1k/OxVicAAACAVMfnjIcoAgAAACBZDMPQvHnzNHDgQN29e1eSZG9vb/nzP527HKt3x4ckep2OjT3U+XVPOuUAAAAAkA4oAgAAAOCxLl26pHfeeUfff/+9Jfbcc89p+fLlql69ulXbl3tcSPQaHRp7qFMTTznY8+U/AAAAgLTFoKOHKAIAAADgkb788kv16NFDN27csMR69uypKVOmyM3NzRI7eSFW3f+T+Oj/LbP9Zc+X/wAAAACQ7igCAAAAIFHx8fHq0KGDvvzyS0ssb968WrJkiV555ZUE7RMrAPRqnVMtXsqepnkCAAAAwL8xE+AhigAAAABIlL29vTw8PCzP27Vrp7lz5ypXrlyWWLzZ0KofbmnR+psJzl8zOZ9yZrdPj1QBAAAAAEmgCAAAAIAkffzxxzp8+LCCgoLUrl07q2NXwuL09sjLiZ63bV6B9EgPAAAAABLHRAALigAAAACQJO3du1d///23WrVqZYm5u7tr3759VlNpv/nxlmatvJHYJSRJq/+TL03zBFLq0KFDcnR0VLly5SRJ69at05IlS1S6dGmNHj1aTk5ONs4QAAAASDsUAQAAAJ5x9+7d09ixYzVx4kS5ubnp+eefV5EiRSzHzWZp+H+vyiObnfYcu6uoaCPR60zv56MyRZ3lwAbAyGDee+89DRkyROXKldPZs2fVrl07vfnmm1q1apXu3LmjGTNm2DpFAAAApDL2BHiIIgAAAMAz7Pjx4+rYsaMOHTokSbp9+7amTZumD4ZN05JvI7Tz17uPvUZQ+1x6vbZ7WqcKPLGTJ0+qYsWKkqRVq1bpxRdf1IoVK7Rr1y61a9eOIgAAAACyNIoAAAAAzyCz2axZs2ZpyJAhiomJkSQ5ODiob9CH+iWio94dH/LYawSPzqN8Po5pnSrw1AzDkNlsliT98MMPev311yVJ/v7+CgsLs2VqAAAASCPMBHiIIgAAAMAz5sKFC+rcubO2b99uiZUsWUruZafq0K1ysrNL/DyfnPb6uK+P7OxM8sttT6camUaVKlU0fvx4NWjQQD/++KP++9//SpLOnTsnX19fG2cHAAAApC2KAAAAAM8IwzAUHBys3r17KzIy0hJv0PR9xfr1k72DS4JzGr2QTd1b5JCnu316pgqkqhkzZujtt9/WN998o+HDh6tYsWKSpNWrV6tmzZo2zg4AAABpgUFLD1EEAAAAeEbcvn1bQ4cOtRQAvH3zK1+1KYrPX0v//oq/QVU3De2cm44zsoTy5cvr2LFjCeJTp06VvT0FLgAAAGRtFAEAAACeEdmzZ9eM2QvUpuVr8nuupYrVHiVHZ88E7dZ/nF/urkmsCQRkYrGxsbp69aplf4AHChQoYKOMAAAAkFYY0PQQRQAAAIAs6tatW4qOjpa3t7fGLQ7T9l/uSCqrKq03KrtXmQTtl47KowK+bPSLrOfkyZN69913tXv3bqu4YRgymUyKj4+3UWYAAABA2qMIAAAAkAXt3LlTnTp1kp1bEfnXWWQ1CubfBYDPx+ZVHi+6hci6AgMD5eDgoO+++0558uRhVBgAAMCzgC6fBZ/2AAAAspCYmBiNGjVKU6ZMkWEYks7JwesL5S3d3qpdsxfd9X7LnHJypGeMrO/IkSM6ePCgSpYsaetUAAAAgHRHEQAAACCLOHbsmFq3fVsn/ni4AaqnXxXlzF/b8nzt5HzKkZ2NUPFsKV26tMLCwmydBgAAANIRsz8fsvmOb3PnzlWhQoXk4uKi6tWra//+/Y9sP2PGDJUoUUKurq7y9/dX//79FR0dnU7ZAgAAZDzx8fGaPHmKKlSsYikAmOwcVeSFIarU7Cu5ehTQxhn5tW1eAQoAeCZNnjxZgwYN0o4dOxQeHq7IyEirBwAAAJCV2XQmwMqVKxUUFKT58+erevXqmjFjhho1aqQTJ07Ix8cnQfsVK1ZoyJAhWrx4sWrWrKmTJ0+qc+fOMplMmjZtmg1eAQAAgO0cOH5XHy06qs1f9FHElYcDKbLlKqnS9afL3au03n3DU2+/6mnDLAHba9CggSSpfv36VnE2BgYAAMi6mAnwkE2LANOmTVPXrl0VGBgoSZo/f742bNigxYsXa8iQIQna7969W7Vq1VL79vfXtC1UqJDeeust7du3L13zBgAAsLUbt+LVd9IR7V/ZUPH3ov4/apJ/xW4qUu0DDeqUR41rZqPjC0javn27rVMAAAAAbMZmRYDY2FgdPHhQQ4cOtcTs7OzUoEED7dmzJ9Fzatasqc8++0z79+9XtWrVdPbsWW3cuFEdO3ZMr7QBAABszjAMtRx8SS7Z88mrUEOFnvpGLtnzq9TL01WyXA19PjYvX/4D/1C3bl1bpwAAAIB0xmeih2xWBAgLC1N8fLx8fX2t4r6+vvrzzz8TPad9+/YKCwtT7dq1ZRiG4uLi1L17dw0bNizJ+8TExCgmJsbynDU/AQBAZmUYhur3vGgVK15nrIoVyatVyycqjw/L/gBJ+fnnn/XJJ5/o7NmzWrVqlfLly6fg4GAVLlxYtWvXfvwFAAAAgEzK5hsDp8SOHTs0ceJEzZs3T4cOHdLatWu1YcMGjRs3LslzJk2aJE9PT8vD398/HTMGAABIHREREcpbqo1CT623ijs6e2r7d3MoAACPsGbNGjVq1Eiurq46dOiQZZBQRESEJk6caOPsAAAAkCZM6fTIBGxWBPDy8pK9vb1CQ0Ot4qGhofLz80v0nBEjRqhjx47q0qWLypUrpzfffFMTJ07UpEmTZDabEz1n6NChioiIsDwuXryYaDsAAICM6rv/bZVv/jIKObFaJ38arpjbIZKkkoWc9MMcfzk6ZJKeJ2Aj48eP1/z587VgwQI5Ojpa4rVq1dKhQ4dsmBkAAACQ9mxWBHByclLlypW1detWS8xsNmvr1q2qUaNGoufcuXNHdnbWKdvb20u6Pz0+Mc7OzvLw8LB6AAAAZAbR0dHq3ae/mjZpoJjblyRJhmFW1I2T2javgOYN8pOdHQUA4HFOnDihF198MUHc09NTN2/eTP+EAAAAkOZMJlO6PDIDm+0JIElBQUEKCAhQlSpVVK1aNc2YMUNRUVEKDAyUJHXq1En58uXTpEmTJElNmzbVtGnTVKlSJVWvXl2nT5/WiBEj1LRpU0sxAAAAILOLjIpXm34/6Oc1vXXnxilLPEfeF1Tq5Y/19cxqNswOyHz8/Px0+vRpFSpUyCq+c+dOFSlSxDZJAQAAAOnEpkWAtm3b6tq1axo5cqRCQkJUsWJFbdq0ybJZ8IULF6xG/n/44YcymUz68MMPdenSJXl7e6tp06aaMGGCrV4CAABAqom6a9Zr/c/rwuH/6vwvM2SY4yRJdvbOKlx9oPzLv6vt/y1k2ySBTKhr167q27evFi9eLJPJpMuXL2vPnj0aMGCARowYYev0AAAAkAYyyyj99GAyklpHJ4uKjIyUp6enIiIiWBoIAABkGGE34/RG7/36fUtvRYY+XKPc3au0StefqZavVdIH7XPJ3p6OLDKujNrXNgzDspfYnTt3JN1fNnTAgAEaN27cE13TtVKv1EwRWcB7bV5U/4D68s3toWMnLylo8ir98vtfibZ1cLDTwHdeUYfXqyuvTw6d/CtUH85cpy27/7C06dq6trq2qqOCeXNJkv44G6KJn/5P3+86ni6vB5nHjQNzbJ0CMpgvV3yuZUsWKSzsmp4rUVJDho1QufLlk2z//eb/ae7smbp86ZIKFCykfkEDVOfFupbjFcqUSPS8/h8MVOd3uqR6/si8XGw63Dyhgn2+TZf7/DWrabrc52nYbE8AAAAA3PfrqWi1GXZZdvbOuhtx/n7QZKc6Tfrr7zMHte/LBhrUMTcFAOAJmUwmDR8+XNevX9dvv/2mvXv36tq1axo1apQuX75s6/SQBbR65XlN/uBNTfjkf6rRfrKOnryk9fN6yjune6LtR/doqi4taytoyipVajleC1fv1MqPu6pCifyWNpdCb2rE7HWq+fYU1Xp7qnbsP6lV07upVBG/9HpZADKhTf/bqI+mTNJ7PXrqy1Vfq0SJknr/vXcVHh6eaPsjhw9pyMAP9GaLVlq5+hu99HJ99evdU6dOnbS02bpjp9VjzPiJMplMatCwUXq9LOCJsCfAQxQBAAAAbGjLvij1n35VkuTk5q0SdSfJ1bOQdu/aqZ82TJOnh4uNMwSyDicnJ5UuXVrVqlWTu7u7fv/9d/n7+9s6LWQBfTq8rCVrdyt4/V79eTZEvSd8qbvRsQpoXiPR9u1fr6Ypi77X5p3Hdf5SuBas2qnNu46rb8eXLW02/vSbNu88rjMXrun0hasaPfdb3b4To2rlC6fXywKQCQUvW6IWrdqo+ZstVbRYMX04aoxcXFz0zdo1ibb//LPlqlm7jjq/00VFihZVrz79VKp0aX254jNLGy9vb6vHjm1bVbVadeXn31BkcBQBHqIIAAAAYAPxZkO1WnyqMfNPWcW7dG6la5f/UI0aiX9xBADIWBwd7FWplL+27TthiRmGoW37TiT5hb2To4OiY+9Zxe5Gx6pmpaKJtrezM6l1o8rK5uqkfUfPpV7yALKUe7Gx+uP473qhRk1LzM7OTi+8UFNHfz2c6DlHjxzRCy9Y9ztr1qqto0eOJNo+PCxMP//0o95s0SrV8gaQ9jLYSk0AAABZ394jIWrW+j1dPb1e3kWaqMwr82QymdS3bU41q5vd1ukBAFLAK6e7HBzsdfX6Lav41fBIlSjkm+g5P+z5Q306vKydh07r7MUwvVSthJq9XDHBsm9liuXVjmUfyMXJQbfvxqjtBwv059mQNHstADK3GzdvKD4+Xrlz57aK586dW+fOnU30nLCwMOXO7ZWgfVh4WKLt16/7Wm5u2VS/4SupkzSQljLHIP10QREAAAAgjcWbDf106I4OnYjWD1u3aPtX/RUTdf9LnGtnN+rmlX0K/riZyhZ1tnGmABITExOjmJgYq5hhjpfJzt5GGSGzGzB1teaNeEu/rh0hwzB09u8wLV+/VwHNXrBqd/J8qKq3myRPd1e92aCSFoztqFe6zKQQAMBmvvl6jZq83lTOzvRbgcyEIgAAAEAaios39Ervi4q/d1dn9k7Spd+WWY45OHmozMvjdWBNKznYs0ojkNqOHj36yOMnTpx45PEHJk2apDFjxljF7H2ryjFPtSfODVlH2I3biouLl08u65lcPrk9FBIemeQ5bYIWyNnJQbk9s+nytQiN79NM5y5Zb9x5Ly5eZy/eH417+I+LqlymgHq+VU+9J3yZNi8GQKaWM0dO2dvbJ9gEODw8XF5eXome4+XlpfB/jfoPDw+XV+6E7Q8d/EXnz53TlI9mpFrOQFrKLOv1pweKAAAAAGlk0Oyr+uWPaEVe/VV/bO2vOzfPWI7lzF9b7bvP1pzhFW2XIJDFVaxYUSaTSYZhJDj2IJ6cD4dDhw5VUFCQVcynzuBUyxOZ2724eB3+46Jeql5C3+64X3gymUx6qdpzmr/yp0eeGxMbp8vXIuTgYKfm9StqzZZDj2xvZzLJ2YmP8QAS5+jkpFKly2jf3j16uX4DSZLZbNa+fXvU7q0OiZ5TvmJF7du7Vx06dbbE9u7ZrfIVKyZo+/Wa1SpdpoxKlCyZFukDSEP0HgAAAFLRvt/vaujca5Ikc/w9/XVojv46OFuGES9JcnRy0ZDhE9W7dy9553S0ZapAlnfuXOpsoOrs7Jxg2QOWAsI/zfpsmxaM7aiDxy/ol9/Oq1f7l+Tm6qzl6/ZKkhaO66jLVyM0cvZ6SVLVsgWV1yeHfj3xt/L55NDw95rIzs6kaUt/sFxzbO83tHnX77p45YayZ3NR28ZV9GKV4mraY55NXiOAzKFjQKBGDBusMmXKqmy58voseJnu3r2r5m+2kCQNHzpIPj6+6tv/A0nS2x066d3OHbVs6WK9+GJdbfrfRv3+228aMXqs1XVv376t77/fpA8GUgRH5sFMgIcoAgAAAKSC8Ih4tR56yTr211ad/2WG5XnVqlW1fPlylWT0FJAuChYsaOsU8IxY/f0heeV018j3X5Nv7uw6euKSmvWca9ks2N8vl8zmhzNSnJ0dNarn6yqcz0u378Ro867f9e6I5Yq4fdfSxjuXuxaN6yQ/Lw9F3I7Wb6cuqWmPedq27890f30AMo9XGzfRjevXNW/OLIWFXVOJkqU075OFyv3/ywGFXLkiO9PDZSgrVnpek6Z8pDmzZmj2jGkqULCQZsyeq+LFn7O67qaNGyTDUOMmr6fr6wGQOkxGYnNjs7DIyEh5enoqIiJCHh4etk4HAABkcicvxGrPsbtatiEiwTHDMPTb5vd048IPGjFihIYNGyZHR0b/I+vKDH3tcuXKaePGjfL393+q67hW6pVKGQHA07lxYI6tUwAASZJLBhtuXmzA/9LlPqc/apyi9nPnztXUqVMVEhKiChUqaPbs2apWLfG9purVq6cff/wxQbxJkybasGFDsu+ZwX40AAAAmcPhE9H6YOZVq9i9mAg5OntKkj4d6qdi/k66di1Y58+fV9WqVW2RJoB/OX/+vO7du2frNAAAAPAMWrlypYKCgjR//nxVr15dM2bMUKNGjXTixAn5+PgkaL927VrFxsZanoeHh6tChQpq3bp1iu5r9/gmAAAAeGDt9lt6uccFqwKAYRgKOblWez+rLX/nn7V1rr+K+TtJkry9vSkAAAAAAEA6M5lM6fJIiWnTpqlr164KDAxU6dKlNX/+fLm5uWnx4sWJts+VK5f8/Pwsjy1btsjNzY0iAAAAQFqIvWdo4KyrmrPqhlX8XvQN/f59D/2xtb/iYiO1aUWQwsLCbJQlgMepU6eOXF1dbZ0GAAAAsoiYmBhFRkZaPWJiYhK0i42N1cGDB9WgQQNLzM7OTg0aNNCePXuSda9FixapXbt2ypYtW4pypAgAAADwGGazoelfXNfBP6Ot4uF/bdcf376qa2c3WmINGzZk3X8gA9u4caPy5Mlj6zQAAACQxkym9HlMmjRJnp6eVo9JkyYlyCcsLEzx8fHy9fW1ivv6+iokJOSxr2f//v367bff1KVLlxS/F+wJAAAA8AgnL8Sq+3+sO2Rx96JUIGa6tm9cYInlypVL8+fPT/G0TADp49SpU9q+fbuuXr0qs9lsdWzkyJE2ygoAAACZ3dChQxUUFGQVc3Z2TvX7LFq0SOXKlUtyE+FHoQgAAADwL/fiDO08ckezvrqhiNvWXxZGhBxU+OEB+vn8WUuscePGWrRoEaOLgQxqwYIFev/99+Xl5SU/Pz+rtVtNJhNFAAAAgCwopev1PylnZ+dkfenv5eUle3t7hYaGWsVDQ0Pl5+f3yHOjoqL05ZdfauzYsU+UI0UAAAAASWcvxarvtFBF3TWSbBNyYo1O7BhgGUXs5uamadOmqVu3bunWwQSQcuPHj9eECRM0ePBgW6cCAACAZ5STk5MqV66srVu3qnnz5pIks9msrVu3qlevXo88d9WqVYqJiVGHDh2e6N4UAQAAwDPp11PRmr/2pk78FZus9oM75VLpfK1UrtwYRUREqEaNGlq+fLmKFSuWxpkCeFo3btxgqS4AAIBnTEYcpxUUFKSAgABVqVJF1apV04wZMxQVFaXAwEBJUqdOnZQvX74EewosWrRIzZs3V+7cuZ/ovhQBAADAM+PspVh1mfD4DZcecHE2afx73qr4nLPs7EyS3DVv3jydP39egwYNkoMDXSkgM2jdurW+//57de/e3dapAAAA4BnWtm1bXbt2TSNHjlRISIgqVqyoTZs2WTYLvnDhguzs7KzOOXHihHbu3Knvv//+ie/LJ1cAAJDlGIahyCizjp6O0d1os/6z/Hqyz23fyEOBTT118cJfGj58uIrmmSc7O5eHx9u3T4uUAaShYsWKacSIEdq7d6/KlSsnR0dHq+N9+vSxUWYAAABIK/cHcmU8vXr1SnL5nx07diSIlShRQoaR9LK1yUERAAAAZHoHjt/V3FU3dCE0TtlcTIqKTn4HacDbudTohWyyt7/fQTQMQ0uXLlXfvn1169YtOTo6aunSpWmUOYD08Omnn8rd3V0//vijfvzxR6tjJpOJIgAAAACyNIoAAAAgU7p9x6w3BvydIJ6cAsD47l6qWd4tQfzq1avq1q2b1q1bZ4nt2LFD169fV65cuZ4uYQA2c+7cOVunAAAAgHSWEfcEsBWKAAAAINO5djNObYddfmy7Ar4O8svtoBrlXWVnkl6v7S5TEj3B9evXq2vXrrp69aol1rlzZ82cOVMeHh6pljsA23owlTqp/xcAAAAAWQ1FAAAAkGnExxtqOuBvRcckPtp/RpCPyhV1TtGXe5GRkerfv78WL15siXl5eWnBggVq3rz506YMIINYvny5pk6dqlOnTkmSnnvuOQ0cOFAdO3a0cWYAAABICwz6eIgiAAAAyNBOX4xVt0khKujnoL9C4hIcL1nISfMG+T3RtX/++Wd16tRJ58+ft8SaNm2qBQsWyNfX90lTBpDBTJs2TSNGjFCvXr1Uq1YtSdLOnTvVvXt3hYWFqX///jbOEAAAAEg7FAEAAECGci/O0PQvruvq9TgdOhFjiSdWAGj3ioe6Nc/xxPc6evSopQDg7u6umTNnKjAwkBEjQBYze/Zs/fe//1WnTp0ssTfeeENlypTR6NGjKQIAAABkQXyse4giAAAAyDB2HrmjkZ+GPbadRzY7rZmcT/Z2T9er69Gjh9avX6+7d+9q2bJlKly48FNdD0DGdOXKFdWsWTNBvGbNmrpy5YoNMgIAAADSD0UAAABgUzGxZvWbflUn/op9ZLs+bXOqed3sT3yf+Ph4bdu2TQ0bNrTETCaTVq5cqezZs8ve3v6Jrw0gYytWrJi++uorDRs2zCq+cuVKFS9e3EZZAQAAIC0xw/shigAAAMAmZq28rm9+vJ3k8bzeDhrWObeeK+AkB/un67ydOXNGnTp10u7du7VlyxY1aNDAcixHjhxPdW0AGd+YMWPUtm1b/fTTT5Y9AXbt2qWtW7fqq6++snF2AAAAQNqiCAAAANLVyQux6v6fkEe2Gfeel2pVcHvqexmGoQULFigoKEhRUVGSpC5duujkyZNycnJ66usDyBxatmypffv2adq0afrmm28kSaVKldL+/ftVqVIl2yYHAACANMFMgIcoAgAAgHRx8kKsRn16TaHX4xM9XtzfUbMH+MnJMXU6aleuXFGXLl20ceNGS6xIkSJavnw5BQDgGVS5cmV9/vnntk4DAAAASHcUAQAAQJoxDEOfb4rU4m8jEj3u4mTSyon5lN3NLlXvu3r1anXv3l3h4eGWWNeuXfXxxx8re/Yn31cAQOZiZ2f32BFgJpNJcXFx6ZQRAAAA0gsTAR6iCAAAAFJd1F2zfj8boyFzryXZ5v2WOdS6vkeq3vfmzZvq3bu3PvvsM0vM19dXCxcu1Ouvv56q9wKQ8X399ddJHtuzZ49mzZols9mcjhkBAAAA6Y8iAAAASDUxsWY17vf3I9uM6uKlOhVdZWeX+sMyunbtqtWrV1uet2jRQvPnz5e3t3eq3wtAxtesWbMEsRMnTmjIkCH69ttv9fbbb2vs2LE2yAwAAABpjT0BHqIIAAAAntqKTRFauD7xJX8eWDDMT0Xzp+1a/JMmTdLGjRvl4OCgOXPmqEOHDnT8AEiSLl++rFGjRmnZsmVq1KiRjhw5orJly9o6LQAAACDNUQQAAABP7HEj/1+s5KryxVzU4qW0WYc/NjbWapPfYsWKaeXKlSpfvrwKFCiQJvcEkLlERERo4sSJmj17tipWrKitW7eqTp06tk4LAAAAaYzxYA9RBAAAACly+45Zl8PiNGL+NV27GZ9om1drZNOgjrnTLIe4uDhNnDhRX331lfbv3y83NzfLMdb+B/DAlClTNHnyZPn5+emLL75IdHkgAAAAIKujCAAAAJLl11PR6j/96iPbrJyYV9450rZ7ceLECXXq1En79++XJA0aNEhz5sxJ03sCyJyGDBkiV1dXFStWTMuWLdOyZcsSbbd27dp0zgwAAABpjaVhH6IIAAAAkhR6PU5Tg8N16ETMI9tVKuGsj/r4pGknyzAMzZs3TwMHDtTdu3clSfb29sqdO7cMw6CDByCBTp068f8GAAAAPPMoAgAAgET9eOiOxiwMS/K4v6+DmtfNrtdqucvJMW2/ZLt06ZICAwO1ZcsWS+y5557T8uXLVb169TS9N4DMa+nSpbZOAQAAADbCWJCHKAIAAAArv56M1oefXFPUXSPR4+O7e6lmebdEj6WFL774Qj169NDNmzctsZ49e2rKlClWewEAAAAAAICEKAIAAPCMi483FHnHrF+OR2vSsvBE27R6Obua1nGXv69juuVlGIY6d+6s5cuXW2J58+bVkiVL9Morr6RbHgAAAACAzIdlIR+iCAAAwDNs3+93NXTutUe2qVneVT1a5UynjB4ymUwqXbq05Xm7du00d+5c5cqVK91zAQAAAAAgs6IIAADAM+j8lXv6YGaobkSak2wzsYe3qpZ2kb2d7UZPDBgwQLt379Zbb72ldu3a2SwPAAAAAEDmwkSAhygCAADwDBr+32sJCgDuriYVze+kZnWzq97z6b/W/t69e3XgwAH17t3bErO3t9e6devSPRcAAAAAALIKigAAADxDwm7Gqc2wywniwwNzq37VbDbISIqNjdW4ceM0ceJESVLlypVVs2ZNm+QCAAAAAMga2BPgIYoAAAA8Ay6E3lPnMVcSPbZtXoF0zuah48ePq2PHjjp06JAlNmfOHIoAAAAAAACkEooAAABkIRG347VsQ4R2H72rqzfilcvDTtcfse5/8Og86ZjdQ2azWbNmzdKQIUMUExMjSXJwcNCoUaM0ZMgQm+QEAAAAAMg6mAjwEEUAAAAyuTvRZn31Q6T2/RatExdirY4lVQBoWsdd/drltMn0yAsXLqhz587avn27JVaqVCkFBwercuXK6Z4PAAAAAABZGUUAAAAyqbCbcdr7W7Smrbie7HM+eDuXXqvlnoZZJc0wDAUHB6t3796KjIy0xPv166eJEyfK1dXVJnkBAAAAALIe9gR4iCIAAACZjGEY6jElVCf+ik2yTYNqbgpo4ik/LwfZ22WMjk9cXJymT59uKQD4+/tr6dKlevnll22cGQAAAAAAWRdFAAAAMpFLV++p++QQRd01Ej0+qae3yhdzlquzXTpn9niOjo4KDg5WlSpV1KZNG82aNUs5cuSwdVoAAAAAgCyIiQAPUQQAACATCLsZpzbDLid6rG2D7CpV2Fl1KrpmqOmOt27d0rVr11SkSBFLrGzZsvr9999VtGhRG2YGAAAAAMCzgyIAAAAZ3ME/ozVw1tVEj30zNZ88stmnc0aPt3PnTnXq1Enu7u46cOCAnJ2dLccoAAAAAAAA0lpGGiRnaxQBAADIgIL/F6Hvfr6tazfjEz3eop67ur2ZU06OGatTExMTo1GjRmnKlCkyjPtLFo0dO1YTJkywcWYAAAAAADybKAIAAJBBxMUbmrbiujbtiUqyTZc3PNWqvkeG+/Jfko4dO6YOHTro6NGjllitWrX07rvv2jArAAAAAMCziIkAD2W8XQMBAHgGHTh+V6/0vvjIAkDAa55q/6pnhisAxMfHa+rUqapSpYqlAODo6Kj//Oc/+vHHH632BAAAAAAAAOmLmQAAANjQhdB76jzmSpLH5w701XMFnGRvn7G++H/g3LlzCggI0M8//2yJlStXTsHBwapQoYINMwMAAAAAPMvYE+AhigAAAKSzuzFmzVp5Q5v3Jj3qf/1H+eXulrEn7N28eVPPP/+8bt68Kel+B2vAgAEaN26c1UbAAAAAAADAdigCAACQju5Em/V60N9JHp/4vrdeKOeajhk9uRw5cqh3794aN26cChUqpGXLlunFF1+0dVoAAAAAADAT4B8oAgAAkE72HrurYf+9luixIQG59Ur1bOmcUcoZhmHVkRoxYoQcHR3Vt29feXh42DAzAAAAAACQGIoAAACkoTvRZg2afVXHz8UmenzZqDzy93VM56xSLiIiQn379tVzzz2nYcOGWeKOjo4aMWKEDTMDAAAAACAhJgI8RBEAAIBUFG82dORkjBauu6l7cYbOXrqXaLsyRZw0e4BfOmf3ZHbs2KGAgABduHBBDg4Oaty4sSpVqmTrtAAAAAAAQDJQBAAAIJVcj4hXq6GXHttuYg9vvVA246/7Hx0dreHDh2vatGmWmKurqy5cuEARAAAAAACQobEnwEMUAQAAeEJx8YYOHI/W8CTW+f+nskWdNbmnt1xd7NIhs6d3+PBhdejQQcePH7fE6tWrp6VLl6pgwYI2zAwAAAAAAKQERQAAAFLIMAy91v9vRccaj2zXsbGHWtf3kJuLSXZ2mWMEQlxcnCZPnqzRo0crLi5OkuTs7KyJEyeqX79+srPLHEUMAAAAAMCzjYkAD1EEAAAgGeLjDe0/Hq0P51+T8ejv/vV+yxx6s152Odhnrh7H5cuX1apVK+3Zs8cSq1ixooKDg1W2bFkbZgYAAAAAAJ4URQAAAB7BMAxt2hOlqZ9dT7JN4byO6t4ih6qWzvjr/D9Kzpw5dePGDUmSnZ2dhgwZolGjRsnJycnGmQEAAAAAkDLsCfAQRQAAwDMt9p6hX09F6+jpGGVztdP+3+/q11MxKlPEWb+diXnkucX8HTW1t4883e3TKdu05erqquDgYHXs2FGLFi1SzZo1bZ0SAAAAAABPJKPWAObOnaupU6cqJCREFSpU0OzZs1WtWrUk29+8eVPDhw/X2rVrdf36dRUsWFAzZsxQkyZNkn1PigAAgGdS7D1DYxeFaffRu4keT6oAkN/HQa++kE1tG3rIPpMt9/Nvq1atUvny5VWiRAlLrEqVKvrtt99kb581ChsAAAAAAGQUK1euVFBQkObPn6/q1atrxowZatSokU6cOCEfH58E7WNjY9WwYUP5+Pho9erVypcvn/766y/lyJEjRfd9qiJAdHS0XFxcnuYSAACkq3izob9D4xQ47kqKznuugJOC2ufScwUy/9I4N27cUK9evbRixQpVq1ZNu3btkoPDwy4BBQAAAAAAQGZnlwGnAkybNk1du3ZVYGCgJGn+/PnasGGDFi9erCFDhiRov3jxYl2/fl27d++Wo6OjJKlQoUIpvm+KiwBms1kTJkzQ/PnzFRoaqpMnT6pIkSIaMWKEChUqpHfffTfFSQAAkNZu3opXi8GXkjxerpizyhZxVomCTrK3lyoUd5Grk0kmk2Rnl/E6Dk/qhx9+UOfOnXXp0v33Yv/+/fr666/VunVrG2cGAAAAAEDmExMTo5gY69UEnJ2d5ezsbBWLjY3VwYMHNXToUEvMzs5ODRo00J49exK99vr161WjRg317NlT69atk7e3t9q3b6/BgwenaACfXQpejyRp/PjxWrp0qaZMmWK1UWDZsmW1cOHClF4OAIA0c/JCrF7ucUEv97jwyALAhun5NTPIV12b59CLldxUq7yb3F3tZG9vyjIFgDt37qhPnz5q2LChpQCQI0cOff7552rVqpWNswMAAAAAIHWZTOnzmDRpkjw9Pa0ekyZNSpBPWFiY4uPj5evraxX39fVVSEhIoq/h7NmzWr16teLj47Vx40aNGDFCH3/8scaPH5+i9yLFMwGWL1+uTz/9VPXr11f37t0t8QoVKujPP/9M6eUAAEhVd6PNCppxVScuxD6yXaUSznq+hIverJddrs4prolnKgcOHFDHjh114sQJS6xBgwZasmSJ8ufPb8PMAAAAAADI3IYOHaqgoCCr2L9nATwps9ksHx8fffrpp7K3t1flypV16dIlTZ06VaNGjUr2dVJcBLh06ZKKFSuWaEL37t1L6eUAAHhq8WZDn6y9qdXbbj2ynU9Oe1Uv46r+7XOlU2a2de/ePU2YMEHjx49XfHy8JMnFxUVTpkxRz549ZWeXtYsfAAAAAIBnlymd9gRIbOmfxHh5ecne3l6hoaFW8dDQUPn5+SV6Tp48eeTo6Gi19E+pUqUUEhKi2NhYq5V6HiXFRYDSpUvr559/VsGCBa3iq1evVqVKlVJ6OQAAnsi9OEPf74vSx59ff2zbnq1yqMVL2dOtA5BRHDx4UGPHjpVhGJKkqlWravny5SpZsqSNMwMAAAAA4Nni5OSkypUra+vWrWrevLmk+wPrt27dql69eiV6Tq1atbRixQqZzWbLQL6TJ08qT548yS4ASE9QBBg5cqQCAgJ06dIlmc1mrV27VidOnNDy5cv13XffpfRyAACkyPXIeAVND9WF0LhHtqv7vJuGB+aWg/2z9cX/P73wwgvq37+/Zs6cqREjRmjYsGFydHS0dVoAAAAAAKS5jLjFX1BQkAICAlSlShVVq1ZNM2bMUFRUlAIDAyVJnTp1Ur58+Sx7Crz//vuaM2eO+vbtq969e+vUqVOaOHGi+vTpk6L7prgI0KxZM3377bcaO3assmXLppEjR+r555/Xt99+q4YNG6b0cgAAJMu2X6I0fnH4I9sU83fUhPe95Z0jxf+8ZQkhISHy8fGxWuZnwoQJevvtt/X888/bMDMAAAAAANC2bVtdu3ZNI0eOVEhIiCpWrKhNmzZZNgu+cOGC1Wd6f39/bd68Wf3791f58uWVL18+9e3bV4MHD07RfU3GgzUCnhGRkZHy9PRURESEPDw8bJ0OAOAx/jgXo55TQ5M8XqmEswJfz6GyRVNn053MyDAMrVixQj179tSYMWPUt29fW6cE4Bn1LPW1XSslPmUbANLbjQNzbJ0CAEiSXDLYeLwm8/eny302dq+WLvd5Gin+0RQpUkQHDhxQ7ty5reI3b97U888/r7Nnz6ZacgCAZ1NMrFknL8Sq77SrSbZp9qK7ur2ZQ67Oz/bmtuHh4erevbtWr14tSRoyZIheeeUVlSpVysaZAQAAAACAjCDFRYDz588rPj4+QTwmJkaXLl1KlaQAAM+mv6/eU6fRVx7ZZv4QPz1XIPmb32RlGzdu1LvvvquQkBBLrGXLlsqTJ48NswIAAAAAwPZMGXBPAFtJdhFg/fr1lj9v3rxZnp6elufx8fHaunWrChUqlOIE5s6dq6lTpyokJEQVKlTQ7NmzVa1a0lMobt68qeHDh2vt2rW6fv26ChYsqBkzZqhJkyYpvjcAIGPYsi9Kk5Y9er3/ie9764VyrumUUcZ2+/ZtDRgwQJ988okllitXLs2fP1+tW7e2YWYAAAAAACCjSXYRoHnz5pIkk8mkgIAAq2OOjo4qVKiQPv744xTdfOXKlQoKCtL8+fNVvXp1zZgxQ40aNdKJEyfk4+OToH1sbKwaNmwoHx8frV69Wvny5dNff/2lHDlypOi+AADbuxByT7+fjdHUz64n2aZORVe9VNlN9SpnS8fMMrbdu3erU6dOOnPmjCXWuHFjLVq0iBkAAAAAAAD8P5OYCvBAsosAZrNZklS4cGEdOHBAXl5eT33zadOmqWvXrgoMDJQkzZ8/Xxs2bNDixYs1ZMiQBO0XL16s69eva/fu3XJ0dJSkJ5p9AACwnbh4Q6/0vvjINu+3zKFWL2eXibl7Vr755hu1bNnS8m+ym5ubpk2bpm7duvFeAQAAAACARKV4T4Bz586lyo1jY2N18OBBDR061BKzs7NTgwYNtGfPnkTPWb9+vWrUqKGePXtq3bp18vb2Vvv27TV48GDZ29unSl4AgNQXdjNOX3wfqa933H5ku2n9fFTxOZd0yirzqV+/vgoWLKhz586pRo0aWr58uYoVK2brtAAAAAAAyHDsGCtnkeIigCRFRUXpxx9/1IULFxQbG2t1rE+fPsm6RlhYmOLj4+Xr62sV9/X11Z9//pnoOWfPntW2bdv09ttva+PGjTp9+rR69Oihe/fuadSoUYmeExMTo5iYGMvzyMjIZOUHAHh6hmFozMIw/XT4bpJtGlR10wvl7i/7w2j2R8uePbuWLVumn3/+WYMGDZKDwxP9Mw4AAAAAAJ4hKf724PDhw2rSpInu3LmjqKgo5cqVS2FhYXJzc5OPj0+yiwBPwmw2y8fHR59++qns7e1VuXJlXbp0SVOnTk2yCDBp0iSNGTMmzXICAFi7G23W4u8i9MP+KEXcNifZzieXvYJH55WjA1/8J+b8+fPq3bu3Zs+ebbX0XZ06dVSnTh3bJQYAAAAAQCbAQMOHUlwE6N+/v5o2bar58+fL09NTe/fulaOjozp06KC+ffsm+zpeXl6yt7dXaGioVTw0NFR+fn6JnpMnTx45OjpaLf1TqlQphYSEKDY2Vk5OTgnOGTp0qIKCgizPIyMj5e/vn+w8AQCJMwxDv52J0dUb8Yo3S7+didF3Ox+93E+jF7Lp7Vc9lN/HMZ2yzHwMw9DSpUvVt29f3bp1S7du3dK2bdtkZ2dn69QAAAAAAEAmlOIiwJEjR/TJJ5/Izs5O9vb2iomJUZEiRTRlyhQFBASoRYsWybqOk5OTKleurK1bt6p58+aS7o/037p1q3r16pXoObVq1dKKFStkNpstX4acPHlSefLkSbQAIEnOzs5ydnZO6csEACQh3mzo6x23NG/1zRSdt/6j/HJ344vsR7l69aq6deumdevWWWLnz5/XxYsXVbBgQRtmBgAAAABA5sJEgIdS/G2Mo6Oj5Qt4Hx8fXbhwQZLk6empixcvpuhaQUFBWrBggZYtW6Y//vhD77//vqKiohQYGChJ6tSpk9XGwe+//76uX7+uvn376uTJk9qwYYMmTpyonj17pvRlAACewM1b8WrY62KyCgA1y7tq4XA/bZntr23zClAAeIx169apbNmyVgWAzp076+jRoxQAAAAAAADAE0vxTIBKlSrpwIEDKl68uOrWrauRI0cqLCxMwcHBKlu2bIqu1bZtW127dk0jR45USEiIKlasqE2bNlk2C75w4YLV8gf+/v7avHmz+vfvr/Llyytfvnzq27evBg8enNKXAQBIoVkrr+ubHxNf7qdX65yS7s8SqFneVfm8We4nuSIjI9W/f38tXrzYEvPy8tKCBQssM+UAAAAAAEDK2DEVwMJkGIaRkhN++eUX3bp1Sy+99JKuXr2qTp06affu3SpevLgWLVqkihUrplGqqSMyMlKenp6KiIiQh4eHrdMBgAzt6vU49ZwaqvCI+ESPr5yYV945UlxPxv/btWuXOnTooPPnz1tiTZs21YIFCywFcQDITJ6lvrZrpcSXMAWA9HbjwBxbpwAAkiSXDPb1QItFB9PlPmvfrZwu93kaKf7RVKlSxfJnHx8fbdq0KVUTAgDY1qmLsZq3+oZ+PRWTZJumddzVp21O2dtRVX8akZGRlgKAu7u7Zs6cqcDAQJkYrQAAAAAAwFPho/VDqVafOXTokEaOHKnvvvsutS4JAEgnR09Ha8XmSO3/PfqxbVf/J59yedinQ1ZZX+PGjfXee+/p+PHjWrZsmQoXLmzrlAAAAAAAQBaToiLA5s2btWXLFjk5OalLly4qUqSI/vzzTw0ZMkTffvutGjVqlFZ5AgBSmWEYWvpdhIL/F/nYtt1b5NAbL7rLxYnNfZ9UfHy8Vq9erTZt2liN9J8xY4YcHR1lb09hBQAAAACA1MIs+4eSXQRYtGiRunbtqly5cunGjRtauHChpk2bpt69e6tt27b67bffVKpUqbTMFQCQCjbvva1Pv76pG7fMj2z37hueer22uzzd+XL6aZ05c8ayh86tW7fUpUsXyzEXFxcbZgYAAAAAALK6ZBcBZs6cqcmTJ2vgwIFas2aNWrdurXnz5unYsWPKnz9/WuYIAEgF/9tzW1ODrz+yTd92OVW/aja5uzLiPzUYhqEFCxYoKChIUVFRkqQPPvhArVu3lqenp42zAwAAAAAg62IiwEPJLgKcOXNGrVu3liS1aNFCDg4Omjp1KgUAAMiAIm7HKybW0IXQe/p+b5R+OHDnke2/npKPEf+pLCQkRF26dNGGDRsssSJFimj58uUUAAAAAAAAQLpJdhHg7t27cnNzk3R/PSVnZ2flyZMnzRIDAKRMvNlQ8MYILd/4+DX+JWn+ED8Vy+8oOztK46lt9erV6t69u8LDwy2xrl27atq0aXJ3d7dhZgAAAAAAPBvsmApgkaKNgRcuXGj58iIuLk5Lly6Vl5eXVZs+ffqkXnYAgGQZOOuqDv4Znay2k3t5q0opFzbISQM3b95U79699dlnn1livr6+WrRokV577TUbZgYAAAAAAJ5VyS4CFChQQAsWLLA89/PzU3BwsFUbk8lEEQAA0tiNW/GavDxcTg4m7fz17iPbvljJVTcizapf1U31KrvJIxtL/qSlkSNHWhUAWrZsqfnz5ycomAMAAAAAgLTF0MeHkl0EOH/+fBqmAQBIjhWbIrRwfcQj23hks9PC4X7yypGiyV5IBaNHj9aaNWt0+/ZtzZkzRx06dGDGBQAAAAAAsCm+IQKATODazTi1HXb5se2+mZqP0f7p6Pbt21Zr/OfKlUtr1qxR3rx5VaBAARtmBgAAAADAs41BeQ9RBACADCg8Il5TP7u/qez+3xNf6/+lym7q2jyHcmS3k4uTXXqm98yLi4vTxIkTNW/ePB0+fFh58uSxHHvhhRdsmBkAAAAAAIA1igAAkIHsOBilsYvCH9tu6cg8KuDnmA4Z4d9Onjypjh07av/+/ZKkd999Vxs2bGCEAQAAAAAAGYgdH9MtKAIAQAbxvz23NTX4+iPbvNPUUx0ae6ZTRvgnwzA0b948DRw4UHfv3t+Q2d7eXlWqVFF8fLwcHPgnFQAAAAAAZDx8YwEANhYZFa9pK67rp8N3ExwrXdhJ/d/KJX9fRzk5UsK2lUuXLikwMFBbtmyxxIoXL67g4GBVr17dhpkBAAAAAIDEMGP/oScqApw5c0ZLlizRmTNnNHPmTPn4+Oh///ufChQooDJlyqR2jgCQJV2PjNeg2Vd19tK9BMc6NvZQYNMc6Z8UEvjiiy/Uo0cP3bx50xLr2bOnJk+erGzZstkuMQAAAAAAgGRI8U6SP/74o8qVK6d9+/Zp7dq1un37tiTp119/1ahRo1I9QQDIiloM+luthlxKtAAwNCA3BYAMomfPnmrfvr2lAJA3b15t3rxZc+bMoQAAAAAAAEAGZjKlzyMzSHERYMiQIRo/fry2bNkiJycnS/zll1/W3r17UzU5AMhq4s2GXu5xQTdvmxMcc3E2af3H+dWwOl8uZxQvv/yy5c/t2rXTsWPH9Morr9gwIwAAAAAAgJRJ8XJAx44d04oVKxLEfXx8FBYWlipJAUBW9POROxr1acL/T75Q1kXjunvLnm3rM5yWLVuqV69eqlWrltq1a2frdAAAAAAAQDKxJ8BDKS4C5MiRQ1euXFHhwoWt4ocPH1a+fPlSLTEAyEr2/X430QLA+o/yy90txZOykAYeLHM3efJkq/js2bNtlBEAAAAAAMDTS3ERoF27dho8eLBWrVolk8kks9msXbt2acCAAerUqVNa5AgAmdadaLPGLgrT/t+jreJOjiZtmulvo6zwT/fu3dPYsWM1ceJEmc1mVaxYUW+99Zat0wKAZ8769euT3faNN95Iw0wAAACQFbDgwkMpLgJMnDhRPXv2lL+/v+Lj41W6dGnFx8erffv2+vDDD9MiRwDIdO7FGWrU52Kix8Z391LN8m7pnBESc/z4cXXs2FGHDh2yxJYvX6527doxbRAA0lnz5s2T1c5kMik+Pj5tkwEAAACykBQXAZycnLRgwQKNGDFCv/32m27fvq1KlSqpePHiaZEfAGQahmHo8IkYHTsTo2UbIhJtM72fjyo855LOmeHfzGazZs6cqaFDhyomJkaS5ODgoFGjRmnIkCEUAADABsxms61TAAAAQBbCZ/uHUlwE2Llzp2rXrq0CBQqoQIECaZETAGQqhmGo1ZBLunEr6S8vXqripsDXPZXfxzEdM0NiLly4oM6dO2v79u2WWKlSpRQcHKzKlSvbMDMAAAAAAIDUl+IiwMsvv6x8+fLprbfeUocOHVS6dOm0yAsAMoW7MWa91v/vJI872EubZ/lTfc4ADMNQcHCwevfurcjISEu8X79+mjhxolxdXW2YHQDg36KiovTjjz/qwoULio2NtTrWp08fG2UFAACAzIJvYh5KcRHg8uXL+vLLL/XFF1/oP//5j8qXL6+3335bb731lvLnz58WOQJAhhIda9bWA3d0MfSevvrhVoLjnu52al43uxq9kE1+uVP8v1mkoTVr1lgKAP7+/lq6dKlefvllG2cFAPi3w4cPq0mTJrpz546ioqKUK1cuhYWFyc3NTT4+PhQBAAAAgBQwGYZhPOnJ586d04oVK/TFF1/ozz//1Isvvqht27alZn6pLjIyUp6enoqIiJCHh4et0wGQiUTcjtfIT8J07ExMkm2WjsqjAr4s+ZNRhYaGqly5cnr11Vc1a9Ys5ciRw9YpAUCWklp97Xr16um5557T/Pnz5enpqV9//VWOjo7q0KGD+vbtqxYtWqRi1k/GtVIvW6cAAJKkGwfm2DoFAJAkuWSwcZBdVv6WLvdZ2LZsutznaTzVj6Zw4cIaMmSIKlSooBEjRujHH39MrbwAIEO4fdes9h9e0u27j66XVirhrCm9fGRvz2SzjOL27ds6deqUKlWqZIn5+vrq6NGj8vPzs2FmAIDHOXLkiD755BPZ2dnJ3t5eMTExKlKkiKZMmaKAgIAMUQQAAAAAMosnLgLs2rVLn3/+uVavXq3o6Gg1a9ZMkyZNSs3cAMBmFn97U5/9L/KRbUoWclKTmu6qVMJZ+bwZ/Z+R7Ny5UwEBAYqKitJvv/0mLy8vyzEKAACQ8Tk6OsrOzk6S5OPjowsXLqhUqVLy9PTUxYsXbZwdAAAAMgO2Z3woxUWAoUOH6ssvv9Tly5fVsGFDzZw5U82aNZObm1ta5AcA6ep6RLxaDb30yDblijlr4vveyuZql05ZIbliYmI0atQoTZkyRQ9Wu+vfv7+Cg4NtnBkAICUqVaqkAwcOqHjx4qpbt65GjhypsLAwBQcHq2zZjD/dGgAAAMhIUlwE+OmnnzRw4EC1adPGamQlAGRWsfcMTf/iujbvjUqyTev62RXY1FMuTnzxn1EdO3ZMHTp00NGjRy2xWrVqafTo0bZLCgDwRCZOnKhbt25JkiZMmKBOnTrp/fffV/HixbV48WIbZwcAAIDMwMRUAIsUFwF27dqVFnkAQLoLj4jXu+OvKDLKnGSb4NF5lNfbgX84MrD4+HhNmzZNH374oWJjYyXdX0Zi7NixGjhwoOzt7W2cIQAgpapUqWL5s4+PjzZt2mTDbAAAAIDMLVlFgPXr16tx48ZydHTU+vXrH9n2jTfeSJXEACCtmM2GGvR69HrCL1Vx0/stcsgrRwbb2h5Wzp07p4CAAP3888+WWNmyZRUcHKyKFSvaLjEAAAAAAGBTjOd8KFnfbjVv3lwhISHy8fFR8+bNk2xnMpkUHx+fWrkBQKo6dzlW744PeWSbb6bmk0c2Ro5nBrGxsapTp44uXbq/h4PJZNKAAQM0btw4OTs72zg7AMDTKFy48CNn4Z09ezYdswEAAAAyt2QVAcxmc6J/BoDMYsKSMG09cCfRY++3zKFWL2dnyZ9MxsnJSRMmTFDnzp1VqFAhLVu2TC+++KKt0wIApIJ+/fpZPb93754OHz6sTZs2aeDAgbZJCgAAAJmKHd/zWKR4nYvly5erbdu2CUZZxsbG6ssvv1SnTp1SLTkASA1rt99KtADgk9Ney0blkTOb/WYa8fHxVmv8d+rUSVFRUerQoYM8PDxsmBkAIDX17ds30fjcuXP1yy+/pHM2AAAAQOqZO3eupk6dqpCQEFWoUEGzZ89WtWrVEm27dOlSBQYGWsWcnZ0VHR2donum+JuvwMBARUREJIjfunUrQUIAYEtrtkXq5R4XNGfVDat4l2ae2jrXX19OyEcBIJOIiIhQ586d1a1bN6u4yWRSjx49KAAAwDOicePGWrNmja3TAAAAQCZgMqXPIyVWrlypoKAgjRo1SocOHVKFChXUqFEjXb16NclzPDw8dOXKFcvjr7/+SvF7keKZAIZhJLpkxt9//y1PT88UJwAAqckwDG3ZF6X/LL+e6PH3W+ZQ6/p8YZyZ7NixQwEBAbpw4YKk+xvQN2vWzMZZAQBsYfXq1cqVK5et0wAAAACeyLRp09S1a1fLYPr58+drw4YNWrx4sYYMGZLoOSaTSX5+fk9132QXASpVqiSTySSTyaT69evLweHhqfHx8Tp37pxeffXVp0oGAJ7Umb9jde1mvIbNu5Zkm6Uj86iAn2M6ZoWnER0dreHDh2vatGmWWPbs2VM85Q0AkPk8+OzxgGEYCgkJ0bVr1zRv3jwbZgYAAIDMIqPt/RgbG6uDBw9q6NChlpidnZ0aNGigPXv2JHne7du3VbBgQZnNZj3//POaOHGiypQpk6J7J7sI0Lx5c0nSkSNH1KhRI7m7u1uOOTk5qVChQmrZsmWKbg4AT+PUxVj9HXpP4xaHP7Ld0lF5VMCXL/8zk8OHD6tDhw46fvy4JVa3bl0tXbpUhQoVsl1iAIB00axZM6sPbXZ2dvL29la9evVUsmRJG2YGAAAAWIuJiVFMTIxVzNnZOcGeumFhYYqPj5evr69V3NfXV3/++Wei1y5RooQWL16s8uXLKyIiQh999JFq1qyp33//Xfnz5092jskuAowaNUqSVKhQIbVt21YuLi7JvgkApKZrN+PUdtjlx7abO8hXpQo5P7YdMo64uDhNnjxZo0ePVlxcnKT7/3BOnDhR/fr1k50dezgAwLNg9OjRtk7hsbxqNrR1CgAgSfrtYqStUwAASVKVwhlr+eX0+gZh0qRJGjNmjFVs1KhRqdKnrVGjhmrUqGF5XrNmTZUqVUqffPKJxo0bl+zrpHhPgICAgJSeAgCpIibWrCXfReirH24l2eaNOu4qnM9Rb9Rxz3DTvvBo169f12uvvaa9e/daYhUrVlRwcLDKli1rw8wAAOnN3t5eV65ckY+Pj1U8PDxcPj4+io+Pt1FmAAAAyCzS63uhoUOHKigoyCr271kAkuTl5SV7e3uFhoZaxUNDQ5O95r+jo6MqVaqk06dPpyjHZBUBcuXKpZMnT8rLy0s5c+Z85Bt4/Xrim3ECwJO6dcesZgP+TvL4u294yt3NTk1ru8vOji/+M6scOXJYlpqzs7PTkCFDNGrUKDk5Odk4MwBAejMMI9F4TEwM/y4AAAAgQ0ls6Z/EODk5qXLlytq6datl6X2z2aytW7eqV69eybpXfHy8jh07piZNmqQox2QVAaZPn67s2bNb/szoWgDpJfR6nN76MPGlfzzd7fT1lOSvf4aMzc7OTosXL1aLFi00c+ZM1axZ09YpAQDS2axZsyTdH7W1cOFCq33I4uPj9dNPP7EnAAAAAJIlI44TDQoKUkBAgKpUqaJq1appxowZioqKUmBgoCSpU6dOypcvnyZNmiRJGjt2rF544QUVK1ZMN2/e1NSpU/XXX3+pS5cuKbpvsooA/1wCqHPnzim6AQA8CcMwNHn5dX2/LyrBsWL5HTXiXS/5s9lvprZq1Sr5+Piobt26lpi/v7/2799PsRkAnlHTp0+XdL8fMH/+fNnb21uOOTk5qVChQpo/f76t0gMAAACeStu2bXXt2jWNHDlSISEhqlixojZt2mTZLPjChQtW+yHeuHFDXbt2VUhIiHLmzKnKlStr9+7dKl26dIruazKSmmubhEOHDsnR0VHlypWTJK1bt05LlixR6dKlNXr06Aw/PTcyMlKenp6KiIiQh0fG2qwCwH1dJ17Rmb/vJYgXy++oT4b68QVxJnfjxg316tVLK1askL+/v44dOyZPT09bpwUASAWp1dd+6aWXtHbtWuXMmTMVs0td/j3X2ToFAJAkfT3gJVunAACSMt7GwEHr/0yX+0x7I+PPVE3xJsnvvfeeTp48KUk6e/as2rZtKzc3N61atUqDBg1K9QQBZG0xsWYNnHVVL/e4oNZDL+nlHhcSLQC8VMVNnw7LQwEgk/vhhx9Urlw5rVixQpJ08eJFff755zbOCgCQ0Wzfvj1DFwAAAACAzCTFRYCTJ0+qYsWKku4v5VC3bl2tWLFCS5cu1Zo1a1I7PwBZVEysWZOWhqlxv7918M9oSVJ4RHyibb+Zmk8j3vFKz/SQyu7cuaM+ffqoYcOGunTpkiTJ09NTn332md5//30bZwcAyGhatmypyZMnJ4hPmTJFrVu3tkFGAAAAyGxMJlO6PDKDZO0J8E+GYchsNku6P6Lz9ddfl3R/HeewsLDUzQ5AlnP+yj29M+5KstpunJFfLk4prlUigzlw4IA6duyoEydOWGL169fXkiVL5O/vb8PMAPxfe3ceHtP5/nH8M9lDIigiIfa9thIUtWtp+9WiLUUllqraiqBF7UrUrii1NdbSaqlWSwlaVFEaWzVqjS12iViSmJnfH/11dJpYoklOJnm/XOe65tznOefcM46YnPs8zwNkVD/99JNGjBiRJP78889r0qRJ6Z8QAAAA4MBSXAQIDAzUBx98oMaNG+vHH3/UrFmzJEknTpywTWAAAMkZ++llbdx9K9ltlUu6a1TXvPJ0N8nZ2TGqqHiwxMREjRkzRh988IHM5r96eXh4eGj8+PHq0aOH3UQ3AAD8U1xcXLJzjbm6uio2NtaAjAAAAOBonLi9ZJPiIsDUqVPVrl07rV69Wu+//75KlCghSVq5cqVq1aqV6gkCcHwJiVY17X062W05sjtp4XA/+Xg5p3NWSGunT5/WhAkTbAWAwMBALV68WGXKZPwJcwAAxqpQoYJWrFihYcOG2cWXL1+ucuXKGZQVAAAA4JhSXASoWLGiDhw4kCQ+YcIEOTtzEw/APV1Dz+vP00kn+ZWkzi/5qPWzOeTCU/+ZVrFixTRhwgS98847GjJkiN5//325uroanRYAwAEMHTpULVu21LFjx9SwYUNJUnh4uJYtW6aVK1canB0AAAAcgYMM158uUlwE+NuePXt0+PBhSVK5cuVUpUqVVEsKgONr2D3qvtum9/fVk8Xc0zEbpIczZ84od+7cypYtmy3WrVs31a9fn6c2AQAp0qxZM61evVpjx47VypUr5enpqUqVKmnTpk3KnTu30ekBAAAADiXFRYCLFy+qdevW+vHHH5UzZ05J0vXr19WgQQMtX75cefPmTe0cATiY+xUAqpbx0Ic988qJQdkyFavVqmXLlqlHjx4KCgrSRx99ZNtmMpkoAAAAHsuLL76oF198UZIUGxurzz77TP3799eePXtsQ80BAAAA9+NEVwCbFM/K2KtXL8XFxenQoUO6evWqrl69qoMHDyo2NlbvvPNOWuQIwEEkJFqTLQCsmxagTR8X0oR38lEAyGSuXLmi1q1b64033lBMTIymT5+u8PBwo9MCAGQSP/30k4KDg+Xv769JkyapYcOG+uWXX4xOCwAAAHAoKe4JsG7dOm3cuFFly5a1xcqVK6eZM2fqueeeS9XkADiG23csejHkTLLb1k4pKDdXbvxnRt9//706deqk6OhoW6xdu3YMDwcA+E+io6MVFham+fPnKzY2Vq1atVJ8fLxWr15N7zIAAAA8shQ//Z6JpfizsFgsyU7s6OrqKovFkipJAXAcZov1vgWAz8f6y9OdH7mZTVxcnN5++2298MILtgJA7ty59fnnn2vJkiXKlSuXwRkCABxVs2bNVLp0ae3fv19Tp07VuXPnNH36dKPTAgAAABxainsCNGzYUL1799Znn30mf39/SdLZs2fVt29fNWrUKNU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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:43:42,408 INFO: === Dataset: i ===\n", "2025-04-25 19:43:44,991 INFO:Total samples: 6000\n", "2025-04-25 19:44:05,074 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:44:05,142 INFO: === Dataset: j ===\n", "2025-04-25 19:44:07,715 INFO:Total samples: 6000\n", "2025-04-25 19:44:27,937 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": 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dnY2xY8fate/fv9/IkSOHXXtqPg/DSPr3CQAA0oajnJuvXLnSkGR8/PHHKVp/8uTJhiTjiy++sLXFxcUZNWvWNLy9vY2oqCjDMAzj5MmThiQjb968xpUrV5Ic77vvvrO13Tk/3rlzp92x7nWe8u/3/9xzzxnly5e/b+47xzh58qRhGIZx8eJFw9XV1XjqqaeMxMRE23rTpk0zJBlz5861O96/zwFjY2ONAgUKGC+++OJ9j3vnfbRo0cJISEgwChQoYIwePdowDMM4ePCgIcn49ddfk/0Mkvt7WLx4sSHJ2Lhxo61t4sSJdu/tnyQZTk5Oxp9//pnssn//fhk0aJDh5ORkbNy40fa3NHny5P98j3379jUkGb/99put7fr160bx4sWNwMBA22e8fv16Q5JRtmxZIzY21rbulClTDEnG/v3773ucf3+PAJDRGA4IgOmioqIkKUV38Nzh4eFhex4ZGamIiAjVq1dPJ06cSDIUSVq7ceOG8ufPr/z586tUqVIaMGCAateurZUrV9pN8nT9+nVJ939fd5bd+Qwe5LP4t6ioqIfa/r907do1yd00rVu31sWLF23DyUi3x2i1Wq1q3bq1pNtdcn/55Re98sorun79uiIiIhQREaHLly+radOm+uuvv3Tu3Ll7HnfNmjVydnZW79697drfeustGYahH374wa69cePGdndjVaxYUT4+PnZDNqXG3r179ddff6ldu3a6fPmyLf+NGzfUqFEjbdy4UVarVdLtcWG3b9+u8+fPP9Cx/m3NmjWSlOS99+3bN8m6//xvIz4+XpcvX1apUqWUK1cu23BE/+Wf+7jzXdWpU0c3b97U4cOHJcl2p/+PP/6omzdvJrufFStWyGq16pVXXrF9XhERESpQoIBKly6t9evXpygPAADIOI5ybp7anGvWrFGBAgXUtm1bW5uLi4t69+6t6OjoJENbtm7d2q6X750eog96LpmcXLly6e+//7YbZui//Pzzz4qLi1Pfvn3l5HT3kk7Xrl3l4+OTZBgbb29vu/nMXF1dVb169VS9D2dnZ73yyitavHixJOnLL79UQECA7TP5t3/+PcTExCgiIkJPPPGEJKX4fFSS6tWrp3LlyqVo3REjRqh8+fLq1KmTunfvrnr16iU5d07OmjVrVL16dT355JO2Nm9vb73++us6deqUDh48aLd+cHCw3dwW6fF3AQDpgSIAANP5+PhIunvRPCXuDJ/j5eWlXLlyKX/+/Bo8eLAkpXsRwN3dXevWrdO6des0b948lS1bVhcvXrQ72ZXu/iC53/v6d6HgQT6Lf/Px8Xmo7f9L8eLFk7TdGSN/yZIltrYlS5aocuXKeuSRRyRJx44dk2EYGjp0qK2IcucxfPhwSXcnV0vO6dOnVahQoSQ/9O4MYXP69Gm79qJFiybZR+7cuXX16tUUvlN7f/31l6Tbkz3/O//nn3+u2NhY29/ehAkTdODAAQUEBKh69eoaMWLEQ/0wOH36tJycnJJ0MX/00UeTrHvr1i0NGzbMNm9Cvnz5lD9/fl27di3F/238+eefev755+Xr6ysfHx/lz5/f9uPxzj6KFy+u/v376/PPP1e+fPnUtGlTTZ8+3e4Yf/31lwzDUOnSpZN8ZocOHbrv9w0AAMzhKOfmqc15+vRplS5d2u7CuZTyc8k7BYEHPZdMzrvvvitvb29Vr15dpUuXVo8ePZLMNfVvd3L++zzQ1dVVJUqUSPI+ihQpYnejkvRg58Tt2rXTwYMH9ccff2jRokVq06ZNkv3eceXKFfXp00f+/v7y8PBQ/vz5bb8hUvP3kNzvjntxdXXV3LlzdfLkSV2/fl3z5s27Z75/On36dLLn1Gb+XQBAemBOAACm8/HxUaFChewmj72f48ePq1GjRipTpowmTZqkgIAAubq6as2aNfr4449td2OnF2dnZzVu3Nj2umnTpipTpozeeOMNuwluy5Ytq2+//Vb79u1T3bp1k93Xvn37JMl2h8udiXz3799/zztr/kuZMmW0d+9excXF2d2lklr3mkDr38UO6faExa1atdI333yjGTNmKDw8XJs3b9a4ceNs69z5XgYMGJDsBGLS7Unm0sq9xv40/jWJcErdyT9x4kRVrlw52XXujGP/yiuvqE6dOvrmm2/0008/aeLEifrggw+0YsWKFI+9+qB69eqlefPmqW/fvqpZs6Z8fX1lsVjUpk2bFP23ce3aNdWrV08+Pj4aNWqUSpYsKXd3d+3evVvvvvuu3T4++ugjde7cWStXrtRPP/2k3r17a/z48dq2bZuKFCkiq9Uqi8WiH374Idnvg3H/AQDIfBzl3Pyf583p4WHOJe918TkxMdFuv2XLltWRI0f0/fffa+3atVq+fLlmzJihYcOGaeTIkQ8W/F/S6py4Ro0aKlmypPr27auTJ0/ed86CV155RVu2bNHbb7+typUry9vbW1arVU8//XSq/h6S+91xPz/++KOk270P/vrrr1QVEVIqrX9jAEBGoQgAIFN45plnNGvWLG3dulU1a9a877rfffedYmNjtWrVKrs7McwaWqRgwYLq16+fRo4cqW3bttm6uj7zzDMaP368Fi5cmGwRIDExUYsWLVLu3LlVu3ZtSVLLli01fvx4ffHFFw9cBGjZsqW2bt2q5cuX23V3vpfcuXPr2rVrdm1xcXG6cOFCqo7bunVrLViwQKGhoTp06JAMw7ANBSRJJUqUkHS72/U/iygpVaxYMf3888+6fv26XW+AO8PTFCtWLNX7TM69frTduQvfx8cnRfkLFiyo7t27q3v37rp48aIef/xxjR071lYESMmdSXcUK1ZMVqtVx48ft7tT6ciRI0nWXbZsmTp16qSPPvrI1hYTE5PkO77X8Tds2KDLly9rxYoVdn+3J0+eTHb9oKAgBQUF6b333tOWLVtUu3ZtzZw5U2PGjFHJkiVlGIaKFy9u6xFyL6n5PAAAQPpyhHPzRx55RI8++qhWrlypKVOm/OfNBcWKFdO+fftktVrtegOk9bmklPz5tXT7rvI758R3eHl5qXXr1mrdurXi4uL0wgsvaOzYsRo0aJDc3d2TfR/S7fPAf+4rLi5OJ0+efKDz7JRq27atxowZo7Jly97zppirV68qNDRUI0eO1LBhw2ztd3rV/lNanv/t27dPo0aNUnBwsPbu3asuXbpo//79tiEs76VYsWLJnlOnx98FAJiJ4YAAZArvvPOOvLy81KVLF4WHhydZfvz4cU2ZMkXS3bsv/nm3RWRkpObNm5cxYZPRq1cveXp66v3337e11apVS40bN9a8efP0/fffJ9lmyJAhOnr0qN555x3bXS41a9bU008/rc8//1zffvttkm3i4uI0YMCA+2Z58803VbBgQb311ls6evRokuUXL17UmDFjbK9LliypjRs32q0za9ase/YEuJfGjRsrT548WrJkiZYsWaLq1avb3X3j5+en+vXr67PPPku2wHDp0qX77r958+ZKTEzUtGnT7No//vhjWSyWNLvD3svLS5KS/HCrUqWKSpYsqQ8//FDR0dFJtruTPzExMUk3Zz8/PxUqVEixsbF2x0lpd+g77+2TTz6xa588eXKSdZ2dnZPciTR16tQk3+e93mdy/33FxcVpxowZdutFRUUpISHBri0oKEhOTk629/nCCy/I2dlZI0eOTJLJMAxdvnzZLk96D+UFAABSxlHOzUeOHKnLly+rS5cuSc5LJOmnn36ynYc3b95cYWFhdsNXJiQkaOrUqfL29la9evXSLFfJkiW1bds2xcXF2dq+//57nT171m69f54LSbeHtClXrpwMw1B8fHyy+27cuLFcXV31ySef2H3mc+bMUWRkpFq0aJFm7+PfunTpouHDh9vdbPJvyf09SMmft97rfDS14uPj1blzZxUqVEhTpkzR/PnzFR4ern79+v3nts2bN9eOHTu0detWW9uNGzc0a9YsBQYGpnhOAgDI7OgJACBTKFmypBYtWqTWrVurbNmy6tixoypUqKC4uDht2bJFS5cuVefOnSVJTz31lFxdXdWyZUu98cYbio6O1uzZs+Xn55fqu9fTSt68eRUcHKwZM2bo0KFDtjEkFy5cqEaNGum5555Tu3btVKdOHcXGxmrFihXasGGDWrdurbfffttuXwsXLtRTTz2lF154QS1btlSjRo3k5eWlv/76S1999ZUuXLigDz/88J5ZcufOrW+++UbNmzdX5cqV1b59e1WpUkXS7Ym4Fi9ebHdHV5cuXfTmm2/qxRdfVJMmTfTHH3/oxx9/VL58+VL1Gbi4uOiFF17QV199pRs3biSbcfr06XryyScVFBSkrl27qkSJEgoPD9fWrVv1999/648//rjn/lu2bKkGDRpoyJAhOnXqlCpVqqSffvpJK1euVN++fZOMl/+gSpYsqVy5cmnmzJnKmTOnvLy8VKNGDRUvXlyff/65mjVrpvLlyys4OFiFCxfWuXPntH79evn4+Oi7777T9evXVaRIEb300kuqVKmSvL299fPPP2vnzp12P5iqVKmiJUuWqH///qpWrZq8vb3VsmXLZDNVrlxZbdu21YwZMxQZGalatWopNDRUx44dS7LuM888o5CQEPn6+qpcuXLaunWrfv75Z+XNmzfJPp2dnfXBBx8oMjJSbm5uatiwoWrVqqXcuXOrU6dO6t27tywWi0JCQpL8kPvll1/Us2dPvfzyy3rkkUeUkJCgkJAQOTs768UXX7R9lmPGjNGgQYN06tQptWrVSjlz5tTJkyf1zTff6PXXX7cVtVLzeQAAgPTlKOfmrVu31v79+zV27Fjt2bNHbdu2VbFixXT58mWtXbtWoaGhWrRokSTp9ddf12effabOnTtr165dCgwM1LJly7R582ZNnjw5VRMh/5cuXbpo2bJlevrpp/XKK6/o+PHj+uKLL5Kcrz711FMqUKCAateuLX9/fx06dEjTpk1TixYt7pknf/78GjRokEaOHKmnn35azz77rI4cOaIZM2aoWrVqdpMAp7V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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:44:28,007 INFO: === Dataset: k ===\n", "2025-04-25 19:44:30,565 INFO:Total samples: 6000\n", "2025-04-25 19:44:50,794 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:44:50,868 INFO: === Dataset: l ===\n", "2025-04-25 19:44:58,814 INFO:Total samples: 18911\n", "2025-04-25 19:46:01,225 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:46:01,296 INFO:Model CaiT evaluation completed in 286.79 seconds.\n", "2025-04-25 19:46:01,297 INFO:\n", "=== Evaluating DeiT on Test Datasets ===\n", "/tmp/ipykernel_7319/1849592376.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", "2025-04-25 19:46:01,545 INFO:Loaded model weights from DeiT_best.pth\n", "2025-04-25 19:46:01,545 INFO: === Dataset: a ===\n", "2025-04-25 19:46:02,882 INFO:Total samples: 3181\n", "2025-04-25 19:46:14,053 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:46:14,122 INFO: === Dataset: b ===\n", "2025-04-25 19:46:15,449 INFO:Total samples: 3181\n", "2025-04-25 19:46:26,227 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:46:26,297 INFO: === Dataset: c ===\n", "2025-04-25 19:46:27,621 INFO:Total samples: 3181\n", "2025-04-25 19:46:38,790 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:46:38,860 INFO: === Dataset: d ===\n", "2025-04-25 19:46:40,225 INFO:Total samples: 3181\n", "2025-04-25 19:46:50,981 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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mNv0t4O6u6gEBdogMGWXDhg0KCQnRyZMnJUmTJ09W586dVa5cOTtHBgAAAADpjyQAAADI1e7V/JemvznH1atXNXToUM2YMcMc8/Ly0syZM1W2bFk7RgYAAAAg3VEOyEQSAAAAZEmpzdBPb4kz/lNq/kvT35xj165d6tixow4dOmSONW3aVPPnz9fDDz9sx8gAAAAAIGORBAAAAFnSvWbopzea/+ZMN27c0MSJEzVhwgTFx8dLktzc3DR58mS9+uqrcnDIHjU8AQAAANgom9TrzwwkAQAAQJaUuAIgpRn66Y0Z/znXnDlzNHbsWPN59erVFRkZqUcffdSOUQEAAABA5iEJAAAAMo0tJX4Sy/R4ubnp3bZtMjo05FA9evTQ/Pnz9csvv2jkyJF644035ESfBwAAACDnoyeAiSQAAADINPdT4ofGvLDFtWvX5JZk5YiTk5OWLFmiS5cuqXr16naMDAAAAADsgyQAAADIcIkrAM7ExEhKe4kfyvQgrQzD0JIlSxQaGqqvv/5aQUFB5rayZcvaLzAAAAAAdmFhJYCJJAAAAMhwd64AoAkv0tP58+fVq1cvrVy5UpLUsWNH/fTTT3J1dbVzZAAAAABgfyQBAABAhkva5LeQhwez+5Fu1q5dq27duunMmTPmWJUqVXTjxg2SAAAAAEAuxkqA20gCAACAu7KlmW9qkjb5ZQUA0sPly5c1ePBgffDBB+aYt7e3PvjgA7344ot2jAwAAAAAshaSAAAA4K7up5lvamjyi/Swfft2derUSYcPHzbHmjdvrnnz5qlw4cJ2jAwAAABAlsFCABNJAAAAkKL7beabGpr8Ij3MmDFDAwYMUEJCgiTJ3d1dERER6tGjB8t9AQAAACAFJAEAAECKaOaLrKhmzZrml/21atXS4sWLVbp0aTtHBQAAACCrYZLQbSQBAABAimjmi6yoevXqGjdunCTp9ddfV5483M4CAAAAwN3wqQkAAFhJLANEM1/Y27FjxxQREaGIiAirL/vfeOMNO0YFAAAAIDtgJcBtJAEAAICVO8sA0cwXmc0wDC1cuFADBgzQpUuXVLBgQY0cOdLeYQEAAABAtkQSAACAXCBxdn9iiZ+7SVwBQBkg2MO5c+fUo0cPffHFF+bY4sWLNWTIELm6utoxMgAAAADZCSsBbiMJAABALnDn7P60oBEwMtvq1avVvXt3nTt3zhwLCQnR1KlTSQAAAAAAwH0iCQAAQC6QtMmvl5vbPfd3dXJiBQAyTUxMjAYNGqT58+ebYwULFtScOXPUqlUr+wUGAAAAINtiJcBtJAEAAMjm0lLqJ2mT33fbtsms0IB7+u6779S5c2cdO3bMHHv22Wc1d+5c+fr62i8wAAAAAMghSAIAAJDN2VLqhya/yGq++OILMwGQL18+TZs2TSEhIczaAQAAAPBg+EhhIgkAAEA2l9ZSP5T4QVY0ceJErVu3Tg899JAWLVqkEiVK2DskAAAAAMhRSAIAAJCB0lKq50FR6gfZRXx8vPbs2aNq1aqZY66urtqwYYP8/Pzk6Ohox+gAAAAA5CSsLr6NJAAAABnIllI9D4pSP8jKDh8+rODgYO3evVu7d+9WuXLlzG1FihSxY2QAAAAAkLORBAAA5HoZOVs/cZb+vUr1PChK/SCrMgxDc+fOVWhoqK5cuSJJ6tKli3bs2MHMHAAAAAAZhs8bt5EEAADkepkxW7+Qh4cmtW6VodcAspozZ87olVde0Zo1a8yxkiVLKiIightyAAAAAMgkDvYOAAAAe0vaWLeAu3u6Pwp7ejJLH7nOqlWrVLFiRasEQI8ePfTLL7+oTp06dowMAAAAQG5gsVgy5WGrmTNnKiAgQK6urqpZs6Z27tx51/2nTp2qRx99VG5ubvL399egQYN0/fp1m67JSgAAQI5yP6V9aKwLpJ+LFy+qf//+ioyMNMf8/Pw0b948tWjRwo6RAQAAAIB9LV++XKGhoZo9e7Zq1qypqVOnqlmzZjp48KB8fX2T7b906VINGzZM8+fPV+3atXXo0CF16dJFFotFERERab4uSQAAQI7yIKV9aKwLPLhWrVrp22+/NZ+/8MILmj17tnx8fOwYFQAAAIDcJiuWII2IiFD37t0VEhIiSZo9e7bWrFmj+fPna9iwYcn2/+GHH1SnTh116NBBkhQQEKD27dvrxx9/tOm6lAMCAOQo91vah5I9QPoYP368LBaLPDw8tHjxYq1YsYIEAAAAAIAcKzY2VjExMVaP2NjYZPvFxcXp559/VpMmTcwxBwcHNWnSRNu3b0/x3LVr19bPP/9slgw6cuSI1q5dq6efftqmGFkJAADIkSjtA2SOhIQEOTjcnldSr149zZ07V02bNlWxYsXsGBkAAACAXC2TFgJMmjRJY8eOtRobPXq0xowZYzUWFRWl+Ph4+fn5WY37+fnpjz/+SPHcHTp0UFRUlOrWrSvDMHTz5k316tVLb7zxhk0xshIAAAAANrt586bGjRunp556SgkJCVbbunXrRgIAAAAAQK4QFham6Ohoq0dYWFi6nHvLli0KDw/XrFmztHv3bn366adas2aNxo8fb9N5WAkAAMg20tL0N7HJL4CMc+jQIXXq1Mlckjp16lSFhobaOSoAAAAAuC2zegK4uLjIxcXlnvv5+PjI0dFRZ8+etRo/e/asChUqlOIxI0eOVKdOnfTKK69IkgIDA3XlyhX16NFDw4cPt1qVfTesBAAAZBuJTX8vXL2a6sMwDEk0+QUygmEYmjlzpoKCgswEgKOjo66RfAMAAACAu3J2dlbVqlW1ceNGcywhIUEbN25UrVq1Ujzm6tWryb7od3R0lCTz+4+0YCUAACDLS1wBcCYmRtKtbL6Xm1uq+7s6OdHkF0hnJ0+eVNeuXfX111+bY4888ogWL16smjVr2jEyAAAAAEgus1YC2CI0NFSdO3dWtWrVVKNGDU2dOlVXrlxRSEiIJCk4OFhFixbVpEmTJEktW7ZURESEqlSpopo1a+qvv/7SyJEj1bJlSzMZkBYkAQAAWV7iCoBEhTw8NKl1K/sFBOQyy5Yt06uvvqoLFy6YY3369NHkyZPl7u5ux8gAAAAAIPto27at/v33X40aNUpnzpxRUFCQ1q1bZzYLPnHihNXM/xEjRshisWjEiBE6efKkChYsqJYtW2rixIk2Xddi2LJuIAeIiYmRp6enoqOj5eHhYe9wAABpMGj5Cl24elUWi0WFPDzU+rEgVQ8IsHdYQI4XHx+vjh07atmyZeZYkSJFtGDBAj355JN2jAxZVW6613ar0tfeIQCAJOnCrhn2DgEAJEmuWWy6uW/XTzLlOufmv5Qp13kQWeyPBgCA2xLLACU2+/Vyc2MFAJCJHB0drb7IbdeunWbOnClvb287RgUAAAAAsAVJAABAlnVnGSCa/QKZb8qUKdqzZ49CQ0PVrl07e4cDAAAAAGmT9VoC2A1JAABAukictX/9xo10O2fiCoCkZYAAZJwdO3bon3/+0YsvvmiO5cuXTz/++GOWbKoFpNXu3bvl5OSkwMBASdIXX3yhBQsWqHz58hozZoycnZ3tHCEAAACQcUgCAADSxZ2z9tMTjYCBjHXjxg2NGzdO4eHhcnd312OPPaaSJUua20kAILvr2bOnhg0bpsDAQB05ckTt2rXT888/rxUrVujq1auaOnWqvUMEAABAOuNzzG0kAQAA6SJxBYDFYpGXm1u6ndfVyYkVAEAGOnDggDp16qTdu3dLki5fvqyIiAjNmEGTQeQchw4dUlBQkCRpxYoVql+/vpYuXapt27apXbt2JAEAAACQo5EEAAA8sJ1Hj+nC1auSbjXvfbdtGztHBOBeEhIS9N5772nYsGGKjY2VJOXJk0ejR4/WsGHD7BwdkL4Mw1BCQoIk6ZtvvtEzzzwjSfL391dUVJQ9QwMAAEAGYSXAbSQBAAAP7LM9e82fad4LZH0nTpxQly5dtHnzZnOsXLlyioyMVNWqVe0YGZAxqlWrpgkTJqhJkyb69ttv9f7770uSjh49Kj8/PztHBwAAAGQskgAAgPuW2Az4TEyMOUbpHiDrMgxDkZGR6tevn2KS/Hc7cOBAhYeHyy0dS3kBWcnUqVP18ssv6/PPP9fw4cNVunRpSdLKlStVu3ZtO0cHAACAjMBKgNtIAgAA7tudzYALe3qqekCA/QICcFeXL19WWFiYmQDw9/fXwoUL1ahRIztHBmSsSpUqaf/+/cnG3377bTk6OtohIgAAACDzkAQAANy3pM2AC3l4sAoAyOLy58+v+fPn66mnnlJwcLCmTZsmLy8ve4cFZJq4uDidO3fO7A+QqFixYnaKCAAAABmFlQC3kQQAANgssQzQxWvXJN1qBjypdSv7BgUgmUuXLun69esqWLCgOdasWTPt2bNHQUFB9gsMyGSHDh1St27d9MMPP1iNG4Yhi8Wi+Ph4O0UGAAAAZDySAAAAm91ZBohmwEDWs3XrVgUHB6ts2bJas2aN1SwYEgDIbUJCQpQnTx59+eWXKly4MLPCAAAAcgNu+UwkAQAgG0qciZ9YjiezJa4AoAwQkPXExsZq9OjRmjx5sgzD0NGjRzV37lz16NHD3qEBdrN37179/PPPKlu2rL1DAQAAADIdSQAAyIbunIlvL4U8PCgDBGQh+/fvV8eOHbVv3z5zrE6dOmrSpIkdowLsr3z58oqKirJ3GAAAAMhErP68zcHeAcycOVMBAQFydXVVzZo1tXPnzrvuP3XqVD366KNyc3OTv7+/Bg0apOvXr2dStACQNSRtyFvA3d0uj8KenqwAALKI+Ph4vf3226pWrZqZAHByctKbb76pb7/9ViVLlrRzhIB9vfXWW3r99de1ZcsWnT9/XjExMVYPAAAAICez60qA5cuXKzQ0VLNnz1bNmjU1depUNWvWTAcPHpSvr2+y/ZcuXaphw4Zp/vz5ql27tg4dOqQuXbrIYrEoIiLCDq8AANKHreV9kjbkfbdtm4wMDUAWd/ToUXXu3Fnff/+9ORYYGKjIyEhVrlzZjpEBWUfiapjGjRtbjdMYGAAAIOdiJcBtdk0CREREqHv37goJCZEkzZ49W2vWrNH8+fM1bNiwZPv/8MMPqlOnjjp06CBJCggIUPv27fXjjz9matwAkN7ut7wPDXmB3O3EiROqVKmSLl++LOnWTe7gwYM1fvx4ubi42Dk6IOvYvHmzvUMAAAAA7MZuSYC4uDj9/PPPCgsLM8ccHBzUpEkTbd++PcVjateurY8++kg7d+5UjRo1dOTIEa1du1adOnXKrLABwCZpneGftNGul5tbms7t6uREOR4glytWrJiee+45LVmyRAEBAVq8eLHq1atn77CALKdBgwb2DgEAAACZjJUAt9ktCRAVFaX4+Hj5+flZjfv5+emPP/5I8ZgOHTooKipKdevWlWEYunnzpnr16qU33ngj1evExsYqNjbWfE7NTwCZydYZ/jTaBWCrGTNmqFChQho9erTy589v73CALOv777/XBx98oCNHjmjFihUqWrSoIiMjVaJECdWtW9fe4QEAAAAZxu6NgW2xZcsWhYeHa9asWdq9e7c+/fRTrVmzRuPHj0/1mEmTJsnT09N8+Pv7Z2LEAHI7Wxr40mgXwN1ER0erS5cuWrZsmdW4l5eX3nnnHRIAwF2sWrVKzZo1k5ubm3bv3m1OEoqOjlZ4eLidowMAAECGsGTSIxuw20oAHx8fOTo66uzZs1bjZ8+eVaFChVI8ZuTIkerUqZNeeeUVSbea3l25ckU9evTQ8OHD5eCQPKcRFham0NBQ83lMTAyJAAA2sbVpb1I08AWQHrZs2aLOnTvrxIkT+uKLL1SvXj0VLVrU3mEB2caECRM0e/ZsBQcHWyXS6tSpowkTJtgxMgAAACDj2S0J4OzsrKpVq2rjxo1q1aqVJCkhIUEbN25U3759Uzzm6tWryb7od3R0lCQZhpHiMS4uLjTGA/BA7rdpb1I08AVwP65fv67hw4crIiLCHIuPj9dvv/1GEgCwwcGDB1W/fv1k456enrp48WLmBwQAAIAMR0+A2+yWBJCk0NBQde7cWdWqVVONGjU0depUXblyRSEhIZKk4OBgFS1aVJMmTZIktWzZUhEREapSpYpq1qypv/76SyNHjlTLli3NZAAApLekJX3S2rQ3KRr4Argfe/bsUceOHXXgwAFz7IknntDChQtVvHhxO0YGZD+FChXSX3/9pYCAAKvxrVu3qmTJkvYJCgAAAMgkdk0CtG3bVv/++69GjRqlM2fOKCgoSOvWrTObBZ84ccJq5v+IESNksVg0YsQInTx5UgULFlTLli01ceJEe70EADnczqPHdOHqVUmU9AGQOW7evKm33npLY8aM0c2bNyXdWtkYHh6ugQMHplj+EMDdde/eXQMGDND8+fNlsVh06tQpbd++XYMHD9bIkSPtHR4AAAAyACsBbrNrEkCS+vbtm2r5ny1btlg9z5Mnj0aPHq3Ro0dnQmQAcKsUUCJK+gDIaMePH1f79u21fft2cywoKEgfffSRKlSoYMfIgOxt2LBhSkhIUOPGjXX16lXVr19fLi4uGjx4sPr162fv8JBD9HypvgZ1biy/hzy0/9BJhb61Qj/9djzFffPkcdCQrk+q4zM1VcTXS4eOn9WIaV9oww+/W+1XpKCnJgx4Tk/WqSB3Vycd/jtKPcd8pN0HTmTGSwKQTS1bukSLFsxTVNS/euTRshr2xkgFVqqU6v5fr/9KM6dP06mTJ1WseIAGhg5WvfoNUtx3/NhRWvnJcg0ZGqaOwV0y6BUASG92TwIAQGa5nwa/iY19JVHSB0CGc3V11Z9//ilJcnBwUFhYmEaNGiVnZ2c7RwZkbxaLRcOHD9eQIUP0119/6fLlyypfvrxcXV116tQpFSlSxN4hIpt78cnH9NZrz6vfxOXa9esx9e3QUKtn9VHlVuP074XLyfYf82pLtW9RXa+OX6qDR8+qae1yWj6luxp2idAvB/+RJHnld9OmhaH6dtefatV3lv69cFmlixXUhZirmf3yAGQj675aq3cmT9KI0WMVGFhZSyIXqXfPbvriy3V66KGHku2/d89uDRvymvoPDFX9Bg21ds3/NLBfHy1b+anKlHnEat+N32zQ/l9+UUFf38x6OcADYSXAbawnB5BrJDb4vXD1apofiU3HC3t6qvoddYQBIL35+flpzpw5Kl26tLZu3aoJEyaQAADSkbOzs8qXL68aNWooX758+u233+Tv72/vsJAD9O/YSAs+/UGRq3fojyNn1G/iMl27HqfOrWqluH+HZ2po8ryvtX7rAR07eV5zV2zV+m0HNKBTI3Of10Ka6p8zF9RzzEf66bfjOn7qvDbu+ENH/4nKrJcFIBuKXLRArV98Sa2ef0GlSpfWiNFj5erqqs8/XZXi/ks+WqzadeupS9dXVLJUKfXtP1DlypfXsqUfWe139uxZvRk+XuGT35FTHlbJI3uwWCyZ8sgOSAIAyDWSNvgt4O6e5kdhT09WAQDIEKtWrVJUlPWXOc8//7x+/fVX1aqV8hdHAICsxSmPo6qU89emHw+aY4ZhaNOPB1WjUokUj3F2yqPrcdarU69dj1PtKqXM5y0aBGr3gRNaMrmrjm+cpO0fD1XI87Uz5kUAyBFuxMXp9wO/6fFat/+ucHBw0OOP19a+X/akeMy+vXv1+OPW952169TVvr17zecJCQkaPmyIuoR0U+nSZTIkdgAZi3JAAHIFGvwCyEouXLigPn366OOPP9aLL76oTz75xGoGiYuLix2jAwDYwqdAPuXJ46hz/12yGj93PkaPBvileMw3239X/46NtHX3Xzryd5Qa1nhUzzUKkqPj7X8LShT1Ufc29fTeR5s0ed7XqlqhuKa8/qLibsZryf9+zNDXBCB7unDxguLj45OV/XnooYd09OiRFI+JiorSQw/5JNs/6vztiSoL5s2VY5486tAxOP2DBjJS9piknylIAgDIFWjwCyCr2LBhg0JCQnTy5ElJ0sqVK/Xdd9+pQYOUm68BsL/Y2FjFxsZajRkJ8bI4ONopImR3g99eqVkj2+uXT0fKMAwd+SdKi1fvUOfnHjf3cXCwaPeBExo943+SpF8O/qMKpQur+4t1SQIAyDQHfvtVSyIXa9nKT7NN2RMAyZEEAJDjpNQAmAa/AOzt6tWrGjp0qGbMmGGOeXl5aebMmapfv74dIwNyrn379t11+8GDB++6PdGkSZM0duxYqzFHv+pyKlzjvmNDzhF14bJu3oyXr3d+q3Hfhzx05nxMqse8FDpXLs559JBnXp36N1oT+j+noyfPm/uciYrR70fOWB33x9EzatU4KN1fA4CcoYBXATk6Our8+fNW4+fPn5ePj0+Kx/j4+Oj8+ajk+///6oDdP/+k//47r6eaNDS3x8fHa8rbb2lJ5GJ9tWFTOr8KIP2QuLqNJACAHCexAXBKaPALwB527dqlTp06WX3h2KRJEy1YsEAPP/ywHSMDcragoCBZLBYZhpFsW+J4Wj4choWFKTQ01GrMt97QdIsT2duNm/Ha8/vfaljzUf1vy63Ek8ViUcMaj2j28u/uemxs3E2d+jdaefI4qFXjIK3asNvctn3vET1S3Ndq/zLFfHXi9H/p/yIA5AhOzs4qV76CftyxXY0aN5F0q57/jz9uV7v2HVM8plJQkH7csUMdg7uYYzu2/6BKQUGSpGeefU41a1n3I+ndo5ueafmcWj3fOkNeB4D0RxIAQI6TtAGwl5ubOe7q5MQqAACZ6saNG5o4caImTJig+Ph4SZKrq6smT56sPn36yMHBwc4RAjnb0aNH0+U8Li4uyXp1UAoISb330SbNHddJPx84oZ9+Paa+HRrK3c1Fi7/YIUn6cHwnnToXrVHTV0uSqlcsriK+Xvrl4D8q6uul4T2floODRRELvzHPOf2jTdq88DUN6fqkVm3YreoVAtT1hTrqO/5ju7xGANlDp84hGvnGUFWoUFEVAyvpo8hFunbtmvmF/fCw1+Xr66cBg16TJL3cMVjdunTSooXzVb9+A637aq1++/VXjRwzTpLk5VVAXl4FrK7hlMdJPj4+CihRMnNfHGAjVgLcRhIAQLZ2t9I/NAAGYG9ffvmlVQmR6tWra/HixSpbtqwdowJyj+LFi9s7BOQSK7/eLZ8C+TSqdwv5PZRf+w6e1HN9ZprNgv0LeSsh4faKFBcXJ43u84xKFPXR5auxWr/tN3UbuVjRl2+XsPz5wAm1fW2uxvV7Vm/0aK5jJ89ryNurtOyrnzL99QHIPp5q/rQu/PefZs14T1FR/+rRsuU064MP9dD/lwM6c/q0HCy3J6IEVXlMkya/oxnvTdX0qREqVjxAU6fPVJkyj9jrJQDIABYjpbWxOVhMTIw8PT0VHR0tDw8Pe4cD4AGFffr5XUv/TGrdKnMDAoAkDMNQ69at9b///U8jR47UG2+8ISeakyMHyw732oGBgVq7dq38/f0f6DxuVfqmU0QA8GAu7Jpx750AIBO4ZrHp5qUHf5Up1/nrneaZcp0HkcX+aAAgZSnN+Jduz/qn9A+ArODixYvy8vIyn1ssFs2ZM0fHjh1T9erV7RcYANOxY8d04477CQAAACAnIwkAIFu4W7NfSSrk4cGsfwB2YxiGlixZor59+yoyMlItW7Y0txUsWFAFCxa0Y3QAAAAAkPvQE+A2kgAAsoXUmv1KzPoHYF/nz59Xr169tHLlSknSK6+8ol9//ZUv/oEsql69enK7414CAAAAyMlIAgDIFKmV80krmv0CyIq++uorde3aVWfOnDHHmjZtSt1/IAtbu3atvUMAAABAJmAhwG0kAQBkinuV80krV75YA5AFXL58WYMHD9YHH3xgjnl7e2v27Nlq04ZEJZAV/fnnn9q8ebPOnTunhIQEq22jRo2yU1QAAABAxiMJACDd3G22f2oNfG1B2R8AWcH27dvVqVMnHT582Bxr3ry55s2bp8KFC9sxMgCpmTt3rnr37i0fHx8VKlTIqj6sxWIhCQAAAJAD0RPgNpIAANJNWmb708AXQHa2ePFihYSEmLOI3d3dFRERoR49enCDCWRhEyZM0MSJEzV06FB7hwIAAABkOpIAANLN3Zr3SszkB5D9NWzYUPnz51d0dLRq1aqlxYsXq3Tp0vYOC8A9XLhwgVJdAAAAuQzztG4jCQDgvt1Z/ofmvQByOn9/f82aNUvHjh3T66+/rjx5uJUCsoM2bdro66+/Vq9evewdCgAAAJDp+OQK4L6lVv6H5r0AcoJjx45p+PDhmjVrljw9Pc3xDh062DEqAPejdOnSGjlypHbs2KHAwEA53XGv0r9/fztFBgAAgIzi4MBSgEQkAQDcl51Hj5kJgKTlfyj5AyC7MwxDCxcu1IABA3Tp0iU5OTlp4cKF9g4LwAOYM2eO8uXLp2+//Vbffvut1TaLxUISAAAAADkaSQAA9+WzPXvNn2n2CyCnOHfunHr06KEvvvjCHNuyZYv+++8/eXt72zEyAA/i6NGj9g4BAAAAmYyeALc52DsAANlTYh8AScz8B5AjrF69WoGBgVYJgC5dumjfvn0kAIAcxDAMGYZh7zAAAACATEMSAIDNdh49pgtXr0qSCri7q3pAgH0DAoAHEBMTo27duum5557TuXPnJEk+Pj767LPPtGDBAnl4eNg5QgDpYfHixQoMDJSbm5vc3NxUqVIlRUZG2jssAAAAZBCLxZIpj+yAckAAbJa0FBBNgAFkZ99//72Cg4N17Ngxc6xly5aaO3eu/Pz87BcYgHQVERGhkSNHqm/fvqpTp44kaevWrerVq5eioqI0aNAgO0cIAAAAZBySAABskrQhsEQpIADZ2759+8wEQL58+TRt2jSFhIRkm9kcANJm+vTpev/99xUcHGyOPfvss6pQoYLGjBlDEgAAACAH4mPdbSQBANgk6SqAwp6elAICkK29+uqrWr16ta5du6ZFixapRIkS9g4JQAY4ffq0ateunWy8du3aOn36tB0iAgAAADIPPQEA2ISGwACyq/j4eG3YsMFqzGKxaPny5dq8eTMJACAHK126tD755JNk48uXL1eZMmXsEBEAAAAyGj0BbmMlAIC72nn0mD7bs9f88v/itWuSaAgMIHs5fPiwgoOD9cMPP2jDhg1q0qSJuc3Ly8t+gQHIFGPHjlXbtm313XffmT0Btm3bpo0bN6aYHAAAAAByElYCALirz/bs1enoaF24elUXrl6VYRiSaAgMIHswDENz5sxR5cqV9cMPP0iSXnnlFcXFxdk5MgCZ6YUXXtCPP/6ohx56SJ9//rk+//xz+fj4aOfOnXr++eftHR4AAAAyACsBbmMlAABJyWf8J0qc+W+xWOTl5ibpVgKAUkAAsrrTp0/rlVde0dq1a82xkiVLavHixXJ2drZjZADsoWrVqlqyZIm9wwAAAAAyHUkAAJJuz/hPTSEPD01q3SrzAgKAB7By5Ur16tVL58+fN8e6d++uKVOmKH/+/HaMDEBmcnBwuOfsLIvFops3b2ZSRAAAAMgs2WSSfqYgCQBA0u2Gv0ln/Cdi5j+A7OLixYvq16+fPvroI3PMz89PH374oZ555hk7RgbAHj777LNUt23fvl3vvfeeEhISMjEiAAAAIPORBABysaQlgBLL/ni5uendtm3sHBkA3J/u3btr5cqV5vPWrVtr9uzZKliwoB2jAmAvzz33XLKxgwcPatiwYfrf//6nl19+WePGjbNDZAAAAMho2aVef2agMTCQiyVt+kvDXwA5waRJk+Tu7i4PDw8tXrxYK1euJAEAQJJ06tQpde/eXYGBgbp586b27t2rRYsWqXjx4vYODQAAAMhQrAQAcrE7SwBR9gdAdhMXF2fV5Ld06dJavny5KlWqpGLFitkxMgBZRXR0tMLDwzV9+nQFBQVp48aNqlevnr3DAgAAQAZjIcBtJAGAHCxpuZ+UUAIIQHZ18+ZNhYeH65NPPtHOnTvl7u5ubqP2P4BEkydP1ltvvaVChQrp448/TrE8EAAAAJDTkQQAcrDEcj/3QgkgANnJwYMHFRwcrJ07d0qSXn/9dc2YMcPOUQHIioYNGyY3NzeVLl1aixYt0qJFi1Lc79NPP83kyAAAAJDR6AlwG0kAIIdJqdlvYrmflFACCEB2YRiGZs2apSFDhuja///95ujoqIceekiGYXCDByCZ4OBg/m4AAABArkcSAMhhUpr9X8jDQ5Nat7JPQACQDk6ePKmQkBBt2LDBHHvkkUe0ePFi1axZ046RAcjKFi5caO8QAAAAYCfMBbnNwd4BAEhfSZv9FnB3V2FPT2b6A8jWPv74Y1WsWNEqAdCnTx/t2bOHBAAAAAAAAPfASgAgi7hXE9+0otkvgJzCMAx16dJFixcvNseKFCmiBQsW6Mknn7RjZAAAAACArI6ykLeRBACyiLQ28U0rmv0CyO4sFovKly9vPm/Xrp1mzpwpb29vO0YFAAAAAED2QhIAsLPEFQBnYmIk3b2Jb1rR7BdATjF48GD98MMPat++vdq1a2fvcAAAAAAA2QQLAW4jCQDY2Z0rAGjiCyC32rFjh3bt2qV+/fqZY46Ojvriiy/sGBUAAAAAANkbSQDAzpI28i3k4cEMfgC5TlxcnMaPH6/w8HBJUtWqVVW7dm07RwUAAAAAyM7oCXAbSQAgi/Byc2MFAIBc58CBA+rUqZN2795tjs2YMYMkAAAAAAAA6cTB3gEAAIDcJyEhQVOnTtVjjz1mJgDy5Mmj8ePHa/HixXaODgAAAACQ3VksmfPIDlgJAKSTxAa/ieV90uritWsZFBEAZE0nTpxQly5dtHnzZnOsXLlyioyMVNWqVe0YGQAAAAAAOQ9JACCd3Nng11auTk7pGA0AZD2GYSgyMlL9+vVTTEyMOT5w4ECFh4fLzc3NjtEBAAAAAHISegLcRhIASCdJG/x62fhFlquTEw2BAeR4N2/e1LvvvmsmAPz9/bVw4UI1atTIzpEBAAAAAJBzkQQA7tOd5X8Sy/p4ubnp3bZt7BkaAGRJTk5OioyMVLVq1fTSSy/pvffek5eXl73DAgAAAADkQCwEuI0kAHCfUiv/Q1kfALjl0qVL+vfff1WyZElzrGLFivrtt99UqlQpO0YGAAAAAEDuQRIASIOUmv4mzvxPWv6Hsj4AcMvWrVsVHBysfPnyadeuXXJxcTG3kQAAAAAAAGQ0egLcRhIASIO7Nf0t5OGhSa1bZW5AAJBFxcbGavTo0Zo8ebIMw5AkjRs3ThMnTrRzZAAAAAAA5E4kAYA0SK3pLzP/AeC2/fv3q2PHjtq3b585VqdOHXXr1s2OUQEAAAAAciMWAtxGEgC4w91K/9D0FwCSi4+PV0REhEaMGKG4uDhJt5oAjx8/XoMHD5ajo6OdIwQAAAAAIPciCQDc4W6lf2j6CwDWjh49qs6dO+v77783xwIDAxUZGanKlSvbMTIAAAAAQG5GT4DbSAIASew8esxMAFD6BwDu7uLFi3rsscd08eJFSbf+3hw8eLDGjx9v1QgYAAAAAADYD0kAIInP9uw1f6bhLwDcnZeXl/r166fx48crICBAixYtUv369e0dFgAAAAAArARIgiQAkETSPgDM+geA5AzDsLqRGjlypJycnDRgwAB5eHjYMTIAAAAAAJASB3sHAGQVO48e04WrVyVJBdzdVT0gwL4BAUAWEh0drS5dumjSpElW405OTho5ciQJAAAAAABAlmKxZM4jO2AlAPD/kpYCogEwANy2ZcsWde7cWSdOnFCePHnUvHlzValSxd5hAQAAAACANGAlACDrhsASpYAAQJKuX7+u1157TQ0bNtSJEyckSW5ububPAAAAAABkVRaLJVMe2QErAQBZrwIo7OlJKSAAud6ePXvUsWNHHThwwBx74okntHDhQhUvXtyOkQEAAAAAAFuwEgAQDYEBINHNmzc1ceJE1ahRw0wAuLi4aMqUKdq4cSMJAAAAAABAtkBPgNtYCYBcj4bAAHDLqVOn9OKLL2r79u3mWFBQkCIjI1WxYkU7RgYAAAAAAO4XKwGQ69EQGABuKVCggC5cuCBJcnBw0BtvvKEff/yRBAAAAAAAINuhJ8BtrARAjrXz6DF9tmevVamflFy8ds38mVJAAHIzNzc3RUZGqlOnTpo3b55q165t75AAAAAAALgv2eT7+UxBEgA51md79up0dHSa96chMIDcZsWKFapUqZIeffRRc6xatWr69ddf5ejoaMfIAAAAAABAenmgJMD169fl6uqaXrEA6SpxBYDFYpGXm9td93V1cmIVAIBc48KFC+rbt6+WLl2qGjVqaNu2bcqT5/YtAQkAAAAAAEB258BSAJPNSYCEhARNnDhRs2fP1tmzZ3Xo0CGVLFlSI0eOVEBAgLp165YRcQLJ3KvcT2KZHy83N73btk1mhgYAWdY333yjLl266OTJk5KknTt36rPPPlObNvw9CQAAAABATmRzY+AJEyZo4cKFmjx5spydnc3xihUr6sMPP0zX4IC7SSz3c+Hq1RQfhmFIotkvAEjS1atX1b9/fzVt2tRMAHh5eWnJkiV68cUX7RwdAAAAAADpy2LJnEd2YHMSYPHixZozZ45efvllq3IBlStX1h9//JGuwQF3k7TcTwF39xQfhT09KfMDINfbtWuXHnvsMU2fPt0ca9Kkifbv368OHTrIkl3uWgAAAAAAyOZmzpypgIAAubq6qmbNmtq5c+dd97948aL69OmjwoULy8XFRY888ojWrl1r0zVtLgd08uRJlS5dOtl4QkKCbqRSlgVIbzuPHtOFq1clUe4HAFJz48YNTZw4URMmTFB8fLwkydXVVZMnT1afPn3k4GDzXAAAAAAAALKFrDjhbfny5QoNDdXs2bNVs2ZNTZ06Vc2aNdPBgwfl6+ubbP+4uDg1bdpUvr6+WrlypYoWLarjx4/Ly8vLpuvanAQoX768vv/+exUvXtxqfOXKlapSpYqtpwPuy2d79po/U+4HAFL2888/a9y4cWZ5tOrVq2vx4sUqW7asnSMDAAAAACD3iYiIUPfu3RUSEiJJmj17ttasWaP58+dr2LBhyfafP3++/vvvP/3www9y+v/vQAMCAmy+rs1JgFGjRqlz5846efKkEhIS9Omnn+rgwYNavHixvvzyS5sDANLizibAiU1/JVHuBwBS8fjjj2vQoEGaNm2aRo4cqTfeeMO8aQAAAAAAICdzyKSFALGxsYqNjbUac3FxkYuLi9VYXFycfv75Z4WFhZljDg4OatKkibZv357iuVevXq1atWqpT58++uKLL1SwYEF16NBBQ4cOtSrVfy821wF47rnn9L///U/ffPON8ubNq1GjRun333/X//73PzVt2tTW0wFpcmcT4MRZrYU9PVX9PrJfAJATnTlzRgkJCVZjEydO1M6dOzV69GgSAAAAAAAApLNJkybJ09PT6jFp0qRk+0VFRSk+Pl5+fn5W435+fjpz5kyK5z5y5IhWrlyp+Ph4rV27ViNHjtSUKVM0YcIEm2K0eSWAJNWrV08bNmy4n0OB+5K0CbCXm5ukW2WAWAUAAJJhGFq6dKn69OmjsWPHasCAAeY2V1dXPfbYY3aMDgAAAACAzJdZPQHCwsIUGhpqNXbnKoD7lZCQIF9fX82ZM0eOjo6qWrWqTp48qbffflujR49O83lsTgKULFlSu3bt0kMPPWQ1fvHiRT322GM6cuSIracEkkmt/A9NgAHA2vnz59WrVy+tXLlSkjRs2DA9+eSTKleunJ0jAwAAAAAg50up9E9KfHx85OjoqLNnz1qNnz17VoUKFUrxmMKFC8vJycmq9E+5cuV05swZxcXFydnZOU0x2lwO6NixY4qPj082Hhsbq5MnT9p6OiBFqZX/oQkwANy2du1aVaxY0UwASNILL7ygwoUL2zEqAAAAAADsz2LJnEdaOTs7q2rVqtq4caM5lpCQoI0bN6pWrVopHlOnTh399ddfVqV/Dx06pMKFC6c5ASDZsBJg9erV5s/r16+Xp6en+Tw+Pl4bN268r87EM2fO1Ntvv60zZ86ocuXKmj59umrUqJHq/hcvXtTw4cP16aef6r///lPx4sU1depUPf300zZfG1lL0tn/iTP/Kf8DAMldvnxZgwcP1gcffGCOeXt7a/bs2WrThtVSAAAAAABkRaGhoercubOqVaumGjVqaOrUqbpy5YpCQkIkScHBwSpatKjZU6B3796aMWOGBgwYoH79+unPP/9UeHi4+vfvb9N105wEaNWqlaRbX8p27tzZapuTk5MCAgI0ZcoUmy6+fPlyhYaGavbs2apZs6amTp2qZs2a6eDBg/L19U22f1xcnJo2bSpfX1+tXLlSRYsW1fHjx+Xl5WXTdZE1Jc7+T6qQh4cmtW5ln4AAIAv64YcfFBwcrMOHD5tjzZs317x581gBAAAAAADA/7Moc3oC2KJt27b6999/NWrUKJ05c0ZBQUFat26d2Sz4xIkTcnC4XbzH399f69ev16BBg1SpUiUVLVpUAwYM0NChQ226rsVIrLOSRiVKlNCuXbvk4+Nj04VSUrNmTVWvXl0zZsyQdGv5g7+/v/r166dhw4Yl23/27Nl6++239ccff8jpPsvCxMTEyNPTU9HR0fLw8Hig+JG+Bi1foQtXr5qz/xNn/le/jxUmAJATff7553rhhRfMZYDu7u6KiIhQjx49Mq3hEQDcTW6613ar0tfeIQCAJOnCrhn2DgEAJEmuNnefzVjPfLArU67zZc/qmXKdB2FzT4CjR4+mSwIgLi5OP//8s5o0aXI7GAcHNWnSRNu3b0/xmNWrV6tWrVrq06eP/Pz8VLFiRYWHh6fYowDZV2Lz30mtW5EAAIAkGjdurOLFi0uSatWqpV9++UU9e/YkAQAAAAAAwB0cLJnzyA7uKz9z5coVffvttzpx4oTi4uKstqW1HlFUVJTi4+PNpQ6J/Pz89Mcff6R4zJEjR7Rp0ya9/PLLWrt2rf766y+9+uqrunHjhkaPHp3iMbGxsYqNjTWfx8TEpCk+AACymvz582vRokX6/vvv9frrrytPniw2zQIAAAAAAGQ5Nn97sGfPHj399NO6evWqrly5Im9vb0VFRcnd3V2+vr42NyWwRUJCgnx9fTVnzhw5OjqqatWqOnnypN5+++1UkwCTJk3S2LFjMywmpI+dR4/pwtWr9g4DALKMY8eOqV+/fpo+fboCkqyKqlevnurVq2e/wAAAAAAAyAZYNX+bzeWABg0apJYtW+rChQtyc3PTjh07dPz4cVWtWlXvvPNOms/j4+MjR0dHnT171mr87NmzKlSoUIrHFC5cWI888ogcHR3NsXLlyunMmTPJViQkCgsLU3R0tPn4+++/0xwjMs9ne/aaP7veZ78HAMgJDMPQggULVKlSJX355Zfq0qWL2QMAAAAAAADAVjYnAfbu3avXXntNDg4OcnR0VGxsrPz9/TV58mS98cYbaT6Ps7Ozqlatqo0bN5pjCQkJ2rhxo2rVqpXiMXXq1NFff/1l9WXIoUOHVLhwYTk7O6d4jIuLizw8PKweyHqu37hh/tz6sSD7BQIAdnTu3Dk9//zz6tq1qy5duiTp1ooAEtgAAAAAANjGYsmcR3ZgcxLAyclJDg63DvP19dWJEyckSZ6enjZ/SREaGqq5c+dq0aJF+v3339W7d29duXJFISEhkqTg4GCFhYWZ+/fu3Vv//fefBgwYoEOHDmnNmjUKDw9Xnz59bH0ZyKIKuLvTDBhArvTFF1+oYsWK+uKLL8yxLl26aN++fWYzYAAAAAAAAFvZ3BOgSpUq2rVrl8qUKaMGDRpo1KhRioqKUmRkpCpWrGjTudq2bat///1Xo0aN0pkzZxQUFKR169aZzYJPnDhhJhwkyd/fX+vXr9egQYNUqVIlFS1aVAMGDNDQoUNtfRkAAGQJMTExGjRokObPn2+O+fj4aO7cuWrVqpX9AgMAAAAAIBtzyC7T9DOBzUmA8PBws0TBxIkTFRwcrN69e6tMmTKaN2+ezQH07dtXffv2TXHbli1bko3VqlVLO3bssPk6yHp2Hj2mz/bs1fUbN3Tx2jV7hwMAmW7btm3q2LGjjh07Zo61bNlSc+fONRPiAAAAAAAAD8LmJEC1atXMn319fbVu3bp0DQi5x2d79up0dLTVGE2BAeQmMTExZgIgX758mjZtmkJCQmRhtgIAAAAAAA+Ej9a32dwTIDW7d+/WM888k16nQy6Q2AzYYrGogLu7Cnt60hQYQK7SvHlz9ezZU/Xq1dO+ffvUtWtXEgAAAAAAACBd2bQSYP369dqwYYOcnZ31yiuvqGTJkvrjjz80bNgw/e9//1OzZs0yKk5kc0lL/yRKLAHk5eamd9u2sVdoAJAp4uPjtXLlSr300ktWX/RPnTpVTk5OcnR0tGN0AAAAAADkLEyyuy3NSYB58+ape/fu8vb21oULF/Thhx8qIiJC/fr1U9u2bfXrr7+qXLlyGRkrsrGUSv8kogQQgJzu8OHDCg4O1g8//KBLly7plVdeMbe5urraMTIAAAAAAJDTpTkJMG3aNL311lsaMmSIVq1apTZt2mjWrFnav3+/Hn744YyMEdlISjP+pduz/i0Wi7zc3MxxVycnSgAByLEMw9DcuXMVGhqqK1euSJJee+01tWnTRp6ennaODgAAAACAnIuFALelOQlw+PBhtWlzq2RL69atlSdPHr399tskAGDlbjP+JamQh4cmtW6VeQEBgJ2cOXNGr7zyitasWWOOlSxZUosXLyYBAAAAAAAAMk2akwDXrl2Tu7u7pFuzuV1cXFS4cOEMCwzZU9Jmv0ln/EvM+geQe6xcuVK9evXS+fPnzbHu3bsrIiJC+fLls2NkAAAAAADkDg4sBTDZ1Bj4ww8/NL+8uHnzphYuXCgfHx+rffr3759+0SHbSCwDRLNfALnZxYsX1a9fP3300UfmmJ+fn+bNm6cWLVrYMTIAAAAAAJBbpTkJUKxYMc2dO9d8XqhQIUVGRlrtY7FYSALkUneWAaLZL4DcaNSoUVYJgBdeeEGzZ89OljAHAAAAAAAZi3UAt6U5CXDs2LEMDAPZXdIyQIU8PCj7AyBXGjNmjFatWqXLly9rxowZ6tixoywsPwQAAAAAAHZkUzkg4F683Nxo/Asg17h8+bJVjX9vb2+tWrVKRYoUUbFixewYGQAAAAAAuRuT8m5zsHcAAABkNzdv3tS4ceNUunRpnT592mrb448/TgIAAAAAAABkGawEwAO5syEwAOR0hw4dUqdOnbRz505JUrdu3bRmzRpmGAAAAAAAkIU48DHdxEoAPJDEhsCGYUiiITCAnMswDM2cOVNBQUFmAsDR0VHVqlVTfHy8naMDAAAAAABIGSsBkGaJs/4TmwBLMlcA0BAYQE528uRJhYSEaMOGDeZYmTJlFBkZqZo1a9oxMgAAAAAAkBJW7N92XysBDh8+rBEjRqh9+/Y6d+6cJOmrr77Sb7/9lq7BIWtJnPV/4epV85G4AqCQh4cmtW6l6gEB9g0SANLZxx9/rIoVK1olAPr06aM9e/aQAAAAAAAAAFmezUmAb7/9VoGBgfrxxx/16aef6vLly5KkX375RaNHj073AJF1JK4AsFgsKuDubj4Ke3qyAgBAjtSnTx916NBBFy9elCQVKVJE69ev14wZM5Q3b177BgcAAAAAAFJlsWTOIzuwuRzQsGHDNGHCBIWGhip//vzmeKNGjTRjxox0DQ5Zk5ebm95t28beYQBAhmvUqJFmzZolSWrXrp1mzpwpb29vO0cFAAAAAACQdjYnAfbv36+lS5cmG/f19VVUVFS6BAUAQFbwwgsvqG/fvqpTp47atWtn73AAAAAAAEAa0RPgNpvLAXl5een06dPJxvfs2aOiRYumS1AAAGS2H3/8UUOHDk02Pn36dBIAAAAAAAAg27J5JUC7du00dOhQrVixQhaLRQkJCdq2bZsGDx6s4ODgjIgRdrTz6DF9tmevrt+4oYvXrtk7HABIdzdu3NC4ceMUHh6uhIQEBQUFqX379vYOCwByndWrV6d532effTYDIwEAAEBO4MBCAJPNSYDw8HD16dNH/v7+io+PV/ny5RUfH68OHTpoxIgRGREj7OizPXt1OjraaszVyclO0QBA+jpw4IA6deqk3bt3m2OLFy9Wu3btWDYIAJmsVatWadrPYrEoPj4+Y4MBAAAAchCbkwDOzs6aO3euRo4cqV9//VWXL19WlSpVVKZMmYyID3Z2/cYNSbc+bHm5ucnVyUmtHwuyb1AA8IASEhI0bdo0hYWFKTY2VpKUJ08ejR49WsOGDSMBAAB2kJCQYO8QAAAAkIPw2f42m5MAW7duVd26dVWsWDEVK1YsI2JCFuTl5qZ327axdxgA8MBOnDihLl26aPPmzeZYuXLlFBkZqapVq9oxMgAAAAAAgPRncxKgUaNGKlq0qNq3b6+OHTuqfPnyGREXAADpyjAMRUZGql+/foqJiTHHBw4cqPDwcLm5udkxOgDAna5cuaJvv/1WJ06cUFxcnNW2/v372ykqAAAAZBesA7jN5iTAqVOntGzZMn388cd68803ValSJb388stq3769Hn744YyIERkoaePflNAMGEBOsmrVKjMB4O/vr4ULF6pRo0Z2jgoAcKc9e/bo6aef1tWrV3XlyhV5e3srKipK7u7u8vX1JQkAAAAA2MDB1gN8fHzUt29fbdu2TYcPH1abNm20aNEiBQQE8EVKNpTY+PfC1aspPgzDkEQzYADZn8Vi0Zw5c1SwYEF16tRJ+/bt498tAMiiBg0apJYtW+rChQtyc3PTjh07dPz4cVWtWlXvvPOOvcMDAABANuBgsWTKIzuweSVAUiVKlNCwYcNUuXJljRw5Ut9++216xYUMcufM/8SZ/omNf1NCM2AA2dHly5f1559/qkqVKuaYn5+f9u3bp0KFCtkxMgDAvezdu1cffPCBHBwc5OjoqNjYWJUsWVKTJ09W586d1bp1a3uHCAAAAGQb950E2LZtm5YsWaKVK1fq+vXreu655zRp0qT0jA0ZIHHm/50KeXhoUutWmR8QAGSArVu3qnPnzrpy5Yp+/fVX+fj4mNtIAABA1ufk5CQHh1uLln19fXXixAmVK1dOnp6e+vvvv+0cHQAAALKDbDJJP1PYnAQICwvTsmXLdOrUKTVt2lTTpk3Tc889J3d394yID+kscQVA0pn/zPQHkFPExsZq9OjRmjx5slnObNCgQYqMjLRzZAAAW1SpUkW7du1SmTJl1KBBA40aNUpRUVGKjIxUxYoV7R0eAAAAkK3YnAT47rvvNGTIEL300ktWMyuR9e08ekwXrl6VJHm5uendtm3sHBEApJ/9+/erY8eO2rdvnzlWp04djRkzxn5BAQDuS3h4uC5duiRJmjhxooKDg9W7d2+VKVNG8+fPt3N0AAAAyA4sLAUw2ZwE2LZtW0bEgUzw2Z695s80+gWQU8THxysiIkIjRoxQXFycpFtlJMaNG6chQ4bI0dHRzhECAGxVrVo182dfX1+tW7fOjtEAAAAA2VuakgCrV69W8+bN5eTkpNWrV99132effTZdAkP62nn0mFUvAMr/AMgJjh49qs6dO+v77783xypWrKjIyEgFBQXZLzAAAAAAAGBXLAS4LU1JgFatWunMmTPy9fVVq1atUt3PYrEoPj4+vWJDOkq6CqCwp6eqBwTYLRYASA9xcXGqV6+eTp48KenWv0GDBw/W+PHj5eLiYufoAAAPokSJEnddvn3kyJFMjAYAAADI3tKUBEhISEjxZ2QfiQ2BJVYBAMgZnJ2dNXHiRHXp0kUBAQFatGiR6tevb++wAADpYODAgVbPb9y4oT179mjdunUaMmSIfYICAABAtuLAUgCTzT0BFi9erLZt2yabZRkXF6dly5YpODg43YJD+kjaELiAuzurAABkW/Hx8VY1/oODg3XlyhV17NhRHh4edowMAJCeBgwYkOL4zJkz9dNPP2VyNAAAAED25mDrASEhIYpOUls+0aVLlxQSEpIuQSF90RAYQHYXHR2tLl26qEePHlbjFotFr776KgkAAMglmjdvrlWrVtk7DAAAAGQDFkvmPLIDm1cCGIaRYn3Of/75R56enukSFNIXpYAAZGdbtmxR586ddeLECUm3GtA/99xzdo4KAGAPK1eulLe3t73DAAAAALKVNCcBqlSpIovFIovFosaNGytPntuHxsfH6+jRo3rqqacyJEikD0oBAchOrl+/ruHDhysiIsIcy58/v65fv27HqAAAmSHxs0ciwzB05swZ/fvvv5o1a5YdIwMAAEB2kdJE9twqzUmAVq1aSZL27t2rZs2aKV++fOY2Z2dnBQQE6IUXXkj3AAEAuc+ePXvUsWNHHThwwBxr0KCBFi5cqACSmQCQ4z333HNWH9ocHBxUsGBBPfHEEypbtqwdIwMAAACynzQnAUaPHi1JCggIUNu2beXq6pphQSH9JG0KDABZ3c2bN/XWW29pzJgxunnzpiTJxcVF4eHhGjhwoBwcbG5lAwDIhsaMGWPvEO6p3dCe9g4BACRJ474+ZO8QAECSFP70I/YOwQrfINxmc0+Azp07Z0QcyCA0BQaQXfz3339q0aKFduzYYY4FBQUpMjJSFStWtGNkAIDM5ujoqNOnT8vX19dq/Pz58/L19VV8fLydIgMAAEB2QTmg29KUBPD29tahQ4fk4+OjAgUK3PUN/O+//9ItODw4mgIDyC68vLzMUnMODg4aNmyYRo8eLWdnZztHBgDIbIZhpDgeGxvLvwsAAACAjdKUBHj33XeVP39+82eyKNkPTYEBZHUODg6aP3++WrdurWnTpql27dr2DgkAkMnee+89SbdmbX344YdWfcji4+P13Xff0RMAAAAAaeLAV9imNCUBkpYA6tKlS0bFAgDIRVasWCFfX181aNDAHPP399fOnTtJNgNALvXuu+9KurUSYPbs2XJ0dDS3OTs7KyAgQLNnz7ZXeAAAAEC2ZHNPgN27d8vJyUmBgYGSpC+++EILFixQ+fLlNWbMGJbnAgDu6sKFC+rbt6+WLl0qf39/7d+/X56enuZ2EgAAkHsdPXpUktSwYUN9+umnKlCggJ0jAgAAQHbFSoDbbG6S3LNnTx06dKvz/JEjR9S2bVu5u7trxYoVev3119M9QABAzvHNN98oMDBQS5culST9/fffWrJkiZ2jAgBkNZs3byYBAAAAAKQTm5MAhw4dUlBQkKRbpRwaNGigpUuXauHChVq1alV6x4cHsPPoMV24etXeYQCArl69qv79+6tp06Y6efKkJMnT01MfffSRevfubefoAABZzQsvvKC33nor2fjkyZPVpk0bO0QEAACA7MZisWTKIzuwOQlgGIYSEhIk3ZrR+fTTT0u6Vcc5KioqfaPDA/lsz17zZ1cnJ/sFAiBX27Vrlx577DFNnz7dHGvcuLH279+vl19+Odv8gwkAyDzfffed+TkjqebNm+u7776zQ0QAAABA9mVzEqBatWqaMGGCIiMj9e2336pFixaSbtXv9PPzS/cAcf+u37hh/tz6sSD7BQIgV7px44bGjBmjWrVq6eDBg5IkV1dXvffee/r666/l7+9v5wgBAFnV5cuXU+w15uTkpJiYGDtEBAAAgOzGwZI5j+zA5iTA1KlTtXv3bvXt21fDhw9X6dKlJUkrV65U7dq10z1APLgC7u6qHhBg7zAA5DJ///233n77bcXHx0u6lUTes2eP+vXrJwcHm//5AQDkIoGBgVq+fHmy8WXLlql8+fJ2iAgAAADIvvLYekClSpW0f//+ZONvv/22HB0d0yUoAED2V7JkSb399tvq37+/RowYoeHDh8uJ0mQAgDQYOXKkWrdurcOHD6tRo0aSpI0bN2rp0qVauXKlnaMDAABAdkD14dtsTgIk+vnnn/X7779LksqXL6/HHnss3YLCg6MpMIDM9s8//8jb21vu7u7mWO/evfXEE08waxMAYJOWLVvq888/V3h4uFauXCk3NzdVrlxZmzZtkre3t73DAwAAALIVm5MA586dU9u2bfXtt9/Ky8tLknTx4kU1bNhQy5YtU8GCBdM7RtwHmgIDyCyGYWjp0qXq06ePgoOD9d5775nbLBYLCQAAwH1p0aKF2X8sJiZGH3/8sQYPHqyff/7ZLDUHAAAApMaBpQAmm4sy9+vXT5cvX9Zvv/2m//77T//9959+/fVXxcTEqH///hkRI+4DTYEBZIbz58+rbdu26tixo6KjozV9+nRt3LjR3mEBAHKI7777Tp07d1aRIkU0ZcoUNWrUSDt27LB3WAAAAEC2YvNKgHXr1umbb75RuXLlzLHy5ctr5syZevLJJ9M1ONyfpKWAaAoMIKN89dVX6tq1q86cOWOOvfzyy5SHAwA8kDNnzmjhwoWaN2+eYmJi9NJLLyk2Nlaff/45q8sAAACQZjbPfs/BbH4vEhISUmzs6OTkpISEhHQJCg+GUkAAMtLly5fVq1cvPf3002YCwNvbW5988ok++ugjFShQwM4RAgCyq5YtW+rRRx/Vvn37NHXqVJ06dUrTp0+3d1gAAABAtmbzSoBGjRppwIAB+vjjj1WkSBFJ0smTJzVo0CA1btw43QOE7SgFBCCjbN++XZ06ddLhw4fNsebNm+vDDz80/00AAOB+ffXVV+rfv7969+6tMmXK2DscAAAAZGO0BLjN5pUAM2bMUExMjAICAlSqVCmVKlVKJUqUUExMDLN0sgBKAQHIKN99953q1q1rJgDc3d01e/ZsrVmzhgQAACBdbN26VZcuXVLVqlVVs2ZNzZgxQ1FRUfYOCwAAAMjWbF4J4O/vr927d2vjxo36/fffJUnlypVTkyZN0j042I5SQAAySp06dVSrVi1t27ZNtWrV0uLFi1W6dGl7hwUAyEEef/xxPf7445o6daqWL1+u+fPnKzQ0VAkJCdqwYYP8/f2VP39+e4cJAACAbMCBpQAmm5IAy5cv1+rVqxUXF6fGjRurX79+GRUX7sPOo8d0OjrafE4pIADpydHRUYsWLdKKFSs0ePBg5cljcx4ZAIA0yZs3r7p27aquXbvq4MG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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:46:51,051 INFO: === Dataset: e ===\n", "2025-04-25 19:46:51,443 INFO:Total samples: 911\n", "2025-04-25 19:46:54,704 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:46:54,771 INFO: === Dataset: f ===\n", "2025-04-25 19:47:00,335 INFO:Total samples: 12911\n", "2025-04-25 19:47:42,579 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:47:42,649 INFO: === Dataset: g ===\n", "2025-04-25 19:47:45,219 INFO:Total samples: 6000\n", "2025-04-25 19:48:05,011 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:48:05,082 INFO: === Dataset: h ===\n", "2025-04-25 19:48:07,644 INFO:Total samples: 6000\n", "2025-04-25 19:48:27,585 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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CwYMHn9jv478L06ZNM7Jly2Y6d2vbtq1Rr169RN+D/56PRkdHG2XLljXq169vFs+SJYvZa3vo4blex44dE932uMuXLxs5cuQwGjVqZERFRRk+Pj5GwYIFjfDw8Ce+xqtXrxoODg7GK6+8Ynb+O23aNEOSMXv2bFOsbt26hiRj/vz5plhUVJSRO3duo3Xr1k/sxzAMQ5Lh4OBgnDp1yhR7eP333+soAEhNjAQAkGZlzZpVt2/flvTvVCXr1q0z3QEcFhamsLAwXb9+XY0bN9bJkyfjDelNaaNGjVKuXLmUO3du1a5dW0ePHtXkyZPNpr15mG9CU/o8Llu2bIqIiJAk03+fts+TpMQxnqRw4cJq3LixWeyll16St7e3Fi5caIrFxsZq8eLFatGihWm+2EWLFsnV1VWNGjUyfW5hYWHy9fVV1qxZtX79+kT7vXz5svbt26du3bopR44cpnj58uXVqFGjBIf59u7d2+x57dq1df36ddN7lFyLFi1SqVKlVLJkSbP869evL0mm/N3c3CRJy5YtU1xc3DP19bjY2FitXr1arVq1MhshUqpUqXifhSSz+XnDw8MVFhamunXr6syZM2ZDyxPj6OhoWnwuNjZW169fN01ptGfPHlM7Nzc3/fPPP9q1a1eCxzEMQ0uWLFGLFi1kGIbZe9a4cWOFh4ebHe9ZpPRnDAAAni6tnJtHREQk+Zz3r7/+0tWrV/Xuu++a1iWQpGbNmqlkyZLxptKREj7POHPmzPMl/RhXV1dJ0urVq5M1neHKlStVpUoVsymQsmbNql69euncuXM6cuSIWXt/f385ODiYnj+cyjQ5r6Vdu3a6d++efv31V92+fVu//vprolMBSebnozdv3lR4eLhq166d7HO//34GicmdO7emT5+uNWvWqHbt2tq3b59mz54tFxeXJ+73xx9/KDo6Wv379zdbfLlnz55ycXGJ93uRNWtWszUrHBwcVKVKlSS/lw0bNlTRokVNz8uXLy8XF5cU/b0CgKehCAAgzYqMjDSd4J86dUqGYWjEiBHKlSuX2WPUqFGS/l2gKzX16tVLa9as0S+//KIBAwbo3r17pvlBH3qY78MLpMTcvn3b1PbhSerT9nmSlDjGkzxpaqOtW7eaLvI2bNigq1evmk2Tc/LkSYWHh8vDwyPeZxcZGfnEz+38+fOSpBIlSsTbVqpUKYWFhenOnTtm8f9OqfRwuqakrj/wXydPntThw4fj5f7SSy9JevR71759e9WsWVM9evSQp6enOnTooB9//PGZCwLXrl3TvXv3VLx48XjbEno/tm7dqoYNG5rWTciVK5dpPYKkFAHi4uL0+eefq3jx4nJ0dJS7u7ty5cqlAwcOmO0/ePBgZc2aVVWqVFHx4sXVp08f05RHD/O+deuWvv7663jvmb+/v6Tn/7ea0p8xAAB4urRybu7i4pLkc94nnUuWLFnStP0hJyeneFP7ZM+ePUXPMQoXLqyAgAB98803cnd3V+PGjTV9+vSnnq+dP38+0XPih9sflxLnS7ly5VLDhg21YMECLV26VLGxsWY3QP3Xr7/+qmrVqsnJyUk5cuRQrly59OWXXybpXPRxiV17JKRDhw5q1qyZdu7cqZ49e6pBgwZP3Sex3wsHBwcVKVIk3nuZP3/+eOupJef3IqEpX1P69woAnoal1QGkSf/884/Cw8NVrFgxSTJ9kTpw4MAE74KWZGqbWooXL66GDRtKkpo3by47OzsNGTJE9erVU6VKlUw5ZMqUSQcOHEj0OFFRUTp+/Hi8fQ4ePPjMuZUsWVLSv/NgtmrV6qntE1oUWFK8osZDj9/V87j27dtr6NChWrRokfr3768ff/xRrq6uevXVV01t4uLi5OHhoe+++y7BYyRnDtWkSGxNBMMwnul4cXFxKleunAIDAxPcXqBAAUn/vkebNm3S+vXrtWLFCq1atUoLFy5U/fr19fvvv6fKWg0PnT59Wg0aNFDJkiUVGBioAgUKyMHBQStXrtTnn3+epELE+PHjNWLECL311lv66KOPlCNHDtna2qp///5m+5cqVUrHjx/Xr7/+qlWrVmnJkiWaMWOGRo4cqTFjxpjadu7cWV27dk2wr/Llyz/X603pzxgAADxZWjo3L1mypPbu3au///7bdB6WUp7nfC0559eTJ09Wt27dtGzZMv3+++96//33NWHCBO3YsUP58+d/5hwel1LnS506dVLPnj0VGhqqJk2amEa//tfmzZv12muvqU6dOpoxY4by5Mkje3t7zZkzRwsWLEhWn4ldeyTk+vXr+uuvvyRJR44cUVxcnNnd/Snhed9Lzl0BpAUUAQCkSSEhIZJkuqgoUqSIJMne3t70Rby1DRs2TDNnztTw4cO1atUqSVKWLFlUr149rVu3TufPn1ehQoXi7ffjjz8qKipKzZs3lyRlzpxZ9evX17p16575YqZWrVrKnj27vv/+e3344YdPvYB5eCfQrVu3zE7k/3vXy9MULlxYVapU0cKFC9W3b18tXbpUrVq1kqOjo6lN0aJF9ccff6hmzZrJOqGXZHr/jh8/Hm/bsWPH5O7urixZsiTrmIlJ7MKtaNGi2r9/vxo0aJBom4dsbW3VoEEDNWjQQIGBgRo/fryGDRum9evXq2HDhk/d/3G5cuWSs7OzTp48GW/bf9+PX375RVFRUVq+fLnZnUYJTbWUWA6LFy9WvXr1NGvWLLP4rVu35O7ubhbLkiWL2rdvr/bt2ys6OlpvvPGGxo0bp6FDhypXrlzKli2bYmNjn/pvNTnvBwAAsJ60dG7eokULff/99/r22281dOjQJ7Z9/Fzy4VSODx0/fjzBc/Vn9fj59eMSO78uV66cypUrp+HDh2vbtm2qWbOmgoOD9fHHHyfYvlChQomeEz/cnhpef/11vf3229qxY4fZNKD/tWTJEjk5OWn16tVm1wJz5syJ1zYlzwH79Omj27dva8KECRo6dKiCgoIUEBDwxH0e/714+Lss/bto89mzZ9PM9SYApCSmAwKQ5qxbt04fffSRChcurDfffFOS5OHhoZdffllfffWVLl++HG+fa9euWTpNubm56e2339bq1au1b98+U3z48OEyDEPdunXTvXv3zPY5e/asPvjgA+XJk0dvv/22KT5q1CgZhqEuXbooMjIyXl+7d+/WvHnzEs0lc+bMGjx4sI4eParBgwcneFfJt99+q507d0qSaU7KTZs2mbbfuXPniX0kpn379tqxY4dmz56tsLAws6mApH/nEo2NjdVHH30Ub9+YmJh4F0qPy5Mnj7y9vTVv3jyzdocOHdLvv/+upk2bJjvfxGTJkiXBocrt2rXTxYsXNXPmzHjb7t27Z5qO6MaNG/G2e3t7S/p39MfDPqT4F4cJsbOzU+PGjfXzzz/rwoULpvjRo0e1evXqeG0l87uJwsPDE7zoypIlS4L929nZxfu9WbRoUbz5fK9fv2723MHBQaVLl5ZhGHrw4IHs7OzUunVrLVmyRIcOHYrXz+P/VpPzfgAAAOtIa+fmbdq0Ubly5TRu3Dht37493vbbt29r2LBhkqRKlSrJw8NDwcHBpvMxSfrtt9909OhRNWvWLMXySuj8OjY2Vl9//bVZu4iICMXExJjFypUrJ1tbW7Mc/6tp06bauXOn2Wu+c+eOvv76a3l5eal06dIp8TLiyZo1q7788kuNHj1aLVq0SLSdnZ2dbGxszEY+nDt3Tj///HO8tomdjybX4sWLtXDhQn3yyScaMmSIOnTooOHDh+vEiRNP3K9hw4ZycHDQF198YXb+O2vWLIWHh6fo7wUApBWMBABgVb/99puOHTummJgYXblyRevWrdOaNWtUqFAhLV++3GwBr+nTp6tWrVoqV66cevbsqSJFiujKlSvavn27/vnnH+3fv9/i+ffr109BQUH65JNP9MMPP0iS6tSpo88++0wBAQEqX768unXrpjx58ujYsWOaOXOm4uLitHLlStPdQpJUo0YNTZ8+Xe+++65KliypLl26qHjx4rp9+7Y2bNig5cuXJ3pX0EODBg3S4cOHNXnyZK1fv15t2rRR7ty5FRoaqp9//lk7d+7Utm3bJEmvvPKKChYsqO7du2vQoEGys7PT7NmzlStXLrMvnJOiXbt2GjhwoAYOHKgcOXLEu3Ombt26evvttzVhwgTt27dPr7zyiuzt7XXy5EktWrRIU6ZMeeLcop9++qmaNGmi6tWrq3v37rp3756mTp0qV1dXjR49Olm5Pomvr68WLlyogIAAVa5cWVmzZlWLFi3UpUsX/fjjj+rdu7fWr1+vmjVrKjY2VseOHdOPP/6o1atXq1KlSho7dqw2bdqkZs2aqVChQrp69apmzJih/PnzmxZwK1q0qNzc3BQcHKxs2bIpS5Ysqlq1aqLzno4ZM0arVq1S7dq19e677yomJkZTp05VmTJlzKaceuWVV+Tg4KAWLVro7bffVmRkpGbOnCkPD494F+a+vr768ssv9fHHH6tYsWLy8PBQ/fr11bx5c40dO1b+/v6qUaOGDh48qO+++87s7qiHfeXOnVs1a9aUp6enjh49qmnTpqlZs2ameYI/+eQTrV+/XlWrVlXPnj1VunRp3bhxQ3v27NEff/xhKpgk9/0AAACpKz2cm9vb22vp0qVq2LCh6tSpo3bt2qlmzZqyt7fX4cOHtWDBAmXPnl3jxo2Tvb29Jk6cKH9/f9WtW1cdO3bUlStXNGXKFHl5eWnAgAEplleZMmVUrVo1DR06VDdu3FCOHDn0ww8/xPvCf926derbt6/atm2rl156STExMQoJCTHdSJGYIUOG6Pvvv1eTJk30/vvvK0eOHJo3b57Onj2rJUuWpPgUOI9LbIrHxzVr1kyBgYF69dVX1alTJ129elXTp09XsWLF4k2V6uvrqz/++EOBgYHKmzevChcurKpVqyYrp6tXr+qdd95RvXr11LdvX0nStGnTtH79enXr1k1btmxJ9D3JlSuXhg4dqjFjxujVV1/Va6+9puPHj2vGjBm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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:48:27,657 INFO: === Dataset: i ===\n", "2025-04-25 19:48:30,178 INFO:Total samples: 6000\n", "2025-04-25 19:48:49,921 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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IiDD1fXq9cOzYsQSP+8/fhRkzZhhZs2Y1nbu1bt3aqFOnTryfwb/PRyMjI40yZcoYdevWNWvPnDmz2Xt76un5fPv27ePd9k/Xrl0z3NzcjAYNGhgRERFG+fLljQIFChihoaEJvscbN24Yjo6ORsOGDc3Of2fMmGFIMubPn29qq127tiHJWLRokaktIiLCyJ07t/HWW28leBzDiP1zBABLYiQAgDQhS5YsunfvnqQnU5Vs3rzZ9JR3SEiIQkJCdOvWLTVq1Eh//vlnrCG9yW3EiBHy8PBQ7ty5VbNmTZ08eVKTJ082m/bmad64pvT5p6xZsyosLEySTP/7vH0SkhyvkZBChQqpUaNGZm3FixeXr6+vli1bZmqLjo7WihUr1KxZM9N8scuXL5erq6saNGhg+rmFhISoQoUKypIli7Zs2RLvca9du6bDhw/L399fbm5upvayZcuqQYMGcQ7z7datm9n3NWvW1K1bt0yfUVItX75cJUuWVIkSJczy161bV5JM+bNnzy5JWrVqlWJiYl7oWP8UHR2tDRs2qGXLlmYjREqWLBnrZyHJbH7e0NBQhYSEqHbt2jp//rzZ0PL4ODk5ydbW1nTsW7dumaY0OnjwoKlf9uzZ9ffff2v//v1xvo5hGFq5cqWaNWsmwzDMPrNGjRopNDTU7PUAAEDakFrOzcPCwhJ9zvv777/rxo0b6tGjh9mCsk2aNFGJEiViTaUjxX0uef78+f8W+h9cXV0lSRs2bHjulJX/tG7dOlWuXNlsCqQsWbKoa9euunjxok6cOGHWPyAgQI6Ojqbvn05lmpT30qZNGz18+FBr1qzRvXv3tGbNmninApLMz0fv3Lmj0NBQ1axZM8nnfv/+GcQnd+7cmjlzpjZu3KiaNWvq8OHDmj9/vrJly5bgfr/++qsiIyPVt29f0/mvJHXp0kXZsmWL9XuRJUsWszUrHB0dVbly5WT9vQCAlEARAECaEB4ebjrBP3v2rAzD0LBhw+Th4WH2NWLECElPFuhKSV27dtXGjRv1008/qV+/fnr48KFpftCnnuZ9eoEUn3v37pn6Pj1Jfd4+CUmO10hIQlMb7dq1y3SRt3XrVt24ccNsmpw///xToaGh8vT0jPWzCw8PT/DndunSJUnSSy+9FGtbyZIlFRISovv375u1/3tKpafTNSV2/YF/+/PPP3X8+PFY2YsXLy7p2e9d27ZtVb16db333nvKlSuX2rVrp+++++6FCwI3b97Uw4cPVaxYsVjb4vo8du3apfr165vWTfDw8DCtR5CYIkBMTIw+//xzFStWTE5OTnJ3d5eHh4eOHj1qtv+gQYOUJUsWVa5cWcWKFVPPnj1NUx49zX337l3NmTMn1mcWEBAgKeX/rQIAgOSXWs7Ns2XLluhz3oTOJUuUKGHa/pSzs3OsqX1y5MjxwueRcSlUqJD69++vr7/+Wu7u7mrUqJFmzpz53PO1S5cuxXtO/HT7PyXHObGHh4fq16+vJUuW6Pvvv1d0dLTZA1D/tmbNGr3yyitydnaWm5ubPDw89OWXXybqXPSf4rv2iEu7du3UpEkT7du3T126dFG9evWeu098vxeOjo4qXLhwrM8yf/78sdZTS+7fCwBICWlvOXUAGc7ff/+t0NBQFS1aVJJMN1IHDBgQ51PQkkx9U0qxYsVUv359SVLTpk1lZ2enwYMHq06dOqpYsaIpg729vY4ePRrv60REROj06dOx9jl27NgLZytRooSkJ/NgtmzZ8rn941oUWFKsosZT/3yq55/atm2rIUOGaPny5erbt6++++47ubq66rXXXjP1iYmJkaenpxYvXhznayRlDtXEiG9NBMMwXuj1YmJi5OPjoylTpsS53cvLS9KTz2j79u3asmWL1q5dq/Xr12vZsmWqW7eufvnllxRZq+Gpc+fOqV69eipRooSmTJkiLy8vOTo6at26dfr8888TVYgYP368hg0bpnfeeUdjxoyRm5ubbG1t1bdvX7P9S5YsqdOnT2vNmjVav369Vq5cqVmzZmn48OEaNWqUqW/Hjh3VuXPnOI9VtmzZ5HnjAADAIlLTuXmJEiV06NAh/fXXX6bzsOTyX87XknJ+PXnyZPn7+2vVqlX65Zdf9MEHH2jChAnau3ev8ufP/8IZ/im5zok7dOigLl26KDg4WI0bNzaNfv23HTt2qHnz5qpVq5ZmzZqlPHnyyMHBQQsWLNCSJUuSdMz4rj3icuvWLf3++++SpBMnTigmJsbs6f7kkNzXFwBgKRQBAKR6QUFBkmS6qChcuLAkycHBwXQj3tqGDh2quXPn6uOPP9b69eslSZkzZ1adOnW0efNmXbp0SQULFoy133fffaeIiAg1bdpUkpQpUybVrVtXmzdvfuGLmRo1aihHjhxaunSpPvroo+dewDx9Euju3btmJ/L/furleQoVKqTKlStr2bJl6tWrl77//nu1bNlSTk5Opj5FihTRr7/+qurVqyfphF6S6fM7ffp0rG2nTp2Su7u7MmfOnKTXjE98F25FihTRkSNHVK9evXj7PGVra6t69eqpXr16mjJlisaPH6+hQ4dqy5Ytql+//nP3/ycPDw+5uLjozz//jLXt35/HTz/9pIiICK1evdrsqa+4plqKL8OKFStUp04dzZs3z6z97t27cnd3N2vLnDmz2rZtq7Zt2yoyMlJvvvmmxo0bpyFDhsjDw0NZs2ZVdHT0c/+tJuXzAAAA1pOazs2bNWumpUuX6ptvvtGQIUMS7PvPc8mnUzk+dfr06TjP1V/UP8+v/ym+82sfHx/5+Pjo448/1u7du1W9enXNnj1bY8eOjbN/wYIF4z0nfro9Jbzxxht6//33tXfvXrNpQP9t5cqVcnZ21oYNG8yuBRYsWBCrb3KeA/bs2VP37t3ThAkTNGTIEE2dOlX9+/dPcJ9//l48/V2WnizafOHChVRzvQkA/xXTAQFI1TZv3qwxY8aoUKFCevvttyVJnp6eevXVV/XVV1/p2rVrsfa5efOmpWMqe/bsev/997VhwwYdPnzY1P7xxx/LMAz5+/vr4cOHZvtcuHBBH374ofLkyaP333/f1D5ixAgZhiE/Pz+Fh4fHOtaBAwe0cOHCeLNkypRJgwYN0smTJzVo0KA4n0r55ptvtG/fPklPbmxL0vbt203b79+/n+Ax4tO2bVvt3btX8+fPV0hIiNlUQNKTuUSjo6M1ZsyYWPtGRUXFulD6pzx58sjX11cLFy406/fHH3/ol19+0euvv57kvPHJnDlznEOV27RpoytXrmju3Lmxtj18+NA0HdHt27djbff19ZX0ZPTH02NIsS8O42JnZ6dGjRrpxx9/1OXLl03tJ0+e1IYNG2L1lcyfRgoNDY3zoitz5sxxHt/Ozi7W783y5ctjzed769Yts+8dHR1VqlQpGYahx48fy87OTm+99ZZWrlypP/74I9Zx/vlvNSmfBwAAsI7Udm7eqlUr+fj4aNy4cdqzZ0+s7ffu3dPQoUMlSRUrVpSnp6dmz55tOh+TpJ9//lknT55UkyZNki1XXOfX0dHRmjNnjlm/sLAwRUVFmbX5+PjI1tbWLOO/vf7669q3b5/Ze75//77mzJkjb29vlSpVKjneRixZsmTRl19+qZEjR6pZs2bx9rOzs5ONjY3ZyIeLFy/qxx9/jNU3vvPRpFqxYoWWLVumTz75RIMHD1a7du308ccf68yZMwnuV79+fTk6OuqLL74wO/+dN2+eQkNDk/X3AgCsiZEAAFKNn3/+WadOnVJUVJSuX7+uzZs3a+PGjSpYsKBWr15ttoDXzJkzVaNGDfn4+KhLly4qXLiwrl+/rj179ujvv//WkSNHLJ6/T58+mjp1qj755BN9++23kqRatWrps88+U//+/VW2bFn5+/srT548OnXqlObOnauYmBitW7fO9LSQJFWrVk0zZ85Ujx49VKJECfn5+alYsWK6d++etm7dqtWrV8f7VNBTAwcO1PHjxzV58mRt2bJFrVq1Uu7cuRUcHKwff/xR+/bt0+7duyVJDRs2VIECBfTuu+9q4MCBsrOz0/z58+Xh4WF2wzkx2rRpowEDBmjAgAFyc3OL9eRM7dq19f7772vChAk6fPiwGjZsKAcHB/35559avny5pk2bluDcop9++qkaN26sqlWr6t1339XDhw81ffp0ubq6auTIkUnKmpAKFSpo2bJl6t+/vypVqqQsWbKoWbNm8vPz03fffadu3bppy5Ytql69uqKjo3Xq1Cl999132rBhgypWrKjRo0dr+/btatKkiQoWLKgbN25o1qxZyp8/v2kBtyJFiih79uyaPXu2smbNqsyZM6tKlSrxzns6atQorV+/XjVr1lSPHj0UFRWl6dOnq3Tp0mZTTjVs2FCOjo5q1qyZ3n//fYWHh2vu3Lny9PSMdWFeoUIFffnllxo7dqyKFi0qT09P1a1bV02bNtXo0aMVEBCgatWq6dixY1q8eLHZ01FPj5U7d25Vr15duXLl0smTJzVjxgw1adLENE/wJ598oi1btqhKlSrq0qWLSpUqpdu3b+vgwYP69ddfTQWTpH4eAAAgZaWFc3MHBwd9//33ql+/vmrVqqU2bdqoevXqcnBw0PHjx7VkyRLlyJFD48aNk4ODgyZOnKiAgADVrl1b7du31/Xr1zVt2jR5e3urX79+yZardOnSeuWVVzRkyBDdvn1bbm5u+vbbb2Pd8N+8ebN69eql1q1bq3jx4oqKilJQUJDpQYr4DB48WEuXLlXjxo31wQcfyM3NTQsXLtSFCxe0cuXKZJ8C55/im+Lxn5o0aaIpU6botddeU4cOHXTjxg3NnDlTRYsWjTVVaoUKFfTrr79qypQpyps3rwoVKqQqVaokKdONGzfUvXt31alTR7169ZIkzZgxQ1u2bJG/v7927twZ72fi4eGhIUOGaNSoUXrttdfUvHlznT59WrNmzVKlSpXMFgEGgDTNAAArW7BggSHJ9OXo6Gjkzp3baNCggTFt2jQjLCwszv3OnTt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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:48:49,988 INFO: === Dataset: j ===\n", "2025-04-25 19:48:52,517 INFO:Total samples: 6000\n", "2025-04-25 19:49:12,396 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:49:12,467 INFO: === Dataset: k ===\n", "2025-04-25 19:49:14,981 INFO:Total samples: 6000\n", "2025-04-25 19:49:34,948 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:49:35,014 INFO: === Dataset: l ===\n", "2025-04-25 19:49:43,252 INFO:Total samples: 18911\n", "2025-04-25 19:50:44,371 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:50:44,442 INFO:Model DeiT evaluation completed in 283.15 seconds.\n", "2025-04-25 19:50:44,442 INFO:\n", "=== Evaluating DeiT3 on Test Datasets ===\n", "/tmp/ipykernel_7319/1849592376.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", "2025-04-25 19:50:44,681 INFO:Loaded model weights from DeiT3_best.pth\n", "2025-04-25 19:50:44,682 INFO: === Dataset: a ===\n", "2025-04-25 19:50:46,039 INFO:Total samples: 3181\n", "2025-04-25 19:50:57,326 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:50:57,397 INFO: === Dataset: b ===\n", "2025-04-25 19:50:58,778 INFO:Total samples: 3181\n", "2025-04-25 19:51:09,641 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:51:09,711 INFO: === Dataset: c ===\n", "2025-04-25 19:51:11,075 INFO:Total samples: 3181\n", "2025-04-25 19:51:21,770 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:51:21,840 INFO: === Dataset: d ===\n", "2025-04-25 19:51:23,189 INFO:Total samples: 3181\n", "2025-04-25 19:51:33,717 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:51:33,787 INFO: === Dataset: e ===\n", "2025-04-25 19:51:34,172 INFO:Total samples: 911\n", "2025-04-25 19:51:37,684 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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9gZzr+PHj6tixo3766SfrWIUKFRQSEqKKFSuaGBmQdSSthnn22WdtxmkMDAAAkH2xEiCZqUmAadOmqVu3bgoMDJQkzZ8/X6GhoVq8eLGGDBmSYv8dO3aoVq1aatu2rSTJ399fbdq00a5duzI1bgBIT+lR0oeGvkDOFB4erieffFJXr16VlHiTO3jwYI0dO1Zubm4mRwdkHVu2bDE7BAAAAMA0piUBYmNj9csvv2jo0KHWMScnJzVq1EhhYWGpHlOzZk0tX75cu3fv1tNPP61jx45p3bp16tChQ2aFDcBBPchs+4x2e4Nee9HQF8i5Hn30Ub300kv65JNP5O/vr+DgYNWpU8fssIAsp169emaHAAAAgEzGSoBkpiUBIiMjFR8fL19fX5txX19f/fXXX6ke07ZtW0VGRqp27doyDENxcXHq0aOHhg0bdsfrxMTEKCYmxvqcmp9AzpQes+0zGg16AdyPOXPmqHDhwho5cqTy5s1rdjhAlvXTTz/po48+0rFjx7Ry5UoVLVpUISEhKl68uGrXrm12eAAAAECGMbUckL22bt2qCRMmaN68eapevbr+/vtv9evXT2PHjlVQUFCqx0ycOFGjR4/O5EgBZDW3NtC9n9n2GY3Z/ADu5fLly+rXr5+ef/55tW7d2jru7e2tDz74wMTIgKxv9erV6tChg9q1a6e9e/daJwldvnxZEyZM0Lp160yOEAAAAOmOhQBWpiUBChYsKGdnZ505c8Zm/MyZMypcuHCqxwQFBalDhw7q2rWrpMSmd9HR0erevbuGDx8uJyenFMcMHTpUAwcOtD6PioqSn59fOr4SAI6EBroAHNHWrVvVsWNHhYeHa82aNapTp46KFi1qdliAwxg3bpzmz5+vgIAAff7559bxWrVqady4cSZGBgAAAGS8lN+aZxJXV1dVrVpVmzZtso4lJCRo06ZNqlEj9emw165dS/FFv7OzsyTJMIxUj3Fzc1O+fPlsHgAAAI7gxo0bGjRokBo0aKDw8HBJUnx8vH7//XeTIwMcy6FDh1S3bt0U415eXrp06VLmBwQAAIAMZ7FYMuXhCEwtBzRw4EB17NhR1apV09NPP60ZM2YoOjpagYGBkqSAgAAVLVpUEydOlCS1aNFC06ZNU+XKla3lgIKCgtSiRQtrMgAAACA72Ldvn9q3b68//vjDOla/fn0tXbpUxYoVMzEywPEULlxYf//9t/z9/W3Gt23bphIlSpgTFAAAAJBJTE0CtGrVSufOndOIESMUERGhSpUqacOGDdZmweHh4TYz/9977z1ZLBa99957OnXqlAoVKqQWLVpo/PjxZr0EACYJPZLY7Dep1v+9nI3O2HgAIL3ExcVp0qRJGjVqlOLi4iQlrmycMGGC+vfvn2r5QwB3161bN/Xr10+LFy+WxWLRf//9p7CwMA0ePPiOvcUAAADg2Bxlln5msBh3qqOTTUVFRcnLy0uXL1+mNBDgwBoGS0cv2n9cyfzS5oD0jwcA0sPJkyfVpk0bhYWFWccqVaqk5cuX64knnjAxMiBtsuq9tmEYmjBhgiZOnKhr165JSkyuDR48WGPHjr2vc+au3Ds9Q0Q28OYbdTWg47PyfSifDh4+pYGTVurn30+mum+uXE56u/Nzat+8uh728dbhk2f03sw12rjjT5v9Hi7kpXH9XtJztZ5QHncXHf0nUm+OWq69f4RnxkuCg7i4Z47ZISCL+fzTT7RsySJFRp7TY2XKasiwIFV48sk77v/dt+s1d/ZM/XfqlB4t5q/+AwerTt16qe47dvQIrfpihd5+d6jaB3TKoFcAR+Vu6nTzlIr1/TpTrnNyVotMuc6DYCoZAIcTeiQ5AeBkkQp7pu1RMr80KPWWIwCQJbi7u+vIkSOSJCcnJw0fPly7du0iAQA8IIvFouHDh+vChQv67bfftHPnTp07d04jR47Uf//9Z3Z4yAZee66KJg16WeM/Wq8abSfpwOFTWjuvlwrl90x1/1E9W6jrq7U1cPJKVX51nD5etU0rpnZTxTKPWPfxzptbm5cO1M24BLXsPU+VXx2vIdO+1MWoa5n1sgA4oA3r1+mDyRP1Zs9e+nzl/1SmTFm99WYXnT9/PtX99+/bqyFvD9LLr7ymFau+UoOGz6p/n146cuRwin03fb9RB3/9VYV8fDL6ZQDpgp4AybJYfgYA7m1q8gRZFfdmZj+A7MPX11cLFizQO++8o+DgYNWoQeYSSE+urq4qV66c9fmvv/6qKlWqKD4+3sSokB30bd9QS77coZC1OyVJfcZ/rqZ1nlDHljX0wZKNKfZv2/xpTfr4W327LbHvy8KV29Sweln169BQnd8LliQNCmysfyMu6s1Ry63Hnfwv9S/xACBJyLIleuW1N9Ty5VclSe+NHK0ff9yqr75crS7duqfY/5PlwapZu446de4qSerdt792hu3Q558uV9DIMdb9zpw5o/cnjNWHCxapz1tvZs6LAR6Qo3xBnxlYCQDA4dzaB4CZ/QAc2erVqxUZGWkz9vLLL+u3334jAQAADsIll7MqP+6nzbsOWccMw9DmXYf09JPFUz3G1SWXbsTaNre6fiNWNSuXtD5vVq+C9v4Rrk8md9bJTRMV9tm7Cny5Zsa8CADZws3YWP35x+96pkbyfyucnJz0zDM1deDXfakec2D/fj3zjO19Z81atXVg/37r84SEBA0f8rY6BXZRqVKlMyR2ABmLlQAATGFvY99bJTX5LewpNeP+A4ADunjxonr16qXPPvtMr732mr744gubWSpubm4mRgcAsEfB/J7KlctZZy9csRk/ez5KZfx9Uz3m+7A/1bd9Q23b+7eO/ROpBk+X0UsNK8nZOfnfguJFC6rb63U0a/lmTV70nao+UUxT33lNsXHx+uTrXRn6mgA4pouXLio+Pl4PPfSQzfhDDz2k48ePpXpMZGSkHnqoYIr9I88nT1RZsmihnHPlUtv2LMOHg2EhgBVJAACmmBp2f419b+Xhkj6xAEBm2rhxowIDA3Xq1ClJ0qpVq/Tjjz+qXr3Um68BMF9MTIxiYmJsxoyEeFmcnE2KCI5u8JRVmhfURr9+GSTDMHTs30gFr92pji89Y93HycmivX+Ea+ScxKaGvx76V0+UKqJur9UmCQAg0/zx+2/6JCRYn6/6ktIqgAMjCQDAFEkrAJwsko+H/cd7uFAKCIBjuXbtmt59913NmTPHOubt7a25c+eqbt26JkYGZF8HDhy46/ZDhw7ddXuSiRMnavTo0TZjzr5PyaXI0/cdG7KPyItXFRcXL58CeW3GfR7Kp4jzUXc85o2BC+XmmksPeXnov3OXNa7vSzp+Krnmf0RklP48FmFz3F/HI9Ty2Urp/hoAZA/5vfPL2dk5RRPg8+fPq2DBgqkeU7BgQZ0/H5ly//9fHbD3l5914cJ5Pd+ogXV7fHy8pk6ZpE9CgrV+4+Z0fhVA+iFxlYwkAABT+XhIu7qYHQUAZKw9e/aoQ4cONl84NmrUSEuWLNEjjzxiYmRA9lapUiVZLBYZhpFiW9J4Wj4cDh06VAMHDrQZ86nzbrrFCcd2My5e+/78Rw2ql9HXWxMTTxaLRQ2efkzzV/x412NjYuP037nLypXLSS2fraTVG/dat4XtP6bHivnY7F/6UR+Fn76Q/i8CQLbg4uqqx8s9oV07w9Tw2UaSEuv579oVptZt2qd6zJOVKmnXzp1qH9DJOrYzbIeerFRJktT8xZdUvYZtP5K3undR8xYvqeXLr2TI6wCQ/kgCAAAAZJCbN29q/PjxGjdunOLj4yVJ7u7umjx5snr16iUnJyeTIwSyt+PHj6fLedzc3FL06qAUEG41a/lmLRzTQb/8Ea6ffzuh3m0bKE9uNwWv2SlJ+nhsB/139rJGzF4rSXqqfDE97OOtXw/9q6I+3hr+5gtycrJo2tLvreecvXyztiwdpLc7P6fVG/fqqSf81fnVWuo99jNTXiMAx9ChY6CChr2rJ54or/IVntTykGW6fv269Qv74UPfkY+Pr/oNGCRJatc+QF06ddCypYtVt249bVi/Tr//9puCRo2RJHl755e3d36ba7jkclHBggXlX7xE5r44wE6sBEhGEgBApgs9IkVcNTsKAMh433zzjU0JkaeeekrBwcEqW7asiVEBOUexYsXMDgE5xKrv9qpgfk+NeKuZfB/KqwOHTumlXnOtzYL9ChdQQkLyihQ3NxeN7NVcxYsW1NVrMfp2++/qEhSsy1evW/f55Y9wtRq0UGP6vKhh3ZvqxKnzenvKan2+/udMf30AHMfzTV/QxQsXNG/OLEVGnlOZso9r3kcf66H/LwcUcfq0nCzJE1EqVa6iiZM/0JxZMzR7xjQ9WsxfM2bPVenSj5n1EgBkAIuR2trYbCwqKkpeXl66fPmy8uXLZ3Y4QI7UMDi5KXDJ/NLmAHPjAYCMYhiGXnnlFX399dcKCgrSsGHD5OJCV3NkX45wr12hQgWtW7dOfn5+D3Se3JV7p1NEAPBgLu6Zc++dACATuGex6ealBq/PlOv8/UHTTLnOg8hivxoA2UnoEWlqWHIT4CRno5N/prkvgOzk0qVL8vb2tj63WCxasGCBTpw4oaeeesq8wABYnThxQjdv3rz3jgAAAEA2QSFaABlmaljijP+Iq7aPpJXQJfNLzUqbGyMApAfDMLR8+XL5+/vr66+/ttlWqFAhEgAAAAAAkMksFkumPBwBKwEAZJikFQBOFsnHw3abhwurAABkD+fPn1ePHj20atUqSVLXrl3122+/qVChQiZHBiA1derUUe7cuc0OAwAAAMg0JAEA2O1OZX5ul1T2x8dD2tUl4+MCgMy2fv16de7cWREREdaxxo0bU/cfyMLWrVtndggAAADIBA4yST9TkAQAYLekMj9p5cF3YQCymatXr2rw4MH66KOPrGMFChTQ/Pnz9frrr5sYGYA7OXLkiLZs2aKzZ88qISHBZtuIESNMigoAAADIeCQBANjtbmV+bkfZHwDZTVhYmDp06KCjR49ax5o2bapFixapSJEiJkYG4E4WLlyot956SwULFlThwoVtardaLBaSAAAAANmQo9TrzwwkAQDcN8r8AMhpgoODFRgYaJ1FnCdPHk2bNk3du3fnBhPIwsaNG6fx48fr3XffNTsUAAAAINORBAAAAEijBg0aKG/evLp8+bJq1Kih4OBglSpVyuywANzDxYsXKdUFAACQwzBPKxlJAAD3dHsj4KSGvwCQ0/j5+WnevHk6ceKE3nnnHeXKxa0U4Ahef/11fffdd+rRo4fZoQAAAACZjk+uAO7pTo2AafgLIDs7ceKEhg8frnnz5snLy8s63rZtWxOjAnA/SpUqpaCgIO3cuVMVKlSQi4vtTUzfvn1NigwAAAAZxcmJpQBJSAIA2cjtM/bTS9LM/1sbAdPwF0B2ZRiGli5dqn79+unKlStycXHR0qVLzQ4LwANYsGCBPD099cMPP+iHH36w2WaxWEgCAAAAIFsjCQBkI3easZ9eintLmwMy7vwAYLazZ8+qe/fuWrNmjXVs69atunDhggoUKGBiZAAexPHjx80OAQAAAJmMngDJSAIA2UjSCoBbZ+ynF2b+A8ju1q5dq27duuns2bPWsU6dOmnmzJnKly+fiZEBSE+GYUhKXAEAAAAA5AQkAQAHkZZSP0lle3w8pF1dMicuAHB0UVFRGjBggBYvXmwdK1iwoBYuXKiWLVuaFxiAdBUcHKwpU6boyJEjkqTHHntMb7/9tjp06GByZAAAAMgITPpIRhIAcBD2lPqhYS8ApM1PP/2kgIAAnThxwjrWokULLVy4UL6+vuYFBiBdTZs2TUFBQerdu7dq1aolSdq2bZt69OihyMhIDRgwwOQIAQAAgIxDEgBwAKFHkhMA9yr1Q9keAEi7AwcOWBMAnp6emjlzpgIDA5kxAmQzs2fP1ocffqiAgOTmRi+++KKeeOIJjRo1iiQAAABANsTHumQkAQAHMDUs+Wea8wJA+unZs6fWrl2r69eva9myZSpevLjZIQHIAKdPn1bNmjVTjNesWVOnT582ISIAAAAg8ziZHQCAe7u1DwCz/AHg/sTHx2vjxo02YxaLRStWrNCWLVtIAADZWKlSpfTFF1+kGF+xYoVKly5tQkQAAADIaBaLJVMejoCVAEAWdWsj4KSGv4U9pWZ8TgUAux09elQBAQHasWOHNm7cqEaNGlm3eXt7mxcYgEwxevRotWrVSj/++KO1J8D27du1adOmVJMDAAAAQHbCSgAgi0pqBBxxVUowEsdo+AsA9jEMQwsWLFDFihW1Y8cOSVLXrl0VGxtrcmQAMtOrr76qXbt26aGHHtJXX32lr776SgULFtTu3bv18ssvmx0eAAAAMgArAZKxEgDIglJrBEzDXwCwz+nTp9W1a1etW7fOOlaiRAkFBwfL1dXVxMgAmKFq1ar65JNPzA4DAAAAyHQkAYAsiEbAAPBgVq1apR49euj8+fPWsW7dumnq1KnKmzeviZEByExOTk73nJ1lsVgUFxeXSREBAAAgszjIJP1MQRIAyIJoBAwA9+fSpUvq06ePli9fbh3z9fXVxx9/rObNm5sYGQAz/O9//7vjtrCwMM2aNUsJCQmZGBEAAACQ+UgCAFlIUjNgGgEDwP3p1q2bVq1aZX3+yiuvaP78+SpUqJCJUQEwy0svvZRi7NChQxoyZIi+/vprtWvXTmPGjDEhMgAAAGQ0R6nXnxloDAxkIUnNgGkEDAD3Z+LEicqTJ4/y5cun4OBgrVq1igQAAEnSf//9p27duqlChQqKi4vT/v37tWzZMhUrVszs0AAAAIAMxUoAIAtJKgPkZEnsBUApIAC4u9jYWJsmv6VKldKKFSv05JNP6tFHHzUxMgBZxeXLlzVhwgTNnj1blSpV0qZNm1SnTh2zwwIAAEAGYyFAMpIAQCZJKvVza73/2yWVAfLxoBkwANxNXFycJkyYoC+++EK7d+9Wnjx5rNuo/Q8gyeTJkzVp0iQVLlxYn332WarlgQAAAIDsjiQAkEmSSv2kBWWAAODODh06pICAAO3evVuS9M4772jOnDkmRwUgKxoyZIhy586tUqVKadmyZVq2bFmq+3355ZeZHBkAAAAyGj0BkpEEANKBPbP8nSyJM/3vxMOFMkAAkBrDMDRv3jy9/fbbun79uiTJ2dlZDz30kAzD4AYPQAoBAQH8twEAAAA5HkkAIB3YM8u/uDelfgDAXqdOnVJgYKA2btxoHXvssccUHBys6tWrmxgZgKxs6dKlZocAAAAAkzAXJBlJACAd3NrQl1n+AJC+PvvsM/Xs2VOXLl2yjvXq1UuTJ0+26QUAAAAAAABSIgkAPKDQI1LE1cSffTykXV3MjQcAsgvDMNSpUycFBwdbxx5++GEtWbJEzz33nImRAQAAAACyOspCJnMyOwDA0U0NS/6Zhr4AkH4sFovKlStnfd66dWsdPHiQBAAAAAAAAHZgJQDwAEKP2PYCoNQPAKSvwYMHa8eOHWrTpo1at25tdjgAAAAAAAfBQoBkJAGAB3DrKoCS+aVmpc2LBQAc3c6dO7Vnzx716dPHOubs7Kw1a9aYGBUAAAAAAI6NJADwAJIaAkusAgCA+xUbG6uxY8dqwoQJkqSqVauqZs2aJkcFAAAAAHBk9ARIRk8A4D6EHpEaBktnoxOfF/ZkFQAA3I8//vhDNWrU0Lhx45SQkKCEhATNmTPH7LAAAAAAAMg2SAIA92FqWGIvgAQj8TkNgQHAPgkJCZoxY4aqVKmivXv3SpJy5cqlsWPHKjg42OToAAAAAACOzmLJnIcjoBwQYKdbmwE7WaTi3pQCAgB7hIeHq1OnTtqyZYt17PHHH1dISIiqVq1qYmQAAAAAAGQ/JAEAO93aDLi4t7Q5wLRQAMChGIahkJAQ9enTR1FRUdbx/v37a8KECcqdO7eJ0QEAAAAAshN6AiQjCQDYiWbAAHB/4uLiNH36dGsCwM/PT0uXLlXDhg1NjgwAAAAAgOyLJABwm9AjibP9b/2y/1Y0AwaA++Pi4qKQkBBVq1ZNb7zxhmbNmiVvb2+zwwIAAAAAZEMsBEhGEgC4TVLT33uhGTAA3N2VK1d07tw5lShRwjpWvnx5/f777ypZsqSJkQEAAAAAkHOQBABucXvTXx+P1PfzcKEUEADczbZt2xQQECBPT0/t2bNHbm5u1m0kAAAAAAAAGY2eAMlIAgC3oOkvADyYmJgYjRw5UpMnT5ZhGJKkMWPGaPz48SZHBgAAAABAzkQSALgFTX8B4P4dPHhQ7du314EDB6xjtWrVUpcuXUyMCgAAAACQE7EQIJmT2QEAWUHoEalhME1/AeB+xMfHa8qUKapWrZo1AeDi4qL3339fP/zwg01PAAAAAAAAkLlYCQAoZTNgmv4CQNocP35cHTt21E8//WQdq1ChgkJCQlSxYkUTIwMAAAAA5GT0BEhGEgA5WuiRxATA8UuJz50sib0AKAUEAPd26dIlValSRZcuXZKUeIM1ePBgjR071qYRMAAAAAAAMA/lgJCjJa0ASEjsXWltBkwpIAC4N29vb/Xp00eS5O/vr61bt2ry5MkkAAAAAAAAprNYLJnycASsBECOltQImBUAAJA2hmHY3OQEBQXJxcVF/fr1U758+UyMDAAAAAAApIYkALK9pJI/SV/43yqpEbCPR+IKAABA6i5fvqx+/frpscce07Bhw6zjLi4uCgoKMjEyAAAAAABScpBJ+pmCJACyvdub/qaGRsAAcGdbt25Vx44dFR4erly5cqlp06aqXLmy2WEBAAAAAIA0IAmAbCW1Wf9Js/2dLIkz/m/n4UIZIABIzY0bNzR8+HBNmzbNOpY7d26Fh4eTBAAAAAAAZGmOUq8/M5AEQLZyt1n/SU1/AQD3tm/fPrVv315//PGHdax+/fpaunSpihUrZmJkAAAAAADAHk5mBwCkp1sb/Rb2TH6UzM9sfwBIi7i4OI0fP15PP/20NQHg5uamqVOnatOmTSQAAAAAAAAOwWLJnIcjYCUAso3QI1LE1cSffTykXV3MjQcAHM1///2n1157TWFhYdaxSpUqKSQkROXLlzcxMgAAAAAAcL9YCYBsY2ryd1Y0+gWA+5A/f35dvJhYU83JyUnDhg3Trl27SAAAAAAAAByOxWLJlIcjIAmAbCH0iG0vAEr/AID9cufOrZCQEJUtW1Y//fSTxo8fL1dXV7PDAgAAAADAbpQDSkY5IGQLt64CKJlfalbavFgAwFGsXLlSTz75pMqUKWMdq1atmn777Tc5OzubGBkAAAAAAEgvD7QS4MaNG+kVB/BAkhoCS6wCAIB7uXjxotq1a6c33nhDAQEBiouLs9lOAgAAAAAA4OicLJZMeTgCu5MACQkJGjt2rIoWLSpPT08dO3ZMkhQUFKRFixale4DAnYQekRoGS9UXSWejE8cKe7IKAADu5vvvv1eFChX06aefSpJ2796t//3vfyZHBQAAAAAAMordSYBx48Zp6dKlmjx5sk2d4PLly+vjjz9O1+CAu5kaltgHIOKqlGAkjtEQGABSd+3aNfXt21eNGzfWqVOnJEne3t765JNP9Nprr5kcHQAAAAAA6Sur9gSYO3eu/P395e7ururVq2v37t133f/SpUvq1auXihQpIjc3Nz322GNat26dXde0OwkQHBysBQsWqF27djblAipWrKi//vrL3tMB9y2pBJCTJXEFQMn8lAICgNTs2bNHVapU0ezZs61jjRo10sGDB9W2bVtZHGT5IgAAAAAAjmzFihUaOHCgRo4cqb1796pixYpq0qSJzp49m+r+sbGxaty4sU6cOKFVq1bp0KFDWrhwoYoWLWrXde1uDHzq1CmVKlUqxXhCQoJu3ryZyhHAgws9kjjz/9ba/0klgHw8pF1dzIkLALKymzdvavz48Ro3bpzi4+MlSe7u7po8ebJ69eolJ6cHag0EAAAAAECWlRUnvE2bNk3dunVTYGCgJGn+/PkKDQ3V4sWLNWTIkBT7L168WBcuXNCOHTvk4pJYAsXf39/u69r96b9cuXL66aefUoyvWrVKlStXtjsAIC1uLf2T9KAEEADc3S+//KIxY8ZYEwBPPfWU9u3bpz59+pAAAAAAAAAgE8XGxuqXX35Ro0aNrGNOTk5q1KiRwsLCUj1m7dq1qlGjhnr16iVfX1+VL19eEyZMsH7OTyu7VwKMGDFCHTt21KlTp5SQkKAvv/xShw4dUnBwsL755ht7Twfc0a2z/5Nm/TtZEmf+J/FwoQQQANzJM888owEDBmjmzJkKCgrSsGHDrDMHAAAAAADIzpwyaSFATEyMYmJibMbc3Nzk5uZmMxYZGan4+Hj5+vrajPv6+t6xzP6xY8e0efNmtWvXTuvWrdPff/+tnj176ubNmxo5cmSaY7R7GuBLL72kr7/+Wt9//708PDw0YsQI/fnnn/r666/VuHFje08H3FFqjX+LeyeW/kl6bA6QmpU2NUwAyDIiIiKUkJBgMzZ+/Hjt3r1bI0eOJAEAAAAAAEA6mzhxory8vGweEydOTJdzJyQkyMfHRwsWLFDVqlXVqlUrDR8+XPPnz7frPHavBJCkOnXqaOPGjfdzKJBmtzb+9fFg1j8A3IlhGPr000/Vq1cvjR49Wv369bNuc3d3V5UqVUyMDgAAAACAzJdZPQGGDh2qgQMH2ozdvgpAkgoWLChnZ2edOXPGZvzMmTMqXLhwqucuUqSIXFxc5OzsbB17/PHHFRERodjYWLm6uqYpRrtXApQoUULnz59PMX7p0iWVKFHC3tMB95TU+JdZ/wCQ0vnz5/XGG2+offv2unz5soYMGaI///zT7LAAAAAAAMgR3NzclC9fPptHakkAV1dXVa1aVZs2bbKOJSQkaNOmTapRI/WZz7Vq1dLff/9ts+r/8OHDKlKkSJoTANJ9JAFOnDiRauOBmJgYnTp1yt7TAQCA+7Ru3TqVL19eq1atso69+uqrKlKkiIlRAQAAAABgPoslcx72GDhwoBYuXKhly5bpzz//1FtvvaXo6GgFBgZKkgICAjR06FDr/m+99ZYuXLigfv366fDhwwoNDdWECRPUq1cvu66b5nJAa9eutf787bffysvLy/o8Pj5emzZtkr+/v10Xl6S5c+dqypQpioiIUMWKFTV79mw9/fTTd9z/0qVLGj58uL788ktduHBBxYoV04wZM/TCCy/YfW1kXaFHEnsBAABSunr1qgYPHqyPPvrIOlagQAHNnz9fr7/+uomRAQAAAACAO2nVqpXOnTunESNGKCIiQpUqVdKGDRuszYLDw8Pl5JQ8b9/Pz0/ffvutBgwYoCeffFJFixZVv3799O6779p13TQnAVq2bCkpsZZSx44dbba5uLjI399fU6dOteviK1as0MCBAzV//nxVr15dM2bMUJMmTXTo0CH5+Pik2D82NlaNGzeWj4+PVq1apaJFi+rkyZPy9va267rI+qaGJf/sQR9LALDasWOHAgICdPToUetY06ZNtWjRIlYAAAAAAADw/yzKnJ4A9urdu7d69+6d6ratW7emGKtRo4Z27tz5QNdMcxIgqe5Q8eLFtWfPHhUsWPCBLixJ06ZNU7du3azLHebPn6/Q0FAtXrxYQ4YMSbH/4sWLdeHCBe3YsUMuLonfDN/P6gNkfUlNgSWaAQNAkq+++kqvvvqq9d/kPHnyaNq0aerevXumNTwCAAAAAACOJc1JgCTHjx9PlwvHxsbql19+salx5OTkpEaNGiksLCzVY9auXasaNWqoV69eWrNmjQoVKqS2bdvq3XfftemQDMcReiRx1v+tX/pL0tnoxP8t7EkzYABI8uyzz6pYsWI6fvy4atSooeDgYJUqVcrssAAAAAAAyHKcmCtnZXcSQJKio6P1ww8/KDw8XLGxsTbb+vbtm6ZzREZGKj4+3lrvKImvr6/++uuvVI85duyYNm/erHbt2mndunX6+++/1bNnT928eVMjR45M9ZiYmBjFxMRYn0dFRaUpPmSOqWHS0Yt33k4pIABIljdvXi1btkw//fST3nnnHeXKdV//jAMAAAAAgBzE7m8P9u3bpxdeeEHXrl1TdHS0ChQooMjISOXJk0c+Pj5pTgLcj4SEBPn4+GjBggVydnZW1apVderUKU2ZMuWOSYCJEydq9OjRGRYT0i61Wf9JM/6dLJKPh+3+Hi6UAgKQc504cUJ9+vTR7NmzbUrf1alTR3Xq1DEvMAAAAAAAHABlc5PZnQQYMGCAWrRoofnz58vLy0s7d+6Ui4uL2rdvr379+qX5PAULFpSzs7POnDljM37mzBkVLlw41WOKFCkiFxcXm9I/jz/+uCIiIhQbGytXV9cUxwwdOlQDBw60Po+KipKfn1+a40T6udus/+Le0uaATA0HALIkwzC0dOlS9evXT1euXNGVK1e0efNmOTk5mR0aAAAAAABwQHZ/o7B//34NGjRITk5OcnZ2VkxMjPz8/DR58mQNGzYszedxdXVV1apVtWnTJutYQkKCNm3apBo1Up/+XatWLf3999/WhoiSdPjwYRUpUiTVBIAkubm5KV++fDYPmCNpBYCTJbHWf9KjZH5m/AOAJJ09e1Yvv/yyOnfurCtXrkhKXBHwzz//mBwZAAAAAACOxWLJnIcjsDsJ4OLiYp2N6OPjo/DwcEmSl5eX3V9SDBw4UAsXLtSyZcv0559/6q233lJ0dLQCAwMlSQEBATaNg9966y1duHBB/fr10+HDhxUaGqoJEyaoV69e9r4MZLLQI1LE1cSffTykXV2SH5sDaP4LAGvWrFH58uW1Zs0a61inTp104MABFStWzMTIAAAAAACAI7O7HFDlypW1Z88elS5dWvXq1dOIESMUGRmpkJAQlS9f3q5ztWrVSufOndOIESMUERGhSpUqacOGDdZmweHh4TblD/z8/PTtt99qwIABevLJJ1W0aFH169dP7777rr0vA5lsaljyzzT7BYBkUVFRGjBggBYvXmwdK1iwoBYuXKiWLVuaFxgAAAAAAA7MyVGm6WcCi2EYhj0H/Pzzz7py5YoaNGigs2fPKiAgQDt27FDp0qW1aNEiVapUKYNCTR9RUVHy8vLS5cuXKQ2UgW5vAnw2Wkr4/7+0eS8w8x8AJGn79u1q3769Tpw4YR1r0aKFFi5caE2IA4AjyUn32rkr9zY7BACQJF3cM8fsEABAkuRu93TzjPXKol8y5TpfdqmaKdd5EHb/aqpVq2b92cfHRxs2bEjXgJA93KkJcMn8JAAAIElUVJQ1AeDp6amZM2cqMDBQFmYrAAAAAADwQPhonczungB3snfvXjVv3jy9TgcHl1oTYBoAA4Ctpk2b6s0331SdOnV04MABde7cmQQAAAAAAABIV3atBPj222+1ceNGubq6qmvXripRooT++usvDRkyRF9//bWaNGmSUXEiC7u99I+UWP5HSm4CDAA5XXx8vFatWqU33njD5ov+GTNmyMXFRc7OziZGBwAAAABA9sIku2RpTgIsWrRI3bp1U4ECBXTx4kV9/PHHmjZtmvr06aNWrVrpt99+0+OPP56RsSKLulPpH4kmwAAgSUePHrX20Lly5Yq6du1q3ebu7m5iZAAAAAAAILtLczmgmTNnatKkSYqMjNQXX3yhyMhIzZs3TwcPHtT8+fNJAOQwoUekhsFS9UXS8UuJY7eW/qH8DwBIhmFowYIFqlixonbs2CFJGjRokC5fvmxyZAAAAAAAZG8WS+Y8HEGaVwIcPXpUr7/+uiTplVdeUa5cuTRlyhQ98sgjGRYcsq7UZv8X95Y2B5gSDgBkOREREeratatCQ0OtYyVKlFBwcLC8vLxMjAwAAAAAAOQkaU4CXL9+XXny5JGUWE/Jzc1NRYoUybDAkLXd2vjXxyOx7A+z/gEg0apVq9SjRw+dP3/eOtatWzdNmzZNnp6eJkYGAAAAAEDO4OQo0/QzgV2NgT/++GPrlxdxcXFaunSpChYsaLNP37590y86ZKjUGvqmFY1/ASClS5cuqU+fPlq+fLl1zNfXV4sWLVKzZs1MjAwAAAAAAORUaU4CPProo1q4cKH1eeHChRUSEmKzj8ViIQngQO7W0DetaPwLAMlGjBhhkwB49dVXNX/+/BQJcwAAAAAAkLFYB5AszUmAEydOZGAYyGyhR5ITAEklfexFCSAAsDVq1CitXr1aV69e1Zw5c9S+fXtZWH4IAAAAAABMZFc5IGQfU8OSf6ahLwDcn6tXr9rU+C9QoIBWr16thx9+WI8++qiJkQEAAAAAkLMxKS+Zk9kBwBy39gFgNj8A2CcuLk5jxoxRqVKldPr0aZttzzzzDAkAAAAAAACQZbASIAe5tRFwUmPfwp5Ss9LmxgUAjuTw4cPq0KGDdu/eLUnq0qWLQkNDmWEAAAAAAEAW4sTHdCtWAuQgSY2AI65KCUbiGI19ASBtDMPQ3LlzValSJWsCwNnZWdWqVVN8fLzJ0QEAAAAAAKSOlQA5SFIJoKRGwDT2BYC0OXXqlAIDA7Vx40brWOnSpRUSEqLq1aubGBkAAAAAAEgNK/aT3ddKgKNHj+q9995TmzZtdPbsWUnS+vXr9fvvv6drcMgYPh7Sri6JzYApBQQAd/fZZ5+pfPnyNgmAXr16ad++fSQAAAAAAABAlmd3EuCHH35QhQoVtGvXLn355Ze6evWqJOnXX3/VyJEj0z1AAADM0qtXL7Vt21aXLl2SJD388MP69ttvNWfOHHl4eJgbHAAAAAAAuCOLJXMejsDuJMCQIUM0btw4bdy4Ua6urtbxhg0baufOnekaHNJP6JHEXgAAgLRr2LCh9efWrVvr4MGDeu6550yMCAAAAAAAwD529wQ4ePCgPv300xTjPj4+ioyMTJegkP6mhiX/TDNgAEibV199Vb1791atWrXUunVrs8MBAAAAAABpRE+AZHavBPD29tbp06dTjO/bt09FixZNl6CQ/pKaAks0AwaA1OzatUvvvvtuivHZs2eTAAAAAAAAAA7L7pUArVu31rvvvquVK1fKYrEoISFB27dv1+DBgxUQEJARMSIdFfakGTAA3OrmzZsaM2aMJkyYoISEBFWqVElt2rQxOywAyHHWrl2b5n1ffPHFDIwEAAAA2YETCwGs7E4CTJgwQb169ZKfn5/i4+NVrlw5xcfHq23btnrvvfcyIkYAADLEH3/8oQ4dOmjv3r3WseDgYLVu3ZplgwCQyVq2bJmm/SwWi+Lj4zM2GAAAACAbsTsJ4OrqqoULFyooKEi//fabrl69qsqVK6t0aaaXZ0WhRxL7AZyNNjsSAMg6EhISNHPmTA0dOlQxMTGSpFy5cmnkyJEaMmQICQAAMEFCQoLZIQAAACAb4bN9MruTANu2bVPt2rX16KOP6tFHH82ImJCOpoZJRy8mP6cpMICcLjw8XJ06ddKWLVusY48//rhCQkJUtWpVEyMDAAAAAABIf3YnARo2bKiiRYuqTZs2at++vcqVK5cRcSGdJDUEdrJIxb1pCgwg5zIMQyEhIerTp4+ioqKs4/3799eECROUO3duE6MDANwuOjpaP/zwg8LDwxUbG2uzrW/fviZFBQAAAEfBOoBkdicB/vvvP33++ef67LPP9P777+vJJ59Uu3bt1KZNGz3yyCMZESPSgY+HtJm+zQByuNWrV1sTAH5+flq6dKkaNmxoclQAgNvt27dPL7zwgq5du6bo6GgVKFBAkZGRypMnj3x8fEgCAAAAAHZwsveAggULqnfv3tq+fbuOHj2q119/XcuWLZO/vz9fpAAAsiyLxaIFCxaoUKFC6tChgw4cOMC/WwCQRQ0YMEAtWrTQxYsXlTt3bu3cuVMnT55U1apV9cEHH5gdHgAAAByAk8WSKQ9HYHcS4FbFixfXkCFD9P7776tChQr64Ycf0isuAAAeyNWrV7Vv3z6bMV9fXx04cEDBwcHy9vY2JzAAwD3t379fgwYNkpOTk5ydnRUTEyM/Pz9NnjxZw4YNMzs8AAAAwKHcdxJg+/bt6tmzp4oUKaK2bduqfPnyCg0NTc/YAAC4L9u2bVPFihXVtGlTRUZG2mwrXLiwSVEBANLKxcVFTk6JH1V8fHwUHh4uSfLy8tI///xjZmgAAABwEBZL5jwcgd1JgKFDh6p48eJq2LChwsPDNXPmTEVERCgkJETPP/98RsQIAECaxMTEaMiQIapbt66OHTumM2fOaMCAAWaHBQCwU+XKlbVnzx5JUr169TRixAh98skn6t+/v8qXL29ydAAAAIBjsbsx8I8//qi3335bb7zxhgoWLJgRMSGdhB6RIq6aHQUAZI6DBw+qffv2OnDggHWsVq1aGjVqlHlBAQDuy4QJE3TlyhVJ0vjx4xUQEKC33npLpUuX1uLFi02ODgAAAI7A4ijT9DOB3UmA7du3Z0QcyABTw5J/9nAxLw4AyEjx8fGaNm2a3nvvPcXGxkpKLCMxZswYvf3223J2djY5QgCAvapVq2b92cfHRxs2bDAxGgAAAMCxpSkJsHbtWjVt2lQuLi5au3btXfd98cUX0yUwPJjQI9LRi8nPB9UwLxYAyCjHjx9Xx44d9dNPP1nHypcvr5CQEFWqVMm8wAAAAAAAgKlYCJAsTUmAli1bKiIiQj4+PmrZsuUd97NYLIqPj0+v2PAAbl0FUDK/1Ky0ebEAQEaIjY1VnTp1dOrUKUmJ/wYNHjxYY8eOlZubm8nRAQAeRPHixe+6fPvYsWOZGA0AAADg2NKUBEhISEj1Z2Rd0TeTf2YVAIDsyNXVVePHj1enTp3k7++vZcuWqW7dumaHBQBIB/3797d5fvPmTe3bt08bNmzQ22+/bU5QAAAAcChOLAWwsrsnQHBwsFq1apVilmVsbKw+//xzBQQEpFtwuD+3NgQu7MkqAADZR3x8vE2N/4CAAEVHR6t9+/bKly+fiZEBANJTv379Uh2fO3eufv7550yOBgAAAHBsTvYeEBgYqMuXL6cYv3LligIDA9MlKDwYGgIDyG4uX76sTp06qXv37jbjFotFPXv2JAEAADlE06ZNtXr1arPDAAAAgAOwWDLn4QjsXglgGEaq9Tn//fdfeXl5pUtQeDCUAgKQnWzdulUdO3ZUeHi4pMQG9C+99JLJUQEAzLBq1SoVKFDA7DAAAAAAh5LmJEDlypVlsVhksVj07LPPKleu5EPj4+N1/PhxPf/88xkSJO4PpYAAOLIbN25o+PDhmjZtmnUsb968unHjholRAQAyQ9JnjySGYSgiIkLnzp3TvHnzTIwMAAAAjiK1iew5VZqTAC1btpQk7d+/X02aNJGnp6d1m6urq/z9/fXqq6+me4AAgJxn3759at++vf744w/rWL169bR06VL5+/ubFxgAIFO89NJLNh/anJycVKhQIdWvX19ly5Y1MTIAAADA8aQ5CTBy5EhJkr+/v1q1aiV3d/cMCwppF3oksQfArSWAzkabFw8APIi4uDhNmjRJo0aNUlxcnCTJzc1NEyZMUP/+/eXkZHcrGwCAAxo1apTZIdzTwAl9zQ4BACRJPVYeMDsEAJAkLW3zpNkh2OAbhGR29wTo2LFjRsSB+zQ1TDp6MfVtNAUG4EguXLigZs2aaefOndaxSpUqKSQkROXLlzcxMgBAZnN2dtbp06fl4+NjM37+/Hn5+PgoPj7epMgAAADgKCgHlCxNSYACBQro8OHDKliwoPLnz3/XN/DChQvpFhzuLWkFgJNF8vFIHvdwoSkwAMfi7e1tLTXn5OSkIUOGaOTIkXJ1dTU5MgBAZjMMI9XxmJgY/l0AAAAA7JSmJMD06dOVN29e689kUbIeHw9pVxezowCA++fk5KTFixfrlVde0cyZM1WzZk2zQwIAZLJZs2ZJSpy19fHHH9v0IYuPj9ePP/5ITwAAAACkiRNfYVulKQlwawmgTp06ZVQsAIAcZOXKlfLx8VG9evWsY35+ftq9ezfJZgDIoaZPny4pcSXA/Pnz5ezsbN3m6uoqf39/zZ8/36zwAAAAAIdkd0+AvXv3ysXFRRUqVJAkrVmzRkuWLFG5cuU0atQolucCAO7q4sWL6t27tz799FP5+fnp4MGD8vLysm4nAQAAOdfx48clSQ0aNNCXX36p/PnzmxwRAAAAHBUrAZLZ3ST5zTff1OHDhyVJx44dU6tWrZQnTx6tXLlS77zzTroHCADIPr7//ntVqFBBn376qSTpn3/+0SeffGJyVACArGbLli0kAAAAAIB0YncS4PDhw6pUqZKkxFIO9erV06effqqlS5dq9erV6R0f7iL0iBRx1ewoAODerl27pr59+6px48Y6deqUJMnLy0vLly/XW2+9ZXJ0AICs5tVXX9WkSZNSjE+ePFmvv/66CREBAADA0Vgslkx5OAK7kwCGYSghIUFS4ozOF154QVJiHefIyMj0jQ53NTUs+WcPF/PiAIC72bNnj6pUqaLZs2dbx5599lkdPHhQ7dq1c5h/MAEAmefHH3+0fs64VdOmTfXjjz+aEBEAAADguOxOAlSrVk3jxo1TSEiIfvjhBzVr1kxSYv1OX1/fdA8QdxZ9M/nnQTXMiwMAUnPz5k2NGjVKNWrU0KFDhyRJ7u7umjVrlr777jv5+fmZHCEAIKu6evVqqr3GXFxcFBUVZUJEAAAAcDROlsx5OAK7kwAzZszQ3r171bt3bw0fPlylSpWSJK1atUo1a9ZM9wBxb4U9pWalzY4CAGz9888/mjJliuLj4yUlJpH37dunPn36yMnJ7n9+AAA5SIUKFbRixYoU459//rnKlStnQkQAAACA48pl7wFPPvmkDh48mGJ8ypQpcnZ2TpegAACOr0SJEpoyZYr69u2r9957T8OHD5eLC7XLAAD3FhQUpFdeeUVHjx5Vw4YNJUmbNm3Sp59+qlWrVpkcHQAAABwB1YeT2Z0ESPLLL7/ozz//lCSVK1dOVapUSbegcHehRxL7AZyNNjsSAEj277//qkCBAsqTJ4917K233lL9+vWZtQkAsEuLFi301VdfacKECVq1apVy586tihUravPmzSpQoIDZ4QEAAAAOxe4kwNmzZ9WqVSv98MMP8vb2liRdunRJDRo00Oeff65ChQqld4y4zdQw6ejF5Oc0BQZgJsMw9Omnn6pXr14KCAjQrFmzrNssFgsJAADAfWnWrJm1/1hUVJQ+++wzDR48WL/88ou11BwAAABwJ04sBbCyuyhznz59dPXqVf3++++6cOGCLly4oN9++01RUVHq27dvRsSI2yQ1BHaySCXz0xQYgHnOnz+vVq1aqX379rp8+bJmz56tTZs2mR0WACCb+PHHH9WxY0c9/PDDmjp1qho2bKidO3eaHRYAAADgUOxeCbBhwwZ9//33evzxx61j5cqV09y5c/Xcc8+la3C4Ox8PaXOA2VEAyKnWr1+vzp07KyIiwjrWrl07ysMBAB5IRESEli5dqkWLFikqKkpvvPGGYmJi9NVXX7G6DAAAAGlm9+z3bMzu9yIhISHVxo4uLi5KSEhIl6AAAFnX1atX1aNHD73wwgvWBECBAgX0xRdfaPny5cqfP7/JEQIAHFWLFi1UpkwZHThwQDNmzNB///2n2bNnmx0WAAAA4NDsXgnQsGFD9evXT5999pkefvhhSdKpU6c0YMAAPfvss+keIAAg6wgLC1OHDh109OhR61jTpk318ccfW/9NAADgfq1fv159+/bVW2+9pdKlS5sdDgAAABwYLQGS2b0SYM6cOYqKipK/v79KliypkiVLqnjx4oqKimKWDgBkYz/++KNq165tTQDkyZNH8+fPV2hoKAkAAEC62LZtm65cuaKqVauqevXqmjNnjiIjI80OCwAAAHBodq8E8PPz0969e7Vp0yb9+eefkqTHH39cjRo1SvfgAABZR61atVSjRg1t375dNWrUUHBwsEqVKmV2WACAbOSZZ57RM888oxkzZmjFihVavHixBg4cqISEBG3cuFF+fn7Kmzev2WECAADAATixFMDKriTAihUrtHbtWsXGxurZZ59Vnz59MiouAEAW4+zsrGXLlmnlypUaPHiwcuWyO48MAECaeHh4qHPnzurcubMOHTq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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:51:37,750 INFO: === Dataset: f ===\n", "2025-04-25 19:51:43,183 INFO:Total samples: 12911\n", "2025-04-25 19:52:25,215 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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saNGiWrhwoZ577jkbZgYAAAAAD8ZIgCQUAQAAQIYYtlU6EJY+52rsJ71XL33OhbRzdHSUh4eHebt9+/aaPXu28ufPb8OsAAAAAADWoAgAAADSRcRN6eadpO3z19PnvB4uUosy6XMuWG/q1Kk6cOCABg4cqPbt29s6HQAAAABIGwYCmFEEAAAAj23qLunjPSnvK+gmrX2M744L5JZcuWLJFLt379Y///yjNm3amGPu7u769ddfGUoLu7Z//345OTnJ399fkrRmzRotXLhQFStW1OjRo+Xs7GzjDAEAAICMw8LAAADgsa36M/V9vp5SMY9Hf1AAyHh37tzRiBEjVL9+fQUFBen06dMW+ykAwN699dZbOnHihCTp9OnTat++vXLnzq0VK1bovffes3F2AAAAyAgmkylTHvaAj9UAAGQD4TFSyGHp6k3b9H/1f4v4ujhKze+busfdWerMwr1Z2tGjR9WpUyft379fknTjxg1NmzZNs2bNsnFmQPo5ceKEAgICJEkrVqxQw4YNtWzZMv3yyy9q3769pk+fbtP8AAAAgIxEEQAAgGxgyi/SigfcjZ9ZCrhJM1vYOgukRWJioj7++GMNGTJEsbGxkqRcuXJp1KhRGjJkiI2zA9KXYRhKTEyUJP3www968cUXJUm+vr6KiIiwZWoAAADIIPZyl35moAgAAICdSjSk63F3n5+JtGkqZi88YesMkBahoaHq0qWLtm3bZo49+eSTCgkJUY0aNWyYGZAxatasqfHjx6tZs2b68ccf9emnn0qSzpw5Ix8fHxtnBwAAAGQsigAAANihyzHSqyukc1HJ961tJzk5Zn5O7s5SCc/M7xdpZxiGQkJC1KdPH0VHR5vj/fv3V3BwsNzc3GyYHZBxpk+frjfeeEPffPONhg8frrJly0qSVq5cqXr16tk4OwAAAGQERgIkoQgAAIAd2no25QKAl6tU2VtydMj0lGAHbty4oaFDh5oLAL6+vlq0aJGaNm1q48yAjFWlShUdOXIkWXzKlClydLRB1RQAAADIRBQBAACwA1G3pRVHpSv/W4D3j8tJ+8oXkAq7312Ut31lCgBIXd68ebVgwQI9//zz6ty5s2bMmCEvLy9bpwVkmri4OF26dMm8PsA9JUqUsFFGAAAAyCiMBEhCEQAAADvw4S5pyeGU9/WoLrWpmLn5wD5cv35dt2/fVqFChcyx5s2b68CBAwoICLBdYkAmO3HihLp27aqdO3daxA3DkMlkUkJCgo0yAwAAADIeRQAAAOzA6Wspx10cpTrFMzcX2IcdO3aoc+fOqlChgtatW2dxFwwFAOQ0QUFBypUrl7777jsVKVKEu8IAAAByAi75zCgCAACQCSb8LC08KN1JfGjTh1r0H8n1f3/BKxSQ8rGWK+4TGxurUaNGafLkyTIMQ2fOnNFnn32mHj162Do1wGYOHjyoffv2qUKFCrZOBQAAAMh0FAEAAMhgt+Olzw9IicbjnyuPk1TfV3JmHUuk4MiRI+rYsaMOH06aO6p+/fpq1qyZDbMCbK9ixYqKiIiwdRoAAADIRIz+TGLzIsDs2bM1ZcoUhYWFqWrVqpo5c6Zq166davvp06fr008/VWhoqAoWLKg2bdpo4sSJcnV1zcSsAQA5WdgNacNJKTY+be1jE5IKAHmdpbL5H61fJwfpdX8KAEguISFB06ZN0wcffKC4uDhJkpOTk8aNG6dBgwbJ0ZFfGuRskyZN0nvvvafg4GD5+/vLycnJYr+Hh4eNMgMAAAAynk2LAMuXL9fAgQM1Z84c1alTR9OnT1fz5s11/PhxeXt7J2u/bNkyDRkyRAsWLFC9evV04sQJdenSRSaTSdOmTbPBKwAA5ERBa6Wjlx/t2IDC0tKX0zcf5GxnzpxRYGCgfv75Z3PM399fISEhqlq1qg0zA7KOe6NhnnnmGYs4CwMDAABkX4wESGLTIsC0adPUvXt3BQUFSZLmzJmjdevWacGCBRoyZEiy9jt37lT9+vX1+uuvS5L8/PzUoUMH/frrr5maNwAgZzv+GDNK1C6WfnkAoaGhqlKlim7cuCHp7kXuoEGDNG7cOLm4uNg4OyDr2LZtm61TAAAAAGzGZkWAuLg47du3T0OHDjXHHBwc1KxZM+3atSvFY+rVq6elS5dqz549ql27tk6fPq3169erU6dOmZU2AOAxGYY0eLO0+czd5/Yo4X95l/SUhj2d9uMK5pZqFMmYnJAzlShRQv/5z3/0xRdfyM/PT0uWLFGDBg1snRaQ5TRq1MjWKQAAACCTMRIgic2KABEREUpISJCPj49F3MfHR8eOHUvxmNdff10RERF6+umnZRiG4uPj9fbbb2vYsGGp9hMbG6vY2FjzdnR0dPq8AADAIzkWIa3409ZZpI/iHtLzZW2dBXK6WbNmqXDhwho1apTy5s1r63SALOvnn3/W3Llzdfr0aa1YsULFihVTSEiISpUqpaeftqKiCwAAANgZmy8MbI3t27crODhYn3zyierUqaOTJ0+qX79+GjdunEaMGJHiMRMnTtSYMWMyOVMAQEouXpcWHkra9nCRCrrZLp/H4ekq9atj6yyQk0RFRalfv356/vnn1b59e3Pcy8tLH374oQ0zA7K+VatWqVOnTnrjjTe0f/9+801CUVFRCg4O1vr1622cIQAAANIdAwHMbFYEKFiwoBwdHRUeHm4RDw8PV+HChVM8ZsSIEerUqZO6desm6e6idzExMerRo4eGDx8uBweHZMcMHTpUAwcONG9HR0fL19c3HV8JACAtbsdLLb+Urt5KirV9UhrJDA3AQ23fvl2BgYEKDQ3VmjVr1KBBAxUrxgITQFqNHz9ec+bMUefOnfXVV1+Z4/Xr19f48eNtmBkAAACQ8ZJ/a55JnJ2dVaNGDW3ZssUcS0xM1JYtW1S3bt0Uj7l582ayL/odHR0lSUYqE0u7uLjIw8PD4gEAyHwXrlsWACSpaso1XwD/c/v2bb377rtq0qSJQkNDJUkJCQn6448/bJwZYF+OHz+uhg0bJot7enoqMjIy8xMCAABAhjOZTJnysAc2nQ5o4MCBCgwMVM2aNVW7dm1Nnz5dMTExCgoKkiR17txZxYoV08SJEyVJrVq10rRp01StWjXzdEAjRoxQq1atzMUAAEDG2fm3NHGHFBn78Lb/difBcntFG6lW0fTJC8iODhw4oI4dO+ro0aPmWOPGjbVo0SKVLFnShpkB9qdw4cI6efKk/Pz8LOI7duxQ6dKlbZMUAAAAkElsWgRo166dLl++rJEjRyosLEwBAQHauHGjebHg0NBQizv/P/jgA5lMJn3wwQc6f/68ChUqpFatWmnChAm2egkAkKPM3CMdvvT45+lURarNTCZAiuLj4zVp0iSNHj1a8fHxku6ObAwODlb//v1TnP4QwIN1795d/fr104IFC2QymXThwgXt2rVLgwYNSnVtMQAAANg3e7lLPzOYjNTm0cmmoqOj5enpqaioKKYGAoA0uJMg7fxHuhEn/d8vUmjU3Xj+R1zQt1he6cNnpQoF0y9HILs4d+6cOnTooF27dpljAQEBWrp0qSpVqmTDzIC0yarX2oZhKDg4WBMnTtTNmzcl3S2uDRo0SOPGjXukc7pV652eKSIbeOu1hhoQ+Ix8CnjoyInzGjhphX7741yKbXPlctDgN59TxxfrqKi3l06cC9cHM9Zo884/zW0GvfmcWjetqif8fHQr9o5+PXRaw2es0V/n0uGODGQr1/bOsnUKyGK+WvaFFi+cr4iIy3qifAUNGTZC/lWqpNr++00bNHvmDF04f14lSvqp/8BBatAwafG2mzExmv7RVG3b+oOiIiNVrFhxdejYSa+165AZLwd2xNWmt5snV7Lvt5nSz7mPW2VKP48ji/1oAABZzeAfpP8es4w5mqQDPWyTD5Cdubq66q+//pIkOTg4aOjQoRo5cqScnZ1tnBlg30wmk4YPH67Bgwfr5MmTunHjhipWrChXV1dduHBBRYsyPx0eT5vnqmvSuy+rz4Tl2vv7WfV+vYnWftJLVVuP1eVrN5K1H92zlTq8UEs9xy3T8TPherbek1o+tbuadJmmQ8f/kSQ1qF5Wc5b/pH1/nFOuXI4a07uVvvu0t6q9Ml43b8dl9ksEYCc2blivDydP1Aejxsjfv6q+CFmsd97qqjXfbVSBAgWStT94YL+GDH5XffsPVMNGTbR+3bfq36eXvlq5WuXKPSFJ+nDy/2nPr7sV/H9TVLRYMe365RcFjx8j70Leatz0mcx+iUCaMRIgCePJAQAPtPdC8tiThTI/DyAn8PHx0bx581S2bFnt2LFD48ePpwAApCNnZ2dVrFhRtWvXlru7u/744w/5+vraOi1kA307NtXC1TsVsna3jp0OU58JX+nW7TgFtq6bYvvXX6ytyfO/16YdR3X2/BV9tmKHNv1yVP06NTW3+U/vT7T021/15+kwHTlxXj1GLVWJIvlVrSK/swBSF7J4oV5p85pav/yqypQtqw9GjZGrq6u+Wb0qxfZfLF2iek83UJc3u6l0mTLq3be/nqxYUV8tW2puc/DgAbX6T2vVql1HxYoVV5vX2umJ8hX0+5HDmfWygEfCwsBJGAkAAHboUJj04S7p2u2M7yv8fzev5XGS+j8luThKz5fN+H6BnGDVqlVq1KiRChZMmh/r5ZdfVsuWLeXi4mLDzAAAaeWUy1HVnvTVlAXfm2OGYWjrr8dVu0qpFI9xdsql23F3LGK3bsepXrUyqfbj4e4qSboWdTMdsgaQHd2Ji9OfR/9Q1+5vmWMODg566ql6OnzoQIrHHD54UJ0Cu1jE6tV/Wtu2/GDeDgioph+3bVXrV9rI29tbe/f8qnNnz2jw+0Mz5HUASH8UAQDADk3bLf0Umrl95nOVelTP3D6B7OratWvq1auXvvzyS7Vp00Zff/21xR0kFAAAwH4UzOeuXLkcdenqdYv4pSvRKu/nk+IxP+z6U307NtWO/Sd1+u8INaldXv9pGiBHx5TvJjSZTJoyqI12Hjilo6cupvtrAJA9XIu8poSEhGTT/hQoUEBnzpxO8ZiIiAgVKFAwWfuIKxHm7SHDR2jsqBF6rmlD5cqVSyaTSaPGjFeNmrXS/0UA6ck+btLPFBQBAMDOGIa065+k7VQ+K6arPE7SOzUzvh8gJ9i8ebOCgoJ0/vx5SdLKlSv1008/qVGjRg85EoCtxMbGKjY21iJmJCbI5OBoo4xg7wZNWalPRnTQodUjZBiGTv8ToSVrdyvwP0+l2H760NdUqWwRPRP0USZnCgDSl1+E6PDhg5ox61MVLVpU+377TcHjx6iQt7eeqlvP1ukBSAOKAABgZz7eI8UmJG2f7mu7XACk3c2bN/X+++9r1qxZ5piXl5dmz56thg0b2jAzIPs6fPjBcxUfP348TeeZOHGixowZYxFz9KklpyK1Hzk3ZB8R124oPj5B3vnzWsS9C3go7Ep0qse8NvAzuTjnUgHPPLpwOUrj+/5HZ85fSdb2o/fbqmWDymrWdbrOX4rMiJcAIJvI55VPjo6OunLF8t+SK1euWEw/eb+CBQvqyn13/Zvb/290wO3bt/Xx9I/00cez1LBRY0nSE+Ur6PjxP7V44XyKAMjS7GW+/sxAEQAA7MyP55Kel/ayWRoArLB371516tTJ4gvHZs2aaeHChSpevLgNMwOyt4CAAJlMJhmGkWzfvXhaPhwOHTpUAwcOtIh5N3g/3fKEfbsTn6ADf/6tJnXK69vtdwtPJpNJTWo/oTnLf3rgsbFx8bpwOUq5cjmo9TMBWrV5v8X+j95vq5eaVtVz3Wfo3IXkBQIAuJ+Ts7OerFhJv+7epabPNJMkJSYm6tdfd6l9h44pHlMlIEC/7t6tjp27mGO7d+1UlYAASVJ8fLzi4+/IwcHy76WDg6MSU/j7CiBroggAAHbicszdtQD23TcN7PyXbJcPgIe7c+eOJkyYoPHjxysh4e4QHldXV02ePFm9evWSg4ODjTMEsrczZ86ky3lcXFySrdXBVEC438dLt+qzsZ2072iofvv9rHq/3kS53Vy0ZM1uSdLn4zrpwqUojZy5VpJUq3JJFfX20qHj/6iYt5eGv9VSDg4mTVuUtBDn9KGvqV2Lmmo7YJ5uxNyWT4G7Iw2ibtzW7dg7yZMAAEmdAoM0Ytj7qlSpsir7V9HSkMW6deuWWr/8iiRp+ND35O3to34D3pUkvdGxs7p26aTFixaoYcNG2rhhvf74/XeNGD1WkuTu7q6atWpr2odT5OLiqiJFi2rf3r36bu03GvTeEJu9TiAtsupIgNmzZ2vKlCkKCwtT1apVNXPmTNWunfII08aNG+vHH39MFm/ZsqXWrVuX5j4pAgCAnQg5LC37PWk7l4Pk52WzdACkwXfffWcxhUitWrW0ZMkSVahQwYZZATlHyZIlbZ0CcoiV3+9XwXzuGvnOC/IpkFeHj5/Xf3rNNi8W7Fs4vxITk+6YdXFx0qheL6pUsYK6cTNWm375Q11HLFHUjVvmNm+9dnequM2f97foq/vIEC399teMf1EA7NLzLVrq2tWr+mTWx4qIuKzyFZ7UJ3M/V4H/TQcUdvGiHExJN6IEVKuuiZM/1KyPp2vm9GkqUdJP02fOVrlyT5jbTJoyTTOmT9PQ9wcpOipKRYoWVe++A9S2XYdMf32AvVu+fLkGDhyoOXPmqE6dOpo+fbqaN2+u48ePy9vbO1n71atXKy4uzrx95coVVa1aVW3btrWqX5OR0tjYbCw6Olqenp6KioqSh4eHrdMBgBTFxEmnIy1js/ZIG08lbXerJo1gGnEgSzMMQ6+88oq+/fZbjRgxQsOGDZOTk5Ot0wIyjD1ca/v7+2v9+vXy9fV9rPO4VeudThkBwOO5tnfWwxsBQCZwzWK3m5cdtCFT+jn5YYs0t61Tp45q1aplXisuMTFRvr6+6tOnj4YMefjomunTp2vkyJG6ePGi8uTJk+Z+s9iPBgBw4br03FLpelzqbf77mlS9SOblBCBtIiMj5eXlZd42mUyaN2+ezp49q1q1atkuMQBmZ8+e1Z07TKUCAACAzBUXF6d9+/Zp6NCh5piDg4OaNWumXbt2pekc8+fPV/v27a0qAEgSE9ECQBazI/TBBQBnR6YBArIawzC0dOlS+fn56dtvv7XYV6hQIQoAAAAAAJDJTCZTpjxiY2MVHR1t8YiNjU2WT0REhBISEuTj42MR9/HxUVhY2ENfz549e/T777+rW7duVr8XjAQAgEz0xRFp598PbhMalfT8qWJSuQJJ2w4m6dlSUn63jMkPgPWuXLmit99+WytXrpQkdevWTb///rsKFSpk48wApKRBgwZyc+MPKQAAANLHxIkTLdaCk6RRo0Zp9OjR6drP/Pnz5e/vn+oiwg9CEQAAMskfl6VhW6075pUnpXaVMiYfAI9vw4YNevPNNy3u2nj22WeZ9x/IwtavX2/rFAAAAJAJTKbM6Wfo0KEaOHCgRczFxSVZu4IFC8rR0VHh4eEW8fDwcBUuXPiBfcTExOirr77S2LFjHylHigAAkEnCbljX3juP1NgvQ1IB8Jhu3LihQYMGae7cueZY/vz5NWfOHLVt29aGmQFIzV9//aVt27bp0qVLSkxMtNg3cuRIG2UFAAAAe+fi4pLil/7/5uzsrBo1amjLli1q3bq1pLsLA2/ZskW9e/d+4LErVqxQbGysOnbs+Eg5UgQAgExyLjLpeffqUlDVB7f3ziM5OWZoSgAewa5du9SpUyedOnXKHGvRooXmz5+vIkVYsRvIij777DO98847KliwoAoXLizTfbeFmUwmigAAAADZkCmzhgJYYeDAgQoMDFTNmjVVu3ZtTZ8+XTExMQoKCpIkde7cWcWKFdPEiRMtjps/f75at26tAgUKpHTah6IIAACZ5FZ80vOERKmYh+1yAfBolixZoqCgIPNdxLlz59a0adPUo0ePLHmBCeCu8ePHa8KECXr//fdtnQoAAABysHbt2uny5csaOXKkwsLCFBAQoI0bN5oXCw4NDZWDg4PFMcePH9eOHTv0/fffP3K/FAEAIBOs+0uavDNp29/bdrkAeHRNmjRR3rx5FRUVpbp162rJkiUqW7asrdMC8BDXrl1jqi4AAIAcJqvep9W7d+9Up//Zvn17slj58uVlGMZj9enw8CYAgMdx+prU819rELqxZihgl3x9ffXJJ59owoQJ+umnnygAAHaibdu2j3XnFAAAAGDPGAkAIMe7dUeKS3x4u0d1/Irldn436aliGdcfgPRx9uxZDR8+XJ988ok8PT3N8ddff92GWQF4FGXLltWIESO0e/du+fv7y8nJshrft29fG2UGAACAjOLgkEWHAtgARQAAOdq8/dLkX6Q7GVgEuN9zpaWZLSRX/vUFsizDMLRo0SL169dP169fl5OTkxYtWmTrtAA8hnnz5snd3V0//vijfvzxR4t9JpOJIgAAAACyNb6GApCjLT2ceQUASWpYkgIAkJVdunRJPXr00Jo1a8yx7du36+rVq8qfP78NMwPwOM6cOWPrFAAAAJDJsuqaALbAV1EA7NZvF6StZ6XHWRvlyq27/3V2lOoWT5e0UlU2v9S6fMb2AeDRrV27Vt27d9elS5fMsS5dumjGjBny8PCwYWYA0tO9RdVMfCoEAABADkERAIBdunZLen21FJuQPufL5yotaZ0+5wJgX6KjozVgwAAtWLDAHCtYsKA+++wztW7d2naJAUhXS5Ys0ZQpU/TXX39Jkp544gkNHjxYnTp1snFmAAAAyAjc9JGEIgAAu3T+evoVACSpsV/6nQuA/fj555/VuXNnnT171hxr1aqVPvvsM/n4+NguMQDpatq0aRoxYoR69+6t+vXrS5J27Niht99+WxERERowYICNMwQAAAAyDkUAAHbp+1NJz58tLXWt9ujnyuMk+Xs/fk4A7M/hw4fNBQB3d3fNmDFDQUFB3DECZDMzZ87Up59+qs6dO5tjL730kipVqqTRo0dTBAAAAMiG+FiXhCIAALu07WzS8ycKZPx8/gCyp549e2rt2rW6deuWFi9erFKlStk6JQAZ4OLFi6pXr16yeL169XTx4kUbZAQAAABkHooAALKkqNvSd39J12NT3n/1VtLzNypnTk4A7FtCQoK2bt2qZ5991hwzmUxavny58ubNK0dHRxtmByAjlS1bVl9//bWGDRtmEV++fLnKlStno6wAAACQkRjhnYQiAIAs6f0t0oaTaWtb2D1jcwFg/06dOqXOnTtr586d2rx5s5o1a2be5+XlZbvEAGSKMWPGqF27dvrpp5/MawL88ssv2rJli77++msbZwcAAABkLAdbJwAAKTkekbZ2NYpIjvxLBiAVhmFo3rx5qlq1qnbu3ClJ6tatm+Li4mycGYDM9Oqrr+rXX39VgQIF9M033+ibb75RwYIFtWfPHr388su2Tg8AAAAZwGQyZcrDHjASAECWMvYn6b/HpGv/m+4nt5P00XMpt3V2lOr5Zl5uAOzLxYsX1a1bN61fv94cK126tJYsWSJnZ2cbZgbAFmrUqKEvvvjC1mkAAAAAmY4iAIAsI/yGNP+AZSy/m/R8WdvkA8B+rVy5Um+//bauXLlijnXv3l1Tp05V3rx5bZgZgMzk4ODw0LuzTCaT4uPjMykjAAAAZBY7uUk/U1AEAJAlJBrS96eTtt2dpZKeUq9atssJgP2JjIxUnz59tHTpUnPMx8dHn3/+uV588UUbZgbAFv773/+mum/Xrl36+OOPlZiYmIkZAQAAAJmPIgCALOGr36UPtiVtP1tamt7cdvkAsE/du3fXypUrzduvvPKK5syZo0KFCtkwKwC28p///CdZ7Pjx4xoyZIi+/fZbvfHGGxo7dqwNMgMAAEBGs5f5+jMDy2kCyBIOX7LcrupjmzwA2LeJEycqd+7c8vDw0JIlS7Ry5UoKAAAkSRcuXFD37t3l7++v+Ph4HTx4UIsXL1bJkiVtnRoAAACQoRgJACBTfLRb+uaYlNqA+ys3k56PaCAFVs2UtADYubi4OItFfsuWLavly5erSpUqKlGihA0zA5BVREVFKTg4WDNnzlRAQIC2bNmiBg0a2DotAAAAZDAGAiShCAAgw4XfkKb/mvb2z5WRHPiHGsADxMfHKzg4WF9//bX27Nmj3Llzm/cx9z+AeyZPnqxJkyapcOHC+vLLL1OcHggAAADI7igCAHhksfHSL39Lt+If3C78RtJzZ8e7i/6mxEHSi09IJTzTLUUA2dDx48fVuXNn7dmzR5L03nvvadasWTbOCkBWNGTIELm5uals2bJavHixFi9enGK71atXZ3JmAAAAyGisCZCEIgCAR9b9O+nHc9Yd89IT0tTnMiYfANmbYRj65JNPNHjwYN26dUuS5OjoqAIFCsgwDC7wACTTuXNn/m0AAABAjkcRAMAj++2C9cc8WTD98wCQ/Z0/f15BQUHavHmzOfbEE09oyZIlqlOnjg0zA5CVLVq0yNYpAAAAwEa4FyQJRQAAj+TkVSnmzt3nhXJLPWo8/JhieaXnSmdsXgCyny+//FI9e/ZUZGSkOdarVy9NnjzZYi0AAAAAAACQHEUAAI9k3v6k5/ncpB7VbZcLgOzJMAx16dJFS5YsMceKFi2qhQsX6rnnmFcMAAAAAJA6poVM4mDrBADYp+MRSc9fq2i7PABkXyaTSRUrJv0D0759ex05coQCAAAAAAAAVmAkAACrHQ6XDoYnbb9U3na5AMjeBg0apJ07d6pDhw5q3769rdMBAAAAANgJBgIkoQgAwGo7/7bc9nKxTR4Aspfdu3dr79696tOnjznm6OioNWvW2DArAAAAAADsG0UAAGn25e/ShpPSucik2IA6kgv/kgB4DHFxcRo3bpyCg4MlSTVq1FC9evVsnBUAAAAAwJ6xJkASvroDkCbhMdKwrVKiYRn397FNPgCyh6NHj6pTp07avz9ptfFZs2ZRBAAAAAAAIJ2wMDCANLl2K3kBoGIhqV5x2+QDwL4lJiZq+vTpql69urkAkCtXLo0bN05LliyxcXYAAAAAAHtnMmXOwx4wEgBAmry9Lun5q09KYxtLeZzs5x87AFlHaGiounTpom3btpljTz75pEJCQlSjRg0bZgYAAAAAQPbDSAAAD5VoSGcik7bL5JPcnSkAALCOYRhasmSJ/P39LQoA/fv31759+ygAAAAAAADSjclkypSHPWAkAJBDnbkmfX5Airz98Lb/mgVIgVUzJCUA2Vx8fLw++ugjRUdHS5J8fX21aNEiNW3a1MaZAQAAAACQfVEEAHKo4B3S96etP6520bujAADAWk5OTgoJCVHNmjX12muv6eOPP5aXl5et0wIAAAAAZEN2cpN+pqAIAORA4TFSaJT1xzk5SK88mf75AMierl+/rsuXL6t06dLmWOXKlfXHH3+oTJkyNswMAAAAAICcgyIAkMMM3SIt+z1p28Ek7eiStmPdXSRPlwxJC0A2s2PHDnXu3Fnu7u7au3evXFyS/vGgAAAAAAAAyGj2Ml9/ZqAIAOQwK/+03C6aVyrmYZtcAGQ/sbGxGjVqlCZPnizDuLuiyNixYzVhwgQbZwYAAAAAQM5EEQDIAbaclraelQxDiku4G/N0kZ4rI3WobNPUAGQjR44cUceOHXX48GFzrH79+uratasNswIAAAAA5EQMBEhCEQDI5sJvSN2+kxINy7ifl/ThszZJCUA2k5CQoGnTpumDDz5QXFycpLuLAI8bN06DBg2So6OjjTMEAAAAACDnoggAZGNxCdJfV5MXACSpZbnMzwdA9nPmzBkFBgbq559/Nsf8/f0VEhKiqlWr2jAzAAAAAEBOxpoASSgCANnUj+ek3huk6Nik2H/KS2/XuDsVEOsAAHhckZGRql69uiIjIyXdvcAaNGiQxo0bZ7EQMAAAAAAAsB0HWycAIGOsPGpZAJCkCgWkioUoAABIH15eXurTp48kyc/PT9u3b9fkyZMpAAAAAAAAbM5kMmXKwx4wEgCwI4YhrT8p/X7p4W3/uJz0/KniUvkCLAIM4PEZhmFxkTNixAg5OTmpX79+8vCgwggAAAAAQFZDEQCwIzv/kXqut/64Gc2lwu7pnw+AnCMqKkr9+vXTE088oWHDhpnjTk5OGjFihA0zAwAAAAAgOTu5ST9TUAQA7Mjpa9YfU6GA5JMn/XMBkHNs375dgYGBCg0NVa5cudSiRQtVq1bN1mkBAAAAAIA0oAgAZCHL/5DG/SRdj3t42541pYYlH9wml0mqWpjKJ4BHc/v2bQ0fPlzTpk0zx9zc3BQaGkoRAAAAAACQpdnLfP2ZgSIAkIXMP5C2AoAk1Swq1S2esfkAyLkOHDigjh076ujRo+ZY48aNtWjRIpUs+ZAKJAAAAAAAyDIoAgBZRGy8dPzK3eeOJqmKT+ptAwpLDUtkTl4Acpb4+HhNmjRJo0ePVnx8vCTJxcVFwcHB6t+/vxwcHGycIQAAAAAAD8dAgCQUAYAsYsHBpOd5XaRv2tksFQA51IULF9SmTRvt2rXLHAsICFBISIgqV65sw8wAAAAAAMCj4nY+IIs4FpH0vKi77fIAkHPly5dP167dXYHcwcFBw4YN06+//koBAAAAAABgd0wmU6Y8rDV79mz5+fnJ1dVVderU0Z49ex7YPjIyUr169VKRIkXk4uKiJ554QuvXr7eqT0YCAFnArn+kb44nbc9sYbtcAORcbm5uCgkJUadOnTR//nzVq1fP1ikBAAAAAPBIsuJ0QMuXL9fAgQM1Z84c1alTR9OnT1fz5s11/PhxeXt7J2sfFxenZ599Vt7e3lq5cqWKFSumc+fOycvLy6p+KQIAWcD8A5bbXq62yQNAzrJixQpVqVJF5cuXN8dq1qyp33//XY6OjjbMDAAAAACA7GfatGnq3r27goKCJElz5szRunXrtGDBAg0ZMiRZ+wULFujq1avauXOnnJycJEl+fn5W9/tY0wHdvn37cQ4HchzDkPZdlL783fJx+lpSm161pIK5bZcjgOzv2rVreuONN/Taa6+pc+fO5gWA76EAAAAAAACwdw4mU6Y80iouLk779u1Ts2bNknJ0cFCzZs0s1ua739q1a1W3bl316tVLPj4+qly5soKDg5WQkGDVe2H1SIDExERNmDBBc+bMUXh4uE6cOKHSpUtrxIgR8vPzU9euXa09JZBj/PK39MZ/H9ymd63MyQVAzvTDDz+oS5cuOn/+vCRpz549+u9//6u2bdvaODMAAAAAAOxPbGysYmNjLWIuLi5ycXGxiEVERCghIUE+Pj4WcR8fHx07dizFc58+fVpbt27VG2+8ofXr1+vkyZPq2bOn7ty5o1GjRqU5R6tHAowfP16LFi3S5MmT5ezsbI5XrlxZn3/+ubWnA3KUw+EP3l8uv+TGJF0AMsDNmzfVt29fPfvss+YCgJeXl7744gu1adPGxtkBAAAAAJC+TKbMeUycOFGenp4Wj4kTJ6bLa0hMTJS3t7fmzZunGjVqqF27dho+fLjmzJlj1Xms/rpxyZIlmjdvnp555hm9/fbb5njVqlVTrVgAOcGWM9KHu6Qbcam3ibpvBq3AqlKlQknbTo5SU7+suWgJAPu2d+9ederUScePJ61A3qxZMy1cuFDFixe3YWYAAAAAANi3oUOHauDAgRaxf48CkKSCBQvK0dFR4eGWdwmHh4ercOHCKZ67SJEicnJyspi298knn1RYWJji4uIsbtJ/EKuLAOfPn1fZsmWTxRMTE3Xnzh1rTwdkG9N2S0cvp739c6Wlp0tkXD4AcOfOHU2YMEHjx483zxfo6uqqyZMnq1evXnJweKylgQAAAAAAyLJMmXSnbUpT/6TE2dlZNWrU0JYtW9S6dWtJd79T37Jli3r37p3iMfXr19eyZcuUmJho/gx/4sQJFSlSJM0FAOkRigAVK1bUzz//rJIlS1rEV65cqWrVqll7OsDuxMTdndv/TqJlPPxG0vP8bg8+x1PFpKe4+RZABtu3b5/Gjh0rwzAkSbVq1dKSJUtUoUIFG2cGAAAAAEDOM3DgQAUGBqpmzZqqXbu2pk+frpiYGAUFBUmSOnfurGLFipmnE3rnnXc0a9Ys9evXT3369NFff/2l4OBg9e3b16p+rS4CjBw5UoGBgTp//rwSExO1evVqHT9+XEuWLNF3331n7ekAu2IY0stfS8evpN4mn6t0oEfm5QQAqXnqqac0YMAAzZgxQyNGjNCwYcPk5ORk67QAAAAAAMhwDllwyu127drp8uXLGjlypMLCwhQQEKCNGzeaFwsODQ21GLXv6+urTZs2acCAAapSpYqKFSumfv366f3337eqX5Nx7/ZAK/z8888aO3asDh06pBs3bqh69eoaOXKknnvuOWtPlemio6Pl6empqKgoeXh42Dod2JmoWKnKQ9bdqFtc+urVzMkHAO4XFhYmb29viwuG27dv6+jRo6pevboNMwOQU+Ska223aikP2QaAzHZt7yxbpwAAkiRXq283z1gtPv01U/rZ8E6dTOnncTzSj6ZBgwbavHlzeucCZHm37lv2okw+qX1ly/25c0kty2VuTgBgGIaWLVumXr16acyYMerXr595n6urKwUAAAAAAECOk1lrAtgDq4sApUuX1t69e1WgQAGLeGRkpKpXr67Tp0+nW3JAVrPtbNLzfK5SD75XA2BjV65c0dtvv62VK1dKkoYMGaLnnntOTz75pI0zAwAAAAAAWYHVRYCzZ88qISEhWTw2Nlbnz59Pl6SArOrPiKTnpbxslgYASJLWr1+vrl27KiwszBx79dVXVaRIERtmBQAAAACA7TEQIEmaiwBr1641P9+0aZM8PT3N2wkJCdqyZYv8/PysTmD27NmaMmWKwsLCVLVqVc2cOVO1a9dOtX1kZKSGDx+u1atX6+rVqypZsqSmT5+uli1bWt03YI1vjkmLDyVtP13CdrkAyNlu3LihQYMGae7cueZY/vz5NWfOHLVt29aGmQEAAAAAgKwmzUWA1q1bS7o7l1JgYKDFPicnJ/n5+Wnq1KlWdb58+XINHDhQc+bMUZ06dTR9+nQ1b95cx48fl7e3d7L2cXFxevbZZ+Xt7a2VK1eqWLFiOnfunLy8vKzqF3gUP4VabpfJb5s8AORsO3fuVOfOnXXq1ClzrEWLFpo/fz4jAAAAAAAA+B+TGApwT5qLAImJiZKkUqVKae/evSpYsOBjdz5t2jR1795dQUFBkqQ5c+Zo3bp1WrBggYYMGZKs/YIFC3T16lXt3LlTTk5OkvRIow+Ah5m3X/rpnGXs2H1TAY1oIPknr1MBQIb65ptv9Oqrr5r/JufOnVvTpk1Tjx49WPAIAAAAAACkyMHaA86cOZMuBYC4uDjt27dPzZo1S0rGwUHNmjXTrl27Ujxm7dq1qlu3rnr16iUfHx9VrlxZwcHBKa5RADyq4xHShJ+ln0MtH5dvJrV5rozt8gOQcz3zzDMqWbKkJKlu3bo6dOiQ3nrrLQoAAAAAAAD8i4Mpcx72wOqFgSUpJiZGP/74o0JDQxUXF2exr2/fvmk6R0REhBISEuTj42MR9/Hx0bFjx1I85vTp09q6daveeOMNrV+/XidPnlTPnj11584djRo1KsVjYmNjFRsba96Ojo5OU37IOeITpeNXpETj7vahsAe3b15G8vXI+LwA4N/y5s2rxYsX6+eff9Z7772nXLke6c84AAAAAADIQaz+9uDAgQNq2bKlbt68qZiYGOXPn18RERHKnTu3vL2901wEeBSJiYny9vbWvHnz5OjoqBo1auj8+fOaMmVKqkWAiRMnasyYMRmWE+xbQqLUctndIkBKuleX+tdJ2nYwSbmdMic3ADnb2bNn1adPH82cOdNi6rsGDRqoQYMGtksMAAAAAAA7wKj5JFZPBzRgwAC1atVK165dk5ubm3bv3q1z586pRo0a+vDDD9N8noIFC8rR0VHh4eEW8fDwcBUuXDjFY4oUKaInnnhCjo6O5tiTTz6psLCwZCMS7hk6dKiioqLMj7///jvNOSL7OxOZegFAksrmk9ydkx4UAABkNMMwtHDhQlWpUkXfffedunTpYl4DAAAAAAAAwFpWFwEOHjyod999Vw4ODnJ0dFRsbKx8fX01efJkDRs2LM3ncXZ2Vo0aNbRlyxZzLDExUVu2bFHdunVTPKZ+/fo6efKkxZchJ06cUJEiReTs7JziMS4uLvLw8LB4AJK094I08Puk7TL5pE5Vkh6jG0mtK9guPwA5z6VLl/Tyyy/rzTff1PXr1yXdHRFAARsAAAAAAOuYTJnzsAdWFwGcnJzk4HD3MG9vb4WGhkqSPD09rf6SYuDAgfrss8+0ePFi/fnnn3rnnXcUExOjoKAgSVLnzp01dOhQc/t33nlHV69eVb9+/XTixAmtW7dOwcHB6tWrl7UvA1C/jdKh+wai1CoqjW+S9AgKkFyZbhtAJlmzZo0qV66sNWvWmGNdunTR4cOHzYsBAwAAAAAAWMvqrzirVaumvXv3qly5cmrUqJFGjhypiIgIhYSEqHLlyladq127drp8+bJGjhypsLAwBQQEaOPGjebFgkNDQ80FB0ny9fXVpk2bNGDAAFWpUkXFihVTv3799P7771v7MpDD3LojXb5pGbt4I+l5biep1ROZmxMASHcXrB8wYIAWLFhgjhUsWFCfffaZWrdubbvEAAAAAACwYw72cpt+JjAZhmFYc8Bvv/2m69evq0mTJrp06ZI6d+6snTt3qly5cpo/f74CAgIyKNX0ER0dLU9PT0VFRTE1UA7x+yWpwyopOuVlI1TQTfqpi5Qn5RmlACDD/PLLL+rYsaPOnj1rjrVq1UqfffaZuSAOAPYkJ11ru1XrbesUAECSdG3vLFunAACSst6MGq/M35cp/azuWiNT+nkcVv9oatasaX7u7e2tjRs3pmtCQHr7/lTqBQBJqlGUAgAA24iOjjYXANzd3TVjxgwFBQXJxN0KAAAAAAA8Fj5aJ0m3+sz+/fs1cuRIfffdd+l1SuChDEP6+qh0KCz1Ngfvm/e/bnGpUO6k7XxuUteADEsPAB6oRYsWeuutt3T06FEtXrxYpUqVsnVKAAAAAAAgm7GqCLBp0yZt3rxZzs7O6tatm0qXLq1jx45pyJAh+vbbb9W8efOMyhNI0e7z0ns/pL19n9pSfd+MywcAUpOQkKCVK1fqtddes7jTf/r06XJycpKjo6MNswMAAAAAIHthlH0Sh4c3uWv+/Plq0aKFFi1apEmTJumpp57S0qVLVbduXRUuXFi///671q9fn5G5AmYJiVJUrHTiStqPKeouVS+ccTkBQGpOnTqlhg0bqn379po/f77FPldXVwoAAAAAAAAgw6R5JMCMGTM0adIkDR48WKtWrVLbtm31ySef6MiRIypevHhG5ghY+CdaardS+ue6ZbxPball2dSPK5tfcuZ7NgCZyDAMffbZZxo4cKBiYmIkSe+++67atm0rT09PG2cHAAAAAED2xUCAJGkuApw6dUpt27aVJL3yyivKlSuXpkyZQgEAmW7TqeQFAEmq6iNVLJT5+QBASsLCwtStWzetW7fOHCtdurSWLFlCAQAAAAAAAGSaNBcBbt26pdy5766oajKZ5OLioiJFimRYYshZrt6SVv4pXbv18Lb771sEuGKhuwv9+ntLjUtmXH4AYI2VK1fq7bff1pUrSXOWde/eXdOmTZO7u7sNMwMAAAAAIGdwYCiAmVULA3/++efmLy/i4+O1aNEiFSxY0KJN37590y875BjBP0sr/rT+uH61pecfMAUQAGSmyMhI9enTR0uXLjXHfHx8NH/+fL3wwgs2zAwAAAAAAORUaS4ClChRQp999pl5u3DhwgoJCbFoYzKZKALgkZyKtP6YPE5SzaLpngoAPLKRI0daFABeffVVzZkzJ1nBHAAAAAAAZCzGASRJcxHg7NmzGZgGcrKxP0r7LyZtL3tFckjD/6WVCkkeLhmXFwBYa/To0Vq1apVu3LihWbNmqWPHjjIx/BAAAAAAANiQVdMBAenteqy04GDStqeLVK84q3cDsA83btywmOM/f/78WrVqlYoWLaoSJUrYMDMAAAAAAHI2bspLQhEAmepGnLTur6QFgG/ekYz79k98hgIAgKwvPj5ewcHB+uSTT3TgwAEVKVLEvO+pp56yYWYAAAAAAACWKAIgUwX/LH3xe8r7mvpJL5TL1HQAwGonTpxQp06dtGfPHklS165dtW7dOu4wAAAAAAAgC0nLdOM5hYOtE0DOcuxK6vvqFMu8PADAWoZhaPbs2QoICDAXABwdHVWzZk0lJCTYODsAAAAAAICUMRIAGWbjSWn8z1J0bFLsRlzS809bJlXkvPNI1Qpnbn4AkFbnz59XUFCQNm/ebI6VK1dOISEhqlOnjg0zAwAAAAAAKWHEfpJHKgKcOnVKCxcu1KlTpzRjxgx5e3trw4YNKlGihCpVqpTeOcJOffqb9Hd0yvvcnaUWZZn/H0DW9+WXX6pnz56KjIw0x3r16qVJkyYpT548tksMAAAAAAAgDayeDujHH3+Uv7+/fv31V61evVo3btyQJB06dEijRo1K9wRhny7HSAfDk7ZLeSU9yheQRjakAAAg6+vVq5def/11cwGgaNGi2rRpk2bNmkUBAAAAAACALMxkypyHPbC6CDBkyBCNHz9emzdvlrOzsznetGlT7d69O12Tg31KNKSXv07azuMkbQ9MenzfUWrHgBEAdqBp06bm5+3bt9eRI0f03HPP2TAjAAAAAAAA61g9HdCRI0e0bNmyZHFvb29FRESkS1Kwb5G3LacBquJju1wA4HG8+uqr6t27t+rXr6/27dvbOh0AAAAAAJBGrAmQxOqRAF5eXrp48WKy+IEDB1SsWLF0SQr2besZy+3PW9kmDwCwxq+//qr3338/WXzmzJkUAAAAAAAAgN2yeiRA+/bt9f7772vFihUymUxKTEzUL7/8okGDBqlz584ZkSPszCe/JT1v9cTdRYABIKu6c+eOxo4dq+DgYCUmJiogIEAdOnSwdVoAkOOsXbs2zW1feumlDMwEAAAA2YEDAwHMrC4CBAcHq1evXvL19VVCQoIqVqyohIQEvf766/rggw8yIkdkcbfjpV9CpdsJd7ejY5P2BQXYJCUASJOjR4+qU6dO2r9/vzm2ZMkStW/fnmGDAJDJWrdunaZ2JpNJCQkJGZsMAAAAkI1YXQRwdnbWZ599phEjRuj333/XjRs3VK1aNZUrVy4j8oMdCFwj7f4neTy/m1SjSObnAwAPk5iYqBkzZmjo0KGKjb1bucyVK5dGjRqlIUOGUAAAABtITEy0dQoAAADIRvhsn8TqIsCOHTv09NNPq0SJEipRokRG5AQ789uFlOMVCmRuHgCQFqGhoerSpYu2bdtmjj355JMKCQlRjRo1bJgZAAAAAABA+rO6CNC0aVMVK1ZMHTp0UMeOHVWxYsWMyAt2wjCk+P/dtFXYXepa7e7z3LmklgwOAZCFGIahkJAQ9enTR9HR0eZ4//79FRwcLDc3NxtmBwD4t5iYGP34448KDQ1VXFycxb6+ffvaKCsAAADYC8YBJLG6CHDhwgV99dVX+vLLL/V///d/qlKlit544w116NBBxYsXz4gckYXtu5j0PI+T1KO67XIBgIdZtWqVuQDg6+urRYsWqWnTpjbOCgDwbwcOHFDLli118+ZNxcTEKH/+/IqIiFDu3Lnl7e1NEQAAAACwgoO1BxQsWFC9e/fWL7/8olOnTqlt27ZavHix/Pz8+CIlB7p2O+l5bifb5QEAD2MymTRv3jwVKlRInTp10uHDh/m7BQBZ1IABA9SqVStdu3ZNbm5u2r17t86dO6caNWroww8/tHV6AAAAsAMOJlOmPOyB1UWA+5UqVUpDhgzR//3f/8nf318//vhjeuUFO5Fw3/ptLzD9D4As5MaNGzpw4IBFzMfHR4cPH9aSJUvk5eVlm8QAAA918OBBvfvuu3JwcJCjo6NiY2Pl6+uryZMna9iwYbZODwAAALArj1wE+OWXX9SzZ08VKVJEr7/+uipXrqx169alZ26wA4lG0nMH+yh8AcgBduzYoapVq6pFixaKiIiw2Fe4cGEbZQUASCsnJyc5ONz9qOLt7a3Q0FBJkqenp/7++29bpgYAAAA7YTJlzsMeWF0EGDp0qEqVKqWmTZsqNDRUM2bMUFhYmEJCQvT8889nRI7Ios5FSv03JW1TBABga7GxsRoyZIgaNmyo06dPKzw8XAMGDLB1WgAAK1WrVk179+6VJDVq1EgjR47UF198of79+6ty5co2zg4AAACwL1YvDPzTTz9p8ODBeu2111SwYMGMyAl2YvZvUmxC0raLo+1yAYAjR46oY8eOOnz4sDlWv359jR492nZJAQAeSXBwsK5fvy5JmjBhgjp37qx33nlH5cqV04IFC2ycHQAAAOyByV5u088EVhcBfvnll4zIA3YkIVE6dkU6fS0p5uEsNS9ju5wA5FwJCQmaNm2aPvjgA8XFxUm6O43E2LFjNXjwYDk6UqEEAHtTs2ZN83Nvb29t3LjRhtkAAAAA9i1NRYC1a9eqRYsWcnJy0tq1ax/Y9qWXXkqXxJA1JRrSC19Kf1pOsa1tgVLB3LbJCUDOdebMGQUGBurnn382xypXrqyQkBAFBATYLjEAAAAAAGBTDARIkqYiQOvWrRUWFiZvb2+1bt061XYmk0kJCQmp7of9OxuZvACQz1XycLFJOgBysLi4ODVo0EDnz5+XdPdv0KBBgzRu3Di5uPCPEgDYs1KlSj1w+Pbp06czMRsAAADAvqWpCJCYmJjic+Qs35+SvvojabtMPqlRSanVE5Izs20AyGTOzs6aMGGCunTpIj8/Py1evFgNGza0dVoAgHTQv39/i+07d+7owIED2rhxowYPHmybpAAAAGBXHBgKYGb1mgBLlixRu3btkt1lGRcXp6+++kqdO3dOt+SQdUTHSr03WC4EXKOINKqR7XICkPMkJCRYzPHfuXNnxcTEqGPHjvLw8LBhZgCA9NSvX78U47Nnz9Zvv/2WydkAAAAA6Wf27NmaMmWKwsLCVLVqVc2cOVO1a9dOse2iRYsUFBRkEXNxcdHt27et6tPB2iSDgoIUFRWVLH79+vVkCSH7iLxtWQDI7SS99ITt8gGQs0RFRalLly7q0aOHRdxkMqlnz54UAAAgh2jRooVWrVpl6zQAAABgB0ymzHlYY/ny5Ro4cKBGjRql/fv3q2rVqmrevLkuXbqU6jEeHh66ePGi+XHu3Dmr3wuriwCGYaQ4P+c///wjT09PqxOAfVhzPOn5c6Wl37pJDUraLh8AOcf27dtVpUoVLV68WAsWLNCaNWtsnRIAwEZWrlyp/Pnz2zoNAAAA4JFMmzZN3bt3V1BQkCpWrKg5c+Yod+7cWrBgQarHmEwmFS5c2Pzw8fGxut80TwdUrVo1mUwmmUwmPfPMM8qVK+nQhIQEnTlzRs8//7zVCcA+7Dmf9NzHXcrjbLtcAOQMt2/f1vDhwzVt2jRzLG/evFYPeQMA2J97nz3uMQxDYWFhunz5sj755BMbZgYAAAB7kdKN7LYUFxenffv2aejQoeaYg4ODmjVrpl27dqV63I0bN1SyZEklJiaqevXqCg4OVqVKlazqO81FgNatW0uSDh48qObNm8vd3d28z9nZWX5+fnr11Vet6hxZ2+lr0pe/SzFx0smrSfGgAJulBCCHOHDggDp27KijR4+aY40aNdKiRYvk5+dnu8QAAJniP//5j8WHNgcHBxUqVEiNGzdWhQoVbJgZAAAAYCk2NlaxsbEWMRcXl2Rr6kZERCghISHZnfw+Pj46duxYiucuX768FixYoCpVqigqKkoffvih6tWrpz/++EPFixdPc45pLgKMGjVKkuTn56d27drJ1dU1zZ3APr3/g7TnQvJ4wdyZnwuAnCE+Pl6TJk3S6NGjFR8fL+nuH87g4GD1799fDg5Wz2IHALBDo0ePtnUKDzVoYsqLFwNAZuvx9WFbpwAAkqQlr1exdQoWMusbhIkTJ2rMmDEWsVGjRqXLNW3dunVVt25d83a9evX05JNPau7cuRo3blyaz5PmIsA9gYGB1h4CO3XiavLY076Sp0vyOAA8rqtXr+qFF17Q7t27zbGAgACFhISocuXKNswMAJDZHB0ddfHiRXl7e1vEr1y5Im9vbyUkJNgoMwAAANiLzJoOaOjQoRo4cKBF7N+jACSpYMGCcnR0VHh4uEU8PDxchQsXTlNfTk5Oqlatmk6ePGlVjmkqAuTPn18nTpxQwYIFlS9fvge+gVevpvDNMezOvP1S5P+m3S7gJi19WcrlIJVjHTYAGcTLy8s81ZyDg4OGDBmiUaNGydmZRUgAIKcxDCPFeGxsLH8XAAAAkKWkNPVPSpydnVWjRg1t2bLFPPV+YmKitmzZot69e6epr4SEBB05ckQtW7a0Ksc0FQE++ugj5c2b1/w8qy2qgPS39L7RhEXzShUL2S4XADmDg4ODFixYoFdeeUUzZsxQvXr1bJ0SACCTffzxx5Lu3rX1+eefW6xDlpCQoJ9++ok1AQAAAJAmDlnwK+yBAwcqMDBQNWvWVO3atTV9+nTFxMQoKChIktS5c2cVK1ZMEydOlCSNHTtWTz31lMqWLavIyEhNmTJF586dU7du3azqN01FgPunAOrSpYtVHcD+nI2UzkUlbY9tbKtMAGRnK1askLe3txo1amSO+fr6as+ePRSbASCH+uijjyTdHQkwZ84cOTo6mvc5OzvLz89Pc+bMsVV6AAAAwGNp166dLl++rJEjRyosLEwBAQHauHGjebHg0NBQi/UQr127pu7duyssLEz58uVTjRo1tHPnTlWsWNGqfk1GamNtU7F//345OTnJ399fkrRmzRotXLhQFStW1OjRo7P88Nzo6Gh5enoqKipKHh4etk4nS2q+VDp25e5znzzSHusKSwDwQNeuXVPv3r21bNky+fr66siRI/L09LR1WgCAdJBe19pNmjTR6tWrlS9fvnTMLn2N2PiXrVMAAEnSuau3bJ0CAEjKegsDD1x7LFP6mfZS1h+pavUiyW+99ZZOnDghSTp9+rTatWun3Llza8WKFXrvvffSPUFkvtORSc8b+9kqCwDZ0Q8//CB/f38tW7ZMkvT333/riy++sHFWAICsZtu2bVm6AAAAAADYE6uLACdOnFBAQICku1M5NGrUSMuWLdOiRYu0atWq9M4PmWjfRanufCkuISk26Rnb5QMg+7h586b69u2rZ599VufPn5ckeXp6aunSpXrnnXdsnB0AIKt59dVXNWnSpGTxyZMnq23btjbICAAAAPbGZDJlysMeWF0EMAxDiYmJku7e0XlvJWJfX19FRESkb3bIVF/9Ll24kbT9tK9kJ7/HALKwvXv3qnr16po5c6Y59swzz+jIkSN644037OYPJgAg8/z000/mzxn3a9GihX766ScbZAQAAADYL6uLADVr1tT48eMVEhKiH3/8US+88IIk6cyZM+YFDGB/rsdKXx9N2i7lJQ2uZ7N0AGQDd+7c0ejRo1W3bl0dP35ckuTq6qqPP/5Y33//vXx9fW2cIQAgq7px40aKa405OTkpOjraBhkBAADA3jiYMudhD6wuAkyfPl379+9X7969NXz4cJUtW1aStHLlStWrx7fG9mrsv26oWvwfKaCwbXIBkD38/fffmjJlihIS7s4xVrNmTR04cEB9+vSxWOkeAIB/8/f31/Lly5PFv/rqK1WsWNEGGQEAAAD2K5e1B1SpUkVHjhxJFp8yZYocHR3TJSlkvuNXkp4XyysV87BdLgCyh9KlS2vKlCnq27evPvjgAw0fPlxOTk62TgsAYAdGjBihV155RadOnVLTpk0lSVu2bNGyZcu0cuVKG2cHAAAAe8Dsw0msLgLcs2/fPv3555+SpIoVK6p69erplhQy1+lr0qHwpO1Nb0i5uEkXgJX++ecf5c+fX7lz5zbH3nnnHTVu3Ji7NgEAVmnVqpW++eYbBQcHa+XKlXJzc1PVqlX1/+3de3zO9f/H8ee1zU42p8acJudTxmIRQkJ0UEjktBmpnJKlkJy/GYpUlJxyjkqkZMWyQsuxOZszkTnbzGyzXdfvDz/XXBlt2va5rnncu31u38/nfX0+1+d5zce+l8/r836/f/nlFxUpUsToeAAAAIBDyXIR4OzZs+rYsaN+/fVXFSpUSJJ0+fJlNW3aVEuWLFHRokWzOyNy2Fd7bLe93YzJAcAxWSwWLV68WH379lVQUJA+/vhj62smk4kCAADgnjzzzDPW+cfi4+P15ZdfatCgQdq2bZt1qDkAAADgTpzoCmCV5ee9+/fvr4SEBO3Zs0cXL17UxYsXtXv3bsXHx+v111/PiYzIYeevpa8H1zIuBwDHc+HCBXXs2FFdu3ZVXFycPvnkE0VERBgdCwCQR/z2228KDg5WyZIlNWnSJD3xxBP6448/jI4FAAAAOJQs9wQIDw/X2rVrVa1aNWtb9erVNW3aND355JPZGg654+u96esvVDUuBwDHsnr1avXo0UOxsbHWti5dujA8HADgP4mNjdXcuXM1e/ZsxcfHq0OHDkpOTtaKFSvoXQYAAIBMY7TzdFn+WZjN5gwndsyXL5/MZnO2hELuKuGVvl6BIVYB/IuEhAS99tprevrpp60FgCJFiuirr77SwoULVbhwYYMTAgAcVevWrVWlShXt3LlTU6ZM0d9//61PPvnE6FgAAACAQ8tyT4AnnnhCAwYM0JdffqmSJUtKkk6dOqWBAweqWbNm2R4QOSfxuvT2Wul0Qnqbl6txeQDYv6ioKHXr1k2HDx+2tj311FOaNWuW9f8TAAC4V6tXr9brr7+u3r17q1KlSkbHAQAAgANjSoB0We4JMHXqVMXHx6ts2bKqUKGCKlSooHLlyik+Pp6ndBzM2iPS9wfSt8sXMiwKAAfw22+/6bHHHrMWADw9PTV9+nStWrWKAgAAIFts2LBBV65cUZ06dVSvXj1NnTpV58+fNzoWAAAA4NCy3BPAz89P27dvV0REhPbt2ydJqlatmpo3b57t4ZBzLBZp3THbtgH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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:52:25,285 INFO: === Dataset: g ===\n", "2025-04-25 19:52:27,784 INFO:Total samples: 6000\n", "2025-04-25 19:52:47,721 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:52:47,792 INFO: === Dataset: h ===\n", "2025-04-25 19:52:50,310 INFO:Total samples: 6000\n", "2025-04-25 19:53:10,435 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:53:10,506 INFO: === Dataset: i ===\n", "2025-04-25 19:53:13,079 INFO:Total samples: 6000\n", "2025-04-25 19:53:32,885 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:53:32,955 INFO: === Dataset: j ===\n", "2025-04-25 19:53:35,530 INFO:Total samples: 6000\n", "2025-04-25 19:53:55,424 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:53:55,494 INFO: === Dataset: k ===\n", "2025-04-25 19:53:58,088 INFO:Total samples: 6000\n", "2025-04-25 19:54:17,836 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:54:17,909 INFO: === Dataset: l ===\n", "2025-04-25 19:54:25,951 INFO:Total samples: 18911\n", "2025-04-25 19:55:27,718 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:55:27,789 INFO:Model DeiT3 evaluation completed in 283.35 seconds.\n", "2025-04-25 19:55:27,789 INFO:\n", "=== Evaluating Twins_SVT on Test Datasets ===\n", "/tmp/ipykernel_7319/1849592376.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", "2025-04-25 19:55:27,912 INFO:Loaded model weights from Twins_SVT_best.pth\n", "2025-04-25 19:55:27,912 INFO: === Dataset: a ===\n", "2025-04-25 19:55:29,281 INFO:Total samples: 3181\n", "2025-04-25 19:55:39,235 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:55:39,305 INFO: === Dataset: b ===\n", "2025-04-25 19:55:40,661 INFO:Total samples: 3181\n", "2025-04-25 19:55:50,570 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": [ "2025-04-25 19:55:50,638 INFO: === Dataset: c ===\n", "2025-04-25 19:55:51,965 INFO:Total samples: 3181\n", "2025-04-25 19:56:01,980 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:56:02,050 INFO: === Dataset: d ===\n", "2025-04-25 19:56:03,375 INFO:Total samples: 3181\n", "2025-04-25 19:56:13,303 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:56:13,373 INFO: === Dataset: e ===\n", "2025-04-25 19:56:13,751 INFO:Total samples: 911\n", "2025-04-25 19:56:17,279 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:56:17,348 INFO: === Dataset: f ===\n", "2025-04-25 19:56:22,865 INFO:Total samples: 12911\n", "2025-04-25 19:57:00,754 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:57:00,823 INFO: === Dataset: g ===\n", "2025-04-25 19:57:03,379 INFO:Total samples: 6000\n", "2025-04-25 19:57:21,435 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:57:21,505 INFO: === Dataset: h ===\n", "2025-04-25 19:57:24,052 INFO:Total samples: 6000\n", "2025-04-25 19:57:42,026 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:57:42,096 INFO: === Dataset: i ===\n", "2025-04-25 19:57:44,653 INFO:Total samples: 6000\n", "2025-04-25 19:58:02,682 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:58:02,753 INFO: === Dataset: j ===\n", "2025-04-25 19:58:05,306 INFO:Total samples: 6000\n", "2025-04-25 19:58:23,387 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:58:23,457 INFO: === Dataset: k ===\n", "2025-04-25 19:58:26,010 INFO:Total samples: 6000\n", "2025-04-25 19:58:44,019 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:58:44,090 INFO: === Dataset: l ===\n", "2025-04-25 19:58:52,091 INFO:Total samples: 18911\n", "2025-04-25 19:59:47,249 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:59:47,319 INFO:Model Twins_SVT evaluation completed in 259.53 seconds.\n", "2025-04-25 19:59:47,319 INFO:\n", "=== Evaluating Twins_PCPVT on Test Datasets ===\n", "/tmp/ipykernel_7319/1849592376.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", "2025-04-25 19:59:47,436 INFO:Loaded model weights from Twins_PCPVT_best.pth\n", "2025-04-25 19:59:47,436 INFO: === Dataset: a ===\n", "2025-04-25 19:59:48,774 INFO:Total samples: 3181\n", "2025-04-25 19:59:54,704 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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T4MPRp8117tnc7BUrXbRs2VK///67udy6dWtNnz5dfn5+dkwFAAAA4HHDSIA7nOwdAAAAICuLs95Uu9Wj1Hvz/9Rn83T12Txd8w//aq4vlzPYfuHSwQcffCCLxSJvb2/Nnz9fX3/9NQUAAAAAAPh/U6dOVXBwsNzd3VWjRg1t3br1nn0bNGggi8WS5JHaUdaMBAAAAEhHR6+e0cW4q/dcX8grIAPTpL3ExEQ5Od25rqRu3br69NNP1aRJExUsWNCOyQAAAAA81jLhQIBFixapb9++mj59umrUqKGJEyeqWbNmOnDggAICkn42XLJkieLj483lCxcuqGLFimrTpk2qjksRAAAAIB3FWxPM56V8glTdv6S5XMw7n82yI0lISNCoUaO0fv16rVixwqYQ0LlzZzsmAwAAAIDMacKECeratavCwsIkSdOnT9eyZcs0e/ZsDRw4MEn/XLly2Sx/+eWX8vT0pAgAAACQmey7fMJ8Xsw7n7qWetqOadLGwYMH1bFjR3PY6sSJE9W3b187pwIAAACAOzLqngBxcXGKi4uzaXNzc5Obm+393+Lj4/Xnn39q0KBBZpuTk5MaN26sTZs2pehYs2bNUrt27ZQ9e/ZUZeSeAAAAAGks6ka0Dlz5Rweu/KNLcTFmu5eLhx1TPTrDMDR16lRVqlTJLAA4Ozvr+vXrdk4GAAAAAPYxevRo+fj42DxGjx6dpF9UVJSsVqsCAwNt2gMDAxUZGfnA42zdulV79+5Vly5dUp2RkQAAAABp6PczuzV0+3xZjcQk60r45LdDorRx6tQpvfrqq/rll1/MthIlSmj+/PmqUaOGHZMBAAAAQFIZNRJg0KBBSUZG/3sUQFqYNWuWypcvr+rVq6d6W0YCAAAApKH1Z/cmWwCQpHyeuTM4Tdr48ssvVb58eZsCQI8ePbRjxw4KAAAAAAAea25ubvL29rZ5JFcE8PPzk7Ozs86ePWvTfvbsWeXJk+e+x4iNjdWXX3750PdfYyQAAADAI1p9eqd+j9wjwzD01133AGiS7wlzCqByOYNVxreQvSI+FKvVqg4dOujLL7802/Lly6c5c+aoadOmdkwGAAAAAPeXUSMBUsrV1VVVqlTRqlWr1LJlS0lSYmKiVq1apZ49e95326+//lpxcXHq0KHDQx2bIgAAAMAjuBR3VcN3LEj26v8uJZsrX3bHvPpfujXfv7e3t7ncrl07TZ06Vbly5bJjKgAAAABwTH379lVoaKiqVq2q6tWra+LEiYqNjVVYWJgkKSQkRPnz509yT4FZs2apZcuWyp374T5fUgQAAABIoWsJcbocH2PTdjLmXLIFgCdyF1NeT8f/snz8+PHasWOH+vbtq3bt2tk7DgAAAACkTOYaCCBJatu2rc6fP68hQ4YoMjJSlSpV0ooVK8ybBUdERMjJyXYG/wMHDmj9+vU207OmlsUwDOORkjuY6Oho+fj46MqVKzZXtgEAANzPjqjDGrDtM123xt+zT6N8lfV66WflJIv83H0y3fDTB9m8ebP++ecfvfjiizbthmE43GuBfWTWc+3t27fLxcVF5cuXlyR9//33mjNnjsqUKaNhw4bJ1dU11fv0qHz/IdsAkFEubZti7wgAIElyz2SXmwd0/ipDjnNu1ksZcpxHwY2BAQAAUmDNmV33LQBIUiGvAAV65JS/h69DfWl+8+ZNDR48WLVr11ZYWJiOHj1qs96RXguQnNdee00HDx6UJB09elTt2rWTp6envv76a73zzjt2TgcAAID0YLFYMuThCDJZfQYAACDzuRQXoyUnNpjLNfxLKcf/3/D3tjyeudQ6uE5GR3tk+/btU8eOHbV9+3ZJUkxMjCZMmKApU7iqEFnHwYMHValSJUm3bqpWr149LVy4UBs2bFC7du00ceJEu+YDAAAA0hNFAAAAgAeYf2ilzXL30s+qmHc+O6VJG4mJifrkk080cOBAxcXFSZKyZcumoUOHauDAgXZOB6QtwzCUmHjr3h2//vqrnn32WUlSUFCQoqKi7BkNAAAA6cRRrtLPCBQBAAAA/t/1hDglJHOT35Ox583nPq7ZFewVmJGx0lxERIQ6deqk1atXm22lS5dWeHi4qlSpYsdkQPqoWrWqPvzwQzVu3Fi///67/ve//0mSjh07Zt6EDQAAAMiqKAIAAABImrLve311dK0MGfftN7def2Vzcs6gVGnLMAyFh4frzTffVHR0tNneu3dvjRo1Sh4eHvfZGnBcEydO1CuvvKLvvvtO7733nooVKyZJWrx4sWrVqmXndAAAAEgPjAS4gyIAAACApG+OrX9gAcDD2VU5XNwzKFHai4mJ0aBBg8wCQFBQkObOnasnn3zSzsmA9FWhQgXt2bMnSfu4cePk7OyYRT0AAAAgpSgCAACAx9rJmPP69fR2JRhWSVL2bO4qlzM4Sb9sTs56qkBVuTm7ZnDCtJMjRw7Nnj1bTz31lEJCQjRp0iT5+vraOxaQYeLj43Xu3Dnz/gC3FSxY0E6JAAAAkF4YCXAHRQAAAPBYG/THbJ2IOWsuB3sF6qMa3eyYKO1cvXpVN27ckL+/v9nWrFkz7dixQ5UqVbJfMCCDHTx4UJ07d9bGjRtt2g3DkMVikdVqtVMyAAAAIP1RBAAAAI+1kzHnbJZrBJSyU5K0tX79eoWEhKhUqVJatmyZzVUwFADwuAkLC1O2bNn0448/Km/evFwVBgAA8DjglM9EEQAAADy2dl88qsT/vw9AwewBGlElREW989k51aOJi4vT0KFDNXbsWBmGoWPHjunTTz9Vt25ZY3QD8DB27typP//8U6VKZY0iHwAAAJAaFAEAAMBj68eILeZzLxd3hy8A7NmzRx06dNDu3bvNttq1a6tx48Z2TAXYX5kyZRQVFWXvGAAAAMhAjP68w8neAaZOnarg4GC5u7urRo0a2rp16337T5w4USVLlpSHh4eCgoLUp08f3bhxI4PSAgCArCTqxhXzebsiDe2Y5NFYrVaNGzdOVatWNQsALi4u+u9//6vff/9dRYoUsXNCwL7GjBmjd955R2vWrNGFCxcUHR1t8wAAAACyMruOBFi0aJH69u2r6dOnq0aNGpo4caKaNWumAwcOKCAgIEn/hQsXauDAgZo9e7Zq1aqlgwcPqlOnTrJYLJowYYIdXgEAAHBk26IOms9L+QbZMcnDO3bsmEJDQ7Vu3TqzrXz58goPD1fFihXtmAzIPG6PhmnUqJFNOzcGBgAAyLoYCXCHXYsAEyZMUNeuXRUWFiZJmj59upYtW6bZs2dr4MCBSfpv3LhRtWvXVvv27SVJwcHBevnll7Vly5YkfQEAAB4kj0dORV6/JEkK8PC1b5iHEBERoQoVKigmJkbSrZPcfv366YMPPpCbm5ud0wGZx+rVq+0dAQAAALAbuxUB4uPj9eeff2rQoEFmm5OTkxo3bqxNmzYlu02tWrW0YMECbd26VdWrV9fRo0e1fPlydezYMaNiAwAAB/Pt8Q2af2il4hJvJlkXc/PWlIIezq5ytth9lsRUK1iwoJ5//nl9/vnnCg4O1vz581W3bl17xwIynfr169s7AgAAADIYIwHusFsRICoqSlarVYGBgTbtgYGB2r9/f7LbtG/fXlFRUapTp44Mw1BCQoK6d++ud999957HiYuLU1xcnLnMnJ8AADxeZh/8WZfjY+7bx9/dN2PCpIMpU6YoT548Gjp0qHLkyGHvOECmtW7dOs2YMUNHjx7V119/rfz58ys8PFyFCxdWnTp17B0PAAAASDcOdcnbmjVrNGrUKE2bNk3bt2/XkiVLtGzZMn3wwQf33Gb06NHy8fExH0FBjjnfLwAASL04a7xZAHBxclZQdv8kjxI+BfRa6WfsnPTBrly5ok6dOunLL7+0aff19dVHH31EAQC4j2+++UbNmjWTh4eHtm/fbl4kdOXKFY0aNcrO6QAAAJAuLBn0cAB2Gwng5+cnZ2dnnT171qb97NmzypMnT7LbDB48WB07dlSXLl0k3brpXWxsrLp166b33ntPTk5JaxqDBg1S3759zeXo6GgKAQAAPCbG7v7afB6UPUDz6ve3Y5qHt2bNGoWGhioiIkLff/+96tatq/z589s7FuAwPvzwQ02fPl0hISE2hbTatWvrww8/tGMyAAAAIP3ZbSSAq6urqlSpolWrVpltiYmJWrVqlWrWrJnsNteuXUvyRb+zs7MkyTCMZLdxc3OTt7e3zQMAADweDlw5aT4v7et4FwHcuHFDb7/9tho2bKiIiAhJktVq1V9//WXnZIBjOXDggOrVq5ek3cfHR5cvX874QAAAAEh3FoslQx6OwG4jASSpb9++Cg0NVdWqVVW9enVNnDhRsbGxCgsLkySFhIQof/78Gj16tCSpRYsWmjBhgipXrqwaNWro8OHDGjx4sFq0aGEWAwAAwOPFMAx9vHeJtpxPek+hs9cvmc/7lnsxI2M9sh07dqhDhw7at2+f2dagQQPNnTtXhQoVsmMywPHkyZNHhw8fVnBwsE37+vXrVaRIEfuEAgAAADKIXYsAbdu21fnz5zVkyBBFRkaqUqVKWrFihXmz4IiICJsr/99//31ZLBa9//77OnXqlPz9/dWiRQuNHDnSXi8BAADY2YEr/+jbExvu28ff3UeuznY97UmxhIQEjRkzRsOGDVNCQoKkWyMbR40apd69eyc7/SGA++vatat69eql2bNny2Kx6PTp09q0aZP69eunwYMH2zseAAAA0oGjXKWfEez+abhnz57q2bNnsuvWrFljs5wtWzYNHTpUQ4cOzYBkAADAEcQm3DCfuzm5yD2bq816D2dXdSreNKNjPZQTJ07o5Zdf1qZNm8y2SpUqacGCBSpbtqwdkwGObeDAgUpMTFSjRo107do11atXT25uburXr5/efPNNe8dDFvHaS/XUJ7SRAnN7a8/BU+o75mv98deJe/bv2b6Burapq6A8OXXhcqy+/XWHBk9eqrj4WwXg2k8UVZ+QxnqiTEHl9ffRS31m6oc1uzPq5QBwYF8u/Fzz5sxSVNR5lShZSgPfHazyFSok2/fw4UOaNvkT/b3vL50+fUr9BwxSh5BONn1iY2M09ZNJ+m3Vr7p48YJKlS6jdwa+q3Llk98ngMzH7kUAAACAR7H30nHz+UtF6qtbqaftF+YRubu769ChQ5IkJycnDRo0SEOGDJGrq+sDtgRwPxaLRe+995769++vw4cPKyYmRmXKlJG7u7tOnz6tfPny2TsiHNyLTZ/QmLdf0JsjF2nb3uPq2b6hlk7roYotR+j8pZgk/ds+VVUfvPW8ug/7XJt2HVXxQgH6dERHGZIGjF8iScru4aY9B09p/vebtGhCtwx+RQAc1YqfluujsaP1/tDhKl++oj4Pn6fXX+us739cody5cyfpf+P6dRUIKqAmzZ7SR2NGJ7vPYUPe1+FDhzTyv2Pl7x+gZT8u1WtdwrRk6XJzNg8gM2IkwB2MJwcAAFnG3aMCHFFgYKBmzpypYsWKaf369frwww8pAABpyNXVVWXKlFH16tXl5eWlv/76S0FBjnfTcGQ+b3V4UnOWbFT40s3afzRSb478UtdvxCu0Zc1k+/+nYmFt2nlUi1b8oYgzF7Vq8359teIPVS17554vv2zYp+HTftTS1Vz9DyDlwufNUasXX1LLF1qraLFien/ocLm7u+u7Jd8k279c+Qrq22+Amj/9TLLnnTdu3NCqlb+oz9v9VaVqNRUsVEiv93hTQQUL6esvF6b3ywEeCTcGvoORAAAAwGHMOfizNp7dJ0OG2XbhRrT5vKpfCXvEemjffPON6tevLz8/P7PthRde0NNPPy03Nzc7JgMApJRLNmdVLh2kcbN/MdsMw9BvWw6oeoXCyW6zedcxtXummqqWLaQ//jqh4Py51ax2WS1ctjWjYgPIgm7Gx+vvfX+pc9fXzDYnJyf95z+1tHvXjofap9WaIKvVmuTc1M3NTTt2bH+kvAAyDkUAAADgEI5fPavZB3++bx8PZ8e4av7SpUvq0aOHvvjiC7344ov66quvbK4goQAAAI7DL6eXsmVz1rmLV23az12IVsng5KfJWLTiD+XOmV2r5vSRRRa5uDhr5tfrbAoJAJBaly5fktVqTTLtT+7cuXXs2NGH2mf27F6qWKmyZk6fpsJFiih3bj/9tPxH7d61U0EFC6ZFbCD9OMZF+hmC6YAAAECmZhiG9l06oW3nD9i0O1ucbB7V/EqoUu6idkqZcitXrlT58uX1xRdfSJIWL16stWvX2jkVgPuJi4tTdHS0zcNItNo7FhxY3SrF1f/VZuo1epFqth+jtn1nqnmdshrY9Sl7RwOAJEaOHivDMNSkYT1Vq1xeCxeE66mnn5GTE18rAo6CkQAAACBTG7P7Ky07ucWmrV2RBupR5jk7JXo4165d04ABAzRlyhSzzdfXV1OnTlW9evXsmAzIunbvvv9c6gcOHLjv+ttGjx6t4cOH27Q5B1aTS97qD50NWUfUpRglJFgVkCuHTXtAbm9FXohOdpuhbzyjL5Zt1dxvN0mS/jp8Wp4ebpr6/ssa89nPMgwj2e0A4H5y+uaUs7OzLly4YNN+4cIFm+knUyuoYEHNnrdA165dU2xsjPz9A9T/7d4qUID76iBzc5T5+jMCRQAAAJCp/XsEgCQV9AqwQ5KHt23bNnXs2NHmC8fGjRtrzpw5KlCggB2TAVlbpUqVZLFYkv1C9XZ7Sj4cDho0SH379rVpC6g7IM1ywrHdTLBqx98n1bBGSf2w5lbhyWKxqGH1Epq+KPmRXh7urkpMtP29TExM/P9tJWoAAB6Gi6urSpcpqy2bN+nJRo0l3fq3ZcuWTWr3codH3r+np6c8PT0VfeWKNm1Yr959+z/yPgFkDIoAAAAg0zEMQ/MOrdTui0d1Kf7WHMsezm5qU7iuCmT3V+P8le2cMGVu3rypkSNH6sMPP5TVemvqEHd3d40dO1Y9evRgCDWQzo4dO5Ym+3Fzc0tyrw6Lk3Oa7BtZwycLftOnIzrqz30R+mPvcfVs31CeHm6a//1mSdJnH3TU6XNXNGTyUknS8rV79VaHhtp14B9t3XNcRYP8NeT1Z7V87R6zOJDdw1VFg/zNYwTnz60KJfLrUvQ1nYy8lPEvEoBD6BgapsHvDlDZsuVUrnwFLQifp+vXr6vlC60kSe8NekcBAYHq1edtSbduJnzkyJFbz2/G69y5s9r/99/y9PRUwUKFJEkb1q+TDEOFChfWyYgIffzRWAUXLqLn/3+fQGbFSIA7KAIAAIBMZ8+l45p1cIVNm69bdnUt9bSdEj2cH3/80WYKkWrVqmn+/PkqVaqUHVMBj49C///lBZDeFv+yXX45vTTk9WcUmDuHdh84ped7TDVvFhyUJ5fNlf///WyFDMPQ0DeeVb4AH0VditGytXs1bMoPZp8nyhTSL5/1MpfH9mstSQpfulndhi7IoFcGwNE81fxpXbp4UdOmfKKoqPMqWaq0ps34TLn/fzqgyDNn5GS5cyHKufPn1PbFlubyvDmzNW/ObFWtVl2z5oZLkmJiruqTiRN0NjJSPj6+atSkqd7s1UcuLi4Z+toAPDyL8ZhNNhgdHS0fHx9duXJF3t7e9o4DAECWFW9N0LGYyIfadnvUIU37+84XIS5OzupW8hm1K9ogjdJlDMMw1KpVK/3www8aPHiw3n33XT4sIUtzhHPt8uXLa/ny5QoKerR5jD0q90yjRADwaC5tm/LgTgCQAdwz2eXmxfr9lCHHOfxR8ww5zqPIZD8aAACQFdywxuuV1f/VuRuXH3lfnUs8pZeLNpSbc+b/8vzy5cvy9fU1ly0Wi2bOnKnjx4+rWrVq9gsGwHT8+HHdvHnT3jEAAACADMNEtAAAIM39fSkiTQoAkhScIzDTFwAMw9CCBQsUHBysH374wWadv78/BQAAAAAAyGAWiyVDHo6AkQAAACDNrY3cYz4v7p1f5XIGP9R+inrnVZ3AcmmUKn1cuHBB3bt31+LFiyVJXbp00d69e+Xv7/+ALQHYQ926deXh4WHvGAAAAECGoQgAAADS1NWb17X4+DpzuVZgGXUpmfnnSHwYP/30k1599VVFRt6590GTJk2Y9x/IxJYvX27vCAAAAMgADnKRfoagCAAAANLUlfgYm+V6ecrbKUn6iYmJUb9+/TRjxgyzLVeuXJo+fbratGljx2QA7uXQoUNavXq1zp07p8TERJt1Q4YMsVMqAAAAIP1RBAAAAGnqSnys+bx+nvIq4VPAjmnS3qZNm9SxY0cdOXLEbGvevLlmzZqlvHnz2jEZgHv59NNP9frrr8vPz0958uSxmbvVYrFQBAAAAMiCHGW+/oxAEQAAAKSpEzHnzOdX4q/ZMUnamz9/vsLCwsyriD09PTVhwgR169aNE0wgE/vwww81cuRIDRgwwN5RAAAAgAxHEQAAANzX5nN/a/3ZvyTDSFH/k7HnzeeVcxdNr1h20bBhQ+XIkUNXrlxRzZo1NX/+fBUrVszesQA8wKVLl5iqCwAA4DHDdVp3UAQAAAD3dDHuqgZumyWrkfjgzsnI6ZYjjRPZV1BQkKZNm6bjx4/rnXfeUbZsnEoBjqBNmzb65Zdf1L17d3tHAQAAADIcn1wBAEAShmEoJuGGTsScfegCgGc2N1X3L5nGyTLO8ePH9d5772natGny8fEx29u3b2/HVAAeRrFixTR48GBt3rxZ5cuXl4uLi836t956y07JAAAAkF6cnBgKcBtFAAAAYCPOelOvb/hEh6JP2bQ/mbeSOhZvlOL95PP0k2c2t7SOl+4Mw9DcuXPVq1cvXb16VS4uLpo7d669YwF4BDNnzpSXl5d+//13/f777zbrLBYLRQAAAABkaRQBAACAjV0XjyYpAEhS4Rx5VMw7vx0SZZxz586pW7du+v777822NWvW6OLFi8qVK5cdkwF4FMeOHbN3BAAAAGQw7glwB0UAAACykIiYc1p1eofirDcfeh+nrl0wnxfw9FP+7H7K55lbzxeqlRYRM62lS5eqa9euOnfunNnWqVMnTZo0Sd7e3nZMBiAtGf9/k3MLnwoBAADwmKAIAABAFjJo22xFxJ57cMcUah5UTSHFm6TZ/jKj6Oho9enTR7Nnzzbb/Pz89Omnn6ply5b2CwYgTc2fP1/jxo3ToUOHJEklSpRQ//791bFjRzsnAwAAQHrgoo87KAIAAJCFpGUBwNnipCp+JdJsf5nRunXrFBISouPHj5ttLVq00KeffqrAwED7BQOQpiZMmKDBgwerZ8+eql27tiRp/fr16t69u6KiotSnTx87JwQAAADSD0UAAAAc3O6LxzR8e7jO3bhsthXyCtTb5Vo/0n6DvPzl5+7ziOkyt927d5sFAC8vL02aNElhYWFcMQJkMZMnT9b//vc/hYSEmG3PPfecypYtq2HDhlEEAAAAyIL4WHcHRQAAABzcspNbbAoAkpTXM5cq+xWzTyAH8sYbb2jp0qW6fv265s2bp8KFC9s7EoB0cObMGdWqlfS+JrVq1dKZM2fskAgAAADIOBQBAADIhC7GXdXq0zt1IwU3+D145R/zeTHvfPJz91GXEk+lZzyHZLVa9dtvv6lJkzv3OLBYLFq0aJFy5MghZ2dnO6YDkJ6KFSumr776Su+++65N+6JFi1S8eHE7pQIAAEB6YoT3HRQBAADIhIb8OU+7Lh5N9XYjq4Ypn2fudEjk2I4cOaKQkBBt3LhRK1euVOPGjc11vr6+9gsGIEMMHz5cbdu21dq1a817AmzYsEGrVq3SV199Zed0AAAAQPpysncAAACQ1JGrqZ+eIo9HTgV65EyHNI7LMAzNnDlTFStW1MaNGyVJXbp0UXx8vJ2TAchIrVu31pYtW5Q7d2599913+u677+Tn56etW7fqhRdesHc8AAAApAOLxZIhD0fASAAAADKR3RePaezurxRz87okyc/NW33KtXrgdk4WJ1XOXUzOFur7t505c0ZdunTR8uXLzbYiRYpo/vz5cnV1tWMyAPZQpUoVff755/aOAQAAAGQ4igAAAGQii4+t1YmYs+ayv4ev6uWtYMdEjmnx4sXq3r27Lly4YLZ17dpV48ePV44cOeyYDEBGcnJyeuDVWRaLRQkJCRmUCAAAABnFQS7SzxAUAQAAyCTirDe1+swuczm/Z251Kdncjokcz+XLl/Xmm29qwYIFZltgYKA+++wzPfvss3ZMBsAevv3223uu27Rpkz755BMlJiZmYCIAAAAg41EEAAAgk/h47xKb5Zl1esvbNbud0jimrl27avHixeZyq1atNH36dPn7+9sxFQB7ef7555O0HThwQAMHDtQPP/ygV155RSNGjLBDMgAAAKQ3R5mvPyMwcTAAAJnEgSsnzecFPP3k5eJhxzSOafTo0fL09JS3t7fmz5+vxYsXUwAAIEk6ffq0unbtqvLlyyshIUE7d+7UvHnzVKhQIXtHAwAAANIVIwEAALAjwzA08a9vteXc3zp7/bLZ/r86b8mJm/w+UHx8vM1NfosVK6ZFixapQoUKKliwoB2TAcgsrly5olGjRmny5MmqVKmSVq1apbp169o7FgAAANIZAwHu4NsFAADs6FD0KS05vl6nrl1QgmGVJPm4Zpevq5edk2VuCQkJGjFihJ544gldu3bNZt2zzz5LAQCAJGns2LEqUqSIfvzxR33xxRfauHEjBQAAAAA8dhgJAACAHcXevGE+d3XKJl9XL4UUb2zHRJnfgQMHFBISoq1bt0qS3nnnHU2ZMsXOqQBkRgMHDpSHh4eKFSumefPmad68ecn2W7JkSbLtAAAAcFzcE+AOigAAANjR4uPrzOdtCtdT99LP2jFN5mYYhqZNm6b+/fvr+vXrkiRnZ2flzp1bhmFwggcgiZCQEP5tAAAAwGOPIgAAAHaUaCSaz/3cve2YJHM7deqUwsLCtHLlSrOtRIkSmj9/vmrUqGHHZAAys7lz59o7AgAAAOyEa0Hu4J4AAADY1Z2zkgZ5K9oxR+b1xRdfqFy5cjYFgB49emjHjh0UAAAAAAAAeABGAgAAkEk4WajN380wDHXq1Enz58832/Lly6c5c+aoadOmdkwGAAAAAMjsmBbyDooAAADYwenYCzp9/YIux8fYO0qmZbFYVKZMGXO5Xbt2mjp1qnLlymXHVAAAAAAAOBaKAAAAZLANZ//SwG2z7B3DIfTr108bN27Uyy+/rHbt2tk7DgAAAADAQTAQ4A6KAAAAZLA/zh9M0ubr6qUcLh52SJN5bN68Wdu2bdObb75ptjk7O+v777+3YyoAAAAAABwbRQAAADLQylN/avHxdeZy8wLVlMcjp+rnrSAXp8fzv+X4+Hh98MEHGjVqlCSpSpUqqlWrlp1TAQAAAAAcGfcEuOPx/LYBAAA7iL15Q6N3fWnT1qZwPRX3yW+nRPa3b98+dezYUdu3bzfbpkyZQhEAAAAAAIA0QhEAAIB/uWGN14mYc2m+34s3onUz0WouV/ErrqLeedP8OI4gMTFRn3zyiQYOHKi4uDhJUrZs2TR06FANHDjQzukAAAAAAI4usw4EmDp1qsaNG6fIyEhVrFhRkydPVvXq1e/Z//Lly3rvvfe0ZMkSXbx4UYUKFdLEiRP19NNPp/iYFAEAALjLxbiremXNfxVz83q6Huc//qU0rka3dD1GZhUREaFOnTpp9erVZlvp0qUVHh6uKlWq2DEZAAAAAADpZ9GiRerbt6+mT5+uGjVqaOLEiWrWrJkOHDiggICAJP3j4+PVpEkTBQQEaPHixcqfP79OnDghX1/fVB2XIgAAAHfZHnU43QsAklTUO1+6HyOzMQxD4eHhevPNNxUdHW229+7dW6NGjZKHx+N9Y2QAAAAAQNrJjPcEmDBhgrp27aqwsDBJ0vTp07Vs2TLNnj072VHxs2fP1sWLF7Vx40a5uLhIkoKDg1N9XIoAAIDHwq+ndmj92b0yDOO+/SKvXzSfV8hVWEVzpP2X9X7uPnqh0OM3531CQoI+/vhjswAQFBSkuXPn6sknn7RzMgAAAAAAHk5cXJw5ze1tbm5ucnNzs2mLj4/Xn3/+qUGDBpltTk5Oaty4sTZt2pTsvpcuXaqaNWuqR48e+v777+Xv76/27dtrwIABcnZ2TnFGigAAgCwv6ka0PtixQIm6fwHg3xrlq6xWwXXSKdXjx8XFReHh4apatapeeuklffLJJ6kewggAAAAAQEpk1ECA0aNHa/jw4TZtQ4cO1bBhw2zaoqKiZLVaFRgYaNMeGBio/fv3J7vvo0eP6rffftMrr7yi5cuX6/Dhw3rjjTd08+ZNDR06NMUZKQIAALK8i3HRqS4A5HLLoVoBZdIp0ePh6tWrOn/+vIoUKWK2lStXTn/99ZeKFi1qx2QAAAAAAKSNQYMGqW/fvjZt/x4F8LASExMVEBCgmTNnytnZWVWqVNGpU6c0btw4igAAANzt3PXL5vOm+auoW6mnH7hNLrcccnHiv8mHtX79eoWEhMjLy0vbtm2zOQGiAAAAAAAASG8ZdU+A5Kb+SY6fn5+cnZ119uxZm/azZ88qT548yW6TN29eubi42Ez9U7p0aUVGRio+Pl6urq4pyuiUol4AADiwM9fuzPN/wxqvQI+cD3xQAHg4cXFxGjhwoOrVq6djx45pz549GjFihL1jAQAAAABgV66urqpSpYpWrVpltiUmJmrVqlWqWbNmstvUrl1bhw8fVmJiotl28OBB5c2bN8UFAIkiAAAgi7twI1rzDq00lyvn5ir09LJnzx5Vr15dY8aMMW/AXLt2bXXu3NnOyQAAAAAAjxuLJWMeqdG3b199+umnmjdvnv7++2+9/vrrio2NVVhYmCQpJCTE5sbBr7/+ui5evKhevXrp4MGDWrZsmUaNGqUePXqk6rhc5ggAyNI+PfCTrtyMNZdzuHjaMU3WZLVaNWHCBL3//vuKj4+XdOsmwB988IH69etnM2wRAAAAAIDHVdu2bXX+/HkNGTJEkZGRqlSpklasWGHeLDgiIkJOTneu2w8KCtLPP/+sPn36qEKFCsqfP7969eqlAQMGpOq4FAEAAFmWYRg6FH3KXHZ1yqaqfiXsmCjrOXbsmEJDQ7Vu3TqzrXz58goPD1fFihXtmAwAAAAA8DjLqHsCpFbPnj3Vs2fPZNetWbMmSVvNmjW1efPmRzomRQAAQJYUZ72pNzZO1sEr/5ht3zQeIl9XLzumylouX76sJ554QpcvX5Z06wSrX79++uCDD1J0UyQAAAAAAJD+uCcAACBL2n3xqE0BIIeLh7yyedgxUdbj6+urN998U5IUHBysNWvWaOzYsRQAAAAAAAB2Z7FYMuThCBgJAADIMgzD0NrIPfr7coROX7tgs+69Su2VzYm56R+VYRg2JzmDBw+Wi4uLevXqJW9vbzsmAwAAAAAAyaEIAADIMvZcOqb3/5ybpL1LyeaqHVg24wNlIVeuXFGvXr1UokQJvfvuu2a7i4uLBg8ebMdkAAAAAAAk5SAX6WcIigAAgCwjIuZckjZni5Oq+hW3Q5qsY82aNQoNDVVERISyZcum5s2bq3LlyvaOBQAAAAAAUoAiAAAgS9hybr/G7P7KXG5XpIFqBZRRkJe//Nx97JjMcd24cUPvvfeeJkyYYLZ5eHgoIiKCIgAAAAAAIFNzlPn6MwJFAABAlvD9iY02y+VzBquyXzE7pXF8O3bsUIcOHbRv3z6zrUGDBpo7d64KFSpkx2QAAAAAACA1nOwdAACARxV57aLWnd1rLjfJ/4RqBpaxYyLHlZCQoJEjR6p69epmAcDNzU3jx4/XqlWrKAAAAAAAAByCxZIxD0fASAAAgENLNBLVa/P/bNr6lGstFyf+i0ut06dP68UXX9SmTZvMtkqVKik8PFzlypWzYzIAAAAAAPCwGAkAAHBocdabOn3tgrlcNEdeeWVzt2Mix5UzZ05dunRJkuTk5KR3331XW7ZsoQAAAAAAAHA4FoslQx6OgMskAQAO50TMWX2w43OdvnZBxr/W/a/2Ww7zn3Bm4+HhofDwcHXs2FGzZs1SrVq17B0JAAAAAICHwlcDd1AEAAA4nGURW3Xgyj9J2uvnKS+PbG52SOSYvv76a1WoUEElS5Y026pWraq9e/fK2dnZjskAAAAAAEBaeaQiwI0bN+TuzpQLAID0l5Bo1dbzBxR144r+vhxhtge4+8rV2UU5Xb30SrFGdkzoOC5duqSePXtq4cKFql69ujZs2KBs2e6cElAAAAAAAAA4OieGAphSXQRITEzUyJEjNX36dJ09e1YHDx5UkSJFNHjwYAUHB6tz587pkRMA8JhbeGS1Pj2wPEn7qGqvqqRPATskcky//vqrOnXqpFOnTkmStm7dqm+//VZt2rSxczIAAAAAAJAeUn1j4A8//FBz587V2LFj5erqaraXK1dOn332WZqGAwDgtgNXTiZpy57NXUHZ/e2QxvFcu3ZNb731lpo0aWIWAHx9ffX555/rxRdftHM6AAAAAADSlsWSMQ9HkOqRAPPnz9fMmTPVqFEjde/e3WyvWLGi9u/fn6bhAACQpB0XDmtt5B5zuUeZ5+Tt4qkqfsXlyT0AHmjbtm3q2LGjDhw4YLY1btxYc+bMUYECjKIAAAAAACArS3UR4NSpUypWrFiS9sTERN28eTNNQgEAcLd5h1aaz51k0TMFqiuHq6cdEzmGmzdvauTIkfrwww9ltVolSe7u7ho7dqx69OghJ6dUDwgEAAAAAMAhWBzlMv0MkOpP/2XKlNG6deuStC9evFiVK1dOk1AAANztVGyU+TykeBMKACn0559/asSIEWYBoFq1atqxY4fefPNNCgAAAAAAADwmUj0SYMiQIQoNDdWpU6eUmJioJUuW6MCBA5o/f75+/PHH9MgIAHiMxd68ocjrlyRJFlnUueRTdk7kOP7zn/+oT58+mjRpkgYPHqx3331XLi4u9o4FAAAAAEC6c2IggCnVlwE+//zz+uGHH/Trr78qe/bsGjJkiP7++2/98MMPatKkSXpkBAA8xo5cPWM+N2TYMUnmFxkZqcTERJu2kSNHauvWrRo6dCgFAAAAAAAAHkOpHgkgSXXr1tXKlSsf3BEAgAf4IWKzlkVskdVITHb9tYQ483mTfE9kVCyHYhiGFi5cqB49emj48OHq1auXuc7d3V1PPMH7BgAAAAB4vHBPgDtSXQQoUqSItm3bpty5c9u0X758WU888YSOHj2aZuEAAFnb9YQ4Tdy7RPGJCSnqn9czVzoncjwXLlxQ9+7dtXjxYknSwIED1bRpU5UuXdrOyQAAAAAAQGaQ6iLA8ePHzRsM3i0uLk6nTp1Kk1AAgKzPMAztunjUpgDgbLn3LHUFsvupaYEqGRHNYSxfvlydO3dWZGSk2da6dWvlzZvXjqkAAAAAALA/BgLckeIiwNKlS83nP//8s3x8fMxlq9WqVatWKTg4ONUBpk6dqnHjxikyMlIVK1bU5MmTVb169Xv2v3z5st577z0tWbJEFy9eVKFChTRx4kQ9/fTTqT42AMB+Jv71rZYcX28u1w4sq/9W62zHRI4jJiZG/fr104wZM8y2XLlyafr06WrTpo0dkwEAAAAAgMwmxUWAli1bSro1l1JoaKjNOhcXFwUHB2v8+PGpOviiRYvUt29fTZ8+XTVq1NDEiRPVrFkzHThwQAEBAUn6x8fHq0mTJgoICNDixYuVP39+nThxQr6+vqk6LgDA/raeP2CzXDB70n/3kdTGjRsVEhKiI0eOmG3NmzfXrFmzGAEAAAAAAMD/s4ihALeluAiQmHjrho2FCxfWtm3b5Ofn98gHnzBhgrp27aqwsDBJ0vTp07Vs2TLNnj1bAwcOTNJ/9uzZunjxojZu3CgXFxdJeqjRBwCAjLf2zG79cHKLrIm3ppQ7f/2yua5PuVZqlr+qnZI5ju+++06tW7c2/0/29PTUhAkT1K1bN254BAAAAAAAknXvyZfv4dixY2lSAIiPj9eff/6pxo0b3wnj5KTGjRtr06ZNyW6zdOlS1axZUz169FBgYKDKlSunUaNGJXuPAgBA5nEzMUEjd32hzef+1raog9oWdVBxiTclSbnccqhVcB1ld3G3c8rMr1GjRipUqJAkqWbNmtq1a5dee+01CgAAAAAAAPyLkyVjHo4g1TcGlqTY2Fj9/vvvioiIUHx8vM26t956K0X7iIqKktVqVWBgoE17YGCg9u/fn+w2R48e1W+//aZXXnlFy5cv1+HDh/XGG2/o5s2bGjp0aLLbxMXFKS4uzlyOjo5OUT4AwMO5Gn9Np69ftGm7nhCnawlxSfpmszirdXDdjIrm8HLkyKF58+Zp3bp1euedd5Qt20P9Nw4AAAAAAB4jqf72YMeOHXr66ad17do1xcbGKleuXIqKipKnp6cCAgJSXAR4GImJiQoICNDMmTPl7OysKlWq6NSpUxo3btw9iwCjR4/W8OHD0y0TAOCOw9Gn1H39J+ZV/sl5Indxja52axo4Z4uz3JxdMiqeQzl+/LjefPNNTZ482Wbqu7p166puXQonAAAAAADcD6Pm70j1dEB9+vRRixYtdOnSJXl4eGjz5s06ceKEqlSpoo8++ijF+/Hz85Ozs7POnj1r03727FnlyZMn2W3y5s2rEiVKyNnZ2WwrXbq0IiMjk4xIuG3QoEG6cuWK+Th58mSKMwIAUmfzuf33LQBIUpCXvzyzucszmzsFgGQYhqE5c+aoQoUK+vHHH9WpUyfzHgAAAAAAAACpleqRADt37tSMGTPk5OQkZ2dnxcXFqUiRIho7dqxCQ0PVqlWrFO3H1dVVVapU0apVq9SyZUtJt670X7VqlXr27JnsNrVr19bChQuVmJgoJ6db9YuDBw8qb968cnV1TXYbNzc3ubm5pfZlAgBS6aeT2zRj/zJz+T/+pZTXM7dNn5xuXmpZqFZGR3MY586dU7du3fT999+bbcePH9fJkyfNewEAAAAAAIAHYyDAHakuAri4uJhfwAcEBCgiIkKlS5eWj49Pqq+y79u3r0JDQ1W1alVVr15dEydOVGxsrMLCbk0TERISovz582v06NGSpNdff11TpkxRr1699Oabb+rQoUMaNWpUuk5BBAB4sH9iz2vUri9s2l4IrqNagWXslMjxfP/99+ratavOnz9vtnXq1EmTJk2St7e3HZMBAAAAAABHluoiQOXKlbVt2zYVL15c9evX15AhQxQVFaXw8HCVK1cuVftq27atzp8/ryFDhigyMlKVKlXSihUrzJsFR0REmAUHSQoKCtLPP/+sPn36qEKFCsqfP7969eqlAQMGpPZlAMBj7/z1y7ppWNNkX/sv/2OznN8ztyrlLpom+87qoqOj1adPH82ePdts8/Pz06effmqOlAMAAAAAAKnjxFAAk8UwDCM1G/zxxx+6evWqGjZsqHPnzikkJEQbN25U8eLFNWvWLFWqVCmdoqaN6Oho+fj46MqVK1xZCeCxNXT7fP12eme67LtRvsoaXPkVOVtSfduZx86GDRvUoUMHHT9+3Gxr0aKFPv30U7MgDgCO5HE61/aonPwUpgCQ0S5tm2LvCAAgSXJP9eXm6avVrD8z5DhLOlfJkOM8ilT/aKpWrWo+DwgI0IoVK9I0EAAgfcVZ49OtACBJ5XMGUwBIoejoaLMA4OXlpUmTJiksLEwWrlYAAAAAAOCR8NH6jjSrz2zfvl1DhgzRjz/+mFa7BACkg3hrgvk8p6uXqvgVT7N9B2X3V/Og6mm2v6yuefPmeu2117Rv3z7NmzdPhQsXtnckAAAAAACQxaSqCPDzzz9r5cqVcnV1VZcuXVSkSBHt379fAwcO1A8//KBmzZqlV04AQBpZE7nbfF7IK1BDn+hoxzSPD6vVqsWLF+ull16yudJ/4sSJcnFxkbOzsx3TAQAAAACQtTDK/o4UFwFmzZqlrl27KleuXLp06ZI+++wzTZgwQW+++abatm2rvXv3qnTp0umZFQCQDMMwFJNwI8X9z1y7aD73cnFPj0j4lyNHjpj30Ll69aq6dOlirnN352cAAAAAAADST4qLAJMmTdKYMWPUv39/ffPNN2rTpo2mTZumPXv2qECBAumZEQBwD9cT4tR9wyc6evXMQ23fomDNNE6EuxmGoU8//VR9+/ZVbGysJOntt99WmzZt5OPjY+d0AAAAAABkXQwEuCPFd248cuSI2rRpI0lq1aqVsmXLpnHjxlEAAAA72n7h8EMXACQpt1uONEyDu0VGRqpFixZ67bXXzAJAkSJFtHz5cgoAAAAAAAAgw6R4JMD169fl6ekp6dZ8Sm5ubsqbN2+6BQOAx9nVm9f108mtuhh39b79TsaeN58HZfdXPs/cKT7GE37FVMKHQm56WLx4sbp3764LFy6YbV27dtWECRPk5eVlx2QAAAAAADwenBgKYErVjYE/++wz88uLhIQEzZ07V35+fjZ93nrrrbRLBwCPqdkHVmjx8XWp2qZFwf/o5aIN0ykRUuLy5ct68803tWDBArMtMDBQs2bN0jPPPGPHZAAAAAAA4HGV4iJAwYIF9emnn5rLefLkUXh4uE0fi8VCEQAA0kBE7LlU9Xe2OKmKX/F0SoOUGjJkiE0BoHXr1po+fXqSgjkAAAAAAEhfjAO4I8VFgOPHj6djDAB4fMXevKG+W6Zr3+WIZNf/t1pneTq73XcfBb0ClNvdOz3iIRWGDRumb775RjExMZoyZYo6dOggC8MPAQAAAACAHaVqOiAAQNrbcn7/PQsA7s6uquZXUq7O/HOdGcXExNjM8Z8rVy598803ypcvnwoWLGjHZAAAAAAAPN64KO8OvlUCgAy0++JR7bl43Kbt4JV/zOd5PHIqp1sOSVI2i7OeK1STAkAmlJCQoFGjRmnatGnasWOH8ubNa677z3/+Y8dkAAAAAAAAtvhmCQAyyLGrkeqxccp9+7Qv+qReCK6dQYnwMA4ePKiOHTtq69atkqTOnTtr2bJlXGEAAAAAAEAm4sTHdJOTvQMAwOPi6NUz911vkUUVchXOoDRILcMwNHXqVFWqVMksADg7O6tq1aqyWq12TgcAAAAAAJA8RgIAQBq6Gn9N7/85T4ei/0my7mbinS+Knw6qrtoBZWzWF/PJr3yeudM9I1Lv1KlTCgsL08qVK8224sWLKzw8XDVq1LBjMgAAAAAAkBxG7N/xUEWAI0eOaM6cOTpy5IgmTZqkgIAA/fTTTypYsKDKli2b1hkBwGGsPbtX2y8cemC/CrmKqF7eChmQCI/qiy++0BtvvKHLly+bbT169NCYMWOUPXt2+wUDAAAAAABIgVQXAX7//Xc1b95ctWvX1tq1azVy5EgFBARo165dmjVrlhYvXpweOQEg07qZmKDN5/brUtxVbb9w2GzP5ZZDntnck/Qv7p1PDfJQAHAEPXr00LRp08zlfPnyac6cOWratKkdUwEAAAAAgAdhIMAdqS4CDBw4UB9++KH69u2rHDlymO1PPvmkpky5/w0vASAr+nT/T/ri6Ook7T1KP6emBarYIRHSypNPPmkWAdq1a6epU6cqV65cdk4FAAAAAACQcqkuAuzZs0cLFy5M0h4QEKCoqKg0CQUAjuTAlZPJtpfyDcrgJEhrrVu3Vs+ePVW7dm21a9fO3nEAAAAAAEAKcU+AO1JdBPD19dWZM2dUuHBhm/YdO3Yof/78aRYMABzR2+VflIvFWWVyFlJBrwB7x0EqbNmyRUuWLNGYMWNs2idPnmynRAAAAAAAAI8u1UWAdu3aacCAAfr6669lsViUmJioDRs2qF+/fgoJCUmPjADgMJoXqCo3Z1d7x0Aq3Lx5UyNGjNCoUaOUmJioSpUq6eWXX7Z3LAB47CxdujTFfZ977rl0TAIAAICswImBAKZUFwFGjRqlHj16KCgoSFarVWXKlJHValX79u31/vvvp0dGALArwzC059IxXbhxNdn1l+JjMjgR0sq+ffvUsWNHbd++3WybP3++2rVrx7BBAMhgLVu2TFE/i8Uiq9WavmEAAACALCTVRQBXV1d9+umnGjx4sPbu3auYmBhVrlxZxYsXT498AGB3C46s0sz9y+0dA2koMTFRkyZN0qBBgxQXFydJypYtm4YOHaqBAwdSAAAAO0hMTLR3BAAAAGQhfLa/I9VFgPXr16tOnToqWLCgChYsmB6ZACBT2X3xWIr6FcjuL1cnl3ROg0cVERGhTp06afXq1WZb6dKlFR4eripVqtgxGQAAAAAAQNpLdRHgySefVP78+fXyyy+rQ4cOKlOmTHrkAgC7+uWfP/XtiQ1KSLTqZOx5s71ziafknsyc/9mcnFUvT3mqzJmYYRgKDw/Xm2++qejoaLO9d+/eGjVqlDw8POyYDgDwb7Gxsfr9998VERGh+Ph4m3VvvfWWnVIBAADAUfANzR2pLgKcPn1aX375pb744gv997//VYUKFfTKK6/o5ZdfVoECBdIjIwBkqIREq8bvXaxrCXE27RZZ9FKRevLM5m6nZHhU33zzjVkACAoK0ty5c/Xkk0/aORUA4N927Nihp59+WteuXVNsbKxy5cqlqKgoeXp6KiAggCIAAAAAkApOqd3Az89PPXv21IYNG3TkyBG1adNG8+bNU3BwMF+kAHA4J2LO6o+og0kedxcAnC1OcnXKprZF6lMAcGAWi0UzZ86Uv7+/OnbsqN27d/P/FgBkUn369FGLFi106dIleXh4aPPmzTpx4oSqVKmijz76yN7xAAAA4ACcLJYMeTiCVI8EuFvhwoU1cOBAVaxYUYMHD9bvv/+eVrkAIN39GLFZY3Z/dd8+lXIV1eRaPTIoEdJSTEyMDh06pMqVK5ttgYGB2r17t/LkyWPHZACAB9m5c6dmzJghJycnOTs7Ky4uTkWKFNHYsWMVGhqqVq1a2TsiAAAA4DBSPRLgtg0bNuiNN95Q3rx51b59e5UrV07Lli1Ly2wAkK62nj/wwD6FvAIyIAnS2vr161WxYkU1b95cUVFRNusoAABA5ufi4iInp1sfVQICAhQRESFJ8vHx0cmTJ+0ZDQAAAA7CYsmYhyNI9UiAQYMG6csvv9Tp06fVpEkTTZo0Sc8//7w8PT3TIx8APLTVp3dp+T9bZU20Jrv+cPRp83mr4Dry+tdUP76uXnqqQNV0zYi0FRcXp6FDh2rs2LEyDEPSrSklwsPD7ZwMAJAalStX1rZt21S8eHHVr19fQ4YMUVRUlMLDw1WuXDl7xwMAAAAcSqqLAGvXrlX//v310ksvyc/PLz0yAcAji7PGa/SuL3TdGp+i/iHFGiu3u3c6p0J62rNnjzp06KDdu3ebbbVr19awYcPsFwoA8FBGjRqlq1evSpJGjhypkJAQvf766ypevLhmz55t53QAAABwBBZHuUw/A6S6CLBhw4b0yAEAaSY6PlaHok+nuADQJN8TFAAcmNVq1YQJE/T+++8rPv7Wz9zFxUUjRoxQ//795ezsbOeEAIDUqlr1zki8gIAArVixwo5pAAAAAMeWoiLA0qVL1bx5c7m4uGjp0qX37fvcc8+lSTAAeBh/XTqhtzZNVXxigtlW3b+kPqgSmmx/iyzyyOaWUfGQxo4dO6bQ0FCtW7fObCtXrpzCw8NVqVIl+wUDAAAAAAB2xUCAO1JUBGjZsqUiIyMVEBCgli1b3rOfxWKR1Zr83NsAkBE2n/vbpgAgSUHZ/eX5r/n+4fji4+NVt25dnTp1StKt/4P69eunDz74QG5uFHYAwJEVLlz4vsO3jx49moFpAAAAAMeWoiJAYmJiss8BwJ5OxJzV10fX6urN62bbkatnzOe1A8uqlE+QWgbXskc8pDNXV1eNHDlSnTp1UnBwsObNm6d69erZOxYAIA307t3bZvnmzZvasWOHVqxYof79+9snFAAAAByKE0MBTKm+J8D8+fPVtm3bJFdZxsfH68svv1RISEiahQOA+5n81/facn7/Pde3KVxPVfyKZ2AipDer1Wozx39ISIhiY2PVoUMHeXtzXwcAyCp69eqVbPvUqVP1xx9/ZHAaAAAAIO1MnTpV48aNU2RkpCpWrKjJkyerevXqyfadO3euwsLCbNrc3Nx048aNVB3TKbUhw8LCdOXKlSTtV69eTRIIANJSzM3rOn3tgvk4c+3iPfsW8gpQuZzBGRcO6erKlSvq1KmTunXrZtNusVj0xhtvUAAAgMdE8+bN9c0339g7BgAAAByAxZIxj9RYtGiR+vbtq6FDh2r79u2qWLGimjVrpnPnzt1zG29vb505c8Z8nDhxItXvRapHAhiGkez8nP/88498fHxSHQAAUmL16Z36cOfCJPP9S5KrUzYtbDjIps3f3UdOllTXOZEJrVmzRqGhoYqIiJB06wb0zz//vJ1TAQDsYfHixcqVK5e9YwAAAAAPZcKECeratat5Mf306dO1bNkyzZ49WwMHDkx2G4vFojx58jzScVNcBKhcubIsFossFosaNWqkbNnubGq1WnXs2DE99dRTjxQGAO5l1ekdyRYAJCnQI6cCPXJmcCKktxs3bui9997ThAkTzLYcOXKkesgbAMDx3P7scZthGIqMjNT58+c1bdo0OyYDAACAo0juQnZ7io+P159//qlBg+5cyOrk5KTGjRtr06ZN99wuJiZGhQoVUmJiop544gmNGjVKZcuWTdWxU1wEaNmypSRp586datasmby8vMx1rq6uCg4OVuvWrVN1cABIzsEr/2jFP9sUb73zpf+BK/+Yz+sGlpObs4skyc3ZRc8VrJnhGZG+duzYoQ4dOmjfvn1mW/369TV37lwFBwfbLxgAIEM8//zzNh/anJyc5O/vrwYNGqhUqVJ2TAYAAADYiouLU1xcnE2bm5tbknvqRkVFyWq1KjAw0KY9MDBQ+/cnf8/LkiVLavbs2apQoYKuXLmijz76SLVq1dJff/2lAgUKpDhjiosAQ4cOlSQFBwerbdu2cnd3T/FBACA13v9z7n3n++9f4SXldPO653o4roSEBI0ZM0bDhg1TQsKtIpCbm5tGjRql3r17y8mJKZ4A4HEwbNgwe0d4oLJcAAUgk/j570h7RwAASdLz5R9typq0llHfIIwePVrDhw+3aRs6dGianNPWrFlTNWveufi1Vq1aKl26tGbMmKEPPvggxftJ9T0BQkNDU7sJgMdEnPXmPafsSY37FQAq5SoqX9fsj3wMZD4XL17UM888o82bN5ttlSpVUnh4uMqVK2fHZACAjObs7KwzZ84oICDApv3ChQsKCAiQ1Wq1UzIAAAA4ioyaDmjQoEHq27evTdu/RwFIkp+fn5ydnXX27Fmb9rNnz6Z4zn8XFxdVrlxZhw8fTlXGFBUBcuXKpYMHD8rPz085c+a87xt48eK9v7wDkHX9GLFZH+9dkiZFgNuK5MijwZVfMZedLc4q5BWQ6eZ0Q9rw9fU1p5pzcnLSwIEDNXToULm6uto5GQAgoxmGkWx7XFwc/y8AAAAgU0lu6p/kuLq6qkqVKlq1apU59X5iYqJWrVqlnj17puhYVqtVe/bs0dNPP52qjCkqAnz88cfKkSOH+Zwv4AD829KIzWlaAJCkfJ5+KuadP033iczLyclJs2fPVqtWrTRp0iTVqlXL3pEAABnsk08+kXTrqq3PPvvM5j5kVqtVa9eu5Z4AAAAASBGnTPgVdt++fRUaGqqqVauqevXqmjhxomJjYxUWFiZJCgkJUf78+TV69GhJ0ogRI/Sf//xHxYoV0+XLlzVu3DidOHFCXbp0SdVxU1QEuHsKoE6dOqXqAACyjoNX/tHayD1KSEw6BD/yril8avg/+odzb1dPdSzW+JH3g8zr66+/VkBAgOrXr2+2BQUFaevWrRSbAeAx9fHHH0u6NRJg+vTpcnZ2Nte5uroqODhY06dPt1c8AAAA4JG0bdtW58+f15AhQxQZGalKlSppxYoV5s2CIyIibO6HeOnSJXXt2lWRkZHKmTOnqlSpoo0bN6pMmTKpOq7FuNdY23vYvn27XFxcVL58eUnS999/rzlz5qhMmTIaNmxYph+eGx0dLR8fH125ckXe3t72jgM4jDjrTb3w6zBdvXn9vv1cnbJp1dNjMygVHNGlS5fUs2dPLVy4UEFBQdqzZ498fHzsHQsAkAbS6ly7YcOGWrJkiXLmzJmG6dJW1Q9X2zsCAEiSBj9f2t4RAEBS5rsxcN+l+zPkOBOey/wjVVN9k+TXXntNBw8elCQdPXpUbdu2laenp77++mu98847aR4QQOZwJT72gQUAKW1GASDr+vXXX1W+fHktXLhQknTy5El9/vnndk4FAMhsVq9enakLAAAAAIAjSdF0QHc7ePCgKlWqJOnWVA7169fXwoULtWHDBrVr104TJ05M44gAMtLJmPMauG2WImLP3bNPxVxF1LnEU0naXZ1dVNo3KD3jwUFdu3ZNAwcO1OTJk802Hx8fTZ06Ve3bt7djMgBAZtS6dWtV/7/27j0+5/r/4/jzunaezRBmY8z5kMOwCCGH0EEiEXIYqYhkEXImFkUSkZBzpOKrlGIoJIQ5mzOR82GzYafr+v3Rr4+uNjJsn13zuLt9brfr8/6cntd8Wpfr9Xm/39WqqV+/fg7tY8eO1ZYtW7R48WKTkgEAAMBZMNTwTekuAtjtdtlsNkl/PdH5zDPPSPprHOcLFy7c33QAMt2qP7fdtgAgScE+/qqct0QmJYKz27Jli9q3b6/o6GijrUGDBvr8888VFETRCACQ2i+//KJhw4alan/yySc1bty4zA8EAAAAOLF0FwFCQ0P17rvvqmHDhvr55581ZcoUSdLRo0eNCQwAZH3bLhzUvit/pGrffvGQ8bqIT355u3o6bM/n6afWxR7P6HjIBpKSkjRq1Ci9++67Skn5azJpT09PjR07Vq+//rrDRDcAAPxTXFxcmnONubm5KTY21oREAAAAcDZWOgIY0l0EmDBhgtq1a6elS5dq4MCBKlHir6eBv/rqK9WsWfO+BwRw/+27ckK9fpvyn/uFl39eVfKWzIREyI7++OMPvf/++0YBIDQ0VHPnzlWZMswbAQC4vQoVKmjRokUaMmSIQ/vChQtVrlw5k1IBAAAAzindRYCKFStq165dqdrff/99ubi43Jd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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 19:59:54,773 INFO: === Dataset: b ===\n", "2025-04-25 19:59:56,134 INFO:Total samples: 3181\n", "2025-04-25 20:00:02,237 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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SpKSGJOP11183zp49a5w5c8bYunWrUb9+fUOSMX78eMMwDKNXr16GJGPnzp3JOmbckuO1a9caZ8+eNf79919j0aJFRp48eQwPDw/jv//+M7d96qmnjEceecSIiYkxx1avXm1IMmbMmJHo8R+mHFD8mJYuXWr4+voabm5u5nJpwzCMiRMnGpKMr7/+OsnjXbhwwZBktGjRwjAMw5g0adJ997mfF1980ZBkXLx4MVnbJ1VOpkOHDkZgYKD5/PDhw4Ykw9vb2zhz5ozdtjNmzDAkGXv27LEbL1mypFGvXj3z+fDhw43s2bMb4eHhdtv169fPcHZ2No4dO5ZknGfOnDFcXV2NRo0a2f2ep0yZYkgy5syZY/eekvPnPylJlQN6/fXXjfz58xvnzp2zG2/Tpo3h4+NjXL9+3TCM5P29cqT8TVRUlOHn52eUK1fOrvzSzJkzDUl2v7/o6OgEJZouXrxo+Pv7G6+99po5dq8//3HvI74vvvjCkGRs3LjRHPPx8UlQaiC+2NhYo3jx4kbjxo3tSltdv37dKFy4sNGwYUNz7EHKAcX/98Uwbv+Oy5UrZ/j5+RlRUVHJOg4AAHG4Nr+39HZtfvnyZUOS8cILLyRr+127dhmSjDfeeMNuvHfv3oYk48cffzTHAgMDE1z3nDlzxnBzc7Mrqxl3fXx3KZy7r6PjDB482O7P2Mcff2xIMs6ePZtk3HHniF8yJ+565/z58+bYH3/8YTg5ORlBQUEJzhf/GtAwbt8v5MmTJ8lzxn8f2bNnNwzDMFq1amXUr1/fMAzDiImJMfLly2cMHTo00c/g5s2bdr/7uPfh5uZmDBs2zBy7VzmguL8z06dPT/S1u+9fvv/+e0OSMWLECLNMVGIljO62fPlyc7/4WrVqZdhsNuPAgQPmmCTD1dXVbuyPP/4wJBmTJ0++53ni/l0oWLCgERERYY5/+eWXhiRj0qRJ940VQMbGSgAApvLly8vLy0sbN26UdHtW0SOPPKKgoCDt2LFD169fl2EY2rRpk1l+5l68vLzUrl0787mrq6sqV66sQ4cOmWM5c+bUf//9p+3btz90/LNnz5avr6/8/PxUpUoV/fLLLwoJCTGXF8fNosqRI4dDx23QoIF8fX0VEBCgNm3ayMvLS19//bUKFixobtOuXTv9999/5mcn3Z6d4urqas5CT0nxY2rVqpWyZ8+uFStW2C2XvnLliqR7v9+41+I+mwf9jOJLiWPcS8uWLRPM0G7RooWyZcumxYsXm2N79+7Vvn371Lp1a3NsyZIlqlmzpnLlyqVz586ZjwYNGigmJsbu93e3tWvXKioqSj179pST053/fXbq1Ene3t5auXKl3fbJ+fPvCMMw9NVXX6lZs2YyDMMu/saNG+vy5cvmsveU/HslSb/99pvOnDmjzp072zUZ7Nixo3x8fOy2dXZ2NreJjY3VhQsXFB0drUqVKiW6LD8xHh4e5s83b97UuXPn9PTTT0uS3TFy5syprVu3JrnEeteuXeYy8fPnz5uf17Vr11S/fn1t3Lgx2WWgEpMtWzZzlYZ0+3f81ltv6cyZM/r9998f+LgAAEhcmyclvVybOxr/qlWrJCnB7O53331XkhJcS5YsWdLu9+rr66vHH3/8ga8lE5MzZ05J0jfffJPsa6KTJ09q165d6tixo3Lnzm2OP/nkk2rYsKH5PuPr3Lmz3fOaNWvq/Pnz5meYHG3bttWGDRt06tQp/fjjjzp16lSipYCk2+VH467XY2JidP78ebPUUXKvR+OOExwcnKxtGzVqpLfeekvDhg1TixYt5O7urhkzZtx3v1WrVsnZ2Vndu3e3G3/33XdlGEaCVcQNGjRQ0aJFzedPPvmkvL29k/3nIigoyO7PbKtWrZQ/f/5Ef28AMheSAABMzs7Oqlq1qrm8+Oeff1bNmjVVo0YNxcTEaMuWLdq3b58uXLiQrBuNRx55JEHNyVy5cunixYvm8759+8rLy0uVK1dW8eLF1bVr1/suP03KCy+8oDVr1mjt2rXaunWrzp07p/Hjx5sXgN7e3pLufDmeXFOnTtWaNWu0fv167du3T4cOHVLjxo3ttmnTpo2cnZ3NZcc3b97U119/rSZNmtiV6EkpcTEtXbpUzz77rM6dOyc3Nze7beIu7u71fu9OFDzoZxRfShzjXgoXLpxgLG/evKpfv75dSaDFixcrW7ZsZokZSfrnn3+0evVq+fr62j0aNGggSTpz5kyS5z169Kgk6fHHH7cbd3V1VZEiRczX4yTnz78jzp49q0uXLmnmzJkJ4o+7OYmLPyX/Xkl33nvx4sXtxl1cXFSkSJEE28+fP19PPvmk3N3dlSdPHvn6+mrlypW6fPlyss534cIF9ejRQ/7+/vLw8JCvr6/5e49/jLFjx2rv3r0KCAhQ5cqVNWTIELsboH/++UfS7Tqtd39mn332mSIjI5MdU2IKFCig7Nmz24099thjkpSsfgIAANwL1+aJSy/X5o7Gf/ToUTk5OalYsWJ24/ny5VPOnDkTXEsmVrLoYa4lE9O6dWtVr15db7zxhvz9/dWmTRt9+eWX90wIJHVNLN0usRM34SK+u99L3O/Akffy7LPPKkeOHFq8eLE+//xzPfXUUwk+yzixsbH6+OOPVbx4cbm5uSlv3rzy9fXV7t27Hbr2K1iwoN0EmPv56KOPlDt3bu3atUuffPKJ/Pz87rvP0aNHVaBAgQTJpBIlSpivx/ewfy7uvp632WwqVqwY165AFkASAICdGjVqaPv27bp586Z5o5EzZ06VLl1aP//8s3kTkpwbjaRqyhvxanqXKFFC+/fv16JFi1SjRg199dVXqlGjhgYPHuxw7I888ogaNGig+vXrq3Llygm+nHviiSckSXv27HHouJUrV1aDBg1Up04dlShRwm4WeJy4hqRfffWVbt26pW+//VZXrlwxa5KmtLiYWrZsqRUrVqh06dJq27atrl69am4Td+G4e/fuJI8T91rJkiUlPfhnFJ+jx0is+bAks57m3eLPEo+vTZs2Cg8PN+vOf/nll6pfv77y5s1rbhMbG6uGDRtqzZo1iT4Sa2T8oJLz598RcTdj7dq1SzL+uFrAKfn3ylELFixQx44dVbRoUc2ePVurV6/WmjVrVK9evWTPMHv55Zc1a9Ysde7cWcuWLdMPP/xgNjyLf4yXX35Zhw4dMmutjhs3TqVKlTJnTMVtO27cuCQ/My8vrxT+BAAASDlcmyeUXq7Nvb29VaBAAe3du9eh/ZK69r3bw1xLJvf62sPDQxs3btTatWvVvn177d69W61bt1bDhg2TvBZ/EClxXezm5qYWLVpo/vz5+vrrr5NcBSBJo0aNUkhIiGrVqqUFCxbo+++/15o1a1SqVCmHVoEmdd+RlJ07d5qTch7mfupeUvoeA0DWQRIAgJ2aNWsqKipKX3zxhY4fP27eUNSqVcu80Xjsscfk7++fYufMnj27Wrdurblz5+rYsWNq2rSpRo4cqZs3b6bYOSSpSZMmcnZ21oIFC1L0uHFeffVVXbhwQd99950WLlwob29vNWvWLFXOFZ+zs7NGjx6tEydOaMqUKeZ4jRo1lDNnTi1cuDDJi/jQ0FBJ0nPPPWfukytXLn3xxRcPfOEf956T+znnypVLly5dSjB+96yX+2nevLlcXV21ePFi7dq1S+Hh4QmarBUtWlRXr15VgwYNEn3cq0lcYGCgJGn//v1241FRUTp8+LD5ekpI7MbN19dXOXLkUExMTJLxx59tdL+/V8m9AZXuvPe4mfVxbt26pcOHD9uNLV26VEWKFNGyZcvUvn17NW7cWA0aNEjw9zmp81+8eFHr1q1Tv379NHToUL344otq2LBhoisOJCl//vx6++23tXz5ch0+fFh58uTRyJEjJclcKu3t7Z3kZ+bi4uLw5xHnxIkTCWa6hYeHS5IKFSrk8PEAALgb1+YPLi2uzZ977jkdPHhQmzdvvu+2gYGBio2NTXA9dfr0aV26dClFryUdub52cnJS/fr1NWHCBO3bt08jR47Ujz/+qPXr1yd67KSuiSXp77//Vt68eRMkfFJK27ZttXPnTl25ciXRZspxli5dqrp162r27Nlq06aNGjVqpAYNGiT4TB7k+i8p165dU3BwsEqWLKk333xTY8eOTVZZrcDAQJ04cSLBipK///7bfD0l3f3nzzAMHThwgGtXIAsgCQDATpUqVeTi4qIxY8Yod+7cKlWqlKTbNyBbtmzRTz/9lKyZRsl1/vx5u+eurq4qWbKkDMPQrVu3Uuw8khQQEKBOnTrphx9+0OTJkxO8Hhsbq/Hjx+u///57oOM3b95cnp6emjZtmr777juzFmRaqFOnjipXrqyJEyeaN2ienp7q3bu39u/frwEDBiTYZ+XKlZo3b54aN25s1lv39PRU37599ddff6lv376JzihZsGCBtm3blmQsVatW1TPPPKPPPvtMy5cvT/B6VFSUevfubT4vWrSo/v77b509e9Yc++OPPxxeep4zZ041btxYX375pRYtWiRXV1c1b97cbpuXX35Zmzdv1vfff59g/0uXLik6OjrJ4zdo0ECurq765JNP7D6X2bNn6/Lly2ratKlD8d5L9uzZE9ykODs7q2XLlvrqq68SnXEW//NLzt+ruJuzxG4Q71apUiX5+vpq+vTpioqKMsfnzZuXaJyS/WykrVu3Jrg59vT0TPT8ie0vSRMnTrR7HhMTk2A5t5+fnwoUKKDIyEhJUsWKFVW0aFF99NFHdqtk4sT/zBz5POJER0fb1XqNiorSjBkz5Ovrq4oVKyb7OAAAJIVr8/R9bf7ee+8pe/bseuONN3T69OkErx88eFCTJk2SdLucjZTwmmbChAmSlKLXkkWLFtXly5ftVgSfPHlSX3/9td12Fy5cSLBvuXLlJMm8nrpb/vz5Va5cOc2fP9/uumnv3r364YcfzPeZGurWravhw4drypQpypcvX5LbOTs7J7iWXLJkiY4fP2439iDXf0np27evjh07pvnz52v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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:00:02,309 INFO: === Dataset: c ===\n", "2025-04-25 20:00:03,676 INFO:Total samples: 3181\n", "2025-04-25 20:00:09,366 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:00:09,434 INFO: === Dataset: d ===\n", "2025-04-25 20:00:10,802 INFO:Total samples: 3181\n", "2025-04-25 20:00:16,503 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": [ "2025-04-25 20:00:16,572 INFO: === Dataset: e ===\n", "2025-04-25 20:00:16,966 INFO:Total samples: 911\n", "2025-04-25 20:00:19,198 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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atMgoVKiQkSdPHuPff/81t33kkUeMBx54wEhKSjLHYmJiDEnGRx99lObx76cc0M0xLV261PD19TXc3d3N5dKGYRiRkZGGJOOLL7647fHOnDljSDLatm1rGIZhTJ48+a773M2zzz5rSDLOnj2bru1vV06mS5cuRmBgoHn/wIEDhiTD29vbOHHihNW2H330kSHJ2LNnj9V4xYoVjSZNmpj3R44caeTNm9eIjY212i4sLMxwdnY2Dh8+fNs4T5w4Ybi5uRktWrSw+j1PnTrVkGTMmTPH6jml5+//dm5XDqh79+5G0aJFjVOnTlmNd+jQwfDx8TEuXbpkGEb63le2lL9JTEw0/Pz8jKCgIKvySzNnzjQkWf3+rl27lqpE09mzZw1/f3+jW7du5tid/v5TnsfNPv30U0OSsX79enPMx8cnVamBmyUnJxsPPfSQ0bJlS6vSVpcuXTJKlixpNG/e3Byz5fWw5bgAAKQX1+Z3lt2uzePi4gxJxjPPPJOu7Xft2mVIMl5++WWr8f79+xuSjB9++MEcCwwMTHXdc+LECcPd3d2qrGbK9fGtpXBuvY5OER4ebvU3NmnSJEOScfLkydvGnXKOm0vmBAUFGX5+fsbp06fNsV9++cVwcnIygoODU53v5mtAw7j+eaFQoUK3PefNzyNv3ryGYRjGc889ZzRt2tQwDMNISkoyihQpYgwfPjzN1+DKlStWv/uU5+Hu7m6MGDHCHLtTOaCU98yMGTPSfOzWzy/ffvutIckYNWqUWSYqrRJGt/ryyy/N/W723HPPGRaLxfj777/NMUmGm5ub1dgvv/xiSDKmTJlyx/NER0cbTk5Oxk8//WQ1PmPGDEOSsXHjxrvGCsCxsRIAgKlatWry8vLS+vXrJV2fVfTAAw8oODhYO3bs0KVLl2QYhjZs2GCWn7kTLy8vderUybzv5uamWrVqaf/+/eZY/vz59e+//2r79u33Hf/s2bPl6+srPz8/1a5dWxs3blRoaKi5vDhlFlW+fPlsOm6zZs3k6+urgIAAdejQQV5eXvriiy9UvHhxc5tOnTrp33//NV876frsFDc3N3MWeka6OabnnntOefPm1YoVK6yWS58/f17SnZ9vymMpr829vkY3y4hj3Em7du1SzdBu27atXFxctHjxYnPs119/1e+//241s2XJkiWqX7++ChQooFOnTpm3Zs2aKSkpyer3d6vvv/9eiYmJ6tu3r5ycbvz32aNHD3l7e2vlypVW26fn798WhmHo888/V+vWrWUYhlX8LVu2VFxcnLnsPSPfV5L0v//9TydOnFDPnj2tmgx27dpVPj4+Vts6Ozub2yQnJ+vMmTO6du2aatasmeay/LTkyZPH/PnKlSs6deqUHn30UUmyOkb+/Pm1devW2y6x3rVrl7lM/PTp0+brdfHiRTVt2lTr169PdxmorDguAAA349o8bdnl2tzW+FetWiVJqWZ3v/XWW5KU6lqyYsWKVr9XX19flStX7p6vJdOSP39+SdLy5cvTfe3y33//adeuXeratasKFixojj/88MNq3ry5+Txv1rNnT6v79evX1+nTp83XMD06duyodevW6dixY/rhhx907NixNEsBSdfLj6ZcryclJen06dNmqaP0Xo+mHCckJCRd27Zo0UKvvvqqRowYobZt28rDw0MfffTRXfdbtWqVnJ2d9eabb1qNv/XWWzIMI9Uq4mbNmql06dLm/Ycfflje3t53/btYsmSJKlSooPLly1t9jkgpp3Vz6U4AOVPa9SEA5ErOzs6qU6eOubz4p59+Uv369fXYY48pKSlJW7Zskb+/v86cOZOuDxoPPPBAqpqTBQoU0O7du837AwcO1Pfff69atWqpTJkyatGihTp27HjX5cxpeeaZZ9S7d29ZLBbly5dPlSpVUt68ec3Hvb29Jd34cjy9pk2bprJly8rFxUX+/v4qV66c1ZfAktShQweFhoZq4cKFatSoka5cuaIvvvhCrVq1sirRk1FSYoqLi9OcOXO0fv16ubu7W22T8oHkTs/31kTBvb5GN7v5GCkfLDJSyZIlU40VLlxYTZs21WeffaaRI0dKul4KyMXFxSwxI0l//fWXdu/efdsyLydOnLjteQ8dOiRJKleunNW4m5ubSpUqZT6eIj1//7Y4efKkzp07p5kzZ2rmzJlpbpMSf0a+r6Qbz/2hhx6yGnd1dVWpUqVSbT9//nxNnDhRf/75p1WZpLR+d2k5c+aMhg8frkWLFqX6ncTFxZk/jx8/Xl26dFFAQIBq1KihJ554QsHBwWZMf/31l6TrdVpvJy4uzub3aGYdFwCAm3Ftnrbscm1ua/yHDh2Sk5OTypQpYzVepEgR5c+fP9W1ZFoliwoUKKCzZ8/eY8SptW/fXh9//LFefvllhYWFqWnTpmrbtq2ee+65VK/pzc9DSn1NLF0vsfPtt9/q4sWLVr/rW59Lyu/g7Nmz5ut4N0888YTy5cunxYsXa9euXXrkkUdUpkyZNMsPJScna/LkyZo+fboOHDhgluiRbpSNSo/ixYtbTYC5m/fff1/Lly/Xrl27tHDhQvn5+d11n0OHDqlYsWKpkkkVKlQwH7/Zvf5d/PXXX/rjjz/u6XMQgJyBJAAAK4899phGjx6tK1eu6KefftLgwYOVP39+Va5cWT/99JP8/f0lKV0fNG5XU964qaZ3hQoVtHfvXn399deKiYnR559/runTp2vo0KE21YmUrn+wadas2W0fL1++vCRpz549CgoKSvdxa9WqpZo1a95xm5SGpJ9//rmmTZumr776SufPnzdrkma0m2Nq06aNHnvsMXXs2FF79+6Vl5eXpBsXjrt371abNm3SPE7Kh76KFStKsn6NbrfP3dx8jPT8nVgsllRNryRZXazf7OZZ4jfr0KGDQkJCtGvXLgUFBemzzz5T06ZNVbhwYXOb5ORkNW/eXG+//Xaaxyhbtuxd402v9Pz92yJldlanTp1u++Xzww8/LClj31e2WrBggbp27ao2bdpowIAB8vPzk7Ozs8aOHWvVuPpOXnjhBW3atEkDBgxQUFCQvLy8lJycrMcff9xqltoLL7yg+vXr64svvtB3332nCRMmaNy4cVq2bJlatWplbjthwoTbvudT3i+2yKzjAgBwK67NU8su1+be3t4qVqyYfv31V5v2uzURczv3cy15u3Pcen2dJ08erV+/XmvXrtXKlSsVExOjxYsXq0mTJvruu+/uuUfYrTLiutjd3V1t27bV/PnztX//fg0bNuy2244ZM0ZDhgxRt27dNHLkSBUsWFBOTk7q27evTas1b/e543Z27txpfpm+Z8+eDGtAfbN7fS2Tk5NVpUoVRUREpPl4QEDAfccGIHsjCQDASv369ZWYmKhPP/1UR44cMT9QNGjQwPygUbZsWfMDR0bImzev2rdvr/bt2ysxMVFt27bV6NGjNWjQIHl4eGTYeVq1aiVnZ2ctWLAgU5rWvvTSS4qJidE333yjhQsXytvbW61bt87w89wq5QvWxo0ba+rUqQoLC5N0/UNj/vz5tXDhQg0ePDjNC8aoqChJ0lNPPWXuU6BAAX366ad655137unCv3Xr1ho7dqwWLFiQrg+kBQoUSHP56q2zXu6mTZs2evXVV82SQLGxsRo0aJDVNqVLl9aFCxfu+IH0dgIDAyVJe/futZr9npiYqAMHDtzTMW8nrQ9uvr6+ypcvn5KSktJ1rru9r9L7AVS68dz/+usvc8mwJF29elUHDhxQ1apVzbGlS5eqVKlSWrZsmdU5wsPD7/ocpeszwtasWaPhw4dr6NCh5njK7PtbFS1aVK+//rpef/11nThxQtWrV9fo0aPVqlUrc6m0t7f3XV8zW14PW44LAMD94Nr83mXFtflTTz2lmTNnavPmzapTp84dtw0MDFRycrL++usvc7KOJB0/flznzp0zr7cyQoECBXTu3LlU42ldXzs5Oalp06Zq2rSpIiIiNGbMGA0ePFhr165N8zrn5mviW/35558qXLiw1SqAjNSxY0fNmTNHTk5OaTZTTrF06VI1btxYs2fPtho/d+6c1QQhW67/7ubixYsKCQlRxYoVVbduXY0fP17PPvusHnnkkTvuFxgYqO+//17nz5+3Wg3w559/mo9nhNKlS+uXX35R06ZNM/R5A3Ac9AQAYKV27dpydXXVuHHjVLBgQVWqVEnS9Q8gW7Zs0Y8//piuL3bT6/Tp01b33dzcVLFiRRmGYVVGJCMEBASoR48e+u677zRlypRUjycnJ2vixIn6999/7+n4bdq0kaenp6ZPn65vvvnGrAWZFRo1aqRatWopMjJSV65ckSR5enqqf//+2rt3rwYPHpxqn5UrV2revHlq2bKlWW/d09NTAwcO1B9//KGBAwemOaNkwYIF2rZt221jqVOnjh5//HF9/PHH+vLLL1M9npiYqP79+5v3S5curT///FMnT540x3755Rdt3Lgx3c9ful7TtGXLlvrss8+0aNEiubm5pVrN8MILL2jz5s369ttvU+1/7tw5Xbt27bbHb9asmdzc3PTBBx9YvS6zZ89WXFycnnzySZvivZO8efOm+uDm7Oysdu3a6fPPP09zxtnNr1963lcpH87S+oB4q5o1a8rX11czZsxQYmKiOT5v3rw045SsZyNt3bpVmzdvttrO09MzzfOntb8kRUZGWt1PSkqyKg0kXZ/1V6xYMSUkJEiSatSoodKlS+v999/XhQsXUj2vm18zW14PW44LAMD94No8e1+bv/3228qbN69efvllHT9+PNXj+/bt0+TJkyVdL2cjpb6mSZmZnZHXkqVLl1ZcXJxVqaf//vtPX3zxhdV2Z86cSbVvyqqMlOupWxUtWlRBQUGaP3++1XXTr7/+qu+++858npmhcePGGjlypKZOnaoiRYrcdjtnZ+dU15JLlizRkSNHrMZsuf67m4EDB+rw4cOaP3++IiIiVKJECXXp0uW2r2OKJ554QklJSZo6darV+KRJk2SxWNSqVav7jk26/jn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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:00:19,268 INFO: === Dataset: f ===\n", "2025-04-25 20:00:24,754 INFO:Total samples: 12911\n", "2025-04-25 20:00:45,742 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:00:45,811 INFO: === Dataset: g ===\n", "2025-04-25 20:00:48,341 INFO:Total samples: 6000\n", "2025-04-25 20:00:58,880 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:00:58,951 INFO: === Dataset: h ===\n", "2025-04-25 20:01:01,462 INFO:Total samples: 6000\n", "2025-04-25 20:01:11,589 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:01:11,658 INFO: === Dataset: i ===\n", "2025-04-25 20:01:14,183 INFO:Total samples: 6000\n", "2025-04-25 20:01:24,431 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:01:24,501 INFO: === Dataset: j ===\n", "2025-04-25 20:01:27,012 INFO:Total samples: 6000\n", "2025-04-25 20:01:37,321 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:01:37,392 INFO: === Dataset: k ===\n", "2025-04-25 20:01:39,967 INFO:Total samples: 6000\n", "2025-04-25 20:01:50,308 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:01:50,379 INFO: === Dataset: l ===\n", "2025-04-25 20:01:58,490 INFO:Total samples: 18911\n", "2025-04-25 20:02:29,198 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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u5MiRw3BxcbFMlzYMw5g8ebIhyfjhhx/i3d+NGzcMSUbr1q0NwzCMKVOmPHWbp3nttdcMScbNmzcTND6+5WT+u9zKoymsnp6extWrV63Gzpo1y5BkHDp0yKq9VKlSRv369S2PR40aZWTMmNE4fvy41biBAwcajo6Oxrlz5+LNefXqVcPZ2dlo3Lix1fd52rRphiRj3rx5Vs8pIT//8YlvOaCuXbsauXLlMkJDQ63aO3ToYHh5eRn37t0zDCNhv1eJWf4mKirK8Pb2NipUqGC1/NLs2bMNSVbfv+jo6FhLNN28edPw8fEx3nrrLUvbk37+Hz2Pf/v6668NScamTZssbV5eXrGWGvi3mJgYo2jRokaTJk2slra6d++eUbBgQaNRo0aWNpYDAgDYG+fmT5bSzs1v375tSDJatmyZoPH79+83JBlvv/22VXu/fv0MScYff/xhaStQoECs856rV68aLi4uVstqPjo//u9SOPGdpwwbNszqZ+zzzz83JBnXrl2LN3dcy8hUqFDB8Pb2Nq5fv25pO3DggOHg4GD4+fnFOt6/zwEN4+H7hWzZssV7zH8/j4wZMxqGYRht27Y1GjRoYBiGYZjNZiNnzpzGiBEj4nwNIiIirL73j56Hi4uLMXLkSEvbk5YDevQ7M3PmzDj7/vv+5bfffjMkGZ9++qllmai4ljD6rx9//NGy3b+1bdvWMJlMxsmTJy1tkgxnZ2ertgMHDhiSjKlTpz7xOCwHBKRPzAQAEKeKFSvKw8NDmzZtkvTwqqK8efPKz89Pe/fu1b1792QYhrZs2WJZfuZJPDw81KlTJ8tjZ2dnVa1aVadPn7a0Zc6cWefPn9fu3bufO//cuXOVI0cOeXt7q1q1atq6dasCAwMt04sfXUWVKVOmRO23YcOGypEjh/Lly6cOHTrIw8NDP/zwg/LkyWMZ06lTJ50/f97y2kkPr05xdna2XIWelP6dqW3btsqYMaNWrFhhNV36zp07kp78fB/1PXptnvU1+rek2MeTtGnTJtYV2q1bt1aGDBm0bNkyS9vhw4d15MgRtW/f3tL27bffqnbt2sqSJYtCQ0MtXw0bNpTZbLb6/v3X2rVrFRUVpT59+sjB4fGf0m7dusnT01MrV660Gp+Qn//EMAxD3333nVq0aCHDMKzyN2nSRLdv37ZMe0/K3ytJ+vPPP3X16lX16NHD6iaDXbp0kZeXl9VYR0dHy5iYmBjduHFD0dHRqlKlSpzT8uPi5uZm+XdERIRCQ0P14osvSpLVPjJnzqydO3fGO8V6//79lmni169ft7xe4eHhatCggTZt2pTgZaAAALA1zs3jllLOzRObf9WqVZIU6+ruDz/8UJJinUuWKlXK6vuaI0cOFS9e/JnPJeOSOXNmSdJPP/2U4HOiS5cuaf/+/erSpYuyZs1qaS9XrpwaNWpkeZ7/1qNHD6vHtWvX1vXr1y2vYUJ07NhRGzZs0OXLl/XHH3/o8uXLcS4FJD1cfvTR+brZbNb169ctSx0l9Hz00X4CAgISNLZx48Z65513NHLkSLVu3Vqurq6aNWvWU7dbtWqVHB0d9cEHH1i1f/jhhzIMI9Ys4oYNG6pw4cKWx+XKlZOnp2eS/lwASDsoAgCIk6Ojo6pXr26ZXrx582bVrl1btWrVktls1o4dO3TkyBHduHEjQW808ubNG2vNySxZsujmzZuWxwMGDJCHh4eqVq2qokWLqmfPnk+dfhqfli1bas2aNVq7dq127typ0NBQTZo0yXIC6OnpKenxh+MJNX36dK1Zs0br16/XkSNHdPr0aTVp0sRqTIcOHeTo6GiZdhwREaEffvhBTZs2tVqiJ6k8yrR8+XK98sorCg0NlYuLi9WYR29InvR8/1soeNbX6N+SYh9PUrBgwVht2bNnV4MGDayWBFq2bJkyZMhgWWJGkk6cOKHVq1crR44cVl8NGzaUJF29ejXe4549e1aSVLx4cat2Z2dnFSpUyNL/SEJ+/hPj2rVrunXrlmbPnh0r/6M3J4/yJ+XvlfT4uRctWtSq3cnJSYUKFYo1fuHChSpXrpxcXV2VLVs25ciRQytXrtTt27cTdLwbN26od+/e8vHxkZubm3LkyGH5vv97H+PHj9fhw4eVL18+Va1aVcOHD7d6A3TixAlJD9dp/e9r9uWXXyoyMjLBmQAAsDXOzeOWUs7NE5v/7NmzcnBwUJEiRazac+bMqcyZM8c6l4xryaLnOZeMS/v27VWzZk29/fbb8vHxUYcOHfTNN988sSAQ3zmx9HCJnUcXXPzbf5/Lo+9BYp7LK6+8okyZMmnZsmX66quv9MILL8R6LR+JiYnR559/rqJFi8rFxUXZs2dXjhw5dPDgwUSd++XJk8fqApinmThxorJmzar9+/friy++kLe391O3OXv2rHLnzh2rmFSyZElL/7/Z4ucCQNpBEQBAvGrVqqXdu3crIiLC8kYjc+bMKlOmjDZv3mx5E5KQNxrxrSlv/GtN75IlS+rYsWNaunSpatWqpe+++061atXSsGHDEp09b968atiwoRo0aKCqVasqY8aMVv0lSpSQJB06dChR+61ataoaNmyoevXqqWTJklZXgT/y6Iak3333nR48eKCff/5Zd+7csaxJmtQeZWrTpo1WrFihMmXKqGPHjrp7965lzKMTx4MHD8a7n0d9pUqVkvTsr9G/JXYfcd18WJJlPc3/+vdV4v/WoUMHHT9+3LLu/DfffKMGDRooe/bsljExMTFq1KiR1qxZE+dXXDcyflYJ+flPjEdvxjp16hRv/kdrASfl71ViLV68WF26dFHhwoU1d+5crV69WmvWrFH9+vUTfIXZ66+/rjlz5qhHjx76/vvv9fvvv1tuePbvfbz++us6ffq0Za3VCRMmqHTp0pYrph6NnTBhQryvmYeHRxK/AgAAJB3OzWNLKefmnp6eyp07tw4fPpyo7eI79/2v5zmXTOj5tZubmzZt2qS1a9eqc+fOOnjwoNq3b69GjRrFey7+LJLivNjFxUWtW7fWwoUL9cMPP8Q7C0CSxowZo8DAQNWpU0eLFy/Wb7/9pjVr1qh06dKJmgUa3/uO+Ozbt89yUc7zvJ96kqR+jwEgbaMIACBetWvXVlRUlL7++mtduHDB8oaiTp06ljcaxYoVk4+PT5IdM2PGjGrfvr3mz5+vc+fOqVmzZho9erQiIiKS7BiS1LRpUzk6Omrx4sVJut9H3nzzTd24cUO//vqrlixZIk9PT7Vo0SJZjvVvjo6OGjt2rC5evKhp06ZZ2mvVqqXMmTNryZIl8Z7EL1q0SJLUvHlzyzZZsmTR119//cwn/o+ec0Jf5yxZsujWrVux2v971cvTtGrVSs7Ozlq2bJn279+v48ePx7rJWuHChXX37l01bNgwzq8n3SSuQIECkqRjx45ZtUdFRSkkJMTSnxTieuOWI0cOZcqUSWazOd78/77a6Gm/Vwl9Ayo9fu6Prqx/5MGDBwoJCbFqW758uQoVKqTvv/9enTt3VpMmTdSwYcNYv8/xHf/mzZtat26dBg4cqBEjRui1115To0aN4pxxIEm5cuXSe++9px9//FEhISHKli2bRo8eLUmWqdKenp7xvmZOTk6Jfj0AALAVzs2fnS3OzZs3b65Tp05p+/btTx1boEABxcTExDqfunLlim7dupWk55KJOb92cHBQgwYNFBQUpCNHjmj06NH6448/tH79+jj3Hd85sSQdPXpU2bNnj1XwSSodO3bUvn37dOfOnThvpvzI8uXL9dJLL2nu3Lnq0KGDGjdurIYNG8Z6TZLy/C88PFwBAQEqVaqUunfvrvHjxydoWa0CBQro4sWLsWaUHD161NIPAM+KIgCAeFWrVk1OTk4aN26csmbNqtKlS0t6+AZkx44d2rhxY4KuNEqo69evWz12dnZWqVKlZBiGHjx4kGTHkaR8+fKpW7du+v333zV16tRY/TExMZo0aZLOnz//TPtv1aqV3N3dNWPGDP3666+WtSBtoV69eqpataomT55seYPm7u6ufv366dixYxo8eHCsbVauXKkFCxaoSZMmlvXW3d3dNWDAAP39998aMGBAnFeULF68WLt27Yo3S/Xq1fXyyy/ryy+/1I8//hirPyoqSv369bM8Lly4sI4ePapr165Z2g4cOJDoqeeZM2dWkyZN9M0332jp0qVydnZWq1atrMa8/vrr2r59u3777bdY29+6dUvR0dHx7r9hw4ZydnbWF198YfW6zJ07V7dv31azZs0SlfdJMmbMGOtNiqOjo9q0aaPvvvsuzivO/v36JeT36tGbs7jeIP5XlSpVlCNHDs2cOVNRUVGW9gULFsSZU7K+Gmnnzp2x3hy7u7vHefy4tpekyZMnWz02m82xpnN7e3srd+7cioyMlCRVrlxZhQsX1sSJE61myTzy79csMa8HAAC2wrl5yj43/+ijj5QxY0a9/fbbunLlSqz+U6dOacqUKZIeLmcjxT6nCQoKkqQkPZcsXLiwbt++bTUj+NKlS/rhhx+sxt24cSPWthUqVJAky/nUf+XKlUsVKlTQwoULrc6bDh8+rN9//93yPJPDSy+9pFGjRmnatGnKmTNnvOMcHR1jnUt+++23unDhglVbUp7/DRgwQOfOndPChQsVFBQkX19f+fv7x/s6PvLKK6/IbDZbXcwlSZ9//rlMJpOaNm363NkApF8Z7B0AQMrl7u6uypUra8eOHWrRooXl6og6deooPDxc4eHhSfpGo3HjxsqZM6dq1qwpHx8f/f3335o2bZqaNWuWLDeWnTRpkk6dOqUPPvhA33//vZo3b64sWbLo3Llz+vbbb3X06NEnXlXyJB4eHmrVqpVl7dHkWgooPv3791e7du20YMECy823Bg4cqH379mncuHHavn272rRpIzc3N23ZskWLFy9WyZIltXDhwlj7+euvvzRp0iStX79ebdu2Vc6cOXX58mX9+OOP2rVrl7Zt2/bELIsWLVLjxo3VunVrtWjRQg0aNFDGjBl14sQ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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:02:29,269 INFO:Model Twins_PCPVT evaluation completed in 161.95 seconds.\n", "2025-04-25 20:02:29,270 INFO:\n", "=== Evaluating PiT on Test Datasets ===\n", "/tmp/ipykernel_7319/1849592376.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", "2025-04-25 20:02:29,406 INFO:Loaded model weights from PiT_best.pth\n", "2025-04-25 20:02:29,406 INFO: === Dataset: a ===\n", "2025-04-25 20:02:30,774 INFO:Total samples: 3181\n", "2025-04-25 20:02:39,424 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:02:39,492 INFO: === Dataset: b ===\n", "2025-04-25 20:02:40,862 INFO:Total samples: 3181\n", "2025-04-25 20:02:49,431 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:02:49,499 INFO: === Dataset: c ===\n", "2025-04-25 20:02:50,850 INFO:Total samples: 3181\n", "2025-04-25 20:02:59,289 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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eYOPGjQoJCdH06dNVr149HTx4UP3799d7772nYcOGpfs8JAEAAACA/1e1alWNGTNGISEhatq0qUqWLClPT887Hufm5kYpIAAAACAPcnNzS9eH/sWKFZOzs7MiIyPtxiMjI1WiRIlUjxk2bJj8/f3VvXt3SVK1atV06dIlvfLKK3rnnXfk5JS+RAdJAAAAAORZX3/9tZ588km7m/aBAwfq1KlTunz5sjw9PRUSEmJhhAAAAADuis1mdQR2XF1dVbt2ba1fv15t27aVJCUmJmr9+vXq06dPqsdcvnw5xQf9zs7OkiTDMNJ9bRoDAwAAIM85f/68OnfurDZt2ig4ONhum7Ozs1xdXS2KDAAAAECGyKLGwI4YNGiQZs2apfnz5+uvv/5Sz549denSJQUFBUmSAgICNHToUHP/Nm3a6OOPP9aiRYt05MgRrVu3TsOGDVObNm3MZEB6sBIAAAAAecq6desUFBSkEydOSJLef/99Pfroo9qzZ4/i4uIk3Wz2CwAAAAAZpUOHDjpz5oyGDx+uU6dOqWbNmlq7dq3ZLPj48eN2M//fffdd2Ww2vfvuuzpx4oSKFy+uNm3aaMyYMQ5d12Y4sm4gF4iNjZWnp6diYmLk4eFhdTgAAADIIpcvX9Zbb72lqVOnmmNeXl6aNm2a9u/fr9OnT6c4xsfHJ8VKAaQtL91r538k9SXbAJDVzm+feuedACALuGez6eb5287Mkutc+eqVLLnOvchmPxoAAAAg423fvl1dunTR/v37zbFy5cqpVatW2rNnjznz32azmY2AafYLAAAAIDcgCQAAAIBc69q1axozZoxGjx6thIQESVL+/PnVtGlTlSlTRomJiYqOjjb39/b2ZuY/AAAAkBs4WK8/N+OVAAAAQK41c+ZMjRw50kwAPProo9q5c6dq1qwpm80mm80mLy8veXl5ycfHh5n/AAAAAHIdVgIAAAAg16pTp45KliypU6dOqWHDhmrQoIHmz59vlv/x9PRUSEiIxVECAAAAyHA2m9URZBskAQAAAJBrXLlyRfnz5ze/X7t2rZo0aaJr167J29tbFy5csNvfzc0tq0MEAAAAgCxFEgAAAADZXkREhMLDwxUXF5fqdsMw9Mcff2j9+vXq2LGjfHx8JEkxMTEqUqSIXcPfJDT+BQAAAHIvGysBTCQBAAAAkO2Fh4crMjIy1W1Xr17Vpk2bdPjwYUnSl19+qXbt2ilfvpu3ujT8BQAAAJBXkQQAAABAtpe0AuDWGf0HDx7U6tWrdenSJXPs/vvvV+HChc1SP8z4BwAAAPIeVgLcRBIAAAAA2VpERISio6Ml3Wzke/HiRQ0ePFhLliwx9ytatKhmzJihdu3aWRQpAAAAAGQ/JAEAAACQrYWHh5tfu7m5aevWrfL399ehQ4fM8VatWmn27NkqWbKkFSECAAAAyG5YCGAiCQAAAIBsKyIiwq4XwOXLl/X4448rMTFRklSgQAFNnDhRr7zyCst9AQAAACAVTlYHAAAAAKQl+SoAHx8ftWvXzvywv379+vr999/16quvkgAAAAAAYMdms2XJIydgJQAAAACyraSGwJLUpk0b1apVS6NGjZIkvfnmm8qXj9tZAAAAALgd3jUBAAAg24mIiNCCBQv0/fffq0GDBipatKhq1aolSXr77bctjg4AAABAdpdTZulnBZIAAAAAyFYMw9CoUaO0evVqXbt2Te7u7mrdurXVYQEAAABAjkQSAAAAANlCRESEPv/8c61YsUIHDhwwxw8dOqSnnnrKwsgAAAAA5DSsBLiJJAAAAACyhfHjx2vFihW6cuWKOVazZk1t2rRJHh4eFkYGAAAAADkXSQAAAABYKjY2VgMHDtSiRYvMsQIFCqhNmzZ68803SQAAAAAAcBgrAW4iCQAAAADL/PDDDwoMDNTRo0fNsYoVK2rz5s3y9va2LjAAAAAAyCVIAgAAAMAyK1asMBMALi4uatiwoZo0aUICAAAAAMC9YSGAiSQAAAAALDNmzBitXbtWFy5cUOPGjeXh4aH//ve/VocFAAAAALkGSQAAAABkuoiICK1YsULHjx9XyZIl7bY1b95c169fl81mk5eXl2rVqmVRlAAAAAByC3oC3EQSAAAAAJlu/vz5+uKLL3TmzBm1b99eRYoUsduedIPu5uZmRXgAAAAAkGuRBAAAAECmMQxDw4YN0/Tp03X9+nVJ0qZNmxQYGJhiZo6bm5vatGljRZgAAAAAchlWAtxEEgAAAACZ4tSpU+revbtWrVpljhUpUkRLlixRw4YNLYwMAAAAAPIOJ6sDAAAAQO6zbNkyVa1a1S4BUKVKFa1cuZIEAAAAAIBMZ7PZsuSRE7ASAAAAABkmOjpa/fr1U1hYmDlWsGBBNWnSRDVq1NDjjz9uYXQAAAAAkPeQBAAAAECGadu2rTZt2mR+/8ILL6h06dKKj4+3MCoAAAAAeU1OmaWfFSgHBAAAgAwRERGhcuXKSbrR5PeZZ55RxYoVde3aNYsjAwAAAIC8i5UAAAAAuGuJiYlycroxryQ8PFzu7u5q2rSpSpcurcKFCysmJsbc183NzaowAQAAAOQ1LAQwkQQAAACAw65fv66QkBBt3rxZa9eulZOTk+Li4iTdaADs6elpt7+bm5vatGljRagAAAAAkKeRBAAAAIBD9u/fL39/f23btk2S9NRTT6lu3brmrH9PT0+FhIRYGSIAAACAPI6eADfREwAAAADpYhiGpk2bppo1a5oJAJvNpgsXLig6OlqGYUii7A8AAAAAZCesBAAAAMjlIiIiFB4ebpbruRsXLlzQqlWrdOTIEXPMy8tLzZs3V4kSJczyP5T9AQAAAJAdsBLgJpIAAAAAuVx4eLgiIyPv+vgDBw7oxx9/tEsiVK1aVY899phcXFzk7e2t4ODgjAgVAAAAAJDBSAIAAADkckkf3ttsthQNe28nMTFRK1eu1F9//WWOFSpUSK1bt1a5cuUkMfMfAAAAQPbESoCbSAIAAADkQslLAN1Lw97z58+bSYCOHTtq2rRpKlq0aIbHCwAAAADIHCQBAAAAcqHUSgDdTcPeCRMmaOfOnRo0aJA6duyYUeEBAAAAQOZiIYCJJAAAAEAucGvz36TZ/0klgNJTtufnn3/WP//8o3bt2pljhQoV0i+//MJSWuRoERERcnFxUbVq1SRJK1as0Ny5c1WlShWNGDFCrq6uFkcIAAAAZB6SAAAAALlAWs1/09O099q1axo1apRCQkJUoEAB1apVy6z5L1FLEznfq6++qiFDhqhatWo6fPiwOnbsqOeee05LlizR5cuXNWnSJKtDBAAAQAbjfcxNTlYHAAAAgHuXvPmvl5eXvLy85OPjc8fZ/3/++acee+wxjR49WomJibp48aImTpyYFSEDWWb//v2qWbOmJGnJkiVq3LixFi5cqHnz5mnZsmXWBgcAAABkMlYCAAAA5CC3lv1J4mjz38TERH300UcaMmSIea58+fIpODhYQ4YMyfjAAQsZhqHExERJ0nfffadnnnlGkuTr66uoqCgrQwMAAEAmYSXATSQBAAAAcpC0yv4kSU/z3+PHj6tr167asGGDOVa5cmWFhYWpdu3aGRInkJ3UqVNHo0ePVosWLbRp0yZ9/PHHkqQjR47Ix8fH4ugAAACAzEUSAAAAIAdJXvbH09PTbtudmv8ahqGwsDD17dtXsbGx5viAAQMUEhKi/PnzZ07QgMUmTZqkl156SV999ZXeeecdVahQQZK0dOlSNWjQwOLoAAAAkBlYCXATSQAAAIAcKL1lf5K7ePGihg4daiYAfH19NW/ePDVv3jwzQgSyjerVq2v37t0pxsePHy9nZ2cLIgIAAACyDkkAAACAPKJw4cKaM2eO/vOf/yggIECTJ0+Wl5eX1WEBWSY+Pl6nT582+wMkeeCBByyKCAAAAJmFlQA3kQQAAADIhu7UADg9Lly4oKtXr6p48eLmWMuWLbVz507VrFkzo0IFsr39+/erW7du+umnn+zGDcOQzWZTQkKCRZEBAAAAmY8kAAAAQDZ0rw2AN2/erICAAFWqVEmrVq2ymwVDAgB5TVBQkPLly6evv/5aJUuWZFYYAABAXsAtn4kkAAAAQAZLaxa/I5Jm/DvaADguLk7BwcF6//33ZRiGjhw5olmzZumVV16561iAnO63337Tjh07VKlSJatDAQAAALIcSQAAAIAMdqdZ/I7w9vZWcHBwuvbdvXu3unTpol27dpljDRs2VIsWLTIkFiCnqlKliqKioqwOAwAAAFmI1Z83OVkdwLRp0+Tn5yd3d3fVq1dP27Ztu+3+kyZN0kMPPaT8+fPL19dXAwcO1NWrV7MoWgAAgDtLWgFgs9nk5eV11w8fH580Z/wnl5CQoPHjx6tOnTpmAsDFxUX/+9//tGnTJpUrVy5Tny+Q3Y0bN05vvvmmNm7cqLNnzyo2NtbuAQAAAORmlq4EWLx4sQYNGqTQ0FDVq1dPkyZNUsuWLbVv3z55e3un2H/hwoUaMmSI5syZowYNGmj//v3q2rWrbDabJk6caMEzAAAAuUVGlPBJklTKx9PTUyEhIfd8vts5cuSIAgMD9eOPP5pj1apVU1hYmGrUqJGp1wZyiqTVME888YTdOI2BAQAAci9WAtxkaRJg4sSJ6tGjh4KCgiRJoaGhWrVqlebMmaMhQ4ak2P+nn35Sw4YN1blzZ0mSn5+fOnXqpF9++SVL4wYAALlPRpbwSXKn5r336vjx46pevbouXrwo6cZN7uDBg/Xee+9l+rWBnGTDhg1WhwAAAABYxrIkQHx8vHbs2KGhQ4eaY05OTmrRooW2bt2a6jENGjTQp59+qm3btqlu3bo6fPiwVq9eLX9//6wKGwAA5DJJKwBOnz4tKfVGvHfjds17M8oDDzygZ599Vp999pn8/Py0YMECNWrUKFOvCeRETZo0sToEAAAAZDFWAtxkWRIgKipKCQkJ8vHxsRv38fHR3r17Uz2mc+fOioqK0uOPPy7DMHT9+nW99tprevvtt9O8TlxcnN2yfmp+AgCA5G5dAeBII97sYOrUqSpRooSCg4NVuHBhq8MBsq0ff/xRM2bM0OHDh7VkyRKVKlVKYWFhKlu2rB5//HGrwwMAAAAyjeWNgR2xceNGhYSEaPr06YqIiNDy5cu1atUqvffee2keM3bsWHl6epoPX1/fLIwYAABkd8mb+Ka3Ea8VYmJi1LVrVy1atMhu3MvLSx988AEJAOA2li1bppYtWyp//vyKiIgw/7uPiYnJ9L4dAAAAsIgtix4OmjZtmvz8/OTu7q569epp27Ztae7btGlT2Wy2FI/WrVs7dE3LkgDFihWTs7Nzitq7kZGRKlGiRKrHDBs2TP7+/urevbuqVaum5557TiEhIRo7dqwSExNTPWbo0KGKiYkxH3///XeGPxcAAJDzREREaOTIkXZNfIODg1WrVi2LI0tp48aNql69uubPn6+ePXvqxIkTVocE5CijR49WaGioZs2aJRcXF3O8YcOGioiIsDAyAAAA5CWLFy/WoEGDFBwcrIiICNWoUUMtW7Y0y9Peavny5Tp58qT52LNnj5ydndW+fXuHrmtZEsDV1VW1a9fW+vXrzbHExEStX79e9evXT/WYy5cvy8nJPmRnZ2dJkmEYqR7j5uYmDw8PuwcAAEBSGaCke4js2Ej36tWrev3119WsWTMdP35ckpSQkKA//vjD4siAnGXfvn1q3LhxinFPT09FR0dnfUAAAADIdKnNoM+MhyMmTpyoHj16KCgoSFWqVFFoaKgKFCigOXPmpLp/0aJFVaJECfOxbt06FShQIOckASRp0KBBmjVrlubPn6+//vpLPXv21KVLlxQUFCRJCggIsGsc3KZNG3388cdatGiRjhw5onXr1mnYsGFq06aNmQwAAABIj+xeBmjnzp2qXbu2Jk6caI41bdpUu3fv1lNPPWVhZEDOU6JECR08eDDF+ObNm1WuXDkLIgIAAEBeEx8frx07dqhFixbmmJOTk1q0aKGtW7em6xyzZ89Wx44dVbBgQYeubVljYEnq0KGDzpw5o+HDh+vUqVOqWbOm1q5dazYLPn78uN3M/3fffVc2m03vvvuuTpw4oeLFi6tNmzYaM2aMVU8BAADkQBEREebs36QyQNnF9evXNW7cOI0YMULXr1+XdGOVQkhIiAYMGJBiVSSAO+vRo4f69++vOXPmyGaz6d9//9XWrVs1ePBgDRs2zOrwAAAAkAkcnaV/t+Li4sxJZknc3NxSrDaPiopSQkKC+dl3Eh8fH+3du/eO19m2bZv27Nmj2bNnOxyjpUkASerTp4/69OmT6raNGzfafZ8vXz4FBwdnqzfqAAAg5wkPDze/zk5lgI4dO6ZOnTrZzQKpWbOmPv30Uz388MMWRgbkbEOGDFFiYqKeeOIJXb58WY0bN5abm5sGDx6svn37Wh0ecolXX2ysgYFPyOc+D+3ef0KDxi3Rr38cS3P/Pp2bqkf7RvItUURnoy/py+92atiUlYqLv5EAdnKy6d3Xnlanpx+Vz30eOnkmRmHhv+h/s9Zm1VMCkEMtWviZ5s+draioM3rwoUoa8vYwVatePdV9Dx48oOlTPtJff/6hf/89oTfeGqouAV3t9pk9a4bWr/tWR44clpu7u2rWfEQDBg2WX1lW0wGSNHbsWI0cOdJuLDg4WCNGjMjQ68yePVvVqlVT3bp1HT7W8iQAAABAVoiIiFB4eLji4uLMZsCSslUZIHd3dx04cEDSjWWhQ4cO1fDhw+Xq6mpxZEDOZrPZ9M477+iNN97QwYMHdfHiRVWpUkXu7u76999/df/991sdInK4dk/V0rjXn1PfMYu1fc9R9encTCun91aNtqN05vzFFPt3+E8dvdfvWb024jNt/f2wKpbx1qxR/jIkvTVhuSTp9a5Pqke7RuoxPEx/Hjqp2g8/oBkjuij24hVN/3xTFj9DADnF2jWr9cH7Y/Vu8EhVq1ZDn4XNV89Xu2nF12t13333pdj/6pUrKu1bWk+2/I8+GDc21XP+un2bOnR6SQ9Xq6aE6wmaMnmiXuvRTctXrlKBAgUy+ykBdy2rVgIMHTpUgwYNshtLbbJZsWLF5OzsrMjISLvxyMhIlShR4rbXuHTpkhYtWqRRo0bdVYysJwcAAHlCUiPg6Ohosxmwj4+PatWqZXFkN/n4+GjmzJmqUKGCNm/erNGjR5MAADKQq6urqlSporp166pQoUL6448/5Ovra3VYyAX6dWmuuct/UtjKn7X38Cn1HbNIV67GK7Bt/VT3f6xGWW397bAWr/1Vx0+e0/qf9+qLtb+qzsNlku1TTl9v2qW1m//Q8ZPn9OV3v2n9z3vt9gGAW4XNn6vn272ots+9oPIVKujd4JFyd3fXV8uXpbp/1WrVNWjwW2r1dOs07zs/njlbzz73vCpUqKiHKlXSqDH/08mT/+qvP//IzKcC3LOsagzs5uYmDw8Pu0dqSQBXV1fVrl1b69evN8cSExO1fv161a+f+j1DkiVLliguLk5dunS5q9eCJAAAAMgTkjcC9vLyyhbNgJctW6aoqCi7seeee0579uy5400gACB7cMnnrEcq++r7X/aZY4Zh6Ptf9qlu9bKpHvPz70f0SBVf8wN9v1L3qWXDh7V28x/J9jmsZnUfUoUHvCVJ1R4spfo1y+nbLX9m4rMBkJNdi4/XX3/+ocfqNzDHnJyc9NhjDbTr950Zdp2LFy5Ikjw8PTPsnEBeMWjQIM2aNUvz58/XX3/9pZ49e+rSpUsKCgqSJAUEBGjo0KEpjps9e7batm2b6oqe9KAcEAAAyDGSl/RxVFIJIE9PT4WEhGR0aA45f/68evfurc8//1zt2rXTF198YbdUNTv1KQAA3F6xIoWUL5+zTp+7YDd++mysHvLzSfWYxWt/1X1FCmr93IGyySYXF2fNXPKjxs/51tzng7nr5FHIXb9/+a4SEgw5O9sUPO1rLVrza6Y+HwA51/no80pISEjxIeF9992nI0cOZ8g1EhMT9f64ENV8pJYqVnwwQ84JZJqsqQbkkA4dOujMmTMaPny4Tp06pZo1a2rt2rVms+Djx4/Lycl+3v6+ffu0efNmffvtt6mdMl1IAgAAgBwjqaTPvbD6A/Z169YpKChIJ06ckCQtXbpUP/zwg5o0aWJpXADSFhcXlyL5aCQmyObkbFFEyOka1a6oN15uqf5jF2v77mMq71tMH7zRTid7/Mds/NvuqVrq2OpRdX17vv48dFLVHyql8YPb6eSZGH0W/ovFzwBAXhUyeqQOHTigeWELrQ4FyLH69OmjPn36pLpt48aNKcYeeughs6Tt3SIJAAAAsp20Zvwnzea32WzyvIvlx25ubpaVALp8+bLeeustTZ061Rzz8vLStGnT1LhxY0tiAnK7Xbt23Xb7vn37brs9ydixYzVy5Ei7MWefR+VSsu5dx4bcI+r8RV2/niDvooXtxr3v89Cps7GpHhPcq7U+X7VN877cKkn64+C/KpDfTdPe7aRxn3wjwzAUMqCtPpi7Tku+2WHu80DJonoj6EmSAABSVcSriJydnXX27Fm78bNnz6pYsWL3fP6Q0aP0w6aNmjP/U/ncoYkpkB1kVWPgnIAkAAAAyHbuNOPf29tbwcHBWRjRvdm+fbv8/f3tPnBs0aKF5s6dq9KlS1sYGZC71axZUzabLdWZU0nj6XlzOHToUA0aNMhuzLvRWxkWJ3K2a9cTtPOvv9Ws3kMK33gj8WSz2dSs7oMKXfxDqsfkd3dVYqL972ViYuL/HysZxv/vYyTa7ZOQaKQoEQAASVxcXVW5ysP65eetav5EC0k3/m355Zet6tjp7pqJSjf6nIwd856+X79Os+eFqXRp34wKGUAWIQkAAACyneRNfG+d8W/lbH5HXbt2TWPGjNHo0aOVkJAgSXJ3d9f777+v3r1780EOkMmOHDmSIedxc3NLUUqMUkBI7qNPv9esUf7a8edx/brnqPp0bqYC+d20YMXPkqRP3vPXv6djNHzKSknS6h/2qF+XZvp93z/atvuoyvsW1/Cez2j1D7vN5MDqH3brrW4t9ffJ8/rz0EnVrFRa/bo004KvfrbseQLI/vwDgzTs7bf08MNVVbVadX0aNl9XrlxR2+eelyS9M/RNeXv7qP/A1yXdaCZ86NChG19fi9fp05Ha+9dfKlCggB4oc6N5ech7I7Vm9deaNGW6ChYoqKgzZyRJhQoXlru7uwXPEkgfVgLcRBIAAABYKrXSP9mpie+9+Prrr+1KiDz66KNasGCBKlWqZGFUQN5R5v8/vAAy29JvI1SsSCEN79laPvcV1q59J/Rs72lms2DfEkXtZv7/75O1MgxDwb2e0f3enoo6f1GrftijEVPDzX0GjVui4F7PaPLbHVS8SCGdPBOj2Uu3KGTmmix/fgByjv+0elrnz53T9KkfKSrqjB6qVFnTZ3yi+/6/HNCpkyflZLs5EeX0mdPq0K6t+f38uXM0f+4c1Xm0rmbPC5MkfbH4c0lSt67+dtcaNXqsnv3/5AKA7M1m3GtXgRwmNjZWnp6eiomJkYeHh9XhAACQ540cOTLN0j8+Pj45quzPrQzD0PPPP6/w8HANGzZMb7/9tlxcXKwOC8g0OeFeu1q1alq9erV8fe+tlEH+R1Jv5gYAWe389ql33gkAsoB7NptuXmFw1iTOD37QKkuucy+y2Y8GAADkdrfO/E+r2W9OKvuTJDo6Wl5eXub3NptNM2fO1NGjR/Xoo49aFxgA09GjR3Xt2jWrwwAAAACyDEkAAACQpdJq+pvTmv0mZxiGPvvsM/Xp00dhYWF2yYvixYurePHiFkYHAAAAAHkPPQFuohsdAADIUsmb/np5ecnLy0s+Pj45btZ/krNnz+rFF1+Uv7+/YmJi1L17d535/2ZpALKfRo0aKX/+/FaHAQAAAGQZVgIAAIA7Sq15793KLU1/JWnNmjV6+eWXderUKXPsySefpO4/kI2tXr3a6hAAAACQBVgIcBNJAAAAcEdplfC5F25ubhl6vqx08eJFDR48WDNmzDDHihYtqtDQULVv397CyACk5cCBA9qwYYNOnz6txMREu23Dhw+3KCoAAAAg85EEAAAgj7iX2fxpNe+9Wzmx6W+SrVu3yt/fX4cOHTLHWrVqpdmzZ6tkyZIWRgYgLbNmzVLPnj1VrFgxlShRwq4+rM1mIwkAAACQC9ET4CaSAAAA5BEZMZs/JzfvzQgLFixQUFCQOYu4QIECmjhxol555RVuMIFsbPTo0RozZozeeustq0MBAAAAshxJAAAA8ojkDXnvZjZ/Tp69n1GaNWumwoULKyYmRvXr19eCBQtUoUIFq8MCcAfnz5+nVBcAAEAewzytm0gCAACQiyUvAZSbGvJaxdfXV9OnT9fRo0f15ptvKl8+bqWAnKB9+/b69ttv9dprr1kdCgAAAJDleOcKAEAulloJoJzckDcrHT16VO+8846mT59ut3Kic+fOFkYF4G5UqFBBw4YN088//6xq1arJxcXFbnu/fv0sigwAAACZxcmJpQBJSAIAAJCD3anZ760NfSnpc2eGYWjevHnq37+/Lly4IBcXF82bN8/qsADcg5kzZ6pQoULatGmTNm3aZLfNZrORBAAAAECuRhIAAIAcLL3NfvN6Q9/0On36tF555RWtWLHCHNu4caPOnTunokWLWhgZgHtx5MgRq0MAAABAFqMnwE0kAQAAyMHS0+yX2f/ps3LlSvXo0UOnT582x7p27arJkyfLw8PDwsgAZCTDMCTd+HcTAAAAyAtIAgAAkI2lt9wPzX7vXmxsrAYOHKg5c+aYY8WKFdOsWbPUtm1b6wIDkKEWLFig8ePH68CBA5KkBx98UG+88Yb8/f0tjgwAAACZgUkfN5EEAAAgG0tvuR+a/d6dH3/8UQEBATp69Kg51qZNG82aNUs+Pj7WBQYgQ02cOFHDhg1Tnz591LBhQ0nS5s2b9dprrykqKkoDBw60OEIAAAAg85AEAAAgG7l15v+tjX1TQ7mfu7dr1y4zAVCoUCFNnjxZQUFBzBgBcpkpU6bo448/VkBAgDn23//+Vw8//LBGjBhBEgAAACAX4m3dTSQBAADIRtKa+U9j38zRq1cvrVy5UleuXNH8+fNVtmxZq0MCkAlOnjypBg0apBhv0KCBTp48aUFEAAAAQNZxsjoAAABwU/JGv15eXvLy8pKPjw8z/TNAQkKC1q1bZzdms9m0ePFibdiwgQQAkItVqFBBX3zxRYrxxYsXq2LFihZEBAAAgMxms9my5JETsBIAAAALpNXwl0a/mePQoUMKCAjQTz/9pHXr1qlFixbmNi8vL+sCA5AlRo4cqQ4dOuiHH34wewJs2bJF69evTzU5AAAAAOQmJAEAALDAnRr+0ug3YxiGoVmzZmnQoEG6dOmSJKl79+7av3+/XF1dLY4OQFZ54YUX9Msvv2jixIn66quvJEmVK1fWtm3b9Mgjj1gbHAAAADJFTpmlnxVIAgAAkMUiIiLMBEBqDX9p9JsxTp48qe7du2v16tXmWLly5bRgwQISAEAeVLt2bX322WdWhwEAAABkOZIAAABksfDwcPNrGv5mjqVLl+q1117T2bNnzbEePXpowoQJKly4sIWRAchKTk5Od5wBZrPZdP369SyKCAAAAFmFhQA3kQQAACCLJe8DwIz/jBUdHa2+ffvq008/Ncd8fHz0ySef6JlnnrEwMgBW+PLLL9PctnXrVn300UdKTEzMwogAAACArEcSAACALJC8EXBS818vLy/VqlXL4shylx49emjp0qXm988//7xCQ0NVvHhxC6MCYJVnn302xdi+ffs0ZMgQhYeH66WXXtKoUaMsiAwAAACZjZ4ANzlZHQAAAHlBUiPg6OhoGYYhiea/mWHs2LEqUKCAPDw8tGDBAi1dupQEAABJ0r///qsePXqoWrVqun79un777TfNnz9fZcqUsTo0AAAAIFOxEgAAgCyQVAIoqREwzX8zRnx8vF2T3woVKmjx4sWqXr26HnjgAQsjA5BdxMTEKCQkRFOmTFHNmjW1fv16NWrUyOqwAAAAkMlYCHATSQAAADJY8tI/SZJKAHl6eiokJMSq0HKN69evKyQkRF988YW2bdumAgUKmNuo/Q8gyfvvv69x48apRIkS+vzzz1MtDwQAAADkdiQBAADIYEmlf1JDCaB7t2/fPgUEBGjbtm2SpDfffFNTp061OCoA2dGQIUOUP39+VahQQfPnz9f8+fNT3W/58uVZHBkAAAAyGz0BbiIJAADAXUptxr90c9Z/UumfJJQAujeGYWj69Ol64403dOXKFUmSs7Oz7rvvPhmGwQ0egBQCAgL4twEAAAB5HkkAAADu0u1m/EuSt7e3goODszCi3OvEiRMKCgrSunXrzLEHH3xQCxYsUL169SyMDEB2Nm/ePKtDAAAAgEWYC3ITSQAAAO7Src1+k2PWf8b5/PPP1atXL0VHR5tjvXv31vvvv2/XCwAAAAAAAKREEgAAgFSkVeonOZr9Zi7DMNS1a1ctWLDAHLv//vs1d+5cPfXUUxZGBgAAAADI7igLeRNJAAAAUnGnUj/J0ew3c9hsNlWpUsX8vmPHjpo2bZqKFi1qYVQAAAAAAOQsJAEAAPh/yWf/p9Xc91aU/clcgwcP1k8//aROnTqpY8eOVocDAAAAAMghWAhwE0kAAAD+X2qz/2num3V+/vlnbd++XX379jXHnJ2dtWLFCgujAgAAAAAgZyMJAADA/7u10S+z/LNGfHy83nvvPbOvQu3atdWgQQOLowIAAAAA5GT0BLiJJAAAALpRCig6OloSjX6z0p9//il/f39FRESYY1OnTiUJAAAAAABABnGyOgAAALKD8PBw82sa/Wa+xMRETZo0SbVq1TITAPny5dN7772nBQsWWBwdAAAAACCns9my5pETsBIAAJArJW/ymx5JjYAlUQIokx0/flxdu3bVhg0bzLHKlSsrLCxMtWvXtjAyAAAAAAByH5IAAIBcKbUmv+nh4+OjWrVqZUJEMAxDYWFh6tu3r2JjY83xAQMGKCQkRPnz57cwOgAAAABAbkJPgJtIAgAAcqVbm/ymB42AM9f169f14YcfmgkAX19fzZs3T82bN7c4MgAAAAAAci+SAACAHMOREj9J5X1o8pt9uLi4KCwsTHXq1NGLL76ojz76SF5eXlaHBQAAAADIhVgIcBNJAABAjnE3JX5o8mudCxcu6MyZMypXrpw5VrVqVf3xxx8qX768hZEBAAAAAJB3kAQAAFguvTP8k2b3p7fED+V9rLN582YFBASoUKFC2r59u10yhgQAAAAAACCz0RPgJpIAAADLOTrD39vbW8HBwZkYEe5WXFycgoOD9f7778swDEnSqFGjNGbMGIsjAwAAAAAgbyIJAACwnCNNfJndn33t3r1bXbp00a5du8yxhg0bqlu3bhZGBQAAAADIi1gIcBNJAADAPXOkYW9qaOKbsyUkJGjixIl69913FR8fL+lGE+D33ntPgwcPlrOzs8URAgAAAACQd5EEAADcs7tp2JsamvjmPEeOHFFgYKB+/PFHc6xatWoKCwtTjRo1LIwMAAAAAJCX0RPgJpIAAIB7EhERYSYA0tuwNzWU+cl5oqOjVatWLUVHR0u68fMfPHiw3nvvPRI6AAAAAABkEyQBAAD3JDw83Pyahr15i5eXl/r27av33ntPfn5+mj9/vho3bmx1WAAAAAAAsBIgGZIAAIB7krwPADP5cz/DMOxupIYNGyYXFxf1799fHh4eFkYGAAAAAABS42R1AACAnCsiIsIsBePl5aVatWpZGxAyTUxMjLp27aqxY8fajbu4uGjYsGEkAAAAAAAA2YrNljUPR02bNk1+fn5yd3dXvXr1tG3bttvuHx0drd69e6tkyZJyc3PTgw8+qNWrVzt0TVYCAADuWvJSQNSAz702btyowMBAHT9+XPny5VOrVq30yCOPWB0WAAAAAAA5yuLFizVo0CCFhoaqXr16mjRpklq2bKl9+/bJ29s7xf7x8fF68skn5e3traVLl6pUqVI6duyYvLy8HLouSQAAgEMiIiIUHh6uuLg4xcTEmOOUAsp9rl69qnfeeUcTJ040x/Lnz6/jx4+TBAAAAAAAZGvZsSfAxIkT1aNHDwUFBUmSQkNDtWrVKs2ZM0dDhgxJsf+cOXN07tw5/fTTT3JxcZEk+fn5OXxdygEBABwSHh6uyMhIRUdHyzAMSZKPjw+lgHKZnTt3qnbt2nYJgKZNm2r37t169tlnLYwMAAAAAIDsIy4uTrGxsXaP5P0Tk8THx2vHjh1q0aKFOebk5KQWLVpo69atqZ575cqVql+/vnr37i0fHx9VrVpVISEhSkhIcChGkgAAAIck/SGz2Wzy8vKSj48PqwBykevXr2vMmDGqW7eu/vzzT0k3Sj1NmDBB69evV5kyZSyOEAAAAACAO8uqngBjx46Vp6en3ePWfnqSFBUVpYSEBPn4+NiN+/j46NSpU6k+h8OHD2vp0qVKSEjQ6tWrNWzYME2YMEGjR4926LWgHBAAIE3JS/8kSSoB5OnpqZCQEKtCQyb4999/1a5dO7sZCDVr1lRYWJiqVq1qYWQAAAAAAGRPQ4cO1aBBg+zGMqpvYmJiory9vTVz5kw5Ozurdu3aOnHihMaPH6/g4OB0n4ckAAAgTUmlf1JDI+Dcp0iRIjp//rykG0sShwwZouDgYLm6ulocGQAAAAAAjsmqngBubm7p+oykWLFicnZ2TvE5S2RkpEqUKJHqMSVLlpSLi4ucnZ3NscqVK+vUqVOKj49P9/t1ygEBANJ0a+mfpAclgHKn/PnzKywsTJUqVdKPP/6oMWPGkAAAAAAAAORIWVUOKL1cXV1Vu3ZtrV+/3hxLTEzU+vXrVb9+/VSPadiwoQ4ePKjExERzbP/+/SpZsqRD79dZCQAAuCNK/+ROS5YsUfXq1fXQQw+ZY3Xq1NGePXvsZhkAAAAAAIB7N2jQIAUGBqpOnTqqW7euJk2apEuXLikoKEiSFBAQoFKlSpk9BXr27KmpU6eqf//+6tu3rw4cOKCQkBD169fPoeveUxLg6tWrcnd3v5dTAACALHb+/Hn16dNHCxcuVN26dbVlyxbly3fzloAEAAAAAAAgp3PKonJAjujQoYPOnDmj4cOH69SpU6pZs6bWrl1rNgs+fvy4nJxuFu/x9fXVN998o4EDB6p69eoqVaqU+vfvr7feesuh6zqcBEhMTNSYMWMUGhqqyMhI7d+/X+XKldOwYcPk5+enbt26OXpKAIDFUmsALN1sAozc47vvvlPXrl114sQJSdK2bdv05Zdfqn379hZHBgAAAABA7tenTx/16dMn1W0bN25MMVa/fn39/PPP93RNh3sCjB49WvPmzdP7779vV3eoatWq+uSTT+4pGACANZIaAEdHR9s9DMOQRBPg3ODy5cvq16+fnnzySTMB4OXlpc8++0zt2rWzODoAAAAAADJWdusJYCWHVwIsWLBAM2fO1BNPPKHXXnvNHK9Ro4b27t2bocEBALJG8gbAnp6edtvc3NxoApzDbd++Xf7+/tq3b5851qJFC82dO1elS5e2MDIAAAAAAJDZHE4CnDhxQhUqVEgxnpiYqGvXrmVIUAAAa9AAOHe5du2axowZo9GjRyshIUGS5O7urvfff1+9e/e2qzMIAAAAAEBuYssp0/SzgMPv/qtUqaIff/wxxfjSpUv1yCOPZEhQAADg3u3YsUOjRo0yEwCPPvqodu7cqb59+5IAAAAAAAAgj3B4JcDw4cMVGBioEydOKDExUcuXL9e+ffu0YMECff3115kRIwDAAWk1+b0dGgDnTo899pgGDhyoyZMna9iwYXr77bfl4uJidVgAAAAAAGQ6JxYCmBxOAjz77LMKDw/XqFGjVLBgQQ0fPly1atVSeHi4nnzyycyIEQDggKQmv3eDBsA526lTp+Tt7W03y3/MmDF66aWXVKtWLQsjAwAAAAAAVnE4CSBJjRo10rp16zI6FgBABrhdk9/boQFwzmUYhhYuXKjevXtr5MiR6t+/v7nN3d2dBAAAAAAAIM+hJ8BNDicBypUrp+3bt+u+++6zG4+OjlatWrV0+PDhDAsOAJDSncr9JJX2oclv3nD27Fm99tprWrp0qSRpyJAheuqpp1S5cmWLIwMAAAAAANmBw0mAo0ePmg0Gk4uLi9OJEycyJCgAQNrSW+6H0j653+rVq9WtWzedOnXKHHvhhRdUsmRJC6MCAAAAAMB6LAS4Kd1JgJUrV5pff/PNN3YlJhISErR+/Xr5+fk5HMC0adM0fvx4nTp1SjVq1NCUKVNUt27dNPePjo7WO++8o+XLl+vcuXMqU6aMJk2apKefftrhawNAZribxryOSJrpf7tyP5T2yd0uXryowYMHa8aMGeZY0aJFFRoaqvbt21sYGQAAAAAAyG7SnQRo27atpBsfOgUGBtptc3FxkZ+fnyZMmODQxRcvXqxBgwYpNDRU9erV06RJk9SyZUvt27dP3t7eKfaPj4/Xk08+KW9vby1dulSlSpXSsWPH5OXl5dB1ASAz3UtjXkd4e3srODg406+D7OWnn35SQECADh06ZI61atVKs2fPZgUAAAAAAAD/zyaWAiRJdxIgMTFRklS2bFlt375dxYoVu+eLT5w4UT169FBQUJAkKTQ0VKtWrdKcOXM0ZMiQFPvPmTNH586d008//SQXFxdJuqvVBwCQme62Ma8jmOmfN3311Vd64YUXzL/JBQoU0MSJE/XKK6/Q8AgAAAAAAKTK4Z4AR44cyZALx8fHa8eOHRo6dKg55uTkpBYtWmjr1q2pHrNy5UrVr19fvXv31ooVK1S8eHF17txZb731lpydnTMkLgBw1K3lf2jMi8zyxBNPqEyZMjpy5Ijq16+vBQsWqEKFClaHBQAAAABAtuPEXDmTw0kASbp06ZI2bdqk48ePKz4+3m5bv3790nWOqKgoJSQkyMfHx27cx8dHe/fuTfWYw4cP6/vvv9dLL72k1atX6+DBg+rVq5euXbuWZkmMuLg4u7rcsbGx6YoPANIrrfI/NOZFRitcuLDmz5+vH3/8UW+++aby5burP+MAAAAAACAPcfjTg507d+rpp5/W5cuXdenSJRUtWlRRUVEqUKCAvL29050EuBuJiYny9vbWzJkz5ezsrNq1a+vEiRMaP358mkmAsWPHauTIkZkWE4C8J62Z/8nL/1CuB/fq6NGj6tu3r6ZMmWJX+q5Ro0Zq1KiRdYEBAAAAAJADUDb3JoeTAAMHDlSbNm0UGhoqT09P/fzzz3JxcVGXLl3Uv3//dJ+nWLFicnZ2TjF7NjIyUiVKlEj1mJIlS8rFxcWu9E/lypV16tQpxcfHy9XVNcUxQ4cO1aBBg8zvY2Nj5evrm+44AeBWac38p1EvMoJhGJo3b5769++vCxcu6MKFC/r+++/l5ORkdWgAAAAAACAHcvgThd9++02vv/66nJyc5OzsrLi4OPn6+ur999/X22+/ne7zuLq6qnbt2lq/fr05lpiYqPXr16t+/fqpHtOwYUMdPHjQbIgoSfv371fJkiVTTQBIN2bjenh42D0A4F4kb/zr5eUlLy8v+fj4MPMf9+z06dN67rnn9PLLL+vChQuSbqwI+Pvvvy2ODAAAAACAnMVmy5pHTuDwSgAXFxdzNqK3t7eOHz+uypUry9PT0+EPKQYNGqTAwEDVqVNHdevW1aRJk3Tp0iUFBQVJkgICAlSqVCmNHTtWktSzZ09NnTpV/fv3V9++fXXgwAGFhIRkagkiAEguIiJC0dHRkmj8i4y1YsUK9ejRQ2fOnDHHunbtqsmTJ5PABgAAAAAAd83hJMAjjzyi7du3q2LFimrSpImGDx+uqKgohYWFqWrVqg6dq0OHDjpz5oyGDx+uU6dOqWbNmlq7dq3ZLPj48eN25Q98fX31zTffaODAgapevbpKlSql/v3766233nL0aQDAXQkPDze/pvEvMkJsbKwGDhyoOXPmmGPFihXTrFmz1LZtW+sCAwAAAAAgB3PKKdP0s4DNMAzDkQN+/fVXXbhwQc2aNdPp06cVEBCgn376SRUrVtTs2bNVs2bNTAo1Y8TGxsrT01MxMTHMrASQqlsb/yYXExOjpH82u3fvrlq1amV1eMhFtmzZoi5duujo0aPmWJs2bTRr1iwzIQ4AOUleutfO/0gfq0MAAEnS+e1TrQ4BACRJ7g5PN89cz8/ekSXXWd6tdpZc5144/KOpU6eO+bW3t7fWrl2boQEBgNXSavybnI+PDwkA3LPY2FgzAVCoUCFNnjxZQUFBsjFbAQAAAACAe8Jb65scbgycloiICD3zzDMZdToAsExqjX+TP2gCjIzSqlUrvfrqq2rUqJF27dqll19+mQQAAAAAAADIUA6tBPjmm2+0bt06ubq6qnv37ipXrpz27t2rIUOGKDw8XC1btsysOAEgUyUvARQTEyOJxr/IWAkJCVq6dKlefPFFuw/6J02aJBcXFzk7O1sYHQAAAAAAuQuT7G5KdxJg9uzZ6tGjh4oWLarz58/rk08+0cSJE9W3b1916NBBe/bsUeXKlTMzVgDINKmVAKLxLzLKoUOHzB46Fy5cUPfu3c1t7u7uFkYGAAAAAAByu3SXA5o8ebLGjRunqKgoffHFF4qKitL06dO1e/duhYaGkgAAkKPdWgKIkj/ICIZhaObMmapRo4Z++uknSdLrr79urjYBAAAAAACZw2bLmkdOkO6VAIcOHVL79u0lSc8//7zy5cun8ePHq3Tp0pkWHABkNUoAIaOcOnVK3bt316pVq8yxcuXKacGCBfL09LQwMgAAAAAAkJekOwlw5coVFShQQNKNmbJubm4qWbJkpgUGAEBOtXTpUr322ms6e/asOdajRw9NnDhRhQoVsjAyAAAAAADyBqecMk0/CzjUGPiTTz4xP7y4fv265s2bp2LFitnt069fv4yLDgDuQfJmv3dCeRZkhOjoaPXt21effvqpOebj46PZs2erdevWFkYGAAAAAADyqnQnAR544AHNmjXL/L5EiRIKCwuz28dms5EEAJBtpNbs905oBox7MXz4cLsEwAsvvKDQ0NAUCXMAAAAAAJC5WAdwU7qTAEePHs3EMAAgYySf/Z80u99ms6WrBrubmxvNgHFPRowYoWXLlunixYuaOnWqunTpIhvLDwEAAAAAgIUcKgcEANldarP/vb29FRwcbFFEyM0uXrxoV+O/aNGiWrZsme6//3498MADFkYGAAAAAEDexqS8m5ysDgAAMlJS/X+bzSYvLy/5+Pgwux8Z7vr16xo1apQqVKigkydP2m177LHHSAAAAAAAAIBsg5UAALIlR5r6JpdUAsjT01MhISGZERryuP3798vf31/btm2TJHXr1k2rVq1ihgEAAAAAANmIE2/TTSQBAGRLd9PUNzka/CKjGYah6dOn64033tCVK1ckSc7OzqpTp44SEhKULx9/UgEAAAAAQPbDJxYAsp2IiAgzAZDepr7J0eAXGe3EiRMKCgrSunXrzLGKFSsqLCxM9erVszAyAAAAAACQGlbs33RXSYBDhw5p7ty5OnTokCZPnixvb2+tWbNGDzzwgB5++OGMjhFAHhMeHm5+TVNfWO3zzz9Xr169FB0dbY717t1b48aNU8GCBa0LDAAAAAAAIB0cbgy8adMmVatWTb/88ouWL1+uixcvSpJ+//13PqgDkCGS9wFgRj+s1Lt3b3Xu3NlMANx///365ptvNHXqVBIAAAAAAABkYzZb1jxyAodXAgwZMkSjR4/WoEGDVLhwYXO8efPmmjp1aoYGByB3S6v5b1JzXy8vL9WqVcuK0ABJN/62TZ8+XZLUsWNHTZs2TUWLFrU4KgAAAAAAgPRzOAmwe/duLVy4MMW4t7e3oqKiMiQoAHnDnZr/0twXVnvhhRfUp08fNWzYUB07drQ6HAAAAAAAkE70BLjJ4SSAl5eXTp48qbJly9qN79y5U6VKlcqwwADkfkkrAFJr/ktzX2S1pDJ348aNsxufMmWKRREBAAAAAADcO4eTAB07dtRbb72lJUuWyGazKTExUVu2bNHgwYMVEBCQGTECyIUiIiLMOuuenp4KCQmxNiDkWdeuXdOoUaMUEhKixMRE1axZU506dbI6LADIc1auXJnuff/73/9mYiQAAADIDZxYCGByOAkQEhKi3r17y9fXVwkJCapSpYoSEhLUuXNnvfvuu5kRI4BcKDw83Pyasj+wyp9//il/f39FRESYYwsWLFDHjh1ZNggAWaxt27bp2s9msykhISFzgwEAAAByEYeTAK6urpo1a5aGDRumPXv26OLFi3rkkUdUsWLFzIgPQC6VvBkwZX+Q1RITEzV58mQNHTrU/F3Mly+fgoODNWTIEBIAAGCBxMREq0MAAABALsJ7+5scTgJs3rxZjz/+uB544AE98MADmRETgDzEy8tLtWrVsjoM5CHHjx9X165dtWHDBnOscuXKCgsLU+3atS2MDAAAAAAAIOM5nARo3ry5SpUqpU6dOqlLly6qUqVKZsQFAECGMgxDYWFh6tu3r2JjY83xAQMGKCQkRPnz57cwOgDArS5duqRNmzbp+PHjio+Pt9vWr18/i6ICAABATsE6gJscTgL8+++/WrRokT7//HP973//U/Xq1fXSSy+pU6dOKl26dGbECCAHiIiIUHh4uF2Zn9uJiYnJ5IiAlJYtW2YmAHx9fTVv3jw1b97c4qgAALfauXOnnn76aV2+fFmXLl1S0aJFFRUVpQIFCsjb25skAAAAAOAAJ0cPKFasmPr06aMtW7bo0KFDat++vebPny8/Pz8+SAHysPDwcEVGRio6OjpdD8MwJNEUGFnHZrNp5syZKl68uPz9/bVr1y7+bgFANjVw4EC1adNG58+fV/78+fXzzz/r2LFjql27tj744AOrwwMAAEAO4GSzZckjJ3B4JUByZcuW1ZAhQ1SjRg0NGzZMmzZtyqi4AOQAyWf/J83st9ls8vT0TNfxbm5uNAVGprl48aIOHDigRx55xBzz8fHRrl27VKJECQsjAwDcyW+//aYZM2bIyclJzs7OiouLU7ly5fT+++8rMDBQzz//vNUhAgAAADnGXScBtmzZos8++0xLly7V1atX9eyzz2rs2LEZGRuAbC5p9n9y3t7eCg4Otigi4IbNmzcrMDBQly5d0p49e1SsWDFzGwkAAMj+XFxc5OR0Y9Gyt7e3jh8/rsqVK8vT01N///23xdEBAAAgJ8ghk/SzhMNJgKFDh2rRokX6999/9eSTT2ry5Ml69tlnVaBAgcyID0A2llT/P2n2PzP7YbW4uDgFBwfr/fffN0tODRw4UGFhYRZHBgBwxCOPPKLt27erYsWKatKkiYYPH66oqCiFhYWpatWqVocHAAAA5CgOJwF++OEHvfHGG3rxxRftZlYCyN1Sa/ybVALI09NTISEhVoUGSJJ2796tLl26aNeuXeZYw4YNNWLECOuCAgDclZCQEF24cEGSNGbMGAUEBKhnz56qWLGi5syZY3F0AAAAyAlsLAUwOZwE2LJlS2bEASCbS630TxKa+8JKCQkJmjhxot59913Fx8dLulFGYtSoUXrjjTfk7OxscYQAAEfVqVPH/Nrb21tr1661MBoAAAAgZ0tXEmDlypVq1aqVXFxctHLlytvu+9///jdDAgOQvdxa+icJJYBgpSNHjigwMFA//vijOVa1alWFhYWpZs2a1gUGAAAAAAAsxUKAm9KVBGjbtq1OnTolb29vtW3bNs39bDabEhISMio2ANkQpX+QXcTHx6tRo0Y6ceKEpBt/gwYPHqz33nuP1SkAkMOVLVv2tsu3Dx8+nIXRAAAAADlbupIAiYmJqX4NAIBVXF1dNWbMGHXt2lV+fn6aP3++GjdubHVYAIAMMGDAALvvr127pp07d2rt2rV64403rAkKAAAAOYoTSwFMDvcEWLBggTp06JBilmV8fLwWLVqkgICADAsOgHVubQSc1AQYsFJCQoJdjf+AgABdunRJXbp0kYeHh4WRAQAyUv/+/VMdnzZtmn799dcsjgYAAADIONOmTdP48eN16tQp1ahRQ1OmTFHdunVT3XfevHkKCgqyG3Nzc9PVq1cduqaTo0EGBQWl+mHghQsXUgQEIOdKagQcHR2t6OhoGYYhiSbAsEZMTIy6du2qV155xW7cZrOpV69eJAAAII9o1aqVli1bZnUYAAAAyAFstqx5OGLx4sUaNGiQgoODFRERoRo1aqhly5Y6ffp0msd4eHjo5MmT5uPYsWMOvxYOrwQwDCPV+pz//POPXbNQANnfrbP9k0tK9iVvBEwTYFhh48aNCgwM1PHjxyXdaED/7LPPWhwVAMAKS5cuVdGiRa0OAwAAALgrEydOVI8ePczJ9KGhoVq1apXmzJmjIUOGpHqMzWZTiRIl7um66U4CPPLII7LZbLLZbHriiSeUL9/NQxMSEnTkyBH95z//uadgAGStpNn+t+Pt7a3g4OAsigi46erVq3rnnXc0ceJEc6xw4cIOL3kDAOQ8Se89khiGoVOnTunMmTOaPn26hZEBAAAgp0htIruV4uPjtWPHDg0dOtQcc3JyUosWLbR169Y0j7t48aLKlCmjxMRE1apVSyEhIXr44Ycduna6kwBt27aVJP32229q2bKlChUqZG5zdXWVn5+fXnjhBYcuDsBaSSsAks/2T46Z/7DKzp071aVLF/3555/mWJMmTTRv3jz5+flZFxgAIEs8++yzdm/anJycVLx4cTVt2lSVKlWyMDIAAADAXlxcXIoqG25ubilKakdFRSkhIUE+Pj524z4+Ptq7d2+q537ooYc0Z84cVa9eXTExMfrggw/UoEED/fHHHypdunS6Y0x3EiBpJrCfn586dOggd3f3dF8EQPbm6empkJAQq8MAdP36dY0bN04jRozQ9evXJd34wxkSEqIBAwbIycnhVjYAgBxoxIgRVodwR417+FsdAgBIkhb86nhtaADIDK88VsbqEOxk1ScIY8eO1ciRI+3GgoODM+Setn79+qpfv775fYMGDVS5cmXNmDFD7733XrrP43BPgMDAQEcPAQDgjs6dO6fWrVvr559/Nsdq1qypsLAwVa1a1cLIAABZzdnZWSdPnpS3t7fd+NmzZ+Xt7a2EhASLIgMAAEBOkVXlgIYOHapBgwbZjd26CkCSihUrJmdn5xSluSMjI9Nd89/FxUWPPPKIDh486FCM6UoCFC1aVPv371exYsVUpEiR276A586dcygAAFnn1kbASc1/gezAy8vLLDXn5OSkIUOGKDg4WK6urhZHBgDIaoZhpDoeFxfH3wUAAABkK6mV/kmNq6urateurfXr15ul9xMTE7V+/Xr16dMnXddKSEjQ7t279fTTTzsUY7qSAB9++KEKFy5sfp3dmioASJ+0GgGn5x8qILM5OTlpzpw5ev755zV58mQ1aNDA6pAAAFnso48+knRj1tYnn3xi14csISFBP/zwAz0BAAAAkC5O2fAj7EGDBikwMFB16tRR3bp1NWnSJF26dElBQUGSpICAAJUqVUpjx46VJI0aNUqPPfaYKlSooOjoaI0fP17Hjh1T9+7dHbpuupIAyUsAde3a1aELAMg+UmsETPNfWGXJkiXy9vZWkyZNzDFfX19t27aNZDMA5FEffvihpBsrAUJDQ+Xs7Gxuc3V1lZ+fn0JDQ60KDwAAALgnHTp00JkzZzR8+HCdOnVKNWvW1Nq1a81mwcePH7frh3j+/Hn16NFDp06dUpEiRVS7dm399NNPqlKlikPXtRlprbVNQ0REhFxcXFStWjVJ0ooVKzR37lxVqVJFI0aMyPbLc2NjY+Xp6amYmBh5eHhYHQ6QYW4t9ZOamJgYGYYhLy8vGgHDMufPn1efPn20cOFC+fr6avfu3WZSCgCQs2XUvXazZs20fPlyFSlSJAOjy1gtp/9idQgAIEl6oVb66kgDQGbLbo2BB63cmyXXmfjf7L9S1eEmya+++qr2798vSTp8+LA6dOigAgUKaMmSJXrzzTczPEAA6ZNU6ic6OjrNR1LOj/I/sMp3332natWqaeHChZKkv//+W5999pnFUQEAspsNGzZk6wQAAAAAkJOkqxxQcvv371fNmjUl3Sjl0KRJEy1cuFBbtmxRx44dNWnSpAwOEUBaks/+T2rym7zUT2oo/wMrXL58WUOGDNGUKVPMMU9PT02bNk2dO3e2MDIAQHb0wgsvqG7dunrrrbfsxt9//31t375dS5YssSgyAAAA5BSUGr7J4SSAYRhKTEyUdGNG5zPPPCPpRh3nqKiojI0OwG2l1ujX29tbwcHBFkUEpLR9+3b5+/tr37595tgTTzyhuXPnytfX18LIAADZ1Q8//KARI0akGG/VqpUmTJiQ9QEBAAAAOZjD5YDq1Kmj0aNHKywsTJs2bVLr1q0lSUeOHDEbGADIGskb/Xp5ecnHx4dZ/sg2rl27phEjRqh+/fpmAsDd3V0fffSRvv32WxIAAIA0Xbx4MdVeYy4uLoqNjbUgIgAAAOQ0TraseeQEDq8EmDRpkl566SV99dVXeuedd1ShQgVJ0tKlS9WgQYMMDxDIq9Lb6Fe6UVaFRr/Ibv7++2+NHz9eCQkJkm4kkcPCwlSpUvZvmAMAsFa1atW0ePFiDR8+3G580aJFqlKlikVRAQAAADmTw0mA6tWra/fu3SnGx48fL2dn5wwJCkDqpX7SQqNfZEflypXT+PHj1a9fP7377rt655135OLiYnVYAIAcYNiwYXr++ed16NAhNW/eXJK0fv16LVy4UEuXLrU4OgAAAOQEtAS4yeEkQJIdO3bor7/+kiRVqVJFtWrVyrCggLyKRr/Iyf755x8VLVpUBQoUMMd69uyppk2bMmsTAOCQNm3a6KuvvlJISIiWLl2q/Pnzq0aNGvr+++9VtGhRq8MDAAAAchSHkwCnT59Whw4dtGnTJnl5eUmSoqOj1axZMy1atEjFixfP6BiBPINGv8iJDMPQwoUL1bt3bwUEBOijjz4yt9lsNhIAAIC70rp1a7P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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:02:59,357 INFO: === Dataset: d ===\n", "2025-04-25 20:03:00,708 INFO:Total samples: 3181\n", "2025-04-25 20:03:09,347 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": [ "2025-04-25 20:03:09,413 INFO: === Dataset: e ===\n", "2025-04-25 20:03:09,796 INFO:Total samples: 911\n", "2025-04-25 20:03:12,588 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:03:12,657 INFO: === Dataset: f ===\n", "2025-04-25 20:03:18,062 INFO:Total samples: 12911\n", "2025-04-25 20:03:51,478 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:03:51,547 INFO: === Dataset: g ===\n", "2025-04-25 20:03:54,050 INFO:Total samples: 6000\n", "2025-04-25 20:04:10,009 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": 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RdvXGjRsbFovFOHnypK0myXB1dbWrPTrelClTbLVH58fLly+3e87/nkc/8t/X36NHDyN9+vRGZGRkrLkfHWPLli2GYRhGeHi44e3tbRQvXty4f/++bdwPP/xgSDIGDx5sdzxJdueAhvHw80K5cuViPea/X0exYsUMwzCM8uXLG23btjUM4+F5oKurq7Fw4cIY34OYziV37dplSDIWLVpkqy1fvtzutf3bo/P5DRs2xLjtv+d7M2fONCQZixcvNnbv3m04OzsbPXv2fOprnDhxom2/R8LDw43KlSsbadOmNUJCQgzDeHg+LcnIlCmT3Wee1atXG5KM//3vf088Trdu3QyLxWL3Oe/GjRuGl5eXIck4c+bMU7MCQGLjdkAAkqw6deooS5YsypUrl5o1a6a0adPqu+++U44cORL1uC+99JKyZMkiX19fffTRRypQoIDWr1+v1KlT28bcuXNHkmKcmvzIo20hISF2//ukfZ4mJCTkufZ/mtatW8vDw8Ou1rRpU0VERNiuvJGkH3/8Ubdv31bTpk0lPbz6auXKlWrYsKEMw9D169dtP/Xq1VNwcLD2798f63HXrVsn6eE6C//2ySefSJLWrl1rVy9atKjdonJZsmTRSy+9pNOnTz/Dq354m52ff/5Z77//vu7cuWPLfuPGDdWrV08nTpywTcHOkCGD/vzzT504ceKZjvVfP/30k8LDw9WtWze72+TENHPCzc3NtkaD1WrVjRs3lDZtWr300ktPfH//7d9/v3fv3tX169dVpUoVGYahAwcO2Ma4urpq69atunXrVozPs2nTJt2+fVvNmze3+/t2dnZWpUqVtGXLlri+BXY2b96syMhIde7c2a7erVu3Z3o+AACQMBx5bh7f8+Z169bJ2dlZ3bt3t6t/8sknMgxD69evt6vXqVPHblHikiVLKn369M98LhmTDBky6O7du7ZbRsbF77//rqtXr6pz5852awW8+eabKly4cLRzYknq2LGj3eNq1arF+3V88MEHWrVqlcLDw7VixQo5OzvbZsH+17/PJSMiInTjxg0VKFBAGTJkiPP5qCTlzZvXNqP4aTp06KB69eqpW7duatmypfLnz69Ro0Y9db9169Ypa9asat68ua3m4uKi7t27KzQ0VNu2bbMb37RpU7vZ348+bzzt/dywYYMqV66s0qVL22peXl768MMP4/LyAMAhuB0QgCRr2rRpKlSokFKlSiUfHx+99NJLDlmkduXKlUqfPr2uXbumyZMn68yZM9G+GH/0geRRMyAm/20UpE+f/qn7PE1Cfzj5r7x580arlSpVSoULF9ayZcvUtm1bSQ9vBZQ5c2bblOFr167p9u3bmjVrlmbNmhXjc//7Pp7/de7cOTk5OalAgQJ29axZsypDhgw6d+6cXT2maeEZM2aM9Qvrpzl58qQMw9CgQYM0aNCgGMdcvXpVOXLk0LBhw/T222+rUKFCKl68uF5//XW1bNnSdluh+Hr02goWLGhXz5Ili92HEOnhvfInTZqk6dOn68yZM3b3e43rVPygoCANHjxYa9asifZ+BQcHS3rYbBgzZow++eQT+fj46OWXX1aDBg3UqlUrZc2aVZJsTZBHvwP/9ej3Pb4evR///V3w8vKK9n4AAADHceS5eXzPm8+dO6fs2bNHaxo8uv1MYp9LxqRz58769ttvVb9+feXIkUOvvfaa3n//fb3++uux7vMoZ0y3xilcuLC2b99uV3N3d7etefXIs7yOZs2aqU+fPlq/fr2+/vprNWjQINYGzP379zV69GjNnz9fFy5csFtz4dG5ZFzE9LnjSebOnav8+fPrxIkT2rlzZ7TPZzE5d+6cChYsGO33NK6/F4/OPZ/2fp47d85uIexH/ns+CwBmogkAIMmqWLGiypcv7/DjVq9eXZkzZ5YkNWzYUCVKlNCHH36offv22U4gH504Hj582O6Kj387fPiwpIdXrUsPT9wl6ciRI7Hu8zSFCxfWgQMH9M8//yhXrlxPHR/bAqxWq1XOzs7R6rGdTDdt2lQjR47U9evXlS5dOq1Zs0bNmzdXqlQP/xl5tJBYixYtoq0d8EhcviR/2oKxj8SUXVK0hd/i6lH+Pn36xHpF0qOT+OrVq+vUqVNavXq1fvzxR82ZM0dffvmlZsyYoXbt2j3T8eNq1KhRGjRokD766CMNHz5cXl5ecnJyUs+ePe0Wc4uN1WpV3bp1dfPmTX366acqXLiw0qRJowsXLqhNmzZ2z9GzZ081bNhQ33//vTZu3KhBgwZp9OjR+vnnn1WmTBnb2MDAQFtj4N8e/W4AAICUwZHn5gUKFFCqVKl05MiRRHn+5zmXtFgsMY7772K83t7eOnjwoDZu3Kj169dr/fr1mj9/vlq1ahVtYdpnFdvriK9s2bKpZs2aGj9+vHbs2KGVK1fGOrZbt26aP3++evbsqcqVK8vT01MWi0XNmjWL0/noI3H5Ev/ftm7dqrCwMEkPP0/F9KX780rozxgAkJTwCR0AniBt2rQKCAiQn5+fvv32WzVr1kySVL9+fTk7OyswMDDWxYEXLVqkVKlS2a72ebTP4sWLn3lh34YNG+qbb77R4sWL5e/v/9TxGTNm1O3bt6PVz507p3z58sX5uE2bNtXQoUO1cuVK+fj4KCQkxPZeSA+vWk+XLp2sVqvq1KkT5+d9JE+ePIqKitKJEyfsFgy7cuWKbt++rTx58sT7OWMSW5Ph0Xvh4uISp/xeXl7y8/OTn5+fQkNDVb16dQ0ZMsTWBIhrM0OS7bWdOHHC7u/k2rVr0a46WrFihWrVqqW5c+fa1W/fvm1rXD3p+EeOHNHx48e1cOFCu9/b2Kap58+fX5988ok++eQTnThxQqVLl9b48eO1ePFi2xR6b2/vp75nz/J+nDx50u4KsRs3biTo1XkAACDpSp06tV599VX9/PPPcbr4JU+ePPrpp590584duyvY//77b9v2hJIxY8YYZ+b+96pySXJ1dVXDhg3VsGFDRUVFqXPnzpo5c6YGDRoU41Xij3IeO3Ys2mzLY8eOJejr+K8PPvhA7dq1U4YMGfTGG2/EOm7FihVq3bq1xo8fb6s9ePAg2meO+Jz/Pc2lS5fUrVs3vfbaa3J1dbVduPO09yNPnjw6fPiwoqKi7GYDJPTvRZ48eXTy5Mlo9ZhqAGAW1gQAgKf48MMPlTNnTo0ZM8ZWy5Url/z8/PTTTz/pq6++irbPjBkz9PPPP6tt27bKmTOnbZ/27dvrxx9/1JQpU6LtExUVpfHjx+v8+fOxZmncuLFKlCihkSNHateuXdG237lzRwMHDrQ9zp8/v3bv3q3w8HBb7YcfftA///wTtxf//4oUKaISJUpo2bJlWrZsmbJly6bq1avbtjs7O+u9997TypUr9ccff0Tb/9q1a098/kcfNCZOnGhXnzBhgqSH90FNCI/WdfjvhxRvb2/VrFlTM2fO1KVLl6Lt9+/8N27csNuWNm1aFShQwHZlkiSlSZMmxuPEpE6dOnJxcdGUKVPsrjL673shPXyf/3sl0vLly23rFTzt+I+ubvr3cxiGoUmTJtmNu3fvnh48eGBXy58/v9KlS2d7nfXq1VP69Ok1atQoRURERMv67/csPu9H7dq1lSpVqmj/v5o6depT9wUAAClHQECADMNQy5YtFRoaGm37vn37bFfUv/HGG7JardHOF7788ktZLBbVr18/wXLlz59ff//9t925zqFDh7Rjxw67cf89Z3RycrLNjP33eeO/lS9fXt7e3poxY4bdmPXr1+uvv/5KsHPimDRu3FgBAQGaPn26XF1dYx0X0/nolClTos2EiM/539O0b99eUVFRmjt3rmbNmqVUqVKpbdu2T71C/4033tDly5e1bNkyWy0yMlJTpkxR2rRpVaNGjefOJj08L961a5cOHjxoq928eVNff/11gjw/ACQEZgIAwFO4uLioR48e6tu3rzZs2GC7sv/LL7/U33//rc6dO9vVN27cqNWrV6tGjRp2V8hI0vjx43Xq1Cl1795dq1atUoMGDZQxY0YFBQVp+fLl+vvvv+2usI8py6pVq1SnTh1Vr15d77//vqpWrSoXFxf9+eefWrJkiTJmzKiRI0dKktq1a6cVK1bo9ddf1/vvv69Tp07ZXcUdH02bNtXgwYPl7u6utm3bRru35ueff64tW7aoUqVKat++vYoWLaqbN29q//79+umnn3Tz5s1Yn7tUqVJq3bq1Zs2apdu3b6tGjRras2ePFi5cqEaNGqlWrVrxzhsTDw8PFS1aVMuWLVOhQoXk5eWl4sWLq3jx4po2bZpeeeUVlShRQu3bt1e+fPl05coV7dq1S+fPn9ehQ4ckPby9U82aNVWuXDl5eXnp999/14oVK9S1a1fbccqVKydJ6t69u+rVqydnZ+dY/16zZMmiPn36aPTo0WrQoIHeeOMNHThwQOvXr7e7ul+SGjRooGHDhsnPz09VqlTRkSNH9PXXX0eb1ZE/f35lyJBBM2bMULp06ZQmTRpVqlRJhQsXVv78+dWnTx9duHBB6dOn18qVK6NdYX/8+HHVrl1b77//vooWLapUqVLpu+++05UrV2yvI3369Prqq6/UsmVLlS1bVs2aNVOWLFkUFBSktWvXqmrVqrYP4vF5P3x8fNSjRw+NHz9eb731ll5//XUdOnTI9n4k5FVlAAAg6apSpYqmTZumzp07q3DhwmrZsqUKFiyoO3fuaOvWrVqzZo1GjBgh6eFs2Vq1amngwIE6e/asSpUqpR9//FGrV69Wz549n+ncNzYfffSRJkyYoHr16qlt27a6evWqZsyYoWLFitkWNJYenoffvHlTr776qnLmzKlz585pypQpKl26tN3M139zcXHRmDFj5Ofnpxo1aqh58+a6cuWKJk2aJF9fX/Xq1SvBXsd/eXp6asiQIU8d16BBAwUGBsrT01NFixbVrl279NNPP0Vbn6p06dJydnbWmDFjFBwcLDc3N7366qvy9vaOV6758+dr7dq1WrBgge3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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:04:10,079 INFO: === Dataset: h ===\n", "2025-04-25 20:04:12,664 INFO:Total samples: 6000\n", "2025-04-25 20:04:28,794 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:04:28,864 INFO: === Dataset: i ===\n", "2025-04-25 20:04:31,417 INFO:Total samples: 6000\n", "2025-04-25 20:04:47,392 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:04:47,460 INFO: === Dataset: j ===\n", "2025-04-25 20:04:50,027 INFO:Total samples: 6000\n", "2025-04-25 20:05:05,945 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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jZMmSxt27d23b/fTTT4YkY/DgwXbHk2R3DmgY9z8vlCtX7pHH/PfrKFGihGEYhlG+fHmjbdu2hmHcPw90dXU1FixYEOd7ENe55LZt2wxJxsKFC221ZcuW2b22f3twPr927do41/3388uXX35pSDIWLVpkbN++3XB2djZ69uz5xNc4adIk234PREVFGQEBAYanp6dx48YNwzDun09LMrJkyWL3mWflypWGJON///vfY4/z398jAKQU3A4IgEOoU6eOsmXLJl9fXzVp0kSenp76/vvvlStXriQ9bpEiRZQtWzb5+fmpTZs2KliwoNasWaO0adPatrl586YkxTk0+YEH627cuGH3v4/b50lu3LjxTPs/SatWreTh4WFXa9y4se7du2e78ka6P3Hr9evX1bhxY0n3r75asWKFGjRoIMMwFBYWZnvUrVtX4eHh2rNnzyOPu3r1akn351n4tz59+kiSVq1aZVcvXry43aRy2bJlU5EiRXTy5MmneNX3b7Pz66+/6r333tPNmzdt2a9cuaK6devqn3/+sQ3Bzpgxow4ePKh//vnnqY71X7/88ouioqLUrVs3u9vkxDVyws3NzTZHQ0xMjK5cuSJPT08VKVLkse/vv/3793v79m2FhYWpcuXKMgxDe/futW3j6uqqTZs26dq1a3E+z/r163X9+nU1bdrU7vft7OysSpUqaePGjfF9CwAAgANIznPzhJ43r169Ws7OzurevbtdvU+fPjIMQ2vWrLGr16lTx25S4lKlSsnLy+upzyXjkjFjRt2+fdt2y8j42LVrly5duqTOnTvb3WO+fv36Klq0aKxzYknq2LGj3XK1atUS/DqaNWum7777TlFRUVq+fLmcnZ1to2D/69/nkvfu3dOVK1dUsGBBZcyYMd7no5KUL18+24jiJ+nQoYPq1q2rbt26qUWLFipQoIBGjx79xP1Wr16t7Nmzq2nTpraai4uLunfvrlu3bum3336z275x48Z2o78ffN5IzL8LAEhO3A4IgEOYPn26ChcurDRp0sjHx0dFihRJlklqV6xYIS8vL12+fFlTpkzRqVOnYn0x/uADyYNmQFz+2yjw8vJ64j5PktgfTv4rX758sWqlS5dW0aJFtXTpUrVt21bS/VsBZc2a1TZk+PLly7p+/bpmzZqlWbNmxfnc/76P53+dOXNGTk5OKliwoF09e/bsypgxo86cOWNXj2tYeKZMmR75hfWTHD9+XIZhaNCgQRo0aFCc21y6dEm5cuXS8OHD9eabb6pw4cIqWbKkXn31VbVo0cJ2W6GEevDaChUqZFfPli2b3YcQSbJarZo8ebJmzJihU6dO2d3vNb5D8YODgzV48GD9+OOPsd6v8PBwSfebDWPHjlWfPn3k4+OjF198Ua+//rpatmyp7NmzS5KtCfLgb+C/Hvy9AwCA1CE5z80Tet585swZ5cyZM1bT4MHtZ5L6XDIunTt31rfffqt69eopV65ceuWVV/Tee+/p1VdffeQ+D3LGdWucokWLavPmzXY1d3d325xXDzzN62jSpIn69u2rNWvWaPHixXr99dcf2YC5e/euxowZo3nz5ikkJMRuzoUH55LxEdfnjseZM2eOChQooH/++Udbt26N9fksLmfOnFGhQoVi/Z3G9+/iwbl4Yv5dAEByogkAwCFUrFhR5cuXT/bjVq9eXVmzZpUkNWjQQP7+/nr//fe1e/du2wnkgxPHffv2qUyZMnE+z759+yTdv2pdun/iLkn79+9/5D5PUrRoUe3du1dnz56Vr6/vE7d/1ASsMTExcnZ2jlV/1Ml048aNNWrUKIWFhSl9+vT68ccf1bRpU6VJc/8/KQ8mEmvevHmsuQMeiM+X5E+aMPaBuLJLijXxW3w9yN+3b99HXpH0oEFRvXp1nThxQitXrtTPP/+sr776Sp9//rlmzpypdu3aPdXx42v06NEaNGiQ2rRpoxEjRihz5sxycnJSz5497SZze5SYmBi9/PLLunr1qvr166eiRYsqXbp0CgkJUevWre2eo2fPnmrQoIF++OEHrVu3ToMGDdKYMWP066+/qmzZsrZtg4KCbI2Bf3vwtwEAAFKH5Dw3L1iwoNKkSaP9+/cnyfM/y7mkxWKJc7v/Tsbr7e2tv/76S+vWrdOaNWu0Zs0azZs3Ty1btow1Me3TetTrSKgcOXKoZs2amjBhgrZs2aIVK1Y8cttu3bpp3rx56tmzpwICApQhQwZZLBY1adIkXuejD8TnS/x/27RpkyIjIyXd/zwVEBCQoP3jI7E/YwCA2fhUDgDx5OnpqSFDhigwMFDffvutmjRpIkmqV6+enJ2dFRQU9MjJgRcuXKg0adLYrvZ5sM+iRYueemLfBg0a6JtvvtGiRYs0YMCAJ26fKVMmXb9+PVb9zJkzyp8/f7yP27hxYw0bNkwrVqyQj4+Pbty4YXsvpPtXradPn14xMTGqU6dOvJ/3gbx588pqteqff/6xmzDs4sWLun79uvLmzZvg54zLo5oMD94LFxeXeOXPnDmzAgMDFRgYqFu3bql69eoaOnSorQkQ32aGJNtr++eff+x+J5cvX4511dHy5ctVq1YtzZkzx65+/fp1W+Pqccffv3+/jh07pgULFtj93T5qmHqBAgXUp08f9enTR//884/KlCmjCRMmaNGiRbYh9N7e3k98zxLyfgAAAKRNm1a1a9fWr7/+Gq+LX/LmzatffvlFN2/etLuC/ciRI7b1iSVTpkxxjsz971XlkuTq6qoGDRqoQYMGslqt6ty5s7788ksNGjQo1gjYf+c8evRorNGWR48eTdTX8V/NmjVTu3btlDFjRr322muP3G758uVq1aqVJkyYYKtFRETE+syRmOd/Fy5cULdu3fTKK6/I1dXVduHOk96PvHnzat++fbJarXajAZLi7wIAUiLmBACABHj//feVO3dujR071lbz9fVVYGCgfvnlF33xxRex9pk5c6Z+/fVXtW3bVrlz57bt0759e/3888+aOnVqrH2sVqsmTJigc+fOPTJLo0aN5O/vr1GjRmnbtm2x1t+8eVMff/yxbblAgQLavn27oqKibLWffvpJZ8+ejd+L/3/FihWTv7+/li5dqqVLlypHjhyqXr26bb2zs7PeeecdrVixQgcOHIi1/+XLlx/7/A8+aEyaNMmuPnHiREn374OaGB7M6/DfDyne3t6qWbOmvvzyS124cCHWfv/Of+XKFbt1np6eKliwoO3KJElKly5dnMeJS506deTi4qKpU6faXWX03/dCuv8+//dKpGXLltnmK3jS8R9c3fTv5zAMQ5MnT7bb7s6dO4qIiLCrFShQQOnTp7e9zrp168rLy0ujR4/WvXv3YmX993uWkPcDAABAkoYMGSLDMNSiRQvdunUr1vrdu3fbrqh/7bXXFBMTo2nTptlt8/nnn8tisahevXqJlqtAgQI6cuSI3bnO33//rS1bttht999zRicnJ9vI2H+fN/5b+fLl5e3trZkzZ9pts2bNGh0+fDjRzonj0qhRIw0ZMkQzZsyQq6vrI7eL63x06tSpsUZCJOb5X/v27WW1WjVnzhzNmjVLadKkUdu2bZ94hf5rr72m0NBQLV261FaLjo7W1KlT5enpqRo1ajxzNgBIyRgJAAAJ4OLioh49eujDDz/U2rVrbVf2f/755zpy5Ig6d+5sV1+3bp1WrlypGjVq2F0hI0kTJkzQiRMn1L17d3333Xd6/fXXlSlTJgUHB2vZsmU6cuSI3RX2cWX57rvvVKdOHVWvXl3vvfeeqlSpIhcXFx08eFBff/21MmXKpFGjRkmS2rVrp+XLl+vVV1/Ve++9pxMnTthdxZ0QjRs31uDBg+Xu7q62bdvGurfmp59+qo0bN6pSpUpq3769ihcvrqtXr2rPnj365ZdfdPXq1Uc+d+nSpdWqVSvNmjVL169fV40aNbRjxw4tWLBADRs2VK1atRKcNy4eHh4qXry4li5dqsKFCytz5swqWbKkSpYsqenTp6tq1ary9/dX+/btlT9/fl28eFHbtm3TuXPn9Pfff0u6f3unmjVrqly5csqcObN27dql5cuXq2vXrrbjlCtXTpLUvXt31a1bV87Ozo/8vWbLlk19+/bVmDFj9Prrr+u1117T3r17tWbNGrur+yXp9ddf1/DhwxUYGKjKlStr//79Wrx4caxRHQUKFFDGjBk1c+ZMpU+fXunSpVOlSpVUtGhRFShQQH379lVISIi8vLy0YsWKWCMOjh07ppdeeknvvfeeihcvrjRp0uj777/XxYsXba/Dy8tLX3zxhVq0aKEXXnhBTZo0UbZs2RQcHKxVq1apSpUqtg/iCXk/AAAAJKly5cqaPn26OnfurKJFi6pFixYqVKiQbt68qU2bNunHH3/UyJEjJd0fLVurVi19/PHHOn36tEqXLq2ff/5ZK1euVM+ePZ/q3PdR2rRpo4kTJ6pu3bpq27atLl26pJkzZ6pEiRK2CY2l++fhV69eVe3atZU7d26dOXNGU6dOVZkyZexGvv6bi4uLxo4dq8DAQNWoUUNNmzbVxYsXNXnyZPn5+alXr16J9jr+K0OGDBo6dOgTt3v99dcVFBSkDBkyqHjx4tq2bZt++eWXWPNTlSlTRs7Ozho7dqzCw8Pl5uam2rVry9vbO0G55s2bp1WrVmn+/Pm2i6umTp2q5s2b64svvlDnzp0fuW+HDh305ZdfqnXr1tq9e7f8/Py0fPlybdmyRZMmTYr3xNMA4LAMAEjB5s2bZ0gydu7c+djtWrVqZeTNmzfOdTt37jQkGfPmzYv3cYcMGWJIMi5fvhxrXXh4uJEhQwajRo0advXIyEjj888/N8qVK2ekS5fOSJs2rfHCCy8YkyZNMqKiouI8TnR0tPHVV18Z1apVMzJkyGC4uLgYefPmNQIDA429e/fGK+u1a9eMwYMHG/7+/kbatGkNd3d3o2TJksaAAQOMCxcu2G07YcIEI1euXIabm5tRpUoVY9euXUaNGjXsXsvGjRsNScayZcs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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:05:06,016 INFO: === Dataset: k ===\n", "2025-04-25 20:05:08,611 INFO:Total samples: 6000\n", "2025-04-25 20:05:24,735 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": [ "2025-04-25 20:05:24,802 INFO: === Dataset: l ===\n", "2025-04-25 20:05:32,841 INFO:Total samples: 18911\n", "2025-04-25 20:06:22,245 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:22,314 INFO:Model PiT evaluation completed in 233.04 seconds.\n", "2025-04-25 20:06:22,315 INFO:Overall evaluation for all models completed in 2611.46 seconds.\n", "2025-04-25 20:06:22,319 INFO:Ensemble on Dataset a - Loss: , Acc: 91.80%, AUCROC: 0.7188591160220995, F1 Score: 0.3859\n", "2025-04-25 20:06:22,476 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:22,548 INFO:Ensemble on Dataset b - Loss: , Acc: 86.83%, AUCROC: 0.760756906077348, F1 Score: 0.2813\n", "2025-04-25 20:06:22,704 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:22,776 INFO:Ensemble on Dataset c - Loss: , Acc: 93.59%, AUCROC: 0.6998213627992634, F1 Score: 0.4457\n", "2025-04-25 20:06:22,923 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:22,992 INFO:Ensemble on Dataset d - Loss: , Acc: 94.40%, AUCROC: 0.7630147329650093, F1 Score: 0.4795\n", "2025-04-25 20:06:23,138 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": [ "2025-04-25 20:06:23,208 INFO:Ensemble on Dataset e - Loss: , Acc: 87.71%, AUCROC: 0.808151063346704, F1 Score: 0.5942\n", "2025-04-25 20:06:23,354 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:23,429 INFO:Ensemble on Dataset f - Loss: , Acc: 93.97%, AUCROC: 0.7397727124771607, F1 Score: 0.1741\n", "2025-04-25 20:06:23,587 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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OO3J0dLRzQgAAAAC5FUUAAAAAZFkJcdd0+cxPSkq6ZdVeolaInRIld+rUKQUGBmrLli1mW/Xq1RUaGqqaNWvaMRkAAACQi3FPABNFAAAAAGRJhmFox6Jmirl01Krd06eyPH0q2ymVtd9//12NGzfW9evXJd2+6e/AgQM1evRoubq62jkdAAAAAHBjYAAAAGRRt25eSlYAkKS8vtXtkCZl1apVM6/29/f3108//aSJEydSAAAAAADszWKxzSMbYCQAAAAAsrw8BSuqeM0gObl5y69iG3vHMTk6OmrRokX68MMPNXHiROXNm9fekQAAAADACiMBAAAAkOV55C8j//q9VbxmkJzdvO2SISoqSiEhIdq+fbtVe9myZTVr1iwKAAAAAEBWYnGwzSMbYCQAAAAAspS46xG6HnlICXHR9o5i2rRpk4KDgxUWFqYtW7Zo3759ypMnj71jAQAAAMB9UQQAAABAlnE98rC2zWsgI+mWvaNIkmJjY/Xee+/po48+MtsiIiL0+++/q2HDhnZMBgAAAOCessl8/bZAEQAAAABZxuUzP6dYAMhTsILNs+zZs0edO3fWoUOHzLbHHntMCxcuVKlSpWyeBwAAAAAeBEUAAAAAPJC/f1+s8D9XSkZShu0zNvpv83mhcq2U17eqXD0Lq2i1Dhl2jPtJSEjQxIkTNXLkSCUkJEiSXF1dNWHCBPXp00cODtlj3k8AAAAgV8sm8/XbAkUAAAAApFtczAUd/LZnhhYA/q1I1VdVpMormbb/lJw4cUKdOnXSjh07zLZatWopNDRUVatWtWkWAAAAAMgIlEMAAACQLnHXI3Tlr22ZWgDw9KksnzJPZdr+U3Pz5k3t2bNHkuTg4KChQ4dqx44dFAAAAACA7MbiYJtHNsBIAAAAAKTZhWNrtW9lRxlGotlWpGp7VWnx0T22Sj9HF09Z7HAjr2rVqmncuHH65JNPtHjxYjVo0MDmGQAAAAAgI1EEAAAAQJpdOLbOqgAgSXkKlpeTa147JXo433zzjZ566im5urqabf369dNbb72lPHny2DEZAAAAgIdih4uKsiqKAAAAAEjR9cjDOrNrphLiosy2qHO7zeeFK78ir8I1VaLWG/aI91CuXLmiHj166PPPP9egQYP0n//8x1zn6OhIAQAAAADI7rLJVD22QBEAAAAAKTr8wyBdOrUx1fXlmrynPAUr2DBRxtiwYYNCQkJ09uxZSdKkSZMUFBSkypUr2zkZAAAAAGQ8yiEAAACwEnc9QjeuntbNq2dS7ZO/REN5FChvw1QP78aNG+rVq5eefvppswCQL18+ffbZZ6pUqZKd0wEAAADIUBaLbR7ZACMBAAAAYPrz+wEK2z3bqs3R2UONut6dBshicZBr3qJ2uXHvg9q1a5c6deqko0ePmm1PPfWU5s+fr+LFi9sxGQAAAABkLooAAAAAMJ09sCRZm5tXCbl7l7BDmod369YtjRs3TmPHjlVi4u0bGru7u2vSpEl6++235eDAwFgAAAAgR+KeACaKAAAAALnM1bO7dP7gMiUlxSdbl3TrhiTJydVbPmWflqOzh0oEvG7riBlmzpw5GjVqlLlct25dhYaGqmLFinZMBQAAAAC2QxEAAAAgF0lKStDele0UH3Phnv3cvUuq5gsLbJQq83Tr1k3z58/X77//rmHDhum9996Ts7OzvWMBAAAAyGzZaPrSzEYRAAAAIBdJjLt23wKAJPlVapP5YTLBzZs35e7ubi47OztryZIlunbtmurWrWvHZAAAAABgHxQBAAAAcokrf23Vb58/by57F62rKs98nKyfs5u33L1L2jLaQzMMQ0uWLFH//v31/fffKyAgwFxXqVIl+wUDAAAAYBcWRgKYKAIAAADkEucOLlNSYpy57JG/rLz8qtsxUca4dOmSunfvrhUrVkiSOnXqpN9++01ubm52TgYAAAAA9kcRAAAAIJeIPr/XfO5VpLbKNh5sxzQZY926dXrjjTcUHh5uttWqVUu3bt2iCAAAAADkYowEuMvB3gEAAACQ+ZIS4xUdfrcIUP25T5SnQDk7Jno4169fV/fu3fXss8+aBYACBQpo+fLlCg0NVd68ee2cEAAAAACyBkYCAAAA5AIJcVFWyx7ZuACwfft2de7cWSdOnDDbWrZsqXnz5qlIkSJ2TAYAAAAgy2AggIkiAAAAQDZkGIb2rwlR+OFVkpGUrm0L+j8hB4fseRo4Y8YM9enTR0lJt1+zh4eHpkyZom7dujHcFwAAAABSkD0//QEAAORyNy4fV/ifKx5oW9e8RTM4je3Ur1/f/LK/QYMGWrx4scqVy76jGgAAAABkDi4SuosiAAAAQDaSlBiviCNrFHXuN7PNxcNH7vlKp2l7V08/lW7QL7PiZbq6detq9OjRkqR3331XTk6czgIAAADAvfCpCQAAIBs589t/dfTHoVZtvhVaq2rL6XZKlHlOnz6tKVOmaMqUKVZf9r/33nt2TAUAAAAgO2AkwF0UAQAAALKR6xcOJmvLX6KxHZJkHsMwtHDhQvXp00fXrl1ToUKFNGzYMHvHAgAAAIBsiSIAAABAFhF/I1L7/tdZ1y78kWqfxPjr5vPKT3+ofMUbyMuvhi3i2cSFCxfUrVs3rVmzxmxbvHixBg4cKDc3NzsmAwAAAJCdMBLgLooAAAAAWUTEkTW6EvZLmvv7VXxBrp6FMzGRbX311Vfq2rWrLly4YLaFhIRo6tSpFAAAAAAA4AFRBAAAALAzIylRkad+1KXTm8w2lzx+cnL1SrG/xeKgIlXb5ZgCQHR0tPr166f58+ebbYUKFdKcOXPUpk0b+wUDAAAAkG0xEuAuigAAAAB2Frb7Ex3+4V2rtspPTVLhyi/bKZHt/PzzzwoKCtLp06fNtueff15z586Vr6+v/YIBAAAAQA7hYO8AAAAAuV10+N5/tVjkVfgRu2SxtTVr1pgFAE9PT82bN0+rV6+mAAAAAADg4Vhs9EinmTNnyt/fX25ubqpfv7527tx5z/5Tp05VxYoV5e7urhIlSqhfv36KjY1N1zEZCQAAAGAjf/++SKd3TldSQpxVe3zM3TnwyzcbKd+KreWRv7St49nFuHHjtH79ehUsWFCLFi1S6dK543UDAAAAyH2WLVum/v37a/bs2apfv76mTp2qFi1a6MiRIyleCLV06VINHjxY8+fPV8OGDXX06FEFBwfLYrFoypQpaT4uRQAAAAAbObJxiBLiou/Zp2j11+SWt4iNEtlWYmKi9u7dqzp16phtbm5u2rBhg/z8/OTo6GjHdAAAAABykqx4T4ApU6aoa9euCgkJkSTNnj1ba9eu1fz58zV48OBk/bdt26ZGjRqpY8eOkiR/f3916NBBv/76a7qOSxEAAAAgg926eUWXw36WYSRZtd8pAFgsjnJ2z2+9kcVRRau1z7EFgBMnTigwMFB79uzRnj17VLlyZXNd0aJF7ZgMAAAAAB5cXFyc4uKsR3u7urrK1dXVqi0+Pl67d+/WkCFDzDYHBwc1b95c27dvT3HfDRs21GeffaadO3eqXr16OnnypNatW6fOnTunKyNFAAAAgAyUlHhLWz+tp7jr51Pt41XkET0atMmGqezHMAzNnTtX/fv3V0xMjCQpODhYO3bsyJJX5gAAAADIGWz1eWPChAkaNWqUVduIESM0cuRIq7bIyEglJibKz8/Pqt3Pz0+HDx9Ocd8dO3ZUZGSkGjduLMMwlJCQoO7du+u9995LV0ZuDAwAAJCBbl49fc8CgCTl9a1mozT2FR4ertatW+vNN980CwBlypTRlClTKAAAAAAAyBGGDBmiqKgoq8c/r/Z/GJs3b9b48eM1a9Ys7dmzR6tWrdLatWs1ZsyYdO2HkQAAAAAPKObSUR3ZNExx186ZbUkJseZzr8K1VKRKW6ttnN0LyK9SG1tFtJuVK1fqzTff1KVLl8y2bt266cMPP5Snp6cdkwEAAADIDWx14VFKU/+kxMfHR46OjoqIiLBqj4iIUOHChVPcZtiwYercubO6dOkiSapevbpiYmLUrVs3DR06VA4OabvGnyIAAADAAzr168e6eGxtquu9CgfIv35vGyayv6tXr6p3794KDQ012/z8/DRv3jw9++yzdkwGAAAAAPbj4uKi2rVra+PGjWrTpo0kKSkpSRs3blTPnj1T3ObGjRvJvuh3dHSUdHvq1bSiCAAAAHI1wzAUfX6PEuKj071tzKUjdxcsDrLo7pUmbt4lVbxmcAYkzF7atGmjn376yVx++eWXNXv2bPn4+NgxFQAAAIDcJitOQdq/f38FBQWpTp06qlevnqZOnaqYmBiFhIRIkgIDA1WsWDFNmDBBktS6dWtNmTJFtWrVUv369XX8+HENGzZMrVu3NosBaUERAAAA5GqHNwxQ2O5PHno/zXockVveIhmQKHsbM2aMmjVrprx582rGjBnq1KlTljz5BgAAAABba9eunS5evKjhw4crPDxcAQEBWr9+vXmz4LCwMKsr/99//31ZLBa9//77Onv2rAoVKqTWrVtr3Lhx6TquxUjPuIEcIDo6Wt7e3oqKipKXl5e94wAAADv7ZXaAblw5/lD7cHYvqMd6HpWD0/3ngcxpkpKSkg1PnTdvnp566imVLFnSTqlgL7npXNu9VspDtgHA1q7smmHvCAAgSXLLYpebFwz63CbHubSog02O8zCy2I8GAAAg7aLO7dapHVOUEHftgfcRe+2sJMnByU3+9Xqle3uLg5P8Kr6Q6woACQkJGj9+vLZs2aL169dbFQLeeOMNOyYDAAAAAPwTRQAAAJBtHd44WFf/3p4h+3Jy9Vb5ZiMyZF853dGjR9W5c2ft3LlTkjR16lT179/fzqkAAAAA4C6mJb2LIgAAAMjyEm/dtL4J7/+Ljf4rQ/ZvcXBWqTpvZci+cjLDMDRr1iwNHDhQN2/elCQ5OjqazwEAAAAAWQ9FAAAAkKXF37ysLZ/U0q2bl1Lt4+SWX83ePvTAx7A4OsvRye2Bt88Nzp49q9dff13ff/+92VahQgUtXrxY9evXt2MyAAAAAEiOkQB3UQQAAABZ2pW/tt6zACBJHvlKy8k1r40S5T5ffPGF3n77bV25csVs69GjhyZNmiQPDw87JgMAAAAA3A9FAAAAkKWc++MLXTz+rSRDkhQbfc5c5120nrwK17Tq7+icR8VrBtoyYq6RmJioTp066YsvvjDbihYtqgULFujpp5+2YzIAAAAAuDdGAtxFEQAAAGQZN6PCdODrrrpTAPi3wpXayL9+b9uGysUcHR3l5eVlLrdv314zZ85UgQIF7JgKAAAAAJAeFAEAAECWEXV+j1IrALh4+KhQ+Va2DQR9+OGH2rt3r/r376/27dvbOw4AAAAApA0DAUwUAQAAQJbw++oghf+50lwuViNQZRsPMZdd8/jKwcnVHtFyjR07dujvv//WK6+8YrZ5enrq119/ZSgtsrU9e/bI2dlZ1atXlyStWbNGCxYsUJUqVTRy5Ei5uLjYOSEAAACQeRzsHQAAACDx1g2rAoAkeRaqLHfvEuaDAkDmuXXrloYNG6ZGjRopJCREJ0+etFpPAQDZ3ZtvvqmjR49Kkk6ePKn27dvLw8NDy5cv17vvvmvndAAAAMgMFovFJo/sgJEAAAAg0xhJifr794WKjvj93v0SE6yWyzQapOI1gzIzGv7foUOH1LlzZ+3Zs0eSdP36dU2ZMkUzZsywczIg4xw9elQBAQGSpOXLl6tp06ZaunSptm7dqvbt22vq1Kl2zQcAAABkJooAAAAg00Se3KBD6/uka5uC/k+ofNNhmZQIdyQlJenjjz/W4MGDFRcXJ0lycnLSiBEjNHjwYDunAzKWYRhKSkqSJP3www967rnnJEklSpRQZGSkPaMBAAAgk2SXq/RtgSIAAAB4YIkJsUpKiE11/fXIP9O5R4v8KrV5qEy4v7CwMAUHB2vTpk1mW+XKlRUaGqratWvbMRmQOerUqaOxY8eqefPm+umnn/Tf//5XknTq1Cn5+fnZOR0AAACQuSgCAACAB3L+4Jc6+G0vJd6KSVP/8s1GyKfsM/fs4+JRUG55i2ZEPKTAMAyFhoaqV69eio6ONtv79u2r8ePHy93d3Y7pgMwzdepUvfbaa1q9erWGDh2qcuXKSZJWrFihhg0b2jkdAAAAMgMjAe6iCAAAAB7I378vSnMBQJK8i9aRl1/1TEyE+7l+/bqGDBliFgBKlCihhQsX6oknnrBzMiBz1ahRQwcOHEjWPnnyZDk6OtohEQAAAGA7FAEAAEAyF46t1dWzO+/Z58bl4+bzgqWflMXikGpf72L1VKBUswzLhweTN29ezZ8/X88884wCAwM1bdo05cuXz96xAJuJj4/XhQsXzPsD3FGyZEk7JQIAAEBmYSTAXRQBAACAlajze7V3Rbt0bfNI2xVycHTOpER4UNeuXVNsbKwKFSpktrVo0UJ79+5VQECA/YIBNnb06FG98cYb2rZtm1W7YRiyWCxKTEy0UzIAAAAg81EEAAAAVmIuH0tX/4L+j1MAyIK2bNmiwMBAVapUSWvXrrW6CoYCAHKbkJAQOTk56ZtvvlGRIkW4KgwAACA34JTPRBEAAIBc6s8NA/XXnrkykhJS7VOydnf5VXw+1fUOjq7yLlonM+LhAcXFxWnEiBGaNGmSDMPQqVOnNHfuXHXr1s3e0QC72bdvn3bv3q1KlSrZOwoAAABgcxQBAADIhW7FRinst9mSjHv2uz2Xf1PbhMJDO3DggDp16qT9+/ebbY0aNVLz5s3tmAqwvypVqigyMtLeMQAAAGBDjP68K/U7+NnIzJkz5e/vLzc3N9WvX187d977JoRTp05VxYoV5e7urhIlSqhfv36KjY21UVoAALI3IylREUe/1pmd03WnAODk6i3vonWTPUrUekN+FZ6zb2CkSWJioiZPnqw6deqYBQBnZ2f95z//0U8//aQyZcrYOSFgXxMnTtS7776rzZs369KlS4qOjrZ6AAAAADmZXUcCLFu2TP3799fs2bNVv359TZ06VS1atNCRI0fk6+ubrP/SpUs1ePBgzZ8/Xw0bNtTRo0cVHBwsi8WiKVOm2OEVAACQvZw/tEIHvn7Dqi1/iYZ6pO1yOyXCwzp16pSCgoL0yy+/mG3Vq1dXaGioatasacdkQNZxZzTMk08+adXOjYEBAAByLkYC3GXXIsCUKVPUtWtXhYSESJJmz56ttWvXav78+Ro8eHCy/tu2bVOjRo3UsWNHSZK/v786dOigX3/91aa5AQDIrq5fPJisLX+JRnZIgowQFhamGjVq6Pr165Jun+QOGDBAY8aMkaurq53TAVnHpk2b7B0BAAAAsBu7FQHi4+O1e/duDRkyxGxzcHBQ8+bNtX379hS3adiwoT777DPt3LlT9erV08mTJ7Vu3Tp17tzZVrEBAMi2/tq3QKd23B05V67J+ypY+gl5F61rx1R4GCVLltQLL7ygJUuWyN/fX4sXL1aTJk3sHQvIcpo1a2bvCAAAALAxRgLcZbciQGRkpBITE+Xn52fV7ufnp8OHD6e4TceOHRUZGanGjRvLMAwlJCSoe/fueu+991I9TlxcnOLi4sxl5vwEAORWJ34Zb7VcqHwrefnVsFMaZJQZM2aocOHCGjFihPLmzWvvOECW9csvv+iTTz7RyZMntXz5chUrVkyhoaEqXbq0GjdubO94AAAAQKax63RA6bV582aNHz9es2bNUv369XX8+HH16dNHY8aM0bBhw1LcZsKECRo1apSNkwIAkPlu3byii8fXKzExNm39Y6+Yz0vV7aG8vtUzKxoyQVRUlPr06aNnnnlG7du3N9vz5cunDz74wI7JgKxv5cqV6ty5s1577TXt2bPHvEgoKipK48eP17p16+ycEAAAABmOgQAmuxUBfHx85OjoqIiICKv2iIgIFS5cOMVthg0bps6dO6tLly6Sbt/0LiYmRt26ddPQoUPl4OCQbJshQ4aof//+5nJ0dLRKlCiRga8EAAD72P3lS4o6tyvd2+UpWEGVmk/MhETILJs3b1ZQUJDCwsK0Zs0aNWnSRMWKFbN3LCDbGDt2rGbPnq3AwEB98cUXZnujRo00duxYOyYDAAAAMl/yb81txMXFRbVr19bGjRvNtqSkJG3cuFENGjRIcZsbN24k+6Lf0dFRkmQYRorbuLq6ysvLy+oBAEBOEH1+zwNt512kdgYnQWaJjY3VO++8o8cff1xhYWGSpMTERB08mPwGzwBSd+TIETVt2jRZu7e3t65evWr7QAAAAMh0FovFJo/swK7TAfXv319BQUGqU6eO6tWrp6lTpyomJkYhISGSpMDAQBUrVkwTJkyQJLVu3VpTpkxRrVq1zOmAhg0bptatW5vFAAAAcrLY6LM6+G1PxVw+LsNIlCS5eZdU2UaD07S9s5u3fMq2yMyIyCB79+5Vp06ddOjQIbPtscce08KFC1WqVCk7JgOyn8KFC+v48ePy9/e3at+yZYvKlCljn1AAAACAjdi1CNCuXTtdvHhRw4cPV3h4uAICArR+/XrzZsFhYWFWV/6///77slgsev/993X27FkVKlRIrVu31rhx4+z1EgAAsKmzBz5T5MkNVm3u3qVUvGagnRIhoyUkJGjixIkaOXKkEhISJN0e2Th+/Hj17ds3xekPAdxb165d1adPH82fP18Wi0Xnzp3T9u3bNWDAgFTvLQYAAIDsLbtcpW8LFiO1eXRyqOjoaHl7eysqKoqpgQAA2YJhGIo6u1Ox18/p3B9f6OKxtZIkJ1cvuebxU8Xmk1So7FN2TomMcObMGXXo0EHbt2832wICAvTZZ5+patWqdkwGpE1WPdc2DEPjx4/XhAkTdOPGDUm3i2sDBgzQmDFjHmif7rV6ZmRE5ABvvtpU/YKelF9BLx04elb9Jy7XbwfPpNjXyclBA19/Wp2eq6+ivvl09EyE3p+2Rhu2/Wn2GfpmK73fvZXVdkdOhSvgJe5jAWtXds2wdwRkMV8sXaJFC+YpMvKiKlSspMHvDVP1GjVS7f/9d99q5vRpOnf2rEqW8lff/gPUpGkzc/2w9wbrqzX/s9qmYaPG+u+ceZn2GpA9udn1cvPkSvX+2ibHOfNxa5sc52FksR8NAAD4t7DfZunwD4OStT/Sdrnyl2hkh0TILG5ubjp27JgkycHBQUOGDNHw4cPl4uJi52RA9maxWDR06FANHDhQx48f1/Xr11WlShW5ubnp3LlzKlq0qL0jIpt75elHNPGdF9Vr3DLt+uO0enZ8XF/N6qGabUbr4pXryfqPfLu1OjxbV2+PWaojpyL0VMPKWvZhVz0ePEW/H/nb7Hfw+Dk92326uZyQmGST1wMg+1r/7Tp9MGmC3h8xStWr19SS0EV66803tOab9SpYsGCy/vv27tHgge+od9/+atrsca1b+7X69uqhL1asUvnyFcx+jRo30eixE8xlzk+RHTAS4C7GkwMAkMVd+Xt7sjaLo4s8CpS3QxpkJj8/P82ZM0flypXTli1bNHbsWD5gARnIxcVFVapUUb169eTp6amDBw+qRIkS9o6FHKB3pye0YNU2hX61Q4dPhqvXuC90MzZeQW0apNi/43P1NGne9/puyyGdPntJc5dv0XdbD6lP5yes+iUkJini0jXzcelqjC1eDoBsLHTRAr30yqtq8+LLKluunN4fMUpubm5avWpliv2XfLZYDRs3UfDrXVSmbFn17N1XlatU0RdLP7Pq5+LiIp9ChcyHl7e3LV4O8FC4MfBdjAQAAMBOLhxbp9O/TlXirZv37Hfj6inzeZmG78rZPb8K+j8u1zy+mR0RmWzlypVq1qyZfHx8zLYXX3xRrVq1kqurqx2TAQDSytnJUbUql9Dk+d+bbYZh6Mdfj6hejdIpbuPi7KTY+FtWbTdj49WwVlmrtnIlC+nk9+MUG3dLv+4/peHTv9Jf4Vcy/kUAyBFuxcfrz0MH9UbXN802BwcHPfpoQ+3/fW+K2+zft0+dg4Kt2ho2aqxNG3+wavtt10491qSBvLy8VK/+o+rZu6/y5cuf4a8BQOagCAAAgJ0c3jBQN6NSnis4NaXqviUXj0KZlAi2cuXKFfXo0UOff/65XnnlFX355ZdWV5BQAACA7MMnv6ecnBx14fI1q/YLl6JV0d8vxW1+2P6nend6Qlv2HNfJvyL1eL2KeuGJADk63v23YNcfp9Vt+Gc6eiZChX28NfTNlvphfj/VfmWcrt+Iy9TXBCB7unL1ihITE5NN+1OwYEGdOnUyxW0iIyNVsKBPsv6RlyLN5YaNm+jJ5k+pWPHi+uuvvzR96hS9/WZXhS5dJkdHx4x/IUBGyR4X6dsERQAAANIgIf66os79JsnIsH3G37hoPrdY7n3ybHFwUvGAYAoAOcCGDRsUEhKis2fPSpJWrFihn3/+Wc2aNbvPlgDsJS4uTnFx1l+6GkmJsjjwxQcezIDJKzRrWAf9vmqYDMPQyb8jtfirHQp64VGzz/dbD5nP/zh2TrsOnNaRdaP18tOPaNHq5FMFAkBmadnqWfN5+QoVVaFCRT37THP9tmun6j+a8rRnALIWigAAANxH4q2b+mV2DcXHXMiU/ecpWFGNu+3OlH0j67hx44YGDRqkGTNmmG358uXTzJkz1bRpUzsmA3Ku/fv333P9kSNH0rSfCRMmaNSoUVZtjn515Vyk3gNnQ84ReeW6EhIS5Vsgr1W7b0EvhV+KTnWbV/vPlauLkwp659G5i1Ea2/sFnTp7KdXjRF2/qeNhF1S2BBcEAEhZ/nz55ejoqEuXrP9fcunSJavpJ//Jx8dHl/5x1b/Zv2DK/SWpeIkSyp8/v8LCzlAEQJaWXebrtwWKAAAA3Me1CwcyrQAgSXkKVsi0fSNr2LVrlzp37mz1hWPz5s21YMECFS9e3I7JgJwtICBAFotFhpF8FNed9rR8OBwyZIj69+9v1ebbZFCG5UT2dishUXv//EuP16+orzffLjxZLBY9Xq+CZi/7+Z7bxsUn6NzFKDk5OajNkwFauWFPqn3zuLuodHEfha/dmaH5AeQczi4uqlylqn7dsV1PPNlckpSUlKRff92u9h06pbhNjYAA/bpjhzoFBpttO7ZvU42AgFSPExEerqtXr6qQD0VJILugCAAAyFbC9szVhaPfSCl8oZNZbsVFmc+9itSWT+knMmzfTm75VLRa+wzbH7KWW7duady4cRo7dqwSExMlSW5ubpo0aZJ69OghBwcHOycEcrZTp07dv1MauLq6JrtXB1MB4Z8+/uxHzR3dWbsPhem3P06rZ8fH5eHuqsVrdkiSPh3TWecuRGn49K8kSXWrlVJR33z6/cjfKuabT0PfbCUHB4umLLx7I84J/V7U2p8PKOzcZRX19db73Z9VYlKSvlzP6EEAqescFKJh7w1S1arVVK16DX0Wukg3b95UmxdfkiQNHfKufH391KffO5Kk1zoF6o3gzlq0cL6aNm2m9d+u08E//tCwkaMlSTdiYjT7vzPU/KkWKujjo7//+ksffThZJUqWUsPGTez2OoG0YCTAXRQBAADZxs2oMP35XT+7ZihQqqnKNxth1wzIPr755hurKUTq1q2rxYsXq1KlSnZMBeQepUqVsncE5BIrvt8jn/yeGv7Ws/IrmFf7j5zVCz1mmjcLLlG4gJKS7l7A4OrqrBE9nlPpYj66fiNO3209qDeGLVbU9Ztmn2J++bR4QogKeHso8sp1bdt3Us0CP1Tkles2f30Aso9nWrbSlcuXNWvGx4qMvKiKlSpr1iefquD/TwcUfv68HCx3L0QJqPWIJkz6QDM+nqrpU6eoZCl/TZ0+U+XL3x6t7ODoqKNHjuqrNat1LfqafH191aBhI/Xo1UcuLi52eY0A0s9ipDQ2NgeLjo6Wt7e3oqKi5OXlZe84AID7iLserrjr4ZKk65GHdeDrLnbL4upZWI+0XSmvwjXtlgHZi2EYeumll/T1119r2LBheu+99+Ts7GzvWECmyQ7n2tWrV9e6detUokSJh9qPe62eGZQIAB7OlV0z7t8JAGzALYtdbl5uwLc2Oc7xD1ra5DgPI4v9aAAAuCv88GrtXx0kw0hMtq54QIgqPjHepnkcnN3l4MA/nUjd1atXlS9fPnPZYrFozpw5On36tOrWrWu/YABMp0+f1q1bt+wdAwAAALAZvskAAGRZF4+tTbEAIEl5ClaUk2teGycCUmYYhpYsWaKePXsqNDRUrVu3NtcVKlRIhQpx0zQAAAAAsCXuCXAXRQAAQJbz155PdTnsZ109u8tsK1LlVTm5eUuSPPKXUfGAEHvFA6xcunRJ3bt314oVKyRJXbp00R9//MEX/0AW1aRJE7m7u9s7BgAAAGAzFAEAAFlKdMR+Hfqub7L2cs2GyyOfv83zAPfy7bff6vXXX1d4eLjZ9tRTTzHvP5CFrVu3zt4RAAAAYAMMBLiLIgAAIF0MI0mxUX/JUObcVz46fG+ytgKlmsndu1SmHA94ENevX9eAAQP0ySefmG0FChTQ7Nmz1bZtWzsmA5CaY8eOadOmTbpw4YKSkpKs1g0fPtxOqQAAAJDbzJw5U5MnT1Z4eLhq1qyp6dOnq169ein2feyxx/TTTz8la2/VqpXWrl2b5mNSBAAApFlS4i1tX9hE1y/8YZPj+dfrrVL1esrVswhz+SHL2L59uzp37qwTJ06YbS1bttS8efNUpEgROyYDkJq5c+fqrbfeko+PjwoXLmz1b4rFYqEIAAAAkANlxe8Rli1bpv79+2v27NmqX7++pk6dqhYtWujIkSPy9fVN1n/VqlWKj483ly9duqSaNWum++IzigAAgDSLjvjdZgUASfIsVFVueYva7HjA/SxevFghISHmVcQeHh6aMmWKunXrliVPMAHcNnbsWI0bN06DBg2ydxQAAADkYlOmTFHXrl0VEnL7PoezZ8/W2rVrNX/+fA0ePDhZ/wIFClgtf/HFF/Lw8KAIAADIOHExF/TXnrmKi4mQJMVfv2Cu8yhQXl6FAzLt2J4+lVW48kuZtn/gQTz++OPKmzevoqKi1KBBAy1evFjlypWzdywA93HlyhWm6gIAAMhlstp1WvHx8dq9e7eGDBlitjk4OKh58+bavn17mvYxb948tW/fXnny5EnXsSkCAABSdWLLf/TXnjkpritU7hlVenKCjRMB9lWiRAnNmjVLp0+f1rvvvisnJ06lgOygbdu2+v7779W9e3d7RwEAAEAOExcXp7i4OKs2V1dXubq6WrVFRkYqMTFRfn5+Vu1+fn46fPjwfY+zc+dO/fHHH5o3b166M/LJFQCQqptRZ1Jsd3B0lW/5VjZOA9jW6dOnNXToUM2aNUve3t5me8eOHe2YCsCDKFeunIYNG6YdO3aoevXqcnZ2tlrfu3dvOyUDAABAZnFwsM1QgAkTJmjUqFFWbSNGjNDIkSMz9Djz5s1T9erVU72J8L1QBAAApCryxHfm87qvrZeT6+0vQt3yFpWLR0F7xQIylWEYWrhwofr06aNr167J2dlZCxcutHcsAA9hzpw58vT01E8//aSffvrJap3FYqEIAAAAgAc2ZMgQ9e/f36rt36MAJMnHx0eOjo6KiIiwao+IiFDhwoXveYyYmBh98cUXGj169ANlpAgAAEhR7LXzVsveRevI0cnNTmkA27hw4YK6deumNWvWmG2bN2/W5cuXk92QCUD2cerUKXtHAAAAgI3Z6p4AKU39kxIXFxfVrl1bGzduVJs2bSRJSUlJ2rhxo3r27HnPbZcvX664uDh16tTpgTI6PNBWAIAcz0i6ZT63OLpQAECO99VXX6l69epWBYDg4GDt37+fAgCQgxiGIcMw7B0DAAAAuVD//v01d+5cLVq0SH/++afeeustxcTEKCQkRJIUGBhodePgO+bNm6c2bdqoYMEHm5WBIgAA4L78KrS2dwQg00RHR+uNN97QCy+8oAsXLki6PUzzf//7nxYsWCAvLy87JwSQERYvXqzq1avL3d1d7u7uqlGjhkJDQ+0dCwAAAJnEYrHY5JEe7dq10wcffKDhw4crICBA+/bt0/r1682bBYeFhen8eeuZGY4cOaItW7bojTfeeOD3gumAAABArvXLL78oMDBQp0+fNttat26tuXPnmidhALK/KVOmaNiwYerZs6caNWokSdqyZYu6d++uyMhI9evXz84JAQAAkFv07Nkz1el/Nm/enKytYsWKDz2SlSIAAMB07o8v9OeGAUqIvWrvKIBN7N+/3ywAeHp6atq0aQoJCUn31RwAsrbp06frv//9rwIDA822559/XlWrVtXIkSMpAgAAAORAfKy7iyIAAMB0ZtesFAsAzu7Mh46c6e2339ZXX32lmzdvatGiRSpdurS9IwHIBOfPn1fDhg2TtTds2DDZcGsAAAAgp6EIAAC5yI2rp3Xh6DdWN/39p9hrf///M4u8i9aRJLnlLSr/er1slBDIPImJifrxxx/11FNPmW0Wi0XLli1T3rx55ejoaMd0ADJTuXLl9OWXX+q9996zal+2bJnKly9vp1QAAADITIzwvosiAADkEkZSonYtaanY6L/u29fR2UOPBm2yQSrANk6cOKHAwEBt27ZNGzZsUPPmzc11+fLls18wADYxatQotWvXTj///LN5T4CtW7dq48aN+vLLL+2cDgAAAMhcDvYOAACwjYS46DQVACQpf4lGmZwGsA3DMDRnzhzVrFlT27ZtkyR16dJF8fHxdk4GwJZefvll/frrrypYsKBWr16t1atXy8fHRzt37tSLL75o73gAAADIBBaLxSaP7ICRAACQjZw/tEJHNw9XQty19G9sJJlP8/rVUNlGg1Ps5ujsoQKlmj5oRCDLOH/+vLp06aJ169aZbWXKlNHixYvl4uJix2QA7KF27dpasmSJvWMAAAAANkcRAACykZPbJik2Kuyh95OnQHn5VXw+AxIBWdOKFSvUvXt3Xbp0yWzr2rWrPvzwQ+XNm9eOyQDYkoODw32vzrJYLEpISLBRIgAAANhKNrlI3yYoAgBAFpaUEKeLJ9Yr/uZlSVLc9fDbKywO8shf9oH26ZrHV6Uf7ZdREYEs5erVq+rVq5c+++wzs83Pz0+ffvqpnnvuOTsmA2AP//vf/1Jdt337dn388cdKSkpKtQ8AAACQE1AEAIAs7MiP7yls9yfJ2l3cC6jJm3vtkAjI2rp27aoVK1aYyy+99JJmz56tQoUK2TEVAHt54YUXkrUdOXJEgwcP1tdff63XXntNo0ePtkMyAAAAZLbsMl+/LXBjYADIwqLOp/xFv3eROjZOAmQPEyZMkIeHh7y8vLR48WKtWLGCAgAASdK5c+fUtWtXVa9eXQkJCdq3b58WLVqkUqVK2TsaAAAAkKkYCQAAWcy5P77Qqe0fKjEhVrHXzprtVVvNkiQ5ueSRT9ln7BUPyFLi4+OtbvJbrlw5LVu2TDVq1FDJkiXtmAxAVhEVFaXx48dr+vTpCggI0MaNG9WkSRN7xwIAAEAmYyDAXRQBACCLOfLjUMXHRFi1OTrnUfGagXZKBGQ9CQkJGj9+vL788kvt3LlTHh4e5jrm/gdwx6RJkzRx4kQVLlxYn3/+eYrTAwEAAAA5HUUAAMhCEm/dvFsAsDjI2S2/HJ3c5F+/j32DAVnIkSNHFBgYqJ07d0qS3n33Xc2YMcPOqQBkRYMHD5a7u7vKlSunRYsWadGiRSn2W7VqlY2TAQAAILNxT4C7KAIAQBby2xfPm889fSqrUZdf7ZgGyFoMw9CsWbM0cOBA3bx5U5Lk6OioggULyjAMTvAAJBMYGMj/GwAAAJDrUQQAgCzk6t/bzed5favZMQmQtZw9e1YhISHasGGD2VahQgUtXrxY9evXt2MyAFnZwoUL7R0BAAAAdsK1IHdRBAAAG4u5dFRHNg1T3LXz9+xXpcVHNkoEZG2ff/653n77bV29etVs69GjhyZNmmR1LwAAAAAAAJAcRQAAsLFTv36si8fW3rNP/pJN5OTqZaNEQNZkGIaCg4O1ePFis61o0aJasGCBnn76aTsmAwAAAABkdUwLeRdFAABIo/gbl3Ttwv6H3k/MpSN3FywOssj6HyVnj4IqVffthz4OkN1ZLBZVqVLFXG7fvr1mzpypAgUK2DEVAAAAAADZC0UAAEiD2Gvn9MvsGkpKiM3Q/TbrcURueYtk6D6BnGTAgAHatm2bOnTooPbt29s7DgAAAAAgm2AgwF0UAQAgDa78tTXDCwDO7gXl4s4VzcAdO3bs0K5du9SrVy+zzdHRUWvWrLFjKgAAAAAAsjeKAABwD1f+3q7Tv36sG1dOmG0F/Z+Qd9HaD7Vfi4OT/Cq+IAcn14eNCGR78fHxGjNmjMaPHy9Jql27tho2bGjnVAAAAACA7Ix7AtxFEQAA7uHP79/RtQjr+wD4Vmytko90tVMiIGc5dOiQOnfurD179phtM2bMoAgAAAAAAEAGoQgAIMe4cfW0EmKvZug+Y6P/tlr2yF9WvuWfzdBjALlRUlKSPv74Yw0ePFhxcXGSJCcnJ40YMUKDBw+2czoAAAAAQHbHQIC7KAIAyBFObpusYz+NyrT9u+UtpkZdf5OjSx5ZLA6ZdhwgNwgLC1NwcLA2bdpktlWuXFmhoaGqXfvhptoCAAAAAADW+CYLQI4QceSrTN2/e/4ycnLNSwEAeAiGYWjx4sWqXr26VQGgb9++2r17NwUAAAAAAECGsVgsNnlkB4wEAJClXbvwh878NluJ8dH37Hfj6qn/f2ZRiUe6ZGgGJ1cvFa8ZlKH7BHKjhIQEffTRR4qOvv33XKJECS1cuFBPPPGEnZMBAAAAAJBzUQQAkKUd+q6frv69Pc39HZxcVaXFR5mYCMCDcnZ2VmhoqOrUqaNXX31VH3/8sfLly2fvWAAAAACAHCibXKRvExQBAGRpcdfPp6t/sRqBmZQEQHpdu3ZNFy9eVJkyZcy2atWq6eDBgypbtqwdkwEAAAAAkHtQBACQpd28elqS5OxeQA1Ctt6zr4OTq1zz+NogFYD72bJliwIDA+Xp6aldu3bJ1dXVXEcBAAAAAACQ2bLLfP22QBEAQJZ1K/bq3ec3L8vdu4T9wgBIk7i4OI0YMUKTJk2SYRiSpNGjR2vcuHF2TgYAAAAAQO5EEQBAprh24Q+d3R+qxISbD7yPpIQ487lr3qIZEQtAJjpw4IA6deqk/fv3m22NGjXSG2+8YcdUAAAAAIDciIEAd1EEAJApfl8TrJjIwxm2Py+/gAzbF4CMlZiYqClTpuj9999XfHy8pNs3AR4zZowGDBggR0dHOycEAAAAACD3oggAIFNkZAFAFgf5VXw+4/YHIMOcOnVKQUFB+uWXX8y26tWrKzQ0VDVr1rRjMgAAAABAbsY9Ae6iCAAgw535bbb53CN/OdV8MfSh9ufi4SO3vEUeNhaADHb16lU98sgjunr1qqTbJ1gDBgzQmDFjrG4EDAAAAAAA7IciAIAM9/feeeZz93yl5OVX3Y5pAGSWfPnyqVevXhozZoz8/f21aNEiNW3a1N6xAAAAAABgJMA/UAQAchkjKVHn/1yp6xcPZtoxYq+Hm88rPD42044DwPYMw7A6kRo2bJicnZ3Vp08feXl52TEZAAAAAABICUUAIJe5ePxbHfjqdZscy9mtAKMAgBwiKipKffr0UYUKFfTee++Z7c7Ozho2bJgdkwEAAAAAkBwDAe6iCADkMjGXj9nsWD5ln7LZsQBkns2bNysoKEhhYWFycnJSy5YtVatWLXvHAgAAAAAAaUARAMhFrl88pKOb7l6xW67J+8pfomGmHMvROY+8ivAlIZCdxcbGaujQoZoyZYrZ5u7urrCwMIoAAAAAAIAsjXsC3EURAMhFzh380mo5f8nGKlCysZ3SAMjK9u7dq06dOunQoUNm22OPPaaFCxeqVKlSdkwGAAAAAADSgyIAkINFh+/TpdObzOUrf201n+cr3iDTRgEAyL4SEhI0ceJEjRw5UgkJCZIkV1dXjR8/Xn379pWDg4OdEwIAAAAAcH8MBLiLIgCQQ8VdD9eORY/JSEpIcX3Fx8fKYuHLPAB3nTt3Tq+88oq2b99utgUEBCg0NFTVqlWzYzIAAAAAAPCg+AYQyKFiLh1NtQDg5JZPnr5VbZwIQFaXP39+XblyRZLk4OCg9957T7/++isFAAAAAABAtmOxWGzyyA4YCQBkcVf+3qGD3/ZU3PWIdG1nJN0yn/tWaK2i1TrcXrBYlL94Qzm5eGZkTAA5gLu7u0JDQ9W5c2fNmzdPDRsyZRgAAAAAIHvKJt/P2wRFACCLC/tttmIiDz/UPryL1pFfxeczKBGAnGL58uWqUaOGKlasaLbVqVNHf/zxhxwdHe2YDAAAAAAAZJSHKgLExsbKzc0to7IAud71i4d05eyv1m2X7hYA3PP5y2JJ359tnoLlVaz6axmSD0DOcOXKFfXs2VNLly5VvXr1tHXrVjk53f1/CwUAAAAAAEB258BQAFO6iwBJSUkaN26cZs+erYiICB09elRlypTRsGHD5O/vrzfeeCMzcgI53o0rp7T10/qSjFT7PBq0SS4ehWwXCkCO88MPPyg4OFhnz56VJO3cuVP/+9//1LZtWzsnAwAAAAAg55s5c6YmT56s8PBw1axZU9OnT1e9evVS7X/16lUNHTpUq1at0uXLl1WqVClNnTpVrVq1SvMx031j4LFjx2rhwoWaNGmSXFxczPZq1arp008/Te/uAPy/6Ih9ulcBwD2fv5zdC9osD4Cc5caNG+rdu7eeeuopswCQL18+LVmyRK+88oqd0wEAAAAAkLEsFts80mPZsmXq37+/RowYoT179qhmzZpq0aKFLly4kGL/+Ph4PfXUUzp9+rRWrFihI0eOaO7cuSpWrFi6jpvukQCLFy/WnDlz9OSTT6p79+5me82aNXX48MPNWw7kNoZh6PCGAbp4YoMS46+Z7X6VXpRPmafMZQcHZ/mUbS6LJd11OwDQrl271LlzZx05csRsa968uRYsWKDixYvbMRkAAAAAALnHlClT1LVrV4WEhEiSZs+erbVr12r+/PkaPHhwsv7z58/X5cuXtW3bNjk7O0uS/P39033cdBcBzp49q3LlyiVrT0pK0q1bt9IdAMjNrkXsV9juT5K1FyzVTMVrBtohEYCc5NatWxo3bpzGjh2rxMRESZKbm5smTZqkHj16yMGBwiIAAAAAIGey2OieAHFxcYqLi7Nqc3V1laurq1VbfHy8du/erSFDhphtDg4Oat68ubZv357ivr/66is1aNBAPXr00Jo1a1SoUCF17NhRgwYNStf9/NJdBKhSpYp++eUXlSpVyqp9xYoVqlWrVnp3B+R4cdfDdeXvlP+Qr1/803zu4OQmR+c8yutXXX6V2tgoHYCcbPfu3Ro9erQM4/ZUY3Xr1tXixYtVqVIlOycDAAAAACBnmDBhgkaNGmXVNmLECI0cOdKqLTIyUomJifLz87Nq9/PzS3WGnZMnT+rHH3/Ua6+9pnXr1un48eN6++23devWLY0YMSLNGdNdBBg+fLiCgoJ09uxZJSUladWqVTpy5IgWL16sb775Jr27A3K0+BuR+vm/1ZSUEHvfvqXqvK0Kj4+2QSoAucWjjz6qfv36adq0aRo2bJjee+89c/ggAAAAAAA5mYNtBgJoyJAh6t+/v1Xbv0cBPKikpCT5+vpqzpw5cnR0VO3atXX27FlNnjw5c4sAL7zwgr7++muNHj1aefLk0fDhw/XII4/o66+/1lNPPXX/HQC5SHT4vjQVACTJ07daJqcBkNOFh4fL19fXapqfcePG6bXXXtMjjzxix2QAAAAAAORMKU39kxIfHx85OjoqIiLCqj0iIkKFCxdOcZsiRYrI2dnZauqfypUrKzw8XPHx8XJxcUlTxnQXASSpSZMm2rBhw4NsCmR7t25e0eEfBul65P1vhJ0QF20+L+j/hHzKNE+xn0eB8ipU9ukMywggdzEMQ0uXLlWPHj00atQo9enTx1zn5uZGAQAAAAAAkOvY6p4AaeXi4qLatWtr48aNatOmjaTbV/pv3LhRPXv2THGbRo0aaenSpUpKSjIv+Dt69KiKFCmS5gKA9ABFgDJlymjXrl0qWLCgVfvVq1f1yCOP6OTJk+ndJZCtnD/0pc79sTTd2xXwbyb/+r0zIRGA3OzSpUvq3r27VqxYIUkaPHiwnn76aVWuXNnOyQAAAAAAwD/1799fQUFBqlOnjurVq6epU6cqJiZGISEhkqTAwEAVK1ZMEyZMkCS99dZbmjFjhvr06aNevXrp2LFjGj9+vHr3Tt93jOkuApw+fVqJiYnJ2uPi4nT27Nn07g7I8oykRF09t9Oc1ifq/J5/rLXIYnFIecN/yONTSUUqv5JJCQHkVuvWrdMbb7yh8PBws+3ll19WkSJF7JgKAAAAAAD7y2IDASRJ7dq108WLFzV8+HCFh4crICBA69evN28WHBYWZjXFb4kSJfTdd9+pX79+qlGjhooVK6Y+ffpo0KBB6TpumosAX331lfn8u+++k7e3t7mcmJiojRs3yt/fP10Hl6SZM2dq8uTJCg8PV82aNTV9+nTVq1cv1f5Xr17V0KFDtWrVKl2+fFmlSpXS1KlT1apVq3QfG0iLvSs76OLxdSmue6TtChUq18LGiQDkdtevX9eAAQP0ySefmG0FChTQ7Nmz1bZtWzsmAwAAAAAA99KzZ89Up//ZvHlzsrYGDRpox44dD3XMNBcB7sxTZLFYFBQUZLXO2dlZ/v7++vDDD9N18GXLlql///6aPXu26tevr6lTp6pFixY6cuSIfH19k/WPj4/XU089JV9fX61YsULFihXTmTNnlC9fvnQdF0iPyFM/pLrOo0A5GyYBAGnbtm0KDAzUiRMnzLaWLVtq3rx5jAAAAAAAAOD/WZQFhwLYSZqLAElJSZKk0qVLa9euXfLx8Xnog0+ZMkVdu3Y15zyaPXu21q5dq/nz52vw4MHJ+s+fP1+XL1/Wtm3b5OzsLEkPNPoASM2ZXTN18cT3kmGYbUZivCTJJY+vite8WwArUKqp8hQoa/OMAHKv1atX6+WXXzb/Tfbw8NCUKVPUrVu3LHfDIwAAAAAAkDWk+54Ap06dypADx8fHa/fu3RoyZIjZ5uDgoObNm2v79u0pbvPVV1+pQYMG6tGjh9asWaNChQqpY8eOGjRokBwdHTMkF3Kv65eO6PAPqc+n5e5dSuWbjbBhIgCw9uSTT6pUqVI6deqUGjRooMWLF6tcOUYkAQAAAADwbw5cK2dKdxFAkmJiYvTTTz8pLCxM8fHxVuvSemfiyMhIJSYmmjc9uMPPz0+HDx9OcZuTJ0/qxx9/1GuvvaZ169bp+PHjevvtt3Xr1i2NGJHyl7NxcXGKi4szl6Ojo9OUD7lP9Lk9qa5zdPZQiVqv2zANACSXN29eLVq0SL/88oveffddOTk90D/jAAAAAAAgF0n3twd79+5Vq1atdOPGDcXExKhAgQKKjIyUh4eHfH1901wEeBBJSUny9fXVnDlz5OjoqNq1a+vs2bOaPHlyqkWACRMmaNSoUZmWCTnDmV2zdPiHd83lknXeVvmmw8xlB0cXOTi52iMagFzq9OnT6tWrl6ZPn2419V2TJk3UpEkT+wUDAAAAACAbYNrcuxzSu0G/fv3UunVrXblyRe7u7tqxY4fOnDmj2rVr64MPPkjzfnx8fOTo6KiIiAir9oiICBUuXDjFbYoUKaIKFSpYTf1TuXJlhYeHJxuRcMeQIUMUFRVlPv766680Z0TuEXH0K6tlT5+KcnLNaz4oAACwFcMwtGDBAtWoUUPffPONgoODzXsAAAAAAAAApFe6RwLs27dPn3zyiRwcHOTo6Ki4uDiVKVNGkyZNUlBQkF566aU07cfFxUW1a9fWxo0b1aZNG0m3r/TfuHGjevbsmeI2jRo10tKlS5WUlCQHh9v1i6NHj6pIkSJycXFJcRtXV1e5uvIFLu5KvHVDp3Z8pJhLR8y26xf/NJ9XeHysilbraI9oAHK5CxcuqFu3blqzZo3Zdvr0af31118qVaqUHZMBAAAAAJC9MBDgrnSPBHB2dja/gPf19VVYWJgkydvbO91X2ffv319z587VokWL9Oeff+qtt95STEyMQkJCJEmBgYFWNw5+6623dPnyZfXp00dHjx7V2rVrNX78ePXo0SO9LwO52LmDy3RiywSF/7nKfNy6een/11pUqm4POTq72zUjgNxnzZo1qlatmlUBIDg4WPv376cAAAAAAAAAHli6RwLUqlVLu3btUvny5dWsWTMNHz5ckZGRCg0NVbVq1dK1r3bt2unixYsaPny4wsPDFRAQoPXr15s3Cw4LCzMLDpJUokQJfffdd+rXr59q1KihYsWKqU+fPho0aFB6XwZysWsR+1NdV7R6Rzk4OtswDYDcLjo6Wv369dP8+fPNNh8fH82dO9ccKQcAAAAAANLHgaEAJothGEZ6Nvjtt9907do1Pf7447pw4YICAwO1bds2lS9fXvPmzVNAQEAmRc0Y0dHR8vb2VlRUlLy8vOwdBzZ2cttkHfvp7o2iqz03RwVK3r7BpoOji1w9/ewVDUAutHXrVnXq1EmnT58221q3bq25c+eaBXEAyE5y07m2e62UpzAFAFu7smuGvSMAgCTJLd2Xm2eul+bttslxVr1R2ybHeRjp/tHUqVPHfO7r66v169dnaCAgM507sNRq2btwgNy9S9gpDYDcLjo62iwAeHp6atq0aQoJCZGFqxUAAAAAAHgofLS+K8PqM3v27NHw4cP1zTffZNQugYdyM+ov/bX3U92KvWK2xcVEmM+rtpolz0JV7BENACRJLVu21JtvvqlDhw5p0aJFKl26tL0jAQAAAACAHCZdRYDvvvtOGzZskIuLi7p06aIyZcro8OHDGjx4sL7++mu1aNEis3IC6Xb4h3d14ejXKa5z8fBR8ZqBNk4EIDdLTEzUihUr9Oqrr1pd6T916lQ5OzvL0dHRjukAAAAAAMhZGGV/V5qLAPPmzVPXrl1VoEABXblyRZ9++qmmTJmiXr16qV27dvrjjz9UuXLlzMwKJJOUeEuJt2JSXHfjyolUt/Or9GJmRQKAZE6cOGHeQ+fatWvq0qWLuc7Nzc2OyQAAAAAAQE6X5iLAtGnTNHHiRA0cOFArV65U27ZtNWvWLB04cEDFixfPzIxAiq6e+017l7+i+BuR9+xncXDWo8E/m8uOzh7KU6BsZscDABmGoblz56p///6KibldsHznnXfUtm1beXt72zkdAAAAAAA5FwMB7kpzEeDEiRNq27atJOmll16Sk5OTJk+eTAEAdhN+aPl9CwCS5Jq3iLz8qtsgEQDcFR4eri5dumjt2rVmW5kyZbR48WIKAAAAAAAAwGbSXAS4efOmPDw8JN2eT8nV1VVFihTJtGDAP135a6suntggybBquyNfsfpycvVKtp2Dk5tK1n7TFhEBwLRixQp1795dly5dMtu6du2qKVOmyNPT047JAAAAAADIHRwYCmBK142BP/30U/PLi4SEBC1cuFA+Pj5WfXr37p1x6QBJcTEXtGvpczKSbqXap/LTH8qrcIDtQgFACq5evapevXrps88+M9v8/Pw0b948Pfvss3ZMBgAAAAAAcqs0FwFKliypuXPnmsuFCxdWaGioVR+LxUIRABnuZlTYPQsAbnmLydOHm1IDsL/hw4dbFQBefvllzZ49O1nBHAAAAAAAZC7GAdyV5iLA6dOnMzEGkLI/1r6ls/vvFpt8Kz6vUrW73+1gsci7SG05OLnaIR0AWBs5cqRWrlyp69eva8aMGerUqZMsDD8EAAAAAAB2lK7pgABbuhn9t1UBQJLy+lZXgVJN7ZQIAKxdv37dao7/AgUKaOXKlSpatKhKlixpx2QAAAAAAORuXJR3l4O9AwCpSUqIs1ouUuVVlQgIsVMaALgrISFBo0ePVrly5XT+/HmrdY8++igFAAAAAAAAkGUwEgBZVty1s+bzIlXbqcbz8+yYBgBuO3r0qDp37qydO3dKkt544w2tXbuWKwwAAAAAAMhCHPiYbmIkALKshPgY83nMpWN2TAIAkmEYmjlzpgICAswCgKOjo+rUqaPExEQ7pwMAAAAAAEgZIwGQJR358X2d/nWquexb4Vn7hQGQ6509e1YhISHasGGD2Va+fHmFhoaqfv36dkwGAAAAAABSwoj9ux5oJMCJEyf0/vvvq0OHDrpw4YIk6dtvv9XBgwczNBxyp7iYC1YFAElycvW2TxgAud7nn3+uatWqWRUAevToob1791IAAAAAAAAAWV66RwL89NNPatmypRo1aqSff/5Z48aNk6+vr37//XfNmzdPK1asyIycyGGSEm8p8sR3irtxMdm6WzcvWy37VmitIlXa2ioaAJh69OihWbNmmctFixbVggUL9PTTT9sxFQAAAAAAuB8GAtyV7iLA4MGDNXbsWPXv31958+Y125944gnNmDEjQ8Mh5zr+8xid2jHlvv0KV35ZNdssskEiAEjuiSeeMIsA7du318yZM1WgQAE7pwIAAAAAAEi7dBcBDhw4oKVLlyZr9/X1VWRkZIaEQs4XFb4nTf28i9TO5CQAkLqXX35ZPXv2VKNGjdS+fXt7xwEAAAAAAGnEPQHuSncRIF++fDp//rxKly5t1b53714VK1Ysw4IhZ0qIj9HBdW/p8unNZlvlFh/JwdE1WV+3vMVUsPTjNkwHIDf79ddftWrVKk2cONGqffr06XZKBAAAAAAA8PDSXQRo3769Bg0apOXLl8tisSgpKUlbt27VgAEDFBgYmBkZkYNcPLZW4X+uMpctji4qXiNQDk7JiwAAYAu3bt3S6NGjNX78eCUlJSkgIEAdOnSwdywAyHW++uqrNPd9/vnnMzEJAAAAcgIHBgKY0l0EGD9+vHr06KESJUooMTFRVapUUWJiojp27Kj3338/MzIiB7gVG6XLZ37S5bCfrdrLNXmfAgAAuzl06JA6d+6sPXvuTlG2ePFitW/fnmGDAGBjbdq0SVM/i8WixMTEzA0DAAAA5CDpLgK4uLho7ty5GjZsmP744w9dv35dtWrVUvny5TMjH3IAIylR2xc00s2rp63aqz07W8VqdLJPKAC5WlJSkqZNm6YhQ4YoLi5OkuTk5KQRI0Zo8ODBFAAAwA6SkpLsHQEAAAA5CJ/t70p3EWDLli1q3LixSpYsqZIlS2ZGJuQwsdfPJysASFJe32q2DwMg1wsLC1NwcLA2bdpktlWuXFmhoaGqXZubkQMAAAAAgJwl3UWAJ554QsWKFVOHDh3UqVMnValSJTNyIQeJj7loPvf0raZi1TrKu2hteRUOsF8oALmOYRgKDQ1Vr169FB0dbbb37dtX48ePl7u7ux3TAQD+LSYmRj/99JPCwsIUHx9vta537952SgUAAIDsgnEAd6W7CHDu3Dl98cUX+vzzz/Wf//xHNWrU0GuvvaYOHTqoePHimZER2VzEkTXmc3evEvKvz4c2APaxcuVKswBQokQJLVy4UE888YSdUwEA/m3v3r1q1aqVbty4oZiYGBUoUECRkZHy8PCQr68vRQAAAAAgHRzSu4GPj4969uyprVu36sSJE2rbtq0WLVokf39/vkhByoy787vmK1bPjkEA5GYWi0Vz5sxRoUKF1LlzZ+3fv59/twAgi+rXr59at26tK1euyN3dXTt27NCZM2dUu3ZtffDBB/aOBwAAgGzAwWKxySM7SHcR4J9Kly6twYMH6z//+Y+qV6+un376KaNyIYfKV/xRe0cAkEtcv35de/futWrz8/PT/v37tXjxYuXLl88+wQAA97Vv3z698847cnBwkKOjo+Li4lSiRAlNmjRJ7733nr3jAQAAANnKAxcBtm7dqrfffltFihRRx44dVa1aNa1duzYjswEA8EC2bNmimjVrqmXLloqMjLRaV7hwYTulAgCklbOzsxwcbn9U8fX1VVhYmCTJ29tbf/31lz2jAQAAIJuwWGzzyA7SXQQYMmSISpcurSeeeEJhYWGaNm2awsPDFRoaqmeeeSYzMiIbu3TmJ53aMcXeMQDkEnFxcRo8eLCaNm2qkydPKiIiQv369bN3LABAOtWqVUu7du2SJDVr1kzDhw/XkiVL1LdvX1WrVs3O6QAAAIDsJd03Bv755581cOBAvfrqq/Lx8cmMTMhBDn3bx2rZwcHFTkkA5HQHDhxQp06dtH//frOtUaNGGjlypP1CAQAeyPjx43Xt2jVJ0rhx4xQYGKi33npL5cuX1/z58+2cDgAAANmBJbtcpm8D6S4CbN26NTNyIIeKjb47XDt/iYbyKlrbjmkA5ESJiYmaMmWK3n//fcXHx0u6PY3E6NGjNXDgQDk6Oto5IQAgverUqWM+9/X11fr16+2YBgAAAMje0lQE+Oqrr9SyZUs5Ozvrq6++umff559/PkOCIftLvHVDSYlxkiQ3r+Kq1+l7OycCkNOcOnVKQUFB+uWXX8y2atWqKTQ0VAEBAfYLBgAAAAAA7IqBAHelqQjQpk0bhYeHy9fXV23atEm1n8ViUWJiYkZlQzYXde4383nstXN2TAIgJ4qPj1eTJk109uxZSbf/DRowYIDGjBkjV1dXO6cDADyM0qVL33P49smTJ22YBgAAAMje0lQESEpKSvE5IEkRR79W+J+rJMO6ABQXc8F8XqTyK7aOBSCHc3Fx0bhx4xQcHCx/f38tWrRITZs2tXcsAEAG6Nu3r9XyrVu3tHfvXq1fv14DBw60TygAAABkKw4MBTCl+54AixcvVrt27ZJdZRkfH68vvvhCgYGBGRYOWd+t2KvavzrYnPYnNe75/G0TCECOlpiYaDXHf2BgoGJiYtSpUyd5eXnZMRkAICP16dMnxfaZM2fqt99+S3EdAAAAkB3MnDlTkydPVnh4uGrWrKnp06erXr16KfZduHChQkJCrNpcXV0VGxubrmM6pDdkSEiIoqKikrVfu3YtWSDkfLduXr5vAcDJLb/8Kr5go0QAcqKoqCgFBwerW7duVu0Wi0Vvv/02BQAAyCVatmyplStX2jsGAAAAsgGLxTaP9Fi2bJn69++vESNGaM+ePapZs6ZatGihCxcupLqNl5eXzp8/bz7OnDmT7vci3SMBDMNIcX7Ov//+W97e3ukOgJzDt8JzqtR8crJ2Fw8fOTq72yERgJxg8+bNCgoKUlhYmKTbN6B/4QUKiwCQG61YsUIFChSwdwwAAADggUyZMkVdu3Y1L6afPXu21q5dq/nz52vw4MEpbmOxWFS4cOGHOm6aiwC1atWSxWKRxWLRk08+KSenu5smJibq1KlTeuaZZx4qDLI3R+c8cvcuYe8YAHKI2NhYDR06VFOmTDHb8ubNm+4hbwCA7OfOZ487DMNQeHi4Ll68qFmzZtkxGQAAALKLlC5kt6f4+Hjt3r1bQ4YMMdscHBzUvHlzbd++PdXtrl+/rlKlSikpKUmPPPKIxo8fr6pVq6br2GkuArRp00aStG/fPrVo0UKenp7mOhcXF/n7++vll19O18GR/cVdP2/vCAByoL1796pTp046dOiQ2dasWTMtXLhQ/v7+9gsGALCJF154wepDm4ODgwoVKqTHHntMlSpVsmMyAAAAwFpcXJzi4qynS3d1dU12T93IyEglJibKz8/Pqt3Pz0+HDx9Ocd8VK1bU/PnzVaNGDUVFRemDDz5Qw4YNdfDgQRUvXjzNGdNcBBgxYoQkyd/fX+3atZObm1uaD4Kc6/iWCf9YylrVNQDZT0JCgiZOnKiRI0cqISFB0u1/OMePH6++ffvKwSHdt7IBAGRDI0eOtHeE+3qpfxd7RwAASdKkTcftHQEAJEnDnypn7whWbPUNwoQJEzRq1CirthEjRmTIOW2DBg3UoEEDc7lhw4aqXLmyPvnkE40ZMybN+0n3PQGCgoLSuwlysKSEu1Uu3/It7ZgEQHZ3+fJlPfvss9qxY4fZFhAQoNDQUFWrVs2OyQAAtubo6Kjz58/L19fXqv3SpUvy9fVVYmKinZIBAAAgu7DVdEBDhgxR//79rdr+PQpAknx8fOTo6KiIiAir9oiIiDTP+e/s7KxatWrp+PH0FYDTVBApUKCAIiMjJUn58+dXgQIFUn0gd7n69935qnwrcqNOAA8uX7585lRzDg4Oeu+99/Trr79SAACAXMgwjBTb4+Li5OLiYuM0AAAAQOpcXV3l5eVl9UipCODi4qLatWtr48aNZltSUpI2btxodbX/vSQmJurAgQMqUqRIujKmaSTARx99pLx585rPs9pNFWAft2KjrJYtFqbpAPDgHBwcNH/+fL300kuaNm2aGjZsaO9IAAAb+/jjjyXdvmrr008/tboPWWJion7++WfuCQAAAIA0cciCX2H3799fQUFBqlOnjurVq6epU6cqJiZGISEhkqTAwEAVK1ZMEybcnoJ99OjRevTRR1WuXDldvXpVkydP1pkzZ9SlS/qmpkxTEeCfUwAFBwen6wDIGeJiInTuwFLdir1qtiXeunm3g8WBIgCAdFm+fLl8fX3VrFkzs61EiRLauXMnxWYAyKU++ugjSbdHAsyePVuOjo7mOhcXF/n7+2v27Nn2igcAAAA8lHbt2unixYsaPny4wsPDFRAQoPXr15s3Cw4LC7O6H+KVK1fUtWtXhYeHK3/+/Kpdu7a2bdumKlWqpOu4FiO1sbap2LNnj5ydnVW9enVJ0po1a7RgwQJVqVJFI0eOzPLDc6Ojo+Xt7a2oqCh5eXnZO0628fvqQIX/uSrV9YXKtdQjbZfbMBGA7OrKlSvq2bOnli5dqhIlSujAgQPy9va2dywAQAbIqHPtxx9/XKtWrVL+/PkzMF3Gei10n70jAIAkqWJhz/t3AgAbyGo3Bu7/1WGbHGfK81l/pGq6L91+8803dfToUUnSyZMn1a5dO3l4eGj58uV69913MzwgsoaYS8fuud6nTHMbJQGQnf3www+qXr26li5dKkn666+/tGTJEjunAgBkNZs2bcrSBQAAAAAgO0nTdED/dPToUQUEBEi6PZVDs2bNtHTpUm3dulXt27fX1KlTMzgi7Olm1F/as/xlXb94SJJkcXBWnfZrrPq4ePrJs2BFe8QDkE3cuHFDgwcP1vTp0802b29vzZw5Ux07drRjMgBAVvTyyy+rXr16GjRokFX7pEmTtGvXLi1fzghUAAAA3BtTDd+V7iKAYRhKSkqSdPuKzueee07S7XmcIyMjMzYd7C7i8P/MAoAkueQppAKlmtoxEYDsZteuXf/X3p3H6VT//x9/XtfszIKGsY19zxZKCNmiRaEiWYckIplUVPYyItIismWJ+KQP+SZTjCXkI9vYYmRfsi8zZsas1/n94edwZcgwM2eu8bi7ndvtnPd5n3Oe17iaLtfrvN9HnTp1UlRUlNnWpEkTffPNNwoODrYwGQAgu/rtt980bNiwm9qffPJJjRs3LusDAQAAAC4s3dMB1apVSx9++KHmzJmjNWvW6Omnn5YkHTp0yHyAAXIGw5Gqk3t+cGqr1PxTi9IAcDXJyckaNmyY6tSpYxYAvL299fnnn+vXX3+lAAAAuKXY2Ng0nzXm4eGhmJgYCxIBAADA1dhtWbO4gnQXASZMmKCtW7eqT58+ev/991WmzNUHPixcuFB169bN8ICwzqk9Pyjm5BZz+6EXvleBsk9bmAiAKzl27JjGjh2r1NRUSVeLyNu2bVPfvn2dnnQPAMA/ValSRQsWLLipff78+apUqZIFiQAAAADXle7pgKpWraqdO3fe1D527Fi5ubllSChkD5dvmAZIkgIK17QoCQBXVKpUKY0dO1ZvvPGGPvjgA73//vvy8PCwOhYAwAUMHjxYbdq00YEDB9S4cWNJUkREhObNm6eFCxdanA4AAACugEcCXJfuIsA1W7Zs0Z49eyRJlSpVUo0aNTIsFKyVmpKg7f/tqLMHws22qs/OkFfuAhamApDdHT9+XPny5VOuXLnMtl69eunxxx/nrk0AQLq0bNlSixcv1qhRo7Rw4UL5+PioWrVqWrlypfLly2d1PAAAAMClpLsIcObMGbVr105r1qxRnjx5JEmXLl1So0aNNH/+fOXPnz+jMyKLnT8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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:23,662 INFO:Ensemble on Dataset g - Loss: , Acc: 54.65%, AUCROC: 0.6648292222222223, F1 Score: 0.3057\n", "2025-04-25 20:06:23,818 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:23,892 INFO:Ensemble on Dataset h - Loss: , Acc: 58.23%, AUCROC: 0.5448976666666666, F1 Score: 0.3234\n", "2025-04-25 20:06:24,213 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:24,283 INFO:Ensemble on Dataset i - Loss: , Acc: 58.67%, AUCROC: 0.6481456666666666, F1 Score: 0.3257\n", "2025-04-25 20:06:24,432 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:24,504 INFO:Ensemble on Dataset j - Loss: , Acc: 88.98%, AUCROC: 0.9515273333333334, F1 Score: 0.8894\n", "2025-04-25 20:06:24,657 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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DOHfunOHu7m68+OKLdueOEydONCQZM2bMsDueJGP27NlmW2RkpOHr62u89tprDzzunffRqFEjIzo62vD19TWGDBliGIZh/Pnnn4YkY8OGDfF+BvGdk86fP9+QZGzcuNFsGz16tN17u5ckw8XFxfjjjz/ife3+7x59+/Y1XFxcjI0bNxqLFi0yJBnjxo176Hvs1q2bIcnud/DKlStG4cKFjUKFCpmf8bp16wxJRsmSJY3IyEhz3fHjxxuSjAMHDjzwOPf/HAEgPgwHBMAykyZN0po1a+yWH374Ic56zZs3t7uD/c4dyneGtsmYMaPc3d21fv36BLsFr1mzRpcuXVLLli0VHh5uLq6urqpSpYrWrVsXZ5t27dqZj7Nly6ann35amTNn1ptvvmm2P/3008qWLZvdMDt3vPvuu3Z3r3To0EEZMmTQqlWrEvxMFi1apJIlS6pEiRJ2OZ9//nlJijfn/a5du6bcuXMrd+7cKlasmHr16qXq1atr+fLldndKXblyRZIeeHfTndciIiLs/j8xd0QlJCIi4rG2f5j27dvHuSOnefPmOnfunNavX2+2LV68WLGxsWrevLmk2916f/nlF7355pu6cuWK+dmfP39e9evX199//61Tp04leNxVq1bJ1dVVXbp0sWvv2bOnDMOI87tdr149uzu6ypQpo6xZs8b7u+QoLy8vSXd/xh4eHnJxuf1PfkxMjM6fPy8vLy89/fTT2rNnT6L2mTFjRvPxtWvXFB4ermrVqskwDO3du9dcJzn+FgEAwINxXh3X45xXO3rOu2rVKvn6+qply5Zmm5ubm7p06aKrV6/GGZbyYT+HpJAtWzb9+++/cYZ7epCff/5ZUVFR6tatm3nuKN0+v86aNWucYWy8vLzs5qhyd3dX5cqVHXofrq6uevPNNzV//nxJtycELlCggPmZ3O/ec9KbN28qPDxczz77rCQl+rxWkmrXrq1SpUolat2BAwfqmWeeUdu2bfXBBx+odu3acc7547Nq1SpVrlxZNWrUMNu8vLz07rvv6sSJE/rzzz/t1g8KCrKb4yo5fi8ApF8MBwTAMpUrV07UBGZPPvmk3fM7J8x3vph4eHho5MiR6tmzp3x8fPTss8/q5ZdfVkBAgHx9fSXd7tIryTzpv1/WrFntnnt6etp1F5Ukb29vPfHEE3G6HHt7e8f7Jal48eJ2z728vJQ3b94HjtX4999/6+DBg3GOfcedCcIexNPT0xzq599//9WoUaN07tw5uxNm6e6XmitXriQ44dj9hYI7n9ODtnmYrFmzmvtNDvd3H5ekl156Sd7e3lq4cKHq1q0r6fZQQP7+/nrqqackSUeOHJFhGAoODlZwcHC8+z537pzy588f72snT55Uvnz54nxZLFmypPn6ve7/vZZu/24nZnzbh7l69aqkuz+32NhYjR8/XpMnT9bx48ftxi5N7NBDoaGh6t+/v1asWBEn4+XLlyUlz98iAAB4OM6r43qc8+p7z3kT4+TJkypevLjdhXMp8eeB9/8cksJHH32kn3/+WZUrV1axYsX04osvqlWrVqpevXqC29zJ+fTTT9u1u7u7q0iRInHeR3w/w+zZs2v//v0OZW3VqpW++OIL/fbbb5o3b55atGiR4DBPFy5c0KBBg7RgwYI4P8M756SJEd93hoS4u7trxowZqlSpkjw9PfXNN988dK4q6fbnWaVKlTjt9/5e3BmWVEqZ3wsA6RdFAACpXkLjLBr3TLbarVs3NW7cWMuWLdOPP/6o4OBgjRgxQr/88ovKlSun2NhYSbfHL73zBeZeGTLY/+cwoWMmJsvjiI2NlZ+fnzne5P0KFCjw0H24urqqXr165vP69eurRIkSeu+99+wmuC1ZsqSWLVum/fv3q1atWvHu684J/J27ZO5M5HvgwIEE7855mBIlSmjfvn2Kioqyu9PFUQlNwnV/sUO6/YW2SZMm+u677zR58mSdPXtWW7Zs0fDhw8117vyO9OrVK95JyCSpWLFij5z3fsn5u/T7778rT5485hfY4cOHKzg4WG+//baGDBmiHDlyyMXFRd26dTPf94PExMTohRde0IULF/TRRx+pRIkSypw5s06dOqXAwEC7fST13yIAAEg6nFff9aDz6nvPeZPD47z3hC4+x8TE2O23ZMmSOnTokL7//nutXr1aS5Ys0eTJk9W/f38NGjTo0YLfJ6l+hlWqVFHRokXVrVs3HT9+/IFzFrz55pvaunWrevfuLX9/f3l5eSk2NlYvvfRSos5r74jvO8OD/Pjjj5Ju9z74+++/HSoiJFZy/00ASN/4pg0gzShatKh69uypnj176u+//5a/v78+++wzzZkzxxx2JU+ePHYXyJPT33//rTp16pjPr169qjNnzqhhw4YJblO0aFH99ttvqlu3bqLuLkmMvHnzqnv37ho0aJC2b99udpd9+eWXNWLECM2ePTveIkBMTIzmzZun7Nmzm3cMNW7cWCNGjNCcOXMeuQjQuHFjbdu2TUuWLLHrMp2Q7Nmz69KlS3ZtUVFROnPmjEPHbd68uWbNmqW1a9fq4MGDMgzDHApIkooUKSLpdtftR/kdKViwoH7++WdduXLFrjfAX3/9Zb6eErZt26ajR4/adc1evHix6tSpo+nTp9ute+nSJXOiNCnhL5UHDhzQ4cOHNWvWLLuJpO+dfPheSfW3mFR/AwAAwDHp/bz6qaee0tNPP63ly5dr/Pjx5lCLCSlYsKD279+v2NhYu94AyXEeGN+5sXT7rvI757N3ZM6cWc2bN1fz5s0VFRWlZs2aadiwYerbt688PT3jfR+SdOjQIbt9RUVF6fjx48n6827ZsqWGDh2qkiVLyt/fP951Ll68qLVr12rQoEHq37+/2X6nd8q9kvI8cv/+/Ro8eLCCgoK0b98+tWvXTgcOHJC3t/cDtytYsKAOHToUpz2lvx8AgCQxJwAAp3f9+nXdvHnTrq1o0aLKkiWLIiMjJd2+Gz5r1qwaPny4bt26FWcf//33X5Lnmjp1qt2xvvzyS0VHR6tBgwYJbvPmm2/q1KlTmjZtWpzXbty4oWvXrj1Sls6dOytTpkz69NNPzbZq1aqpXr16+uabb/T999/H2aZfv346fPiwPvzwQ/NOmapVq+qll17S119/rWXLlsXZJioqSr169Xpglvfff1958+ZVz549dfjw4Tivnzt3TkOHDjWfFy1aVBs3brRbZ+rUqQn2BEhIvXr1lCNHDi1cuFALFy5U5cqV7e7gyZMnj5577jl99dVX8RYYHvY70rBhQ8XExGjixIl27Z9//rlsNtsDf+5J5eTJkwoMDJS7u7t69+5ttru6usa5g2jRokVx5jjInDmzJMX5YnnnrqR792EYhsaPH2+3XlL/LSaUBwAAJA/Oq+8aNGiQzp8/r3bt2ik6OjrO6z/99JN5Dt2wYUOFhYVp4cKF5uvR0dGaMGGCvLy8VLt27Ye+x8QqWrSotm/frqioKLPt+++/1z///GO33vnz5+2eu7u7q1SpUjIMI96fm3T7fNnd3V1ffPGF3Xnf9OnTdfnyZTVq1CjJ3sf92rVrpwEDBuizzz5LcJ34zkklady4cXHWTarzyFu3bikwMFD58uXT+PHjNXPmTJ09e1bdu3d/6LYNGzbUzp07tW3bNrPt2rVrmjp1qgoVKpToOQkAICnQEwCAZX744QfzLoh7VatWLc5dLA9y+PBh1a1bV2+++aZKlSqlDBky6LvvvtPZs2fVokULSbfH9fzyyy/Vpk0blS9fXi1atFDu3LkVGhqqlStXqnr16nEu3j6uqKgoM9ehQ4c0efJk1ahRQ6+88kqC27Rp00bffvut3n//fa1bt07Vq1dXTEyM/vrrL3377bf68ccfEzXe6/1y5sypoKAgTZ48WQcPHjTHoZw9e7bq1q2rV199Va1atVLNmjUVGRmppUuXav369WrevLndxeQ727z44otq1qyZGjdurLp16ypz5sz6+++/tWDBAp05c0ZjxoxJMEv27Nn13XffqWHDhvL391fr1q1VoUIFSbcn85o/f76qVq1qrt+uXTu9//77eu211/TCCy/ot99+048//mh3B3tiuLm5qVmzZlqwYIGuXbsWb8ZJkyapRo0a8vPzU/v27VWkSBGdPXtW27Zt07///qvffvstwf03btxYderUUb9+/XTixAmVLVtWP/30k5YvX65u3brZTQKcFPbs2aM5c+YoNjZWly5d0q5du7RkyRLZbDaFhISoTJky5rovv/yyefdStWrVdODAAc2dOzfO31nRokWVLVs2TZkyRVmyZFHmzJlVpUoVlShRQkWLFlWvXr106tQpZc2aVUuWLIkzPmlS/y3e+b3o0qWL6tevL1dXV3M/AADgLs6r43rc8+rmzZvrwIEDGjZsmPbu3auWLVuqYMGCOn/+vFavXq21a9dq3rx5km5PXPzVV18pMDBQu3fvVqFChbR48WJt2bJF48aNS/QEw4nRrl07LV68WC+99JLefPNNHT161K6Hxh0vvviifH19Vb16dfn4+OjgwYOaOHGiGjVqlGCe3Llzq2/fvho0aJBeeuklvfLKK+bnXalSJbuepkmtYMGCGjhw4APXyZo1q2rVqqVRo0bp1q1byp8/v3766ScdP348zrp3ziP79eunFi1ayM3NTY0bNzaLA4k1dOhQ7du3T2vXrlWWLFlUpkwZ9e/fX5988olef/31B/ZG6dOnj+bPn68GDRqoS5cuypEjh2bNmqXjx49ryZIlceaQAIBkZQBACvvmm28MSQku33zzjWEYhnH8+HFDkjF69Og4+5BkDBgwwDAMwwgPDzc6duxolChRwsicObPh7e1tVKlSxfj222/jbLdu3Tqjfv36hre3t+Hp6WkULVrUCAwMNH799VdznbZt2xqZM2eOs23t2rWNZ555Jk57wYIFjUaNGsV5fxs2bDDeffddI3v27IaXl5fx1ltvGefPn4+zz9q1a9u1RUVFGSNHjjSeeeYZw8PDw8iePbtRoUI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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:24,730 INFO:Ensemble on Dataset k - Loss: , Acc: 93.00%, AUCROC: 0.9758612222222223, F1 Score: 0.9268\n", "2025-04-25 20:06:24,877 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:24,952 INFO:Ensemble on Dataset l - Loss: , Acc: 81.39%, AUCROC: 0.7884954119718932, F1 Score: 0.6549\n", "2025-04-25 20:06:25,114 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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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:25,185 INFO:\n", "=== Plotting Aggregated ROC Curves for Each Dataset ===\n", "2025-04-25 20:06:25,198 WARNING:Missing probabilities for model Ensemble on dataset a. Skipping this model in the ROC plot.\n", "2025-04-25 20:06:25,305 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": [ "2025-04-25 20:06:25,385 WARNING:Missing probabilities for model Ensemble on dataset b. Skipping this model in the ROC plot.\n", "2025-04-25 20:06:25,489 INFO:Saved aggregated ROC curve for b to results/roc_curves/Aggregated_ROC_b.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:25,566 WARNING:Missing probabilities for model Ensemble on dataset c. Skipping this model in the ROC plot.\n", "2025-04-25 20:06:25,668 INFO:Saved aggregated ROC curve for c to results/roc_curves/Aggregated_ROC_c.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:25,746 WARNING:Missing probabilities for model Ensemble on dataset d. Skipping this model in the ROC plot.\n", "2025-04-25 20:06:25,851 INFO:Saved aggregated ROC curve for d to results/roc_curves/Aggregated_ROC_d.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:25,925 WARNING:Missing probabilities for model Ensemble on dataset e. Skipping this model in the ROC plot.\n", "2025-04-25 20:06:26,026 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": [ "2025-04-25 20:06:26,117 WARNING:Missing probabilities for model Ensemble on dataset f. Skipping this model in the ROC plot.\n", "2025-04-25 20:06:26,223 INFO:Saved aggregated ROC curve for f to results/roc_curves/Aggregated_ROC_f.png\n" ] }, { "data": { "image/png": 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+Pej7aNxvK9D7CJQVDiAxMTFgwBmunJwcZs6cycyZMznvvPPIysoC4IUXXuCFF17wq9+4+Sl4RzVCKSoqAvAZ+Wx83XiuLR3MtsPR3HcrJiaGadOmedYNNioqKmLhwoVERERw0UUX+VzT+N0ZO3Zs0O9O45q9xu9OTk4OTz75JA6HgxtvvJGOHTuSnZ3NRRdd1Oab/ubl5QHBv6M6nc5zrrFuU+HuPSaEODpJcgghRLtqnIZntVoDpnBufHiZO3cuDz74oN9vxwNNxzuY54Cgm6w2Tgvr3r07Y8aMabaNQKNkwe4brHzVqlVcc801GAwG/vnPfzJp0iQ6d+5MVFQUOp2Ol156iWuuuabFoyiN7yMjI8MvmN3f/gklDqYTTjiBuXPneo5dLhd33303jz32GH/+858ZM2YMgwYN8pw3mUwMGDCAdevWsXz58rASO6xYsQLAZ6St8XVubi6lpaVtNm2sse09e/YctLT7jX+WwQT7LjeaNWsWc+fOZd68edxzzz0AvP766zidTqZOnUpCQkLA+02dOpXo6Ohm2276Od50001Mnz6dTz75hCVLlrBkyRLefvtt3n77bWbPns1PP/0UcErqoRbq8xJCHN0kcBJCtJuCggI+//xzwD3d7Oeffw5aNz8/ny+//JKzzjoLwDMVbufOnUGvCXSutdeFo3EEpFevXj4P+KFkZmayefPmoPcNVv7ee++hlOKmm27iL3/5i9/5xqlQLdX4PpKTk1v8PiB4fysqKqisrGxVnwJpDBiXL1/Ojz/+yG233ca3337rU+fcc89l3bp1vPfee/z73/9udjrf6tWr2bBhA4DPPk0nnXQSsbGxVFdXM3/+fG655ZY2ew/nnnsuH330EV999RWFhYVhr8Vq1JjRrbq6OuD5Xbt2HVD/xo4dS/fu3dmyZQs///wzY8aM8Xwn9p+mB+7vztatW7nzzjsZPnx4i+6Vnp7O1VdfzdVXXw3Apk2bmDVrFsuWLeOuu+7yTOk9EI3f0caRsUByc3N96gohRCOZqieEaDdz587F5XIxcuRIlFJBfxqDgqZJIhqnAq1atYotW7b4tb1x40bWrVvnVz5s2DCioqIoLi72e8gGd7rhb775plXv55RTTsFsNrNo0aIWTb068cQTATwbAO/vzTffDFheVlYGQJcuXfzOWa1WPvjgg4DXNT5sO53OgOdHjBhBSkoKGzdu9AQS4WgcMXz33XdxOBx+55tO92orOp2OJ598Ep1Ox3fffccPP/zgc/7GG28kLi6O4uJi7r777qDt2O12brrpJsCdWKNxDRdAXFycJ2nHgw8+6HmwDqampoY1a9aE1f8ZM2aQnZ2N3W7nuuuuCzlCtGrVKurr6z3HjQ/3f/zxh1/dffv2sXr16rD60ZzGlPNz585l1apVrF+/nqysLE455RS/umeccQbg/g4cqN69e3PnnXcCsHbt2gNuD7xr8955552AyR8WLFhAeXk5sbGxQdf3CSGOXRI4CSHaTeO6pVBJAxqnWH322WeedRHZ2dlMmjQJTdO47rrrfH7jXllZyXXXXRdwilpUVBRXXXUVALfccovP2hebzcaNN95IbW1tq95Peno6N910E7W1tUyaNIn169f71bHZbHzyySds2rTJU3bllVcSFRXFkiVLePbZZ33q//zzzzz33HMB79e4T9W8efN83r/VauX6668P+oDfqVMnwD0iFSjAMZlMzJ49G6UU5513HkuWLPGr43K5+P777332Zpo6dSqZmZns3r2bu+++2ycI+P3333nooYcC9udADR06lGnTpgEwe/Zsn3Opqam88sor6HQ65syZw6233kpdXZ1Pnby8PM455xyWLl1KQkICr732mt89/va3vzF69GgqKio44YQT+PTTT/3quFwuFixYwLBhwzyJOUIxmUy8++67REREsGDBAiZPnhzwz62srIz77ruPMWPGYLPZPOWnnnoqAP/85z+pqKjwlBcXF3PZZZdRU1MTVj+aM3PmTPR6Pe+++67n+9lYtr877riDhIQEnnjiCf79738HXJ+Um5vrk1Xy+++/5/PPP/f7Liql+Oyzz4DAvxxojWnTptG5c2fy8/O59dZbfX55kJuby2233Qa4pw62RbIRIcRR5tBnQBdCCKUWLVqkAGWxWFRZWVnI+kOHDlWAevzxxz1leXl5nn1XkpOT1ZQpU9R5552nkpKSVI8ePdQ555yjAPXGG2/4tFVdXa2GDRumABUTE6POOeccNX36dNWxY0eVkpLi2W/lH//4h891ze0P08jhcKiLL75YAUqv16shQ4ao888/X11wwQVqzJgxnj2ZvvjiC5/rXnvtNc+eQwMHDlQXXXSRGjdunNLr9er222/37HPVVHl5uWdPmuTkZDV58mR1/vnnq7S0NBUbG6tuvvnmoPsfDR8+XAGqV69easaMGerKK69Ud955p0+dO+64w7N3Tb9+/dS5556rLrzwQjV+/HiVkJCgAPX888/7XLNo0SIVFRWlAJWTk6MuvPBCNWHCBGUymdSUKVNC7jsUSHP7ODXasmWLMhqNClBff/213/l3331XxcbGKkDFxsaq008/XV100UXqxBNP9FyXk5PjsyfR/qqrq9X06dM9n0mHDh3U2WefrS6++GI1ceJElZSU5PlOf/TRR2G/P6WUWrFiheez0el0aujQoWrq1Klq+vTpauTIkcpgMHj2kqqrq/Nc1/Q7kJaWps4991x16qmnqvj4eDVgwAA1efLkZvdxCndPodNPP93zvnU6ndq+fXvQuosXL/bs2ZWWlqZOPvlkNWPGDHX22WernJwczz5njZ588kkFqLi4ODV+/Hh18cUXq/POO8/zvuLj49WaNWvC/ixD/Xe6YsUKz59Vly5d1AUXXKDOPPNMFRERoQA1ceJEZbPZfK5p3Mepue9gKLKPkxBHPgmchBDt4tJLL1WAmjp1alj158yZowDVp08fn/KioiJ1ww03qE6dOimz2ayysrLUDTfcoEpLSz2bbX711Vd+7VVXV6t77rlHdevWTZnNZpWRkaEuvfRStWvXLjVr1iwFqBdffNHnmnACp0aff/65mjJlisrMzFQmk0klJCSoPn36qAsvvFC9+eabqra21u+aRYsWqQkTJqi4uDgVFRWlhg4dql555RW1e/duz4P6/oqLi9X111+vcnJylMViUR07dlSXXHKJ2rp1a7MPe7t27VIXX3yx6tChgydw6NKli1+9n3/+Wc2YMUN16dJFWSwWFRsbq3r27KkmT56sXn755YBB7/r169WUKVNUUlKSslgsqk+fPuqRRx5RDofjoAVOSil1zTXXKECNGjUq4Pni4mJ1//33q+OOO04lJSUpk8mk0tLS1IQJE9Tzzz/v97AczLJly9T//d//qT59+qi4uDhlNBpVSkqKOvHEE9U//vEPvw2Hw2Wz2dTLL7+sJk2apDIzM5XFYlERERGqa9euaurUqeqtt97y2bC10d69e9Vll12m0tLSlNlsVl27dlV33HGHqq6uDrkBbrgP8e+++64ncGpu4+RGhYWF6r777lNDhw71bJbcqVMnNXr0aDV79mz122+/eepu27ZN3X///eqUU05RnTt3VhERESoxMVENHDhQ3XXXXWrPnj1h9bFROP+d7t69W91www2e//5jY2PVqFGj1PPPP68cDodffQmchBBKKaVT6hjbtEIIcUyoqKigW7duVFZWUlhYGHb2N4fDQf/+/dmyZQurVq1i6NChB7mnoc2fP5+ZM2cyadIkPvnkk/bujhBCCHFMkjVOQogjWmP66KaKi4uZOXMm5eXlnH322QGDplWrVvktxK+pqeHGG29ky5YtDBw48JAGTbt372bfvn1+5T///DO333474F2kL4QQQohDT0achBBHNJ1OR6dOnejTpw/Jycnk5eWxZs0aampq6Ny5M0uWLPGk124qOzuburo6BgwYQFpaGkVFRaxdu5aysjKSkpL49ttvGTJkyCF7H3PnzuXKK69k0KBBdO7cGYPBwPbt2z2ZAa+44gq/TYCFEEIIcehI4CSEOKLdd999fPfdd2zfvp3y8nLMZjM5OTmcffbZ3HrrrUE3K3366adZsGABmzZtory8HL1eT5cuXTjttNO4/fbbAwZbB9OmTZt4/PHH+emnnygsLKS2tpaEhAQGDx7MrFmzuOiiiw5pf4QQQgjhSwInIYQQQgghhAhB1jgJIYQQQgghRAgSOAkhhBBCCCFECMb27sChpmka+fn5xMbGotPp2rs7QgghhBBCiHailKK6upqOHTui1zc/pnTMBU75+fmHfNG3EEIIIYQQ4vC1Z88eOnXq1GydYy5wio2NBdwfTlxcXDv3RgghhBBCCNFeqqqqyMrK8sQIzTnmAqfG6XlxcXESOAkhhBBCCCHCWsIjySGEEEIIIYQQIgQJnIQQQgghhBAiBAmchBBCCCGEECIECZyEEEIIIYQQIgQJnIQQQgghhBAiBAmchBBCCCGEECIECZyEEEIIIYQQIgQJnIQQQgghhBAiBAmchBBCCCGEECIECZyEEEIIIYQQIgQJnIQQQgghhBAiBAmchBBCCCGEECIECZyEEEIIIYQQIgQJnIQQQgghhBAiBAmchBBCCCGEECIECZyEEEIIIYQQIgQJnIQQQgghhBAiBAmchBBCCCGEECIECZyEEEIIIYQQIgQJnIQQQgghhBAiBAmchBBCCCGEECKEdg2cfvzxRyZNmkTHjh3R6XR89NFHIa9ZtGgRQ4cOxWKx0L17d+bOnXvQ+ymEEEIIIYQ4thnb8+a1tbUMGjSIWbNmMWXKlJD1c3NzOeuss7j22mt54403+O6777jqqqvo0KEDEydOPAQ9FkIIIYQQ4tijuRyU712KrbqgTdtN63EWRktsm7Z5sLRr4HTGGWdwxhlnhF3/hRdeoGvXrvz73/8GoE+fPixZsoQnn3xSAichhBBCCHHMUkrx/fffs2PHDt8TThf2rbvQautDtqFDw4gVHZqnrDLRzN4YI0N139BBv6dN+urSFAa9DoCx166XwOlgWLZsGaeeeqpP2cSJE/nzn/8c9BqbzYbNZvMcV1VVHazuCSGEEEII0S62b9/OBx98ELyCIdyW9gsPqiCytoIOHdsmaPrqVwef/uLksasjiLTo2qTNQ+WISg6xb98+0tPTfcrS09Opqqqivj5wFP3II48QHx/v+cnKyjoUXRVCCCGEEOKQqaioaOMWFXGmMlIt+aRH5B1waw6n4pmPbTz5oZ1t+RoLVzjboI+H1hE14tQad999N7feeqvnuKqqSoInIYQQQghxRHHmF1E1/xNcFdXUGjQWplSxp7oWl9M9rc5pc3nqxmVEEZVkAUArKcdVUYW9eyyOTvFg8B03qcVAlbKgMAAaKIVOaZy890M6V28L2p8iQw4KUMp9bNCDQxlQ6NAphUVfC4ByQF2ViyfezmfTLic6HVw0IYWzxqegj7CgN5jb7kM6yI6owCkjI4PCwkKfssLCQuLi4oiMjAx4jcViwWKxHIruCSGEEEIIcVCU3PM0tQsXA/D++Zmsjk0leZ8rYN1NSXZKsxvWKWVHABENZ+yBG9fV+hxm1Jc0GzQ5MfFXy7qg5006KyfEvgOAbXUdv3/1Mpt2bSc+Pp433niDs846K+i1h7MjaqreqFGj+O6773zKvvnmG0aNGtVOPRJCCCGEEOLgc+z0TpcrSovAXKcC1tMMUJMS/iO+2WUn1Vrm89OxrqjZa/bqBzR7PtW4CwClKdQGO/956mlGjhzJypUrj9igCdp5xKmmpoZt27zRbG5uLmvXriUpKYnOnTtz9913k5eXx/z58wG49tpreeaZZ/jLX/7CrFmz+P7773n33XdZuHBhe70FIYQQQgghWq220sritzZQVVCJfeN2tFqrz3m9rRq9sw5nnhEV1R2l07GxZzxdl3qTn3VypqDHnWjB5DDS/Xsj2xK7UGOOBiBt9F5i+7lHlfZtTqOyMBmAnLrvGVP6GgYCj1w1Uuio0ZIx6KBe15m92p+ZWrcKTXNRt68IU105yl5P+Zat1Dgy0Err2WrbzSOv3sLwj7oRFWdh2enL0OmOrGQQ+2vXwOnXX3/lpJNO8hw3rkWaOXMmc+fOpaCggN27d3vOd+3alYULF3LLLbfw1FNP0alTJ15++WVJRS6EEEIIIY5Ir9z+LV+/vCZELQvQGQBnDwed1pT6nF02z4Cye0eZik85jn2TTgEgIbacWcfPb2gDVjuH8lvpQHRKY1r9DSGDJoBqZzrPF3yPafEyTBu3ABsafvYXRz0FrOJtqiigzjmNqLg+AEd80ATtHDiNHz8epQIPMwLMnTs34DVr1oT6cgkhhBBCCHH42/V789Pi9qe6uDDXe5+fbcVGlN03KHF0iCdGlQDQKWYnhnrvGqaygkhiVAkmZSWGsrDuWersBpqGoaCw+Xrkspp3sVOLxRCNKeqIWhUUkk41F7kchaqqqoiPj6eyspK4uLj27o4QQgghhDiKKaeTui8Wod+8xpOCbl+pYsN2jXqLxjuV9VQ1zLo7OXUvmg4cWRkovQ6dw4quvsbdTmQsKiKasjiFc4c34InpdRHFKhary71R0xDni/TV3sKEjdZQ6EB5XztNvamI/QdpSV1IaJKLzWW388nUqQ31FEXjBjH/xw/QlEbPbr35+NOP6d23Z6v6cCi1JDY4orLqCSGEEEIIcSSpmPMaMavewhTtHn2pqDdxy9vDcWg6ap6tQuuseeou1BLp/YMNU2VVkxZM7v+rsbp/SrxnahJSWMhY0AFGSNV2cLk2t9V9fSH/Kypd3m17OqQYeeOejgHrfn7ZZaSwGQfwPrB68RYAZsyYwUsvvURUVFSr+3G4OrrGz4QQQgghhDiM2Nf87gmaAHaWR+HU9BCBT9AEYLK5f8JVZu7ic5yidra6n05lplZL9Snr1Tn4Hkv7Vq4EYA2wGjAYDDz55JO89tprR2XQBDLiJIQQQgghRPgK89w/4XJVsyYvHrumpyA2lj2WdMwjalFJitgid2KG2Fo9Y2ssKD380TDFLi4hitisRPesuYhI908TGfEZfL7lHPq7vuYC++2karvQ6TRaQxmi0XWdzZ9OdI8uuRx2bDs3MyClgh2fB17V46hxTyEcASRcfjkXz5zJ+PHjW3X/I4WscRJCCCGEECIcv/8Kc/4adnWl4KaPBrOzLJrUs8qI7Bz+cJIxLZ2qLtlBz6+vG0+pI4t/12cHTfLgjIxm9/RbmBU/q9l7mSIS0RtMDX1WzBs0iJL16wPWVcAKYDDuPH2W+HhuqqgI9XYOW7LGSQghhBBCiLa26bcWVa+yGdlZ5t5LKSKzZcka6kymZs9XODsQQ0mzmfEcMQnEx3TGEp0W9n3rS0qCBk124F1gHbAFuARI7tcv7LaPdBI4CSGEEEIIEUpFKVSV4dR07CqLQg0+npKoaPa5nKg676a1dQYndUb3lDmbQ2E61eE+0bDMSTPpKc52H3SPySTWFEVWVBomvQGloKpOQ2eO5Jc6dxaIlOh4UuN74tR8U44XlC/lEvufgvfXaCH9hJvpHzMJcI8klWzYgGa3N/s2reXlnteJPXvS95JLANhbWspdb73FjqIijAYDp51xBuPHj6fPRReF+OCOHhI4CSGEEEII0ZxVS+DFh3E6Fdd/MIT8qkgSSouIG1Ab8tIOPXyPbZGKoh7uR/CI0kRMmoVttVbfStZ60LuDq+/zjqO0wDeznV45+bftNKIpZ38F517H+SkziUrMwWDyrov68KyzyP3ii3DerUdSr16Muu8+vvjiC/7v4oupqKggIyOD999/nzFjxrSoraOBZNUTQgghhBCiOWt/AU1jZ1kU+VXuYCSqe+v2SbJHuUeOdJoegxZ6DKNMl+FXlqT2BAyaNIORqrQMYtP6+wRNjvr6FgdNALFdu/LQQw9x1llnUVFRwahRo1i1atUxGTSBjDgJIYQQQgjhUW6rweVyQHWlt9BZR22khT+iYiEb0CkMEe6MeEqvQ4uMw1CvqEm2Y4t0T82z1JnQq4YgSQfmSBO6KDMxXZPoF2GmqzmLxPgUz6a4Vrti8ep6ACIiDSTER2DUWUhX25lk/zsd2IZF765rUIGDtrJBJzA0aqT/iSa54GIyM+l+7rkhP4foDh3oNH06l44bh1KKa6+9lqeeegqzOXiK8qOdBE5CCCGEEEIAD655nW/yVvufyAQycwAwn1NKt1/s6BqWCjmNik3jmgYy7qQO88f9ha6x/qNFAC5NcdPjhXy103+9UW1MJCWZKTgr3UHXbNsIMtUfDRcG7/uO6X/CnpjGYEOi37myTZs8r5N69eLUZ58N3tB+PvjgA/744w+uvPLKsK85WkngJIQQQgghjnn1TlvgoGk/cYUapibxjjNC51fHoNOTYI4J2sb2vQ42BQiaAKpjo3DibtOiqr1BUzM0oxl7QirodMTo/e/bdJqeLUTq8I8//hiHw8HUqVMBGD16NKNHjw7Zh2OBBE5CCCGEEOLop7kz3SmlfKauKaVQKBxObyCTYHMyoLgOIiIgIooNmgWb2QCApboacLqbNOrQusRwXFUkGYm1ZOxbidFpJTkijtyPLyc3SFeq6zXOT3GPUkWYdURFeNMOlGOk1uoOnFIjnWG9NTXgNHIsPcgwZpBlzPJ7n5rLO1TV7/LLg3w8Gvfffz9///vfiYqKYsCAAfTq1Sus+x8rJHASQgghhBBHt28/gg9fBbuNpuNDO2PM3HV8Z/JivOt2dC5F8o8aFQ4zoAE1ZFITsNnrr7qGgQMHUlOyiaWvHI/S3IGOAopDdKl7ZJMDh/dlUtNKAZL29Trln5givdPxohNziM88Dp3O+87KNm/mw7PPpmLbNr/r47t29SsrLy/nkksu4fPPPwfg6quvplu3biHewbFHAichhBBCCHF0+/pDsPsnVPg2K94naAKIKdGIcmhhNRsT454WV77nZ0/QdLBlDrjYJ3AKZNPbbwcMmgAiU1J8jn///XcmT57M9u3biYiI4L///S+XNOzdJHxJ4CSEEEIIIY5uTveQjkKHtdQd4OijIqhX3kfh7Eo7xnpF6SYLniGgWj1atAUV456mZ6p0kGG3ojcZ6D1iGF0bRm9qywIHKW0toftpIYMmAJfNGyQm9+uHJT4egM4nn0yHkd6se++++y5XXHEFdXV1dOnShQ8//JChQ4e2fcePEhI4CSGEEEKIw5J9Uy5FNz2MY+8+ACLiNJK7uTCYWtaO3uROCe6s18hf4t5sttO3z7Bg9ys0rldidzqWglIyNe9aJ92ArjjT0nC63CNQD0yZTEZDENLI5bSya8V/fMoiE7LpNHgWAFU2+HQLYCkkI203Bn3DaFbTOYMNS64sJoXWkDqvq6krHY3ejW9r91Sz8oG3+fWGtJDv11HjnVp4yn/+Q+eTTgpYb+XKldTV1XHKKafw9ttvk7LfaJTwJYGTEEIIIYQ4LFXN+xjbWm8q7bgcC+bo1j++anbvFDxdTBQOnXd6XfS+YvRO3+l2Vk3D5fJeE2Hyj9iqC3/zK4tO6kG3UbcC8J8V8HI9XHnG/6iL6ehX16etJq+HRp1KN0s/z/H7D55B2YZN/heFYI6LC3rukUceoXv37lx55ZUYjRIWhCKfkBBCCCGEOCxpdVbPa0PHNAzRVho3M3LadCj8U4EHozSoLIvC1DWF6LNPxJyTBb8D7ll46DT3sI9CByYzhrhYErOy0JlM6HV6RnXrSkJUlKe9qn3rKN7+FbWlW/zuld7Lu8FsfcOsP5OxIROfpqO6JhaDHvcwWINoEyREuF+nGFLobu7u06az1pspIr5rV59rg+l6xhmkN5l6t2bNGh577DHmzp2L2WzGaDRyzTXXhGxHuEngJIQQQgghDr0fPoOfvgBX4F1dXRVVxOeXED/enX7OlJOAvqoE7O76xlc+4ps3/mDhs7/itDezMyygLGA7yYQ2yBts1Dz3FFExGulbHJjsek8/MtLTmD17drPtVeT/yorXTkNpgfdiejXRCLteR9PAmQGXToIIszsIrCuPYnTZdE49LrrZezS16Z132PvTT57jWZs3Ywgw+tWc119/nauvvhqr1Ur37t158MEHW3S9kMBJCCGEEEIcajYrvPOiJ2lDIAbAEO/d34iSvCYnjbg0ePGmL7HWBm+jkWVcNLF9kn3KipMKyFrpIKZM0TiKBWA2mwmlaMunQYMmR1QscXGlQa/VHAbMpvBHygC+u+kmz2uD2YxOr2+m9n79cTi44447eOqppwA444wzuOWWW1p0f+EmgZMQQgghhDi07DZv0KTTw36jJwpQTabp6YwGdOaGOkYTTDgPFwZP0KTTgTky+AiMOd57TjkUaApN58TQJObSGQzExcQwYcKEkN13OeqCnqvu1AuH0+h9I02vsxpxbO3LcadHhLxHU7aKCs/rUX/7G3qDIazrioqKmD59OosXLwbg3nvv5YEHHsAQ5vXClwROQgghhBCizVS9uZCaj74HpfzOmQz1xFhK0OtcWBqeQq32KMoqOvvUU04X1iWrAYgcP4KO7z3h15aj0oop2UHc0BriMyx0H97B53x5XR1V9VYUCoezBvtm94hVVlIScRER6FbZMde5+2gymTwjMoGUucpYYV1BvVbv7p91O00n2tnjkjCm96ZX5kS6jLgBDQtPv1PGwp/d65KO7x/Bw9c3ZMPrTIvUFhWhOdwRXvrQoRx/771hXbd69WrOPfdc9u7dS0xMDPPnz+e8885r2c2FDwmchBBCCCFEm3CVlFN862NB1y0ljokgMsZ3tMNZXEH9ysKgbXpGmvaz4rOtJBxfRWRnO06sbNpU2WzfGu+aX1VFPhDV5FyojHLL65ezxeFNApFGtU/gVJuZQ/ypt9At5gwAlq2t8wRNAEZDy6bmNbXu+ec9r132wNMDA4mNjaW6uppevXqxYMEC+vTp0+o+CDcJnIQQQgghRJtwVVQHDZoADBG+AYTLrqje7QxSG/Sx0cTNOCvguZpyK4YoLeC5llA6GD9+fLN16lQdKI2I4nxM1RWYK33XMBl0Bvpa+nqOy6t9P4MzRse0un+1hd6gMivIfkyNlFLoGrLt9ejRgy+//JI+ffoQv9/eU6J1JHASQgghhBD+HHb4ZgEU7G62mquiGsf23SinC+VwkjbUnVzB2LkjEcP6+lZevwJs9ajIaNTsl6gHlm3fQXGTVNtN6fQ60OvgR29GuZqyanat+A1bbS3G5MbNZPUMmDLFU2dH/V421uSigNSYGLIbNnY16KBKq6ZO1bGxqKDhfCzmUWa+qv3K931pit0FTmqtGobUEjJWfErixhUB+2nb2ZU334gGSgDYW+QNBm+9OIlRAyKb/Qybs/XDDz2v+19+edB6BQUFXHDBBfztb3/j1FNPBeD4449v9X2FPwmchBBCCCGEvxWL4MNXQ1Yz4J0GhwHIaphap4rh18UBr9EZjOhSkln023o+2bixRd0y7d2DqSIfPdC4jZPSwfLdewBw6ZzsTN4IMe71S9VUsqNpRr5GRvfFdqOdTfYgG8umuh+W9XYbCX+sDNqnvUUa32wOnDCipRn0mqrdt4+6JiNOuiBJHZYuXcrUqVMpKCjg2muvZdOmTbKh7UEgn6gQQgghhPBXVnzw2j7+ZPctgow0NUcXYJ2PMznF8zpSKySrriDs9rrHxRJZYGu2jqG+Fl2AZBeN9tn7ByxPjNUzvHfLMug1VVPg+z5S+vveRynFCy+8wM0334zD4aBfv34sWLBAgqaDRD5VIYQQQohjxc4tsPrnZtchgTuLtrZymWckqSZxEA5LcsC61e9/DVY7+rRk0p51Z3wzJMZhiI3G5XKx4rffySsuJq+6hlqnE9BBmQbPPU9JTQ0mqzvt+NDOnYmJsATtk73eQd6WMvLyq2jMzHDWWdPp2jubpJQkAPYuvpvSDfPC/jgA2NGy6o0Kdd3plBBJQvYZ3DbkenQ6/72V0pOMmIytG3GyVVayas4cz/Gga67xSUNutVq54YYb+N///gfA1KlTefXVV4mJaf16KtE8CZyEEEIIIY4Fdhs8cQ/U1YSsqqPJ9Dug+vPl1BU1H2wZlQXziOE+ZatWrOC1Tz5r9rrGnHnr94U3SmRoks5uxIi+pKW503zbavaxrqVB0wF4OGIxS2fGk9T65UvNWvbQQ2ycP99z3HSaXnV1NaeccgorV65Er9fzyCOPcMcdd3gSQ4iDQwInIYQQQohjQU1VWEHT/lx2hbWs+aAJIHrCKL+yoqKiFt8vXEZnFCkNSR+U0qjIW37Q7rW/Ul0W9cQd1HtUbN3qc9z19NM9r2NiYujbty/bt2/n7bffDmvTXnHgJHASQgghhDic7d4Om9a2+DLH3kKcu72jODqnjcbVNo6YDKwdhwS/dstO6n9yb0BrmT6FjA/HN3svfVw05r45fuVNAyd7p85oMdGc3q8fKQ3TyRSKvX+U4sizo6f50ZIl726ksrgOdHDusyMw9Inm3Z0/YijfQcyP96O3lvldo7P4TlvT0NCUOxOfSWdCrwucbAEFdTYNrSFpX6RFh0KHpqBQ1415+n/BQRrdyV+2jPxlyyjfts1TNmPFCjKGD8dqtRIREYFOp+P555/ngQceoEuXLgelH8KfBE5CCCGEEIerilJ46CY8T/AtYMI7DW5/ts17KXpje1jtxHTPJnLUoBbf32az8euvv3qOtahItNg4hg0cQE5qKgArF27lvSu+bkGrZrR+Tv5rXAQNAzLn7/qGPgGCJpdOz9Yr7g7a0tnRZ5Nj9g/2AFZurOcfz3iTY0w4rwMvbAz2abadkg0beHP0aL9yY0oKl156KeXl5Xz66afo9XoiIyMlaDrEJHASQgghhDhcFexuVdAUSjhT7xpFHDegVfcoK/MNZrQo9+KkTgkJnrLc3wppqbRTY7C6vG0n2KsD1quKSgzahh49GcaMoOd35Dl8jivwH5nKSYTE1ifMC6hk/Xq/MlfXrpw2ZQpr167FYDCwfPlyRo3ynxYpDj4JnIQQQgghDiKtupa6H1agHM6QdfWVhehrvUGBvrqExjxzjvTuODv0Duuejp151H2zDICI4wdiGdzHc05FxBBxdiYRYUw1swzogalbp4DnlFLs3LmTkpISn3Kny8We8nKqKio9Za74eDCZGGroyLL3vHsm5a71Bk5T7hhFzxEdg/alVtVTUfkksWWfY9jon5K8KS0mg15nPsSw6GGeMqtNY3ueA01TRFnT+cUF4JsOXSnIrdHz8w4d1bFRAEw8PpqdNd6MeXeOhpwkGJPVNrP1SjZsoHjdOgDyli71lPebOZPC7Gxue/ppynJzSU1N5d1335WgqR1J4CSEEEIIcZAopcibdCP2DdtC1o1KN9Dh+OBDGDU/bqRs07oW98HSfySR181o8XWh/Prrr7z6augNcgGUyQzA4pfX8/VPvwSs0++ELEae0yvgOafm4rrPbmbq9o9C3qvHxMfpNvRanzJNU1z+cAF7ixqDV2vDj6+amEgKM93TCOkYC8Bru33rjO0MA9JDdiMs+b/8wpsBAiEFfFlezjOvvYamaYwYMYIPPviArKystrmxaBX/hPNCCCGEEKJNKKs9rKAJICKp+ccyW2XrpuxZBvRs1XWh7NgR/gZIWpR79Ma5K/BIkU4H2QODRyPF1kqo3hvWveKS/Eflquu0JkFTcNbI4PtIAUSZoEtCWN0IS/6yZQHLPwWe/uQTNE1j1qxZ/PjjjxI0HQZkxEkIIYQQohnK5cK2aiOarfnpYQGvtXnXypi6diL+6vMDV3Taid78JdS4s9DZ0vuiRcR7TmuR8UQel0lkC+eGmfvmEDF6cIuuqbXZ2FFUzL69e1HNrK/aXeDN2Dfk+FHExLvTcy/evAWnpmHSGegSmciudZVUfAvO3H1cesOJWCK9j58aGvmWUrIGpbA3ppi9JcU+91DOemp+/Du2PUuY7Khrtt8KHfUZk/ks7zjI9/2zsto06qLcQVF6kpHRAwJvvrSk1MRvDTMMx6XY6d9RT2qiu786HZzYGeKaj61apOnn2+/yy0kfOhSAvpGRrLvtNv75z39yzTXXyP5MhwmdUkq1dycOpaqqKuLj46msrCQu7uDm3xdCCCHEka/g0rup+3LJAbcTccJQMhc85X+iphrungn1TQKD2x6FPoMP+J4tVWW18pd334d1a9HXNx+oNGXt2w8t2jf1t3Ofg4p7fDe1fbfyL0Q1iTz+tOxZ1pQGz+43pmgNJxWuDHjOHpfE+BmL+HRxPe98W8X2rB5UW1LC7nMoH06HYR3arLmAHm8SEI184QXGXnON57i8vJzExOAJLkTbaElsIFP1hBBCCCGaUfdd4DU5LWXuHmSq1Y4/fIMmnR7SgidJOJi2FhZhtda3KGhSOh2a2X8YxlXgm5kuOTMWS7Q3pbfd5Ww2aAJItZYHv29sMjHxXVm+LYVSQ5c2DZqMeuh8CH6/bo6NRQO+Ayb++c8+6dslaDr8yFQ9IYQQQhyTnHmFaDVhBAgNk3MMqUnEzjirVfcypCQSe8HpvoUl+8BugzLf6Wnc9ggkp7XqPk1pmiJvSylK804uUkqxu6QAq90W8Jq9tZXo671JEyzRsSR27Bz0HjodxKd3JCYp1VNWUVTLsjf/wLq0lh7DOzDktG4YzQZOmNYXg8H7O/vqhql3nWvyObVkHama/1RIvbUi4H2VwYK5299YvNlJsUOPw+QduUkzuegZ5Qh4XYRFR7eOZkym4FPfdMD4LpAaHbRKqymlKN+6Fc3pXm9Vr2m8BmwAsFr59NNPGT58eNvfWLQJCZyEEEIIccwp/fsLVDz9RouuMWQkk3zv/7VNB177Dyxe6F9+7qXQu+Wbze5P0xS3Hf8/tq7M9ylPu8ZGhN5/s9immub1K19vZ+vjzdeH4Od7j87isn+c7Fe+qmQrf/7leQyaiwt2fYVFCxzo7K+y5xBK+47iia9mY1/VENlEpkKTjOnjuht4/DT/fZcOB+9NmMDu774DoAiY1/D/Rp2OF19+mVmzZrVn90QIEjgJIYQQ4phT89H3Lb7G1LkNF7ysWBS4PKVt8lzv21HuFzQBWEyVEP7etzirD+xRMT07PmD5T/vcG70m2ivDDpoArMkdsGdkYtcFHw7qdJguYa8rLvYETb8DbwM2IB64c+RICZqOABI4CSGEEOKopjQNrbLGt6xhM1pdpIWY804N2YY+MZb4WVParlP2hulwkdEwbIz7dccuMPxEn2p1dXU0l8ervtqGy+l/vrigHL3FnbEtPTuBPmM6oekU25V7w1mlN2CMDL4myODUE1MXRU7vLhh7ty6NXGqPOEZd3psqe63fOavLgVFzMqEg/PVjjpgEqnP6k7u5H33Mvnsw6fU6MtOM9O9o4PLBreruQdeYQW8b7pEmgP4ZGTwweTIn3357u/VLhE8CJyGEEEIctZz7Ssg763qcuwsCntfHxZD21F2HtlNLvwVXw7BPQjJcfqtfFU3TeOqpp9i6dWurb9PJM4BRyDY2A6BryH5tiork6X/NbnXbofxY8BsPrX2L53/+OGidMwqWkVPjvzfTs+a3fY5jnTbGn7GI+owslMnC+d3SGdvMRsGHq+2ffAJAN2BERgajL7iAxx57DJPJ1PyF4rAhgZMQQgghjlq1X/0cNGgCMKQlHcLeNFjylfd1fODMafn5+QcUNIVijgy8j1Fb+XzvSupdgRNQNOpUV+hXVksC64xn+5RlGfdQl+UNsJIsByFrw0G2adMmNnz4IeBOaX3v+PGcO2dOu/ZJtJwETkIIIYQ4aimrN1ObuX8PjBnJnmNddBQJ104/9J1yOb2vp18dsIrWZGPUpKQkOnTwXV/lcmqs+XoHAEazgej4wNPpzJEmOvZIIr+mksr6egBiY2KYMeW8A3kHITk170KqESk9Mej9kzWkr/dPKvGj8UoAhmRAQgTYaxxU5Vb71OkTl922nT3I3nvvPa644gpGJCZyJu6sfSNvu629uyVaQQInIYQQQhwVlFIU3fgwtR9/71lPgssbgCTeehkxk8Yf2k457PD0bNiy3lvWNHDKyvG7RNM0XnjhBc9xRkIXfv1nHZXKSvS1yejTjGAGJruz7zl0OqpNwbfmLAW0xHgaV0I9PO18kmNigtY/UEsKdrK8eJPn+NNVl6G0KJ86sVohp3KLT9kPhqtZYLofgJJfC6mz2tA0iM/0Br/9zf3R646MbUidTif33nsv//rXvwDYW1uLA/cfXVyXLu3aN9E6EjgJIYQQ4qjgzM2j5t0vg543JCccus402vwb/LEm8LmowMHLrl27qKio8Bzv+a2M4j12oqbEY+gYeD2Mq8kIVXMMOh0RB3lNzdxNy3yOHS4j++e36Oxc4XfdeuPp7o2hABwazoZBq5gUb2KPOhX+xrztqbS0lAsvvJBvv/0WgDvuuIPkxx6jcdzNGBUV/GJx2JLASQghhBBHBc3mHZnQJ8Vj7ORN7R05ejARxw889J1yNNnUNSEZ4hrWNJlMcMq53kCh6SUO3/Tc5op0YA+6Jpu26ssVOBRGk4HkzFjMkaEf6Qw6PWO65xBtaV2WvObYaovI++01rFV5DNy7mWxnw6a+zizMev/kGwnaDr+yvY5hxGEnVbPRIx3AHeDFJXgDvXh94PTmh5M1a9YwZcoUdu7cSVRUFK+++irTp0/nyaeewmV3fx/M0UfeOi0hgZMQQgghjhKuwlLP6+gzx5L25J2HtgPWenjlMdjVJKmDvUmChFPOhTOCr6nasGQ3Lzw6H1dn7/5Ljm1J/P5jPpZx0URO9G5QdPeMM+mRntam3W+t7ZX5rJp3IvG1+wDo5XN2Y1htWLVYjsfBi7eacU9miyXXkcvP9T9Tq9VibRixitXHtmHP257dbufcc89lz5495OTksGDBAgYMGMC+X3/1BE1pQ4a0cy9Fax0Zk0SFEEIIIUKo/2mV57WqrT/0HVj3C6xZCmXF3p+aKu/5iOYz2b3/+BKcmb6b1taWOnDYXERP882+d7Cn27XEwj8WeIKm1qpwdiIqwvexdEX9CkpdpViVd88mk+7wed+BmM1m5s6dy6RJk1i5ciUDBgwAYNWTT3rq6Az+iTLEkUFGnIQQQghxVNCZvQ/VluH9D30HrE3W30RGg6XJXkOZ2X6b2+6vvtaKrskztbM4ElNFCkkdTegjvNP0TurVk06JCW3T5wNUtnsJyZveP+B2SowTuLjJiBqAXXmnOUbrokk1pNLd1P2A79XWCgsL2bx5Myee6P7zPfnkkzn55JN96tirvZkBh/7pT4e0f6LtSOAkhBBCiHZT99MqKp6cj1Zz4CNEzvwiz2tzj87eEy4XvPMi7NgU4Ko2VF3hfX3hNTDmtJCXfPze53z/1WKcDhf2ZAeNoV/fvv248cYbsDmdvLl8BYu3uKf/dU1JZuboUW3f92ZsrtjDfzd/QZW91qe8c+EaRmz9kJQA1ywyXkmmy4px/6wQDRRQWeNCKT3mDr3pdXkPtquP2d5kgK5SqwTAjJmrEq5qo3fTtlasWMGUKVOorq5mxYoV9OrlO1Fxz+LFLPv73yn89VdPWfbEiYe6m6KNSOAkhBBCiHZTOvtZ7OvbfqNXncXsPdiwCr7/pM3v0SyTOWSVuro6vvp+IZgVmMHUJF+AuWEq3qpduz1BE4CpHaZ5vbLlK5/04o2GFCwPWN+JiTfNT9Fl216MrtDZ/k6Z9DvbncG/Awbd4Tm17ZVXXuH666/HbrfTq1cvVIAg8cc776RgeZPPSafDYA793RCHJwmchBBCCNFutIomm5vq22bpdeT4EUQc12SqXq3vBqoc7H2AuvaEASNCVrNaraDzPmyrhhjDYohk3PhxANTabD7XTOjbt+362QzN5aBs909YK3eTtHsxg+vciTea5gBMtFcHvPYP/UnEVVRjdGno/ZMG+oiP1dOls6K0SZmuyV2MGBkeMbyV7+LgsNvt3HzzzZ69ts4991zmz59PXFycX11rmXeTX4PFwuDrriMiIeFQdVW0MQmchBBCCHFIWVf+TuV/30ers+Iqdj9YGtKSyN7wcdvcoKYa3n8FihsSLZSVeM9dfD2cfE7b3KcV1qxZw4oVK9A0Dbvdu4bHruLoefZJmCPcj2Zf7NnLF3v2Ulzt3cPomhPHMiL70Gycuv7Tq9n3h3vt0pCGn3B8YbyNP/ZMJ9VZzp8vTOScE4NnwbMpGyvqV7Dats1Tdnnc5cQbDt+U4/n5+UybNo2lS5ei0+l44IEHuPfee9E3BP2a08kvDz/smZpXnZcHQERSEjeWlgZtVxwZJHASQgghxCFVfPtj2Df67uOjM7XhI8mPn8O3CwKfM7Tfo4/VamXu3Ll++zQB6JNNbCxuPjOdoY1G5EKx15d5gqaWmGd+jp+Nl5Gt7cGAwmhofrjpD9sfrLat9inTH+zRwAP0zDPPsHTpUuLj43njjTc466yzfM7nfvklS2fP9rtOfxhlQRStJ4GTEEIIIQ4pZ+F+v3k3GIi77Ny2u0FlWeDypDQYeFzb3aeFrFZrwKBJ6Q04UwKlWPBKj4ujX8eOB6trHi6nleJtX7b4Og0dO/TDiamqxaAp0pMMHN+/+fTrtco32URXU1didDEtvvehdP/991NUVMSdd95Jjx49/M7XFhT4len0egZde+2h6J44yCRwEkIIIUSLWVdvpPqdr1ABAoFQVEMGPWPnDnT66kV0ERb0MVHBL9izA5Z8BQ578DpNbWuy6eqfH4IuDSmso2NBf3ASDezZVMKXL63GWhO4jy6DRkGKN2DURyShmbMp31eLeXQsOpOBDvHx3H3m6QGvj7FY0OsCj+B8t7KWtVusfuWagt+tFgqpwB69AnS2AFd7RbhqmVHwT1Ic/g//+abu2G3uKXQ6kx6ncvelZ5LCEhFPfK+ZvNutF3EWgExio/UYmlngtM+5j1+t3kxzZ0afSQ+zfyDS3qxWK88++yw333wzRqMRs9nMyy+/DLin5a176SWK16711C/94w/P65PmzKHPxRdjsFiwBFj/JI48EjgJIYQQokWUprFv5r249pWErtwMndGAISUxdMUXH4F9e1p3k5g4iE1o3bUt8NSsT9m0bG/Q85FnxpGQUelJN26P0LD3MGHp5e2bUa8nLiIi4PXB5Obb+cergdfO1EZHsq9TDGkd5xIRuSNgnab6lG8JGDQBzEmcQ0XNeL/yXy+G1Gj/+s1RSrGwZqFPWaSu+dGp9rBnzx7OP/98Vq5cSUFBAY8//rjP+R2ff853N9wQ9HpLfDxRqakHu5viEJLASQghhBAt43AecNAEEH3uyaErAZQWtu4G6ZnQqVvrrm2hop0VzZ7XpxjQaS7PsYr0H2Eb0TW7xffNL3YGPecwuUfXjMZyv3MxjlpinHU+Zen1gf9MS8yJVFsH+ZUfnwkpzQwUBqOhUaO8SS/i9HFkGDNa3tBBtHjxYqZNm0ZxcTFJSUlMDLD3UtXOnUGvj0hMpMuECQexh6I9SOAkhBBCiGbVfbcc68r1nmPl9AYAlkG9SH367ha3qY+NxpQV5GF55xZYtxwa98VxNQQH6Zlw3V+Dtllf62DRglxK9zVspquLgweXtLhvnvaMDvZF16HpAm/iCuCwVmKrLcZ4WhUpLoXRbKDLgDS/eqXWWqwl3jU95484hcRE92hEcqc4EuOjSI5p+fqeKhtUJsTgMhjo09VMTif3HkFWVcHvNatx1jrQ692fR5Q+mss6Xk30xn8QueuNsNq3J48mqf9DvJQQAzhIiTcQYdFj0EP3RAgye9CHpjS2OrZS5nKvPVN4P0+LzsJlcZcdNns1KaV4+umnue2223C5XAwePJgPP/yQrl27eurs/ekndn7zDfua7M809tFH6XbmmZ7jhJwcTFGtiCrFYU0CJyGEEEIEZft9GwUX3h70vC46EkvfnLa7YV0t/OsOsAdYj2O2QKeu/uUN3r/vB955aEWbdSVhdgbGpGY2K3U5idyxBp2mEdHkGblgS1HA6k3zxQ0Y0JnMzMwD7uN7O02UpLtvvrQaljYssUnr+CYRkbnEW7x1I00Gzs8xsfiL8IKmlG4TGHZBkOyELbDVsZUvawMnnEg2JB82QVNdXR3/93//xxtvuD+fGTNm8NJLLxHVJACq3ruXd8aPR2m+G/vGde5M6oABh7S/4tCTwEkIIYQQQTm27mr2fNT40Bu9tkh5ceCgCaDv0GYv3fPHgU8fbMrQsfkU0jq7Hd1+D9DhSExMJCOjbaam5dcGTt9tMheCUkQ769E3jPCMTulOdeFvYbcdndK7TfrYONIUSBfjodmXKhy7du3io48+wmAw8O9//5s//elP6PYbUivfutUvaDJYLHQaO/ZQdlW0EwmchBBCiGOcsjuo/WYZrv3ThAO2dZs9r+MuP5fos8Z5jg3JCZj7d2/ZzSpK3dPwmqz38TvfqP9wmDDF/To6Brr0oKKoluWfbMFp979+3/aGtTxmHee9PBZDzIGNZCyu2I4C4g0RnJTo/z6rq8tYhnsKY3JKJ3r0GkRq5zgg8Pw1nU5HZkI8PXv0wGBoWd/KbNX8XLgBZ8PnppQid5+TPZiIaUjYdkKKne6Z7hGyZTtLmbrtE5Ltld5GNr3B6v0bBvRG34QUOr2RpM5jyRn9lxb1USlFvjOfEpdvAFvo9K5RGx0xmjSjeypjlC6KFEPzadgPpWS7nQdnzCA2MpLhJhNrn3/er075Zu9/D70vvJD+s2aRNmQIUSHSyYujgwROQgghxDGu/Il5lP97Xsh6ppzOBzbCpLng4VugLPBUNj+JKdDPO8qklOLu8fNDjizFXJ7ET86dUNH6rjYVHx/F5EnD/Mp/+uknljW87tkji0tnnOVXpy0opbhp6bPsrvX/3JKaJG3bCGzMd78+q2iFb9AUhN4YwYQ72makbpdzFx/XfNxsnTRjGl1Mh8cok1KKxx9/nFGjRtG/QwfmDx4MQCXwXRjXx3ftSrYkgDimSOAkhBBCHONsv20Jq17EsL4HdqPa6vCDJoBuvlPFHDZXWNPxIrq3LKV3KDmpgUcT7Hbvnk319fVtes+mrC57wKDJh1LomiRdSLBXh9V2VGLbZR0scjbfRwMGUg2HR3rumpoaZs2axXvvvUd6ejqf/vOfLW6jw/HHH4SeicOZBE5CCCHEMcK5rwTrrxv8y5tM0Ut59JaAm9Ga+3fH0i/ItDyHHf5YG3qD2vom6a+zcmDCecHrpqRDj/6ew6ryOr74ch3moe79fpIzYxl9vv8aHL1ex2pjAZVWK2aDgZmjRzXfpxCiLWb6B0jiYLfbWb/em2lw2DD/ESmAXRWwMZwBHaXIL3FSUeO/ZsqhvGu+YnVp9DCMY2+hg002Cya9jRlVjzDAvgydCp6aPBBLbEf6THg8dMUwFbuKPa8HWwaTZvDNLphpzCRK3/6Z5rZt28bkyZPZsGEDJpOJ2bNno6+o8JzvdcEFPhnyAknq3ZuMEW28vk8c9iRwEkIIIY4BzuJydo+4AGVtPriJOe8UDEnxLWv8qftg07qWXZOUAqNPDauqy6nxp9lvwBAzcTe6RywcwGJtp39lDWiIH4wGA2O6t2HGvwaNU7z27vVueLt/EgGAjcVw5psQPJl5UzogcDKKxOTPPXv4FtfGs6HAGwxOcDzNQMdPIVvvMf4BsoZc5VNmtMQF7HdrbLZvZptjm+c4y5hFN/Oh2UOrJRYuXMiMGTOorKwkIyODDz74gAFduvBip06eOhnDh9PvssvasZficBU4FYsQQgghjiq2tZtCBk3GzDT0cdEtb3zL+tB19tdMWvH9Fe+uxNWx5Q/4WYmJLb4mHDabzSdoAujYsaNfvZX54QZNzTNb9nheO+zpPufS1daw2ohO6o4pIt7np62CJoA8Z57PcbIhuc3abguapvHQQw8xadIkKisrGT16NKtXr2b06NEUNNmPCSB14MB26qU43MmIkxBCCHGEU0ph35SLqq4NWsexZafndeT4EUSe6Du1TGcyEn3GWHTGFjwaOJ2we5s3OkhMgZPP9aumaYod2204HA3T0GLjIGkQLN3jVzeQ0rxq9KkN/XIohpg6kj0wDZM5eF/NRiPHZbc8CUGgoGh/Tdc2AZw18zb2ahnszfett7tJboZJPaH/fst7FIrysko677iFqIrFKM2BTqfQ633z8mm5dhTuz86o3gdu8ZwzqZqQ7yml22mk5EwMWa8l6rV6yrVyz3Gd5p2GeVLUScQbWjhq2cYqd+6kJt/7B6KUYvkPP6CU4rLzzuP+m29Gy80lLzeXsk2bPPU6n3wyXSThgwhCAichhBDiCFd633+ofPG9sOtHHD+QxJtmHNhNNQ0evAHym+zzFJ8IZ0zzq/rAmW+x6oud+5X+HvatLGOjib3CPYJhUHpuvuK0VnQ4tLq6OmbPnk1tbfAAdH8lUb25/pcc+KX5eid3hSn7Lcl6+NVS7Fv+QWpcw59dY7TU7NZQ1mbv07H/RXQbfYfn2GiJwxLTNntGNSp2FvNO9Tu4CJxSPsPQtvdrqQ3z5/PFzJl+5ccDCcCABQv4YEHgjX2zTz+9TUfixNFFAichhBDiCFf71dIW1Td16xS6UijF+3yDJoA0/yQKDruLVV9s8ytvCfOgSM9ri+7A9mZqTm5ubouCJoBac3hZ4rom+JctXV/PGTHhZTQMV3RyT6KTe7Zpm/vb7dwdNGgyYCBWH3tQ7x/KjoULAXdovhGYhjsmtQCDQlyb2KPHQe2bOLJJ4CSEEEIcIVxllWiBpuM5HADoIszEXT652TbMvboSc/b4NuhNk9U7GVlw/Mkw1n86mMvhfcBOzYpj9NQ+QVvUdAq70f+BfFtmJZW4p8ddf9r41nc5CJvNRnV1NZWV3rl1Xbt2pWvX4OuwXC47RTsXMEzN4fz6J4kxgyHIQEWEESo/gsX7lV+U4CDWkBfoklaJiO9Mx/4Xt+papRTVWjUqjFVZVuUd9epq6kqCPgEAHTq6mroSqY8McuWhUb1vH1/i3YvplIkTOa1v6FT6qQMHkjNp0kHtmziySeAkhBBCHAEqX11Ayd1PgSvwb/oBdDFRpPz9pkPToW8/8r7O7gFnXxSwmtPhnXeW1TeVq58IPM2uqKqKv3/2OdU2W8DznjbSk1rc1ebs2LGDZ555BqvVdwpcv379ODNISuqiWpjz378xTvvCW9h8twOeTgmQRG9VUh/OGHsXXWLS/E82Q2+MJC59IHqDuUXXATiVk7eq3qJMK2vxtX3NfeluDpKmvh188Ze/8Pcff6Rx1dL1V17Jg88/j8kUOGOhEC0hgZMQQghxBKh57+tmgyYAY8eWPWwfkKaZ9JKCT1dzOb2Bk8EYPJnvur15IYOmCJOJyDZ+AF67dq1f0ASQ2ExGvh93QZptVZv2o1FBZCqdup5CUmTCQWk/kEJXYauCJoAYfUwb96b1fv/9d2Y++STFuB9wLzCbeXLOHAmaRJuRwEkIIYQ4BJTTiXI0H/g0f7332pgp/vsf6aIjib/Cd0NZh82JprVFQuwmnA53YginDpwNgdAJ50C9I2D1+mpvMGQwBQ+cXJo3wMpJTiI52jctul6n4/huXUHT/LLaHQiHw9vv3r17ExMTQ4cOHRg2bBg2pyJv7SuUbv8SzeV9H5Za6Ky1cN+qMJSbYtkS14XUNgialFJB1yHtz7nfxrk9TeGtkco0ZZJuSA9d8RD4+OOPmTFjBrVOJ4nATOCmjz7CHHP4BHbiyCeBkxBCCHGQ1X71M0U3/gOtorpN2kt/cXbIOi/c9CWfP/dr2wdOHh0bfoB5z4V1RbARp1qbjbdX/gpKYd62lYKV5RQEqPdb6zoatrPPPptu3dybtj75C/yy9F1m2f7sV8/c8OPTt5rzGDX+DHIyQ0+V21FdwPu5P1Hn9AZjNr2JPdEZ9E7tdQDvwK3UVcrHNR9TrbX8+zbMMowTok444D4caqmpqditVnoAM4D0jh3pdsYZ7d0tcZSRwEkIIYQ4yKpe+7TNgiZDauhNXW31DhY+uxJ1sGKmVkrqEPi3/+v2uhMk6Gw2jBXlAescCjFNRideWQPnuJaEfe1u20jO6z2VDlmhA6f/rnmdX2MCZzZMNB/4CMkW+5ZWBU0AUfqoA77/oaJpGnq9OxgfPXo09w0ahHn1agxAZEpK+3ZOHJUkcBJCCCEOMmX3TgeLGDkQTK3751dvMRM367yQ9TSX8gRN0QkR5Axpo311tm1wT9XT6SEyCvR696a30XEhL03uFMt5tx0f8JxLa5hSprzT9eLi4sjIODT7Ael0Ovr374t1z0esX/4rSmlcUAPZrhVhXW8lndHjzyCnU3hraZyadwpd/8RszHr39yHeHM3lPQ58jyqXapLJ0JCKRWcJ67oEfQJ9zaGzzx0O1qxZw6WXXspbb73FgAEDAOgeGUljjsKTnnqq/Tonjlo6pQ6330cdXFVVVcTHx1NZWUlcXOi/6IUQQojmuCqr2Xf5X7Gv2xy0jlZn9SR2yN72OYb45ve5+fKl1bx5/2KstYHXDYWilKK+2r0OaPCpXXnom0ta1Q71tfDs32FXw15D9XXu/09Jh0fnta7N/ewtL+evH32CMT8Pc95eT/no0aO55JKW93tjMdzyFeS1cMBlYv1DnGZ7tNk6iZ1PIKX7JJ7/oMLbzyFpnDnpHCwxwdf6bKrYwz/Wvkmx1Z3u3Oqy42oIEi89biAuU33LOhuCq+F/AOfHnE8nUxvs23UYef3117n66quxWq2cOGIEl1VWUrtvH46aGlTDWrlbnU70hoO355c4erQkNpARJyGEEOIA1H35M9Ylq8Oqq4swozOHnsr11oM/UlZQc6BdA9wjTq22bjlsWutfHtl2C+5/3LIVNA1Tvu9+RpGRrdsL6K3fYVNpy6/r4fgmZJ3ETqMoiZnFqppiT9n4zklYQiQg+GjXUnbWFPqV63U6KnVlmDl4D/jhjjYdCRwOB3fccQdPNYwmnXHGGVxqsZC3cqVPPXNsLDpdkE21hDgAEjgJIYQQB0Cr96ayNqQno48P/BCtMxmJu3wy+sjQD7K2OvdIk9Gkp0P31u9blJAezbS7xrT6euxN0oPHJ0JUrHuK3qQZrW9z/1s4XaAUuiYTYPr168eJJ57YqvbqmySI6xwP5jBikm71X9K1rvn04jqDmbQeZ1NQ6DtRZ9zQ0GuCbC5vFsDMqGSMeiMGnZ5e6UmYje4AOVYfi4m2TZudbcomxXB0rPUpKipi+vTpLF7s3kb4r3/9K/fffz8fT57sqZPYowem6GiG3nwzOn3wDI5CtJZM1RNCCCFaQClF6QPPkfvRSt7JTafMagCXe3qQIS0JfWx0iBZCy99ahlKQ2TOJFzffcMDttcp7L8NX73uPL78FTpgYsGq93c6rPy9jd1l4ewHZCwqw794JmoZLUyiloW/Yw6l379786U9/CqudhVvhmZVgbTKjsagOahrilG8vhR4h4s696+az4fPr/cpTu59BTEofyl3l5FNCXZe+lER2oqbOuw4rPlZPbJT3AX1DXjGb9pWh7fdoVWd34Gj4jlwwojexEe7guV7VY1Pu9z09djodjB3Cet/Hmp07dzJ27Fj27t1LpMHArPR0hjSM8lXv3Yuzzj2F9PriYqIkKYRoIZmqJ4QQQhwkjs07qXz2bRbV9GKTdb/RpQKb+6eNRESHntZ3UOTv9g2aAMzBp/yt2rWbFTt3ht185JZN6JzuoSFdw4/nNmFMZWz08E+wt5m1TFFhPOUUbloQsLzjgIvJ6H0ecyvnUqlVNpRWEdMkLnYBFQ1xlNOlsTw3n1DZ32upwaX5r2ky6WST1mA6depE7969URUVXFxTQ1p+PvvnXtTp9RgtR8+0RHF4ksBJCCGEaAGtyj21ql55/wmN0DvRG/Xoo9sulXN0fATT7jmAaXYHor7W97jfUBh4XPDqTTaRNRuNmEJMk1KuJhuzGt2fo0GvJyUxkZNPPjnsblY1jCzpgLgmz8x6Hczo+CuOTcvZqZrfBLa2bJtfmdESR2Kn0QDYVcNNFNjrvcGNwaAj0qLDu5TG5QmadDowGXw/Ax06uqXHEW+J8i83dSNZn9xsP481jZscm81mjEYj77zzDh+dfTZly5YBYElI8Kxj0ptMDLruOsyxzSddEeJASeAkhBBCBPDD67/xzavr0JzuIQVXSQXOolJwONFqh1Po8g49PLnhJrJ6H0ZThJxO+PBV2Lmlddc3Zs8DOPU8uPAan9NbSuGJX6CsYeBkV2ka9Q73NL6O8fHEWSKxFCzDUrAcHRr7MzVMZXPGZFFx3N2e8kLgr78R9k63tQ0xTdcE+GGmt7xg4/v89vHlbP49vHZ86M2s7f4oK3d/DzpFRJoVnR5sVdF8+S93qvAZE+O48twEn8vmbf0G2A7AyJTePDby/1pxcwGQn5/PtGnTGDhwIM8//zwASUlJWJpMgbyxtFTWMYlDTgInIYQQYj/WWjv/uXohdqtzvzOmhh/fjG8my2GW9njDKvj6g7Zpy+g/hWzOcvjCZ6DGO1pSWQZGVz0Ttr2JnuZHe6qdRpbnNVslLPsngMhf/2ar29oQcSfGseV+D0h2m/ch3WTyzdhWXF/By5u/8J7Xy+NVa/38889MnTqVffv2sWHDBu699146dXKnU9cap3fq9RI0iXYh/2ULIYQQ+6mvsQcImgIbO70v6dkJB7dDLVVdGbpOOJLSYOR4v+LSENsOGbX6kEGTQx/BroSWZ85L0PLJ0ZZhwP3nYzHAeSmQ32R0qa4it8XtAuh0Bgr0fenEDp9yp93AjmU5AHRIMTJ+mO90uypHnc/xpM6BN/oVwSmleOGFF7j55ptxOBz079+fBQsWeIImAK1hSqjeJOvBRPuQwEkIIYRoQtMU79/2ied4YJbG9ePs1H7xEwCRJwwh4/V/gtGA3qDHaGqn0aa8nfDtR77T6hqV7PO+nnEDjD29dffQG0Cvp6weXlgFeVXu4q1N9km6vvciNuTtAWBwViduPPkkSksVf7/ffX7goMFcdvks/6b1evQtHDWozF/J2rfPRHPuF7mtgfVrgl8XndKbiNjmN4E1RcSR0GMGL36S7gmcBpgGMtoyFh06Vk7czLcDFqOh8cpeHXj36qW6SX/OyjqOUel9W/S+jnVWq5Xrr7+eV199FYBp06bxv//9j5iGzHl1JSWs/Ne/KF63DpDASbQfCZyEEEKIJtZ/v4OP39juLSgsxvblOowNs7OMZiPmmAPYVLatvPkcbA5jMZDRFHC6XUu8sgZeDLjNkWJD3h70Ovc6JrNBh9kAu3ObzONTGlGWtnncKPp9nn/QFIYuI24ga/AVIeu98kkFOr13tMmkNxJhMmJz2Xlw7WvUu0JnTDTKNL0WUUpxzjnn8M0336DX63n00Ue5/fbbfTawXf3UU6x87DHPsWTPE+1F/usWQgghmijdU+VzPNxS4D0wm4iddtoh7lEQFaWh68QnwYARB3yrwprA5Rmm7Z6gyWQwcHy3rgA4nd5pjk0fgJtjryuhuuh3IHg+79rS1iW7iO8wPKx6JRUu9Hrv/fU694hYrdMWVtAUabBwcodBrerjsUqn03HzzTezZs0a3nzzTSZMmOBXpybPdyFc/yuvPFTdE8KHBE5CCCGOWoU7K/j6lTXUNeatDsK5Mw9nfjEA+SXetTmTe1Qy6fvnPMf6uGgMcTF+1x8UDjv89CUUBsmeUFXh/v/IaLj/+cB14pM86b5b4sdd8MNObwizptB77s0p4LAV8uLiRVj0VnT1dZySlIQBxY4Vy9mxYjkFBd5gs3///iHvV7T1c9Z+eDFKC29dWSNzdBqW6PSg542WODoNnkVc+gCf8j9ybSxaXYfL5Ruk7awupN+Z6z3HevTUOqy8tf0HT9mIlJ7cOeiCgPeLM0URaZTRkFCUUuzevZsuXboAcNZZZ7Fjxw5im6QT37dqFZveegvN4SD/l1885RcsXkzWiS1fGydEW5DASQghxFHrmf9byJpvdoSuGERkpB5Tp+AP5gfVz9+4p+OFYjBAclqb3bawFi7/GFxBBn5iTDae/v5rLHr3SJNl21aWWq1B2wtnxCl32RMtDpoAsoZeTfcT7g5dsQm7Q3HXs8VU1+2fJl1x6m0/E53kXTNmwMDbOxbx9o5FnrIIg5n0yMQW91W41dXVcfXVV/Pll1/y66+/0rWre5SyadCkOZ0sOPtsavft87s+Kq3tvutCtJQETkIIIY5aBdvLW32tGRfDzh/Yhr1poeL88OoNHtWmt82vDh409UiCWEMNLs0bdOhtwaewWSwWevXq5Tl2Oeqor9jpV89avdevLBxxaQNCV9pPTZ0WIGgCdPgFTV1MXfiyznd64JiM0CNoIrDc3FymTJnC2rVrMRgMLFu2zBM4NeWsrw8YNCX37Utijx6HoqtCBCSBkxBCiCOSbd1m6hathMbNVF2KVb/VUVjq8NSp3uderxQVqecv1wQeOXLs2Uf9t8sAiD7zRKJOHwNA1uBMEgb6P9SFTSn4/VfYsz103UB2bPK+vvRPkJXjOdxWWc2myiowGCEuAX5zTy9zabCuJI7i+sDTxZTDiirYAI7gCRbqnXpyqtzptjNjrOTEe4OJeKeDdz9yYCwqAiA5JoYa3FP60tPTmTlzpk9b6enpREa697wq2PAu6xdei3I1P20SwGiJR7/flDel3KNFSoHSR2NLOo9vt58AO9yp150RldgT94AuQFDUhN0JPU50j5BlJBs5rn9jog9FY0oLPXqujL+SCF0EK4o3e66dc/x1DEuRB/fW+Oabb7jwwgspKysjNTWVd955h2y7neWPPOJX19kkGM847jhO+c9/0On1pA4ahN5wmO2ZJo4pEjgJIYQ44rhKK9h75nVg9wZJP9d34t3awGmg9VYria/PC95gQ9K5xGHpJF12Qtt0ctNaeOq+tmmrY2fo5h65Ka6u5h+LPwyYQqHAnsMma/BRmIEF88mq+iXoeYAIoHfjQQkUNTnX+Nrc8P/VTc5ZLBays7ODtrtl0d/CCpoA+p/9Auk9J/mUvfxxBW9+1SRxx3YA97He4OK0O7/EEh1e+32bxMPbApxPN6QTqY9kTek2Ku213vLIhLDaF15KKR577DHuvvtuNE1j+PDhfPjhh5Cbyzunh06Tb4mPp8Nxxx2CngoRmmy7LIQQ4ojjyM3zCZoA9rmig9bvYSoLq93IUYMPpFu+8na1TTtRMT6jTfkVlUHzztVqCc02FWsvaPb8gejRzBQqp60aa1X40/Gik3v6le0scASo6WaOtocdNIWjk8m959PO6kKf8ozIpDa7x7HixRdf5M4770TTNK644gp++uknsrKyKN2wIazrs8aPP7gdFKIFZMRJCCHEEcG5r4T6xb+iXC4cO73rf6ImjiHqgjPZeNUvYHVP8bnkqhw6ZLqnm0VEGOgzIB6D4aJm2zf16II5J6vtOuzyZufjtPOhZ+C1MS6lWF9VS7XT5VNeZI/kj9oktMhobO8sRbncgUONzUZNhTvhQlpsDKlNFtXbbaWoKve0w1Ed60iO8G2zMK8Sd3ihI/ukC5vtfmKEi9QoV9DzcRGRpMS6MwxGRUXRrVs3vzoOawVrP5xB2a7Fzd6rkSkyieyRfyYm2T26llfk4Lft7j/TojJv8oi7LksiOsr7u1+boZrGXHjRtnQ6VIVOCR4XradjqhEdvskrIvQRdDB0cPe/ScKKW/ufj1Ev08SaozSNXd99R/Veb5A8XK9nUE4OZ48ezfQTTmDrW28BkL90qafO0JtvpvPJJ/u1F52eToaMNonDiAROQgghDnvKZmfPSVeglVT4nTNld+TNr2opKfKuixj6f+PpOaLjIexhAN986H3dpXvQJA4frFzF5zu2+pTZtQiW1kxAYeC4PU+TWrfJ53zTvGLFTV4nNPwA1O2DOgLT6eAv08aGfg8HaO/aV4MGTaOvWk5sar+g15ZUOLn8wQJcAZYsjegXSWKsN4j5pvZnGiJCOsTEclZGnwPqd6N5W7/xvJY046GtfvppfrjlFnYBWXinNV0M6Ldv5+vXXgt4XfrQoXQ/55xD1EshWq/dp+o9++yzZGdnExERwciRI1mxYkWz9efMmUOvXr2IjIwkKyuLW265BWszaVCFEEIc+Rx79wUMmgAsg3uzdaV3BCoi2kSnXsmHqGfNSGmSjKJT8CQTuSUlfmU1WiIKd2CQYN3Z1j3z7J9zsNVV5AYs1+kMRMR2avbabXsdAYOm9CQDcdG+jy81mneH3gRDQov7GUzTtOO94pvvr4D8FSv4BngW+KZJeaiHzfRhww5ep4RoQ+064vTOO+9w66238sILLzBy5EjmzJnDxIkT2bx5M2kB8vS/+eab3HXXXfzvf/9j9OjRbNmyhcsvvxydTscTTzzRDu9ACCFEKJrVhvWX31DO4NO+glFKsWNLFRW5xVTaUwAw9ehM1LgRABgykimL6kpthXvExp4Yz6zPr2B5mQXCW9Z08Di7YYuPIz8yDvKioMA/QALYXBFPqcMdJJ3cuyd6vZ7dVRGs2wqxtjxMmvuXg3pLDFF9x3uuizKZiI2M8JtqBpCTCMlRgbtlNBoZOPDgp1kv3v4Ne9f8z69cb4ykx7jZmCLim73e7vCu5Bo1yMyg4yrR6zV6dbGwx7ULmnydrMr7C9ShlqEt6qdSig0Vu6gJkGmwzultt2tsRovaPVbUFhZSuHo11bW1PPD116xqKI877jhOnTUr5D5eHUaOJKVf8JFHIQ4nOqVUsDWmB93IkSMZMWIEzzzzDACappGVlcVNN93EXXfd5Vf/xhtv5I8//uC7777zlN12220sX76cJUuWhHXPqqoq4uPjqaysJC4urm3eiBBCiICUUuw96QrsG1qXkvurum58Xtc9rLp1WR3YfsuVoA+94eqRIKtiCQML3/QcZ2Rk8Le//a0dexQ+pTR+eCobR71v9Jre+zwGTnrZL9W4//WKU27Y03jElHsW44oOb0+uaxOuxaILf1rdnN8/5IOdzT9DGHUGfjjrsbDbPFZU7trFKz16UOBwMA/3tFEDMAV4aft2EgKsexPicNOS2KDdpurZ7XZWrVrFqaee6u2MXs+pp57KsmXLAl4zevRoVq1a5ZnOt2PHDj7//HPOPPPMoPex2WxUVVX5/AghhDg0tLLKVgdNAFvs4Wcxq+2efdQETQApdZt9jjt06NBOPWk5e12xX9AEEJcxJGTQBFBb7/2drinSHnbQFKOLwdSYWz5Mq0q2hqyTHRt4D7BjXd6SJaxzOPgP7qApHrgeGJuQQPQR9H0VIlztNlWvpKQEl8tFerrvX0bp6els2rQp4DUXX3wxJSUlnHDCCSilcDqdXHvttdxzzz1B7/PII4/wwAMPtGnfhRDiSKDVWXFs231I7qWUIn9XNbZ63+l4Wk0tJU531jdjp3QiTz2+Re063yuHPHc2uXNPjcWUEIO5Tzd0Rt9/vup0Rn6IymZfw/GkntCjpZmjlYKaKmiSSc3nlMOBK9xJGrU1VG37g19T3Fn6kqKiSI8LPjVNr9ORmRhPjCUCl70OR3UpxdV11DVslHTKKacwceLEFr6htmOr2cfGL/9MVeFaz4bDzVHKf1qmOSqVzIEzQlyn2FngoKo28Ca2CfoEept7BzynR093c3f0uvB/J2xz2dlZ4045btQZuKzHqX51LAYTJ3cYHHabx5Lc9et5C3AAfZOS+NeVV5IcH0/Ouediatj4WIijyRGVVW/RokU8/PDDPPfcc4wcOZJt27Zx88038/e//5377gu8yeDdd9/Nrbfe6jmuqqoiK6sN080KIcRhyFVSzu7Rl6CVH5pR9req+/KLLdji+YZschXA70VB6oR2+Wc3YrL4/7O1dh9Mfx9sTZ7Vz+oBZ4Q3w8/rlX/Dsm8Dnno1ZwRrM1rYYCZ0xT1ScmrP3lxyfK+Ql+zdu5fHHnsMh8N3z6Lx48cTExPTsvu3oY1f3ULR1s8OqI3RVy3HEu2/frmpu54tZuVG34RPwwd4s+clGBIYGTnygPrRqNJey4wfHvUcm/RGrujZfsHpkWb5P//JH//8J1OAPODxv/2NkTff3N7dEuKgarfAKSUlBYPBQGGh7+ZyhYWFZGQEXoB53333cemll3LVVVcBMGDAAGpra/m///s/7r33XvR6/98yWSwWLBZJISqEOLbU/7z2kAVNAOvsB3cqU3JmLAZT4D10ftjpGzQBdG4+70Bgq4Ovc/k1+cB+4dZ0r6XmbNiwwS9oslgs7Ro0AVQX/nZA1+uNEZgszf+h1Fs1v6AJIC2r2vO60lV5QP1oal3pdiodtZ7jjlGyuW041q9fj8PhYOuH7nT7wxt+UpvZAFmIo0W7BU5ms5lhw4bx3XffMXnyZMCdHOK7777jxhtvDHhNXV2dX3BkMLj/IW3HHBdCCHFY0Grq0GrcO/e4yr0PmBEj+mPu39Lhl9CcLkVNQyIy9XI9OCDKAiP7+P/Toou0YOndDV2EOWBbtQYzKkB2OACjxcCY8/tQXB/4fLV3+yZO6QqTe0G/1DDegOaCqoomxw3Tw6JjYcQ43/453L+Ai0QxSu8b2DQrIorUXv0Y3zP0Q6WmaVRUePvTr18/UlJSGDp0aLv8AlApxa4V/6Fwy6fUV+46oLayj7vJb22T1a75rGWqt3mn56UkGBg9IJKkeANDhtv5vuFUF1PL06g7NRcV9lq/8kqH7y5Xs4de2uK2jzXvvvsuV1xxBcnJydyZ6E3VftpLL5HdjlNJhThU2nWq3q233srMmTMZPnw4xx13HHPmzKG2tpYrrrgCgMsuu4zMzEweeeQRACZNmsQTTzzBkCFDPFP17rvvPiZNmuQJoIQQ4lhU9eZCiu/4N9j9H+qjzzmJhGunt+n99mwq4e5x86ko8n0gTe6Wwm1rrmtRW1d9Ct/saL7OUyuA5rf5A+CKQTA2nGfrynL4x5+grNj/XGIKXOL9Bd5nv62HVasBiI+P57Ip54Vxg5apqanhn//8J6WlpZ6ysWPHHpK04cEUbHyPzd8HXkOcM/Ze4jsMD6udqMSuRCXm+JSt3FjP/f8tod4W+JeeXTJM/Pki9wjQDnspNHzNInUtWzezp6aYG5c9Q5mtutl61/eZJOnGm+F0Ornnnnt47DF3ZsHRo0ZR8t13RAM6g4GBV1/dvh0U4hBp18DpggsuoLi4mL/97W/s27ePwYMH8+WXX3oSRuzevdtnhOmvf/0rOp2Ov/71r+Tl5ZGamsqkSZP4xz/+0V5vQQghDgvV73wZMGgCMGaktPn9fvlos1/QBJDUMbwpaY2KakMHTS2RHu6Mtt9XBg6aABJ8N8/9cYs361piZJDNkQ7Qpk2bfIImgISEhINyr3BV7P0l6Lnk7JNI7NSyRB9Nff9rXdCgCdwjTm3h58INIYMmgJQI2Z4kmNLSUi688EK+/da9/u/OO+/klhkzeK0hqFeulu/PJsSRqt2TQ9x4441Bp+YtWrTI59hoNDJ79mxmz559CHomhBBHEIc3E1z0mWOhYdNJc7/uRJ9xQpvfzunwPiz1Oj6TpA4xRCdEMPnW8B+mlQJnk+Rp6dEw+AB+6X9iZ+jZNOYJMoVbKQXOJpnzOudAcsMaragYOG2Kz7UuzdvJi0ce1/oOBqGUwrXfw+e0adPaJZGR015L7rJ/U130O9VF6wPWie8wnPgOLdtktimlFE6X9/Md1juCSIsOcJclxhm48LS4NpmC72qS3a9vQmdSAmy6mxPbgRMz2m9k73C2Zs0apkyZws6dO4mOjuZ///sf06dPp/g375q3pF6hk54IcbRo98BJCCFE62lWGwVTb8W68ndPWfr//o7uIE5f3ra6gDf+tthzfOFfxzLirPAXhlfZYMaH8Nt+CfaGdYDnz2qjTpYVw5x7Id83HftvCR14ucfxVJkjYMxFga/9enHA4vjISLKSEgOeaw1N03j++efZsGGDT/kFF1zAuHHjglx1cP3x1S3k//5mwHMGUxSDJs8nqcuJ6A2B16qF8vNvdTz+ehmVNd5g9M8XJeJMyOer2q+oV+5Fc++COwvjAXp9+/ee1zO6n8KJGQMOvNFjyKOPPsrOnTvp3r07CxYsoH///n51OrXTd1WI9iCBkxBCHMHqf1qNdbn3t7/6hFjPaNPB8v183wxrcSktm772w07/oAkgqS23ffn1J7+gCeCHjO7uoKkVYts4QcPu3bv9giaA6OjoNr1PS5TtChw0AnQedi2p3U8/oPY/+bHGJ2jS6yEmUs9PtvWeoKk5kfqWfUlqHN42E8zt97keqV566SWSk5N5+OGH233qqBCHAwmchBDiCKb2W9eU+sRf0AXYmqEtOZrk/h5xVg96HtexRdfbm8xKy4qD1GjIiIarWz/7y5+zyeeS0cmdKQ9wxnjXsnS112KwREBKOgTJ6NfIYjJy1oC2Ha1wNpkuGB8fT1JSEp07d27zhBBKaeSvf4OKvBUhp7/Z60sDluuNEaT3PvCkGA6H9/79upmZcFw08TEGnNXezyLdkI4e/+9wkiGJnuaeLbqfRW/Cprm/CwMSu7ay18eOwsJC5s+fz+23345OpyM+Pp7nnnuuvbslxGFDAichhDiCVM77mIqnXkdZ3Tm4ldXuOZf0t2uJmTS+xW2+u8Gdtc66X24Jp8NFXbUNpfk+bKvMcfD3EwHYmxTJJ/9t2QiXtUngdN1wmNEW8Uh1Jbz0KOzNdR/bm+wHdP6VMGQUn6//nfW/rvIU3375VURbWjflrKmioiLmzZtHSUlJi65rGjiNGDGCKVOmHHBfAtmx9HG2/fhgq67NHDSTmJS+pHQ7hZiU3s3WtTs05qz7Al36nqBxaMZUaExanRirZx/wUgXYlDen/OSYyUToWzYqWGKt5IHVr7OrxndvyMagKSe2A7qDPBJ7pFuxYgVTpkwhLy+PqKgobrjhBp/z1Xl5LJwxg7I//kBztCAlvxBHEQmchBDiCFL2yH/RSgNvAqqPbd1UpCd+gYKaQGcMECKLXLkDOIBnqJgDj1vcVi2BP9YEPhcZhcPl4sPV3vNGvR6ToW1G5pYuXUpubu4BtREZ2ZbzFH0Vb/ui1ddmDrw07Ox5y3ILsORsC7vt+gCDXwYMGHQtX5/3bd4a1pZtD3o+2tS66ZnHildeeYXrr78eu91O7969OeWUU/zqbHrrLfYu9p/KaY6TjITi2CGBkxBCHEFUbcOaDZMRY0fvLq/mPjnEnHtyq9qsbQh8jHro0CSdd3lBNbZ696iIwaT3G0SIiDYTcwALkwakwYRurb7cl63J+pjYeLA09KvXQOjZH82l4WySHW/a8GGYjW3zT6DN5h0tiY+Px9jCdtPT0zn++OOpr9hF4eaPcVgr2qRfjeordrbquoj4zsRnDAm7fl2TUQinzYizPvCaMJ0OoiN0REX6Bq569Ay0DMSkM7W4r/Uu759BkiUWi8HbRqwpist7nNbiNo8Fdrudm2++mRdeeAGAyZMnM2/ePOICBEP2Gu9vV6LS0zFFRRHftSuDrrnmkPVXiPYmgZMQQhyGHLvyKbn3aZx79/mUN07NM/fMJmvRqy1qc+13ubx5/2LqqrwPmXldc6g66VQALGXlDH75Xc+5fdvLsTZEVe/X3ElEdFsNDx2AilJ463kozPMtr67wvr7kJhh2Aku2buO7TZtwfrIQrcnanr4dOjCxX99Wd2HPnj0sWLCA6mr3/kAVFd57X3PNNWRnZ7e4TVttIUtfHoe9rmXT/VojueupRCc3v1bIEp1Gx/4XoTdaUErx/AcVrN5sbfaaqO57yGlY7hZX0ZOre09oqy4HZHc5efL3D/ijYrfPXk33DLqQkWl9Duq9jwb5+flMmzaNpUuXotPp+Pvf/87dd9/ts39mU2V//OF5fca8eXSdODFgPSGOZhI4CSHEYajy1QXUffVz0PO6yJZneJt39/dsXZnvU7Zx+iWe164aGzsDpLszGPUYjAc34UTYfv7GPS2vOSYzLk3j9V+WY226X1PjaeOBpWr/+uuv2bRpU8BzZnPrgsuynYsPSdAE0GnQZWT0CX891R877bz/fehNZEef7s1iaNAf/PVEy4s38dme5X7lZkPLR6yORZs3b+aXX34hPj6eN998kzPPPLPZ+jV5TX5Z0QZ7bAlxJJLASQghDkNahfdBVWcxQ5MHUX18LAnXX9jiNmvKvSMGlkj3X/+uJmtrOixZ7ilvZDQbOOfPIzFZDpN/LuqaPMAbTe581k316A99BqMp5QmadICpYV+r2MgIJvQJPBrhctRRsuNbbDUFzXbBVLGYrjHukUCDZ78sHZ06ZeLI/5TdzV8eUPneX1p+USsYTNEkdBrVomuq67xTHA16MBqCBEUub0A6Jr35RBJtodpR53lt0Okx6gwMT+0p2fPCdNJJJzF37lxGjRpF9+7dQ9aP7tDB8zopyH9DQhztDpN/CYUQQgDU/7yGypfew7raOy2m07cvY+7d8odBa52DN2cvJvc3d6axsrwqAOKSI7l53e28sgZoWE8/MA0+XXYucO6BvoW2pxR8/g5s+Q327fWW3/YIPyoLK3fu8k2z/f1iFN7jnhnp3H1G8/sPKaVY9c5kyvcsDdmddCA90D64VbDpm/dCXh8OU0QSyV1PapO2GtlUPEuLz+XruQYgwEZaQVTUeNMgXnpmPJedGe85/sP2B5vtm1EoilyVWBs+9i6xKW3VbT9KKV7b9h3/3fy5p+yW/lM4t8vog3bPo4HVauWOO+7gxhtvpFevXgBceumlQetrTidLH3iAfStWAFC0dq3nnP4gbrAtxOFMAichhDiMFN/+OI5t+23camrdQ8rSD/7gw8eX+ZUbTAbu/R62lnnLDnD22sG1YxMsmOtXXOHSePWXZSH3JjKGsa9VbdmWsIKmQyU6pReDJs9r0zYffrWEb9fWAc2vVWpO0xmb9Vo939Z9i4bmV0+vO3hTOzdU7PIJmgCMrcjEdyzZs2cP559/PitXrmTRokWsXbu2yWhpYDu/+YZfHnoo4Dm9SaZDimOTBE5CCHEYcRWX+RxHnTYaU7esVrVVUVjrV2Y06Zl00wge9s5yItIIl7Tt3q5tq6rCv6znAGpTM1EqSAryBhFGI+N6Bk6EUFu2jeqi3wGoKws/jfahkNR5TJu3WV7tH+C0RFqSgROHetPTW5U1YNDUz9wPs+7gJRJpmggCoFN0KqPTW5/s42i3ePFipk2bRnFxMUlJSTzxxBMhgyaAusLCgOV9Lr6Y6PT0tu6mEEcECZyEEOIwoRxOtEp3yl9T1050+v4V9DHN76O0P01TLHzuV7auzGfX70XUdO9CxbAB9BnXhdSseHR6Hb8Y9dRucddPiYSls6DdlzDt2go/fgl2m0+xDfi6XmNfj4a9hDp1hY5dwGCkbs06T73ROd249PiRfs2aDAaMAR4S96z5Hxu//FPQ7ih0OMzdqa6uRimFyWSic+fO3go6HfqDkABBpzOQ0Ol4csbc2eJrV2+y8t3KWlxB4qPcfO9mye8+3JFIS/BRoQItj62uTSjlbUxvgI06HRsb4nG78rbXw9SDU6JPQY8+ZDrxhXtWsLa09YFqYX255/Wl3U/lql6nH9QRriOVUoqnn36a2267DZfLxeDBg1mwYEFYWR9L//iD7266yXN80pNP0n/WLHR6PeaYmGauFOLo1t7/VAohhGhQ+7V3qphSWouDJoB13+Xy4k1fAqAZ9Ox+8FZc0ZEsteNZz9RUfMRhEDQBvPIY5O/2K/45ozsf5IyAxr197cDOXX71zAYjkS3IaLdrxX+aPe/UjHyx3ZtEIT09nemXzQ67/UPNZteY/VIxtdbwsp3FROmJMAcONjSl8X3lF9Sr+v1OBG/PqDNi0YXO9Li1Mo9H170dVh/DEWuKlKApgPr6eq6++mreeOMNAC655BJefPFFoqLC+zvlm2uvxdFk3yZTTAwW2ehWCORvGyGEOEw493qnxuijW7exbPHuSs9rZTbjCtHOub1adZu2V1ocuNgSHbC8KZPBwPDsziHrAbgc9VTkraS2bGuz9SrsyT7HI0aMCKv99lJrVWEHTWMHRwYNmgCcOP2DpmYYMNDD3COsuk1Hiw5UjDGCUWkyRS8Qg8HAzp07MRgMPPXUU8yfPz/soAmgarf3lxiRyclky55NQgAy4iSEEIeEbcM2aj7+AQLsK+Sps9a7N1DCzZcErbfi253MW2qlXB/hd66y2MK+SacA0GtsF0/5yEx49BTfutFmSA8dlxywXaVlrNy5E62qAgr2gAowdNGxN2gaRMXAsLGe4k1l5VDpzgZ49aiR5DRJidzIhI51q35lQUP2r2B01lwidj+KTqvzO6cZk1E6E3V1dVQ7EqhJnM7s668DICIigvj4eL9rDhd/7LTx3QrverahvSzcfGFSwLomo470pODrW0pcJWyyeb+HHQwdmBDd/Ea2kbpIIgJ8FwNZXeoNWKd3Hce5XVqWGr2ptMgEIgyHwabMhyGz2cz777/Pli1bOPHEE1t0rVKKqp07PcfX7N2LMSK8P18hjnYSOAkhxEGmHE4Kpt+Gq6gsdOUGOgKvnyneU8nND20m/7wgvwGOBbq5XzbdTjXKBN0CpdA+yJyaxr+//oYqa9NMbgFGOzo22fcn138qHkByQgIZAQKYjz/+mK+++ipkX4Ym/URWtH/QBLA0fxiltgzPcf8OaaQfAQvg620adzxdRF2T0abICD1Z6S3PeqYpjY+rP6ZGNZmipTORaGibL05RfQXv5f7kOU6wRNM5Jq1N2j7WKaV47LHHKCkp4V//+hcAGRkZZGRkhLjSX8Fy76bCkampEjQJ0YQETkIIcZBpVTUtC5qiIokYNSjguX07KrCmBB5NaM5J2S2+pE3U2+37BU2BGTUrFq0m6PkYi4UMQzV15f5TyEoLNhJlqA5wla9oY+A6SkG1wzcg69+/f8j2DgdlVS6foAlgZL/WTfN04fIJmgCyTdmt7Zqf/LpSn+MRKYfLPNEjW01NDbNmzeK999x7iE2ZMoXjjz++1e2Vb9nieW0tLW2mphDHHgmchBDiIFNO7waiESMHknTP1c3WN/fLwRAfC4DD5mTZR5spy3c/9BdsK0eZvdPV/pRVSmaEw6+NtOwEouPdvylOiYKcgzDapGkav+XlUVhVFbSOtc47wtO9qphpu9ZBWiacco6nvHz7fCpz3wJcAVrwWv7yXQHLM4HMji3quocppgsJfa7ihi5ne8ri4uIO6WiTUopVm6zk5vv/OYZSVeOd9jisdwQ3X5hIp7Tgo01VWhW59lxcAT7rpmVphjQmRk8kydDyID0Yp/K2f3qn4fROaF2afeG1detWzjvvPDZs2IDJZOLpp59m5Ej/7JLBOG02tn30ETX5+Z6yfStXel6f/J/mk6gIcayRwEkIIQ62JuuaDGlJRI4eHPal7/9rKW/8bbFPWeWjf/G8Pm1MMgPaaUbZL7m5vPTjkrDrRzvt9Koqhg4dYMRoAGy1Rez89vWD1cVm9Z7wGF2GX9cu925qxUYrdz8bODlGSyTG6psNmjSl8X71+1RroUfnLDpLmwZNAAt3e6eAJZpj27TtY9HChQuZMWMGlZWVZGRk8MEHHzB69OgWtbHi0UdZev/9Qc/rdG2fcl+II5lk1RNCiINMOby/adeZWvb7qtx1/ptQRu4p8LzOasecBbvLWpYhrUeVOzhQOX1wOepwOeqoKw+QI/0QiUrs3m73bmr7XnvoSmHol9N8OnC7socVNAF0MPon4ThQBp03KUVShAROB+Kxxx5j0qRJVFZWMnr0aFavXt3ioAmgeN26Zs93bEWbQhzNZMRJCCHamG3dZuzb93iOXYVN0jQYg2c0a6RpivWLdlJRWEvxbu80uOueO5O8mCT+UZbtKYs4hH+L11itbCzYh9aQFa+gwpv6/LzBg+hgq4GqCt+Lln0HdTXEo+h5/qWUO4ayft2j1D9+E+1Fb4wkc8AMUrqefMBt5ebb2ZHX8il2TW3f671+2imx9Mlueaa41EQjfbJN5DnzqAmyVsyhvPdJNaQyPGJ4wHpRuigyjZnN3s/qsrOieDN2V/jvvaDeu15mtKQRPyBdu3ZFKcV1113HnDlzMLdgD7Omagq8v4SZ8MILWBK9c3rThwwhsUd4aeaFOFZI4CSEEG2oZuGPFF5+b9DzOmPov3bfeegn3pi92K98c69+PLW+fTJcOTWNv378CRV1gff36VOyh57vPBu8gZg4OG4cf7wyivrKwFnzANAZOfX2fQfY2+bp9Eb0+gP/5+/37Tb+9G//EcEDMSDHwgmDW77xMcA66zoW1S8Kq26ULoqe5p6tug/AnSteZnXptlZfL1rO6XRibPj7Y+rUqaxcuZLhwwMHv+GwVVZS8MsvnuOcc84hJkC6fyGEl0zVE0KINmRdub7Z85aBoR9W/1i6168sqUMMG2t8p2LlJIIl9ABWmyirqQkaNBkNejrsDTHlLsudIz3U1DxzTCcMxoiD+tMWQRPAhh22NmmnkU4H3Tq1fl+iAldB6EoNUo2prb4PwO/lO1t9bZwpivTIhAO6/7FmwYIF9O3bl7y8PE/ZgQRNAMXrff+uikxJOaD2hDgWyIiTEEIcAM1qZ9VPudQ43Yuoa8ujsHYZAkD0WeMwZHgfRozpSewb2oe8b0uw1wffCHeHMZ6a7u7NaydePRRLlIneozJ5Zbt3ofafR8LFA9wP24dCRb03aMpOTmZM9xz3gdLo67IS+/1H3spnTId4d2KBfdW1VLoUdO+P2rQJlyPwPkoAemM0/Sb+62B0v9UcTsUfO224AiT8yy/2/hmePiqa7gcQ9AAM6G6hY0rgf5adysk+5z4UKuB5gFrNuwnucRHHEakLnJY8Sh9FN1O3FvVNKcWmyj3UO93BoqthumaKJY4Z3cOf8qjX6Tk+tQ8W2bg2LC6Xi9mzZ/OPf/wDcK9tmjNnTpu0XV/sTUjSa/p0DKaW7/0lxLFGAichhGgl5XJx220/8GHPJpvRdusJ3a7wHjdd97+n4YcQv9mdcBZMcL98AdxZuvdLXjdjAKRFt7LjLbSzpJSHP//Sc9whPp4Jffu4D57+G/y2wveC40+GzGx++ukn3vrwa3fZ90tJNBdx4n4ZAJeXjKdbv1M4f8oULLEd0RsOn4c3pRQ3PLaPbXtCr+M5vn8kJw5p3RS7UDSl8XrV61RqlaErN+hr7ku8oe0yh/zzt3dYuGeFX3miJZapXU9ss/sIr/LycmbMmMEXX3wBwJ///GfP5rYH3Pa2bXw8ZYrnOLZz5zZpV4ijnQROQgjRSs7d+/glpd8hv29SJCQcwqVOG5rs8QKQER/nPVi/0rey2QKJ7mlgGzdu9DkVZ6rwa7vCnkxqZl8iE7q0SV/bUnm1FlbQBJCVfvD+OS3XylsUNJkxE6Vv2yDul6JNAcuzYg5syp8IbP369Zx33nls376dyMhI/vvf/zJjxow2a3/399/7HCf1ks2IhQiHBE5CiGOSS4PcCjwTn7TqWlylFS1rY18JTkMGAGaXnRnO3xvO6DB26Yipk/8GSx89+QsOmwuj2UDO0IygbesNOrL6pBCf4jusZNDDmd3BfIjWNjlcLvIrvQ/t/Tt25PQOqZC/212gGj7B+EScoyZQ3KU3VFZBZRVWq9Vz3bhx44iqM8K+X5o2z+RpV3L88ccf9PcRjnqbRlGZd05eZa33dWaqMeiI0sAeFrp29J16ZlM2n6lzB6LS5f38kw3JdDV1DVpXh44cUw4mnXfkLr+uFLsr+NTQcDRuXhtltHBelzEAxJmjOKPTiANqV/hbsmQJEydOpK6ujuzsbBYsWMDgwYPb9B41TdZKdRo7ln6XXdam7QtxtJLASQhxzLE54fQ3YEdF09Lohp+WyISG2VBRysH9fxnabO3Kkjp++uAbANK6xPO/D/7UwvsdWtX/z955h0dVbX34nT6T3htJCKH33hFQRBQbqIAV7L17vXbxs1/1Knq9167YsCCgFBVF6dKb9BYgkEZ6nUw93x8Dc2Yyk2QmmRTCfn14PHufXVbCkJx19lq/VV3NUwt+oszFATq34Ci6p/7tMbYyPIYXNh+g7M/NXte68MILKcuoZI8c8UdEu2EMHd06wryO5Vi49/VcKqu95xClJWq4bVKET2vlWnOZVz4PK41zVrwRr4pnpGGkz+Nf2PY1v2VtCdj+oZog7ux+ScDWE3jSv39/0tPTSUhI4NtvvyU6Ojqg669/6SXWPf+8s93zpptQNVDOXCA42xCOk0AgOOvYebKm09R4EhVV1Od47fjjiPM6P9P30KuWYk92jpvTBBCzyzPPBeCANoyyXO8FcfV6PQaDgTKvd1sH63cZa3WaAOKjfD/iO2w53CROE0CYMqz+QS4sy9oa0P0TDJH1DxL4TUlJCeHh4SgUCoKDg1m2bBnR0dFO+fFAsvebb9za4e1bX5isQNBaEY6TQCA465Bcno+7REPXzF2YDzlCz9RJcSh0/gkUBAepuXFy3Q8flaXVVJXJ8tUT72qclHBzYKkhJXfrkIG037bI0dAZsA8YSbXNDsGhVMd1gMyFAKSmppKUlASA3nKARNV2tn9/CaaKwNY8aihmi4TJ4u4kGU1253W/Ljrio+RfjzHhKq44L9Tn9SWXD1h7dfuA5RuFKcPop+vn09gqazU2ux37qWDUcG1wo4vOBqv1TEob0ag1BJ5s3bqVK664gjvvvJPHH38cgPh4zzDfQGE3y4o15//vf6SMHdtkewkEbQ3hOAkEgrOOL/6Wr8e2h6sfvResDichednH6PoGLlFakiSeu/hbtvziXiy0XdfAht8Emv25uXy8Zq2zfV3ufka9Jb+prgiJ4I3jFZw8efJUj1wTZvDgwYwbN47q8mxWvfcgVTYztYuQNy+/b6jkrW+KqDbXfro0eWwo5zSwCC3AFpMcGjdIP4hkTXKD12oIb+z8gZ+O/eXW1y4omif7XdOsdgjq58svv+T222+nurqazz77jAcffBC9vumUXwr37aP44EEAtGFh9LvrribbSyBoi4gCuAKB4Kxja658HRsMqtgoZ1sVG9hQpOyDRR5OE0BkQjNpiTeQvw5nuLXDS/Ld2nu0YS5OkzthYY5wstLszUg2s9cxAGqdf2FngeDnvyrqdJoAosIap7yhQT6xDLS6XX2YbBYWHlvn0R/VAt9rQe1YLBYeeOABpk+fTnV1NRMnTmT9+vVN6jQBHJw3z3ltLmvNwbMCQetEnDgJBIKzDp3Lc/G0HlCikxOj1UlxAd3LapHD3aLbhZLWO470/gkMu7x1y//a7HLo2kCdkv5Fp1S4UjtCfDK2pO7olv5Ex9A9RIVY0Z5KLjcYDKgz32b7CQXVZVnelj6FguR+M5rwK/CO1SY7TYN76KlZP7hPZx09OjQuUV6tUGORHDLmUaqoekYHFunUfwBhmiC6R6QSpg3ihk7nN6sdgtrJy8tj6tSprFq1CoBnnnmG5557DqWy6d9l2yyyvP7QJ59s8v0EgraGcJwEAsEZi72qmpxr/4lp825nX6khjCeveImDcZ1qnWdROx6MQ6rLKew0CcnkOBVRRjWuYOiy2Tv47J/L3HKZJLv8oD7wwo7c//GljdqjKVjy904Wb9uGxSoLGtgUSlAoQJKQ1q7gH+pUx+N4vgIKcrDvzGJkzHKidAWOCaenlsPJcu/7aIPj6DTqSVCqiGg3hNDYpquBZbFKPP1+PtsPVNfol69fuTsWpbKm6+Q7a41r2VG9Azt2t34bDmc5XNn4ArQf7/+FuUdWYbXb6h8MTqcJoFNYO94YenujbRAEDpPJxIgRI8jIyCA0NJQvvviCSZMmNcvea55+mvUvveRsJ7cSRUuB4ExCOE4CgeCMxbhiI9Vrt7n1rek+lD1JviXBhxrLnE4TgCrCdwEAb8x77S9K82vP5gmJMjRq/aZi4Y6/MdklUHqGqCkrK9gn6XAezdjsgB21wiw7TT6iD21HyoBbG2+wD+w4WM2mPdW13g82KFA03GfCIlnYUr3FzVGpiV7RuLArk83CV4f+wCbZ6x/shTBt84YJCupHp9Px6KOPMmvWLH788Ue6devWLPtajEY2vPqqW58+qnlPQwWCtoBwnAQCwRmLvdrF6UmIQRUTiS1FTsSPryogzOy9CKneZua6g7+g7dUZAGWQnogHrm+UPWaj4zhDqVKQ1ts95C8uLYKL7249SnqSZCdn9/eU5myhV9FeJCRUkkSQ1ex0oBRAeHUluREOB0SjVKALCj51z3+57cSe0wJmf324quZFhSnd8pY0agVXnBuKohGek12yO50mDRoiVBFu97UKLUP1Qxu8PoBNsjudJoNKR3JwjM9zI3Qh3NBpXKP2FwQGk8lETk4OaWlpANxxxx3MmDEDg6H5XqRIViuSi0rm4EcfJWFQ6/l5JBCcKQjHSSAQnBGYD2eS//DrWI/Lyg72SqPzevvd/+C90JHkVACnIuWemBzD5G51PWw6nCabzc47tyxi5+2bAe8FXH2h4IQj2TosJoh3trV8iJTJYuGj1Ws5UnjqZMhmh8oysFlJr/qNTsbfAOhS1yIKSPfxIC5tyP2otF5ELxRKwhMGENPxAr/sr435y8v5cWU5Fmvtpz0mFwGIK8aGcu2FjQ+bO02+NZ9fK+VKvknqJCaFTgrY+gC/Z23hg30/O9s9I9vz1rA7A7qHoOnJzs7mqquuIi8vj82bNxMZGYlCoWhWp2nrO++w9Z13nO3248cz5rXXmm1/gaAtIRwngUBwRlA2+yeq/9pe6/33bb3YV+jeF+xjOabdqzL54/O/6x/oI4aQxokLBIptx4+z+dgx906lBpQaBlt2e5/UCNJHPIqmiQukWqwSHywodstVqg+9LrBJ99tN2ymyFznbGoV/db984YN9P5NnlAsKG1St4zMl8J21a9dy1VVXkZubS0REBPv372fYsGHNaoPNbGblP/+JzSTnXWpDQprVBoGgLSEcJ4FAcEZgr5Bzh5RR4SjUcuiVtldnqoJC4ZQoQWwQDEiE0XXXpHViLJcfKgwhWvSNcHz0IVqu+7/WkXRd7eJdGNQqUio2E2JyKN0F24prm9YgIlNGNLnTBA5VvNNflloFYcF1O0UdkrScOyiwuT5mSQ4RNSgM9Nf3D+j64Chge5qOoYlc3XFswPcQNA2SJPHee+/xwAMPYLVa6dWrFwsWLKBTp9oFa5oKm8XidJqUGg3RPXow6JFHmt0OgaCtIBwngUDQ6qlctp7yrxY720k/voOuezoA1VZ4cTUcO3VgFKmHzbf5vvaq73bz2tXzne0pT45k6hOjAmJ3c7P4t5/ZdvQYkuQIUytTqkGtA+CqnA+w2rbVOjc67TwMkWmOeaVlZGZmYrXZKC93eKPhYWH06dvH61x9WHuWnZjM56/ler0fSFxU0unTSccbD8QHdP0Nxg0ctRytc0yxXXY6rwm7hlBl40RFarKt4BDlFkcYakpwLLPHPBrQ9QVNR3V1NXfffTefffYZAFOnTuWTTz4hpIlPeXI2beKvmTOpLipy67e75DUljx7N1GXLmtQOgaCtIxwngUDQ6il4YpZbW+lSd+mPI/ClS5Sdzo+fajabnf/escStT6s/M38s5pWV8UNWPmi8n65YrTvxKFrkQuqgO4jrfDEA//73vzl8xH2dbvHd6Hnh/V7nbt1fzXdfnQRqL3bbFGg1jZDF80KhrZD11ev9mqOiccVyvfHfvQud11rlmfl5PFt54okn+Oyzz1Aqlbz66qv84x//aJQIia+sfeYZji5dWucYdRMX1xUIzgbET2SBQNDqsReXOq9DrhyPukM7Z7vY6D72jgG+ryvZJSpL5TC99r1iGXlV9wbb2ZJUuuQwnEZjNxJv3k+7qpOgqD0pSKUJJjxJVtiqqKhwux8SEsKYMWNqnV9W2TC57MYQGark8jGBPempttcuX14TJUp6ansSpAy85HeZWQ5LnZpe+/dd0Pp4+umnWb16Na+++irnn998RYeNhYV13g+Ki6Pf3Xc3kzUCQdtFOE4CgaBVYt5/hNz/zuXjoMEcmvAUSBKKYANBowfBYjBWmMg+WESxygAhEQCM2buB7OVHedHHPewuxWl7npPKv1bNCPwXEiAqTCYW7fibk+VeqssWF1BVUgwqxxvl8SXZTLv7XtZ/PobKkgNe14tMPQe1LgytIZqITlP4cfEKiosdIWglJSUA6PV63nzzTY+5yzdXsmJrlTNsrqBEDge684oIpp4f1oivtOXItGY6rwfqBjIqqHlDNn85vonVuTspMjn+jiO1IUxMGdKsNgj8Q5Ik/vzzT8aNc0i/R0dHs2nTpmY5ZTrN4cWLydvsUANVqFQ8YvW/VIBAIPAN4TgJBIJWScGz/2VhYTSfX3ouJLrcyDh9oYPwRLc5hzdnU7TFu6NQHyp1YJXXAs2K/QdYuntP7QNUchiOUgFFmauoLKz9e9FjwpuExDhO13744QdWrlzpuaTKMwytrNLGK58XYrV53HLMad3fxlqRJImN1RudbaWieb+QfGMJr+z41q2grqqZbRD4R1VVFbfddhtz5szho48+4tZbHcWdm9NpsppMLLnuOmdbqRaPdQJBUyL+hQkEglaJLa+Qwog6Kwy5oSkoJnTv4QbtpdWrOf+mvg2a21yUVFXVPwgItpgY2rkzpoq8WsdoDFEERcoKX6WlpR5jFAoFo0Z5nriUVdprdZqiw1WM7Bv40LXmwNVhAeikaV4FtCJzhZsNShRc1n54s9og8J0jR45wxRVXsH37dlQqFSYvobLNgbWqCnNZmbPd905R60sgaEqE4yQQCPzCkplD2eyfsJdV1D/YC4fV0fwU0ptqRd0/fiydp3DglMobwL9HmxjTxaEQJyFxQ8Jbznv/3XUHEVoNqnsb9tCgD9a2mtpLrpQajfy5bz+lRiMH8046+x8efz7to6McjdwseO0fjuu+Qwm64V4khYnlb6e5raXSBBES0wNdWBKpgx9k+YpV5OU5nKtjLrWe7rr3UdbvVVNaqSSj0sBbc9xVuiqMcj7T6P4G7p8W5WyHBytRqZrvbXtTEa+KJ04d16x7FlbLD79jEvrweN9phGiar0iqwHd+//13rr76aoqKioiNjWXu3Ll15gAGEkmS2PXpp+Ru2gQ4TpxOkzhsGOfNmtUsdggEZyvCcRIIBH5R8OTbVC1d2+D5T936CYdCfThJ6tXPrRkVoSM22HG9f2M2mopK571O7YMbbE9rZsG27azY7xluF6bXE2449VB9bD9YTokaqJQQHMrx7T94zAmO7sawG1cAsHr1aubNm+d1z182SPy6SQJsQN3OsUGnJCos8KpyLUGhTU6uV9QlP9hEzDn8p/M6ShcqnKZWiCRJvP766zzxxBPY7XYGDx7MvHnzSElJaTYbjq9YwdJTIYE1MURHN5sdAsHZigigFggEfmHNzGnU/JyIxPoH1SA2CAYnye28IyWNsuFMoaDc03FJCAsjOcpRaFaS7FRUHKNMW+H4Y8miLHc75Xl/e8wLS5BDEQtrUeDq0KED+eW+OaEqJYzs03Ye7isk+XtdKVXWMbJpULrkxQyN69bs+wvqZ8uWLTz++OPY7XZuueUWVq1a1axOE0DpkSNe+xVKJZ2vuKJZbREIzkbEiZNAIKgT065DVC5dAzZHiJY13xG6pdBraffLB36tVWFVULnSISGdrLfw3z51O2EKvQZ1uwQ6RSmc9ZmKcspZ8G+51s6tb473y4bGUlhRwfqMI5httST6BJC8cjl866kYA3pzNUmqclSLvsZkLWPT0beoNOfC6We30u3w2ade1zpiHsmRxYuRJNi6Qz7F6tD7CoLD24FCgSEkju2bZEnudx6Jx6DzfvoSFa4iMrRtnDYBFFgLnNe9tL2aff9DZdnO60Exvuf2CZqPQYMG8fLLLxMZGcntt9/erCIQlqoq9s6Zw+FFi5x9w555hi5XXglAUGwsIUlJtU0XCAQBQjhOAoGgVuyVRrIvuxd7uZc38EoVul7+JdD/a5V8rTNo6Dc81W+b3pz+Ewc3yQ+ZzfnwAvDu8hUcKai7ZkpTkLz4Cww2WWY4O+IEldG5Ps3NMSazcekqr/dW7NRj5PQpk/sJV4ckDcGGth+YYJWs/FX9V4vtX20zU24x1j9Q0Oz88ssvdOvWjQ4dOgDw+OOPt4gdm954g79mznTrC0tJIa5v6xa1EQjaGsJxEggEtWLLK/TuNAFBYwd57a+LQy46A33jG2bT8b3yyYBSpaD32PYNW6iBZJd4KtD5g9pejUbyvdAqQKqpAqik2uWAp1Lj+4N2uSXCa78NPSa8/0V0S9MSpD/zhR58ocrurliYrElu1v1dhSEAdCpNs+4v8MRut/PSSy8xc+ZM+vbty9q1awkKajnFyKK9e93aSrWa5GYSpBAIBDLCcRIIBF6x5hVS9vViZ9twzgAi7r0WAIVBj36If+FMdgn+Oi63n/Pjd/6hrTkc2Og4ZaquMDv7Pz16PzHJTVtsNbuklH258smO7VTV1+iQYG4c4btctGS3UbLuaYwZP4Jkr3d8TVal1TdCgUKpQZIkJEnCLtmRJCW24J606/0qQZWOfKQDmRb2HDEhoWDS+K7c2jXcYyW1SkGvjrpmP80LNIW2QrKsWfWOq7bLjmyiKpEkdfOEPNkkOxtP7mN/6Qln39hEcYLQ0pSVlTF9+nR++uknAEaMGIG6mesjSZLE8RUrKNq/H4Digwed9y6cPZu0Cy4gJNH/fFGBQNA4hOMkEAg8kGw2sibe5SYEoUqIIei8oQ1ec9EBsLj6Cz4+kx/5O48HB37s0R/dLrTJnaaSKiPP/PgTNknyuGdQa+jdrp3PaxUdW0XO4fmBNM+Ndn1nsPjvZDIzM936O/e9hEU/ez+V694xjME92o7AgytltjK+Lvvaoz5TfYQqQ5vIIk8WHF3D27t/dOvTKNpO3tiZyN69e5k8eTL79+9Hp9Px3nvvcdNNNzW7HQd++IFFU6d6vZcyZoxwmgSCFkI4TgKBwAN7SbmHep5+QI9GrbnrpHs7zMeySYe3es/j6TrMd6eloZwoLvbqNAGkx8b6vI4kSVSVHA2QVd4Jikzn+HHPAsBlVu8PWEoldEltfbWrAkWBrcBvpwkgQZ3QBNZ4Z3+p52lYj8jmDT0VyCxYsIDp06dTUVFBcnIy8+fPZ/DgwS1iS97WrV77Q5KSCE1u3lBSgUAgIxwngUDghmnPYcw7D7r1JS14G/2Ifg1aL7MU9hbA0RK57+NLob4oMLtdYvfqTA5vlR24cTP60OfcNAyhWgZe5J8wRUOwuzhN/VNSGNjeIWYRpNXSJ9k3x+3kwV/Y+/sjVJdm1j+4gSijz2FP+XlI0iEAgkOj6D1wPJFRSSzfFQY4imTeelk40RGOE41eHXXERrStXwGSJJFny6PSXkmuTXa4O2k60UHTod75IcoQUtTNIy+dW1XEmtydzvYd3S6me0Qq/aM7Nsv+AndsNhuvvPIKFRUVjBkzhu+//564uKYpgmwsLCRrzRqkWl7KABQfkJUvhzz2GFHdu6NUqUibMAFlM4cNCgQCGfGvTyAQOKlYtIK8m59x6wu6YASGUQMatN7ufLh4Dh7v/SN09c/96KHfWPTORre+bsOTGTej+XJAvt20yXmdEhXJqM7+OWuS3cauxXdgqS7yuBdqCmZwdu+6F3jlMwgKqfX25j3VPPdpKbrjWSRv/9DZX1CuY/aK046Cydk/ql8QqQltV3hgu2k7q4ye6oFxqjh66Bp3YhpIjpTnMmPl624nYqMTepMa0jQP6oL6UalUzJs3jw8++ICZM2ei0TTNvxNzZSWfdO5MdXGxz3PSLryQ1LFjm8QegUDgH8JxEggETqrX7fDo03ZPb/B6m7I9nSaNEjpE1j9318pjHn1pvZv3wVLhkoiVHOmD0TUwGwu9Ok0ABosejb2OH8FRcRCZBMrac152ZhZjkSxEcNyt34RnGGGwXkFsZNvOn6lNCCJaFd3MltTNzqIjbk5TiFpPrN5TpEPQtOzcuZMVK1Zw3333AZCSksKLL77YpHsW7trll9OkVKuJ7iYKIgsErQXhOAkEAsAR5mTaI+fIhN18BfoB3Qm+dGyD1zRa5OtLu0CvWBiVCjG1qPrmHC6iNN8hDV1d6ZisVCmY/tK5dBqYSLfhnrH9ZquN48VF1BH1Ui9l+76hZNcn2Ewlbv3DLGZnuF7FQj3L/VxXqkU9T4uBjsWnQsImXAkhjodms03B4bJgJKUSuvSBY1bAUbupqrKcslL3+lFZJ6rQU43apf5SXMoAhve5DLVG7+xTKGBYLwMGXdutySRJEvm2fGd7sH4wWoWWaFU0aeo0v9Y5XJ6NyWapf3ADya6S/x7bh8Tz4sAbMah9OIYVBIzvv/+em266iaqqKtLT07n44osDvoeprIzCPXvc+gp373ZeJ40YQcfLLqt1vkKhIHXcOIITmi/vTiAQ1I1wnAQCAQAn736B6rXbnO3QaRMaJQhRbIRX18rtcR1gch0vTn96ewMfPfibR79KreSqx0Z6nWO2Wnls3gKKq6q83veFUGselxQ87/Weq3SCparC6xh/GZLVh/DqUJSnT7NGT4T4dpgtEjP+L5u8Ipujf5UVyAPAwAlSmYMCT0csrUb7+ilj6dTp7Av5WlS5iDK7XA+pr64vwcrgOmZ457ltX/Jn9vYAWlY316SPJS20gUXNBH5jtVp54okneOONNwA4//zzGTZsWMD3qcjO5tNu3TCXl9c6JmHQIIY+9ljA9xYIBE1H2339KBAI/KLyVxcvR61Cndy4t5yb3UX5SIuoe/zGRQe99id1jqp1zrHCokY5TQARPtT5CRRKu5Lw6hDZadLpIdwRAngk2yw7TTUIJsOr01QThUJBdHTrCktrDiRJ4ojliLOtU+jQKRp2grM2d3f9gwJIu+CYZt3vbKagoIALL7zQ6TQ99thj/Prrr03yb+b4ihV1Ok0AEZ07B3xfgUDQtIgTJ4HgLMRWUo69rMYJil1+ME/87g3UcZ4OS7ERKnyMYMqvlK97xkK/el6qVxQbndcX3zMItUaF1qDmvOl9AKg0makym93muDpN7aOj6Bovb6I0ZhN06ENUVSeoC4U1MCdJvtChJBmlLhjOuZAqu4ayLsOgUguVVvKLLWgoASA1QUOPDvKDf+FxO0WnvozQ2B5o9BGy/UB8lJqEaDU9evQgsgG5WC2NVbJSZW+4A1xTdnxSyCTUCvnXW6m5kiqrqeY0r9hPOajh2mAuaDewwTb5QveIFPpGNTyHUOA7W7du5YorruDYsWMEBwfz2WefMWXKlICsXZmXh9VodOurOinXX0gZO5a4fv3c7kd06kSvm28OyP4CgaD5EI6TQHCWUfblIvL/+W+wej/d0HTrQNDoQR79H2+Fl9aAvQG5RJd0rlt+/I8vdrjVa7rptfPRB8mqVuszMvh49Vqs9tpPXbonJnL1YNnudZ+Npizfey2UutCHpdDrkvf9nueVPdvg17lgsxFk1WOw6iEqhI29pzPzwwJMayQgGwVW0viMjpzKfcmFg97LV3HTNefTrQ0li5fYSvi+/HuMkrH+wT6QqEp0q8U0N2MV7+75CbufNZ1i9eHc33NSQGwStDy7d+/m2LFjdOrUiQULFtCrV6+ArLv84YfZ8tZbdY7pfOWVDLj33oDsJxAIWhbhOAkEZxnlP/xWq9MEoE7ynh8zf1/DnCaAhNC676/4apfz2hCqRaN1V39bl3GkTqcJICpIVpyQ7DbKcv13mgD0YclEtx/ToLke/LgMKmt88ZGxLN9ShckifzP1ZKOjEF+IiIgIjG2thKOWowFzmsBRi8mVX7M2++00AcS6nOoJznxuuOEGTCYTV111VUD/De2ePbveMaJgrUDQdhCOk0BwliBJEpLJDBarsy/48vNQKOWjIGV4COF3TPWYa7KC9ZTfolQ4TpB8pUs0TPRS/shqsWG3SdjsdsxWq/On0cNzJmFDwubi3NlsstM0sH0qaqV7emZCeDjndAlEvoCC1IF3+DTSZpew1e5/OrDC6S9M6jsMa3AojJ6IZaUZxSm1vCE9dCgtKopPpXjpg2Pp2jkVjdrziK579+4ktDGFLbtL7laiKpFQZT1edh0YlAb66/q79Vntjr8kJQrOTern0zqhGgNTOoxusB2ClicvL48HH3yQt99+21nI9tZbb230utbqare23er4d6wNDSXdizJfXP/+XvsFAsGZiXCcBIKzAEtmDtlXPoT1qLsQQvz7z6Copwr9vb/AIrmIPVoV/Oeixtnz09sb+PzxP1EM0RFyTSSKG5TE3JAKwAf56+HL9bXOvXnkCIJ1dSf+2yye+TJdznsJfUhi7ZMUSsIS+hMc1bFe+zfvNfLip4WUVdYn2HAbaEFNGSl7v0VHNmzeD0DXUyNK3dWKGTNqAJdffnm9NrRF+un70UXbJaBr2k9JwutUWp4bcENA1xa0TjZs2MCVV15JVlYWlZWVLFy4sNFr2q1Wvj//fE6sXOn1fkhyMpd8802j9xEIBK0b4TgJBGcBlYtXejhNysgwUNYtrJlV5u40AUQbGm/Ponc2Ya62EjEuBoUftYV0ajUaVf0/tiry93j0JfaYij60DsfJD375q9IHp0kmlAPo8F4I12NsaMNPXASenBaOUNWVZCdoM3z88cfcc889mM1munXrxmuvvRaQdXM2bKjVaQIIivUsOi0QCNoewnESCM4CJLMshaftno4qIYbwmyahqMdxsrj4BjEG6BUHN/evfbyvWM2O8CnF6XA0O+jyFSTFGekgrUZjKfaYo1BAnC6M/b+sqHd9U+VJj75AOU0AFqucM9Ojgxatl7A6Sosg1yGFZ9UWcyqiB4U2FoXKUV8oIkxJdJicz5WQkNAkNWXOZk4XMFYIx6lNYzKZuP/++/nwww8BmDRpEp9//jlhYWEBWd/mougZmpJCREf5ZFoXEcHQJ54IyD4CgaB1IxwngaCNU/z2VxS99KGzHfXkbQRfOKrW8YeL4f5fIbMEbC459ee0h1kT/Nv7+5fX8NOsDdjiFWivCUcR4XDUpMfDiCIMhd7xMGvQa/jvo1NY/V4vqstrr6tkKYJs/0wAQKnys6bP0QPw6b+huACAVVIf3rNfTgWO4zYNB+jIGpSY0R6pRuFNfEACFKf67bJC4C3TL2fAgAEN+CraDka7kSWVS8i35WOT6ksUaxh2yc7z277meGU+AEpRtrDNkpuby+TJk1m/fj0KhYIXXniBJ554AmU9L4bqY/nDD7P788+RbDZsFvnlU4/rr+ecl19urNkCgeAMRDhOAkEbRrJaKX79M7c+ZVhILaMdzN0NuzwPbAjz0/ewWmzM+b9VWM02Qi6JQpko/7ip+e4/SKulIn9PnU5TY9AYai+i65UViyH7mLP5jfpc8pTyGumsQ4OjuGU1Cjy/ohpdLoqAQS7qf2crhy2HyfJSeLihRWu9sa/kOH9kb3O2QzUBiDEVtEoMBgNFRUVEREQwZ84cLrqokUmYQGVubq0y47o2pmwpEAh8RzhOAkFbxn5KSe8UYTdNQj+sT51TjLLoHsmhoFNDu1CY0dfPrW2SMyRPZZDf/CqK7WAHhVJBWEwQ4REGLunTG1PlgdqWajQJ3a/wb4LZpVhqbCLVFcFgAwUSKcpCNHbHfQUQp6xH6lqjhfBIUCjo1KkTXboEVvzgTMQquSg7KoLRKrQkqZNIUacEbA+Tzb1S8109Lg3Y2oKWR3IJwQwPD+enn35CrVbTqZMXCc8GYHEpaKsNDSWkXTsAorp2pef06QHZQyAQnHkIx0kgaKMUvfoxFQtXONv64X2Jfe2RWse/tR4WH4STlXLf/yZC3waqX+9ccRQAdUctmkHyKctrt11FbA0BBEmS+O1V94KUCqWG9kMaVzTSYpFYdTCNb9ZOQFpbS5Cf2QTlpW6nQtjPB804x7UmgZxT3QadxLgBu1m3zvFQFRkVxcwXX2yUjWcjRyxHnNfnBJ1DV23XOkb7T2F1GU9s/tTZvq7jeYxO6B3QPQQtR3V1NXfddRcDBgzgvvvuAwhYUeicTZtY+cgjlJ844exLv+QSLpkzJyDrCwSCMxvhOAkEbRBLZg7F//7crU8ZVHuoUlYZzNrg2W/QePb5yncvrQEg6OJwt35vqnjVZSc8+tTaULqe+0LDDQB+XVfBD7uLcCQcWWsZpQK8hPKdDrUrkLvClMdYt26ds62rRxZd4J1sq+zEamjEh6wWfj2xiUqrXG/HoBZ/T22FzMxMrrzySjZv3sw333zDVVddRWJi4IRfNv7rX5xYvdqtTxMcHLD1BQLBmY1wnASCNoi9zOXYSKNGk5JA+F3Tah1fYXYZroQgDUzoCJ2jwFJdQv6hXzFX5ftlQ1LSerQjy9CHh6KqdPyo6RIXT8muMkpqjPWmghfTcbxf+3mj0iifIum1CtQqL4OqjXCqSCo1ldfUGkeoHaDTKhnTU8mOv+TbF154YaNtPBsxKA2U2x05Yqma1ICvX2F1L1J6QbuBAd9D0PwsX76cqVOnUlBQQFRUFN99911AnSYAc2mp81oXHk5oaip977wzoHsIBIIzF+E4CQRtBONf2yn57zfYK6qQKo0UBUfyybm3k9etL9qOKZAP/OB9bpVLOsiV3eFf5zuu7TYzG7+6wGtdpPro3g/od6pRLv9//2Hf5ve48B2f99qdYWLO0jKqqt1rK+WXyIpt/7g+ivMGubw5riyH+Z/Byp8dbZUKPlhS5z6vvvql8/qqq65i8ODBPtt4tlJmL2OdcZ3TUQKosjsKFAcpglArAvNrSJIkZh/8ja0Fh8iuKnT2zxp2F4lBfoqDCFoVkiQxa9YsHn30UWw2G/369WPBggWkpaXVOW/vN9+w69NP3RTx6iN/xw7n9R0nTqANqVtMRyAQnF0Ix0kgaCMUPPUO5l0Hne3F59zIL/0ucTT8EKvTupzKlOZsbZDT1GgUSlR+qKC9P7+Y3RnmOsdoatZaWveH7DSB43SpDk6ePElmZqY8XC1+fPrC9urt7DPv83pPpfB2BNgw9pUe59MDSz36NUrx93QmI0kSN910E59/7gg9vv766/nggw/qVae0GI0svfVWrFVVDdpXoVSiUAXu8ykQCNoGorCFQNBGsBWWuLVLgiL8XiM+2HHidBpTE8mD10dU6igUCt9/PJVW2Ou83zlFw6BuevfO8hL39gVX1rlGeXm5W7tvXz9lBs9SjJLRa78KFf11AaimfIoSU4VH34DoTvSICHwooKD5UCgU9O7dG5VKxTvvvMMXX3zhk6S/1WhsuNOkUtH/vvvQGISEvUAgcEe8ihMIzkAqzPD+Fjha4mhLkkTlsHsAUBh0BI0fzq58JZQ57s+bAr3j6l9XowLlqYMZc1UBO36c4XZfodJhNHanqtxMeaHjoSQ2NZzkrtHOMZVmMyVVVRitFkwWhyBDSlQk4T4+hARHdSZ95D/rHZd10sLcP8opr7JTWOoIyQsNUjL3tjJY/Su4hOdoFHYUn9dY4ISs7MYDL0Bvz7C7yspKfv/9dwoLC6mokB/MzzvvPMLDwz3GtxUyLZnsNe/FLtXtkPpCji3HeX192PWEKx3fNyVKlH44x3WRZyzmnd0/Ots3dr6AGzqdj9aLEIngzMBkMjnFVx5++GEuvPBCevbs6fP8kkOHnNdpEyYw6aeffJ6rUCpRaQIvWiIQCM58xG8VgeAMZO4e+M9G1x4F9BwnN2vkEenVjnpM/pB/6FePPos5jI+em+DWN/mRYUy+1iHkYJckHvzue8ok9+T8B88fR7+UZP8MqIcPfyxh9Xb30wyVErSzX4f8nFpm1cIpAYiarFy5kt9++82jX6lsu4f1NsnGz5U/Y5JM9Q/2EzXqgOU0ufLpgaWcqJLlDzVKtXCazlAkSeK1117jq6++4q+//iI0NBSFQuGX0wSw5qmnnNcqrRa1UMAUCAQBQPxmEQjOQHI8o5JqpXccdI+pf5zdbqU872+sJscxVWn2Zo8xFeUd3NpBYTpGXiXH9tkliTKju9MUGxpCt4R43w32EVfhh9NcOCIEfi3wMroOElOhY3evt4qLiz369Ho9/fsHLsSstWHF2iROU7I6mTBlWMDXBcg3ljiv1QoV5yT0qn2woNVSUVHBTTfdxA8/OFRs5syZwx133NGgtUwu6njdr7suIPYJBAKBcJwEglaIJElU/rSc6k27PO8BP0bfBCpHEdlXS3+m66FtGP/aBkDkw9MJu/4ywFGKKCnUU2W7JlZTOZvmTKQsd1ud41b/fCHgeKj+1+oZdByQiD7IEdKy9Vgme3Lkk54OMdHcc+5YooKCAnJCczzPwtL1lVSbJQDyiuS6THNeSEKnVRBZcgwWnwrRS0p1hODVR2Qs1LAvOzubjRs3kpGR4ey79957iY+PJzQ0FK3W+wnVmYxdsrPXvJc8a56zr526HRcEXdDotRUKBSGKEBT1fRAbgMlmZlPBAWd7/vkzidQJJbQzjYMHDzJ58mR2796NRqPhP//5D7fffnuD1spet47cTZuc7W7Tai/FIBAIBP4gHCeBoBVi2rGfvNtmer23K7k3eTeGOtuGHxcTfnwnpzNuopVGIvx8sV+Q8Vu9TtOxAx04uks+iYhNCXM6TTmlpbzz53K38VqVmpgASvm+9FkhBzI9lfOUCkiIVoPdDi+4fM/UWohu2EnXRx99RF5enltfREQE0dHRtcw48zlqOcqyqmVufWrUhKma5pQoUCw57hazik4lclPONJYsWcJ1111HaWkpiYmJzJs3j+HDhzdoLUtVFT+41FcTyngCgSCQCMdJIGiFWI6cqPVeVlQ7t3aXnP1yw6CBgbFUFOz1a7+yvJ31jinIjXVep/eLJzZVFkc4WVbuMb5/aopfNtRHVr73Wiwj+54SnbBZocilSG//hj14AeTnuxf7jYuLIz4+8OGGrYlSe6lHX7o2vQUs8Y8TlXJopkGlJUgtclnOJL788ktmzJiBJEmMGDGCH374oVFFbY0FBZjLypztTpMmBcBKgUAgcCAcJ4GglWEvr6T8y0XOdvgdUwiZ7BB+sEqwaW8KFDnuPdkhh/TFjkKxFeWH2LnjIQ4tu6zRNkiosOI4LZIUSnLL0tmluRDDRB3nTe9NctcYluyUwwhzXPIJRnfuTLymE0VZOuZkeT6MNxSz2Q4oiDdU8+wAR70qrcpOemgV/AzYXXKewqPg0sbnNcTHxzNjxgxSUlJQteE312bJzG7Tbmd7uH44XbVdCVe1XuVAi93Kypyd7Cs57uz799CG5cMIWo7x48eTmJjIpEmTeOuttxodBpuzYYPzOqprVy6bO7exJgoEAoET4TgJBK2Mgmf+g3H1VmdbnZKIfqBDUWr+PvizSB4bnJaIvo/j7eyBn/6NuepkQGw4qe3In1EPyB3xoO0MWmBD1XE2bDte69zSUg1fLakGqmsd0zAc+TG6qmK6L/9P3UPj29V930d0Oh1paWkBWas1s7pqNYX2Qmc7QhXRqp0mgB+P/sU7e35061M2QQ6VIPDk5+cTG+s4wU5ISGDHjh3ExPigYFMPZZmZLJo61dmO7du3SfLqBALB2Uvb1dQVCM5QzPtc6gspFBiG9XE2D7gIxumlMgbGFGMxOv4YS48FzIYylQ9Fn2rBVhUZMDu80de+v/5BXfvUP0bgpNAmO00KFCSqGx4q1VxklLtLzodqDKSHtn67z3YWLFhAx44dmTNnjrMvEE4TQOFe9xDllLFjA7KuQCAQnEacOAkELYxkt2NcvRVrtuO0yFZYgh0FO9r3w/rm/7FVEwl7HGP3FUKU/Th3m6aRKv1N5ueQGUhbUJB9sj3r1g8lJl1i2KSuzntKpYLUXrHo9LUn3ydFhLPwTzvgyHm65bJw0hIbmaxfUQZ7tsLGlYRgpHevCBjtXTgDgNDwWuXFvWGz2dizZ49bgVtJkhphcOvELJk5ajmKVbJ63KuSqpzXN4XfRKgy1GNMa6CwuoxNBQewS3aOV8p5aA/2nMz4dgMwiPymVovNZmPmzJm89NJLAHz99ddcc801Pp8I5W7ZQsHOunMx813up19yCX3vvLPhBgsEAoEXhOMkELQwpR98T+Gz/3XrWzRgEm9PfAS8CN1dZ32dVOnvetfdFDaNQ4Zz/LLFmm2mZJZDTa5vWhjXTPFfYMFml2sf9emko3cnvd9rOKmugn/c7fj/aeIub5TwQ00WLVrktchtW2NhxUKyrFn1jgtWBDeDNf5jtlm5cdUblJg9i5j1j+5EmLZ12i1w1EO77rrr+OWXXwB46KGHeO2113x2mjJXrOD7c8/1a8/4gQNFmJ5AIAg4wnESCFoY01ZPBbx97Wo/MYm1H6n1niuVquj6CzjVwHpMPo3oNLBhYU+uhzWNfnDJOe7uNAG079y4NWtw9OjRWu+lpqYGdK+WxLU+U23EqmJR0DofNnONRV6dphCNgaTgtisTf6azc+dOJk+ezOHDhzEYDHz88cdce+21fq2Ru3Fj/YNqkDBwoN9zBAKBoD6E4yQQNDP79+Rz9ICcU1JhicOcPgSA0KsvQhEaTKmlM5wqWfTQUIhXZBK6/VbUJVtR2OsRXVAoOaobQK62G13i4xieXr+ktLHCzMd3/4Z5uxGAmUuuZsCEjvXOs9kkdmWYMJllbymnQHa+VI3NojyZLV937QOXXANd+zZyUXfMZrk21JQpU1CrHT8Wg4OD6d27d0D3ainskh0rjr+XEEUIQwxDPMaoUNFB06HVvqUvqJYVGntEpDIxZQgKFAyN64Ze1fYKErcFcnJyGD58OJWVlaSlpbFgwQL69evn09yy48cp3O1QeizaL+c19r3jDuL6969zbnSPHrQbNarBdgsEAkFtCMdJIGhGFi7N5L59qYBcE4n+3cD1OaDSfc4lXaBi5ZPkFf3ldc2O5zxFSr+bACiuquLpRb9jVTrC45LCIzi3W1ev805TXmTkxoFvY65y1EnqPiKZwRN9O9X5v48LWLPDWOv9Rj2D79oMH/1LbrdLg+51PzD5i91udztxGjlyZKPlkFsjSyqXOK/1Sj29dWeWQ3i4LJsH1r/nbKeGxHF5+xEtaJHAFxITE7nvvvvYsmUL33zzjc8FpPO2buWrwYOR7HaPe2kTJtB58uRAmyoQCAQ+IRwngaAZWb3XiD+RUCFaSAyBbQX7ah8T0w1dSAIAx04ecTpN4BBrqI8DG7MwVcnFZVN6xNYx2p2t+2s//dKoITGmET9i9u1wbye1b/hatVBUVOTWPn3a1NbItMgSIlHKqBa0pGFsLzzs1k4LadvFiM9kCgoKsFgsziK2L774IoBfddAyly/36jQBRHX3XfhFIBAIAk3bfEoQCFoYmx0OFELNX/3FyKpfk4s2Ex/meJiIti8hTr0QtVTuNl5vhc0fganCXXr5NIbEoRgjh3Cs0OEAFLgow7WPiqr3tCnrQCE5h2Uxh7CYIG5+/Xzvgy1myDmOzQ5HCxy5THabGlAQbpCYNFD+ahXAkI4S4UVHncV6/aZMtovRF8GoC/xeoqioiMrKylrvl5SUOK/bt2+PUtl2KjSU2csw2U0ASMihlGODxraQRQ3HbJfDPwfGdOaqDv6Jngiah61bt3LFFVeQkJDAypUr0el0fheONhYWUpEli5h0mTKFmJ6OOnbJ55xDdLduAbVZIBAI/EE4TgJBgLHZYeIch3S4B4o05+V1/VUMntSfioK9rP3oVfBUicZmApuXZdJHP8fsIwayzMHw8zKvdozo1BFNHQ8t796xhF8/3OrWd/E9gwiJ8KKCV1kOT9+GvbyUO9VPc1iZ4nY7ojKHGX8+5z7nz1q39p9h54HaP1nz5cuXM3fuXJ/Hny7I2RbYWr2V1cbVHv3RqmgMSkMLWNRwyi1G/rd3kbM9MXkIOpHT1Or48ssvuf3226murkaj0ZCbm0v79v6dEh9fuZIfLrgAm0veYdcpU+g6ZUqgzRUIBIIG0XZerwoErYSMklqcJhdUNivt0hyFYsvy6q5N4o0KQyeyLCF1JhHFhoTUucaauXs8+hLSI7wPPrgLykvIItbDaQJIpMDLpAChUEC0/wV5t23zouVeB77mX5wJHDIf8tofrqw/dLO18XdRhls7MejMCzVsy1gsFh544AGmT59OdXU1EydOZNOmTX47TQCHFy92c5oAwn0QtxEIBILmQpw4CQQBRpKgi201463/IVZ5khCXl+O2gmJAItRYQeb2VDK3g9lYj5dVg9CkYZjDegIOsYj2UVGkx8a4jUmNiqJvSnKta1RXmqkoduQnBYfrGH1NL1J7xDB6Wk/PL6a8FCrKkYASRZjzVrK+gv7h+YSoLFwanwv6i/36OnxCoYBeAyG67pwWm83mVsAWwGqVj/BGjRpVp1pcZGQko0ePbpytrQCLZMEsmbG5nFP21jqEIHRKnfO6tVFirsBWS05LmVmWo28fEkevyLRmskpQH3l5eUydOpVVq1YB8OyzzzJz5swGh7yaXEJnO02aRNcpU4SsuEAgaFUIx0kgCDA7TpRyv+kKtBgdcXYWl5sG+f+lOSe9zjdEpKHt9wQ/79yFxe4eqGdSBFNsS0FaLSvs9Ulux5UDB/hs39p5e3nzhh+d7ciEEO55b6LnQLsdXv8nHNyFBRX3qJ/mkFKua9SzXzwPTe/h875NRWlpKa+99hrFxcW1jpk2bZrfuRZnGkctR/m54mcsbh84OC/4vBayyDee2vwZq3J9O3WdkDyo1cqln43cdNNNrFq1itDQUL788ksuv/zyBq+19d132fnxx8724Ecfpd0IoZwoEAhaF8JxEggCzLGjf9Ob2iW660MflsLm6mQyNV6SnrwQERTk1/p/fvE3JqO8dlRSqPeB2cccIXrAHkW6m9MEEBPeOhyRXbt21ek0hYaGnhUP2/vM+zycpmBFcAtZ4xtFpnKfnSaAGN2ZF2rYlnnnnXeYPn06n376Kd0aKdqw65NP3NrBiQ0rwC0QCARNiXCcBIJGYq4q4Mj6t6gscuSVpOU2Jt9HQUr/W9iQK4ct9UpKQqP27qQkhYczolP9hWpdsVnltYdc2pnpL53rfaDLaZctPBpORUwlx6oY0tPAFefV4nA1MzabbGdKSgqRkZHOtlqtZtSoUW1KLa82JElWzktVp6JX6Oml69WCFtWPzeUzFq0Lo3tEaq1j00MTOC8psMWPBf5hMplYsWIFEyZMAKBTp06sXbs2IC8m7C6htRM++YSIDh0avaZAIBAEGuE4CQSNZMdPN1J0dIWzXdOdUJiVxC53zzcyjBpA6FTHw4ckSSzbu49jRcUUatrzzYZKXKvg3nLOSCJ9PFUqzC5n5oVzOLrTexjgaewxUZgmjGVFWCgr3jMBmV5GaUH7oeNSTjNhzIBgbrk8wid7fOXIkSN8/PHHdZ4c+cK5557LsGHDAmTVmUGZrYyfKn6iyC7rvo8LGkeYKqyOWS3LsYo8Ht/0KScq8519vSLTeHHQjS1nlKBOsrOzufLKK9mwYQO//PKL03kKhNOUt3UrBbscp9ua4GB633xzo9cUCASCpqBRjlN1dTV6vRfpYoHgLEGS7BQdW1XnGFWVmrDd7optkRPGEtXnBgAyi4pYsVWS859cUCuV6P0oyvrX/H31Ok0A1q6dkMIadmIUFhL405t169Y12mkCCA5u3aFpTcEhyyE3p0mJEq2idct1/5611c1pAgjX+hdyKmg+1qxZw1VXXUVeXh4REREBX3/35587r+0WSx0jBQKBoGXx23Gy2+289NJLvP/+++Tl5XHgwAHS09N55plnSEtL45ZbbvFrvf/+97+8/vrr5Obm0rdvX/7zn/8wZMiQWseXlJTw1FNPMX/+fIqKimjfvj2zZs1i4kQvye0CQYApyFhG/qFfsdtOFRaVJJC8q4GdJrKkK7qBsoiCpn0SYTfKSdQWl1CzMIOemFMy4iqFklGdO2LQ+v4QbKmWw10SO0URFu29Zs/x5DCngHh6kgadtsZbY3M1nDgqt9t3ApWa1AQNFwwNvHPiqoDXrl07NBr/ajYBpKWl0aNHy4tVNDdWyT0XbmzQWPTK1v1Cy2STH47bh8STFhLH1em1hIwKWgxJknjvvfd44IEHsFqt9O7dmwULFtCxo3/hwfVhra52Xg+fOTOgawsEAkEg8dtxevHFF/n888957bXXuO2225z9vXr1YtasWX45Tt999x0PP/ww77//PkOHDmXWrFlMmDCB/fv3ExfnWbfFbDYzfvx44uLi+OGHH2jXrh3Hjh1rkjdgAkFNCjKWseW7SfWO+119L9W2cG5c9SnaAgO9N/xVZzjLpiNHnddDO3TguqFDOLg5m3fvWMLH2fv4mCU+21hdIddAmTTzPJblR3E8z/MNboVRAosjJ+bJm6JJb3fKOdu9Bb77AMpKwFrm6BtzMdww1mcbfEGSJL755ht27tyJJEkYjbKYxq233kp8fN3y4wKZvea9zutLgy8lXdu66t78dmILnx1YStWplw0AVVb5+p99ptAnqnXZLACj0cjdd9/N7NmzAYcy5SeffBKwU1271cqS66/nxMqVmEpLnf0dL7kkIOsLBAJBU+C34/TFF1/w4YcfMm7cOO68805nf9++fdm3b59fa7355pvcdttt3HTTTQC8//77LFmyhE8//ZTHH3/cY/ynn35KUVERf/31l/ONdFpamr9fgkDQIPIP/eLTuD/U96Co1vPQpp9RhgbXmwOw9rBc4NNw6nO96D+bOLw1t+HGAnuK9ew4aKp3XJDeJfTul+8hu0a+kyHwIVTZ2dmsWbPG6z2dThfw/doyJfYS57VO0fq+d58c+JXsqtprlQWpW/fp2NnKwoULmT17Nkqlkn/961888sgjAVWnPL5yJfu/+86jXxPaOkRnBAKBwBt+O05ZWVl06tTJo99ut2PxIzbZbDazZcsWnnjiCWefUqnk/PPPZ926dV7nLFy4kOHDh3PPPffw008/ERsby7XXXstjjz1Wa40Wk8mEySQ/PJaVlflso0BwGrOxiMwtH9Q7LkvqSWgZ3LDzGzSdUom4e1q9c7Qun91zOncG3E+OotuFolL7l1fUc3QqIe0iYG85AJFhSrRq94cepQLGDgwmIdrlx0C1i4x6dBzEJsLoi/za2xdc/03q9XqCgoJQKpUMHjxYnCD7iV6hp1pyhDolqlufhLPx1OmSSqEkVi/LiStQMDy+Bx1DW5/NApg6dSqbNm3iwgsv5Pzzzw/4+haXgtW6iAj0kZF0nTpVqOkJBIJWjd+OU48ePVi9ejXt27d36//hhx/o37+/z+sUFBRgs9k8QnLi4+NrPbnKyMjgzz//5LrrruPnn3/m0KFD3H333VgsFmbWEhf9yiuv8H//938+2yUQ1OTHvXYqf76YmBr9xxW9OaQcwRX7lmIvr0RdrqH/xJu5+f4U4H6f1q4wmSisdCjohWh0/GfKQkryKsjNKHGOeXPjLUTXVmupDj6YL4stzLw1hj6d6nizv/pXWPmzo3YTgEIJ//rC7z3r4/fff2fz5s1ujtOIESO46qqrAr5XWyfTksnG6o1OpylCGYFS0bKy68uytjL3yCq3ws1lFockY5whgu/Pe7qlTBPUgyRJfPTRR1x11VVERUWhUCh44403Gr3ummefJWPxYnCRyweoLilxXg957DGGeokyEQgEgtaG347Ts88+y4wZM8jKysJutzN//nz279/PF198weLFi5vCRid2u524uDg+/PBDVCoVAwcOJCsri9dff71Wx+mJJ57g4YcfdrbLyspISUlpUjsFbQdJgnf/2M+jZs8inXtU4/jV/hi3LdoIOGoH6a6q6V7VzXqXML0qo4mjSz1lwTW6hhWatbs8pyjrCrGxmGHO/xz/P40fghS+Ulpayo8//uhWbwhokBCEANYa13LSJisoqhUtX13i37vmUWHxXvxZpxR/z62Vqqoqbr31Vr755hsWLFjAkiVLAlL7rHDvXta/8EK949QG7yI2AoFA0Nrw+zft5ZdfzqJFi3j++ecJDg7m2WefZcCAASxatIjx48f7vE5MTAwqlYq8vDy3/ry8PBISErzOSUxMRKPRuIXlde/endzcXMxmM1ovD3s6nU7kTAj8wmqupPDIMkyVJ5Ek6G30VuMIjtiGMX391yh0js+dtkdHgi8Z49delWbZWdHlys6NWqtCrVEy4bYBhEU3LMfI1XGqMzXBYpGdJoUC9EEwsf4QQ38xGo1Op0mhUKBSqYiLi2Po0KEB3+tswCTJp3YGhYGBuoEtaI0DV6dJq5R/vQSp9Vzb8byWMElQDxkZGUyePJm///4blUrFxIkTA5bLVO1SYkChVKL08pIkpndvuk6ZEpD9BAKBoKlp0CvKc845h99//71RG2u1WgYOHMgff/zBpEmTAMeJ0h9//MG9997rdc7IkSOZM2cOdrvd+TbswIEDJCYmenWaBAJ/kew2Nn9zCaXZm5x9F3oZ12vkOywYfVr96U4vI+pn+/HjLNi23dkuW1rivP765MMEh/uRNL9tHaz5FavVzheFAzlQHcNRcySny/Eqv3sfDPne59pc5Kx7DICHXvJ9Xz84ceKE83ro0KFMnz69SfY5G7BIFkrtDiUyg8LA7RG3t6g9VruN2Qd/c7Z7RrTn/VEPtKBFAl/47bffuPrqqykuLiYuLo7vv/+eMWP8e/njjSNLl7Lj/fepzMlx9g148EHO/fe/G722QCAQtCR+O07p6els2rSJ6Gj3gp4lJSUMGDCAjIyMWmZ68vDDDzNjxgwGDRrEkCFDmDVrFpWVlU6VvenTp9OuXTteeeUVAO666y7effddHnjgAe677z4OHjzIyy+/zP33+5ZPIhDUR3n+bjenyRsKk5K49t7cKd+x2e18tMpdVa6qRD5BUKr8CJOxWuDT18FYxQZFX77SDPAYos3YCdIJL5NroGq6cK9ff/1V3qYWMReBbxwwH3Be2yRbHSObhw35+/j8oPwyTa0Uf7+tGUmSeO2113jyySex2+0MGTKEefPmkZycHJD1f5kxg6oa0SQqEZIrEAjaAH4/JR09ehSbzfMXtclkIisry6+1pk2bRn5+Ps8++yy5ubn069ePX3/91SkYkZmZ6RZnnZKSwtKlS3nooYfo06cP7dq144EHHuCxxx7z98sQCLxSVXy43jEh5hTUqY1TArPZ7W5hetajZiz7HUn+F9zaH0OIHyeoFjMYHQn4xQpPEYn+9r10kHz4t6kPglEX+L5vI6iryLWgfqqkKud1pCqyBS1xUGwqd2tfkjqshSwR+EJZWRnvv/8+drudW265hXfffRe9PnCy8DWdpuCEBLpdfXXA1hcIBIKWwmfHaeHChc7rpUuXEh4uy8rabDb++OOPBtVUuvfee2sNzVuxYoVH3/Dhw1m/fr3f+wgE3rBm5bH709/51t4ZpfIIo9W3ut23oSKTQXQ7sQcFEuHdhtPjgY/8zgGw2+38sW8/xwod9WxsLgIJ1mNmSp7P5cI7BnDLG+Nrd5p2bca44S8W5HbkeHWI3C9JoJoBwPGgdDh1cHXfpCDGD9QSYhgJjKzfSI3W8aeR5OXlsXLlSqqrq936i0/lO6hUKjqfkl1vK9glO3+b/nYTa2hKCm1yXaTB+sF+z99ZdIRfT2xyU79rDMcr5TDQB3tO5sLkQQFZV9A0hIeHM3/+fDZu3Mjtt98ekJymsuPH2frOOxgLCpx98QMHMmXZMrQhISjVLS9eIhAIBI3F559kp/OQFAoFM2bMcLun0WhIS0vj3yJ+WXCGUfjyR7wqjeGvrkO5wfQF1HiOrCKCbys+5JPvbwQgfvZDaIP8U84D2JmVzdcbNnq9Z6+0A6AzaGp3mqoq4b/P85ttOB+re3veV6U7/u9S79YQqickOsRzbBPz3Xff1VkMW90GH6COWo6y0riyRfZW4KcTL9l5estsimqcEgUKvUrkm7ZGlixZQmFhoTO3sH///n6VEKmP1U88wd6vv3brU2m16EVdNoFA0Ibw+QnGbnc83HXo0IFNmzYRE+P/w6NA0JqwGIspK/4bVXo30m0biJcOeow5phzAuF3LAFDFR2MY1bAHjcLKCu837BKmjY46TsMnd619gYpSsJjJU0X5tF94iJJB3QMXeuMPRUVFdd4fPNj/E5LWTrm9aZyQ+ghRhNBO086vOVa7vcmcpnBNMENi6/gcC5odu93Oiy++yHPPPYdGo6Fv37707ds34PuUHTvm3qFQ0O2aawK+j0AgELQkfr/6PXLkSFPYIRA0CRuyYOVRkGr0R5z8nvb7bkPR28YN/Ox2UuPK5POeJvmKGOBCNGntUGjc/8kUV1ay9nAGRpd8JW8cK5SdiasGDiDREsKWXw6x4uOdmI45HKdeo9tD5iHYupZKEyzNSaLQdOrtvcUCqsnsUMgPpY9fBt1cn5mDgiE4DICEaDVaTWAkhX2lqKiIDRs2UF7ueCg3GAw8+uijbmM0Go2HsExrR5IkDlsOk2fLq3VMnlW+N9IwknRNenOYRrgyHJXCPyGG0wVpAbqHp/BU/2sDZk+CIQqdSogAtBZKS0uZPn26M9T+1ltvpXv37g1eryInh92ff46ptNRzL5dngxk7dxIUE0NwLaVFBAKB4EylQTEzlZWVrFy5kszMTMw1HhiFwp2gtZBfCdfOB6vd897zxldQ1IzLq0Gn0c+QPrju2jifrl3HTj9FUcINBv572SJOHpMfPnRBGofIwxuPQ1UF36gmMUdV4829qotbM75jHKmdW+ZUyRuff/45Bw/Kp3ZKpbLWmmxnEtm2bJZULvF5fIgihCgfTwZbgg/3yV+LTqWlfUh8C1ojaCr27t3LpEmTOHDgADqdjvfee8+pWNtQfr/jDg4vWlTvuOhu3UROk0AgaJP4/ZNt27ZtTJw4kaqqKiorK4mKiqKgoICgoCDi4uKE4yRoNWQWVhBuLfB6L0LK8drvSmhsz3rH5Hp581oXGpWKTlGxbk4TwMCLOkJ5KVQ5QvqOK+p2OMJDlHRJbV25JDWLWffsWf/370yg2FZc/6BTqFH7HTrX3ORUyaefA2PalkiHwMGCBQuYPn06FRUVJCcnM3/+/ICEyBbt31/vmPbjxwunSSAQtFn8/un20EMPcemll/L+++8THh7O+vXr0Wg0XH/99TzwgCh4KGhZJAnWZELuxlcJOfwqr0jW+icB2DWoTsnxqrXBJPa8mrygvmzfvafOaVUWCwBBWi33nXeuF4NskLEfShwPqykaJdoNfzhvd0jXc++D7ejcVQ1rljr7y4Ni4ZQo3cyLKgg3nAo2DA1HERlDl1QtBp0ftZ6agbKyMgDCwsK48847ad++fQtb1DjyrHlkW7PJteY6+wboBtBB06HWOTGqGPTK5jsFPFyWzdaCQ37Nya8ucV5f2/G8AFskaA3s3r2biooKxowZw/fff09cXFyj1svZtInsv/6i+pQypiYkhMleTp7UOh0JotSAQCBow/jtOG3fvp0PPvgApVKJSqXCZDKRnp7Oa6+9xowZM7jiiiuawk6BwCf+PAL3LyzgDeNLKD0ym2qn47HL6fThbGd7y7FM/vP7nz7PVyuVdE/0ckq05jeY/aZb1/ESA+AoUhtclUfXHX/ADvdp26tTnNc9z+lCTETrfoObkyOf4KnV6gaVJmhNlNhK+Lb8W4/+SFUkyZrAFAltLIXVZdy6+i2sraAArqB18eSTT5KYmMj06dPRNLLwbNH+/XxdwxlSaTSkjh3bqHUFAoHgTMTvV9YajcZZlDYuLo7MzEzAURfi+PHjgbVOIPABSbJjsxixWYzsyTMSa8/wy2kCCOs51K2dWY8yXE06xcV6v3Hcs6BuVqnBeZ1dZvC4DxCtl3MHI8P8S/5vCVyLX9enqncmUGDzHuKZqG5c4eNAcqwir1FOU5fwZDTK1v/ZEtTPzp07ufLKK6mqcgh/KJVKbrnllkY7TQAnd+zw6EsaMaLR6woEAsGZiN+vsfv378+mTZvo3LkzY8aM4dlnn6WgoIAvv/ySXr16NYWNgrOcvflwqJY0E+WRz1HtegaF2fGw3gV4wo+1ldUqUiKnoLz5ejZkyKpQWcUlzuuLe/ciJar2ZH+9Rk3PpCS5Q5Lg0G4oLoQ8F+GISdM5pEpj+eIyrEccBUO7XRDD8jGXuS8YFIpphQ6QCNIrUCmbVx2vLo4fP+6RywSQkZHhvJ48eXJzmtQkVNorndddtV3poOlAnCqOSFVkk+5bUF3KjqKM+gcCR8rlEMJR8b0Yl+S7VL5WqWJQbNeAFD4VtCzfffcdN998M1VVVbRv354333Q/4bZUVXHs99+x1ihI7SvZ69Y5r3tcfz1dp06l/fjxjbJZIBAIzlT8dpxefvllp9zwSy+9xPTp07nrrrvo3Lkzn3zyScANFJzdrD4G1//o/Z5OquAt44MosNS5hkKhYtwjOViO5XB8zI1gl2X2FDYFIUvu57F5C7BJ3k+puiUm0LudHwn/y36E7z7w6F6nG8xTC3SOxgWnhgLLvNZNddgSYmg9eUzbt2/nww8/rHecSnVmn2IY7UZWGFc427GqWLpqm742Uam5kqv/fBmTve7PszfSQuM5v13gipkKWj9Wq5UnnniCN954A4Dx48fz1FNPeYybO3482X/9FZA94wYMoOOllwZkLYFAIDgT8dtxGjRokPM6Li6OX3/9NaAGCQSubKlD/C5KOo66HqcJQB/eHpUmiKpth1CawTVCVRGk53iIrlanSalQ0M7fyveHdnv2aXXsLg3HqfjgIx2TW49ynuupUl0kJ7eOHKCGctJ20q0do2qeYt8Hy7Ia5DQBdA5r3Up+gsBSUFDA1VdfzR9/OIRmHnvsMV566SWvLy0C5TQBxPXrF7C1BAKB4EwkYBnnW7du5dlnn2Xx4sWBWlJwliNJsCtfbl/bCzqdipgz5MwjeseMetdQaUPoNu5lx3pWOR8k+LJz0Q/tg2VkH3aZjM7+vinJ9EhMhOoqKCuhW3gIUSc885Tq4kQRFCpO1VwacT7og6iIas/+bUbAERql3rWPrl1CGHNNr9NdHgTplIzuH+TX3k2BzWbj6NGjFBfL8ZJjxowhNtYzrys5OZnOnduOxHWSOolUdWqTrX/SWEJWlSOf6lBZtrN/UEwXhsf5Vqg0NSSOIbFNfyImaB3s3LmTSy+9lGPHjhEcHMxnn33GlClTPMbZzGZyN21ytkNTUxn00EMN3je2b19ShCCEQCA4y/HLcVq6dCm///47Wq2WW2+9lfT0dPbt28fjjz/OokWLmDBhQlPZKTgLeXo5/O5yyDGhI4xNA0t1Cct/u8Wr/MM5d+50a+vD2qFUnTq1scrS5EHnDqFgwjBeWvKz22lTl7g4JoQb4J1/gs1HKXMXflUO5zX1TXA6J3uT93Gqw8eYfNtQzhsX5vcezYkkSbz++utOEZjTDBw4kE6dOrWQVU2L5PLJSlGnNFke0LaCQzy4/j3sXj7JPSJSmZo+pkn2FZzZREREUFVVRadOnViwYIHX3GJJkvh66FBObt/u7AtJTGTggw82n6ECgUDQBvHZcfrkk0+47bbbiIqKori4mI8//pg333yT++67j2nTprFr1y66d/ftDalA4AvLj7q3O0Q4/l9ZeBDJ7unUaIPjCYqsvcaO64mTQqNmT06OR4heQng47N3SIKcJYKPCB4EUux1FWTntukY3aI/mpKKiwsNpUiqVxMQ0T/haS+DqOCn9Fx71mY0F+706TQApIY2ruyNoW0iS5HTgU1JS+PXXX0lPTyeiljDiytxcN6cJILKrOJUUCASCxuKz4/T222/zr3/9i0cffZR58+YxZcoU/ve//7Fz584zPqdB0DrIq4AKlxQPi6zhwJeToH1EXbMVdDrHMzHaFcliw65UUBQdhqSQKHdRmRrYPpWB7dvTPyUZ9m6QJ/UbBgm+h2qVbUuHUxFt56UbMUSGcnxvAXvWOKT6EztG0i0Rxn45kS6Dk+pYqekoLy93yhbXR0VFhfM6NjaW/v37071791of2NoCUi35bo2hyFROhcXo1ldmlpX7xiX1J8HgUOxLDYnjfD8U8gRtm7y8PKZNm8aDDz7IpEmTABgwYECdcypcygNEdu5M79tuo9eNNzahlQKBQHB24LPjdPjwYWcc9RVXXIFareb1118XTpMgILy1HmZt8H4vLhhGt5fbFfme4gvnPnAEbVDdpyC5r3/Ce49NpTQyFCpPwm5ZBGBUp470T00FUzX84KIOOeRcGOJbyNTq7VVs/VOu//PX/y1BWeF4OD4t8XDDnZdx/o19fVqvKVi1ahXfffddg5yDxMRE54NbWybHJiuSBCJM74cjq3ln949uJ1k1uSx1GANi2k5umCAwbNiwgSuvvJKsrCwOHTrERRddhE6nq3POmmeeYf2LLzrbMb16MeTRR5vaVIFAIDgr8DkOxWg0EhTkSFRXKBTodDoSE1tPMUjBmc1P+2u/1y7UvS15KfpZn9MEcLxLssNp8kJ0SIjjImNvjRu+h0yt2Op+iqOoNnmMiWsf7vN6TcGWLVsafKISVUctq7aEzeXzZWtEgdnT/JG9rU6nCSDOENHofQRti48//pjRo0eTlZVFt27d+OOPP+p1mgD2zpnj1g5r376WkQKBQCDwF7/EIT7++GNCTj1gWq1WZs+e7ZHrcP/99wfOOkGbpdyE26Pk6bA8rQou6yL3B2nghj5yu/DYSvb8+oDXNY1mc52PpyadLO2dGhVFSpQjNKpbQgKpp52CKjl8ivBISO8m22iVMFm87yBJEsYqOS9Ku3wtwyamExKpd/Z1HdqO3mNb9iHGYpFjIYcMGYJS6du7k7CwMM4777ymMqtVYJfsWLC4OTlJat/DKU02CxYvuXdWu+x8XZg82O2eAhgS243kYE+FQsHZiclk4v7773fWTJs8eTKzZ88mLKx+IRmL0YjdRQRn6JNPMuAB7z8vBQKBQOA/CsnH189paWn1hq0oFAqfa720FGVlZYSHh1NaWurTLyJBYLHZ4ep5sDHb+/0oA2y73fs9U0Uuq/7XE7vN/SQnLHEgqxOeYk9OHUWfajC5fz8u7+cSMme3w5tPwr7tct8l18Kk6QBs2G3kxU8LqDT6dlqj//IH/rfuetJ6tZ4k/82bN/Ppp5862//5z3/O+GK1gaLUVsq8inmU28vd+q8KuYp2mvprJC3OXM+sXQvqrcO0+pI3G2WnoG1TXV3Nueeey/r161EoFLz44os8/vjjPr3g2PL226z65z+xmc0ABMXHc3dublObLBAIBGc8/vgGPp84HT16tLF2CQTsPFm70wQQU0fZotKcLR5OE4BVafDLaQIINxjcO04ccXeaAMIinJdL11X67DRhtaGyWgiv64tpAdauXeu8NhgMTSazfSZy2HLYw2kCCFL69ne48Ni6ep2mSG1Ig2wTnD3o9XqGDBnCvn37mDNnDhdddJHPc3e8957TaQIIjo9vChMFAoHgrCZgBXAFAl9wVcpLDoWOLmkzBjXMaLee3b98jdVU6jG3usy7xxXaZRqcSk2KDgkmMdx7HpFxzTYwm4mrNDPs+mvdb9aUHz9/Mgwf52xabbLT1LezDq1GdjpK8io4vC0PAH2QmhSphMn/nUBkQut6ULbZ5JCxG264wecwvbMBG/L3JlYVS5AiiDRNGpGqSJ/mWyXHB1uBgsGxXTzua5UaJrUfHhhjBW0KSZLccojfeOMNHn74Ydr7mZtkOxWGq9Ro6HjZZY0qdisQCAQC7wjHSdBsHCqCq+bK7Ys6w9PnyO2q4iOs/fgSyq3VnpNrYfjN68iRYmHvUgCGpKUxbfAgwPFAcvL256hcuhYkCana8TY2uFsM+mdvh5JCeSGXiNU3Up7mz/Xtsa8rAooAR37TaZ6+OYbocEeIm8VkZbL+A05nMt302jiufHS8z/Y3JXa7nU8++YRdu3YBjrzE03grmnm2UWgr5JeKXyixl2BH9uiH6ofSUdux3vnl5ir+ueljDpSewHwqt0mjVPHvoXc0mc2CtkV1dTV33XUXR44c4ffff0ej0aDRaPxymiRJ4pcZMyg9FSavi4jg8h9+aCqTBQKB4KxGOE6CZmN+DcG68BoCUcXH12L3w2kKje9DWHxvTmTLYXoql1MU8+7DVPz4p+e8JAnyvYf25RLNz3mpUIvMhFoFeq182vR3jSq9IZE1QgBbkMzMTLZt2+bRr9frxWkTsNe0l0J7oUe/XqH3MtqTVXm72FV81K0vRNN6/v4FrZvMzEyuvPJKNm/ejFKpZPXq1Q0SYCnav589X37pbOsjfTslFQgEAoH/CMdJ0GxUu0TDJYbA1J5y21yVT8Zfr/u1XmKPqQDYJPm0wNVxklzkwJXR4agTYlGGBqPrroYT+xw3klJBJf8zMIV2g0OO69AgJXFRsniCSqngouHBBBvkPUxG9xC/UVO6+/U1NCWuCnohISFERESgVqsZM2aMcJwAK/LfXYQyArVCTbI62WclvWqr/PmKN0QSowtjWvrYQJspaIMsX76cqVOnUlBQQHR0NN9++22DVSutRvfCymP//e9AmCgQCAQCLwjHSdAsGC3wyXa5/b+JEB/suJYkic3fXEZV8WG3OfrQdiT1ud6tr6C0lN0ZGRQok/l9mxa2/heTSg3aU6cE87/C+uYTAKgkidTzHScAyjANqkg7UA4nS5zr2R56lTcWSew46DjpsuQDp/JdRvY18M8bor1+PTmHi/jP7Us4tlMuonvjv8YRHO7baUVzUFAgF+MdPnw4kydPbkFrmh5JklhuXM4xyzGfxlfb5dPNCcETSFAn+Lefy6nknd0u5vx2A/yaLzj7kCSJWbNm8eijj2Kz2ejfvz/z588nLS3Nv3XsdpbedhuZf/6JzSQ78H3vuouOl1wSYKsFAoFAcJoGOU6HDx/ms88+4/Dhw7z99tvExcXxyy+/kJqaSs+ePetfQHDW8edR93awRr42lhyl/OROjzlBUR3pPPoZt74F33/LnrDete4Tggm1zjXM7tTJis0IBe5vZlEo+fu4kqXry7yuZdDVrjq39KNt/F3jizKEaL0PbiEOHTrkvHY9fWqr5Nvy2Wny/Bz5glbh/9+dzSUvTigUCnzhqaee4pVXXgFg+vTpvP/++xhqKnz6QNZff7HLpbTAabQhrUuQRiAQCNoafsfrrFy5kt69e7Nhwwbmz59PRUUFADt27GDmzJkBN1DQNih3URFXKqBLNNhtFnL3zufQ6he9zontdLFHn9Eqq5+FmY2EmeQ/3YtyGZSdic2M+x+bCik4DMIi5T+RMXDZdVRJ8gOzXqcgMkxJZJiSbmlaLhlV+0NIVZn8BYVGGeh3fodWFaYHoNXKX1vnzp1b0JLmwSzJUsxq1AQpgnz601vXm0il/3khriXwlAjHSVA/119/PZGRkbzzzjvMnj27QU4TgLlMftmjCQ4mKD6epOHD6X3rrYEyVSAQCARe8PvE6fHHH+fFF1/k4YcfJjQ01Nl/3nnn8e677wbUOMGZy+58+Pc6KDp1yFNQJd97+TxQKGDXz/eQvWuO1/m9L/2ExJ5Tne2s4mK++3ERR06FRykkO09/+B3lmVa0PTuRsuIzv+z78udSNuw2UralxNl3/YVhXDvBu5R5TXatynRev7jsOjr2T/Rr/+YgO1uWb4+KiqpjZNNRZa9ijXENxbbiJt/L1XHqq+vLqKBRAVk3z1jMe3sXk1tV5NZfYJIfXpUKkTMm8M6JEydITk4GoEePHhw5coTwWkom1Efuli38NXMmJS6nyUMee4zhzzxTxyyBQCAQBAq/HaedO3cyZ47nw25cXJxbToXg7GbWevjjiPd7OjXYbWZy9sz1el+hVJPUa5pb38Idf/O3S06Jxm5HOlVbSaH3L8zqSLaZzxZ71olyrc1UH9kH5Ydorb51pgqWlspfY0uJQew172WveW/9AwOMWhG4v5MFR9fyR7anOqErOpWmzvuCsw9Jknj11Vd57rnn+O233xgzZgxAg50mgLXPPsuRn39261PpW09epUAgELR1/H6aioiIICfHU8p527ZttGvXLiBGCc58imtRFe8dB+PSHI6TZPeedxPVfqxHX4VLAjTAhEO7qcqzoQwPIfz2KX7ZVlZp9+jrkKRhdL8gn9eITQlzXid3i/Fr/+Yi0kWWOC4urkVsMNqN9Q8KMBHKCLpquwZsvVJzZZ33+0al0z+6U8D2E5z5lJeXM2XKFJ588knMZjM/13B2Gkp1obt8fnSPHnSd4t/PP4FAIBA0HL9fy1599dU89thjzJ07F4VCgd1uZ+3atfzjH/9g+vTpTWGj4AxkkxwlxqF7QaNyv1+Wf8JjTrUhjarw/hwIuozl73zkJid+LNwAWsfH9X/r5hL04WJ41X+7isps/HeuHDZ29fhQbp/smd+y+ZdDLPtsO1aLp5MFUJTjyO0LiwlqMWEAi8XCb7/9xokTnt9LgKysLOd1Q22stFeyqXoTFfaKBs0vsMmn0FeGXEmyJrlB6zQ3G07u4+fjG7HYrRwok7+Pn49+lPSw1heWKWg9HDhwgMmTJ7Nnzx40Gg3vvvsut99+e6PWLD16lI2vvkrOhg3Ovn9I3mvNCQQCgaDp8Ntxevnll7nnnntISUnBZrPRo0cPbDYb1157LU8//XRT2Cg4w6iqcZDk7Zn97y3fevT9GnIrRiKhsApCtY4/XlA24nlh3p/lHDohG6hSehpntdh4/doFVJbUX4xXpW653JadO3eyZMmSescpFIoGO07bqrexw7SjQXNrcqbkAVntNp7f9hVlliqPeypR/0pQB4sXL+a6666jrKyMxMRE5s2bx/Dhwxu97rrnn2fXZ3Iep1LdOsODBQKBoK3j909frVbLRx99xDPPPMOuXbuoqKigf//+Z4Vql8A3yt2j6vDmW1RXe55gGJUR9a498uQR6lAJr5fCUptbe/QAz/A8c7XVJ6dJqVRw4e39G25MIykpKfFp3LBhw9BoGpaDUynVHabmK3GqOOJV8QFZq6mxSjavTtOA6E6kBrdMyKOg9bN+/XouvfRSAEaOHMncuXNJTAzM6WSFi9ALQN877wzIugKBQCDwD78dpzVr1jBq1ChSU1NJTU1tCpsEZzg2lxOhnpGFfP7XAc8xxcW4ZsRpbNE8c8ARv2/8awe247kAJHz7OurEGBQHd6Kd+z9CrGbQ+S/hezzPwpK1Few5Int1Hz2ZQMdk91Otk8dKmPf6Ome71+hUHvvuSq9ravRqQiKaPzHbbDazevVqtm2TBQuuvvpq+vbt6zFWpVIR4mNtlwJbAXtMe7BKVmdfrjXXeT01dCphyjBvU+slSNFyIY11UWKu4Mejf7kp5FntsnPdO7IDLwycgVKhIFIX6m0JgQCAoUOHcvXVVxMdHc2bb77pVg6gsRQfPOi8vjUjg4gOHQK2tkAgEAh8x2/H6bzzzqNdu3Zcc801XH/99fTo0aMp7BKcwdhdHKf88jKW7/d0nHpWVLo5TtoMKyz6EQBXtygqKR5NiBq+fQekU/lGqhoJUz7w2peF7M4wu/XptJ4P8u/f9ysbF8kPKVqDhsiE1lVUcv369cybN8+tLzg4uFFqXQC/Vv5Koa2w1vtBiiCClcGN2qO18eXBP/j+yMpa7+tUGqL1DXMWBW2fffv2kZSURFhYGAqFgi+//BJ1E4TRlWZkOK8N0dEBX18gEAgEvuF3wH52djaPPPIIK1eupFevXvTr14/XX3+91gR1wdmH3YccJI1UfyicbkB31MnxUHRSdpoABp3jt03Z+Va3dqdkDUkxng84eUdKnNcKBYy4opvfezU1hTWUtYKDg+nSpUuj1y2zldV6L04V1+DTptZMTlXtjqICBaMTejejNYIzifnz5zN48GBuvPFG7HbHz6emcJoAQlNSnNe6sLb371AgEAjOFPz+KR8TE8O9997Lvffey5EjR5gzZw6ff/45TzzxBKNHj+bPP/9sCjsFZwAWm421h44yZ08wkABAkFbN/13miPuXjNVU/bmB8rzfKbEuc5urTo4n+c9P5Q6VEm23Do7wLldHrM8QmP6A37ZZT0VfxUWpePmuWNonarDb7Kz+fi9Z++WH55I8Oafns+MPENOudTykVFdXs3nzZkpLSzl8+LCz/7rrrmPw4MGNCguqslex37wfCw7RjHBlOBcHX+y8r1AoiFJGtcpQO184WJrF2rzdSHh69McqTjqv3xp6J+Fa+UQtXBtMnCGiOUwUnEHYbDaeeeYZXnnlFQCKi4uprKx0KwgfaMqPHwcgOEA5UwKBQCBoGI16PdahQwcef/xx+vbtyzPPPMPKlbWHvAjaPisPHOTVVaUcrO7o7FMpFbSPjgKg6F+fYHtjNjm37oIa/ohCp0XXuxaBkSyXSrpxDasVZj2VeGXQKUlv53Ay/vx6N29O/8nreH2wptU4TQC//vorv/32m0d/XFxco3Mpllct55DlkLOtRk2sOrZRa7YWqqwm7vnrXYw2U71jO4QmiLA8QZ0UFRVx7bXXsnTpUgAeeughXnvttSY7aQIwl5c32doCgUAg8I8Ga+uuXbuWu+++m8TERK699lp69erlkzSyoO2SXVJCpc09z2Zwoiz9bd5/FABriGfh29BkT2EDJ64y1uUlDbLNdirST+2SHpW5J7/W8f3Ob13J17m5uR59QUFBpLiE8DSUIluRWztF0/g1Wwv51SU+OU3poQlECfEHQR38/fffDB48mKVLl2IwGPj666958803m9RpAih3CYOv9FJ8XiAQCATNh98/8Z944gm+/fZbsrOzGT9+PG+//TaXX345QUGess6Cs4d9+Sa+2QWV9ghn35PDy7itfzKVv/2FNScfy9EsR7hUDXddH9yOztNeq33x8lL5umsfv22rqLJjtjhOnFzrNh3cJD+E3PivcXTo45Ca1gVp6D6idTkPRqPReX3zzTcTFBREhw4d0OsDq+o3NXQqCaqEgK7ZEpSbq1iTt5tco+wUDorpwtXpYzzGqhQqekd1OGNDEQVNj81mY8qUKWRkZNChQwcWLFjgVcWyoditVjJ+/tmrY1Th0tdzxoyA7SkQCAQC//HbcVq1ahWPPvooU6dOJSYmpilsEpxhVJgkLvlGiUUa5tY/Mi2M0g/mUPR/7zn7zLHGmtPpP+0HNPpaFOHsdlgwu1H2PfOBfLJ0+sRp/4YsdvwhhwB2GZJEn7FpjdqnKTnoIkfctWvXJsmn0KIlUd02cige3fgRu0uOufXF6sMZGte9hSwSnMmoVCo+//xzXnrpJWbPnk10gJXtNrzyCmuffbbecQpRgFkgEAhaFL8dp7Vr1zaFHYIzmIxiOxbJvcBqqFaiQwSU79jnlpRvCTdTE0N4Hac7phqOVrr/KncHMuU9u6XpADi0xf3Nblrv1l3YNDQ0lPJTuQ7BwW1LErwp2F/qqfLZPULUnRP4TkFBAdu2bWP8+PGAo5D0okWLmmSvvC1bfBqXMGRIk+wvEAgEAt/wyXFauHAhF110ERqNhoULF9Y59rLLLguIYYIzg7xKiUX7KgDHiVGEKod/DNPSaf9drH3zN6R0Kzxc9xoafUTtN12F0CKiIdn/3COjSV7kzisce0mS3Hfd82MIi259oabV1dUcPHgQu92OxeLIC9Pr9SgD9Na50l5JrjUXs+TpzJ5JlJor2Vl0xO2jctpZjzdEcnOXCSQYIukf3allDBSccWzdupXJkyeTn5/PunXrAhqW54rdZuPE6tVu4XjnzpqFzktNtrD27UkZO7ZJ7BAIBAKBb/jkOE2aNInc3Fzi4uKYNGlSreMUCgU2my1QtglaOYVVMPJTOxa7/Es+KcTCyOqvOZj5s09rBEXW8zC7YrF83a693zbaXIpKpSVqUKsceSw/vbXB2R+fFuH3uk2N3W7n5ZdfpqCgwK0/UKdNFfYKZpfOxsaZ/e+1ylrN1X++RIXVe12wcG0wE1PEW3qB73zxxRfccccdVFdX06lTpyYVf1h21138/dFHbn3drr6a4Pj4JttTIBAIBA3Hp1fXdruduLg453Vtf4TTdHaxIw8sdpVbX3qEjfLj231eQx+WVPeATFkmm2D/paILS+TP5NEcWc0vOlleK6lzlN/rNjXFxcUeThNAUlI93y8fybHmeDhN0arA5m00B4fKsmt1msChlicQ+ILFYuH+++9nxowZVFdXc/HFF7Np0yZ69uzZZHser1HCIzgxEX1U6/t5JBAIBAIHfr9K++KLL5g2bRo6nc6t32w28+233zJ9+vSAGSdo3biGRkWqspnW3sitsZWc2Opb3RG1LpxO5zzl/WZlOeRlOf5/mkuu9Tr0WI6Fqmq713tF5bJzMLCbrEBnMVmd1+n9Wvbh2mQykZ2d7dZXWiorCSYlJTF48GD0ej0DBw4MyJ42Sf6+tFe3J02TRmdtLXW0WhnVNjOHyxyhTUfKZZn2vlHpDHMRfwjTBHFeUr/mNk9wBpKXl8eUKVNYvXo1AM8++ywzZ84MWFhsTSRJonDPHqyn1DLVej0jX3iBTpMmodJo6pktEAgEgpbCb8fppptu4sILL3SeQJ2mvLycm266SThOZxFP/GHl9EcoUpXH1JvvpwwwXnAMesnjknpfR4dhD9aYrSAosiNKlZeHhJzj8Pw9YKmRe6PzlN5+b14xc//wzVELCXI8BFVXWdi/PsunOU1NRUUFM2fOdJMbr0liYiITJkwI2J5myczSqqXOdoomhX76fgFbvymptFRz9fKXKTFXeNzrHpHK9Z3GtYBVgjOdTz75hNWrVxMaGspXX33V5Lm6f9x7L9v/9z9nW20wMPgf/2jSPQUCgUDQePx2nCRJ8lrv5MSJE4R7SWgVtF0qzPKZk15Vu/OiNUQTEuOHDPTuLZ5OkyEYQjxD9f76u3aHoybtYh0f95qKemqtytvwZuHQoUN1Ok0AsbGxAd0z1+peTDdCGRHQ9ZuS3SXHvDpNAMnBojyCoGE89thjZGVlcd9999Gtm//Knf5y6Kef3NoRnYRwiUAgEJwJ+Ow49e/fH4VCgUKhYNy4cW4JszabjSNHjnDhhRc2iZGC1oNdguxyhwNtdxFeuHWNLOJg7NFIlTa7S+5Nr8GQlAoDR7mdOEmSREGJDYvNYYNWo+CSUSG1LhkToeKSkSGnJzv7B0zoiFLZcoVPXdX9OnbsSGqqu2R2REQEo0aNavQ+dslOhd3hcFTZq5z9wYpgOmj8VypsLiosRiossmNZZCpzXveISKVnpEMwJCU4jguTBze7fYIzE5PJxKxZs3jwwQfR6XSoVCr++9//Ntv+1UWOwsyakBAG3H8/vW68sdn2FggEAkHD8dlxOq2mt337diZMmEBIiPyQqtVqSUtL48orrwy4gYLWQ7UVJs6Bw8UACkALgE5RQewuh4iD1WDBqvR+IuAzLs4Eoy6AQefUuC3x6Dsn2brf5Owz6BTcOyXSp+W/eGq587pD35at37TFpX5Lnz59nDVjAolZMjOnbA6l9lKPez11PVEqWmdRzT+zt/PS9jmY7Vav94fGduPmruJljcA/srOzufLKK1m/fj0ZGRl88MEHzbr/9vffd+Y26SMjOeell5p1f4FAIBA0HJ8dp5kzZwKQlpbGtGnT0Os9800EbZvN2aedJnd0ikpCyhynGJbOng/hGoNvDo0Tl5MsvCRnnyy2uTlNALERvofbZe7Od17HJPuv1BdIqqrk0x+DwdAke2RZs7w6TQAhytpP6Vqa37O21uo0AcQaIprPGEGbYM2aNVx11VXk5eURERFRZ3mNpmLPl186r0OTk5t9f4FAIBA0HL9znGbMmNEUdgjOAKwuwnVByhJClMWoFBamL/uC8NJKACIfvJ6sXf90m5fQ/So/N3IJ9atxGmK3S5hccqviIlUM7Kbn8jGhdS5pMducJ1lqjexkjbuxaQpb1ockSVitVjfVrt69ewdsfZtkcxaBtUqy8xGtiiZa6ZAdj1RF0k3btPkcFrvV7QDRH6wuTtM58b3QqOQfV2kh8YxvN6Cx5gnOEiRJ4r333uOBBx7AarXSu3dvFixYQMeOHZvNBpvZ7AhxtshlEca//36z7S8QCASCxuOT4xQVFcWBAweIiYkhMjLSqzjEaYpOxW4L2hZGC8xwyWeOUx+lg34HY6vhnNWOWiQhV5zPSba5zVNpggiK9COH5rsP4PcFctvls3bipIXH3s0np0B+oO7VUcejN9Ref0iSJF6Z8gN/zdvncS8+LYKgUJ2XWU2L0Wjkrbfe4sSJE279gSq0+Vvlb+w17/V6r6umK4MNzZML9Mbfc1mUuR47DfScXPhn36lEaFvv6Zig9WI0Grn77ruZPXs2ANOmTeOTTz4JWDHp+pAkiUXTpnFg7lyPe7F9+jSLDQKBQCAIDD49qb311luEhoY6r+tynARtkzXH3dsapSNUzpwh31BFR2CzHnIbZ7NU4TMWMyxzV5siTA7zW76lys1pAogIqTs/J/tQkVenCSAsNsh32wLI7t27PZwmrVaLJgD1WyrtlbU6TQAGZdOEA9ak3GLkp8x1AVlLp9SgV2kDspbg7CM3N5cff/wRpVLJv/71Lx555JFm/R1WeuSIV6fJEGC1TIFAIBA0PT45Tq7heTcK9Z+zErPNvZ2gPkR74yaig7eRN8HhPFX03UJZ7o6GbyJJILnEA15+A3To4mxarfLJRXqShvR2Gq4aV3eOktXF8Ij4YJK7Ok6nDGE6pjw+suG2NgKbTbYpNjaWqKgoRo4ciVbbeOfAtbCtQWEgShXlbEeroumi7eJtWsCxuigjhmmC6BDasCLDaqWKi1OGCMdJ0GA6dOjAd999h0qlYty45q/zZTPLocdBcXFEdeuGWq+n/733NrstAoFAIGgcfscGbd26FY1G48zH+Omnn/jss8/o0aMHzz33XEAe/gSti9wKuPtnud09eBtdqlcxtOxr0EF5T0d/ecZ8j7ntB9fzcPDnQljyreO0yTUZpltfuPQ6t6Ff/iJLUd95ZQSDutd/erJrZabzesglnbn/40vrndNY1qxZw5IlSzCbvcuyW63yqdl5553HmDFjfF5bkiT+qPqDQ5ZDtd4/TbI6mYkhE31e2x8WHlvHZweWUm23eL3vakfvqA68OviWJrFDIKiJJEnMmjWL7t27O0tkXHDBBS1mj6VCVhntMHEiF332WYvZIhAIBILG4bfjdMcdd/D444/Tu3dvMjIymDZtGldccQVz586lqqqKWbNmNYGZgpZk4QH3tt1mJMm026e5Kk094XA/fQmVXornGtzzD7JrhOgFG3yT0F77gxy2ptEHJoeoPhYvXkxZWVn9A/FfSa/YXsxus2/fe52i6fK3Pj2wlEKTb19jsFoocAqah6qqKm699Va++eYbIiIi2Lt3LwkJDTvtDBR5W7c6r40FBS1oiUAgEAgai99PkgcOHKBfv34AzJ07lzFjxjBnzhzWrl3L1VdfLRynNojR5VBBp7LTWfEXKabt9c5TKDXEdb647kHmU7Liag1En6qpFBYBF01zG2Yy293a3dr7drKp0sgO1gW39PNpTmM5fdKkUqmIjq5duCI1NZW+ff1T9bNI8l+GVqElSOHdMQ1RhtBP38+vtf3BZHN8jWqFisSgqFrHRevCuKbj2CazQyA4TUZGBpMnT+bvv/9GrVbz/PPPEx8f39JmoXTJXYzq1rQqlgKBQCBoWvx2nCRJwm53PMQuW7aMSy65BICUlBQKxNu0NoUkwQur4JPtct9Q1ZdcVPSyx9jIlJGEJ8lqbSq1ntjOEwlPHACLv4GNy93rM53GciqcLTEFZv7P47bNJjHr2yK27qt29k0cGexTcndpfiXbfstwthM71v6AHyh++eUXqqsdtsbGxvLss88GbO3D5sMsrlzsbHfTduPcoHMDtr4rdsnOW7vms63Qe0hgpdXh8LYLjuarsY83iQ0Cga/89ttvXH311RQXFxMXF8fcuXMZPXq0T3NPrFnD6scfx1hY2CS2mUpKnNeRnTs3yR4CgUAgaB78dpwGDRrEiy++yPnnn8/KlSt57733ADhy5EireLsnCBw7T7o7TQBplk1oJM/cnbgul5E25B7PRYoL4MfP699M6z2sbNuBapasrXTr02t8U8Ra8fUut7br6VNTUFJSwqJFi5ztQOf7rTaudmtraLwKX23sLDrKj8f+qnecTog2CFoQSZL417/+xVNPPYXdbmfIkCHMmzePZD8Ky657/nmy1q5tQitlNEEto+QpEAgEgsDgt+M0a9YsrrvuOn788UeeeuopOnXqBMAPP/zAiBEjAm6goOUoM7m3+0SXkJi/32Ocwq4kOq0WgQOjixy5SuXdQQoKgQunep1eXimH6GnUkBKvYeJI3+r5VJbKp1TdhiejMzSdowGOejGuTJgwIaDrm10c1lhVLD10PQK6visVVvlr0ShVaJWe37sQjYHrOza/SplA4MqhQ4ew2+3ceuutvPvuu+h0/uX2mUpLndfasLpVOhtDwqBBdLzssiZbXyAQCARNj9+OU58+fdi5c6dH/+uvv45KpQqIUYKWp8IMM1fK7XsHQ3TxAtod96zN07Pjy4TG9fK+0C/fy9fDxsFND/tlh2t03x2TI7ni3FCf5lWVmZjz3Cpn+5pnz/Fr37r4/fff2bNnj5tyHOCmojd8+HD69+8fsD1dCVeGc23YtQFds9hUwUf7fyar0hFuW2KWT/lu7HwB0zuPD+h+AkEgUCgUvPvuu0yYMIEpU6b4NEey21n73HNkrVkDQNHevacX434XJ0ogEAgEgpo0WGZsy5Yt7D31C6dHjx4MGDAgYEYJWp5FB+BQkdzWqsB2YqnHuOCD4UQMqMVBOJ4B65bJbbX/Hze7iyaE0o9IuxVfuzv3am1gnPqcnBwWLFhQ77gz7SXCosz1LMpc7/WeWnlmfS2Cts3ixYv56quv+Prrr1GpVOj1ep+dJoATq1ez/oUXPPpVopSGQCAQCOrB7yfZkydPMm3amsx+MwABAABJREFUNFauXElERATgyO0499xz+fbbb4kV1dDbBIVV7u2L2hezf7XnaZPheCiGcwZ6X6S8xL09/Hy/7XA91fFBD8JJab77F9BjVKrfe3ujvNyLdHoNwsLCGDp0aED2ay5KzBVe+9sFRTM20T/lP4GgKbDb7bz44ovMnDkTgLFjx3LnnXf6vU5Vfr5Hn1KtZtAjjzTaRoFAIBC0bfx2nO677z4qKirYvXs33bt3B2DPnj3MmDGD+++/n2+++SbgRgqaF0mCOS66CtdELeHAZ7ehxbNuT/oVM1EG1ajTc+wgrFgC+Tly38Rp0Mm/nJyiMhvvzS9xtpX1OE6Htubw83tbMFWaObrzpLP/uZ+vQdPIEyej0ciyZcvIyJBV+saNG8ell3oW1FWr1Sj9OR6rhSxLFrvNu7FJNsA9x8kfik0VfJuxnJPGklrH7C894bx+Z9jd9Ih0OJoapRqlomlFNQSC+igtLWX69OksXLgQgHvuuYebb765zjnVJSVsfuMNSlz+zQKUZ8pFsc955RUGPPAASpVKnDgJBAKBoF78dpx+/fVXli1b5nSawBGq99///rdFq7MLAseuk5DlcrCiKfoFjRenKXx7DMrzvQguzH7LEabnisr/ML3vfi+jtEKO1VOr6/acZt20kKN/n/ToV6r8OKqqhdWrV/PLL7+49anV6oAr551GkiR+qfyFSqnS454C/76e7zJWMOfwcp/H69VaoZYnaDXs2bOHyZMnc+DAAXQ6He+//z433nhjvfN2vPce6196qc4xar0ejZ9FqAUCgUBw9uL306zdbkej8XxY1mg0zvpOgjOb7HKJBPsBwqQ8AJIUe7yOM5THEDTei5JicY16XoZg6O+/4mJ+sc2tPaRH3Q84hSc8w+gSO0UFJEyvxKUWC4Ber3cWgm4KJCSvThNAd213r/21kV/te8J7p7AkOoe182t9gaCp+Pnnn5k2bRoVFRWkpKQwf/58Bg0a5NPc8hMn6rxviIkh/VQdQoFAIBAIfMFvx+m8887jgQce4JtvviEpKQmArKwsHnroIcaNE9LEZzqSJGH+6xaer/6+znHpfR6i40NPo9TXkP4tKYSKU6dT0XHwj9cgLAJ0cjjfniMmVm2roj4/+9AJOTTti+cSiQ6vPdyuqsxEeZFDQjs+LYKX/rwegNjUcFSq+kPNysvLWbt2LRUV3nN9Dh2SC8Hefvvt9OjRo8lOm4x2IztNsrhFnCqOicETAdAoNAQpfasFs6v4KCtz/mZ/6XFn39vD7iIhyHshYAUKEgyRPhUXFgiag6SkJGw2G2PHjuX777+vNYfWXFHBzk8+oezYMWffadU8gMkLFxLdy135MyQxEbW+RpixQCAQCAR14Lfj9O6773LZZZeRlpZGSkoKAMePH6dXr1589dVXATdQ0LwYS46izarbaUrsMZXOF3uqUgHwzXvytVoDsQlut6vNdh77z0kqqyX8QVNPmN6Cf8vCFUqVgoQOkX6tv2DBAtav964qV5PIyMgmc5oA1lWvc3Oc1Ao14apwv9YwWk08suEDqqzuxbjiDZEkBUUHxE6BoCmw2WxOVcp+/fqxatUq+vXrh7oOVc6t77zDmqeeqvV+SHIyER06BNxWgUAgEJxd+O04paSksHXrVv744w+nHHn37t05/3z/FdMErQ9zpWeOUE1CaqvZBHDSRRCi7zCP26UVdr+dpk7JGuIi6xZ3yD5U7Lzu0Dfer/UB8r0obXkjKiqKdu2aNpSt1OYeWpeuSfd7jWJzhYfT1CE0gcRaTpsEgtbAjh07uOaaa/jss8+cypS+hOaVuJwI1yS8QwdietXxM0sgEAgEAh/xy3H67rvvWLhwIWazmXHjxnHfffc1lV2CFmJnjmeekLLK8TFR6Q3E9b+C9oPv9j658CQcPyy3p97mMaSiSo7P699Vx82XRtRpj1IJXVK0tYaPFeWUs/aHvRzfIzs+N7/u7sQfPXqUAwcO1LlPcbHseD388MNeVfEUCgXJycl1vvluDLnWXE5YT1Bqlx2na0KvIU4d59P8EnMFy7N3UGU1UW6R5dgHxXThtq4X0SU8WSjkCVot33zzDbfccgtGo5F7b76Zd6dP9zlsNP/vv53XF8+ZQ3haGgAKpZLYfv1QecnLFQgEAoHAX3x+Anzvvfe455576Ny5MwaDgfnz53P48GFef/31prRP0IycrIQvV+7kSpc+SdKR/r5DRjzsliuInfiQ98mSBG8+IbfV3h9U3v5OdlDCg1X0TNd5HecrL1z2HQc359R6v6ioiNdff92tHlR9dOjQodkL2Jbby/m+/Hsk3O2MUEX4vMaL2+awIX+fR3+4Npgeke0ba6JA0CRYrVYee+wx3nzzTQBG9unDBX//zerHH2/QenH9+hHd3T8BFYFAIBAIfMHn18/vvvsuM2fOZP/+/Wzfvp3PP/+c//3vf01pm6CZOVxQjQV3R0ahkMO9NKmJtU+2WSEvS2536e11WFmFrJTXp3PjnCbArV4TQFz7cGJT5XygnJycVu80ARTZijycplhVLBp8f1OeUe7dgewX3bFRtgkETUV+fj4TJkxwOk2PP/44L11yCb7Jn3gSkpREREfxeRcIBAJB0+DziVNGRgYzZsxwtq+99lpuueUWcnJySEys44Fa0OoxWUysm3cLxiOLuRqr+01J9q2DLxlT+yJWi3v7vuc8hhzNsZCZJ69/+eiQhpgLQG5GMbvXZGK3OZyN+LQIbn/7AnqPTUOldth88uRJ9u2TT2AGDhzIwIEDa11TrVbTpUuXBttUHwW2AvKt3nOpCmyyhHtnTWe667qTrE72KVTJaDWx/uQ+jDaHCmGYJojH+kwFIM4QSdfw5ABYLxAElqysLEaMGEFmZibBwcG8PXMmw+LjOTBvnnPM8Jkzievb16f1FEolKWPHikK2AoFAIGgyfHacTCYTwcHBzrZSqUSr1WI0GpvEMEHz8f2S/xB35Eevx4+6HB/leme/JV936Q0a94eXjCwzt76U62wH6xUNlr0uzC7njq7/w2aV86WCI3QMvayrPKawkP/7v/9zO21KSEho0tpLdXHSepJvyr/xaWykKpIOGt8VwJ7aMptN+fudbb1Ky+jEPn7bKBA0J4mJifTv399R1PaZZ9g6fTq/1BiTPGoU7YXwkEAgEAhaCX5luT/zzDMEBclBFGazmZdeeonwcDk06nTIheDMobTgELXJD+iQpavVCTG1L3LMRdWqfSeP2/uOmt3anVMb/lY4Y1uum9ME0HGA+6nnsWPHPEL0TsvntwS5ttz6B50iTuWbGMRp9hYfc2t3CRcFbAWtE4vFgtVqxWAwoFQq+eKLL7Db7Rz69FOPsUqNRqjhCQQCgaBV4bPjNHr0aPbv3+/WN2LECDIyMpxtUTjzzKLaCmu2rKRzvvf6W3pdItG7OgAOpT2F1ku+jSTB8QzId8mvueImtyEVVXY27612tnt31PH87d4LWfpCca5cpHbwJZ059/reDL1MDrGrqKggK0vOt+rXrx9jx46lc+fODd6zMZTZyiiyFTnb3bTdSFR7D2+NUkbRTu2b43OoLJsiUzlWyeFERulCubv7pZyTIB42Ba2P3Nxcpk6dSkpKCl999RV2i4WSrVuxm80Uufxu6X3LLcQPHEjKuecSnJBQx4oCgUAgEDQvPjtOK1asaEIzBM2NXYKLvrJza+5d1DxHUksdSf7AgKpKjeK002SoRcjhl+9h/mdyOyTMLUyvosrONU9nudVuumBYMCFBDZPFPrG/gHduXexsdx3ajtHTejrbpaWlPPvss1gscs5Venp6k+Yu1cUJywnmVcxz60tRp9BD16NR687NWMU7e3506wvVGJiQXH/NG4GguVm/fj1XXnkl2dnZhIWFkZGRwYYbbiB73TqPsWkTJtB1ypQWsFIgEAgEgroRRV3OUnLK4URJNTFSpsc9Xa6EukqDAvkEUdO5FjnrPdvc24nu4XD7jpk8Ct62T2h4TZWdK9zD0lK6u7t9GRkZbk4TOHKbWorj1uMefVGqxheh3Viw36OvfYj/hX8Fgqbmo48+YsyYMWRnZ9OtWzc2btxISkKCV6cJIEpIiQsEAoGgldI0lTwFrZ5KC2jwLuwRfzgdKASlksiHp6PQ6wi5okaCdkkhlJdCtVxolUuvg3MuBKC43EZRqY2cAneVvhfvjKFnesPym6wWm5v8+MALOzJskiwIUV1dTVGRHBLXtWtXRo8eTY8ejTvdaQw2SZZf76btRhdtFxLUDXfkCqrLKDFXUGWVQx+vST+XaH0YF7Qb0ChbBYJAYjKZuP/++/nwww8BmDx5MrNnzyYsLIzKvDznuLC0NHpOnw5Au1GjiBV5TQKBQCBopQjH6SzkUBGM/wqusvzb497ImzeR9+btjoZaRdRjt3gusOoX+PIdR36TKxdOAZ2eVduqeP6TAuzu+g3ccFEYI/o0rEKLxWTlrh7vk5shF9AdNbUHKpUsPf7qq69SXS07FD169KB///4N2i8QWCUrW0xbnO3u2u6kalIbvN6vJzbxyvZvsdeo93R9p/MI0wbXMksgaBmmTp3KwoULUSgUvPjiizz++OMolUqKDx3i067yC4+Ijh0Z+X//14KWCgQCgUDgGyJU7yxk5alot0S7Z7iX4nil3DBbPO4DsGWNp9MUHgkaRwjemu1VHk4TQEJMw/30w9ty3ZwmgPgOEc7rvXv3ujlNANHR0bQk+Tb3mk1hyrBGrbcyZ6eH0xSuCcagbnwhYYEg0Dz88MPExsayZMkSnnzySZRKx6+bo0uXIrn8gAjv4Lv0vkAgEAgELYk4cToLsdhguPVretuXetxTSXLdJv2oGqFfVgtUVYLFRVp8xHjQG2DYeaBUOYbJ0WmcNyiIIL2S1AQ14wb5fypis9opLzJSVlDl1n//x5fQe4ycd+UqPd6lSxf69+9PXx8LZwYSSZIwSo4QSKNdDoUMVYYSoYrwe70qqwnTqcK2JrvsyE5oN4hgtY7z2w1AoxT/jAUtjyRJHDlyhPT0dADGjBnDkSNH3Or/AZhKS53X4enpjHrhhWa1UyAQCASChtKgJ67Vq1fzwQcfcPjwYX744QfatWvHl19+SYcOHRg1alSgbRQEkBNlMHfVWv5pvsPjXuex/4fk4vXo+roo0R09CLOehopS90nX3gV69/A7u4sTc/ukCOKiGvZgf/JYCY+OnE1hVrlb/6SHh3HBLe4heN9//73zesSIEQwZMqRBezYGs2Tm27JvKbYXe9zrrPFfCn1R5nre2jUPi93mce+eHpcRqQtpkJ0CQaAxGo3cddddzJs3j40bN9L9lMBDTadp4+uvs+app5ztUS+8ICTHBQKBQHDG4Heo3rx585gwYQIGg4Ft27ZhMpkAhwz0yy+/HHADBYHl9wzoaN/o9Z5GH4lklcUcFGoXh2fzak+nKSgE1J5CD65RfMpGBINuWHTQw2kCiEp0dxisVncBCteCzM3Jcctxr04TQLDS/9O2n49v9Oo0GVQ6grx83wWCliAzM5NzzjmHzz//nKqqKtavX1/r2J0ffeTWDk70Xs9MIBAIBILWiN9HAS+++CLvv/8+06dP59tvv3X2jxw5khdffDGgxgkCj80OkdIJj35daBJxnSdi2yTLkys0Lh8P1wf4Tj0gPApGXgBqz4+Q3dVxakRRZLtVzoPoNDCR6HahJHWO4oJb3U+bpBr5Vi1V6NaObG+UMsoZmhehjKCntmcts2rH5vI9HxXvmK9SqLgweRA6lXCcBC3P8uXLmTp1KgUFBURHR/Ptt99y/vnn1zre7vKS45xXXyVlzJjmMFMgEAgEgoDgt+O0f/9+Ro8e7dEfHh5OSUlJIGwSNAH/WgufbAOTDT60fuBxf8TN6zD/toO822bKnWpHzhKSBL+5FHG98hbo7O4IrNhSyaxviymvsrudOCl8OHGqKjfx7IQ57F/v7tC5rnPFo8PdCt2eZvny5cybJ9vWuXNnZxJ6U5NpyeS3yt+olCo97vXU9WSAvuHy4HuKj7G31FEDSomCVwZ7UTcUCFoISZJ46623+Oc//4nNZqN///7Mnz+ftLQ09v/wA8vuugtjYaG3iQAExcUx9LHHmtlqgUAgEAgah99PmAkJCRw6dMijf82aNc6kYEHrotoKH2xxOE1BkmcoWWzni9EGRVP60Q9u/aqYSMfFiSPuE0I81eHmLS+nrNLdadJqFBh09Z84bV16mH3rTiBJuP1xJSza4HXusmXLsLsodIWENF/ez07TTq9OE4Beoffa7ys/n9jkvK6ppCcQtDRffvkljzzyCDabjRtuuIG1a9eSlpYGwLb//AdjQQEe/6Bd/lHrW1jxUiAQCASChuD3idNtt93GAw88wKeffopCoSA7O5t169bxj3/8g2eeeaYpbBQ0ErsENglCpHwut7/hcT++y6UASCZZLS/0momETB7naFhqyJInpnisYbbID0Xd0rSoVQouGhGMXlu/b26plsN34tqHExHvng/UfWQKvc9N8z7XxbZevXpx0UUX1btfoLAhh9LFqmJRnnoPEaOKoZO2U6PWNtvkr+u2rhMbtZZAEGiuueYavvjiCy6//HLuvfdeFC4huVaXsgAJXkRatCEhDBGnTQKBQCA4A/HbcXr88cex2+2MGzeOqqoqRo8ejU6n4x//+Af33XdfU9goaAQ/H4TnVzmu7zddSZp9q8eY2E4TKHjqHUw7TtV1UquIe+cJeYDZpT7SuMs95u87auLgccvpqfzvn/6pZK34epfz+opHh3PJPYOd7S1btrBo0SKefnq517mVlY4Tn5iYGO6++26/9m0oudZcllctp9AmhyJNDpmMQen9VMwfbJKdV7Z/y9Kszc6+MYm9G72uQNBY/vrrLwYPHoxGo0Gj0fDbb795hMXu/OwzcjeeEp9RKLh+w4YWsFQgEAgEgqbB71A9hULBU089RVFREbt27WL9+vXk5+fzgqjF0Sp5ewPkVEC4lOvVaQKwnSii9MO5zrYytIYCXI4sGEGlp8rd/OVyX0O0IHb8IYcCBoW5F3NdsmQJJ0+epLS01Ouf08IQen3jQuP8YbtpOydtJ50nTkqUqBSqgKy9u/iom9MEEKQSBW4FLYckSbzyyiuMGjWKRx991NnvLZfQVWpcF9a4gs8CgUAgELQ2Glw5U6vV0qNHj0DaImgCKk9FfKmlaq/3o9LGojS7P/RHP3uX+yCNy4N7ZIzHGkaTHKY3faL/UuDBEXpK8x0Fbodd3tXt3mm5e4VCQWRkpNf5er2eSy65xO99G4pFksPowpRh9NH1QasIjMqd0Wpya0/vdD6xhoiArC0Q+Et5eTk33XSTU4ClqqoKu91eqwCLpaLCeT3m9debxUaBQCAQCJoLvx2nc8891y2evSZ//vlnowwSBI7Sajhe5rgeoFrpcb/zmOdIGXAbtl2yml3YjMsJu76GE5LlIg4R4x6Gt2xjJWv/NjrbFw2vXZzh6+dWsnHRAWpqHZQXOebHd4hwnjidPHmSefPmUVzsELMICwtrFXL3JbYSMiwZzva00GkEKYPqmOE72wsP84+Ncp2bm7tM4KYuEwKytkDgLwcOHGDy5Mns2bMHjUbDu+++y+23317reEmSMJc7Tp+je/Sgz223NZepAoFAIBA0C347Tv369XNrWywWtm/fzq5du5gxY0ag7BIEgIUH5Ov06mUe99OG3o9SpaVq2+/OPntFledCB+QcJNeKtna7xNvfFjnbCgVoNN6d6uP7Cvjm/1bVaa/OIH8c//jjD3bu3Olsa7Wto27RDtMOt7aKwIToAXy472e3tlapCdjaAoE/LF68mOuuu46ysjKSkpL44YcfGD58eJ1zcjfJSpDmsrKmNlEgCCg2m81NbEggELQttFptQMrV+O04vfXWW177n3vuOSpcwjQELU+pS3SeTm3FRQQOAOXpIqpa+QFdFeslHC4kVL7uIReflSSorJaPj646L5TQIO8fyopi2RilUoFS7T4uKEzHlf8c4WxXVbk7cOPHj/e6bnNT7RLy2EHTAZ0ycPlHZRZZ2rxzWDvGJfUL2NoCga8UFxc7naZRo0Yxd+5cEhLqF3ypLpZLHWiCg+sYKRC0HiRJIjc3V9ShFAjaOEqlkg4dOjT6RXyDc5xqcv311zNkyBDeeMNT7lrQ/Px8EF5fJ7d1knsxypQBcsiNZZ8ciqft0dFzMbtLbF2wnPBdWCp7Yr066rjrSu85SJIk8f3La5ztSx8Ywm1vXuB17M6dO1m7di1Hjx519r3wwgtEt4K6LxbJwj7zPmf7HMM5AV3ffkroIlRj4NPRjwR0bYHAVyIjI5k9ezZ//PEHb775Zp2/ZPbPncueL/+fvfMOi+J44/h3r9C7dEWKCIgK9t4bKjbsYo8lGtQolthbNLaIGjVqAoj6w95ixYJBMfbeURFBaYL0dnV/f5zs3XJ39KbOx+eeZ2f23ZnZu/PYd962D1KxGDlJSUy/8/DhlbFUAqHM5CtN5ubm0NHRKTQUgUAgfJ1IpVLExcUhPj4etWvXLtP/83JTnG7evFmpmc0I6skTA74X2X2cAuYmTT0L5jjrrNyFjuKr+EooVqNV+LKdCJNn0xNL1BdpffHfB9w984Zp8/iqrVISiQR79uxRsjZxueXnDlcW3grZhZ/L000PAKS0rJAvp+TJLgmEMvHixQukpaWhTRuZ1dfLywteXl6FXiPMysL5sWMhzs1VOsflEzdTQvVHIpEwSlN12JwjEAgVh5mZGeLi4iAWi8Evw9+oEitOAwcOZLVpmkZ8fDzu3btHCuBWE7KFQK68piz0OCkwoD+xZCiO/KPnWdSAJF62W6zTpaXygFIFpUvBPzQtS8ocN6+nXmlOTWC7cLYfVl+lnEQiUVKaGjduDCMjI7VjVybZdDarrc/RVyNZOqRfsmZwyI4noRI5fvw4xo4dC21tbdy/fx82NsoFrlUhzMxUqTTp1ayJuoMGlfcyCYRyJz+mSUenfBL8EAiE6ku+94REIqlcxcnQkJ1umsPhwNnZGStXrkSPHqrdrwiVx4cMYNMtebu2XgaaibfBLCuKJcfh8CF69xHpgcchioln+rm6msD5w0CCPNOe4nFWLo1jF9ORmCLGs0h56uyuzZVjGtKTc3D6jzt4Hi6vAzV2TRc4NrFSufbPn+XuhHXq1MFPP/0Ebe2yF5UtK2+Eb/Be9B7JkmSmz1PXs9xcOmKzk3H8/X+Iz5El2iCuIoTKQCKRYMmSJVizZg0AoHnz5kV6DcSEheHV/v2QisUQKWxyOHh6ove+fQAADX19cHjl5sxAIFQ45DeXQPj2Ka//5yX66yaRSDB+/Hg0bNhQbU0dQtWy6hoQEilv5+SlwVH0n5IcxeUjaf4m5P57R97J4wI3Q4FjgaoHpygcD8/BnrPKRXBVfR9P/H4TR9fdYPXxNdW7t+XXigEAHo9XLZSmDEkGzmWfU+qnUH5/aDc/P4Fbn14ybV45FdMlENSRkpICb29vXLhwAQAwe/ZsrF27FrxCFB6xQIB/vLwgUBFEz9XSghb5m0AgEAiEb5wSBVNwuVz06NGDZJ+pxsQq6DQUpDDnv4emVDnboaFlE4g/JrL69Ad1Bz4nKskyNO+AxBSpUrezrQZqmik/cH2KTme1dQ010ay3o9rhMxRSGDdt2lT9OiqRLFr5vdOldFGLX6vc5kjISWG1u9dsUm5jEwgFefLkCZo3b44LFy5AW1sb+/fvx++//16o0gTIUoyrUpo4PB6chwypoNUSCAQCgVB9KLE/RYMGDfDu3TvY29uX2yK2b9+ODRs2ICEhAe7u7ti6dStatGhR5HUHDx7EiBEj0L9/f5w8ebLc1vM181QhlKmN3mFocASwVMgEBwCa2hagj76GJFmWPpjS1YbN1SDwba2B9XPlguN9AXsX2TGfjyhRDZxflcCc/nWKKWws+KhlxgOHw7bA0DSNWycjmPaqSyPh0roWtHTVZ+j6+FHuEtiuXbti33NFESuKxXPhc6ZdT6Memmk1gyHHENxytApJFZJvHO26BBbaZOeeUHFs2bKF+Q0/ceIE3N3di7xGKpHg5f79TNumUyd0+/NPAIC2mRl0TE0rbL0EAqF0LF++HCdPnsSjR4/KNM7nz59Rr1493LlzB3Z2duWyNkLZefHiBXr06IGIiAjokhIQlUaJ03etWrUKc+bMwZkzZxAfH4+MjAzWq6QcOnQIvr6+WLZsGR48eAB3d3d4eHjg06dPhV73/v17zJkzB+3bl29K6K+Zd/IyKuBQNDQ4shgkPi1gyRm+rYWU1X9Bmir7vCguV6Y0ZWUCr+VFZ1HDArCuDVjXhqSGJX7ZlsQax9qUh9oWfCWlCQAibsdCmCfPUGHlaFKo0hQfrxBnVQ2y6GVLs3E86zheCuUudNqUNky4JuWqNAHypBD6fG2iNBEqnK1bt2L69Om4d+9esZQmAIg8fRr/zpzJtDX09VGjXj3UqFePKE0EQiXTt29f9OzZU+W58PBwUBSFJ0+eYM6cOQgNDQUA2NnZgaIota9x48apnW/16tXo37+/SqXJw8MDXC4XdxUKYOfTqVMnzFT43cgnKChIKelTRkYGFi1aBBcXF2hpacHS0hLdunXD8ePHQdPqs/aWlbCwMDRp0gSamppwdHREUFBQofLLly9X+f4VVFw2b94MZ2dnaGtrw8bGBrNmzUJenrwO5Jo1a9C8eXPo6+vD3NwcAwYMQEREBGuMvLw8+Pj4oEaNGtDT08OgQYOQmCj3CnJ1dUWrVq3g5+dX9jeCUGyKrTitXLkS2dnZ6N27Nx4/fox+/fqhVq1aMDY2hrGxMYyMjEoV9+Tn54dJkyZh/PjxcHV1xc6dO6Gjo4PAQDVxNpDFWo0cORIrVqyAg4NDief8VolSUJyktFyZyeSyH2wEuWx3PJ2uXzLppRRw07Nzkl8jpJGcJs+uZ1WDi9oW6rOSxEaw60aZ1TZUIylDUVGWSCSFSFYOGdIMSMF2S6zNr10hc9EkDTmhAklKSsKvv/4KqVT2PdPR0cEff/wBExOTYo+RUuAPun2vXuW6RgKBUHwmTJiAS5cusbw08tm9ezeaNWsGNzc36OnpMWnW7969i/j4eMTHxzPxxBEREUzfli1bVM6Vk5ODgIAATJgwQelcTEwMbty4gWnTphX6zFYU+aUQ9u7diwULFuDBgwe4du0ahg0bhnnz5iE9Pb3oQUpBVFQUPD090blzZzx69AgzZ87ExIkTmdhPVcyZM4d5z/Jfrq6uGKLgrrx//37Mnz8fy5Ytw8uXLxEQEIBDhw5h4cKFjMzVq1fh4+ODW7du4dKlSxCJROjRoweys+XZe2fNmoXTp0/jyJEjuHr1KuLi4pQyW48fPx47duyAWCwGoXIotqveihUrMGXKFPz777/lNrlQKMT9+/exYMECpo/D4aBbt264efOm2utWrlwJc3NzTJgwAeHh4YXOIRAIIBDILS6lsYp9LWSJ5Me9bOOR90WR0uNzoVjGSeeZzPLDMTGE1f510GxcD4iKAO4pvJetuwJa8uQM72Llg/N5wO6l1uBy1SdIkCoUzZ20uYdKq5Qi+WlhAaBfv36FypY3YlqMd6J3yJHKs4SlS+U/1I58R7TXbg8DroGqy0tNcl4Gric+Q6ZIltKZpCEnlDf379/HwIEDERMTAz6fj/nz5xcqL5VI8P7CBaS9Zdcsi/tPnmCm/Zo1aDR1aoWsl0AgFE2fPn1gZmaGoKAgLF68mOnPysrCkSNHsGHDBgBsVz0zMzNGLn/TxNzcvMhyH+fOnYOmpiZatWqldG737t3o06cPpk6dylg+SpPUaeHChXj//j1ev34Na2trpt/JyQkjRoyosBqhO3fuhL29PTZu3AgAqFevHq5fv45NmzbBw8ND5TV6enrQ09Nj2o8fP8aLFy+wc+dOpu/GjRto27YtvL29AcisfSNGjMDt27cZmZCQENa4QUFBMDc3x/3799GhQwekp6cjICAA+/fvR5cuXQDI3u969erh1q1bzOfRvXt3pKSk4OrVq+jatWs5vCuEoii24pRvKu3YsWO5TZ6cnAyJRAILCwtWv4WFBV69eqXymuvXryMgIKDYPrtr1qzBihUryrrUr4Jf5XVs8SohHnaaXxo024JDSWQP6JQGH1pN6wNx0cDqn9mDacp//JLTxJixUW6NcnPUgga/8If8J1feM8d8jaJd2y5evFikTEVxN+8u7uTdUXten6Nf7koTTdP4+eafiMmWW9pISlxCebJnzx78+OOPEAgEqFu3Lvr27VvkNS+Dg3F+7NhCZUxcXMpriQRCteRjt4kQf0opWrCc4ZmboNZl/6LleDyMGTMGQUFBWLRoEfO348iRI5BIJBgxYkS5rSk8PFxlsiaaprF7925s374dLi4ucHR0xNGjRzF69OgSjS+VSnHw4EGMHDmSpTTlo6ikqFpbryKs37t27cLIkSNVnrt58ya6devG6vPw8FDpXqgOf39/ODk5scJG2rRpg//973+4c+cOWrRogXfv3uHcuXOFvjf5VrV8pfb+/fsQiUSs9bm4uKB27dq4efMmozhpaGigUaNGCA8PJ4pTJVGi5BBV/WCXmZmJ0aNH4++//4ZpMf3qFyxYAF9fX6adkZFR7AKPXxu6fCA/CsmQK49H4lIFnM6kss+RY/SlgOuHd8qD1anHHL6PF7FO1XdQH6uUj7GV/MeOKsLaBIC1S2Vra1ukfHnySVJ4PJ0VT3XdqbIglIpYShMANDS2K/d5CN8fIpEIvr6+2LZtGwDZ7vS+ffuKVUj6UxEbUhweD5bNm5fDKgmE6ov4UwpTFL668sMPP2DDhg24evUqOnXqBEBmkRg0aJBSvc2yEB0drVKhuXz5MnJychjLzKhRoxAQEFBixSk5ORmpqalwKcWGTLNmzYrcRC+4Ma9IQkKCyo37jIwM5ObmFmk9y8vLQ3BwsJIl39vbG8nJyWjXrh1omoZYLMaUKVNYrnqKSKVSzJw5E23btkWDBg2YtWloaCj9bltYWCAhIYHVZ21tjejo6ELXSig/SqQ4OTk5Fak8paQUf5fG1NQUXC6XFewGAImJibC0tFSSj4yMxPv371k7p/l++zweDxEREahTpw7rGk1NTWhqauJ7QDF80pgn+4/V0t4O0pvsz4T6ojhZbFukPEjrbkDnPoC9M9OVmS1Xu+o7aGBMb9U/yjRN49WtWCR/SMfHV/JisTauZirlFVH0z3V0VJ+yvCJIkcjfny46XaBByRVDI44RLHjqf3jLAzs9C0yp1wfNTZ2LFiYQCiEhIQFDhw5lXJiXLVuGpUuXIjUiAq+KYdVVjGVqs3w5jJ2cWOet27SBfs2a5btoAqGawTMvfvxfVc3r4uKCNm3aIDAwEJ06dcLbt28RHh6OlStXluuacnNzVbrKBQYGYtiwYUwZgxEjRmDu3LmIjIxUeg4rjLIkftDW1q705wVFTpw4gczMTIwtYKUPCwvDb7/9hj///BMtW7bE27dv8fPPP+PXX3/FkiVLlMbx8fHBs2fPcP369VKtQ1tbGzkKBckJFUuJFKcVK1aU606GhoYGmjZtitDQUAwYMACATBEKDQ3FtGnTlORdXFzw9OlTVt/ixYuRmZmJLVu2fLOWpOKSH1bEp3KZvloaynWI8hUnaKhI7mDrCDjId35EYhq/BsoTPTR21lIbr3R+1wP8OVW5WGxxiIqKKtV1ZeWj6CMypPK4N0e+I7Q5FV94NyI9ljk20dRHW4v6FT4n4dsnOjoat27dgoGBAfbt24d+/foh9r//cKAU6f3tevSAdevWFbBKAqF6Uxx3uerAhAkTMH36dGzfvh27d+9GnTp1yjWcApBtcKemprL6UlJScOLECYhEIuzYsYPpl0gkCAwMxOrVqwEABgYGKhM7pKWlMc+SZmZmMDIyUhueURhlddWztLRUuXFvYGBQrFgtf39/9OnTR8lqtWTJEowePRoTJ04EADRs2BDZ2dmYPHkyFi1aBA5Hnghq2rRpOHPmDK5du4ZateT1IS0tLSEUCpGWlsayOqkyLKSkpJRIWSWUjRIpTsOHD4e5uXm5LsDX1xdjx45Fs2bN0KJFC2zevBnZ2dkYP348AGDMmDGoWbMm1qxZAy0tLcaMmU/+F6pg//dI/r6NolpjwUlDagE5XobMosK3UbbqFST+MztTi2Mt9W56L//7oNTH0+DCxqVGkfPo6uoy2WSKKsRZnsSJ41htTapyrJOv0+XZkFIEmYVIEgjFp2XLlggODoabmxucnWUWzNgbN0o8Dk9LS8naRCAQqhdDhw7Fzz//jP3792Pv3r2YOnVquYdUNG7cGP/73/9YfcHBwahVq5ZS/cyLFy9i48aNWLlyJbhcLpydnVXGLz948ABOX35fOBwOhg8fjn379mHZsmVKboFZWVnQ0tJS+VxQVle91q1b49w59mbvpUuX0LoYG0ZRUVH4999/cerUKaVzOTk5LOUIkJdZybew0TSN6dOn48SJEwgLC1Oqjdq0aVPw+XyEhoZi0KBBAGRZEGNiYpTW9+zZMwwePLjINRPKh2I/oVZUfNOwYcOQlJSEpUuXIiEhAY0aNUJISAjzZY+JiVH6AhJUI7d4yw4sDQ1gV0NTWXHKllmaKN0vOyoiEdSiYEU3NuCgnbv6XZicDHn2wiEL2kLPVAPm9TXwKS0On9IKX3t+CnI+n19psXQ0TbPimzppdwKHKtt3TSQV41XaB0hoaaFycTlyV8ahDuW7Q0j4dpCKxUi4excSNf9HBUIhVv35J4Z7eqJ+3boAgFYWFkBiIj582UlNfyePYaw/bhzM3NwKnZOiKNh27w7tGkVveBAIhKpDT08Pw4YNw4IFC5CRkVFoLabS4uHhgQULFiA1NZUpORMQEIDBgwcrbVjb2NhgwYIFCAkJgaenJ6ZOnYpt27ZhxowZmDhxIjQ1NXH27FkcOHAAp0+fZq5bvXo1wsLC0LJlS6xevRrNmjUDn89HeHg41qxZg7t376qM0Syrq96UKVOwbds2zJs3Dz/88AOuXLmCw4cP4+zZs4zMtm3bcOLECaYeVj6BgYGwsrJSafHq27cv/Pz80LhxY8ZVb8mSJejbty+jQPn4+GD//v34559/oK+vz8QtGRoaQltbG4aGhpgwYQJ8fX1hYmICAwMDTJ8+Ha1bt2ZlOHz//j1iY2OVklwQKo4SZ9WrCKZNm6bSNQ+Q+YoWRlHFyr4nCn5EDa1r4tPrIFYfL6OAe55YDASpL54WcCqNOW7hqq3WTS/jcw5un3rNtDuMqoc/d/sh+222Snl1lKcraFGczT6LSFEk09bn6JdpPJqmMfn6ZrzNiCtaWAFNjvp6WITvm0OdOiFWIRW4IukA9gKIAXDmxAnMQdE/6HX69oVTgTogBALh62XChAkICAhA7969VSZxKCsNGzZEkyZNcPjwYfz444+4f/8+Hj9+jL///ltJ1tDQEF27dkVAQAA8PT3h4OCAa9euYdGiRejWrRuEQiFcXFxw5MgRVgFfExMT3Lp1C2vXrsWqVasQHR0NY2NjNGzYEBs2bKiw5wJ7e3ucPXsWs2bNwpYtW1CrVi34+/uzUpEnJycjMjKSdZ1UKkVQUBDGjRvHKEKKLF68GBRFYfHixYiNjYWZmRn69u3LuDACYFwc8xN75LN7925GAd60aRM4HA4GDRoEgUAADw8P/Pnnnyz5AwcOoEePHpWeVOt7hqIrUiOqhmRkZMDQ0BDp6ekwMCjfFNNVTcsAICEL0KSy0Ub/KHq41kOz3HOIuvk7S87RrzEAwOHTNVCx74HlCjVZZq4CGjRjmhNWxSMqTrbbPaGfIUb2VP0DdufMa6zse4hp//bQCzv/+lOlbGHUr18fPj4+Jb6uNGxL3QaJQoGr0QajYcItfVBwcl46vC6XPPX9X+1mop5RxRTXJXy9CDIysFXNA8M7APsAZAHQBuANoDg5qcY+fQoz4tZMIACQZUWLioqCvb19hdUK+hY4e/Ys5s6di2fPnhEPoGqEUChE3bp1sX//frRt27aql1PtKez/e0l0g8oLJiFUOJ+ZpCoyXZiiKIhyk1kylFD2o6c/0hOUUAAkK6S11NYBXJvIxkqXICdPCrFErlcP7KxskZFKaSS8S0XyR3mcTqv+TtDQkn+17O3ti2VO19LSKpZvcWnJlGZCTMtjtmgFP8T+ev1LrTQJJWIk5KYgVSBPxGGja4b2lkU/oNY3tiNKE4EhOyEBgi9FuoWZ8v9TBnZ2cB46FDRN48TDh/jryhVIpFI4mJnh1wEDUPOLC01h1OrQgShNBAKhxHh6euLNmzeIjY397pNwVSdiYmKwcOFCojRVMkRx+kY4+AwQFQir4VAUPj4KYvXpvpNp0lo2RsDcUUCOQta95h0BDgd7zqZjz1l2JhxNPgVtTfZOk0QihW+LAEQ+YNcUcGpRE5cvX2bazs7O6NevX+lurJz4N+dfPBE8UXnOjGsGO75dqcb9nJeB8dd+R6qQnb3QQd8KU+sVXXCUQMjnzoYNuPbLL8o+twBMnJzQauVK/Pjjj9jz5f/W8OHD4e/vD11d3cpeKoFA+M4oSVFYQuXg6OhYpenYv1eIzfUbQSG8CBpf0pHX0NMDX5ttRRHryiwumkhjK00AYCLLmBh6VzkuydxE2Y/346tkJaUJAMxqG7DqeeVXwq5KXgnUpzotS2zTveTXSkoTAFhoF20BIBAUeXXggEqlCQAMbG3B4/GQkJAADoeD33//Hfv37ydKE4FAIBAIlQixOH0jCOWhOnDRvgkAaO9YB2En2cVvdaNkFieNujbAy/wL3IG6DYAuMguJUCx7eOPzgM5NdaHJp+DZTk9pTqmCG591XRO4tK4F2wZmaDfEFVfXHGfOtWjRosz3VxYktARCCAEAGpQG6vDl9Q40KU000mxUqnFzxHnIlQiZtqtRbdTWM4epliGG2nco05oJ3x/0l8ySFIeDeqNGMf065uZoNmsWuFwu9u/fjydPnigFFBMIBAKBQKh4iOL0jSBWcNPT5aSilYM9NFTUPdD8pA3DSYPByvjdYxDgJlNuXr4X4FOK7AFOR4uD+WPVpyQ+tl5eH8atsx2m7fIEAJw/fx6fPsnSfPP5fGhoqK/9VNG8Fb7FpexLTFuf0kcP3R5lGpOmacy+8xfuJkWw+nvZtMAA2zZlGpvw/ZL0ROZKytXURO89e0DTNDZt2oQ3b96g05dsWSYmJkRpIhAIBAKhiiCK0zdCvuJEQcooRYJM5bTYlIQDrpkxIFEobMuVfw1C7zIZJliJIVTxIESeotPIQu4ydPXqVea4qjMXPhc+Z6xNAKDNKboaeFFEZSYoKU0AYKKhbJUjEIpD7ufPzLE4NxfZ2dmYOHEiDh48CAAYMmQIunTpUlXLIxAIBAKBAKI4fTNIGMVJpux0qFsXtFSoJFfDYzAMxvQDwuSudFCoQyBRUJbG9zEqdE6ehvw6Tx95CvP8YrYAMHLkyGKtv6KQKhSiteXZoo122S1CYlp+f+ZaRrDVt4CTQU20tnAt89iE7xOpQoHbDF1dtGnTBk+ePAGPx8OmTZvQuXPnKlwdgUAgEAgEgChO3wQHnwEvvmQdpyBTFEx0dRB9do2SrNmvP4OroQfh7etYxJuJZ5Qj8CcfoD4AAEQKilODOpqFzpsSL0uKYFbbEMYWehAIBNixYweys2XJJczMzODiUpzqMhVHjDiGOe6l1wuaVOH3VBhSWoplD/bhRuJzpq+NhStmNxxcpjUSvj5oqRSnhw/Hu7Nn1SZ0KNmAsjEiABwUCpH15AnMzc1x9OhRtG/fvuzjEwgEAoFAKDNEcfoG2H5Pfsyn8gAAWnwNpL4IAwok3eJw+ACAe+I6uM/5YiERA4Dyw5+ejvqki6mJ8kxyqfGyejMvXrzA69fy9H46OjrFv4lKgAvlzIAlISL9I8LiH7P69PnV6x4JlUPigwd4feRIuY55HcApALRIhJYtW+LYsWOoWbNmuc5BIBAIBAKh9BDF6RsgTyFcyVHrLprb2cJIRxtQEaPE4cksLkKe/IG/hiEXhnpyJYlDAe0b6cDaVP3XQ6QwqZaeLPmDUMh2Dezfv3/JbqQC0IAGE+PEo8r2dRdI5O5Uhhq6cDO2R3/biivYS6i+iHNzmWNtU1PofUneUBbqZGYCUVEYNWgQ/IODoalZeusogUAgVDcoisKJEycwYMCASp9bKBTC1dUVe/fuRZs2JIlTdSE5ORmurq548OABatWqVdXLKRakjtNXzoYbwKcvZZc0qSyY8T+gV4P6AIAMgyiWrL3NQOyeHYxRPg/xR6Y8s9zQbvrwX2TFvP5aaIXRvQ2Z88HLwjDJcRsmOGxlXvPa7WHON+7hgLS0NOzZI+8bNmxYlbvpAWCUJhNO2WtJfRZkMMeeNi3wW/MfSL2m75Rbq1czxw3Gj8fYx49L9fK+d4853vjuHR48fIh9R48SpYlAIBTKuHHjQFEUpkyZonTOx8cHFEVh3LhxLPnCFBY7OztQFAWKoqCrq4smTZrgSBFW9fxr8pPYKFK/fn1QFIWgoCCmLz4+Hr169Sry3iqCnTt3wt7eXqXS9OOPP4LL5aq8X3XvW1hYGCiKQlpaGtMnFAqxfv16uLu7Q0dHB6ampmjbti12794NkUIca3nz5MkTtG/fHlpaWrCxscH69esLlQ8KCmI+64Kv/IzI+fdX8JWQIK/dee3aNfTt2xfW1tagKAonT55UmoumaSxduhRWVlbQ1tZGt27d8ObNG+a8qakpxowZg2XLlpXPm1EJEMXpKyY2A9h2V97mUl+K2/L5ECd+VpLPfvkM+3LbI46ugTRKXvRVW1P91+BzXCYOrAxHfGQqEqPSmFfyR7kSoa2ngdu3b7Ouqw4PfpnSTOZYQAvKPN7z1PfMca5YOfEG4fsgJykJ7y9cYNp8vdJlUzxz5gycnJwQGSnPTtmoUaOyLo9AIHwn2NjY4ODBg8hVsIDn5eVh//79qF27donHW7lyJeLj4/Hw4UM0b94cw4YNw40bNwq9xsbGBrt372b13bp1CwkJCUoFui0tLSv02aCg10s+NE1j27ZtmDBhgtK5nJwcHDx4EPPmzUNgYGCZ5vbw8MDatWsxefJk3LhxA3fu3IGPjw+2bt2K58+fFz1IKcjIyECPHj1ga2uL+/fvY8OGDVi+fDn++usvtdcMGzYM8fHxrJeHhwc6duwIc3NzlmxERARLTvF8dnY23N3dsX37drVzrV+/Hn/88Qd27tyJ27dvQ1dXFx4eHsjLy2Nkxo8fj+DgYKSkpKgdpzpBFKevmOwCGxh2mo9hrq8Pa0ND0Nm54OSwXdNogRZzzIcIRlQWmlpmoUNj9Sm6czPlCgdfkwtDMx3Wq05jS3j6NGP9J+DxeHB3dy/j3ZUdIS3/EZVCWohk8dDiyn/wnQ2/DpMyofwRfUl+kk/9MWNKdL1UKsWKFSvQt29fvH//HuvWrSvP5REIhO+EJk2awMbGBsePy7PkHj9+HLVr10bjxo1LPJ6+vj4sLS3h5OSE7du3Q1tbG6dPny70mpEjR+Lq1av48OED0xcYGIiRI0eCV6CWpKJVYu/evdDT02NZH3766Se4uLggJ0dWFuXZs2fo1asX9PT0YGFhgdGjRyM5OZmR79SpE6ZNm4aZM2fC1NQUHh4eKtd4//59REZGwtPTU+nckSNH4Orqivnz5+PatWus+ygJmzdvxrVr1xAaGgofHx80atQIDg4O8Pb2xu3bt1G3bt1SjVsUwcHBEAqFCAwMRP369TF8+HDMmDEDfn5+aq/R1taGpaUl8+Jyubhy5YpKxdLc3Jwly+HI1YZevXph1apV8PLyUjkPTdPYvHkzFi9ejP79+8PNzQ179+5FXFwcyzpVv359WFtb48SJE6V/IyoREuP0FfNawahkxX8NC/57jGndHRRFIeufK5DqiFnyWgJ5TaWurY0wb7T64rYAkBCVinXD5D/IHYbXx6wgWdzSp0+f8M8//yAtLQ3HL/+PtVPg4+MDbe2y10sqCzRN47/c/5i2Pd++TOMJJWLse3uZaVvoEBe975HclBRcUPjj4jJ8OAzt7Ip9fXp6OkaPHs08jPj4+BT6B45AIFQBv04HMlIrf14DY2DJ1hJd8sMPP2D37t1M6Y/AwECMHz8eYWFhZVoKj8cDn89Xa8XJx8LCAh4eHtizZw8WL16MnJwcHDp0CFevXsXevXvVXjdmzBicOXMGI0eOxI0bN3DhwgX4+/vj5s2b0NHRQVpaGrp06YKJEydi06ZNyM3NxS+//IKhQ4fiypUrzDh79uzB1KlT8d9//6mdKzw8HE5OTtDX11c6FxAQgFGjRsHQ0BC9evVCUFAQlixZUox3iE1wcDC6deumUmHl8/ng8/kqr4uJiYGra+GlTBYuXIiFCxeqPHfz5k106NABGhoaTJ+HhwfWrVuH1NRUGBsX/ayyd+9e6OjoYPBg5QzBjRo1gkAgQIMGDbB8+XK0bdu2yPHyiYqKQkJCArp168b0GRoaomXLlrh58yaGDx/O9Ldo0QLh4eEqlbfqBlGcvmL+91R+nF+/ic/lgJZIkLxuF/AzW56mSpY2+Z9NtxH1OJFp8zXlX5fLly/j4cOHKq8ruMtUFcSKYxElksd4camyZdS78YltZtfgVP09Eiqfl//7H2IU/mhzS+B28uLFCwwYMABv3ryBpqYmdu7cyYpBIBAI1YSMVCA1uWi5asCoUaOwYMECREdHAwD+++8/HDx4sEyKk1AoxMaNG5Genl6swts//PADZs+ejUWLFuHo0aOoU6dOsdyOd+3aBTc3N8yYMQPHjx/H8uXL0bRpUwDAtm3b0LhxY/z222+MfGBgIGxsbPD69Ws4OTkBAOrWrVtkTE90dDSsVSTwefPmDW7dusVY7EaNGgVfX18sXrwYFEUVuf6CY3Xq1KlE1wCAtbU1Hj16VKiMiYn6GO2EhATY27M3hi0sLJhzxVGcAgIC4O3tzdrwtrKyws6dO9GsWTMIBAL4+/ujU6dOuH37Npo0aVLkmPnzK65HcX2KsVKA7H1Q90xZ3SBPf98IFnyZkuBobg6IxKC5ykoSX6QLlOC3ICM5h9Xu/kMj5jgrKwuqcHV1VfpPXBXk0rmstqtG2YrTpgvZ7lmuRrZlGo/wdZKTzH6YajhxYrGuu3v3Lrp06YKsrCzGtaZZs2ZFX0ggECofgyryKCjFvGZmZvD09ERQUBBomoanpydMTU1LNf0vv/yCxYsXIy8vD3p6eli7di08PT3x22+/sRSYFy9esGKoPD098eOPP+LatWsIDAzEDz/8UKz5jI2NERAQAA8PD7Rp0wbz589nzj1+/Bj//vsv9FTEkEZGRjKKU76iVRi5ubnQ0tJS6g8MDISHhwfzfvXu3RsTJkzAlStX0LVr12LdQz50Kev58Xg8ODo6lura8uDmzZt4+fIl9u3bx+p3dnaGs7Mz027Tpg0iIyOxadMmJdnyQFtbm3HRrO4QxekrRqIQtmPA/YSGNWuCy+Eg++o9SDUlSvIcKR+lLWXkHzkNlg7yH/WYGHlh2dWrV8PQUJaFT9H/tSrIlebibt5dxInjmL522u1gybMs9ZgPkt/g96dHmfYC9+HgccpmwSJ8feSlpeHWr78y7cEXLqBWu3bFutbNzQ2urq7Q0dHB4cOHYWZmVlHLJBAIZaWE7nJVzQ8//IBp06YBQKGB+kUxd+5cjBs3jokpyre6TJkyBUOHDmXkClpveDweRo8ejWXLluH27dslilW5du0auFwu4uPjkZ2dzbjTZWVloW/fvipjQK2srJjjggkoVGFqaoqnT5+y+iQSCfbs2YOEhASWl4xEIkFgYCCjOBkYGDDWPEXS0tLA5XKZ+Z2cnPDq1ati3DGbsrrqWVpaIjExkdWX37a0LPq5x9/fH40aNSqWAtqiRQtcv369SDnFteWvR/EzS0xMVLJIpqSkfDV/F4ni9BUjUlCcKNCQSKWgJRJ8mvorcm0yleSzKbkZVqyixlOhFLBUKcY08Xi8KleY8nkseIyHAra5l1OGHCg0TWPFw/+x+rhU9bhXQuXy5O+/WW2OGp/1fNLS0qCvrw8ulwtNTU2cPXsWRkZG1cKVlUAgfDv07NkTQqEQFEWpTZBQHExNTVVaP0xMTAp1FwNkytvvv/+OYcOGFcs9DABu3LiBdevW4fTp0/jll18wbdo0pqxJkyZNcOzYMdjZ2ZX5N7Nx48bYsWMHaJpmlMFz584hMzMTDx8+BJcr3wh99uwZxo8fj7S0NBgZGcHZ2RkHDx6EQCBgZQR88OAB7O3tmdglb29vLFy4EA8fPlSKcxKJRBAKhSqVvLK66rVu3RqLFi2CSCRi1nLp0iU4OzsX+TlkZWXh8OHDWLNmTaFy+Tx69IilABWFvb09LC0tERoayihKGRkZuH37NqZOncqSffbsWalcHasC8gT4FZNvcaIgBUUBzpYWoAUiSDOyQPOUs8hxDOSm9cTPyhapkpBvYQKgMuCyqsiWsl3qdCldOPAdSj0eDRopArkSaqltjJbmVV+filD5ZMfFsdrWhRRRfPz4MZo0acIKMjY1NSVKE4FAKHe4XC5evnyJFy9esJSAgqSnp+PRo0esV2mzyBWkXr16SE5OVkpNro7MzEyMHj0aM2bMQK9evRAcHIxDhw7h6FGZd4ePjw9SUlIwYsQI3L17F5GRkbhw4QLGjx8PiaRkzy+dO3dGVlYWKyV4QEAAPD094e7ujgYNGjCvoUOHwsjICMHBwQBkWQMpisKYMWNw//59vH37FoGBgdi8eTNmz57NjDdz5ky0bdsWXbt2xfbt2/H48WO8e/cOhw8fRqtWrVjZAxXJd9Ur7FWY4uTt7Q0NDQ1MmDABz58/x6FDh7Blyxb4+voyMidOnFBZV/PQoUMQi8UYNWqU0rnNmzfjn3/+wdu3b/Hs2TPMnDkTV65cgY+PDyOTlZXFfI8AWTKIR48eMR5JFEVh5syZWLVqFU6dOoWnT59izJgxsLa2ZtXGysnJwf3799GjRw98DZC/4l8pNA08kdUpYxJDNLezBS2WZdKjC6jEGmI+JOPmAttkmYLq11Ed1P4xIhkXAx5BkC3C67vxBeakcevWLURHRzN1I4q7s1QZvBe9xzPhM6btpeeFmryarMQQUlqK8x/uIiL9Y7HGpCG3zFlpm+BAl4XE4vQdIcrJwZO//kLqmzeIVXBR8L5xAzw1iSEOHDiACRMmIDc3F4cOHcKCBQuq1eYCgUD49jAwMChSJiwsTMkaMmHCBPj7+5fLGmrUKDxTryI///wzdHV1mdiphg0b4rfffsOPP/6I1q1bo2bNmvjvv//wyy+/oEePHhAIBLC1tUXPnj1L7OFSo0YNeHl5ITg4GGvWrEFiYiLOnj2L/fv3K8lyOBx4eXkhICAAPj4+MDIyQnh4OObPn49+/fohPT0djo6O8PPzY2WA09TUxKVLl7Bp0ybs2rULc+bMgY6ODurVq4cZM2agQYMGJVpzcTE0NMTFixfh4+ODpk2bwtTUFEuXLsXkyZMZmfT0dERERChdGxAQgIEDB8LIyEjpnFAoxOzZsxEbGwsdHR24ubnh8uXL6Ny5MyNz7949VjtfWRs7dixT+HjevHnIzs7G5MmTkZaWhnbt2iEkJIQVc/bPP/+gdu3aaN++fVnfjkqBoksb0faVkpGRAUNDQ6Snpxfrh6a6cuMDMOJLpnAOxOhoEIw1AwfAXAK8d+6D1Caf8LlTLCNfI8cI1PAIzN0uy2E+qpcBfuhrpDTu7FaBiLgdq9Qf+H46UvMSsWXLFla/iYkJVq1aVX43VkqypdkITA9k1WsaaTASplx2kOydpAjMvr2rVHO4mdhje5vpZVon4evi4Z9/IlRhhy2fkbdvw6pFC1afWCzGL7/8wqQX79GjBw4cOFCkiwuBQKga8vLyEBUVBXt7e5XJAwjfDk+ePEH37t0RGRmpMuEEoepo1aoVZsyYAW9v7wqdp7D/7yXRDcjW+VdKTLr8WAoOahkbw8LAALToS+2mAln1KJqCWOHj5nJUp9dLeKdcu8KxqRXMahuyCs/lU5oiexVBljSLpTSZcExgwlF+YI3L+azUV1zaWzYs9bWEr5P0d++U+gzt7WFeILA1KSkJHh4ejNK0YMECnDt3jihNBAKBUA1wc3PDunXrEBUVVbQwodJITk7GwIEDMWLEiKpeSrEhrnrfAM5at7CiXx9wKArSL656eVbsWB+OqRVex8gL2fFUuEEnfUhHepIsHWSNmvpYcmoYOFwKtg3MQdM0KytNr1690LJlS5ibm1fAHRUPKS3FW9FbpEpSkSWVp0e35lljkN4gcCgOcsR5uBz7kIlTepkmzwb4g5MH2ljUL9ZchnwdWOqQh+DvgYyYGLw6dAiSvDzE3bzJ9HsEBMC8cWOYNmgArkJiCLFYjA4dOuDVq1fQ09NDUFAQBg0aVBVLJxAIBIIaSN286oepqSnmzZtX1csoEURx+kbgfvH5FUXL4pKy7TNY5yU0B7tPpyvIK1ucVg04zBzzNXlwbCLPnvLixQs8efKEaZuYmFSp0gQAr4WvcSHnglK/GdcMnC9xSP4RITgSdU3l9ZbaJnA2rFWhayR8fZzo2xdJCt/1fEycnWGhwsLK4/GwZMkSrFixAidOnCgytSyBQCAQCISvE+Kq940hzcwGDRoa2Rqs/kya7YLX2Fk5sP3DC7krnntXO9a5glWeq7JgWz6fpard7mrx5MrQ+6xElTJcigN3k9Jn2yN8u3x+8UKpT8vEBGYK7nkikQhv375l2t7e3nj8+DFRmggEAoFA+IYhFqevEKlUipiUdADKGe1y8z4iZtxLiAwErH6DBlOBL895jZw04WzLVpzyckQQ5omZts9OT9b5rCy5K9ygQYNgYWFRxrsoOyJaxBy30WoDU54pDDmGMOGaQCAR4kbiC3zKTWNkVjYZCy2uzMWqrmEtmGp9vclBCCUnLzUVkWfOQJKXV6gcLZXFyhnVqYMuf/wBUBSsW7eGxpcaHAkJCRg6dCjevXuHe/fuMUX+SHA5gUAgEAjfNkRx+goJef4CB54YQ5Xi9P71LohMBEr915/Lg5osTJQ/9q0TTzPH9u4W4Ci48tE0jZCQEKatWMOpKnkseMwcW/IsYcO3Ydobnx7D+Y93WfItzJyhyycPt98rR3r0QOK9e8WW1zQygkPv3qy+W7duYdCgQYiLi4OBgQFev35drOrsBAKBQCAQvn6Iq95XyLukZGhwcpi2tYHceiSAave1VLG8+G1dGw2l82/uyWs21W1uzTonELAVMVtb25ItuILQprSZ44JpxyPS2UX9auuaQ4enuu4O4fugJEoTAFg2b85q//XXX+jYsSPi4uJQr1493L17Fx06dCjPJRIIBAKBQKjGEIvTV4hEKgUgtwjN7SJPk00rpOTOp5b7ePx31o1p9+ugXMNAkCN3e5u6rafauY2MjGBmZlbSJZcrNE3jk+QTculcpk+bo82SeZcpi8nic7iY5zYMrc3rgaJUp2AnfNtIhEJ8uHqVaRva26PV4sWFXqNlYsJYmwQCAaZPn46///4bADBw4EAEBQWRorYEAoFAIHxnEMXpK0RCS0ErKE46GgoWpAL1jF2p9rgk+RUSWp5lr6D+QNM0PsfK0nXrm2iDr8n+Wly6dIk5rg5uSY8Fj3E1V/4gbMBhxypdir3PHPMoLnrWalZpayNUP4716oWYK1eYto65ORr+8EOxr1+5ciX+/vtvUBSF1atXY/78+UQJJxAIBALhO4S46n2FSKRSgJY/uClmFi9oceJSGnjwSh4Mb2PBQ8FM5Fmp8vOZKbkoSHR0NHNsbKwcV1XZfBR/ZLVrcGuw2g8/RzLHfA7ZG/je+RAWxmqbNmhQout/+eUXtGnTBufOncOCBQuI0kQgEL57IiIiYGlpiczMzKpeCkGBFy9eoFatWsjOzi5amFAqiOL0FRKbIUGGRB7T86WEE2ipBDmSGLYwhweJgi61bpq50oOfVCq3UtVpwrYoicVixMTIx/T0ZGfbq0wktASJ4kQIaHnMVXOt5uiu050ll5ArT72+tPGoSlsfoerJSUpC/N27rBf9xQqrV7Mmuu/ciU4bNxY6Bk3TuHDhAnOdgYEBrl+/jp491buwEggEQmWTkJCA6dOnw8HBAZqamrCxsUHfvn0RGhparOspiir0tXz5crXXLliwANOnT1fpsuzi4gJNTU2lMiYAYGdnh82bNyv1L1++HI0USj6Ux/2VliNHjsDFxQVaWlpo2LAhzp07V6h8WFiYyvev4P1v374ddnZ20NLSQsuWLXHnzh3W+b/++gudOnWCgYEBKIpCWlqa0lwPHjxA9+7dYWRkhBo1amDy5MmsrMeurq5o1aoV/Pz8Sv8GEAqFKE5fGbtuJ+FknAdyabl7Wv6HGP/iiJI8xeFCIpE9APJ5gGUNZQvMoq77mGNjS3n8k1gsxsqVK1n/Kasq5bKUliI4IxgHMw+yLE7umu6s+KZT0TdxNymCaZOU498Psf/9h501ayK4RQvWK999Vc/aGu4//gjNQrJC5ubmYty4cejZsye2bNnC9BMrE4FAqE68f/8eTZs2xZUrV7BhwwY8ffoUISEh6Ny5M3x8fIo1Rnx8PPPavHkzDAwMWH1z5sxReV1MTAzOnDmDcePGKZ27fv06cnNzMXjwYOzZs6dK76803LhxAyNGjMCECRPw8OFDDBgwAAMGDMCzZ8+KvDYiIoL1/pmbmzPnDh06BF9fXyxbtgwPHjyAu7s7PDw88OnTJ0YmJycHPXv2xMKFC1WOHxcXh27dusHR0RG3b99GSEgInj9/rvQ5jB8/Hjt27IBYLFY5DqFsED+mr4wLb6WgFfRdfQ0aJtqyh7rMT0+V5DVMakMSKzvmcpUf/rLS8vD+ifw/rlUduSteXFwckpPlRXH19fWhqVk1melSpalIlbKL+GpSmtCk2Ou5nvic1TbTqh6p0wkVz7tz5yAVidSeN6pTp9DrY2Ji4OXlhQcPHoDDIXtKBAKh+vLTTz+BoijcuXMHul9qzAFA/fr18cOXGE5vb29IJBIcOnSIOS8SiWBlZQU/Pz+MGTOG6Tc0NARFUcWKYz58+DDc3d1Rs2ZNpXMBAQHw9vZGx44d8fPPP+OXX36psPurCLZs2YKePXti7ty5AIBff/0Vly5dwrZt27Bz585CrzU3N4eRkZHKc35+fpg0aRLGjx8PANi5cyfOnj2LwMBAzJ8/HwAwc+ZMADILlirOnDkDPp+P7du3M3+jdu7cCTc3N7x9+xaOjo4AgO7duyMlJQVXr15F165dS3L7hGJAFKevjByxvB5TA9McrOisA21ZTVckRymbr40HLsCnlbLU5VwVz4I5GexU4yOWydMr0wUSTUydOhVcLheVhZSWIpuW+elmSeVWL2PKGEZSc9jz7PE5j+1fLZAImeNfm46FgYYuCF8XNE0jKzZW6ftXFIL0dOa4rpcX9GrVYtraNWrAbdIktdf++++/GDp0KJKTk2FqaopDhw6hS5cuJV88gUD46tnXrBmyVbiZVTS6lpYYXYyyCSkpKQgJCcHq1atZSkU++Q/vI0eOxJAhQ5CVlQU9PZk3yYULF5CTkwMvL69SrzM8PBzNmiknXcrMzMSRI0dw+/ZtuLi4ID09HeHh4Wjfvn2Jxi/u/akiODgYP/74Y6Hjnz9/Xu2abt68CV9fX1afh4cHTp48WeS6GzVqBIFAgAYNGmD58uVo27YtAEAoFOL+/ftYsGABI8vhcNCtWzfcvHmzyHHzEQgE0NDQYG3saWvLPG6uX7/OKE4aGhpo1KgRwsPDieJUARDF6Sti1z0xXqbJY5vmthKh2ZeSS8Kcz8j6xDYlW0qcsOyAFNm5sgdQXgGL061/IrBqwGGm3bSXIwxq6DBtRf/cjh07ws7OrrxupUhypDk4kHEAWXQWq18skeL44zf4nPuoyDGa1HCsoNURKgpaKsX+Nm0Qf/t2mcZpPH06anfuXPR8NI1NmzZh3rx5kEgkaNq0KY4dO1ZtapURCITKJzshAVmxsVW9DLW8ffsWNE3DxcWlUDkPDw/o6urixIkTGD16NABg//796NevX5nKKURHR6tUnA4ePIi6deuifv36AIDhw4cjICCgxIpTce9PFf369UPLli0LlVFlKcsnISEBFhYWrD4LCwuV8Vr5WFlZYefOnWjWrBkEAgH8/f3RqVMn3L59G02aNEFycjIkEonKcV+9elWMu5LRpUsX+Pr6YsOGDfj555+RnZ3NWKvi4+NZstbW1qzEXoTygyhOXxEHnsmzPFCQwtZYnoY888NdJXla0wz/PZFnyTMzZluLru5nK1o1arJ/SJOSkpjj3FzlbHsVSbQoWklpAoDkDAE+5xadLUaPpwUtLil4+7WR/OxZmZUmQJYIoji8ePGCUZrGjh2LHTt2MDt4BALh+0S3ispuFHfe4lrjeTwehg4diuDgYIwePRrZ2dn4559/cPDgwbIsE7m5uSrjnQMDAzFqlDwh06hRo9CxY0ds3bq1RIpaSb0NFNHX16/0GnvOzs5wdnZm2m3atEFkZCQ2bdqEffv2FXJlyahfvz727NkDX19fLFiwAFwuFzNmzICFhYWSe7m2tjZycnLKbW6CHKI4fUVIFH5LOpo/hL1JU4WTykGANXouBnbI23NGytN20zQNYZ78mjYDXTBiKXtXSNEtr169emVYecmRKqRVN+eaw5BjCClNQ5ubjeuQxWTZ61vCTs9C6VoexYVHrWbQ4JKv99eAVCxm/lCK8+Sp8Q0dHGDRtKm6y1RCURTsPDxg4uRULPn69etj8+bNoCiK8aknEAjfN8Vxl6tK6tatC4qiimWtGDlyJDp27IhPnz7h0qVL0NbWLnOGUFNTU6SmsmOOX7x4gVu3buHOnTusuCaJRIKDBw9i0hdXaQMDA6QruFXnk5aWBsMviXtKcn8FKaurnqWlJRITE1l9iYmJJa5h2aJFC1y/fh2A7P3icrnlMq63tze8vb2RmJgIXV1dUBQFPz8/ODg4sORSUlJQp4i4XkLpIE+WXwkiCRCTIbMwcSDGsAZyawqdnYWUwAWAYjkjGoB5KwAy821bN2041ZZdn5mSi4Vd9iHqsfw/8eQ/PGBak52B7vTp08yxjo4OKpNYsdxNooFmA3z6LMbvT44gSyx/sO5i1QjjnHpU6roI5Uv4woW4u2EDpCqy/9h5eKD7n3+W+5wXLlyAjY0NXF1dAQDTpk0r9zkIBAKhojAxMYGHhwe2b9+OGTNmKMUBpaWlMXFAbdq0gY2NDQ4dOoTz589jyJAh4PP5ZZq/cePGePHiBasvICAAHTp0wPbt21n9u3fvRkBAAKM4OTs74/79+yjIgwcPGKtNSe6vIGV11WvdujVCQ0OZRA0AcOnSJbRu3brQMQvy6NEjWFlZAZDFHDVt2hShoaEYMGAAAEAqlSI0NLTUf3/y3f4CAwOhpaWF7t3ZZVmePXuGwYMHl2psQuEQxekr4YGCe60UPNbOuOj8WUg5QvYFFPAiSp74ISVDwhzfPfuGpTTxNLjQ0We7tYkKZCfLDyytLPJouYJEgcKJ9/+xlCYAMNKs3DURyheapnH3999VKk0AoGNmVu7zrVmzBosXL0bdunVx584dZoeTQCAQvia2b9+Otm3bokWLFli5ciXc3NwgFotx6dIl7NixAy9fvmRkvb29sXPnTrx+/Rr//vtvmef28PDAxIkTIZFIwOVyIRKJsG/fPqxcuRINChQYnzhxIvz8/PD8+XPUr18fs2bNQvv27bF69WoMHDgQEokEBw4cwM2bN/GnwkZZSe5PkbK66v3888/o2LEjNm7cCE9PTxw8eBD37t3DX3/9xcgsWLAAsbGx2Lt3LwBg8+bNsLe3R/369ZGXlwd/f39cuXIFFy9eZK7x9fXF2LFj0axZM7Ro0QKbN29GdnY2k2UPkMVXJSQk4O3btwCAp0+fQl9fH7Vr14aJiQkAYNu2bWjTpg309PRw6dIlzJ07F2vXrmUpku/fv0dsbCy6detW6veBoB6iOH0l5CjoMQbcT2hY01reIRAgVTtD6RpFp6MGdeSKkVgoYclN/8sTOgZsxamgj3FlJoYAAD7kO2I1eTUhksofrt1NHGCnb4lu1o0rdU2E8ic/fbiGvj7MFYofGjo4wH3KlHKbJzMzE+PGjcPx48cBAJ06daqymmQEAoFQVhwcHPDgwQOsXr0as2fPRnx8PMzMzNC0aVPs2LGDJTty5EisXr0atra2TKa3stCrVy/weDxcvnwZHh4eOHXqFD5//qwyU1+9evVQr149BAQEwM/PD23atMH58+excuVKbNy4ERwOBw0bNkRoaChL6SrJ/ZUnbdq0wf79+7F48WIsXLgQdevWxcmTJ1lri4+PR0xMDNMWCoWYPXs2YmNjoaOjAzc3N1y+fBmdFRIUDRs2DElJSVi6dCkSEhLQqFEjhISEsBJG7Ny5EytWrGDaHTrIshzv3r2bqdV0584dLFu2DFlZWXBxccGuXbuYxB/5HDhwAD169CBJjioIii5LFN5XSEZGBgwNDZGeng4Dg6+nOGrwowwsvCpbr73mAxwZ6QQzfZnFJda3N56ZXWPJvxN2w+m0rcgTyD7eH/vq4vHv5xD1KBHCPDEEXzSx6X/3gcdEuQLy7t07BAcHIz09nQksdHJyYpmtK5J0STpCskOQIJGZ2B69S8GnZAmyxXmQ0LK4p/A+pCJ2dSD+7l1cmDCh9NmnaBp5X/zkrVu3hveNG+W4OjkRERHw8vLCy5cvoaGhgW3btjFuIwQC4fslLy8PUVFRsLe3JxspJWT79u04deoULly4UNVLISggFApRt25d7N+/v1yU5G+Jwv6/l0Q3IBanr4RHH+MAyD5MClJo8eUfXSr9Rkk+V6TFKE0AEPc0AU+uvFeS0zVkW5rCwsKU0lpWZpaxV8JXjNKUnSfG23h2nSY9HvnjVl149OefSH6qXHS5NGhUkMvc6dOnMWrUKGRkZMDa2hrHjh1Dq1atKmQuAoFA+F748ccfkZaWhszMzErPYkdQT0xMDBYuXEiUpgqEKE5fCQKxXAmqa2YKfQVtOY8vVJJP1uiJWuayj7eujQZsMuRBUkYWutAx0ETd5tZo3qcu6zqhUD5WjRo1YGRkhB49Ki8Bg4iW+yRKpPJ71uFpwlLbBMMcOlbaWgiFI8qWp4U3sLMDt5QBx9qmpmi1aFF5LYuBpmn4+fkhIyMD7dq1w5EjR0qcwYhAIBAIyvB4PCyqgN9tQtlwdHRkCuESKgaiOH0lPPxsxRw3rPXl4Y+msW/deZgbf2bJ6tRwwW+TxzHtfUv+RdCq60x70uYe6DicHcCZkpKCgwcP4tkzeW2nefPmVdhOkogW4UrOFXwSf2L159Ay98A3cRl49l6esrSTlTsWuA+vkLUQSsfrI0eY4+HXrsHAxqYKV6MMRVE4dOgQ/vjjDyxduhQaGhpFX0QgEAgEAoGgBk7RIoSqRiQBYrKMmLYeX2aJ+fQoAhcSJEryNezlaSlj33zGIQWlCQC0dJQtA+Hh4SyliaIo8HgVp1dHiaLwSvgKKdIU1iuPzoNILMWT96lMTBMAaHHKlj6VUL7kpaWx2rxqUjT2xYsXWLduHdM2NzfHqlWriNJEIBAIBAKhzBCL01eApED6jk62sgxzKQnP0UI/WEnewlHuWpeTLmCda+JRB417KBdFy1ZwuwKAHj16VGhsk4CWr4v75V8+EqkYiilLHPQt0deWxKVUJ0QFvi86pqZVtBI5x44dw7hx45CVlQU7OzsMGzasqpdEIBAIBALhG4IoTl8BV9+8B2AHADDixkMv+C8k50UgWnwazjrKSRFr2MtTYIbtl1uR+kxrjilbVVcMl0jklqvFixfD2tpapVxxEdJC3Mi9gc+SzyrPZ0vlD95ddLrAVdOVae95cwlAFACgg2VDrG42vuDlhCok9/NnXFJIFV530KAqXI3su7tkyRKsWbMGgCzVeJcuXap0TQQCgUAgEL49iOJUzRGIRNgU/gn5ipMUXPBePcIHo0eAvrLSpKkvV3jysoX4Z9Ntps3T4CrJ5yOVyt3iuFz1csUlQhiBx4LHxZLlUHKP0VRBFvwjzjNtHqfsayGUL08DAvDuzBmmza1CN7iUlBR4e3szKXF9fX2xbt26CnUzJRAIBAKB8H1Cni6qOQKxGHlS+cdkK4yDsTAXURzl2CYAMLaRp6DMzWJn2+s0skFBcQZFi1N5KE650txiydXg1IAdz45pZ4pyWOc9bVqWeS2E8iXnEzuhR8MffqiSdTx+/BheXl6IioqCtrY2/P394e3tXSVrIRAIBAKB8O1DFKdqTmRSMtLE8hTKMz+eBAAk6aYoyda0GgKXnluQEp+JExtvIeFdKnOueZ+6cGxipXQNIEvbfO/ePabN4ZQuZ8h/ic/xb9xjiGkx3grfQgqZFasmryZ0Oboqr0kDjfU4yrSzxXnMcXfrJmhh5lyqtRDKl8jTpxFx5AhoiQSJDx4w/cPCwmDTsWpSxEdFRTHF7E6cOAF3d/cqWQeBQCB87YwbNw5paWk4efJkmcYRCoVwdXXF3r170aZNm/JZHKHMvHjxAj169EBERAR0dVU/jxGKB8mqV83xD7+BVInc/Y6jkGlOkYwXreHg4AOepgEOrb6OExtv4eaJCOY8vxA3vcjISFa7NG5OWaJcLL2/Bxdi7yE07hGik7PwITkHH5JzcCvhDULjHql8XY57iEtxD5jXjU8v5GvmEr2+OpCXloZTQ4bgxb59eLl/P1JevWLOcTU1C7myYhkwYAD27t2Le/fuEaWJQCB8VyQlJWHq1KmoXbs2NDU1YWlpCQ8PD/z333+lGm/Lli0ICgoq87p27twJe3t7lUrTjz/+CC6XiyMKpSzyGTduHAYMGKDUHxYWBoqikKaQyVUoFGL9+vVwd3eHjo4OTE1N0bZtW+zevRsikUhpjPLiyZMnaN++PbS0tGBjY4P169cXKh8UFASKolS+Pn3x3Mi/v4KvhAR57c0dO3bAzc0NBgYGMDAwQOvWrXH+/HmVc9I0jV69eoGiKJYS7OrqilatWsHPz6/sb8R3DlGcqjk5IjGr3TJHluxBnzZh9Rty46HVvCEAIPlDBuscT4OLDsPrq50jNTWV1TYwMCjxOtOF2RBKxUULFhNNDh9drMjDcHUgNykJEoFAqb9G/fqwaNq00taRlJSEoUOH4sOHD0zf6NGjYWJiUshVBAKB8O0xaNAgPHz4EHv27MHr169x6tQpdOrUCZ8/q07IVBSGhoYwMjIq05pomsa2bdswYcIEpXM5OTk4ePAg5s2bh8DAwFLPIRQK4eHhgbVr12Ly5Mm4ceMG7ty5Ax8fH2zduhXPnz8vyy2oJSMjAz169ICtrS3u37+PDRs2YPny5fjrr7/UXjNs2DDEx8ezXh4eHujYsSPMzc1ZshERESw5xfO1atXC2rVrcf/+fdy7dw9dunRB//79Vd7r5s2bQVGUyvWMHz8eO3bsgFhcfs9q3yNkS7+aI5bKE0C0sAZ0n8pigGiwE0PopVqAoy3b/X948R3Tv/H2D6jpVAN6Rlpq51DcyRk8eHCJ1vcpNw0nY64jIiuK6bOvYQxnO1kq8y7aXWDLty3RmABgqKELXb76NRPKn/jbt/H62DFIJez4OYGCYu04YAA6bdwIUBQMbW1BldKts6Tcv38fXl5e+PDhA5KTk3HlypVKmZdAIBCqG2lpaQgPD0dYWBg6fnGVtrW1RYsWLRiZOXPm4NWrVzjzJZHP5s2bMWvWLJw/fx49e8qy6zo6OmL+/PmYOHGikqtep06d4ObmBi0tLfj7+0NDQwNTpkzB8uXL1a7r/v37iIyMhKenp9K5I0eOwNXVFfPnz4e1tTU+fPgAm1IUTd+8eTOuXbuGe/fuoXHjxky/g4MDhgwZAqFQWMjVpSc4OBhCoRCBgYHQ0NBA/fr18ejRI/j5+WHy5Mkqr9HW1maVdUlKSsKVK1cQEBCgJGtubq5Wce3bty+rvXr1auzYsQO3bt1C/fryTfFHjx5h48aNuHfvHqyslEMzunfvjpSUFFy9ehVdu3Ytzm0TVEAUp2pMbFoaUsUKX36BPOFCQcUpn6QP6RDmyXcTLO2NClWaACAkJIQ5VrdToY4NT4/g1qeXrD4JRwg9LZnVylLXGNb8GiUak1D5iHJycKRHDwgzMgqV0zAwgJGDQyWtSkZQUBCmTJkCgUCAunXrYuvWrZU6P4FAIFQn9PT0oKenh5MnT6JVq1bQVOEy3bFjR/j7+0MikYDL5eLq1aswNTVFWFgYevbsidjYWERGRqJTp05q59mzZw98fX1x+/Zt3Lx5E+PGjUPbtm3RvXt3lfLh4eFwcnKCvr6+0rmAgACMGjUKhoaG6NWrF4KCgrBkyZIS33twcDC6devGUpry4fP54PP5Kq+LiYmBq6urynP5LFy4EAsXLlR57ubNm+jQoQOrmLqHhwfWrVuH1NRUGBsbF7n2vXv3QkdHR+UGdaNGjSAQCNCgQQMsX74cbdu2VTGCLJHXkSNHkJ2djdatWzP9OTk58Pb2xvbt22FpaanyWg0NDTRq1Ajh4eFEcSoDRHGqxnzKyEAeLQ/iEwoUzKsSMevTo9NldZESo9JYYxiY6hQ5j56eHnJzZUqZi4tLidYYm52s1GdlLNth0aQ0YcVVnZCCUL3ITU4uUmkCRcFBxU5iRSEUCuHr64vt27cDAPr06YN9+/aV2Z2EQCAQCmNmM3+kJmRV+rzGlnrYfG9ikXI8Hg9BQUGYNGkSdu7ciSZNmqBjx44YPnw43NzcAADt27dHZmYmHj58iKZNm+LatWuYO3cuY1EKCwtDzZo14ejoqHYeNzc3LFu2DABQt25dbNu2DaGhoWoVp+joaJU1IN+8eYNbt27h+PHjAIBRo0bB19cXixcvLvFm7Zs3bwpV9tRhbW2NR48eFSpTmNt3QkIC7O3tWX0WFhbMueIoTgEBAfD29mZZoaysrLBz5040a9YMAoEA/v7+6NSpE27fvo0mTZowck+fPkXr1q2Rl5cHPT09nDhxgqUIzpo1C23atEH//v0LXYO1tTWio6OLXCtBPURxqsbkikTIk8p3bsZaxwEAPnJ0kc1j/6hrd2gGAKAVDFEDfFsV60eJ/nIRRVEqzbuF8SE7CQDA41BoX98Cg0z6wkzbEABgxjUDn1K9+0OoepKePMH7ixdB0zTLHa92ly5o++uvSvJ6NWvC0LbkbpelWltSEgYOHIjr168DAJYtW4alS5eWOuMjgUAgFJfUhCx8js2s6mUUyqBBg+Dp6Ynw8HDcunUL58+fx/r16+Hv749x48bByMgI7u7uCAsLg4aGBjQ0NDB58mQsW7YMWVlZuHr1KuPmp458JSwfKysrJqmBKnJzc6GlpezhEhgYCA8PD5iamgIAevfujQkTJuDKlSsltnzQtGpvm6Lg8XiFKokVzc2bN/Hy5Uvs27eP1e/s7AxnZ3n24DZt2iAyMhKbNm1iyTo7O+PRo0dIT0/H0aNHMXbsWFy9ehWurq44deoUrly5gocPHxa5Dm1tbeTk5BQpR1APUZyqMcfuP8YH4UBWnxQU9hrZoWBIPvUlz0fU40Smj8Mt3k5OfvFbVeb1wsgWyVOHUxQFMwNtuOvXK9EYhKohNyUFwS1bQpyXp3RO29QUNas4jayuri4yMzNhYGCAffv2oV+/flW6HgKB8P1gbKn3VcyrpaWF7t27o3v37liyZAkmTpyIZcuWYdy4cQBkcUphYWHQ1NREx44dYWJignr16uH69eu4evUqZs+eXej4Bd3eKIpinhdUYWpqiqdPn7L6JBIJ9uzZg4SEBFbGXolEgsDAQEZxMjAwUGkJSUtLA5fLZVJoOzk54ZVCZtfiUlZXPUtLSyQmJrL68tvqXOMU8ff3R6NGjdC0GAmVWrRowWwa5qOhocEofk2bNsXdu3exZcsW7Nq1C1euXEFkZKSSN8agQYPQvn17hIWFMX0pKSmoU6dOkWsgqIcoTtUYHo+da7+ZQQYE0AB4yjthNWgj2TV8+Y58RnLxdhUULU4lIT5XXktKJFH/Y0qofqS9fatSaQKAWh06VPJq5NA0DYqioKOjgxMnTkAoFLJ24wgEAqGiKY67XHXE1dWVlYK6Y8eOCAwMBI/HYxJCdOrUCQcOHMDr169L5fJWGI0bN8aOHTuY33EAOHfuHOMyyOXKy6I8e/YM48ePR1paGoyMjODs7IyDBw9CIBCwYrYePHgAe3t7Ronz9vbGwoUL8fDhQ6U4J5FIBKFQqLJOUVld9Vq3bo1FixZBJBIxa7l06RKcnZ2LdNPLysrC4cOHsWbNmkLl8nn06FGR3j9SqRSCL9lu8xN8KNKwYUNs2rRJKbHEs2fPSpwEjMCGKE7VmByFegSuZkBtjVxkAWiqv19JVgdmAICsVPnDcMNORbtVpaamMunIS6I4vc2IxYX4O0zb1pwUVKuuJD58iORnz1h9aQq1u+x790bDL+lj9WvVgmXz5pW6PgAQCASYPn06bG1tsWjRItm6CviTEwgEAgH4/PkzhgwZgh9++AFubm7Q19fHvXv3sH79elaMS4cOHZCZmYkzZ85g7dq1AGSK0+DBg2FlZQUnJ6dyXVfnzp2RlZWF58+fo0GDBgBkcT2enp5KtfZcXV0xa9YsBAcHw8fHByNHjsTKlSsxZswYzJs3D4aGhrh27Ro2b97Mqpc0c+ZMnD17Fl27dsWvv/6Kdu3aMfe/bt06BAQEoFGjRkprK6urnre3N1asWIEJEybgl19+wbNnz7BlyxZs2rSJkTlx4gQWLFigZBE7dOgQxGIxRo0apTTu5s2bYW9vj/r16yMvLw/+/v64cuUKLl68yMgsWLAAvXr1Qu3atZGZmYn9+/cjLCwMFy5cACCzeKmyetWuXZv1d/T9+/eIjY1Ft27dSv0+EIjiVG2haRoPUuTZy6z1AJzZj7O6tWFUQNbgkSngBEilNPYu+rfYc+Tk5GDFihVMu7jxI09S3sHnxjZWH6eE1ipC5RATFobDnTsXKmPs6AingQMLlalIYmNjMWjQINy+fRs8Hg/e3t5EaSIQCAQ16OnpoWXLlti0aRMiIyMhEolgY2ODSZMmsVzNjI2N0bBhQyQmJjKJnzp06ACpVFpkfFNpqFGjBry8vBAcHIw1a9YgMTERZ8+exf79ypu9HA4HXl5eCAgIgI+PD4yMjBAeHo758+ejX79+SE9Ph6OjI/z8/Fh1oTQ1NXHp0iVs2rQJu3btwpw5c6Cjo4N69ephxowZjMJW3hgaGuLixYvw8fFB06ZNYWpqiqVLl7JSkaenpyMiIkLp2oCAAAwcOFBlYiOhUIjZs2cjNjYWOjo6cHNzw+XLl9FZ4e/2p0+fMGbMGMTHx8PQ0BBubm64cOGC2iQd6jhw4ABTi4pQeii6tJF2XykZGRkwNDREenp6qQq9VhZiiQQtdsbhs1hW52CcO7Dili92JufBvsZelmyNa9ZwnrANdOd28DbdyPRve/oj7Bqwi6wpEhkZiY0b5fLu7u748ccfi1zbwcgwbH95itXXpI4JWtd0xHCD4cW6P0LlcHvdOoTPn1+oTM+gIDQYO7aSVsQmPDwcQ4YMQWJiIoyNjXHgwAF4eHhUyVoIBML3RV5eHqKiomBvb68yqQGh5Dx58gTdu3dHZGQk9PSqJlaMoIxQKETdunWxf/9+tanOv3UK+/9eEt2AWJyqMTTkVpxpzQFcEyKb0lCSqyFoAr2B3RDzUp4a3NhSr1ClqSD6+voYW4yH57cZcYjJlmfVsTPXQ3ur+mht5gpHjarLWEMoGrfJk2FWwF3C2NERtlVgtqdpGtu3b8esWbMgFovh5uaGEydOwKGSa0QRCAQCofxwc3PDunXrEBUVhYYNG1b1cghfiImJwcKFC79bpak8IYpTNeW/yHcALc/1r0FJ8OyDFCY177DktD7qQr9NG3x8nQKfBruYfsemRacVT0pKYo5btGhR5I6bKkuTpbEWPCxbwZZPTL/VkchT8s/Lvlcv1B0woOoWo8CUKVPw119/AQBGjBiBv//+W2VAL4FAIBC+LvKz+hGqD46OjlWajv1bghRFqaZEJCSAVvh4OJ/j8ZCqh0QRO913nlUONJzs8DSMncbTpp5pkXOIFJJPpKenFyl/N1nZd1dfmw9jTtGF3whVg6FCrBBfp+hiyJVF8+bNweVy4efnh+DgYKI0EQgEAoFAqPYQi1M1RkzL3fLyVSgK7LTfelIb6A/vBenfj5g+l9a1MHxp+yLHV8yiV9ROhISW4l1mPNNuWMsUhgYcGOpqwIBbfWPFvnckX9KVAmwlqirIy8tjrJoTJ05Eu3btmIBlAoFAIBAIhOoOsThVU85HZCBTKrcacXOzsJvXH1xKxJIzqtMWlAYftFSe46PPtGbQ0ddESVAsTFcQKS3F6GtrkJyXwfQ51NSGpbE2NFTEXBGqB9mfPuH10aNVvQzQNI2NGzeiYcOG+Pz5M9NPlCYCgUAgEAhfE0RxqqaIeHVZbX76J+jQueBAzOrn6susPVIFxYnilG9q8I/ZyfiQKX/g1eRzwP0yhwGHWJuqKx+uXGG1dcyLnyykvMjOzoa3tzfmzJmDt2/fYu/evUVfRCAQCAQCgVANIa561RUFN7r5bQEuhwsReKjBf8cS4xoaAgCkErnixCknxSlPmgcppMiR5rD6RzRsDjstU/AoHupr1i+XuQjljzAzkzmu068fNL98VyqLd+/ewcvLC0+ePAGPx8PmzZvx008/VeoaCAQCgUAgEMoLojhVU6Jz5Fnx3C2AS6ezIKL4sNR4wZKjOLKPMGD2JaaPwy27IfF81nm8Fr0GTdM4fecj029rrotRlgOgySmZKyChcnkaEICLCoX5Kjvl+IULFzBixAikpqbCwsICR44cQfv2RcfdEQgEAoFAIFRXiOJUTdHkCJljYy3g6AczaFLKme84XD5yMgSsPhNr/TLNnSfNw2vRawBAWrYIQrE8IYWuhga4FLdM4xMqnif+/qy2rlXR6enLiyNHjmDYsGGgaRotW7bEsWPHULNmzUqbn0AgEAgEAqEiIDFO1RQuJVdW7I0BCbjgUmIlOVOHHpBK2Jn2XFqV7SFVqpC5TxNsy9KUOl7gUUTfru5IxfLvSuulS+HYr1+lzd21a1fY29tj8uTJuHr1KlGaCAQCoZoSFBQEIyOjMo8jFArh6OiIGzdulH1RhHJDKBTCzs4O9+7dq+qlfDMQxaka8jKJRkKePKPeiygBnqYbA6CVZDX0rLFqwGGm3bSXIyvNeGE8evSI1U4QJ2B3+m78nf43ACAtS4hzj98z5wfZtUNj/QbFvxFCpRMVEoIdVlZI/PIjSXE4aLtiBbgaFZv9MCEhgTk2MTHB3bt3sWvXLmhqEpdOAoFAqAgSEhIwffp0ODg4QFNTEzY2Nujbty9CQ0OLPcawYcPw+rXMw6RTp06gKErtq1OnTmrH2blzJ+zt7dGmTRulcz/++CO4XC6OHDmidG7cuHEYoKIwe1hYGCiKQlpaGtMnFAqxfv16uLu7Q0dHB6ampmjbti12797NqktZ3jx58gTt27eHlpYWbGxssH79+kLlg4KC1L6Hnz59AgDEx8fD29sbTk5O4HA4mDlzptI4IpEIK1euRJ06daClpQV3d3eEhISwZOzs7FTO4+PjAwDQ0NDAnDlz8Msvv5TPm0EgilN1ZO9jtuvdpfBUAAClQnGKfpqEZ9dimLZBDe1iz5OSksIc6+rq4rngOTKk8pTj7z9lseQNNUiR0urOw23bkK2gxGjVqFHhc54+fRrOzs7466+/mD4TE5MKn5dAIBC+V96/f4+mTZviypUr2LBhA54+fYqQkBB07tyZeWguDtra2jD/knH1+PHjiI+PR3x8PO7cuQMAuHz5MtN3/PhxlWPQNI1t27ZhwoQJSudycnJw8OBBzJs3D4GBgaW4UxlCoRAeHh5Yu3YtJk+ejBs3buDOnTvw8fHB1q1b8fz581KPXRgZGRno0aMHbG1tcf/+fWzYsAHLly9n/b0ryLBhw5j3LP/l4eGBjh07Mu+1QCCAmZkZFi9eDHd3d5XjLF68GLt27cLWrVvx4sULTJkyBV5eXnj48CEjc/fuXdY8ly7J4t2HDBnCyIwcORLXr1+vsPfoe4MoTtWQXJFcQaqjEwGxSAJAteIkErDd9AbPV97tUUd+MVIAqF+/PsQKqc5rcGtAF/JYKVs9C/St3arYYxOqBmGWXNm1bNEC3XfurLC5pFIpli9fjn79+iEjIwOHDx8GTSt/RwkEAoFQvvz000+gKAp37tzBoEGD4OTkhPr168PX1xe3bt1i5Pz8/NCwYUPo6urCxsYGP/30E7IU/k4ouuqZmJjA0tISlpaWMDMzAwDUqFGD6VO3IXb//n1ERkbC09NT6dyRI0fg6uqK+fPn49q1a/jw4UOp7nfz5s24du0aQkND4ePjg0aNGsHBwQHe3t64ffs26tatW/QgpSA4OBhCoRCBgYGoX78+hg8fjhkzZsDPz0/tNdra2sx7ZmlpCS6XiytXrrAUSzs7O2zZsgVjxoyBoZqMt/v27cPChQvRu3dvODg4YOrUqejduzc2btzIyJiZmbHmOnPmDOrUqYOOHTsyMsbGxmjbti0OHjxYDu8IgQSrVEOuRMvdm3rYi3Dx+BfFiZIqyW4af5o5HuDbCrb1i67VExkZicOHD7N+wHg8Hl5lvgIApGcL8SQqEdGZScz55U1GwVSrctNZE0qOVMFdwfvGDXC4FZPIIy0tDaNHj8aZM2cAANOnT8fGjRuL7SZKIBAI1ZUpaxOQkiGp9HlNDLjYOd+ySLmUlBSEhIRg9erV0NVV9gRRjFnicDj4448/YG9vj3fv3uGnn37CvHnz8Oeff5bbusPDw+Hk5AR9feXEVAEBARg1ahQMDQ3Rq1cvBAUFYcmSJSWeIzg4GN26dUPjxo2VzvH5fPD5fJXXxcTEwNXVtdCxFy5ciIULF6o8d/PmTXTo0AEaCu7uHh4eWLduHVJTU2FsbFzk2vfu3QsdHR0MHjy4SFlFBAIBa4MbkCll169fVykvFArxv//9D76+vkp/i1u0aIHw8PASzU9QDVGcqiFZQvkXXpin6LervJufEp8NfEngoK1fvDiW0NBQltJU8D9mZHwm3qWz3fR0uGwZQvWESQpBURWmND1//hxeXl548+YNNDU1sWvXLowdO7ZC5iIQCITKJiVDguS0ylecisvbt29B0zRcXFyKlFWMnbGzs8OqVaswZcqUclWcoqOjYW1trdT/5s0b3Lp1i3HxGzVqFHx9fbF48eISb7K9efOm0BgrdVhbWyvFcxekMNfyhIQE2Nvbs/osLCyYc8VRnAICAuDt7Q1t7eKHUgAyBc3Pzw8dOnRAnTp1EBoaiuPHj0MiUf3dPHnyJNLS0jBu3Dilc9bW1oiOji7R/ATVEMWpGqKvQSNNIPtRMeTlMf1m/NfKwgq6VPfxqv1kC5KTIy9oa2RkhN69ewMAKFCgQUMslQ9qpmWIrtaNYa1b8bEyhLKTb3Hi8Crmv/bnz5/Rpk0bZGRkoHbt2jh+/DiaNm1aIXMRCARCVWBiUDUlN4o7b0lcoi9fvow1a9bg1atXyMjIgFgsRl5eHnJycqCjo1PapbLIzc1V2oAFgMDAQHh4eMDUVJbsqnfv3pgwYQKuXLmCrl27lmiO0rqB83g8ODo6lura8uDmzZt4+fIl9u3bV+Jrt2zZgkmTJsHFxQUURaFOnToYP3682lixgIAA9OrVS6USq62tzXr2I5QeojhVQyRffiC0qQzk78lY8p9hiNlUJVmalklM9OsOc1uj4o2vsFuxdPky7Hh9Fruv+eGTRJbtJVcgP7+1tQ9q6poqjUGofjz88098+hI0ylHjtlBWatSogfnz5+PSpUs4dOgQ4wdPIBAI3wrFcZerSurWrQuKovDq1atC5d6/f48+ffpg6tSpWL16NUxMTHD9+nVMmDABQqGw3BQnU1NTPH36lNUnkUiwZ88eJCQkgKewkSeRSBAYGMgoTgYGBiotIWlpaeByuYwropOTU5H3q4qyuupZWloiMTGR1ZfftrQs+nvi7++PRo0alWqD0czMDCdPnkReXh4+f/4Ma2trzJ8/Hw4ODkqy0dHRuHz5stoEHikpKeTvdTlBFKdqCGPxoWiIM9MA1ISTziUlOVoKSKWy/B4a2sV/UJZK5bFSj9OicPy9an9ZANDgkK/I10BeWhr+/flnpq2hp1duY6ekpCAzMxO2trYAgPnz52Pu3LmsP4YEAoFAqBxMTEzg4eGB7du3Y8aMGUpxTmlpaTAyMsL9+/chlUqxceNGcDiyZ4XDhw+rGrJMNG7cGDt27ABN04wL3rlz55CZmYmHDx+Cq+A2/uzZM4wfP55Zo7OzMw4ePAiBQMAqX/HgwQPY29szsUve3t5YuHAhHj58qBTnJBKJIBQKVcZ7ldVVr3Xr1li0aBFEIhGzlkuXLsHZ2blIN72srCwcPnwYa9asKVSuKLS0tFCzZk2IRCIcO3YMQ4cOVZLZvXs3zM3NVSboAGTvu6r4MELJIVn1qiMKFmlTigcORHDSvqwk9jGqNqQSHqzrmqC1l3Oxh8+3OHE4HGSKclnnKArgUBQ0ODz0r90aZtpGpboFQuUizMxkFb1tqWb3rKQ8fvwYzZo1Q9++fZGdnQ0AoCiKKE0EAoFQhWzfvh0SiQQtWrTAsWPH8ObNG7x8+RJ//PEHWrduDQBwdHSESCTC1q1b8e7dO+zbtw87KyDTaufOnZGVlcVKdx0QEABPT0+4u7ujQYMGzGvo0KEwMjJCcHAwAFmqbIqiMGbMGNy/fx9v375FYGAgNm/ejNmzZzPjzZw5E23btkXXrl2xfft2PH78GO/evcPhw4fRqlUrvHnzRuXa8l31CnsVpjh5e3tDQ0MDEyZMwPPnz3Ho0CFs2bIFvr6+jMyJEydUxpsdOnQIYrEYo0aNUjn2o0eP8OjRI2RlZSEpKQmPHj3CixcvmPO3b9/G8ePH8e7dO4SHh6Nnz56QSqWYN28eaxypVIrdu3dj7Nixav82h4eHo0ePHmrvk1B8yNNPNUT8xSJEgYb0sxCeJgtQgx+lJBdyoD8AYNPdCdA1VJ+8ITExESEhIUwK0vwCbBSHwoqHcr9bd3tj1LU2QG1ebXjpe5Xb/RDKDk3TuLdxI2L+/VfleXGuXAF2GjIETRWsT6Vl//79mDhxInJzc2Fvb4/4+Pgq9RUnEAgEggwHBwc8ePAAq1evxuzZsxEfHw8zMzM0bdoUO3bsAAC4u7vDz88P69atw4IFC9ChQwesWbMGY8aMKde11KhRA15eXggODsaaNWuQmJiIs2fPYv/+/UqyHA4HXl5eCAgIgI+PD4yMjBAeHo758+ejX79+SE9Ph6OjI/z8/FjpuzU1NXHp0iVs2rQJu3btwpw5c6Cjo4N69ephxowZaNCgQbneUz6Ghoa4ePEifHx80LRpU5iammLp0qWYPHkyI5Oeno6IiAilawMCAjBw4EBWlkNFFC1A9+/fx/79+2Fra4v3798DAPLy8rB48WK8e/cOenp66N27N/bt26c03uXLlxETE4MffvhB5Tw3b95Eenp6ibP6EVRD0d9Z4ZWMjAwYGhoiPT0dBgYGVb0cJbIFQjTcCUigAR1OGnrFXoaH4TgluSe3GuPqKdnuwZHMX6Ctpz6j3t9//80qmJaPlE/heXe5abyxgwnqWOmjFq8WBukPKvvNEMqN+Dt3ENyyZbFk63l7w/PLbl5pEIvF+OWXX5g6FT169MCBAwdIUVsCgfBNkZeXh6ioKNjb26tMbkAoPk+ePEH37t0RGRkJvXJ0FSeUnWHDhsHd3V1tHNf3QmH/30uiGxBXvWpGjlAAfEkJQYGGoVCkUi4+uiYAwKmFdaFKEyDzdy4IRVFIs5NfZ6plACsTWarMXDpXSZ5QtWQnJBRLTtPQEK5l2E1MSkpCjx49GKVpwYIFOHfuHFGaCAQCgaAWNzc3rFu3DlFRyt4xhKpDKBSiYcOGmDVrVlUv5ZuBuOpVM3KFIkggKyKnxePjpcQErQrIREf1x+vHspimGQF9ixxT0ai4fv16SGkpLsQ9wB9vTgEATDT18VOrdnghkvkn2/Hsyn4jhHIhKy4OD7ZuRcLdu0xfq0WL0FTNjyBfTw88hQDbkvLTTz/h33//ha6uLvbs2YNBg4jlkUAgEAhFo6p+EKFq0dDQwOLFi6t6Gd8URHGqZhx4lAhAtrsvEEphp3VDSebqSVcAsjgoDqfoInL5ihNFUdDT08PdpAhGaQIAfQ0tRmnKlyNUD64vXoxnu3ez+vh6etCuUTF1tTZv3ozExETs2LED9evXr5A5CAQCgUAgEL5GiKteNSM5V55WXEyr1mut68qLm9V0KvoBWlFxAoC4nM+s880t67DaDnzlGgGEqiGjQH0LDX19OPTpU27jC4VCnD59mmnXrFkT165dI0oTgUAgEAgEQgGIxama8fazPL7IPuMjOJCwzvN1bfDyxkemTRXD4pSfRS+/joNYKh+zV52GqFtTD2++hFI10WwCK55VqddPUM3H8HC8v3gRKGEulrTISOZ41N27MHF2hoa+frmsKSEhAUOGDMH169dx9OhR4pZHIBAIBAKBUAhEcapGJGZk4EmaE9OWSqTgUGzFKeZlyTMB5uXlsdpiWl4AN4UbjzeiDKatSZU+Poagmqy4OBzq3Bm0RFK0cCHUcHUFv5wqvd+8eRODBw9GXFwcDAwMWIUHCQQCgUAgEAjKEFe9akRCegb4HLmSY5yWDaqAxSk7Q17ktHF3h2LFODGWpi8FUiW0fEzFcCYKFGz4NqVaO0E9aZGRZVaaarVvX25K019//YWOHTsiLi4O9erVw927d9GnHN3/CAQCgUAgEL5FiMWpGvExk0Ku1JBpJ4nM4KItZcnQUrmms/zcCLVjpaam4unTp5BKpUyMU61atUDTNJKE8hgnDkXBlmeLJlpNYMw1hj6nfNzACDKkEgmizp9n2s5Dh8JNoXBeceBqaMCqVcHciiVHIBBg2rRp8Pf3BwAMHDgQQUFB0C8n1z8CgUAgEAiEbxmiOFUTsoXAz6HmTFubIwQAUAVc9aS0THGq28wKXJ5qg6FUKsXGjRuRkpLC6udwOIgVx+JSwj2mj6Io6HH0UJtfu1zug8Dmxb59uL1mDdM2sLWFbdeuVbKWy5cvw9/fHxRFYfXq1Zg/fz7JoEggEAgEAoFQTIirXjXhQwYgksoz6tnx0gAAFApanGQfWcZn9UVqs7OzlZQmALC3t8cnySfoa8nn0dLgkGQQFcinhw9ZbevWratoJYCnpyeWLl2Kc+fOYcGCBURpIhAIBAKWL1+ORo0alXmcz58/w9zcHO/fvy/zWITyIyQkBI0aNYJUKi1amFAkRHGqhvCpXAxMfQAAMOJ9YJ3Ld9UbuaJjscaysbHBuHHj4OPjg+79eiI07gFyhPI4qYFG/eCq4VpOKycoQtM0Ym/I63B13bYNdb28KnX+v/76CwkJCUzfihUr0LNnz0pbA4FAIBDKn3HjxoGiKFAUBT6fDwsLC3Tv3h2BgYElfkCeM2cOQkNDAQB2dnbMuKpehRW5Xb16Nfr37w87Ozulcx4eHuByubirUMw9n06dOmHmzJlK/UFBQTAyMmL1ZWRkYNGiRXBxcYGWlhYsLS3RrVs3HD9+nAlLqAjCwsLQpEkTaGpqwtHREUFBQYXKL1++XOX7p6ury8gEBQUpndfS0mKNo/g557/U/Q0XCARo1KgRKIrCo0ePmP6ePXuCz+cjODi41PdPkENc9aoJeSIRAJklyJT3AYfinAEALjoXWXL5rnrq3PQA4Pr168yxkZERWrRoAZFUjP6XlyBTKGDJWvAsiOWhgniwZQsS78ndIi2bN6+0uXNzczFlyhTs3bsX+/btw5UrV8Dn84u+kEAgEAhfBT179sTu3bshkUiQmJiIkJAQ/Pzzzzh69ChOnToFHq94j3h6enrQ09MDANy9exeSL8mMbty4gUGDBiEiIgIGBrKMvtra2irHyMnJQUBAAC5cuKB0LiYmBjdu3MC0adMQGBiI5qX8W5iWloZ27dohPT0dq1atQvPmzcHj8XD16lXMmzcPXbp0UVK0yoOoqCh4enpiypQpCA4ORmhoKCZOnAgrKyt4eHiovGbOnDmYMmUKq69r165K925gYICIiAimrep5LP9zzkddFtx58+bB2toajx8/Vjo3btw4/PHHHxg9erT6GyUUC6I4VRMSMzIAyIvZ5rvkxQkawlrzKdNvYi5L7GDnZg51KFoY8ncv4nI+KylNhhq6MNEkiQEqio/h4ay2cd26lTJvdHQ0Bg4ciAcPHoDD4cDLy6vYf0AJBAKB8HWgqakJS0tLALLi5U2aNEGrVq3QtWtXBAUFYeLEiQBkCsecOXPwzz//QCAQoFmzZti0aRPc3d0ByKwjJ0+exKNHj2BmZsaMb2JiAgAwNzcvUiE5d+4cNDU10UpFIqPdu3ejT58+mDp1Klq1agU/Pz+1ClhhLFy4EO/fv8fr169hbW3N9Ds5OWHEiBFK1pryYufOnbC3t8fGjRsBAPXq1cP169exadMmtYqTojIKAI8fP8aLFy+wc+dOlhxFUcxnqA7Fz1kd58+fx8WLF3Hs2DGcV0hIlU/fvn0xbdo0REZGok6dOoWORSgc8jRVDRELZP/5GwhewzInAVDYXIh544QN/42DbX31ipNifFOPHj2UzhvraaB/rXboadUKfA75ClQENE3jk4KpfFBICLSMjSt83itXrmDo0KH4/PkzTE1NcejQIXTp0qXC5yUQCIRvheWnziA9V30ccUVhqK2N5f3KVhqiS5cucHd3x/HjxxnFaciQIdDW1sb58+dhaGiIXbt2oWvXrnj9+jWjHJWV8PBwNG3aVKmfpmns3r0b27dvh4uLCxwdHXH06NESWz6kUikOHjyIkSNHspSmfBSVFFVr69WrV6Hj79q1CyNHjlR57ubNm+jWrRurz8PDQ6V7oTr8/f3h5OSE9u3bs/qzsrJga2sLqVSKJk2a4LfffkP9+vVZMmFhYTA3N4exsTG6dOmCVatWoUYN+UZ7YmIiJk2ahJMnT0JHTdmS2rVrw8LCAuHh4URxKiPkqbmaEP5BvlNCS7kAJHDIjIa2bjYU7UQubRuiXhv1tZbu3buHyMhIpp3vnvV35D9Mn5GOJiY4kro9FcnlqVOR/u4d0zZt0KBC56NpGn5+fpg3bx7zA3z8+HHY2tpW6LwEAoHwrZGem4vUnJyqXkapcXFxwZMnTwDIXPfv3LmDT58+MS5ev//+O06ePImjR49icgnLY6gjOjpapUJz+fJl5OTkMJaZUaNGISAgoMSKU3JyMlJTU+Hi4lLitTVr1owV86MKCwsLtecSEhKUzltYWCAjIwO5ublFWs/y8vIQHByM+fPns/qdnZ0RGBgINzc3pKen4/fff0ebNm3w/Plz1KpVC4DMTW/gwIGwt7dHZGQkFi5ciF69euHmzZvgcrmgaRrjxo3DlClT0KxZs0ITc1hbWyM6OrrQtRKKhihO1YT4bHnMEkXLAjulKuIcDU11lTsVeP78Oaud75ccnZXI9OlrVIw5myDn3dmzzLGWiQm0FXaHKoKcnBz4+/tDKpVizJgx2LlzZ6lcIQgEAuF7x7CKfjvLa16applYmcePHyMrK4tloQBkcbCKm6xlJTc3V6WrXGBgIIYNG8a4i48YMQJz584tsctYWRI/aGtrw9HRsdTXl5UTJ04gMzMTY8eOZfW3bt0arRUy7bZp0wb16tXDrl278OuvvwIAhg8fzpxv2LAh3NzcUKdOHYSFhaFr167YunUrMjMzsWDBgiLXoa2tjZyveEOgukAUp2qIqTgeQljCPf4BBE3YX3Knlso7OooIhULmeOzYsdDS0oKUliJdIHc7mFpnUPku+DsgLzUVuZ8/Fy34BYlIxBwPvngRvAryvc5HV1cXJ0+eRGhoKKZOnUoSfhAIBEIpKau7XFXz8uVL2NvbA5C5gllZWSEsLExJrjwTKZiamiI1NZXVl5KSghMnTkAkEmHHjh1Mv0QiQWBgIFavXg1AtsGbnp6uNGZaWhoMDQ0BAGZmZjAyMsKrV69KvLayuupZWloiMTGR1ZeYmAgDA4NibVD6+/ujT58+hVq1AJmHUOPGjfH27Vu1Mg4ODjA1NcXbt2/RtWtXXLlyBTdv3lRKGNGsWTOMHDkSe/bsYfpSUlJYMWyE0lEtFKft27djw4YNSEhIgLu7O7Zu3YoWLVqolP3777+xd+9ePHv2DADQtGlT/Pbbb2rlvxZSs3MByP4DciHLaMPNzYS4gByHqz6bXkJCAh4q1A2ys7ODmBZjyv21SM3JY/rN+abltu7vgYijR3Fu5EhIFJTS4qJfqxYsVfh9lwchISGIiorC1KlTAcjM/s7OzhUyF4FAIBCqP1euXMHTp08xa9YsAECTJk2QkJAAHo+nMk14edG4cWP873//Y/UFBwejVq1aOHnyJKv/4sWL2LhxI1auXAkulwtnZ2dcvMjOIAwADx48gJOTEwCAw+Fg+PDh2LdvH5YtW6bkFpiVlQUtLS2ViZDK6qrXunVrnDt3jtV36dIllrVIHVFRUfj3339x6tSpImUlEgmePn2K3r17q5X5+PEjPn/+DCsrWf3NP/74A6tWrWLOx8XFwcPDA4cOHULLli2Z/ry8PERGRqJx48ZFroNQOFVex+nQoUPw9fXFsmXL8ODBA7i7u8PDwwOfPn1SKR8WFoYRI0bg33//xc2bN2FjY4MePXogNja2kldevuSKFFSkLyZpHU3l90BTT73LV74ymY++vj4SxAl4kyhPFqHB48CAX7i7H4FNxOHDpVKaAEC/du1yXo3MZeG3335D7969MX36dNy8ebPc5yAQCARC9UYgECAhIQGxsbF48OABfvvtN/Tv3x99+vTBmDFjAADdunVD69atMWDAAFy8eBHv37/HjRs3sGjRItxTKJdRVjw8PPD8+XOW1SkgIACDBw9GgwYNWK8JEyYgOTkZISEhAICpU6fi9evXmDFjBp48eYKIiAj4+fnhwIEDmD17NjPe6tWrYWNjg5YtW2Lv3r148eIF3rx5g8DAQDRu3BhZWVkq15bvqlfYS19ffYbhKVOm4N27d5g3bx5evXqFP//8E4cPH2aUUwDYtm0bunbtqnRtYGAgrKysVFq8Vq5ciYsXL+Ldu3d48OABRo0ahejoaCapR1ZWFubOnYtbt27h/fv3CA0NRf/+/eHo6MjEjNWuXZv13uYrmnXq1GHipADg1q1b0NTULJayRyicKrc4+fn5YdKkSRg/fjwAWdrHs2fPIjAwUCmQDoBSAS9/f38cO3YMoaGhzA/FVwkl12Hz0mXKkb4wDakFxEztO6sdQrHoXevWraGjo4PPos+sWKm5jQZCi6u6BgBBNfSXmhYAUHfgQPDVZK0pCF9fH41++qlc15LvJ33ixAkAwMSJE9GkSZNynYNAIBAI1Z+QkBBYWVmBx+PB2NgY7u7u+OOPPzB27FhwOLJnCoqicO7cOSxatAjjx49HUlISLC0t0aFDhyJdx0pCw4YN0aRJExw+fBg//vgj7t+/j8ePH+Pvv/9WkjU0NETXrl0REBAAT09PODg44Nq1a1i0aBG6desGoVAIFxcXHDlyhFXs1cTEBLdu3cLatWuxatUqREdHw9jYGA0bNsSGDRsYt77yxt7eHmfPnsWsWbOwZcsW1KpVC/7+/qxU5MnJyUoxY1KpFEFBQRg3bhy4XK7SuKmpqZg0aRISEhJgbGyMpk2b4saNG3B1dQUAcLlcPHnyBHv27EFaWhqsra3Ro0cP/Prrr2prOanjwIEDGDlypNqse4TiQ9EVWWq5CIRCIXR0dHD06FEMGDCA6R87dizS0tLwzz//qL/4C5mZmTA3N8eRI0fQp4+yX7JAIIBAIM9Ll5GRARsbG6SnpzOJE6oDPfck42WazIXO4eMbUNmaGH1/EqwH/MeS81igekcFAFatWoW4uDgAwOTJk+Hm7oYxN1YhOjUNAFBT3xgHOy6pmBv4hvldIV5oSmws9FRkDqoMIiIi4OXlhZcvX0JDQwPbt29ndqYIBAKBUDLy8vIQFRUFe3v7CqsB9D1x9uxZzJ07F8+ePWMUN0LVk5ycDGdnZ9y7d4+JffseKez/e0ZGBgwNDYulG1TpNzs5ORkSiURlmkfFIq6F8csvv8Da2lopx34+a9asgaGhIfOysVGfyrsqoSF/OM8/iiqhZUhRB9bX10dUZgKjNAGAoQbZaSgNiu52GlWkbJ86dQotWrTAy5cvUbNmTVy7do0oTQQCgUCoNnh6emLy5MlffejEt8b79+/x559/ftdKU3nyVW8JrF27FgcPHsSJEyfU7hYtWLAA6enpzOvDhw+VvMriwbL7fWnoGitnmSmM/JpNgCzzilgqYZ2fWY9k0ysNfIWsORqFFNmrSKKiopCRkYH27dvj/v37rKBPAoFAIBCqAzNnzqy2G9TfK82aNcOwYcOqehnfDFUa42Rqagoul6syzaOlpWWh1/7+++9Yu3YtLl++DDc3N7VympqaJfYFrQoULU4AoIlMNGp3n9VnaNVM7fUxMTGIiYmRNSigd+h85ArlCSfqWdVAPSO7clvv90RKRAQAQLMcU7eWlBkzZsDExATDhw9nKcgEAoFAIBAIhMqhSi1OGhoaaNq0KUJDQ5k+qVSK0NDQQjN/rF+/Hr/++itCQkLQrJl6ZeJrQjGBAwXAQvO5kgxXU72147//FGKhaCArTwSJwqA6PI3yWOZ3R6pCPQVBWlqlzfv8+XP07duXqW1BURRGjx5NlCYCgUAgEAiEKqLKXfV8fX3x999/Y8+ePXj58iWmTp2K7OxsJsvemDFjWBWR161bhyVLliAwMBB2dnZISEhAQkKC2jSUXwssixNNw4JWjvGyqjdY7fUihYKrOQ3lbotG2pqwr2GMMfaFF38jqEacKy8crF1JheOOHj2Kli1b4syZM5g3b16lzEkgEAgEAoFAKJwqT0c+bNgwJCUlYenSpUhISECjRo0QEhLCJIyIiYlhZWfZsWMHhEIhBg9mKxHLli3D8uXLK3Pp5UpkhjGr7ZQZARTIFFqr0TiV14rFYty6dYtpfzCWIl8n3ttuIYw11dcnIChzZ/16PAsMhFQshkQhI2NdhcyPFYFEIsHixYuxdu1aAECXLl1Yhe0IBAKBQCAQCFVHlStOADBt2jRMmzZN5bmwsDBW+/379xW/oCqGomnwOSJWn7aR+mwor169YrWlXJn1igIFDQ5x7SoJeampCF+wALRCTax8+LoVVzg4JSUFI0aMYKqnz5kzB2vWrFFZBZ1AIBAIBAKBUPmQp7JqggZHDKFU9nFwQKNOdhQUnQ8pSrl4Wj55eXnMMQ1ArC1TnLwdO0GXT2pTlARRTg6jNHH4fGh+KahnYGeHhpMmVcicL1++hKenJ6KioqCjo4OAgAAMHz68QuYiEAgEAoFAIJQOojhVE/KVJl1OKtykr5Gi+QGK6RwoilJ9IWTWinzi68nGaV3XElOc+1bIWr82ngYE4PnevaAlkiJlxQqueXX69kX/Y8cqcmkAgBo1akAkEsHBwQEnTpwoNEskgUAgEAgEAqFqIIpTNSAyVX4soWUfSbZBHktxEgvVJ794q5D5jcpPpEcpu5p9j+SlpeHS1KmQikRFCxeAW4Fp7KVSKRO7Z25ujvPnz8Pa2homJiYVNieBQCAQCAVZvnw5Tp48iUePHlX4XKGhoZg2bRqePXsGLle9Jw2hctm5cyfOnj2L06dPV/VSqj1VnlWPAKTKE7dBCi5AU8jL1GHJCLLi1V6vp1CUNddQZpkyN67+tasqA2FmZqmUJl1LS7hVkGteUlISunXrhn379jF9DRo0IEoTgUAgEIrFuHHjQFEUKIoCn8+HhYUFunfvjsDAQEhVxOgWxpw5c5iyMHZ2dsy4ql7jxo0DAPTr1w+1a9eGlpYWrKysMHr0aMTFxRU517x587B48WIlpSk3NxcmJiYwNTWFQMHzIx+KonDy5EmV78OAAomb3r59i/Hjx6NWrVrQ1NSEvb09RowYgXv37hXvDSkl27dvh52dHbS0tNCyZUvcuXOnUPlOnTqpfI89PT1Zci9fvkS/fv1gaGgIXV1dNG/enKnbmZKSgunTp8PZ2Rna2tqoXbs2ZsyYwZQyAYDPnz+jZ8+esLa2hqamJmxsbDBt2jRkZGQwMj/88AMePHiA8PDwcnxHvk2IxakaoFjDyYIfhew8PqzqxrBk6nZcpvJaiUTCyqgn1qSgq8VDYx3i7gUAz/fsYY7rDhqEvocOFes6isMp1D2ytNy/fx9eXl748OEDnj17hoEDB0K3ApNOEAgEAuHbpGfPnti9ezckEgkSExMREhKCn3/+GUePHsWpU6eKnVxIT0+P2YC9e/cuJF/c2m/cuIFBgwYhIiICBgYGAABtbW0AQOfOnbFw4UJYWVkhNjYWc+bMweDBg3Hjxg2181y/fh2RkZEYNGiQ0rljx46hfv36oGkaJ0+exLBhw0r0XuRz7949dO3aFQ0aNMCuXbvg4uKCzMxM/PPPP5g9ezauXr1aqnGL4tChQ/D19cXOnTvRsmVLbN68GR4eHoiIiIC5ubnKa44fPw6hUMi0P3/+DHd3dwwZMoTpi4yMRLt27TBhwgSsWLECBgYGeP78ObS0ZPHrcXFxiIuLw++//w5XV1dER0djypQpiIuLw9GjRwEAHA4H/fv3x6pVq2BmZoa3b9/Cx8cHKSkp2L9/PwBZXVVvb2/88ccfaN++fYW8R98KRHGqBjz7RANf6jhJwUFsuo4KKdUP8S9evGC1aUomyaGIMTE9Ohr/LVnCtLkaGuBUoWtAUFAQpkyZAoFAACcnJ5w4cYIoTQQCgUAoFZqamrC0tAQA1KxZE02aNEGrVq3QtWtXBAUFYeLEiQCAtLQ0zJkzB//88w8EAgGaNWuGTZs2wd3dHQDbVc9MoV5hvheEubk5jIyMWHPPmjWLOba1tcX8+fMxYMAAiEQitYXaDx48iO7duzMP/YoEBARg1KhRoGkaAQEBpVKcaJrGuHHjULduXYSHh7NK2TRq1Ag///xziccsLn5+fpg0aRJTgzTf9S0wMBDz589XeU1BL5ODBw9CR0eHpTgtWrQIvXv3xvr165m+OnXqMMcNGjTAMYVY7Dp16mD16tUYNWoUxGIxeDwejI2NMXXqVEbG1tYWP/30EzZs2MCav2/fvujevTtyc3MZBZmgDFGcqgE8BR2HAg1xmrKZXUPHVOW1iuZYABDqUNCiOHDiO5XrGr9GsuPZ7o31vL2rZB1CoRC+vr7Yvn07ANmP0759+2D4JWMfgUAgEKoPfQ4ASTmVP6+ZDnBmRNnG6NKlC9zd3XH8+HFGcRoyZAi0tbVx/vx5GBoaYteuXejatStev35dLi7iKSkpCA4ORps2bdQqTQAQHh4ObxV/hyMjI3Hz5k0cP34cNE1j1qxZiI6Ohq2tbYnW8ejRIzx//hz79+9nKU35FFT+FPntt9/w22+/FTr+ixcvULt2baV+oVCI+/fvY8GCBUwfh8NBt27dcPPmzWKvPz+jbv6GqlQqxdmzZzFv3jx4eHjg4cOHsLe3x4IFC5TcExVJT0+HgYGBWotjXFwcjh8/jo4dO7L6mzVrBrFYjNu3b6NTp07FXvf3BlGcqgEiBT1JW5QN6Zv3APv7DMOazZWuy83NxaXLl5j2x4Y8gKJgwjVGTX7NClrt10NaZCRz7DZpEur06VPpaxCJROjWrRvjN7xixQosXrxY5Y86gUAgEKqepBwgQX0+pmqPi4sLnjx5AkDmHnfnzh18+vQJml8SHv3+++84efIkjh49ismTJ5d6nl9++QXbtm1DTk4OWrVqhTNnzhQqHx0dDWtra6X+wMBA9OrVC8bGxgAADw8P7N69G8uXLy/Ret68eQNAdv8lZcqUKRg6dGihMqrWDgDJycmQSCSwsLBg9VtYWCjV2VTHnTt38OzZMwQEBDB9nz59QlZWFtauXYtVq1Zh3bp1CAkJwcCBA/Hvv/8qKT75a/n1119Vfq4jRozAP//8g9zcXPTt2xf+/v6s8zo6OjA0NER0dHSx1vy9QhSnaoBEQXGiIIWZcaySDKXCVS8sLAxJn5IqcmlfNWGzZzPHfIUEGpUJn89Hx44d8fjxY/zvf/9D374kRTyBQCBUZ8xUect/RfPSNM3E6D5+/BhZWVmoUaMGSyY3NxeRCpuLpWHu3LmYMGECoqOjsWLFCowZMwZnzpxRGx+cm5ur5KYnkUiwZ88ebNmyhekbNWoU5syZg6VLl5Zok5Gm6aKF1GBiYlKlCZoCAgLQsGFDtGjRgunLT/LRv39/xjWyUaNGuHHjBnbu3KmkOGVkZMDT0xOurq4qlc5NmzZh2bJleP36NRYsWABfX1/8+eefLBltbW3k5FSBufUrgihO1QAxS3GioZfzQUlGx7iOUl9ycjKrnWUqi9+JzUlWkv0e4Sq4DNSpZIUlKyuLCbZdvnw5Jk6cWGK3AwKBQCBUPmV1l6tqXr58CXt7ewCyv0VWVlYICwtTkivMda04mJqawtTUFE5OTqhXrx5sbGxw69YttG7dWq18amoqq+/ChQuIjY1VimmSSCQIDQ1F9+7dAQD6+vpKoQmALH4r3+3dyUkWovDq1Ss0bty4RPdSFlc9U1NTcLlcJCYmsvoTExOZGLTCyM7OxsGDB7Fy5UqlcXk8HlxdXVn99erVw/Xr11l9mZmZ6NmzJ/T19XHixAmVLpOWlpawtLSEi4sLTExM0L59eyxZsgRWVlaMTEpKCivOjaAM8ReqBnxMl++SULQEzvUfK8lweMrpxbOzs5nj9J76EGnLdnkG2ZGMKMKsLGR+/AgA4PD5qN25c6XMKxAIMGnSJHTu3Bl5eXkAAC6XS5QmAoFAIFQ4V65cwdOnT5nMdU2aNEFCQgJ4PB4cHR1ZL1NT1bHTpSHfOqIqlXg+jRs3VkpolR/X8+jRI9Zr+PDhLLc1Z2dn3L9/n3WtRCLB48ePGYWpUaNGcHV1xcaNG1WmZE9LS1O7tilTpiitoeBLnauehoYGmjZtyqR0z38/QkND1SqRihw5cgQCgQCjRo1SGrd58+aIiIhg9b9+/Zr1TJGRkYEePXpAQ0MDp06dUpl8oyCqPq/IyEjk5eWVWOn83iAWp2rA/udyszZFS1GvyTPWeU091TsW+T7MAJCYLQD0iR6czw0FM7V2Of5xKIyPHz9i8ODBuH37NiiKwpUrV9C7d+9KmZtAIBAI3xcCgQAJCQmsdORr1qxBnz59MGbMGABAt27d0Lp1awwYMADr16+Hk5MT4uLicPbsWXh5eaFZs2Ylnvf27du4e/cu2rVrB2NjY0RGRmLJkiWoU6dOoYqCh4cH9iiUCElKSsLp06dx6tQpNGjQgCU7ZswYeHl5ISUlBSYmJvD19cWECRPg4uKC7t27Izs7G1u3bkVqaiqTBIOiKOzevRvdunVD+/btsWjRIri4uCArKwunT5/GxYsX1aYjL6urnq+vL8aOHYtmzZqhRYsW2Lx5M7Kzs5kse/n3VLNmTaxZs4Z1bUBAAAYMGKDkTgnI3CGHDRuGDh06oHPnzggJCcHp06cZC2K+0pSTk4P//e9/yMjIYOozmZmZgcvl4ty5c0hMTETz5s2hp6eH58+fY+7cuWjbti3s7OyYucLDw+Hg4MDK2kdQhihO1QAtqQi5HA0AgInuRyC3iAu+YGxhjNREmdlboCtXvpqa1i33NX5tJD9/zhxbluIPQ0m5du0ahgwZgk+fPsHY2BgHDhyAh4dHhc9LIBAIhO+TkJAQWFlZMSmn3d3d8ccff2Ds2LFMbBBFUTh37hwWLVqE8ePHIykpCZaWlujQoYNSMoPioqOjg+PHj2PZsmXIzs6GlZUVevbsicWLFzMJKFQxcuRIzJs3DxEREXB2dsbevXuhq6uLrl27Ksl27doV2tra+N///ocZM2ZgxIgRoGkafn5+mD9/PnR0dNC0aVNcu3aNdR8tWrTAvXv3sHr1akyaNAnJycmwsrJCmzZtsHnz5lLdb3EYNmwYkpKSsHTpUiQkJKBRo0YICQlhrS0mJkYpZisiIgLXr1/HxYsXVY7r5eWFnTt3Ys2aNZgxYwacnZ1x7NgxtGvXDgDw4MED3L59GwDg6OjIujYqKgp2dnbQ1tbG33//jVmzZkEgEMDGxgYDBw5USpN+4MABTJo0qczvxbcORZclmu4rJCMjA4aGhky6xqpGLKHhslkEEU8DgBStHvyJH1zYX+ZGA4Nh4dyf1fdZ9BlLfpbXKHraW2aaDe40H7X1VBdb+9ZIi4zEh7AwlQGh9zdvxucvypNPcjK0VezklAc0TWPr1q2YPXs2xGIx3NzccOLECTg4OFTIfAQCgUAoH/Ly8hAVFQV7e/tiuTcRys7cuXORkZGBXbt2VfVSCAo8f/4cXbp0wevXr7/ZUimF/X8viW5ALE5VzJ4z6aAhy9mvQeWBUuGXq1vDmdXOlmZj67mtTFvy5VN00Lf8bpSm3M+fEdSgAcRf4ogKg6rAore//vorli1bBkCW6vPvv/8mRW0JBAKBQFDBokWL8Oeff0IqlZKyHNWI+Ph47N2795tVmsoT8q2tYl5FC5GfaZyCFJAqW08oiv0xJUmSkBsr9+cTa8oGeJ/JzujyLZP8/HmxlCbjunWhWYGWxdGjR8Pc3Bx+fn4IDg4mShOBQCAQCGowMjLCwoULidJUzejWrRsJLygmxOJUxdA0jXxViQItU54KUkBxokFDkidh2tFNZGknvR27VNQyKx2aphF/+zZyk1WnVk9+Jk+gYefhAechQ5RkOHw+7Hv3BlXOP9AxMTFMSlJ7e3u8efOmWrh9EggEAoFAIBAqDqI4VTFSGmDVtlWhN6FA8VuhQIict/ICZVKe7LwG59v5OP9buhS3Vq0qlqyZuzsaTphQwSuSKXMbN27EggUL8M8//zAZ84jSRCAQCAQCgfDtQ2ylVQ0N5CtGFEWDZ66s/BR01fsU94nVFssS8sFev+hCa18LH/79t9iypvXrV+BKZGRnZ2PEiBGYO3cuxGIxQkJCKnxOAoFAIBAIBEL14dsxUXylSGmAZmKcaFilpQAF9J98xSk5ORmfMz/jY8JH5lymGQc0VzZAe8uGlbLmyiAjJoY5brtypVp3O2MnJ9T18qrQtURGRsLLywtPnz7F/9u776gorjYOwL/dpXcRBVEQRCmiIqgQjIoFBWPBrtjAoLH33gJqLLHX6GcELEHBrrFgQVEEO2AHK2IBiUqTzu79/kBG1l16WdT3OWfPYe/cufPOMib7cpucnBzWr1+PcePGVeo1CSGEEEJI9UKJk4zlzW/ice+aaktZ4IHHQ1BQEA4dOiRxKH//JmN1PQh430cH4t2//0bqq1fce7t588CvxJXxihIYGAhXV1ckJSVBV1cXBw4cQNu2bWUSCyGEEEIIkR1KnGSMFZjjxAODolKqRB15pRq4c+eO1POzVfJOrqtSOfsUycLTY8e4n5Vq1KjwxR1K6s6dO/jll1/AGIOdnR0OHTqEunXryiQWQgghhBAiW5Q4yRhjjBuqBzAgO0eijpyiOtLTvywGoWWrBWWeGm6nxOOjQV5PzJQmfaog2sohEgqRFhfHvc8pcK89Dx0Cj8eTdlqls7Ky4nbR3rhxY5E7ohNCCCGEkO8bJU4y9uB5NmD6eXEIMKio3RI7LpBXQXBwMN6+fcuV6XSrhQsRH5BcM+/X176OFXSVa1Rd0BUo48MH7LaxQWqBOU0F1bKyqtJ4oqOjoaOjg5o183rw/vrrLwhkNEyQEEIIqSwxMTEwNjZGREQEmjdvLutwKt3ChQvx7t07bN++XdahkALmzJmDtLQ0bNq0SdahlMj3MSnmG1anpgAFt7wV8MV7nIQ56bh27dqX42oCJKVnIzn7S69MLaVvdznsl+fPF5o0KWpqQr4KN5Q9fvw4bG1t4erqCqEwb58sSpoIIYRUJzwer8iXl5dXidoxMDBAXFwcmjRpUrkBf/b333/DysoKampq0NLSgrW1NZYvXw4AmDhxIiwsLKSeFxsbC4FAgI0bNxZ77zExMVLbiI+Px4YNGzB//nyJY1evXoVAIEC3bt0kjgUHB4PH4yEpKUnimJGREdavXy9WdvHiRfzyyy+oWbMmVFRU0LhxY0yfPh1v3rwp+sMph8zMTIwfPx41a9aEmpoa+vbti3fvpMyX/8qjR4/Qs2dPaGpqQlVVFa1atULsV9/Hrl69io4dO0JVVRUaGhpo164dMjIyuOM9e/aEoaEhlJSUUKdOHQwbNkzsD/1eXl5Sf0+qBb7bzZgxA7t27cLz588r4NOofJQ4yVje9J0vPU58hQ9ix5W1GkAk+rK5k/5AfWjwNcXqDDbpVNlhVgomEkGYlcW9r928OUz79YNpv34wd3VFd39/yFXB8DiRSARPT0+4uLggJSUFmZmZSE2VnGtGCCGEyFpcXBz3Wr9+PTQ0NMTKZsyYUaJ2BAIB9PT0ICdX+YOPfHx8MGXKFEyaNAmRkZEIDQ3FrFmz8OnTJwCAh4cHoqKiEBYWJnHuzp07Ubt2bYwYMULsPu3t7TFq1CixMgMDA6nX37FjB1q3bo369etLHPP29sbEiRNx+fJlsS/9pfW///0Pjo6O0NPTw6FDh/Dw4UNs27YNycnJWLNmTZnbLc7UqVPx77//4sCBA7h06RLevn2LPn2Knr7x7NkztGnTBubm5ggODsbdu3excOFCKCkpcXWuXr0KZ2dndOnSBTdu3MDNmzcxYcIE8AvMO+/QoQP279+P6OhoHDp0CM+ePUO/fv244zNmzBD7/cTFxaFx48bo378/V0dHRwdOTk7YunVrBX4qlYj9YJKTkxkAlpycLOtQGGOMDZwbywzXM2a4nrFf1gWywGWqYq/YcG82duxYNnbsWDZu4ji2/uN6tuLRLtbm36mszb9T2Yb7R2R9C2XyaN8+tlFTk60CuNftTZuqPI7ExETWvXt3hrwFDtnEiRNZdnZ2lcdBCCGkamVkZLCHDx+yjIwMWYdSZr6+vkxTU5MxxlhSUhLj8/ns5s2bjDHGhEIhq1GjBrOzs+Pq79mzh9WrV48xxtiLFy8YABYREcEYY+zixYsMADt//jxr0aIFU1ZWZvb29iwqKoo7PzIykrVv356pqakxdXV1ZmNjw12vKC4uLszd3b3IOjY2NszDw0OsTCQSMWNjYzZ79myJ+g4ODmzy5MnFXpsxxiwtLdnmzZslylNTU5mamhqLiopiAwcOZEuXLhU7nv+ZJCYmSpxbv359tm7dOsYYY69evWIKCgpsypQpUq8v7fyKkJSUxOTl5dmBAwe4skePHjEA7OrVq4WeN3DgQDZ06NAi27azs2MLFiwoVTzHjh1jPB6v0O9RkZGRDAC7fPmyWPmuXbu457KyFPXvvTS5Ac1xkrG0rC8D9Yxyb0tWEChzP7LcvLqxyR+/HP5GlyCP2LIFWcnJYmUqOjpVGsODBw/Qu3dvPHnyBEpKSvjf//6H4cOHV2kMhBBCqpd9KfuQLkovvmIFU+GrwFXDtczna2pqonnz5ggODkbLli1x79498Hg8RERE4NOnT1BTU8OlS5fg4OBQZDvz58/HmjVrUKtWLYwZMwa//vorQkNDAQBDhgyBtbU1tm7dCoFAgMjISMjLyxcbm56eHi5duoSXL19K7fUB8nqd5syZgw0bNnBDuYKDg/HixQv8+uuvpfw0vvj48SMePnyIli1bShzbv38/zM3NYWZmhqFDh2LKlCmYO3duqRelOnDgALKzszFr1iypx7W0tAo9t2vXrggJCSn0eP369fHgwQOpx27fvo2cnBw4OjpyZebm5jA0NMTVq1fx008/SZwjEolw8uRJzJo1C05OToiIiICxsTHmzp2LXr16AQASEhJw/fp1DBkyBK1bt8azZ89gbm6OpUuXok2bNlJj+fjxI/z8/NC6detCn4kdO3bA1NRUYlsXW1tbvH79GjExMTAyMir0s6gOvs1v3d+RXHz5xynHy5I4rlFX8gHVltPifu6kb10pcVW2gkP06rZpA+uJE2Hi4lJl1xeJRBgyZAiePHkCQ0NDhIaGUtJECCEE6aJ0fGKfqvxVEcla+/btERwcDCAv6ejcuTMsLCxw5coVrqy4xGnp0qVwcHBA48aNMWfOHISFhSEzMxNA3nwjR0dHmJubo1GjRujfvz+sSrCIk6enJ7S0tGBkZAQzMzO4u7tj//79YlMRBg8ejJycHBw4cIAr8/X1RZs2bWBqalraj4ITGxsLxhj09fUljnl7e2Po0KEAAGdnZyQnJ+PSpUulvsaTJ0+goaGBOnXqlPrcHTt2IDIystDXqVOnCj03Pj4eCgoKEomZrq4u4uPjpZ6TkJCAT58+YcWKFXB2dsbZs2fRu3dv9OnTh7v3/PlGXl5eGDVqFAIDA2FjY4NOnTrhyZMnYu3Nnj0bqqqqqFmzJmJjY3GswJYyBWVmZsLPzw8eHh4Sx/J/Ny9fviz0XqsL6nGSMRHvS49Tixzxh01Zxwqr1v2Pe69qqgoBBLieEMWV1VBUq/wgK9jVP/5A/M2bAAAenw/XIv7SUln4fD52796NhQsXwtvbGzpV3NtFCCGkelLhqwCi4utVynXLycHBAd7e3hAKhbh06RK6dOkCPT09BAcHo1mzZnj69Cnat29fZBvNmjXjfs5PBBISEmBoaIhp06Zh5MiR2LNnDxwdHdG/f3+YmJgUG1edOnVw9epV3L9/H5cvX0ZYWBjc3NywY8cOBAYGgs/nQ0tLC3369IGPjw/c3d2RkpKCQ4cOYcuWLeX6TPIXMyg4fwfIW0X3xo0bOHLkCABATk4OAwcOhLe3d7Gf0dcYY2XeOqWq94fMT1ZdXFwwdepUAEDz5s0RFhaGbdu2wcHBgaszevRojBgxAgBgbW2NoKAg+Pj4cIt6AMDMmTPh4eGBly9fYtGiRRg+fDhOnDgh8XkcOXIEqampcHNzk4hJWTlvdFXBrXeqK0qcZIyvksL9nMbXBoRfjqWkJOPjxy/D8vjKeR2EqnJKyBBmAwCUBApVE2gFyUlPx9VFi7j3ipqaRdSuWB8+fMC1a9e4lXOaNWtW6F9GCCGE/JjKM1xO1tq1a4fU1FSEh4fj8uXLWLZsGfT09LBixQpYWVlBX18fjRo1KrKNgsOs8r/85n+R9vLywuDBg3Hy5EmcPn0anp6e8Pf3R+/evUsUX5MmTdCkSROMGzcOY8aMQdu2bXHp0iV06NABQN5wvU6dOuHp06e4ePEiBAKB2EICZZH/h9HExETUqlWLK/f29kZubq5YTxRjDIqKiti8eTM0NTWhoZG3anFycrJEr05SUhI0P3+HMTU1RXJyMuLi4krd61SeoXp6enrIzs5GUlKSWHzv3r2Dnp6e1HN0dHQgJyeHxo0bi5UX7JnMvwdpdb5eeU9HRwc6OjowNTWFhYUFDAwMcO3aNdjb24vV27FjB7p37w5dXV2JmPK/6xb8/VRXNFRP1gRf/qxVW/hM/Jgok/tRXl0e2m20AQCq8l/mPWkqVN1y3RVBmJ0NUW4u97792rVVct07d+6gVatW6N27N65evVol1ySEEEKqkpaWFpo1a4bNmzdDXl4e5ubmaNeuHSIiInDixIlih+mVhKmpKaZOnYqzZ8+iT58+8PX1LVM7+V/K09LSuLIOHTrA2NgYvr6+8PX1xaBBg8SWri4LExMTaGho4OHDh1xZbm4udu/ejTVr1ogNi7tz5w709fWxb98+AECjRo3A5/Nx+7b4HPTnz58jOTmZG0LYr18/KCgoYOXKlVJjkLaceb7yDNVr0aIF5OXlERQUxJVFR0cjNjZWInHJp6CggFatWiE6Olqs/PHjx9z8MyMjI+jr6xdZR5r8BDsrS3zqyYsXL3Dx4kWpw/QA4P79+5CXl4elpWWhbVcX1OMkYzm8vH2CbHKPQA3iS5E///Al8643qh4Uaub1LolY3oOpViCBqm5EQiGCJk7E68uXxcqZ8EuXmpGzM5q4u1d6LHv37sXIkSORkZGBBg0alPs/woQQQkh11b59e2zatIlbFlpbWxsWFhYICAgo17C3jIwMzJw5E/369YOxsTFev36Nmzdvom/fvsWeO3bsWOjr66Njx46oV68e4uLi8Mcff6BWrVpiX/B5PB5+/fVXrF27FomJiVi3bl2Z483H5/Ph6OiIK1eucIsfnDhxAomJifDw8OB6jfL17dsX3t7eGDNmDNTV1TFy5EhMnz4dcnJyaNq0KV69eoXZs2fjp59+QuvWrQHk7Ym1bt06TJgwASkpKRg+fDiMjIzw+vVr7N69G2pqaoUuSV6eoXqamprw8PDAtGnToK2tDQ0NDUycOBH29vZiC0OYm5tj+fLlXM/gzJkzMXDgQLRr1w4dOnRAYGAg/v33X25+HI/Hw8yZM+Hp6QkrKys0b94cu3btQlRUFA4ePAgAuH79Om7evIk2bdqgRo0aePbsGRYuXAgTExOJpM3Hxwd16tRB165dpd5HSEgI2rZtyw3Zq86ox0nG0uTVAQAthYcljokK/Hp4cnnd5UIIwVjevChBNf71vb58GXe2bsWHBw/EXh+jvszPklcp/3juouTm5mL69OkYMmQIMjIy4OzsjJs3b4qN3yaEEEK+Jw4ODhAKhWLzdNq3by9RVloCgQAfPnzA8OHDYWpqigEDBqBr165YVGD4fWEcHR1x7do19O/fH6ampujbty+UlJQQFBSEmjVritV1d3dHcnIyLC0tYWdnV+Z4Cxo5ciT8/f25HhFvb284OjpKJE1AXuJ069Yt3L17FwCwYcMGuLm5Yfbs2bC0tIS7uzuaNWuGf//9V2wez7hx43D27Fm8efMGvXv3hrm5OUaOHAkNDY0S761VFuvWrUP37t3Rt29ftGvXDnp6ejh8WPw7ZXR0NJILrGTcu3dvbNu2DStXrkTTpk2xY8cOHDp0SGzFvPwVBqdOnQorKysEBQXh3Llz3Jw2FRUVHD58GJ06dYKZmRk8PDzQrFkzXLp0CYoF9uAUiUTYuXMn3N3dIRAIpN6Dv78/Ro0aVZEfS6Xhsfxv4T+IlJQUaGpqIjk5mRu7Kks/rYhFnLIhvDJaQJ+Jd4leftcVidm1YG1jjfS+XybMhUakIi79I7QU1PBvl8VVHXKJPDlyBMc+b8AmUFAAX0F8Lpaqnh66/P03DMvxH/Gi/Pfffxg4cCAuXrwIAJg3bx4WL15c6D9aQgghP5bMzEy8ePECxsbGEgsHkO8LYwx2dnaYOnUqXF2/3Tls36PTp09j+vTpuHv3bqVuxlzUv/fS5AY0VE+GsrJFYAq5qCe6K5E0/Zeph8TsvKF6ffv3xR7RHgCAHl8fcel5c3T4ZVzBpSwe7d2LB7t3i81PKkp6QgL3889LlsC2kL0NKsu+fftw8eJFqKmpYffu3SWeuEoIIYSQ7wuPx8P27dtx7949WYdCvpKWlgZfX99KTZoq0rcR5XcqJDIDfKVs2KYdkDj2LqMe97NAIOCWRn36/ss8qGxRyZKY8spOTUXgr7+K7b1UGgKFql/5b+LEiYiNjYWHhwcsLCyq/PqEEELIj6KoleHmzZuHefPmVXFEkpo3b47mzZvLOgzylfy5eN8KSpxk6GOKELlCRSghReLYh+zaAAB7e/u8xQyS8sozsnO4OgYqVbP3UHZqapmTJi0TEzSsgt6e7OxsrF69GpMnT4aqqip4PB5Wr15d6dclhBBCfnQ7duzg9kv6mra2dhVHQ0jlocRJhkQMYHzJ4XaZQmUkZeugV69e6NKlC3LZl56luJRU7ucBDdpXSlyZSUm4tXYtkj/vHJ1bYEMyk5490W3v3hK3Ja+sDB6/chexiI+PR//+/XHlyhXcv38fe0sRHyGEEELKp6o3cSVEVihxkqFcYS6ETA58JhQrf5tuCADcqiRZ7Etvz+P/3nM/CyppjtOdrVtxbckSqccEiopQqEbLeV+7dg19+/bF27dvoampiSFDhsg6JEIIIYQQ8h2qvutZ/wCyRdlg4IPPJOcqqaqqchuBZbJMieMA0EKn6N2/yyrl1Sup5QIFBZgPHFgp1yyL7du3o127dnj79i0aN26Mmzdvolu3brIOixBCCCGEfIeox0mWGMDAg6noilixra0tRnZbBnl5eQBfNrwtuHK8haYBNBQqv+en19GjqPk5gVOuWRNKNWpU+jWLk5WVhQkTJmDHjh0A8vZc8PX1hbq6uowjI4QQQggh3ytKnGQoPTcDgDJqI0asXFlJgUuaAED0eUm9ghtuyQuq5lenbmiIGg0bVsm1SurDhw/cxnPLli3D7NmzxTahI4QQQgghpKJR4iRDOaIcMKjgY05taMt/2fcoLfGZWL38xKlg5sTDj5so6Ovr4+DBg0hLS4OTk5OswyGEEEIIIT8AmuMkQ0IhgzCXL5Y0AYC+5SAAQKooFZGZkYjKjgIg3uNUlZvfyhpjDJs2bcKhQ4e4sjZt2lDSRAghhJRRTEwMeDweIiMjZR3KN6Vdu3a0em81k52dDSMjI9y6davSr0WJkww9ePsJLXMPS5Tz+PJgjOFI6hFcyriEu1l3AYjPceL9IL+6jIwMuLu7Y9KkSXBzc0NsbKysQyKEEEJkhsfjFfny8vIqUTsGBgaIi4tDkyZNKjdgAMHBwWIx6urqom/fvnj+eduTfBEREejfvz90dXWhpKSERo0aYdSoUXj8+DGAL8le/qtmzZro0qULIiIiAABNmzbFmDFjpMawZ88eKCoqonv37kV+fkZGRoXex/Hjx/Hu3TsMGjRI4tjy5cshEAiwatUqiWNeXl5SN9+VlrwyxrB9+3bY2dlBTU0NWlpaaNmyJdavX4/0AtvDVLTY2Fh069YNKioqqF27NmbOnIncXMnFy7528uRJ2NnZQVlZGTVq1ECvXr2k1vvw4QPq1asHHo+HpKQkrtzd3V3q7yF/gbR8W7ZsgZGREZSUlGBnZ4cbN25wxxQUFDBjxgzMnj27TPdeGj/Gt+9qiq+sippMcgU7Ve2GEEGERFGiWHmBvKnSliKvTl6+fIk2bdpg9+7dEAgEWLJkCQwMDGQdFiGEECIzcXFx3Gv9+vXQ0NAQK5sxY0aJ2hEIBNDT04OcXNXN2oiOjsbbt29x4MABPHjwAD169IBQmLcly4kTJ/DTTz8hKysLfn5+ePToEf755x9oampi4cKFYu2cP38ecXFxOHPmDD59+oSuXbsiKSkJHh4e8Pf3l7oZr6+vL3r27Ak/Pz+xzyv/WP77mzdvFhr/xo0bMWLECPCl7E/p4+ODWbNmwcfHpzwfEYYNG4YpU6bAxcUFFy9eRGRkJBYuXIhjx47h7Nmz5Wq7MEKhEN26dUN2djbCwsKwa9cu7Ny5E7///nuR5x06dAjDhg3DiBEjcOfOHYSGhmLw4MFS63p4eKBZs2YS5Rs2bBD7fbx69Qra2tro378/VycgIADTpk2Dp6cnwsPDYWVlBScnJyQkfBmxNWTIEFy5cgUPHjwo46dQQuwHk5yczACw5ORkWYfC3LZHs2kr57LAZapiL5FIxHJFuWz9x/Vs/cf1bHfSbvY46zGLyXjF2vw7lbX5dyqbdm1bhcWRm5XFnv77L3vwzz/swT//sIBOndgqgK0CWHx4eIVdpzTOnz/PatasyQAwHR0dduHCBZnEQQgh5PuUkZHBHj58yDIyMmQdSpn5+voyTU1NxhhjSUlJjM/ns5s3bzLGGBMKhaxGjRrMzs6Oq79nzx5Wr149xhhjL168YABYREQEY4yxixcvMgDs/PnzrEWLFkxZWZnZ29uzqKgo7vzIyEjWvn17pqamxtTV1ZmNjQ13vaLkt52YmMiV+fn5MQAsKiqKpaWlMR0dHdarVy+p5+ef93XMjDEWGhrKALDAwED233//MQUFBbZnzx6x858/f854PB47ffq0RNsA2JEjR4q9h4SEBMbj8dj9+/cljgUHB7O6deuy7Oxspq+vz0JDQ8WOe3p6MisrK4nzvr6fgIAABoAdPXpUoq5IJGJJSUnFxlkWp06dYnw+n8XHx3NlW7duZRoaGiwrK0vqOTk5Oaxu3bpsx44dxbb/119/MQcHBxYUFCTxHHztyJEjjMfjsZiYGK7M1taWjR8/nnsvFAqZvr4+W758udi5HTp0YAsWLJDablH/3kuTG9DiEDIkZAy8/IUfPqvbbDh4PB4yRV/2blLmK6ORQiOkZn/pouVX4OIQZ0aNwsPduyusvfJavXo1Zs+eDZFIhBYtWuDw4cMwNDSUdViEEEJ+ACND1uJjVmqVX1dbUR072k4r8/mamppo3rw5goOD0bJlS9y7dw88Hg8RERH49OkT1NTUcOnSJTg4OBTZzvz587FmzRrUqlULY8aMwa+//orQ0FAAeX/Vt7a2xtatWyEQCBAZGSm2CnBpKCsrA8ibn3LmzBm8f/8es2bNklpXS0urRO3o6OjAxcUFPj4+GDp0KFdn586dqFevHrp06VKmWAHgypUrUFFRgYWFhcQxb29vuLq6Ql5eHq6urvD29kbr1q1LfQ0/Pz+YmZnBxcVF4hiPx4Ompmah56qpqRXZ9tChQ7Ft2zapx65evYqmTZtCV1eXK3NycsLYsWPx4MEDWFtbS5wTHh6ON2/egM/nw9raGvHx8WjevDlWrVolNvzz4cOHWLx4Ma5fvy4xNFMab29vODo6on79+gDyfq+3b9/G3LlzuTp8Ph+Ojo64evWq2Lm2trYICQkp9hrlQYmTDIkYD3wIxcp4n7t/E4Vfhum9F74HAAgLJFk8XsWNsoy7dk1qubyamkyWIo+Li4NIJIK7uzv++usv7j+KhBBCSGX7mJWK/zKTZR1GmbRv3x7BwcGYMWMGgoOD0blzZ0RFReHKlStwdnZGcHBwoclJvqVLl3LJ1Zw5c9CtWzdkZmZCSUkJsbGxmDlzJszNzQEAjRo1KlOccXFxWL16NerWrQszMzOcPn0aALh2SyopKQlLliyBmpoabG1tAeQNCevatStevHgBY2NjMMawa9cuuLm5SR1iV1IvX76Erq6uRBspKSk4ePAg9yV+6NChaNu2LTZs2FBsMvO1J0+ewMzMrEzxFbfIh4aGRqHH4uPjxZImANz7+Ph4qefkJ0FeXl5Yu3YtjIyMsGbNGrRv3x6PHz+GtrY2srKy4OrqilWrVsHQ0LDYxOnt27c4ffq02OIb79+/h1AolBpfVFSUWJm+vj5evnxZ5DXKixInGRIySPQ4QUpCZKGQ99cNUYFJThU1x4kxhsTPky7llJXRbuXKz2HwYdSlCxRksKnsn3/+idatW6NPnz60PxMhhJAqpa0om83UK+K6Dg4O8Pb2hlAoxKVLl9ClSxfo6ekhODgYzZo1w9OnT9G+ffsi2yg4D6VOnToAgISEBBgaGmLatGkYOXIk9uzZA0dHR/Tv3x8mJiYljq9evXpgjCE9PR1WVlY4dOgQFBQUxBa/KonWrVuDz+cjLS0NDRo0QEBAAPfFunPnzqhXrx58fX2xePFiBAUFITY2FiNGjCjVNb6WkZEBJSUlifJ9+/bBxMQEVlZWAIDmzZujfv36CAgIgIeHR6muUdrPoaCGVfyHbpEo7/vr/Pnz0bdvXwB5c8Xq1auHAwcOYPTo0Zg7dy4sLCzEev+KsmvXLmhpaRW6wERxlJWVK3UBDYASJ5kSMp5E4pS/Wl50djRXJoAAALDr8dkC9SomoQj19OR+llNSgs2ECRXSbmmcPn0aW7duxcGDB6GgoAA5OTnuHyEhhBBSlcozXE7W2rVrh9TUVISHh+Py5ctYtmwZ9PT0sGLFClhZWUFfX7/YXqKCQ+/y/3iZ/yXZy8sLgwcPxsmTJ3H69Gl4enrC398fvXv3LlF8ISEh0NDQQO3ataFe4A+zpqamAICoqCjY29sX205AQAAaN26MmjVrSgzj4/P5cHd3x65du+Dl5QVfX1906NABDRo0KFGMhdHR0UFiYqJEube3Nx48eCC2yIZIJIKPjw+XOGloaCA5WbIXM391ufwheKamphK9KCVVnqF6enp6YqvUAcC7d++4Y9LkJ9WNGzfmyhQVFdGgQQNuBeQLFy7g3r17OHjwIIAviaGOjg7mz5+PRYsWcecyxuDj44Nhw4ZBQUGBK9fR0YFAIODiKRjf17F9/PgRtWrVKuQTqBi0qp4MiYRMylC9vCQpBzlcmTwv7z9iT1LecmUGahXzYMQEBnI/a5eyi7y8RCIRli5dim7duuHff//Fxo0bq/T6hBBCyPdES0sLzZo1w+bNmyEvLw9zc3O0a9cOEREROHHiRLHzm0rC1NQUU6dOxdmzZ9GnTx/4+vqW+FxjY2OYmJiIJU0A0KVLF+jo6GDl51EvXyu4fDWQt5S6iYlJoXOfRowYgVevXuHw4cM4cuRIqXt+pMmfx1Mwebp37x5u3bqF4OBgREZGcq/g4GBcvXqVS4LMzMzw+vVriS//4eHhUFJS4uZxDx48GI8fP8axY8ckrs8Yk5p85St4fWmvxYsXF3quvb097t27J7ZK3blz56ChoSGWGBXUokULKCoqIjr6yx/6c3JyEBMTw81POnToEO7cucPFsGPHDgB5CfT48ePF2rt06RKePn0q8btSUFBAixYtEBQUxJWJRCIEBQVJJNn379+XOh+rIlGPkwwJAfCY9KF6BXuUGirkdb8mZCZxZUNNOpXr2rlZWUh6+hQ5Bbo0u/v7l6vN0khJSYGbmxuOHj0KABg9ejQmTpxYZdcnhBBCvkft27fHpk2b0K9fPwCAtrY2LCwsEBAQgC1btpS53YyMDMycORP9+vWDsbExXr9+jZs3b1bICBFVVVXs2LED/fv3R8+ePTFp0iQ0bNgQ79+/x/79+xEbGwv/UnxHMTY2RseOHfHbb79BUVERffr0KXeM1tbW0NHRQWhoKLp37w4gr7fJ1tYW7dq1k6jfqlUreHt7Y9WqVXBycoKZmRlcXV3xxx9/QE9PD+Hh4ViwYAEmT54MgSDvj+YDBgzAkSNH4OrqigULFqBLly6oVasW7t27h3Xr1mHixImFDmMrz1C9Ll26oHHjxhg2bBhWrlyJ+Ph4LFiwAOPHj4eioiIA4MaNGxg+fDiCgoJQt25daGhoYMyYMfD09ISBgQHq16/P7WGVv5T418M437/Pm7NvYWEhkfR6e3vDzs5O6r5i06ZNg5ubG1q2bAlbW1usX78eaWlpEsMvQ0JCsGTJkjJ/DiVBPU4ylJPLIF9g9Tzgy6IPUdlfumr54GN71Cm8y/jyVw5lOcUyXzfjwwdsNzTEziZN8CF/vXseDxpVtHJddHQ07OzscPToUSgoKODvv//Gtm3buH+chBBCCCkbBwcHCIVCsblM7du3lygrLYFAgA8fPmD48OEwNTXFgAED0LVrV7HhVuXh4uKCsLAwyMvLY/DgwTA3N4erqyuSk5Pxxx9/lLo9Dw8PJCYmYvDgwVLnJpWWQCDAiBEj4OfnByBvtbd//vmn0MSxb9++2L17N3JyciAnJ4ezZ8/C0NAQrq6uaNKkCTw9PTF58mSxL/o8Hg979+7F2rVrcfToUTg4OKBZs2bw8vKCi4sLnJycyn0fhd3biRMnIBAIYG9vj6FDh2L48OFivVTp6emIjo5GTs6XEVGrVq3CoEGDMGzYMLRq1QovX77EhQsXUKNGjVJdPzk5GYcOHSq0Z3DgwIFYvXo1fv/9dzRv3hyRkZEIDAwUWzDi6tWrSE5O5v5gUFl4rDwz0b5BKSkp0NTURHJycpErjFSFziuj0ClnPqz5Z7gyI9tJMOu0DP9L+h8yWV5SNUZrDIZdXIW49I8AgNpKWjjYaWGZF054fOgQjn/1YGkaG2NUCZaJLK9z586hb9++SE1NRd26dXHo0CHY2dlV+nUJIYSQgjIzM7mV1yriizX5/sXHx8PS0hLh4eHccDRSPQwcOBBWVlaYN2+e1ONF/XsvTW5AQ/VkSMTjQR3vxQt5fIiYCFksiytS5ClCKPoypG9JC7dyrTaXVWCssJ6tLfRatUKTcq42U1KGhobg8Xho27YtDhw4ILG8JCGEEEJIdaSnpwdvb2/ExsZS4lSNZGdno2nTppg6dWqlX4sSJxnKVchCw9zbYmXZyIFvsi8Y8joCNfh5ma/o81yo2kpaaFyj7P9YL06ditvr13PvzQcORMtplbuCUG5uLrfajJmZGS5dugRLS8syb5pHCCGEkOqja9euhW48Om/evEJ7Ab5FZV0qm1QeBQUFLFiwoEquRYmTDDEmkChLzIrHJ6bPvVflqQIARJ8TKX459zWK/Osvsfeqn5eTrCwPHjxAv379sGXLFnTs2BFA3h4HhBBCCPk+7NixAxkZGVKPaWtrV3E0hFQeSpxkiIkk1+aQM7ThfhZAAAeVvKVD86eilXdDWGGBSX128+ahUQn3XiiLgwcPwt3dHWlpaZg1axZu3rxJG9oSQggh35m6devKOgRCqgStqidD+cPxCnqv8WXTL2dVZ+jK6SI9NxOJ2Z8AAPwybnybEBmJHY0aAZ8TMD1bW7RduhRylTAhVigUYs6cOejfvz/S0tLQsWNHnD59mpImQgghhBDyzaIeJxnii7IkyoQFcgv+57z2WsKXpcmTstPKdK37vr5IevqUe69USV3nHz58wODBg3H27FkAwPTp07FixQqxHbUJIYQQQgj51tC3WRnis1yJMnmBMoBsAEBtudoAgGxRgeF1tczLdK3czC/7Ranq6eHnCtp3oaD//vsPtra2iImJgYqKCry9vTFo0KAKvw4hhBBCCCFVjRInGVJinyQL+V8WjAh+ew/7nlxCYnYqV9a8ponkOcXIycjA3e3buff9zpxBrWbNSt1OcXR0dNCmTRvw+XwcOXIEzSrhGoQQQgghhMgCJU4yVC83AhJTluQUuR93Pz6PuPREscMqBY6X1ItTp8Tey6url7qNwuTk5CArKwtqamrg8Xj43//+h8zMTFpFhxBCCCGEfFdocQhZYiLJMkUV7sf03Lwhe3zwUEtJEz/rWqKtXpNSXyY79UuPlbyqKrSMjUsfqxQJCQno3LkzBg8eDNHnDXpVVFQoaSKEEEJkyN3dvUL2G4qOjoaenh5SC3yPILL3/v171K5dG69fv5Z1KD8cSpxkyJJ3Uey9vLI2YnNi8V9yJi7ff4fkzwtB6Klo47CjJ1a08oCKXOGr4EVs2QK/n37CnlatxF5hBeYzOaxeXSGx37x5Ey1atMClS5dw8eJFREVFFX8SIYQQQsrN3d0dPB4PPB4PCgoKaNiwIRYvXozc3Ly50xs2bMDOnTsBgKtX2MvLy6vQ68ydOxcTJ06EupSRKubm5lBUVER8fLzEMSMjI6xfv16i3MvLS2Ivx/j4eEycOBENGjSAoqIiDAwM0KNHDwQFBZX48yiLAwcOwNzcHEpKSmjatClOfTU652sFP/OCL0tLS67O5cuX0aNHD+jr64PH4+Ho0aNS23r06BF69uwJTU1NqKqqolWrVoiNjeWOb9++He3bt4eGhgZ4PB6SkpLEztfR0cHw4cPh6elZ5vsnZUOJkwzVxnOx9zy+HHKQg3sxiUhI/rKYgwK/+BGVGR8/4sLkyYi7fh3vbt0Se6XExHD1KmL5cV9fX7Rt2xavX7+Gqakprl+/jsaNG5e7XUIIIYSUjLOzM+Li4vDkyRNMnz4dXl5eWLVqFQBAU1MTWlpaAIC4uDjutX79emhoaIiVzZgxQ2r7sbGxOHHiBNzd3SWOXblyBRkZGejXrx927dpV5nuIiYlBixYtcOHCBaxatQr37t1DYGAgOnTogPHjx5e53eKEhYXB1dUVHh4eiIiIQK9evdCrVy/cv3+/0HM2bNgg9rm9evUK2tra6N+/P1cnLS0NVlZW2LJlS6HtPHv2DG3atIG5uTmCg4Nx9+5dLFy4EEoFvp+lp6fD2dkZ8+bNK7SdESNGwM/PDx8/fizl3ZPyoDlOMpQBDbH3OZlJUOGpIDv3yxA+dXllDDLpUGxb2SkpYEIh954nEEjU0W3RAg1dXMocb3Z2NqZOnYq//voLANCzZ0/s3r0bmpqaZW6TEEIIIaWnqKgIPT09AMDYsWNx5MgRHD9+HHPnzoW7uzuSkpJw9OhRrg6Ql1DxeDyxssLs378fVlZWUje39fb2xuDBg+Hg4IDJkydj9uzZZbqHcePGgcfj4caNG1BVVeXKLS0t8euvv5apzZLYsGEDnJ2dMXPmTADAkiVLcO7cOWzevBnbtm2Teo6mpqbY952jR48iMTERI0aM4Mq6du2Krl27Fnnt+fPn45dffsHKlSu5MhMT8YW/pkyZAgAIDg4utB1LS0vo6+vjyJEj8PDwKPKapOJQ4iRDPIjPcTLv9CcesXR8yszrateQV8FJpz+KbCM7NRVXlyzBu9u3v7QzaBC679tX4fEOHz4cAQEB4PF4WLRoEebPnw8+nzotCSGEfD9WrFiBlJSUKr+uhoYG5syZU+bzlZWV8eHDhwqLJyQkBC1btpQoT01NxYEDB3D9+nWYm5sjOTkZISEhaNu2bana//jxIwIDA7F06VKxpClffo+ZNH5+fhg9enSR7Z8+fbrQmK5evYpp06aJlTk5ORU6tE4ab29vODo6on79+iU+RyQS4eTJk5g1axacnJwQEREBY2NjzJ07t0xz0mxtbRESEkKJUxWixEmG+BDfxylZkCnW25Qtktzn6WsP//kHNz93zXPtystXTIBfmT59OoKDg+Ht7Y1u3bpVyjUIIYQQWUpJSZGYU1KdMcYQFBSEM2fOYOLEiRXW7suXL6UmTv7+/mjUqBE3t2fQoEHw9vYudeL09OlTMMZgbl76/Sl79uwJOzu7IutI6ynLFx8fD11dXbEyXV1dqfO1pHn79i1Onz6NvXv3lqh+voSEBHz69AkrVqzAH3/8gT///BOBgYHo06cPLl68CAcHh1K1p6+vj4iIiFKdQ8qHEicZkkOO2PtsnhA5uV+G22UKs4ttI+2rf+SKmppoPGxYhcTHGMPTp0/RqFEjAECrVq3w4sULKCsrV0j7hBBCSHWjoaFRfKVqcN0TJ05ATU0NOTk5EIlEGDx4cJELPZRWRkaG2LybfD4+Phg6dCj3fujQoXBwcMCmTZukLiJRGMZYmWNTV1cv1bUq2q5du6ClpVXqXqL8FYhdXFwwdepUAEDz5s0RFhaGbdu2lTpxUlZWRnp6eqnOIeVDiZMM1ebFiL3PAfD4zZclPx31rYtt49XFLyvz9di/HyY9elTIAhCZmZmYMGEC/Pz8EBoaChsbGwCgpIkQQsh3rTzD5apShw4dsHXrVigoKEBfXx9ychX7lU5HRweJieJ7ST58+BDXrl3DjRs3xOY1CYVC+Pv7Y9SoUQDyksDk5GSJNpOSkrh5Qo0aNQKPxyvTqrzlHaqnp6eHd+/eiZW9e/euRHO/GGPw8fHBsGHDoKCgUPKgkfeZysnJSSyoZWFhgStXrpSqLSBvuGOtWrVKfR4pO0qcZCQnI1Gi7ElyAp6lfFlNj8f7endccdlpaXgdEsK9V6pRo0KSptevX6Nv3764ceMG+Hw+bt68ySVOhBBCCJE9VVVVNGzYsNLat7a2xsOHD8XKvL290a5dO4lV43x9feHt7c0lTmZmZrhdYO51vvDwcJiZmQEAtLW14eTkhC1btmDSpEkS85ySkpIKnedU3qF69vb2CAoK4hZhAIBz587B3t6+yDYB4NKlS3j69GmZ5hUpKCigVatWiI6OFit//PhxqeZK5bt//z7at29f6vNI2VHiJCM5mZKJU4KiFoAvQ+8c9JoV2UbmV0tQ1inBP/jiXL58Gf3790dCQgK0tbXh7++Pzp07l7tdQgghhHw7nJycMHLkSAiFQggEAuTk5GDPnj1YvHgxmjRpIlZ35MiRWLt2LR48eABLS0tMnToVbdu2xdKlS9GnTx8IhULs27cPV69e5VbmBYAtW7bg559/hq2tLRYvXoxmzZohNzcX586dw9atW/Ho0SOpsZV3qN7kyZPh4OCANWvWoFu3bvD398etW7ewfft2rs7cuXPx5s0b7N69W+xcb29v2NnZSXwGAPDp0yc8ffqUe//ixQtERkZCW1sbhoaGAICZM2di4MCBaNeuHTp06IDAwED8+++/YivoxcfHIz4+nmvr3r17UFdXh6GhIbS1tQHkLVl++/ZtLFu2rMyfAyk9WhKtGslSrsH97NGkAxzqFJ44pSUk4NaaNdz7hr16QUHKqjQlxRjDpk2b0KlTJyQkJMDKygq3bt2ipIkQQgj5AXXt2hVycnI4f/48AOD48eP48OEDevfuLVHXwsICFhYW8Pb2BgC0bt0ap0+fxunTp/Hzzz+jffv2CAsLQ1BQkFjC0aBBA4SHh6NDhw6YPn06mjRpgs6dOyMoKAhbt26ttHtr3bo19u7di+3bt8PKygoHDx7E0aNHxWKLi4sT25QWAJKTk3Ho0KFCe5tu3boFa2trWFvnTbWYNm0arK2t8fvvv3N1evfujW3btmHlypVo2rQpduzYgUOHDqFNmzZcnW3btsHa2prrwWvXrh2sra1x/Phxrs6xY8dgaGhY6kU5SPnwWHlm532DUlJSoKmpieTkZJlNAAWA9MTnCNkmnhjd7rYOp2Pz/royxeYX9NV3LPT8Y/364cmhQ9x70/790XP//jLHc+jQIfTr1w8AMGTIEGzfvh0qKiplbo8QQgipzjIzM/HixQsYGxtLXQSB5PUIHT9+HGfOnJF1KOQrP/30EyZNmoTBgwfLOpRvQlH/3kuTG9BQvWqE4UsOW8z0Jnz8ajKlsZNTua7dq1cv9OzZEx06dMDkyZOLnV9FCCGEkO/b6NGjkZSUhNTUVJmuYkfEvX//Hn369IGrq6usQ/nhUOJUjUQmvOR+5oMPxhjirl3Du/BwibqZBTa5G/HwIWpaWJT6emFhYbCxsYGSkhIEAgGOHj1KCRMhhBBCAABycnKYP3++rMMgX9HR0cGsWbNkHcYPiRInGZE2QvK/9FSAn/8r4SHu2jXsbd26yHbk1dRKnTQxxrBmzRrMnj0bbm5u8Pb2Bo/Ho6SJEEIIIYSQQtDiELLCRJJF+JK4tKhhjncl2A1a/6efSnXZtLQ0uLq6YubMmdxGbEKhsJizCCGEEEII+bFRj5OMMCaZrLDPPT5drOvAQKkOXhcYjmc1ejTqFlhxBQDkVFRg7Oxc4ms+e/YMvXv3xr179yAnJ4eNGzdizJgx1NNECCGEEEJIMShxkhGpidPnHictJVXkpKcjtMDylfo//4zGQ4eW+XqBgYFwdXVFUlIS9PT0cODAAbGlLwkhhBBCCCGFo8RJRphIPHESgcctpSfkZePDV7t112pW9Ga4Rfn06ROGDx+OpKQk2Nvb4+DBg9DX1y9ze4QQQgghhPxoaI6TjEgkTry8XwWfBxjIGyAnLY07ptuyJWpbWZX5WmpqavDz88OYMWNw8eJFSpoIIYQQQggpJepxkhEmyhV7L/o8TE9VSQ7KUEJA+/bcMYMCP5dUdHQ03rx5g44dOwIAOnfujM6dO5c5XkIIIYQQQn5k1OMkI1/PcRJ9HqaXmpELhQ85Yse0zcxK1fbx48dha2uLPn364MmTJ+ULlBBCCCGkAsTExIDH4yEyMrLQOsHBweDxeEhKSir39dq1a4e9e/eWux1SsX766SccOnRI1mGUCSVOsvJV4sQ+/yp0VFVgnlSXK+fx+Wg8bFiJmhSJRPj999/h4uKClJQUNGvWDBoaGhUXMyGEEEJkzt3dndt/seDLuRQr7X7vjh8/jnfv3mHQoEESx5YvXw6BQIBVq1ZJHPPy8kLz5s0lyqUlfYwxbN++HXZ2dlBTU4OWlhZatmyJ9evXIz09vSJvR0xsbCy6desGFRUV1K5dGzNnzkRubm6h9fOTUWmvmzdvAsgbqdShQwfo6upCSUkJDRo0wIIFC5CT8+WP+Tk5OVi8eDFMTEygpKQEKysrBAYGil1LKBRi4cKFMDY2hrKyMkxMTLBkyRKx/UsXLFiAOXPmcNvifEtoqJ6MiL4eqve5x0lfSQdHOnThypv99hvkFBWLbS8pKQlDhw7FyZMnAQCTJk3C6tWrIS8vX4FRE0IIId8nxkTIyfhQfMVKJK9cEzxeyf6m7ezsDF9fX7EyxRJ8X/hRbNy4ESNGjACfL/l5+vj4YNasWfDx8cHMmTPLfI1hw4bh8OHDWLBgATZv3oxatWrhzp07WL9+PYyMjNCrV69y3IF0QqEQ3bp1g56eHsLCwhAXF4fhw4dDXl4ey5Ytk3pO69atERcXJ1a2cOFCBAUFoWXLlgAAeXl5DB8+HDY2NtDS0sKdO3cwatQoiEQirt0FCxbgn3/+wd9//w1zc3OcOXMGvXv3RlhYGKytrQEAf/75J7Zu3Ypdu3bB0tISt27dwogRI6CpqYlJkyYBALp27YqRI0fi9OnT6NatW4V/RpWJEidZ+SrLzl+KPC71I4wLdE+rGxgU29T9+/fRu3dvPH36FEpKSti+fTuGlbCXihBCCCFATsYHXNxgLNMYOkx+AQWVWiWqq6ioCD09vUKP83g8/P333zh58iTOnDmDunXrYs2aNejZsycAIDExERMmTMDZs2fx6dMn1KtXD/PmzcOIESMAAK9evcL06dNx9uxZ8Pl8tG3bFhs2bICRkRGAvF6vpKQk2NraYsOGDcjKysK0adMwb948zJ07F97e3lBRUcGSJUu4NvNFRUVh3LhxCA8PR8OGDbFlyxY4ODgUei9XrlzB3LlzcevWLejo6KB3795Yvnw5VFVVpdb/77//cOHCBWzYsEHi2KVLl5CRkYHFixdj9+7dCAsLQ+vWrYv8rKXZv38//Pz8cPToUbi4uHDlRkZG6NmzJ1JSUkrdZkmcPXsWDx8+xPnz56Grq4vmzZtjyZIlmD17Nry8vKCgoCBxjoKCgtizkpOTg2PHjmHixIncXp4NGjRAgwYNuDr169dHcHAwQkJCuLI9e/Zg/vz5+OWXXwAAY8eOxfnz57FmzRr8888/AICwsDC4uLhwCZGRkRH27duHGzducO0IBAL88ssv8Pf3/+YSJxqqJyOSPU55v4oGyjpi5c3HjSu2rb///htPnz6FoaEhQkNDKWkihBBCCBYtWoQBAwbg7t27+OWXXzBkyBB8/PgRQF6Pw8OHD3H69Gk8evQIW7duhY5O3neQnJwcODk5QV1dHSEhIQgNDYWamhqcnZ2RnZ3NtX/hwgW8ffsWly9fxtq1a+Hp6Ynu3bujRo0auH79OsaMGYPRo0fj9evXYnHNnDkT06dPR0REBOzt7dGjRw98+CC9t+/Zs2dwdnZG3759cffuXQQEBODKlSuYMGFCofd95coVqKiowMLCQuKYt7c3XF1dIS8vD1dXV3h7e5f6cwUAPz8/mJmZiSVN+Xg8HjQ1NQs9V01NrcjXmDFjCj336tWraNq0KXR1dbkyJycnpKSk4MGDByWK/fjx4/jw4YNEQlvQ06dPERgYKJbQZmVlQUlJSayesrIyrly5wr1v3bo1goKC8PjxYwDAnTt3cOXKFXTt2lXsPFtbW7Gk7FtBPU6y8vXiEJ97nBLPXET+3wTMXV2hpKVVbFMrV66EnJwc5s6dy/1HjxBCCCHfrxMnTkBNTU2sbN68eZg3bx733t3dHa6urgCAZcuWYePGjbhx4wacnZ0RGxsLa2trbqhWfk8SAAQEBEAkEmHHjh1cj4Svry+0tLQQHByMLl3yphRoa2tj48aN4PP5MDMzw8qVK5Gens7FMHfuXKxYsQJXrlwRm2s0YcIE9O3bFwCwdetWBAYGwtvbG7NmzZK4z+XLl2PIkCGYMmUKAKBRo0bYuHEjHBwcsHXrVokv8gDw8uVL6OrqSgzTS0lJwcGDB3H16lUAwNChQ7metK8/y+I8efIEZqVcvCtfUYtjAChyfnp8fLxY0gSAex8fH1+i63t7e8PJyQn16tWTONa6dWuEh4cjKysLv/32GxYvXswdc3Jywtq1a9GuXTuYmJggKCgIhw8fhlD45TvtnDlzkJKSAnNzcwgEAgiFQixduhRDhgwRu46+vj5evXoFkUgkdThldUWJk4x8vaoey9/8NjmVK1OpXVvquR8+fMC6devg5eUFOTk5KCoqYs2aNZUXLCGEEEKqlQ4dOmDr1q1iZdra2mLvmzVrxv2sqqoKDQ0NJCQkAMgbZtW3b1+Eh4ejS5cu6NWrFzdk7c6dO3j69CnU1dXF2svMzMSzZ8+495aWlmJfenV1ddGkSRPuvUAgQM2aNblr5rO3t+d+lpOTQ8uWLfHo0SOp93nnzh3cvXsXfn5+XBljDCKRCC9evJDaq5SRkSE1odq3bx9MTExg9XlvzObNm6N+/foICAiAh4eH1OsXpuBiB6XVsGHDMp9bXq9fv8aZM2ewf/9+qccDAgKQmpqKO3fuYObMmVi9ejWX0G7YsAGjRo2Cubk5eDweTExMMGLECPj4+HDn5w9h3Lt3LywtLREZGYkpU6ZAX18fbm5uXD1lZWWIRCJkZWVBWVm5cm+6AlHiJCMS+zjlTwZN/7J6Scvp0yXOi4yMRO/evRETEwPGGJYuXVqpcRJCCCE/Annlmugw+YXMYygpVVXVYr+Af71AFI/H41Yy69q1K16+fIlTp07h3Llz6NSpE8aPH4/Vq1fj06dPaNGihViykq9WrS9zsKS1X9Q1y+LTp08YPXo0t7BAQYaGhlLP0dHRQWJiokS5t7c3Hjx4ADm5L19/RSIRfHx8uMRJQ0MDycnJEufmL4+ePwTP1NQUUVFRpb4fAMX2bg0dOhTbtm2TekxPT09svhAAvHv3jjtWHF9fX9SsWZOb6/Y1g89z6xs3bgyhUIjffvsN06dPh0AgQK1atXD06FFkZmbiw4cP0NfXx5w5c8TmRs2cORNz5szhehibNm2Kly9fYvny5WKJ08ePH6GqqvpNJU0AJU4yw0TSe5zy/bx4MTS+WhjCz88Po0aNQkZGBho0aICBAwdWepyEEELIj4DH45d4YYbvRa1ateDm5gY3Nze0bduW62GwsbFBQEAAateuXSnbmly7dg3t2rUDAOTm5uL27duFzlmysbHBw4cPS9VLY21tjfj4eCQmJqJGjRoAgHv37uHWrVsIDg4W65n7+PEj2rdvj6ioKJibm8PMzAyvX7/Gu3fvxIbEhYeHQ0lJiUvWBg8ejEGDBuHYsWMS85wYY0hJSSl0nlN5hurZ29tj6dKlSEhIQO3PI5POnTsHDQ0NNG7cuMh2GWPw9fXlVuErjkgkQk5ODkQiEQQCAVeupKSEunXrIicnB4cOHcKAAQO4Y+np6RJD7wQCgUTyfP/+fW4lvm8JJU4yIrEB7uc5TvJpWQAAxQJzm3JycjBr1iysX78eQN4SpH5+fhJd8oQQQgj5MWRlZUnMaZGTkyvxXOfff/8dLVq0gKWlJbKysnDixAlu2NuQIUOwatUquLi4YPHixahXrx5evnyJw4cPY9asWVLnxpTGli1b0KhRI1hYWGDdunVITEzEr7/+KrXu7Nmz8dNPP2HChAkYOXIkVFVV8fDhQ5w7dw6bN2+Weo61tTV0dHQQGhqK7t27A8jrbbK1teUStoJatWoFb29vrFq1Ck5OTjAzM4Orqyv++OMP6OnpITw8HAsWLMDkyZO5BGLAgAE4cuQIXF1dsWDBAnTp0gW1atXCvXv3sG7dOkycOLHQ5cjLM1SvS5cuaNy4MYYNG4aVK1ciPj4eCxYswPjx47nl6G/cuIHhw4cjKCgIdet+2Rv0woULePHiBUaOHCnRrp+fH+Tl5dG0aVMoKiri1q1bmDt3LgYOHMglWdevX8ebN2/QvHlzvHnzBl5eXhCJRGJz03r06IGlS5fC0NAQlpaWiIiIwNq1ayV+vyEhIdxcuW8JJU4ywr7KvHl8PvSuPoXVi0zUHzAAFoMHAwASEhIwYMAAXLp0CUDexM/FixeLZf6EEEII+bEEBgaiTp06YmVmZmYlHj6moKCAuXPnIiYmBsrKymjbti38/f0BACoqKrh8+TJmz56NPn36IDU1FXXr1kWnTp0qpAdqxYoVWLFiBSIjI9GwYUMcP3680ISvWbNmuHTpEubPn4+2bduCMQYTE5MiR90IBAKMGDECfn5+6N69O7Kzs/HPP/9g9uzZUuv37dsXa9aswbJlyyAvL4+zZ89i3rx5cHV1xX///QdjY2NMnjwZ06ZN487h8XjYu3cvtm/fDh8fHyxduhRycnJo1KgRhg8fDicnp/J9SEXc24kTJzB27FjY29tDVVUVbm5uYos4pKenIzo6WmzzWiAveWzdujXMzc0l2pWTk8Off/6Jx48fgzGG+vXrY8KECZg6dSpXJzMzEwsWLMDz58+hpqaGX375BXv27IFWgT/2b9q0CQsXLsS4ceOQkJAAfX19jB49Gr///jtX582bNwgLC+OWMP+W8Fh5Zrd9g/K7TpOTkyul+7mk3tzbi/snfuPep6nq4Pnkl5iUkgKFApMx7927h59++gl8Ph+7du1Cnz59ZBEuIYQQ8l3JzMzEixcvYGxsLHUhAfJti4+Ph6WlJcLDw1G/fn1Zh0MKmD17NhITE7F9+/Yqu2ZR/95LkxtQj5OsSKyqxwdfXh78r8acNm3aFAEBAWjQoEGxY1cJIYQQQkjeQgne3t6IjY2lxKmaqV27tljv3beEEicZ+XpxCPB4+HnRIoj4fEyaNAmDBg3ilgXNH59LCCGEEEJKprA5RkS2pktZNfpbQYmTjCTHh4u95ysqwrCvOzp27IjQ0FAcOnQIT548gYqKiowiJIQQQgghhOSrFlv1btmyBUZGRlBSUoKdnZ3E+vRfO3DgAMzNzaGkpISmTZvi1KlTVRRpxcn69E7s/ePoFLRo0QKhoaHQ1NTE9u3bKWkihBBCCCGkmpB54hQQEIBp06bB09MT4eHhsLKygpOTk8Qu0/nCwsLg6uoKDw8PREREoFevXujVqxfu379fxZGXj5J63vKQjDGcvJ6DBevfIC4uDo0bN8bNmzfRrVs3GUdICCGEEEIIySfzxGnt2rUYNWoURowYgcaNG2Pbtm1QUVGBj4+P1PobNmyAs7MzZs6cCQsLCyxZsgQ2NjaFruVfneUKGdYfycamY9nIFQL9+vXD9evX0ahRI1mHRgghhBBCCClApolTdnY2bt++DUdHR66Mz+fD0dERV69elXrO1atXxeoDgJOTU6H1s7KykJKSIvaqLgR8IC2Dgc8DRg1ugv3790NNTU3WYRFCCCGEEEK+ItPE6f379xAKhdDV1RUr19XVldgNO198fHyp6i9fvhyamprcy8DAoGKCrwA8Hg/T+iliuYcSxg9tCx6PJ+uQCCGEEEIIIVLIfKheZZs7dy6Sk5O516tXr2QdEgBASaMusuXrQ6BmhKbmplDXNJZ1SIQQQgghhJBCyHQ5ch0dHQgEArx7J77C3Lt376Cnpyf1HD09vVLVV1RUhKKiYsUEXIEa2E9HA/tvdx17QgghhPyYeDwejhw5IpN9kj58+AALCwvcuHEDRkZGVX79b82cOXOQlpaGTZs2yTqU74JMe5wUFBTQokULBAUFcWUikQhBQUGwt7eXeo69vb1YfQA4d+5cofUJIYQQQr4n7u7u4PF44PF4kJeXh7GxMWbNmoXMzExZh1bpli5dChcXF6lJk5OTEwQCAW7evClxrH379pgyZYpE+c6dO6GlpSVWlpKSgvnz53Nb3+jp6cHR0RGHDx8GY6yC7kRScHAwbGxsoKioiIYNG2Lnzp1F1o+JieGeg4Kva9eucXVmzJiBXbt24fnz55UW949E5hvgTps2DW5ubmjZsiVsbW2xfv16pKWlYcSIEQCA4cOHo27duli+fDkAYPLkyXBwcMCaNWvQrVs3+Pv749atW9i+fbssb4MQQgghpMo4OzvD19cXOTk5uH37Ntzc3MDj8fDnn3/KOrRKk56eDm9vb5w5c0biWGxsLMLCwjBhwgT4+PigVatWZbpGUlIS2rRpg+TkZPzxxx9o1aoV5OTkcOnSJcyaNQsdO3aUSLQqwosXL9CtWzeMGTMGfn5+CAoKwsiRI1GnTh04OTkVee758+dhaWnJva9Zsyb3s46ODpycnLB161asWrWqwuP+0ch8jtPAgQOxevVq/P7772jevDkiIyMRGBjILQARGxuLuLg4rn7r1q2xd+9ebN++HVZWVjh48CCOHj2KJk2ayOoWCCGEEPIdSUtLK/T1da9OUXUzMjJKVLcsFBUVoaenBwMDA/Tq1QuOjo44d+4cd/zDhw9wdXVF3bp1oaKigqZNm2Lfvn1ibbRv3x6TJk3CrFmzoK2tDT09PXh5eYnVefLkCdq1awclJSU0btxY7Br57t27h44dO0JZWRk1a9bEb7/9hk+fPnHH3d3d0atXLyxbtgy6urrQ0tLC4sWLkZubi5kzZ0JbWxv16tWDr69vkfd86tQpKCoq4qeffpI45uvri+7du2Ps2LHYt2+fxGdfUvPmzUNMTAyuX78ONzc3NG7cGKamphg1ahQiIyMrbfXjbdu2wdjYGGvWrIGFhQUmTJiAfv36Yd26dcWeW7NmTejp6XEveXl5seM9evSAv79/pcT9o5F54gQAEyZMwMuXL5GVlYXr16/Dzs6OOxYcHCzRVdm/f39ER0cjKysL9+/fxy+//FLFERNCCCHke6Wmplboq2/fvmJ1a9euXWjdrl27itU1MjKSWq+87t+/j7CwMCgoKHBlmZmZaNGiBU6ePIn79+/jt99+w7Bhw3Djxg2xc3ft2gVVVVVcv34dK1euxOLFi7nkSCQSoU+fPlBQUMD169exbds2zJ49W+z8tLQ0ODk5oUaNGrh58yYOHDiA8+fPY8KECWL1Lly4gLdv3+Ly5ctYu3YtPD090b17d9SoUQPXr1/HmDFjMHr0aLx+/brQ+wwJCUGLFi0kyhlj8PX1xdChQ2Fubo6GDRvi4MGDpf4cRSIR/P39MWTIEOjr60scV1NTg5yc9MFaISEhRT43ampq8PPzK/Tapd1up6CePXuidu3aaNOmDY4fPy5x3NbWFq9fv0ZMTEyxbZGiyXyoHiGEEEIIKZ0TJ05ATU0Nubm5yMrKAp/Px+bNm7njdevWxYwZM7j3EydOxJkzZ7B//37Y2tpy5c2aNYOnpycAoFGjRti8eTOCgoLQuXNnnD9/HlFRUThz5gyXSCxbtkwsIdy7dy8yMzOxe/duqKqqAgA2b96MHj164M8//+RGEGlra2Pjxo3g8/kwMzPDypUrkZ6ejnnz5gHIWwV5xYoVuHLlCgYNGiT1nl++fCk1oTl//jzS09O5IW1Dhw6Ft7c3hg0bVqrP9P3790hMTIS5uXmpzgOAli1bIjIyssg6X2+nU1Bh2+2kpKQgIyMDysrKEueoqalhzZo1+Pnnn8Hn83Ho0CH06tULR48eRc+ePbl6+Z/Zy5cvaUGNcqLEiRBCCCGkgILDzL4mEAjE3ickJBRal88XH9hTkX/x79ChA7Zu3Yq0tDSsW7cOcnJyYr1hQqEQy5Ytw/79+/HmzRtkZ2cjKysLKioqYu00a9ZM7H2dOnW4e3r06BEMDAzEkpWvF+N69OgRrKysuKQJAH7++WeIRCJER0dzyYClpaXY56Grqys2zUIgEKBmzZpFfp4ZGRlQUlKSKPfx8cHAgQO53iBXV1fMnDkTz549g4mJSaHtfa08Cz8oKyujYcOGZT6/LHR0dDBt2jTufatWrfD27VusWrVKLHHKT7rS09OrNL7vUbUYqkcIIYQQUl2oqqoW+vr6i3tRdb/uJSisXlljbNiwIaysrODj44Pr16/D29ubO75q1Sps2LABs2fPxsWLFxEZGQknJydkZ2eLtfP1fBgejweRSFSmmIoi7TqlvbaOjg4SExPFyj5+/IgjR47gr7/+gpycHOTk5FC3bl3k5ubCx8eHq6ehoYHk5GSJNpOSkqCpqQkAqFWrFrS0tBAVFVXq+yvvUL3CttvR0NCQ2ttUGDs7Ozx9+lSs7OPHjwDy7o+UD/U4EUIIIYR8w/h8PubNm4dp06Zh8ODBUFZWRmhoKFxcXDB06FAAefN3Hj9+jMaNG5e4XQsLC7x69QpxcXGoU6cOAIgtdZ1fZ+fOnUhLS+OSwNDQUG5IXkWytrbGP//8I1bm5+eHevXq4ejRo2LlZ8+exZo1a7B48WIIBAKYmZnh7NmzEm2Gh4fD1NQUQN7nOGjQIOzZsweenp4SwwI/ffoEJSUlqfOcyjtUz97eHqdOnRIrK8t2O5GRkdzvKt/9+/chLy8vtvIeKRvqcSKEEEII+cb1798fAoEAW7ZsAZA3X+ncuXMICwvDo0ePMHr0aIkejeI4OjrC1NQUbm5uuHPnDkJCQjB//nyxOkOGDIGSkhLc3Nxw//59XLx4ERMnTsSwYcOKTBTKwsnJCQ8ePBDrdfL29ka/fv3QpEkTsZeHhwfev3+PwMBAAMDYsWPx+PFjTJo0CXfv3kV0dDTWrl2Lffv2Yfr06Vx7S5cuhYGBAezs7LB79248fPgQT548gY+PD6ytrQsdxpk/VK+ol7q6eqH3NmbMGDx//hyzZs1CVFQU/vrrL+zfvx9Tp07l6mzevBmdOnXi3u/atQv79u1DVFQUoqKisGzZMvj4+GDixIlibYeEhKBt27al6rki0lHiRAghhBDyjZOTk8OECROwcuVKpKWlYcGCBbCxsYGTkxPat28PPT099OrVq1Rt8vl8HDlyBBkZGbC1tcXIkSOxdOlSsToqKio4c+YMPn78iFatWqFfv37o1KmT2EIVFaVp06awsbHB/v37AQC3b9/GnTt3JFY6BABNTU106tSJG77YoEEDXL58GVFRUXB0dISdnR3279+PAwcOwNnZmTtPW1sb165dw9ChQ/HHH3/A2toabdu2xb59+7Bq1SpuWF9FMzY2xsmTJ3Hu3DlYWVlhzZo12LFjh9geTu/fv8ezZ8/EzluyZAlatGgBOzs7HDt2DAEBAdxeqPn8/f0xatSoSon7R8NjlbkFcjWUkpICTU1NJCcnQ0NDQ9bhEEIIIUQGMjMz8eLFCxgbG0tdcIBUTydPnsTMmTNx//59icU3iKTTp09j+vTpuHv3bqFLqf8Iivr3Xprc4Mf9BAkhhBBCyDelW7duePLkCd68eQMDAwNZh1PtpaWlwdfX94dOmioSfYqEEEIIIeSbMWXKFFmH8M3o16+frEP4rlAfJyGEEEIIIYQUgxInQgghhBBCCCkGJU6EEEII+WH9YGtkEfJDqqh/55Q4EUIIIeSHIy8vDwBIT0+XcSSEkMqWnZ0NABAIBOVqhxaHIIQQQsgPRyAQQEtLCwkJCQDy9iPi8XgyjooQUtFEIhH+++8/qKiolHt1QUqcCCGEEPJD0tPTAwAueSKEfJ/4fD4MDQ3L/ccRSpwIIYQQ8kPi8XioU6cOateujZycHFmHQwipJAoKChWyYTIlToQQQgj5oQkEgnLPfSCEfP9ocQhCCCGEEEIIKQYlToQQQgghhBBSDEqcCCGEEEIIIaQYP9wcp/wNsFJSUmQcCSGEEEIIIUSW8nOCkmyS+8MlTqmpqQAAAwMDGUdCCCGEEEIIqQ5SU1OhqalZZB0eK0l69R0RiUR4+/Yt1NXVq8VGdykpKTAwMMCrV6+goaEh63BINUfPCyktemZIadEzQ0qLnhlSWtXpmWGMITU1Ffr6+sUuWf7D9Tjx+XzUq1dP1mFI0NDQkPmDQ74d9LyQ0qJnhpQWPTOktOiZIaVVXZ6Z4nqa8tHiEIQQQgghhBBSDEqcCCGEEEIIIaQYlDjJmKKiIjw9PaGoqCjrUMg3gJ4XUlr0zJDSomeGlBY9M6S0vtVn5odbHIIQQgghhBBCSot6nAghhBBCCCGkGJQ4EUIIIYQQQkgxKHEihBBCCCGEkGJQ4kQIIYQQQgghxaDEqZJt2bIFRkZGUFJSgp2dHW7cuFFk/QMHDsDc3BxKSkpo2rQpTp06VUWRkuqiNM/M33//jbZt26JGjRqoUaMGHB0di33GyPentP+dyefv7w8ej4devXpVboCk2intM5OUlITx48ejTp06UFRUhKmpKf3/6QdT2mdm/fr1MDMzg7KyMgwMDDB16lRkZmZWUbRE1i5fvowePXpAX18fPB4PR48eLfac4OBg2NjYQFFREQ0bNsTOnTsrPc7SosSpEgUEBGDatGnw9PREeHg4rKys4OTkhISEBKn1w8LC4OrqCg8PD0RERKBXr17o1asX7t+/X8WRE1kp7TMTHBwMV1dXXLx4EVevXoWBgQG6dOmCN2/eVHHkRFZK+8zki4mJwYwZM9C2bdsqipRUF6V9ZrKzs9G5c2fExMTg4MGDiI6Oxt9//426detWceREVkr7zOzduxdz5syBp6cnHj16BG9vbwQEBGDevHlVHDmRlbS0NFhZWWHLli0lqv/ixQt069YNHTp0QGRkJKZMmYKRI0fizJkzlRxpKTFSaWxtbdn48eO590KhkOnr67Ply5dLrT9gwADWrVs3sTI7Ozs2evToSo2TVB+lfWa+lpuby9TV1dmuXbsqK0RSzZTlmcnNzWWtW7dmO3bsYG5ubszFxaUKIiXVRWmfma1bt7IGDRqw7OzsqgqRVDOlfWbGjx/POnbsKFY2bdo09vPPP1dqnKR6AsCOHDlSZJ1Zs2YxS0tLsbKBAwcyJyenSoys9KjHqZJkZ2fj9u3bcHR05Mr4fD4cHR1x9epVqedcvXpVrD4AODk5FVqffF/K8sx8LT09HTk5OdDW1q6sMEk1UtZnZvHixahduzY8PDyqIkxSjZTlmTl+/Djs7e0xfvx46OrqokmTJli2bBmEQmFVhU1kqCzPTOvWrXH79m1uON/z589x6tQp/PLLL1USM/n2fCvfgeVkHcD36v379xAKhdDV1RUr19XVRVRUlNRz4uPjpdaPj4+vtDhJ9VGWZ+Zrs2fPhr6+vsR/fMj3qSzPzJUrV+Dt7Y3IyMgqiJBUN2V5Zp4/f44LFy5gyJAhOHXqFJ4+fYpx48YhJycHnp6eVRE2kaGyPDODBw/G+/fv0aZNGzDGkJubizFjxtBQPVKowr4Dp6SkICMjA8rKyjKKTBz1OBHynVixYgX8/f1x5MgRKCkpyTocUg2lpqZi2LBh+Pvvv6GjoyPrcMg3QiQSoXbt2ti+fTtatGiBgQMHYv78+di2bZusQyPVVHBwMJYtW4a//voL4eHhOHz4ME6ePIklS5bIOjRCyoV6nCqJjo4OBAIB3r17J1b+7t076OnpST1HT0+vVPXJ96Usz0y+1atXY8WKFTh//jyaNWtWmWGSaqS0z8yzZ88QExODHj16cGUikQgAICcnh+joaJiYmFRu0ESmyvLfmTp16kBeXh4CgYArs7CwQHx8PLKzs6GgoFCpMRPZKsszs3DhQgwbNgwjR44EADRt2hRpaWn47bffMH/+fPD59Hd7Iq6w78AaGhrVprcJoB6nSqOgoIAWLVogKCiIKxOJRAgKCoK9vb3Uc+zt7cXqA8C5c+cKrU++L2V5ZgBg5cqVWLJkCQIDA9GyZcuqCJVUE6V9ZszNzXHv3j1ERkZyr549e3KrGBkYGFRl+EQGyvLfmZ9//prYlaQAAAw7SURBVBlPnz7lkmwAePz4MerUqUNJ0w+gLM9Menq6RHKUn3gzxiovWPLN+ma+A8t6dYrvmb+/P1NUVGQ7d+5kDx8+ZL/99hvT0tJi8fHxjDHGhg0bxubMmcPVDw0NZXJycmz16tXs0aNHzNPTk8nLy7N79+7J6hZIFSvtM7NixQqmoKDADh48yOLi4rhXamqqrG6BVLHSPjNfo1X1fjylfWZiY2OZuro6mzBhAouOjmYnTpxgtWvXZn/88YesboFUsdI+M56enkxdXZ3t27ePPX/+nJ09e5aZmJiwAQMGyOoWSBVLTU1lERERLCIiggFga9euZREREezly5eMMcbmzJnDhg0bxtV//vw5U1FRYTNnzmSPHj1iW7ZsYQKBgAUGBsrqFqSixKmSbdq0iRkaGjIFBQVma2vLrl27xh1zcHBgbm5uYvX379/PTE1NmYKCArO0tGQnT56s4oiJrJXmmalfvz4DIPHy9PSs+sCJzJT2vzMFUeL0YyrtMxMWFsbs7OyYoqIia9CgAVu6dCnLzc2t4qiJLJXmmcnJyWFeXl7MxMSEKSkpMQMDAzZu3DiWmJhY9YETmbh48aLU7yf5z4mbmxtzcHCQOKd58+ZMQUGBNWjQgPn6+lZ53MXhMUZ9poQQQgghhBBSFJrjRAghhBBCCCHFoMSJEEIIIYQQQopBiRMhhBBCCCGEFIMSJ0IIIYQQQggpBiVOhBBCCCGEEFIMSpwIIYQQQgghpBiUOBFCCCGEEEJIMShxIoQQQgghhJBiUOJECCGkTHbu3AktLS1Zh1FmPB4PR48eLbKOu7s7evXqVSXxEEIIqd4ocSKEkB+Yu7s7eDyexOvp06eyDg07d+7k4uHz+ahXrx5GjBiBhISECmk/Li4OXbt2BQDExMSAx+MhMjJSrM6GDRuwc+fOCrleYby8vLj7FAgEMDAwwG+//YaPHz+Wqh1K8gghpHLJyToAQgghsuXs7AxfX1+xslq1askoGnEaGhqIjo6GSCTCnTt3MGLECLx9+xZnzpwpd9t6enrF1tHU1Cz3dUrC0tIS58+fh1AoxKNHj/Drr78iOTkZAQEBVXJ9QgghxaMeJ0II+cEpKipCT09P7CUQCLB27Vo0bdoUqqqqMDAwwLhx4/Dp06dC27lz5w46dOgAdXV1aGhooEWLFrh16xZ3/MqVK2jbti2UlZVhYGCASZMmIS0trcjYeDwe9PT0oK+vj65du2LSpEk4f/48MjIyIBKJsHjxYtSrVw+Kiopo3rw5AgMDuXOzs7MxYcIE1KlTB0pKSqhfvz6WL18u1nb+UD1jY2MAgLW1NXg8Htq3bw9AvBdn+/bt0NfXh0gkEovRxcUFv/76K/f+2LFjsLGxgZKSEho0aIBFixYhNze3yPuUk5ODnp4e6tatC0dHR/Tv3x/nzp3jjguFQnh4eMDY2BjKysowMzPDhg0buONeXl7YtWsXjh07xvVeBQcHAwBevXqFAQMGQEtLC9ra2nBxcUFMTEyR8RBCCJFEiRMhhBCp+Hw+Nm7ciAcPHmDXrl24cOECZs2aVWj9IUOGoF69erh58yZu376NOXPmQF5eHgDw7NkzODs7o2/fvrh79y4CAgJw5coVTJgwoVQxKSsrQyQSITc3Fxs2bMCaNWuwevVq3L17F05OTujZsyeePHkCANi4cSOOHz+O/fv3Izo6Gn5+fjAyMpLa7o0bNwAA58+fR1xcHA4fPixRp3///vjw4QMuXrzIlX38+BGBgYEYMmQIACAkJATDhw/H5MmT8fDhQ/zvf//Dzp07sXTp0hLfY0xMDM6cOQMFBQWuTCQSoV69ejhw4AAePnyI33//HfPmzcP+/fsBADNmzMCAAQPg7OyMuLg4xMXFoXXr1sjJyYGTkxPU1dUREhKC0NBQqKmpwdnZGdnZ2SWOiRBCCABGCCHkh+Xm5sYEAgFTVVXlXv369ZNa98CBA6xmzZrce19fX6apqcm9V1dXZzt37pR6roeHB/vtt9/EykJCQhifz2cZGRlSz/m6/cePHzNTU1PWsmVLxhhj+vr6bOnSpWLntGrVio0bN44xxtjEiRNZx44dmUgkkto+AHbkyBHGGGMvXrxgAFhERIRYHTc3N+bi4sK9d3FxYb/++iv3/n//+x/T19dnQqGQMcZYp06d2LJly8Ta2LNnD6tTp47UGBhjzNPTk/H5fKaqqsqUlJQYAAaArV27ttBzGGNs/PjxrG/fvoXGmn9tMzMzsc8gKyuLKSsrszNnzhTZPiGEEHE0x4kQQn5wHTp0wNatW7n3qqqqAPJ6X5YvX46oqCikpKQgNzcXmZmZSE9Ph4qKikQ706ZNw8iRI7Fnzx5uuJmJiQmAvGF8d+/ehZ+fH1efMQaRSIQXL17AwsJCamzJyclQU1ODSCRCZmYm2rRpgx07diAlJQVv377Fzz//LFb/559/xp07dwDkDbPr3LkzzMzM4OzsjO7du6NLly7l+qyGDBmCUaNG4a+//oKioiL8/PwwaNAg8Pl87j5DQ0PFepiEQmGRnxsAmJmZ4fjx48jMzMQ///yDyMhITJw4UazOli1b4OPjg9jYWGRkZCA7OxvNmzcvMt47d+7g6dOnUFdXFyvPzMzEs2fPyvAJEELIj4sSJ0II+cGpqqqiYcOGYmUxMTHo3r07xo4di6VLl0JbWxtXrlyBh4cHsrOzpSYAXl5eGDx4ME6ePInTp0/D09MT/v7+6N27Nz59+oTRo0dj0qRJEucZGhoWGpu6ujrCw8PB5/NRp04dKCsrAwBSUlKKvS8bGxu8ePECp0+fxvnz5zFgwAA4Ojri4MGDxZ5bmB49eoAxhpMnT6JVq1YICQnBunXruOOfPn3CokWL0KdPH4lzlZSUCm1XQUGB+x2sWLEC3bp1w6JFi7BkyRIAgL+/P2bMmIE1a9bA3t4e6urqWLVqFa5fv15kvJ8+fUKLFi3EEtZ81WUBEEII+VZQ4kQIIUTC7du3IRKJsGbNGq43JX8+TVFMTU1hamqKqVOnwtXVFb6+vujduzdsbGzw8OFDiQStOHw+X+o5Ghoa0NfXR2hoKBwcHLjy0NBQ2NraitUbOHAgBg4ciH79+sHZ2RkfP36Etra2WHv584mEQmGR8SgpKaFPnz7w8/PD06dPYWZmBhsbG+64jY0NoqOjS32fX1uwYAE6duyIsWPHcvfZunVrjBs3jqvzdY+RgoKCRPw2NjYICAhA7dq1oaGhUa6YCCHkR0eLQxBCCJHQsGFD5OTkYNOmTXj+/Dn27NmDbdu2FVo/IyMDEyZMQHBwMF6+fInQ0FDcvHmTG4I3e/ZshIWFYcKECYiMjMSTJ09w7NixUi8OUdDMmTPx559/IiAgANHR0ZgzZw4iIyMxefJkAMDatWuxb98+REVF4fHjxzhw4AD09PSkbtpbu3ZtKCsrIzAwEO/evUNycnKh1x0yZAhOnjwJHx8fblGIfL///jt2796NRYsW4cGDB3j06BH8/f2xYMGCUt2bvb09mjVrhmXLlgEAGjVqhFu3buHMmTN4/PgxFi5ciJs3b4qdY2RkhLt37yI6Ohrv379HTk4OhgwZAh0dHbi4uCAkJAQvXrxAcHAwJk2ahNevX5cqJkII+dFR4kQIIUSClZUV1q5diz///BNNmjSBn5+f2FLeXxMIBPjw4QOGDx8OU1NTDBgwAF27dsWiRYsAAM2aNcOlS5fw+PFjtG3bFtbW1vj999+hr69f5hgnTZqEadOmYfr06WjatCkCAwNx/PhxNGrUCEDeML+VK1eiZcuWaNWqFWJiYnDq1CmuB60gOTk5bNy4Ef/73/+gr68PFxeXQq/bsWNHaGtrIzo6GoMHDxY75uTkhBMnTuDs2bNo1aoVfvrpJ6xbtw7169cv9f1NnToVO3bswKtXrzB69Gj06dMHAwcOhJ2dHT58+CDW+wQAo0aNgpmZGVq2bIlatWohNDQUKioquHz5MgwNDdGnTx9YWFjAw8MDmZmZ1ANFCCGlxGOMMVkHQQghhBBCCCHVGfU4EUIIIYQQQkgxKHEihBBCCCGEkGJQ4kQIIYQQQgghxaDEiRBCCCGEEEKKQYkTIYQQQgghhBSDEidCCCGEEEIIKQYlToQQQgghhBBSDEqcCCGEEEIIIaQYlDgRQgghhBBCSDEocSKEEEIIIYSQYlDiRAghhBBCCCHF+D+lsMsYYdeAnQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:26,306 WARNING:Missing probabilities for model Ensemble on dataset g. Skipping this model in the ROC plot.\n", "2025-04-25 20:06:26,426 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": [ "2025-04-25 20:06:26,516 WARNING:Missing probabilities for model Ensemble on dataset h. Skipping this model in the ROC plot.\n", "2025-04-25 20:06:26,638 INFO:Saved aggregated ROC curve for h to results/roc_curves/Aggregated_ROC_h.png\n" ] }, { "data": { "image/png": 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+fXu4ubkBANasWYM1a9ao9U8//BTgTxzBJyIiAkBaAJ0u/XV628+Uk9fODG2fLTMzM3Tq1Em1bzBdREQETp48CSMjI3Tr1o0zJv2zU7duXY2fnfQ9e+mfnSJFimDp0qWQyWQYMWIEXFxc4OnpiW7duv30Q3/TgxJNn1GBQKBq4wtgMnv2mDbu7u689RYWFgDSzigjhOR9lByCEKJz6UkhJBIJbwrn9C8vW7Zswbx589R+O86XaS4n2wBoPGRVqVQCSNukXrt2ba3X4LtLpmleTfUPHz7E4MGDoaenhz/++AM+Pj5wd3eHiYkJBAIB1q1bh8GDB2f5Lkr6+3ByclILZr/3fUKJnFSnTh1OdjiFQoGpU6di8eLFGDNmDGrXro0KFSqo2g0MDFCuXDk8ffoUd+/ezVRih3v37gEA505b+utPnz4hOjoatra2P+kdpV07MDAwx9Lup/9ZaqLps5yuX79+2LJlC7Zu3Ypp06YBAHbs2AG5XI6OHTvCysqKd76OHTvC1NRU67W//TmOHDkSnTt3xrFjx3Djxg3cuHEDe/bswZ49ezB79mxcv34dzs7OWq+nCxn9vDIjo8yJhJD8gQInQohOhYaGqlLwRkdH4+bNmxr7hoSE4MyZM2jdujUAqB6F05SGWVPbj47LjPQ7ICVKlOBNga6Jq6sr3r59q3FeTfX79+8HYwwjR47EpEmT1NrTH4XKqvT3YWtrm+X3AWheb1xcHOLj439oTXzSA8a7d+/i2rVrGD9+vFoK9nbt2uHp06fYv38/lixZovVxvkePHuHly5cAwDmnqWHDhjA3N0diYiK2bduGsWPH/rT30K5dOxw5cgRnz55FeHg4b2ZAbdIzuiUmJvK2f/nyJVvrq1u3LooWLYp3797h5s2bqF27tuoz8f1jekDaZ+f9+/eYPHkyqlatmqW5HB0dMXDgQAwcOBAA8ObNG/Tr1w+3b9/GlClTVI/0Zkf6ZzT9zhifT58+cfoSQggf+hUIIUSntmzZAoVCgerVq4OlJajh/V96UPDtmU7pjwI9fPgQ7969U7v2q1ev8PTpU7X6KlWqwMTEBJGRkbznHEVFReH8+fM/9H4aN24MkUiEK1euZOnRq3r16gGA6gDg7+3atYu3Pv1sGw8PD7U2iUSCgwcP8o5L/7LNd54OkHZWkJ2dHV69eqUKJDIj/Y7hvn371M71AcB53OtnEQgEWLp0KQQCAS5evIjLly9z2keMGAELCwtERkZi6tSpGq8jlUoxcuRIAEDNmjU5Z/NYWFhg1KhRAIB58+apvlhrkpSUhMePH2dq/X5+fvD09IRUKsXQoUMzvEP08OFDpKSkqMrpX+5fv36t1jcsLAyPHj3K1Dq0SU85v2XLFjx8+BDPnz+Hm5sbGjdurNa3ZcuWANI+A9lVsmRJTJ48GQDw5MmTbF8P+Lo3b+/evbyPxB0+fBixsbEwNzfXuL+PEEIACpwIITqWvm8po6QB6Y9YnThxQrUvwtPTEz4+PlAqlRg6dCjnN+7x8fEYOnQo7yNqJiYmGDBgAABg7NixnL0vqampGDFiBJKTk3/o/Tg6OmLkyJFITk6Gj48Pnj9/rtYnNTUVx44dw5s3b1R1/fv3h4mJCW7cuIFVq1Zx+t+8eRP//vsv73zp51Rt3bqV8/4lEgmGDRum8Qt+oUKFAKTdkeILcAwMDDB79mwwxtC+fXvcuHFDrY9CocClS5c4ZzN17NgRrq6uCAgIwNSpUzlBwIsXLzB//nze9WRX5cqV0alTJwBQHX6azt7eHhs3boRAIMCyZcswbtw4iMViTp/g4GC0bdsWt27dgpWVFbZv3642x6xZs1CrVi3ExcWhTp06OH78uFofhUKBw4cPo0qVKpwDdLUxMDDAvn37YGRkhMOHD8PX15f3zy0mJgYzZ85E7dq1kZqaqqpv0qQJAOCPP/5AXFycqj4yMhK9evVCUlJSptahTe/evSEUCrFv3z7V5zO97nsTJ06ElZUV/v77byxZsoR3f9KnT5+wY8cOVfnSpUs4deqU2meRMYYTJ04A4P/lwI/o1KkT3N3dVQf0fvvLg0+fPmH8+PEA0h4d/BnJRgghBVguZPIjhPyirly5wgAwQ0NDFhMTk2H/ypUrMwDsr7/+UtUFBwerzl2xtbVlHTp0YO3bt2c2NjasWLFirG3btgwA27lzJ+daiYmJrEqVKgwAMzMzY23btmWdO3dmLi4uzM7OTpWq+ffff+eM05bmOJ1MJmPdu3dnAJhQKGSVKlViv/32G+vSpQurXbu26kym06dPc8Zt375ddeZQ+fLlWbdu3Vj9+vWZUChUpSM3MDDgjImNjVWlo7a1tWW+vr7st99+Yw4ODszc3JyNHj1a4/lHVatWZQBYiRIlmJ+fH+vfvz+bPHkyp8/EiRNVKZTLlCnD2rVrx7p27coaNGjArKysGAC2evVqzpgrV66o0rkXKVKEde3alTVt2pQZGBiwDh06ZJg+m4+2c5zSvXv3junr6zMA7Ny5c2rt+/btY+bm5qpU0y1atGDdunVj9erVU40rUqQI50yi7yUmJrLOnTurfibOzs6sTZs2rHv37qx58+bMxsZG9Zk+cuRIpt8fY4zdu3dP9bMRCASscuXKrGPHjqxz586sevXqTE9PT3WWlFgsVo379jPg4ODA2rVrx5o0acIsLS1ZuXLlmK+vr9Z05N/Xa9KiRQvV+xYIBFpTcl+9elV1ZpeDgwNr1KgR8/PzY23atGFFihRRnXOWLj1NvYWFBWvQoAHr3r07a9++vep9WVpassePH2f6Z5nR39N79+6p/qw8PDxYly5dWKtWrVSp4Zs3b85SU1M5Y9LTkWv7DGYk/eenSf369RkAdvny5R+egxCiOxQ4EUJ0pmfPngwA69ixY6b6L1u2TO18HcbSzl0aPnw4K1SoEBOJRMzNzY0NHz6cRUdHqw7b5DuvKTExkU2bNo15eXkxkUjEnJycWM+ePdmXL19Yv379GAC2du1azpjMBE7pTp06xTp06MBcXV2ZgYEBs7KyYqVKlWJdu3Zlu3btYsnJyWpjrly5wpo2bcosLCyYiYkJq1y5Mtu4cSMLCAhQfVH/XmRkJBs2bBgrUqQIMzQ0ZC4uLqxHjx7s/fv3Wr/sffnyhXXv3p05OzurAgcPDw+1fjdv3mR+fn7Mw8ODGRoaMnNzc1a8eHHm6+vLNmzYwBv0Pn/+nHXo0IHZ2NgwQ0NDVqpUKbZw4UImk8lyLHBijLHBgwdrPQ8rMjKSzZkzh1WrVo3Z2NgwAwMD5uDgwJo2bcpWr16t9mVZk9u3b7NBgwaxUqVKMQsLC6avr8/s7OxYvXr12O+//67xDK+MpKamsg0bNjAfHx/m6urKDA0NmZGREStcuDDr2LEj2717N+/5WEFBQaxXr17MwcGBiUQiVrhwYTZx4kSWmJiY4TlOmQ2c0s9aQgYHJ6cLDw9nM2fOZJUrV1YdllyoUCFWq1YtNnv2bPbs2TNV3w8fPrA5c+awxo0bM3d3d2ZkZMSsra1Z+fLl2ZQpU1hgYGCm1pguM39PAwIC2PDhw1V//83NzVnNmjXZ6tWrmUwmU+tPgRMh5HsCxn6xAywIIQVWXFwcvLy8EB8fj/Dw8Exnf5PJZChbtizevXuHhw8fonLlyjm80oxt27YNvXv3ho+PD44dO5bbyyGEEEJ+ebTHiRCS76Snj/5WZGQkevfujdjYWLRp04Y3aHr48KHaRvykpCSMGDEC7969Q/ny5XUaNAUEBCAsLEyt/ubNm5gwYQKAr5v0CSGEEJK76I4TISTfEQgEKFSoEEqVKgVbW1sEBwfj8ePHSEpKgru7O27cuKFKr/0tT09PiMVilCtXDg4ODoiIiMCTJ08QExMDGxsbXLhwAZUqVdLZ+9iyZQv69++PChUqwN3dHXp6evD391dlBuzbt6/aIcCEEEIIyR0UOBFC8p2ZM2fi4sWL8Pf3R2xsLEQiEYoUKYI2bdpg3LhxGg8rXbFiBQ4fPow3b94gNjYWQqEQHh4eaNasGSZMmMAbbOWkN2/e4K+//sL169cRHh6O5ORkWFlZoWLFiujXrx+6deum0/UQQgghRDMKnAghhBBCCCEkA7THiRBCCCGEEEIyQIETIYQQQgghhGRAP7cXoGtKpRIhISEwNzeHQCDI7eUQQgghhBBCcgljDImJiXBxcYFQqP2e0i8XOIWEhOh8AzghhBBCCCEk7woMDEShQoW09vnlAidzc3MAaT8cCwuLXF4NIYQQQgghJLckJCTAzc1NFSNo88sFTumP51lYWFDgRAghhBBCCMnUFh5KDkEIIYQQQgghGaDAiRBCCCGEEEIyQIETIYQQQgghhGSAAidCCCGEEEIIyQAFToQQQgghhBCSAQqcCCGEEEIIISQDFDgRQgghhBBCSAYocCKEEEIIIYSQDFDgRAghhBBCCCEZoMCJEEIIIYQQQjJAgRMhhBBCCCGEZIACJ0IIIYQQQgjJAAVOhBBCCCGEEJIBCpwIIYQQQgghJAMUOBFCCCGEEEJIBihwIoQQQgghhJAMUOBECCGEEEIIIRmgwIkQQgghhBBCMkCBEyGEEEIIIYRkgAInQgghhBBCCMkABU6EEEIIIYQQkoFcDZyuXbsGHx8fuLi4QCAQ4MiRIxmOuXLlCipXrgxDQ0MULVoUW7ZsyfF1EkIIIYQQQn5tuRo4JScno0KFCli1alWm+n/69AmtW7dGw4YN8eTJE4wZMwYDBgzA2bNnc3ilhBBCCCGEkOxgSgVCXuzh/E+empjby8o0/dycvGXLlmjZsmWm+69ZswaFCxfGkiVLAAClSpXCjRs3sHTpUjRv3jynlkkIIYQQQgjJJqVShufHB0ChZNATCgAAdYc8h76heS6vLHPy1R6n27dvo0mTJpy65s2b4/bt2xrHpKamIiEhgfM/QgghhBBCiA6lSnB0RHecfSDD6H8lSEllub2iLMtXgVNYWBgcHR05dY6OjkhISEBKSgrvmIULF8LS0lL1Pzc3N10slRBCCCGEEPKf0I3/Yvnzq1h6SIoPIUqcvCfP7SVlWb4KnH7E1KlTER8fr/pfYGBgbi+JEEIIIYSQX0botQuoPPsfXLsVA4EA6NnEAB1qp+0YMrLMPzc1cnWPU1Y5OTkhPDycUxceHg4LCwsYGxvzjjE0NIShoaEulkcIIYQQQgj5Tme/HgiLCoepETCpsyGql/waggiF+SccyVd3nGrWrImLFy9y6s6fP4+aNWvm0ooIIYQQQgghmrCkBJi0mICSbkKsGGbMCZrcmx/MxZVlXa6GeElJSfjw4YOq/OnTJzx58gQ2NjZwd3fH1KlTERwcjG3btgEAhgwZgpUrV2LSpEno168fLl26hH379uHkyZO59RYIIYQQQggh35BIJLh9+zZqu3hiz5LjGOc1B2yIEQQCAaefS5EaubPAH5Srd5wePHiASpUqoVKlSgCAcePGoVKlSpg1axYAIDQ0FAEBAar+hQsXxsmTJ3H+/HlUqFABS5YswYYNGygVOSGEEEIIIXlAYGAg6tWrh2bNmuFQ9Xa4VuEdAKgFTZdC28LS0jI3lvjDBIyx/JcLMBsSEhJgaWmJ+Ph4WFhY5PZyCCGEEEIIKRAunzuPTq3aIFohhaVAH+795mBxkYVq/eRKfbwzmYOxY8fofI3fy0pskK/2OBFCCCGEEELyFsYYlv+9FE2bN0O0QoqSeqao3PkU6tW7xdv/TEgnFCtWVMerzL78k8aCEEIIIYQQkqekpKRg8ODB2L59OwCgiZknUrudhKztBvg8v6rW/018eSiYAaRSqa6Xmm10x4kQQgghhBDyQ3bv3o3t27dDD8B008KQ97gC1DsOAVPy9n+fUA4AULt2bd0t8iehO06EEEIIIYSQLGNKJepN2gQ/I2e0FNnC3b4ErrZYCegpMOr1LrX+r+MqQgk9VKhYEY6Ojrmw4uyhwIkQQgghhBCSKQqxBP8OG4dmn5Oh//IjBAIBplmWwpgBk5BS4ywABWY8X8c79l1iWQBA9WrVdLjin4cCJ0IIIYQQQohWjDF8aDscY87txylpFFqIbPGPeUmcK9Eae7u5Qul5FgA0Bk1p0nYJVaxYMecXnAMocCKEEEIIIYSoYXI54lbsQuLe03j//j2GJbzGO4UYBhCgpoEVkgyMsXtqJIBIAEDL4Osar3UptC0AYPjYcbpYeo6gwIkQQgghhBCiwlKlCOk8HpJbTwAAV6UxGJv4FglMAXuBAVZalELpUpUxvHtDAGl9zGVJqBLzmvd6tyIbI1FuBQAokw/TkKejwIkQQgghhBACAJCHRuJL+Q4AACVjWJ0SiGXiADAAlfTNsdK8JFyfXEbfRdFQFl6mGjf6jXoyCAA4FugHBj0AQONu3XN6+TmK0pETQgghhBBCIA8OVwVNABDH5NiREgoGYGCX7rgdHwav97fQd1E0mEWEqp+9JIb3elfCWquCJgDoUCf/pSD/Ft1xIoQQQggh5BcXv/4AoqYt59TZOzni4M6TeBccgP79+wMANu2NAgDIa6fdYRIyJQa/P6B2PamFLeIDbVVlubsnBAJBTi1fJyhwIoQQQggh5Bch9Q+E9PVHgDGk3HwMRVQcko9eUrWfT42GHAw+JcrD4/5eeAKoCyApRYlNx+Jw4b4YzCgREABgDNNebOCd575TT+Dl1ztR1TZvBKZMytH3ltMocCKEEEIIIaSASz57E2E9pmhsVzKGFeIArEwJhLG+AZruOKJqO3EjCX/vSguCmEgMeaONAIAOARd4rxVb2htRZ78GTUKJBBaFCv2Ed5G7KHAihBBCCCGkgEp95Y+g+n209olXyjE+8S2uyGIBAIOGD4OXlxcA4H8bo3D5oRgAwKCEvEnaOU2NQu+idMIn3us9CasGIFFVLrR3Lyps3ZrNd5L7KHAihBBCCCGkgGGMIXr6CsSvV99/BAA2MwYDQgFeBXxBr12r8TEmFkZGRli/fj169OihukZ60AQASs8nAIAGYfdRK+op73XvVRqDhGPcZBH6YjGM7ex+wrvKXRQ4EUIIIYQQUgAo4hORfOwyYpduhzwwjLeP69m1MKpcGgCwb98+9J3yO8RiMTw8PHDo0CFUrlxZ1Tc0WqF6zYRyKEtfAwDUiXzMe+2PzfsjdAM3aCq0d2/a/9et++NvLI+gwIkQQgghhJB8KvWVPxL3nkH8v3u09rOZNQTWI/04dffv34dYLEbjxo2xZ88e2H13V6jHrBDVa4X3EQBA+dh3vNcPq9cOwe/NAXwNnFz374coJgZt9uyBUE+Pd1x+QoETIYQQQggh+QhjDPIvoQjpOAbyL6EZ9vd4dQz69tZq9QsXLkTRokXRv39/6Otzw4KPwdKv85lFg9kGAQDaBl1Ru05EjRaI9qyCmJ0fVHVmb9/CMCotdXmJzp0z9b7yOgqcCCGEEEIIyQcYY/joUC/Dfqat68GsXSOY+jbinJ30+PFjLF68GFu2bIFIJIK+vj4GDx7Me40Bv6c96sfAIK+3HQBgJJfw9o2pUAcJ9+I4dZZPngAA+r5+ne/Pb0pHgRMhhBBCCCF5VOqLD0g6eA6J+89BER6tsZ9Fvw6wGtkdBoUcedt37NiBgQMHQiKRoGjRopg3b57Ga607Eqd6rfT4mgRiwuttan3D6rYFBAJEnOXubTKMSSvbliypcZ78hgInQgghhBBC8hBlkhiSBy8R2mmc1n6i0l4wrFgKdn+MhdDIkLePTCbDxIkTsXz5cgBAy5YtMXbsWN6+20/FY/OJeE4dc0x7/K54/GfeMXElq4ApGJAqV9W5HD4MoGAkhPgWBU6EEEIIIYTkEqUkFZDJwRhD7MINiN9wMMMxAmNDFP5yPsNH4CIiItC5c2dcvXoVADB9+nTMnTsXet8lamCM4fG7VLWgCQCYXRDKxr6Hb9Bl/kn09PF5Ofc8J8OwtMf8LDw8Mnwv+QkFToQQQgghhOhYyu2nCGk7ItP9bWYMhmnLOjAo5pGpPUOPHj1Cu3btEBQUBDMzM2zbtg3t27fn7dt4eCBv/X7pBAxOMdIYNL3pPxtvp7/l1BmLxUhfXcXhwzNcZ35CgRMhhBBCCCE6FNZvJpKPX8mwn3EDb5h3agbzzi2yPIe5uTkSExNRokQJHD58GKVKleK0K5UMe84lYMMx9btMvRTH0UdxHB8sDFEv/CXv9SOqNYMkQqlW77B7t+q1gZlZltedl1HgRAghhBBCiI58LtMOiogYtXrjBt5QJokhDwqH241t0LM0z/K1GWOqu1HFihXDmTNnUKpUKVhaWnL6Jaco4TM+iPcaE+Vb0UJ5ExtK2WNrCXv08lcPnKIr1EVM5fqQPU/k1M8cOxY7V69Wle3KlMnye8jLKHAihBBCCCFEB2SBYWpBk9PW32HaKuMU4xkJDQ1Fly5dMGvWLDRp0gQAUKNGDbV+T99LMHZpBO81LkgHQwiGPUVssLWEPQDAXRzG6SN28kBkzRYQfxYjZM/XA3IbN26MsHPnOH0LShrydBQ4EUIIIYQQkkOYXA7Jw1cIaaO+38fzzXHo2Vple45bt26hY8eOCA0NxZAhQ/DmzRu1A20B4MHrFEz6J1Kt/rh0FEyRdkZT6vK9WHV5LgCgSehttb4JRctDKVUicD13X5SHhwcuduyoKpcfNChb7ykvosCJEEIIIYSQnyzl5mOk3HqC2D838bY7rJqe7aCJMYY1a9Zg9OjRkMlkKFOmDA4fPqwWNCkUDC1GB0Lx3ZakpmZvMDpmFUyQCgZgfE133P8vaHIRR6BG1HO1OWXGFng/9z2nrmWrVihfogSufFNXumfPbL23vIgCJ0IIIYQQQn4CRVwixJfvImLQXK39TJrV+qGED9+SSCQYPnw4Nm1KC8w6duyIzZs3w+y7hAzvAqQYsihMbXwHxUWMiNmrKtfzLa16bSyXoJ//Ed55H20Scsp6VtbwadMGYQ8ecOoL1amTpfeTH1DgRAghhBBCyA9gqVJI33xCUJMBmepvM2sIrEf6ZXvexMRENG7cGPfv34dQKMTChQsxceJEtT1FF+4lY8GWaLXxa2TzUZwFqMqD63mqXltIkzDq7S7eeV/p1wfAncOvb18AgCw5WVVXfuDArL6lfIECJ0IIIYQQQjLAGEPS/rOQfQmF9JU/kk9czdQ4+78nQVS2KAwrlvxpyRLMzMxQunRp+Pv7Y8+ePWjatCmn/YV/KkYtCecde0Y6DCLIVeXwdl3wSpD2SJ51ajyGv9vLOw4A3n/iHmgr9q6OqkW8AAAhd+6o6pVyOQoiCpwIIYQQQgj5DlMoENZzKuQhEYBACOmL9xkP+o9Z5+YwqlIGFr18IOBJ0vBD62EMqampMDIygkAgwOrVqzF37lx4eHCDmfuvUjB5pXoCiIHyg+imPMut/PcoRt34CxADYExr0HQ0kLtnSVyhErb07a0q6xsaql6bOjtn4Z3lHxQ4EUIIIYQQ8h+mUCBq+gokbDyUqf76hRwhDwqH4+b5MG1dL0dScIvFYgwaNAixsbE4fvw4hEIhjI2N1YKmgHAZb9C0SrYApdjnrxUlKwAT/kBkShxCxNEQMCWmv9igcf7TwZ3x7SN64kpVsGVgf06fJ9+c32RfvnzW3mA+QYETIYQQQgghAORhUfhSrn2G/RxWTYfQygLGdSpDaGKUo2v6/Pkz2rdvjydPnkBPTw93795FzZo11foplQx95oZy6obK96G98jL0oeB2HrcAcqUCHS7OAwCtQdPRwF6ccqpXUQxt3IhTlxwRgdh3775WFLDzm9JR4EQIIYQQQn5piqhYfC7VVmO757uTgJ4QQnNTnR7qeuHCBXTp0gUxMTGwt7fHvn37eIMmxhhW7I1Vq++kvKB+0TXHIQfQ8NREAECtiCca5z+jGAggVVVWGhhAYWuL6l6FOf2er1/PKRdp00bzm8rHKHAihBBCCCG/BKVYAii+3n2JW7UbsUu2auzvFXQRAkORLpbGwRjDX3/9hSlTpkCpVMLb2xsHDx6Em5ubWt+oODn8ZoVA9l0+hkvSbw6gtbQBnAoBE/4ABAL0v7oYAKCvlKNR+D3eNbzrNxOK5cGqsrSQG+TOLljVvata3xszZqhel+3XDwYmJll5u/kGBU6EEEIIIaRAU8TE43OJzN8FsZkxGNaje+TgirQbP348li5dCgDo168fVq1aBSMj7iOBiWIles0JQXySUm38Atk/aS9cPYE+Y4HCJVRtS18cwsfEUFSIeQOf4Gu88x9ocACl2WvI475GY3J7B4xu3BCm3ySB4FN51KjMvMV8iQInQgghhBBSIMkCQhHSdgTkwRGZ6m8zfRAsB3aE0NQ4h1emnZ+fHzZu3Ig//vgDgwcPVns8UCpjaDchiHfsXukk2CMOWHcKEKYdVitRSLHh7Wns/ZiWQt1SmqgxaFpmfBodSr1BdEAqp97I0BCV3N3V+sd9/MgpO1SokKn3mB9R4EQIIYQQQgoMJpUhoHZPyD8Ha+xj3MBb9VoRHQenrQtg4Oaki+VpFBYWBientDVUqVIFnz9/hrW1tVq/gHCZWhIIAGimuIWJiq3Q8+0JtOmuql/wZDdOB93n9O3x8YTGdYz2qYO37BEC1nw9IFduY4P2lSry9n/8zz9a31dBQoETIYQQQgjJ1xRRsVAmpUB8+S6iJv2tsZ/N9EGwGt1DpwkeMqJUKrFw4UL8/vvvuHbtGqpWrQoAakGTQsnQdESg2nh9JscZ2XAIwYBeo4F6LVVtN8NfqgVNhopUWMsSedcyyCQJy22PI+5+HHduc0u0LFeWd0zCly+q19WnTdP8RgsACpwIIYQQQki+o0xMhtQ/EMFNB2bY12bmEFj29YXQ3FQHK8u8hIQE9O7dG0eOHAEAHD9+XBU4fWvryXhsPRmvVl9F+Qp/ypelnbA0bgFQurKqLUoSjyn3N3L66981gNeROKA71AwyScL2ji/xSOmP8MPhnLb1E8fzrv/B33/j/eHDqrJn8+b8b7SAoMCJEEIIIYTkG4wxxCxYj7hl27X2M6xUCq5n1kDw3z6fvObNmzdo37493rx5A5FIhNWrV6Nfv35q/TpNDUZ0vEKtvqbyKX6XrwIatAF6jFBrb39hLqdsNsocep/0UbbHVbW+c4zuoqozw+Xwcwjf8J7TNnHiRAg1/AyvjOcGVE48QV9BQoETIYQQQgjJ8xIPX0DEoLla+5j91hQQAJb9OsDIm//Rsrzg6NGj6NmzJxITE1GoUCEcPHgQ1apVU+s37M8wtaDJnCXjiGxs2l0mv+FAQx+1cccD7nDKBudF0PukD6WBPkqUfqHWP1ZUGsWStqsFTQDg6enJ+x6+TwrRctu2ApuGPB0FToQQQgghJM9RxCdC9iEAsi+hiBisOWAybdsQQksz2C+ZmKf2Lmly+fJl+Pr6AgDq1auH/fv3w8HBgdMnVapEyzHqWfP2SSfCDt88steAm2J92/vzWP/2tNo4kxVpjyiW2TQYCPxdrb2GyTbYxL2G5Lv6f/75R+PPNDUuTvXazMUFZXr25O1XkFDgRAghhBBC8oSIUQuRuPtUpvoKbS1R6PyGXM+Gl1X169eHj48PvLy8sHjxYhgYGHDa77xIwbR/I9XG7ZFO/ho0tegEdOzPaY9JTeQNmkwnmCOmZiUEd2kD67ANau2vTRqjRMUQBK5P4NSvWrVKayAa9fKl6nXR/wLBgo4CJ0IIIYQQkmsYY0h9+jZTSR4AwPnAUpjUz197ad68eQMPDw8YGxtDKBTi4MGDagETADx4zR80qc5mAoDf+gEtO6v1aXd+tlqd6WQzJIvKILhLG7grn6CHbIxan0T3EgjbzL27NWr2qAzv3p3u1Uv1mjGmtW9BQYETIYQQQgjRGaZUQvriA5KOXUbcip1ABl+6zXu0gTIhGWbtG8OsTX0drfLn2b9/P/r27YvffvsNW7ZsgUAg4A2aTtxIwt+7Yjh1pZX++Ef+B1QhzJrjgL762IVP93DKhtuMYLQ/7RDfgGVpQdYMSR3e9SXbuIPJX6nKfQf0RUnHklrfkzQ5mVMu27ev1v4FBQVOhBBCCCEkRzCZHMmnriP1yWvIPgYh+dT1TI3zeHUM+vbqh7/mJ3K5HNOnT8eff/4JAAgODkZKSgpMvkugoFQyDPszHO8CpJz62bI1qM8epRWmLQe8SvDOo2RKnAq8x6kz3G8EAGiytQ+exwICpp6VDwCuWw1Ewt5XnDrvyt68fb91/7/3lM7ZO+MxBQEFToQQQggh5KeQh0Uh6fAFRM9aBX1PF8g/h2R6rNDOCtYj/WDRqy2EZvk7O1t0dDS6du2KCxcuAEhL6b1gwQLo63O/eu86E48Nx9TPZ5oq3/g1aPpzO2Bjr9aHMYY5j7bjUugTTr3ZcAsIIMAR2XSUXJmKdSlmvGtUCgwQ8zyVU1eyovY7Teluz5uneu3Ekw2woKLAiRBCCCGEZNsX766Qfw5WlTMKmgyKusOoZgVYdGsFw6pl8kVGvMx4/PgxOnTogM+fP8PExASbN29G587qe5L+PRCLA5cS1erHybejqfJuWuH3TbxBEwCcDX6gFjTpvdaDXoAedkaOx8gTMViV4qlxnWeDfNXq2vdtr7F/uqhX3DtU7Y8fz3BMQUGBEyGEEEII+WHJ524hzG+y1j4GJTxh2a8D9As5wrh2JQhNjXW0Ot2SSqVo164dAgMDUaRIERw+fBjlypXj9AmNksNvlnpQac0ScEA24et+Jh8/wNFFrZ+CKTH25ho8jvug1ma81BTHFDPgs1uKUQGe2teq5P4ZFJ1ZFDZ6NlrHAEDce+5ZT6bfpVIvyChwIoQQQgghmSYPDkdArR5g4u9P/fnKckhnmHdsBoOi7hCYGBWYu0kZEYlE2LJlC5YtW4atW7fC2vrrPq1EsRLh0XIMWhimNu5/slWozZ5yKxu05p1j2v1NakGT6QRzeMIRa0KG4eL7OMjCn2hd5/Gg7l8LQqD4vOJoYdoCpkJT7W/wO3UXLMhS//yOAidCCCGEEJIpyuQUfKnYUWufwoEXIDQy1NGKcl94eDjevn2LevXqAQAaNWqERo0acfpMXx2J289TeMeflg6HIWRfK0pWBEbNBUTqP8MZD7bgVgT3UTnjZSZYf3gE3ErZw++QAuzTMYyXDuOd6zUG4F1gKvD1vhZK/C8t6URhg8IZvVUAwJUJE74WfpGAOB0FToQQQgghhJcyMRnxW48iYesxQKmEPCCUt5+egw2c9/8Nw9JFdLzC3HXv3j106NABiYmJuHfvHkqUUM989y5Ayhs0GbFUnJKN5FauOgIYGqn1ZYyh3snxavUW7a1wUjYLz4KCMGXTbtxM6IK1GoKmo4E9AEjxbdBUqHch1WtDYcbBLmMMcR++3u0SCIUZjilIKHAihBBCCCEAgNSnbyF58BJRU5Zm2Ne4gTecd/0JgcGv+XVy48aNGDZsGKRSKUqUKMF7CGyKRIkhi7iP5vkorsKRRaOt8iq3c7uevEGTXKlA76uL1erNRppj84dRSJHJMOP0SzwVd8NMSU3etZq4NAICuUGOY1tHmBZPezRvkOUgre9VtZYUbgBYZcyYTI0rKH7NTzohhBBCCIE8IgbS1x8hff0R0TP/yfQ44wbecNn/dw6uLO+SSqUYPXo01qxZAwBo164dtm3bBgsLC06/sGg5us/kJoFor7iIkYq9XyuMTIBWnQHv+oC9M6dvkiwFU+5vxNOYj2prMO9mia6j6sLBwwqN19zDh9TmWCfmTzteqGJfhBq0A3BIVVd0ZlHoGekBAKobVYexMHPJOt4f+noNkbk59ESiTI0rKChwIoQQQgj5hSiiYhHqNxmpj15nqr/A1Bii4p6w/2sC9As5Qs/GModXmHeFhISgU6dOuHXrFgQCAebOnYvp06dD+N0ja6lSpVrQVFz5mRs0zVsLuHhonKvl2em89eb9LFDI2Q69fm+EJpvC8CG1GmrLt2q8TqCgNY59E/D4+vritdHXP/tyhuX4hvG6Nvlr9kSX2rUzPa6goMCJEEIIIeQXEL/1KKIm/JWpvlZje8GoYgmYtKz7y2TEy4yVK1fi1q1bsLS0xM6dO9G6tXrmuxM3kvD3rhi1+hXyP78WWnTSGjQ9vftZrU7/oT5M5puhiV8FjNncDt7rFYgQOwGMobd0OO91CtWah1V7j3HqEgtzz47KSia9pJCvwWDVceMyPa6goMCJEEIIIaSAi5q9CvH/7tHYbjm0C5hYAouePjCsoJ7ggKSZM2cOIiIiMHnyZBQrVkyt/fzdZLWgqagyAOvk879WdBoINP9N4xybzp/F5tSznDoLXysIFALsjBwPpakJPFcAQNqjdu1k83ivU2fQI0ycuYxT16BdAwTZBWl+g1p8f/CtW/36P3Sd/IwCJ0IIIYSQAkwWEMobNFn0bQ/bWUMgNDPJhVXlDxKJBKtWrcLo0aOhr68PkUiEDRs28PYNi5Zj4dZoTl0XxVkMVPz3mNysVYCrJ6Cnxzv+QvAjzH28Q61e/44BPEs5YNXzIQAAj+Vf2yxYOFrL1RNHVPxtN/Ydu8mp6927N+4Uv8OpG2o1lHctfPbUrcsp/2r7mwAKnAghhBBCCizx5XsI7cxNY+3++AAMCjnm0oryj8DAQPz222+4f/8+QkND8ddf/I85bjkRh22nEtTqF8hWoEZRBkw6leF5RycD72HRU/47gkemzobBbBPU3QIExHPb/krhT/++4/g7+Pv7c+oE5QXAN2cWNzZpDJEgc8GPUqGAJObrnbRm69ZlalxBQ4ETIYQQQkgBwaQyiK/cR+Ke00g+fkWt3aJPOwqaMuHq1avo1KkTIiMjYWNjg+bNm/P2i09S8AZNAFBD5A9MPqx1noOfrmPZS/4+plPNcPLpbOgJ9VB/i3rQZMziecc9iamBL8ncoGn8/8bjhOSEqmwptERZw7Ja1/atB0uWcMrlBw7M9NiChAInQgghhJB8SB4aCUXc143+yUcuIfZvzdnVjKqXh/3iCbpYWr7FGMOKFSswfvx4KBQKVKxYEYcOHULhwoXV+ianKNF+UjCnzp7FoL7yIQZ6vAamHlIb861/Xh7Fvk9X1eoNtxrD6IARTrCZAACZAvj8XYwkYApMk/HvMfqSXJxTHjNuDE4IT3Dq2pu117q2773ZvVv1+ld8RC8dBU6EEEIIIfmEMkmM0J5TIbnxKEvjnA8tg0ndKjm0qoJBLBZj0KBB2LlzJwDAz88P69atg4mJ+h4wplDAZzw3aKqhfIYF8pVAz5FA/f4a52GMoc+1xfiYGKbWZjbSHHqf9bE1eAwAIDgBqLWZ26eB+Vb4Rk6DiVL9jtOJoG6c8rJly3BDdgOQfq2rY1wHlnqZTykf8+4dIp48UZX97t3L9NiChgInQgghhJA8isnlEJ+7hbD+swC5ItPjDL3Lwvy3pjDr2BR6luY5uMKC48uXLzhy5Aj09PSwZMkSjBo1ijcV+8o1b3HomfqBsZPlW4Ax84GyVTXOoVAoMfDKUnxM4QZN5v0sIIxMSxrRYWJNWDiac5JApLPX+4zGsct5gyYAUDAD9O3bF97e3qq658nPVa/d9d1RxShrAfSmEtwsi7alS2dpfEFCgRMhhBBCSB7DUqWIGPcnkvadzbCveY82qteyzyGwmz8ShmWK5uTyCqRSpUphx44dsLKyQoMGDdTaGWNoPDwQgHrQdLH7GwjqHNB6/dNrH2LZ1iMQT0vm1JuOM1cFTcseDoDY1RlFV/Jfo4H+BjgmvuNtsyo1GP9O5e5FSlGmcMqNTBppXeP3GGOccuudO6FnYJClaxQkFDgRQgghhOQhTKnEx0KNtfYx69gUDv/OpMNps4Exhr/++gs1a9ZEnTp1AAC+vr4a+4/8/QsAoVr9paUOgKG71rliQhOxasgpiI9zgyaLzlYQpAgwZGULtB7mjRGngRPX1ccXEr1CUdE9NI1Yxnv9EMtJaO47S61+Y/xGTjkrj+gB4GTSA4BS3btnaXxBQ4ETIYQQQkgeEfPnJsQu3qxWb1CyMGynDYRJizoULP0ESUlJ6NevH/bv3w9HR0e8fv0a1tbW/J2PbsezE3fxymASp/qgdDysN+zXOg9jDP8MPIFzG5+AGXPv3pT5pwhmPukK1+K2uPoF/x1qy2UqjEU1s2MAgG5hI3jnSHadjL69ZqrVR8ojocDXxzvLicppXSufJ//+q3qtb6x+p+1XQ4ETIYQQQkguSrnxCCHtR2ts9wq6CIHhr5vJ7Gf78OEDfH198fLlSxgYGGD27NmwsrLi7zxrMGQhQRgjWs2pPiMdBtHy3fxj/nP32Fv8r90+VVlWTcppX3N2OALiwbuXCQCKG92GqyjtsbzfKpYDzqj3kSv10M5vmlp9kjIJuxJ3ceoamDTQul4+N2d9vYtVys8vy+MLGgqcCCGEEEJyAZPLEdSoP6SvP/K2i0p7odC59RQ0/UQnT56En58f4uPj4eTkhIMHD6JWrVr8nZUKTIxoj4cibjKEv+q8g6jTIcCA/88lJjQRvVyWqdWnTBCrXtd0KI0T74Dhp/mnrmO+GwaCr4GWw4spiOPpl+gyHXp6epy6L7IvOJJ0hFNXy6gWhAL1xwy1SYmO5pTLDxqUpfEFEQVOhBBCCCE6whhDzIL1YElixG84qLGfx7ND0He21+HKCjalUokFCxZg1qxZYIyhVq1aOHDgAJydnXn7K6Ii0HSWBBCqZ5Cr3L2Jxnliw5PUgiaFpxxJ/yRy6q6/aou9PInxKpuchKV+lKo8uF5d1PDyxLlFw9X6ngvpgCVTuY8PPk99jkviS5y6YgbF4G3sjaxKCuamW3f2zvo1ChoKnAghhBBCdCBx3xlEDP9dY7vTjkUwaVwdAn36evazCQQCPHv2DIwxDB06FMuWLYNIw0Gu0jev0GKFmVp9E28TTOtrp3EOvjtNfEETAITEO3DKhQ0fw9PwGafuz44d4GBujutrK/HO9/vidWp1AbIATtlIYISWpi01rlmbrRUqqF7T3aY09DeTEEIIISSHRU1dpvUOk1fENUr6kIMEAgE2bdqEjh07onPnzhr7KaUy3qDp2AI7mFmpH4SbTiKWqQVN1doXxfl+99X6hnyZyimXMb4CB4MvqrKhvj5Wdu8KAz09fLy7EuKY92rX8O73DEZGRmr1H2QfVK99TH3gJfLSuOaM6JuYQC5Oe7yQKTJ/hlhBRoETIYQQQkgOCu02EeILd9TqnQ8uhai4J/SdNN/FID/uyJEjOHbsGDZu3AiBQAAzMzONQZNCyTB3fRRuPE1Ra7v0r+ZU45snX8DBP2+r1Zce4YrzzblBk5OwHu699+XUNTDfBoHga7a9LX17q15LEkPx/tIU3nltHLkBUYoyBeviuXegXA1cNa47M9KDJgBosnq1lp6/DgqcCCGEEEJ+opS7zxCzcAMkt54A3x0gCgBOu/6EadOaul/YL0KhUGDOnDmYP38+AKBhw4bo2bMnb1+lkqHD5GAkJCt52y+ucuOtjw1Lwp7513Fy1QNOPdNnSFwXj9v2sZz6VIkn7gX7cuoamG/FtzcZN/b+usaYgBu4v7MF79wlm/zBKcuZXC1oAgBDgSHv+MxIDgtTvRYaGPzSh95+iwInQgghhJBsiFm4ASn3nkPP0gzJJ69p7ev+cB8M3PkTEpDsi42NhZ+fH06fTktXN2bMGHTt2lWtX3S8AltPxuPEjSTe6xRVBmBt60AIBN049Uolw7Zpl3Dgj1u84wyXAwn26sFyePBITrmW2X5O0PTtnSa5TKIxaHIo1gYe3txEETsSdqj1G2A5gHd8Zj1etUr1WimTZetaBQkFToQQQgghPyi060SIL6o/hsen8KezEJpp3idDsufFixfw9fWFv78/jIyMsH79evTo0UOtH2MMnaYG81whzXnpYOiBAS2Pc+p3zrmK3XP5A+OBy5rheo2nuBv5hlMfETIYkpQSnLqyxpdgKBTDytgYcSkpWNWdG5xdWlle49qKN5qvVhev5KbnG22t+UywzGCM4c78r/MU69AhW9crSChwIoQQQgjRgsnlUIolSNp7BpIHLyG59xzyoPAMx9kvnwLzjs0gENFjTjnt6NGj8PPzQ3JyMjw8PHD48GFUqqSejU4mZ2g+KpD3GhelgyAAgEKFgTlf9/R8fh6OEeXVH4UDgPrdyqDv4ia4q3iNu8+4QVPgp9/BlMacuvTH87pVq4rmZcqoXS8sLAxMEsI7V90hz2Bizd3blMpSOeVRVqN4x2bFEiH3vKd6ixZl+5oFBQVOhBBCCCHfkTx5g+AWQ4AsZBNzv7cHAkMD6NlZU7CkY/b29pBKpWjSpAl2794NOzv1hBtdZwQjIob752nAZNghmw57xAFFSwOj/geYmKra5/rswf0T6lntAGD166FwK2mHt/FBWHR9L6ctLGgMJ2iy1Q9EOeNLEAiAYQ3qo1phT7XrvXz+EEEn6vPO1WxKIm/WxTVxazjl7GZmDLpxg1O29PKCdbFi2bpmQUKBEyGEEEIIAPGlu4ictATyL6FZHut6Zg0MCmcvixnJGqVSCeF/d0dq1aqFq1evwtvbG/rfnYPFGMOpW8lqQRMAHJRNgBlSgBUHOQETALQR/I933k1fRsHB3RIAIFXIMeD635z2yLA+kKZ+zcRX0ugmnEVpacJ71azOGzQlJydrDJoq+G7jDYiUjJvQoryh5kf8MmtP3bqccvebN7N9zYKEAidCCCGE/NI+V/gNipCIDPuJyhSF0MocNhP7Qt/DBQaFHHWwOsLn8ePH6NmzJ3bv3o1y5coBAGrW5M9UOObvCDz35z7SVl35HLPla2EEKTBsJidoOr/5CZb3O/79ZdDnj8boOKmWqiyWS9D8zDROn8iwXkhJ/hrA1DXfBX1BWnKFDb17Qv+7x+CSk5MxbdpUtHLapPG9OhRvw1v/VvqWU25g3EDjNTIjJSaGU/bZvx+mTk7ZumZBQ4ETIYQQQn45TKlEaJcJSLmifkDptxxWTYdZp+Z0OG0esmPHDgwcOBASiQQTJkzA2bNnNfZNSZKoBU0LZStQnb1IK/yxDbB1AAA8u/wZa0edwZcXkWrX2Z84GcZmIk7d90ETAKQkV1S9XtngOVJkJVDN0xOedrZqfcPDwzF37lxUs72scf01+92CUE/E23ZOfE712lZom+3P6IMlSzjl4r/9lq3rFUQUOBFCCCGkwFMmiSHzT0sKkHzhNmIXbeTtJ7Qwg+28ETDv2BQCQ/4vrCR3yGQyTJw4EcuXLwcAtGzZEjt37uTtmyJRYvU/T3DiE3ev0xrZfBRnAWmF9acBgQBv7wbj4J+3cOvQG54rAQeSp8DI5OuetY8Joeh9bTGnj1JpiKBPCwAAzmYMd/oLAJTT+F5SJcnYtLgX2rlpfhSu8bhQ6Bua87a9Tn3NKTc0aajxOpl1d8EC1etyAwbQLwt4UOBECCGEkAIr9fl7xG86hMQdJzLsWzjgAoTGP35oKMk5ERER6Ny5M65evQoAmDFjBubMmQM9PT1uR8aQ8PINfP81BcANmtorLqYFTdOWA15pKcIVciXG1+B/TG7ZwwEoWpl75pZMKVcLmgAg6NNC1est7TQHHKGhoXiwqRxEQgkqq9+EUqkz6LHGoClGEcO52wQArgbZ21+nlMs55erT1O+mEQqcCCGEEFIAJZ+9ibAeUzLV1yvkMgQG9JUor/r8+TPq1q2LoKAgmJubY9u2bfD19VXr9/itBOOXRwAwVWsDgCGr+gD6fVXlrdMuYf9C9Ts+3efUQ5fpdaGnL1RrW/rgmFpd4Me0oMnGiGFKHQFKqif0g0KhwMiRI9DObTtE6pflqN7rEkxtNWeyO5HE/SVAL4te2i+YCZ/Pn+eUrQoXzvY1CyL6rwQhhBBCCgzxlfsI7TROY7tRrYoQlfSC7HMw7JdMpAQP+UChQoVQsmRJmJqa4siRIyhZsqSqTa5gUCqB5ZuDcPoJ4x2/YYgQhcu5qh49O7XmIf4dekqtn7GZCNtCx6rtZQIAuVKJPts24YvdK1WdUmGEoM9pj7fd6Au4WajfaWKMYfr06UiKj0Q7t90ZvtfSLZbDyrWaxnYpkyJWGasqVzeqDms96wyvm5Fna9eqXtuXz352voKKAidCCCGE5FuMMShCIhC/+Qjilu/Q2M9qRDdY9PaFgaeLDldHfpRUKgUAiEQi6OvrY+/evdDX14eFhQUAICJGjq4z+A+KTde1QgIGDSoD/BcwScQy9Cm0DEmxEt7+u6LGw8BQ/avx2mvXcTb4PiLtgjj1EaGDAACfRgFCnqfzlEolRowYAYBlGDTZFm6Cql2PaO0DAPsS93HK1Yw0B1lZ8eHoUdXr8oMH/5RrFkQUOBFCCCEk31FKUhExbD6Sj1/R2s/17FoYVS6tkzWRnyMkJASdOnVC+fLlsXr1agCAtbU1nvunYvGSEARHyrWOXyVbiFL/mw65bSlc3PYM7+6H4OSqBxr7bw8bC2tHM7X616Fh+OPMWTAwRNpzgyZJShEYMk+8H615HSNGjICX2WuUs9acubH+8Lcwssjc/qRIeSSiFdGqspu+G4SCDJ77y4TY99wDfsv0yv6jfwUVBU6EEEIIyTeUYglSn79DSJvhWvu5HF4O4zqVdbQq8rPcvHkTHTt2RFhYGF6+fInp06fDwdEVLUYHah1XQfkWAQInzDTcg1Kr/kXYpzgMcF6gdcziW31RororhN/dLmKMYceduzjz7jkC7F+rjYuLaYGE2Gb4NErLtRcvhqfpW61Bk7ased9TMqXa3ab2Zu0zNTYj3wdOIjP1IJKkocCJEEIIIfmC5P4LBLcaytsmtDSDYaVSsJ0zDIZliup4ZSS7GGNYs2YNRo8eDZlMhrJly2LvvkPos1AJJdMcNPVQnEA/xX8JG4xNEDx8PXq5LkNMaJLGMcWqOmPG0S6wdVEPWuJTUjByzx4E2ryB3Fam1i5NdUFCbDN8HqV6AlCNXC5HathleNvd1biGxuPDoS/iT2LBJ0wRBjm+3mkralD0p6ULf/rN/qZac+b8lGsWVBQ4EUIIISTPYlIZEnafQtSEvzT2KfzxDITmmf8SSvIWiUSCYcOGYfPmzQCATp06YdOmTdh7UQ4lS1DrP6q0P1o9WQIRuI/sHXSbgM3F/+WdY/55P3hVcoKFrYnGddz//AWz729Hon0MbztT6iMsaCyeD+EPmhhj+PuPmRDFX4C33QuN89Qf/jZLQRMA7E/cr3ptI7RBa7PWWRqvjf8x9UyBhB8FToQQQgjJUxhjiJqyDAmbDmnsY1CyMCz8WsPCrw0FTfkYYwxt27bF+fPnIRQKsWjRIriUHYi2k9SDF1Mmxn7ZJBg9SUscIVMIcOKVM069cUJogjGAi2pj2o2tjoF/N+OdW8kYLrx6jbfh4Xjw5TOiTUORaKI+b1R4d4iTquLfVkArH/6gad/ePbD8OABlAcCC/72Wa7sJLmU6a/pR8GKMYUXcCk5ddePqWbqGNje/u8NUdfz4n3btgogCJ0IIIYTkCfLIWHwp3TbDfnYLx8Cif4ef9qgSyT0CgQCjR4/G48ePsWnzDiw9VQr4pH6Xaad0KpzxNTECY0D7LbU0Xrd0HTf8eb2PxvbY5GSM3XcAACAXSvGFZy9Tirg4IkMHYVwNIUZ4A3o8eRgUCgXGjR6EVq57tbxLwKFYmywHTQDwXPpcra64qHiWr6PJ7blzOWXa36QdBU6EEEIIyTXysCgoImMhfeWPiBG/a+wntLWE25Ut0HfiOV2U5CuMMQQEBMDDwwOMMbgUbYxS7a5i6Sn+L+3zZP+qgqbYFAOcCymO7VesNF5/d/QEmNsYa2yXKxQYu+8AGBg+2j0DeOLvkIBJ6FnGCXO0xDqJiYmYNmU82hTSHjRZu9VGpY57tPbR5LL4Mqc8yHLQD11HEyNra0hi086F6vtaPXgkXBQ4EUIIIUSnGGP46FAvU309Xx+Dnl32D/gkeYNYLMbAgQNx5swZFG95FMYW7gAAfZF60LRbOgUOLAZvI83Q5nhtuHmZIfAjf9KH9R+Gw7mITYbzB8bEYubRY4gxCUesaRhvn+DPs3DRzwqFtXzsoqKiMGvWLNSyV3888FtulQehdPO/M1wXnwh5BKfczbwbjIWaA8IfwZRKAIB1sWKw/eZgYcKPAidCCCGE6ETKrSdIPnsT8f9q/+275ZDOsPvfSB2tiujKp0+f4Nu+A549fQKBQA8JYY9UgdO3aiuf4H/yf3HouQs23autqtcUNB2RToO+gZ7GeRljGL5rD8T/HaqbJIrjDZriolshIa4B3gzTh7GB9vcya9YsGAhSYW8UztveaGwQDIystF8kA7sTuYfm2uvZZ+t634v//Bmp8fFpBXrsNVMocCKEEEJIjmEKBQKqdIY8OEJjH6GVOcx8GwECAUzb1IdJvao6XCHRhfPnz6Nz566Ii4uBgZEtyjRbBWvXmqp2G3MBZpR5jorX0hIhPAyywqZ7hTVer5pPMQxZ2RIO7pYa+zDGcOTJUxx98lRVlySKR7jlF04/qdQRYYHjAehrTTOe7u71k2jntk1je7PJ8RAINQdymREm5wZ2rU1b//Q9fZvLlFG9Tg4N/anXLqgocCKEEELIT6WITYD4wm1EDJuvtZ++pyvcrm2F0NhQRysjusYYw+LFizFl6lQwpRLm9uVRtsVaGJm5AABsLYXYFzkAgmgA19LGXHxvj6XX1BMgTNn3G+p0Kp3puWcePY6g//bvAAADQ7jlZ06fkIApkMsc0K0sMKe+9qDp1uVDSLzTS+ucVboczXbQtDthNyIU3F80FBX9/LPJ5GKx6nWt75JEEH4UOBFCCCHkp9F2SG06m9lDYdauEQzcnHS0KpJbRk5egVWLJwMAnEp2QvG686GnbwQAuLjQHILx3Tj9P8eYqAVNfRY1QsfJtZEV2+/cVQVNSibAg+Q2SIEIheyfqfrERrXFma4OKJbB1ii5NBlPjvRDov/JDOe182qcpXV+72LyRbWgqbFJ9q7JJ31vU7qqY8f+9DkKIgqcCCGEEPJTSN9+0hg0mXdrBds5w6Bno/nRKlJwKJUMTUYEQiFvCQvHbXAq3gEuZXpAIBBgfuWXqHVnOfDfkUEpMiE23iuMM2/UA+k/b/RB6dpuWZqbMYaLr98AACRKU9xO6ghDo48o5LpS1Ucut8CRtg1QVEvQJEtNwpWVJaCUxmdq3mZTErO0zu+9TH2JF1LuwbktTFuguMHPSz+eLv7Tp59+zV8BBU6EEEIIyRbZxyAEVO+mVm/StCasRveAcfXyubAqomtiiRJXHopx5OQNvI8tCYFACD19I1T2PaB6fG2F7A+UveOvGsMY0GlbTd7rDVvdKstBk1yhwPBdaclHFEwPt5M6AgAcvwmaAKC1e3mtQdPVq1chudU6w/nM7EujZt8bEOqJsrTO772XvscF8QVOXS+LXrDWy5mMkvcXL1a9tvD0zJE5CiKeo7x0a9WqVfD09ISRkRGqV6+Oe/fuae2/bNkylChRAsbGxnBzc8PYsWMhkUh0tFpCCCGEpGOMIenwRd6gCXp6cN71JwVNv4in7yVoPTYAI8bOxvqFrfDp/lJVm0Cohy3SmTgjHoynD6Xosr06eu2uijYba8Nnk/ojeEamBhiysgVaDamSpTV8iY7GgG07kCqXgzHgWmIPCASpcC8yjtOvjmMZTK/UXuN1Nv67MFNBU+NxIag94F62gyYAOJV8ilP2MfXJsaBJIZPh6dq1qrJbgwY5Mk9BlKt3nPbu3Ytx48ZhzZo1qF69OpYtW4bmzZvj7du3cHBwUOu/a9cuTJkyBZs2bUKtWrXw7t079OnTBwKBAH///WM58gkhhBCSOUwuh/jcLSTsPg09W0sk7uTf82E7fxQserTR8epIbhq56ANeXxqHqM/nAQAySQwYYxAIBDiRPBSzz5TG64ivCQ6SpfxfQQ8kTYaRadYDkVSZDLOPnQAAyJk+rif6AWBw85qq1nehd3+N1/ljYhNUtLmjdS5vv9Owca+b5TVq8iz1GafcwLgBvEReP+3633u1jZsRsMGSJTk2V0EjYIyx3Jq8evXq8Pb2xsqVabdPlUol3NzcMHLkSEyZMkWt/4gRI/D69WtcvPj1sLHx48fj7t27uHHjRqbmTEhIgKWlJeLj42FhYfFz3gghhBBSwCkTk/HJq4XWPuZdWsBh5XQdrYjkBXIFQ49J13F8Uz+I4/whEIpQrcE0zCiijwbKBzBDCnrt9kaMWHswZOVgihVPBsLG2TxL8zPG8DQoGMsufP1u+FJcD4buKyEQqH/FPdtiIUz0+bM4Xrl0Bql3O2qcq96wVzC2VD93KjsCZAE4nHSYUzfKatRPTz3+rb++u/aE3AsF8oSsxAa5dsdJKpXi4cOHmDr1628ChEIhmjRpgtu3b/OOqVWrFnbs2IF79+6hWrVq+PjxI06dOoWePXtqnCc1NRWpqamqckJCws97E4QQQsgvQBGfiM9FW2nt47znLxg39NbRikhecPBSAub8uQevL42DQpYMQ1NnlG2+BjetVyMhSR9bHrsjQaKvFjR5lnPA1AMdYe1sBhPzH0tFnyKV4tyr1zj8+AmnXqongZHHP7xjrrfhfzrp8OHDuHzhJFoX0nwwc6OxwTAw+vmJTU4mce/a9rfsr9OgacDHjzk2V0GUa4FTVFQUFAoFHB0dOfWOjo548+YN75ju3bsjKioKderUAWMMcrkcQ4YMwbRp0zTOs3DhQsyl3PSEEEJIlkk/BCCwph9vm8OaWRCVKAw9BxvoO2SQz5kUOKlSJf7e9g6vLo6GUi6BlUsNlGm6CicxDwP2VEFkMn9AdFQ+HXp62dtiH5ucjLH7DqjVK6FEoM1btfoi5s6YU5n//KUPbx4h/P58tC6kPg4A7LyaoVKnfRAKc+Yrswwy1evmJs1hJjTLkXkAIPjWLbU6q8KaDxkm6vJVVr0rV65gwYIF+Pfff1G9enV8+PABo0ePxv/+9z/MnDmTd8zUqVMxbtzXTYEJCQlwc8tahhZCCCHkV6GIjoP07WfE/bMT4gvqez0ExobwCrjAM5L8Kt4HSjF4YRgMTRxQvO7vSIp6ierVh0C89wr8EjUndJh1vEu2g6aNN27i+vsPavVKKPHJ/rla/bXWS9Tu4CgVUkT5n8O7O+uRHHwRhbU8HVily6FsrVebFGUKGNIekzMSGKGkYckcmwsAjnfqxCmPlUpzdL6CKNcCJzs7O+jp6SE8PJxTHx4eDicn/gPxZs6ciZ49e2LAgAEAgHLlyiE5ORmDBg3C9OnTIRSq/2U0NDSEoSGdSE4IIYRowxjDR4d6WvvYzBgMq1H8d6DIr+HW3ScY/VcwzO3LAQCcS3aE1ccykGw4w5uqufWwqqjbpTSKVnH+oaQPABCRkIA3YeHYdFP9jgkAjGpdB6PvrVKr31Xvb3wbMykVUtzb0QLxIdozOKdrNjlz5zf9CMYY1sWvU5UlLOczRCeFhKheN127FnoGBjk+Z0GTa4GTSCRClSpVcPHiRfj6+gJISw5x8eJFjBgxgneMWCxWC4709NLOBcjFHBeEEEJIviYPi8KXcprTM1uP6w2bqQN0uCKS18QkKDB5zlZs+mcEDIysUfW34xCZ2AEAUs/ew/e7crzbFMOMI52zdYcpKDYWG67fxOfoaN72TlUq41LSC96gqaP933D7Zp9/6Kv9eHa0b6bnbjYlMUf3GoUpwjjl6kbVc2wuAEiOiOCUyw8cmKPzFVS5+qjeuHHj0Lt3b1StWhXVqlXDsmXLkJycjL590z7YvXr1gqurKxYuXAgA8PHxwd9//41KlSqpHtWbOXMmfHx8VAEUIYQQQrSTBYUjaf9ZyEOjkLD5MG8fUdlisOzXHmbtG0NoZqLjFZK8gDGGkEg5/GYF4uPdPxH4JO3sHxOrKhAI9aD3+j0Mr3DvAvWc3wBdpmc/VXdofDxmHDmmsX2yT1MMuvOXWn2KuASGFB2MAZW/1gU93YaXp4Zlat4yLVfCtULvHA2aACBGEcMp1zCukaPzBV65winn9PsrqHI1cOrSpQsiIyMxa9YshIWFoWLFijhz5owqYURAQADnDtOMGTMgEAgwY8YMBAcHw97eHj4+Pvj9999z6y0QQggh+YYiIQmfi7TMsJ9XxDX6YvWLk0iVaDUmCDJJLF6eH4HYoLRjX9wrDYVXtYkQCPVgeOUY9IVKNCgSiWFXpsPA2SnbnxvGGLbevoMrb9+ptTUqWQKlnJ2x/stF3qApIrQ/xlcpowqaoj9fxoPdPhlPKhCiYvsdcCzRNltrz4rHkseq15UNK2vp+XOEfJMYosLgwTk+X0GVq+c45QY6x4kQQsivRB4aifh1+5Fy4zFSn/BnrU3nsHI6zLtoP6uJFHyMMTQdEYj4iBd4cXYwJIlB0NM3QcmGi+HMysDw0RMc9z3N2T+EDWd+ytzTDh9BSBx3b1Fld0+U9qyNoaeF0Dd6Cjun7Wrj2tpPxsTqjlAqZHh5ajhCXuzKcK5H0bURLPbEyn/X/pS1Z8Xy2OWq161NW6OoqKiW3tm3qWRJxLxNyxxYd+FCVOc5L/VXlS/OcSKEEELIz8Xkcsi+hECZkIyoiUuQ+pQ/xXI6s/aNYebbCIZVy1JKcQIAUCgYmo4MBAAEPF4NSWIQjC09UdFzMqyvxKJuoUOY0v67z9WkxdmaMyg2VuNjefXKNMTc2+7QfxsOF88/1Neb3ACHW7eGo1nalo3zf1pnON+7hLJ4HZ92l2f27NnZWPmPCZYFc8qeBp45Ol/k8+eqoAkA3OrXz9H5CjIKnAghhJB8LOXmY4R2nwwmTsn0GJOmNeG8688cXBXJjxRyJZqOClKVS9RfCH0jK5R56Q7R00h4WCdjSqNvgiaPYsD05QBPVmNtGGNYdPos3n6XWfl7dct3wv9uy2HruA2mZk/U2uvZtcTvbZoCAMRxn3F9ddkM534QXQfBYi8AwPDhw9XOE9WFA0ncM6j0BTn3dZwxhq3ly3PqnLzpoOofRYETIYQQks9IPwQgeuY/vOcsaWLerRUs+vpCVNILQmM6poOkkSRLcevQGyzpcxzxPVsg7O1BuFUcDIFAAH1DC1QI8YYQ8ejj/Rk+pUO/Dhw0FaiWtTsXCqUS/beqP2b3PVtTU7yRd8C8GwK4Fxmv1q4nEGJS+c5o5VYNqcnhuLKiSIbXDEz2wuOYWmD/JU0vXbo0ypQpk6X1/wyvU19zyh3NO+bofEHXrnHK7Q4dglCfvv7/KPrJEUIIIfmEMjEZn7wy3oNk0qwWBEaGEJUqDOuxvSCgzLOER1RwAvoUWg6lrTUifMvhxYE2SE0Og9DAGIXK9obxmm0o7S5DZ+938HaL5Q7OQtAUHBeH6YePamy3MTVFTHIyhtSvi5IuXqiwFjA2eQn3IhvV+g4p2QZ+RRsBSLubklHQdC28JWKldsA3CdNbt26Nli0zTpLys62LW4cUxr0z7KrvmqNz7m3QgFMu1l7zsQMkYxQ4EUIIIXkck8qQ+vIDgpsN0tjHceM8mPo0oGx4RKPIwHhEBSbg09Nw/DvsNABAVr4Uvth8xLsjncCUUphYFYG1a20MdXmPln63YWaoUL/Q+EWZnvNpYBCWXriosX1tTz8Y/ncHJCwJqLwhDu5F5vH2vdxqMfSFX38J8Pai9gQHV8JaI15mCwCwtraGsbExhg4dCltb20yv/2e5Lr6uFjR1N++eo3N+Pn+eO9/t2zk636+AAidCCCEkjxJfvofQzuqPKqWzWzAa5j19IDSiR++IdisGHMe5jU9UZWZkCJmjDV7KjyLkyg4AgF3h5hg6YTVmJKyG6MMz4PuP1dSlQJFSmZ5z3L4DiElOVqsvbGeL2T5tOHVNtgPvYxhv0GSib4iDjWdxgqbAx5vw5b76wbcAEJNqh+sRLQEIMHXqVLi5uWV6zTkhRB6CR6mPOHW+Zr6w17fP0XnP9uvHKbvUyNmzon4FFDgRQggheVDMX5sR+8cm3jaDkoXhdm0r3V0imfLwrD/ObXwCpaUFJN3THtVKTQ7Hi3NDkfDlIQABClcbjyGDxmLS7X78F/l9E+DoonUehVKJ9ddv4H14BKJ5Aqb2lSqiXcUKnLoPMUDnA0CMRAL3ItPUxvxbayTK2RTm1CWEPcGrM6N413A0sCfSH8tbtGhRnjh6xl/qzyl3Ne8KR/2cTUrBGENi0NdEH7+d+Tnp4n91FDgRQggheYz46gPeoEnPwQY2M4fAoqvu92eQ/GXdmLM4tvyeqqw0N1MFTQAgjvNHQvhj6IssULrJcgzs2BAjbvIETT1HAnVbZpg578DDRzjx7LnG9nFNG6N8oUKq8pc4oN7Wr+3WtqfUxlxv87fqNWMMt2/fxqPjY1DM4hXvHLciGwMQwNvbG3369MkTv1iIU8Rx7jbVNa6b40EToJ4UwrNZsxyf81dAgRMhhBCShySfuYGwnlM5dY6b/gcznwa5syCS5zHG8OisPzZPvojQ9zFITZFz2lOb1YeiiCenztq1Fko1XAKflrXRWPERDW4OV7/wkt2ApfZzkVJkMmy/fQe3/D9q7LOxd09IFULcDwFiUoB9L4ELn762C/USYG51gzPmcivu2VB79uyB7PUcFLPgnoGUTskEiJS4Yt68ebCzs9O6Zl2RMRm2Jmzl1BUXFdfJ3N8mhTC2s8sTQWRBQIETIYQQkstkn4KRcuMRJHefIXEv95Eap51/wLRZrVxaGcnLEmNSsLDjATy7/FmtTWllCUk3X1VZIZfA//YCFCrbGybWRXDpX3cAY4DAj8DcmdzBAgGw/rTWuRljePAlAKsuX1FrK+fqCt8q9dDlkAE8LAXw+kfTVRSwsj0JCyvuNU42+x9nP9PBgwdx5+Z5tHLlD5osvDqhUrvVaGlkpHXNuhYoC+SUixkUg5nQLMfnjX7NTXnefKN6dkLyYyhwIoQQQnJJyt1nCGnD85v+/zhtX0hBE1H58CgUL65+wbPLn3Hv+HvePgyArGZVyCt+PaNIkhSCF2eHIDHiKfST78P//bOvA+YO415gyDSgar0M1/LHmXN4ExamVj+kYUvMuO6AFWn5JhAp1nwN9yIT1eo8zRxhITJVlU8c2QWzd4PQSkPWbkMzJ9TssjnD9epauDwcx5OPq8r2evZoZdZKJ3NvLl2aUy7atq1O5v0VUOBECCGE6JAyOQXiS3cR3m+m1n72f0+CaYs6OloVyUsYY4j4Eo+nlz4j8FUkzq5/DHFCaobjnIra4GNTH05dbMgdvDw7DDJJNKysbLB+7TLopZ/rdf4w9wJj5gNlq2Y4z/KLlzhBk4LpwcbcGSU8G6DLUe1nhpW2A8q7P8Ot+C1qbR5mDtjeYLKq7P/6Ngxea07BX63neVgXqpnhenPD9ZTrnLK3kbdO5pWncj8n9f/6Syfz/ioocCKEEEJ0QB4Ziy+ltf/m13pKfwhNTWDWvjH0HXV/1gzJXRKxDHeOvMFffkeyNK7iFB88kdjiYypT1THGEPR8Mz7emQ+lQoGKFSvi8OHD8PT0TOtw/jCwdy33QhkETREJCZh08DAYA6LlhfBWUhNKpgc5DIFEACHqY/pVBCbXBoQCIEEWj/YX5uJWvHq/iy3/hEgv7WupUqnE+zeP8floU41rMbEummeDJgCQs6/7zJz1nOFl4JXjc0qTkrDC3JxT5z1e83EGJOsocCKEEEJykNQ/AIE1/LT2cTm+CsY1yutoRSSvuX3kDX5vvz9TffUNhOi/pCks7E1QukkxdJkV/l8g8jVoUsgleHtlMsLfHwEA9OjRA2vXroWJicnXC30fNC1Uf9xNyRiSU1Px8EsAttxKOzxVxkS4kdgtw3XamwB3+wN6QiAgKQJ+VzQfmnuh5R+qoCkqIgQPN2pPoCAQ6KF0y+UZriG3fJB+QLgiXFX2NfeFnkD7nbjsYoxhawVuqne3hg1zdM5fEQVOhBBCSA5IPn8bUVOXQv4llLfduIE3LPv6wrRVxvtJSMH04noAptTbqrHd0t4EFnYm6DqrLuwKWaB0bTcIBALEJCjQcUowcC2cd5xAIERRh0hEfdTD33//jZEjR3Kzqp07xB0w8U/A3hlRSUl4EhCI/Q8fIVXOzcwHAM/EjRAt13yYbB03QKQHTKkNlPgvsZ1MKdcYNG2tNxFeFs6qsjguAA83lubtm67hmAAYGFnn2SxxicpEnEw+yanT18HX7fCHDxH/kZvZsPPFizk+76+GAidCCCEkG6TvPkNy5xmiF66HMioOAmNDsBTN+1HsFoyG5cCOOlwhyUueXfmMZX2OIeILz/Nq/6nUzAttR1WDd+tiam2P30owfnkE77i1U53g5WoAPaEAYWEH8O7dO9Sr911g/u45sG8dt65EefTZrDmAA4DHyc0Qp3BWq9/UFqjnDhjw3FAJE8eg06X5avXDS7VF1yINVGWFLAWf7/2DD9fmaV1DsymJeTZgSlWmYk38GrV6XzNfCAXaz8D6GZ5v4p77NiImJs/+rPIzCpwIIYSQLGIKBaJnr0L8WvXHqzQFTY7r5sCsfeOcXhrJgyRiGV7fDMThJXfw6Ky/xn5/3uiD0rU139EBgD+2R6vVDWhniaCna7H+nyj8+eefAAAnJyc4OTlxOzIG/Pk1k12SvgjnOo3EsQyCJn95S8QpHDh1Tb2ADT4aBgBQMKVa0FTKyh3r6ozh1CVGvMCtjTW0zq9vZIWGoz/n2UAgVhGLbQnb1Opd9F3gYeCR4/P7nziBp6tXq8q1582DkbX287fIj6HAiRBCCMmA9M0nxCzagOST1wADfUCm/hjTtwyKukOZnAJFaCQc1s2GWduGEOjl7B4HkjfIpAqsHXkG/o/D8P4+T7YEHotv9kGpWtoDJgDoOiMYETEKVblCMUP8b6Ap+vXrh/3704L4Dh06oEYNnkAkMR4Y20VVfGNhj0XlmgAB6mtsU74cyrg4o7CdHXocMVDrcr4HUFxL7pKb4S8x5b762UF/eA9QvWaM4dWZUQh6oj2VeNNJMRDqibT2yU2MMd6gqZ5xPVQyqqSTNRz24Uawpfy076kkP44CJ0IIIUSL5DM3ENZz6tcKDUGTzdSB0C/kALOOzSAQ5vyjOSRvSU2R4dK2Z1g15FSm+g/+pwVaDa0CPb2MPyv7LiRgzaE4Tl1xdxGGtUlAjRqN8fLlSxgYGGDFihWoXr06d3BYELB5CeD/GgoI8MHCDgvLNdE417qefhDp60OmAIquVG9/MQQwN+Qfe+zLbSx+zp/k4nqbvznlc4vMeft9Ky8/mpdud+JuTtlOzw5dzbvmeDKIdDFv33LKrXftgpVXzmfw+1VR4EQIIYR8gzGG5KOXETlpCZSxCVr7GlYqBZeDSyE0N9XajxRMMqkCF7c8xcrBJzPuDKBu59Jw8LRE3S5lULSy+n6hb8UnKXD4SiK2neL/DFZyvANv7z6Ij4+Hk5MTDh48iFq1eA5LnpF2l+ehjSv+KcWfiMRIXx+zfHwg1LfA/VDg1Htgx3P1fvf6aw6aUhVS3qDJztACh5rM5tR9vL2E/yLp67FwR92hz/Js0KRgCtyT3MM9yT21Nj8L3d7t2duggeq1eaFCKNUt44yH5MdR4EQIIeSXpkhIgvxTMOJW7kLSkUta+9rMHgrLAb9BaKTh2yMp8AJeRWJOq91akzsAgKGxPhZc6QWPMvYwMs3co2ZRcXLMWBOFdwFSjX1sLfVQ0XwnhvafAsYYatWqhQMHDsDZ+ZtALOADsGMl8PENACDS0FRj0DS0QQNsfOmOmlu1Byk3+gKOZprbl744rFa3qtYIlLf5eveDMZbhnaZGE2JhYGCgtU9u252wG9FK9b1mI6xG6HQdspQUJH9zEHHhli11Ov+viAInQgghvxzGGCJHLkDi3jOZHmO/YiosurXKwVWRvOzB6Q+Y02p3hv2qty2O7nPqoUgl7XeUAECuYDhzOxlXH4nx8I0kw/4bZzihsIsIBw54gTGGoUOHYtmyZRCJvgnMTuwCjnzdc5Mq1MPEqtyDlwvb2aKimxtalSuHoiszflTw06i0A2w12fzuLE4G3lWVq9oVx9IaQzh9lEo5zv9hpfEaVbqehF3h+hmuJS/gC5p6WfTS2eN56ZZ/ey4XgKZr1LP6kZ+LAidCCCG/DMYYYhdtROzf2rOIAQD09eCwbArMOtGepV9ZUpwEKwedwI39rzX2cfS0wsxjneFZzjFT1zx4KQGrDsRl2M9IJICHswGm97WFk40A+vppX9s6duyI+/fvo2rVqtwBA1pwiktK18dzaxdOXZvy5VGreCXMvAyMuqo+ZwlbwMQAqOUG9K4AOGbwFOqdiNfY9O4sp25Gxe6c8uO7ZxFx6TeN1yjTanW+CZqSlcmc8kDLgTARmmjonXMujR7NKXs0aUL/ndIBCpwIIYT8EgLq9oLszSeN7aZt6kPP3gbWY3tC39lehysjeY1SydBWT/38oW/1nN8AHSfXhp5+5r6sRsbKsWhbNB6/1XzGV7raFYwxq78dDPTTbvMcPnwYkydPxuXLl+Hq6goA3KDp+E7g6HZVMdzIDIfdy3GCJsaAYFkJjL9RCbjBP++bYYBxFp+Sm3hvPafs61ELtkYWqvLV7d0gCTqucXyx+nNQqELPrE2aiz7KuIfM5kbQ9GTNGjxasYJT1+Fk5vbZkeyhwIkQQkiB529fV2Obx9OD0Hdx0NhOfg3vH4Tg9JqHOLfxidZ+i672Qtl6/GfzMMaQlMIglTG8D5Ti/N1kiAwEOHsnmbd/urJFDNG/rSVc7fVhZ/X1q5lCocDs2bPx+++/AwAWL16MZcuWpTVKUoA3T4Dju4Av76GEAAvLNcZ7i7SgX8kESJDbIUlhi/ep32Xa+46jKXC3P5CVXAyBSZEYf3ctp25dnTEoZeUOAEhJScHVjc0gSHys8RqNx4dDX5S/Eqt8ln1WvS4tKp0ra7gwdCinPDgoCHqivJuyvSChwIkQQkiBFbfuAKKnL1erN2laE/Z/TaCAiQAAVg45iTNrH2ntU7aeO6bs7wgrB/Uv+ocuJ2LdkThIZSxL826Y7gQvV/4vvLGxsfDz88Pp06cBAGPGjFEdbosrJ4Ed/6j6nnUugd1elREqLYpkiSUSFbaIU2jfYyUUpD2Wt7cjYJnFXCfhKbHofmWhWn160MQYw8rZrVHeWnPQ1GxyPATC/He22bd3nDwNPHU+f3J4OKfc8+FDmP93F5LkPAqcCCGEFChMKsNH10Ya271CLkNgQP/8/WoUciU+Pw/Hsr7H8elpOIzN0wKWlETNGewqNC6M+ef9eNNiR8bJ0WVa5g64/VaPlhbo3twCRiLNj/g9f/4c7du3h7+/P4yNjbF+/Xr4fXuo6TdB0wczW0x3GovIBM9MzW9jDOxqD5TKxtOo0x+oH1q7q0HaWWdKhQzn/7RGeWv+sYbmLmgw4t2PT56L3km563bWzzgByM92Y8YMTtmxcmWdr+FXRv9yEEIIKRCkbz8hbvVeJO7U/Ky/x/PDFDT9QpRKhv6F/0FkgHrqcE0B07ht7VClRRFY2mt+hCw2UaE1aPJ0NoBcwVDKU4RShQ1RuaQRTAwFnMfwNLlx4waaN28OsVgMT09PHD58GBUrVkxr/GYv01mXEtjvXA3npX4A/5nMAAAXM8CnBNCpNFDMJsPpM6RgSryND1KVve2KY0n1wRAIBHh7ZR4+3/5T49gKvlvhVEpzkoi8jDGG08mnOXVmQi352XPAkzVr8HzDBlW52G/582eZn9G/HoQQQvItZXIKAhv0gfyz9t/8u93cDlFxT90siuQqmVSBM2sfIuxTHI4uvau1r3tpOwBpQVR0cCJ2x0yAqaWR1jH+QVIMXBDG27ZlljPcnbJ3BlGlSpXg5eUFJycn7NmzB7aWFsCNs8CWpWAAwozM0b/8MASklkWilP+20QYfwEwEVHBMy5D3M024u45TXlx9EBLCn+POZp7Dd7/hWX1Mvg2aAOCi+CKn3NNCdwktlHI5dtaogfCHDzn1jb9LEEFyHgVOhBBC8qWgZoOQ+lhzimijauXgcmIV72NWpGBQyJX48iICr24G4tFZf9w7/j7DMd5tiqFoFWe0GloF1tpOdP2GUsmQKmXoPisE8UlKTlv9yiaYPcDuh9afLi4uDpaWlhAIBDA1NcWF8+dh++UN9CenPZ4nFwiwukQdPLRzw70kHySnqN86MtZX4sVQITKZ5O+HND41CVJl2u0tK2kCBn48jgvP12UwCijWYB68ao7LuYXlMDmT46X0JafORu8n3L7LBKVCgb95DgT22b8fZi4uPCNITqLAiRBCSL6SdOIqwvvO0NhuObAjrCf0gZ6NpQ5XRXQh8E0U5rXZg1D/2CyN0zcQ4oh0epbne/kxFSP/CtfYXshBP9tB06NHj9ChQwcMGTIEU6ZMAcIC4ThjoKr971L18czGBREyD7xMaMB7jWouDPs75VzEJJanovmZtD1MYAzTX6xHZn8d0XxqUo6tSxeuiK/gaepTTt1wq+E6m//cwIFqdZ0uXIBH48Y6WwP5igInQggh+YY8OJw3aDKqUQHO+5dAaJTF9GAkTwr5EIPjK+7h8o7nSBXLIEtVZPkaVg6mmLCrPTzK2mf6zhKQdjhtWIwCBy8lau03q78tGlTJXirt7du3Y9CgQZBIJNi8eTPGVCsLo10roYAAuz2qYKdjU7xOqQuWwB8UbfdlqOYqgJF+zt5VTQ+aHFOiMPDDoUyNqfTbHjgUb5OTy8pxycpktaCpkH4h6At09/X5xWZuIo4xEgn0Dem/c7mFAidCCCF5GpPJkXToAiJG/M7bTlny8r+wT7G4uOUpds+7/kPjS9YsBGsnUzTqVR6larnxpgzPSEKyAr4Tg7X2KV/UEC72+pjYwyZbj4DKZDJMmDABK/7bo9KqZUtM79gTQ+7Y4E3lFQiVFU/rmMI/3tUcOOMHWBjmbMAUJUlA+wtzAACVYl6jdXDGfz5WrjVQrcfZfJlq/Hsb4jdwymVEZdDYRHd3ep6u5Z6TNTw6moKmXEb/0hBCCMmTlGIJPnk01dhu3qMNHJZO1uGKyM/28kYAJtfdmqUxevpCtB1dDT3nN4TIKPtfY2Ryhp1n4rHtVILGPuP9bNCqlulP2S8XHh6Ozp0749q1awCAwu1m4Hn9ueiWKARMAci0j7/cC/DSkOr7Z5IrFWlBE2OY8WJ9hv2L1psJ98qDYGCsg8XpQJicmwCkvnF9VDSqqLP55RIJzg8ZwqkzttHNviqiGQVOhBBC8gx5SASSz9+G5M5TJB04r7Gf7f9GwKJXOx2ujGRXUmwKooIT8eVFBFYPO42kWInW/naFLFCypit6zm8IW1dzGJnyHxT7o+6/SsHklZEa25eMdoCniwGszbN/52TzE+DyZ+CKfyrCFtWCLOojBIbmsPXbBkV5X637hVoUkaNfJX1UcwF0mefkyPtzmJGJxA+Xw9pg3uJtEIl+7p9PbtubuJdTrmBYQafzXxw5klPu9/atTucn/ChwIoQQkusixv2JxO3HtfYxKFkY1uN6waxdIwiEOZg6jGRbUpwEn5+FIyE6BQs67M/0OJ9R1dBycGW4l87G6awZePxWgvHLI7T2ufSve7bnSUgFftsPvIv+WifQN4RZw4lIvLoM9v2PwMCxpNq4UkbXMbZBGVR1s4GtCaDrr2qn76yE8PIUmGfQLzDZCyalp2DR1O46WZcu3RDf4JQrGlbUaXZOplRyzmtyqlYNNsWL62x+ohkFToQQQnJN6ssPCGrQN8N+XhHXKK14PvHPoBM4u/5xlsbMPdMdVZoXyaEVfdVpajCi4/kTTZTxEmHuIHvYWGTvDtOjUGDQCSBSnFZm8lQo4kOhb+sJADCrNRim3r1haihDCkvrU9b4MkoKP6JKuXLoVq1Orn3WN+3rDFf/Uxn2+5xSAYPn39TBinLH89TnnHJ9k/o6nX9nzZqccqdz53Q6P9GMAidCCCG5IuXWE4S0G8nbZjmwI0SlvGBctwoMPOmskrxOLlNgeb/juLzjudZ+AgHQtH8lhLyPQbsx1VC1ZVEYGOb8V5Frj8WYsz6Kt+33ofaoWc74p8zTYifw+ptp5PEhiNrcEcrEcDiNf4AN0X9jZ+niEAq4Z0FtblQbAo+GP2UNP+LShwtIOdABrkyZYd9TwZ2xaPEqHawqd5xOOg0ppKpyH4s+Op3/yerVCLt3T1XWMzSEoSUdrZBXUOBECCFEZ5hSifh1ByC+dBcpl++ptbs/2g8DN6dcWBnJKsYY5rXdi/snNB8622xAJQBAdZ9iqN62hK6WpqItYPp7jAMqFjfK9hzRYqDWZkAi59anfryJyC0doUwIg5mhIcon/43dZYpCCG5wMrhKBQg8imZ7HT8qLPYTZPt9M/xCeCKoGxTMAP/++69O1pUbZEyGd7J3nDoLoYVO13Bh2DBOeXgU/+eX5A4KnAghhOQoRXwi4lbshOxzCJKPXebtYz2lP2zG99HtwsgPYYyhf+F/EPElXmu/lc8GwbOco45WxXXmdhL+3B6jsf3YX4VgZvJj++TEMiAyGdj5Alj7UL2dMYakm6uRcGQ0lHI5CtvboOK4ybBwVP9ZTG/VEsUcHX5oHdmVqpChz9XF6HN3gcY+gcleeBRTG/gvfcWCBZr7FgRRCm6Q0t28u04fmxRHcpOV9HnxAiKzzJ9BRnIeBU6EEEJ+OiaVIenoJUQMm59hX/vlU2DRvbUOVkWyIy4iGX3clkMu1XwYbd0upTFmc1sYGhvocGVpFEqGLSfiERolx6UHYt4+mb3LpFACx9+l3UVSMmD1Q8DBBHgQqn0ck0kQs38Yku+lHVpavmJ5lB00DAZG3Dm7eFdFy7JlMvfGckBAUgT8rizCiDe7Nfb5kFgKL+O8VeUhQ4bAyspKB6vLPY8lX/fmWQutYa+fc0lKvpUSHY11np6QJSVx6u3K5N5nhPCjwIkQQki2MbkcKbefAgolkk9dQ8LmIxmOcVg7G6bNakFoZpLzCyQ/RJIsxYlVD7Bl8kWNfUpUd8Wiq710sldJk0SxEu0mBGlsXzHeEWWLZO7g0DMfgMEn1esDtN9gw5jqQMDG4Vh2bzMEAgEqd+yEMi1acu5YzPFpDU87u0ytIycoZClIinqNJeemYUbIDY39zoe0h1jxNa+es7MzypUrp4sl5poTSSfgL/NXlUuK1DMe5oTUhASs4vlMNFiyRCfzk6yhwIkQQki2JJ24ivC+MzLsZ1SrIqzH9IRR9fIQmmR/bwn5+T48CkWYfyx2z7uGLy80n3EEAPoGQhwUT4Wefu6lhj96LRHL98RqbB/Q1hLdW2S8sT42BZh9FTiahaNyWhUFQpOAf1oCbvpJeDVzOOaVrwZbj0uo3LETXL67W7CgvS9crHJvk39s4C3c29EMANBKS7/jgX5Q4mtmwX/++Qd6etk/yyovC5GHcIImADl+2C1TKnG0Qwd8OHpUra3KuHGoMnZsjs5PfgwFToQQQn6IPDQSX8p3yLCf66nVMPIuq4MVkR8lS5WjvdHCTPVt1r8ihq9tDT293D1Lq9GwAI1ty8c5wN3JAJZm2r/wS+TA9EvAgdf87SYGwKx6aa+L2wLlHdIyA6bHiiwpASvGD8fjGk2Aso1gBKD1rNmcu0yG+vr4u3MnmBrm7gGx6UGTNjcimnGCpooVKxb4oEnKpNifyD1rrKlJU4gEOfvndbp3b96gaQJjOTovyR4KnAghhGSaUixBys3HiP1jI1Kfqv963rBCCRg3qg5lXAKsRvpRhrw8jDGGd/dCML7Gpgz7epS1x9wz3WHnqtsMY3xe+Kdi1JJw3rZerSzQp41VhtdIlgKlV2vvc6IbUE5T3gaZFOJ9G9BuwVJcePUBNaUGKF4v7ayf9KBprYUShu16Avq5/1UrNjDjM5cuhfkgUWatKguFQgwYMCAnl5Un7E7g7vPyNfOFh4FHjs4piYvDqx07OHVVxoxBw6VLc3Rekn25/7eZEEJIviB99xmBtXtqbHc+sBQm9avqcEXkRzDGsHr4aZxazZMS7j/9/moCaycz1OtaJtfvLAHA/Vcp2H02AU/ep/K275nvAgcb7V9pGAPmXQM2PdHcp1YhYFlzwFFTIjNpKjCsHT4miuF95wtiAgIgEAqhlMlUXWa1aQUve90kFciMlLgvuLejucZ257LdseY092cnFAqxYsUKCIW5/2evS3rQy/GgCQBWWltzysMiI2GSi3vfSOZR4EQIIUQrxhhC2gyH5B7/4aa280fBanAnHa+KZFZyvAQ3D7zGmhFnIP3+sKHvFK/mgiV3+uk0BbM2X0Jl6Ps/7ansji0pBDNjzV/wo8TAwBPAIy2XqeIMrGkNOJhq6BAeDKycC4QG4FxwFNpef4PU5GQYmZuj/rDhcCpREkPq1kaNorl3HhOfG+sqIzn6HW/be4uFePXyNRDIrS9atCjGjRung9XlPimTIk4ZpyqPsB6R43MqvgmyAaBs374UNOUjFDgRQgjhYIxBcusJUm4+BvSEiF20Ua2PQcnCsOzdDmYdm0HPypznKiS3fXkZgZ2zruLWoTda++npC9HvryZoO6pangiYpDKGiSsiEJ2gQEik5kBvUk8bNPY2hYH+1zXLFMCVL8CYs0CSFChkAQQlaJ5rVDVgXI20fUsaKZXA9P5gjOHP558x9cF7MMZgW7gwGg4fAVMb21xP/PC91KRwXPmniMb29wll8CpQfWOXqanpLxM0AcDauLU6nU8hk2GpiLt3qumaNTpdA8keCpwIIYQASMvy9NGxfob9bOcNh9XQrjpYEfkRUokcw8uuQai/5mxzAGDjbIY1b4bBxCJzabp1QaFgaDE6UGP7gqH2KFvEEKbGAk6QlyIDWu0CPsZx+2sKmh4NBGwzkwU/MR4Y2wUA8DAqAVMevAcYQ7G69VC9Rw/oGYiwsXdP6OWBR9oCn2zGq9MjM9X3VXwVtbqiRYtizJgxP3lVeZsSStXrQvqFcny+GzO42UctPDygJ8rdpCEkayhwIoQQgsQD5xAx9H8Z9vMKuQyBAf3TkVetH3cOR5fe5W3zbl0MLQZVQjWf4nniztL3PofK0E/DY3l+LSzQv62VqvwmClh1HzjG/xQah4UhkJAKDKwMTKsDCDPx1gNiYvDl00cEnz6AM7W7wUUcjxATS1Q2KASRqSmK128AgUCATX16QZgHfpahL/dlKmiSKIxxNqSjqjxlyhQ4ODjAyOjXOx4gVsH9xUIHs4wzhGaXNJ57GNjAT59yfE7yc9G/foQQ8osLbjUUkvsv1OqFtpYw79oSxtXLQ8/RFkaVS+fC6khGooISsKTnETy/8oW3vd9fTVC/W1nYuuTNRyoDwmToM48/YNq/0BU2FkJVoPckDGi3N+NrVnQEWhYDBlfO4DG870nE6LP7a2rqoGgZLEWRCPkv2UO51m1UbZt698wTQRMAPDvWL8M+18JbIlZqDwsLC1SqVAldunTRwcryrm0J21SvjQXGOvllwruDB1Wvu167lid/gUG0o8CJEEJ+QbKAUETNWAHx6Rvqjfp6aXeW6B/1PO3NnSAs63MMQW+jeduLVXXGzGNdYOOctwImhYLh/msJzt5JxtVHYo39Lqx0g/Cb20MKZcZBU6/ywJz6QGYTASqUSrx4+ggfLp/GcWt3VT1TKvHsxHE8OXoENm5uaDl1OvQNvz7SuKTTb3ki45xCloILf2Wcwe9oYC8UKVIE88aMKfDnMmVEzuRYFbeKU1fBsIJO5k6JilK9Nndz08mc5OeiwIkQQn4hSrEEQY36QebPv4/E7c5OiIq487aR3COVyLFvwQ1EBsRDmiLH9X2vtPbfGzcRppZ58/Gr/vNDERCuOelD/7aW6NzEAkKhAOf8gX8fAI/D+PtOqAn0qQCY/8A2rdehofjjzLm0wjdBkzQlBTc2rEPg48cAgDrlSmPRbx1QyD7vZD6Tpybg/m4fJIRqTil/L6oBYlLtITJ1wLJl/4OI9tIAAPYmqkff1Yyq5fi8se/fc8qWnp45Pif5+ShwIoSQAo4xBvGZG4gYuQDK+CSN/VxOrKKgKY+JDIxHX/cVmerbYlBlDFzWDIbGBjm8qh9z86kYM9dGaWwf3tEK3lUsMPA4cPgwcD9E87VK2ALnevzYOlLlctw4shfbE9WDt7iQEFxeuQIJYWEwNDTE6tWr0bdv3x+bKIecXajpkKmvTgZ1hZylBUpL//gjp5eUb1wSX0KUgvsZHGQ5SCd312M/fMjxOUjOo8CJEEIKKCaVIeaPjYhbsVNjH6uxvWA1ohuE5qb0aF4eoVQyfHwShh0zr+DBqYy/bI3d0hb1upWFgSjvPoKVKlXi9y3qjxSO6WqNOhVNYGkmRLk1AiTzHxXGUd8D2Nou62v44/RZvA7jv3VVKDkOwjvXcODoOSQnJaFQoUI4dOgQvL29sz5RDkgIe4rbm2tnqm9AchHImQimpqZYvHhxDq8s/wiQBeB5KvcDNspqlM7+u3e8c2fV6xrTp+tkTvLzUeBECCEFUMrtpwhpq/kwR9NWdeG4eT4EeWCfBkm7K3j7yFss6LBfa796Xcug2+x6EAgAR08rGBjmj3/G+80PgySVceoOLHKFjUVasOexXPv4jT5AKTvA1SLzczLG8CwoGMFxcdj3QPMjbS2CX6NTagxqvgtEclIS6tevj3379sHBwSHzk+WQ1ORwXFmh+Tym750O7gSp0hgAsGjRopxaVr50Nvksp+xn4aezoOnLxYuQJX2922/i5KSTecnPlz/+i0sIISTTPpdrD0UY/yNRDv/OgFn7xhDo03/+84qooAT0cdMeOfRe2AidpmTujkNewRjD4StJWLmfm/a5YnFD/D3GEQAQJwEq8JxBOqkW0Lk0YG0M6P9AbK9QKtF/63atfVzE8RjWzheFCvUGABwcFIi1a9di9uzZMDDI/ccdI96dwOODmTsv7XV8RbxLKAsg7YfVv3//Xz4JxPekTKp63ca0Dez0dLdn7UCzZpxypeHDdTY3+bnoX05CCCkgFNFx+FzSh7fN4+lB6Lvk/m/QCdf9U+8xt/Ue3jYrB1M06l0eXWfUzVOH1GojVzAolcCVR2Is2vr10TwGINHSFCkmRkgtYgzvDUBEMv813g0HsnojTalU4uKbt9j74AHkCqXWvnOenIFnciyeV22Gw4ePYuTItPOP3NzcMH/+/KxNnEMSI15kKmg6HugHJbgBUpcuXVC5cuWcWlq+tDthN+T4uqfNy8BLp/Mz5dfPpM++ffRYdD5GgRMhhBQAyiQxb9DktPV3mLaqlwsrIhmRSuS8QdOqF4PhUSZ/BLmJYiW2nojDoSvqSUeYAEg1FCHKwRqpxl8DvxMfNV8vq0GTQqnEX+fO43WohrR7/xn25gYcJEnwrF4XWLYL+/bvR9++fSEWi+Hl5YXWrVtnftIcppCl4NbGGhrbxXITXI9oCYnClFNvYWFBj+fxWB7LvZtrLbTWaeDy6cwZTrlEp046m5v8fBQ4EUJIPsUUCiQdvYyIwXN5271CLkNgQP+ZzyuUSobnVz7j9JqHuLH/tVp7+YaeWHCpZy6sLGuUSobbz1Nw/5UEx65zA6b0O0uRTrZZumbb4sCKFpk/rPZ9eATWXLuG6CQNt63+Uzw+AhNfXoYBUwIrD0GuL8LUSZPw119/AQCaNGmCGjU0Bym6lBT5Cjc3aE+LfSKoOxSM+3e6Tp06aNSoEZxo34yap5KnanUNTBrodA1JwcE6nY/kLPoXlRBC8iHZxyAEVO+msb1I5HUdroZkRls9zY+BNe1XEaM38j9mmZdIpEq0GhOkVi810Eegl0uG4+1NgPE1gbL2gI0x4GL+f/bOOjyKq4vDb9yIECBAsODuFIpDcXcv1gLFKe5SikNxWkqBUqBI0eJS3N0dggTi7slmd74/8iHLzCZZkuxu4L7P06e559yZOQkr85t77jkpE0sxKhWH795j/527qNRqnfMymUkMu/UfhSICeXfaHsOgVhMCAwPp3Lklx44dA2Ds2LHMnDnTJPYCnVxWmLhIH51+/9icXAhooGWztrZm3rx5oj+TDsI14ZyMOall+8H5B2zNDdvf7HCfPu9+brBypUGvLUh7hHASCASCDIImIoqInf8ROGqBzjkuw77Fdez3BoxKoERstAqv+wHMaruNAK/wJOfmL5vd5EXTa38VPaZp39hLQEgWZ0JdnZDMdaufEtmgb3loVlj/vUsAvmHhjNu5K8k5RbNnZ7RlNJb/rNJ2rNwLllZcv36dtm3b8vLlSxwcHPjzzz/pYAIpU7Hhbzi1omiy8z4UTb1796Z8+fJYigIvSfJX2F9a455OPQ0umnyvaVdztM+e3aDXF6Q94l0nEAgEJo7qtR9vmg1E7e2vc07u/1ZjUzb5GzBB+hLsE0EP98XJzusxqy7NBlbCwdmwN3Kfwu2nsfy4MPG1p7YwxydXNq09S0q42sH61lA6FVu1nvoHMGP/gSTnDK5bhwr58mL++2y4elrbuWwHWCZWx7t37x4vX76kUKFC7Nq1i1KlSn16YGnEm9sbuLt/QLLz/vXqTng2c8oXL03X2i3JmTOnAaLL2ISrw9HwviBDSeuSuFi4GDyOR1u3ao0Lt25t8BgEaYsQTgKBQGBiSAkJBE5YSuylWyT4BKIJ0b1i4TywM1mmDRRVmozM8Q23Obr2JndOvkx27paQ0WRyMX3BFBCSwMZD4ez9/z6mOBsrXnskfdO+ogk0L5K668YlJPDDBt1Nm8c3aUSR7Nnfv+b7NJZPGvYz2L0vntC9e3fi4uJo3749Li4uqQswDTj9a0liwnS/VsLiXTjp1xKvMlaElrZg6dcDKZ+1kAEjzNj8Gf6n1ri+Q32Dx5AQG8uVDxoQ1zCRio2C1CGEk0AgEJgQwbNXE7Lwr2Tn5Tm/EevC+QwQkUAXAV5hrOh/gKsHnuqck7toFhr2LU+LIZWxsjb+XpqUIEkS249H8NuO0He2OGvdoqmwK8z6Biq5QxIZe4rExMdz+N59br95Q3RcPGqNhoBIeYU+gLYVytOiTOn3gik2BtYtkk8c8hN+bnn5sUsXlixZ8q6RbZ8P9poYC0mSODLHMck5+1935n6NTMRVTOzJdKDRTByt7AwR3mfBhjDt/l317Q0vmuLCw1nm7KxlK9ZF955UQcZBCCeBQCAwASSNhpdl2+lsXAvg3L8jWSb3x8za+M05v1SeXvPhv3W32Lf8SpLzStTIw7wzvQwTVBrTYIgXb9vOJFhaEJrZkTBXJ6051fMkpuLp05xWkiT237lLSFQUb0LDeOibdAnxtwyvX4+yeXJrG9+8gKn95ZN/28Ol6zdoV7Eib968ISoqij179qQ8yHQiPjqQl1d/w/Pc3CTnzSrxPZrS7wX2lPLdhGjSgwhNBMGaYC1bSZuSBo/jY9EE4FLAsL2jBOmDEE4CgUBgZEIWbyB45ipFX95Lm7HMn0uk4hmZyJAYBpX+naA3EUnOm3WiOyWq58HSKmOsLr0lOlbDhTsx/LYjhGCnTEQ6Oejcx1QsC2xsk/LVJY1Gw5xDh3nsp3uP3oc42doSHhtLmVy5+LFBPcw/fu0H+SmLphmrWf3XegYNGkR8fDzFihVj3rx5KQsynfB/sp8b2zslO88zohibqmn3W+tVuCENclVMr9A+S9aGrdUaD3QZaPAYQp89k9lGJCQozBRkRIRwEggEAiMSMGYh4X/KK4blu/cvlm6uRohI8DF+L0L5Pv8ynf4WQyvTbVotMmXOeCsDbwJUdJ+aWC1PbW5OSBYn2erSh/QpD5NqprzfEsDoHTuT7bdUMV9e6hcvTrEc2ZN/SDC2p/Y4b0Hieo1i6NSfWbUq8QFE69at+euvv3By0v27pCfBr85w5e8mKZp72Ls91+tk1rKdbvaLeFiiJ+djzmuNy9qUxcrM8Kvzqwtp70UbqdGIf8vPCCGcBAKBwEjEXrkrE012NSuQ4+95mCdTtUyQvgS+Due3QQe5tOexor/voobU7V4apyz2Bo4sbQiPUtN69BskQGVliU/ubCQkkQLarRT0rwR55RlIWtz08iIsJobXIaEcvS9v8guQw9mJ76tXx8rCAncXF6wt9Vid271ee+zqhm+/ybRp04aLFy9iZmbGzz//zPjx4zE31yOPMI2Ii/Lj5NKCKZ7/j2UbHjfSfkByrMk8caOtB3FSHDsidhCgDtCyV7OrZvBYri9dqjVu/Oef4t/yM0MIJ4FAIDACETuO4t9/upbNfe8K7L4uY6SIvmwkSeLJVR8Wdt/N60dBOuc5ZbXnz1dDsbHLuPvMJuyKYcdDM2KL5k1y3ua2UDlX8vuYNBoNgVFRjNm+M9lr/9qtC/apadi6b5P2eN567MLCCA4OxsXFhU2bNtGkScpWetKSoBcnub6tPZqE2BTN96g9H7/81Xl8bZ2W/UzzhekQ3edLQEIAmyI2yex9nftibWb4xsCX52rvYSvVq5fBYxCkL0I4CQQCgYGR1GqZaMo6Z7gQTQZGo5GY22kHD86/Jtg76b1LAA37lGfoH80NEFnac80Hhh6UeB1hBthBEgtlbYtB08JQLU/y5/UMCGT6vv0piuGXDu0+TTTFx8GWlXD64DuTJEkwex1mgLOzM//++y+WlpYUKmT4kt3n11Ynwu9WsvN8Y3JxKfAbfv31Nx6EvmLi2cVa/tPNfkmnCD9PJElSFE3NHZpjb26cleBIb+93P/e8c8coMQjSFyGcBAKBwIBoYuN4XkC770z2dTPJ1KyWjiME6YHPs2D6FlqR7LzGP1Sg20+1yZw9kwGiSnueBEP9d9WZlVOGzM0gvwsUcoV59SG5FlMBEZE89fcnRqVi/YWLinN6Vv0atSRRMW8enO3t5QUekiMmKnEvU7S8NHlsgpoB5+9TYet2hgwZAkCxYsX0O38qUKtiiAp6xLPz8/B/lHzFvnCVCyd9mzN8xCh6FirEqEuruBTwUGvOgsr9REqXniwN1U6Ly2aRjU6OnbAwM05hli21tD/Ds5lAk2VB2iOEk0AgEBiI+IfP8arZQ2YXoslwPLr0hpFfr9Xpd8nuQNMBFek8uRbm+jYlMiFeh0P1P5Oes6pBAvWLWWKRgq1AQZGRbL1yjcsvXuicY0Zir6X6xYthl5p0PEmCIe0UXa8iY2h37CZXA8PZPHo07du3J2fOpJvyphXx0YGcWOKR4vmRKkeO+bYGzBg6dCiFChVi7aNDMtHULE8VqrgZTvh9DsRL8VrjPJZ5aOvY1kjRwLmpU3l95ozRri8wHEI4CQQCgYFQEk35Xx41QiRfHq/uBzC6+jqiQpX3oKx7PYysuYxTgS2tCI+DFVdg0x0Ij1eek+O1P72rWfNDa2fMzJK/BXjs58esA4dSdP0/e/dMflJy+L6GScqNak+45qfj7m0EBoXj6urK1q1bDSaagBSLpjfR+bgbWolYtQMARYsW5azZc0Yf2URovPYK2oLK/YRo+gRiNdrv49aZWhsnEMDz4EEuTNdOvf4xJsZI0QjSGyGcBAKBIJ1J8AnAf+hsLZtFjqzkOrgSc/tk8qIEqaaN7SxUcWpFX8/Z39ByWOUMWexBI8HQQ7BXufCfFtl8g2iQW83oSVlwdU46lSkyNpY1Z89zw8sryXlfeeSjeM4cONraUiZ37iTnJkuAL4zvpeiSVh1g8ZIljB49GrVaTbly5di1axceHh6pu2YKiAl/jd/DXTw6Nj5F84/5tCIyQbv04A6PF0hPXsrmHmg4A0frjFmV0ZQoYlUEczPDV1CExMblO5s21bK1+OcfLG3F5/rnihBOAoFAkE4k+AfzsmQrRZ/HHXnvJkHaERej4reBB/lvnfKm/bFb21KzY0kDR5V2HHoKP6SgJoNrQCiZg8M5tiJPkntongcGsv7CRZ4H6q4oCNCkVEmalS5FprS+MdQlmpZup/d33/HXX38B8O233/L7779jb5++gkPSqDkyN5na6x9wNbAmb2I8+Hgf2ZPq1kgW8r97PffyQjSlgmtx14wdAgBXFizQGne/do3sFSoYKRqBIRDCSSAQCNIYdVgEgeMWEbldOQ0vz8W/DRzRl0VsVDztM81V9A1b24L6vcpm2I34kgSDD8K+J7rn2EdEkzk4HJvYeMyA47/qLjseq1LRf6O8MtnHjGnUkBLuaZwWFxsD+zfDwX/kvsHToNzXmAGlS5fGwsKCRYsWMXjw4HT/t4sMfMi5PyolO6/huAjCw8MZP16+GuVfyAK/IvJVzE11xpPdLjPWFuL261ORJInbcbffjWMk46XFnR47VmssRNPnj3jnCgQCQSpQvfQm/O/9xF27h2XuHKieeRF76bbiXOc+7XAZ0hVLdzcDR/lloE7Q8PiKN6OrKVdF2B45FlsHw/d2SQ1+kTD6Pzglz/TSIv9jL8wlSctWs5wdP/XLluRxSYmmqgUL0LFSRTKnx+rO+iVa5cW1WH2IuLg43raAHjFiBI0bN6ZkyfRdIXx+aQmPj09M0dyqvc+yYMECnj9/LvM9qWFNrNP71LGfK/akRvZSWJobp9rb50SUJorVYau1bE0dmuqYnb5o1Nrpv0PCwowSh8CwCOEkEAgEn4hPj/FEHzyb7Dy7Ol/hvk00tkwvQvwimdHqHx5deqPoz2iFHxI0sPgSrL0BUaqk57q/8sUuRrsSxPyhblQslnQq3ZUXL1lx4qTM3rZ8ORqULIGdVTru+bp7VadokpbtZN7cuWzcuJHz58/j6OiImZlZuoumcL87KRJNeSr0pWDNSQwfNVnRf6eJDfx/RaxRrkpMKt81TeP8kpEkSSaacljkwNbcOPuJ1n3wmrS0tcXGKeN8xgg+HSGcBAKB4BN4UaYtap+AJOc4dm5ClumDscgsvlDTg2uHnzG1se4Vkyy5HFntOQQr64zxpD9BA8svw6JLyc+1jFfh/tofK1XiU+8+LZ2pWsaO/O5Jr6i9CQ1l4q5/FX1re/XQv99SSgnyg7NH4NxRCPbX9lWqCS27E+nkSu8ePdm+fTsAmzZt4ocffkifeD7A98EObu1OuiJg/dGBWFja8urVK0XR1LBhQxaan3onmgAhmtKQBCmBFaHyvmvNMxmnIfXTf/8l+NGjd+NMqS2OIsgwCOEkEAgEehI4ZblMNLkM6Yr9N1WwyJYZzMywKpAbM0vxEZvWhPhGMrvDdu6f1V3xzd7JhuF/taRqa9Mv83zHH+aegzOvkp7nHBJB5sAwLDQaLfuiH90oW0T3E/egyEhOP3nKvzeVi2S85fdvu6aPaNJoYOL3EOCj7B84GSpU58mTJ7Rp+DX37t3DysqKZcuW0a9fv7SP5/9Eh3jifXcLoW8uE/T8P53zwqX8PKEz/w4doXPOwoUL8VGFIp06/c629ZuUpfwJUoaSaBqWeZgRIklkd+vWWuMO/+l+DQk+L8S3ukAgEOhB+IY9hP22VcuW5+ImrAvmMVJEXwZxMSoGllyJ3/NQnXOqtStG/2WNcc3paLjAPgG1BppvhvuBSc+zSFDj5hOIXXScVq22Rl87UK6IDXUq2GNjLS/DfNPrNddfveL04yQqSPyfSc2aUMgtHfbc+b2BFT+BdxKKcMAkqFCd/fv3061bN8LCwsiZMyc7duygatWqaR8TEBP6ktO/JZ/2FxCbg8uBdUiQrAHlFFA3Nzd+HD+Kxv9NQi1pC1p3+yxpEa4AuB93X2YzpmhSfdSjqcfNmzjny2ekaASGRggngUAgSCHhm/YTMGK+li3/y6OiF1M6ER0ex6BSK1EnaAj2idQ5b+6ZnpSsobtynLFJ0ECn7aCWwNIcrngnPd8iQU2uV77v0vDeMq6HK/UrO2BuboYkSUiShOb/K1CR8fHsun6DE4+Sb+rkYm9H18qVqZzf41N/paTxfglTdKTYtegGVeqCmzuYm7NhwwZ69uyJJElUq1aN7du3p1tTW7UqOkWiKSQuC+cDGvC2tLilpSVmZmaoVO83nPXp04fg7NDi6BTZ8RPLiRS9tOLv8L8JVGs/YTCmaAJ4smOH1titbFkjRSIwBkI4CQQCQQpQB4USMGyOli3rnOFCNKUjHZ3n6fQ17FOeoX8YZ3+DPqy6DjPPJD/PNTQCpwB5Kh5Al4ZOfNfCGYv/9wM69/QZf5xJvijJh9QuUpjmZcqQzTGTXsfpjUajLJoyZ4UpK8BRuzdSgwYNyJkzJ61bt2bRokVYW6dt1cPYCG98H+wk3PcmPve2JDv/cXgpHoS9Lyndq1cvKleu/G4sSRJ3Q14w8PwyUBDAnQvUoWEuUZI6teja02SsCnofov5AQOdv0sSIkQiMgRBOAoFAkARSvArPXN/I7LmPr8WmdGEjRPR5o9FIzG6/jQu7Hin685fNzpLrfTE3N70+TJIEf94Er3B4FATndG/DAsBClUC+596YSXJfucI2FM9vQ9/WLlr2w/fusfny1RTF0792TQpmy0Y2RwOlLiaooH8LbVvNxtB9CHxQijsgIIBs2RLLpOfIkYNbt26RNWvWNAtDkjS8uraKh0dHpWi+SmPFq6hCeEUVIEyVmGJXvXp1unXrpjXvhPdNplxfr3iOGtlLMvur71MXuOAdSqKpi2MX3CyN18ohyt+f37Jn17Llb2p8IScwLEI4CQQCgQ4kSVIUTYAQTelAbLSKYeVX8eZxsMy3O34CllamWx3vth+0SGZBwz4yhuzeAe+Eki7pt312LlydtX/Xay9fsuz4SdncfK6uWFtaIiHx1D+AukWL0LZCeRxt03klVJIgOhIO74ADSfziPYZpVZrbtWsXPXv2ZOXKlXTtmpjSllaiKSE+Er+Hu7m7v3+Kj/nPpzVRCdpVL+fNm0emTNorc4GxYTpF01+1RlPAKX3SC79EzkbLV1P7OvfF3jwd+omlELVKJRNNAJkLi++BLw0hnAQCgeADNNGxhCxaT9ytR8ScuCzzu07sR+Yfuxshss+T2GgVD8558fy2H2tHKVemmn++t0mKptgEeB4CSVREf0fuFz7YxCWm+DjYmhEVm6iemlZzwMXRAlWCRNNqmcjtZvkuJe8tLwKDFEXTuCaNKJYjR6p/D70J8oMZwyAiNOl5qw+9+1GtVjN16lRmzpwJwN9//02XLl0wS4NKfikt+PAx/3p150P5WqdOHdq0aYPVRz2sNJKGNv/9JDt+eKm2tMlXPU1+B0EioepQrsVd07IZe0+T0koTgGuxYuRv1MgIEQmMiRBOAoFAAEiqBN60GETcNXkFp7cU8D8tbpI+EUmS8HseSnR4HH+OOYbv81Bc3Ox5cP61zmO2hIwmk4tp7SF7FQYrrsCWe0nPy/E6AHONBtuY9xXx1k7OSb4cljpfQxGxsXiHRXLk/n0y2dhghhmvQoK5+0Z7M42TnS2dv6pkHNEUHQljk+55RI2G0HP4u2FISAjdunXj4MHEprfDhw9n3rx5qXovSZLE4xOTeHFpid7HXg6sjU+MdhW0JUuWyATTWz4WTV0K1GVgiRaKcwWfjkpS8Vf4X1q2ro7GLbShUasVRdNIjUZ8F3yhCOEkEAi+WOIeeBIwbA6qp6/QRETpnGee1YV817eLL0o90WgkPG/68mPF1Yp+n6fylDyAwpVyMu1AF5MSTSkt8pDNJwincO3XUrtvHBnUPrNsriRJHLn/gP237xAeG5uiONpXrEDzMqVTNDfNSFCBWg3H98COtXJ/sbLQ80fImkMrLQ/gzp07tGnThmfPnmFnZ8fq1avfpejpS9DLU1zd1Ezv464HVcMrupDMXqRIEZo1a0bhJNKtLvk/IDgu4t3Y2txSiKZ04lT0Ka1xPft6ZLPMZqRoEjnx448y2yhJYVOi4ItBCCeBQPBFIanV+PaaRPSh5KuS5b32D5Y5s2FmJT4qU0psVDwHfrvG2tH6NYQsXScfRSq7U7NTSQpVMJ39Iue9oMvOpOdYxcXjEhKBY1iU1r6l6mXsKFnAho71HTl6/wF333ij1miwtU5c2bj64qVesXzlkc+wokkVDwNaJj1n1X6twg8f4uPjQ9WqVYmKisLDw4Ndu3ZRrlw5vcOQJIkjc/QvcOEdnZcrQbUAea+r+fPn4+DgoHhclCqWxocnKPqONpmjaBeknnvx75dxncydKGVTyojRJHJj+XKtsRBNAnE3IBAIvig8c9RJ0m/3TRVybpwjxFIyeD0I4O+pp8icIxOnNt0lf7kc3Dr2PNnjPEq7kT2/C05Z7ek15xssrS2wc7QxmSp5kgQXXsN1H5h/Qfc8h4hosgSEyHotQaJg+rl/4pPyw/fu8d1fKauC95ZKHvmwNDendpEimJmBuZkZ+bNmxcrCgPu8Ht2G+WN0+6vWgy4DdIomgJw5czJkyBCuXbvG5s2byZJFv6aw4X63ubC2ml7HAOzx6oaEclzTpk3DTUfD3wSNmtZHpxGmUl59Hle2M+ZmchEmSD0BCQFa4w6OHYwUyXsebdumNR4UmEzHasEXgbgzEAgEXwyxNx4o2rOv/ZlMLeoYNpgMiv+rML7Lt1RmT0o05S+bnWaDKtGoT3mTTXdUqeG3a/BLEmIJIN/T11iq5b2WAA4szo2t9fsb68vPX6S4dPj89m0NVzZcF/euwaKJuv0FikFoEHw/GoqWUZwSGBiISqV618R2xowZAFjoIfpiI7w5tbxIyuMGijVYwKajIXh5yWvAFypUiP79+2Nvr1yVzSc6mE3PjrP75Xmd519TcwRFnHPrFZMgZWgkDZsitCusZDJP535jKWBvx45aY1tXVyNFIjAlhHASCASfPerwSOKu3MOns3ZflwKvj2Fmk7YNNz9XHl/xZkarrQT7RKZofsUmheizsAF5iqVdf570wC8SKq9Jfl5OL3/so+X7kHo2c6ZnM+2mrq9DQpi0e4/ieYbXr0fuzC7vBKSNpRUOpvAavH0Zlk5R9pWpDEN+ku1f+pjr16/Ttm1bcuTIwalTp7CxsdFLMEWHPOf6tvZEBSn38PoQK1tXSrdYhWu+Wphb2jFo0CDFeUOHDqVYsWI6zxMUG07H4zMUfXVzluWnCj1MVux/DrxQveDfyH+1bK0ztTZOMB/gfUH7CUrLHTvE60AACOEkEAg+YxICQvBuPhCVp7xyW44Ns4VoSoYTf9/hl293Jzmny9RalKufnxwFMuPgbIOltYVJlg7/GEmCmWfhj+u652QODMUhMuZdGfG3mJvB4hHZKVXQRnZMfIJaUTR1q1KZBiWKpzruNOf5I7h8Eo7ukvusbRIFU/FyyZ5mw4YN9OvXj9jYWKysrPD19SVfvnzJHhcT+pJwv1vc2dcPdXzKRHmDsaGYmyfevnh7ezNjhrzRbd68eRkzZgzm5kmn1rX+b5qi/VSzBSItL53xS/CTiSaAfFbJv27Sk7AXL9hUTTtFtEjbtkaKRmBqCOEkEAg+S3x6jCf6oO4CEPYN9d878SXR3OznJP2dJ9ek20+1M9xTWI0ErbfCLT9lv01MHNl9AhX3LlUsZsvE3llwcZQLQ10NagEmNm1C4ezK+2qMRnxcYoW8Y/IbVwZOhgrVU3QalUrFqFGjWLo0MX2zadOm/P3337i4uCR5XIjXOS5vTHkPnEzZSlKpy15sHNyIjo5m1KihOueuWLEiRa/LnqfmaY2LOOfm12qDsbEQD1TSm3gpni0R2o2THc0d+c75OyNF9J4/8ufXGrc/fNhIkQhMESGcBALBZ0f8My9F0WRdpggug7vg2Ka+EaLKGGyccpItP8vrbttlsiYmMp4fljai6YBKWFhmvKfx9wKgqY5mtS5BYbgGhvHx7XZWFwv6t3Xhm0rKFdg0ksR369Yr+vJnzcLUFs1TEXE6MrCVsr1m4xSLJj8/Pzp27Mjp06cBmDJlClOnTk1ylSchPpJjv+jXf6pm/zvYZ87PoUOH2LNHOQXyLcuWLUtWNEWoYmh6WL6Xa03NEXrFJfg0gtXBbAjfoGWra1+XMjbK++YMyZ212uX2CzRrhkfDhkaKRmCKCOEkEAg+G0JXbSdoorwhpnP/jriO/R7zTMqbw79UosJiWTPyKNZ2Vhxbd4uYyHjFeQsvf0+Rr9wNHF3acNcfmm2GUm6JP3+MRYKa3C98sVTLV5i2znInm4vy1+SLwCB+2rcfSUd54hI5czKmsYnecC2ZLLd1GwTlq4FLyivf9e7dm9OnT+Po6MiGDRto1UqHGPs/Pve3c/vfXik+f6lmv5OzVCc0Ghg4cGCScwcOHEipUkmXr1ZpEvjmgHKlwG3fTEpxXILU8bFocjR3NAnRJEkSh7//XsvWdt8+I0UjMFWEcBIIBBkSSZKI2LgXdVgkCa/9iLv1iLir92TzXCf3J/PQbkaI0LRQqzVEhrwvbrB9zjl2/XIx2eN2xozH2jbjfVVceA2dd7wfK4mmAo9eyVaYapW3Y9J3WbG00PYkqNXEqFTEqlSM3q67sdP0Vi3Ia6rVtyQJ+jaR2xduAScXvU+3dOlSevTowdq1a5MswAAQF+WfrGiyc85HXJQf1ftcwT5zYrpUUFAQkycrCD2gbt26dOiQfNnqKFUs/c4u5lWUwosA2NfwZ5ytlVcUBelLfqv8tMyUTK8wAxFw65bWuO/z5NsrCL48Mt63oUAg+OKJOnQW3+7jk53n9vtUHNuKtLy/p51i80+n9Tpm3ethZM3llE4RpR//3IPkeu9m8Q/BOSRCJpqUVphOPX7Cn+d0l6l+i6u9PQs6tsfclPd8KYmm3/aAVcr29MTFxXHy5EkaNUrcm1SoUCHOnTuXfGqc/13Or/lapz9Phb4Ub7hQ6zySJDF79mxev5YXdpk7dy6OKSzdHh4fRbMjysKrX7GmdC8kPh8MSYg6RGtsKqJJrVKxvnx5LZuzh4dxghGYNEI4CQSCDIXfoBlE/pP0Zt3sa6aTqWVdA0Vk2rS0mIFGk3S3e5fsDkzd15nMOTORxd0xwxV8eEv3XXD6lbLPzTuQTBHRADLBNL5nFhpUeb/iEKdS8fO+A7wODU32mgPr1KZyfo9PC9hQ3LminJ738x8pFk3e3t60a9eOS5cucfDgwXfiKbnXiiRJSYqmBqODMLd8X51QrVZz+PBh9imkSGXPnp0pU6ak6PUZpYrlh3NLeBkprwLydbZizKvcN8O+zjMqkiSxPvz9fkB7M9NJnT78nXZRivJDhhgpEoGpkyrhFBsbi62tbVrFIhAIBEkSufekomjKvno6aDRYFfXAMpcbFs5GbiRqAsRGq2jvMEdmL1E9Dw6ZbUmIV6NWaRi7tS3O2TJ2mlJEHJRaqezL6eWHfXSczO5gZ0bdig4Mau+CjbV2MYOpe/bhGx6ueL6yeXLjGxZOtYIFaF6mNBbJlLs2KjFRsGwaPL4j963aD+YpKxt/9uxZ2rdvj5+fX7LV8gDio4N4ffNPnpyapnOOY/ayVPvunMw+depUgoODZfZWrVq9E2vJ8TLSj29PzpXZiznnYUnVAdhbivsWY7AmTLthWhFr/ZocpxfxkZHc37hRy1Z1io6eZoIvHr2Fk0ajYebMmaxcuRI/Pz8eP35MgQIFmDx5Mh4eHnz/0ca65FixYgXz58/H19eXsmXLsmzZMipXrqxzfmhoKBMnTmTnzp0EBweTL18+Fi9eTNOmTfX9VQQCQQYiYvsR/Adol8jOffJPbEoWMlJEpseLO378WGkNCfHyQgcA67yGkTV3xku/S46a6+S23C98ZP2X3rJuak7yZrdS9AVFRimKpnnt2uDmlIH+dhoNDGmn7FuxO0WiSZIkfvvtN4YNG0ZCQgKlS5dm165dFCxYUHG+WhXNfwtSVna9au/3lRs1Gg3z58/n5cuXinMXLlyY4oe0e15eYP6dbTK7u30W/qg5PEXnEKQ9r1SviJKi3o0zmWWitn1tI0b0ngd//601HhIaio2zs47Zgi8dvYXTjBkz+Ouvv5g3bx59+/Z9Zy9VqhSLFy/WSzht3bqVESNGsHLlSqpUqcLixYtp1KgRjx49ws1N/uEbHx9PgwYNcHNzY/v27eTKlYuXL1+m6AmYQCDImCT4BPCyjLz5YLaFo4Vo+j/qBA0z2/7D5b1PdM5Z83zIZyeaXoUpi6Z8T19jqdbI7EtGuFG6kPINeIxKxdbLVzn5+LGWfV3vnmkRquF48Rhm6Ohx1KIbtOqeotPExMQwcOBA1q1bB0CnTp1Ys2YNDg7aq5NxkX6cWVkGMwsrEmJDU3TuhuMi3qXJJVVifMGCBdjbpzydS0k0NcxVkUnluoq0PCPyMO4hh6O1MwW+df7WSNHIOdq//7ufC7VuLUSTIEn0Fk7r169n1apV1KtXj/4fvNjKli3Lw4cP9TrXwoUL6du3L7179wZg5cqV7N+/n7Vr1zJu3DjZ/LVr1xIcHMz58+exskp8WughNu8JBJ8d8c9e4d1qKGq/IEV/rkMrsa1Y0sBRmRaSJHFo1XVC/aL4e+opnfOqtS3GhB3JVx7LSNwPgBVXYJ+CTsz/2Avzj0qET+mTlToVlG/AAyIiOHLvAUcfPJD5CmTLmibxGoTXz2HaAN3+RVvA0SXFp9uzZw/r1q3D3NycuXPnMnLkSJn4eHJqOp7n/99EVnlxT0a9ET6YmZkhSRKDBg3SOW/27Nl6iSZAJpqa5anMuLKd9TqHIO35WDQ1sm+EjZmNjtmG5em/2g2gq/+cdONvgUBv4fTmzRsKFZI/5dVoNKhUKfzkJHH16Nq1a4wf/74ylrm5OfXr1+fChQuKx+zZs4eqVasyaNAg/v33X7Jly0bXrl0ZO3YsFhbKaQdxcXHExb3Pbw/XkbcuEAhMA0mjwetr3eXD3VZN/aJF04PzXoyuvi7JOeP+aUeVVkWxsk7ZHpaMwDkv6Kq7CjgAHk9fa4mmDdNykstNOSUPwDMgkOn79iv6GhQvTrevdaeNmxQRYbpFU56CMH4hWOt3o9qxY0euXLlC48aNqV//feW5uEhfbu7qTuhr5e9pJdxLd6NQjQnYueTjxYsXrFv3C/7+yqXBf/nlF+zs7FJ8bpUmgTZHfyJMFaVlX11jOEVd8qT4PIL0YUmIdl+91plak88qn5Giec/L//5jW4MGMnu2ZHqBCQR6C6cSJUpw5swZ8uXTfuFv376d8h+VckyKwMBA1Go12bNn17Jnz55d58qVp6cnx48fp1u3bhw4cICnT58ycOBAVCoVU6dOVTxm9uzZ/PTTTymOSyAQGBfP7Mp576IfE0xtuplrB5/q9LvmzMTCK99nyDLiH6PWwG1/uOYNP59Jeq5NTBy5XyVWT8uVzZIWNTPRsb7uv0GCRsPvp05z5YV8T022TJmY0KwJmfVc7TAafRor23sNh+oNIYUpapIk8ccff9C+fXtcXV0xMzNjwYIFACTEheNzfxv3Dw3TK7RG4yPf/RwYGMjIJJrYzp49G2c9UqQCY8Pod3YxAbFhin4hmoxPpCZSZjMF0QQoiqa2Bw4YIRJBRkNv4TRlyhR69uzJmzdv0Gg07Ny5k0ePHrF+/XrF8qFpiUajwc3NjVWrVmFhYUHFihV58+YN8+fP1ymcxo8fz4gRI96Nw8PDyZNHfKAKBKbI6yb9ZbYC/qe/+P0JkiTRwnyGTv+EnR3I7uFMwfI5DRhV+hCtgq/XQJi8EJ4M5+BwMgeFY6HR0LiqA31bu5DZUfcqW3R8PD9u+Yd4tbx4Ru0ihWlepjTZUtgfyCTYsVZuy+UBP+koMaiD6Oho+vTpw+bNm9m1axf79+/H/P/VAmMjvDm1POXVzwrVmkwWj7q45NJerZuSRJUyfVeZANr8p/uB6JHGs/U6lyB9+LiK3mCXwUaKRJsYhaqNXc+fx71qVSNEI8ho6C2cWrVqxd69e5k+fToODg5MmTKFChUqsHfvXhooKHhdZM2aFQsLC/z8tHss+Pn5kSNHDsVjcubMiZWVlVZaXvHixfH19SU+Ph5ra3k/ChsbG2xsTCOXViAQyJE0GgInLCF8jTwPq4DfqS9eNAGMqCK/QZ51vDtl6noYPph0IiIOhh+Bo55Jz8vp5Y99dKyW7diKPDpfJ/EJanbfuEl0fLys8MNbWpcrS+vy5T4lbMOjigcfL9izEW5+lC7XuCO0663X6Tw9PWnTpg23b9/GwsKCpk2bvvtbSpKUYtFUuvkfuJfuIrOHhYVppeS/pWvXrlSrVu2dQEspfjEhtD8m34dSO0cZplfsgbmZCZeH/4LwjNd+I9eyq4WFmWmkDp8aPVprPEpKus+dQPAhn9THqWbNmhw9ejRVF7a2tqZixYocO3aM1q1bA4krSseOHWPwYOWnEtWrV2fTpk1oNJp3H7aPHz8mZ86ciqJJIBCYPrpEU747uzAz5R456YgkSYQFRPPrwAOc3yFPXf7j6SByFnQ1QmTpQ2yC7j5MNjFxWMercA6J0Cov7pbZgrZ1HWUpeQlqNTEqFUM2b032uvmzZuHH+vVw1nO1wyjEx8HAVrr9i/+BTPqlaB45coTOnTsTEhKCm5sb//zzD7VrJ6bKSho1R+YmnzqXu1wvitWfj4WV9t8wPDxcscgTwK+//qpXnJD4nvjn+WmW3/9X5jvd7BfxgMWEkCSJvVF7tWzlbMoZJ5iPuLpwIXfXvn8QVbxrVyNGI8iI6C2cChQowJUrV8iSJYuWPTQ0lAoVKuDpmczjwg8YMWIEPXv2pFKlSlSuXJnFixcTFRX1rspejx49yJUrF7NnJy67DxgwgOXLlzNs2DCGDBnCkydPmDVrFkOH6ii9KhAITJYEvyBelmqt6Mv/8ijm9l9Wk0qNRmJ8nfXcO/MqyXk7Y8ZjbZuq3uUmRbwaiq6Q263iVOR94aNls7c146+p7mRxlj+5Pvf0GX+cOZuia+bJnJmfW7f8pHgNgloN0wdB5myABHevJj1/+Cy9RJMkScybN48JEyag0WioXLkyO3bsIHfu3ADERwdwYkl+ncc75ajA172UV4MlSWLx4sU8eaJcGn/hwoUpjhMSiz+sfLCff54rV47c23C6EE0mRowUozVu5tDMJP6NXh47xsmRI7VsVSZMMFI0goyK3t++L168QK2QHx4XF8ebN2/0OlenTp0ICAhgypQp+Pr6Uq5cOQ4dOvSuYMSrV6+0lvHz5MnD4cOHGT58OGXKlCFXrlwMGzaMsWPH6vtrCAQCIxL/5CVe1eR9PPLd3Y1l9iwKR3zeRIbG0jnz/GTnrbj7w2cjmmaegVXXlX35H3vR8Cs7WndI/C7IkcUSl0zmmJtr33xpNBpuer1m6fETSV7L1sqKcnlyU794cXI6O+NgY8IZCvevw8L/38y9eaF7XumvwMICug8FZ/1WH8PDw1m5ciUajYbvv/+e5cuXY2triyYhjqPzk37/1R70CFunXIo+tVrNkCFDFH2dO3emVq1aesXpHRVEpxMzFX3DSramfX79zidIf9SSmj/C/tCyFbI2jX572z6oDgnQ7fJlspb8ciu0Cj4NM0lKWXLn2wZ1rVu35q+//tKqfqNWqzl27BhHjx7l0aNH6RNpGhEeHo6zszNhYWE4ZaQu8ALBZ4AUr+JFiZZowuTVlnId/h3bCiWMEJVxuXX8ORPrbVT05S+bHaes9kw/1BULy88nbbHtP3DNR9lX4NErDi/Jg7WV/An1m9BQLj9/wZuQUO77+BAdH6/zGkWyu2FracWIhvV1zjE5YqNhsLzZsxYFi8P4Ram+1I0bN7h8+TL9+vVDkxDDfwvkTec/pt4Ibyxt5N+bGo2GefPm8eqVfLW0Zs2adOki3/uUHDX3jVC0Z7VxYn6VfhRyctf7nIL0JVoTLRNNlW0rU9XONIouLPhg1avFP/9QtMPn1d9O8Onoow1S/Ojy7T4kMzMzevbU7qRuZWWFh4cHv/zyi/7RCgSCL4KQhesJnv2HzO78Qweyzvjy0m19n4cwrclmXj+SN/ndo54kW13J6HhHQFWFInBvcYiIppVrFFMW5ZaJJo0k8d269Sm6zpy2rcmhR1lrk2HDMjil0FNq4ZbE/zs4Jq4wfSL79+8nKCiIHj16AFC+fHnKly/P45NTeX4h+e/uyt8eURRNMTExjPwo/ektS5cuxdJSvxXSPS8vyBrZvmV7vclkt8us1/kEhkFppQkwGdHke+2a1liIJsGnkuJPNI1GA0D+/Pm5cuUKWbNmoI7qAoHAaEgJCbxpOYS4K3dlPpfBXcgyVXdvl8+VCfU2cPv4C5ndo7Qby2//YPiA0pHkGtfmf+KFuUbit7HZKZovm5bv9us3rDt3nuDo6CSv4WJnR9cqlamc3yMNIjYCSr2YKtaAAZNSfWqNRsOMGTOYNm0aVlZWlC1blrJly/Lo2AReXF6a7PHW9lmp/O1RHLIUlvmCgoKYPHmyzF6uXDl69+6tt2jyiwlRFE3DSrahff6aep1LYDg84z1lxSAAhmXWr+9XerKxUiVjhyD4TNA7Wf758+fpEYdAIPiMCP11C0FTFXb8/x/bKmXItU+3/3Pm3I4HiqJp3tlelKj+efSYi1bB0AMSR1/oXjWzjo3HzSeIhhXtGN8ri2zzeK8//9J5bMdKFcnm6EjBbFlxdXBIs7iNgpJoqtUE2n+f6lOHhYXRo0ePd6n2nVp+jdeeavgeSNlqZoMxwZhbKO8He/36NbNmzZLZlyxZgpWVlV5xSpJErf3Kq1aHG8/G3lK0FDFVXqpeykSTo7kjvZx6GScgBQ721i7R3/7IESNFIvgc+KRdxlFRUZw6dYpXr14R/1GOuahwJxB82ag8XycpmvJe3oJVfuXN5Z8rT6/5cPPYc05suM3LuwFavg7jq9N2VFUcXTNASexkkCQ49jiB7w9ZAgo355KEU2gkWQNCmPZ9VmpXyPmRW+JZQCCrdVTHszQ3Z1WPbzE3gQpdn4xaDRf+g7+WKP6JWLYD7FIvBh88eEDr1q15/PgxVpYwpJU1DStcQ/mi2tQfHYiFpbyqZWxsrFZD+Y/Rp8y4JElsenaclQ8V0hOBZnmqMK5spxSfT2Acdkfu1hoXsipEU4emJlFFDxJfZ/fWrdOyeejRc1Qg+Bi9hdONGzdo2rQp0dHRREVF4erqSmBgIPb29ri5uQnhJBB8wajDInhVRXkjuGOnxrhO+gHLHF9Omq//y1C+81im0//rvf7kLZFNpz+joNFI3Hoax3f7zQk2V16hcPMJZFANS3o2c8bMzFHLJ0kSk//dy+uQEMVjf2rZgryumU3mZuyT+bEjRIa/H39cmmnFbrBJXRn+4FdnWTyhPgu2xRETD1mdzZjczYaiuZPfH/V1z1M4u1dU9OlaYQJo2bIljRsrrJzpYL/XZebc2qLT3zZfdYaVapPi8wkMj1IhiDaZ2pDXKq+RIlImLixMazzko7FAoC96C6fhw4fTokULVq5cibOzMxcvXsTKyopvv/2WYcNMJ59VIBAYFnVgCC+Ka/fGyb5qGpna1DNSRMZDFZdA+0xzUSdodM7pOfubDC2adj6A5VfgWQgkrmLYgkLhv96ZAunR2IkCueSC+drLlyw7fjLJ62TYYg8fo5SS9yFz1qVKNN0/9CNeN1YD8NJPQ0w8lM5vzsQutrhkSlpwVuq8lyz56yr6IiIiuH79Olu3yhsKW1pa0rRpU71E0/graznrJ9/vCPB1tmKMK9uZLLai4q2pEqwO5k7cHW7G3ZT5TE00Abw5+3712tLWFhtRTVmQSvQWTjdv3uT333/H3NwcCwsL4uLiKFCgAPPmzaNnz560bZtMKVWBQPBZEf/4BV7Vu8vslrmzf5Gi6Y8RR/h30SVFX49ZdSlQLgflGxTIkOXFY1RQ408IjEl+bvMs0czpYIejjVwwxalUbLx0mTNPnioe62JnR7MypalVuBA2eu6XMTniYmFQa7k9ey7oOgjyFwU7e/jE1bSQ1xe5vEG75HrnOla4OplRv7wllhby81raOJEQF071vldwyFJMZyPbQYMG6byuPml5b5l3+x+ZaCrpko+fKvYQ1fJMGEmSuBh7kcuxl3XO6ejY0YARpYzA+/fZ1aLFu3FhcX8qSAP0Fk5WVlbvmtK6ubnx6tUrihcvjrOzM15eXmkeoEAgMF000bGKogkg343tBo7GuEiSxIDivymWF2/YpzxD/2huhKjShgS1xMILEiuuJS/23GzU7O9ujpuDvcwnSRL779xl+zXlzrfuzs5Mb9UCy1SU3TYZPB/CuoXgLe9txPJdYJu6PW2q2DCOL0rcK/jcV8PGY/GM7mCDrbUZ5uZmNK4kF5xuhZtTtvVfmCdTbEGSJEaPHq3oa9euHfXq6fdA5LvTv/Ak/I3MvrbmSAo7f1n7HTMaN2JvcDrmtE5/Pst8tHZsbbiAUsiluXM5M26cli2f2NskSAP0Fk7ly5fnypUrFC5cmNq1azNlyhQCAwPZsGEDpUqVSo8YBQKBCSIlJPA8n/yLyHlgZ7L+pPtJ9edKC/MZMlu2PE78+SrjpjCHR6lpNCUQ77zZ0VVUINdLX2xi46lQ1IZfhmUHtEWPWqPhib8/689fxFvH/oJxTRpRLEeONI7ewKjVcHwP7NkIMVG65/2+P1X9mABCva9y6a86AJy6ncDCHXHEqcDNJZ4fmr0XRS65q1Ko1iRc3L/CwkouZD/mzz//5Nq1a+/aj3xI0aJF6dixIzlz5lQ4Uje6Gtn+Vn2oEE0mzt24uzpFUzmbcpSxKUNmC9NbKQy4c0cmmgBK9epl+GAEnx16C6dZs2YREREBwMyZM+nRowcDBgygcOHCrFmzJs0DFAgEpkdCQAgvS2jvZ7Iqlp+8Z1LWpPRzYWHPfzm+/raib8n1PhQsr99Npqng+SaePjN9CcrqTGje7DK/TUwcuV75YQbMGZSNSsVtFRv2XnnxkhUnTuq8Tvm8efiuejUcbVNXEMHo/LcbtqxMek6BYjB+0Sen5L1FnRDLpb/qoFZLrD2iYscZFQAVCpnTpW5iYY7y7bfiVriZXuc9evQoV65cUfQtWrQIGxv9S4LrEk07600hm52L3ucTGJaP9zFltchKU4emJimW3uJ1+jRba9fWsrX+918KtWyp4wiBQD/0Fk6VPmgi5ubmxqFDh9I0IIFAYJrEP3pO4PjFxJxRTrPKc/JPA0dkHCJDYri09zGLeu7ROWd71Dhs7TPO3hyNRiIqVuLZ63gu3Y1h8/FIXhbKhUZhZaRhvB+Fc1nStEN2ShawVtwf8yo4mD/Pned5oDxtEcDMzIxFHdvjYp/8KohJo4qHATpuyCwsElehug2Gmo1Bz2awHxMfHcidvf0I9DxCWJTE7C2x3HyWuDLUsZYVPRtakadMN0q3WJXic0qSxPHjx9mxY4ei38bGhunTp3+SaHoSJk/N29twOi7WmfQ+l8A4BKnfv3/bZ2pPLivTXyE89NGq0lejRwvRJEhTUvdJ/gHXr19nypQp7Nu3L61OKRAITABJkojcfgT/gfJUtLcU8D+d8UtFf8T1I8+4dew5VjaWbPn5DE5Z7AgP0l0VwcXNgVD/KHbGjMfaNs0+WtOVsEg18zcGc/52DLG21rzJlwOwhcLyJ8rLGkPLogDyFajwmBh+OfIf3mFhqNRqxWtZW1rSulxZGpYsgaV5xiuMocW967B2PoQplE93zQaj5oKbe5pdLsTrPJc3NgQS9zNNXR+Lf6iErTWMaGdDrdKWNBwXjpmZfn/XPXv2cPjwYZl91KhRFChQ4JPjTdCo+e7ML1q2E03nY2n+Gexd+0I4EHlAa5wRRBNA2PPn737+ZskSKogWOYI0Rq9v98OHD3P06FGsra3p06cPBQoU4OHDh4wbN469e/fSqFGj9IpTIBAYCU+3Wjp9WWcNw+n7tp+NaHp63Ycr+5+wa8FFosPjtHxJiaY/Xw0lW56MVTI7Nl5DmzGJqwJv8rgRa687Xe7S95Djo4UCjUZDRFwcu2/c5MSjx0lea2LTJhTO7pbqmI1KbAzMGwWvnumeM2M15MidppcNfnWWK3+/L/edyRbiVBLuWcyY0s0WjxzmNBwXodd7UJIk/P39FUXT5MmT9d7H9CEJGjV1D2gXlhhQvLkQTRmIm7E3eaJ68m5sQcb4t7u+TLtnXrkkqkIKBJ9KioXTmjVr6Nu3L66uroSEhLB69WoWLlzIkCFD6NSpE3fv3qV48eLpGatAIDAwEf/IU3FdfuyOc+/WWLpn8BvhD3h48TWjqqYs1dDR1Y6I4Biqty9OpaaFqNezrOL+HlPm4v1Y+m2NJ7xwbiQdqz8OVhLujmbs7QzxCTGM3naAgMhI3F2c8Q5NWRPJxiVL0KZCeWxSmaZmVDwfwqwfk55TsASMmZ/qog8f4v94Hzd2dAYShc5bYZTNxZwZvWzJ6WpOJjszGowNTbFoiomJYefOnZw7d07mmzFjBq6urqmOu/+5JTJbm3zVU31egeE4FXNKa9zW0bTLeGvUahYqfMaYfw7VOQUmR4q/zZYsWcLcuXMZPXo0O3bsoEOHDvz666/cuXOH3LnT9gmbQCAwPuGbDxAwdLaWLeeWBdjXq2KkiNKWEN9IuudclOy8oWtakC2PE275nMlVJIsBIkt7JEni6oNYTj5OYPlLR8AWXJVXmFY1h0YF4W0VvRFbtxEcHf3On5RosrQwZ2nnTthbW6dh9EYiMhx+TKY3zZgFUKgEpGHqoSRpODLnfZPOkAiJWVtiaVPdimolEr+yC+eyoETjJeQp/32y51Or1Tx69IibN29y9oNmoB/SsGHDVIsm/5hQJlxdy6Ow11r2M80Xpuq8AsNjY2ZDnJS44t7NqRtZLeS92EwFTUICCxV6vXU9f94I0Qi+BFIsnJ49e0aHDh0AaNu2LZaWlsyfP1+IJoHgM0QdHikTTbmPrcGmTBEjRZQ2aDQS3k+C6F/styTn9ZhVl0IVc1K6jgdW1hn3qeW+s5Es3BSMytICP/esxNk56pzraA3nvwOnD+oAHLp7T0s0vcXCzAy1JGFraYmTnR1lcueiWelSZHZwSI9fw3AkJMD9a7B0qu45NRomNq611r9gQnI8OzuHp2fe7yV86KVmxt9xBIZL+ATFU6mIBZlzFKdG36spOl9ERARjx47V6Xd2dqZp06bUrFkzVXEvvruTHS/kouxkswWpOq/A8ISqQ9+JJmdzZ5MWTQA7P2hw+5auFy7g/vXXRohG8CWQYuEUExOD/f8rIJmZmWFjY5OqPGiBQGBaSJJE+LrdBI6RPyHOPKpXhhVNwT4RnNl6nz+GH0l27qzj3SlT1yP9gzIA4zeGc+xOPH5F8+qcU8pVw9q25mR3gNDoGGbvP0yezJkxM4NLz1/I5jcoUZwuX1V61wT9s+LFY5iRxEbyzv2hfus0vaQmIY4I/7tEBNzj3oGBWr6DV1T8uicelRryZDNjyre2lKg7mYI15P1plAgMDGTKlCmKPnd3dwYOHJgmqXl/Pz2uKJp6Fm6AhZ7FKgTG5WT0SW7F3Xo3DteEGzGalBH88KHWeKRG89nsuRWYJnolnq9evZpMmRJ3CCckJLBu3TqyZtV+GjFUVDARCDIcUYfO4tt9vKLPuW97XMcmnxJkatw9/ZJxtZPvK9VnYQNaD/88nk4uuwwLLrwdOYGOwm7di6uZ0dACSTLj9JMnjD33Pq3FR0eT2lltWuHu4pKm8ZoUukRT14HwTdqXM35zewN39w+Q2eMTJH7bG8/BKwkAVCthwS/TevJVmxVYWCbf70qSJCZNmkRIiLziX/PmzalcubLse/tTuRn0jJUPtSvp9inahI75a2FnmfYrcoL0QSNpOBVzittx2j3pilkXM1JEKSPcy4vwFy/ejQcHBwvRJEh3zCRJklIy0cPDI9kXpJmZGZ6enmkSWHoRHh6Os7MzYWFhODk5JX+AQPAF8CybcqqOY9dmuC1J2RNuU2JMzXXcP+ul01+0Si6qtCxCxwk1DBhV+uEZAnVT0Ht4XHWJ6jl82Hb1Kl4KN9a6GFavLuXz6l65yvDcvw4LJ7wfu7pBp35QMW1fH5Kk4d6BQby5vUHRH6+SGLM6lodeGszMoGcDK1ZsfYa9S55kz52QkMCZM2fYtm2bov/XX39NVeyyWNUJ1Ds4Rsu2vvYY8jvmSNPrCNKXgIQANkVsktlbOLSggPWnl6RPb+LCw1nmrF3JVKw2CT4VfbRBilecXnyg6gUCweeBFBePZ+56Mrv77qXYViuXIb+EPG/5KoqmRn3L03ZU1Qxb4OFDbvvBjDNwSd5jVAszSU1RhyfY8pLMlr5cugOX7iR9TIMSxWlYogQAdlaWZLJNfpUjQ7NrHezfom2blwIVqgeahDiubGpG6JuLSc6ztjKjaG5zXgdo+H3pVLr2nZai80dGRjJmzBhFX5cuXVK9h+ljTvvcZuK1dVq2aRW6C9GUwZAkSVE0dXDsgLtl2vUhS2viIyJkoqnSyJEZ8vtKkPHIwDViBQLBp6KJjcPv+ylEH5FXHioYcMYIEaUdQ8v9oTUevbkNtTuXMlI0qSNBk7ia9DYv4PgLmCOvJC2jaqbt2JpHpfg61hYWjGnciEJu2T4t0IxGbAwMbqPsG5N2BQ006njOrqpITOhznXMkSSJOBbbWiTd9U8f2ZnHZCXh4eKToGhMmTCA0NFTRt3TpUizToRT8x6KpVGYP6rmXT/PrCNKHeCme30KVC+QMchmEpZnp3homxMWx9KMVAXNLS2rPn2+kiARfGqb77hAIBGmOpFYTtmYXQRPlvVYACvieNGxAaUDgm3B2L7zEwZXXiItWafmm7O1E5eYZs6jFqzCouU6/YwrYXCOfzd1k57k5OtK2Qnkq5/fA/Et5ShsbDcEB8PAWbNKRttZtEBRJncj2vLCQJyeVizJ8TLxKYtm/8YRL+Thz6QFWCmWVk2LgwIGK9vHjx5MnT/Lpffry24O9bHp2QstWwDEny6qKRqMZBbWk1imahrgMwdzEC3psqyfPkBgeFydWmwQGQwgngeALQfXCm1dfdVL0ZerQkCwT+2GWwRoGnt12nzkdd+j0Z0TRdPIF9Pw3ZXNdA0JxCo0gf8XjOud0/qoSJd1z4uboiI2eN+afBQe2wM51yc9bsg0cdJdr14Ukabi7fwDed/7W6zj/UA2zt1vzwDMac/PnnDlzhm+++SbFxysVf6hSpQrdu3dPl6qHfc4slPVoAvir9ug0v5YgfZAkieWhyxV9fZ37mrxo8rt+nTcfNG92zJuXH16+NGJEgi8RIZwEgs8cSa3Gf8gsIrcpl+Mu4HMCs3RI50lvDqy8xq8DDij6MufIxPxzvQwbUCqITYDpp+BvHYtFeZygeh6QAM8QCc1dPyIjQnAvfVlxfplcuWhWphRFc3zhe04e30laNGVygsX/fPLpY8PfcGpFUf0PLPMnI3oNJDAwkCxZsrBly5YUiabjx4+zfft27OzsiImJ0fItWbJE7xWrlBISF6EomnbVT6LflcCkkCSJpaFLtWxmmDHEZUiGWK1RxcSwoWJFLVtfEy9GJvg8yXh3SwKBIMVoYuN4nqe+oi/3yT+xKVnIwBGlDW8eB8lEU5cpNanXqyw58mc2UlSfhiRB0RW6/RVywq6O78ctR77GweMKTh4RivOXdemE4+de0CEpgvxh1RwIDUz8+UPc3EGjhip14avakDv/J11CkjSc/b0C0SFP9Tquxg+3WPXXHka36oJaraZ8+fLs3Lkz2f1Mly9fZt26de/GH4umzp07p5toAlj5cL/WeH/Dn3GyzuDNjr8QDkQe4InqiaJvaOaM0z5myf/7iL6l7A8/YJ7BMiQEnwefJJyePXvGn3/+ybNnz1iyZAlubm4cPHiQvHnzUrJkybSOUSAQ6Inq+RteVe6s6DN3zoTH4/2YZeAmpj8U1d6j0mliDbr9VMcosaSGTXdgvI4su81todr/t6kERkay6vQZHvv546pjC04uFxd+atUCywz87/rJREXAlt/hwn+654yaC8XKpuoy8dEBnFiScrHl6lEH17w1yVawMY7ZSzNx4iRmz54NQI8ePVi5ciV2dnY6j4+NjWX06NGo1WqZL0uWLERHR1OoUKE0r5r3FrWk4YDXZQ54vV/Z7JC/lhBNGYQ1oWuIlCIVfUNdMo5okjQarXG++vVpsHKlkaIRfOnoLZxOnTpFkyZNqF69OqdPn2bmzJm4ublx69Yt1qxZw/bt29MjToFAkEI0kdE6RVOB18cws7E2cESp5/45Lzb/dJrwoGieXffV8o3b1o4a7UsYKbJP48ob6L8fAmPkvsvfQ/bEPuPcfv2GhUeTEAPAoLp1+MojX9oHaepo1HB8L2xJwQ1U6a9SLZpUMSEpEk0eXw+nYPVxWCqIi2+//ZaVK1fy008/MXjw4GRTpEaMGCGzOTs7M2DAAPKmY1+t8Pgo1j/9j62ep2S+1vmqpdt1BWlHiDpEJpqsscbDyoMGDg0yRHreW0Keaq/stjt0yEiRCASfIJzGjRvHjBkzGDFiBI6O7zfSfvPNNyxfrrzpUCAQGIb4p6/wqtpNZrdvUJXsa3/OkKKpudnPSfozimiKiIOjz2HtDbjjL/fbWcK9AWBhDrEqFf03yvurfMzyLp0+/z5LH/LvBjj2L7hkAe9kNoU3bAf1W4Nr6kqsPzk1Hc/z85Kd516qK6VbrJLZX79+Te7cuQEoUaIEz58/x/mjHjQAarWap0+f8urVK+7evcuTJ/L0qpEjR1KwYMFP+C1SzqHXV5h5c7Oib0r5buTN5Jau1xekDevDtXuRDXAZgLVZxvv8B1hb9P0+QoccOUSKnsCo6C2c7ty5w6ZN8i90Nzc3AgMD0yQogUCgHwGjFxC+Tl6KzbZyaXLt11F6OQOQnGj6VzXRQJHojyTB8iuw4ELyc3d2hIo5IUalYuuFG5x8/EBxXnRwNqSgUiwYkpN8Ob+wCnmnD8Le/1eui1ZOP8LWHhZvBcvU/W2iQ19weUMD4iJ9UjS/3ghvLG20e8tIksScOXOYNm0aR44coXbt2gBaouncuXP8/fffWFhYKKbjfciKFSvSdZXgeYQvPU7pFogrqg2mjGuBdLu+IG1QKgLR3KF5hhVNYR9VzSvbv7+RIhEIEtFbOLm4uODj40P+/NopCzdu3CBXrlxpFphAIEgZsVfvKYomrK1w37PM8AGlER2d5TdxIze2pmqbYljZWGBhYXp7eWJUUOI30Egpmz+6KgyoBAmaBPpt2Ep8QoLiPO87VVDH2fPf8jwZKsUmTYiPg79XwLmPqkLa2EFcDDg6w5Dp4FEIzD/9SXR8dBB39w8g4KlypUYlqvQ8iYt7JZk9IiKC3r17s2NHYqn8AwcOvBNOYWFh/PTTT8TGxr6bn5xoWrBgQbr+uydo1Iqiyd0+C7/XGIaLdaZ0u7Yg7fBP8GdzhHy1sKB1+q5SpheSRsMfHxVOqTp5snGCEQj+j97CqXPnzowdO5Zt27ZhZmaGRqPh3LlzjBo1ih49eqRHjAKBQAdRB07j21O+6pJt0VgcuzXLsDfZN456Eh0ep2Xbq5lksr/Pzocw9xz46lgI+ZBGBaF2PmhbDJ74veH7v3TvYYqPscf37leULmTHkhHZ0zDiDMKFY7Bmvtw+4w/IkTYNXqNDX3B1cwtiQp+n+BgH18J83fus4j6mx48f06ZNG+7fv4+VlRXLly+nX79+QKJAGj9+vOI5bW1tiY2NpXDhwuTIkYNixYpRunRpLNO5VcA2z9Msvb9bZt9adyLuDlnS9dqCtCNeilcUTQNdlJskZwR2NGumNW64alWGLmok+DwwkyQphc9GE4mPj2fQoEGsW7cOtVqNpaUlarWarl27sm7dOixMPPc0PDwcZ2dnwsLCcHJySv4AgcCEeZZNu5pW9tXTydSqrpGiST2eN30ZWv4Pmf2fsDHYO9kYISJlfCPhvBecfw3b7ic9t2gWWN0C8n6wrcUzIIDp+3SvbEQG5qBc1tK0qOFKifw2WFmapmBMd/o0lts69k3cv6QnMaEveX1rHZ7nF5C9WCv8Hu7W+xxFvpmJx1eDMdOxsrVv3z66detGeHg4OXPmZMeOHVStWhUAjUbD4MGDFY+bOXMmmTMbvoz+SZ9bTL72l8x+pvlCg8ci+HTC1GGsC18nsw92GYyFmWnfk+ni+eHD7Gis/f4fpd/tqkCQYvTRBnoLp7e83cAaGRlJ+fLlKVy48CcFa2iEcBJ8Dqg8XxMwbhExJ96XCbbMk4N817cZMarU8eC8F6Orr5PZf7n0HUUrGz8NWJLg4hvovCP5uS2LwJLGYP6B3olRqZi0+1+CIqN0HhcT5krA49JM+i4b31T6Qks+JyTAno1wYIu2vVg56PkjZEt5U19Jo+b2nt74Ptj5yeFkcitFkdrTyJK/HuYWuvdOXbx48Z1Iql69Otu2bSNnzpxAYlnxjyvkZcmShZ9/TnoPX3pyzPsG065v0LLlss/C5roTTHZlVyBnd8RuXiZo7wMqZFWIZpma6TjC9DkxfDjXFi/WsvV/84ZM7u7GCUjw2aOPNtA7B+Ds2bPUqFGDvHnzpms5VIFAoIwkSbyq0kXLZpbJPkOLJkBRNA3+vZlJiCaAGuvgdXjSc35vBvULgOUH2SRBkZGM3Ja02vK9X5H4qMQP69/H56Bwnoy5kTvVPH8EM4fJ7a5uMGpOkodKkkRU8GNiw7x4eHQ0UcHKTT9TSvn2W3ErnPKbzypVqtC5c2eyZMnCwoULsba25tmzZ/zyyy+K8ydMmJCq+D4VjaSh9dFphMRr55VOq9Cdeu7ljRKT4NNQEk1AhhVNXqdOsbVOHZm97qJFQjQJTAa9hdM333xDrly56NKlC99++y0lSmSMUsACweeC/+BZMlv2VdMMH0ga8nH1vCF/NKdRH+PdxL0JhzU3E9PxHiRRLLR9cSiRDb7ODSUVql57h4YyYZdC4Q5ArbIi8FkJ4iIyk9vNilo17OnTyiVN4s+wKIkmgElLle3/x//JQW5s75AmIVTvc5lM2VL2vfbw4UPc3d1xcnLCzMyMDRs2vNuTdOTIEXbv3q14XHpXyNPF5mcn+PXBXpl9RsVe1M5ZxuDxCD4djaSRiaZKtpWoZpsx+2xtb9KEFwr9mbpfu0b2ChWMEJFAoIzewsnb25stW7awefNm5syZQ5kyZejWrRtdunR516tCIBCkH5H/aH+5FPA/neFSayRJooX5DJ1+Y4qmTjvg4uuk58ypB51LgtKfPTI2lsGbt+o8NsLfnZCXRQAz6layZ/J3WVMXcEZGkuDWRVj+k7J//kbILP/7SJLEi8tL8Ty/gITYkE+6dI4SHbB3yUdcVABF6kzH2l6/Qgg7d+6kZ8+eNGjQgO3bt2Nubo6lpSVBQUFM1lH566uvvqJ3796fFO+n8iYqkKEXfsU/NlTRv6rGjxR3EdkjGYV4KZ5AdSDbIrQzDHo49SCzheH3yaUWdXw8i2yU968237JFiCaByaG3cMqaNSuDBw9m8ODBPH/+nE2bNvHXX38xfvx4atWqxfHjx9MjToHgi0YTHUvosr+JOXtDy57f678MJZpe3PFjcBl5k9APWfVkkIGieU9cAsw7D6tvJD/30veQQ0d15viEhCRF06srdcnvbkX71g60rpUJO9svuELUrUuwbKpu/2r502eAR8cn8eLS4k+6ZLl2m8lepMUnHfsWtVrN5MmTmT17NgAhISFERUVhb2/PjRs3WLt2reyY/v37U6aM4Vd0xl5ezXl/3dVLTjf7JUN9fnzJnIw+ya24W4q+IlZFMpxoUsXEsLFSJYLuy1+fzTZtoniXLgpHCQTGJ1V1TvPnz8+4ceMoW7YskydP5tSpU2kVl0Ag+D8xl27j3VxZTJjbmk6luaTY+csFNv90mpiIeEV/dg8XchTMzMRdHbB3NOzvtOACLLus7BtYCRoWhDJukFTbKEmSOP/Mkz/OnFX0h77Oj3lkPjb8lJNc2b6wxrUfExMFQ5KoiufoDNN/ByAuyg/Pc/N4de33T76ca77alG2zAWs7108+x1uCg4Pp2rUrhw8fBmD48OGMGDGCP/74g6dPnyoe07hxY4OLpuuBTxh28TdFn4WZOVu/mUh2u4x1o/0lE6QO0imaslpkpYZ9DQNHlDpigoNZkUV5hXeAnx8Obm4GjkggSDmfLJzedjzfvn07sbGxtGrV6t0TOIFAkDb49p5E1D7lBxI5Niv0tzFB/pl1lvUTTyj6LK0t2BU73ihPvWMToN8+OCXfWw3A+d6QKwWFN/0jIhizXblq26srdbGzMWPrrFxksvuCV5cADm+Hbat1+wdOhvLVkICowAecW/5pqd8lGi0md/nv0/w1dfv2bdq0aYOnpye2trYMGDCA2NhYZs2S7zkEKFq0KMOG6dizlc4oiaYfS7ahrUcNscKUAdkYvlFr7GLugrWZNZVsK1HYOmNUNH6LJEmKoil7xYp8e+WKeH0KTB69hdP48ePZsmUL3t7eNGjQgCVLltCqVSvs7e3TIz6B4Isl7s4TmWiyKupBlqkDsa9VETMb0628JkkSy/rt54iO3LdJuzvydauiBo7qPf32weFncvtX7rC2JaSkZZQkSSzZ85CbwcrLVa+u1qJsYRsW/uj25d4MaNSwZgFcUhbOGjRE/TAI//hHPD3cCA5/2mVyl+uNs3slcpXpjplZ2glUSZIICgri/v37tGnThuDgYBwdHWncuDGxsbGKx2TPnp0uXbpQpEiRNItDH8ZfWSOzras1ioJOoipZRuTjvUxNHJpQxNo4r63UIkkSa4vKP/dHqFSYp3OjZ4EgrdD7lXr69GlGjx5Nx44dyZr1C97ULBCkI6Er/yFo8jItW46Nc3BoVN1IEaUMtVrDvdOvmPDNBkX/748GkquIfpvw0xK1BnrvUV5lWt8aaudL2Xli4tT0W78FC8sEmc/3fgW2TCmBS++M2XgyTZAkeHQbFoxVdMdYxHHa40ri4L/zn3yZr3uewtm94icfr4tffvmFZ8+0lXXt2rW5fv0633zzDba2trJjGjZsSJMmTbDRsdE9vZEkiXbHphMQG6ZlF81sMy5LQpbIbBlVNAH8XaUKIU+02wSMSEjA3OIL/qwUZDj0Fk7nzp1LjzgEAsH/UQeHyUST++6l2FU33R4r986+YmzNv5Kcs+R6H6OIJrUGHgXBj4cT//8xDQrAr03BOgXf3RFRCfRYcgbnnK+w+OjTM9SrACv6f02u3l/4HiaAvk1kJu9M/tzJ/jhVpy36zSwcshbDJVcVrGydU3UuJTQaDVeuXOHZs2fExMQQGBhInjx5AMiRIwdNmzZ9NzdfvnxUr16dggULvmt0a0x+ubNdJpr2NzReg11B6tgSvkVm6+1s2IqMaU20v7/WeHBIiBBNggxHioTTnj17aNKkCVZWVuzZsyfJuS1btkyTwASCLxFJknhRtLmWzaFFHZMVTcmVFQfYHDQKR1c7A0WkjW8kVJFnLr1jU1uonifpc0TExnLnzRvWHX1BvM1rnBXukfvVqEu1wqKkM5IEF47JzC+c3/Ao6/NPOmXmvDX5qss+zMzT9wZr0qRJBAcHAxAQEMChQ4eIjY2lTZs2lClTBkdHR2rXrk2ZMmUwNzet/WrXA5/w76sLWrZt30zCydrBSBEJUoMkSfip/bRsfZ37Ym+ecbdEaNRqwl++X+rv8/Qpti4uxgtIIPhEUiScWrduja+vL25ubrRu3VrnPDMzM9RqdVrFJhB8cQTP+kNr7DywM1l/Mnx57pSgTtDQymqmzG7vZEN8bALzz/WicCXj7auQJN2iyQy4PxDsFRaHNBoN9318OfnoMVc/+KJHIQPLEjt+694OK8sv+KmpJMHE78HfW9Gt+X4kj062SfHpHLIUoUC1sWQtUA9r+/RJB1epVNy6dYs7d+6QkJDAjRvv9+I9evSIU6dOoVaryZs3L1OnTqVkyZLpEkdqSNCoWXx3p0wwARxpPBs7y4xRcVMg50H8A63xIJdBWJpl3D1AkiSx8IM9TJZ2drgULGjEiASCTydF70SNRqP4s0AgSDueZasps5mqaALomWuxzDZyY2vqditt+GA+QpKgmrydDsubQNNC2qXFH/j4MvfQYVwdHAiOikrxNRZ17EBmh4z7BDhNSEiA/s11ujVtunM0GdFkbZ+V6n2vYmWXxSBFNNRqtWK1O7VazYULF7hz5w4ANWvWZM+ePbiY2FPxsPgofrqxkSsBjxT9lbMVFaIpA5MgJXA0+ui7sZ2ZXYYWTQC/5cihNU6IiTFSJAJB6tH73bh+/Xo6deok2wAbHx/Pli1b6NGjR5oFJxB8CWiiY/GqJX/f5Dqg3IfFmEiSxLPrvoyt9Rdx0Sot3/bIsdg6GLfSX1wCTD0Fm+/KfS8/ulc+9/SZVt+l5ERTdEhWYsMz07FmHrp9k/vLrZQH4P0KZgyB+DhFt2Rjw4Mqtnjd/kHRb2HtSPEG83Ar0jJd9irpwt/fn2nTpsns0dHRHDlyBB8fHwCmTJnC1KlTTS4lr9ep+TyL8NHpn13pO2rkKGXAiARpiW+CL1sjtBtoN8+k+8FERmCVh4dsb9NI8QBekIHRWzj17t2bxo0b4/ZRg7KIiAh69+4thJNAoCdvmvxAwkvtm6Hcx9diU9q0+nOE+kfxbXblCl274iZglZLqCunIlJPwl3KPSM59tKe67/qNqHSkFVtZWKBSq1HF2BEVlIMIv9xImsSPykrFbfm23hfanPHSCfhjbpJTpN/3c2xRTtSqaHije179kbpv/tODixcvsn79ekVft27d+Pfff/Hx8cHR0ZGNGzea3F5djaSh9v5ROv0HGs3E0co4+wgFacPRqKPcj7+vZbM3s8fdMuOWkT/0/fda+5ogsYreF/3QSZDh0Vs4SZKk+KJ//fo1zs6Ge3IoEHwORO47Rfx9Ty1bvts7scyZzUgRKRMZGqtTNH23oL7RRNO9APjPExZeVPZnsYPz34Ht/z/pTj9+wtpzyuWvJzZtQqC/IxN/C1D0H1icG1tr01qBMAiSpFgl70Pi3XNwwm47zEv+O6DeCOW9UOnFsWPH2LFjh6Jv6dKlWFpa8vXXXxMVFcWQIUMoVqyYQeNLjgSNmmnX5eX9OxeoQ79iTbEyz9hpXIJEnqqeymx9XfoaIZK0wffqVe6u1c6X/v7xY1FFT5DhSfEnbvny5TEzM8PMzIx69eph+cFGP7VazfPnz2ncuHG6BCkQfI6Ebz5AwNDZWrb8r/7D3M509ickqNTMbLONK/ufyHzfLahPq2FVsLBMXzERGpvYrNbq/9+3N3wS9yj9eVP3MUWyJDayzeMEao2GM0+eseassmBqXrAhv25R8cOVWEDe1HTOoGxULvmFPs1PTjT9MAE/pxBu7uyWotPVG+GDpY1jGgWnG7Vaza5duzh+/Liiv1WrVty8eRO1Wo2lpSUWFhasWLEi3ePSl/D4KJodmSyzH248C3tLeS8pQcbkafxT4qX4d+OmDk0pZFXIiBGljj0dOvB4+3Yt2w9eXjjmzm2kiASCtCPFwultNb2bN2/SqFEjMmXK9M5nbW2Nh4cH7dq1S/MABYLPEUmVIBNNNl+VMinRFBkSQ2fXBTJ7paaFmLa/S7pfX62BMr9DZHzycz/kWl/I+kHNhmsvX+kUTVZ+dfj1ikrR1+hrB4Z2zIyd7Re4ygSg0UC/pnL7jD8gR2IN97OrKhAVlHxvpkqd95Ilf920jlCL2NhYtm3bxoUL8ipzb5kyZQoajYZ27dpx8eJFPD09+f3339M1rk8lXp2gKJo21x0vRNNngkpScTDqIM9V70v1m2NOYWvTStNOKZHe3lz4+WeZaGp36JAQTYLPhhQLp6lTpwLg4eFBp06dFDunCwSClBEwYp7WOOfOxdjXrGikaOT4vwzlO49lMruVjYVBRBPAggspF02zv4Ey2aHUR9uPLj9/wa8nT8nme9+uQkKcvCKeq5M5weEa5g7OxlclvtBVpu1r4M4VePNC5opfvJ6X137Fa/NaVLHByZ6qztBn2DhkT4cg3yNJEqdPn2br1q1Jzuvbty9Pnz6lffv2+Pn54eLikmR7DWNyI/ApQy/+KrPvrDeFbHYuhg9IkOaoJTW/hsr/jWvb1zZCNKnj7rp1HOqt3Jz3q9Gjyd+okYEjEgjSDzNJkiRjB2FIwsPDcXZ2JiwsDCcnJ2OHI/gCib16jzdN+r8bW+bOTr4b25M4wrD4PAumbyF52tI/YWOwdzLMiph3BFT9qJz4t6UTU/AA4tRQxg2yO0D+zPLjI2Nj+WnvfgIiI7XstmGVePxYOVVsRFdXmtfIpOj7Irh7FRZPUnSF2IRzOfftFJ+q4bhwzMzSd6XuwoULbNmyBZVKecUQIHPmzIwZMwYnJyd+++03hg0bRkJCAqVLl2bXrl0UNMFeMiFxEbQ8OlVmP9NceY+hIOPxRvWG7ZHyz/z2mdqTyyqXESL6dCJev+b3PMpdxDscPUq++vUNHJFAoD/6aIMUrTi5urry+PFjsmbNSubMmZOsiPK287pAINBGExPH87zyL5Hc/602QjRyJEliXpednNmqXdkpd7EsrHww0GBx+EXKRdMDHc1qPyZBrabP+o2KvpiwzLz6SDT1a+1C54Zf+AMUHy/47efEEuMfISFxpOC5FJ8qc57qVP72cFpGp0V0dDQrV67k6VP5Rvq35MuXj8GDB+Pg4ABATEwM3333HevWrQOgU6dOrFmz5p3f1Pj2pHblwqpuJZhXuY+RohGkJeGacE5Gn9RKzXtLH+c+OJib5msyKT4WTQ45c5K/SRNqzpyJw0f9mwSCz4EUCadFixbh6Oj47mdRSlIg0I+oA6fx7TlRZs+2dDwWWVwMH9BHaDQSLS1myOzV2hZjwo4OBosjIg4qr9G29a2QMtH0wMeHuYeOKPq871QmIVb7pmTWwGx8XeoLTccDOPgP7FDoEgwkmCUQMXQol/d1TfHp6o30w9I6/W78du3axdGjR3X6zc3NmTBhAu7u2uWbfX192b17N+bm5sydO5eRI0ea7HdYRHw04arod+NmeSozrmxnI0YkSAueq56zJ3KPos/azJp+zv2wMMtY1eYkjYbL87RTzusuWkTFH380TkACgYEQqXoCQToiSRLRh87i22OCzJdlxlBcfjCcKNGFrv5MbUdV5bv5hkuzOPECev2rbauXP7E6XlIkqNX8vO8ALxVWuyP8chP6xgNJ/V559W7uTLtvHLH/koo+aNRw/wY8fwT/yktbv+Wx6wueZ36d4tNaO2SndPNVZC1QLy2iVCQ0NJQJE+Tvn7dMmjRJJpY+5siRI1hYWFCvXvrFmRp8o4P55/kptj0/o2U/0XQ+luYZ64ZaoM3OiJ14JXgp+po4NKGIdREDR5R6To0Zw5X582X2UV/W7aTgMyLNU/U+5Pr161hZWVG6dGkA/v33X/78809KlCjBtGnTsLa2/rSoBYLPkIAf5xKxab+WzbZqWXLtWW6kiN4TH5vAlMabuHvqpcz3T/gY7B0Ns58pRgXF5HukyWKnLJpiVSqWHjuBb1gYwdHR8gmARm3B6+s1gPfiqE4Fe6b0yZpGUWcwRnaFiDCZWYOGJ64vCbULJ9Q2IkWnsnZwo9bA+1gYoLLbjBkz8PaW932qUKEC3bp1w85OvmIoSRKLFy+mePHi71pkNGzYMN1j/RQiVDE0PSxfiQbokL+mEE0ZnLPRZxVFUynrUlSzq4adecZa8X75339sa9BA0ddorfLqtUDwuaG3cPrhhx8YN24cpUuXxtPTk06dOtG2bVu2bdtGdHQ0ixcvTocwBYKMR/yTlzLR5DKkK1mmDDBSRO/RaCTa2s1W9O3VTDJYKtMVb2i/Tdl3vZ/ctvrMWc4+fZbkOf0eliUuwlXLVszD+ssUTV6e8JN8f5q+e5feYoiiD285dOiQomiaPXu2zmbr0dHR9OnTh82bN+Pi4sKDBw/IYWL7LP56cpQ9Ly/gHxua5LxBJVoZJiBBunAu5hzX4q5p2bo4dsHN0k3HEaaNKjpap2jq8+wZLgUKGDgigcA46C2cHj9+TLly5QDYtm0btWvXZtOmTZw7d47OnTsL4SQQkPjU26vat1o29z3Lsata1kgRaTOmxjqZzRCpeZHxMOwQHH8BGh1ZHTs7QsWc2rYXgUFM27svyXPHhLkS8KQ0SNo39n1aOdO1kfKN9mfNiycwYwgAYTYR3M/6jCjraCxsHIlXyVefkiJL/vpU7LjDIKJJkiR27drFf//9p2Vv3bo1devWxcpKecObp6cnbdq04fbt21haWjJ9+nSyZ0/fUuj6csrnNqsfHdTpb+dRg475a+PukMWAUQnSCkmSOB97nquxV2W+ro5dyWaZzQhRpZ7A+/dZV7KkzC6a2gq+RPQWTpIkodFoAPjvv/9o3rw5AHny5CEwMDBtoxMIMiixF25pjV2nDjAJ0ZSgUnP39CseXtDex7JHPQlz8/RdZfr9Gsw6q9tf2R3WtwY7q8TPmSP3H/AiKIgLzzwV58dHZcL3QQWQlNOZ+rVxoWM9x3T/vUyOBBVM+B6C/VGbqfmvgHZDWHUKRVPxRotwL9kZSxvl8u3pgUqlYtiwYTJ7UqtMkLiHqXPnzoSEhODm5sa2bduoVatWeoaqN7HqeCZdW6fo65i/NkNKihWmjM7S0KWK9m5O3chqkTFXvGNDQmSiycLamuFxcUaKSCAwLnoLp0qVKjFjxgzq16/PqVOn+O233wB4/vy5yT3dEwiMQYJvIN6thmjZMg9OeXWy9OL4htss7PGvzL4rbkK6i4t7AUmLpqWNoVVRWHj0P26/fpPs+XzuVEYVq7uC27qpOcmbPQWl+D4HwoKRtq0h7PlZ3mjuYqGx4GVmb6wdrYi31N3jSImi9WbjkrsqLu6V0ilYZeLj49myZQsXL16U+dq1a6dTNEmSxNy5c5k4cSIajYbKlSuzY8cOcpvgU/AGB8dpjVdWH0pxl7yYGyj1UZC+KJUYB+js2DnDiiaADRW1G7NnLVWKbpcvGykagcD46C2cFi9eTLdu3di9ezcTJ06kUKFCAGzfvp1q1aqleYACQUYh6sh5fLuNldmzr5pm+GA+on+xX3n9KEhmL1Y1N1bW6bcBffFFWHRJbm9UEBY1TCwzrlInsPXqNXr9+TDZ8/k9LEdchLzj7T+z3MninPh7mGqp6TQnwBfVxG+5mOsW0dYx8FHvXn1EU8XOe8iSrzZmRipG8KOOEsZz5sxJtsLR06dP0Wg09OnTh+XLl2NjY5iiJvpwO1h71dTN1oWSmT2ME4wgXfi43Hg/534ZrvjDx7w6fpyw5+8FoUfjxrQ/qDvVVCD4EkizcuSxsbFYWFjozD83FUQ5ckFaE3v1Hm+a9NfpL+B/2qg385t/Ps3fU05p2fKWzEanSTWo1alkusVW9y/wDJXbR3wNw6ok/nz0/gP+vqT76aW1pSUdK3zNnFUaNCr5DfHsQdmoUjJj35zoQ1TQE6LObOX11VVIZhKB9iGfdJ6CNSdiZZuZnCXaYW1vvH0XFy5cYMMGeXn0kiVLMmjQoBSdIzY2lr1799Khg/FL+yvxOiqALie0C7GcaS4v/y/IuFyIucDl2PefYxl5P9OHLLKxQR0f/248Uq3GzFyskAo+P9K1HPlbrl27xoMHDwAoUaIEFSpU+NRTCQQZGl2iKctPg3D6ro1RRdP2eedlomnZrX7kL5O+abXLLiuLptUtoEEBuP36NScePuaGl3J/kz96fIuVhQX3POMYssBP5v+SmtdGBj7gxeUVvLm17r3xE/vM1hnyFJtMxqsyl5CQwP379zl58iQPHyqvMM6dO/ddw3Ul9u3bx8aNG/n777+xsLDA1tbWZEUTIBNNc7763kiRCNKD3RG7eZmg3dLhcxBNoc+fa4mm5lu2CNEkEPAJwsnf359OnTpx6tQpXFxcgMQGhXXr1mXLli1ky5bxPzAEgpQSvkWetpDr0EpsK8orEBmaHfPPs27sMS3bpsCROGWxT9frdt0J5z7SQ7d+ABfbxD0pvf5cr3hcqVzufF+9GnZWdvSc5oNvkFo2p0M9Rwa0k6fqfY4kxEdx7JdPFLhm5jhlL4urRx2cc5Qnc57q2GQy7h5UHx8ffv75Z53+3LlzM2TIEJ2iSaPRMGPGDKZOnQpAnTp16N9f90qvsVHq0ZTJyo7q2Y3/2SBIG27E3pCJpv4upvuaTAmSJOG5fz+7WrTQshfr1MlIEQkEpoXewmnIkCFERkZy7949ihcvDsD9+/fp2bMnQ4cOZfPmzWkepEBgimgiowkYMkvLVjDgjJGi0cbrYSB/jtEWTeO3t0930fQkWC6a/m4DzjYSl5+/5NeTpxSPG1S3Nl95eBCvkmg8THkVysKcL0I0xUcHcGJJ/k861tgrSkrExsZy48YNxZS8t0yePJmcOXPq9IeFhdGjRw/27EncRzJo0CC+++67NI81LVFqbHuw0UwjRCJIL07HnNYaf237NTZmprfHLqVEvH7N73nyyOx1RZsZgeAdegunQ4cO8d9//70TTZCYqrdixQqT7c4uEKQHfj/8pDV2361citaQqOIS+HXgQY6uvallX37nBzxKpV/jxdFH4Z/7cvvpHmrOPrrG6mMPFI/7sX49SuTMgbWlJXHxGpr8+Fpx3tzB2fiqxOedmuf3aA83d+pXfTFTtpI4upUiR7E2uBVpnk6RfToxMTGMHDlS0de9e3cqVKiQbDGH+/fv06ZNGx4/foyNjQ0rV66kV69e6RBt2iBJErX2y3/nfQ11r7YJMh77I7Wbm/d06omLhYtxgkkDtjdqxIsjR2T2gi1aUFGhRYBA8KWit3DSaDSKBSCsrKze9XcSCD53NNGxRB85/25s37AadtXLGy0eSZLYOPkkW2fKa34PXtUs3USTJIGHDr3YuVgYU3fv1nns2l49MP9g/5eSaDqyLA+WFp93lTxJkjgyJ2W9kiyxIWfZbynRdEk6R5V6vL29mTFjhszeqFEjWrVKWc+iAwcO0KlTJyIjI8mTJw87d+6kUiXDlkpPKef87vHbg328jJTvyRPFID4v/BL8eKp6qmXLqKIpNjSU40OHKoqmtgcOUKBJEyNEJRCYLnoLp2+++YZhw4axefNm3N3dAXjz5g3Dhw+nXr16aR6gQGBKSJJExOYDBAybo2V3Wy5PyzEkC3v+y4kNd2T25oO/onHf9Cvc8o3ydiUGVwjl9pO9fKx5bK2sGFy3DiXdc74rmqErPe/o8jxYfIbNazWaBG5s64haFUmI1/nkD/g/DceFY5YBev54eXkxe/Zsmd3JyYnvvvuOIkWKpPhc7u7uqNVq6tSpwz///GOye2hr7huh03e4sfxvIch4qCU13gneHI0+SoQmQss3wGWAkaJKHS+OHmW7QqZQo9WrKf29KGIiECiht3Bavnw5LVu2xMPDgzz/z4X18vKiVKlSbNy4Mc0DFAhMAXVwGC8rdECKipH5MrWph0Vm45S2f3rdhx8rrlb07YqbkOY9mjQSvA6HySfg5Eu5//Eg2HfrOntv39ESTe4uzoxu1JDM9u/3WEmSxPBF/tx+Ku9Af2TZ5ymaYsPfcGpFUb2OqTfCF0ubTMlPNDIHDx5k7969Ov1z5szR6fsQtVqNhUXi67ZcuXKcPn2acuXKYWn5yUVg05XvTv+iaHezdWHLNxOwMjfNuAUp527cXY5FH1P0NXNohrWZtYEjSj0Bt28riqYeN27gVq6c4QMSCDIIen+i58mTh+vXr3Ps2LF35ciLFy9O/fr10zw4gcAUiNx/Gr9eyitKDs1rG63B7YPzXoyuvk5mX367Hx6l076C2pJLsPCibv/NfrD31nX23dZe+epSuRKNSsoriXWZ7I1/sLxy3sHFuT/L9LyQ1xe5vCFln5PZolzJ3X0FbkVbJD/ZyGg0GgYPHqzT36FDB+rUqZOic926dYsuXbrw559/UqVKYrMvU03NAxh9aRVPwt9o2eZX7kulrEWwNFIzYUHao0s0NXZoTCHrQgaOJm34q2xZrXH+pk1pun49dlmyGCkigSBjoJdw2rp1K3v27CE+Pp569eoxZMiQ9IpLIDAZlESTuaszOdZMx66GcfqXRYfHKYqmNc+HkN3DJc2v9zwkadG0qsEzhm+R768a06ghJdzl1dIiYzQy0VS/sj3je2Yxat+r9OLxiSk8v5iyfS61vL7GbsZmcDXNtLS3XL16lbVr1+r09+vXj3J6PLnevHkz33//PTExMYwePZpTp06Z7GshJC6Clkenyuz/NZmDjUXGW30Q6OZG7A2tsau5KxVsK1DcujjmGSB1VollmbWrk5bp14+Gv/9upGgEgoxFioXTb7/9xqBBgyhcuDB2dnbs3LmTZ8+eMX/+/PSMTyAwGgm+gQRNXqZlc2hZl+yrfzLaDZ0kSbQwl2+47zy5Jt1+qp2mcYXFwfd74Iq3sn/wV9CuuMT03evZfEnun9SsCYXc3helkCSJaw9jGbMsQDb34OLc2FhnzJsQJdSqGMJ8rnJnbz9iw5XLq78lR0RWnC1ykLtIeyy7jzJQhJ/OsWPH2LFjh05/cg1sPyYhIYGxY8eycGGisGzYsCGbN282WdH0KOw1fc7IRfCOelOEaPrMeKl6KSs53t25u5GiSRtOjhpFXGiolq3BypXGCUYgyICYSZIkpWRiyZIl6dix47vmgxs3buSHH34gKioqXQNMa8LDw3F2diYsLAwnJ+PsSxGYPpG7j+PXV/5E2Zh9mkL9oxj59Vr8nofKfHs1k9LsRjM2AcqshDh5Fh0APcvC9DqJP4/4ZzvBCp8BP7dqSR7X9081QyPUtB37RjYPoFWtTAzr7JrasI3G26p4FlYOqFUp/zw015hTv8JqzL5pCTa26Rhh2uDr68v06dN1+l1cXJg5c6Zer8OAgAA6d+7M8ePHARg3bhwzZsx4t8fJ1NBIGmrvl4vbrXUn4u4gUpw+J3ZE7OB1gnalz37O/bAzz7htEc5Pn875qdrfawP9/bE30aIrAoGh0EcbpHjFydPTk549e74bd+3ale+//x4fH58kGxcKBBmN54WaoAmLlNlzHf3DCNEkIkkS32aXP+Wu2Lggk/7tlGaiaeVVmH1Ot39JI2hdDJ76BzBj/wGZf1qL5uRxzYyF+fvVo4MXIpm/IVjxfEXzWTO4Q8ZqahsX5cfdfQOICn5MTOiLd3Z9RBNAgwlhYKKrKm+RJIkpU6YQFBSkc864cePImzev3ud+8+YN1apV49WrVzg4OLBu3Trat2+fmnDTFUmSZKKpWZ7KjCvb2UgRCdKDIHUQW8K3kECClt0SywwrmmKCgtjRpAm+V65o2btduiREk0CgJykWTnFxcTg4OLwbm5ubY21tTUyMvMqYQJAR0URE8bxAY5ndsVNjMo/9Hqs8OYwQFby6H8DAkvJUiqU3+1KgbNrEdN0H2vyj7GtSCJY1BisLCImOZuGR89x+I189Wtq5I052728sNBqJ+oOV09Qm9s5Cva8cFH2miCRJ+D7Yzu1/e6f6XOXabSZ7EdMt+qBSqdi2bRtnz8r3rH3IhAkTyJ079ydfJ2fOnJQvXx4bGxt27dpFSYUCIqaEUlNbIZo+L7xUXuyM3Cmzd3XsSjbLjCkw1CoVK7Jmldn7PH2KS8GCRohIIMjY6FUcYvLkydh/UE44Pj6emTNn4uzs/M72Nk9dIMhoKImmXIdWYlvReDd0czvv4MzW+zL79qhx2NrLG1Hry/b7MPKosu8rd9jWPnFRJCgykpHbdO9rWdOz+7tVJrVGovd0H177J8jmtayZiR+7ZKy0PN+Hu7m169tUn6ds67/IUbxdGkSUfgQGBjJlypQk5/To0YOvv/76k86vUqlISEjAzs4Oc3Nz1q9fj0ajwcXF5ZPOZwhuB3sy6PxymV00tf28uBF7Q7afCaB1ptYZVjQBXFLoqdZ2/34hmgSCTyTFwqlWrVo8evRIy1atWjU8PT3fjU11M69AkBxRB+RfmPlfHsXc3nh7T7weBMhEk3thV5bf/gFr29T1hnkQAI036fbv6QQls6lZe+4iZ5481TlvUN06fOWRD4CwSDVtxijvYwLY8FNOcmVLvdhLb4JfnubKpqaffHxJj75oJBXZ3WtjXa0lZtY2aRhd2hMSEsL27dt5+PChzgyCbNmyMXHiRKytP734ga+vLx07diRPnjxs3LgRMzMzk95n6hcTQvtjPyv6TjQVRZE+J+I0cTLRVMSqCA0dGmJhZpr77ZJDo1azUKH32fC4OCxS8T4WCL50Unz3dfLkyXQMQyAwHgk+Afj21C45bswiEME+Efzx4xHO/KMtmgb/3ozG/T69/HlsAmy5B1NP6p7zdxuokRd+3neARQHy6ndvqZzfg97VqmJnbU1wuJpxK/x56qXSOf/octNuaBsfE8yJxfrv0wHIFe6GbYINeX7YiE2himkcWfry9OnTJLMEZs+erZVR8KlcvHiRdu3a4e3tjZOTE56enhQ04SfeT8Pf0FtHY9uDjWaKHk2fGSvDtFOhWzi0oIB1ASNFkzZsa9BAZut26ZIQTQJBKhEtzQVfNMHz1hIy/08tW+7/VhspGggPiqaH+2KZfcgfzWnUp7z+54uDhhvBR17rQoszvSCvM/hHRNDrT3mO/1s6VqpI09KlOHopihbDfdEkUZOz3leJfZnMTVQwxUZ4433nb56c+knvY3NEZKVkQGEsJQuoWAO6DQYnl7QPMh3w8/Pj33//5ebNmzrntGzZksaN5amrn8Iff/zB4MGDiY+Pp1ixYuzevdtkRdPt4OesfnSAG0HPZL6FVX7gq2xFjRCVID3xSfDRGpezKZehRZMqJoYlH2ypeMv3jx+TuXBhI0QkEHxeCOEk+GJRh0fKRJNTr1bYlDXOzVF4UDRds8qfcmfJ5UjD78vpda5rPjD4AHgnI5jWt4baiZl2xMTHM2a7XDQVypaNQXVr42Jvz/Gr0Xwz8FWS5+xQz5EB7Uy7Up7nhV94clJebj45Cgflo0BonveGVQfAPOP0n1qzZg3Xrl1T9FWoUIFu3bphY2ODeRr8TnFxcQwdOpRVq1YB0KZNG9atW2ey6Xl19o9CLWlk9sJOuVhTc4RIRf8MUUkq/onQropTy66WkaJJHWqVigPdu/No61aZb3h8PBZWpp8mLRBkuV/s2gABAABJREFUBIRwEnyxqDy1e3Q4fd+WbHOGGyWWNaOOsuuXizK7vv2ZDj6FuedAodXTO77ODdNrQ9GsEBgZydxD53jg46s4d0XXzjjY2HD9YSyjlibdyLVpdQcGtc+MnY1pC4knp37C83xK96iYUTrua5z84rBX2WHOB/8WNnYZQjSp1WomTJhARESEzjkDBw6kVKlSaXrdjh07smfPHszMzJgxYwbjxo1LE0GW1qglDbNublYUTdMqdKeeu/4rvQLT51bsLU7GnNSyfWP/TYYVyKsLFiTCS/4Z3ePmTSGaBII0RAgnwRfLmwZ93/1sV+cro4mmI2tuyESTg4stW0NGp/gckgQeS3X7O5WEefXfjxM0GlaeOstFz+eK88vnzcOwet8AEBOrYdRSf8V5i350o0xhmwxzs3F9eycCnuxPco65hQ2Vi03COdQcTh/8v1We+sLPq9I+wDTkxYsXHD58mFu3bin6W7duTZ06dVJV8CEpRowYwYULF/jrr79o0qRJulwjNSRo1Cy9t5tdL+WNy74r0oh2HjVwss44JfMFKSNEHcL68PUye17LvJS2KW2EiNKGj0WTa9GifPfwoZGiEQg+X4RwEnxxSAkJPC+ofSNnV93wT5VDfCPpW2g5sVHaRRUa/1CBvosapvg8/lHwlY5tWdNqQ/cyYPn/B/0JajV91m9M8nx1ihahZ9XEctMhEWrajdWulOdga8bK8TkyRIW8D4nwv5usaKo35AWWP34Ljw/rnjR2ARRO29WZtObgwYPs3btXp3/WrFlpXgJckiSeP39OgQKJ+0Nq167N8+fPtfr/mQrn/O4x7soaRd/fdcaRN5ObgSMSGIJgdTAbwjco+lpnam3YYNKAmOBgfnVzQ1Krtewj1WrMTHB1VyD4HPgk4XTmzBl+//13nj17xvbt28mVKxcbNmwgf/781KhRI61jFAjSjIQ3frws115mz/xjd4PGERutonvORTL74mt9KFQhZ4rPo9Yoi6bFjaBWXsjy/4WS8NhYhm6W576/pU35cjQvU/pdLyaAZ6/j6TtLnsK3d2Eemc1UkSSJF5eX8vj4RJ1zCteeRoHKP8LC8fBjEv2a/jiY2NTKRLl//z7Ll8v7Db3F3NycZcuWpcvqYExMDAMGDGDHjh1cvnyZ4sWLA5icaLoZ9IwhF1Yo+izMzNlYZyy5HTJuzx6Bbg5HHeZhvHwFpo9zHxzMTet1mhKuLV7MieHKWRJCNAkE6YfewmnHjh10796dbt26cePGDeLi4gAICwtj1qxZHDhwIM2DFAjSAkmSFEVTvtu6q8ilB5MabOTmf/IUuSb9K+olmkC5F9PLYdrjDRcucuzhI/lE4CuPfNQtWpQS7trXVRJNxTys+XVMDr3iMyZRQY85uyrp8u0VOu4km10x6N9cecKPMyBvIZOsmCdJEp6enjx48CDJz9127dpRrVo17Ozs0iWOV69e0bZtW65du4a5uTkXL158J5xMBe/oIHqemk+sOl7my2ydiU11x5PJKn3+PgLjopbULA+VP1Bws3Cji1MXI0SUem6vXq1TNA3//z2ZQCBIH/QWTjNmzGDlypX06NGDLVu2vLNXr16dGTNmpGlwAkFa4t1isLbBwoICr45iZm2YlDPvp8H0K6z8tFvfIhAADwPhcZC27WPRdPfNG0XRVDR7dsY1aaTzmmv3hslsGUU0xUX6ceHP6sRFKhe8eEv+r0eQLUtFGNVN7qxYA/pPNJkVpsjISE6fPs3hw4fJlSsXL168SNFxkyZNwt3dPd3iOnHiBB07diQwMJAsWbKwZcsW6tevn/yBBiRSFUOn4zMVfatrDKeoS8ZZQRXoh1IBCIDqdtWpZFvJ8AGlAkmSOP/TT1z4Sd4+oUiHDrTYskWsNAkEBkBv4fTo0SNq1ZKX63R2diY0NDQtYhII0pz4Z6+IvXRby1bQ96TBrh8WGK0omkrUyMOs4931Fk0aCRr9rW17PvT9z+ExMYzctgPVR7nvrcuVpXX5cornfOmjwi84gT/3hvHo1fsn89XK2DHl+6x6xWcMPC8s5MnJKSmaa2njRJHaU6Ffs48cVrB0O1jbpEOE+nPixAm2bdumZUtONA0fPpzC6dyvRZIkFi1axJgxY1Cr1ZQvX56dO3fi4eGRrtfVlwehr+h3drHMLqrlfd54xnuyN0p5j19f577YmysUezFBYoKCeLJrFw83b+bV8eOKc7qeP4971aoGjkwg+HLRWzjlyJGDp0+fyr4gz549+25TsEBgSoT/vZ+AH+do2Qq8Pmaw62+YfIKtM87K7Ltix2Nlo/82w233YdRRbdvChvBhn9mhW7R7kwBMbNqEwtmVN73/tDqQU9ejFX0Te2XB2so0Vl4+RpIknl9clGLBlKtsT3IWb09m24Jy0VStPnw3Kh2i1B9/f3+mTZuWorkuLi5UqlSJEiVKULRoUYNUONywYQMjR44EoHv37vz+++/plgr4KVz0f8Doy3/I7Lnss7DlG9373QQZm0hNJGvClIt+AAxxGYK5memvykiSxC8pWD1qvXu3EE0CgYHR+66tb9++DBs2jLVr12JmZoa3tzcXLlxg1KhRTJ48OT1iFAg+mQS/IJloyrZ4HGY26VOC+WN2LbyoKJo+JTXv1ysw97yyr11x0Gg0bL16jcP37sv8A+vU1ima1uwJ1Sma+rd1wc7W9G40fO79w+0936V4fvZibSjb+i/M9m+FtZvBR6GJrwmIJkmS2LJlC2fOnFH016xZk+bNm5MpUyYAo5WB79KlC+vXr6dVq1YMHjzYpMrRr7i/hy2eJ2X2nHauQjR9pkRpotgTuQd/tbxtghlmdHHsQjbLjFP042j//kn6+3h64pI/v4GiEQgEH6K3cBo3bhwajYZ69eoRHR1NrVq1sLGxYdSoUQwZMiQ9YhQIPpmXpVprjR2a18apWzPlyWnMrwMPcOC3a1q2nrO/of3Yaim60UzQwNZ7EBgNC+W9cd/xYigcvf+Avy9dVvSv691T57FXH8Tw96FwLVuPpk5Exkj0bOaMo73piCaNJoGbO7slW1L8Y6p3PkamTZtgf1Pdk/44qNtnAIKCgpJ88DR9+nSyZjVuuuT58+f56quvsLKywsrKiiNHjphUQ9s4tYpOx2cSFBcu800s14XGub8yQlSC9OZKzBXOxyo/Uerk2Ikclhljb+Zbgh8/5vYq7R5xBZo3p9yAAeSoXBl7I38OCARfOmaSJEmfcmB8fDxPnz4lMjKSEiVKvHsCauqEh4fj7OxMWFgYTk5Oxg5HkI6ELFxP8Oz36TrOP3Qg64yhSRyRdtw7+4qxNf/Ssi2+2odCFZOvmrf6OvysvOCgxZleEBTmxcG7d3nsJ3/SWiBrVsY0boitjq7xD57HMWi+n5bt5/5ZqV7G+Pn/kkZN8KszJMSFkxAXxt39A/Q6vmCV0Xic9sLy9eukJzbvAq11C8v0JiYm5l3KmxK9evWicuXKBoxIjiRJzJkzh4kTJzJ06FAWL15s1Hg+5nbwcwadX6bo6124Id8VbWzgiASG4mz0Wa7FXZPZy9uUp5a9fC+2qaOUojckLAwbca8iEKQr+miDT26Aa21tTYkSJT71cIEgXdFEx2qJJgCXwV0Ncu0ElVommpbe6EuBckk/+YxXQ2HdbXjecaUPZLOXOHj3Hv9cld80uNjbMbphA3JlzqzzHAfPRzJ/Y7CWbdGPbpQtYpt8AOlITOhLTv9W8pOPL115Ou6bj8CzC0lPXLQFHF0++TqpZebMmbx58ybJOQsXLsTW1rj/HhEREfTu3ZsdO3YAEB0djUajMfpK03Hvm0y9vj7JOQcazcRRlBj/bDkWdYy78Xe1bOVsylHbvraRIkodAbdv81fZslq2sv37C9EkEJgYegununXrJplmdFxH5ReBwJC8afKD1jjfrR1Y5jBMikPvvEu1xj8sa5ysaNp+H0YeVfY528Dc+pDbCUplgwSNmt7rNirOHdGgPmVy59J5nbBINaOX+fPUS6Vlb1rdwaiiKTrkOV431vDi0mK9j3Ur0JgyD7Ng4fUSnh3RPbFGI+g2CKwMs79NiZs3b7LqozScD2nTpg3169c3iT1Djx8/pk2bNty/fx8rKyuWL19Ov379jB0WT8LeJCmaijnnYfHXA3CwMq7oFKQPGknDuvB1RGgitOwtHFpQwDpjFqj6s1Qpgu7dk9kb/PabEaIRCARJobdwKleunNZYpVJx8+ZN7t69S8+exkt5EQg+JP6+57ufrUsWxNJduTBCWvPfuluE+Ea+G3uUcaPFYN17K56FQKstECHvy8mx7lDIVdt2580bfjnyn2xuz6pfU71QIawtLWQ+jUZi8ZYQ9p2NlPkApvXNSq3yxknPC3pxgqubW3zSsZUDq5A5zAqeRQLKvxsN2kLbXkYVS5D4OXn69Ol3Kzcf4urqSrVq1WjaNIk9WAZm3759dOvWjfDwcNzd3dm+fTtVjVy962m4N71PL1D0ZbFxYnipttTOWcbAUQkMiSRJLAuVp2X2dOqJi4VLqs6tVqtRqVTJT0xj/m3XjpjISOzz5dOyd714kdjYWIPHIxB8rlhbW6dJtsQn73H6mGnTphEZGcmCBcpfbKaC2OP0+aMOi+BFofc3oQXeHDdIk1tJkmhhrt0Eeo96Eubm8tUDSYLfripXyWtZBOY3ANuPHmssPPIftxXSuwbXrUMlj3wye1y8hj/+DWPniQiZ7y3DOmWmVW1Hnf70QJIkXl37nYdHU17Fzs4lPzGhz8kSl4Wy3oWx0iTxzMc+U+LepYbt0iDa1CFJEmfOnNFqFv4hy5Ytw8JCLnaNSUhICB4eHoSHh1OjRg22bdtGjhzG3WCvq7z4mDIdaZH3ayNEJDA04Zpw/gz7U2bv4dSDzBa605KTQ5IkfH19jdKHUtJoiPDy0rLZZcuGlb3x95kKBJ8b5ubm5M+fH2tr+YNUg+xx+phvv/2WypUrm7xwEnz+xF66ozU2hGj6d8kl/vhRO01s8bU+MtEUHAPldWdqsbIZNCmU+LMkSey+eYvHvn488PVVnJ9UxbwmP+oujNCqViYGdciMpYXhUsIkSeLGjs56VcVr4DEX82NvG1nqTkEEoH5raN8HLNPsYy1VREZGMmbMGEVfq1ataNSokYEjShmZM2dm3bp1HDt2jIULFyp+yRiSmvtGKNrHlelEs7xVDByNwNDEaGJYFab8oTnYZTAWZql78PBWNLm5uWFvb2+QNFlJkogNDibSxwfHD6rkZS1RAjMTqlQpEHwuaDQavL298fHxIW/evKl6n6fZHcaFCxeMvpFZIFAHh+Hbbey7sVOvVul+Tf9XYTLRBFCogryCni7RtKIJNCsMZmagUqvZe+s2e27d1nnNaS2a45E1i3I8wQl0nuSt6Ns1LxfOmQy3wqGKDePyxoZEBsjz95OiSKAHHmG5MHu2V/ckK2uYtRYyORk9Fe9DJEli4sSJOp9gjxkzRtZA3Njcv3+f0NBQqlWrBiTutWrTpo1RY3oY6kXfs4tk9qElWtOhQMarmCbQH894T/ZGKX8GDHUZmmqRo1ar34mmLFmUP0/TA9+rVwH48JGerasrdmKlSSBIN7Jly4a3tzcJCQlY6ag2nBL0Fk5t27bVGkuShI+PD1evXhUNcAVGReX5mldVumjZbCqkb+XHQ6uus/wH7RWULLkcWec1TDZ36kn58SWywqx6UP7/mVBxCQn8sOHvJK/5S4d2ZNFR/n/P6QgWbwmR2Tf97E6OLIZdifF/vI8bOzqneL7H18MpXGMi5gNa655kZgbfjYSv6yX+bIIMHjwYpQzo4cOHU6hQIZMo/PAhO3fupGfPntjZ2XHt2jXy5Mlj7JA49PoKM29ultmXVh1I+SyFjBCRwNBoJI2iaCpiVYQ69nXS5H30dk+TvQEFS6S38kMtlwIZs7CFQJBReJs9oVarDSucnJ2dtcbm5uYULVqU6dOn07Bhw08ORCBILR+LJuuSBXHskD6vSbVawy/f7ub0Fu2VlK7TatF1qrwcrlc4rLulbXsxVPveXyNJOkXT3HZtyGxvj3USaWiv/VWKounQkjxYWxk2JS8q6FGKRVMmt1KUbbWOTLa5QEk05fKAEbPA2VXuMzFCQ0NloqlevXq0a2f8/VYfo1armTx5MrNnzwbgq6++MomsgX88T7Hs/r8y+39N5mJjkf5ptwLT4HyM9gbQYtbFaOSQPumthniYoYqOJuj+fZndtVgxrDNIH0yBICOTVu9zvYSTWq2md+/elC5dmsxJ9IgRCAyNX//pWmPrUoXJc2JtulxLkiRaWc6U2fsuakjLYe+blT4MhAnH4UEgRH9UrOny94miKUGj4bbXa+56e3P84SPZOee0bUMO56Q3KkqSxMHzUSz4W7sv07DOmWlVyzCFHzSaBPwe7uLB4ZGoYoOTPwCoPfgxto7uiYMpP4D3S/mk1YfSMMr0Q61W89tvv3H/oxsjUyz+ABAcHEzXrl05fPgwACNHjmTOnDlYGnl/WHBchEw0LajcjypuxYwUkcAYSJKk1djW1sw23USToVASTVlLlsTSTvQaEwgyEnp9S1pYWNCwYUMePHgghJPAZAj55S8id2g3Qcp9bHW6XCvwTTi9ci+R2Rdc6E2xr3MD8CQY6m/QfY4GBSB7pkTR1Ocv3RNX9+yOZQo2Cq8/EM5f+8O0bD92zkxLA4mmK5ubE/ziZIrm5q3Yn5wlOuDkXhFzMwu4dAL+mCufmDkrzEvij2hiDBkyRGbr2rWrSYqm27dv06ZNGzw9PbGzs2PNmjV06dIl+QPTmT0vLzD/zjYt24pqQyjjmt9IEQmMxe7I3Vrj1plaGyWOtCIuPFxmcy1WTIgmgSADonf5llKlSuHp6Zn8RD1YsWIFHh4e2NraUqVKFS5fvpyi47Zs2YKZmRmtW7dO03gEGQfVS2+C52iLpLxXtqZLZSJVvFpRNP3+eCDFvs6NJEG/fUmLpsk1YVGDWJYdO6FTNGV3cmJV92+TFU3B4WqG/eInE021ytsZRDRFBT/l8BynFIkmc0s7Go2PpHjDBbjkroL55t+hbxNl0VS0DMzfaLJ7mD7mxIkTMluZMmWoUaOGEaJJniVLluDp6Un+/Pm5cOGCSYim8VfWyETT19mKCdH0hRGmDmNJyBJeJbzSsrtZGKYPX3oR7e+vNc5RqZJB0vOmTZsm6735KQQFBeHm5saLFy9SfS5B2hEfH4+HhwdX/19sRGAY9L67nDFjBqNGjWLfvn34+PgQHh6u9Z++bN26lREjRjB16lSuX79O2bJladSoEf4ffdB8zIsXLxg1ahQ1a9bU+5qCz4dXlTppjfNc/BsrD/c0v06IbyRtbGbJ7Hs1k8hVOAsaCTyWwuFn8mOn1gLPIYl7mrqUjGfI5q1ce/VKNq9Pjeos6tSBue3aKDayfUtQmJpvBr6i/bg33HkWp+X7e7o70/pm0/8X1BNVbChnfy8HkibZuZnz1qDBKH+4eBzmjoQ+jeGEjmp501fB6HlpG2w6oNFoePbsGQMHDmTbNu0b/kWLFtG/f38jRZY8y5YtY8iQIVy9epWyZcsaOxxuBj3jrJ/2XsFBxVsyv0o/I0UkMDTbI7azJGQJ68LXyXyDXQabXEEVfYiPjCTugwqbmQsXTvU5W7RoQePGjRV9Z86cwczMjNu3bzNq1CiOHTsGgIeHB2ZmZjr/69Wrl87rzZw5k1atWilWA23UqBEWFhZcuXJF5qtTpw4//vijzL5u3TpcXFy0bOHh4UycOJFixYpha2tLjhw5qF+/Pjt37lQstpNWnDx5kgoVKmBjY0OhQoVYt25dssdIksSCBQsoUqQINjY25MqVi5kztdP3V6xYQfHixbGzs6No0aKsX79edp7Q0FAGDRpEzpw5sbGxoUiRIhw4cOCdf9q0abJ/p2LF3qctW1tbM2rUKMaOHSs7tyD9SHGq3vTp0xk5cuS77vYtW7bU+jCTJAkzMzPUarVeASxcuJC+ffvSu3dvAFauXMn+/ftZu3Yt48aNUzxGrVbTrVs3fvrpJ86cOWOUxnUC4/Pxh2nWOcOxLpg3Xa41uvo6rXHmHJnY4DOcMy/h293Kx7QsAsuavB+ff/aMVafPyuaVzZObwXXrYJVMWldYpJo2Y+QNcN8yoJ0LObOm/R4VjVpFoOd/xIQ+J+jlqRT3YarW5xKO2Uomdvvt20T3RDMzGDINSlYCE0xt+5Dw8HD27dvH2bPyf0f4H3tnHRZV2sbhm+5SUEBRsbBQsRW70DU+u7sVu7Fj1bVQd2UtwFq717ULxbVb7MQERUmJgZnz/cE6Ms4ZQpGQc1+X18V53uec884IM+f3vk8kftEZGBhk8KyS5/3796xcuZLJkyejra2NsbExv//+e2ZPCxDv0bSwSn+q5SmZCbORyGgShAS8wrw0jtc1qvvdfZoyi6g3b0Qr6Omlw05T3759adu2La9evSJ//vwqY2vXrqVSpUqULVsWANP/7nf58mXl89m5c+do27YtDx48UDb7NNIQNhgdHY2Pj48yHzIpL1684Ny5cwwdOhRfX18qV678Ta8nLCyMmjVrEh4ezq+//krlypXR1dXl9OnTjB8/nvr166sJrfTg2bNnNGvWjEGDBrFp0yZOnDhBv379sLOzS7bP3ogRIzh69CiLFi3C2dmZjx8/8vHjl9zeFStW4OHhwZo1a6hcuTKXLl2if//+WFlZ0aJFCyBxt6hRo0bkyZOHnTt3ki9fPgIDA9VeZ+nSpTl+/Ljy+Os81K5duzJmzBju3LlD6dKl0+FdkUiJVD9lzZw5k0GDBomGpXwrMpmMq1ev4uHhobRpa2vTsGFDzp8/r/G8WbNmkSdPHvr27Yu/v3+y94iLiyMu7suq/LfsiklkTV7V6aVybNG3jbjjd/Ly3nuCnn6pVmfjYM7aFyM48iQxNE+M24PAPMnz87vISDXRZKCryx+dOyW7u/SZFqNf8ilWfNWtfQMzerewwFA//cMTFYoEji1IfT5jtZ6nsbCv+MUgCDCmi+YT5m+A3Fk7DCc+Pp6RI0emuOrZtWtX8uTJWq/l6tWrtGnThhcvXqCnp6dxMSqj+Tf4DhMv+6jZ51XqI4mmHMTBTwdF7W4mbpTQz74FQWRRUaKiybxAAbTTYXGoefPm2NjYsG7dOqZMmaK0R0VFsWPHDhYuXAgkLuTs3buXGzduYGPzJRIhV67ECqV58uRJUZAcPHgQAwMDqlWrpja2du1amjdvzuDBg6lWrRqenp4aBVhyTJo0iefPn/Pw4UPs7b9EjBQvXpzOnTv/sGqfK1euxNHRkcWLFwNQsmRJzp49y5IlSzQKp3v37rFixQoCAgJwcnICwNFRNaR448aNDBw4kI4dEyNiChcuzOXLl5k/f75SOPn6+vLx40fOnTunLI0ttqOnq6uLra2txtdgZWWFq6srW7duZfbs2Wl7AyS+iVQLp88PDXXqqJda/lZCQkKQy+XkzZtXxZ43b17u378ves7Zs2fx8fHhxo0bqbrHvHnzmDlz5vdOVSILIXv4nJeu3X/4fUJeReBRbyNvHyeuJCn0dEkwMyF80XAKqqc6KQlUb+HE+J271Wwru3VJMQQlJlbBit1hoqKpTgVjpvezFjnr+4kOfYb/Suc0nVPb/T5G5v+tfsbLEgVTdJS64+ApUKYSGGR+6evkePDgAUePHuXevXsafezs7GjatCkVK1bMcuFE69evZ+DAgcTFxVGsWDHlF3ZmEi77RPOj4v3+ehZrRI28P7bvmkTW4YnsCc/in6nY3C3d0dXK3MqOAK8a9iPhXeqqg4qhkMnUbFq6usSmkLeqmycX+Y+nXNhIV1eXHj16sG7dOiZPnqz87NmxYwdyuTxd8xb9/f2pWLGiml0QBNauXYuXlxclSpSgaNGi7Ny5k+7d0/bdrFAo2Lp1K127dlURTZ8xTWaHzt/fn6ZNk4lmAFatWkXXrl1Fx86fP0/Dhg1VbG5ubqLhhZ/Zv38/hQsX5p9//qFJkyYIgkDDhg1ZsGCBUpDGxcWpiT0jIyMuXbpEfHw8enp6/P3331SvXh13d3f27duHjY0NXbp0YcKECSpFhR49eoS9vT2GhoZUr16defPmUaCAamRNlSpVUtxEkEg/0vQJldkPBpGRkXTv3p01a9ZgbZ26B0YPDw9Gj/4SDhIREZElGjxKfBvxL4NERVPh4NPpep/rx54ypckWXnVuQWSvoshNkzRIfKvu79sCGmjoXxj4QfULuHu1qjQoqXk1NSpagc/+MPadFhEdQO/mFnT/xUJ07HsQBIE7B4fw+lbaqtmZ5XGmWm9/tOUKCLgCzx7APg3XWPE36Omnw2x/LJcuXdIY625paYmxsTHDhg1T62uXFYiPj2f06NEsX74cSFyd3rhx4w8JdUktckFB3QNjNY6fbrYIba303zGVyHrcjbvLsehjavZe5r2yhGgCSHj3Efnb9+l6zfTO0unTpw8LFy7k9OnT1K1bF0jcAWrbtm26fi4FBgaKCprjx48THR2t3Jnp1q0bPj4+aRZOISEhhIaGquTupJZKlSqluIj+9cJ8UoKCgkQX7iMiIoiJiRHdPXv69CmBgYHs2LGDDRs2IJfLGTVqFO3atePkyZNAovjy9vamVatWVKhQgatXr+Lt7U18fDwhISHY2dnx9OlTTp48SdeuXTl48CCPHz9myJAhxMfHM336dACqVq3KunXrcHJy4u3bt8ycOZNatWoREBCAmdmXAlD29vYEBoq085D4IaTpU6p48eIpiqekcZ4pYW1tjY6ODsHBwSr24OBg0a3JJ0+e8Pz5c5WVU4UiMTldV1eXBw8eUKRIEZVzDAwMslzOgcS386JCezWbw78b07WKXsSHaEYNOcszz8mp8vdtCQ00FP9SKBTMOXhIxZacaFIoBFqOfaVxfNf8fFiZpX/MvyAoOPpb8v2iPmNVoCafPjyiWJ3p2BRtgsGxwzCgefInFSgKI2ZnedEUFhbGpEmTNI7/+eefGTibtBMUFESHDh2Uq4/Tp09n2rRpaP+AKpOpJTohDrfDHqJjS6sNpqL19yfLS2R95IKcHZE7CJYHq401N2mOhU7WWYTQzfNtzbYFhQIhIUHFpq2f+s+8tNy3RIkS1KhRA19fX+rWrcvjx4/x9/dn1qxZKZ+cBmJiYkRD5Xx9fenYsaMy56Zz586MGzeOJ0+eqD2HJcf3FH4wMjKiaNGi33z+t6BQKIiLi2PDhg0UL14cAB8fHypWrMiDBw9wcnJi6tSpBAUFUa1aNQRBIG/evPTs2ZMFCxYoP4sVCgV58uRh9erV6OjoULFiRV6/fs3ChQuVwinpblrZsmWpWrUqBQsWZPv27fTt21c5ZmRkRHR0dAa+CzmbNAmnmTNnputKhr6+PhUrVuTEiRPKkuIKhYITJ04wdOhQNf8SJUpw+/ZtFduUKVOIjIxk2bJl0k5SDsOgchnyH1yRbtcL/aSgvLc2YAxDe4j66OuAuT7UKQSz64JJMt+JkbGxDNuyTcXW27WGRv8HgXEMnq/+UAFgbKjFnEE2P0Q0yaLfc2pZ6so+Nxz7Hh29/1bh/A/DCPH3SYl1Xpi3LluUFt+2bRunT6vvXDZq1IjmzZsr49CzMoGBgVy4cAFzc3M2btxIy5YtM3U+cXKZqGjq59SUHkUbZnoUg0TGsTxsuai9hUkLCutr2K7PJFITLvc1Crmcd9evq9hylyyJnolJek1Ljb59+zJs2DC8vLxYu3YtRYoUSdd0Ckhc4A4NDVWxffz4kT179hAfH8+KFV++g+VyOb6+vsoKc+bm5oSHq7bLgMQFqs/PkjY2NlhaWmpMz0iO7w3Vs7W1FV24Nzc315irZWdnh66urlI0QWJuFCQWy3BycsLIyAhfX19WrVpFcHAwdnZ2rF69GjMzM2WumZ2dHXp6eipheSVLliQoKAiZTIa+iOC2tLSkePHiPH78WMX+8eNHlRw2iR9LmoRTp06d0j35efTo0fTs2ZNKlSpRpUoVli5dyqdPn5RV9nr06EG+fPmYN28ehoaGlClTRuX8z+EnX9slfj7i7qrW+k5P0bR5jj8epuKl7Z3zwIZWkCsNOa8x8fFqogmgWmF1gSKLF2gy4qXodQ4uzf9Dij5Ehz4j8n0AN3alIhZeS5t6w5+ib/xfeOzLpzBziGb/MpXBwRGq1AWHrPVApIlr166JiqYZM2ZkuYIPyVG1alU2bdpE2bJllYnLmcWn+FiaHFHdvdPV0uHkLwskwZTDuBl7U83W2awzeXSzz99WSny4o1pS38TO7oeKJoAOHTowYsQINm/ezIYNGxg8eHC6/225uLjw119/qdg2bdpE/vz52bt3r4r96NGjLF68mFmzZqGjo4OTkxNHjx5Vu+a1a9eUwkNbW5tOnTqxceNGpk+frhYWGBUVhaGhoVo1Ofj+UL3q1aurlP8GOHbsGNWrV9d4jqurKwkJCSo7aw8fPgSgYMGCKr56enrKqodbt26lefPmyh0nV1dXNm/ejEKhUNoePnyInZ2dqGiCxPfiyZMnauGQAQEBuLi4aJyzRPqSauH0o77oOnbsyPv375k2bRpBQUGUL1+ew4cPK3/ZX7x4kalhJhJZh6+r6KUH0ZFxjK+1nv29xXvGbGoNNVNZ4VwhCNx984bLzwM5/fCR2viSDu0wSPLhn1J58cPLHNDXS7+/u4jgW7y67svL66lbTa3c9TC5CnzVxFUQNIsmr71ZvuDD12gKzevRo4doFamsRlxcHGPGjKFfv37KRpft26uHs2YksXIZjQ6JV+871WxhBs9GIrO5EHOBi7EXVWxDLYdm2zLjX6NISODdzZuJn43/YWhlhVm+fD/83qampnTs2BEPDw8iIiKS7cX0rbi5ueHh4UFoaChWVokVVn18fGjXrp3agrWDgwMeHh4cPnyYZs2aMXjwYJYvX87w4cPp168fBgYGHDhwgC1btrB//5defnPmzMHPz4+qVasyZ84cKlWqhJ6eHv7+/sybN4/Lly+L5mh+b6jeoEGDWL58OePHj6dPnz6cPHmS7du3c+DAl5Yby5cvZ8+ePcp+WA0bNqRChQr06dOHpUuXolAocHd3p1GjRkox+PDhQy5dukTVqlUJDQ3F09OTgIAA1q9fr7zu5/dmxIgRDBs2jEePHjF37lyGDx+u9Bk7diwtWrSgYMGCvHnzhunTp6Ojo6NW/MPf31+qqJeBpLmq3o9g6NChoqF5kNicLDlS06xMIvvzfvxileO8Pt8fx33U9wYTDiXwUUQ0Ha7yipLV84ucpZk+69Qb3H1mba8eysWHoA8JDFsUzIdw8Z5nv4/JS5ki6ZOXp5DHExv5Gv8VaduRbTwxAi2xZH2xfkwzV0K+Qt82wUxCEATc3d1Fx6ZMmSKaDJ3VeP36NW3btuXixYscPnyYu3fvalypzCgSFHKNosm/uWcGz0YiszkdfZobcTdUbG1N2/40oklTrybzr3YefiR9+/bFx8eHX3755Yd8bjk7O1OhQgW2b9/OwIEDuXr1Kjdv3mTNmjVqvhYWFjRo0AAfHx+aNWtG4cKFOXPmDJMnT6Zhw4bIZDJKlCjBjh07VBr45sqViwsXLvDbb7/x66+/EhgYiJWVFc7OzixcuPCHFeFxdHTkwIEDjBo1imXLlpE/f368vb1VSpGHhITw5MmXaBdtbW3279/PsGHDqF27NiYmJjRt2lRZ0hwSQxYXL17MgwcP0NPTo169epw7d06l3LiDgwNHjhxh1KhRlC1blnz58jFixAiVZravXr2ic+fOfPjwARsbG2rWrMmFCxdUwvLOnz9PeHg47dq1+yHvkYQ6WsKPVERZkIiICCwsLAgPD1c2fpPI2shDI3hevJmKrcj77yu9uXbCcVZe1SKoRQO1sYfuYJCGIFb/R4/wOXtOdKxaYUcG1amtPD50LoqFf4kXUGlUxRiPXulTXvxbyokDGFkUpPaQJCEn8TI4vhdeP4cLJ9VP8D78zXPMTIYMEd81Gzp0KKVKZf2S2P7+/rRv357g4GAsLS3ZsmWLyoNIZhAnl9FQRDR1cKzDsNL/y4QZSWQmG8I3EKpQzY3JauF5sbGxPHv2DEdHx1T3ChIUCmI/fiQ+Oprod+/Uxm2cndH5yQpSHThwgHHjxhEQECBFAGUxOnbsSLly5ZItaiSRSHJ/72nRBlmj9qeEhAaE+AQ10VTwzr5vv54g0EL7V6IL2BM0uq/a+PPhaatjcOPlS1HR1LemKy4O+TFN8scZHasQFU3t6psxpF3qm8wmhyAIvAnYQsA/4qGHyVHH/QGG5knCS+aOhKfJJOyuOaR5LAvj5eWlZmvSpEmmF1JIDYIg4OXlxahRo0hISMDZ2Zk9e/akqYrVj2D53X1se6qeIyaVGc9ZhMpDiRFieJvwVk00dTDrkKVE07cQHxND6IMHKL6qnAdgnDcvZvnz/5T5e82aNePRo0e8fv1aKsKVhZDJZDg7OzNq1KjMnkqOQhJOElmWmPM3edNSNYQz17RB31wqNl4mp7XBXOItzHjylWi6NQgs0rhI+PjdO5YeV9+F8e3ZXW1Vbu3+MDYeilCxDWpjSfsGZun6RXv0N7OUnf6jeL1fKVR1hPj9b11KXjTN8c0WlfKScurUKXbs2KFmX758ebZYRY2Li2PgwIHKOPlOnTrh7e2NyQ9OQBdDEATCZFHcDXvBxMs+oj5nmi3+KR8iJVRJEBK4EXeDf2P+1egzyHIQBlrZexdGIZerFYD4jIWjI0a5c2fwjDKW5JrCSmQO+vr6TJkyJbOnkeOQhJNEluTT0X8J6qoe9mM1TLysaEo8vRnE8PJriCxRmOeDVK/RsnjaRdPD4GDmHlQNUxtQuyY1RFb+l239yL4zqs1srcy16dDw+0NFZdEfCHt1HoUinpt7Utd4sPGEcLS0U8gx+H2a6rGjE7TpBQ5FwDR7hbjGxcWxaNEiXr9WL8SxbNmybCGaILFXXVBQENra2ixYsIDRo0dnijAJjAqmm9/8ZH2ONf1NEk05gPcJ79kRuYN44jX61Daqna1FkyAIRL54QfR79Ya4lkWLomtoiG4qw/wkJCSyP5JwkshyJAR/EBVNhYPVQ4FSw+md9xhyQp+opVPVxoZVgbGaK4+qIQgCvUWKQNhamFOtsGrpbblcoNEw9TLjtV2MGN3l23bNPhMb+ZbTy1PfOLT2kHsYmqcQRhIvS9xpeqjaK40x86Bk9it1+urVK+bOnatxfPz48dmiN5MgCGhpaaGjo8PmzZu5desWdevWzZR51D4wJlmfI03mYqwrPUT+7AiCgFeYF3LEC9w4GzgjCAIlDUpip2OXwbNLHwRB4MPduyTExKiN6ZubY1W0aLo2XpeQkMgeSMJJIssRWKaVynGeP6dg1t5N3DkFfm29nTV1O0AJ8fG0iCaxhrYAfWvWoFYxVRETFimnzQT1HY6NM+zIl+f7HtYv/dWY0JfixSi+Jk/xFri03ZK6Cw/WkOOTDUVTdHS0RtE0a9YsrK3TpwjHj0QQBJYsWcKjR4+UTSZz5cqVKaJJrCfTZ8rmcmRIyZaUtsq4SmISmccH+Qf+ivhLdKyPRR/MtFMfLpwVEQSB6OBgIl+9Eh3XNzMjV5LmpxISEjkLSThJZClkjwJVjk07uH2TaAqLhXKrgLodRMd9W0ID9V60osTFx3Pr9Ru8TvmpjfWqUV1NND18IWPQb0Fqvn/Nssfe+vv+5N4EbEu1aCrX+i9sS7RK2fGKP6ycIz42Inv1hoiKiuLKlSts375dbaxUqVJ06tQpW4imT58+0a9fP7Zu3Qok9maqX79+hs/jbmgg3g8OcTnkodrYdJduNMxXIcPnJJE5xCniWBm+UnTMxcCFSoaVMNY2zuBZpR+CIPApKIgokZBeAB19fXKXKoW2SCNWCQmJnIP0CSCRZRAUCl7W6KZiy/NH2kts/vsSuuwWH0tr1TwAz+MneBAUrGZf06MbejpfcoUEQeCvwxGs3R+u5nvCyyFdcj5u71evBPgZA1Nb4qISBVvlrofIVaBWyhf0XQznjqnbe40GJ2ewyR5hNnFxcRorC9WtW5cOHcQFdFbk6dOntG7dmlu3bqGrq8uSJUuoV69eht0/Mj6GbU/9uBryiIDQ56I+Uk+mnMVH+Uc2RmwUHRtmOSxbV04UBIHQhw/RkslEx7V0dMhTvryUsychIQFIwkkiixDz73XetBquYss9Z0SaY8gFQbNoujHg2wrBiYkm31490E5yMUEQaOCuns/0i6sJY7umT7WliOBbGsc0NqwVQ6GAE/tg2yrx8RV/g17mNlJNLS9fvmTevHkaxx0cHGjVqlXGTeg7OXLkCJ07dyY0NJQ8efKwc+dOatVKhQBOJy69f8CYixp+LwBHM1s21BmfYfORyHzOxZzjcuxlNXtlw8pUMaySrUUTQOSLF5hZW/N1ALWuoSGWxYqh+5P1ZJKQkPg+JOEkkenEXLylJpoALAekrRN2cBRU+aoysvWp89jtO07drmWwGtE6zXP7+OmTyrF7vTpUKlhQbfVRTDQVddBLF9GkkMs4vigvgkK9clWFDnuwKdIo9Rc7exTWadgtmLkS8hX6tklmMIIg4OfnJ1peHMDFxYUmTZpkq54jv//+OyNHjkQQBKpWrcquXbvIly9fyiem1/3v7GHHM/HG0gNLNKO9Yy0MdLKHoJb4fgLjA9kbtVfNbq1jTWezztleMAEc6t0b+549VWw6BgZYFi2KnpFRJs1KQkIiKyMJJ4lMJSEohDfN3dXshd+eSvO16qxXt9ntOw5Aj7lpzw+JlskYvX2niq1yoUIqx4Ig0PdX9Xymvxflx9T4+x8sEmSfOLE4r8bxVIum5PKYAOb4QN6Me0j/VuLj45k6dSoRERGi4w0aNKBVq1bo6KRQbj0LUvy/hPN+/fqxfPlyDDJgpTsyPgYEgQ2Pj4uKpg11xuNgYoNuSuXrJX4ansU/4++ov0XH6hrVpZxhuQyeUfpyd9MmDnZLDAk3LlhQRTjlrVhRCsn7gWhpabFnz55MiQKQyWSUKlWKDRs2UKNGjQy/v4Q4MpmM4sWLs3PnTipVqpTZ00kV2X/JSCJb8/qXwSrH1vNHU/jdGbTSkIArk8Oi8xDzVTP3Uh4Lcevvwj/CVPIUsEjTvJ6+D2HIJtVqdB0qVVT1eS2jgftLnr9V3Qk6vtzhu0WTQi7j1Y11yYomQ/NU7qZ49NYsmiYtg9UHs4VoCggIYMSIEaKiqWLFivz555+0bds2W4mm+PgvvztNmjTh2rVrrFmz5oeKppiEOJoemUytf0bzy5HJ/HJ0Cluf+qn4zKjQHf/mnjia2UqiKYcQp4hjWegyjaKpr0XfbCuaot6+5eyUKSzS0lKKpq+xKVs2W4mmXr16oaWlxaBBg9TG3N3d0dLSolevXir+yQmWQoUKoaWlhZaWFiYmJlSoUEHjjv7X53wuYpOU0qVLo6Wlxbp165S2t2/f0rRp0xRf249g5cqVODo6ioqmgQMHoqOjI/p6Nb1vfn5+aGlpERYWprTJZDIWLFhAuXLlMDY2xtraGldXV9auXavyWZ/e3Lp1i1q1amFoaIiDgwMLFixI8ZzP/9dJ/yX9f/z8+r7+FxT0ZaE4MjKSkSNHUrBgQYyMjKhRowaXL6uG9QYHB9OrVy/s7e0xNjamSZMmPHr0SDmur6/P2LFjmTBhQjq8ExmDtOMkkakkvPzyR2jSrDYWfdIWTjfwHzj8RN1eZuRstICKTYumeU5r/M/y72P1izYpXUr5c/DHBPrNUd9p2jkvH9ra3/flGx8bzsklyQsZY6si1Bp0M4ULyTSXGF+wEXLZfOMMMwaFQsHYsWNJSEggISFB1MfU1JQBAwZQRKTxcFbnn3/+YdiwYRw/flw5//Lly6f7feSCgpX3/lETR5rY33gWlvqm6T4PiaxLcrtMHc06Yqtrm8EzSh8iX79mVf78KfrlLlECHf3sF4bq4ODA1q1bWbJkCUb/hRbGxsayefNmChQokObrzZo1i/79+xMREcHixYvp2LEj+fLlS3aHxsHBgbVr19KpUyel7cKFCwQFBWFiYqLia2v7Y3+PZDIZ+iL/j4IgsHz5cmbNmqU2Fh0dzdatWxk/fjy+vr60b9/+m+/t5ubGzZs3mT17Nq6urpibm3PhwgUWLVqEi4vLD/l8j4iIoHHjxjRs2JCVK1dy+/Zt+vTpg6WlJQMGDEj23LVr19KkSRPlsaWlpZrPgwcPMDf/0vQ+T548yp/79etHQEAAGzduxN7enr/++ouGDRty9+5d8uXLhyAItGrVCj09Pfbt24e5uTmenp5Kn8+/H127dmXMmDHcuXOH0qVLf+c78uORhJNEpvFxnrfKcV7ftJW+nn1GXDQVXurLZ+mSp2Dadpp6rVWP98tvacmM/7VA+79CFUu2fGS/f5Sa34El+TEy+Padpoigm4S/vcLdwyOS9Wsw+g26BubJ+gDiommuL+Sx/8YZZgwymYwtW7Zw8eJFjT56enosXbo0W60Qf0ahUDB79mxmzJgBwPz581m9enW63iNMFsXx19dZdmdPir75ja3Jb2JNZHwMvzhUkURTDuJdwju2RIr3eWtn2o58ell/J1oT9zZv5kDXrhrH+z1+jGG+fDx79izblhivUKECT548Yffu3XT977Xu3r2bAgUK4OiYyn4bSTAzM8PW1hZbW1u8vLz466+/2L9/f7LCqWvXrixZsoSXL18qc0p9fX3p2rUrGzaoNotPGqq3YcMGhgwZwvXr1yn2X0uPIUOGcPLkSa5du4axsTEBAQGMGzcOf39/TExMaNy4MUuWLFG2lKhbty5lypRBV1eXv/76C2dnZ06dUg/zv3r1Kk+ePKFZs2ZqYzt27KBUqVJMnDgRe3t7ldeRFpYuXcqZM2e4cuUKLi5feh8WLlyY9u3bI9NQtfF72bRpEzKZDF9fX/T19SldujQ3btzA09MzReFkaWmZopjNkyePqKCKiYlh165d7Nu3j9q1awMwY8YM9u/fz4oVK/j111959OgRFy5cICAgQCmIVqxYga2tLVu2bKFfv34AWFlZ4erqytatW5k9O+u3QMmenxYS2Z4wry2EeqqKlLRW0PO+rnqslZBA0UXeGAa9V9qKVkhdOe2g8HAm7t6rZu/jWoPaxRM/1D+Gy2nnod7jo2h+PVZP+r6y3WdXV+DTB/VeOV/TcOx7dPRSkbS8UKTyWTbYZfr48SNTpkwRHbO1tSUoKIjx48dT6Ktcs+xCeHg43bt3Z//+/UBiSI2nZ/qU9hYEgc1PTrHy/j+p8nfJXYSl1Qb/FEn+EmlHk2jSR5/BVoNFzsgeRLx4weqC4s2Y81asyC8bN5K7ZEkgcXdGlNnDICL0R01RM+ZWMPWPNJ3Sp08f1q5dqxROvr6+9O7dGz8/v++aiq6uLnp6eik+8OfNmxc3NzfWr1/PlClTiI6OZtu2bZw+fVpNOCWlR48e/PPPP3Tt2pVz585x5MgRvL29OX/+PMbGxoSFhVG/fn369evHkiVLiImJYcKECXTo0IGTJ08qr7N+/XoGDx7Mv//+q/Fe/v7+FC9eHDMz9ebMPj4+dOvWDQsLC5o2bcq6deuYOnVqKt4hVTZt2kTDhg1VRNNn9PT00NMTb3z/4sULSpUqJTr2mUmTJjFpknhrlvPnz1O7dm2VnTY3Nzfmz59PaGgoVlZWGq/r7u5Ov379KFy4MIMGDaJ3795qi5Hly5cnLi6OMmXKMGPGDFxdXQFISEhALpdjaGio4m9kZMTZs2eBxDYhgIqPtrY2BgYGnD17VimcAKpUqYK/v3hxoqyGJJwkMpyILQf5MONPFVuB6zs1eIuz6bbqcefDWwk4/EjF9rdc/AH8a8KiY0RF08puXTDU0yMyWkF7j9fI4gU1nz4tLOjWNG27WkkRBAWXNzVNUTRZ5qtK5W5H0NZOxZ/snWvw4KvS5d6Hv3mOPwJBEHjz5g1nzpwhISGBhw8f8uHDB43+np6eah/Q2Y27d+/SqlUrHj16hIGBAStXrlTJQfgeHoS9pN/ZJcn6WOiZsL7OOHIbpmK3UuKnZ3/UfjVbO7N25NPNvrtMf1hZEZck5+QzDvXq0THJw3aKRIRCaEj6TewH0q1bNzw8PAgMTGwe/++//7J169bvEk4ymYzFixcTHh6eqsbbffr0YcyYMUyePJmdO3dSpEiRVIWlrVq1irJlyzJ8+HB2797NjBkzqFgxMZd4+fLluLi4MHfuXKW/r68vDg4OPHz4UFlMp1ixYinm9AQGBmJvrx5p8XlHZPfuxB4m3bp1Y/To0UyZMiXN0QyPHj2ibt26aToHwN7enhs3biTrkytXLo1jQUFBaruLefPmVY5pEk6zZs2ifv36GBsbc/ToUYYMGUJUVBTDhydWOLazs2PlypVUqlSJuLg4vL29qVu3LhcvXqRChQqYmZlRvXp1Zs+eTcmSJcmbNy9btmzh/PnzFC2amCJRokQJChQogIeHB6tWrcLExIQlS5bw6tUr3r59q/Y+fP4dzupIwkkiQxEEgffDVfvu2O/3Qi+/5iIIX/PXLZj81W7816Jpa+i4VOcajdy2Xc22qntXDHR12XwkHO996g1tAfYsyIeFadoT5wVBQWTwLc6vrZkq/zpDH2JolorwOoUC1nrC+eOq9sWb0zzHH82YMWM0r/b+h5WVFR4eHpiaZv/QscuXL1O/fn2ioqJwcHBg9+7d311B6GXUe/YEntVYQhygkX0FmheoSgXrYt91L4nsjyAIPIt/xlv5W67EXlEZq2ZYjapGVTNpZulDyJ07oqKp97175C5RIm0XM9e8Sv9D+Yb72tjY0KxZM9atW4cgCDRr1kwZypZWJkyYwJQpU4iNjcXU1JTffvuNZs2aMXfuXBUBc/fuXZUcqmbNmjFw4EDOnDmDr68vffr0SdX9rKys8PHxwc3NjRo1ajBx4kTl2M2bNzl16pTo5/+TJ0+Uwumz0EqOmJgY0YU3X19f3NzclO/XL7/8Qt++fTl58iQNGjRI1Wv4jCCoL6ymBl1dXaXQyEiS7qq5uLjw6dMnFi5cqBROTk5OODk5KX1q1KjBkydPWLJkCRs3JjbD3rhxI3369CFfvnzo6OhQoUIFOnfuzNWrV4HEnbbdu3fTt29fcuXKhY6ODg0bNqRp06Zq75eRkRHR0dE/+mWnC5JwkshQ5G/eqRznP7UWgzJp+9D4WjQVXKUabrIjcgJGpqlL9D1+777KcRXHQgypWweAQ+eiREXTkHaWtKuf9lV7QRC4sacr7x6IJ2EnxcS6BNEfn1C9t3/qRJMgwIBf1O1TfgcLzatVGU1wcDAzZ85M0a9x48bZqnFtSpQtW5ZSpUphbGzM9u3bsbH5vpDJ4JhQuvhpbvy7oc54HM2yZ0K/RPqTXC4TQEXDlB8+szLXvbw4MXSoiq3GjBnUmD792y6YxnC5zKZPnz4M/e/1e3l5ffN1xo0bR69evTA1NSVv3rzKXZdBgwbRoUMHpd/Xuze6urp0796d6dOnc/HiRfbsSTm38jNnzpxBR0eHt2/f8unTJ2U4XVRUFC1atGD+/Plq59jZfQmN/7oAhRjW1tbcvq0apiKXy1m/fj1BQUHoJslxk8vl+Pr6KoWTubm56E5IWFgYOjo6yvsXL16c+/fvq/mlxPeG6tna2hIcHKxi+3yclmIcVatWZfbs2cTFxWms6lqlShVlGB5AkSJFOH36NJ8+fSIiIgI7Ozs6duxI4cKFlT4VK1bkxo0bhIeHI5PJsLGxoWrVqmoLhx8/fvzu78WMQhJOEhmK4lOM8mfd/HnTLJo+xqgeF5u/CsO3X8SY56W+qRZNT96/568LqgUIPosmn7/D2HRYtex1vUrGTO3zbSt5oa8ucGljw1T5lmi4gIKVh6T+4nGx4N5K3d6oDRQqnvrr/GCio6NFRVO5cuVo3LgxZmZm5M6dO1sWfBAjLCwMMzMzdHR0MDAw4MCBA1haWqp8SX8Loy+u4vL7B6Jjv1Xui2verF+VSOLHIwgCb+Rv2BmZfBh0dcPq6Gpl30cBQRDURFPT9esp3aNHJs0o42nSpAkymQwtLS3c3Ny++TrW1taiux+5cuVKNlwMEsXbokWL6NixY7J5NUk5d+4c8+fPZ//+/UyYMIGhQ4eyfn1i7nOFChXYtWsXhQoV+u7PTBcXF1asWIEgCMrvl4MHDxIZGcn169dVWlgEBATQu3dvwsLCsLS0xMnJia1bt6oJimvXruHo6KjMXerSpQuTJk3i+vXranlO8fHxyGQyUZH3vaF61atXZ/LkycTHxyvncuzYMZycnFL9/wBw48YNrKyskm2FcePGDRXR+hkTExNMTEwIDQ3lyJEjoqGTFhaJKQ2PHj3iypUrakUgAgICRPPDsiLZ99NSItshxMl46dpdeaxbIO0FFVy+Kj72WTQZmxuw4c1IDE1SJ5p2X7vO3zdV84AWtmsLgFwuqImm1R62FHVIW7naBNknPjw/yY1dnVN9jmu/S5jaJL/6pEQQ4Nge2C5SkW3lftAVT0bNaO7du8cff4iv4E6cOPGbyuZmdW7evEnr1q3p1KmTMsTlW8NnkvIi6p2aaCptWZApLl3Ib5I9VuskfjxXYq/wb4zmZPlaRrXIq5M321bNUyQkcGnBAs5Onqw2Zu3sTKnu3UXO+nnR0dHh3r17yp81ER4ervaQnjt37m+qIvc1JUuWJCQkBGNj41T5R0ZG0r17d4YPH07Tpk3Jnz8/lStXpkWLFrRr1w53d3fWrFlD586dGT9+PLly5eLx48ds3boVb2/vNPXrq1evHlFRUdy5c4cyZcoAiUUhmjVrRrlyqr3JSpUqxahRo9i0aRPu7u507dqVWbNm0aNHD8aPH4+FhQVnzpxh6dKlKgJh5MiRHDhwgAYNGjB79mxq1qyJmZkZV65cYf78+fj4+IjmfX1vqF6XLl2YOXMmffv2ZcKECQQEBLBs2TKWLPmS87pnzx48PDyUO2L79+8nODiYatWqYWhoyLFjx5g7dy5jx45VnrN06VIcHR0pXbo0sbGxeHt7c/LkSY4ePar0OXLkCIIg4OTkxOPHjxk3bhwlSpSgd+/eSp8dO3ZgY2NDgQIFuH37NiNGjKBVq1Y0btxY5XX4+/tni4p6IAkniQxCHh7J86KqoWQGLmmLO19wTvU4179XlT/POdEtVaLpQ1QUf128xPUXL1XsPapXxcbMFIVC4H6gahWhlRNTL5oEQcG9I6N5ed07ZeckVOiwm1wFa6Ojm8oCCL+Nhsd3xceykGiaPHkyoaHq1amMjIxYtGjRT7O7lJQtW7bQt29fYmJi2LZtGx4eHqLVnL6FS+9VQ0FKWxbkT9dhUmU8CQAUgoI/wjSHmTU1aUpx/ayzC/2t/G5mRoJIjmSJTp1ovkVzSOLPTNJeO5rw8/NTW9Xv27cv3t5p+77SRO7cuVPtO2LECExMTJQLS87OzsydO5eBAwdSvXp18uXLx7///suECRNo3LgxcXFxFCxYkCZNmihbg6RlXq1bt2bTpk3MmzeP4OBgDhw4wObN6vm/2tratG7dGh8fH9zd3bG0tMTf35+JEyfSsmVLwsPDKVq0KJ6envTt21d5noGBAceOHWPJkiWsWrWKsWPHYmxsTMmSJRk+fLhSsKU3FhYWHD16FHd3dypWrIi1tTXTpk1TKUUeHh7OgwdfFtz09PTw8vJi1KhRCIKgfD39+/dX+shkMsaMGcPr168xNjambNmyHD9+nHr16qlc18PDg1evXpErVy7atm3LnDlzVCoIvn37ltGjRxMcHIydnR09evRQq1p4/vx5wsPDadeu3Y94i9IdLeFbM9qyKREREVhYWBAeHp6qDxqJ9OFFrR7E33+mYnN8eRxtQ83bwkl5GQE116rayoyajZYAxavY43mxr/iJSXj87j2/HjioZu9Vozp1nYpz7UEsY5ep5mA5FzVg2ejUF664sac7wfdTF99dc+ANTHKlcaUpIgxGd9I8ngWq58nlcm7fvq2xN1GdOnXo2LFjBs/qx5OQkMCECROU5cUbN27Mli1bUgxxSS2jLqzkSsiX6otditRjcMkW6XJtiezPJ8UnvMPVH4DNtc2pb1yfgnriJbqzG1eXLePUyJFqdn1zc/o+eoRJkgadKREbG8uzZ89wdHTM9lU7JZLn1q1bNGrUiCdPnvwUBYd+Jjp27Ei5cuU05nGlF8n9vadFG0g7ThIZgopo0tHB8fHBVIsmQVAXTUUXrUHrP8mfkmh6FhLCzP0HRMd6VK9GXafiGqvnFUtDeF7cp3epEk1WDjWo1PkA2jpp2BUShETBFClS4U9XD8YtgCIlU3+9H8C1a9eSXbnMzv2XUuL9+/d06tRJ2V/Ew8OD2bNnpymcRIyQ2HDGX/LmUYR6/7AaeaRcJolEnsc/Z1/UPjV7Z7PO5NFNvZDIigiCwOt//+XivHk8O6i+8OUeEoJRGnY6JHImZcuWZf78+Tx79gxnZ+fMno7Ef8hkMpydnRk1alRmTyXVSMJJ4ofzxKaWynHhl8fR0kv5V08QYOnFxH9JyfXvFYxeBQEwfmubZK/xIeqTqGgqbW/HmEYN0dbWZo9fpJpoyp9Hl19qmNKmXupCrGTR7/H7vXCyPrqGVjQY9TJZHyUKBVw8BbvXgqk5BL2CeJFGhF57wSDzV0o/x0BrYunSpSoN+n4mEhISqF27Nvfv38fU1JR169bRtm3bb77erY/PuBryEN+HRzT6zK/cj3K5k/99k/j5uR93nyPR4r8nQy2HoqP1fcI9M1DI5dzbtInzs2cT9vhxsr5dzp+XRJNEqkmvvnkS6Ye+vr7GpvdZFUk4SfxQFJGfVI61jI1SJZrCYqHcKvEx279PAFCgtA21OiRfSGHMDvWKUmMaN8Q5X2JSdKxMwR/bVXNw3NtZ0jYV5cajQ5/iv7Jssj6VOu3HqoAr2jqpFA3Bb2DyVz0wxBoxNu8MLbuBdtZ4MLp06ZKaLX/+/LRq1SrFUqvZHV1dXaZOncrMmTPZs2fPN7/evYHnWHw75UbQO+pPwdY465SYl8g4ZIKMfVH7sNC2IFwRzpuEN2o+eXXy0sk8mXDeLMyn4GBWpLKEcq87d7D+yT9bJCQksh6ScJL4oUT97ady7PhIPGQuKS/CodY68bFS43+jeJnc9PqtAaVqOiRbXGD1GdXGoGXy2TO2cSMV2y8jX6kcr5tuR4G8yYfQRYXc4981lZP1+Uxux3opO31m859wMuUeTyzZCmaWqb/uD+DFixds27YNMzMz3r59y/v375VjRYoUYcyYMZk4ux9PfHw8gYGBympIXbp0oU2bNt+cJzHi/AqufXikcby+XXmmunRFN4sIZYmMJ2kvpjeoCyaAdqbtsmWlvLAnT3h+7BjHBw/W6KNvZkZdT0+KNG+OSRr600hISEikJ5JwkvhhJLwP5f3I35THBpVKo6Wfcl6PmGgqNm8FhsGJOy/LrvZXd/iKS8+ec+7JUxXb16Lp920fVY5ruxilKJqe/LuAx2dmpXh/gEbj1avJqZGQANfPwaq54uPmVtC2D1SqBdraiflMmVyJ7sOHD/z2228ax5M2SvwZCQoKokOHDjx9+pQrV64omwx+i2gKjYtixrWNoqJpYIlmuOYtLTWyleBSzCXOx57XON7atDUF9LJfWX9BoWBxMnmAzbdupWirVugm01tGQkJCIiORhJPEDyOwVEuV4zzLJqZ4zo0g1eNOJRXccZujPB6z8X8pXuNVaCh/+p1WsS1q/yXnRKEQ2HUqkr2no1R8pvfT3Gfn6bmFPDqt3rxVEw3Hvku++ENoCEzuC7I48fFuw6Bus1TfLyP5upRoUjp06JAuPUGyKhcuXKBt27a8efMGc3NzHj58mKbu7AAyeQI+Dw9x6+MzAkKfq41vrTeJfCbf3/NJIvsTlBDEtshtavY8OnloYtIESKyalx1zmWI+fsQrmfykMQrFT9muQEJCInsjCSeJH4LiU4zKsUnzOugXL5Tief/76hkhqWgCqN0p5V4IU/aqhrsNrVcX6//Kj8YnCLgNVy/QsHdhPo1f0kfmpVy61NDcgRp9zqFrYI5WcuFU50+Az8LkL7ZgI+TKes1MIyMjmTBhgoqtcuXKtGvXDi0trZ++xOvq1asZNmwYMpmMkiVLsnfvXooXT31PnMcRb1j78Ahngm5r9Nlefwp2Uv5SjkcQBA5+OsjjePXiCMX1itPUtGkmzOr7kcfHc9vbm+NDhoiOVxw1CtvKlSnRsaMkmiQkJLIkknCSSHeiz1zhbVvV0pK2a39N8byYeNVjhw27VY5/GVwRHd3kG9/Fy+Uqx31rulKp0Jf+JWKiybmIAeYm4mLnX+8qyd4vT7HmuLTbmqyPktMHYKOG5pT2BaD7CCiWdUpMR0dHc/bsWe7fv6/sOP41PXr0+O6S21mduLg4hg0bxpo1awBo06YN69atS1NT2zEXV3Hp/QON43bGudhUdyJ62tJHsgT8Hva7qH2gxUAMtTO/imZaUCQkELBuHdeWLSMkIECj3xi5HK00NjaVkJCQyGikb2mJdOdr0WTapmGK59x9D02/auJtee2O8mddfR0GeyW/yipXKBi8SfUitYp9aTA70jNY7Zx10+woYKseUpcgi+LE4uRDsCp02INNkUbJ+gAQ9BKmaMjLatIB2vURH8tELl++zNq1a5P1mThx4k8vmgBmzZrFmjVr0NLSYs6cOUycODHVq+EPwl5yOui2qGjS09bhzxrDsTIwJa+RVXpPWyKbcir6lJrtF5NfKKZfLBNm832kFI4HUHv+fKqMH59BM5KQkJD4PiThJJGuxAeqVnsy69IsxdympRdgyVe9mvIcOaP8uee8+rSf6JrivbdeukKCXKE8/lxyHGDowiDuPlPtg3TsDwd0dFQfgGUxH/Ff4UxCnEij2f8wty1P5S6H0DVI5Y6DmGia8gcUypoPQhcuXGDDhg0axzt37kytWrU0jv9sTJgwAT8/P6ZOnUqTJk1Sdc6gs8u4ExYoOta7WGM6FamLsW722jmQ+PFEKCK4FXdLxZYdd5k+s799e1G7nqkpnU6fJm+FChk8I4n04sGDB9SpU4dHjx6lafdd4seycuVKDhw4wP79+zN7Kj8t0r64RLry6cg5leOURNONIHXRBKrCqd2EGsleQxAELj17zrF791TsXatWRhAE6g95oSaaNs+2V4qml9d9OTLPlCPzTDm1tECyoqn2kLtU73029aLp/Vt1W5+xWVY0HT58WE002dnZMXToUDw9Pfnzzz9/etEkCAJHjhxBEAQAzM3NOXv2bIqiSRAE/g48T61/RmsUTc5WjvRxaiKJJgkVnsU/Y1noMtaGq+7yDrAYkG1F0/GhQ3lx8qSKrcOJE4ySyRgRGSmJpnQgKCiIYcOGUbhwYQwMDHBwcKBFixacOHEiVedraWkl+2/GjBkaz/Xw8GDYsGGioqlEiRIYGBgQFBSkNlaoUCGWLl2qZp8xYwbly5dP19f3rezYsYMSJUpgaGiIs7MzBw8eTNb/7NmzuLq6kjt3boyMjChRogRLlixR8/Py8qJQoUIYGhpStWpV0f6HkPhd0rRpU7S0tNi7d6/S/uHDB5o0aYK9vb3y/Rg6dCgRERFKnz59+nDt2jX8/f1FriyRHkg7ThLpyofJy5Q/W43pmazvsovgeUHVlufIGfIe+lIRr8XwKsmGRYVERTF2xy41+4wWzbG1sOD87Ri1sUNL82Ogn7hmcPfIKF5eW5PsPD9TotEijCxSWfI3+hPMGQ7Br1Xt3odTd34GIwgC7u7uavYBAwaofZn9zMTExDBo0CA2bNjAkiVLGDlyJECqQvO2PvXjz3viq3wDSzTDJXcRSlsVSsfZSmR3DkQdEC0AAdDYuDFG2kYZPKP04eqyZdzw8lKxjY6PR1tXeuRIL54/f46rqyuWlpYsXLgQZ2dn4uPjOXLkCO7u7hrzUpPy9u2Xhb1t27Yxbdo0Hjz4ElasqeDPixcv+Oeff/jjD/Wc3bNnzxITE0O7du1Yv369WkGh1JIer+9bOHfuHJ07d2bevHk0b96czZs306pVK65du0aZMuLFqUxMTBg6dChly5bFxMSEs2fPMnDgQExMTBgwYACQ+P6OHj2alStXUrVqVZYuXYqbmxsPHjwgT548KtdbunSp6HeOtrY2//vf//j111+xsbHh8ePHuLu78/HjRzZvTkxT0NfXp0uXLvz+++8//SJnZiF9ikmkG4JCoXJs8kttjb7nX6mLJq+6sawc+UU0mVsbM2Bp42TvOX2f+IOqQy4rHr6QMXnFexX7xhl2GOhrIwgCR39LfXiBm0dUyk6fOboLtouIscFTUn+NDCQqKorxIjkGlpaWOUo0vXjxgtatW3Pt2jW005ik/j4mTFQ0nWi6AH0d6WNWQpXbcbc5GX1S43gp/VKUNCiZgTNKH6LevmWlvb2avfU//0iiKZ0ZMmQIWlpaXLp0CRMTE6W9dOnS9OmTmDfbpUsX5HI527Z9KVcbHx+PnZ0dnp6e9OjRQ2m3sLBAS0srVe0Vtm/fTrly5ciXT73Zso+PD126dKFOnTqMGDHim4VTal7fj2DZsmU0adKEcePGATB79myOHTvG8uXLWblypeg5Li4uuLi4KI8LFSrE7t278ff3VwonT09P+vfvT+/evYEvIXW+vr5MnPglMufGjRssXryYK1euYGdnp3IfKysrBidpEl2wYEGGDBnCwoWqlXpbtGhBo0aNiImJwcgoey6+ZGWkTzKJdEOIUe1JZFBWvFSzIECnrzaJquWHg13XKY/L1ivE3JPdk73fleeBfJKphuD1r1WTsvYF6T79LUEfVCvszR1sQ748eoS+Os+ljako6gA0nhiZtrK4QS/FRVORklCxZuqv84MRBIFdu3Zx8qT4w9vs2bPJnUJS98/EqVOn6NChAyEhIVhbW7Nt2zbq16+fqnOj4mNoc0K1KfKGOuOlxrUSKkQrorkUe4mbcTdFx7XQooNZB2x1s9fvjSAIXPrtN/wnTRId7//8ORYFC4qOZVU2VqrEJ5Ewsx+Nia0t3a9cSdHv48ePHD58mDlz5qiIis9YWloC0LVrV9q3b09UVJRy9+jIkSNER0fTunXrb56nv78/lSpVUrNHRkayY8cOLl68SIkSJQgPD8ff3z/NOx+pfX1ibNq0iYEDByZ7/UOHDmmc0/nz5xk9erSKzc3NTSVkLiWuX7/OuXPn+PXXxGrCMpmMq1ev4uHhofTR1tamYcOGnD//pbF1dHQ0Xbp0wcvLK1UC9s2bN+zevZs6deqo2CtVqkRCQgIXL16kbt26qZ63ROqQhJNEuhG59ZDyZ8PK4lvaT0Oh3ld1B3a1h4p2Ai3afdkdSqns+MrTZ7jw9JmKbW2vHmw5EsFUzzdq/gZa4cSf+x9H/nmU7HVzFapLoSojMLV2Sn1YXrwMPr5PbGj7NZVqQf+JkMWqz4mF5X1m4cKFol9WPyOCILBkyRLGjx+PXC6nYsWK7Nq1i4LJPOjFKxK4FvKYbU/9uBzyUNRHEk0SSXkR/4I9UXs0jmfXAhARL1+yuoDmz8kW27dnO9EE8CkoiKjXr1N2zCQeP36MIAiUKFEiWT83NzdMTEzYs2cP3bsnLkRu3ryZli1bfldBh8DAQFHhtHXrVooVK0bp0oltNTp16oSPj0+ahVNqX58YLVu2pGrVqsn6iO2UfSYoKIi8efOq2PLmzSuar/U1+fPn5/379yQkJDBjxgz69esHQEhICHK5XPS6SUMOR40aRY0aNfjf//6X7H06d+7Mvn37iImJoUWLFnh7e6uMGxsbY2FhQWCgeK6txPchCSeJdOPj3C87LfEv1T9k5ApoKdLyqJI9zGyu2vl28h7xakwAMfHxaqKpZtEiNHBX7dFkpB1K81wTKGx0FoDoj8nPv5TbUhwq9EveCRK3zA7vSCz8cOaQZr8eI6B21mtUef36dVF73bp16dChQwbPJnO5e/euUjT17NmTFStWpBjaUP+g5tLJBtp6HP9lfnpPUyIbohAU3Jfd51j0MY0+Pcx7YKWTPUvRh9y5wzoNOR+us2ZRbcqUbNvE1iQVq/2Zed/PhWtSQldXlw4dOrBp0ya6d+/Op0+f2LdvH1u3prL3oAZiYmIwNFQX+r6+vnTr1k153K1bN+rUqcMff/yRJqGW2tcnhpmZWaZV+fP39ycqKooLFy4wceJEihYtSufOnVN17t9//83Jkyc1fj8nZcmSJUyfPp2HDx/i4eHB6NGj+fPPP1V8jIyMiI6O/qbXIZE8knCSSBfiAh6jiPiSB2S/50uRiOAoqOIjft7ZxHBfLh/4shNkW9gKQxN9UX/fs+c480h116hv5aZM/zNWxdbftgm59F6kev4NxgShqy+eCKtG/1SIoVpNsqRoevfunbKR62d+/fVXcuXKlUkzylxKly6tTMT9HFOvCZk8gQaHNIum/xWoztiymgW/RM4hQUjAK8xLdMxOx44mpk0w1zbP4FmlH4HHj7OjkXq4s/uHDxj9BJ8lqQmXy0yKFSuGlpZWqgokdO3alTp16vDu3TuOHTuGkZFRqtsqaMLa2prQ0FAV2927d7lw4QKXLl1SyWuSy+Vs3bqV/v0T23KYm5sTHq5euTYsLAwLCwsgba/va743VM/W1pbgYNWej8HBwakKnXN0dATA2dmZ4OBgZsyYQefOnbG2tkZHRyfZ6548eZInT56ohSG2bduWWrVq4efnpzJHW1tbSpQoQa5cuahVqxZTp05VyYn6+PEjNjY2Kc5ZIu1IwkniuwmZtpzwFao7RnqF8wOw5AIsFSk3XtIaDndN/DleppqLtPzWANH79F63QW0lqnrBEkrRZKL9nkH2jdDVkomdLoqFfWWq9VRvOCnK6QOwUb2KkBKXGmBjBx00NLvNJNasWaNxFWvEiBE5TjQdOXIEBwcHSpUqBcDQoUNTdV6Hk7+q2TzKdaKWrTNmelICrkQi7xLesSVyi+hYW9O25NfLn8EzSj8CT5xgR0P1huY1Zsyg+rRp2XaHKbuRK1cu3Nzc8PLyYvjw4Wqh1WFhYcoH8Bo1auDg4MC2bds4dOgQ7du3R09Pvel7WnBxceHu3bsqNh8fH2rXro3XV9UU165di4+Pj1I4OTk5cfXqVbVrXrt2DScnpzS/vq/53lC96tWrc+LECWVFVYBjx45RvXr1ZK/5NQqFgri4xLxvfX19KlasyIkTJ2jVqpVy/MSJE8rvn4kTJypD+z7j7OzMkiVLaNGiRbL3AZT3Anjy5AmxsbEqBSsk0g9JOEl8Fy/r9ER296mKLdeUgaClTcFl4ufoacPv/y14xUTJaG+mGtr09W5TtEzG9itX1USTU15btu20w0g7lIaWcyllciDV87Yp1ozSTf/AwCRPys4RYTC6k/jY+IVgbQu5st7KjlwuZ9iwYcn6fP6iygkIgsC8efOYMmUKxYoV49KlS8oVzuR4GvGWnmcWqtn9mi1CR0tqhSeRiEJQsDJsJfHEq421MW1Dft382VpYLNIw94qjR1Nj+vQMno2El5cXrq6uVKlShVmzZlG2bFkSEhI4duwYK1as4F6SvoZdunRh5cqVPHz4kFOnUrlQmAxubm7069cPuVyOjo4O8fHxbNy4kVmzZqmV7O7Xrx+enp7cuXOH0qVLM2rUKGrVqsWcOXNo06YNcrmcLVu2cP78eZVws7S8vqR8b6jeiBEjqFOnDosXL6ZZs2Zs3bqVK1eusHr1aqWPh4cHr1+/VvY89PLyokCBAsqcrDNnzrBo0SKGDx+uPGf06NH07NmTSpUqUaVKFZYuXcqnT5+UVfY+7yJ9TYECBZQ7WQcPHiQ4OJjKlStjamrKnTt3GDduHK6urhQqVEh5jr+/P4ULF6ZIkSLf/D5IaEYSThLfhCImjtfNh6iJJhvP8Zh1a0Gh39XP6esC05JUKI+PS1ATTQ17lVM5fhcRwfhd6knVv7duzL5lzZjgIJ6cL4Zd6Y6UaDgffWPrVJ/D0d2wfbX4mOdWMLdM/bUymMWLF6vZzM3NiYiIoEuXLtSsmXWq/P1oIiMj6dWrF7t37wYS87nEYvS/Zvb1TRx9rb46eqbZ4mz9ECyRvsQL8fwZ9qeavbhecZqYNMnWvysJcXGcnTxZdMzN1xfn/x78JDKWwoULc+3aNebMmcOYMWN4+/YtNjY2VKxYkRUrVqj4du3alTlz5lCwYEFcXV2/+95NmzZFV1eX48eP4+bmxt9//82HDx9EK/WVLFmSkiVL4uPjg6enJzVq1ODQoUPMmjWLxYsXo62tjbOzMydOnFARXWl5felJjRo12Lx5M1OmTGHSpEkUK1aMvXv3qszt7du3vHjxJRVAoVDg4eHBs2fP0NXVpUiRIsyfP18lZLBjx468f/+eadOmERQURPny5Tl8+LBawYjkMDIyYs2aNYwaNYq4uDgcHBxo06aNSjlzgC1btih3+CTSHy3he7LwsiERERFYWFgQHh6OuXn2jTHPbJ7YqMcHF3pyCExNKSwSzXahD9glWQRKiJfTSn+umt8/wlTlz/feBjH/8BE1nw6OhdE5n/r8oVqDbmFsVTjV/gA8uAUblqk3sAX4bV3iLlMWZ8iQISrHCxYs0NjQ8GfmwYMHtG7dmnv37qGvr8/y5ctT/FJ5FhlEj9MLRMfW1h5LUXP1XjUSOY97cfc4Gn1UdKyJSROc9LP3ju6jPXvY16aNmr39sWMUFAnZy27Exsby7NkzHB0dU7WQIvEFLy8v/v77b44cUf+Olsg87ty5Q/369Xn48GGqIipyEsn9vadFG0g7ThJpRhGlXqklz59TWHHflIXn1f0fuoNBkt80QRBSFE2AmmiyMTVDdvU5OkGaS2knpUL7nVgXcUvbaq9cDl6z4JZIYtYvHaFN1l9dVSgUank7Xl5e2XrV+1vZv38/3bp1IyIiAnt7e3bt2kW1atU0+ico5NQ7OE50rHvRhgwo8cuPmqpENkIQBH4PE9lW/4/hlsOz5d/bp+BgDnbvzut//yVBQ0WubpcvYytSiloiZzFw4EDCwsKIjIzMtCp2Euq8ffuWDRs2SKLpByIJJ4k086b1CJVjx8BjtNxnyG0R0fTgK9EE8Oaxel3w/YopKsdH7qgmnjrncaLkzSboWCSkOL+yLX2xK/0NZbWfP4Rfh4uPte8Hbu3Sfs1M4GvRZGZmli0f4r4XQRDw9PQkIiKCmjVrsmPHjmQrI/0bfIeJl8XLP/7daBZWBjlvt05ClQQhgaCEIC7FXhIdt9C2oLNZ52z59/Z3+/Y83LlT47h9jRo0Xr0a6/969EjkbHR1dZmsIYRTIvNo+BPsBGd1JOEkkSYEQSDuxpcSoWZdmzH/miG336n62ZuCX0910QQwsLhqLsC+hMkqDxpnHj5iy6XLKj7vzxyijKVm0WTlUINKnfajrWuQhleThGVT4fZldXuPEVCjIeh+XxWijCAqKko0r2nq1Kki3j8/WlpabNu2jd9//51p06ahry9e4j5SFs3EKz7c+vhMbWxYqf/RzrEW2lIRiBzLq/hX7I7ajYDmqPae5j2x1LHMuEmlAwlxcWyqWhUDc3Ne+fsn69vpzBnyp7GJqYSEhMTPiCScJNJExIa/VY5zzR/LypWqPn49wFFDT8cNk0+qHDcdVBEdnS8PpUfv3GVzEtFUMuoo5aP2gaXmObl5RGkeTAmFHDavUBdNVtYwYwWYZI8QhNevXzNnzhw1+9dN8X527t69y/79+5V9RPLkycOvv6qXEU/KrOt/qYmmXAZm7Gs084fNUyLrE6mIxDfcN0W/7ubds51oAliaTE5PpbFjqTVnDtp6etly90xCQkLiRyEJJ4k0ETJ2kcrxgeeqv0L3hoCxhs2Z+xdesX3uvyo29xWJOSOf4mRsOH+ei8+eK8fs4u4kiiYNOLfwwb5MxzTM/itCgmBiL3X7kKlQ4fsrD2UUp06dYseOHWr2ryvt/Ozs2rWLXr16ERUVRaFChejYMeXfjTNvb3HhvWqTxSXVBlHJuviPmqZEFue+7D5HPiWf8G6rY0te3byUNyifLUXTdS/x5rwAw8LDMZAKJ0lISEiIIgkniVQRd/MBrxqqNmdzOL+J+l+1TtIkmgDGVl+rcrzm8ZciD+6bVRtGWsa/om6o5t2SAhUHfZto+vg+8d++jXBPpCnszJWQr1Dar5vBKBQK1q1bxxWRDvcODg6MHDkSI6Oc0ZRVLpczdepU5s2bBySWGq9fv36y58TJ42l4aIKa/dQvC9HV1vkh85TI2gQlBLEtcpvG8WYmzXDUc0RHK3v/flxdtoxTSZp7AgwLC0NbXx+9HPKZISEhIfGtSMJJIlV8LZoEoNiBAiq29f/TfP7F/ar9lsZuaoVdkVwAPH3/XmWsQMwVXMNVRVZSyv5vHXal0lio4f5NWKT+oKzCH7vAyCR5nyzCsGHD1BoCA3Tq1IlatWrlmPCajx8/0qVLF2VJ3NGjRzN//nx0dcU/2hIUclbfP8iWp+pNIH+r3FcSTTkQmSAjShGlUTTVNqpNeYPy2fpvShAE7v71F4d69FAb6xUQgIFUgUtCQkIiVUjCSSJFYq+rdujWzmXBsgU74bmqX91C4ucLgsDslqoPJXW7OAMQHBHBrH8OKu25Zc+SEU1aNJoQirZ2Gn9tn9xNXjQ1ag0dB2oez2LExMSIiqahQ4dSqlSpTJhR5nDz5k1at27Ns2fPMDIywtvbmy5dumj0vxLykFEXVoqO/V5tCC7WRX/UVCWyIAlCAl5hmkPWupl3I7dO7gycUfojj4/n4c6dHNDwd1F7/nypSp6EhIREGpCEk0SKvBs+T+V4/8Z/2PNV6fEHybRWWjn0sMrxn3cGASBLkDNh1x4ATBPe0SIk+WT8eiOep100Pb0P80ar2oxNoXgZsCsAzTqBoXHarplJvHz5UhmOlpTFixfnmLC8pDx79kzZzG7Pnj2UK1dO3C+ZZrY18pTit8p9s/VugsS3cTbmrKjdXtee9mbtM3g26c8tb2+OJtPoedCbN5ja2WXgjCSyMr169SIsLIy9e/d+13VkMhmlSpViw4YN1KhRI30mJ/HdhISEUKpUKa5du0b+/PkzezrZGqnGrkSKxN//UnEsj9dk1t1QHb83BAw16Bl5goIDf6rm4RQoZYP/o8cM2PgXABUjtiUrmkxyO9Fo3Af0jdO4+hsaAnNHqtrqNIPfd8LQGdC2T5YVTVFRUVy7do3ly5czZMgQhgwZIiqanJyccqRoAmjVqhUbNmzgypUroqJJEAQaHByvUTQdcpvD/Cr9JNGUAzn66Sg3426q2Ey0TKhlVCvbiqb46Gj2tm7NX1WqsEhLS6No6hUQwFhBkERTNuf9+/cMHjyYAgUKYGBggK2tLW5ubvz7778pnyzCsmXLWLdu3XfPa+XKlTg6OoqKpoEDB6KjoyNazKhXr160atVKze7n54eWlhZhYWFKm0wmY8GCBZQrVw5jY2Osra1xdXVl7dq1xMfHf/dr0MStW7eoVasWhoaGODg4sGCB+HfL16xbt46yZctiaGhInjx5cHf/stLs5+fH//73P+zs7DAxMaF8+fJs2rRJ5fw1a9ZQq1YtrKyssLKyomHDhly6pNpLrlevXmhpaan8a9KkiXLc2tqaHj16MH369O94ByRA2nGSSIG33T1Ujk3bNuLD8i/Hh7skXxBi75ILKseb3iXu/vic/RcEBXVD/8ROdk/sVAAcKgyglJtn2icOMK6b6nH34VDnl2+7VgayYsUKbt++nSrf1FSO+1l4//497u7uLF68GAcHBwC6d++uHH/16T1ed//mbPAdzPWMiYiPFr2Od63ROFlIK245kWux1/CPUe9Z1M+iHyba2SO/UYy4iAj+SCFPqfO//5JP2gH4aWjbti0ymYz169dTuHBhgoODOXHiBB8+fPim61mkQ56bIAgsX76cWbNmqY1FR0ezdetWxo8fj6+vL+3bf9sChUwmw83NjZs3bzJ79mxcXV0xNzfnwoULLFq0CBcXF8qXL/+dr0SdiIgIGjduTMOGDVm5ciW3b9+mT58+WFpaMmDAAI3neXp6snjxYhYuXEjVqlX59OkTz58/V46fO3eOsmXLMmHCBPLmzcs///xDjx49sLCwoHnz5kCiuOrcuTM1atTA0NCQ+fPn07hxY+7cuUO+fPmU12rSpAlr135JdTAwUO1r2bt3bypWrMjChQvJlStXOr0zOQ9JOEkkS/Rh1XCWrvu+JM9bGEBJm+TPXzv+hMqxhY0J3gfW0z5oJLokvzLk4NLv20TTiycwSyR2MIuLpujoaNatW0dAQIDouK2tLUFBQfTu3RsXFxeNBRB+Rq5evUrr1q15+fIlISEhnDyp2g9s4+PjrL7/JVdOTDQNLfU/2kvNbHMUgiAQI8SwJnyNRp9mJs2ytWgCODlihMaxzmfPks81+7RXkEiZsLAw/P398fPzo06dOgAULFiQKlWqKH3Gjh3L/fv3+eeffwBYunQpo0aN4tChQ8qdiKJFizJx4kT69eunFqpXt25d5S6Jt7c3+vr6DBo0iBkzZmic19WrV3ny5AnNmjVTG9uxYwelSpVi4sSJ2Nvb8/LlS+UCWFpYunQpZ86c4cqVK7i4uCjthQsXpn379shksjRfMzVs2rQJmUyGr68v+vr6lC5dmhs3buDp6alROIWGhjJlyhT2799PgwYNlPayZcsqf540aZLKOSNGjODo0aPs3r1bKZy+3oHy9vZm165dnDhxgh5JCr583nnUROnSpbG3t2fPnj307ds39S9eQoWc8+QlkWYi9xxXOfbecpp/73w5Do9L/vzt81RFl2dgf7bsW4TD3Rkp3rvBmCB09U1TO9VE5HIY1gZkIhPzPqxuy0IkJCQwduxYNXuVKlXIly8fNWvWzLEheevWrWPQoEHExcVRrFgx/vjjD+WYIAj8fmcvO5+r7yJ8prCZHWtrj5EEUw7iXcI7jnw6wkfFx2T9BloMxFBbcyPY7MKdr0Ks+ty/j1WxYmhpS7/zPyOmpqaYmpqyd+9eqlWrprazAFCnTh28vb2Ry+Xo6Ohw+vRprK2t8fPzo0mTJrx+/ZonT55Qt25djfdZv349o0eP5uLFi5w/f55evXrh6upKo0aNRP39/f0pXrw4ZmbqjeN9fHzo1q0bFhYWNG3alHXr1jF16tQ0v/ZNmzbRsGFDFdH0GT09PfT0xENgXrx4kWLxpEmTJqkJmc+cP3+e2rVro6+vr7S5ubkxf/58QkNDsbKyUjvn2LFjKBQKXr9+TcmSJYmMjKRGjRoqURNihIeHU7JkSY3j0dHRxMfHq+0a+fn5kSdPHqysrKhfvz6//voruXOrpjhUqVIFf39/STh9B5JwktBI+Irtyp+f5CnC5juqX8K3Bmk+N+hpKBsmfSn5bD42D3NPHKFz0Ixk7+nSbgd5ijX9pvly77q4aPpt3bddL4OIi4tj1KhRavZp06Ylu3r0syOTyRg9ejRe/zXrbN68ORs3bsTS0hKA6IQ4Ftzazok3qv24OhauQ89ijTHTy5lCMycTEBfAiegTKfr9DBXzPhMXEaFyPDgoCJO8eTNpNj8HIyt5ExoUleH3tbI1ZemVfin66erqsm7dOvr378/KlSupUKECderUoVOnTsrdjFq1ahEZGcn169epWLEiZ86cYdy4ccodJT8/P/Lly0fRopqriZYtW1aZE1OsWDGWL1/OiRMnNAqnwMBA7O3t1eyPHj3iwoUL7N69G4Bu3boxevRopkyZkuYc00ePHiUr9jRhb2/PjRs3kvVJLnwtKCgIR0dHFVve//7OgoKCRIXT06dPUSgUzJ07l2XLlmFhYcGUKVNo1KgRt27dUhFhn9m+fTuXL19m1apVGucyYcIE7O3tadiwodLWpEkT2rRpg6OjI0+ePGHSpEk0bdqU8+fPo6PzJVLI3t6e69dFelhKpBpJOEmIIggCcUnKkD+Y8xsEfhk/2SMxVE8MhUKgX5EviVBa5trolzKkc1AypfeA6n3OYZ63bLI+GnkfBL6LVW19x0H1BuL+mYxCoWDo0KEax5cuXSr6oZpTeP/+PW3atOHs2cRdy+nTpzNt2jS0tbVJUMipd3Cc6HmLqvSnah7NK3USPxcKQcF7+XsOfDpApCJSo5+plimF9QtTz7heBs7uxyEIAo927yZg7VqeHlDtQi6Jpu8nNCiKD681/z5lBdq2bUuzZs3w9/fnwoULHDp0iAULFuDt7U2vXr2wtLSkXLly+Pn5oa+vj76+PgMGDGD69OlERUVx+vRpZZifJpKGlAHY2dnx7t07jf4xMTEYGqrv4Pr6+uLm5oa1tTUAv/zyC3379uXkyZMqIWypQawVR2rQ1dVNViT+CBQKBfHx8fz+++80btwYgC1btmBra8upU6dwc3NT8T916hS9e/dmzZo1lNbQJuC3335j69at+Pn5qbzXnTp1Uv7s7OxM2bJlKVKkCH5+firvsZGREdHR4vm/EqlDEk4SosReUi1OsCjwy87HpJpQRH1xBYCEeDmt9Ocqj7WMtci9ND/5Ym+KnwBU7X4Cy/xVv22iggD9RXaoOg3KsqJJLpczbNgwjeNeXl45vtKbiYkJkZGRmJubs3HjRlq2bEl0QhzbHvvh+/CI6Dnra4+jsLlUKSynIAgCf4T9kaxPBYMKVDeqjq5W9v+qEwSBG3/+yYlhwxI/90Qom0z5cYnUY2WbxjDxTLqvoaEhjRo1olGjRkydOpV+/foxffp0evXqBSTmKfn5+WFgYECdOnXIlSsXJUuW5OzZs5w+fZoxY8Yke/2vw960tLRQKBQa/a2trdUKG8nlctavX09QUJBKXq5cLsfX11f5UG9ubk5gYCBfExYWho6ODiYmiXmIxYsX5/79+8nOW4zvDdWztbUlODhYxfb5WFNkiN1/lSuT3tfGxgZra2tevHih4nv69GlatGjBkiVLVPKWkrJo0SJ+++03jh8/riZqv6Zw4cJYW1vz+PFjFeH08eNHbGxSSE6XSJbs/20i8UN40/zL7lD9Kar5IzWSKUh2zPeGyrH1H/Y0ez8DM/l7UX83j28Mh4gMg1GdNI+Xqfht1/2BpLTLVKVKFeUXXk5FEAS0tLQwNjZmz549vIl4z8SXW1n4j5/Gc+rblWd46VbkNjTPuIlKZAqCIPA64TW7onZp9NFBh07mnbDWsc7Amf0Y3t28yYby5TGysSHmvfhnaFIaJRPeI5F6UhMulxUpVaqUSh+mOnXq4Ovri66urrIgRN26ddmyZQsPHz78ppC35HBxcWHFihXKz3GAgwcPKkMGk4aMBQQE0Lt3b8LCwrC0tMTJyYmtW7cSFxenkrN17do1HB0dlSKuS5cuTJo0ievXr6vlOcXHxyOTyZQiKynfG6pXvXp1Jk+eTHx8vHIux44dw8nJSTRMD8D1v6IsDx48UPZO+vjxIyEhIRQsWFDp5+fnR/PmzZk/f77GQhMLFixgzpw5HDlyhEqVKiX7OgBevXrFhw8flOLtMwEBAen+/57TkISTRLKcLV5LzeacTCRIYMCXL/cac+5TMXi+Rt+6wx5/26RGdoSocPExlxrQbRhYaNgSyyQePXrEkiVLRMf+/PPPDJ5N1iMuLo5hw4ZRsGBBJk+ezIfYCAY/WMOnhNhkzzvRdAH6OtLHWE7BL8aPW3G3RMfqGtWltEHpn2J3CeBQ797Kog/JiaYW27dTsGFDDDU8vEn8fHz48IH27dvTp08fypYti5mZGVeuXGHBggX873//U/rVrl2byMhI/vnnH3777TcgUTi1a9cOOzs7ihcvnq7zqlevHlFRUdy5c4cyZcoAiUUhmjVrptZrr1SpUowaNYpNmzbh7u5O165dmTVrFj169GD8+PFYWFhw5swZli5dqtIvaeTIkRw4cIAGDRowe/ZsatasqXz98+fPx8fHR7Qc+feG6nXp0oWZM2fSt29fJkyYQEBAAMuWLVP5Xt+zZw8eHh7KHbHixYvzv//9jxEjRrB69WrMzc3x8PCgRIkS1KuXGDZ86tQpmjdvzogRI2jbti1BQUEA6OvrK4Xc/PnzmTZtGps3b6ZQoUJKn89FQqKiopg5cyZt27bF1taWJ0+eMH78eIoWLaoSDhgdHc3Vq1eZO/dLVJBE2vk5vmEk0hV5SCgAeyq14Y8mqkULng9P+Xw9gzgGTV+arI9zC28MTL+h8EH0J3HRZGYJnlsgC4a43bp1i5UrV6rZK1SoQLdu3UTOyFm8fv2atm3bcvHiRbR1ddib9ymGtpp7irjmLU2LAtWokLuoJJpyCIIgsCJsBfEiLQxya+emvXl7DLQ0JF1mAwRBIPDYMYIuX0aRkMC5ZEo+a2lr0ysggNzJVN2S+LkxNTWlatWqLFmyhCdPnhAfH4+DgwP9+/dXCTWzsrLC2dmZ4OBgSpQoASSKKYVCkWJ+07eQO3duWrduzaZNm5g3bx7BwcEcOHCAzZs3q/lqa2vTunVrfHx8cHd3x9LSEn9/fyZOnEjLli0JDw+naNGieHp6qlSAMzAw4NixYyxZsoRVq1YxduxYjI2NKVmyJMOHD1cKtvTGwsKCo0eP4u7uTsWKFbG2tmbatGkqO0Th4eE8ePBA5bwNGzYwatQomjVrhra2NnXq1OHw4cPKXav169cTHR3NvHnzVJrc16lTBz8/PyCxt6NMJqNdu3Yq154+fTozZsxAR0eHW7dusX79esLCwrC3t6dx48bMnj1bZfdu3759FChQgFq11BfEJVKPlvCtmXbZlIiICCwsLAgPD8fcXArtESNy1zGOzvub0d1V8wf2d4KyKeQdj6vxJw1bjE/WxzhXMWoN/MaqLttWw7HdX46btIc2vSGLlt3duXOnWs8hkPKYPuPv70/79u0JDg5G19QAp3G/YFWhkJrfWOd2/K+g1LwzJ6IQFKK5TI2MG1HKIPmchayMoFBwc/Vqzs+axae3b5P1bbJuHWV69sygmeUcYmNjefbsGY6OjqJFDSTSzq1bt2jUqBFPnjzB1DRzcsUkxKlWrRrDhw+nS5cumT2VTCG5v/e0aANpuVZCjUu/7WJ0d9UdEs/GKYumD28/pCia6rg/wNA8X7I+oiQkwI1zqqKpZHlolzV7EXz48EG0R4Wrqytdu3bNhBllLQRBwMvLi1GjRpGQkIBxIWtKTW6Boa2lil/3og3pVrQBxrrZdzdBIu0IgsAd2R2NpcVbm7amgF6BDJ5V+vEpKIgVdqkrZDIgMBDzAtn3tUrkLMqWLcv8+fN59uwZzs7OmT0dif8ICQmhTZs2dO7cObOnku2RhJOECvIPYfTppiqaNrWGmil8b4e+e8CVdZoLMpT+5U/ylxOvFKORZw9gywp4qqGCTh/1hrGZiVwu5+jRo+zfv1903MPD45s6pf+MDBo0iNWrVwNgU9uJosMaoWP4pYLTzgZTyWsk5WzkJARBIFQRypaILSSQoNFviOUQ9LTEm1xmdRRyOZ66yX/tNt+2DT1jY6zLlMGiUKGMmZiERDqS04scZUWsra0ZPz75hW2J1CEJJwkVrs7eAo6Dlce9yymoWSD5MLj3jw9zbUc7jeMNxoWiq5vGB53fRsPju5rHS1cAq6xTNevx48d4enpqHJ81a5ayh0VOJiQ2nLk3tnDHIhS0tXDsXRv7/7kowxZ7FG1IX6cmaGtlzdBLifQnQh7B7qjdhCs0FHz5D0MtQwZYDMjWIa43NBSCaX/8OPlq1kTXQNpZlZCQkMjKSMJJQokgl3P/8gtI0hx7ep3kH2AVCXHJiqYdike4pVU0gWbRZGYBw2ZC4RJpv2Y6I5PJmDZtGhERERp92rdvr6yek5P5EBtBy4NT0NZP/MjRqp2fCo49MHZIrBpkpKPP2tpjyWciicucwvXY65yJOZOsjz76tDBtQX69ZHogZANiw8I40q8fj3apllF38/WlTK9e2VoMSkhISOQkJOEkASSGyTy1rUtU2SZK25jysWhpaU6YjYl4xRkvzQJm/ss7uJZN46/Yy6cwc4iqbdhMKFMJkvSAyEwUCgXDhg1LtoP53LlzsbS0zLhJZWFk8ngqubcg6NAtyi3qhJ65EYBSNHnVGErZXIUzc4oSGUiMIoZ14euQIRMdN9UypbB+Yeoa1f0pBEXYs2d4F1b//e564QJ2Vb+x8beEhISERKYgCSeJRNGUpzYAtwp86bWgMNAsmhLiIjSKppD4IvgEJeb5dGmSxsqFX4umvPmgXNZ5uAgNDWXy5Mkax3v06EHlypVVGv3lZCKiIinSrDIhZxJLtL47eY98rSowqEQz2jnWRk9bRwrLy0HIBBmrw1er2XXRpY5xHUrrl/4pxFJ8dDT72rTh+ZEjouPWZcpgW6VKBs9KQkJCQuJ7kYSThFI0AdwsUF75c/5kNM/dwyM1jvkG7QXg0NL8GOin4aF4UAt125jfUn9+BiAmmkqUKMGwYcN+ige+9OTp06dUalyT0Cdv0dLRxrF/Hcq0rsW+xjMze2oSGUyYPIz1EetFx9qYtsFBL/sXTbn7119c++MPPr15Q+SrVxr9xigU0meFhISERDZFEk45GEEu50XFDsrjjyZWvMn1JZfAMZmiZm/vbhe1z395hwk9ctOoigna2ql8OPgUCSPaq9u9D6fu/AzilcjD0PLly9HOoj2kMgtBEKi/sC9nZ28mISoOPUtjSkxshkXp/JJoyoEsC10marfStqKHRRorbWYh5PHxBB47xu5mzVLl7+btjXPfrNk+QUJCQkIidUjCKQfzvNT/UHz8UsnqWR7VOHznPOLnCQq5qH3B61tsmGZLfttUVoZ69wYm9REfW7ItddfIIOLi4pg7d66K7U8NFbJyIpGyaI68vsKyO3sJOfuQ+wsOgABmTraU8GiBQW5T/m40K7OnKZFBRMgjOBl9ksCEQNHxcgblqGlUM4NnlX68uXCBzdWrp+hnW7ky7Y8fx0Bqti4hISHxUyAJpxyKIjZORTQBjOu6VPlzr3KgL5KmIwgCR+dbqNkvybrx57h8qRdNZw7BBvGVaH7fBcYmqbtOBiBWarxnz56ZNJusx4CzS7kX9kJ5bFGuAIZ5LbAsV4DCA+tSNJcDS6oNwspA6iL/syMX5GyP3M47+TvR8UqGlahhWCPbhqrdXruWI300LPb8R4eTJ7EqVgyz/Nm7EqBEzmDdunWMHDmSsLCw77qOTCajVKlSbNiwgRo1aqTP5CS+G5lMRvHixdm5cyeVKlXK7On8FEgxRjmU0EXrVI9vqpYFriDS1D467DlHfzMTvd7A/uNwKphK0TSohbhoqvNLYnheFhFN79+/Z8iQIWqiqXTp0lSVqmEhFxQsur2Te2EvkIV+Utr1zAwp59mFokMbcrbVMtbXGUcuA/HfG4mfhzcJb1getlyjaBpkMQhXI9dsKZriY2JYpKWlUTQ137KFsYLAWEGgQL16kmiSyBCCgoIYNmwYhQsXxsDAAAcHB1q0aMGJEydSfY2OHTvy8OFDAOrWTaxkqelf3bp1NV5n5cqVODo6ioqmgQMHoqOjw44dO9TGevXqRatWrdTsfn5+aGlpqQg6mUzGggULKFeuHMbGxlhbW+Pq6sratWuJj49P9WtOK7du3aJWrVoYGhri4ODAggULUjxH7P3bunWrio+XlxclS5bEyMgIJycnNmzYoHadpUuX4uTkhJGREQ4ODowaNYrY2Fjl+Lx586hcuTJmZmbkyZOHVq1a8eDBA+W4vr4+Y8eOZcKECd/xDkgkRdpxyqFEn7qk/Hlv5zH8vkP1YaZlcVV/QVDgv6KMxuvlsS+S8k3jYsG9lbq940Bo1Drl8zOI8PBwPDw8RMecnJxwd3fP4BllHaITYvG4vJZXn97zLjYMgA+XnvBw8WEce9eiY69utHesTdlcjtnyAVki7cgEGSvCVoiOlTUoS02jmuhpfUMvtyzEMmNjUXv748cp2KBBBs9GQgKeP3+Oq6srlpaWLFy4EGdnZ+Lj4zly5Aju7u7cv38/VdcxMjLCyCixRcTu3buRyRLbBLx8+ZIqVapw/PhxSpcuDSQ+hIshCALLly9n1iz1cOzo6Gi2bt3K+PHj8fX1pX17kXzmVCCTyXBzc+PmzZvMnj0bV1dXzM3NuXDhAosWLcLFxYXy5ct/07WTIyIigsaNG9OwYUNWrlzJ7du36dOnD5aWlgwYMCDZc9euXUuTJl9avCRtUbJixQo8PDxYs2YNlStX5tKlS/Tv3x8rKytatEgslLV582YmTpyIr68vNWrU4OHDh/T6r+/b5wXd06dP4+7uTuXKlUlISGDSpEk0btyYu3fvYmKSuAjdtWtXxowZw507d5T/lxLfjiScciiyW4krTAq0+L1IK5WxTa3h62fe82trabzWxmX9cBPXGV/QJJo8PKFIqZQnnAFEREQwceJEjePt2rWjfv36GTijrMPTiLf0PLNQxSYoBF5svcDLLRcAyB0Qy+yKPSXBlINIEBI0iqahlkPR0creZflvrlrFsUGD1Ow9b97EpmzZTJiRhEQiQ4YMQUtLi0uXLikfkCExIqJPkp1RT09P1q5dy9OnT8mVKxctWrRgwYIFmJomhk4nDdXLlSuX8rzPuxq5c+fG1tY22blcvXqVJ0+e0EykUMqOHTsoVaoUEydOxN7enpcvX+LgkPYqmkuXLuXMmTNcuXIFFxcXpb1w4cK0b99eKfjSm02bNiGTyfD19UVfX5/SpUtz48YNPD09UxROlpaWGt+7jRs3MnDgQDp27Agkvo7Lly8zf/58pXA6d+4crq6udOnSBYBChQrRuXNnLl68qLzO4cOqRbTWrVtHnjx5uHr1KrVrJ1ZMtrKywtXVla1btzJ79uxveyMklEjCKQfytst45c8Rxqr5Sh41oWYBVf9PHx4SGXxT9Fobb03D+8nIlG8qJppWHcgSTW3j4uJYtWqVxhW6Hj16UK1atQyeVdYgJDac1sfVK+ElRMXywPMwoZefATBwyGD+WLpMEk05AEEQCFWEcir6FK8S1CtNtjZtTQG9AiJnZh/iwsP5Q0MD67HJNL6W+DkY9FsQHyPEiyD9SHKZ67ByYvIiBeDjx48cPnyYOXPmqIimzyTd2dDW1ub333/H0dGRp0+fMmTIEMaPH5+uxY38/f0pXrw4ZmbqIdk+Pj5069YNCwsLmjZtyrp165g6dWqa77Fp0yYaNmyoIpo+o6enh56e+K72ixcvKFUq+cXZSZMmMWnSJNGx8+fPU7t2bZXdNjc3N+bPn09oaChWVprLD7u7u9OvXz8KFy7MoEGD6N27t/I7Mi4uDkND1V6ZRkZGXLp0ifj4ePT09KhRowZ//fUXly5dokqVKjx9+pSDBw/SvXt3jfcMD0/MXU8qggGqVKmCv79/su+DROqQhFMOI+rvU0QfO688/qvml3LAxXLBoIpffAVB4NJfjQl7dR4xNtssp3oxWwxNxLfvlUR/Uj3W0UkUTZmMTCZj5MiRGscbN24sGnudU5h3cysHX15Ss38KDOHVwuOEBr7FwMCAVatWScUyfmJiFbHciLvBxdiLKfoOtxyercWzPD6e87NmceHXX0XH+z15ksEzksgMPkbICQnLeOGUWh4/fowgCJQoId6EPilJv+MKFSrEr7/+yqBBg9JVOAUGBmJvb69mf/ToERcuXGD37t0AdOvWjdGjRzNlypQ0f048evQo2RwrTdjb23Pjxo1kfb4WGUkJCgrC0dFRxZY3b17lmCbhNGvWLOrXr4+xsTFHjx5lyJAhREVFMXz4cCBRfHl7e9OqVSsqVKjA1atX8fb2Jj4+npCQEOzs7OjSpQshISHUrFkTQRBISEhg0KBBGkWeQqFg5MiRuLq6UqaMamqFvb09gYHiVU4l0oYknHIYsdfuqhw/cGsNoYk/O1qq+j48NUWjaFr9aR/xCy9S/59UxPcPb6t6vPKfVM72xxAVFcX48eM1jnfu3JmaNWtm6wfA70EuKKh7YKzoWP98DRnWtTMREREUKFCA3bt3U7FiRVFfiexPjCKG1eGrU/QrpleMpiZNs+3fjFwm4+TIkdxcIR522PvuXXKXLJnBs5LILHKZZ04kRGrvK6Rh1/P48ePMmzeP+/fvExERQUJCArGxsURHR2OsIXcvrcTExKjtngD4+vri5uaGtbU1AL/88gt9+/bl5MmTNEhjbmBaXnNSdHV1KVq06Ded+z0k3VVzcXHh06dPLFy4UCmcpk6dSlBQENWqVUMQBPLmzUvPnj1ZsGCBsjekn58fc+fO5c8//6Rq1ao8fvyYESNGMHv2bNFdO3d3dwICAjh79qzamJGREdHR0T/o1eYsJOGUw4i7dk/5c/SKhdx5/eVXYFgVVd/nF8XLhUfE2hA35xwATtWSqR4lCNC/qaqtTjP1BKoM5MOHDxrDBKpUqULLli2TXX362REEQVQ0dSvagAFOv6ClpcXriRM5duwY27Ztw8bGJhNmKZERPJU9Zf+n/aJj+lr62OjYYKltST3jetk6l+nJ/v3sadlSdKx4u3Y03bABvf+S5yVyBqkJl8tMihUrhpaWVooFIJ4/f07z5s0ZPHgwc+bMIVeuXJw9e5a+ffsik8nSTThZW1tz+/ZtFZtcLmf9+vUEBQWhq6urYvf19VUKJ3Nzc9GdkLCwMHR0dJShiMWLF091wYukfG+onq2tLcHBwSq2z8cp5X4lpWrVqsyePZu4uDgMDAwwMjLC19eXVatWERwcjJ2dHatXr8bMzEz5vTp16lS6d+9Ov379AHB2dubTp08MGDCAyZMnKwUWwNChQ/nnn384c+YM+UWqen78+FH6vk4nJOGUgxDkcmLPJ+YqyXT0aP5aNW8nacNbTas7b8Kd2DW/FQAjfFugrZ2MCFo6Wd3WbWia5pxeJCQkMGvWLEJCQtTGihQpwujRo7Ptanl6sv/FBTXb3JLdKKCbW/n+TJw4kXHjxql8GUr8PMgFOZsiNhGqCFUbG2QxCAPtVLYdyOK8u3GDnU2aEP3VQ9FnpF0miaxKrly5cHNzw8vLi+HDh6vlOYWFhWFpacnVq1dRKBQsXrxY+ZC9ffv2dJ+Pi4sLK1asQBAE5ffEwYMHiYyM5Pr16+gkyWUOCAigd+/eyjk6OTmxdetWpaD4zLVr13B0dFTmLnXp0oVJkyZx/fp1tTyn+Ph4ZDKZaL7X94bqVa9encmTJyvzjgCOHTuGk5NTsvlNX3Pjxg2srKxUXiMk5md9Fjpbt26lefPmyv+r6OhoFXEEKN/Lz89ogiAwbNgw9uzZg5+fn1pY4WcCAgJE88Mk0o705JODeFGlMwBDeq/ifj7VFZghlVQ3gt7eUf9w3Z/wK/fv18CQI+R3yk2j3uU13yz6E9y5pmpbvjtTdpv27dvHkSNHRMfSM877Z2DhbdU+G3/k70GbRm0wNTXl/PnzmJiYoKWlJYmmn5Tn8c/ZF7VPze5s4Ex945+nomTo48dsEHmIyOPiQid/f/RFHsAkJLISXl5euLq6UqVKFWbNmkXZsmVJSEjg2LFjrFixgnv37lG0aFHi4+P5448/aNGiBf/++y8rV65M97nUq1ePqKgo7ty5o8yt8fHxoVmzZpQrV07Ft1SpUowaNYpNmzbh7u5O165dmTVrFj169GD8+PFYWFhw5swZli5dqtIvaeTIkRw4cIAGDRowe/ZsatasiZmZGVeuXGH+/Pn4+PiIliP/3lC9Ll26MHPmTPr27cuECRMICAhg2bJlLFmyROmzZ88ePDw8lDti+/fvJzg4mGrVqmFoaMixY8eYO3cuY8d+ieZ4+PAhly5domrVqoSGhuLp6UlAQADr169X+rRo0QJPT09cXFyUoXpTp06lRYsWSgHl7u7O5s2b2bdvH2ZmZgQFBQFgYWGhLDMPiQU8pIp66YP09JNDkIdHkvDiLVurd1ETTQUtYILrl+Pwt9e4vb+v2jUevm+M/tmTAFRpUVxtHIAPwTBBpFDA6gOgnXHhPHK5nJ07d3L9+nUiIiLUxlu2bEnjxo0zbD5ZnUfhr+njv1jF1v5dMWp0qEFMTAyOjo68ffs2U2LFJX48mgQTQCezTuTVzZvBM/oxhD19yvb69YkQCQ1quGIF5UVKj0tIZEUKFy7MtWvXmDNnDmPGjOHt27fY2NhQsWJFVvyXq1euXDk8PT2ZP38+Hh4e1K5dm3nz5tGjR48Urp42cufOTevWrdm0aRPz5s0jODiYAwcOsHnzZjVfbW1tWrdujY+PD+7u7lhaWuLv78/EiRNp2bIl4eHhFC1aFE9PT/r2/fIcYmBgwLFjx1iyZAmrVq1i7NixGBsbU7JkSYYPH65WDCG9sLCw4OjRo7i7u1OxYkWsra2ZNm2aSiny8PBwlaazenp6eHl5MWrUKARBUL6e/v37K33kcjmLFy/mwYMH6OnpUa9ePc6dO0ehQoWUPp+LaEyZMoXXr19jY2NDixYtmDNnjtLn8//114Uz1q5dS69evYDEyoDh4eG0a9cuHd+ZnIuW8K0Zd9mUiIgILCwsCA8Px9zcPLOnk2GE++zm3cSlNJxyRsVeIz9sbA26/+0Gx316h9/vhUWv4blzE3rXbgGw9sVwbBxUS5mjkMMA9T4O1GgIfcSLDfwohg4dikKhULMXKlSI4cOHiyay5lR2PfNn6Z09ymNBruDZOn/e7E3cMWzcuDFbtmzJ0blfPxuCIPA0/in/fNJcqMVC24I2Zm0w1/45Pid3NmnCc5Gd54ojR1IvyeqxRM4hNjaWZ8+e4ejoKH0nfCe3bt2iUaNGPHnyRNkjSiJr0LFjR8qVK6cxjyunkNzfe1q0gbTjlEN4+8953L4STTcHgmWS3533jw9zbYf4isTVqC5K0QRgYfNVKIsm0dSmNzTt8M3z/haGDBkiah82bBglpZwFJW+iP9Dx5BwVW3x4NPcXHCT81ksAPDw8mD17tkqMukT2QxAEXia85IHsAXdld1P0/8XkF4rpF8uAmaU/sqgoTo8di4GVFff++gtrZ2eeHTok6uvm7Y1zX/XddQkJibRRtmxZ5s+fz7Nnz3B2ds7s6Uj8h0wmw9nZmVGjRmX2VH4aJOGUQ3Cru1DNllQ0BT/Yx43dXUXPDdXNh7+PCzp8Kaygb5jkV8f/MKxfqn6i92F12w8iODiYu3fvsn+/ehWwqVOnYmtrKxV/+IqvRROA3pZHhN96iYmJCevXr6dt27YiZ0pkF6IV0ZyJOcMD2YOUnYEOZh2w1cmefyuCIHC4d2/uJMkRAIh8pd6kt9Zvv1FxxAh0pV0GCYl043NomETWQV9fnylTpmT2NH4qJOGUA4gX6eP3fPiXnxWKBI2iCcD37R70g3cpj72fJKmM9ygg00XT2LFjNfYnmD9/vmg385xOcIx6xbTNdT3QdpHRuXNnVqxYQenSpTNhZhLfg0yQsStyF+/k77DUtiRMEZasv4mWCXWM62Tb3SWAdzdvsqVmTeKjolLlPyAwEPMCBX7wrCQkJCQkfkYk4ZQDCPlKUzxu+RotrXwACIKCY/MtRc+L1zJg9ccD6Hn9rbRN2dsB28JJSnCunKt6kpU1LPwrPaadIqGhoUyeLFLy/D9mz54tiaYkKAQFrz6FsDfwX3Y880+0xcsJvf6cu7P+KwxgCmfOnEnmKhJZDYWgwD/Gn4eyh0QLX/7YNYmmesb1KK5XHEPt7LXbIo+P5+GOHRzo2hWj3LnR0tXVWEocoED9+lSbPBkTe3uM8+RB18hI6sckISEhIfFdSMIpB/Dvg2ggsdFd1Ufn0XWorBx7/+ig6DmPjGpxnj5smVqBjguPKe2FXZI0fIuKhPCPX46Hz4SyVdN17pqIiooSFU316tWjQIEClC9fXq1fQk7lbfRHbn18yq83VCscyUI/cf+3f4i4+4Zd5XZJYXnZkAQhAa8wL43j+ugjQ0YZ/TLUN66fLUPwFAkJ3N20icNJwoBiPnxI9pwRnz6hl07NPSUkJCQkJD4jCaccwN93EpQ/fzBLXKn9zLOLy0TPuWLRiYEVGnHj6BMVe54C/1XSC/sAY78K78sg0RQdHc348ePV7PPmzcPCwkLkjJzJ44g39D6zSHQs4v4b7s/7B9nHT5ibm0siM5uhEBSciznH1birouPGWsb0s+iXLYUSQMzHj1ycN48ri8R/fz9jXqgQEc+fY2pvj+usWVKhBwkJCQmJH4oknH5yBEHgdNiX0op9P54FvvRgCnt1Xu2cLXn/AKBGKTNalf9Daa/dKUnOy9eiqW7z9JlwKvD29lY5tre3Z+LEiVJT1iQcf32dmdc3io59OvGYgOUHUSTIKVmyJHv37qV4cQ19uSSyHPFCPH+GiTdu7mXeCxNtE3S1suffgiAIHOzWjXsi/V8+Y1mkCM02b8auSpUMnJmEhISEhIQknH56Qry2Ax2Vx41c8wDw4fkprmxpoeYfr2UAWtrUKVaSf3fdUxlrMfy/B5Uda1RPymUD3YaSUXzuzv0ZSTR9QSEoOBsUICqaGud14erv+zn7V2LlwTZt2rBu3TopDywboBAUBMgCiJBHiO4yFdYrTAtT9b/nrE5cRASrCxQgLjwcLW1tBJHea5/JV7Mm1SZPxrFJkwycoYSEhISExBekp82fnIuRpp/TmwCw6dGcS5uaEvrCX9T/X8s+APR0rcySnvuUdl19HUpWzw9Lp0DAFdWTFojvbPwIPn36pHL8xx9/SD2GAJk8gQaH1MMXAaaU74Jb/kocOHCAaX/tQEtLizlz5jBx4sRsG8qVE4hTxPEq4RWB8YHclt3W6NfHog9m2tlP/MbHxPBHktBaMdHkUK8e9ZYsIU+5chk5NQkJCQkJCVEk4fQTs/MujDH+0pS2sEEML679pVE0Abw1KAOAtpYWpzZ+eVibvLs9/D5NXTRNW56+k06GhIQExo0bp2KTRFNieJMm0VTH1hm3/JUAaNasGdOmTaN69eo0kVbtszRbIrbwTv4uRb8RViMyYDbpy4uTJ7nl7c39LVvUxnKXLk38p09EvXrFkHfvMLSyErmChIREejJjxgz27t3LjRs3vus6Hz58oGTJkly6dIlChQqly9wkvp+QkBBKlSrFtWvXyJ8/f2ZPJ9ujndkTkPgxxCbAmGOqtlFFP/LisnhuBMCR3IkP36MbNST4eZjKmLPBE7h1SfWEeWuhQNH0mG6KnDt3juHDh6vYGjdunCH3zqpc//CYYee8qH1gjNqYrZEVi6sMoMC1eIKCgpT2mTNnSqIpCxOcEMyy0GUaRZOBlgGNjBvR16JvthRN4YGBbG/QQFQ0jVEo6B0QwIBnzxgdHy+JJgmJZOjVqxdaWlpoaWmhp6dH3rx5adSoEb6+viiSCXkVY+zYsZw4cQKAQoUKKa8r9i+5Jrdz5szhf//7n6hocnNzQ0dHh8uXL6uN1a1bl5EjR6rZ161bh6WlpYotIiKCyZMnU6JECQwNDbG1taVhw4bs3r0bQRDS8rLThJ+fHxUqVMDAwICiRYuybt26ZP2fP38u+v5duHBBxW/p0qU4OTlhZGSEg4MDo0aNIjY2VsXn9evXdOvWjdy5c2NkZISzszNXriQuYsfHxzNhwgScnZ0xMTHB3t6eHj168ObNG+X51tbW9OjRg+nTp6fPm5HDkXacflL2qKYBMezwEpoNG8m/j+LVfO8pGnPD/n/KY5P32vSt8IeKj+HWpaonzV4DNnbpNV2NREVFiVbQA/jf//4nav+ZCYwKppvf/GR9/Jt7EhMTw6BBg9iwYQMbN27k5MmT6OnpZdAsJdKKIAisCV9DjBCjNuak70RundyU1C+JqbZpJszu+xAUCs5MnEjg8eO8u35dbdzE1pbBb99mwswkJLI3TZo0Ye3atcjlcoKDgzl8+DAjRoxg586d/P3336nO/TU1NcXUNPGz5fLly8jlciBxwbJt27Y8ePAAc/PEIlNGGnqhRUdH4+Pjw5EjR9TGXrx4wblz5xg6dCi+vr5UrlxZ5AopExYWRs2aNQkPD+fXX3+lcuXK6Orqcvr0acaPH0/9+vXVhFZ68OzZM5o1a8agQYPYtGkTJ06coF+/ftjZ2eHm5pbsucePH1dpJp87d27lz5s3b2bixIn4+vpSo0YNHj58qBTEnp6eQGK/SldXV+rVq8ehQ4ewsbHh0aNHWP23sBQdHc21a9eYOnUq5cqVIzQ0lBEjRtCyZUuluALo3bs3FStWZOHCheTKlSs9354chyScfkJiE2DiiS/HJV/dYYhHLWJDHxET9lzF91z4IAKdnFVsIyqoVq3rX/Wp6g1mrgQ7h/ScsijPnj1j4cKFavbSpUszaNCgHJefs+jWDva9UK+CmJRTvywkMDCQNm3acO3aNbS1tWndurVUPCOLIhfknI85z23ZbWSCTG18gMUAjLSzZ9PWhLg4bvv4cMLdXXS8ZNeu1F28GJO8eTN4ZhISPwcGBgbY2ib2VsyXLx8VKlSgWrVqNGjQgHXr1tGvXz8gUXCMHTuWffv2ERcXR6VKlViyZAnl/ssdTBqqZ2Njo7z+5wfsPHnypChIDh48iIGBAdWqVVMbW7t2Lc2bN2fw4MFUq1YNT09PjQIsOSZNmsTz5895+PAh9vb2Snvx4sXp3LkzhoY/pqn3ypUrcXR0ZPHixQCULFmSs2fPsmTJkhSFU+7cuZX/R19z7tw5XF1d6dKlC5C429e5c2cuXryo9Jk/fz4ODg6sXbtWaXN0dFT+bGFhwbFjquFFy5cvp0qVKrx48YICBQoAic9N9vb27Nmzh75S24bvQnqa+gn5qvUS/U+txHD6fI79kUfNN8FSVXyETVZd+W1UPJj/lUli6zUK8hVKr6lq5MmTJ8oPqaSMGzdO5UMjpxAaF6lRNM2q0JNatmXQ1dbh5MmTdOjQgQ8fPmBtbc22bduoX79+Bs9WIiXihDjeJ7xnV9Qu0fFaRrWoYFghg2f1/QiCQPDVq7w4dYozGnaKAUp06kQTX1909PUzcHYSEqljxt//EB6jvvv7o7EwMmJGy+9r7VG/fn3KlSvH7t27lcKpffv2GBkZcejQISwsLFi1ahUNGjTg4cOH6bb74O/vT8WKFdXsgiCwdu1avLy8KFGiBEWLFmXnzp107949TddXKBRs3bqVrl27qoimz3zeMdM0t6ZNmyZ7/VWrVtG1a1fRsfPnz9OwYUMVm5ubm2h44de0bNmS2NhYihcvzvjx42nZsqVyrEaNGvz1119cunSJKlWq8PTpUw4ePKjy3vz999+4ubnRvn17Tp8+Tb58+RgyZAj9+/fXeM/w8HC0tLTUxG6VKlXw9/eXhNN3IgmnnwyFABOS7DYVfP+M8oE30DY1FvWPzG2tcpzwVjWUb0Stx4k/dBsGNRqC/o9vlHrr1i1WrlypYitbtiyDBg364ffOigw9t5ybH1V3/SaX70yT/F/CHQRBYPHixYwfPx6FQkGFChXYvXs3BQsWzOjpSmjgk+ITIfIQ9kbtTdavv0V/jLXF/16zIoIgEHTlCmcnTSLw+PFkfTudOYNdtWroSGGjElmY8JgYQqOjM3sa30yJEiW4desWAGfPnuXSpUu8e/dO2eh80aJF7N27l507dzJgwIB0uWdgYKCooDl+/DjR0dHKnZlu3brh4+OTZuEUEhJCaGgoJUqUSPPcKlWqlGLhi7zJ7HwHBQWpjefNm5eIiAhiYmJEd89MTU1ZvHgxrq6uaGtrs2vXLlq1asXevXuV4qlLly6EhIRQs2ZNBEEgISGBQYMGMWnSJOV1nj59yooVKxg9ejSTJk3i8uXLDB8+HH19fXr27Kl239jYWCZMmEDnzp2V4ZWfsbe357pIuLRE2pCE00+G4++qx20v7UCrQVGOzFNfjZGjS4Tuly3kD+4vVca3d78ALbrC/9L2AfetKBQK9u7dy/GvHr66dOlCzZo1M2QOWQFBEAiMesfTyLdMv7ZBbXxgiWYqogkS45y9vb1RKBT06NGDlStXflMohMS3kyAkoEDBA9kDpe1W3C0iFBGiYXhJMdIy4n+m/8NGxwZtraxfsyf42jX8J03i3fXrRL9LvvqfjoEBXc6fJ6+LSwbNTkLi+7DIpM/O9LqvIAjKUPabN28SFRWlklsDEBMTw5MnT8RO/yZiYmJEQ+V8fX3p2LGjMly8c+fOjBs3jidPnlCkSJFUX/97Cj8YGRlRtGjGFLL6jLW1NaNHj1YeV65cmTdv3rBw4UKlcPLz82Pu3Ln8+eefVK1alcePHzNixAhmz57N1KlTgcTnokqVKjF37lwAXFxcCAgIYOXKlWrCKT4+ng4dOiAIAitWrFCbk5GREdHZeEEgqyAJp5+IoCh1W927p3g05Kyo/z8205Q/28WaEhLz5YNpltsdjPXlGSaaYmJiGDNGvTpc165dcXV1zZA5ZDZx8njGX/Lm2odHGn06ONahW9EGanYTExP27t3LiRMnGDx4cI7L/8oMYhQxyJGzP2p/qkqHi2Gva08p/VKUNiidsnMW4dTo0VxdsiRFv3KDB1Omd2/svjERXEIis/jecLnM5t69e8qQ9qioKOzs7PDz81PzS89CCtbW1oSGhqrYPn78yJ49e4iPj1d5kJfL5fj6+jJnzhwAzM3NCQ8PV7tmWFgYFv/1erOxscHS0pL79++r+aXE94bq2draEhwcrGILDg7G3Nw8TQuUVatWVclHmjp1Kt27d1eGVDo7O/Pp0ycGDBjA5MmT0dbWxs7OjlKlSqlcp2TJkuzapRrm/Vk0BQYGcvLkSbXdJkj8/0iawybxbWQJ4eTl5cXChQsJCgqiXLly/PHHH1SpUkXUd82aNWzYsIGAgAAAKlasyNy5czX65yQafdWH1ndld0zjokBLfKUmWidxBaqGRSH+7nNGZczZLjyxCMQPRiaT4eXlxaNH6mJh1KhRFCtW7IfPITPxfnCIqyGPCAh9nqKvX7NF6CTZjTh8+DDPnj1j8ODBADg5OeHk5PSjpprjEQSBZ/HP8IvxI1IR+c3Xsde1p4phFQrqZY8wytiwMPxGjyYgSXKyJiqPG0eNmTPRk3Y7JSQyhZMnT3L79m1GjRoFQIUKFQgKCkJXV/eH9lZycXHhr7/+UrFt2rSJ/Pnzs3fvXhX70aNHWbx4MbNmzUJHRwcnJyeOHj2qds1r165RvHhxALS1tenUqRMbN25k+vTpamGBUVFRGBoaihZC+t5QverVq3Pw4EEV27Fjx6hevXqy1/yaGzduYGf3pRpxdHQ02tqqEQafe1N+3mFzdXXlwYMHKj4PHz5UCcP/LJoePXrEqVOn1HYXPxMQEEDdunXTNGcJdTJdOG3bto3Ro0ezcuVKqlatytKlS3Fzc+PBgwfkyaNezMDPz4/OnTtTo0YNDA0NmT9/Po0bN+bOnTvky5cvE15B1iAuASKSRAM1u/Y3hUKe86mw+ioOwJa8X8qN/91WVTRt6noRPR0hQ4pAaEqunDJlimi89M/C8rv72Pb0dLI++Yxz42ThwC8Olamap6TSLggC8+bNY8qUKWhra1O+fPk0f4BLpB6FoOB0zGluxd1K0ddUyxQ5cnLp5KKkfuL/mTbaOOk7oYVWttsJVCQksDyZfkoNvLwo0qIFZvnzZ7vXJiGR3YmLiyMoKEilHPm8efNo3rw5PXr0AKBhw4ZUr16dVq1asWDBAooXL86bN284cOAArVu3plKlSukyFzc3Nzw8PAgNDVWWyvbx8aFdu3aUKVNGxdfBwQEPDw8OHz5Ms2bNGDx4MMuXL2f48OH069cPAwMDDhw4wJYtW9i/f7/yvDlz5uDn50fVqlWZM2cOlSpVQk9PD39/f+bNm8fly5dFd9G+N1Rv0KBBLF++nPHjx9OnTx9OnjzJ9u3bOXDggNJn+fLl7NmzR9kPa/369ejr6+PyX4jy7t278fX1xdv7S9XiFi1a4OnpiYuLizJUb+rUqbRo0UIpoEaNGkWNGjWYO3cuHTp04NKlS6xevZrVq1cDiaKpXbt2XLt2jX/++Qe5XK7s3ZgrVy70/yvAEx0dzdWrV5UhfxLfTqYLJ09PT/r370/v3r2BxLKPBw4cwNfXl4kTJ6r5b9q0SeXY29ubXbt2ceLECeUHRU5k5lfP4EOPLuN9/ZeElw9R8z2aayz8t3PxYdQrlbFuFQKxMEyAxeoNKtObv//+W81Wq1YtOnfu/MPvnZmkJJrKWBViSbVBGOqoVxyLjIykZ8+e7NmzB4B+/fpRoUL2q76WXbgfd58j0ep9SZJip2OHrpYuLU1boquV6R+p6ULUmzesTGEhqvfdu+QuWTJZHwkJiR/H4cOHsbOzQ1dXFysrK8qVK8fvv/9Oz549lTsZWlpaHDx4kMmTJ9O7d2/ev3+Pra0ttWvXTnaXJa04OztToUIFtm/fzsCBA7l69So3b95kzZo1ar4WFhY0aNAAHx8fmjVrRuHChTlz5gyTJ0+mYcOGyGQySpQowY4dO1QatufKlYsLFy7w22+/8euvvxIYGIiVlRXOzs4sXLhQGdaX3jg6OnLgwAFGjRrFsmXLyJ8/P97e3iqlyENCQtRyxmbPnk1gYCC6urqUKFGCbdu20a5dO+X4lClT0NLSYsqUKbx+/RobGxtatGihDGGExNyoPXv24OHhwaxZs3B0dGTp0qXKsMLXr18rn6XKly+vcv9Tp04pd5j27dtHgQIFqFWrVnq+NTkSLeFHtlpOAZlMhrGxMTt37qRVq1ZKe8+ePQkLC2Pfvn0pXiMyMpI8efKwY8cOmjdXj0uOi4sjLi5OeRwREYGDgwPh4eGiMaDZEbkCCifpV1vRJJJfPevysvsDUf8ttl4AhC96R/zdLx2ql7S8STGbKBg+C8r+mNDHhIQEHj58yPLly9XG/vjjD+Uqy8/G1ZBHrLp/gHthL0THdzWYhrm+sahY+syDBw9o3bo19+7dQ19fHy8vL2VstET6E6GIYG24eHhaA+MGlNAv8dMIpaSssLfnk4aGtO4hIRhpCAORkMhuxMbG8uzZMxwdHX9YD6CcxIEDBxg3bhwBAQFqIWgSmUu1atUYPny4smdUTiS5v/eIiAgsLCxSpQ0y9Vs/JCQEuVwuWuYxtQmAEyZMwN7eXq3G/mfmzZvHzJkzv3uuWZlRX4UGzzQP0CiaQvQKKX9OKprm/XI7UTTBDxNN4eHheHh4iI717dv3pxRNCuH/7N13VFRHG8Dh3y69I6ACioIFsPeCJTYUjb2LDWs01throtFYPrtGY4nYEnuNsVcUeyzYxYpEBSxI7+z9/iCsrrt0ENB5zuHIzsy9d3a54L47M+8oGHvld/55o/nnsavJjxQ2SHkqVLL9+/fTq1cvwsLCKFKkCLt376ZWrVrZ3d2vXqKUyNP4p/wT8w9vEt+o1JnLzelq0hV9+Zf1BishNpY3t27xcOdO/tGw4XSysbn3GZsgCPlAy5YtefToES9fvsTOzi63uyP85+3bt3To0OGLn83zueTrj0vnzp3Ltm3b8PLySvHTokmTJqmkhEwecfqS/PXRe/IKhcAm4SmvUmh7wiLptWjo6MhBwxdERykAKG8dltSg39gc6eOIESNISEjQWDdv3rxUN6/Lr7Y/PcPyeymPmu5oPDVdQRPAs2fPCAsLo379+uzcuTNbp1h8zSRJ4nXia85EnSFcEU6EpCE1JdDQoCGV9Ct95t7lLEmSWGpkREIqG33Wnz2bWil82CEIgvCp9GwKK3xeVlZWjE9lQ3IhY3I1cLKyskJLS0tjmkdra+sUjkqyYMEC5s6dy4kTJ6hYsWKK7fT09JSbvn2J/g1Tfby9I7wYdxA+efnexpfguN2HdN/lClmx67+gqZh5FDIZ4PFD0ia32SgyMpJx48ZprBs8eHCqP7v8TlPQtKDmQKpalUZHnrFfvREjRmBhYUG3bt3QEZuHZptLMZe4EnMl1TbldMt9UUGT37Fj/NWxI/ERmoPEZCMjI9ExzD8b8QqCIAhCTsvVwElXV5dq1apx8uRJ5RonhULByZMnGTZsWIrHzZs3j1mzZnH06NFsywiTX/31yYxGI10IKKi+b9Pm95soZHdT+Thh1M/AR6mrf1oOxbJ3gziFQqExaCpfvjxDhgzJ1mvlJc/CA+l9Zp5KmYOJNUtrD6GAXvpG1u7evcvEiRP5888/MTMzQyaTZXindSFlxyKP8TT+KbFSrMb6QlqFqKxXmZK6JdGVpbzuLD9JiInh6IAB3P8kwU4ym1q1KODoSPUxYyhU6csJFAVBEAQhu+T6VL3Ro0fj4eFB9erVqVmzJkuWLCEyMlKZZa93794UKVKEOXPmAPC///2Pn376iS1btmBvb69Mu2hsbPxFTvdKS1zih+/HuEB89HtitYJV2kQlmqNtprpb9N/XP0z1ehelm21BU0xMDH///TePHj3ixYsXavVLly79okdMtj3xYsV99WyBmxqkf5h8165d9OnTh8jISMaPH8/q1auzs4tfva1hWzVuWFtDvwYV9SpiJDP6olJrRwYFcaRfP559sg9JsiJ169L1zBnkX+AaQ0EQBEHITrkeOHXt2pU3b97w008/ERgYSOXKlTly5IhyDYe/v79KdpaVK1cSFxenktIRYNq0aUyfPv1zdj3PqWQVx6kl6uu3DLVCIP7DG8H2z2/xe4C58vGYndmTZeW3335TbkycUv2X7O775xqDpq2N0rdGJDExkalTpzJ37lwAGjduzC+//JKtffwaSZJEnBTHqtCUN3RubdSaErolPmOvcp4kSfxZsyZBV69qrG+/fz8lWrX6ooJEQRAEQchJuR44AQwbNizFqXleXl4qj/38/HK+Q/nI0o+WZ8TfmKyxzcpXxzEo8WE/p03HiwCRyseVm5XMcj9mz56tcYQJkjafSx4x/NIkKBIZfnEFd977qdX9Uq0PDWzSt4YrODgYd3d35e7pY8eOZc6cORp3QRfS717sPY5HHU+xfrDZYPTkX8YayLiICAIuXeLvLl1AJiMmOFhjO7MSJeh+4QJGIsGIIAiCIGSIeFf2hegSN4HEh+qfqMcqjAhLLELb0qHc+C+7shSvmlZYVz9rt0FkZKRa0FS2bFmaNm1K6dKlv9j9HK6+ecioy5pHMcZW6JTuoOn+/fu0bNmSZ8+eYWhoiKenJ926dcvOrn51YhQxrA5NfYrjILNBX0TQJEkSC9PxO1aiVSva7NqF9hecLEcQBEEQcpIInPI5HTlYJjzANWGFxvolL69wYrkd/TeeVpYlPI9Tfr/hxcgsXT8uLk4tAcSXvI4pQZHI5ienWOt7OMU2M6t50NAm/YvrLS0tiY+Pp0SJEuzdu/eLzjT4OUiSlGLQ5KLvQg39Gl/E9LRjgwZxa82aNNuZlSjBgMePv4jnLAiCIAi5SQRO+VhMAsQroFX8XI31e94uA2TI5TKITgSDpMXfUnRSGvID0o+ZvrYkSaxbt45r166plLu6un6RQZNXwE1+vLYxxXo7o4KsqjsCU12jdJ1PoVAoR+IKFSrE4cOHsbW1xcLCIlv6+7VJkBLYEb4DQG3jWgB3E3cKaRf63N3KEYnx8WxxcSHok9+9ZIWqVKHmhAk4d+36mXsmCEJ+NH36dPbt24ePj0+OXys5a/KdO3e+yE3v86t79+7RrFkzfH19MTJK3/uYr9WXOYfqK/HnraR/aybuUqu7EtaHR9GuNK1pyMl7D5AMPvyBKlbYkL8VU7N07aFDh6oFTQBt27bN0nnzEkmSWP3gIPUPjE4xaLIxsOBXl6FsaTQp3UHTmzdvcHV15Y8//lCWlS9fXgRNmSBJEpeiL7EiZAVvEt9oDJpGFhj5xQRNTw8dYrGursagyaRYMUZERND7+nURNAnCF65Pnz7IZDJkMhk6OjoULlyYpk2bsm7dOhQKRYbONXbsWE6ePAmAvb298ryavvr06QNAmzZtKFasGPr6+tjY2NCrVy9evXqV5rXGjx/P1KlT1YKm6OhoLCwssLKyIjZWfZsImUzGvn37NL4OydvZJHv8+DF9+/alaNGi6Onp4eDggLu7O1dTSJSTXVasWIG9vT36+vrUqlWLK1dS3yNww4YNaq+vvr6+SpugoCD69OmDra0thoaGNG/enEePHqm0CQwMpFevXlhbW2NkZETVqlXZvXu32vUOHjxIrVq1MDAwoECBAiqvW9myZalduzaLFi3K/AvwlRCBUz4WrwBj6a1aeUSiJadDk9Jff1vXiD8uX1bWSbEKFt4YkulpO5cuXdK4B5OxsTG//fbbF/UJ0uoHB/nz8UmNdXUKlWVd/THsaDKVypbpT65x7do1qlWrxunTpxkzZgyRkZFpHySokSSJPeF7WBayjMsxl1NsN8w85f3g8pOLv/zCApmMPS1bqtUNfvmSsZLEoOfP0RWfFArCV6N58+YEBATg5+fH4cOHadSoESNHjqRVq1YkJCSk+zzGxsZYWloC8M8//xAQEEBAQIDyzbevr6+ybOnSpQA0atSIHTt24Ovry+7du3ny5IlatuNPnTt3jidPntCxY0e1ut27d1OuXDmcnZ01BkjpdfXqVapVq8bDhw9ZvXo19+7dY+/evTg7OzNmzJhMnzct27dvZ/To0UybNo3r169TqVIl3NzceP1afeuLj5mamipf24CAAJ4/f66skySJdu3a8fTpU/766y9u3LhB8eLFcXV1VXnv0Lt3b3x9fdm/fz+3b9+mQ4cOdOnShRs3bijb7N69m169etG3b19u3rzJ+fPn6d5dNaNy3759WblyZYbuna+RmKqXj+17AOUT1TOGBcaVV37/Jt5Ppa7AH8/RH5y5xeEhISFs2rRJrXzJkiXo6n4Zm4QCvI+NYPm9vzj2UvVTfS2ZnPXfjMXBxDpT592wYQODBw8mNjYWR0dH9u7dK4bEMyhBSmBb2DbeKd5prJcho69ZX4xlxl/Emp7IoCC8Ro/m/pYtanWGhQsz8NkzdAwMcqFngiDkNj09Paytk/4/KlKkCFWrVqV27do0adKEDRs2MGDAACDp/+6xY8fy119/ERsbS/Xq1Vm8eDGV/tvo+uOpegULFlSeP3kWRKFChTA3N1e59qhRo5TfFy9enIkTJ9KuXTvi4+NTnK6/bds2mjZtqjaqAuDp6UnPnj2RJAlPT0+6ZmLUXJIk+vTpQ+nSpfH29lZJTFW5cmVGjszamu7ULFq0iIEDByr3IF21ahUHDx5k3bp1TJw4McXjZDKZ8mf4qUePHnHp0iXu3LlDuXLlgKQteaytrdm6davy53vhwgVWrlxJzZo1AZg6dSqLFy/m2rVrVKlShYSEBEaOHMn8+fPp37+/8vxly5ZVuV7Tpk0JDg7mzJkzNGnSJPMvxhdOBE752IN3sCpukFr5weCk1N/75hdhxI4/leXxvjEUfhedqWvFxsYyebJ6uvP58+fn+6ApKiGGfc8vsNb3MPGKRI1tDjX7BRNdw0ydPy4ujtGjR7NiRVICj9atW/PHH39gZmaW6T5/jRKkBFaEaE6CAtDPrB8mcpPP2KOcEXDlCvf++IMby5en2Mb93DmK1K37GXslCF+PVlvhTVTa7bJbQUM44J61czRu3JhKlSqxZ88e5Rvrzp07Y2BgwOHDhzEzM2P16tU0adKEhw8fZssU8eDgYDZv3kydOnVSXePs7e2tNsoB8OTJEy5evMiePXuQJIlRo0bx/PlzihcvnqF++Pj4cPfuXbZs2aIxm++nwd/HZs+ezezZs1M9/7179yhWrJhaeVxcHNeuXWPSpA97NsrlclxdXbl48WKq54yIiKB48eIoFAqqVq3K7NmzlUFS8pTFjwNNuVyOnp4e586dU/5869Spw/bt22nZsiXm5ubs2LGDmJgYGjZsCMD169d5+fIlcrmcKlWqKPdMnT9/PuXLf/igXVdXl8qVK+Pt7S0Cp1SIwCmfUvyXUTxQVhpbyVelLkZhDkBIbKhKeeTeUN4WcMrwtUJDQ1X+IEDSm/8WLVpk+Fx5SUR8NK2O/UiilPp88MHOLTMdNMXHx+Pq6oq3tzcAP//8M1OnTv1iU7TnlPux9zkWdUyt3FLLkh4mPfL96FJCTAy/mpmRGBeXartWW7fiLFLVC0KOehMFgRG53YvMc3Z25tatpEXQ586d48qVK7x+/Rq9/7YiWLBgAfv27WPXrl189913mb7OhAkTWL58OVFRUdSuXZsDBw6k2v758+fY2tqqla9bt44WLVpQoEABANzc3Fi/fj3Tp0/PUH+S1/44Oztn6DiAwYMH06VLl1TbaOo7wNu3b0lMTKTwJ3vjFS5cmAcPHqR4PicnJ9atW0fFihUJDQ1lwYIF1KlTh7t371K0aFGcnZ0pVqwYkyZNYvXq1RgZGbF48WJevHhBQECA8jw7duyga9euWFpaoq2tjaGhIXv37qVUqVIAPH36FEgaWVy0aBH29vYsXLiQhg0bqgXPtra2KtMFBXUicMqn/ENBXwpTC5rexCf9ouydV4Tj964ryxP84kh4GEu77bUydJ1Lly5pnJ6X34MmgBZHp6Ra37pYbQY6taCAXuZHMXR0dGjQoAE3b97kzz//pHXr1pk+19fCL96Pf+P/RVemSwIJXI3RvKB3hPmIfB8wSZKEz8qVnBw6NNV2tadOxeXHH9HK56O7gpAfFMzc52R55rqSJCn/Nt68eZOIiAjlGqZk0dHRPHnyJEvXGTduHP379+f58+f8/PPP9O7dmwMHDqT4dzk6Olptml5iYiIbN25Urp0C6NmzJ2PHjuWnn37K0IeMkiSl3SgFFhYWnz1Bk4uLCy4uLsrHderUoUyZMqxevZqZM2eio6PDnj176N+/PxYWFmhpaeHq6kqLFi1UnuuPP/5ISEgIJ06cwMrKin379tGlSxe8vb2pUKGCMlnIlClTlOvL1q9fT9GiRdm5cyeDBn2YuWRgYEBUVC4Mt+YjInDKpyadhCkx36iV+0R0Ya2HAjNjLQ7cvacsj7udNEWvXueyasek5vz58yqPzczMmDNnTiZ6nHdIksT/bu1QK69V0JkepRpT2aJklt+QR0REYGxsDCR9yjNgwIAMTzv42gQnBvNH2B9ptrOUW9LDNP+PMkW9fctvH60n+FTdmTMp17s3phqmhgiCkHOyOl0ut92/fx8HBwcg6f8iGxsbvLy81NqlNnUtPaysrLCyssLR0ZEyZcpgZ2fHpUuXVIKBT9u/f/9epezo0aO8fPlSbU1TYmIiJ0+epGnTpgCYmJgQGqo6iwaS1m8lT3t3dHQE4MGDB1SpUiVDzyUrU/WsrKzQ0tIiKChIpTwoKCjF9Uua6OjoUKVKFR4/fqwsq1atGj4+PoSGhhIXF0fBggWpVasW1atXB5KmOS5fvlxlHVSlSpXw9vZmxYoVrFq1ChsbG0B1TZOenh4lSpTA399fpQ/BwcGULJn+hFdfIxE45UPxiXDhBVSRO1I48bFK3au4StiXL0xEiOofp5gzEXQc75LhN5sffyLVvXt36tWrl/mO57JD/15hzs1tGuu8W2VPCs7Y2FiGDRuGj48P3t7e6Ovro6WlJYKmT8QqYglMDCQoIYh44vGL9+NtonqGyE+1NmpNCd0Sn6GHOefBjh1cmDaNYA1TOMRmtYIgZMWpU6e4ffu2MnlD1apVCQwMRFtbG3t7+xy7bvKohqZU4smqVKnCvXv3VMo8PT3p1q0bU6aozgCZNWsWnp6eysDJycmJa9eu4eHhoWyTmJjIzZs3lWt9KleuTNmyZVm4cCFdu3ZVG60KCQlJMVjMylQ9XV1dqlWrxsmTJ5UpvhUKhXLPqvRKTEzk9u3bfPvtt2p1ycHho0ePuHr1KjNnzgRQjg59+ly1tLSUP5Nq1aqhp6eHr6+v8j1cfHw8fn5+au9N7ty5k2Z2xK+dCJzyIa9Upp/2v+2N3Kglw9arjqgoghNp/l3VDF3n070g8nPQ1Mvrf/hFBGms29k4a3taJXvx4gWdOnXi8uXLyGQyTp06pfEP4NcoXopnT/geAhMD031MM8NmGMiTMsZZaVlhLDfOqe5lu7jISKKCgni0Zw8Pd+8m4NIltHR1U13D1M/XF4v/PjEVBEFIS2xsLIGBgSQmJhIUFMSRI0eYM2cOrVq1onfv3kDSpvQuLi60a9eOefPm4ejoyKtXrzh48CDt27dXjlxkxOXLl/nnn3+oV68eBQoU4MmTJ/z444+ULFkyxdEmSFq7tHHjhz0R37x5w99//83+/ftVkhRAUort9u3bExwcjIWFBaNHj6Z///44OzvTtGlTIiMj+fXXX3n//r0ycJLJZKxfvx5XV1fq16/PlClTcHZ2JiIigr///ptjx45x5swZjX3L6lS90aNH4+HhQfXq1alZsyZLliwhMjJSmWUv+TkVKVJEOWtnxowZ1K5dm1KlShESEsL8+fN5/vy58vkA7Ny5k4IFC1KsWDFu377NyJEjadeuHc2aNQOS1nOVKlWKQYMGsWDBAiwtLdm3bx/Hjx9XrjkzNTVl8ODBTJs2DTs7O4oXL878+fOBpMQhyfz8/Hj58iWurq6Zfh2+BiJwyoeSF61WSjykUv7Pu/54JASw9MQplfLoo2H8z9sDm5IZ+6Pw6bBzfrXr2Vm1oMlCz4QERSJLXYZgbZj1ec1nz56lc+fOvH79mgIFCrB161bc3NyyfN78TpIk7sfd53iUetr8lDQ0aEgl/Uo52Kucc9vTk6Mf/af3sZSCpmJNmtDlxImc7JYgCF+gI0eOYGNjg7a2NgUKFKBSpUosW7YMDw8P5QiETCbj0KFDTJkyhb59+/LmzRusra355ptv1JIZpJehoSF79uxh2rRpREZGYmNjQ/PmzZk6daoyAYUmPXr0YPz48fj6+uLk5MSmTZswMjLSmMGtSZMmGBgY8OeffzJixAjc3d2RJIlFixYxceJEDA0NqVatGmfPnlV5HjVr1uTq1avMmjWLgQMH8vbtW2xsbKhTpw5LlizJ1PNNj65du/LmzRt++uknZda6I0eOqPTN399fZWTo/fv3DBw4kMDAQAoUKEC1atW4cOGCypS6gIAARo8eTVBQEDY2NvTu3Zsff/xRWa+jo8OhQ4eYOHEirVu3JiIiglKlSrFx40aVD27nz5+PtrY2vXr1Ijo6mlq1anHq1CllQg6ArVu30qxZMzFDJg0yKSur6fKhsLAwzMzMCA0NxdTUNLe7kynFl4KuFMXy6EIq5WbXC1Jx+T8MOXRQpfxtf3/+Tpya7uk/CQkJjBgxQqVMT0+PxYsXZ63juaD+gdFqZWvq/UAZ8+xZNyJJEr/++itjxowhISGBihUrsnfvXkqUyN/TybIiQUrgQdwDTkZp3jwYQFemS5wUR1ndsujKdCmsXRhzuTkWWhboyvJPAoTwFy/Y1bw57+7eTfcxeubmxIaE0PnECYo1biym5QlCLomJieHZs2c4ODho3FtIyH7jxo0jLCyM1atX53ZXhI/ExcVRunRptmzZQt0vdKuL1H7fMxIbiBGnfMb/v7WRlRLV034avDBWC5reDfmXaX93S/ebs4iICMaPH69WnpnN6HLT6+gQOp6coVa+tt4onMztsu06M2fOZNq0aQC4u7vz+++/f7Wb2oYmhrIhbEOa7b6EbHgAIU+esPa/dK8pcXZ357WPD01+/RXr6tXRE3t3CYLwFZsyZQq//fYbCoVCbMuRh/j7+zN58uQvNmjKTiJwymfqb0j611wKUKszemyGTCZTpqmMPhVOIZ1oarQsne7zawqamjVrRu3atTPV39wQFP2eTidnqpUvqz0kW4MmgF69erFixQomTpzIDz/88EUEBJmVWtBkIjehpVFLCmtnbmpIXiEpFNxYsYJTn4zIfqr/w4cUKJ3+3ztBEISvgbm5OZMnT87tbgifKFWqlHLfJyF1InDKR8I/SlZTLXGfWr1BjQrIgOS5l5F/vue7xenf/fnTZBAAK1asyBfBQGR8DHuen2PNg0Ma60+2mIeuVvbc7v7+/sqUpA4ODjx69CjfTvvMqkQpkafxTzkSeUStrrh2carpV8NOJ3uD1c8t1M+P3/9L7ZuSkm3a0G7vXmTiE1RBEARB+GKJwCkfufFRQrLiiutq9QbfVEPx32hTvF9SlOXSP33DrmFhYUycOFGl7LfffstkTz+v4y+vMePG5pTrW8zNlqBJkiQWLlzIpEmT+Ouvv5QLL7/WoOlp3FP+jvxbY93IAiM/c2+yn//p0+xo3DjNdk1XraLSRxsICoIgCILwZRKBUz5y+7UEyNCS4tEiUaXO8JkJ42t++HHKZDJcq8RgaJJyhptk06dP5/Xr1yplpfPJNKP3sREpBk09SzWhn6MbOvKs3+aRkZH079+f7du3A0nZjL7WVOMKScGvIb+mWD/YfPBn7E32e3LgAHtbt061jVmJEnQ/fx6jDGxuKAiCIAhC/iYCp3zk0fNYQB9HhbdaXbSeAQlaH6bUyc216DIp7XVJK1euVAuaAPr06ZOVrn4WD0Nf0N9bdePaGgWd6O/oRrkC9tl2nSdPntC+fXtu376NtrY2S5YsYciQIdl2/rzuXeI77sfeR1emy8O4h7xTvNPYro1xG4pqF0VHpvOZe5h9/j1zJsWgyW3tWir07/+ZeyQIgiAIQl4hAqd85OyNaCikj54UqVZ3lw4qj932/YPt6dSn2sXExHD79m2Vsm7dulG/fv18sa7p06CpedHqTKncPVuvceTIEdzd3QkJCaFw4cLs3LmT+vXrZ+s18qLgxGBeJ7zmUfwjnsY/TbVtZ5PO2Gpr3lE9P0iMj+fGr7/iNWaMxvoup05RrFGjz9wrQRAEQRDyGhE4fSFuVq2g/D5iYzDFDWIhheBHkiQOHz6s3FU62aJFi/LNXhZbnqhu8tu2mAtjK3ZOoXXm3Lx5k2+//RZJkqhVqxa7d++mSJEi2XqNvCZCEYFnqGe62+fX1OKRr19zpE8f/E+dIjE2VmObVtu24ZzP0vALgiAIgpBzROCUT0REq2e8SxauVVDlcez1KMrt7KGxbXR0NGM0fLJeu3btfBM0RcRHs/K+atA3ukLHbL9OpUqVGDhwIADLli1LdUf0/OZNwhvCFGHESrGcjz6PhZYFLxJepHqMi74LVlpW6Mn1sNayRkum9Zl6mz3io6Px+e03zk6YgJSYmGrberNmiaBJEARBEAQVInDKJ0LDE4nTTVo7YqZhD6dk4b+/RQpXUKB6eY318+fPVyvT0dGhd+/e2dPRHHY24BZTrm1QKdvT5CfksuxJA+3r64uVlRWWlpZAUmZBLa38FSBoEpYYxvqw9SnWRyVEaSyvb5A0LbG0bmlM5CY50rec9vbePf5q3573Dx+m2k7P3JzePj6YFiuWL0fRBEEQMsLPzw8HBwdu3LhB5cqVc7s7Oe7HH38kKCiINWvW5HZXhI+sWrWKgwcP8vffmrP05jVi05F84p9HcYSbGwPQMf5HlToZH0ajYi9GsaLDdTCz1HiewMBAlcfz5s1j6dKl2dzbnBESF6EWNAEUNDDPlvPv37+fmjVr4u7uTuJ/IxL5LWiKl+IJSwzjWsw1zkWdY+X7lSx9vzTVoEmT6vrVGWo+lKr6VamqXzXfBU2SJBHy5AkLZDI2lCuXYtBUdcQIRkZFMVaSGP7+PWbFi4ugSRCEPE0mk6X6NX369HSdx87OjoCAAMqX1/xBa3b7/fffqVSpEsbGxpibm1OlShXmzJkDwPDhwylTpozG4/z9/dHS0mLZsmVpPnc/Pz+N5wgMDGTp0qVMmTJFre7ixYtoaWnRsmVLtTovLy9kMhkhISFqdfb29ixZskSl7PTp03z77bdYWlpiaGhI2bJlGTNmDC9fvkz9xcmCmJgYhg4diqWlJcbGxnTs2JGgoKBUj5k+fTrOzs4YGRlRoEABXF1duXz5slq7gwcPUqtWLQwMDChQoADt2rVTqR8xYgTVqlVDT09PY/AdExNDnz59qFChAtra2mrHA/Tr14/r16/j7a2e+CwvEiNO+cTUC9qgm/S9PqrJIYwTk7KcRe54D4Dd4oWgrf6jPXVKdV3Q8uXLkeeDDTslSeL2+2cMvbBcpbx98bqMKt8hhaPST6FQ8PPPPzNjxgwg6Rc9PDwcc3PzLJ/7c4hRxBCqCGVb+LYMHaeLLtX1q5NAAgW1CmKjbYOhzDBfBw6316/nxODBJMbFpdjG3s0Nlx9/xNbFRWxYKwhCvhMQ8GHWyfbt2/npp5/w9fVVlhkbG6frPFpaWlh/pi0V1q1bxw8//MCyZcto0KABsbGx3Lp1izt37gDQv39/li9fzoULF6hTp47KsRs2bKBQoUL07duXLl26KMs7dOhA+fLllf93AxQsqLp0IdnatWupU6cOxYsXV6vz9PRk+PDheHp68urVK2xtM5fsaPXq1QwZMgQPDw92796Nvb09/v7+bNq0iYULF7Jo0aK0T5IJo0aN4uDBg+zcuRMzMzOGDRtGhw4dOH/+fIrHODo6snz5ckqUKEF0dDSLFy+mWbNmPH78WPka7t69m4EDBzJ79mwaN25MQkKC8uf1sX79+nH58mVu3bqlVpeYmIiBgQEjRoxg9+7dGvuiq6tL9+7dWbZsWb5IviUCp3xAoZAI101aXyOT1Nc6RcuTNmCNPhoOgLxYCbU2x48fZ+/evSpleT1oik2Mo7/3Yp5HqH9y0q1EQ4aWbZPla4SEhNCrVy9loozhw4ezcOFCdHTydkptSZLYG7GXfxP+zdBxDQ0aUl6vfL5bn/QpSaEg9Plzbv/+O5f/+8QyLY2WLKHSoEFo55O1fIIgCJp8HOyYmZkhk8mwtrYmNDQUCwsLLl++TPXq1VEoFFhZWeHo6MilS5cA+PPPP5k0aRL//vuv2lQ9Ly8vGjVqxIkTJ5gwYQL37t2jcuXKrF+/HicnJyApadIPP/zA1atXkclklC5dmtWrV1O9evVU+7x//366dOlC/4+2dChXrpzy+8qVK1O1alXWrVunEjhJksSGDRvw8PDAxMQEE5MPsx90dXUxNDRMV/C3bds2vv/+e7XyiIgItm/fztWrVwkMDGTDhg1Mnjw5zfN96sWLF4wYMYIRI0awePFiZbm9vT3ffPONxhGr7BAaGoqnpydbtmyh8X8btq9fv54yZcpw6dIlatfWvC1N9+6qGYgXLVqEp6cnt27dokmTJiQkJDBy5Ejmz5+v8jMrW7asynHLli0D4M2bNxoDJyMjI1auXAnA+fPnU3wdWrduTdOmTYmOjsbAwCB9Tz6XiMApH2g1OxhMkqbeWUnP1OqvmnYl7l4MSDDid/Wh5piYGLWgaerUqTnT2WzyLiaMdiema6wz1zXOlqDp7t27tG/fnkePHqGvr8/q1avz/FqvKEUUO8N3EqIISbWdidwEGy0bHHQcsNK2wkrL6vN08DM4O2kSV+bOTVdbEzs7ak6YQJWhQ3O4V4IgfCm2hm0lSqF53WdOMpQb4m7qnunjzczMlAFQ9erVuX37NjKZjBs3bhAREYGxsTFnzpyhQYMGqZ5nypQpLFy4kIIFCzJ48GD69eunHL3o0aMHVapUYeXKlWhpaeHj45OuDxqtra05c+YMz58/1zjqA0mjThMnTmTp0qUYGRkBSVPlnj17Rr9+/TL4anwQHBzMvXv3NAZ3O3bswNnZGScnJ3r27MkPP/zApEmTMjzzYufOncTFxTF+/HiN9anNYGnRokWq09SKFy/O3bt3NdZdu3aN+Ph4XF1dlWXOzs4UK1aMixcvphg4fSwuLo41a9ZgZmZGpUqVALh+/TovX75ELpdTpUoVAgMDqVy5MvPnz8+RqZ3Vq1cnISGBy5cv07Bhw2w/f3YSgVMed/txDHdNPqxXslL4q7UJ0C1D4sukqUn1upRTqUtMTGT06NEqZT/88EOmh6JzmiRJHH95nZk+mzXWz6rel2+sK2isywiFQkGPHj149OgRxYoVY+/evVStWjXL580pj+Ie8U/MP7xJfJNiG1ttW8rqlqWcXrkU2+RnoX5+/O7gkGobk6JFCX/xgh6XL2Ndo0a+nnYoCELuiFJEESFFfP4Lp5w8N90aNmyIl5cXY8eOxcvLi6ZNm/LgwQPOnTtH8+bN8fLySvHNfbJZs2Ypg6uJEyfSsmVLYmJi0NfXx9/fn3HjxuHs7AxA6dKl09WvadOm0aFDB+zt7XF0dMTFxYVvv/2WTp06KWe/dO/enTFjxrBz50769OkDJI2e1KtXD0dHx0y+IklrpCRJ0vi+x9PTk549ewLQvHlzQkNDOXPmTIbfvD969AhTU1NsbGwy3L+1a9cSHR2dYn1qgWlgYCC6urpqgVnhwoXV1rR/6sCBA3Tr1o2oqChsbGw4fvw4VlZJH7I+fZq0f+P06dNZtGgR9vb2LFy4kIYNG/Lw4UMsLCzS+ezSx9DQEDMzM54/f56t580JInDK40Yseg1OxZSPxxd5Qfwng06Jcj2kxFica9lgaPohZfbDhw/VFi5aWFhk6Q9QTjr56gbTr/+hsc6r5QK0silzHiRNU9y0aRM//vgjnp6eyj8Wec3NmJt4RXulWF9YqzCdTTrn+6l3KUmMj+f19etsTuFTM5OiRbFr2JC6M2diZm//eTsnCMIXyVBumC1BTKaum0UNGjTA09OTxMREzpw5Q7NmzbC2tsbLy4uKFSvy+PHjNIOCihUrKr9PDgRev35NsWLFGD16NAMGDOCPP/7A1dWVzp07U7JkyTT7ZWNjw8WLF7lz5w5nz57lwoULeHh4sHbtWo4cOYJcLsfc3JwOHTqwbt06+vTpQ1hYGLt372bFihVZek2Sg5JPt1zx9fXlypUryhk52tradO3aFU9PzwwHTpIkZfqDutzaH7JRo0b4+Pjw9u1bfv/9d7p06cLly5cpVKgQCkXSL8CUKVPo2DFpu5f169dTtGhRdu7cyaBBg7K9PwYGBkRFff6R3owSgVMeFvgugWArM+VjQ22JQrGn+Tg3S4zcmIQXcUTtCaGl54dFdQqFQi1oAvjll19ysMeZ1997EQ9D1fcRKl/AnhV1hmVLuvF3795x6dIlZeacihUr8tdff2X5vDkhWhHNy4SXKQZN5XTL0dCwIdqyL+tXODo4GEVcHHc2bMB70qRU23rcvEnBj/6DFwRByA5ZmS6X27755hvCw8O5fv06Z8+eZfbs2VhbWzN37lwqVaqEra1tmqNEH49wJAcDyW+kp0+fTvfu3Tl48CCHDx9m2rRpbNu2jfbt26erf+XLl6d8+fIMGTKEwYMHU79+fc6cOUOjRo2ApOl6TZo04fHjx5w+fRotLS06d87a5vbJH4y+f/9eJXmEp6cnCQkJKiNRkiShp6fH8uXLMTMzw9Q0aQ15aGio2qhOSEgIZmZJ79EcHR0JDQ0lICAgw6NOWZmqZ21tTVxcHCEhISr9CwoKSnPtl5GREaVKlaJUqVLUrl2b0qVL4+npyaRJk5TP4eM1TXp6epQoUQJ/f/WZT9khODg4xeQeecmX9a7rCxMWqSDS5MMnUFZGMsIjVIcx9RURhPyUNBzboGclZfmxY8dU2pUvX17jwsi8YPczb41B0+/1RuFkVjRbplvdvHmT9u3b8+LFC86cOYOLi0uWz5kT4qQ4VoasTLHezdCNUrqlvoiA6d39+6wvWxY9MzO09PWJSiN9arImy5eLNUuCIAgamJubU7FiRZYvX46Ojg7Ozs4UKlSIrl27cuDAgTTXN6WHo6Mjjo6OjBo1Cnd3d9avX5/uwOljyW/KIyM/ZApu1KgRDg4OrF+/ntOnT9OtWzfleqfMKlmyJKampty7d0854yYhIUGZ7a5Zs2Yq7du1a8fWrVsZPHgwpUuXRi6Xc+3aNZW1WU+fPiU0NFR5vk6dOjFx4kTmzZunkhwi2aeBzceyMlWvWrVq6OjocPLkSeXIkK+vL/7+/hl+n6NQKIiNjVWeV09PD19fX+rVqwdAfHw8fn5+Ka5Ry4onT54QExNDlSpVsv3c2S3/v/v6gm07FoZ2vBHx/218+2c7uLnqDnoptJfLPwQYDz/Zt2bIkCE51MvM++eNL6Mvr1Yr395oCrZGmvehyowtW7YwYMAAoqOjKVGiRJb/CGc3haTgSfwTLsdc5t1/qeU/ZadtRweTrKdezwturV3LsYEDlY9jQ0MhNDTVYwpWrEjtqVNxyuInj4IgCF+6hg0b8uuvv9KpUycgaYp+mTJl2L59e5amvUVHRzNu3Dg6deqEg4MDL1684J9//lG+YU/N999/j62tLY0bN6Zo0aIEBATwyy+/ULBgQZU3+DKZjH79+rFo0SLev3+vMQjJKLlcjqurK+fOnVPuI3TgwAHev39P//79laNGyTp27IinpyeDBw/GxMSEAQMGMGbMGLS1talQoQL//vsvEyZMoHbt2soMgHZ2dixevJhhw4YRFhZG7969sbe358WLF2zatAljY2MWLlyosX9ZmapnZmZG//79GT16NBYWFpiamjJ8+HBcXFxUEkM4OzszZ84c2rdvT2RkJLNmzaJNmzbY2Njw9u1bVqxYwcuXL5Wje6ampgwePJhp06ZhZ2dH8eLFmT9/PoDKCODjx4+JiIggMDCQ6OhofHx8gKSgWFc3aQ+de/fuERcXR3BwMOHh4co2H+/75O3tTYkSJdI17TO3icApDztzI4qYUh8W4FkYgIxElTaR4UlBwMQdqn+4Hjx4oPx+3LhxOdjLzLkd/Exj0LSpwfhsC5oSEhKYMGGCcu+E5s2bs3nz5mxf1JhZsVIsq0JWpdrGWdeZotpF82XCh7iICGJDQ/E7doyrCxdi4ejIo0+yO37M1N6esOfPMbC0pEi9ekS/fUvLLVswtbP7jL0WBEHI3xo0aMCSJUtU1uk0bNiQmzdvZiljmZaWFu/evaN3794EBQVhZWVFhw4d+Pnnn9M81tXVlXXr1rFy5UrevXuHlZUVLi4unDx5EktL1f/z+/Tpw7Rp0yhXrhy1atXKdH8/NmDAAAYOHMi8efOQy+V4enri6uqqFjRBUuA0b948bt26RcWKFVm6dClz585lwoQJPH/+HGtra5o2bcqsWbNUZsQMGTIER0dHFixYQPv27YmOjsbe3p5WrVqpJenKTosXL0Yul9OxY0diY2Nxc3Pjt99+U2nj6+tL6H8fUGppafHgwQM2btzI27dvsbS0pEaNGnh7e6ukiJ8/fz7a2tr06tWL6OhoatWqxalTpyhQoICyzYABAzhz5ozycfKI0bNnz7D/b93xt99+q5L0IbmNJEnKsq1btzLwow9U8zKZ9HHPvwJhYWGYmZkRGhqqnLuaV3We9JIr1h8+iTjU8RUv/lBN7HDpRD3+OVWXCds7UP+/jHqvXr1SWcs0Y8aMPJf8oP4B9T8ia+uPxsmsaLac/82bN3Tt2pXTp08DMHnyZGbMmIGWVu4nUUhPwFROtxyuRq6ptsmrwvz9WZPOoXyZlha1Jk2i3syZOdwrQRAEVTExMTx79gwHBwe1xAHCl0WSJGrVqqWcXijkHXfv3qVx48Y8fPhQYyCbXVL7fc9IbCBGnPKw+AQJmUKB9F+qzhf+V9TaRIQkbQZX1PlDYPRpAohPP83JbdueeKk8Hla2LV1LZH3e9ce2bt3K6dOnMTY2ZtOmTZmaf51dEqQEwhXhnIs+x7P4Z0ho/qxCT6ZHY8PGlNApke/WMMWFh7O5dm3e3buX7mN6XLqETTZ9migIgiAIKZHJZKxZs4bbt2/ndleETwQEBLBp06YcDZqyU/56d/YVCY1IJCzyQ9BUxgriHnii+0m7Z76lAHCoWBhI2sjsYwMHDsxTe9k8DnvJivv7VcqyO2gCGD58OP7+/vTv358yZcpk+/lTEq2IJl6KJ1QRyv24+9yPu5/mMdX0qlHPsN5n6F32SoiN5dnhw0S/ecOx775LsV3pjh2JDw/HZdo0TIsVw6BgQbT1UlqpJwiCIOQ3qWWGmzx5MpMnT/7MPVJXuXJllXU1Qt7w8ea9+YEInPKoBX8GE6/z4ccTlwjxoU/VAqeYSEN6z26kfPy///1Ppb5iHkrX/Cj0Jf28VRdH7mryY7acOy4ujgULFjBy5EiMjIyQyWQsWLAgW86dmkQpkRuxNwhMCORJ/JMMHVtLvxa19GvlqcA2ve5s2MCRvn1TbdN46VKqjhjxmXokCIIg5JbUMsPllXXFgpAdROCUR5kZy4k0NlA+fvIeFNqWgGo6cvsKhegyKWm0YtOmTQQEBCjrihUrlifW9EDS/OJPg6ZmRapR2KBACkekX2BgIJ07d+bcuXPcuXOHLVu2ZPmc6aGQFCwPWZ7u9kYyI0rplqKeQb18NRUvMT6em6tW8XjfPsL8/Ql5/DjV9qPj45Fr55/nJwiCIGRNbm3iKgifm3h3k0ddvBMNWh/SZg+sCibnrqu0uepVm2FrkjZzffLkCZcuXVKpH5pH9rpJUCTS6JBqZr+epZowyLllls996dIlOnbsyKtXrzAzM6NHjx5ZPmd6vIh/we6I3SnWl9YpTZgiDGddZ5x1ndGX57+Fx4nx8ZwdP55rGjZS/lixxo2xqVULm1q1KNm6NTJ51jcrFgRBEARByGtE4JQHxcVLBIcpeOf0YTSmfOxptXbauvEUL18IQG1/gJ9//hkTE5Oc7Wg6rLp/gM1PTqmVZ0fQtGbNGoYNG0Z8fDxly5Zl3759ae6InlURigg2hG4g8ZO08ACtjVpjq22bL4Okj0kKBff+/JPDHh5ptu1x5Qo2NWp8hl4JgiAIgiDkLhE45UE+D2N4ba2aCe+f+/v55pN2fg9KYmCsq9xMLFnv3r0pWLBgznYyHd7GhGoMmrxaZm3tUWxsLMOGDWPt2rVA0p4L69evz/FA8Vn8M/ZH7NdYN8J8RL5cqwRJgdKLc+eIDQnh7MSJBN9POaFFj8uXMSxcGLMc2DlcEARBEAQhLxOBUx50+loUEWaqgVPpOPVsNT3mjAVQm6L38W7Ruan9CdVN8dyKVKdX6SZoybI2levdu3f8/fffyGQyZs+ezYQJE3IkaJEkiaDEIO7E3uFu3F2NbVobtaaEbolsv3ZOkiSJUD8/7v/5J5fnzCEhhQW9yXSMjen34AEmYg67IAiCIAhfMRE45UFHL0WiY29KvJ4OAH9++5S7B1RHUxITtKjbMSnN9q1bt5Tl33///efraAqiEmJwO6KaerSzQ31GlMuevZRsbW3ZtWsXkZGRuLm5ZelcEYoI3iW+wzfOV5k6XPu/X4sEElI8rrxueRoYNsjzSR4khYI7GzeSGBPD00OHiAwIIOjatXQda2BpSavt2ynepEkO91IQBEEQBCHvy9vv+r5CkqS6OaqxjoTnOW/cY/5RKY+NMUAmk/HkiWoKbGdn5xzvY2qehgXgcXa+WnlW1jRJksTy5cuxtbWlY8eOANSrl/l9jyIVkewM30mUIop44tXqUwuYALqZdKOwduFMXz+nKBITiX7zBoDIoCA2ZXC/CsuyZXFo0QIDS0tqjB+PPI9kZBQEQRCyn5+fHw4ODty4cUPsb5QB33zzDYMHD6Z79+653RXhP3FxcTg6OrJr1y6qV6+eo9cS6a/yGIX0SUFsHEVf/KvWLjSsKgDLl6umw9bR0cmprqXqQci/1D8wWmPQdLT5HPS0Pt2BKn2io6Pp06cPI0aMwMPDA39//wwdnyAl8DrhNfdj7+Mb58vWsK2sDV1LqCJUY9CUzErLCistKyzkFhjLjKmtX5uBZgMZWWBkngqa4iIjeXf/PscHD2aRtjYrbWxYaWOTrqBJv0ABClWujPu5c4xRKOh79y4NFyyg1qRJImgSBEHIo2QyWapf06dPT9d57OzsCAgIoHz58jnbYcDLy0ulj4ULF6Zjx448ffpUpd2NGzfo3LkzhQsXRl9fn9KlSzNw4EAePnwIJAV7H5/H0tKSZs2acePGDQAqVKjA4MGDNfbhjz/+QE9Pj1atWqX6+tnb26f4PPbv309QUBDdunVTq5szZw5aWlrMn6/+Pmj69Okag9Pk5/PxWnVJklizZg21atXC2NgYc3NzqlevzpIlS4iKikqxb1nl7+9Py5YtMTQ0pFChQowbN46EhNQ/SE4WGxtL5cqV1Z7L9OnTNb7GRkYfskbfvXuXjh07Ym9vj0wmY4mGTL4rV66kYsWKmJqaYmpqiouLC4cPH1bW6+rqMnbsWCZMmJDp559eYsQpj0qepifFxVFfe65affn6hYiJiSE2NlZZNnz48M/WPwD/iNf8encfl9480FhfSN+cnU2mIs/kmqbnz5/ToUMHrl+/jpaWFjNnzsTOzi7dx5+LOse12PRNS3PUcaSQdiHK65ZHT66Xqf5+TorERPa0aoXfkSPpam9gack38+ahY2iIVcWKWJYpk2+TWQiCIHzNPt6vcfv27fz000/4+voqy4yNjdN1Hi0tLaytrbO9f6nx9fXFxMSER48e8d1339G6dWtu3bqFlpYWBw4coGPHjri5ubF582ZKlizJ69ev2blzJz/++CPbt29XnufEiROUK1eOFy9eMGLECFq0aMGDBw/o378/06dPZ/HixRgYGKhce/369bRp00Zts14bGxvWr19P8+bNAVLd/3LZsmX07dsXuYZtN9atW8f48eNZt24d48aN03B0+vTq1Ys9e/YwdepUli9fTsGCBbl58yZLlizB3t6edu3aZfrcKUlMTKRly5ZYW1tz4cIFAgIC6N27Nzo6OsyePTvN48ePH4+trS03b95UKR87dqxaINukSRNqfJSNNyoqihIlStC5c2dGjRql8fxFixZl7ty5lC5dGkmS2LhxI23btuXGjRuUK1cOgB49ejBmzBju3r2rLMsJInDKayRIlH94QxupZwwa1u5XbL2IJcuWqZQ5OjrmdO+UNjw8hufDlN+0z63Rn7qFM3/jnjx5kq5du/Lu3TusrKzYsWMHjRo1SvO4WCkWnxgfLsVcSrNtZb3KVNGvgonMJN8EEZIksbl2bQKvXEmxTdFvvkHfwoLoN28o2bYtNbPwB1wQBEHIWz4OdszMzJDJZFhbWxMaGoqFhQWXL1+mevXqKBQKrKyscHR0VCaR+vPPP5k0aRL//vuv2lQ9Ly8vGjVqxIkTJ5gwYQL37t2jcuXKrF+/HicnJwBu3rzJDz/8wNWrV5HJZJQuXZrVq1ene3pUoUKFMDc3x8bGhp9++okePXrw+PFj7Ozs6Nu3L99++y179+5VtndwcKBWrVqEhISonMfS0hJra2usra1ZsGABdevW5fLly/Ts2ZMJEyawe/duevbsqWz/7NkzvLy8OHToEGZmZpiZmamcz9zcPM0g8s2bN5w6dYqlS5eq1Z05c4bo6GhmzJjBpk2buHDhAnXq1EnXa/KxHTt2sHnzZvbt20fbtm2V5fb29rRp04awsLAMnzM9jh07xr179zhx4gSFCxemcuXKzJw5kwkTJjB9+nR0dVOeNXT48GGOHTvG7t27VUaBICmI/ziQv3nzJvfu3WPVqlXKsho1aigDqYkTJ2q8RuvWrVUez5o1i5UrV3Lp0iVlkFSgQAHq1q3Ltm3bmDlzZsZegAwQgVMec+dpLAk6H34s1aM1p7/WNbDA1NRU+djOzi7VT0myiyRJjP9nLZdea05ZPat6X+oWLpelzHkLFixgwoQJKBQKqlWrxp49eyhWrJhau5cJL7kUfYmAhACN+yp9rKh2USy1LDGXm6Mj06GUTql8MbIE4DV2LJJCwbXFi1NsU7Z3bwwsLak5cSJGhQp9xt4JgiB8WQZ4LyI4NvyzX9dCz4S19Udn+ngzMzNlAFS9enVu376NTCbjxo0bREREYGxszJkzZ2jQoEGq55kyZQoLFy6kYMGCDB48mH79+nH+/Hkg6VP9KlWqsHLlSrS0tPDx8cn0EoHkEaG4uDiOHj3K27dvGT9+vMa25ubm6TqPlZUVbdu2Zd26dSqB04YNGyhatCjNmjXLVF8Bzp07h6GhIWXKlFGr8/T0xN3dHR0dHdzd3fH09MxU4LR582acnJxUgqZkMplMLeD7WFojjT179lQJWD528eJFKlSoQOHCH5YiuLm58f3333P37l2qVKmi8bigoCAGDhzIvn37MDQ0TPX6AGvXrsXR0ZH69eun2TYliYmJ7Ny5k8jISFxcXFTqatasibe3ehbq7CQCpzzm6KVIlcCprOwkfLLu6ZshSUHLx6MkQ4YM+Sz9++bgGLWyIWVa07a4C4ba2bPxa0BAAAqFgj59+vDbb7+pDbe/S3zHn2F/pvt87ibuFNLOH8FEZGAgj/bu5cLPPxMVFJRmewtnZzodO4ZpBqYwCoIgCCkLjg3nTUxobncjUxo2bIiXlxdjx47Fy8uLpk2b8uDBA86dO0fz5s3x8vJKMThJNmvWLGVwNXHiRFq2bElMTAz6+vr4+/szbtw4ZSKqzG46HxAQwIIFCyhSpAhOTk7KkYqMJrgKCQlh5syZGBsbU7NmTQD69+9PixYtePbsGQ4ODsqpXR4eHhqn2KXX8+fPKVy4sNo5wsLC2LVrFxcvXgSSApT69euzdOnSdE+bTPbo0SPl6F5Gfbqn56c+/rD9U4GBgSpBE6B8HBgYqPEYSZLo06cPgwcPpnr16vj5+aV6/ZiYGDZv3pziqFJabt++jYuLCzExMRgbG7N3717Kli2r0sbW1pbnz59n6vzpJQKnPObIxUgw/hAo1JLUAwQDMztevXqlNpc0J4XHRfHtsalq5T9W7kGzotWy9Vr/+9//qFOnDh06dEAmk5EoJRKpiERC4q+Iv3iveJ/isTroEE88hjJDuph0wUwr5U9n8gJJknh5/jwXpk/H/+TJDB07MioKnU+CSkEQBCFrLPRydjP1nLxugwYN8PT0JDExkTNnztCsWTOsra3x8vKiYsWKPH78mIYNG6Z6jooVKyq/t7GxAeD169cUK1aM0aNHM2DAAP744w9cXV3p3LkzJUuWTHf/ihYtiiRJREVFUalSJXbv3o2urq5aRuG01KlTB7lcTmRkJCVKlGD79u3KN/pNmzalaNGirF+/nhkzZnDy5En8/f3p27dvhq7xqejoaPT11T8g3rp1KyVLlqRSpUoAVK5cmeLFi7N9+3b69++foWtk9HX4WKlSpTJ9bGb8+uuvhIeHM2nSpHS137t3L+Hh4Xh4eGTqek5OTvj4+BAaGsquXbvw8PDgzJkzKsGTgYFBjibQABE45TlyGby3/PCpwAvtijgkXFU+1jOxxcfHhzVr1qgclxPZ9N5Eh3D17SNm39yqsf70t/PRlmd9euDhw4dZuXIlu3btQldXF21tbTp27IgkSWwK3ZRqoATQ1LApJXRKoCfTyxdrlcJfviT4wQN2urqm+xhdExM6HDqEkbU1BT7zH0dBEISvSVamy+W2b775hvDwcK5fv87Zs2eZPXs21tbWzJ07l0qVKmFra5vmKNHH7yeS/09VKBRAUpa07t27c/DgQQ4fPsy0adPYtm0b7dunb59Gb29vTE1NKVSoECYmHwLF5DXaDx48UJt+pcn27dspW7YslpaWatP45HI5ffr0YePGjUyfPp3169fTqFEjSpTI2mb1VlZWvH+v/n7E09OTu3fvoq394S21QqFg3bp1ysDJ1NSU0FD1UczktVvJU/AcHR158EBzwq20ZGWqnrW1NVc+WTsd9N+sl5TWfp06dYqLFy+ip6e67KF69er06NGDjRs3qpSvXbuWVq1aqY1spZeurq4yOKxWrRr//PMPS5cuZfXq1co2wcHBFCxYMFPnTy8ROOUh/kHxKCSI1f9wE34cNAFY2jdm5SdBE5CuuaXpFa9IYNiF5dwLSTn194FmM7McNCkUCubMmcOPP/6IJEksW7aMsWPHAhCQEMCO8B2pHu9m5IaTjlOeD5be3LrFhRkzCH3yhNdpDKUnqzFuHLZ16lCqTRtkWZhaIAiCIHw9zM3NqVixIsuXL0dHRwdnZ2cKFSpE165dOXDgQJrrm9LD0dERR0dHRo0ahbu7O+vXr0934OTg4KBxvVKzZs2wsrJi3rx5KskhkoWEhKgcZ2dnl+pIV9++ffnll1/Ys2cPe/fuZe3atenqX2qqVKlCYGAg79+/p0CBAkDS9LGrV6/i5eWFhYWFsm1wcDANGzbkwYMHODs74+TkxIsXLwgKClIJHK5fv46+vr5yHXf37t3p1q0bf/31l9o6J0mSCAsLS3GdU1am6rm4uDBr1ixev35Nof/WSR8/fhxTU1O16XDJli1bxi+//KJ8/OrVK9zc3Ni+fTu1atVSafvs2TNOnz7N/v2a1+1nhkKhUMksDXDnzp0U12NlFxE45SGLtwSrLmfSNGSrXxR4pXzo4uKicT+BzJIkicaHUp7/3K54HcZU6JTl64SFheHh4cG+ffsAGDRoEMOHDycwIZDt4ds1HmOnbYcWWmjJtGhk2AgjuZHGdnlBdHAwz0+c4EDXruk+pv7s2VT87jsMLC1zsGeCIAjCl6xhw4b8+uuvdOqU9H+1hYUFZcqUYfv27axYsSLT542OjmbcuHF06tQJBwcHXrx4wT///KPcmD4rjIyMWLt2LZ07d6ZNmzaMGDGCUqVK8fbtW3bs2IG/vz/btm1L9/kcHBxo3Lgx3333HXp6enTo0CHLfaxSpQpWVlacP3+eVq1aAUmjTTVr1uSbb75Ra1+jRg08PT2ZP38+bm5uODk54e7uzi+//IK1tTXXr19n6tSpjBw5Upncq0uXLuzduxd3d3emTp1Ks2bNKFiwILdv32bx4sUMHz48xXTkWZmq16xZM8qWLUuvXr2YN28egYGBTJ06laFDhypHlK5cuULv3r05efIkRYoUUUvalTziVbJkSYoWLapSt27dOmxsbGjRooXatePi4rh3757y+5cvX+Lj44OxsbHyOU2aNIkWLVpQrFgxwsPD2bJlC15eXhw9elTlXN7e3jmaUQ9E4JSn3HwUi+Kj0YWpMfXU2tzyuQx8SATQq1evbLv++9hw2hyfplbeoXhdGtpUorJlyWwZ3fH19aVdu3Y8ePAAXV1dVqxYwYABA5L2XYrSvO/SCPMReXZkKS4igm3ffENsaCgyuZyQx4/TdVzJNm0o0bIlFQcMEKNKgiAIQrZo0KABS5YsUVnL1LBhQ27evJnm+qbUaGlp8e7dO3r37k1QUBBWVlZ06NCBn3/+OeudBtq2bcuFCxeYM2cO3bt3JywsDDs7Oxo3bqwyspFe/fv35+TJkwwZMkTj2qSM0tLSom/fvmzevJlWrVoRFxfHn3/+meKmqx07dmThwoXMnj0bHR0djh07xuTJk3F3d+fNmzc4ODgwcuRIRo/+MDVUJpOxZcsW1qxZw7p165g1axba2tqULl2a3r174+bmluXnkdJzO3DgAN9//z0uLi4YGRnh4eHBjBkzlG2ioqLw9fUlPj4+Q+dWKBRs2LCBPn36aMz+/OrVK5VRogULFrBgwQIaNGiAl5cXkLTGrnfv3gQEBGBmZkbFihU5evQoTZs2VR538eJFQkNDlR8Y5BSZlJWVaPlQ8jBnaGhoqsOWuaHL5Jc80DEh1CKpX2ui1OeregW2JDQ+aUSie/fu1KunHlxlRmhcJK2O/ahWfrblwmwNWI4fP07Hjh0JDw/Htogtv23/DYfqDgQlBHEv7p5a+3bG7SiuUzzbrp9d4qOjWWpoiIGVFdFv36brmIrffUe1UaOwcMr70wsFQRC+dDExMcrMa9nxxlr48gUGBlKuXDmuX79O8eJ5773J16xr165UqlSJyZMna6xP7fc9I7GBGHHKY6KMUs+SFhpfQPl93bp1s+Wafzw+wZoHh1TKtGRyjjWfm+1v8IsVK0aiLJESLiXou74vfoX88IvyU2vX1LApZfU0z6vNbTd++42TQ4cCpBk0Fa5enWarV1O4atXP0TVBEARBEHKItbU1np6e+Pv7i8ApD4mLi6NChQqMGjUqx68lAqc8QpIk3oYkIjdNylxjKAWrtbn2rh6QNKVr2LBhWQ5qYhLjaHpYPZ++mY4RB9yyb45oQkICMi0Z+yP241/InyF/D8HG2QYtHc3JJVobtaaEbtay32S3Z0eO4DVmDO/uqY+KJbOuUQP3c+dAJkMrB7IcCoIgCEJe1KJFixQ3Hp08eXKKowD5UUprjITco6ury9Sp6lvm5AQROOUR132TMoPEGiQtwiuquKvW5m1sUiaWYsWKpZjlJL3iFQkag6YmtlWYXjX71k3dvXuXFh1a0Hpeaxy/SUo3WrTCh0WDOuhgr2OPvkwfG20b7HTsMJZnbMO4nBL97h33t2zh39OneaQhyw9A6Y4dabtr12fumSAIgiDkHWvXriU6Olpj3cfZ5gQhvxOBUx4RHJpIxEcb39ZPWKfWJjYxqT6tXb/TopAUGjPnbWk4CTvj7Ml/7xfvx8+bf2bLsC3ERcbx9/S/GX1ytMoo2SCzQejL8868ckmSOOzhQfi///LvfwsSU9P33j0sy5TJ+Y4JgiAIQh5WpEiR3O6CIHwWInDKI568jCPM/MNmcLUSd6q1kZDTqlUr5JnMwCZJEo/DXtHPe6FanXerRRk+n0JS4J/gz4O4BwQlBBGiCEELLeIT4zn4y0FOLj0JQOlvSuOx1gOZTIaxzJg+Zn3QkmV949zsFBkUxMoUNnn72Ld//EGZHj1EcgdBEARBEISvjAic8oi3IYlEG6U++tK7d29q166d4XPv9TvPxdf3ufha8/qcjAZNwYnBHI08yuvE12p1YcFhbBq4Cd/TvgA0GtqIVtNaoaWtxWDzwejJ9NSOyU2SJHGoZ0/ub9mSYhvrmjWpOmIEpdq1Q9co7+4dJQiCIAiCIOQcETjlEV7Xw9FzNCBWMsJYUs/UFhRdhCbVq2f4vKde+bDozu4U609/Oz9D5zsccZiH8Q811kW8jWCR6yKC/YPRNdSl29Ju/OzxM0W1i6Ity1u3Wsz791xdtIhLKewNMeTNG/TNzZFr561+C4IgCIIgCLlDvCvMI/QLvAEKAfBTjPqoUpBuS7Qz+Ca+8aFxxCsSNdYNLdOGTg710ZanPWXuVuwtTkedTrHeRG5CPYN6WJhY8OCbB1y4cIG9e/dSsWLFDPU3pwX88w9XFy7Ed/v2FNsUa9yYLidPfsZeCYIgCIIgCPmBCJzygPgECcMCb5SP9aVwtTYNmnVL9/neRIfQz3uRWtD0vxoDqGpVCn0t3TTPEZwYzL6IfYQr1PuSrLp+dapoVUERp8BYNykT3urVq4mJiclTWXSi3r7lt4JpJ70YGRWFjkHq+2gJgiAIgiAIX6fMZRkQslVMnERi/IdgRp9ItTbpTUYQmxhHh5MzCImLUCmfUbU3dQqXTVfQdDzyOH+E/aExaJL/d8v0M+tH6fDSfNvsW7p3745C8d/+U4aGeSJoUiQk4LtzJ3/WrJlq0OTs7s6Ax48ZK0kiaBIEQRC+CH369MmW/YZ8fX2xtrYmPDzlD1GFz+/t27cUKlSIFy9e5HZXvjoicMoDHvrHYVLoVdIDSVKrvxlcK13niUtMwFXD3kwHms2kkW3lNI9/k/CG397/xr04zUkkepr2ZHiB4YwsMJIH1x5QrVo1zpw5w+nTp3nw4EG6+vg5xIaGskhHh7+7dCHwn3/U6ltu3szQd+8YK0m02rIF85Ilc6GXgiAIgpA5ffr0QSaTIZPJ0NXVpVSpUsyYMYOEhAQAli5dyoYNGwCU7VL6mj59eorXmTRpEsOHD8fExEStztnZGT09PQIDA9Xq7O3tWbJkiVr59OnTqVy5skpZYGAgw4cPp0SJEujp6WFnZ0fr1q05mcPT5nfu3ImzszP6+vpUqFCBQ4cOpdrey8tL4+v38fM/e/YsrVu3xtbWFplMxr59+9TOs2fPHpo1a4alpSUymQwfHx+1Nk+ePKF9+/YULFgQU1NTunTpQlBQkLLeysqK3r17M23atEw/fyFzROCUB3hdiyQ+2gAJGTaSegCSKGljlEY2tydhr2hyWHVvJlMdQ441n4OZburH+sf7s/T9UraEbyGeeJW6BgYNGGo+lJEFRmKpZQnA+vXrqV+/Pi9evMDR0ZHLly9neUPerIoNDcV3504e7NjBr+bmGts4de3K6Ph4ynTvjkEeGBUTBEEQhMxq3rw5AQEBPHr0iDFjxjB9+nTmz09K+GRmZob5f/8XBgQEKL+WLFmCqampStnYsWM1nt/f358DBw7Qp08ftbpz584RHR1Np06d2LhxY6afg5+fH9WqVePUqVPMnz+f27dvc+TIERo1asTQoUMzfd60XLhwAXd3d/r378+NGzdo164d7dq1486dO2ke6+vrq/L6FSpUSFkXGRlJpUqVWLFiRYrHR0ZGUq9ePf73v/+lWN+sWTNkMhmnTp3i/PnzxMXF0bp1a+XsHoC+ffuyefNmgoODM/DMhawSa5zygJP/RGFWWkacZIiRpP4L8CLKAWdn5xSPV0gK+pxdoFZ+0E1zxrhkwYnBvE54zdGooxrrOxp3pKhOUeXjuLg4Ro0axW+//QZAmzZt2LRpE2ZmZqleJ6cd++47bv3+e4r1LbdsoUTLluiZmn7GXgmCIAhCztHT08P6v/0Hv//+e/bu3cv+/fuZNGkSffr0ISQkhH379inbQFJAJZPJVMpSsmPHDipVqqRxc1tPT0+6d+9OgwYNGDlyJBMmTMjUcxgyZAgymYwrV66ofEBcrlw5+vXrl6lzpsfSpUtp3rw548aNA2DmzJkcP36c5cuXs2rVqlSPLVSokDIo/VSLFi1o0aJFqsf36tULSAoaNTl//jx+fn7cuHED0//et2zcuJECBQpw6tQpXF1dgaTXyNbWlr1799K/f/9UrylkHxE45QExcRKSVDjF+hkzZ6W46W1wbDhtj6sO1RY3LsyfDTX/EVNICjaEbUg16YOroSvl9Mqplffu3Zvt27cjk8n4+eefmTJlSqY3482qhJgYri1divdE9amJHxurYeqjIAiCIKRk7ty5hIWFffbrmpqaMjGN/9NSY2BgwLt377KtP97e3lTXsA1KeHg4O3fu5PLlyzg7OxMaGoq3tzf169fP0PmDg4M5cuQIs2bN0jirJqXgBGDz5s0MGjQo1fMfPnw4xT5dvHiR0aNHq5S5ublpnFr3qcqVKxMbG0v58uWZPn06devWTfOYjIiNjUUmk6Gn92HfS319feRyOefOnVMGTgA1a9bE29tbBE6fkQiccllCYtIb+38VSYFKAemVSn1coi6WlpYaj30THUKHkzPUyjUFTfFSPCejTuIb55tiXxoYNKCyfuUU68eMGYOXlxeenp60bNkyxXY57fb69RxN4ZOoCgMGUKB0aSzLlaNkLvZREARByJ/CwsIICQnJ7W6kmyRJnDx5kqNHjzJ8+PBsO+/z5881Bk7btm2jdOnSlCuX9L6lW7dueHp6Zjhwevz4MZIkpTqjJiVt2rShVq3U139rGilLFhgYSOHCqh9YFy5cWON6rWQ2NjasWrWK6tWrExsby9q1a2nYsCGXL1+matWqGXsCqahduzZGRkZMmDCB2bNnI0kSEydOJDExkYCAAJW2tra23LhxI9uuLaRNBE65zPd5HADhUlJw5Bx7Aj5KoKetpXkfpkehL+nnvVCt/FjzOWplkYpI1oau1XgeI5kRttq2OOo6UlJHNUmCJEk8fvyY0qVLA1CjRg2ePXuGQS5kn/OeMoWnBw/y5ubNFNv0f/iQAv/1VRAEQRAywzSXpnVn9LoHDhzA2NiY+Ph4FAoF3bt3TzXRQ0ZFR0ejr6+vVr5u3Tp69uypfNyzZ08aNGjAr7/+qjGJREqkLMwIMTExydC1soOTkxNOTk7Kx3Xq1OHJkycsXryYP/74I9uuU7BgQXbu3Mn333/PsmXLkMvluLu7U7VqVbVZPgYGBkRFRWXbtYW0icAplyUqPvrDIUlUjD8EH2UMl6MeOA05/yu33z9TKStjZsea+qP+O43E1dirJEqJXI65nOK1RxYYmWJdTEwMw4YNY/PmzZw/f175aUpuBE1e48ZxdYH6Gi4AMwcHul+4gFE65msLgiAIQlqyMl3uc2rUqBErV65EV1cXW1tbtLWz9y2dlZUV79+/Vym7d+8ely5d4sqVKyrrmhITE9m2bRsDBw4EkoLA0NBQtXOGhIQo10WXLl0amUyWqay8WZ2qZ21trZKlDiAoKChda78+VrNmTc6dO5ehY9KjWbNmPHnyhLdv36KtrY25uTnW1taUKFFCpV1wcDAF07FPpZB9ROCUB8QaJn2CYBv+D2a6qn+kjCwdVR4/DQtQC5rqFS7PnBpJU9cCEwLZHr491esNMR+CjkwnxfoXL17QsWNHrly5glwu559//snWYeiMeHb0aIpBU8fDh3Fo3vwz90gQBEEQcp+RkRGlSpXKsfNXqVKFe/dUtyfx9PTkm2++Ucsat379ejw9PZWBk5OTE9euXVM75/Xr15WjNhYWFri5ubFixQpGjBihts4pJCQkxXVOWZ2q5+LiwsmTJ/nhhx+UZcePH8fFxSXVc37Kx8cHGxubDB2TEVZWVgCcOnWK169f06ZNG5X6O3fu0LBhwxy7vqBOBE55QKKWFgBu72dBGh8czL25TeXxrGp9+MamYtJ5pMRUg6aKehVpYNAAuSzlhA5nz56lc+fOvH79GgsLC7Zt20bTpk3T+UyyR/S7d9z74w9OjxqlVjfkzRsM/tv7QBAEQRCEnOHm5saAAQNITExES0uL+Ph4/vjjD2bMmEH58uVV2g4YMIBFixZx9+5dypUrx6hRo6hfvz6zZs2iQ4cOJCYmsnXrVi5evKjMzAuwYsUK6tatS82aNZkxYwYVK1YkISGB48ePs3LlSu7fv6+xb1mdqjdy5EgaNGjAwoULadmyJdu2bePq1ausWbNG2WbSpEm8fPmSTZs2AbBkyRIcHBwoV64cMTExrF27llOnTnHs2DHlMRERETx+/Fj5+NmzZ/j4+GBhYUGxYsWApFEif39/Xr1KWtPu65u09tza2lo54rV+/XrKlClDwYIFuXjxIiNHjmTUqFEqUwWjoqK4du0as2fPzvTrIGScCJzyCNMYf+yNHqqV29f6Qfn9s/BA7of+q3w8qVI3ZdAEsDxkucqxuujS1KgpBbQKKPdgSokkSSxfvpzRo0eTkJBApUqV2Lt3Lw4ODpl8RhkXdOMGgf/8w/EUht/LeXhg+N+nL4IgCIIg5JwWLVqgra3NiRMncHNzY//+/bx794727durtS1TpgxlypTB09OTRYsWUadOHQ4fPsyMGTNYuHAhcrmcChUqcPLkSZWgq0SJEly/fp1Zs2YxZswYAgICKFiwINWqVWPlypU59tzq1KnDli1bmDp1KpMnT6Z06dLs27dPpW8BAQH4+/srH8fFxTFmzBhevnyJoaEhFStW5MSJEzRq1EjZ5urVqyqPkzP3eXh4KDck3r9/P3379lW26datGwDTpk1TrlHz9fVl0qRJBAcHY29vz5QpUxj1yYfJf/31F8WKFctwUg4ha2RSVlbn5UNhYWGYmZkRGhqaawtAP3brcQzf/f4eG+kArXSXUtTIT6W+0cjn6Bpacj/En+/OLVGpO/3tfLTlWsRKsfwV/hcBiarZVlJbw/Sp3bt306lTJwB69OjBmjVrMDQ0zNRzyoiYkBBu/f47Z8ePT7Vdx8OHsXdzEyNNgiAIQraIiYnh2bNnODg4aEyCICSNCO3fv5+jRzXv9yjkntq1azNixAi6d++e213JF1L7fc9IbCBGnHLZncexaElR2ETcoKidn0qdbfke6BomjRR9GjSNKt8BbbkWCknBqhD1zdpGmI/IUD/atWtHmzZtaNSoESNHjsyxAMXv2DFeXrjAxZ9/xqpCBd7evp1iW8uyZak9dSpOnTsjz+ZFr4IgCIIgpG7QoEGEhIQQHh7+2bPYCSl7+/YtHTp0wKb/lscAADOFSURBVN3dPbe78tUR70ZzmUIC48R/0ZHHqNVp6xkrvy+kb87rmBAAXG2r0MG+HpIk8WvIr2rH9TPrl67A58KFC1StWhV9fX20tLTYt29fjgVM8dHRbKxQgZAnT5RlKQVNdaZPp0SrVlhXq5YjfREEQRAEIW3a2tpMmTIlt7shfMLKyorxaczUEXKGCJxy2cs3CYSYm1MtXj2dZXJGvVvBT5VBk45ci17l63Ik8ojGzWwHmg3EUJ76FDtJkli4cCETJkzAw8MDT09PZDJZtgZNisRE7v35J08PHODhrl1pti/doQMNFy7EzN4+2/ogCIIgCIIgCNlFBE657KF/HAq5nMIGr9Tq7Kp+x/J7f7H96RllmQIFf0f+rfFcw8yHoSXTSvV6kZGR9O/fn+3bP2TfS0xMzJb9H2Lev+fNrVv4HTvG5TSyvDRdtYpiTZpQIAdTqQqCIAiCIAhCdhGBUy4zMNfBJPSNxrqXUW9VgiaAOmU05ysfYj4kzaDpyZMntG/fntu3b6Otrc2yZcsYPHhwlkaaIl69YlUqeyV8qlTbtrTZvRu5Vup9FQRBEARBEIS8RAROuex9rBw32Qq1cscWy3E/PUelrIS1MYXNDZSPWxu1xkRugpWWVZrBz5EjR3B3dyckJARra2t27txJvXr1Mt3vxLg4PJ2cCPPzS7Nti02bsG/WDKPChTN9PUEQBEEQBEHITSJwymVPAhIoYWGhVt7nXx/4aKPaqiUtKGH9IaNNRlKNR0RE0Lt3b0JCQnBxcWHXrl3Y2tpmqr+SJBH67BlrS5bUWC/X1sbh228xsLKi9uTJmKfQThAEQRAEQRDyExE45bIEE13qybaplEVoG6D4KGgy0NVSCZqGmg/N0DWMjY3ZvHkze/bsYcmSJejp6WXo+IhXr3hx9izPjhzh7saNGtvUnjKFer/8kqHzCoIgCIIgCEJ+IQKnXKatHw4K1bIQnQ9BkqWpHg3Kf5jilt6RJl9fX16+fEnjxo0BaNq0KU2bNk3zuMigIML8/Hi0bx9X5s5Ns71cR4cR4eFoZzAYEwRBEARBEIT8RJ52EyEnVZbvVCt7q19A+X2jCtbI/1u/1NWka7rOuX//fmrWrEmHDh149OhRmu3/6tSJBTIZC2QyVlpbs7l27TSDJhM7O+r98guj4+JE0CQIgiAIQpr8/PyQyWT4+Pik2MbLywuZTEZISEiWr/fNN9+wZcuWLJ9HyD5xcXHY29tz9erV3O5KpojAKZfpKcLVyq5blAGgdgnVbHXW2tapnkuhUPDTTz/Rtm1bwsLCqFixIqampmrtHmzbxoYKFVhdrBgLZDIe7d6drr6W7dWLujNmMOT1awb5+1NbbIonCIIgCJ9dnz59lPsvfvzVvHnz3O5anrF//36CgoLo1q2bWt2cOXPQ0tJi/vz5anXTp0+ncuXKauWagj5JklizZg21atXC2NgYc3NzqlevzpIlS4iKisrOp6PC39+fli1bYmhoSKFChRg3bhwJCQmpHmNvb692v8xN4UPyx48fY2Jigrm5eYrn27ZtGzKZjHbt2qmUBwUF0adPH2xtbTE0NKR58+YqH+Lr6uoyduxYJkyYkO7nm5eIqXq56NG/cSSgnpb7lWEhALT04kj+EbkZuqV6rpCQEHr27MnBgwcBGDFiBAsWLEBHR0fZJvzlS1YXLZquvlUdMYJQPz/qz56NVbly6TpGEARBEPIrSVIQH/0uV/ugY2CJTJa+z7SbN2/O+vXrVcoyuob5S7Zs2TL69u2LXK7+eq5bt47x48ezbt06xo0bl+lr9OrViz179jB16lSWL19OwYIFuXnzJkuWLMHe3l4tqMgOiYmJtGzZEmtray5cuEBAQAC9e/dGR0eH2WnsoTljxgwGDhyofGxiYqLWJj4+Hnd3d+rXr8+FCxc0nsfPz4+xY8dSv359lXJJkmjXrh06Ojr89ddfmJqasmjRIlxdXbl37x5GRkYA9OjRgzFjxnD37l3K5bP3mCJwykW3HsVSLMQbPhoUemRSTPm9lam+8vtSuilvFHvnzh3at2/P48eP0dfXZ82aNfTq1UulzfVff+XUiBGp9ueH6Gi09fVTbSMIgiAIX6L46HecXuqQq31oNPIZuoaa92v8lJ6eHtbWKc9Ekclk/P777xw8eJCjR49SpEgRFi5cSJs2bQB4//49w4YN49ixY0RERFC0aFEmT55M3759Afj3338ZM2YMx44dQy6XU79+fZYuXYq9vT2QNOoVEhJCzZo1Wbp0KbGxsYwePZrJkyczadIkPD09MTQ0ZObMmcpzJnvw4AFDhgzh+vXrlCpVihUrVtCgQYMUn8u5c+eYNGkSV69excrKivbt2zNnzhzlG/FPvXnzhlOnTrF06VK1ujNnzhAdHc2MGTPYtGkTFy5coE6dOqm+1prs2LGDzZs3s2/fPtq2basst7e3p02bNoSFhWX4nOlx7Ngx7t27x4kTJyhcuDCVK1dm5syZTJgwgenTp6Orq5visSYmJqneMwBTp07F2dmZJk2aaAycEhMT6dGjBz///DPe3t4qUyofPXrEpUuXuHPnjjIgWrlyJdbW1mzdupUBAwYAUKBAAerWrcu2bduYOXNmJl6F3COm6uWiXfclKpueT7FeRzvpx1NBrwLaspRj3N9//53Hjx9TrFgxzp8/T69evYgODuZgz54skMtZIJNpDJra79/PsPfvGaNQMFaSRNAkCIIgCF+Qn3/+mS5dunDr1i2+/fZbevToQXBwMAA//vgj9+7d4/Dhw9y/f5+VK1diZWUFJI06uLm5YWJigre3N+fPn8fY2JjmzZsTFxenPP+pU6d49eoVZ8+eZdGiRUybNo1WrVpRoEABLl++zODBgxk0aBAvXrxQ6de4ceMYM2YMN27cwMXFhdatW/PunebRvidPntC8eXM6duzIrVu32L59O+fOnWPYsGEpPu9z585haGhImTJl1Oo8PT1xd3dHR0cHd3d3PD09M/y6AmzevBknJyeVoCmZTCbDzMwsxWONjY1T/Ro8eHCKx168eJEKFSpQ+KO9Md3c3AgLC+Pu3bup9nnu3LlYWlpSpUoV5s+frza979SpU+zcuZMVK9T3F002Y8YMChUqRP/+/dXqYmNjAdD/6P2kXC5HT0+Pc+fOqbStWbMm3t7eqfY3LxIjTrkoUcOetQXiQgFoUe3D+qZvDL5J9Tzz5s1DW1ubSZMmYWVlxcPdu9nfqVOK7cv16UOLT4b3BUEQBEHIPw4cOICxsbFK2eTJk5k8ebLycZ8+fXB3dwdg9uzZLFu2jCtXrtC8eXP8/f2pUqUK1atXB1COJAFs374dhULB2rVrkf2XoGr9+vWYm5vj5eVFs2bNALCwsGDZsmXI5XKcnJyYN28eUVFRyj5MmjSJuXPncu7cOZW1RsOGDaNjx45A0ojEkSNH8PT0ZPz48WrPc86cOfTo0YMffvgBgNKlS7Ns2TIaNGjAypUrVd6kJ3v+/DmFCxdWm6YXFhbGrl27uHjxIgA9e/ZUjqR9+lqm5dGjRzg5OWXomGSpJccANK5PTxYYGKgSNAHKx4GBgSkeN2LECKpWrYqFhQUXLlxg0qRJBAQEsGjRIgDevXtHnz59+PPPP1O8/rlz5/D09Eyx/87OzhQrVoxJkyaxevVqjIyMWLx4MS9evCAgIEClra2tLc+fP0+xv3mVCJxykb70UK0sVq6LrYUBRvpJPxpLuaXaaNO7d+9YvHgx06dPR1tbGz09PRYuXAjAzTVrOD5okNp5ZXI5pvb2tN6xA+tq1XLg2QiCIAiC8Lk0atSIlStXqpRZWFioPK5YsaLyeyMjI0xNTXn9+jUA33//PR07duT69es0a9aMdu3aKaes3bx5U5kg4GMxMTE8efJE+bhcuXIqwUnhwoUpX7688rGWlhaWlpbKayZzcXFRfq+trU316tW5f/++xud58+ZNbt26xebNm5VlkiShUCh49uyZxlGl6OhojQHV1q1bKVmyJJUqVQKgcuXKFC9enO3bt2scQUmNJEkZav+xUqVSXn6RU0aPHq38vmLFiujq6jJo0CDmzJmDnp4eAwcOpHv37nzzjeYP68PDw+nVqxe///67cmTyUzo6OuzZs4f+/ftjYWGBlpYWrq6utGjRQu31MjAwyNEEGjlFBE65qHK4ejaXI7b1qFriwx++HqY9VOp9fHxo3749fn5+SJLEL7/8QrCvL7fXruXqf8HTx0q0akXTVaswKVJErU4QBEEQhCQ6BpY0Gvks1/uQXkZGRmm+Af84QRQkTSFTKJI2j2zRogXPnz/n0KFDHD9+nCZNmjB06FAWLFhAREQE1apVUwlWkhUs+GENlqbzp3bNzIiIiGDQoEGM0LDkoFixYhqOACsrK96/f69W7unpyd27d9HW/vD2V6FQsG7dOmXgZGpqSmhoqNqxyWt5kqfgOTo68uDBgww/HyDN0a2ePXuyatUqjXXW1tZcuXJFpSwoKEhZl161atUiISEBPz8/nJycOHXqFPv372fBggXAh+BUW1ubNWvWULVqVfz8/GjdurXyHMk/V21tbXx9fSlZsiTVqlXDx8eH0NBQ4uLiKFiwILVq1VKObCYLDg5WuZfyCxE45SLLxEdqq8yCDCwx0Ev6sQw3H64cIoek+bQDBw4kOjqaEiVK0KF1axZqyBaTzPW336j8/fc50ndBEARB+JLIZPJ0J2b4UhQsWBAPDw88PDyoX78+48aNY8GCBVStWpXt27dTqFChVKeNZdalS5eUIxsJCQlcu3YtxTVLVatW5d69exkapalSpQqBgYG8f/+eAgWS9sa8ffs2V69excvLS2VkLjg4mIYNG/LgwQOcnZ1xcnLixYsXBAUFqUyJu379Ovr6+spgrXv37nTr1o2//vpLbZ2TJEmEhYWluM4pK1P1XFxcmDVrFq9fv6ZQoaQszMePH8fU1JSyZcumet5P+yCXy5XnuHjxIomJicr6v/76i//9739cuHCBIkWKYGBgwO3bt1XOMXXqVMLDw1m6dCl2dnYqdcnP/dGjR1y9elUtCcSdO3eoUqVKuvubV4jAKRdZy9Wn6tWvYANAe+P2yP9LSRofH8/48eNZsmQJAG5Nm9JTT4/THw11f6rz8eMUd3XN/k4LgiAIgpDrYmNj1da0aGtrpziN6lM//fQT1apVo1y5csTGxnLgwAHltLcePXowf/582rZty4wZMyhatCjPnz9nz549jB8/nqLp3NokJStWrKB06dKUKVOGxYsX8/79e/r166ex7YQJE6hduzbDhg1jwIABGBkZce/ePY4fP87y5cs1HlOlShWsrKw4f/48rVq1ApJGm2rWrKlxKlqNGjXw9PRk/vz5uLm54eTkhLu7O7/88gvW1tZcv36dqVOnMnLkSLS0kraR6dKlC3v37sXd3Z2pU6fSrFkzChYsyO3bt1m8eDHDhw9PMR15VqbqNWvWjLJly9KrVy/mzZtHYGAgU6dOZejQocp09FeuXKF3796cPHmSIkWKcPHiRS5fvkyjRo0wMTHh4sWLjBo1ip49eyoDy0+nPF69ehW5XK4y9fLj7wHlPk8fl+/cuZOCBQtSrFgxbt++zciRI2nXrp1yXVwyb2/vfJdRD0TglKf4FHBCW0vGCPMRypGm169f06VLF86cOQNAc2NjGh0/jqblf7WnTqXKsGEYfbJoUBAEQRCEL8uRI0ewsbFRKXNyckr39DFdXV0mTZqEn58fBgYG1K9fn23btgFgaGjI2bNnmTBhAh06dCA8PJwiRYrQpEmTbBmBmjt3LnPnzsXHx4dSpUqxf//+FAO+ihUrcubMGaZMmUL9+vWRJImSJUvStWvXFM+vpaVF37592bx5M61atSIuLo4///wzxU1XO3bsyMKFC5k9ezY6OjocO3aMyZMn4+7uzps3b3BwcGDkyJEq64RkMhlbtmxhzZo1rFu3jlmzZqGtrU3p0qXp3bs3bm6p77+ZWVpaWhw4cIDvv/8eFxcXjIyM8PDwYMaMGco2UVFR+Pr6Eh8fDySlrt+2bRvTp08nNjYWBwcHRo0apfJ8sktAQACjR48mKCgIGxsbevfuzY8//qjS5uLFi4SGhtIplURmeZVMysrqtnwoeeg0NDQ0R4af0yv89R0ueNZWKTtbqCqtavXDpXwfAOIiI/G5do0GTZsixcXRFaig4VylO3ak7a5dOd5nQRAEQfhSxMTE8OzZMxwcHDQmEhDyt8DAQMqVK8f169cpXrx4bndH+EjXrl2pVKmSSgbInJba73tGYgMx4pRLwl+r59oPL1EOk1JViXrzht/+m3MK4A5YAp+OIxWuWpWuZ8+im8IGcIIgCIIgCF8ja2trPD098ff3F4FTHhIXF0eFChUYNWpUbnclU0TglEtkGpI62JUrhUOcPc0KmVEZsP+v/NOlfq4rV1K+Tx+xYa0gCIIgCEIKUlpjJOQeXV1dpk6dmtvdyDQROOWWT2ZIvtEtQJTfe8rXMsMPuA1MAHSBEi1b8uLsWXrfvIm5g8Pn76sgCIIgCIIgfOVSzmX9Ga1YsQJ7e3v09fWpVauWWn76T+3cuRNnZ2f09fWpUKEChw4d+kw9zT6B9/eoPH7oF8si14X4AfpAJ8DM0pKxkkSHAwcYERYmgiZBEARBEARByCW5Hjht376d0aNHM23aNK5fv06lSpVwc3NT22U62YULF3B3d6d///7cuHGDdu3a0a5dO+7cufOZe541OgZJewhIksTBy/HMWfmGsPAYCgMjgCoFCjDkzZtc7aMgCIIgCIIgCElyPXBatGgRAwcOpG/fvpQtW5ZVq1ZhaGjIunXrNLZfunQpzZs3Z9y4cZQpU4aZM2dStWrVFHP551VybX0SEiWW7I3j17/iSEiEisBwYIKvL8OCg1U2vxUEQRAEQRAEIffkauAUFxfHtWvXcP1oo1a5XI6rqysXL17UeMzFixdV2gO4ubml2D42NpawsDCVr7xCSw6R0RJyGXRrbU1PYIokYeHomNtdEwRBEARBEAThI7kaOL19+5bExEQKf7Jha+HChdV2w04WGBiYofZz5szBzMxM+WVnZ5c9nc8GMpmM0Z30mNNfn+FNyjDu69pSSxAEQRAEQRDyjVyfqpfTJk2aRGhoqPLr33//ze0uAaBvWoQ4neJoGRenjFMprGu0yO0uCYIgCIIgCIKQglxNR25lZYWWlhZBQUEq5UFBQVhbW2s8xtraOkPt9fT00NPTy54OZ6MSLmMo4TImt7shCIIgCIKQITKZjL179+bKPknv3r2jTJkyXLlyBXt7+89+/fxm4sSJREZG8uuvv+Z2V74IuTripKurS7Vq1Th58qSyTKFQcPLkSVxcXDQe4+LiotIe4Pjx4ym2FwRBEARB+JL06dMHmUyGTCZDR0cHBwcHxo8fT0xMTG53LcfNmjWLtm3bagya3Nzc0NLS4p9//lGra9iwIT/88INa+YYNGzA3N1cpCwsLY8qUKcqtb6ytrXF1dWXPnj1IObiswsvLi6pVq6Knp0epUqXYsGFDqu39/PyU98HHX5cuXVK2GTt2LBs3buTp06c51u+vSa5vgDt69Gg8PDyoXr06NWvWZMmSJURGRtK3b18AevfuTZEiRZgzZw4AI0eOpEGDBixcuJCWLVuybds2rl69ypo1a3LzaQiCIAiCIHw2zZs3Z/369cTHx3Pt2jU8PDyQyWT873//y+2u5ZioqCg8PT05evSoWp2/vz8XLlxg2LBhrFu3jho1amTqGiEhIdSrV4/Q0FB++eUXatSogba2NmfOnGH8+PE0btxYLdDKDs+ePaNly5YMHjyYzZs3c/LkSQYMGICNjQ1ubm6pHnvixAnKlSunfGxpaan83srKCjc3N1auXMn8+fOzvd9fm1xf49S1a1cWLFjATz/9ROXKlfHx8eHIkSPKBBD+/v4EBAQo29epU4ctW7awZs0aKlWqxK5du9i3bx/ly5fPracgCIIgCMIXJDIyMsWvT0d1UmsbHR2drraZoaenh7W1NXZ2drRr1w5XV1eOHz+urH/37h3u7u4UKVIEQ0NDKlSowNatW1XO0bBhQ0aMGMH48eOxsLDA2tqa6dOnq7R59OgR33zzDfr6+pQtW1blGslu375N48aNMTAwwNLSku+++46IiAhlfZ8+fWjXrh2zZ8+mcOHCmJubM2PGDBISEhg3bhwWFhYULVqU9evXp/qcDx06hJ6eHrVr11arW79+Pa1ateL7779n69ataq99ek2ePBk/Pz8uX76Mh4cHZcuWxdHRkYEDB+Lj44OxsXGmzpuWVatW4eDgwMKFCylTpgzDhg2jU6dOLF68OM1jLS0tsba2Vn7p6Oio1Ldu3Zpt27blSL+/NrkeOAEMGzaM58+fExsby+XLl6lVq5ayzsvLS22osnPnzvj6+hIbG8udO3f49ttvP3OPBUEQBEH4UhkbG6f41bFjR5W2hQoVSrFtixaqiZ/s7e01tsuqO3fucOHCBXR1dZVlMTExVKtWjYMHD3Lnzh2+++47evXqxZUrV1SO3bhxI0ZGRly+fJl58+YxY8YMZXCkUCjo0KEDurq6XL58mVWrVjFhwgSV4yMjI3Fzc6NAgQL8888/7Ny5kxMnTjBs2DCVdqdOneLVq1ecPXuWRYsWMW3aNFq1akWBAgW4fPkygwcPZtCgQbx48SLF5+nt7U21atXUyiVJYv369fTs2RNnZ2dKlSrFrl27Mvw6KhQKtm3bRo8ePbC1tVWrNzY2Rltb82Qtb2/vVO8bY2NjNm/enOK1M7rdzsfatGlDoUKFqFevHvv371err1mzJi9evMDPzy/Ncwmpy/WpeoIgCIIgCELGHDhwAGNjYxISEoiNjUUul7N8+XJlfZEiRRg7dqzy8fDhwzl69Cg7duygZs2ayvKKFSsybdo0AEqXLs3y5cs5efIkTZs25cSJEzx48ICjR48qA4nZs2erBIRbtmwhJiaGTZs2YWRkBMDy5ctp3bo1//vf/5QziCwsLFi2bBlyuRwnJyfmzZtHVFQUkydPBpKyIM+dO5dz587RrVs3jc/5+fPnGgOaEydOEBUVpZzS1rNnTzw9PenVq1eGXtO3b9/y/v17nJ2dM3QcQPXq1fHx8Um1zafb6Xwspe12wsLCiI6OxsDAQO0YY2NjFi5cSN26dZHL5ezevZt27dqxb98+2rRpo2yX/Jo9f/5cJNTIIhE4CYIgCIIgfOTjaWaf0tLSUnn8+vXrFNvK5aoTe7LzE/9GjRqxcuVKIiMjWbx4Mdra2iqjYYmJicyePZsdO3bw8uVL4uLiiI2NxdDQUOU8FStWVHlsY2OjfE7379/Hzs5OJVj5NBnX/fv3qVSpkjJoAqhbty4KhQJfX19lMFCuXDmV16Nw4cIqyyy0tLSwtLRM9fWMjo5GX19frXzdunV07dpVORrk7u7OuHHjePLkCSVLlkzxfJ/KSuIHAwMDSpUqlenjM8PKyorRo0crH9eoUYNXr14xf/58lcApOeiKior6rP37EuWJqXqCIAiCIAh5hZGRUYpfn75xT63tp6MEKbXLbB9LlSpFpUqVWLduHZcvX8bT01NZP3/+fJYuXcqECRM4ffo0Pj4+uLm5ERcXp3KeT9fDyGQyFApFpvqUGk3Xyei1rayseP/+vUpZcHAwe/fu5bfffkNbWxttbW2KFClCQkIC69atU7YzNTUlNDRU7ZwhISGYmZkBULBgQczNzXnw4EGGn19Wp+qltN2OqampxtGmlNSqVYvHjx+rlAUHBwNJz0/IGjHiJAiCIAiCkI/J5XImT57M6NGj6d69OwYGBpw/f562bdvSs2dPIGn9zsOHDylbtmy6z1umTBn+/fdfAgICsLGxAVBJdZ3cZsOGDURGRiqDwPPnzyun5GWnKlWq8Oeff6qUbd68maJFi7Jv3z6V8mPHjrFw4UJmzJiBlpYWTk5OHDt2TO2c169fx9HREUh6Hbt168Yff/zBtGnT1KYFRkREoK+vr3GdU1an6rm4uHDo0CGVssxst+Pj46P8WSW7c+cOOjo6Kpn3hMwRI06CIAiCIAj5XOfOndHS0mLFihVA0nql48ePc+HCBe7fv8+gQYPURjTS4urqiqOjIx4eHty8eRNvb2+mTJmi0qZHjx7o6+vj4eHBnTt3OH36NMOHD6dXr16pBgqZ4ebmxt27d1VGnTw9PenUqRPly5dX+erfvz9v377lyJEjAHz//fc8fPiQESNGcOvWLXx9fVm0aBFbt25lzJgxyvPNmjULOzs7atWqxaZNm7h37x6PHj1i3bp1VKlSJcVpnMlT9VL7MjExSfG5DR48mKdPnzJ+/HgePHjAb7/9xo4dOxg1apSyzfLly2nSpIny8caNG9m6dSsPHjzgwYMHzJ49m3Xr1jF8+HCVc3t7e1O/fv0MjVwJmonASRAEQRAEIZ/T1tZm2LBhzJs3j8jISKZOnUrVqlVxc3OjYcOGWFtb065duwydUy6Xs3fvXqKjo6lZsyYDBgxg1qxZKm0MDQ05evQowcHB1KhRg06dOtGkSROVRBXZpUKFClStWpUdO3YAcO3aNW7evKmW6RDAzMyMJk2aKKcvlihRgrNnz/LgwQNcXV2pVasWO3bsYOfOnTRv3lx5nIWFBZcuXaJnz5788ssvVKlShfr167N161bmz5+vnNaX3RwcHDh48CDHjx+nUqVKLFy4kLVr16rs4fT27VuePHmictzMmTOpVq0atWrV4q+//mL79u3KvVCTbdu2jYEDB+ZIv782Miknt0DOg8LCwjAzMyM0NBRTU9Pc7o4gCIIgCLkgJiaGZ8+e4eDgoDHhgJA3HTx4kHHjxnHnzh215BuCusOHDzNmzBhu3bqVYir1r0Fqv+8ZiQ2+3ldQEARBEARByFdatmzJo0ePePnyJXZ2drndnTwvMjKS9evXf9VBU3YSr6IgCIIgCIKQb/zwww+53YV8o1OnTrndhS+KGOMUBEEQBEEQBEFIgwicBEEQBEEQBEEQ0iACJ0EQBEEQvlpfWY4sQfgqZdfvuQicBEEQBEH46ujo6AAQFRWVyz0RBCGnxcXFAaClpZWl84jkEIIgCIIgfHW0tLQwNzfn9evXQNJ+RDKZLJd7JQhCdlMoFLx58wZDQ8MsZxcUgZMgCIIgCF8la2trAGXwJAjCl0kul1OsWLEsfzgiAidBEARBEL5KMpkMGxsbChUqRHx8fG53RxCEHKKrq5stGyaLwEkQBEEQhK+alpZWltc+CILw5RPJIQRBEARBEARBENIgAidBEARBEARBEIQ0iMBJEARBEARBEAQhDV/dGqfkDbDCwsJyuSeCIAiCIAiCIOSm5JggPZvkfnWBU3h4OAB2dna53BNBEARBEARBEPKC8PBwzMzMUm0jk9ITXn1BFAoFr169wsTEJE9sdBcWFoadnR3//vsvpqamud0dIY8T94uQUeKeETJK3DNCRol7RsiovHTPSJJEeHg4tra2aaYs/+pGnORyOUWLFs3tbqgxNTXN9RtHyD/E/SJklLhnhIwS94yQUeKeETIqr9wzaY00JRPJIQRBEARBEARBENIgAidBEARBEARBEIQ0iMApl+np6TFt2jT09PRyuytCPiDuFyGjxD0jZJS4Z4SMEveMkFH59Z756pJDCIIgCIIgCIIgZJQYcRIEQRAEQRAEQUiDCJwEQRAEQRAEQRDSIAInQRAEQRAEQRCENIjASRAEQRAEQRAEIQ0icMphK1aswN7eHn19fWrVqsWVK1dSbb9z506cnZ3R19enQoUKHDp06DP1VMgrMnLP/P7779SvX58CBQpQoEABXF1d07zHhC9PRv/OJNu2bRsymYx27drlbAeFPCej90xISAhDhw7FxsYGPT09HB0dxf9PX5mM3jNLlizByckJAwMD7OzsGDVqFDExMZ+pt0JuO3v2LK1bt8bW1haZTMa+ffvSPMbLy4uqVauip6dHqVKl2LBhQ473M6NE4JSDtm/fzujRo5k2bRrXr1+nUqVKuLm58fr1a43tL1y4gLu7O/379+fGjRu0a9eOdu3acefOnc/ccyG3ZPSe8fLywt3dndOnT3Px4kXs7Oxo1qwZL1++/Mw9F3JLRu+ZZH5+fowdO5b69et/pp4KeUVG75m4uDiaNm2Kn58fu3btwtfXl99//50iRYp85p4LuSWj98yWLVuYOHEi06ZN4/79+3h6erJ9+3YmT578mXsu5JbIyEgqVarEihUr0tX+2bNntGzZkkaNGuHj48MPP/zAgAEDOHr0aA73NIMkIcfUrFlTGjp0qPJxYmKiZGtrK82ZM0dj+y5dukgtW7ZUKatVq5Y0aNCgHO2nkHdk9J75VEJCgmRiYiJt3Lgxp7oo5DGZuWcSEhKkOnXqSGvXrpU8PDyktm3bfoaeCnlFRu+ZlStXSiVKlJDi4uI+VxeFPCaj98zQoUOlxo0bq5SNHj1aqlu3bo72U8ibAGnv3r2pthk/frxUrlw5lbKuXbtKbm5uOdizjBMjTjkkLi6Oa9eu4erqqiyTy+W4urpy8eJFjcdcvHhRpT2Am5tbiu2FL0tm7plPRUVFER8fj4WFRU51U8hDMnvPzJgxg0KFCtG/f//P0U0hD8nMPbN//35cXFwYOnQohQsXpnz58syePZvExMTP1W0hF2XmnqlTpw7Xrl1TTud7+vQphw4d4ttvv/0sfRbyn/zyHlg7tzvwpXr79i2JiYkULlxYpbxw4cI8ePBA4zGBgYEa2wcGBuZYP4W8IzP3zKcmTJiAra2t2h8f4cuUmXvm3LlzeHp64uPj8xl6KOQ1mblnnj59yqlTp+jRoweHDh3i8ePHDBkyhPj4eKZNm/Y5ui3koszcM927d+ft27fUq1cPSZJISEhg8ODBYqqekKKU3gOHhYURHR2NgYFBLvVMlRhxEoQvxNy5c9m2bRt79+5FX18/t7sj5EHh4eH06tWL33//HSsrq9zujpBPKBQKChUqxJo1a6hWrRpdu3ZlypQprFq1Kre7JuRRXl5ezJ49m99++43r16+zZ88eDh48yMyZM3O7a4KQJWLEKYdYWVmhpaVFUFCQSnlQUBDW1tYaj7G2ts5Qe+HLkpl7JtmCBQuYO3cuJ06coGLFijnZTSEPyeg98+TJE/z8/GjdurWyTKFQAKCtrY2vry8lS5bM2U4LuSozf2dsbGzQ0dFBS0tLWVamTBkCAwOJi4tDV1c3R/ss5K7M3DM//vgjvXr1YsCAAQBUqFCByMhIvvvuO6ZMmYJcLj63F1Sl9B7Y1NQ0z4w2gRhxyjG6urpUq1aNkydPKssUCgUnT57ExcVF4zEuLi4q7QGOHz+eYnvhy5KZewZg3rx5zJw5kyNHjlC9evXP0VUhj8joPePs7Mzt27fx8fFRfrVp00aZxcjOzu5zdl/IBZn5O1O3bl0eP36sDLIBHj58iI2NjQiavgKZuWeioqLUgqPkwFuSpJzrrJBv5Zv3wLmdneJLtm3bNklPT0/asGGDdO/ePem7776TzM3NpcDAQEmSJKlXr17SxIkTle3Pnz8vaWtrSwsWLJDu378vTZs2TdLR0ZFu376dW09B+Mwyes/MnTtX0tXVlXbt2iUFBAQov8LDw3PrKQifWUbvmU+JrHpfn4zeM/7+/pKJiYk0bNgwydfXVzpw4IBUqFAh6ZdffsmtpyB8Zhm9Z6ZNmyaZmJhIW7dulZ4+fSodO3ZMKlmypNSlS5fcegrCZxYeHi7duHFDunHjhgRIixYtkm7cuCE9f/5ckiRJmjhxotSrVy9l+6dPn0qGhobSuHHjpPv370srVqyQtLS0pCNHjuTWU9BIBE457Ndff5WKFSsm6erqSjVr1pQuXbqkrGvQoIHk4eGh0n7Hjh2So6OjpKurK5UrV046ePDgZ+6xkNsycs8UL15cAtS+pk2b9vk7LuSajP6d+ZgInL5OGb1nLly4INWqVUvS09OTSpQoIc2aNUtKSEj4zL0WclNG7pn4+Hhp+vTpUsmSJSV9fX3Jzs5OGjJkiPT+/fvP33EhV5w+fVrj+5Pk+8TDw0Nq0KCB2jGVK1eWdHV1pRIlSkjr16//7P1Oi0ySxJipIAiCIAiCIAhCasQaJ0EQBEEQBEEQhDSIwEkQBEEQBEEQBCENInASBEEQBEEQBEFIgwicBEEQBEEQBEEQ0iACJ0EQBEEQBEEQhDSIwEkQBEEQBEEQBCENInASBEEQBEEQBEFIgwicBEEQBEEQBEEQ0iACJ0EQBCFTNmzYgLm5eW53I9NkMhn79u1LtU2fPn1o167dZ+mPIAiCkLeJwEkQBOEr1qdPH2QymdrX48ePc7trbNiwQdkfuVxO0aJF6du3L69fv86W8wcEBNCiRQsA/Pz8kMlk+Pj4qLRZunQpGzZsyJbrpWT69OnK56mlpYWdnR3fffcdwcHBGTqPCPIEQRBylnZud0AQBEHIXc2bN2f9+vUqZQULFsyl3qgyNTXF19cXhULBzZs36du3L69eveLo0aNZPre1tXWabczMzLJ8nfQoV64cJ06cIDExkfv379OvXz9CQ0PZvn37Z7m+IAiCkDYx4iQIgvCV09PTw9raWuVLS0uLRYsWUaFCBYyMjLCzs2PIkCFERESkeJ6bN2/SqFEjTExMMDU1pVq1aly9elVZf+7cOerXr4+BgQF2dnaMGDGCyMjIVPsmk8mwtrbG1taWFi1aMGLECE6cOEF0dDQKhYIZM2ZQtGhR9PT0qFy5MkeOHFEeGxcXx7Bhw7CxsUFfX5/ixYszZ84clXMnT9VzcHAAoEqVKshkMho2bAiojuKsWbMGW1tbFAqFSh/btm1Lv379lI//+usvqlatir6+PiVKlODnn38mISEh1eepra2NtbU1RYoUwdXVlc6dO3P8+HFlfWJiIv3798fBwQEDAwOcnJxYunSpsn769Ols3LiRv/76Szl65eXlBcC///5Lly5dMDc3x8LCgrZt2+Ln55dqfwRBEAR1InASBEEQNJLL5Sxbtoy7d++yceNGTp06xfjx41Ns36NHD4oWLco///zDtWvXmDhxIjo6OgA8efKE5s2b07FjR27dusX27ds5d+4cw4YNy1CfDAwMUCgUJCQksHTpUhYuXMiCBQu4desWbm5utGnThkePHgGwbNky9u/fz44dO/D19WXz5s3Y29trPO+VK1cAOHHiBAEBAezZs0etTefOnXn37h2nT59WlgUHB3PkyBF69OgBgLe3N71792bkyJHcu3eP1atXs2HDBmbNmpXu5+jn58fRo0fR1dVVlikUCooWLcrOnTu5d+8eP/30E5MnT2bHjh0AjB07li5dutC8eXMCAgIICAigTp06xMfH4+bmhomJCd7e3pw/fx5jY2OaN29OXFxcuvskCIIgAJIgCILw1fLw8JC0tLQkIyMj5VenTp00tt25c6dkaWmpfLx+/XrJzMxM+djExETasGGDxmP79+8vfffddypl3t7eklwul6KjozUe8+n5Hz58KDk6OkrVq1eXJEmSbG1tpVmzZqkcU6NGDWnIkCGSJEnS8OHDpcaNG0sKhULj+QFp7969kiRJ0rNnzyRAunHjhkobDw8PqW3btsrHbdu2lfr166d8vHr1asnW1lZKTEyUJEmSmjRpIs2ePVvlHH/88YdkY2OjsQ+SJEnTpk2T5HK5ZGRkJOnr60uABEiLFi1K8RhJkqShQ4dKHTt2TLGvydd2cnJSeQ1iY2MlAwMD6ejRo6meXxAEQVAl1jgJgiB85Ro1asTKlSuVj42MjICk0Zc5c+bw4MEDwsLCSEhIICYmhqioKAwNDdXOM3r0aAYMGMAff/yhnG5WsmRJIGka361bt9i8ebOyvSRJKBQKnj17RpkyZTT2LTQ0FGNjYxQKBTExMdSrV4+1a9cSFhbGq1evqFu3rkr7unXrcvPmTSBpml3Tpk1xcnKiefPmtGrVimbNmmXpterRowcDBw7kt99+Q09Pj82bN9OtWzfkcrnyeZ4/f15lhCkxMTHV1w3AycmJ/fv3ExMTw59//omPjw/Dhw9XabNixQrWrVuHv78/0dHRxMXFUbly5VT7e/PmTR4/foyJiYlKeUxMDE+ePMnEKyAIgvD1EoGTIAjCV87IyIhSpUqplPn5+dGqVSu+//57Zs2ahYWFBefOnaN///7ExcVpDACmT59O9+7dOXjwIIcPH2batGls27aN9u3bExERwaBBgxgxYoTaccWKFUuxbyYmJly/fh25XI6NjQ0GBgYAhIWFpfm8qlatyrNnzzh8+DAnTpygS5cuuLq6smvXrjSPTUnr1q2RJImDBw9So0YNvL29Wbx4sbI+IiKCn3/+mQ4dOqgdq6+vn+J5dXV1lT+DuXPn0rJlS37++WdmzpwJwLZt2xg7diwLFy7ExeX/7d1fKHt9HAfw94OEsovF0i5wYVuKyWz+ldRucLUsWazcSKI1jcTFrHajRqa4oUTRYrkiNK6GjtKopfzZyJ+4UaaUohZ+F0/Wb/xYe56L5/f0e78uz/mecz7fy3efcz6nAunp6RgeHsbu7u639T4+PqKkpCQqsL77XQaAEBH9XzA4ERHRJ/v7+3h9fcXIyEikm/L+Pc135HI55HI5LBYLmpqaMDMzg/r6eqhUKhwdHX0KaLEkJCT88hqRSASpVApBEFBdXR05LggCSktLo9YZDAYYDAY0NDSgtrYW9/f3EIvFUfd7/57o5eXl23pSUlKg1+vhcrlwdnYGhUIBlUoVOa9SqRAIBOLe50dWqxVarRYdHR2RfVZWVqKzszOy5mPHKDk5+VP9KpUKbrcbEokEIpHoX9VERPSn43AIIiL6JC8vD+FwGOPj4zg/P8fc3BwmJia+XP/09ASTyQSv14urqysIggCfzxd5Ba+vrw87OzswmUzw+/04PT3F0tJS3MMhftbb2wuHwwG3241AIID+/n74/X50dXUBAJxOJ+bn53FycoJgMIjFxUVkZWX98qe9EokEqamp8Hg8uL29xcPDw5fPNRqNWF1dxfT0dGQoxDubzYbZ2VnY7XYcHh7i+PgYCwsLsFqtce2toqICSqUSg4ODAACZTIa9vT2sr68jGAxiYGAAPp8v6prc3FwcHBwgEAjg7u4O4XAYRqMRGRkZ0Ol02N7exsXFBbxeL8xmM25ubuKqiYjoT8fgREREnxQVFcHpdMLhcKCgoAAulytqlPdHiYmJCIVCaGlpgVwuR2NjI+rq6mC32wEASqUSm5ubCAaDqKqqQnFxMWw2G6RS6T+u0Ww2o7u7Gz09PSgsLITH48Hy8jJkMhmAv1/zGxoaglqthkajweXlJdbW1iIdtJ8lJSVhbGwMk5OTkEql0Ol0Xz5Xq9VCLBYjEAigubk56lxNTQ1WVlawsbEBjUaD8vJyjI6OIicnJ+79WSwWTE1N4fr6Gu3t7dDr9TAYDCgrK0MoFIrqPgFAW1sbFAoF1Go1MjMzIQgC0tLSsLW1hezsbOj1euTn56O1tRXPz8/sQBERxemvt7e3t/+6CCIiIiIiot8ZO05EREREREQxMDgRERERERHFwOBEREREREQUA4MTERERERFRDAxOREREREREMTA4ERERERERxcDgREREREREFAODExERERERUQwMTkRERERERDEwOBEREREREcXA4ERERERERBTDD2FL5nNz4mCfAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:26,729 WARNING:Missing probabilities for model Ensemble on dataset i. Skipping this model in the ROC plot.\n", "2025-04-25 20:06:26,849 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": [ "2025-04-25 20:06:26,947 WARNING:Missing probabilities for model Ensemble on dataset j. Skipping this model in the ROC plot.\n", "2025-04-25 20:06:27,059 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": [ "2025-04-25 20:06:27,143 WARNING:Missing probabilities for model Ensemble on dataset k. Skipping this model in the ROC plot.\n", "2025-04-25 20:06:27,250 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": [ "2025-04-25 20:06:27,355 WARNING:Missing probabilities for model Ensemble on dataset l. Skipping this model in the ROC plot.\n", "2025-04-25 20:06:27,482 INFO:Saved aggregated ROC curve for l to results/roc_curves/Aggregated_ROC_l.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-04-25 20:06:27,557 INFO:\n", "=== Evaluation Results ===\n", "2025-04-25 20:06:27,570 INFO:\n", " Model Dataset Loss Accuracy AUCROC F1\n", "0 ViT a 0.350426 0.897517 0.772471 0.360784\n", "1 ViT b 0.613932 0.844389 0.759145 0.270987\n", "2 ViT c 0.292129 0.919522 0.792280 0.418182\n", "3 ViT d 0.266077 0.919208 0.798959 0.417234\n", "4 ViT e 0.505162 0.856202 0.803565 0.584127\n", ".. ... ... ... ... ... ...\n", "127 Ensemble h 0.582333 0.544898 0.323434\n", "128 Ensemble i 0.586667 0.648146 0.325721\n", "129 Ensemble j 0.889833 0.951527 0.889446\n", "130 Ensemble k 0.930000 0.975861 0.926804\n", "131 Ensemble l 0.813865 0.788495 0.654902\n", "\n", "[132 rows x 6 columns]\n", "2025-04-25 20:06:27,571 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 → Red, g → Green, i → Blue\n", " try:\n", " rgb_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band → Red channel\n", " normalize_image(data[:, :, 1]), # r-band → Green channel\n", " normalize_image(data[:, :, 0]) # g-band → 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": [ "## 📈 Plot AUCROC and F1 score including results (More et al., 2024)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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 custom CNN (J23)\n", "\n", "j23_aucroc = [0.86, 0.90, 0.88, 0.97, 0.84, 0.90, 0.90, 0.88, 0.96, 0.98, 0.99, 0.94]\n", "j23_f1 = [0.55, 0.61, 0.62, 0.74, 0.69, 0.35, 0.70, 0.70, 0.71, 0.95, 0.97, 0.82]\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, j23_aucroc, marker='x', linestyle='--', color='black', label='J23 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, j23_f1, marker='x', linestyle='--', color='black', label='J23 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": [ "## 🥇🥈🥉🎖️🎖️ Top 5" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "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, j23_aucroc, marker='x', linestyle='--', color='black', label='J23 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, j23_f1, marker='x', linestyle='--', color='black', label='J23 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()" ] } ], "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 }