From 5e9b95189592aa019f95b688415a3f5a217905f2 Mon Sep 17 00:00:00 2001 From: VARUNSHIYAM <138989960+Varunshiyam@users.noreply.github.com> Date: Sat, 2 Nov 2024 22:14:13 +0530 Subject: [PATCH 1/5] Fixes - Chess position Prediction --- ...sitions-fen-prediction-eda-cnn-model.ipynb | 3293 +++++++++++++++++ 1 file changed, 3293 insertions(+) create mode 100644 Prediction Models/Chess_Prediction/chess-positions-fen-prediction-eda-cnn-model.ipynb diff --git a/Prediction Models/Chess_Prediction/chess-positions-fen-prediction-eda-cnn-model.ipynb b/Prediction Models/Chess_Prediction/chess-positions-fen-prediction-eda-cnn-model.ipynb new file mode 100644 index 00000000..a8ce1c0e --- /dev/null +++ b/Prediction Models/Chess_Prediction/chess-positions-fen-prediction-eda-cnn-model.ipynb @@ -0,0 +1,3293 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "ed65d6c7", + "metadata": { + "papermill": { + "duration": 0.017328, + "end_time": "2022-08-05T19:26:42.594781", + "exception": false, + "start_time": "2022-08-05T19:26:42.577453", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## **AI Chess Master - Computer Vision Final**\n", + "**Author:** Ibrahim Sobh\n", + "\n", + "**Instructions:**\n", + "\n", + "This **notebook** includes:\n", + "* Data Exploration ✅\n", + "* Models Training ✅\n", + "* Performance Evaluation ✅\n", + "* Saving Model for Production ✅\n", + "\n", + "**Dataset** https://www.kaggle.com/datasets/koryakinp/chess-positions?datasetId=115231/br%3E" + ] + }, + { + "cell_type": "markdown", + "id": "d1b20d79", + "metadata": { + "papermill": { + "duration": 0.013553, + "end_time": "2022-08-05T19:26:42.622254", + "exception": false, + "start_time": "2022-08-05T19:26:42.608701", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### Importing Libraries\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "d2b8dbb0", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:26:42.651562Z", + "iopub.status.busy": "2022-08-05T19:26:42.651096Z", + "iopub.status.idle": "2022-08-05T19:26:47.521499Z", + "shell.execute_reply": "2022-08-05T19:26:47.520518Z" + }, + "papermill": { + "duration": 4.888265, + "end_time": "2022-08-05T19:26:47.524276", + "exception": false, + "start_time": "2022-08-05T19:26:42.636011", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import re\n", + "import cv2\n", + "import glob\n", + "import random as rd\n", + "import warnings\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "warnings.filterwarnings(\"ignore\") \n", + "from sklearn.metrics import confusion_matrix,f1_score\n", + "from sklearn.metrics import accuracy_score, precision_score, recall_score\n", + "from keras.models import Sequential\n", + "from keras.layers.core import Dense, Dropout, Flatten\n", + "from keras.layers.convolutional import Convolution2D, MaxPooling2D\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "id": "7a1d5219", + "metadata": { + "papermill": { + "duration": 0.014011, + "end_time": "2022-08-05T19:26:47.553419", + "exception": false, + "start_time": "2022-08-05T19:26:47.539408", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 1- Exploratory Data Analysis for data quality review" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "fd075cde", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:26:47.582435Z", + "iopub.status.busy": "2022-08-05T19:26:47.581913Z", + "iopub.status.idle": "2022-08-05T19:26:49.595726Z", + "shell.execute_reply": "2022-08-05T19:26:49.594710Z" + }, + "papermill": { + "duration": 2.031405, + "end_time": "2022-08-05T19:26:49.598605", + "exception": false, + "start_time": "2022-08-05T19:26:47.567200", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#Define train path and test path\n", + "train_path = glob.glob(\"../input/chess-positions/train/*.jpeg\")\n", + "test_path = glob.glob(\"../input/chess-positions/test/*.jpeg\")\n", + "\n", + "#Shuffle train and test samples\n", + "rd.shuffle(train_path)\n", + "rd.shuffle(test_path)\n", + "\n", + "#Decide the number of train and test samples\n", + "train_size =20000\n", + "test_size = 4000\n", + "train = train_path[:train_size]\n", + "test= test_path[:test_size]\n", + "\n", + "# Piece_type = ['King','Queen','Rook','Bishop','Knight','Pawn']|\n", + "# Capital = White, Normal = Black\n", + "piece_symbols = 'prbnkqPRBNKQ'" + ] + }, + { + "cell_type": "markdown", + "id": "627a9d73", + "metadata": { + "papermill": { + "duration": 0.01398, + "end_time": "2022-08-05T19:26:49.627052", + "exception": false, + "start_time": "2022-08-05T19:26:49.613072", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Define a function to extract labels/FEN from Images" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "aa0234b9", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:26:49.656637Z", + "iopub.status.busy": "2022-08-05T19:26:49.656278Z", + "iopub.status.idle": "2022-08-05T19:26:49.661123Z", + "shell.execute_reply": "2022-08-05T19:26:49.660014Z" + }, + "papermill": { + "duration": 0.022252, + "end_time": "2022-08-05T19:26:49.663394", + "exception": false, + "start_time": "2022-08-05T19:26:49.641142", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Get the labels ( FNE ) for the training and testing images \n", + "def get_image_FEN_label(image_path):\n", + " fen_label= image_path.replace('.jpeg', '').split('/')[-1]\n", + " return fen_label" + ] + }, + { + "cell_type": "markdown", + "id": "5a6a76a4", + "metadata": { + "papermill": { + "duration": 0.013957, + "end_time": "2022-08-05T19:26:49.691295", + "exception": false, + "start_time": "2022-08-05T19:26:49.677338", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Display a random sample of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "989197a1", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:26:49.720553Z", + "iopub.status.busy": "2022-08-05T19:26:49.720275Z", + "iopub.status.idle": "2022-08-05T19:26:49.972402Z", + "shell.execute_reply": "2022-08-05T19:26:49.971444Z" + }, + "papermill": { + "duration": 0.271612, + "end_time": "2022-08-05T19:26:49.976890", + "exception": false, + "start_time": "2022-08-05T19:26:49.705278", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rand = np.random.randint(0, train_size)\n", + "img_path =train[rand]\n", + "img_moves = get_image_FEN_label(img_path)\n", + "img_rand=cv2.imread(img_path)\n", + "plt.imshow(cv2.cvtColor(img_rand, cv2.COLOR_BGR2RGB))\n", + "plt.title(img_moves)\n", + "plt.axis('off')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "1bca7401", + "metadata": { + "papermill": { + "duration": 0.016162, + "end_time": "2022-08-05T19:26:50.009367", + "exception": false, + "start_time": "2022-08-05T19:26:49.993205", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Check the Python Chess Library to understand the FEN format" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "0bdbd601", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:26:50.043620Z", + "iopub.status.busy": "2022-08-05T19:26:50.043311Z", + "iopub.status.idle": "2022-08-05T19:27:03.527849Z", + "shell.execute_reply": "2022-08-05T19:27:03.526532Z" + }, + "papermill": { + "duration": 13.505001, + "end_time": "2022-08-05T19:27:03.530879", + "exception": false, + "start_time": "2022-08-05T19:26:50.025878", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting python-chess\r\n", + " Downloading python_chess-1.999-py3-none-any.whl (1.4 kB)\r\n", + "Collecting chess<2,>=1\r\n", + " Downloading chess-1.9.2-py3-none-any.whl (148 kB)\r\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m148.3/148.3 kB\u001b[0m \u001b[31m328.3 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n", + "\u001b[?25hInstalling collected packages: chess, python-chess\r\n", + "Successfully installed chess-1.9.2 python-chess-1.999\r\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\r\n", + "\u001b[0m" + ] + } + ], + "source": [ + "! pip install python-chess" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "dc955b78", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:27:03.571439Z", + "iopub.status.busy": "2022-08-05T19:27:03.570318Z", + "iopub.status.idle": "2022-08-05T19:27:03.673698Z", + "shell.execute_reply": "2022-08-05T19:27:03.672653Z" + }, + "papermill": { + "duration": 0.125595, + "end_time": "2022-08-05T19:27:03.676311", + "exception": false, + "start_time": "2022-08-05T19:27:03.550716", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The FEN notation of the image is: n7-B6P-8-1PR5-2p5-5k2-K1Q5-1N2NR2\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "
n . . . . . . .\n",
+       "B . . . . . . P\n",
+       ". . . . . . . .\n",
+       ". P R . . . . .\n",
+       ". . p . . . . .\n",
+       ". . . . . k . .\n",
+       "K . Q . . . . .\n",
+       ". N . . N R . .
" + ], + "text/plain": [ + "'
n . . . . . . .\\nB . . . . . . P\\n. . . . . . . .\\n. P R . . . . .\\n. . p . . . . .\\n. . . . . k . .\\nK . Q . . . . .\\n. N . . N R . .
'" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import chess.svg\n", + "import chess\n", + "print(\"The FEN notation of the image is: \", img_moves)\n", + "board = chess.Board(img_moves.replace('-', '/'))\n", + "chess.svg.board(board, size=300)\n" + ] + }, + { + "cell_type": "markdown", + "id": "5acb61b7", + "metadata": { + "papermill": { + "duration": 0.018236, + "end_time": "2022-08-05T19:27:03.714195", + "exception": false, + "start_time": "2022-08-05T19:27:03.695959", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Display a bunch of samples of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "61a21e6b", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:27:03.751129Z", + "iopub.status.busy": "2022-08-05T19:27:03.750313Z", + "iopub.status.idle": "2022-08-05T19:27:04.830734Z", + "shell.execute_reply": "2022-08-05T19:27:04.829881Z" + }, + "papermill": { + "duration": 1.106068, + "end_time": "2022-08-05T19:27:04.837727", + "exception": false, + "start_time": "2022-08-05T19:27:03.731659", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "samples =rd.sample(train, 9)\n", + "fig = plt.figure(figsize=(11, 11))\n", + "columns = 3\n", + "rows = 3\n", + "for i, img in zip(range(1, columns*rows +1),samples ):\n", + " fig.add_subplot(rows, columns, i)\n", + " img_moves = get_image_FEN_label(img)\n", + " img = cv2.imread(img)\n", + " plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n", + " plt.axis('off')\n", + " plt.title(img_moves)\n", + " plt.tight_layout()\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "ecefe10f", + "metadata": { + "papermill": { + "duration": 0.024108, + "end_time": "2022-08-05T19:27:04.886483", + "exception": false, + "start_time": "2022-08-05T19:27:04.862375", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Labels distribution - **All labels are Unique** " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3acfe772", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:27:04.935612Z", + "iopub.status.busy": "2022-08-05T19:27:04.934861Z", + "iopub.status.idle": "2022-08-05T19:27:04.963093Z", + "shell.execute_reply": "2022-08-05T19:27:04.961559Z" + }, + "papermill": { + "duration": 0.055657, + "end_time": "2022-08-05T19:27:04.965760", + "exception": false, + "start_time": "2022-08-05T19:27:04.910103", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of labels 20000 is equal to number of images 20000\n" + ] + } + ], + "source": [ + "labels = [get_image_FEN_label(img) for img in train]\n", + "set_labels = set(labels)\n", + "print(\"Number of labels {} is equal to number of images {}\".format(len(set_labels), len(train)))" + ] + }, + { + "cell_type": "markdown", + "id": "af68e776", + "metadata": { + "papermill": { + "duration": 0.027667, + "end_time": "2022-08-05T19:27:05.017710", + "exception": false, + "start_time": "2022-08-05T19:27:04.990043", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Analyzing pictures dimensions and ratio - **Same Ratio, Width, Height for all pictures***" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f797d6bf", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:27:05.067724Z", + "iopub.status.busy": "2022-08-05T19:27:05.067348Z", + "iopub.status.idle": "2022-08-05T19:30:09.018052Z", + "shell.execute_reply": "2022-08-05T19:30:09.017069Z" + }, + "papermill": { + "duration": 183.977907, + "end_time": "2022-08-05T19:30:09.020132", + "exception": false, + "start_time": "2022-08-05T19:27:05.042225", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Selected Width X heights: 400X400\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ratios = []\n", + "widths = []\n", + "heights = []\n", + "\n", + "for img in train:\n", + " img= cv2.imread(img)\n", + " ratios.append(img.shape[1] / img.shape[0]) \n", + " heights.append(img.shape[0])\n", + " widths.append(img.shape[1])\n", + "\n", + "fig, (ax1,ax2,ax3) = plt.subplots(1, 3, figsize=(12, 5))\n", + "\n", + "ax1.hist(ratios, bins=50)\n", + "ax1.set_xlabel('ratio')\n", + "ax1.set_ylabel('count')\n", + "ax1.set_title('Average ratio: {}'.format(np.mean(ratios)))\n", + "\n", + "ax2.hist(widths, bins=50)\n", + "ax2.set_xlabel('width')\n", + "ax2.set_ylabel('count')\n", + "ax2.set_title('Average width: {}'.format(np.mean(widths)))\n", + "\n", + "ax3.hist(heights, bins=50)\n", + "ax3.set_xlabel('height')\n", + "ax3.set_ylabel('count')\n", + "ax3.set_title('Average height: {}'.format(np.mean(heights)))\n", + "\n", + "print(\"Selected Width X heights: {}X{}\".format(int(np.mean(widths)) ,int(np.mean(heights))))" + ] + }, + { + "cell_type": "markdown", + "id": "4eada156", + "metadata": { + "papermill": { + "duration": 0.02457, + "end_time": "2022-08-05T19:30:09.068988", + "exception": false, + "start_time": "2022-08-05T19:30:09.044418", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 2 - Data Preprocessing" + ] + }, + { + "cell_type": "markdown", + "id": "eb23f27d", + "metadata": { + "papermill": { + "duration": 0.023635, + "end_time": "2022-08-05T19:30:09.116868", + "exception": false, + "start_time": "2022-08-05T19:30:09.093233", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 2.B - Resizing, Scaling, Normalization, etc." + ] + }, + { + "cell_type": "markdown", + "id": "06e6051a", + "metadata": { + "papermill": { + "duration": 0.023749, + "end_time": "2022-08-05T19:30:09.165093", + "exception": false, + "start_time": "2022-08-05T19:30:09.141344", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Create a function to Greyscale,Resize and Normalize the data" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f60a3fea", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:09.215297Z", + "iopub.status.busy": "2022-08-05T19:30:09.214590Z", + "iopub.status.idle": "2022-08-05T19:30:09.222230Z", + "shell.execute_reply": "2022-08-05T19:30:09.221344Z" + }, + "papermill": { + "duration": 0.035398, + "end_time": "2022-08-05T19:30:09.224233", + "exception": false, + "start_time": "2022-08-05T19:30:09.188835", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def preprocess_some_images(img_paths, width, height):\n", + " resized_imgs = []\n", + " for img_path in img_paths:\n", + " # change to Grey scal\n", + " # img = cv2.imread(img_path, cv2.IMREAD_GRAYSCALE)\n", + " img = cv2.imread(img_path, cv2.COLOR_BGR2GRAY)\n", + " \n", + " # resize the image to the desired size\n", + " gray_image = cv2.resize(img, (width, height))\n", + " \n", + " # Normalize the image\n", + " gray_image =(gray_image - np.min(gray_image)) / (np.max(gray_image) - np.min(gray_image))\n", + "\n", + " # add to the list\n", + " resized_imgs.append(gray_image)\n", + " \n", + " return resized_imgs" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "3b22bca4", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:09.273845Z", + "iopub.status.busy": "2022-08-05T19:30:09.273553Z", + "iopub.status.idle": "2022-08-05T19:30:09.322763Z", + "shell.execute_reply": "2022-08-05T19:30:09.321888Z" + }, + "papermill": { + "duration": 0.076376, + "end_time": "2022-08-05T19:30:09.324814", + "exception": false, + "start_time": "2022-08-05T19:30:09.248438", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "preprocessed_imgs= preprocess_some_images(samples,240,240)" + ] + }, + { + "cell_type": "markdown", + "id": "81874373", + "metadata": { + "papermill": { + "duration": 0.024872, + "end_time": "2022-08-05T19:30:09.375498", + "exception": false, + "start_time": "2022-08-05T19:30:09.350626", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Display new image HxW dimensions" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b68886d8", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:09.425692Z", + "iopub.status.busy": "2022-08-05T19:30:09.424876Z", + "iopub.status.idle": "2022-08-05T19:30:09.431817Z", + "shell.execute_reply": "2022-08-05T19:30:09.430812Z" + }, + "papermill": { + "duration": 0.034314, + "end_time": "2022-08-05T19:30:09.433617", + "exception": false, + "start_time": "2022-08-05T19:30:09.399303", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'240X240'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\"{}X{}\".format(preprocessed_imgs[0].shape[0],preprocessed_imgs[0].shape[1])\n" + ] + }, + { + "cell_type": "markdown", + "id": "7603fb2b", + "metadata": { + "papermill": { + "duration": 0.024002, + "end_time": "2022-08-05T19:30:09.482076", + "exception": false, + "start_time": "2022-08-05T19:30:09.458074", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Display new image shape" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "b4dae880", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:09.531348Z", + "iopub.status.busy": "2022-08-05T19:30:09.531066Z", + "iopub.status.idle": "2022-08-05T19:30:09.537438Z", + "shell.execute_reply": "2022-08-05T19:30:09.536357Z" + }, + "papermill": { + "duration": 0.033986, + "end_time": "2022-08-05T19:30:09.539857", + "exception": false, + "start_time": "2022-08-05T19:30:09.505871", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(240, 240, 3)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preprocessed_imgs[0].shape" + ] + }, + { + "cell_type": "markdown", + "id": "2de7f806", + "metadata": { + "papermill": { + "duration": 0.023803, + "end_time": "2022-08-05T19:30:09.587870", + "exception": false, + "start_time": "2022-08-05T19:30:09.564067", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Data Diplay - **Greyscale, Resized and Normalized**" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "abeedc66", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:09.638099Z", + "iopub.status.busy": "2022-08-05T19:30:09.637128Z", + "iopub.status.idle": "2022-08-05T19:30:10.480735Z", + "shell.execute_reply": "2022-08-05T19:30:10.479899Z" + }, + "papermill": { + "duration": 0.87664, + "end_time": "2022-08-05T19:30:10.488431", + "exception": false, + "start_time": "2022-08-05T19:30:09.611791", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(11, 11))\n", + "columns = 3\n", + "rows = 3\n", + "for i, img in zip(range(1, columns*rows +1), preprocessed_imgs):\n", + " fig.add_subplot(rows, columns, i)\n", + " plt.imshow(img, cmap='gray')\n", + " plt.axis('off')\n", + " plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "10589bff", + "metadata": { + "papermill": { + "duration": 0.034646, + "end_time": "2022-08-05T19:30:10.557732", + "exception": false, + "start_time": "2022-08-05T19:30:10.523086", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 2.B - PCA Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "c7392e68", + "metadata": { + "papermill": { + "duration": 0.032027, + "end_time": "2022-08-05T19:30:10.625551", + "exception": false, + "start_time": "2022-08-05T19:30:10.593524", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "1. On the Complete Chess Board" + ] + }, + { + "cell_type": "markdown", + "id": "88ec74c6", + "metadata": { + "papermill": { + "duration": 0.032023, + "end_time": "2022-08-05T19:30:10.690412", + "exception": false, + "start_time": "2022-08-05T19:30:10.658389", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Prepare Image Data for PCA Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a36a5b64", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:10.757993Z", + "iopub.status.busy": "2022-08-05T19:30:10.757575Z", + "iopub.status.idle": "2022-08-05T19:30:11.016847Z", + "shell.execute_reply": "2022-08-05T19:30:11.015928Z" + }, + "papermill": { + "duration": 0.296009, + "end_time": "2022-08-05T19:30:11.019047", + "exception": false, + "start_time": "2022-08-05T19:30:10.723038", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(720, 720)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "img = np.array(cv2.imread(samples[8]))\n", + "new_img=img.reshape(img.shape[0], (img.shape[1]*img.shape[2]))\n", + "new_img= cv2.resize(new_img, (720, 720),interpolation=cv2.INTER_CUBIC)\n", + "plt.figure(figsize=(6, 6))\n", + "plt.imshow(new_img, cmap='gray')\n", + "new_img.shape\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "4e248d37", + "metadata": { + "papermill": { + "duration": 0.033781, + "end_time": "2022-08-05T19:30:11.086079", + "exception": false, + "start_time": "2022-08-05T19:30:11.052298", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- PCA Analysis - **Components Analysis**" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "64c2ddcc", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:11.154910Z", + "iopub.status.busy": "2022-08-05T19:30:11.154114Z", + "iopub.status.idle": "2022-08-05T19:30:11.589474Z", + "shell.execute_reply": "2022-08-05T19:30:11.588485Z" + }, + "papermill": { + "duration": 0.472129, + "end_time": "2022-08-05T19:30:11.591480", + "exception": false, + "start_time": "2022-08-05T19:30:11.119351", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using 15 components reservers 92.80000000000001% of the features\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Cumulative_explained_variance')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Import required modules\n", + "from sklearn.decomposition import PCA\n", + "\n", + "pca = PCA()\n", + "pca.n_components = 15\n", + "img_transformed = pca.fit_transform(new_img)\n", + "\n", + "percentage_var_explained = pca.explained_variance_ / np.sum(pca.explained_variance_);\n", + "\n", + "cum_var_explained = np.cumsum(percentage_var_explained)\n", + "\n", + "reserved =np.round(np.sum(pca.explained_variance_ratio_),3)*100\n", + "\n", + "print(\"Using {} components reservers {}% of the features\".format(pca.n_components,reserved))\n", + "\n", + "# Plot the PCA spectrum\n", + "plt.figure(1, figsize=(6, 4))\n", + "\n", + "plt.clf()\n", + "plt.plot(cum_var_explained, linewidth=2)\n", + "plt.axis('tight')\n", + "plt.grid()\n", + "plt.xlabel('n_components')\n", + "plt.ylim(min(cum_var_explained),1)\n", + "plt.axhline(y=reserved/100.0, linestyle='--', color='k', linewidth=2)\n", + "plt.ylabel('Cumulative_explained_variance')\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "8735b9cb", + "metadata": { + "papermill": { + "duration": 0.033499, + "end_time": "2022-08-05T19:30:11.660308", + "exception": false, + "start_time": "2022-08-05T19:30:11.626809", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- PCA Analysis - **Results**" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "3376167c", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:11.730809Z", + "iopub.status.busy": "2022-08-05T19:30:11.728979Z", + "iopub.status.idle": "2022-08-05T19:30:12.143569Z", + "shell.execute_reply": "2022-08-05T19:30:12.142598Z" + }, + "papermill": { + "duration": 0.452302, + "end_time": "2022-08-05T19:30:12.146090", + "exception": false, + "start_time": "2022-08-05T19:30:11.693788", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'After PCA image')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1,ax2) = plt.subplots(1, 2, figsize=(12, 5))\n", + "img = np.array(cv2.imread(samples[8]))##np.array(preprocessed_imgs[0],copy=True)\n", + "new_img=img.reshape(img.shape[0], (img.shape[1]*img.shape[2]))\n", + "new_img= cv2.resize(new_img, (720, 720),interpolation=cv2.INTER_CUBIC)\n", + "ax1.imshow(new_img, cmap='gray')\n", + "ax1.set_title(\"Before PCA image\")\n", + "\n", + "plt.figure(figsize=(6, 6))\n", + "temp = pca.inverse_transform(img_transformed) \n", + "temp = np.reshape(temp, (720,720)) \n", + "ax2.imshow(temp, cmap='gray')\n", + "ax2.set_title(\"After PCA image\")" + ] + }, + { + "cell_type": "markdown", + "id": "e8511793", + "metadata": { + "papermill": { + "duration": 0.034538, + "end_time": "2022-08-05T19:30:12.217598", + "exception": false, + "start_time": "2022-08-05T19:30:12.183060", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "2 . On the Chess Board Pieces" + ] + }, + { + "cell_type": "markdown", + "id": "ceaf4ec2", + "metadata": { + "papermill": { + "duration": 0.034478, + "end_time": "2022-08-05T19:30:12.287440", + "exception": false, + "start_time": "2022-08-05T19:30:12.252962", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Prepare Image Data for PCA Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "06c15cf6", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:12.359811Z", + "iopub.status.busy": "2022-08-05T19:30:12.359446Z", + "iopub.status.idle": "2022-08-05T19:30:20.740907Z", + "shell.execute_reply": "2022-08-05T19:30:20.739949Z" + }, + "papermill": { + "duration": 8.419972, + "end_time": "2022-08-05T19:30:20.743026", + "exception": false, + "start_time": "2022-08-05T19:30:12.323054", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(64, 720, 720)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "def image_to_squares_pca(img,heights,widths):\n", + " squares = []\n", + " for i in range(0,8):\n", + " for j in range(0,8):\n", + " new_img =img[i*heights//8:i*heights//8+heights//8,j*widths//8:j*widths//8+widths//8]\n", + " new_img=new_img.reshape(new_img.shape[0], (new_img.shape[1]*new_img.shape[2]))\n", + " new_img= cv2.resize(new_img, (720, 720),interpolation=cv2.INTER_CUBIC)\n", + " squares.append(new_img)\n", + " return np.array(squares)\n", + "\n", + "img = np.array(cv2.imread(samples[8]))\n", + "sqaures= image_to_squares_pca(img,400,400)\n", + "fig = plt.figure(figsize=(10, 10))\n", + "columns = 8\n", + "rows = 8\n", + "for i, img in zip(range(1, columns*rows +1),sqaures):\n", + " fig.add_subplot(rows, columns, i)\n", + " plt.imshow(img, cmap='gray')\n", + " plt.axis('off')\n", + " plt.tight_layout()\n", + "plt.show()\n", + "sqaures.shape" + ] + }, + { + "cell_type": "markdown", + "id": "e5324f36", + "metadata": { + "papermill": { + "duration": 0.038437, + "end_time": "2022-08-05T19:30:20.821843", + "exception": false, + "start_time": "2022-08-05T19:30:20.783406", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- PCA Analysis - **Components Analysis**" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "05806ea0", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:20.901941Z", + "iopub.status.busy": "2022-08-05T19:30:20.901156Z", + "iopub.status.idle": "2022-08-05T19:30:21.199022Z", + "shell.execute_reply": "2022-08-05T19:30:21.198072Z" + }, + "papermill": { + "duration": 0.340586, + "end_time": "2022-08-05T19:30:21.201110", + "exception": false, + "start_time": "2022-08-05T19:30:20.860524", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using 5 components reservers 99.1% of the features\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Cumulative_explained_variance')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Import required modules\n", + "from sklearn.decomposition import PCA\n", + "test_sample= sqaures[3]\n", + "pca = PCA()\n", + "pca.n_components = 5\n", + "img_transformed = pca.fit_transform(test_sample)\n", + "\n", + "percentage_var_explained = pca.explained_variance_ / np.sum(pca.explained_variance_);\n", + "\n", + "cum_var_explained = np.cumsum(percentage_var_explained)\n", + "\n", + "reserved =np.round(np.sum(pca.explained_variance_ratio_),3)*100\n", + "\n", + "print(\"Using {} components reservers {}% of the features\".format(pca.n_components,reserved))\n", + "\n", + "# Plot the PCA spectrum\n", + "plt.figure(1, figsize=(6, 4))\n", + "\n", + "plt.clf()\n", + "plt.plot(cum_var_explained, linewidth=2)\n", + "plt.axis('tight')\n", + "plt.grid()\n", + "plt.xlabel('n_components')\n", + "plt.ylim(min(cum_var_explained),1)\n", + "plt.axhline(y=reserved/100.0, linestyle='--', color='k', linewidth=2)\n", + "plt.ylabel('Cumulative_explained_variance')\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "05d5aa1f", + "metadata": { + "papermill": { + "duration": 0.03818, + "end_time": "2022-08-05T19:30:21.278903", + "exception": false, + "start_time": "2022-08-05T19:30:21.240723", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- PCA Analysis - **Results**" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "d29fde88", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:21.358941Z", + "iopub.status.busy": "2022-08-05T19:30:21.358245Z", + "iopub.status.idle": "2022-08-05T19:30:33.857858Z", + "shell.execute_reply": "2022-08-05T19:30:33.856644Z" + }, + "papermill": { + "duration": 12.543342, + "end_time": "2022-08-05T19:30:33.860264", + "exception": false, + "start_time": "2022-08-05T19:30:21.316922", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Import required modules\n", + "from sklearn.decomposition import PCA\n", + "sqaures_PCA=[]\n", + "for img in sqaures:\n", + " pca = PCA()\n", + " pca.n_components = 5\n", + " img_transformed = pca.fit_transform(img)\n", + " temp = pca.inverse_transform(img_transformed) \n", + " temp = np.reshape(temp, (720,720)) \n", + " sqaures_PCA.append(temp)\n", + " \n", + "fig = plt.figure(figsize=(10, 10))\n", + "columns = 8\n", + "rows = 8\n", + "for i, img in zip(range(1, columns*rows +1),sqaures_PCA):\n", + " fig.add_subplot(rows, columns, i)\n", + " plt.imshow(img, cmap='gray')\n", + " plt.axis('off')\n", + " plt.tight_layout()\n", + "plt.show()\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "d224959e", + "metadata": { + "papermill": { + "duration": 0.041563, + "end_time": "2022-08-05T19:30:33.946103", + "exception": false, + "start_time": "2022-08-05T19:30:33.904540", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 3 - Feature Engineering" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "fc2c237c", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:34.030048Z", + "iopub.status.busy": "2022-08-05T19:30:34.029700Z", + "iopub.status.idle": "2022-08-05T19:30:34.035455Z", + "shell.execute_reply": "2022-08-05T19:30:34.034517Z" + }, + "papermill": { + "duration": 0.050615, + "end_time": "2022-08-05T19:30:34.037489", + "exception": false, + "start_time": "2022-08-05T19:30:33.986874", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def image_to_squares(img,heights,widths):\n", + " squares = []\n", + " for i in range(0,8):\n", + " for j in range(0,8):\n", + " squares.append(img[i*heights//8:i*heights//8+heights//8,j*widths//8:j*widths//8+widths//8])\n", + " return np.array(squares)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "0293b5e9", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:34.122124Z", + "iopub.status.busy": "2022-08-05T19:30:34.121816Z", + "iopub.status.idle": "2022-08-05T19:30:39.634348Z", + "shell.execute_reply": "2022-08-05T19:30:39.633178Z" + }, + "papermill": { + "duration": 5.557959, + "end_time": "2022-08-05T19:30:39.636716", + "exception": false, + "start_time": "2022-08-05T19:30:34.078757", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(64, 30, 30, 3)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sqaures= image_to_squares(preprocessed_imgs[0],240,240)\n", + "fig = plt.figure(figsize=(10, 10))\n", + "columns = 8\n", + "rows = 8\n", + "for i, img in zip(range(1, columns*rows +1),sqaures):\n", + " fig.add_subplot(rows, columns, i)\n", + " plt.imshow(img, cmap='gray')\n", + " plt.axis('off')\n", + " plt.tight_layout()\n", + "plt.show()\n", + "sqaures.shape" + ] + }, + { + "cell_type": "markdown", + "id": "b2a0f6d0", + "metadata": { + "papermill": { + "duration": 0.048173, + "end_time": "2022-08-05T19:30:39.733010", + "exception": false, + "start_time": "2022-08-05T19:30:39.684837", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Create a function to the complete preprocessing and sqaures division of one sample of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "26e4fa83", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:39.823822Z", + "iopub.status.busy": "2022-08-05T19:30:39.823439Z", + "iopub.status.idle": "2022-08-05T19:30:39.829722Z", + "shell.execute_reply": "2022-08-05T19:30:39.828593Z" + }, + "papermill": { + "duration": 0.054386, + "end_time": "2022-08-05T19:30:39.832112", + "exception": false, + "start_time": "2022-08-05T19:30:39.777726", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def preprocess_image(img_path):\n", + " height =240\n", + " width =240\n", + "\n", + " # change to Grey scal\n", + " img = cv2.imread(img_path, cv2.COLOR_BGR2GRAY)\n", + " \n", + " # resize the image to the desired size\n", + " gray_image = cv2.resize(img, (width, height))\n", + " \n", + " # Normalize the image\n", + " gray_image =(gray_image - np.min(gray_image)) / (np.max(gray_image) - np.min(gray_image))\n", + "\n", + " squares = image_to_squares(gray_image,height,width)\n", + " return squares" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "e78c5936", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:39.922476Z", + "iopub.status.busy": "2022-08-05T19:30:39.922176Z", + "iopub.status.idle": "2022-08-05T19:30:45.136569Z", + "shell.execute_reply": "2022-08-05T19:30:45.135718Z" + }, + "papermill": { + "duration": 5.26632, + "end_time": "2022-08-05T19:30:45.142370", + "exception": false, + "start_time": "2022-08-05T19:30:39.876050", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(64, 30, 30, 3)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sqaures=preprocess_image(train[444])\n", + "\n", + "fig = plt.figure(figsize=(10, 10))\n", + "columns = 8\n", + "rows = 8\n", + "for i, img in zip(range(1, columns*rows +1),sqaures):\n", + " fig.add_subplot(rows, columns, i)\n", + " plt.imshow(img, cmap='gray')\n", + " plt.axis('off')\n", + " plt.tight_layout()\n", + "plt.show()\n", + "sqaures.shape" + ] + }, + { + "cell_type": "markdown", + "id": "1a23f279", + "metadata": { + "papermill": { + "duration": 0.052823, + "end_time": "2022-08-05T19:30:45.248606", + "exception": false, + "start_time": "2022-08-05T19:30:45.195783", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Create a FEN Label Encode /Decoder Functions\n", + "- **NOTE** These 2 Functions are taken from this Kaggle notebook : https://www.kaggle.com/code/koryakinp/chess-fen-generator/notebook" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "b6dc1a90", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:45.348418Z", + "iopub.status.busy": "2022-08-05T19:30:45.348046Z", + "iopub.status.idle": "2022-08-05T19:30:45.357454Z", + "shell.execute_reply": "2022-08-05T19:30:45.356365Z" + }, + "papermill": { + "duration": 0.061932, + "end_time": "2022-08-05T19:30:45.359816", + "exception": false, + "start_time": "2022-08-05T19:30:45.297884", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def onehot_from_fen(fen):\n", + " eye = np.eye(13)\n", + " output = np.empty((0, 13))\n", + " fen = re.sub('[-]', '', fen)\n", + "\n", + " for char in fen:\n", + " if(char in '12345678'):\n", + " output = np.append(\n", + " output, np.tile(eye[12], (int(char), 1)), axis=0)\n", + " else:\n", + " idx = piece_symbols.index(char)\n", + " output = np.append(output, eye[idx].reshape((1, 13)), axis=0)\n", + "\n", + " return output\n", + "\n", + "def fen_from_onehot(one_hot):\n", + " output = ''\n", + " for j in range(8):\n", + " for i in range(8):\n", + " if(one_hot[j][i] == 12):\n", + " output += ' '\n", + " else:\n", + " output += piece_symbols[one_hot[j][i]]\n", + " if(j != 7):\n", + " output += '-'\n", + "\n", + " for i in range(8, 0, -1):\n", + " output = output.replace(' ' * i, str(i))\n", + "\n", + " return output" + ] + }, + { + "cell_type": "markdown", + "id": "a9771ec5", + "metadata": { + "papermill": { + "duration": 0.048488, + "end_time": "2022-08-05T19:30:45.455997", + "exception": false, + "start_time": "2022-08-05T19:30:45.407509", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Create a function divide the data into training and testing sets" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "97349590", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:45.555064Z", + "iopub.status.busy": "2022-08-05T19:30:45.554711Z", + "iopub.status.idle": "2022-08-05T19:30:45.560901Z", + "shell.execute_reply": "2022-08-05T19:30:45.559816Z" + }, + "papermill": { + "duration": 0.058332, + "end_time": "2022-08-05T19:30:45.562853", + "exception": false, + "start_time": "2022-08-05T19:30:45.504521", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def train_gen(features):\n", + " for i, img in enumerate(features):\n", + " y = onehot_from_fen(get_image_FEN_label(img))\n", + " x = preprocess_image(img)\n", + " yield x, y\n", + "\n", + "def pred_gen(features):\n", + " for i, img in enumerate(features):\n", + " y = onehot_from_fen(get_image_FEN_label(img))\n", + " x = preprocess_image(img)\n", + " yield x, y" + ] + }, + { + "cell_type": "markdown", + "id": "b7b3a044", + "metadata": { + "papermill": { + "duration": 0.054417, + "end_time": "2022-08-05T19:30:45.678031", + "exception": false, + "start_time": "2022-08-05T19:30:45.623614", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 4 - Modeling & Model Training" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "3ef11d18", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:45.776895Z", + "iopub.status.busy": "2022-08-05T19:30:45.776486Z", + "iopub.status.idle": "2022-08-05T19:30:48.146030Z", + "shell.execute_reply": "2022-08-05T19:30:48.143123Z" + }, + "papermill": { + "duration": 2.422536, + "end_time": "2022-08-05T19:30:48.148615", + "exception": false, + "start_time": "2022-08-05T19:30:45.726079", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-08-05 19:30:45.856368: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:45.946135: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:45.946909: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:45.948143: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2022-08-05 19:30:45.948440: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:45.949174: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:45.949843: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:47.721468: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:47.722376: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:47.723064: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "conv2d (Conv2D) (None, 28, 28, 32) 896 \n", + "_________________________________________________________________\n", + "max_pooling2d (MaxPooling2D) (None, 9, 9, 32) 0 \n", + "_________________________________________________________________\n", + "conv2d_1 (Conv2D) (None, 5, 5, 16) 12816 \n", + "_________________________________________________________________\n", + "flatten (Flatten) (None, 400) 0 \n", + "_________________________________________________________________\n", + "dropout (Dropout) (None, 400) 0 \n", + "_________________________________________________________________\n", + "dense (Dense) (None, 13) 5213 \n", + "=================================================================\n", + "Total params: 18,925\n", + "Trainable params: 18,925\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "ead from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:47.723666: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 15403 MB memory: -> device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0\n" + ] + } + ], + "source": [ + "from keras.datasets import mnist\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense, Dropout, Flatten\n", + "from keras.layers import Conv2D, MaxPooling2D\n", + "\n", + "# Add a convolutional layer\n", + "model = Sequential()\n", + "model.add(Convolution2D(32, (3, 3),activation='relu', input_shape=(30, 30, 3)))\n", + "model.add(MaxPooling2D(pool_size=(3, 3)))\n", + "model.add(Convolution2D(16, (5, 5),activation='relu'))\n", + "model.add(Flatten())\n", + "model.add(Dropout(0.35))\n", + "model.add(Dense(13, activation='softmax'))\n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "918a63b2", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:48.248811Z", + "iopub.status.busy": "2022-08-05T19:30:48.248455Z", + "iopub.status.idle": "2022-08-05T19:30:48.261164Z", + "shell.execute_reply": "2022-08-05T19:30:48.260294Z" + }, + "papermill": { + "duration": 0.065897, + "end_time": "2022-08-05T19:30:48.263191", + "exception": false, + "start_time": "2022-08-05T19:30:48.197294", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Compile the model \n", + "model.compile(optimizer='adam', \n", + " loss='categorical_crossentropy', \n", + " metrics=['accuracy'])" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "61e683c5", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:48.364755Z", + "iopub.status.busy": "2022-08-05T19:30:48.363107Z", + "iopub.status.idle": "2022-08-05T19:33:54.906653Z", + "shell.execute_reply": "2022-08-05T19:33:54.905722Z" + }, + "papermill": { + "duration": 186.596992, + "end_time": "2022-08-05T19:33:54.908848", + "exception": false, + "start_time": "2022-08-05T19:30:48.311856", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Training Progress:\n", + "------------------------\n", + "Epoch 1/100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-08-05 19:30:48.442942: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:185] None of the MLIR Optimization Passes are enabled (registered 2)\n", + "2022-08-05 19:30:49.663639: I tensorflow/stream_executor/cuda/cuda_dnn.cc:369] Loaded cuDNN version 8005\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "200/200 [==============================] - 9s 10ms/step - loss: 0.6619 - accuracy: 0.8437 - val_loss: 0.4130 - val_accuracy: 0.8895\n", + "Epoch 2/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.3445 - accuracy: 0.9026 - val_loss: 0.2224 - val_accuracy: 0.9539\n", + "Epoch 3/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.2351 - accuracy: 0.9365 - val_loss: 0.1474 - val_accuracy: 0.9633\n", + "Epoch 4/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.1378 - accuracy: 0.9624 - val_loss: 0.1335 - val_accuracy: 0.9590\n", + "Epoch 5/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.1065 - accuracy: 0.9698 - val_loss: 0.1113 - val_accuracy: 0.9793\n", + "Epoch 6/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0889 - accuracy: 0.9760 - val_loss: 0.0587 - val_accuracy: 0.9840\n", + "Epoch 7/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0567 - accuracy: 0.9834 - val_loss: 0.0689 - val_accuracy: 0.9770\n", + "Epoch 8/100\n", + "200/200 [==============================] - 2s 11ms/step - loss: 0.0443 - accuracy: 0.9866 - val_loss: 0.0251 - val_accuracy: 0.9957\n", + "Epoch 9/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0520 - accuracy: 0.9843 - val_loss: 0.0234 - val_accuracy: 0.9918\n", + "Epoch 10/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0375 - accuracy: 0.9898 - val_loss: 0.0248 - val_accuracy: 0.9945\n", + "Epoch 11/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0317 - accuracy: 0.9903 - val_loss: 0.0152 - val_accuracy: 0.9977\n", + "Epoch 12/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0227 - accuracy: 0.9931 - val_loss: 0.0120 - val_accuracy: 0.9980\n", + "Epoch 13/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0205 - accuracy: 0.9937 - val_loss: 0.0146 - val_accuracy: 0.9965\n", + "Epoch 14/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0278 - accuracy: 0.9923 - val_loss: 0.0078 - val_accuracy: 0.9984\n", + "Epoch 15/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0180 - accuracy: 0.9952 - val_loss: 0.0057 - val_accuracy: 0.9992\n", + "Epoch 16/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0131 - accuracy: 0.9961 - val_loss: 0.0044 - val_accuracy: 0.9992\n", + "Epoch 17/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0137 - accuracy: 0.9962 - val_loss: 0.0025 - val_accuracy: 1.0000\n", + "Epoch 18/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0132 - accuracy: 0.9962 - val_loss: 0.0038 - val_accuracy: 0.9992\n", + "Epoch 19/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0362 - accuracy: 0.9894 - val_loss: 0.0099 - val_accuracy: 0.9977\n", + "Epoch 20/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0104 - accuracy: 0.9973 - val_loss: 0.0034 - val_accuracy: 0.9992\n", + "Epoch 21/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0093 - accuracy: 0.9972 - val_loss: 0.0025 - val_accuracy: 0.9996\n", + "Epoch 22/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0099 - accuracy: 0.9973 - val_loss: 0.0052 - val_accuracy: 0.9980\n", + "Epoch 23/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0112 - accuracy: 0.9968 - val_loss: 0.0011 - val_accuracy: 1.0000\n", + "Epoch 24/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0073 - accuracy: 0.9980 - val_loss: 0.0027 - val_accuracy: 0.9996\n", + "Epoch 25/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0062 - accuracy: 0.9987 - val_loss: 5.7443e-04 - val_accuracy: 1.0000\n", + "Epoch 26/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0057 - accuracy: 0.9986 - val_loss: 0.0012 - val_accuracy: 1.0000\n", + "Epoch 27/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0068 - accuracy: 0.9978 - val_loss: 0.0017 - val_accuracy: 1.0000\n", + "Epoch 28/100\n", + "200/200 [==============================] - 2s 11ms/step - loss: 0.0046 - accuracy: 0.9992 - val_loss: 0.0019 - val_accuracy: 0.9988\n", + "Epoch 29/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0059 - accuracy: 0.9979 - val_loss: 0.0023 - val_accuracy: 0.9988\n", + "Epoch 30/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0069 - accuracy: 0.9978 - val_loss: 0.0020 - val_accuracy: 0.9996\n", + "Epoch 31/100\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.0043 - accuracy: 0.9990 - val_loss: 0.0037 - val_accuracy: 0.9988\n", + "Epoch 32/100\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.0079 - accuracy: 0.9977 - val_loss: 5.1421e-04 - val_accuracy: 1.0000\n", + "Epoch 33/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0034 - accuracy: 0.9991 - val_loss: 9.5118e-04 - val_accuracy: 1.0000\n", + "Epoch 34/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0042 - accuracy: 0.9985 - val_loss: 2.9093e-04 - val_accuracy: 1.0000\n", + "Epoch 35/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0029 - accuracy: 0.9993 - val_loss: 4.1153e-04 - val_accuracy: 1.0000\n", + "Epoch 36/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0033 - accuracy: 0.9992 - val_loss: 2.3751e-04 - val_accuracy: 1.0000\n", + "Epoch 37/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0029 - accuracy: 0.9995 - val_loss: 0.0031 - val_accuracy: 0.9992\n", + "Epoch 38/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0045 - accuracy: 0.9986 - val_loss: 3.8838e-04 - val_accuracy: 1.0000\n", + "Epoch 39/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0307 - accuracy: 0.9923 - val_loss: 8.2540e-04 - val_accuracy: 1.0000\n", + "Epoch 40/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0038 - accuracy: 0.9991 - val_loss: 3.7534e-04 - val_accuracy: 1.0000\n", + "Epoch 41/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0048 - accuracy: 0.9985 - val_loss: 0.0015 - val_accuracy: 1.0000\n", + "Epoch 42/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0055 - accuracy: 0.9984 - val_loss: 0.0024 - val_accuracy: 0.9992\n", + "Epoch 43/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0039 - accuracy: 0.9990 - val_loss: 2.6150e-04 - val_accuracy: 1.0000\n", + "Epoch 44/100\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.0031 - accuracy: 0.9988 - val_loss: 8.2135e-04 - val_accuracy: 0.9996\n", + "Epoch 45/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0018 - accuracy: 0.9996 - val_loss: 1.2434e-04 - val_accuracy: 1.0000\n", + "Epoch 46/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0015 - accuracy: 0.9998 - val_loss: 1.6237e-04 - val_accuracy: 1.0000\n", + "Epoch 47/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0014 - accuracy: 0.9996 - val_loss: 6.2706e-05 - val_accuracy: 1.0000\n", + "Epoch 48/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0057 - accuracy: 0.9985 - val_loss: 1.5684e-04 - val_accuracy: 1.0000\n", + "Epoch 49/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0051 - accuracy: 0.9989 - val_loss: 4.3287e-05 - val_accuracy: 1.0000\n", + "Epoch 50/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0020 - accuracy: 0.9995 - val_loss: 2.9062e-04 - val_accuracy: 1.0000\n", + "Epoch 51/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0026 - accuracy: 0.9991 - val_loss: 4.8891e-04 - val_accuracy: 1.0000\n", + "Epoch 52/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0018 - accuracy: 0.9995 - val_loss: 3.7961e-05 - val_accuracy: 1.0000\n", + "Epoch 53/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0019 - accuracy: 0.9997 - val_loss: 8.7146e-05 - val_accuracy: 1.0000\n", + "Epoch 54/100\n", + "200/200 [==============================] - 2s 11ms/step - loss: 0.0016 - accuracy: 0.9996 - val_loss: 6.1099e-05 - val_accuracy: 1.0000\n", + "Epoch 55/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0017 - accuracy: 0.9994 - val_loss: 1.3934e-04 - val_accuracy: 1.0000\n", + "Epoch 56/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0019 - accuracy: 0.9994 - val_loss: 0.0074 - val_accuracy: 0.9969\n", + "Epoch 57/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0063 - accuracy: 0.9984 - val_loss: 0.0091 - val_accuracy: 0.9984\n", + "Epoch 58/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0020 - accuracy: 0.9994 - val_loss: 5.2620e-05 - val_accuracy: 1.0000\n", + "Epoch 59/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0015 - accuracy: 0.9995 - val_loss: 5.3126e-05 - val_accuracy: 1.0000\n", + "Epoch 60/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0014 - accuracy: 0.9995 - val_loss: 1.1495e-05 - val_accuracy: 1.0000\n", + "Epoch 61/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0011 - accuracy: 0.9997 - val_loss: 0.0025 - val_accuracy: 0.9988\n", + "Epoch 62/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0112 - accuracy: 0.9962 - val_loss: 1.5244e-04 - val_accuracy: 1.0000\n", + "Epoch 63/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0039 - accuracy: 0.9988 - val_loss: 5.6496e-05 - val_accuracy: 1.0000\n", + "Epoch 64/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0014 - accuracy: 0.9997 - val_loss: 5.9164e-05 - val_accuracy: 1.0000\n", + "Epoch 65/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 8.0254e-04 - accuracy: 0.9997 - val_loss: 7.8508e-06 - val_accuracy: 1.0000\n", + "Epoch 66/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0011 - accuracy: 0.9998 - val_loss: 9.0615e-05 - val_accuracy: 1.0000\n", + "Epoch 67/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 9.9278e-04 - accuracy: 0.9996 - val_loss: 3.6101e-05 - val_accuracy: 1.0000\n", + "Epoch 68/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0010 - accuracy: 0.9998 - val_loss: 2.9268e-05 - val_accuracy: 1.0000\n", + "Epoch 69/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0013 - accuracy: 0.9995 - val_loss: 6.3407e-05 - val_accuracy: 1.0000\n", + "Epoch 70/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0013 - accuracy: 0.9994 - val_loss: 3.1984e-05 - val_accuracy: 1.0000\n", + "Epoch 71/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0011 - accuracy: 0.9997 - val_loss: 1.0438e-05 - val_accuracy: 1.0000\n", + "Epoch 72/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0014 - accuracy: 0.9997 - val_loss: 3.4928e-05 - val_accuracy: 1.0000\n", + "Epoch 73/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 5.7515e-04 - accuracy: 1.0000 - val_loss: 2.0269e-05 - val_accuracy: 1.0000\n", + "Epoch 74/100\n", + "200/200 [==============================] - 2s 8ms/step - loss: 7.9947e-04 - accuracy: 0.9998 - val_loss: 4.5514e-05 - val_accuracy: 1.0000\n", + "Epoch 75/100\n", + "200/200 [==============================] - 2s 12ms/step - loss: 0.0018 - accuracy: 0.9994 - val_loss: 3.9182e-04 - val_accuracy: 0.9996\n", + "Epoch 76/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0023 - accuracy: 0.9991 - val_loss: 9.2502e-05 - val_accuracy: 1.0000\n", + "Epoch 77/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0035 - accuracy: 0.9988 - val_loss: 5.8867e-05 - val_accuracy: 1.0000\n", + "Epoch 78/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 6.4024e-04 - accuracy: 0.9999 - val_loss: 1.6588e-05 - val_accuracy: 1.0000\n", + "Epoch 79/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0042 - accuracy: 0.9988 - val_loss: 4.1775e-05 - val_accuracy: 1.0000\n", + "Epoch 80/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 9.8420e-04 - accuracy: 0.9997 - val_loss: 7.1820e-05 - val_accuracy: 1.0000\n", + "Epoch 81/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0015 - accuracy: 0.9996 - val_loss: 9.9283e-05 - val_accuracy: 1.0000\n", + "Epoch 82/100\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.0018 - accuracy: 0.9992 - val_loss: 1.4273e-04 - val_accuracy: 1.0000\n", + "Epoch 83/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0038 - accuracy: 0.9992 - val_loss: 1.1101e-04 - val_accuracy: 1.0000\n", + "Epoch 84/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0015 - accuracy: 0.9996 - val_loss: 7.6760e-06 - val_accuracy: 1.0000\n", + "Epoch 85/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 3.5137e-04 - accuracy: 1.0000 - val_loss: 8.3540e-06 - val_accuracy: 1.0000\n", + "Epoch 86/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0010 - accuracy: 0.9998 - val_loss: 7.0818e-06 - val_accuracy: 1.0000\n", + "Epoch 87/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0011 - accuracy: 0.9995 - val_loss: 3.0861e-04 - val_accuracy: 1.0000\n", + "Epoch 88/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 7.8636e-04 - accuracy: 0.9998 - val_loss: 2.6244e-04 - val_accuracy: 1.0000\n", + "Epoch 89/100\n", + "200/200 [==============================] - 2s 11ms/step - loss: 0.0014 - accuracy: 0.9994 - val_loss: 0.0793 - val_accuracy: 0.9805\n", + "Epoch 90/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0040 - accuracy: 0.9988 - val_loss: 1.0170e-05 - val_accuracy: 1.0000\n", + "Epoch 91/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0041 - accuracy: 0.9987 - val_loss: 2.4581e-05 - val_accuracy: 1.0000\n", + "Epoch 92/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0013 - accuracy: 0.9995 - val_loss: 1.1484e-05 - val_accuracy: 1.0000\n", + "Epoch 93/100\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.0011 - accuracy: 0.9995 - val_loss: 6.2322e-06 - val_accuracy: 1.0000\n", + "Epoch 94/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 6.9639e-04 - accuracy: 0.9998 - val_loss: 4.0832e-06 - val_accuracy: 1.0000\n", + "Epoch 95/100\n", + "200/200 [==============================] - 2s 12ms/step - loss: 0.0010 - accuracy: 0.9998 - val_loss: 1.9893e-04 - val_accuracy: 1.0000\n", + "Epoch 96/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0073 - accuracy: 0.9984 - val_loss: 0.0019 - val_accuracy: 0.9992\n", + "Epoch 97/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0028 - accuracy: 0.9994 - val_loss: 1.8571e-05 - val_accuracy: 1.0000\n", + "Epoch 98/100\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.0013 - accuracy: 0.9995 - val_loss: 8.4565e-06 - val_accuracy: 1.0000\n", + "Epoch 99/100\n", + "200/200 [==============================] - 1s 6ms/step - loss: 7.8066e-04 - accuracy: 0.9998\n", + "Epoch 100/100\n", + "200/200 [==============================] - 1s 6ms/step - loss: 5.9305e-04 - accuracy: 0.9998\n" + ] + } + ], + "source": [ + "# Fit parameters\n", + "EPOCHS=100\n", + "\n", + "print(\"\\nTraining Progress:\\n------------------------\")\n", + "hist = model.fit_generator(train_gen(train), steps_per_epoch=train_size//EPOCHS, epochs=EPOCHS,\n", + " validation_data=pred_gen(test), validation_steps=test_size//EPOCHS)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "7f3a6bb7", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:33:55.329362Z", + "iopub.status.busy": "2022-08-05T19:33:55.327499Z", + "iopub.status.idle": "2022-08-05T19:33:55.354735Z", + "shell.execute_reply": "2022-08-05T19:33:55.353489Z" + }, + "papermill": { + "duration": 0.208217, + "end_time": "2022-08-05T19:33:55.356981", + "exception": false, + "start_time": "2022-08-05T19:33:55.148764", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#- Save Model\n", + "model.save('../working/models/chess_model.h5')" + ] + }, + { + "cell_type": "markdown", + "id": "fdac53e4", + "metadata": { + "papermill": { + "duration": 0.189049, + "end_time": "2022-08-05T19:33:55.720935", + "exception": false, + "start_time": "2022-08-05T19:33:55.531886", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 5 - Model Evaluation & Model Tuning" + ] + }, + { + "cell_type": "markdown", + "id": "186b38f9", + "metadata": { + "papermill": { + "duration": 0.175808, + "end_time": "2022-08-05T19:33:56.077054", + "exception": false, + "start_time": "2022-08-05T19:33:55.901246", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Model Evaluation - **Loss**" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "7ed57ce1", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:33:56.432041Z", + "iopub.status.busy": "2022-08-05T19:33:56.431666Z", + "iopub.status.idle": "2022-08-05T19:33:56.687835Z", + "shell.execute_reply": "2022-08-05T19:33:56.686787Z" + }, + "papermill": { + "duration": 0.441749, + "end_time": "2022-08-05T19:33:56.693822", + "exception": false, + "start_time": "2022-08-05T19:33:56.252073", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15, 5))\n", + "plt.plot(hist.history['loss'], label='(training data)')\n", + "plt.plot(hist.history['val_loss'], label='(test data)')\n", + "\n", + "plt.ylabel('value')\n", + "plt.xlabel('No. epoch')\n", + "plt.legend(loc=\"upper right\")\n", + "plt.title('Loss')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "fe35d591", + "metadata": { + "papermill": { + "duration": 0.257563, + "end_time": "2022-08-05T19:33:57.254145", + "exception": false, + "start_time": "2022-08-05T19:33:56.996582", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Model Evaluation - **Accuracy**" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "e5f31fdb", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:33:57.609411Z", + "iopub.status.busy": "2022-08-05T19:33:57.608731Z", + "iopub.status.idle": "2022-08-05T19:33:57.827113Z", + "shell.execute_reply": "2022-08-05T19:33:57.826190Z" + }, + "papermill": { + "duration": 0.398649, + "end_time": "2022-08-05T19:33:57.829200", + "exception": false, + "start_time": "2022-08-05T19:33:57.430551", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA34AAAFNCAYAAABfWL0+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABWeklEQVR4nO3dd5xcZdn/8c+1s73X9LIhlZBGGgECBJCOgIDSfASRYgF5VPDBR3/IQ7EiiIIiKCAYjYiANClCAqGnQAJJSEjPZlO2ZXubmfv3x5ndbDbbkuzMJLPf9+s1r5lzzn3OXDN79sxcczdzziEiIiIiIiKxKy7aAYiIiIiIiEh4KfETERERERGJcUr8REREREREYpwSPxERERERkRinxE9ERERERCTGKfETERERERGJcUr8REREREREYpwSPxER6TPMbIGZVZhZUrRjERERiSQlfiIi0ieYWSFwHOCAcyL4vPGRei4REZHOKPETEZG+4ivAe8CjwOUtK81sqJk9ZWYlZlZmZve12Xa1ma0ys2ozW2lmU0PrnZmNalPuUTO7I/R4jpkVmdn/mNl24BEzyzGz50PPURF6PKTN/rlm9oiZFYe2PxNa/4mZfb5NuQQzKzWzI8P1JomISGxS4iciIn3FV4C5odtpZtbfzHzA88AmoBAYDMwDMLMvAreG9svEqyUs6+FzDQBygeHANXift4+ElocB9cB9bco/DqQCRwD9gHtC6x8Dvtym3JnANufchz2MQ0REBABzzkU7BhERkbAys9nAfGCgc67UzD4F/oBXA/hsaL2/3T4vAy865+7t4HgOGO2cWxtafhQocs79yMzmAK8Amc65hk7imQLMd87lmNlAYCuQ55yraFduELAaGOycqzKzJ4EPnHO/2M+3QkRE+ijV+ImISF9wOfCKc640tPzX0LqhwKb2SV/IUGDdfj5fSdukz8xSzewPZrbJzKqAN4HsUI3jUKC8fdIH4JwrBt4GLjCzbOAMvBpLERGRfaIO5yIiEtPMLAX4EuAL9bkDSAKygR3AMDOL7yD52wKM7OSwdXhNM1sMAIraLLdvTvM9YCxwlHNue6jG70PAQs+Ta2bZzrldHTzXn4Gr8D6z33XObe0kJhERkU6pxk9ERGLdeUAAGA9MCd0OBxaGtm0DfmZmaWaWbGbHhvb7I3CjmU0zzygzGx7a9hFwqZn5zOx04IRuYsjA69e3y8xygR+3bHDObQP+DfwuNAhMgpkd32bfZ4CpwA14ff5ERET2mRI/ERGJdZcDjzjnNjvntrfc8AZXuQT4PDAK2IxXa3cRgHPuH8CdeM1Cq/ESsNzQMW8I7bcLuCy0rSu/BlKAUrx+hS+12/5fQDPwKbAT+O+WDc65euCfwAjgqZ6/bBERkd00uIuIiMhBzsxuAcY4577cbWEREZEOqI+fiIjIQSzUNPRreLWCIiIi+0VNPUVERA5SZnY13uAv/3bOvRnteERE5NClpp4iIiIiIiIxTjV+IiIiIiIiMU6Jn4iIiIiISIyLmcFd8vPzXWFhYbTDEBERERERiYolS5aUOucKOtoWM4lfYWEhixcvjnYYIiIiIiIiUWFmmzrbpqaeIiIiIiIiMU6Jn4iIiIiISIxT4iciIiIiIhLjlPiJiIiIiIjEOCV+IiIiIiIiMU6Jn4iIiIiISIxT4iciIiIiIhLjwpb4mdnDZrbTzD7pZLuZ2W/MbK2ZLTezqW22XW5mn4Vul4crRhERERERkb4gnDV+jwKnd7H9DGB06HYN8HsAM8sFfgwcBcwEfmxmOWGMU0REREREJKbFh+vAzrk3zaywiyLnAo855xzwnpllm9lAYA7wqnOuHMDMXsVLIP8WrlhF9ptzULMTSldD5VbIHgYFYyEtP9qR9Uz9Llj7H4iLh9Q8L+7UfEjJAV8Hl4emWqgrg9pSqCuHulLwN+z/8yekwpDpkDMCzPb/OL1p1xbY8j401UTn+c0HOYWh86igZ+9Lcz2Ufgala8Ibd2oe5I+F3BHgS+i+fDAIVUVQsgZqdnjnVet5lgvJ2Xu/PuegYZd3ftWWeudbfTkE/R0+hXMQcA6f2UFzCh0U4pNh3NmQlN67x63eAesXgL9+/4+RMQiGHQXJWT3fJ9AMxR9BySpwwf1/7v3gHASdw8yI249z7GA4R52DRn+A+uYg9U0BGpoD1DcHqG8KABDvMxJ8ccTHGfG+OG85zoiP95GWmU9qdgGWVuD9/6bmQpxv7ydortv9P9ty28/Ph131zVTWNTMgK5mk+EO3V1JzIEhtY4DaJj+1jX7qmgL4A454n+1+r+OMBJ/3OMFnJMb7SEnwkeiL69H54hw0BYLUNwdoyh5F5tjjSU7wdb9jW8EgrHgqop97znnvT0NzgKaAI84gLvQ/Fhdn3uM4w2cQn5aLFYyD3MMgPrFnB6/aCiWrobIIcJ2XTSuAcWd1uMkfCNIccPiDQQJBhz/oCAQdzYHdy0NzUkk8hM7RsCV+PTAY2NJmuSi0rrP1ezGza/BqCxk2bFh4opS+o7bMS2Q644JeUlC62ruYlK6Bkk+hoXLvsim53hf3/DGh+7EwcBKk99v3uJyD8vVQvW3vD9WWZV8ijDnN+6KX0b/7421dAosfgU/+2ckXOIOUbO9DPiEF6ipCH+IH8GWvK+kDYPgxoduxUDCOqqYAzkFWSg8SDH8TlK9r83dZ7SUaOcO9977lb5E9HOLaXKCdg7K1sOlt2PQObHoXKjeH5zXuh+aELKoyDqM8dQSlyYVsSxxGMD6dcYnbGRrYQmb1Bqx0NezaTJcfbL0tLh5yR0LBmN3vb84IqNm+59+g9DNoru36OKl53g2gthRXX451kuR1xIjuB9nBrCZ5EO8f8f/YVnDsXtvSk+KZMDiTw/LTiesum6nYBJ8+T3DFv7CiD7BeONeCGJvjD+OThCNY7hvPUg5nRzCTYBC+PGs41x49gLjiJaH/y7ehaLGXWESBAfv4NXqv/aN9jhqQHLodaBOqIEaDL4OGxByITyHFX0liUzm+QOOBBxqSHbod6hII/2sxICl0q3NJTGx8iNSUFPplJFGQkUS/jCT6ZSZTkJ5E/6xkBmUlMzA7hf4ZScT7Qp+HG9+Ef34tjFF2HHdi6NZTQYvH5RTi6zdu9/er3JFQu9P7PlayxvuOVvpZj5PY9UmH8+N++dQ0+qlrk6TXNgVo8nf/I9Nr3zuBkQW9/ANbGJlX4Ramg3s1fs875yZ0sO154GfOubdCy68B/4NX45fsnLsjtP7/AfXOubu6eq7p06e7xYsX9+4LkNjjnPfrT+nq3ReIlvu6sp4fJ60g9IV3zO77zCFe0lCyes8vv/XloZ0Mhs6Ewz/v3XIKOz9+MAhFi2DVs95tVwfJSFLm7i/N9eVecojBsFne8ced7SU+LRoqYfkTsORR2PEJJKbDxAthymVezVtdKImsbUksQ8vN9V4imxZ6rtR8GhOzKWpMY31dEtXBBBJ9PpLi40gM3ZLi40iK95EUbwzMTiEtsZOvPfUVsPk92PQObtM7WHUxANWWwXuBMWwMDiA/I5khOSkMyUmhX2YSvpafQINB2LXJu9iXbwAX2H3c7GFeMlmxAWpLdr+tvmQqUoazjsHEBZsZ37yC1Oby3X/TYUd7ieewWXsl6UUVdby3oZwP1pfx6fZqslMT6JeRTP/Mlpv3ITsgMxkMNpbWsrG0jk3ltWwsrWVDaS2V9d0nNInWTKHtYJRtZZQVMypuKyOtmHyr2qNco0tgAwMpSS6kIWsU8f3HkjN8IuMPG75fvz4++OZ6Hn57A/0ykhiYlcKg7OTQvfd4UFYy2YFy4ss/w1e2BisN/d+0f++BxtSBVKSNYHvCcDbGDWZV80A2NWeTbbXkWjW5VJNtVWQHq8h0lWQEK2n2ByluTmNTfQo7A+mUuwzKycSfnENW7gBSU5Jbz63EeO/X8MQEI8nnIz7OaA4EaQwEaWoO0hQI0tgcoDEQpLE5SPGuejaWeUlDfJwxql86k4ZkM2FwJhMHZ2FxRmVdMxV1Ta33u+qa2FXvp6ymkW2VDWyrbKC2cc+/X2ZyPMkJPsprm/AH9/4sTUn0tf5i3JEEn5Ga6CM1KZ7UhHhSE+NITYwnJXSf4IsjEHQEQ78s+12QQMARCII/6GjwB2ho8lPXFKSuyU99s3fvHBwWt43b4x9hVFwx/wzM5o7mL1NB5l4xZCTFM2FwFpOGZjFlSDaThmYzKCsZV7KGisVPErf6eXIqVwKwyg3n3/4Z/Cc4lTK397Fa3t+4uFBtRpzha3eLjzNG2HamuJVM9H/CmOZPSXJewrAzcShr4seQUrOZyXEbiMcPGAyYEPq/PBoGTfF+6GonEHS8unIH764rZW1JLZvKalvf9/g4Y3heGocVpJGW1HUKFt8aJ8TFxRFvu19P0EFzwPsy2OAP0tRyCwRobHb44oykhDiSfHEkJsSR6PORGG8kxfvwxRkN/gD1jQHqmgPUN/upawxS3+T3lpsCe9R+NDYHaH9K+eKMjOR4MpLiSU+OJzM5gfTkeNIS47tM3uPjjIykeDJSEshI9pGRnBA6hndvBo1+7/+myR+k0R/wlv2OxqZG6irLaajcSXNNKa62BF99OYmNFaQFKkmmkQqXQTkZlLvM0H0GFS6D+oRs4pPSSEn0kZro8+4T4kPnvI/4uDjW7qxm5bbq1i/YA7KSmTg4i0mDM+mXlcLqbVUs31rJiuKq1trJvPREJg3OIsEXx7rQ37rl/y/BF/pb56eRnODDH3QEg8HWmpqW+6ZAkF11zVTWN7GrrrnT/9GeSk7wkZ2aQHZKAtmpieSkJnjLqYlkpyaQleKty0pJICkhjubW99v7P245lxr9QWob/dQ0+qlqaKamwU91662ZuqYAqYm+1r99RustgdHVHzDr41t4ctIfWRZ3OCXVjeysbmBndSM7qxv3SmLiDApC1/tr/XM5rWIeD07+O/iSW895n8+Ij4vDZ9DgD7KlvI6iijo2l9dTXtu013vg/f/Q5n8+rvV/Ki2pzbmbkkB6Uss57NVwBoMQcLv/VoGAI+DAHwiwvXgzuzZ/wmD/FkbHFTMhYTsDgtvwuT2vybVJ/dgaP4wVzQNYUlvAWjeYLcEC/KGfbsxo/W6SGPqe4otPxJ+SR1qSd26mJXn/U6lJ3vmalBDX5rqw52uK9xknjutHZnIPfqCOIDNb4pyb3uG2KCZ+fwAWOOf+FlpejZf0zQHmOOeu7ahcZ5T4xTB/Y5uarlIvCRk4uedNA53zfi1e8gisfBaaqndvS8nZM4HLGND1cTMHe78ypeb2PP7aUi8B3PQOrPoXbP/YWz9gEhx+jpekFYz1mrJtfAtWPQefPu/VWPkS4bATYewZXvO61PzdyV7b5g7Owc5V3r6rnoMdoecYOMVLAHdthE+e8n4xHzAJpn8VJn4RkjK6DL2uyc+K4irW7qzhsx01rC2pYd3OGrbu2reav4FZyYzql87IgnRG9dt9S0nw8fbaUuav3sn8VTtJqNnMTFvNaenrmBH3KelNJd4X3zaXKV+cERcHPouDrMG4/LFYwe4b+aMhMY1Gf4CPiypZ9tkGtq1dhn/7KoYEtjDKihkbXwwY7/jHsCg4jlWJExgwYgLHjCrgmJF5jOqXTlWDn3fXlfLmZ6Us/KyELeXeax6cncK04TlUNTSzvbKB4l31VDV0ntDlpiUyqiCdkaHXPLIgjYzkePyBPb+IePdBAkFISYwjLTG+9YMoPSme1EAlqbvW0lRfxXo3iI9rMlm1o47V26v5dHsVFXXNABx9WB6Pf23m7l9ye+D99WVc/NB7HDMyj/4ZyWypqKOoop7tVQ109hFh5n2hTI7zc1jcToaxg01NGaxzg6glZY/XPzArmdy0RC858wdpaA59uQzdNzQHyUiO3+PcGBU6V/LSk3r8OrpSUdvEh1sqWLppF0s2VfDRll3UNwc6Le+LM3JSE8lLS2RITgpDc1NDP0CkMjTXW275sA8GHbvqm70vWVWNoS9c3n1SQhy5qYnkpHnHanuflujDerntXzCUENY2BnD+etLev5fUD36DS8qi+sTbaRx3PphRUdvM8qJdLCvaxfKiSlZtq2RMcCOn+z7grPjFHEYRAEuDo3ido9jU/2QGjhjPpCFZTBycRWZyQuhLYcsXojjijH1/Pf4m2LbMq9Xb/C5u61LKEgbydHkhy32Hc8G5FzJnyuguD/HmmhJ++u9PWbWtin4ZSRwxKJOxAzIZNyCDcQMzOCw//ZBqitWi5f+lsTlAcoKXPPX2+XIgGv0BymubqKr3U1nfTFV9s3ff4N1X1je31pzUhmpTahr91DV56xqaA4zql860YTlMHZ7D1GE5DMhK7vC5/IEgq3dUs3TzLpZuqmDp5gr8AcfYARmMG5ARus/ksII0Evbh2gfgnKOm0U95bVPrra6p82sDQEZyPHlpSeSkJZCXlkRK4oHUCfeS2jL45WFw0o/g+Jv22OSco6rBz/bKBrZV1ns/Zu2qp7iyge2VDfzPthtw/mYu9N+BPxjc60eHFvnpSYzIT6UwL43C/DRG5KeFHqeS2tkPvL3EHwjy4ZZdzP90J/NXl7B2WznDbAeTUsrY0pTOp/4B1JBKXloik4dmM3lINpOGZnH4gEzSknwkxftI8NlB9T8ULgdr4ncWcB1wJt5ALr9xzs0MDe6yBGgZ5XMpMK2lz19nlPjFiM9ehUV/8pKeluaMHVXXZw3dXXM29Ki9+xtAxzVcR5wHg6bubn6Zlh/5vmXlG7zEbuWzUPSBty53pFdrV1/h1b6NPsVLCkefAslZ1DcFaAoESfB1/iXLOUdzwPvS17xzLb41L5D82Qsk71hKMCEVd8QF+GZcCYOO7PQ1V9Y1s2hjOR9sLOeDDeV8srWy9ZfU5IS43YlbmwQuKyXB+3IS+gLf8kWl0R+ktsnPprI61u30ksa1O2v2+EA183LW9KR4jhudz4lj+3HC2AL6Z+754V9Z38y768pY+FkJCz8rZXN5x02+2tYqNLepaRndL50ZI3I5akQuMwpzGZTtJSbbKxt4b30Z76wr5Z11ZRRVeMldTmoClfXNBB2kJfo4emQ+x4/J57jRBRTmpe71wVHb6G/zYdqAP+gYWZDWq4lLV5xzlFQ38uyyYu54YRXfmDOS/zl9XI/2raxv5sx7F5LgM1749nF71Ig0+gMU72pgS3kdWyrqqGnw75Go+gN79nvIT09kYFYKA7OTGZSVwoCs5H3vaxIh/kCQT7dXs6xoFz6z1oQsN3TLTE7ovgnkoWLHCnj2eq+J9+hT4ay7IXvoHi0LgiufJa5yM0HiWJc6mVU5c7BxZzNm9FhG9UvHF+H3Yu3OGr79tw9Zua2Ky48ezg/OPHyvc+mTrZX8/KVPWfhZKUNyUrjptLF8ftKg2Pm7ieyr3x0D6QXwlX/1fJ+mOvjZMDj6m3DKbYD3A1LA7XmtT/DFdVtjHknbKut5Y3UJ760vo39mMpOHZjNpSBaDs1P6RHLXlagkfmb2N7zau3xgB95InQkAzrkHzPur3Ic3cEsd8FXn3OLQvlcC/xs61J3OuUe6ez4lfoe42lJ46Wb4+B9eUpc/ps0gEHl7Pi7f4NVqrXsdAo2Q1s/rmHv456HwOK9GbcnDu2u4Bk6GaV/1mjV2U8MVcVXbvCRwzUveazv8HBh1stevLuT99WVc8ciiDmsnWn5tb2mq09G/cz6V1JNILSnkpSUysKUJX1YyA7JSyE1LYEVxFR9sKGf1jmqcg0RfHJOHZjFzRC5Th+Uwpn8Gg7NTDvgLlXOObZUNfLbTSwIr65s5+rA8pg3P2adf5DeV1fLe+jKq6v2tNWXeh9PumrN4XxyTh2QzozCnx8nXlvI63l1XxgcbyxmUlcxxYwqYMjR7n39BjqYfPPUxf/tgMw99ZTqnjO+mvydww7wPeX75Np78+tEcOUwDKMesYADe/wO8fjtYnHfNXP+G1y+zpWXB4Z+HsWd6zboPAo3+AL94aTV/emsD4wZk8JtLjmRM/wyKKuq4+5U1PP3RVrJSErjuxFH819HDSYo/OH9kEImYF78PHz4O/7OpZ4OggDdY02PnwmVPej82yyEvajV+kaTE7xDlnFcr99LN0FgNx98Is78D8T34ot5YDZ+94iWBa17xBpGIT/ZGEUtI8xK9aVfA4KndHqo7zYEg60pqqKhtbu3/0FKz1RC6bwp03Ql4wqAsjh9TsE/P2+gPcMa9C2nyB7nimMIOmwb6Aw4HJMfHkZTg9bVrvQ/dqhv8oX5K9RTv8pp2FFfWUx1qopia6GPa8BxmFuYyY0QuU4ZmH7Q1NdK1huYAFz7wDpvK6njh+uMYlpfaadl/fbSVG+Z9xHdPGcO3T+66OZ3EiIpN8MJ3YfP7MOqkPVoWHKzmr97JjU8so6bRzxkTBvDiJ9sBuPLYEXxjzsieDQAl0hesfBae+C+48hVv5NyeeP0OWHg3/M9GSO64764cWpT4Se/atcWrmTvq65DY+ZfK7o+zGZ7/jjedwJAZcM5vod/h+3es5npYNx/WvQb9xnv91/bzAlbfFGDV9ipWhDqUryiuYvX26m4Tu+6YwbyrZ3HUYT3/Nf2+1z/jrlfW8OhXZzBn7H6MCNqNmkZv8IpB2SmHVK2WdG1LeR1n//YthuSk8M9vHNNhEr+lvI4z713ImAEZ/P2aWfvUJ1BigHMHzxQqPbCzuoHvPbGMt9aWcv6RQ/juqWMYnJ3S/Y4ifUlrP7//5/2Q3hMPn+6NpXDN/PDGJhGjxE9614s3wQcPwoCJcNHcPUeO7IlgAD54CF7z2pLzuR/DjKs67qcXIfVNAR54Yx0vfLyN9SU1rR2bs1MTOGJQJhMGZTF+UCYFGUmhEaHiSE4IjVzZct9FU8WG5gDn3f82zQHHizcc16NfqDeX1XHKPW9w8uH9+N1l03rrpUof8dqqHXztz4u5ZOZQfnr+pD22BYKOSx58j5Xbqvj3DccxNPcAfsARiRDnHBV1zeSm7csA8CJ9zO+OhvT+8JVnui/b0r9v1jfg1NvDHppERleJ38HTS1MOHRvehLzRULEZHpwDX3wEDpvTs32LFsO//we2LoZRp8DZ93iDDESJc46XV2zn9udXsXVXPceNzufMiQO9ZG9wFoOyknulk3Bygo97LprChQ+8yy3/+oR7Lz6y27j+378+IT7OuOXsIw74+aXvOfnw/nxzzkh+t2Ad04bncuG0Ia3bHnhjHR9sLOdXX5yspE8OGWampE+kO4Wz4cO/QKAZfN38yFy0CILN3vgI0ico8ZN9U73DmzftlNu8aQLmXQqPfwFOvQNmfbPzpkO7tsBr/+c1EU3rB+c/5DXH7IWkqr4p0Dqi4s7qBkYWpDNhUFa3A5GsK6nh1mdXsPCzUsaFmrvtSzPMfXXksBxuOHk0d7+6hpPG9ePcKYM7LfvvT7bzxpoSbjl7fKfDW4t057unjOHDzbv44dMfc8SgTA4fmMnyol3c8+oazpo0kPOndn4OiojIIahwttcqq/hDb+7grmx8yxvsadisyMQmUafET/bNhje9+xHHQ95IuOo/8PTX4eX/9eZi+vy9e4xISWM1vHUPvHu/t3z8TXDsDfs1uqZzjpc+2c7b60rZtquB4tBgJbtC85e1lZ+exJyxBZw4th+zR+fv0bSyptHPb1//jIff2kBygo9bPz+eL88aHpE+Tt+cM5I31pTwo6c/YdrwHIbk7F3bUtPo5/+eW8H4gZl85eh9bEYr0ka8L47fXHIkZ/1mId/4yxKeuPZo/nveRxRkJPGT8yb2+SGvRURizvBjvfuNC3uW+A2crEFd+hAlfrJvNrzhjf42INRnKCkDvvQ4LPwVzL/Dqw28aC5kDvKGFH79DqgtgUkXwcm3QNaQro/fiU+2VnLbcyv5YGM5mcnxDM5JZVBWMtOGZ3tTE2QnMyAzhYKMRD7eWsn8T0t4deUOnlxShC/OmDY8hxPH9iMnNYF7/rOGHVWNfGn6EL5/+jjyIzDPWot4Xxy/vmgKZ9y7kO/+fRl/u2bWXvNj3f3KGnZWN/LAl6dpwA05YAUZSdx/2VQufvA9TrnnTaoampl71VFkpWokRBGRmJOWDwWHw8a34bjvdV6uud7rdnPUtZGLTaJOiZ/smw1veG3B2w7EEhcHJ9wEAybAU9d4/f7S+8HOlTDsaLj07zB4/wYnKa1p5FevrGbeoi3kpCbyky9M5KIZQ7ucTHhUvwy+cOQQ/IEgy4p2Mf/TEuav3snPX/oUgImDs3jgy9OiNmfZ0NxU/u+cI/jeP5bxwBvr+NaJo1q3fbK1kkff2cBlRw3TnGrSa2YU5vKDM8ZxxwuruPb4wzhmZH60QxIRkXApnA0f/bXrfn5FiyDQpP59fYwSP+m5io3eFAxHX9/x9rFnwNWvw7zLvInTv/SYN0fUfjQna/IHeezdjdz7n8+obw5w5bEj+PbJo/dpvqZ4XxzThucybXguN542lh1VDWworWVGYW6XiWMknD91MK+v3sk9r67huNH5TBqSTSDo+OEzn5CblshNp42LanwSe742ewRHjchj/CA16RERiWmFs2HRQ1D8EQyd0XEZ9e/rk5T4Sc+19O877ITOy+SPhm++C5hXE7iPAkHHG2t2csfzq1hfWssJYwr4f2ePZ1S/9P2LuY3+mcn0zzw4BkoxM35y3kSWbqrgv+d9xPPfns1TS7eybMsufn3RFE1ILL3OzJg45OCdpFtERHrJHv38ukj8Bkzyuu9In6HET3pu/Rve3DD5Y7ou1818fBtKa1m9vYriXd7gLMWVDWzbVc/2ygZ2VDcSCDoOy0/jkStmcOK43p+0/GCRlZrAr740mcv++D7ff3I5b6wp4ZiReZw7ZVC0QxMREZFDVXoBFIyDTW/Dcd/de3tzgze91syrIx+bRJUSP+kZ57wav8NOOKApGF76ZBvfmLsUF5ogPSk+jkHZKQzMSmbWyDwGZaVwWEEaZ08aRGIXE6LHimNG5nPNcYfxhzfXk+iL4/bzJmikRRERETkwhbNh2byO+/kVLYJAo/r39UFK/KRnSj6F2p0wootmnt1YtLGcb8/7iCOHZnPbuRMYlJ1CTmpCn090vnvqGDaU1jJ7dD4jCw68SauIiIj0cYWzYdEfvam2hkzfc5v69/VZSvykZ9rO37cf1u6s5qo/L2ZITgp/unwGOWmJvRjcoS0p3seDX5nefUERERGRnmjbz6+jxG/AREjJjnhYEl2x35ZOeseGNyF7OOTs+4TiO6oauPzhRST44vjzV2cq6RMREREJp/R+kD/Wm8+vreYGr6mnmnn2SUr8pHvBgPeLUWg0z/qmAGt3VuNaOup1oaqhmcsf/oBddU08+tUZDM1NDXe0IiIiIlI4Gza/CwH/7nVbF4f6982OXlwSNUr8pHvblkFDJYw4gXfWlXLqr9/gc3e/yXm/e4f/rNzRaQLY5A/yjb8sYe3OGn7/5WlMGKwhg0VEREQionA2NNV43+NabHwLMBh2dNTCkuhR4ifdC/Xv+8mqAi596H3izLjptLGU1TRy1WOLOePehTy3rJhAcHcCGAw6vv/kMt5eW8bPL5jE8WMKohW9iIiISN/TUqu36a3d6za+BQMnqX9fH6XET7pV/smrrLehPPRhDVfNHsFLNxzPt04cxfwb5/CrL06mORDk+r99yCl3v8E/Fm+hORDk5y9/yjMfFXPTaWO5YNqQaL8EERERkb4lvZ839/LGUOLX0r9vuJp59lUa1bOvCgYAg7jOc//K+mZ+9twybtn2AQsST+HJrx/DtOE5rdsTfHFcMG0I5x05mJc+2c5989dy05PL+flLqymtaeS/Zg3nm3NGRuDFiIiIiMheCmfD8n94/fy2LgF/g/r39WFK/PqiXZvh8S94vwJd/NcOJ2R//dMd/OCpjxlRu4yUhCbOPvcSEtskfW354oyzJg3kzIkDmL96Jw8sWM/xo/O59Zwj+vwcfSIiIiJRUzgbFj8M25ft7t83XP37+iolfn1N2Tr48zneZOxla73JPWdevUeRhZ+VcOWjixk3IIN7j6iCj+JIHNn9sL9mxknj+nPSuP7hil5EREREeqqlWefGt72+fgMmQkrHP+RL7FMfv76kZDU8cib46+Gq/8DIk+CV/wela1uL1DT6ufmfH3NYQRrPfOtY+pd9AAOnqBOwiIiIyKEmoz/kjYZ1r8GWD9TMs48La+JnZqeb2WozW2tmN3ewfbiZvWZmy81sgZkNabPtF2a2wsxWmdlvTG0GD8z2j72kDwdXvAgDJ8O590N8Ejx9TescL7946VOKK+v55YWTSHahTsAjjo9u7CIiIiKyfwpnw/oF6t8n4Uv8zMwH3A+cAYwHLjGz8e2K3QU85pybBNwG/DS07zHAscAkYAIwAzghXLHGvK1L4NGzIT4Zvvpv6DfOW585CM6+29v+1t18sKGcx97dxBXHFDJteK436WewWYmfiIiIyKGqNdnT/H19XTj7+M0E1jrn1gOY2TzgXGBlmzLjge+GHs8Hngk9dkAykAgYkADsCGOssWvzezD3i1577sufg5zhe26fcAF8+iLujZ/zx8QchuaO5KbTxnrbNrwJcQm6SIiIiIgcqloSvwETIDU3urFIVIWzqedgYEub5aLQuraWAeeHHn8ByDCzPOfcu3iJ4LbQ7WXn3KowxhqbNrwJj5/vzePy1X/vnfS1OOsuqn05fL/ubn55zhhSE0O/B6x/A4bOhMTUyMUsIiIiIr0nYwCMPg0mXRTtSCTKoj24y43ACWb2IV5Tzq1AwMxGAYcDQ/CSxZPMbK9hJc3sGjNbbGaLS0pKIhn3wa+lpi97mNenL6t9zr3bR6XGdbVXMSqumFkb7vNW1lfAtmUwQi1sRURERA5plz0Bx1wf7SgkysLZ1HMrMLTN8pDQulbOuWJCNX5mlg5c4JzbZWZXA+8552pC2/4NHA0sbLf/g8CDANOnT3dheh2HpsWPQEIqXPECpOV1WqzRH+D7Ty6jOmMGTUdcReL7v4exp0NjNeDUv09EREREJAaEs8ZvETDazEaYWSJwMfBs2wJmlm9mLTH8AHg49HgzXk1gvJkl4NUGqqnnvtj0Dow4rsukD+D+19eyZkcNP/nCRBJPv90b8veZb8Kq57zEcfC0CAUsIiIiIiLhErbEzznnB64DXsZL2p5wzq0ws9vM7JxQsTnAajNbA/QH7gytfxJYB3yM1w9wmXPuuXDFGnMqi6ByMww7pstiK4or+d2CdZx/5GBOHNfP68t3/h+gejss/zsMPwbiEyMUtIiIiIiIhEs4m3rinHsReLHdulvaPH4SL8lrv18AuDacscW0Te9698M7H42zORDk+08uJzs1kVs+32aWjcHT4ITvw4KfqpmniIiIiEiMCGviJ1Gy6W1IyoT+Ezot8uCb61lRXMUDX55Kdmq7Wr3jvgcpuTDxwjAHKiIiIiIikaDELxZtfheGHgVxvg43v7++jHteXcNZEwdy+oSBexfwJcBR14Q5SBERERERiZRoT+cgva22DEo+7bSZ546qBr711w8ZmpvKTy+YGOHgREREREQkGlTjF2s2h/r3dTCwS5M/yDf+soS6Jj9/vfooMpMTIhyciIiIiIhEgxK/WLP5XfAlweCpe226/fmVLN28i/svncqY/hlRCE5ERERERKJBTT1jzaZ3YMh0iE/aY/WTS4p4/L1NXHP8YZw1qYN+fSIiIiIiErOU+MWSxhrYtgyG7dm/75Otlfzw6Y85+rA8vn/a2CgFJyIiIiIi0aLEL5YUfQAu4E28HlJR28S1jy8hLy2R+y49knif/uQiIiIiIn2N+vjFkk3vgsXB0JkABIKOb8/7kJLqRv7x9aPJS0/q5gAiIiIiIhKLlPjFkk3vwIBJkOQN3HL3q6tZ+FkpP79gIpOHZkc3NhERERERiRq1+4sV/kbYuri1med/Vu7g/vnruGTmUC6aMSzKwYmIiIiISDQp8YsVxR+BvwGGH8OuuiZufupjxg/M5NZzjoh2ZCIiIiIiEmVq6hkrNr/j3Q87mtueX8muuiYeu3ImSfG+6MYlIiIiIiJRpxq/WLHpHcgfw/wtQZ5aupVvzhnJ+EGZ0Y5KREREREQOAkr8YkEwAJvfp2nILP736Y8Z0z+db500KtpRiYiIiIjIQUKJXyzYuRIaK3mmfDg7qhr4xYWT1cRTRERERERaKfGLBZu8/n33rsnnquMOY4qmbhARERERkTY0uEsM8G94m1IrIDG/kO+eMiba4YiIiIiIyEFGNX6HOueoX/sW7/rH8PMLJpGcoCaeIiIiIiKyJyV+h7hPPl5Khr8MX+ExzByRG+1wRERERETkIKTE72C281Oo3t7p5obmAC+++DQAJ59+XoSCEhERERGRQ40Sv4NVTQk8dBL8/lgoWtJhkXtf+4wRNctoTsohbdAREQ5QREREREQOFUr8DlZv3QP+ekhIgUfPgtX/3mPzlvI6HnxzPSelrCVhxLFgFqVARURERETkYBfWxM/MTjez1Wa21sxu7mD7cDN7zcyWm9kCMxvSZtswM3vFzFaZ2UozKwxnrAeVyq2w6I8w+VK4+nUoGAvzLoXFD7cWWbq5grxgOXnNxTDs6CgGKyIiIiIiB7uwJX5m5gPuB84AxgOXmNn4dsXuAh5zzk0CbgN+2mbbY8AvnXOHAzOBneGK9aDz5i/BBeGE70N6P7jiBRj1OXj+O/Da7eAcK4urOCZhtVd++DHRjVdERERERA5q4azxmwmsdc6td841AfOAc9uVGQ+8Hno8v2V7KEGMd869CuCcq3HO1YUx1oNH+Qb48HGYdgXkDPfWJaXDxX+DqZfDwrvgmW+wuriMU1LXQWI6DJgU1ZBFREREROTgFs4J3AcDW9osFwFHtSuzDDgfuBf4ApBhZnnAGGCXmT0FjAD+A9zsnAuEMd6Dwxs/h7h4OO57e673xcPn74WsoTD/Dr7OCg5L3AVDZnjbREREREREOhHtwV1uBE4wsw+BE4CtQAAvIT0utH0GcBhwRfudzewaM1tsZotLSkoiFnTYlKyG5X+HmVdD5sC9t5vBCTdRedq9THMr6Ne0Wc08RURERESkW+FM/LYCQ9ssDwmta+WcK3bOne+cOxL4YWjdLrzawY9CzUT9wDPA1PZP4Jx70Dk33Tk3vaCgIDyvIpLm3wkJaXDsd7ostjTnTK5svona3PEwvn3rWRERERERkT2FM/FbBIw2sxFmlghcDDzbtoCZ5ZtZSww/AB5us2+2mbVkcycBK8MYa/RtWwYr/wVHfxPS8rosunJbFQuDkwhe86Y34qeIiIiIiEgXwpb4hWrqrgNeBlYBTzjnVpjZbWZ2TqjYHGC1ma0B+gN3hvYN4DXzfM3MPgYMeChcsR4UXr8DkrPh6G91W3RlcRXD81LJSE4If1wiIiIiInLIC+uoIM65F4EX2627pc3jJ4EnO9n3VaBvDFe5+X347BU4+ceQnNVt8ZXbqhg/MDMCgYmIiIiISCyI9uAuAvD67ZDWD466ttuiNY1+NpbVKvETEREREZEeU+IXbesXwMaF3vQNiWndFl+9vQrnYPwgJX4iIiIiItIzSvyiyTl47XbIHOxN2N4DK4urADhcNX4iIiIiItJDSvyiac3LsHUxnPB9SEju0S4rt1WRnZrAwKyelRcREREREVHiF01rXvIGc5lyWY93WVnsDexiZmEMTEREREREYokSv2iqK4P0AeDr2bQM/kCQT7dXa2AXERERERHZJ0r8oqm+AlJze1x8Q2ktjf6gBnYREREREZF9osQvmurKITWvx8VXbvMGdlHiJyIiIiIi+0KJXzTVlUFKTo+LryyuItEXx8iC9DAGJSIiIiIisUaJX7Q4B/Xl+9TUc+W2KsYMSCfBpz+biIiIiIj0nDKIaGmqhUBTj5t6OudaR/QUERERERHZF0r8oqWuzLtP6VmN387qRspqm5T4iYiIiIjIPlPiFy315d59D5t6rixuGdglK1wRiYiIiIhIjFLiFy11LYlfz5p6tozoOW5gRrgiEhERERGRGKXEL1paEr8eNvVcWVzFsNxUMpN7Ntm7iIiIiIhICyV+0bKvTT23aWAXERERERHZP0r8oqWlxi85u9uiNY1+NpbVauJ2ERERERHZL0r8oqWuzEv6fPHdFl29vQrnUI2fiIiIiIjsFyV+0bIPk7fvHtFTiZ+IiIiIiOw7JX7RUlfe84FdtlWRnZrAwKzkMAclIiIiIiKxSIlftNSV9Xwqh2JvYBczC3NQIiIiIiISi5T4RUt9RY+aevoDQT7dXq3+fSIiIiIist/CmviZ2elmttrM1prZzR1sH25mr5nZcjNbYGZD2m3PNLMiM7svnHFGRQ+bem4oraXRH1T/PhERERER2W9hS/zMzAfcD5wBjAcuMbPx7YrdBTzmnJsE3Ab8tN3224E3wxVj1DQ3QHNtj2r8Vm7TwC4iIiIiInJgwlnjNxNY65xb75xrAuYB57YrMx54PfR4ftvtZjYN6A+8EsYYo2MfJm9fWVxFoi+OkQXpYQ5KRERERERiVTgTv8HAljbLRaF1bS0Dzg89/gKQYWZ5ZhYH/Aq4MYzxRU/L5O09aOq5clsVYwakk+BTd0wREREREdk/0c4mbgROMLMPgROArUAA+CbwonOuqKudzewaM1tsZotLSkrCH21vaa3x63pUT+dc64ieIiIiIiIi+ys+jMfeCgxtszwktK6Vc66YUI2fmaUDFzjndpnZ0cBxZvZNIB1INLMa59zN7fZ/EHgQYPr06S5sr6S31ZV599009dxZ3UhZbZMSPxEREREROSDhTPwWAaPNbARewncxcGnbAmaWD5Q754LAD4CHAZxzl7UpcwUwvX3Sd0jrYVPPlcUtA7tkhTsiERERERGJYWFr6umc8wPXAS8Dq4AnnHMrzOw2MzsnVGwOsNrM1uAN5HJnuOI5qPRwcJeWET3HDcwId0QiIiIiIhLDwlnjh3PuReDFdutuafP4SeDJbo7xKPBoGMKLnrpySEyH+KQui60srmJYbiqZyQkRCkxERERERGJRtAd36Zt6OHn7qm1VHK7aPhEREREROUBK/KKhvrzbZp7NgSCbyusY1U/z94mIiIiIyIFR4hcNdWXdJn5FFfUEgo7CvLQIBSUiIiIiIrFKiV809KCp58ayWgBG5CvxExERERGRA6PELxp60NRzY6mX+A1XjZ+IiIiIiBwgJX6RFvBDQyWk5nVZbGNpLelJ8eSnJ0YoMBERERERiVVK/CKtvsK776ap54ayOgrzUzGzCAQlIiIiIiKxTIlfpPVw8vZNZbUa2EVERERERHqFEr9Iqyvz7rtI/JoDQYoq6pX4iYiIiIhIr1DiF2l1oRq/Lpp6bimv86Zy0IieIiIiIiLSC5T4RVoPmnpuKqsDYER+aiQiEhERERGRGKfEL9Jaavy6GNVzQ2gqBzX1FBERERGR3qDEL9LqysCXBAmd1+ZtLKslIyme3DRN5SAiIiIiIgeu28TPzPqb2Z/M7N+h5fFm9rXwhxajWiZv72Kahg2ltRTmp2kqBxERERER6RU9qfF7FHgZGBRaXgP8d5jiiX11Fd1O3r6prE4Du4iIiIiISK/pSeKX75x7AggCOOf8QCCsUcWyujJIyel0c5M/SFFFHYV5GthFRERERER6R08Sv1ozywMcgJnNAirDGlUsa2nq2YktFXUEnQZ2ERERERGR3hPfgzLfBZ4FRprZ20ABcGFYo4pldeVdNvXcVBYa0VNNPUVEREREpJd0m/g555aa2QnAWMCA1c655rBHFouCQa/Gr4vJ2zeUtszhp8RPRERERER6R7eJn5l9pd2qqWaGc+6xMMUUuxorwQW7bOq5sbSWjOR4clITIhiYiIiIiIjEsp409ZzR5nEycDKwFFDit69aJm/vosZvY1ktIzSVg4iIiIiI9KKeNPW8vu2ymWUD88IVUExrSfy66OO3sayWI4d2PuqniIiIiIjIvurJqJ7t1QIjejuQPqG+JfHruMavyR9ka0W9BnYREREREZFe1W3iZ2bPmdmzodvzwGrg6Z4c3MxON7PVZrbWzG7uYPtwM3vNzJab2QIzGxJaP8XM3jWzFaFtF+3rCzsotTb17LhGb3N5y1QOmsNPRERERER6T0/6+N3V5rEf2OScK+puJzPzAfcDpwBFwCIze9Y5t7LdsR9zzv3ZzE4Cfgr8F1AHfMU595mZDQKWmNnLzrldPXpVB6u6Mu++k6aemspBRERERETCoSd9/N7Yz2PPBNY659YDmNk84FygbeI3Hm+eQID5wDOh51zT5vmLzWwn3vyBu/YzloNDfTmYD5KzOty8odRL/EZo8nYREREREelFnTb1NLNqM6vq4FZtZlU9OPZgYEub5aLQuraWAeeHHn8ByDCzParDzGwmkAis68FzHtzqyr1mnp2M2LmxrJaslARy0hIjHJiIiIiIiMSyTmv8nHMZEXj+G4H7zOwK4E1gKxBo2WhmA4HHgcudc8H2O5vZNcA1AMOGDYtAuAeovrzrET1L69S/T0REREREel1P+vgBYGb98ObxA8A5t7mbXbYCQ9ssDwmta+WcKyZU42dm6cAFLf34zCwTeAH4oXPuvY6ewDn3IPAgwPTp011PX0vU1JV3PXl7WS3ThmsqBxERERER6V09GdXzHDP7DNgAvAFsBP7dg2MvAkab2QgzSwQuBp5td+x8M2uJ4QfAw6H1iXgjhz7mnHuyh6/l4FdX3unk7Y3+AMW76ilU/z4REREREellPZnH73ZgFrDGOTcCOBnosAauLeecH7gOeBlYBTzhnFthZreZ2TmhYnOA1Wa2BugP3Bla/yXgeOAKM/sodJvS85d1kKrvvMZvS8tUDvlq6ikiIiIiIr2rJ009m51zZWYWZ2Zxzrn5ZvbrnhzcOfci8GK7dbe0efwksFeNnnPuL8BfevIchwznvOkcOkn8NpbWAajGT0REREREel1PEr9dof53C4G5oakVasMbVgxqqoVAU6dNPTeG5vAboTn8RERERESkl/Wkqed8IAu4AXgJb1qFz4czqJhUX+7ddzKq54bSWrJTE8hO1VQOIiIiIiLSu3qS+MUDrwALgAzg7865snAGFZPqQm9ZZ009y2oZrmaeIiIiIiISBt0mfs65/3POHQF8CxgIvGFm/wl7ZLGmLlTj11lTz9I6RmgOPxERERERCYOe1Pi12AlsB8qAfuEJJ4bVV3j3HdT4NTQHKK6sp1D9+0REREREJAx6Mo/fN81sAfAakAdc7ZybFO7AYk5rU8+9+/htKa/DOQ3sIiIiIiIi4dGTUT2HAv/tnPsozLHEtpamnsnZe23aWOZN5aA+fiIiIiIiEg7dJn7OuR9EIpCYV18OyVng2/st31gamspBiZ+IiIiIiITBvvTxkwNRV9b5VA5lteSkJpCVmhDhoEREREREpC9Q4hcpdeVdjOipqRxERERERCR8lPhFSn15p3P4bSqr08AuIiIiIiISNkr8IqWuosOmnq1TOajGT0REREREwkSJX6TUlXXY1HNzaCqHwnxN3i4iIiIiIuGhxC8S/I3QXAupOXttahnRUzV+IiIiIiISLkr8IqFlDr8OmnpuLAslfurjJyIiIiIiYaLELxLqyrz7Dpp6biitIzctkawUTeUgIiIiIiLhocQvEupbavz2Tvw2ltZSmKf+fSIiIiIiEj5K/CKhi6aem8pq1b9PRERERETCSolfJHTS1NObyqFB/ftERERERCSslPhFQidNPTeV1QEa2EVERERERMJLiV8k1FVAQhrEJ+2xumVEzxFq6ikiIiIiImGkxC8S6so6nsohNIffcE3eLiIiIiIiYaTELxLqyzucvL2oop7s1AQykzWVg4iIiIiIhE9YEz8zO93MVpvZWjO7uYPtw83sNTNbbmYLzGxIm22Xm9lnodvl4Ywz7OrKO5zDr6y2kfz0pA52EBERERER6T1hS/zMzAfcD5wBjAcuMbPx7YrdBTzmnJsE3Ab8NLRvLvBj4ChgJvBjM9u7yuxQ0UlTz7KaJnLTEqMQkIiIiIiI9CXhrPGbCax1zq13zjUB84Bz25UZD7weejy/zfbTgFedc+XOuQrgVeD0MMYaXvXlHU7eXlbbRJ4SPxERERERCbNwJn6DgS1tlotC69paBpwfevwFIMPM8nq4L2Z2jZktNrPFJSUlvRZ4rwr4oaGyw6ae5bWq8RMRERERkfCL9uAuNwInmNmHwAnAViDQ052dcw8656Y756YXFBSEK8YD07DLu2/X1DMQdFTUqcZPRERERETCLz6Mx94KDG2zPCS0rpVzrphQjZ+ZpQMXOOd2mdlWYE67fReEMdbwqSvz7ts19dxV14RzkKfBXUREREREJMzCWeO3CBhtZiPMLBG4GHi2bQEzyzezlhh+ADwcevwycKqZ5YQGdTk1tO7QU1fu3afsOTZNeW0TgJp6ioiIiIhI2IUt8XPO+YHr8BK2VcATzrkVZnabmZ0TKjYHWG1ma4D+wJ2hfcuB2/GSx0XAbaF1h576UNjtmnqWhRI/NfUUEREREZFwC2dTT5xzLwIvtlt3S5vHTwJPdrLvw+yuATx0ddLUs7XGL12Jn4iIiIiIhFe0B3eJfa1NPfdM/MrU1FNERERERCJEiV+41ZeDLwkS0/ZYXVbTCEBOqhI/EREREREJLyV+4VZX5jXzNNtjdXltE1kpCST49CcQEREREZHwUtYRbnUVHU7eXlarOfxERERERCQylPiFW335XgO7AJTXNJGngV1ERERERCQClPiFW0tTz3bKa5s0sIuIiIiIiESEEr9wqyvvtKlnblpSFAISEREREZG+RolfOAWDUF+xV41fMOioqFMfPxERERERiQwlfuHUWAkuAKl5e6yurG8mEHRq6ikiIiIiIhGhxC+cupm8XYO7iIiIiIhIJCjxC6f6Cu++XVPP8lDipxo/ERERERGJBCV+4eSCkD8W0vvvsbq8thGAPA3uIiIiIiIiERAf7QBi2tCZcN0He61WU08REREREYkk1fhFQXmNl/jlpCrxExERERGR8FPiFwVltU1kJMeTGK+3X0REREREwk+ZRxSU12oOPxERERERiRwlflFQVtuoET1FRERERCRilPhFQVlNE7ka0VNERERERCJEiV8UqKmniIiIiIhEkhK/CHPOUVHXpKkcREREREQkYpT4RVhVg5/mgFMfPxERERERiRglfhFWrsnbRUREREQkwsKa+JnZ6Wa22szWmtnNHWwfZmbzzexDM1tuZmeG1ieY2Z/N7GMzW2VmPwhnnJFUXtsIoMFdREREREQkYsKW+JmZD7gfOAMYD1xiZuPbFfsR8IRz7kjgYuB3ofVfBJKccxOBacC1ZlYYrlgjqbQmVOOnpp4iIiIiIhIh4azxmwmsdc6td841AfOAc9uVcUBm6HEWUNxmfZqZxQMpQBNQFcZYI6alqaf6+ImIiIiISKSEM/EbDGxps1wUWtfWrcCXzawIeBG4PrT+SaAW2AZsBu5yzpWHMdaIUeInIiIiIiKRFu3BXS4BHnXODQHOBB43szi82sIAMAgYAXzPzA5rv7OZXWNmi81scUlJSSTj3m9lNU2kJ8WTnOCLdigiIiIiItJHhDPx2woMbbM8JLSura8BTwA4594FkoF84FLgJedcs3NuJ/A2ML39EzjnHnTOTXfOTS8oKAjDS+h95bWNqu0TEREREZGICmfitwgYbWYjzCwRb/CWZ9uV2QycDGBmh+MlfiWh9SeF1qcBs4BPwxhrxJTVNinxExERERGRiApb4uec8wPXAS8Dq/BG71xhZreZ2TmhYt8DrjazZcDfgCuccw5vNNB0M1uBl0A+4pxbHq5YI6m8tkkjeoqIiIiISETFh/PgzrkX8QZtabvuljaPVwLHdrBfDd6UDjGnvLaJ8QMzuy8oIiIiIiLSS6I9uEuf4pyjrKaJ3HTV+ImIiIiISOQo8YugmkY/TYGgmnqKiIiIiEhEKfGLoN1z+CVFORIREREREelLlPhFUFko8ctTU08REREREYkgJX4RVF4TSvzU1FNERERERCJIiV8E7W7qqcRPREREREQiR4lfBLU29VQfPxERERERiSAlfhFUVtNISoKPlERftEMREREREZE+RIlfBJXXNqmZp4iIiIiIRJwSvwgqq23SiJ4iIiIiIhJxSvwiqLy2SSN6ioiIiIhIxCnxiyCvqacGdhERERERkchS4hdBZbWNauopIiIiIiIRp8QvQuqa/DQ0BzW4i4iIiIiIRJwSvwgpq9Hk7SIiIiIiEh1K/CJk9+TtSvxERERERCSylPhFSHltI6AaPxERERERiTwlfhHS0tQzT6N6ioiIiIhIhCnxi5DylqaeGtVTREREREQiTIlfhJTXNpEUH0dqoi/aoYiIiIiISB+jxC9CymqbyEtLxMyiHYqIiIiIiPQxSvwipLy2iVw18xQRERERkShQ4hchZTWN5GpgFxERERERiYKwJn5mdrqZrTaztWZ2cwfbh5nZfDP70MyWm9mZbbZNMrN3zWyFmX1sZsnhjDXcWpp6ioiIiIiIRFp8uA5sZj7gfuAUoAhYZGbPOudWtin2I+AJ59zvzWw88CJQaGbxwF+A/3LOLTOzPKA5XLFGQnltk+bwExERERGRqAhnjd9MYK1zbr1zrgmYB5zbrowDMkOPs4Di0ONTgeXOuWUAzrky51wgjLGGVUNzgLqmgKZyEBERERGRqAhn4jcY2NJmuSi0rq1bgS+bWRFebd/1ofVjAGdmL5vZUjP7fhjjDLuyljn8VOMnIiIiIiJRELamnj10CfCoc+5XZnY08LiZTQjFNRuYAdQBr5nZEufca213NrNrgGsAhg0bFtnI90F5jZf4aXAXERERETlYNTc3U1RURENDQ7RDkW4kJyczZMgQEhISerxPOBO/rcDQNstDQuva+hpwOoBz7t3QAC75eLWDbzrnSgHM7EVgKrBH4uecexB4EGD69OkuDK+hV5TVNgKoj5+IiIiIHLSKiorIyMigsLBQc08fxJxzlJWVUVRUxIgRI3q8Xzibei4CRpvZCDNLBC4Gnm1XZjNwMoCZHQ4kAyXAy8BEM0sNDfRyArCSQ1S5mnqKiIiIyEGuoaGBvLw8JX0HOTMjLy9vn2tmw1bj55zzm9l1eEmcD3jYObfCzG4DFjvnngW+BzxkZt/BG+jlCuecAyrM7G685NEBLzrnXghXrOFW1tLUU4O7iIiIiMhBTEnfoWF//k5hncfPOfeic26Mc26kc+7O0LpbQkkfzrmVzrljnXOTnXNTnHOvtNn3L865I5xzE5xzh/zgLgk+IyMp2l0qRUREREQOXvX19ZxwwgkEAgE2btzIX//61/06zjHHHNNtmauuuoqVK3u/UeGtt97KXXfd1WWZZ555pkfPfd999/Hwww/3SlxhTfzEU17bSG5aon5BERERERHpwsMPP8z555+Pz+frMvHz+/1dHuedd97p9rn++Mc/Mn78+P2K80D1NPG78sor+e1vf9srz6nELwLKa5vI04ieIiIiIiJdmjt3Luee6039ffPNN7Nw4UKmTJnCPffcw6OPPso555zDSSedxMknn0xNTQ0nn3wyU6dOZeLEifzrX/9qPU56ejoACxYsYM6cOVx44YWMGzeOyy67DK9nGcyZM4fFixe3lv/hD3/I5MmTmTVrFjt27ABg3bp1zJo1i4kTJ/KjH/2o9bjt3XnnnYwZM4bZs2ezevXq1vUPPfQQM2bMYPLkyVxwwQXU1dXxzjvv8Oyzz3LTTTcxZcoU1q1b12E5gNTUVAoLC/nggw8O+L1V28MIKKtt0uTtIiIiInLI+L/nVrCyuKpXjzl+UCY//vwRnW5vampi/fr1FBYWAvCzn/2Mu+66i+effx6ARx99lKVLl7J8+XJyc3Px+/08/fTTZGZmUlpayqxZszjnnHP2amX34YcfsmLFCgYNGsSxxx7L22+/zezZs/coU1tby6xZs7jzzjv5/ve/z0MPPcSPfvQjbrjhBm644QYuueQSHnjggQ7jXrJkCfPmzeOjjz7C7/czdepUpk2bBsD555/P1VdfDcCPfvQj/vSnP3H99ddzzjnncPbZZ3PhhRcCkJ2d3WE5gOnTp7Nw4UJmzpy5L2/3XlTjFwHltU2aykFEREREpAulpaVkZ2d3WeaUU04hNzcX8KY1+N///V8mTZrE5z73ObZu3dpaU9fWzJkzGTJkCHFxcUyZMoWNGzfuVSYxMZGzzz4bgGnTprWWeffdd/niF78IwKWXXtphTAsXLuQLX/gCqampZGZmcs4557Ru++STTzjuuOOYOHEic+fOZcWKFR0eo6ty/fr1o7i4uMv3pSdU4xcB5TVK/ERERETk0NFVzVy4pKSkdDtFQVpaWuvjuXPnUlJSwpIlS0hISKCwsLDD/ZOSdne58vl8HfYPTEhIaK0p7KzM/rjiiit45plnmDx5Mo8++igLFizY53INDQ2kpKQccCyq8QuzRn+A6ka/5vATEREREelCTk4OgUCgNXnLyMigurq60/KVlZX069ePhIQE5s+fz6ZNm3o9plmzZvHPf/4TgHnz5nVY5vjjj+eZZ56hvr6e6upqnnvuudZt1dXVDBw4kObmZubOndu6vv1r66wcwJo1a5gwYcIBvxYlfmHWMnl7rgZ3ERERERHp0qmnnspbb70FwKRJk/D5fEyePJl77rlnr7KXXXYZixcvZuLEiTz22GOMGzeu1+P59a9/zd13382kSZNYu3YtWVlZe5WZOnUqF110EZMnT+aMM85gxowZrdtuv/12jjrqKI499tg94rv44ov55S9/yZFHHsm6des6LQfw9ttvc8oppxzwa7GWUW0OddOnT3cto/IcTD7ZWsnZv32LB748jdMnDIh2OCIiIiIiHVq1ahWHH354VGNYunQp99xzD48//nhU42hRV1dHSkoKZsa8efP429/+tsfooeH24Ycfcvfdd3f4fnT09zKzJc656R0dS338wqylxi9fo3qKiIiIiHRp6tSpnHjiiQQCAXw+X7TDYcmSJVx33XU458jOzu61ydR7qrS0lNtvv71XjqXEL8x2N/VU4iciIiIi0p0rr7wy2iG0Ou6441i2bFnUnr83mni2UB+/MCsLJX6awF1ERERERKJFiV+Yldc2Eh9nZKaoclVERERERKJDiV+Yldc2kZOW2DoviIiIiIiISKQp8Quz0pomzeEnIiIiIiJRpcQvzMprmzSwi4iIiIiIRJUSvzBT4iciIiIi0jP19fWccMIJBAIBNm7cyF//+tf9PtZPfvKTHpV79NFHue6667oss2DBAt55551uj/X8889zyy239Oh5I02JX5iV1TSSn64RPUVEREREuvPwww9z/vnn4/P5Ipb49URPE7+zzjqL5557jrq6ul577t6ioSbDqDkQpKrBrxo/ERERETm0/Ptm2P5x7x5zwEQ442ddFpk7d25rsnfzzTezatUqpkyZwuWXX863v/1tbr75ZhYsWEBjYyPf+ta3uPbaa9m2bRsXXXQRVVVV+P1+fv/73/PCCy9QX1/PlClTOOKII5g7d+4ez/PII4/w05/+lOzsbCZPnkxSkldR89xzz3HHHXfQ1NREXl4ec+fOpb6+ngceeACfz8df/vIXfvvb37Jr1669yvXv3x8zY86cOTz//PN86Utf6t337wAp8QujCk3eLiIiIiLSI01NTaxfv57CwkIAfvazn3HXXXfx/PPPA/Dggw+SlZXFokWLaGxs5Nhjj+XUU0/lqaee4rTTTuOHP/whgUCAuro6jjvuOO677z4++uijvZ5n27Zt/PjHP2bJkiVkZWVx4okncuSRRwIwe/Zs3nvvPcyMP/7xj/ziF7/gV7/6FV//+tdJT0/nxhtvBKCioqLDcgDTp09n4cKFSvz6kt2TtyvxExEREZFDSDc1c+FQWlpKdnZ2p9tfeeUVli9fzpNPPglAZWUln332GTNmzODKK6+kubmZ8847jylTpnT5PO+//z5z5syhoKAAgIsuuog1a9YAUFRUxEUXXcS2bdtoampixIgRHR6jq3L9+vWjuLh4H155ZKiPXxiV1ajGT0RERESkJ1JSUmhoaOh0u3OO3/72t3z00Ud89NFHbNiwgVNPPZXjjz+eN998k8GDB3PFFVfw2GOP7XcM119/Pddddx0ff/wxf/jDHzqNp6tyDQ0NpKSk7HcM4aLEL4yOHJbNc9fNZsLgrGiHIiIiIiJyUMvJySEQCLQmURkZGVRXV7duP+200/j9739Pc3MzAGvWrKG2tpZNmzbRv39/rr76aq666iqWLl0KQEJCQmvZto466ijeeOMNysrKaG5u5h//+EfrtsrKSgYPHgzAn//859b17WPprFxLXBMmTDig9yIcwpr4mdnpZrbazNaa2c0dbB9mZvPN7EMzW25mZ3awvcbMbgxnnOGSlhTPxCFZpCWpRa2IiIiISHdOPfVU3nrrLQAmTZqEz+dj8uTJ3HPPPVx11VWMHz+eqVOnMmHCBK699lr8fj8LFixg8uTJHHnkkfz973/nhhtuAOCaa65h0qRJXHbZZXs8x8CBA7n11ls5+uijOfbYYzn88MNbt91666188YtfZNq0aeTn57eu//znP8/TTz/NlClTWLhwYaflAObPn89ZZ50Vrrdov5lzLjwHNvMBa4BTgCJgEXCJc25lmzIPAh86535vZuOBF51zhW22Pwk44H3n3F1dPd/06dPd4sWLe/+FiIiIiIj0AatWrdojCYqGpUuXcs899/D4449HNY79tWPHDi699FJee+21sD9XR38vM1vinJveUflw1vjNBNY659Y755qAecC57co4IDP0OAto7QVpZucBG4AVYYxRREREREQOElOnTuXEE08kEAhEO5T9snnz5tbRPQ824WyDOBjY0ma5CDiqXZlbgVfM7HogDfgcgJmlA/+DV1t4SDbzFBERERGRfXfllVdGO4T9NmPGjGiH0KloD+5yCfCoc24IcCbwuJnF4SWE9zjnarra2cyuMbPFZra4pKQk/NGKiIiIiMSwcHUDk961P3+ncNb4bQWGtlkeElrX1teA0wGcc++aWTKQj1czeKGZ/QLIBoJm1uCcu6/tzs65B4EHwevjF44XISIiIiLSFyQnJ1NWVkZeXh5mFu1wpBPOOcrKykhOTt6n/cKZ+C0CRpvZCLyE72Lg0nZlNgMnA4+a2eFAMlDinDuupYCZ3QrUtE/6RERERESk9wwZMoSioiLUku7gl5yczJAhQ/Zpn7Alfs45v5ldB7wM+ICHnXMrzOw2YLFz7lnge8BDZvYdvIFernCqXxYRERERibiEhARGjBgR7TAkTMI2nUOkaToHERERERHpy6I1nYOIiIiIiIgcBJT4iYiIiIiIxLiYaeppZiXApmjH0YF8oDTaQUjM03kmkaDzTCJB55mEm84xiYRonWfDnXMFHW2ImcTvYGVmiztrZyvSW3SeSSToPJNI0Hkm4aZzTCLhYDzP1NRTREREREQkxinxExERERERiXFK/MLvwWgHIH2CzjOJBJ1nEgk6zyTcdI5JJBx055n6+ImIiIiIiMQ41fiJiIiIiIjEOCV+YWRmp5vZajNba2Y3RzseiQ1mNtTM5pvZSjNbYWY3hNbnmtmrZvZZ6D4n2rHKoc3MfGb2oZk9H1oeYWbvh65pfzezxGjHKIc2M8s2syfN7FMzW2VmR+taJr3NzL4T+rz8xMz+ZmbJup7JgTKzh81sp5l90mZdh9cv8/wmdL4tN7Op0YhZiV+YmJkPuB84AxgPXGJm46MblcQIP/A959x4YBbwrdC5dTPwmnNuNPBaaFnkQNwArGqz/HPgHufcKKAC+FpUopJYci/wknNuHDAZ73zTtUx6jZkNBr4NTHfOTQB8wMXoeiYH7lHg9HbrOrt+nQGMDt2uAX4foRj3oMQvfGYCa51z651zTcA84NwoxyQxwDm3zTm3NPS4Gu+L0mC88+vPoWJ/Bs6LSoASE8xsCHAW8MfQsgEnAU+GiugckwNiZlnA8cCfAJxzTc65XehaJr0vHkgxs3ggFdiGrmdygJxzbwLl7VZ3dv06F3jMed4Dss1sYEQCbUOJX/gMBra0WS4KrRPpNWZWCBwJvA/0d85tC23aDvSPVlwSE34NfB8IhpbzgF3OOX9oWdc0OVAjgBLgkVCT4j+aWRq6lkkvcs5tBe4CNuMlfJXAEnQ9k/Do7Pp1UOQFSvxEDlFmlg78E/hv51xV223OG65XQ/bKfjGzs4Gdzrkl0Y5FYlo8MBX4vXPuSKCWds06dS2TAxXqY3Uu3g8Ng4A09m6eJ9LrDsbrlxK/8NkKDG2zPCS0TuSAmVkCXtI31zn3VGj1jpZmA6H7ndGKTw55xwLnmNlGvGbqJ+H1xcoONZUCXdPkwBUBRc6590PLT+IlgrqWSW/6HLDBOVfinGsGnsK7xul6JuHQ2fXroMgLlPiFzyJgdGjUqES8jsTPRjkmiQGhvlZ/AlY55+5us+lZ4PLQ48uBf0U6NokNzrkfOOeGOOcK8a5drzvnLgPmAxeGiukckwPinNsObDGzsaFVJwMr0bVMetdmYJaZpYY+P1vOM13PJBw6u349C3wlNLrnLKCyTZPQiNEE7mFkZmfi9ZPxAQ875+6MbkQSC8xsNrAQ+Jjd/a/+F6+f3xPAMGAT8CXnXPtOxyL7xMzmADc65842s8PwagBzgQ+BLzvnGqMYnhzizGwK3gBCicB64Kt4P0rrWia9xsz+D7gIb1TsD4Gr8PpX6Xom+83M/gbMAfKBHcCPgWfo4PoV+tHhPrxmxnXAV51ziyMesxI/ERERERGR2KamniIiIiIiIjFOiZ+IiIiIiEiMU+InIiIiIiIS45T4iYiIiIiIxDglfiIiIiIiIjFOiZ+IiPQZZubM7Fdtlm80s1ujGFKnzOxWM7sx2nGIiEhsUOInIiJ9SSNwvpnlRzsQERGRSFLiJyIifYkfeBD4TvsNZlZoZq+b2XIze83MhnV1IDPzmdkvzWxRaJ9rQ+vnmNmbZvaCma02swfMLC607RIz+9jMPjGzn7c51ulmttTMlpnZa22eZryZLTCz9Wb27V55B0REpE9S4iciIn3N/cBlZpbVbv1vgT875yYBc4HfdHOcrwGVzrkZwAzgajMbEdo2E7geGA+MxKtlHAT8HDgJmALMMLPzzKwAeAi4wDk3Gfhim+cYB5wWOt6PzSxhf16wiIhIfLQDEBERiSTnXJWZPQZ8G6hvs+lo4PzQ48eBX3RzqFOBSWZ2YWg5CxgNNAEfOOfWA5jZ34DZQDOwwDlXElo/FzgeCABvOuc2hOIrb/McLzjnGoFGM9sJ9AeK9v1Vi4hIX6fET0RE+qJfA0uBRw7gGAZc75x7eY+VZnMA165s++WeamzzOIA+t0VEZD+pqaeIiPQ5oVq1J/Caa7Z4B7g49PgyYGE3h3kZ+EZL80szG2NmaaFtM81sRKhv30XAW8AHwAlmlm9mPuAS4A3gPeD4lmaiZpZ7wC9QRESkHf1yKCIifdWvgOvaLF8PPGJmNwElwFcBzOzrAM65B9rt/0egEFhqZhba57zQtkXAfcAoYD7wtHMuaGY3h5YNrxnnv0LPcQ3wVChR3Amc0quvVERE+jxzbn9bn4iIiEh7oaaeNzrnzo5yKCIiIq3U1FNERERERCTGqcZPREREREQkxqnGT0REREREJMYp8RMREREREYlxSvxERERERERinBI/ERERERGRGKfET0REREREJMYp8RMREREREYlx/x8LykexpBNO4QAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15, 5))\n", + "plt.plot(hist.history['accuracy'], label='(training data)')\n", + "plt.plot(hist.history['val_accuracy'], label='(test data)')\n", + "\n", + "plt.ylabel('value')\n", + "plt.xlabel('No. epoch')\n", + "plt.legend(loc=\"lower right\")\n", + "plt.title('Accuracy')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2e058175", + "metadata": { + "papermill": { + "duration": 0.176273, + "end_time": "2022-08-05T19:33:58.181865", + "exception": false, + "start_time": "2022-08-05T19:33:58.005592", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Prediction - **Prediction**" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "e88daed9", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:33:58.537548Z", + "iopub.status.busy": "2022-08-05T19:33:58.536382Z", + "iopub.status.idle": "2022-08-05T19:34:17.773539Z", + "shell.execute_reply": "2022-08-05T19:34:17.772560Z" + }, + "papermill": { + "duration": 19.417878, + "end_time": "2022-08-05T19:34:17.776240", + "exception": false, + "start_time": "2022-08-05T19:33:58.358362", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "res = (\n", + " model.predict_generator(pred_gen(test), steps=test_size)\n", + " .argmax(axis=1)\n", + " .reshape(-1, 8, 8)\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "055eba9d", + "metadata": { + "papermill": { + "duration": 0.275853, + "end_time": "2022-08-05T19:34:18.407795", + "exception": false, + "start_time": "2022-08-05T19:34:18.131942", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Model Evaluation - **All metrics**" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "280ddf4e", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:19.274486Z", + "iopub.status.busy": "2022-08-05T19:34:19.274064Z", + "iopub.status.idle": "2022-08-05T19:34:19.523723Z", + "shell.execute_reply": "2022-08-05T19:34:19.522366Z" + }, + "papermill": { + "duration": 0.803513, + "end_time": "2022-08-05T19:34:19.525983", + "exception": false, + "start_time": "2022-08-05T19:34:18.722470", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final Accuracy: 1.00000%\n" + ] + } + ], + "source": [ + "pred_fens = np.array([fen_from_onehot(one_hot) for one_hot in res])\n", + "test_fens = np.array([get_image_FEN_label(fn) for fn in test])\n", + "\n", + "final_accuracy = (pred_fens == test_fens).astype(float).mean()\n", + "\n", + "print(\"Final Accuracy: {:1.5f}%\".format(final_accuracy))" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "2b40a14f", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:19.886561Z", + "iopub.status.busy": "2022-08-05T19:34:19.886205Z", + "iopub.status.idle": "2022-08-05T19:34:20.002353Z", + "shell.execute_reply": "2022-08-05T19:34:20.001370Z" + }, + "papermill": { + "duration": 0.298135, + "end_time": "2022-08-05T19:34:20.004359", + "exception": false, + "start_time": "2022-08-05T19:34:19.706224", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Confusion Matrix:\n", + "------------------------\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[1, 0, 0, ..., 0, 0, 0],\n", + " [0, 1, 0, ..., 0, 0, 0],\n", + " [0, 0, 1, ..., 0, 0, 0],\n", + " ...,\n", + " [0, 0, 0, ..., 1, 0, 0],\n", + " [0, 0, 0, ..., 0, 1, 0],\n", + " [0, 0, 0, ..., 0, 0, 1]])" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"\\nConfusion Matrix:\\n------------------------\")\n", + "confusion_matrix(test_fens, pred_fens)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "5ddea8f3", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:20.360782Z", + "iopub.status.busy": "2022-08-05T19:34:20.360326Z", + "iopub.status.idle": "2022-08-05T19:34:20.482471Z", + "shell.execute_reply": "2022-08-05T19:34:20.481227Z" + }, + "papermill": { + "duration": 0.301554, + "end_time": "2022-08-05T19:34:20.484607", + "exception": false, + "start_time": "2022-08-05T19:34:20.183053", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Precison: 1.0\n", + "Recall: 1.0\n", + "F1 Score: 1.0\n", + "Accuracy: 1.0\n" + ] + } + ], + "source": [ + "print(\"Precison:\", precision_score(test_fens, pred_fens, average='weighted'))\n", + "print(\"Recall:\", recall_score(test_fens, pred_fens, average='weighted'))\n", + "print(\"F1 Score:\", f1_score(test_fens, pred_fens, average='weighted'))\n", + "print(\"Accuracy:\", accuracy_score(test_fens, pred_fens))" + ] + }, + { + "cell_type": "markdown", + "id": "a081c454", + "metadata": { + "papermill": { + "duration": 0.177409, + "end_time": "2022-08-05T19:34:20.840322", + "exception": false, + "start_time": "2022-08-05T19:34:20.662913", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 6 - Preview Predictions and Outliers " + ] + }, + { + "cell_type": "markdown", + "id": "9cefcbf9", + "metadata": { + "papermill": { + "duration": 0.219757, + "end_time": "2022-08-05T19:34:21.238923", + "exception": false, + "start_time": "2022-08-05T19:34:21.019166", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- **Correct predictions**" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "f78812c6", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:21.594405Z", + "iopub.status.busy": "2022-08-05T19:34:21.594048Z", + "iopub.status.idle": "2022-08-05T19:34:21.600907Z", + "shell.execute_reply": "2022-08-05T19:34:21.599813Z" + }, + "papermill": { + "duration": 0.189468, + "end_time": "2022-08-05T19:34:21.603340", + "exception": false, + "start_time": "2022-08-05T19:34:21.413872", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import matplotlib.image as mpimg\n", + "def display_with_predicted_fen(image):\n", + " plt.figure(figsize=(5,5))\n", + " pred = model.predict(preprocess_image(image)).argmax(axis=1).reshape(-1, 8, 8)\n", + " fen = fen_from_onehot(pred[0])\n", + " imgplot = plt.imshow(mpimg.imread(image))\n", + " plt.axis('off')\n", + " plt.title(fen)\n", + " plt.show()\n", + " return fen\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "33b79156", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:21.961312Z", + "iopub.status.busy": "2022-08-05T19:34:21.960955Z", + "iopub.status.idle": "2022-08-05T19:34:22.244100Z", + "shell.execute_reply": "2022-08-05T19:34:22.243130Z" + }, + "papermill": { + "duration": 0.468709, + "end_time": "2022-08-05T19:34:22.248862", + "exception": false, + "start_time": "2022-08-05T19:34:21.780153", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "predicted FEN : 2K3R1-3q4-8-8-6k1-8-1N6-2n2b1n\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "
. . K . . . R .\n",
+       ". . . q . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . k .\n",
+       ". . . . . . . .\n",
+       ". N . . . . . .\n",
+       ". . n . . b . n
" + ], + "text/plain": [ + "'
. . K . . . R .\\n. . . q . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . k .\\n. . . . . . . .\\n. N . . . . . .\\n. . n . . b . n
'" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predicted_fen=display_with_predicted_fen(test[230])\n", + "print(\"predicted FEN :\",predicted_fen)\n", + "board = chess.Board(predicted_fen.replace('-', '/'))\n", + "chess.svg.board(board, size=300) \n" + ] + }, + { + "cell_type": "markdown", + "id": "c86a7299", + "metadata": { + "papermill": { + "duration": 0.179873, + "end_time": "2022-08-05T19:34:22.612920", + "exception": false, + "start_time": "2022-08-05T19:34:22.433047", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- **Outliers ! - Not too many :)**" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "84925f57", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:22.975353Z", + "iopub.status.busy": "2022-08-05T19:34:22.974816Z", + "iopub.status.idle": "2022-08-05T19:34:22.981395Z", + "shell.execute_reply": "2022-08-05T19:34:22.980406Z" + }, + "papermill": { + "duration": 0.191503, + "end_time": "2022-08-05T19:34:22.984216", + "exception": false, + "start_time": "2022-08-05T19:34:22.792713", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "how many outliers are there? 0\n" + ] + } + ], + "source": [ + "mask = (pred_fens != test_fens)\n", + "predicted_outliers=pred_fens[mask]\n", + "outliers=test_fens[mask]\n", + "print(\"how many outliers are there?\",len(outliers))" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "4b5d2971", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:23.379166Z", + "iopub.status.busy": "2022-08-05T19:34:23.378400Z", + "iopub.status.idle": "2022-08-05T19:34:23.387347Z", + "shell.execute_reply": "2022-08-05T19:34:23.386443Z" + }, + "papermill": { + "duration": 0.225291, + "end_time": "2022-08-05T19:34:23.389369", + "exception": false, + "start_time": "2022-08-05T19:34:23.164078", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "if len(outliers)>0:\n", + " rand = np.random.randint(0, len(outliers))\n", + " predicted_fen=display_with_predicted_fen('../input/chess-positions/test/'+outliers[rand]+'.jpeg')\n", + " print(\"Actual FEN: \"+outliers[rand])\n", + " print(\"predicted FEN :\",predicted_fen)\n", + " board = chess.Board(predicted_fen.replace('-', '/'))\n", + " display(chess.svg.board(board, size=300))\n" + ] + }, + { + "cell_type": "markdown", + "id": "826c1bba", + "metadata": { + "papermill": { + "duration": 0.219262, + "end_time": "2022-08-05T19:34:23.787691", + "exception": false, + "start_time": "2022-08-05T19:34:23.568429", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 7 - Test Randomly Generated samples of the data" + ] + }, + { + "cell_type": "markdown", + "id": "a9eb1868", + "metadata": { + "papermill": { + "duration": 0.178639, + "end_time": "2022-08-05T19:34:24.145466", + "exception": false, + "start_time": "2022-08-05T19:34:23.966827", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Function Generator to generate random samples of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "39cdd0b3", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:24.505046Z", + "iopub.status.busy": "2022-08-05T19:34:24.504669Z", + "iopub.status.idle": "2022-08-05T19:34:41.544078Z", + "shell.execute_reply": "2022-08-05T19:34:41.542895Z" + }, + "papermill": { + "duration": 17.222196, + "end_time": "2022-08-05T19:34:41.546500", + "exception": false, + "start_time": "2022-08-05T19:34:24.324304", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting cairosvg\r\n", + " Downloading CairoSVG-2.5.2-py3-none-any.whl (45 kB)\r\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m45.8/45.8 kB\u001b[0m \u001b[31m185.1 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n", + "\u001b[?25hCollecting cairocffi\r\n", + " Downloading cairocffi-1.3.0.tar.gz (88 kB)\r\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m88.8/88.8 kB\u001b[0m \u001b[31m368.6 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n", + "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n", + "\u001b[?25hRequirement already satisfied: tinycss2 in /opt/conda/lib/python3.7/site-packages (from cairosvg) (1.1.1)\r\n", + "Requirement already satisfied: pillow in /opt/conda/lib/python3.7/site-packages (from cairosvg) (9.1.1)\r\n", + "Collecting cssselect2\r\n", + " Downloading cssselect2-0.6.0-py3-none-any.whl (15 kB)\r\n", + "Requirement already satisfied: defusedxml in /opt/conda/lib/python3.7/site-packages (from cairosvg) (0.7.1)\r\n", + "Requirement already satisfied: cffi>=1.1.0 in /opt/conda/lib/python3.7/site-packages (from cairocffi->cairosvg) (1.15.0)\r\n", + "Requirement already satisfied: webencodings in /opt/conda/lib/python3.7/site-packages (from cssselect2->cairosvg) (0.5.1)\r\n", + "Requirement already satisfied: pycparser in /opt/conda/lib/python3.7/site-packages (from cffi>=1.1.0->cairocffi->cairosvg) (2.21)\r\n", + "Building wheels for collected packages: cairocffi\r\n", + " Building wheel for cairocffi (setup.py) ... \u001b[?25l-\b \b\\\b \bdone\r\n", + "\u001b[?25h Created wheel for cairocffi: filename=cairocffi-1.3.0-py3-none-any.whl size=89668 sha256=58e442301970e74fd3c20c0c8378901d131ea897bf0e54774a0ff431dcb7a58a\r\n", + " Stored in directory: /root/.cache/pip/wheels/4e/ca/e1/5c8a9692a27f639a07c949044bec943f26c81cd53d3805319f\r\n", + "Successfully built cairocffi\r\n", + "Installing collected packages: cssselect2, cairocffi, cairosvg\r\n", + "Successfully installed cairocffi-1.3.0 cairosvg-2.5.2 cssselect2-0.6.0\r\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\r\n", + "\u001b[0m" + ] + } + ], + "source": [ + "! pip install cairosvg" + ] + }, + { + "cell_type": "markdown", + "id": "c451d941", + "metadata": { + "papermill": { + "duration": 0.180191, + "end_time": "2022-08-05T19:34:41.907920", + "exception": false, + "start_time": "2022-08-05T19:34:41.727729", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- create Directory for randomaly generated pictures" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "aa5e446a", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:42.274742Z", + "iopub.status.busy": "2022-08-05T19:34:42.274291Z", + "iopub.status.idle": "2022-08-05T19:34:42.280095Z", + "shell.execute_reply": "2022-08-05T19:34:42.279037Z" + }, + "papermill": { + "duration": 0.193502, + "end_time": "2022-08-05T19:34:42.282372", + "exception": false, + "start_time": "2022-08-05T19:34:42.088870", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import os\n", + "if not os.path.isdir('../working/random/'):\n", + " os.mkdir('../working/random/')" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "e3e57f77", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:42.645337Z", + "iopub.status.busy": "2022-08-05T19:34:42.644988Z", + "iopub.status.idle": "2022-08-05T19:34:43.222957Z", + "shell.execute_reply": "2022-08-05T19:34:43.221773Z" + }, + "papermill": { + "duration": 0.762925, + "end_time": "2022-08-05T19:34:43.225595", + "exception": false, + "start_time": "2022-08-05T19:34:42.462670", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "from cairosvg import svg2png\n", + "def generate_random_image_from_FEN(FEN,optional_path='../working/random/'):\n", + " board = chess.Board(FEN)\n", + " boardsvg = chess.svg.board(board, size=400,coordinates=False)\n", + " FEN = FEN.replace('/', '-')\n", + " svg2png(bytestring=boardsvg,write_to=optional_path+FEN+'.jpeg')\n", + "\n", + "generate_random_image_from_FEN('2Kp4/2kPbnR1/1p1P1p1P/4Q2q/8/8/P2p1pp1/8')\n", + "generate_random_image_from_FEN('8/8/8/8/8/8/8/8')" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "4afc52b0", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:43.588698Z", + "iopub.status.busy": "2022-08-05T19:34:43.588305Z", + "iopub.status.idle": "2022-08-05T19:34:43.803595Z", + "shell.execute_reply": "2022-08-05T19:34:43.802585Z" + }, + "papermill": { + "duration": 0.400379, + "end_time": "2022-08-05T19:34:43.805725", + "exception": false, + "start_time": "2022-08-05T19:34:43.405346", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "img = mpimg.imread('../working/random/2Kp4-2kPbnR1-1p1P1p1P-4Q2q-8-8-P2p1pp1-8.jpeg')\n", + "plt.imshow(img)" + ] + }, + { + "cell_type": "markdown", + "id": "b4eae849", + "metadata": { + "papermill": { + "duration": 0.18277, + "end_time": "2022-08-05T19:34:44.169704", + "exception": false, + "start_time": "2022-08-05T19:34:43.986934", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Test Some Generated Samples of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "53a99505", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:44.577018Z", + "iopub.status.busy": "2022-08-05T19:34:44.575968Z", + "iopub.status.idle": "2022-08-05T19:34:44.781190Z", + "shell.execute_reply": "2022-08-05T19:34:44.780273Z" + }, + "papermill": { + "duration": 0.389803, + "end_time": "2022-08-05T19:34:44.783469", + "exception": false, + "start_time": "2022-08-05T19:34:44.393666", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Actual FEN: 8-8-8-8-8-8-8-8\n", + "predicted FEN : 8-8-8-8-8-8-8-8\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "
. . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .
" + ], + "text/plain": [ + "'
. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .
'" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predicted_fen=display_with_predicted_fen('../working/random/'+'8-8-8-8-8-8-8-8'+'.jpeg')\n", + "print(\"Actual FEN: \"+'8-8-8-8-8-8-8-8')\n", + "print(\"predicted FEN :\",predicted_fen)\n", + "board = chess.Board(predicted_fen.replace('-', '/'))\n", + "chess.svg.board(board, size=300) " + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "5922f6fa", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:45.156876Z", + "iopub.status.busy": "2022-08-05T19:34:45.156504Z", + "iopub.status.idle": "2022-08-05T19:34:45.364273Z", + "shell.execute_reply": "2022-08-05T19:34:45.363338Z" + }, + "papermill": { + "duration": 0.394401, + "end_time": "2022-08-05T19:34:45.367097", + "exception": false, + "start_time": "2022-08-05T19:34:44.972696", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Actual FEN: 2Kp4-2kPbnR1-1p1P1p1P-4Q2q-8-8-P2p1pp1-8\n", + "predicted FEN : 2Kp4-2kPbnR1-1p1P1p1P-4Q2q-8-8-P2p1pp1-8\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "
. . K p . . . .\n",
+       ". . k P b n R .\n",
+       ". p . P . p . P\n",
+       ". . . . Q . . q\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       "P . . p . p p .\n",
+       ". . . . . . . .
" + ], + "text/plain": [ + "'
. . K p . . . .\\n. . k P b n R .\\n. p . P . p . P\\n. . . . Q . . q\\n. . . . . . . .\\n. . . . . . . .\\nP . . p . p p .\\n. . . . . . . .
'" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predicted_fen=display_with_predicted_fen('../working/random/'+'2Kp4-2kPbnR1-1p1P1p1P-4Q2q-8-8-P2p1pp1-8'+'.jpeg')\n", + "print(\"Actual FEN: \"+'2Kp4-2kPbnR1-1p1P1p1P-4Q2q-8-8-P2p1pp1-8')\n", + "print(\"predicted FEN :\",predicted_fen)\n", + "board = chess.Board(predicted_fen.replace('-', '/'))\n", + "chess.svg.board(board, size=300) " + ] + }, + { + "cell_type": "markdown", + "id": "ceccf8bf", + "metadata": { + "papermill": { + "duration": 0.191621, + "end_time": "2022-08-05T19:34:45.747599", + "exception": false, + "start_time": "2022-08-05T19:34:45.555978", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 8 - Model In production" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "b6767809", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:46.157793Z", + "iopub.status.busy": "2022-08-05T19:34:46.157412Z", + "iopub.status.idle": "2022-08-05T19:35:07.152375Z", + "shell.execute_reply": "2022-08-05T19:35:07.151107Z" + }, + "papermill": { + "duration": 21.222318, + "end_time": "2022-08-05T19:35:07.154625", + "exception": false, + "start_time": "2022-08-05T19:34:45.932307", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final Accuracy: 1.00000%\n" + ] + } + ], + "source": [ + "from tensorflow import keras\n", + "model_p = keras.models.load_model('../working/models/chess_model.h5')\n", + "\n", + "res = (\n", + " model_p.predict_generator(pred_gen(test), steps=test_size)\n", + " .argmax(axis=1)\n", + " .reshape(-1, 8, 8)\n", + ")\n", + "\n", + "pred_fens = np.array([fen_from_onehot(one_hot) for one_hot in res])\n", + "test_fens = np.array([get_image_FEN_label(fn) for fn in test])\n", + "\n", + "final_accuracy = (pred_fens == test_fens).astype(float).mean()\n", + "\n", + "print(\"Final Accuracy: {:1.5f}%\".format(final_accuracy))" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "64c8b5b3", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:35:07.526893Z", + "iopub.status.busy": "2022-08-05T19:35:07.525783Z", + "iopub.status.idle": "2022-08-05T19:35:07.789932Z", + "shell.execute_reply": "2022-08-05T19:35:07.788936Z" + }, + "papermill": { + "duration": 0.456702, + "end_time": "2022-08-05T19:35:07.795211", + "exception": false, + "start_time": "2022-08-05T19:35:07.338509", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "predicted FEN : 2K3R1-3q4-8-8-6k1-8-1N6-2n2b1n\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "
. . K . . . R .\n",
+       ". . . q . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . k .\n",
+       ". . . . . . . .\n",
+       ". N . . . . . .\n",
+       ". . n . . b . n
" + ], + "text/plain": [ + "'
. . K . . . R .\\n. . . q . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . k .\\n. . . . . . . .\\n. N . . . . . .\\n. . n . . b . n
'" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import matplotlib.image as mpimg\n", + "def display_with_predicted_fen(image):\n", + " plt.figure(figsize=(5,5))\n", + " pred = model_p.predict(preprocess_image(image)).argmax(axis=1).reshape(-1, 8, 8)\n", + " fen = fen_from_onehot(pred[0])\n", + " imgplot = plt.imshow(mpimg.imread(image))\n", + " plt.axis('off')\n", + " plt.title(fen)\n", + " plt.show()\n", + " return fen\n", + "\n", + "predicted_fen=display_with_predicted_fen(test[230])\n", + "print(\"predicted FEN :\",predicted_fen)\n", + "board = chess.Board(predicted_fen.replace('-', '/'))\n", + "chess.svg.board(board, size=300) \n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + }, + "papermill": { + "default_parameters": {}, + "duration": 516.521761, + "end_time": "2022-08-05T19:35:11.748024", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2022-08-05T19:26:35.226263", + "version": "2.3.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 03aeb4d1a8030159b1c6b3fbc915933bba8c3916 Mon Sep 17 00:00:00 2001 From: VARUNSHIYAM <138989960+Varunshiyam@users.noreply.github.com> Date: Sat, 2 Nov 2024 22:15:29 +0530 Subject: [PATCH 2/5] Create Readme.md --- Prediction Models/Chess_Prediction/Readme.md | 63 ++++++++++++++++++++ 1 file changed, 63 insertions(+) create mode 100644 Prediction Models/Chess_Prediction/Readme.md diff --git a/Prediction Models/Chess_Prediction/Readme.md b/Prediction Models/Chess_Prediction/Readme.md new file mode 100644 index 00000000..b643ec8d --- /dev/null +++ b/Prediction Models/Chess_Prediction/Readme.md @@ -0,0 +1,63 @@ +# Chess Position FEN Prediction using CNN + +This repository contains a Convolutional Neural Network (CNN) model designed for the prediction of chess board positions in FEN (Forsyth-Edwards Notation) format from images. The project explores exploratory data analysis (EDA) on chess board images and implements a CNN model to predict the respective FEN strings. + +## Table of Contents + +- [Overview](#overview) +- [Data](#data) +- [Model Architecture](#model-architecture) +- [Preprocessing](#preprocessing) +- [Training](#training) +- [Evaluation](#evaluation) +- [Usage](#usage) +- [Results](#results) +- [Future Work](#future-work) + +## Overview + +Chess position recognition is essential for building applications in chess analysis, broadcasting, and AI-based evaluation of games. This project leverages a CNN-based deep learning model to recognize and predict FEN notation, which captures the state of a chess game. + +## Data + +The dataset consists of images representing various chess board states. Each image is labeled with its corresponding FEN notation, which is parsed to train the model. Image preprocessing includes resizing, grayscale conversion, and normalization. + +## Model Architecture + +The model architecture is a deep Convolutional Neural Network designed to handle image input and output FEN strings, capturing board layout in terms of piece position and type. + +### Layers + +1. **Input Layer**: Accepts 2D image data (chess board). +2. **Convolutional Layers**: Multiple layers with increasing depth to capture board layout and distinguish piece types. +3. **Pooling Layers**: To down-sample the image spatially. +4. **Fully Connected Layers**: Converts 2D convolutional outputs into classification probabilities. +5. **Output Layer**: Maps to FEN string components. + +### Loss and Optimization + +- **Loss Function**: Categorical Cross-Entropy, suitable for multi-class classification. +- **Optimizer**: Adam Optimizer is used for efficient gradient-based learning. + +## Preprocessing + +Preprocessing steps: +1. **Image Resizing**: Images are resized to a standard dimension. +2. **Normalization**: Pixel values are normalized for consistency. +3. **Encoding**: FEN strings are encoded as multi-class labels for each board square. + +## Training + +Training involves: +- Splitting data into training, validation, and testing sets. +- Training the model over multiple epochs with mini-batches. +- Monitoring accuracy and loss. + +## Evaluation + +Model evaluation includes metrics such as: +- **Accuracy**: Fraction of correctly predicted board configurations. +- **Precision and Recall**: For capturing model effectiveness in piece placement accuracy. +- **Confusion Matrix**: Visual representation of prediction errors for different chess pieces. + + From 63b5b152d5e8d5c86345d36c24ef377c64509186 Mon Sep 17 00:00:00 2001 From: VARUNSHIYAM <138989960+Varunshiyam@users.noreply.github.com> Date: Sat, 2 Nov 2024 22:15:42 +0530 Subject: [PATCH 3/5] Delete Prediction Models/Chess_Prediction directory --- Prediction Models/Chess_Prediction/Readme.md | 63 - ...sitions-fen-prediction-eda-cnn-model.ipynb | 3293 ----------------- 2 files changed, 3356 deletions(-) delete mode 100644 Prediction Models/Chess_Prediction/Readme.md delete mode 100644 Prediction Models/Chess_Prediction/chess-positions-fen-prediction-eda-cnn-model.ipynb diff --git a/Prediction Models/Chess_Prediction/Readme.md b/Prediction Models/Chess_Prediction/Readme.md deleted file mode 100644 index b643ec8d..00000000 --- a/Prediction Models/Chess_Prediction/Readme.md +++ /dev/null @@ -1,63 +0,0 @@ -# Chess Position FEN Prediction using CNN - -This repository contains a Convolutional Neural Network (CNN) model designed for the prediction of chess board positions in FEN (Forsyth-Edwards Notation) format from images. The project explores exploratory data analysis (EDA) on chess board images and implements a CNN model to predict the respective FEN strings. - -## Table of Contents - -- [Overview](#overview) -- [Data](#data) -- [Model Architecture](#model-architecture) -- [Preprocessing](#preprocessing) -- [Training](#training) -- [Evaluation](#evaluation) -- [Usage](#usage) -- [Results](#results) -- [Future Work](#future-work) - -## Overview - -Chess position recognition is essential for building applications in chess analysis, broadcasting, and AI-based evaluation of games. This project leverages a CNN-based deep learning model to recognize and predict FEN notation, which captures the state of a chess game. - -## Data - -The dataset consists of images representing various chess board states. Each image is labeled with its corresponding FEN notation, which is parsed to train the model. Image preprocessing includes resizing, grayscale conversion, and normalization. - -## Model Architecture - -The model architecture is a deep Convolutional Neural Network designed to handle image input and output FEN strings, capturing board layout in terms of piece position and type. - -### Layers - -1. **Input Layer**: Accepts 2D image data (chess board). -2. **Convolutional Layers**: Multiple layers with increasing depth to capture board layout and distinguish piece types. -3. **Pooling Layers**: To down-sample the image spatially. -4. **Fully Connected Layers**: Converts 2D convolutional outputs into classification probabilities. -5. **Output Layer**: Maps to FEN string components. - -### Loss and Optimization - -- **Loss Function**: Categorical Cross-Entropy, suitable for multi-class classification. -- **Optimizer**: Adam Optimizer is used for efficient gradient-based learning. - -## Preprocessing - -Preprocessing steps: -1. **Image Resizing**: Images are resized to a standard dimension. -2. **Normalization**: Pixel values are normalized for consistency. -3. **Encoding**: FEN strings are encoded as multi-class labels for each board square. - -## Training - -Training involves: -- Splitting data into training, validation, and testing sets. -- Training the model over multiple epochs with mini-batches. -- Monitoring accuracy and loss. - -## Evaluation - -Model evaluation includes metrics such as: -- **Accuracy**: Fraction of correctly predicted board configurations. -- **Precision and Recall**: For capturing model effectiveness in piece placement accuracy. -- **Confusion Matrix**: Visual representation of prediction errors for different chess pieces. - - diff --git a/Prediction Models/Chess_Prediction/chess-positions-fen-prediction-eda-cnn-model.ipynb b/Prediction Models/Chess_Prediction/chess-positions-fen-prediction-eda-cnn-model.ipynb deleted file mode 100644 index a8ce1c0e..00000000 --- a/Prediction Models/Chess_Prediction/chess-positions-fen-prediction-eda-cnn-model.ipynb +++ /dev/null @@ -1,3293 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "ed65d6c7", - "metadata": { - "papermill": { - "duration": 0.017328, - "end_time": "2022-08-05T19:26:42.594781", - "exception": false, - "start_time": "2022-08-05T19:26:42.577453", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "## **AI Chess Master - Computer Vision Final**\n", - "**Author:** Ibrahim Sobh\n", - "\n", - "**Instructions:**\n", - "\n", - "This **notebook** includes:\n", - "* Data Exploration ✅\n", - "* Models Training ✅\n", - "* Performance Evaluation ✅\n", - "* Saving Model for Production ✅\n", - "\n", - "**Dataset** https://www.kaggle.com/datasets/koryakinp/chess-positions?datasetId=115231/br%3E" - ] - }, - { - "cell_type": "markdown", - "id": "d1b20d79", - "metadata": { - "papermill": { - "duration": 0.013553, - "end_time": "2022-08-05T19:26:42.622254", - "exception": false, - "start_time": "2022-08-05T19:26:42.608701", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "### Importing Libraries\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "d2b8dbb0", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:26:42.651562Z", - "iopub.status.busy": "2022-08-05T19:26:42.651096Z", - "iopub.status.idle": "2022-08-05T19:26:47.521499Z", - "shell.execute_reply": "2022-08-05T19:26:47.520518Z" - }, - "papermill": { - "duration": 4.888265, - "end_time": "2022-08-05T19:26:47.524276", - "exception": false, - "start_time": "2022-08-05T19:26:42.636011", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "import re\n", - "import cv2\n", - "import glob\n", - "import random as rd\n", - "import warnings\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "warnings.filterwarnings(\"ignore\") \n", - "from sklearn.metrics import confusion_matrix,f1_score\n", - "from sklearn.metrics import accuracy_score, precision_score, recall_score\n", - "from keras.models import Sequential\n", - "from keras.layers.core import Dense, Dropout, Flatten\n", - "from keras.layers.convolutional import Convolution2D, MaxPooling2D\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "id": "7a1d5219", - "metadata": { - "papermill": { - "duration": 0.014011, - "end_time": "2022-08-05T19:26:47.553419", - "exception": false, - "start_time": "2022-08-05T19:26:47.539408", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "### 1- Exploratory Data Analysis for data quality review" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "fd075cde", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:26:47.582435Z", - "iopub.status.busy": "2022-08-05T19:26:47.581913Z", - "iopub.status.idle": "2022-08-05T19:26:49.595726Z", - "shell.execute_reply": "2022-08-05T19:26:49.594710Z" - }, - "papermill": { - "duration": 2.031405, - "end_time": "2022-08-05T19:26:49.598605", - "exception": false, - "start_time": "2022-08-05T19:26:47.567200", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "#Define train path and test path\n", - "train_path = glob.glob(\"../input/chess-positions/train/*.jpeg\")\n", - "test_path = glob.glob(\"../input/chess-positions/test/*.jpeg\")\n", - "\n", - "#Shuffle train and test samples\n", - "rd.shuffle(train_path)\n", - "rd.shuffle(test_path)\n", - "\n", - "#Decide the number of train and test samples\n", - "train_size =20000\n", - "test_size = 4000\n", - "train = train_path[:train_size]\n", - "test= test_path[:test_size]\n", - "\n", - "# Piece_type = ['King','Queen','Rook','Bishop','Knight','Pawn']|\n", - "# Capital = White, Normal = Black\n", - "piece_symbols = 'prbnkqPRBNKQ'" - ] - }, - { - "cell_type": "markdown", - "id": "627a9d73", - "metadata": { - "papermill": { - "duration": 0.01398, - "end_time": "2022-08-05T19:26:49.627052", - "exception": false, - "start_time": "2022-08-05T19:26:49.613072", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Define a function to extract labels/FEN from Images" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "aa0234b9", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:26:49.656637Z", - "iopub.status.busy": "2022-08-05T19:26:49.656278Z", - "iopub.status.idle": "2022-08-05T19:26:49.661123Z", - "shell.execute_reply": "2022-08-05T19:26:49.660014Z" - }, - "papermill": { - "duration": 0.022252, - "end_time": "2022-08-05T19:26:49.663394", - "exception": false, - "start_time": "2022-08-05T19:26:49.641142", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Get the labels ( FNE ) for the training and testing images \n", - "def get_image_FEN_label(image_path):\n", - " fen_label= image_path.replace('.jpeg', '').split('/')[-1]\n", - " return fen_label" - ] - }, - { - "cell_type": "markdown", - "id": "5a6a76a4", - "metadata": { - "papermill": { - "duration": 0.013957, - "end_time": "2022-08-05T19:26:49.691295", - "exception": false, - "start_time": "2022-08-05T19:26:49.677338", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Display a random sample of the data" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "989197a1", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:26:49.720553Z", - "iopub.status.busy": "2022-08-05T19:26:49.720275Z", - "iopub.status.idle": "2022-08-05T19:26:49.972402Z", - "shell.execute_reply": "2022-08-05T19:26:49.971444Z" - }, - "papermill": { - "duration": 0.271612, - "end_time": "2022-08-05T19:26:49.976890", - "exception": false, - "start_time": "2022-08-05T19:26:49.705278", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "rand = np.random.randint(0, train_size)\n", - "img_path =train[rand]\n", - "img_moves = get_image_FEN_label(img_path)\n", - "img_rand=cv2.imread(img_path)\n", - "plt.imshow(cv2.cvtColor(img_rand, cv2.COLOR_BGR2RGB))\n", - "plt.title(img_moves)\n", - "plt.axis('off')\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "1bca7401", - "metadata": { - "papermill": { - "duration": 0.016162, - "end_time": "2022-08-05T19:26:50.009367", - "exception": false, - "start_time": "2022-08-05T19:26:49.993205", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Check the Python Chess Library to understand the FEN format" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "0bdbd601", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:26:50.043620Z", - "iopub.status.busy": "2022-08-05T19:26:50.043311Z", - "iopub.status.idle": "2022-08-05T19:27:03.527849Z", - "shell.execute_reply": "2022-08-05T19:27:03.526532Z" - }, - "papermill": { - "duration": 13.505001, - "end_time": "2022-08-05T19:27:03.530879", - "exception": false, - "start_time": "2022-08-05T19:26:50.025878", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting python-chess\r\n", - " Downloading python_chess-1.999-py3-none-any.whl (1.4 kB)\r\n", - "Collecting chess<2,>=1\r\n", - " Downloading chess-1.9.2-py3-none-any.whl (148 kB)\r\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m148.3/148.3 kB\u001b[0m \u001b[31m328.3 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n", - "\u001b[?25hInstalling collected packages: chess, python-chess\r\n", - "Successfully installed chess-1.9.2 python-chess-1.999\r\n", - "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\r\n", - "\u001b[0m" - ] - } - ], - "source": [ - "! pip install python-chess" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "dc955b78", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:27:03.571439Z", - "iopub.status.busy": "2022-08-05T19:27:03.570318Z", - "iopub.status.idle": "2022-08-05T19:27:03.673698Z", - "shell.execute_reply": "2022-08-05T19:27:03.672653Z" - }, - "papermill": { - "duration": 0.125595, - "end_time": "2022-08-05T19:27:03.676311", - "exception": false, - "start_time": "2022-08-05T19:27:03.550716", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The FEN notation of the image is: n7-B6P-8-1PR5-2p5-5k2-K1Q5-1N2NR2\n" - ] - }, - { - "data": { - "image/svg+xml": [ - "
n . . . . . . .\n",
-       "B . . . . . . P\n",
-       ". . . . . . . .\n",
-       ". P R . . . . .\n",
-       ". . p . . . . .\n",
-       ". . . . . k . .\n",
-       "K . Q . . . . .\n",
-       ". N . . N R . .
" - ], - "text/plain": [ - "'
n . . . . . . .\\nB . . . . . . P\\n. . . . . . . .\\n. P R . . . . .\\n. . p . . . . .\\n. . . . . k . .\\nK . Q . . . . .\\n. N . . N R . .
'" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import chess.svg\n", - "import chess\n", - "print(\"The FEN notation of the image is: \", img_moves)\n", - "board = chess.Board(img_moves.replace('-', '/'))\n", - "chess.svg.board(board, size=300)\n" - ] - }, - { - "cell_type": "markdown", - "id": "5acb61b7", - "metadata": { - "papermill": { - "duration": 0.018236, - "end_time": "2022-08-05T19:27:03.714195", - "exception": false, - "start_time": "2022-08-05T19:27:03.695959", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Display a bunch of samples of the data" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "61a21e6b", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:27:03.751129Z", - "iopub.status.busy": "2022-08-05T19:27:03.750313Z", - "iopub.status.idle": "2022-08-05T19:27:04.830734Z", - "shell.execute_reply": "2022-08-05T19:27:04.829881Z" - }, - "papermill": { - "duration": 1.106068, - "end_time": "2022-08-05T19:27:04.837727", - "exception": false, - "start_time": "2022-08-05T19:27:03.731659", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "samples =rd.sample(train, 9)\n", - "fig = plt.figure(figsize=(11, 11))\n", - "columns = 3\n", - "rows = 3\n", - "for i, img in zip(range(1, columns*rows +1),samples ):\n", - " fig.add_subplot(rows, columns, i)\n", - " img_moves = get_image_FEN_label(img)\n", - " img = cv2.imread(img)\n", - " plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n", - " plt.axis('off')\n", - " plt.title(img_moves)\n", - " plt.tight_layout()\n", - " \n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "ecefe10f", - "metadata": { - "papermill": { - "duration": 0.024108, - "end_time": "2022-08-05T19:27:04.886483", - "exception": false, - "start_time": "2022-08-05T19:27:04.862375", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Labels distribution - **All labels are Unique** " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "3acfe772", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:27:04.935612Z", - "iopub.status.busy": "2022-08-05T19:27:04.934861Z", - "iopub.status.idle": "2022-08-05T19:27:04.963093Z", - "shell.execute_reply": "2022-08-05T19:27:04.961559Z" - }, - "papermill": { - "duration": 0.055657, - "end_time": "2022-08-05T19:27:04.965760", - "exception": false, - "start_time": "2022-08-05T19:27:04.910103", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of labels 20000 is equal to number of images 20000\n" - ] - } - ], - "source": [ - "labels = [get_image_FEN_label(img) for img in train]\n", - "set_labels = set(labels)\n", - "print(\"Number of labels {} is equal to number of images {}\".format(len(set_labels), len(train)))" - ] - }, - { - "cell_type": "markdown", - "id": "af68e776", - "metadata": { - "papermill": { - "duration": 0.027667, - "end_time": "2022-08-05T19:27:05.017710", - "exception": false, - "start_time": "2022-08-05T19:27:04.990043", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Analyzing pictures dimensions and ratio - **Same Ratio, Width, Height for all pictures***" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "f797d6bf", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:27:05.067724Z", - "iopub.status.busy": "2022-08-05T19:27:05.067348Z", - "iopub.status.idle": "2022-08-05T19:30:09.018052Z", - "shell.execute_reply": "2022-08-05T19:30:09.017069Z" - }, - "papermill": { - "duration": 183.977907, - "end_time": "2022-08-05T19:30:09.020132", - "exception": false, - "start_time": "2022-08-05T19:27:05.042225", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Selected Width X heights: 400X400\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ratios = []\n", - "widths = []\n", - "heights = []\n", - "\n", - "for img in train:\n", - " img= cv2.imread(img)\n", - " ratios.append(img.shape[1] / img.shape[0]) \n", - " heights.append(img.shape[0])\n", - " widths.append(img.shape[1])\n", - "\n", - "fig, (ax1,ax2,ax3) = plt.subplots(1, 3, figsize=(12, 5))\n", - "\n", - "ax1.hist(ratios, bins=50)\n", - "ax1.set_xlabel('ratio')\n", - "ax1.set_ylabel('count')\n", - "ax1.set_title('Average ratio: {}'.format(np.mean(ratios)))\n", - "\n", - "ax2.hist(widths, bins=50)\n", - "ax2.set_xlabel('width')\n", - "ax2.set_ylabel('count')\n", - "ax2.set_title('Average width: {}'.format(np.mean(widths)))\n", - "\n", - "ax3.hist(heights, bins=50)\n", - "ax3.set_xlabel('height')\n", - "ax3.set_ylabel('count')\n", - "ax3.set_title('Average height: {}'.format(np.mean(heights)))\n", - "\n", - "print(\"Selected Width X heights: {}X{}\".format(int(np.mean(widths)) ,int(np.mean(heights))))" - ] - }, - { - "cell_type": "markdown", - "id": "4eada156", - "metadata": { - "papermill": { - "duration": 0.02457, - "end_time": "2022-08-05T19:30:09.068988", - "exception": false, - "start_time": "2022-08-05T19:30:09.044418", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "### 2 - Data Preprocessing" - ] - }, - { - "cell_type": "markdown", - "id": "eb23f27d", - "metadata": { - "papermill": { - "duration": 0.023635, - "end_time": "2022-08-05T19:30:09.116868", - "exception": false, - "start_time": "2022-08-05T19:30:09.093233", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "### 2.B - Resizing, Scaling, Normalization, etc." - ] - }, - { - "cell_type": "markdown", - "id": "06e6051a", - "metadata": { - "papermill": { - "duration": 0.023749, - "end_time": "2022-08-05T19:30:09.165093", - "exception": false, - "start_time": "2022-08-05T19:30:09.141344", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Create a function to Greyscale,Resize and Normalize the data" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "f60a3fea", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:09.215297Z", - "iopub.status.busy": "2022-08-05T19:30:09.214590Z", - "iopub.status.idle": "2022-08-05T19:30:09.222230Z", - "shell.execute_reply": "2022-08-05T19:30:09.221344Z" - }, - "papermill": { - "duration": 0.035398, - "end_time": "2022-08-05T19:30:09.224233", - "exception": false, - "start_time": "2022-08-05T19:30:09.188835", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "def preprocess_some_images(img_paths, width, height):\n", - " resized_imgs = []\n", - " for img_path in img_paths:\n", - " # change to Grey scal\n", - " # img = cv2.imread(img_path, cv2.IMREAD_GRAYSCALE)\n", - " img = cv2.imread(img_path, cv2.COLOR_BGR2GRAY)\n", - " \n", - " # resize the image to the desired size\n", - " gray_image = cv2.resize(img, (width, height))\n", - " \n", - " # Normalize the image\n", - " gray_image =(gray_image - np.min(gray_image)) / (np.max(gray_image) - np.min(gray_image))\n", - "\n", - " # add to the list\n", - " resized_imgs.append(gray_image)\n", - " \n", - " return resized_imgs" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "3b22bca4", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:09.273845Z", - "iopub.status.busy": "2022-08-05T19:30:09.273553Z", - "iopub.status.idle": "2022-08-05T19:30:09.322763Z", - "shell.execute_reply": "2022-08-05T19:30:09.321888Z" - }, - "papermill": { - "duration": 0.076376, - "end_time": "2022-08-05T19:30:09.324814", - "exception": false, - "start_time": "2022-08-05T19:30:09.248438", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "preprocessed_imgs= preprocess_some_images(samples,240,240)" - ] - }, - { - "cell_type": "markdown", - "id": "81874373", - "metadata": { - "papermill": { - "duration": 0.024872, - "end_time": "2022-08-05T19:30:09.375498", - "exception": false, - "start_time": "2022-08-05T19:30:09.350626", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Display new image HxW dimensions" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "b68886d8", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:09.425692Z", - "iopub.status.busy": "2022-08-05T19:30:09.424876Z", - "iopub.status.idle": "2022-08-05T19:30:09.431817Z", - "shell.execute_reply": "2022-08-05T19:30:09.430812Z" - }, - "papermill": { - "duration": 0.034314, - "end_time": "2022-08-05T19:30:09.433617", - "exception": false, - "start_time": "2022-08-05T19:30:09.399303", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "'240X240'" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\"{}X{}\".format(preprocessed_imgs[0].shape[0],preprocessed_imgs[0].shape[1])\n" - ] - }, - { - "cell_type": "markdown", - "id": "7603fb2b", - "metadata": { - "papermill": { - "duration": 0.024002, - "end_time": "2022-08-05T19:30:09.482076", - "exception": false, - "start_time": "2022-08-05T19:30:09.458074", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Display new image shape" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "b4dae880", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:09.531348Z", - "iopub.status.busy": "2022-08-05T19:30:09.531066Z", - "iopub.status.idle": "2022-08-05T19:30:09.537438Z", - "shell.execute_reply": "2022-08-05T19:30:09.536357Z" - }, - "papermill": { - "duration": 0.033986, - "end_time": "2022-08-05T19:30:09.539857", - "exception": false, - "start_time": "2022-08-05T19:30:09.505871", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(240, 240, 3)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "preprocessed_imgs[0].shape" - ] - }, - { - "cell_type": "markdown", - "id": "2de7f806", - "metadata": { - "papermill": { - "duration": 0.023803, - "end_time": "2022-08-05T19:30:09.587870", - "exception": false, - "start_time": "2022-08-05T19:30:09.564067", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Data Diplay - **Greyscale, Resized and Normalized**" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "abeedc66", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:09.638099Z", - "iopub.status.busy": "2022-08-05T19:30:09.637128Z", - "iopub.status.idle": "2022-08-05T19:30:10.480735Z", - "shell.execute_reply": "2022-08-05T19:30:10.479899Z" - }, - "papermill": { - "duration": 0.87664, - "end_time": "2022-08-05T19:30:10.488431", - "exception": false, - "start_time": "2022-08-05T19:30:09.611791", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(11, 11))\n", - "columns = 3\n", - "rows = 3\n", - "for i, img in zip(range(1, columns*rows +1), preprocessed_imgs):\n", - " fig.add_subplot(rows, columns, i)\n", - " plt.imshow(img, cmap='gray')\n", - " plt.axis('off')\n", - " plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "10589bff", - "metadata": { - "papermill": { - "duration": 0.034646, - "end_time": "2022-08-05T19:30:10.557732", - "exception": false, - "start_time": "2022-08-05T19:30:10.523086", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "### 2.B - PCA Analysis" - ] - }, - { - "cell_type": "markdown", - "id": "c7392e68", - "metadata": { - "papermill": { - "duration": 0.032027, - "end_time": "2022-08-05T19:30:10.625551", - "exception": false, - "start_time": "2022-08-05T19:30:10.593524", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "1. On the Complete Chess Board" - ] - }, - { - "cell_type": "markdown", - "id": "88ec74c6", - "metadata": { - "papermill": { - "duration": 0.032023, - "end_time": "2022-08-05T19:30:10.690412", - "exception": false, - "start_time": "2022-08-05T19:30:10.658389", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Prepare Image Data for PCA Analysis" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "a36a5b64", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:10.757993Z", - "iopub.status.busy": "2022-08-05T19:30:10.757575Z", - "iopub.status.idle": "2022-08-05T19:30:11.016847Z", - "shell.execute_reply": "2022-08-05T19:30:11.015928Z" - }, - "papermill": { - "duration": 0.296009, - "end_time": "2022-08-05T19:30:11.019047", - "exception": false, - "start_time": "2022-08-05T19:30:10.723038", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(720, 720)" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "img = np.array(cv2.imread(samples[8]))\n", - "new_img=img.reshape(img.shape[0], (img.shape[1]*img.shape[2]))\n", - "new_img= cv2.resize(new_img, (720, 720),interpolation=cv2.INTER_CUBIC)\n", - "plt.figure(figsize=(6, 6))\n", - "plt.imshow(new_img, cmap='gray')\n", - "new_img.shape\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "4e248d37", - "metadata": { - "papermill": { - "duration": 0.033781, - "end_time": "2022-08-05T19:30:11.086079", - "exception": false, - "start_time": "2022-08-05T19:30:11.052298", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- PCA Analysis - **Components Analysis**" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "64c2ddcc", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:11.154910Z", - "iopub.status.busy": "2022-08-05T19:30:11.154114Z", - "iopub.status.idle": "2022-08-05T19:30:11.589474Z", - "shell.execute_reply": "2022-08-05T19:30:11.588485Z" - }, - "papermill": { - "duration": 0.472129, - "end_time": "2022-08-05T19:30:11.591480", - "exception": false, - "start_time": "2022-08-05T19:30:11.119351", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Using 15 components reservers 92.80000000000001% of the features\n" - ] - }, - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Cumulative_explained_variance')" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#Import required modules\n", - "from sklearn.decomposition import PCA\n", - "\n", - "pca = PCA()\n", - "pca.n_components = 15\n", - "img_transformed = pca.fit_transform(new_img)\n", - "\n", - "percentage_var_explained = pca.explained_variance_ / np.sum(pca.explained_variance_);\n", - "\n", - "cum_var_explained = np.cumsum(percentage_var_explained)\n", - "\n", - "reserved =np.round(np.sum(pca.explained_variance_ratio_),3)*100\n", - "\n", - "print(\"Using {} components reservers {}% of the features\".format(pca.n_components,reserved))\n", - "\n", - "# Plot the PCA spectrum\n", - "plt.figure(1, figsize=(6, 4))\n", - "\n", - "plt.clf()\n", - "plt.plot(cum_var_explained, linewidth=2)\n", - "plt.axis('tight')\n", - "plt.grid()\n", - "plt.xlabel('n_components')\n", - "plt.ylim(min(cum_var_explained),1)\n", - "plt.axhline(y=reserved/100.0, linestyle='--', color='k', linewidth=2)\n", - "plt.ylabel('Cumulative_explained_variance')\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "8735b9cb", - "metadata": { - "papermill": { - "duration": 0.033499, - "end_time": "2022-08-05T19:30:11.660308", - "exception": false, - "start_time": "2022-08-05T19:30:11.626809", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- PCA Analysis - **Results**" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "3376167c", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:11.730809Z", - "iopub.status.busy": "2022-08-05T19:30:11.728979Z", - "iopub.status.idle": "2022-08-05T19:30:12.143569Z", - "shell.execute_reply": "2022-08-05T19:30:12.142598Z" - }, - "papermill": { - "duration": 0.452302, - "end_time": "2022-08-05T19:30:12.146090", - "exception": false, - "start_time": "2022-08-05T19:30:11.693788", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'After PCA image')" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, (ax1,ax2) = plt.subplots(1, 2, figsize=(12, 5))\n", - "img = np.array(cv2.imread(samples[8]))##np.array(preprocessed_imgs[0],copy=True)\n", - "new_img=img.reshape(img.shape[0], (img.shape[1]*img.shape[2]))\n", - "new_img= cv2.resize(new_img, (720, 720),interpolation=cv2.INTER_CUBIC)\n", - "ax1.imshow(new_img, cmap='gray')\n", - "ax1.set_title(\"Before PCA image\")\n", - "\n", - "plt.figure(figsize=(6, 6))\n", - "temp = pca.inverse_transform(img_transformed) \n", - "temp = np.reshape(temp, (720,720)) \n", - "ax2.imshow(temp, cmap='gray')\n", - "ax2.set_title(\"After PCA image\")" - ] - }, - { - "cell_type": "markdown", - "id": "e8511793", - "metadata": { - "papermill": { - "duration": 0.034538, - "end_time": "2022-08-05T19:30:12.217598", - "exception": false, - "start_time": "2022-08-05T19:30:12.183060", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "2 . On the Chess Board Pieces" - ] - }, - { - "cell_type": "markdown", - "id": "ceaf4ec2", - "metadata": { - "papermill": { - "duration": 0.034478, - "end_time": "2022-08-05T19:30:12.287440", - "exception": false, - "start_time": "2022-08-05T19:30:12.252962", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Prepare Image Data for PCA Analysis" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "06c15cf6", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:12.359811Z", - "iopub.status.busy": "2022-08-05T19:30:12.359446Z", - "iopub.status.idle": "2022-08-05T19:30:20.740907Z", - "shell.execute_reply": "2022-08-05T19:30:20.739949Z" - }, - "papermill": { - "duration": 8.419972, - "end_time": "2022-08-05T19:30:20.743026", - "exception": false, - "start_time": "2022-08-05T19:30:12.323054", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(64, 720, 720)" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\n", - "def image_to_squares_pca(img,heights,widths):\n", - " squares = []\n", - " for i in range(0,8):\n", - " for j in range(0,8):\n", - " new_img =img[i*heights//8:i*heights//8+heights//8,j*widths//8:j*widths//8+widths//8]\n", - " new_img=new_img.reshape(new_img.shape[0], (new_img.shape[1]*new_img.shape[2]))\n", - " new_img= cv2.resize(new_img, (720, 720),interpolation=cv2.INTER_CUBIC)\n", - " squares.append(new_img)\n", - " return np.array(squares)\n", - "\n", - "img = np.array(cv2.imread(samples[8]))\n", - "sqaures= image_to_squares_pca(img,400,400)\n", - "fig = plt.figure(figsize=(10, 10))\n", - "columns = 8\n", - "rows = 8\n", - "for i, img in zip(range(1, columns*rows +1),sqaures):\n", - " fig.add_subplot(rows, columns, i)\n", - " plt.imshow(img, cmap='gray')\n", - " plt.axis('off')\n", - " plt.tight_layout()\n", - "plt.show()\n", - "sqaures.shape" - ] - }, - { - "cell_type": "markdown", - "id": "e5324f36", - "metadata": { - "papermill": { - "duration": 0.038437, - "end_time": "2022-08-05T19:30:20.821843", - "exception": false, - "start_time": "2022-08-05T19:30:20.783406", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- PCA Analysis - **Components Analysis**" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "05806ea0", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:20.901941Z", - "iopub.status.busy": "2022-08-05T19:30:20.901156Z", - "iopub.status.idle": "2022-08-05T19:30:21.199022Z", - "shell.execute_reply": "2022-08-05T19:30:21.198072Z" - }, - "papermill": { - "duration": 0.340586, - "end_time": "2022-08-05T19:30:21.201110", - "exception": false, - "start_time": "2022-08-05T19:30:20.860524", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Using 5 components reservers 99.1% of the features\n" - ] - }, - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Cumulative_explained_variance')" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#Import required modules\n", - "from sklearn.decomposition import PCA\n", - "test_sample= sqaures[3]\n", - "pca = PCA()\n", - "pca.n_components = 5\n", - "img_transformed = pca.fit_transform(test_sample)\n", - "\n", - "percentage_var_explained = pca.explained_variance_ / np.sum(pca.explained_variance_);\n", - "\n", - "cum_var_explained = np.cumsum(percentage_var_explained)\n", - "\n", - "reserved =np.round(np.sum(pca.explained_variance_ratio_),3)*100\n", - "\n", - "print(\"Using {} components reservers {}% of the features\".format(pca.n_components,reserved))\n", - "\n", - "# Plot the PCA spectrum\n", - "plt.figure(1, figsize=(6, 4))\n", - "\n", - "plt.clf()\n", - "plt.plot(cum_var_explained, linewidth=2)\n", - "plt.axis('tight')\n", - "plt.grid()\n", - "plt.xlabel('n_components')\n", - "plt.ylim(min(cum_var_explained),1)\n", - "plt.axhline(y=reserved/100.0, linestyle='--', color='k', linewidth=2)\n", - "plt.ylabel('Cumulative_explained_variance')\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "05d5aa1f", - "metadata": { - "papermill": { - "duration": 0.03818, - "end_time": "2022-08-05T19:30:21.278903", - "exception": false, - "start_time": "2022-08-05T19:30:21.240723", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- PCA Analysis - **Results**" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "d29fde88", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:21.358941Z", - "iopub.status.busy": "2022-08-05T19:30:21.358245Z", - "iopub.status.idle": "2022-08-05T19:30:33.857858Z", - "shell.execute_reply": "2022-08-05T19:30:33.856644Z" - }, - "papermill": { - "duration": 12.543342, - "end_time": "2022-08-05T19:30:33.860264", - "exception": false, - "start_time": "2022-08-05T19:30:21.316922", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#Import required modules\n", - "from sklearn.decomposition import PCA\n", - "sqaures_PCA=[]\n", - "for img in sqaures:\n", - " pca = PCA()\n", - " pca.n_components = 5\n", - " img_transformed = pca.fit_transform(img)\n", - " temp = pca.inverse_transform(img_transformed) \n", - " temp = np.reshape(temp, (720,720)) \n", - " sqaures_PCA.append(temp)\n", - " \n", - "fig = plt.figure(figsize=(10, 10))\n", - "columns = 8\n", - "rows = 8\n", - "for i, img in zip(range(1, columns*rows +1),sqaures_PCA):\n", - " fig.add_subplot(rows, columns, i)\n", - " plt.imshow(img, cmap='gray')\n", - " plt.axis('off')\n", - " plt.tight_layout()\n", - "plt.show()\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "d224959e", - "metadata": { - "papermill": { - "duration": 0.041563, - "end_time": "2022-08-05T19:30:33.946103", - "exception": false, - "start_time": "2022-08-05T19:30:33.904540", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "### 3 - Feature Engineering" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "fc2c237c", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:34.030048Z", - "iopub.status.busy": "2022-08-05T19:30:34.029700Z", - "iopub.status.idle": "2022-08-05T19:30:34.035455Z", - "shell.execute_reply": "2022-08-05T19:30:34.034517Z" - }, - "papermill": { - "duration": 0.050615, - "end_time": "2022-08-05T19:30:34.037489", - "exception": false, - "start_time": "2022-08-05T19:30:33.986874", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "def image_to_squares(img,heights,widths):\n", - " squares = []\n", - " for i in range(0,8):\n", - " for j in range(0,8):\n", - " squares.append(img[i*heights//8:i*heights//8+heights//8,j*widths//8:j*widths//8+widths//8])\n", - " return np.array(squares)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "0293b5e9", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:34.122124Z", - "iopub.status.busy": "2022-08-05T19:30:34.121816Z", - "iopub.status.idle": "2022-08-05T19:30:39.634348Z", - "shell.execute_reply": "2022-08-05T19:30:39.633178Z" - }, - "papermill": { - "duration": 5.557959, - "end_time": "2022-08-05T19:30:39.636716", - "exception": false, - "start_time": "2022-08-05T19:30:34.078757", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(64, 30, 30, 3)" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sqaures= image_to_squares(preprocessed_imgs[0],240,240)\n", - "fig = plt.figure(figsize=(10, 10))\n", - "columns = 8\n", - "rows = 8\n", - "for i, img in zip(range(1, columns*rows +1),sqaures):\n", - " fig.add_subplot(rows, columns, i)\n", - " plt.imshow(img, cmap='gray')\n", - " plt.axis('off')\n", - " plt.tight_layout()\n", - "plt.show()\n", - "sqaures.shape" - ] - }, - { - "cell_type": "markdown", - "id": "b2a0f6d0", - "metadata": { - "papermill": { - "duration": 0.048173, - "end_time": "2022-08-05T19:30:39.733010", - "exception": false, - "start_time": "2022-08-05T19:30:39.684837", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Create a function to the complete preprocessing and sqaures division of one sample of the data" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "26e4fa83", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:39.823822Z", - "iopub.status.busy": "2022-08-05T19:30:39.823439Z", - "iopub.status.idle": "2022-08-05T19:30:39.829722Z", - "shell.execute_reply": "2022-08-05T19:30:39.828593Z" - }, - "papermill": { - "duration": 0.054386, - "end_time": "2022-08-05T19:30:39.832112", - "exception": false, - "start_time": "2022-08-05T19:30:39.777726", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "def preprocess_image(img_path):\n", - " height =240\n", - " width =240\n", - "\n", - " # change to Grey scal\n", - " img = cv2.imread(img_path, cv2.COLOR_BGR2GRAY)\n", - " \n", - " # resize the image to the desired size\n", - " gray_image = cv2.resize(img, (width, height))\n", - " \n", - " # Normalize the image\n", - " gray_image =(gray_image - np.min(gray_image)) / (np.max(gray_image) - np.min(gray_image))\n", - "\n", - " squares = image_to_squares(gray_image,height,width)\n", - " return squares" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "e78c5936", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:39.922476Z", - "iopub.status.busy": "2022-08-05T19:30:39.922176Z", - "iopub.status.idle": "2022-08-05T19:30:45.136569Z", - "shell.execute_reply": "2022-08-05T19:30:45.135718Z" - }, - "papermill": { - "duration": 5.26632, - "end_time": "2022-08-05T19:30:45.142370", - "exception": false, - "start_time": "2022-08-05T19:30:39.876050", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(64, 30, 30, 3)" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sqaures=preprocess_image(train[444])\n", - "\n", - "fig = plt.figure(figsize=(10, 10))\n", - "columns = 8\n", - "rows = 8\n", - "for i, img in zip(range(1, columns*rows +1),sqaures):\n", - " fig.add_subplot(rows, columns, i)\n", - " plt.imshow(img, cmap='gray')\n", - " plt.axis('off')\n", - " plt.tight_layout()\n", - "plt.show()\n", - "sqaures.shape" - ] - }, - { - "cell_type": "markdown", - "id": "1a23f279", - "metadata": { - "papermill": { - "duration": 0.052823, - "end_time": "2022-08-05T19:30:45.248606", - "exception": false, - "start_time": "2022-08-05T19:30:45.195783", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Create a FEN Label Encode /Decoder Functions\n", - "- **NOTE** These 2 Functions are taken from this Kaggle notebook : https://www.kaggle.com/code/koryakinp/chess-fen-generator/notebook" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "b6dc1a90", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:45.348418Z", - "iopub.status.busy": "2022-08-05T19:30:45.348046Z", - "iopub.status.idle": "2022-08-05T19:30:45.357454Z", - "shell.execute_reply": "2022-08-05T19:30:45.356365Z" - }, - "papermill": { - "duration": 0.061932, - "end_time": "2022-08-05T19:30:45.359816", - "exception": false, - "start_time": "2022-08-05T19:30:45.297884", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "def onehot_from_fen(fen):\n", - " eye = np.eye(13)\n", - " output = np.empty((0, 13))\n", - " fen = re.sub('[-]', '', fen)\n", - "\n", - " for char in fen:\n", - " if(char in '12345678'):\n", - " output = np.append(\n", - " output, np.tile(eye[12], (int(char), 1)), axis=0)\n", - " else:\n", - " idx = piece_symbols.index(char)\n", - " output = np.append(output, eye[idx].reshape((1, 13)), axis=0)\n", - "\n", - " return output\n", - "\n", - "def fen_from_onehot(one_hot):\n", - " output = ''\n", - " for j in range(8):\n", - " for i in range(8):\n", - " if(one_hot[j][i] == 12):\n", - " output += ' '\n", - " else:\n", - " output += piece_symbols[one_hot[j][i]]\n", - " if(j != 7):\n", - " output += '-'\n", - "\n", - " for i in range(8, 0, -1):\n", - " output = output.replace(' ' * i, str(i))\n", - "\n", - " return output" - ] - }, - { - "cell_type": "markdown", - "id": "a9771ec5", - "metadata": { - "papermill": { - "duration": 0.048488, - "end_time": "2022-08-05T19:30:45.455997", - "exception": false, - "start_time": "2022-08-05T19:30:45.407509", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Create a function divide the data into training and testing sets" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "97349590", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:45.555064Z", - "iopub.status.busy": "2022-08-05T19:30:45.554711Z", - "iopub.status.idle": "2022-08-05T19:30:45.560901Z", - "shell.execute_reply": "2022-08-05T19:30:45.559816Z" - }, - "papermill": { - "duration": 0.058332, - "end_time": "2022-08-05T19:30:45.562853", - "exception": false, - "start_time": "2022-08-05T19:30:45.504521", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "def train_gen(features):\n", - " for i, img in enumerate(features):\n", - " y = onehot_from_fen(get_image_FEN_label(img))\n", - " x = preprocess_image(img)\n", - " yield x, y\n", - "\n", - "def pred_gen(features):\n", - " for i, img in enumerate(features):\n", - " y = onehot_from_fen(get_image_FEN_label(img))\n", - " x = preprocess_image(img)\n", - " yield x, y" - ] - }, - { - "cell_type": "markdown", - "id": "b7b3a044", - "metadata": { - "papermill": { - "duration": 0.054417, - "end_time": "2022-08-05T19:30:45.678031", - "exception": false, - "start_time": "2022-08-05T19:30:45.623614", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "### 4 - Modeling & Model Training" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "3ef11d18", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:45.776895Z", - "iopub.status.busy": "2022-08-05T19:30:45.776486Z", - "iopub.status.idle": "2022-08-05T19:30:48.146030Z", - "shell.execute_reply": "2022-08-05T19:30:48.143123Z" - }, - "papermill": { - "duration": 2.422536, - "end_time": "2022-08-05T19:30:48.148615", - "exception": false, - "start_time": "2022-08-05T19:30:45.726079", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-08-05 19:30:45.856368: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2022-08-05 19:30:45.946135: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2022-08-05 19:30:45.946909: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2022-08-05 19:30:45.948143: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", - "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", - "2022-08-05 19:30:45.948440: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2022-08-05 19:30:45.949174: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2022-08-05 19:30:45.949843: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2022-08-05 19:30:47.721468: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2022-08-05 19:30:47.722376: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2022-08-05 19:30:47.723064: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "conv2d (Conv2D) (None, 28, 28, 32) 896 \n", - "_________________________________________________________________\n", - "max_pooling2d (MaxPooling2D) (None, 9, 9, 32) 0 \n", - "_________________________________________________________________\n", - "conv2d_1 (Conv2D) (None, 5, 5, 16) 12816 \n", - "_________________________________________________________________\n", - "flatten (Flatten) (None, 400) 0 \n", - "_________________________________________________________________\n", - "dropout (Dropout) (None, 400) 0 \n", - "_________________________________________________________________\n", - "dense (Dense) (None, 13) 5213 \n", - "=================================================================\n", - "Total params: 18,925\n", - "Trainable params: 18,925\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "ead from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2022-08-05 19:30:47.723666: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 15403 MB memory: -> device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0\n" - ] - } - ], - "source": [ - "from keras.datasets import mnist\n", - "from keras.models import Sequential\n", - "from keras.layers import Dense, Dropout, Flatten\n", - "from keras.layers import Conv2D, MaxPooling2D\n", - "\n", - "# Add a convolutional layer\n", - "model = Sequential()\n", - "model.add(Convolution2D(32, (3, 3),activation='relu', input_shape=(30, 30, 3)))\n", - "model.add(MaxPooling2D(pool_size=(3, 3)))\n", - "model.add(Convolution2D(16, (5, 5),activation='relu'))\n", - "model.add(Flatten())\n", - "model.add(Dropout(0.35))\n", - "model.add(Dense(13, activation='softmax'))\n", - "model.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "918a63b2", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:48.248811Z", - "iopub.status.busy": "2022-08-05T19:30:48.248455Z", - "iopub.status.idle": "2022-08-05T19:30:48.261164Z", - "shell.execute_reply": "2022-08-05T19:30:48.260294Z" - }, - "papermill": { - "duration": 0.065897, - "end_time": "2022-08-05T19:30:48.263191", - "exception": false, - "start_time": "2022-08-05T19:30:48.197294", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "# Compile the model \n", - "model.compile(optimizer='adam', \n", - " loss='categorical_crossentropy', \n", - " metrics=['accuracy'])" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "61e683c5", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:30:48.364755Z", - "iopub.status.busy": "2022-08-05T19:30:48.363107Z", - "iopub.status.idle": "2022-08-05T19:33:54.906653Z", - "shell.execute_reply": "2022-08-05T19:33:54.905722Z" - }, - "papermill": { - "duration": 186.596992, - "end_time": "2022-08-05T19:33:54.908848", - "exception": false, - "start_time": "2022-08-05T19:30:48.311856", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Training Progress:\n", - "------------------------\n", - "Epoch 1/100\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2022-08-05 19:30:48.442942: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:185] None of the MLIR Optimization Passes are enabled (registered 2)\n", - "2022-08-05 19:30:49.663639: I tensorflow/stream_executor/cuda/cuda_dnn.cc:369] Loaded cuDNN version 8005\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "200/200 [==============================] - 9s 10ms/step - loss: 0.6619 - accuracy: 0.8437 - val_loss: 0.4130 - val_accuracy: 0.8895\n", - "Epoch 2/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.3445 - accuracy: 0.9026 - val_loss: 0.2224 - val_accuracy: 0.9539\n", - "Epoch 3/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.2351 - accuracy: 0.9365 - val_loss: 0.1474 - val_accuracy: 0.9633\n", - "Epoch 4/100\n", - "200/200 [==============================] - 2s 10ms/step - loss: 0.1378 - accuracy: 0.9624 - val_loss: 0.1335 - val_accuracy: 0.9590\n", - "Epoch 5/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.1065 - accuracy: 0.9698 - val_loss: 0.1113 - val_accuracy: 0.9793\n", - "Epoch 6/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0889 - accuracy: 0.9760 - val_loss: 0.0587 - val_accuracy: 0.9840\n", - "Epoch 7/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0567 - accuracy: 0.9834 - val_loss: 0.0689 - val_accuracy: 0.9770\n", - "Epoch 8/100\n", - "200/200 [==============================] - 2s 11ms/step - loss: 0.0443 - accuracy: 0.9866 - val_loss: 0.0251 - val_accuracy: 0.9957\n", - "Epoch 9/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0520 - accuracy: 0.9843 - val_loss: 0.0234 - val_accuracy: 0.9918\n", - "Epoch 10/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0375 - accuracy: 0.9898 - val_loss: 0.0248 - val_accuracy: 0.9945\n", - "Epoch 11/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0317 - accuracy: 0.9903 - val_loss: 0.0152 - val_accuracy: 0.9977\n", - "Epoch 12/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0227 - accuracy: 0.9931 - val_loss: 0.0120 - val_accuracy: 0.9980\n", - "Epoch 13/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0205 - accuracy: 0.9937 - val_loss: 0.0146 - val_accuracy: 0.9965\n", - "Epoch 14/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0278 - accuracy: 0.9923 - val_loss: 0.0078 - val_accuracy: 0.9984\n", - "Epoch 15/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0180 - accuracy: 0.9952 - val_loss: 0.0057 - val_accuracy: 0.9992\n", - "Epoch 16/100\n", - "200/200 [==============================] - 2s 10ms/step - loss: 0.0131 - accuracy: 0.9961 - val_loss: 0.0044 - val_accuracy: 0.9992\n", - "Epoch 17/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0137 - accuracy: 0.9962 - val_loss: 0.0025 - val_accuracy: 1.0000\n", - "Epoch 18/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0132 - accuracy: 0.9962 - val_loss: 0.0038 - val_accuracy: 0.9992\n", - "Epoch 19/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0362 - accuracy: 0.9894 - val_loss: 0.0099 - val_accuracy: 0.9977\n", - "Epoch 20/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0104 - accuracy: 0.9973 - val_loss: 0.0034 - val_accuracy: 0.9992\n", - "Epoch 21/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0093 - accuracy: 0.9972 - val_loss: 0.0025 - val_accuracy: 0.9996\n", - "Epoch 22/100\n", - "200/200 [==============================] - 2s 10ms/step - loss: 0.0099 - accuracy: 0.9973 - val_loss: 0.0052 - val_accuracy: 0.9980\n", - "Epoch 23/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0112 - accuracy: 0.9968 - val_loss: 0.0011 - val_accuracy: 1.0000\n", - "Epoch 24/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0073 - accuracy: 0.9980 - val_loss: 0.0027 - val_accuracy: 0.9996\n", - "Epoch 25/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0062 - accuracy: 0.9987 - val_loss: 5.7443e-04 - val_accuracy: 1.0000\n", - "Epoch 26/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0057 - accuracy: 0.9986 - val_loss: 0.0012 - val_accuracy: 1.0000\n", - "Epoch 27/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0068 - accuracy: 0.9978 - val_loss: 0.0017 - val_accuracy: 1.0000\n", - "Epoch 28/100\n", - "200/200 [==============================] - 2s 11ms/step - loss: 0.0046 - accuracy: 0.9992 - val_loss: 0.0019 - val_accuracy: 0.9988\n", - "Epoch 29/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0059 - accuracy: 0.9979 - val_loss: 0.0023 - val_accuracy: 0.9988\n", - "Epoch 30/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0069 - accuracy: 0.9978 - val_loss: 0.0020 - val_accuracy: 0.9996\n", - "Epoch 31/100\n", - "200/200 [==============================] - 2s 8ms/step - loss: 0.0043 - accuracy: 0.9990 - val_loss: 0.0037 - val_accuracy: 0.9988\n", - "Epoch 32/100\n", - "200/200 [==============================] - 2s 8ms/step - loss: 0.0079 - accuracy: 0.9977 - val_loss: 5.1421e-04 - val_accuracy: 1.0000\n", - "Epoch 33/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0034 - accuracy: 0.9991 - val_loss: 9.5118e-04 - val_accuracy: 1.0000\n", - "Epoch 34/100\n", - "200/200 [==============================] - 2s 10ms/step - loss: 0.0042 - accuracy: 0.9985 - val_loss: 2.9093e-04 - val_accuracy: 1.0000\n", - "Epoch 35/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0029 - accuracy: 0.9993 - val_loss: 4.1153e-04 - val_accuracy: 1.0000\n", - "Epoch 36/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0033 - accuracy: 0.9992 - val_loss: 2.3751e-04 - val_accuracy: 1.0000\n", - "Epoch 37/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0029 - accuracy: 0.9995 - val_loss: 0.0031 - val_accuracy: 0.9992\n", - "Epoch 38/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0045 - accuracy: 0.9986 - val_loss: 3.8838e-04 - val_accuracy: 1.0000\n", - "Epoch 39/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0307 - accuracy: 0.9923 - val_loss: 8.2540e-04 - val_accuracy: 1.0000\n", - "Epoch 40/100\n", - "200/200 [==============================] - 2s 10ms/step - loss: 0.0038 - accuracy: 0.9991 - val_loss: 3.7534e-04 - val_accuracy: 1.0000\n", - "Epoch 41/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0048 - accuracy: 0.9985 - val_loss: 0.0015 - val_accuracy: 1.0000\n", - "Epoch 42/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0055 - accuracy: 0.9984 - val_loss: 0.0024 - val_accuracy: 0.9992\n", - "Epoch 43/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0039 - accuracy: 0.9990 - val_loss: 2.6150e-04 - val_accuracy: 1.0000\n", - "Epoch 44/100\n", - "200/200 [==============================] - 2s 8ms/step - loss: 0.0031 - accuracy: 0.9988 - val_loss: 8.2135e-04 - val_accuracy: 0.9996\n", - "Epoch 45/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0018 - accuracy: 0.9996 - val_loss: 1.2434e-04 - val_accuracy: 1.0000\n", - "Epoch 46/100\n", - "200/200 [==============================] - 2s 10ms/step - loss: 0.0015 - accuracy: 0.9998 - val_loss: 1.6237e-04 - val_accuracy: 1.0000\n", - "Epoch 47/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0014 - accuracy: 0.9996 - val_loss: 6.2706e-05 - val_accuracy: 1.0000\n", - "Epoch 48/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0057 - accuracy: 0.9985 - val_loss: 1.5684e-04 - val_accuracy: 1.0000\n", - "Epoch 49/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0051 - accuracy: 0.9989 - val_loss: 4.3287e-05 - val_accuracy: 1.0000\n", - "Epoch 50/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0020 - accuracy: 0.9995 - val_loss: 2.9062e-04 - val_accuracy: 1.0000\n", - "Epoch 51/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0026 - accuracy: 0.9991 - val_loss: 4.8891e-04 - val_accuracy: 1.0000\n", - "Epoch 52/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0018 - accuracy: 0.9995 - val_loss: 3.7961e-05 - val_accuracy: 1.0000\n", - "Epoch 53/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0019 - accuracy: 0.9997 - val_loss: 8.7146e-05 - val_accuracy: 1.0000\n", - "Epoch 54/100\n", - "200/200 [==============================] - 2s 11ms/step - loss: 0.0016 - accuracy: 0.9996 - val_loss: 6.1099e-05 - val_accuracy: 1.0000\n", - "Epoch 55/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0017 - accuracy: 0.9994 - val_loss: 1.3934e-04 - val_accuracy: 1.0000\n", - "Epoch 56/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0019 - accuracy: 0.9994 - val_loss: 0.0074 - val_accuracy: 0.9969\n", - "Epoch 57/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0063 - accuracy: 0.9984 - val_loss: 0.0091 - val_accuracy: 0.9984\n", - "Epoch 58/100\n", - "200/200 [==============================] - 2s 10ms/step - loss: 0.0020 - accuracy: 0.9994 - val_loss: 5.2620e-05 - val_accuracy: 1.0000\n", - "Epoch 59/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0015 - accuracy: 0.9995 - val_loss: 5.3126e-05 - val_accuracy: 1.0000\n", - "Epoch 60/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0014 - accuracy: 0.9995 - val_loss: 1.1495e-05 - val_accuracy: 1.0000\n", - "Epoch 61/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0011 - accuracy: 0.9997 - val_loss: 0.0025 - val_accuracy: 0.9988\n", - "Epoch 62/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0112 - accuracy: 0.9962 - val_loss: 1.5244e-04 - val_accuracy: 1.0000\n", - "Epoch 63/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0039 - accuracy: 0.9988 - val_loss: 5.6496e-05 - val_accuracy: 1.0000\n", - "Epoch 64/100\n", - "200/200 [==============================] - 2s 10ms/step - loss: 0.0014 - accuracy: 0.9997 - val_loss: 5.9164e-05 - val_accuracy: 1.0000\n", - "Epoch 65/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 8.0254e-04 - accuracy: 0.9997 - val_loss: 7.8508e-06 - val_accuracy: 1.0000\n", - "Epoch 66/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0011 - accuracy: 0.9998 - val_loss: 9.0615e-05 - val_accuracy: 1.0000\n", - "Epoch 67/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 9.9278e-04 - accuracy: 0.9996 - val_loss: 3.6101e-05 - val_accuracy: 1.0000\n", - "Epoch 68/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0010 - accuracy: 0.9998 - val_loss: 2.9268e-05 - val_accuracy: 1.0000\n", - "Epoch 69/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0013 - accuracy: 0.9995 - val_loss: 6.3407e-05 - val_accuracy: 1.0000\n", - "Epoch 70/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0013 - accuracy: 0.9994 - val_loss: 3.1984e-05 - val_accuracy: 1.0000\n", - "Epoch 71/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0011 - accuracy: 0.9997 - val_loss: 1.0438e-05 - val_accuracy: 1.0000\n", - "Epoch 72/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0014 - accuracy: 0.9997 - val_loss: 3.4928e-05 - val_accuracy: 1.0000\n", - "Epoch 73/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 5.7515e-04 - accuracy: 1.0000 - val_loss: 2.0269e-05 - val_accuracy: 1.0000\n", - "Epoch 74/100\n", - "200/200 [==============================] - 2s 8ms/step - loss: 7.9947e-04 - accuracy: 0.9998 - val_loss: 4.5514e-05 - val_accuracy: 1.0000\n", - "Epoch 75/100\n", - "200/200 [==============================] - 2s 12ms/step - loss: 0.0018 - accuracy: 0.9994 - val_loss: 3.9182e-04 - val_accuracy: 0.9996\n", - "Epoch 76/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0023 - accuracy: 0.9991 - val_loss: 9.2502e-05 - val_accuracy: 1.0000\n", - "Epoch 77/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0035 - accuracy: 0.9988 - val_loss: 5.8867e-05 - val_accuracy: 1.0000\n", - "Epoch 78/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 6.4024e-04 - accuracy: 0.9999 - val_loss: 1.6588e-05 - val_accuracy: 1.0000\n", - "Epoch 79/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0042 - accuracy: 0.9988 - val_loss: 4.1775e-05 - val_accuracy: 1.0000\n", - "Epoch 80/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 9.8420e-04 - accuracy: 0.9997 - val_loss: 7.1820e-05 - val_accuracy: 1.0000\n", - "Epoch 81/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0015 - accuracy: 0.9996 - val_loss: 9.9283e-05 - val_accuracy: 1.0000\n", - "Epoch 82/100\n", - "200/200 [==============================] - 2s 8ms/step - loss: 0.0018 - accuracy: 0.9992 - val_loss: 1.4273e-04 - val_accuracy: 1.0000\n", - "Epoch 83/100\n", - "200/200 [==============================] - 2s 10ms/step - loss: 0.0038 - accuracy: 0.9992 - val_loss: 1.1101e-04 - val_accuracy: 1.0000\n", - "Epoch 84/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0015 - accuracy: 0.9996 - val_loss: 7.6760e-06 - val_accuracy: 1.0000\n", - "Epoch 85/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 3.5137e-04 - accuracy: 1.0000 - val_loss: 8.3540e-06 - val_accuracy: 1.0000\n", - "Epoch 86/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0010 - accuracy: 0.9998 - val_loss: 7.0818e-06 - val_accuracy: 1.0000\n", - "Epoch 87/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0011 - accuracy: 0.9995 - val_loss: 3.0861e-04 - val_accuracy: 1.0000\n", - "Epoch 88/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 7.8636e-04 - accuracy: 0.9998 - val_loss: 2.6244e-04 - val_accuracy: 1.0000\n", - "Epoch 89/100\n", - "200/200 [==============================] - 2s 11ms/step - loss: 0.0014 - accuracy: 0.9994 - val_loss: 0.0793 - val_accuracy: 0.9805\n", - "Epoch 90/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0040 - accuracy: 0.9988 - val_loss: 1.0170e-05 - val_accuracy: 1.0000\n", - "Epoch 91/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0041 - accuracy: 0.9987 - val_loss: 2.4581e-05 - val_accuracy: 1.0000\n", - "Epoch 92/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0013 - accuracy: 0.9995 - val_loss: 1.1484e-05 - val_accuracy: 1.0000\n", - "Epoch 93/100\n", - "200/200 [==============================] - 2s 8ms/step - loss: 0.0011 - accuracy: 0.9995 - val_loss: 6.2322e-06 - val_accuracy: 1.0000\n", - "Epoch 94/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 6.9639e-04 - accuracy: 0.9998 - val_loss: 4.0832e-06 - val_accuracy: 1.0000\n", - "Epoch 95/100\n", - "200/200 [==============================] - 2s 12ms/step - loss: 0.0010 - accuracy: 0.9998 - val_loss: 1.9893e-04 - val_accuracy: 1.0000\n", - "Epoch 96/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0073 - accuracy: 0.9984 - val_loss: 0.0019 - val_accuracy: 0.9992\n", - "Epoch 97/100\n", - "200/200 [==============================] - 2s 9ms/step - loss: 0.0028 - accuracy: 0.9994 - val_loss: 1.8571e-05 - val_accuracy: 1.0000\n", - "Epoch 98/100\n", - "200/200 [==============================] - 2s 8ms/step - loss: 0.0013 - accuracy: 0.9995 - val_loss: 8.4565e-06 - val_accuracy: 1.0000\n", - "Epoch 99/100\n", - "200/200 [==============================] - 1s 6ms/step - loss: 7.8066e-04 - accuracy: 0.9998\n", - "Epoch 100/100\n", - "200/200 [==============================] - 1s 6ms/step - loss: 5.9305e-04 - accuracy: 0.9998\n" - ] - } - ], - "source": [ - "# Fit parameters\n", - "EPOCHS=100\n", - "\n", - "print(\"\\nTraining Progress:\\n------------------------\")\n", - "hist = model.fit_generator(train_gen(train), steps_per_epoch=train_size//EPOCHS, epochs=EPOCHS,\n", - " validation_data=pred_gen(test), validation_steps=test_size//EPOCHS)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "7f3a6bb7", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:33:55.329362Z", - "iopub.status.busy": "2022-08-05T19:33:55.327499Z", - "iopub.status.idle": "2022-08-05T19:33:55.354735Z", - "shell.execute_reply": "2022-08-05T19:33:55.353489Z" - }, - "papermill": { - "duration": 0.208217, - "end_time": "2022-08-05T19:33:55.356981", - "exception": false, - "start_time": "2022-08-05T19:33:55.148764", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "#- Save Model\n", - "model.save('../working/models/chess_model.h5')" - ] - }, - { - "cell_type": "markdown", - "id": "fdac53e4", - "metadata": { - "papermill": { - "duration": 0.189049, - "end_time": "2022-08-05T19:33:55.720935", - "exception": false, - "start_time": "2022-08-05T19:33:55.531886", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "### 5 - Model Evaluation & Model Tuning" - ] - }, - { - "cell_type": "markdown", - "id": "186b38f9", - "metadata": { - "papermill": { - "duration": 0.175808, - "end_time": "2022-08-05T19:33:56.077054", - "exception": false, - "start_time": "2022-08-05T19:33:55.901246", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Model Evaluation - **Loss**" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "7ed57ce1", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:33:56.432041Z", - "iopub.status.busy": "2022-08-05T19:33:56.431666Z", - "iopub.status.idle": "2022-08-05T19:33:56.687835Z", - "shell.execute_reply": "2022-08-05T19:33:56.686787Z" - }, - "papermill": { - "duration": 0.441749, - "end_time": "2022-08-05T19:33:56.693822", - "exception": false, - "start_time": "2022-08-05T19:33:56.252073", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(15, 5))\n", - "plt.plot(hist.history['loss'], label='(training data)')\n", - "plt.plot(hist.history['val_loss'], label='(test data)')\n", - "\n", - "plt.ylabel('value')\n", - "plt.xlabel('No. epoch')\n", - "plt.legend(loc=\"upper right\")\n", - "plt.title('Loss')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "fe35d591", - "metadata": { - "papermill": { - "duration": 0.257563, - "end_time": "2022-08-05T19:33:57.254145", - "exception": false, - "start_time": "2022-08-05T19:33:56.996582", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Model Evaluation - **Accuracy**" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "e5f31fdb", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:33:57.609411Z", - "iopub.status.busy": "2022-08-05T19:33:57.608731Z", - "iopub.status.idle": "2022-08-05T19:33:57.827113Z", - "shell.execute_reply": "2022-08-05T19:33:57.826190Z" - }, - "papermill": { - "duration": 0.398649, - "end_time": "2022-08-05T19:33:57.829200", - "exception": false, - "start_time": "2022-08-05T19:33:57.430551", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(15, 5))\n", - "plt.plot(hist.history['accuracy'], label='(training data)')\n", - "plt.plot(hist.history['val_accuracy'], label='(test data)')\n", - "\n", - "plt.ylabel('value')\n", - "plt.xlabel('No. epoch')\n", - "plt.legend(loc=\"lower right\")\n", - "plt.title('Accuracy')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "2e058175", - "metadata": { - "papermill": { - "duration": 0.176273, - "end_time": "2022-08-05T19:33:58.181865", - "exception": false, - "start_time": "2022-08-05T19:33:58.005592", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Prediction - **Prediction**" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "e88daed9", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:33:58.537548Z", - "iopub.status.busy": "2022-08-05T19:33:58.536382Z", - "iopub.status.idle": "2022-08-05T19:34:17.773539Z", - "shell.execute_reply": "2022-08-05T19:34:17.772560Z" - }, - "papermill": { - "duration": 19.417878, - "end_time": "2022-08-05T19:34:17.776240", - "exception": false, - "start_time": "2022-08-05T19:33:58.358362", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "res = (\n", - " model.predict_generator(pred_gen(test), steps=test_size)\n", - " .argmax(axis=1)\n", - " .reshape(-1, 8, 8)\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "055eba9d", - "metadata": { - "papermill": { - "duration": 0.275853, - "end_time": "2022-08-05T19:34:18.407795", - "exception": false, - "start_time": "2022-08-05T19:34:18.131942", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Model Evaluation - **All metrics**" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "280ddf4e", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:34:19.274486Z", - "iopub.status.busy": "2022-08-05T19:34:19.274064Z", - "iopub.status.idle": "2022-08-05T19:34:19.523723Z", - "shell.execute_reply": "2022-08-05T19:34:19.522366Z" - }, - "papermill": { - "duration": 0.803513, - "end_time": "2022-08-05T19:34:19.525983", - "exception": false, - "start_time": "2022-08-05T19:34:18.722470", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Final Accuracy: 1.00000%\n" - ] - } - ], - "source": [ - "pred_fens = np.array([fen_from_onehot(one_hot) for one_hot in res])\n", - "test_fens = np.array([get_image_FEN_label(fn) for fn in test])\n", - "\n", - "final_accuracy = (pred_fens == test_fens).astype(float).mean()\n", - "\n", - "print(\"Final Accuracy: {:1.5f}%\".format(final_accuracy))" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "2b40a14f", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:34:19.886561Z", - "iopub.status.busy": "2022-08-05T19:34:19.886205Z", - "iopub.status.idle": "2022-08-05T19:34:20.002353Z", - "shell.execute_reply": "2022-08-05T19:34:20.001370Z" - }, - "papermill": { - "duration": 0.298135, - "end_time": "2022-08-05T19:34:20.004359", - "exception": false, - "start_time": "2022-08-05T19:34:19.706224", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Confusion Matrix:\n", - "------------------------\n" - ] - }, - { - "data": { - "text/plain": [ - "array([[1, 0, 0, ..., 0, 0, 0],\n", - " [0, 1, 0, ..., 0, 0, 0],\n", - " [0, 0, 1, ..., 0, 0, 0],\n", - " ...,\n", - " [0, 0, 0, ..., 1, 0, 0],\n", - " [0, 0, 0, ..., 0, 1, 0],\n", - " [0, 0, 0, ..., 0, 0, 1]])" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "print(\"\\nConfusion Matrix:\\n------------------------\")\n", - "confusion_matrix(test_fens, pred_fens)" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "5ddea8f3", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:34:20.360782Z", - "iopub.status.busy": "2022-08-05T19:34:20.360326Z", - "iopub.status.idle": "2022-08-05T19:34:20.482471Z", - "shell.execute_reply": "2022-08-05T19:34:20.481227Z" - }, - "papermill": { - "duration": 0.301554, - "end_time": "2022-08-05T19:34:20.484607", - "exception": false, - "start_time": "2022-08-05T19:34:20.183053", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Precison: 1.0\n", - "Recall: 1.0\n", - "F1 Score: 1.0\n", - "Accuracy: 1.0\n" - ] - } - ], - "source": [ - "print(\"Precison:\", precision_score(test_fens, pred_fens, average='weighted'))\n", - "print(\"Recall:\", recall_score(test_fens, pred_fens, average='weighted'))\n", - "print(\"F1 Score:\", f1_score(test_fens, pred_fens, average='weighted'))\n", - "print(\"Accuracy:\", accuracy_score(test_fens, pred_fens))" - ] - }, - { - "cell_type": "markdown", - "id": "a081c454", - "metadata": { - "papermill": { - "duration": 0.177409, - "end_time": "2022-08-05T19:34:20.840322", - "exception": false, - "start_time": "2022-08-05T19:34:20.662913", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "### 6 - Preview Predictions and Outliers " - ] - }, - { - "cell_type": "markdown", - "id": "9cefcbf9", - "metadata": { - "papermill": { - "duration": 0.219757, - "end_time": "2022-08-05T19:34:21.238923", - "exception": false, - "start_time": "2022-08-05T19:34:21.019166", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- **Correct predictions**" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "f78812c6", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:34:21.594405Z", - "iopub.status.busy": "2022-08-05T19:34:21.594048Z", - "iopub.status.idle": "2022-08-05T19:34:21.600907Z", - "shell.execute_reply": "2022-08-05T19:34:21.599813Z" - }, - "papermill": { - "duration": 0.189468, - "end_time": "2022-08-05T19:34:21.603340", - "exception": false, - "start_time": "2022-08-05T19:34:21.413872", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "import matplotlib.image as mpimg\n", - "def display_with_predicted_fen(image):\n", - " plt.figure(figsize=(5,5))\n", - " pred = model.predict(preprocess_image(image)).argmax(axis=1).reshape(-1, 8, 8)\n", - " fen = fen_from_onehot(pred[0])\n", - " imgplot = plt.imshow(mpimg.imread(image))\n", - " plt.axis('off')\n", - " plt.title(fen)\n", - " plt.show()\n", - " return fen\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "33b79156", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:34:21.961312Z", - "iopub.status.busy": "2022-08-05T19:34:21.960955Z", - "iopub.status.idle": "2022-08-05T19:34:22.244100Z", - "shell.execute_reply": "2022-08-05T19:34:22.243130Z" - }, - "papermill": { - "duration": 0.468709, - "end_time": "2022-08-05T19:34:22.248862", - "exception": false, - "start_time": "2022-08-05T19:34:21.780153", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "predicted FEN : 2K3R1-3q4-8-8-6k1-8-1N6-2n2b1n\n" - ] - }, - { - "data": { - "image/svg+xml": [ - "
. . K . . . R .\n",
-       ". . . q . . . .\n",
-       ". . . . . . . .\n",
-       ". . . . . . . .\n",
-       ". . . . . . k .\n",
-       ". . . . . . . .\n",
-       ". N . . . . . .\n",
-       ". . n . . b . n
" - ], - "text/plain": [ - "'
. . K . . . R .\\n. . . q . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . k .\\n. . . . . . . .\\n. N . . . . . .\\n. . n . . b . n
'" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "predicted_fen=display_with_predicted_fen(test[230])\n", - "print(\"predicted FEN :\",predicted_fen)\n", - "board = chess.Board(predicted_fen.replace('-', '/'))\n", - "chess.svg.board(board, size=300) \n" - ] - }, - { - "cell_type": "markdown", - "id": "c86a7299", - "metadata": { - "papermill": { - "duration": 0.179873, - "end_time": "2022-08-05T19:34:22.612920", - "exception": false, - "start_time": "2022-08-05T19:34:22.433047", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- **Outliers ! - Not too many :)**" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "id": "84925f57", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:34:22.975353Z", - "iopub.status.busy": "2022-08-05T19:34:22.974816Z", - "iopub.status.idle": "2022-08-05T19:34:22.981395Z", - "shell.execute_reply": "2022-08-05T19:34:22.980406Z" - }, - "papermill": { - "duration": 0.191503, - "end_time": "2022-08-05T19:34:22.984216", - "exception": false, - "start_time": "2022-08-05T19:34:22.792713", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "how many outliers are there? 0\n" - ] - } - ], - "source": [ - "mask = (pred_fens != test_fens)\n", - "predicted_outliers=pred_fens[mask]\n", - "outliers=test_fens[mask]\n", - "print(\"how many outliers are there?\",len(outliers))" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "id": "4b5d2971", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:34:23.379166Z", - "iopub.status.busy": "2022-08-05T19:34:23.378400Z", - "iopub.status.idle": "2022-08-05T19:34:23.387347Z", - "shell.execute_reply": "2022-08-05T19:34:23.386443Z" - }, - "papermill": { - "duration": 0.225291, - "end_time": "2022-08-05T19:34:23.389369", - "exception": false, - "start_time": "2022-08-05T19:34:23.164078", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "if len(outliers)>0:\n", - " rand = np.random.randint(0, len(outliers))\n", - " predicted_fen=display_with_predicted_fen('../input/chess-positions/test/'+outliers[rand]+'.jpeg')\n", - " print(\"Actual FEN: \"+outliers[rand])\n", - " print(\"predicted FEN :\",predicted_fen)\n", - " board = chess.Board(predicted_fen.replace('-', '/'))\n", - " display(chess.svg.board(board, size=300))\n" - ] - }, - { - "cell_type": "markdown", - "id": "826c1bba", - "metadata": { - "papermill": { - "duration": 0.219262, - "end_time": "2022-08-05T19:34:23.787691", - "exception": false, - "start_time": "2022-08-05T19:34:23.568429", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "### 7 - Test Randomly Generated samples of the data" - ] - }, - { - "cell_type": "markdown", - "id": "a9eb1868", - "metadata": { - "papermill": { - "duration": 0.178639, - "end_time": "2022-08-05T19:34:24.145466", - "exception": false, - "start_time": "2022-08-05T19:34:23.966827", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Function Generator to generate random samples of the data" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "id": "39cdd0b3", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:34:24.505046Z", - "iopub.status.busy": "2022-08-05T19:34:24.504669Z", - "iopub.status.idle": "2022-08-05T19:34:41.544078Z", - "shell.execute_reply": "2022-08-05T19:34:41.542895Z" - }, - "papermill": { - "duration": 17.222196, - "end_time": "2022-08-05T19:34:41.546500", - "exception": false, - "start_time": "2022-08-05T19:34:24.324304", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting cairosvg\r\n", - " Downloading CairoSVG-2.5.2-py3-none-any.whl (45 kB)\r\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m45.8/45.8 kB\u001b[0m \u001b[31m185.1 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n", - "\u001b[?25hCollecting cairocffi\r\n", - " Downloading cairocffi-1.3.0.tar.gz (88 kB)\r\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m88.8/88.8 kB\u001b[0m \u001b[31m368.6 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n", - "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n", - "\u001b[?25hRequirement already satisfied: tinycss2 in /opt/conda/lib/python3.7/site-packages (from cairosvg) (1.1.1)\r\n", - "Requirement already satisfied: pillow in /opt/conda/lib/python3.7/site-packages (from cairosvg) (9.1.1)\r\n", - "Collecting cssselect2\r\n", - " Downloading cssselect2-0.6.0-py3-none-any.whl (15 kB)\r\n", - "Requirement already satisfied: defusedxml in /opt/conda/lib/python3.7/site-packages (from cairosvg) (0.7.1)\r\n", - "Requirement already satisfied: cffi>=1.1.0 in /opt/conda/lib/python3.7/site-packages (from cairocffi->cairosvg) (1.15.0)\r\n", - "Requirement already satisfied: webencodings in /opt/conda/lib/python3.7/site-packages (from cssselect2->cairosvg) (0.5.1)\r\n", - "Requirement already satisfied: pycparser in /opt/conda/lib/python3.7/site-packages (from cffi>=1.1.0->cairocffi->cairosvg) (2.21)\r\n", - "Building wheels for collected packages: cairocffi\r\n", - " Building wheel for cairocffi (setup.py) ... \u001b[?25l-\b \b\\\b \bdone\r\n", - "\u001b[?25h Created wheel for cairocffi: filename=cairocffi-1.3.0-py3-none-any.whl size=89668 sha256=58e442301970e74fd3c20c0c8378901d131ea897bf0e54774a0ff431dcb7a58a\r\n", - " Stored in directory: /root/.cache/pip/wheels/4e/ca/e1/5c8a9692a27f639a07c949044bec943f26c81cd53d3805319f\r\n", - "Successfully built cairocffi\r\n", - "Installing collected packages: cssselect2, cairocffi, cairosvg\r\n", - "Successfully installed cairocffi-1.3.0 cairosvg-2.5.2 cssselect2-0.6.0\r\n", - "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\r\n", - "\u001b[0m" - ] - } - ], - "source": [ - "! pip install cairosvg" - ] - }, - { - "cell_type": "markdown", - "id": "c451d941", - "metadata": { - "papermill": { - "duration": 0.180191, - "end_time": "2022-08-05T19:34:41.907920", - "exception": false, - "start_time": "2022-08-05T19:34:41.727729", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- create Directory for randomaly generated pictures" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "id": "aa5e446a", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:34:42.274742Z", - "iopub.status.busy": "2022-08-05T19:34:42.274291Z", - "iopub.status.idle": "2022-08-05T19:34:42.280095Z", - "shell.execute_reply": "2022-08-05T19:34:42.279037Z" - }, - "papermill": { - "duration": 0.193502, - "end_time": "2022-08-05T19:34:42.282372", - "exception": false, - "start_time": "2022-08-05T19:34:42.088870", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "import os\n", - "if not os.path.isdir('../working/random/'):\n", - " os.mkdir('../working/random/')" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "id": "e3e57f77", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:34:42.645337Z", - "iopub.status.busy": "2022-08-05T19:34:42.644988Z", - "iopub.status.idle": "2022-08-05T19:34:43.222957Z", - "shell.execute_reply": "2022-08-05T19:34:43.221773Z" - }, - "papermill": { - "duration": 0.762925, - "end_time": "2022-08-05T19:34:43.225595", - "exception": false, - "start_time": "2022-08-05T19:34:42.462670", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "from cairosvg import svg2png\n", - "def generate_random_image_from_FEN(FEN,optional_path='../working/random/'):\n", - " board = chess.Board(FEN)\n", - " boardsvg = chess.svg.board(board, size=400,coordinates=False)\n", - " FEN = FEN.replace('/', '-')\n", - " svg2png(bytestring=boardsvg,write_to=optional_path+FEN+'.jpeg')\n", - "\n", - "generate_random_image_from_FEN('2Kp4/2kPbnR1/1p1P1p1P/4Q2q/8/8/P2p1pp1/8')\n", - "generate_random_image_from_FEN('8/8/8/8/8/8/8/8')" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "id": "4afc52b0", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:34:43.588698Z", - "iopub.status.busy": "2022-08-05T19:34:43.588305Z", - "iopub.status.idle": "2022-08-05T19:34:43.803595Z", - "shell.execute_reply": "2022-08-05T19:34:43.802585Z" - }, - "papermill": { - "duration": 0.400379, - "end_time": "2022-08-05T19:34:43.805725", - "exception": false, - "start_time": "2022-08-05T19:34:43.405346", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "img = mpimg.imread('../working/random/2Kp4-2kPbnR1-1p1P1p1P-4Q2q-8-8-P2p1pp1-8.jpeg')\n", - "plt.imshow(img)" - ] - }, - { - "cell_type": "markdown", - "id": "b4eae849", - "metadata": { - "papermill": { - "duration": 0.18277, - "end_time": "2022-08-05T19:34:44.169704", - "exception": false, - "start_time": "2022-08-05T19:34:43.986934", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "- Test Some Generated Samples of the data" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "id": "53a99505", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:34:44.577018Z", - "iopub.status.busy": "2022-08-05T19:34:44.575968Z", - "iopub.status.idle": "2022-08-05T19:34:44.781190Z", - "shell.execute_reply": "2022-08-05T19:34:44.780273Z" - }, - "papermill": { - "duration": 0.389803, - "end_time": "2022-08-05T19:34:44.783469", - "exception": false, - "start_time": "2022-08-05T19:34:44.393666", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Actual FEN: 8-8-8-8-8-8-8-8\n", - "predicted FEN : 8-8-8-8-8-8-8-8\n" - ] - }, - { - "data": { - "image/svg+xml": [ - "
. . . . . . . .\n",
-       ". . . . . . . .\n",
-       ". . . . . . . .\n",
-       ". . . . . . . .\n",
-       ". . . . . . . .\n",
-       ". . . . . . . .\n",
-       ". . . . . . . .\n",
-       ". . . . . . . .
" - ], - "text/plain": [ - "'
. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .
'" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "predicted_fen=display_with_predicted_fen('../working/random/'+'8-8-8-8-8-8-8-8'+'.jpeg')\n", - "print(\"Actual FEN: \"+'8-8-8-8-8-8-8-8')\n", - "print(\"predicted FEN :\",predicted_fen)\n", - "board = chess.Board(predicted_fen.replace('-', '/'))\n", - "chess.svg.board(board, size=300) " - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "id": "5922f6fa", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:34:45.156876Z", - "iopub.status.busy": "2022-08-05T19:34:45.156504Z", - "iopub.status.idle": "2022-08-05T19:34:45.364273Z", - "shell.execute_reply": "2022-08-05T19:34:45.363338Z" - }, - "papermill": { - "duration": 0.394401, - "end_time": "2022-08-05T19:34:45.367097", - "exception": false, - "start_time": "2022-08-05T19:34:44.972696", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAASgAAAEuCAYAAAA9Xo8EAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABNV0lEQVR4nO2dd3yV1f3H3+e5Kzd7khCy2BAUUFFAVBAR0Sq21o2zrbbaUltbd2vrarW2iqMVfy5cKO7NUkQZMkU2IQkkIYHseXOTu57z++PehASy170m5/16RbnPc87zfJ/vc87nOfsIKSUKhUIRiGj+NkChUChaQwmUQqEIWJRAKRSKgEUJlEKhCFiUQCkUioBFCZRCoQhY+o1ACSFuEEKs7UK8GUKI/N6wSaFQdI92BUoIYRFCvCSEyBVC1AghfhBCnO871yxzCyHMQogPhBDrhBDhHTVCCDFSCFEvhHijjTCDhBBvCSEOCyGqfPeY3MHr3yCE8AghbEKIat8zXNhR+9q5thRC1PquXSCEeEIIYWhy/nIhxHohhF0IsboD1+tU+GPiniCEWC6EKBVCHDfATQiRI4So89laJIRYJIQI9ed927imWQix99iPhy89/lMIkee7ZqYQ4s9CCNEkzL99x2uEEPuEENd15nlasGWmEOJ7X9o5IIS4uZ3wE4UQa3zpNF8I8dd2wrf1Xrr8LO29l+4ghDhbCPG17xlzOhDeIoRY6Hu+ciHEp0KIIe3F60gJyggcAqYDEcBfgHeEEGnHGgB8AEQCs6WU1R24dgP/BTa3EybUF+YUIBp4Ffi8vYTehO+klKE++17C+wxRnbCxLSb4rj0duAL4RZNz5cAC4NEOXquz4ZviAt4BftlGmIt8tp4MTML7Pv1539a4Ayhp4fi7wDnABUAYcC3wa+A/TcLUAhfhTa/XA08JIU5v/zGORwhhAj4Envdd7wrgCSHEhDaiLQa+xZtOpwO3CiHmtnOr1vzTnWfpyHvpKrXAy3jfU0e4DZgKjAcSgQrgmXZjSSk7/QfsAH4OzADygWBgBbAMsDYJ93fgPWAJUAN8jzczN73WlXid+HfgjU7aUQ2c4vv3DcDaJuceB9bifbHHngsBJN6E0PAM9wKlQA4wr0nYRXgF9HPfM2wEhjc5L4ERTX6/A/y3BVt/BazuxLMdFx5I893vZuAwcAT4cwtxR3hf7XHHc4BZx/jos0C47zHhhwJ7gfOB/CbHzwHqgeRjwk8GPMCwVq73CfCnJr+vBXKBMuC+Y+07Jm6879mDmxzbDFzVhv12IL3J73eBe9oI32H/NH2WHnov9wB78ArGK0CQ79wM2sgXTa4xC8jpQHp+DvhXk98/ATLai9fpNighRDwwCtjtO2QBluJNOBdLKeuOiXKx7wVF4/2yfOT7KuGrBj4I3N4FOyYCZiDrmOOaEOIFvEo9W0pZdcx5I95MaAMyfYcTgFhgCN6v1P8JIUY3iXYl8AAQ5bvfI63YNAY481ibeoGzgZHAbOAuIcSszl5ACJGMtxSyLQDv+wzejHFsWjoX2CilPNT0oJRyI97MdE4L97MCp+JLr0KIdLyZ5Vq8X/IYIKk1Q6SURcBbwI1CCIMQYiqQivfj1xoLgOuEECZfOpoKfNlG+Kb2tuqfY5+lCd15L/OA84DhePN105Jte/miM7wETBNCJAohgn33XdpurI5+0X2qZ8Lr6OebqGw94AR+3kL4vwMbmvzW8Kr8mb7fTwF3NQnboRIUEA7spMlXCW8paSPe0tr7gPmYc26gEu/XYAO+L5bvGdxASJPw7wB/9f17EfBik3MXAPua/JZ4S3K1vn+/BVhasLknS1Bjmhz7F/BSJ76YNp8fcoH/0aTE68/7Ngn7M2Bp0694k3MvAm+3Em8DcG8Lx1/FW7IXvt/3N70G3tK0k1ZKUL4wFwFFvnTiBm5q592djvcj5fb57YF2wnfIPy08S0+8l98ck7azO5IvmhzraAkqAnjbZ68brwBHtxevwyUoIYQGvO57mb9rcqoUbwnjVSHEeS1EbfzaSSl1vF+6RF8JaBbwZCv32+1rNLQJIc5sctwKfIpX+P55TLQReEtsD0gpncec2yCljJRSxkopp0gpm37RKqSUtU1+5+L9ujZQ2OTfdrztYU052XfsCrzVjZCWnqmFZ1zY5Bnv7UgcH01LEMfa2h4/9fkhVUp5qzy+xNtn9xVC3Nvk+RcKIULwZrDft3KNUmBwK+cG+843IoR4HDgBuFz6conP5qZpshZvVa8hjq3JX4qvVPw2cB3eEvs44E4hxE984ZulUyFENF4ReRAIApKB84QQt/rCL20Sfl5b/unAszTQnffSVtz28kWLHPtefYf/i7e2FYM3f3xAB0pQHRIoXw/JS3jr4z+XUrqanpdSfgDcBLwnhDj7mOjJTa6j4S1OH8ar0GlAnhCiEPgz8HMhxPe+a46TUob6/tb44luAj/CK3K9bMHUvcCOwtJNF0Shf5mggxWdjh5Fe3gG+w/uV7kic3zR5xn904nbJTf7daVu7QY/eV0r5jybP/xu81ZQ0YI0vTXwADBZCFPo6Zb4EJvuqQY0Ib29uCvBNk2MP4G3DOrbD5gjN02Qw3kzTYFNok788vKKwX0q5XEqpSykz8LZHnu8Lf2w6HQZ4pJSvSSndUsp8vAJ3gS/8+U3Cv9kRP7XxLA105720FbdL+aKF9wowEVgkpSyXUjrwVuNPE0LEtnWtjpagngPG4u1paPGLK6V8C2/J6mMhxLQmp04RQlzia/v5A+DAWxz/P7z13om+v4V4X3xLpbCG3pT38LZLXO8rjbVmx73Al0KI4R18PoAHhLdr+0zgQrztZl3hUeAmIUSCz26DECIIb2+oJoQIamiDa4kOhv+rECJYCDEOryAv8cUVvrhm3+8gn6i3i7/uewy78GaYib6/X+GtWk0EDvlKvV8B7wshxvlsngK8AbzmEw+EEPcAV+OttpUdc4/3gAuFEGcIIcx4Szpt5YNtwEjhHWogfGnqQrwdRS2x32uCuFp420MT8JasWwvfJu08SwPdeS+/FUIk+Up+9zXEbUKL+cL3bEF4m32E79rmNh5lM952uQhfuroVOCylLG0jTvttUHgbBCXetiZbk795HNNG4At/E9669Gkc34u3DTi5lfv8nTbaoPB210q8VaymdjS0Z91A8566m/AWSdOOPXfMdWfgLZHdh7eKkAdc2+T8IuDhY8M3+d2sF893bCnwnyZ2yWP+FrXxnK2G5/hem0LgziZx01qIm9PkfA6t91b55b7tpL2W0lcQ8BjeqonLd69naNLu5zvmOCad3Nvk/PW+99xuL54v/OV4xbPGl1YeA7Q2ws/EmyGrfL56gSa9gC2Eb+u9tPosPfReGnrxKvG2cQV3MF/MaOHaq9t4xhjgTaDYd6+1wGntpYGGxrZeQQjxd7yZ95peu8kAwlfNOQiYpJTu/n7fjiCEeBVvu8hP5PHtjh29Rg7wK9m8XTLg6e57aeu5hRAz8BYYWu3h7Av6zVQXxYDlV3jbpk72tyGKnsfobwMUiu4gvR02j/nbDkXv0KtVPIVCoegOqoqnUCgCFiVQCoUiYOl8G9S2V/xeJ/R43Oz59iOk7vGrHZpmIP2sn6IZ/NuUp/zRHOWP5gSKPwDG/3mZaD/UUVQJSqFQBCxKoBQKRcCiBMrPOJxuHM6AGvuoUAQMSqD8zL9e/YJ/v9b+sjgKxUBEDdT0E9v25fHeV1tY8d0uBII6h4tLZ01i4uiUPrWjtXFwQnSqLVOh6BWUQPkJj65TWlGDvd6JEIKSyhp0ve87SMttTpZvL2RDZhmaEEweEc15EwcTHdrWxHSFom9QAuUnJqWnccrYVG57/C00TfDkn67s81JLRa2Tp5dm8vGWAhoKUqv3FLO/0MZt548kMkSJlMK/qDYoP6FLyYH8Eg4UlHAgv4SDBaXofTjtSErJ+oxSVuwopOltpYRlPxzhu/1lrVb/FIq+QgmUn8jIOcINDyzCYYnDborhxgcWkZlX1Gf3d+uSrEIbdsfxg/fsDg9ZRTY8fqhyKhRNUQLVy3h0HY9Hb1YaqXe6ePzV5YwYP5lFixaxaNEiUtNP4d+vLcfh9K6mLKVE13XcHk+vlGQ0IQgNMtJSpVIAYUFG1VCu8DuqDaoXkFJSWFrFt9v2k3WoCLdbJzEukgmjUxg/IokDBSXsOljIM/c+TmKidw363/zmFv54y40cLCglyGJiy94csvKKsdc7iI0MY+LoFE4dl0aQ2dQjwqFLicsjMRkETk9zATQZBK5GUVUipfAfSqB6GI+us2nXAf763CdUOQ2MGjsOs9nM6jXZ/O+DdZwwdBDnn34CHl0SEhLSKDYhISHU1TtZ+P5qNu3Jw4mZYSNGExEZz+Ydebz8+WZOHZ3I/TddyJD4aLRuiJSUknX7Snlrbe5x4gTg9EgWr8lldGI4Z46JVSUphd9QAtWDSCnZnX2Y+Y8v4fyfXcUf/vAHoqK8u6t7PB527NjBK6+8wt9e+ITK6hr27dvHCSecAMC2bds4UFBCaHQC8+/8GxdccAFhYWEA6LrO7t27efTRf/Krh15l4b3XkZYY02XhKK52sHBlNpV2V6thymtdLFyRxZjEMAZFBHXpPgpFd1FtUD2IlJKXPlrDiBMmcfvttxMTE4OmaWiahslk4pRTTuGxxx7jL39/iPDIaJYtW4bdbicvL4+3336b2bNn8/IrL3PFFVcQERHRGNdoNDJhwgQee+xfGKOSee7dVXSnWWpnXhX55fZ2wx0qs7PrUFW74RSK3kIJVA9SVlXL6u05XHvttURGRrYYJjg4mGuvvZbnnnuONWvW8MYbb7BgwQJcLhcLFy5k9OgxaFrLryU5OZmbbrqZlVuyqa7tzH6bR5FSUlhZh62+/fl/tno3RVX1ariBwm+oKl4Pkl9UTpA1hKFDh7Za/RJCIIRg5syZ3HzzzTz55JNIKfn3v/9NbGzb7T1CCJKTkzGYLZRU1BAZFtwlOzUhEHj3CWoLIUS32roUiu6iSlA9SIjVgsvlwmaztRvWYDBw/fXXk5qaSnp6OmeffXarJacGpJSUlJTgcTmJ6qI4CSFIjQvp0CjxqBATqbEhqpFc4TeUQPUgKYNjCDPrrFmzBre77SqUEILY2FhGjhxJcnIyISEhbYYHqKurY+nSpYxJjiY6ov3wrTE+JYL0pPB2w6UnRTAuuf1wCkVvoQSqB7GYjMy//GxeeWEha9asQddb3J29GQ1VvvZwuVwsWbKEVUs/5o9Xz+pWqcZo0Jg8IqbNEU4CmDIyGqNBJRGF/1BtUD2IEII5p5/AjsxD3HP3nTz8yD+ZMWMGBoMBXdcpLy9n586dZGVlUVBQQE1NDd9++y0mk4l7772XxMRE0tLSGD9+PEOGDGms8jkcDt5++23+869/ctd15zJxdEqXBare6WHx2lxe/za3zTYoCby46iBOt+SqM1IIMhm6dD+FojsogephQqwW7vnFTwh6cyV/+N2vufTKaxk1ahQffvghmZmZBAcHExYWxqBBg4iIiODcc8+lvr6eoqIifvjhB2pqarDZbMTExHDJJZdw0kkn8dbixXyz8nPuv/E8fjbzFEzGromFy62zeF0uC1dm43S3X7ortzl5bkUWQsC8M1IxGVVpStG3KIHqYYQQWC1mbr9mNuOGJXLzwwuITRjCZZddxi9/+UtGjx5NYmIiZrMZl8uFw+HAZDJhNpvxeDyUlZWxb98+tm/fzrvvvss999zD2ScP57m7r+K0E4ZiNHRNnKSUbM4u5801uR0SpwYcbp3X1+QyOjGMKSO7PjhUoegKSqB6iSCzidlTx5E0OI5f/fZ3TJs2jX379vHMM8+wf/9+SkpKcDq9i9VJKdE0jbi4OFJSUpg8eTJnnHEG6enp3PKbX/PAb37K+JFJ3RKHSruLN9fkUlrj7HTc0moHb67NJT0pnIhgtUaUou9QAtWLCCFwOp28/vrrPPvss8TFxTFhwgRmzZpFQkICISEhWCzeoQl1dXUUFRWRn5/P+++/z+OPP86gQYOw2WwEB5m7JU5SSjIKqtmYVdbla2zYX0bmERuThkd3+RoKRWdRAtWLSCnxeDykpaVx++23Ex3tzdxut5vq6moqKipwOByYzWaio6M54YQTMJu9JRSHw8Fbb73Ftu+/75GR3Mu2F+JqYWJwR3F5JMu2H1ECpehTlED1IkIIQkJCOPnkk/nuu+/YuHEje/fuxW63Y7FYCA0NxWw243a7sdvt1NbWYjQaGTVqFCeddBIjR44kaUhit9t9HC6d7bmV3X6e7TlVOFweLKpHT9FHKIHqZWw1NTz22GOkpaUxd+5cbrrpJuLj47FarZhMJjRNQ0qJ2+2mrq6Oqqoq1q9fz2effcbu3buprqpsd0pKexSU11FT1/2996rtLgrK6xgWH9rtaykUHUEJVC9iNGhcOWcyH369jbjYmMblU0JDQ4mPj8doPLpqpa7rlJSUUF1dTXBwMPHx8Rw6sI8LJk8iuovTWhqotDtxezrec9caLo9OVRtLtCgUPY0SqF7EaDBw7y9+whWzT2X5+l189s7LvPayG2twKMEhIYSFhxMSEkZdnR1bTQ02Ww31dhtWg870k4bzhwdvZOzQRIKDutdz5nTrGDSBuZvjmDRN4OjEEAWForsogeplTEYDo1MTGJ2awG+vmMmR0ir2HjxC3pEyKmvs1NbbCIoxExaSQErCOEYmD2LokLjGwZg9Me4oOSaYX587Alc3xcVs1EiKtnbbHoWioyiB6gMaRMZoMJAcH01yfN/2hCXFBHP51O5VExUKf6DmLigUioCl0yUoj9v/jaRS96AZjEg/T7sQmgHd4/b7ipPKH81R/mhOoPijK3RaoPas+bg37OgUmsHI6Cnno3VxXlpPoXvcZGxYiu45fvPLvkT5oznKH80JFH90hU4LlNT962zwLgWiGQxoBv82oUlA93j87hPlj+PtUP5obkcg+KMrqDYohUIRsPz4JLWf0bD0SXfHKP3YkVJSWu1gY1Y5QsDkETHEhHVvknR3bIGeGeKh6B5KoPzMotUHEQJuOme4v03xKyXVDv702g9kHKlBAGOGhPOfaycSG27ptXvWO10UllYRFxVGiNV7H7fbw56DhwmxWhg2JE6JlJ8Z2J9tP7KvoJpnlmby9e5ivt5VzDNLM8k4XNPndkgpW/zra9bvL2PXoSocLp16l86O3Eq+y+z68jAd4ZstGVz7lxd44o0VVNnq0KXk3a+2MPcPT/Prh1/F4er+/MW2aMv3XT3X31AlKD+hS0llrROHywMIKu1OdD8ksuLyGpas2MTXWzMwahpnnTyKK2afyqDovt3NRdebP7to4VhPc/BwCVv25LB1bw4Ws5FRKfHc/78PyT1SRklFDT9k5DE6NYHwUCuGdrYE6wr7j9Tw/JcHcGNE13VGxFn4xdnDCA82sTajlMXr8jGZvNOcXC4n15yRxLTRcVTXuXl51QGySx3eXatxc/OsYYxO7H878CiB8hPpSRGM/Xk4j328D00I7pg7us+rE6WVNdz33w/YW+zmoosuBeCtTz5mV3YB//jtJcRE9s2qBVJKpoyMISk6mLwy75bsybHBTB4ZjZSy1/ySGBdFsNVMeVUtDz7/McFWC6WV3j0N6xwubn7oVc48bTxjUuNJT41h2sSRWEzGHrMnv7yOPJuZP9/9Fw4ePMjbLz1DcmwwUSFmvtxZhB4xlGt+9SsAXnjh/1i6rQCHS6fc5uTrPcVc/avbSEtL4/F/PEhBeZ0SKEXPIaUkv6yO/LI6hPAuiTIk2tpnIiWlZPn6XWzLqeDd9z8iNTUVgEsvvZTLf/4zVm7czRWzT+t1e3QpKSiv493vDlFS42g8XlzlYMn6Q1w6JYnBUdYe3+FYlxJPk23Bauud1NYfXQ45LMTCnoNHuPCya5l04YUUHc7jsXe/Znp6HKeNTe72BO4GIiIiuO666zh48ABLv/icz/braMKFS4/ipxfN4Re/+AUAeXm5fPLRB7z5gwtdCqISRzRu/Pr8swt6xJZARAmUnzhYXMtf3t7J7vxqACpqnTx85YmkxXV9Q87O4HJ72JlVwOSpZ5CamorBN4gvLS2NU6eczs6sAn5+jt7lHWQ6gpTw/YEK/vNZBnvzq5ute2V3enhl9UE2ZZXz54tGMzEtip7SKCklRWVVLHz3ayqq7WiadtwehtW2eoQQLFmyhMrKSs477zzm/eYOvly+lO2fbGLe7InEdrOEqevgdDrJycnBYgni7SXvNLPDbDaTk5MDwHXXXc+VV17VeE7TNEwmEzk5OThdLnTZe50J/kQJVC+j69I7UE4c7bZ2uj28/PUB9hRUN4bbdaiKV74+yH2XpGM2ehexk3gzcdO4PYVB04gMs5J9pAS3290oUG63m5KSYkak9HyppSm6lGzJLufRj/aRXXR0q3iLxZvRHA4HUnr98sgHe7j7p2M5eVhUj9jk0SUL3lzJ6q0ZzJ07lyuuuIJ77723UQwakFJy4MABnn/+ed5//33mzZvHr371K3btjOW/H3zK7y6Z2q1qcEWtk4M5eVxyySWEhYV1+h3ruk5NTQ0FeflUpA/rsh2BjBKoXkBKSWmNk60HyjlUZsejS2LDLIwZEs7IhDDyy+vYdaiapm3iDZmxoLwOi0lj96EqDpXZqXPqRIaYGJMYzgnJ4ZiNWo+IlUfXcbo8rFv7HdnZ2aSnpwOQnZ3Nd+vWMSnxTHQp6a3yU2FlPf/5NKOZOAHMmzcPKSWvvPJK47HMQhtPfJbBk9efRHxkULfvvXn3AV79dB1JySncc889GAwGTCbTceE0TaDrEl3XKS4u5tlnnyU/P5+HHnqIyspqXvjkG/589UyMXSxlzjoxngNFNjbk27jpppuYMmVKp+Jv2LCBpxc8yUUnD+KcE+O7ZEOgowSqh9F1yd7DtSw7oHHC1EuZPnIsAIdyD/L5uq+RO3KYMMSMp4Ueqjqnhw83HSanxsCIE05l0kVnkpCQQK2thszd2/h+83rmjrMyKLz7u7wsW7+Td1fv4s677iYpKanxXFJSEnfcdTevvPAcE0Ylc8EZ43u89Cal5NMth5sNq2hYo/20004D4JNPPqGmpgan09sutKegms++P8wvzh7aZXuklFTZ6lj47mpKKmpIn3AKmqbxwQcfcOjQoePCH9uL6HK5+Oijj0hLS+O3v/0tT+/ezsqNe5hz+gldsik61Myts0fAymxefvH/yMrKJNjasWVx7HY7336zmtNTNG45dzjhwccLbH9ACVQPIqUkr9zBXi2dO/95G9u3b2fr1q1IKRk+fDh/+svDlJWV8d7iV6nTc46LX4eV0HFzePyGG7Db7WzZsoU1a9YQGRnJlOmzifv51Xz40r85i2Liw01dzqiHSyp57LUV3DL/D9x0080YjUeTQXh4OPPnz8dkMvLooueYOCaFIXFRXXVJi1TUulixo7BZm9OMGTP4+9//TlpaGkIIJkyYwP3338/KlSsBbwlz2Q9HuOS0JKJCu95AvWrTXt7/agu6lGzcuJFbbrmFXbt24XA42o+MV6QWLVrE5MmTueSKebz2zCOcOi6N2MiwLtkTZjVy2eQkdn+SyzXXXMvkyZM7FG/Dhg2sXfkJl01JI8zaf7Nx/30yPyAl7KkO47Jbfsd//vMf3n33XWw2bxXGbDYzbNgwLrjgAn53+12MO+k0/va3v1FZWQlAQkICjz76KOnp6Tz11FN88803HD58GF3XEUIQFxfHL3/5S6749V0sf+GvzA530dVyzYadB3Bh4aqrrj6uaiOEwGQycfXV83j15RfYvOsgQ87uWYHKLamlsrb5sj1btmzhtttu4/bbbwfgiSeeIDs7u1mYyloXeaW1XRao2joHT765orG3zm63s3Xr1k5fp7S0lLfffpuHHnoIa9xQdmYVMOOUrg0TEUJgNmlomkDTNLQOjrcSQjQu49yfR7urkeQ9SHW9G3PyJPbs2dtMnMDbW7Nv3z4WLFjA9ddfz4gRI3j66adJSEggOTmZhQsXEhQUxLXXXsvixYvJz89v7NGRUlJcXMx///tfMrOyMSSehN3RtRnyUkryi8pJTE4jIiKi1XCRkZEMTkolv7iix0cp2+rdx23iUFZWxqZNm9i4cSMbNmxg06ZNlJU1H0nu8ujY6rs2ulvXdZas2MT3+3K7bHcDUkqWLl1Kfn4+Z0w/m0/W7u32NRUtowSqBymucjB0+Eh27dqF3W5vMYyu62zbto0//elPDB06lN///vf88Y9/JDg4mLvuuouMjIxWBcFut5OZmcngISlU1HZ94UBNE7jdrnaFx+1y90pPXmiQEZOh5aT36quv8tprr7V4zmTUCLN2vq1FSklhWRVvLduEvb5jW78btLafu7a2lhUrVnDyySdzoMjWOMBT0bMogepBgswGKqsqiY2NbbFXqCn79u3jgQce4PLLL+fCCy/koYceIje37a97UFAQaWlpFB053OV2ByEEo1ITyM/NJi8vr9VwOTk5HM47wKjUhB6vQoxICGVITMubL5SXl1NeXt7iueSY4C7vyfflxr18+31Gh54lLCSIeRdMbXcM2FdffUVQUBDDRqezYWd2m2EVXUMJVA+SEGFh/7b1zJgxgyFDhrQbfu3atWzevJnNmzezadOmdsOfeOKJTJgwgaq87YR3o2F08gnDSI0L5emnn6aysrJZSUpKSUVFBU899RTDB0cwKT2ty/dpjTCriStPT8Fi8rafmM3mNv+EEASZNa6alkJoUOefW9cli5duIMgazP3338/cuXMbx30dS2iwhb/edBGXzDylXTErKioiNzeX9HEnsiuroN9O2PUnqpG8BzEZBKPMh8ncs53HHnuM22+/vcXu6wbq6+spLCwEaLMXSdM0xo8fz+OPP86aFR8zPqwCQdd7skxGA9NPHsn9z/8fUVFR3HfffY0Z1uPxsGDBAl5++SUeueVizL20zfnME+IpqqpnS0UUTz7932Y9iU1xuVz8cf6tTI6rZnr6oC7dq8Zez7aMXGJjYzn11FNxu92sWLECT5OleIWAUSkJ/PWmuVw66xT++fLnzc63hM1mIzs7m7Hp41i0bDH2emfjsi2KnkEJVA8ihGBsnMbqr19n0qW38/zzz3P//fezdetWhBBER0dz4oknMmLECIYMGUJYWBhnnXUWbrebRx55hMOHD5OTk8OOHTsoKCho7ME7++yzefjhhzm4fw+e/UtJTQ3qcrXLXu/kmbe/4rXlW7njjjuZPXt2s2tpmsacOXMQQvD84tdwuNzMv/IcrJaemXvWgBDg8kgys7L4y1/+0mrvla7rZGVnc0p0TJd7LTVNIKW32vrXv/6V4uJi6uvrj54XgnMmp/PwrZdw8tgUCoorWbFhd4tj1ZpSX19PQUEBEydOxCVN2OyObglUf142pasogephrGYj5wz18NU7/2Lw5Et54/XXWfnll8THxzNy5Ejsdjs1NTUUFxdTVVXV2I4RHx/PxIkTCQsLIzQ0lLKyMj7//HMSExM599xZrPvyM8y5XzElNQhjKw3M7eF0uXl2yVe8uyaTZ597kTPPPLPZ9uvgFagpU6YwadIkpk2bxl13/BmDpjH/ynMwm3ouuVTa3azN9WA0W9m1a1ebYY2WYL7N8XDRJA9xYZ1/9pAgCyeNSWHFd7vZtm1bs3MWs5HfXHo2d994AfHR4dQ7XfzvnVVs3dt+b5/T6aSkpASTyYRmDsFmryc+pvMrCrg9Ok6nix07duBydazzY8+ePThdbtye/i1oSqB6GCHAYjIwa4Rgy9Y30KZNY/r06bz//vu89NJLZGRkcPjwYZxOJyaTCYvFgsvlwul0YjAYiImJYcyYMUyYMIGf/exnjB8/nsVP/YXoqu2MTQ5tt3epNaSUrN6awevLtvLYE88wffr0VtthGsZCzZw5kwcffoR7/nwb40clMeu09B5rMK83RfOfZ//SbmdCA26XC/u6/wK1nb6Xpgluu+pcMnIKyT3SfOjCBdPGc//Nc4kKC0bXJUuWb+J/76zC2YHF6qSUVFd751Nq5iDqnJ3vWZVSkllow+Hxzr9sq0ng2Hh1bkFmoY3UuOB+OxZKCVQvYTZqnJIayk03XEt+eR3BwcGMGTOG+fPnM2rUKOLi4jCbzY3rHem6TklJCXl5eWzcuJG1a9fyxRdfYDQIHr04kbQhod1KhGWVNp5+6ysuueIaZs+e3ao4NcVgMDBnzhw2bLiKZ97+glPGpBId0TNrRO3LzmXxB3/C2FGBcru4doKR5HExnb6XEILZU8bx7Yt3k51fzI7MfBZ9uo4RyYN4dP6lRIUF43J7eOXjtfz9+Y+w1XVsVDl4h35IKZGaCYejcwLVIE6vrs5hUFI6mqY1q3q2hcFgYNCQFBat3sfQQSGMSOibtbv6GiVQvYgARo4cwQ3nXsypp55KSUkJ27dv58svv6SwsJDa2locDgcmkwmr1Up8fDxJSUn8/Oc/54477mDv3r18/NEHhFiLuj33bltGHnkVLp6YN69D4tSAwWDgmmuu4bKPPmBHVj4zThnTZTuaMiLOQkXBHnJKWh4vdixDB4UwfNZJXb6f0WggZXAMKYNjOOvk0Vx27qlEhQVjDfJ+JD755gfu/e/7lFd1roTW0LkhhQGnu/ODZ1ftKuKI3YhWW8v//ve/TsXVdZ0jdiOrdxcrgVJ0ASG45GeXsDevhOuvv75xfI/RaCQ8PJyoqCgsFgtOp5Py8nJ27drVODnWYrEwd+5cLrroYsIPLQFP99Yrf3flFs6eeQ4pKSmdEjshBKmpqUyfMZN3V27pskBJKdGldzS4rktiwy384+rxfLmjiK92FnG4og7XMe0pJoNgSLSVWScmcM6Jg4gJM2N3uNE0gcmgdXkZGoNBIzEustGu73Zk85f/fdBpcQJvm50QAoSG2+3p9AqgHl1ywQUX8OCDDzYuNdNR6uvr+etf/4qnZGNnzf7RoASqN5GS383/HebIRGbNmsXkyZMZO3YswcHBOBwObDYbTqcTo9FIcHAwISEhuN1u9u/fz7Zt2/jqq6/437NP89b8U0mJ7dgs95aoc7jYebCI3182haCgzi9XYrVamTp1Ks89sYo6hwurpeOjuaWUHKmoZ8uBcvJK7VTUOnG6dVxuiS4lTrdOTJiFKruLSnvzKlJIkJGYUAvZRTYOldl9wiSwGA1EhpgYNTiMqaNiujS6vIE6h5NXPlnL/tzCLsVvmD9nMBio72AblJSSLQcqOFRmZ19BDcKVx7Jly1odatEaLpeLvLw8jOXVfLApn5SYYE4ZFtWv2qOUQPUmQnDfffcxYeo5VFZWsmrVKl544QWKioqoq6vD5XI1DiUwGo1YrVYiIiKYOnUqM2fO5Gc/+xk7t/9AVMknQMfbRY7lYEEJHjTGjOl69WzMmDE4PYKcwyWMHZrYoThSStZnlPHMskxySmqpc3auClRZ62LrwYpWz4cFGZmQFsmt540gfUh4lzJmRY2dLzfuoau9+w3DIzweT6eGCCz6JhebKY74pAmgGfj88887bb+UkuDgYLCO5+N9hwn35HLKsJ6d2O1vlED1IkaDxrhoJy88+TCvvb+Mug42gG7ZsoVnn32W82eezm1XzyHUokE3dkAqq6pFM5hISEjo8jUGDx6MMBgo60Q1qN6l8+9P93GguGNxBBAdZgYJ5TYn7WX3mno3a/eVUlrj4NVbJxNk7vyg0oqqWnKPlHY6XgMN7Xkul6tTAuPyCM7/6Vx++tOfdvneTfnwww/55sNX2g/4I0MJVC+iCTAd+pbzE+1EzE7jq11FHCyuxeHy4PZ4qzh6kyV9jZrAZNRIjArijDFxnD3OQ0ThN2DS6M6C3PVOFyXFRdx4w3Ud7tY/FpfLRWlpCfWOjk22BW8b0txJQ/h062Fiw81MSI0iIdKC2WgAKXG49cattoJMBmLDLMSEeQeEltY4Ka1x+Lbl8i5RbDZoIMDh8lBUWc8PuZWU25xccNJgjIau+UeXMCg6vMtbXJk1nbKiAoyyc6PII62Cd998haUfv9el+x6LzVbDyOj+N3NNCVQvYzRopMWFkBYXwpXTkimpdnKw2MaRinpq6lzUuTxYjAaCLQYGR1lJjgkmKdramOF6oj1heFIcf77m3A6N7WmLn046l2FDOj7dxKAJbpiRxvXT00DQqZHgowa3H0b6/tMdF40bnsju9x4+bvmXjiKEQLh28sTNZxEe0vIE6JZ44PITurxkTmsEW3pvgwt/oQSqD2gQGYMQJEQGkdAD62p3huFJg7jlsq7NY+sODc/dW222ovE/XcegacT00NiujiKEwGo2YO1ClXSg0f/KhAqFot/Q6RKUZvB/oUtoBnSP2+8TK6XuQTMYkX7u1lX+aI7yR3MCxR9Ap3cJ6rTapJ95cWej9Di6x03GhqXo7SyH0dtoBiOjp5yP1omR2b2B8kdzlD+aEyj+ADjx1Js7Ff5HWYKSgO7xIHX/OlwCmsHgd58ofxxvh/JHczsCwR9dQbVBKRSKgEUJlEKhCFiUQCkUioDF/w1KfUxrPRn9aYJlZ1D+aI7yR3P87Y8BJ1DlNifLtxeyIbMMTQgmj4jmvImDie7Gdto/Zhr8sflAFQZNcEpauPKHSh+N+Dt9DCiBqqh18vTSTD7eUtA4e331nmL2F9q47fyRRIYMrERYUevkmWXZFBmTuOjq6wH45OOPyFqexfw5IwakP1T6OEogpI8BI1DepT9KWbGjsNnSGlLCsh+OcNrwaOZM7PlNKgOVhqVQDtaF8v5Hb5CamgrApZdeyqU/vZANmeWcNyF+gPlDpY8GAiV9DJhGcrcuySq0tThB0+7wkFVka3ebof6E1x81TD1jBqmpqRgMBgwGA2lpaUyeNp3MwpoB6A+VPhoIlPQxYARKE4LQIGOLc0sF3sXPBsrXEY76o6SkGLf76CoHbrebkuLiAesPlT68BEr6GDACpUuJyyMxtbBukMkgcHn0gJir1FfoUuL2SNZ++w3Z2dmNx7Ozs1m39lvcnoG1iaRKH80JlPQxIARKSsm6faW8tTYXZwsbHTo9ksVrclm/v2xAJMIGf6zKdnDXPfeRlJTUeC4pKYm77rmPLzPrBpw/VPrwEkjpY0A0khdXO1i4Mvu4RfmbUl7rYuGKLMYkhjEoom/Xa+priqsdLFpbwPw/3s9NN9/cbLH+8PBw5s+fj8lo5JVnHhkw/lDp4yiBlD4GRAlqZ14V+eXt7792qMzOrkNVfWCRf9mZV4WwRnPV1VdjMpmatSU07Cp89bx56JbIAeMPlT6OEkjpo98LlJSSwso6bPXtL3drq3dTVFXfr4vxUkqKKutJGjqSiIiIVsNFRkaSlDaCoipHv/eHSh9HCbT00e8FCrw9Eh3pbxBCoA2AnhpNE7hdrnYTltvt3SSzv6PSR3MCKX30e4ESQpAaF9KhUa9RISZSY0P6dXeyEIKU2GByM/eQl5fXaricnBzysvaQGhPc7/2h0sdRAi199HuBAhifEkF6Uni74dKTIhiX3H64HzvjUyIYZHXx9FNPUVlZ2exLKaWkoqKCpxYsYHCIZ8D4Q6WPowRS+hgQAmU0aEweEdNmMV4AU0ZGYzT0f5cYDRonp4bzwgsv8PTTT6PrR7dc8ng8LFiwgJdffolT0iIGjD9U+jhKIKWPfj/MoN7pYfHaXF7/NrfNnWol8OKqgzjdkqvOSCHI1D+3BKp3eli8Lpdle2q54847mT17drMiuqZpzJkzByFg8aIXcHp0rprWz/2h0kcjgZY++rVAudw6i9flsnBlNk53+xszltucPLciCyFg3hmpmIz962vpcuu8tT6Pb/MtPPfSQs4880yMRuNxCXDKlClMmjSJadPO4I4//QGDOMRV01L6pT9U+jhKIKaP/uXhJkgp2ZxdzptrcjuU+BpwuHVeX5PLlgPl/ao7WUrJlgPlLNtj45F/Psb06dOPG+PSQMNYl5kzZ/LwPx7js13VbD1Q0e/8odLHUQI1ffRbgaq0u3hzTS6lNc5Oxy2tdvDm2lyq61ofWfxjo9LuYvG6Q1x+7S+ZPXs2hg5shWQwGJgzZw6XzruRt9Yforque1unBxIqfTQnUNNHvxQoKSUZBdVszCrr8jU27C8j84itB63yH15/1FBODPPmXdOhxNeAwWDgmmuupUSPJPNITS9a2Xeo9NGcQE4f/VKgAJZtL8TVwsTPjuLySJZtP9KDFvmXFTuLmDnrXFJSUjo1bkUIQWpqKjNmzmLFjqJetLBvUemjOYGaPvqlQDlcOttzK7t9ne05VThcP77NDo/F4dI5UOZhypQpBAV1fmKn1Wpl6tSpZJW6+o0/VPo4SiCnj34pUAXlddT0QH242u6ioLyuByzyLwXldUijhTFjxnT5GmPGjMGjWfqNP1T6OEogp49+KVCVdiduT8d7ZlrD5dGpamMJjh8LlXYnBqOFhISELl9j8ODBaAZTv/GHSh9HCeT00S/HQTndOgZNYO7muAxNEzg60QUdqDjdOsXFhdxw7TxMZlOXruFyuigtLcHhbn2G+48FlT6aE8jpo18KVHJMML8+dwSubiYes1EjKdraQ1b5j+SYYK6blojL3Y1GXROcNi2x3/hDpY+jBHL66JcClRQTzOVTg/1tRsCg/NEc5Y/mBLI/+mUblEKh6B90ugTlcfu/UVDqHjSDEenndXmEZkD3uP0+5UH5oznKH80JFH90hU4L1J41H/eGHZ1CMxgZPeV8tE6MeO0NdI+bjA1L0T3+HQuj/NEc5Y/mBIo/ukKnBUrq/h+YJgHNYEAz+LcJTQK6x+N3nyh/HG+H8kdzOwLBH11BtUEpFIqA5ccnqYofNQ3tMRIaV7AUQiClpNLuYsP+MoSAKSNjiAg+utxHQ7z+vB54IHCsn6WUSMBe5wAEwVYz4pjzTcP3NEqgFH2Kw6Xz1a4itmSXk54UwXkTEwgLMuJw6fzrk/0UyRiQkjUZmdx/yRgsJgMuj86hUjulNQ4So6wMjrJiGAC7zfQlHo9OzpFSCoorGRQdxvAhcZhMRtwenYXvfc2CN1eCgD9dex43/2w6RqMBp8tNdn4JJRU1JA2KInVwDIYeXgJYCZSiz2hYJO61zTZmX/BzPln1JZpWxCWnDcHudLO3FF54+Ql0XefmX95AndOD2aix7WAl//niAMawQRjrDvLAZWNJiwvx9+P0G6SUZOQWcv39L7J9/yGGJw1i4X3XcdbJo7DV1fOvV5eSX1QBwGOvLGXe+VMID7Gy7odMbvnH6xwoKGHi6GRef+hmRqd1fbpMS6g2KEWvIKWkus7FoTI7Vfaje6xlFdpIH38S8+fP54yzZrC3oBoJWIwGIo0OXnrxRV568UVizC7MRg0JrNheyMwLL+ed994nadxU1meUNt6jstbJoTI7NXXt7+Om8Pmsxs6BghLKq2sbfbZq81627MnB5fawL+cIn37zQ2M1XNeP+lWXuu868PHqbWTkFuJye9i8O4fVW/c13qO8ysaBghIqa+zdei+qBKXocaSUHKms57kVWezJtzF0kJU/XTiahMggJqRG8sUX3/H73/+eA/t388up0QjAajHw+znDeOj9zxDA/ZeOI8hsQABx4WZ27d7NO++8Q15uDtMnWADvLPwnPttPblkdJyaF8ZvZw4mP6PxyIQMFKSW5R8p44P8+YfPug4wdOph///FyUhJiiIsMQ9NEoxgNig5HAMFBFv44bzaPLfoCIQR/nDeb4CALCG+YBgyaIC4yDICcw6Xc8eQ77MstZPIJw/jbr+eSHB/dpXYqVYJS9DgS+HpXMdUhI3hpyaeYkk7ms62HEUIwPjWCW2fEs2XdKk4ZLJg+Ng7w7u6bEhtMhNVIRLCJpBhr4y6+F586BFG6jycef5STomuZOioGgE+3HiY47VReevtTSi1pfLOnpM2dWQY6UsIXa3fw+mfr2Z1dwPtfbeHtZZsQQnDulHHcfcMFhIdYmTFpDJfPPhUAk9HAtReeTvqwRNKHJXLNBVMxGjQEcNWcyZx18igiQq3c/YufcPapYwFYvGwjH6zayu7sAl79bB3L1u3q8ntRAqXoFVweHZPZjKYJhNAaZ/0bDRojB4cRZNLIKbZR63A3flmLqxyU2ZyU1TgoqXYA3t6hMKuJMKuRKKvG5VOTCLN6Z9w73DpC07yL+Jst3Z78OxBwuNx49KPVNLvDuyZ7dEQIj/zu54xMiafe6fK9N+9fWWUN5dW1lFfVUlZpazyuaQKny83o1AQevvUSosK98/nq6p2NguTx6DhcLrqqUEqgFD2OAM4aG0d9wS5uuuFa1qxexZm+ktLRQILdBTYOlnjbQaSUFFfVYw6JwhQaTXGVo/F4XomdLQcqjkvj08fG8fVXK7n5F9fiKd7LGWPj2tx8c6AjBJw39QTOOS2d0GALIVYLF501sfG8rks8us62fbls33+o0f+HiiooKqumsKyK/OKKxuPbMw6xLSMPt643ih7ARdMnEmK1EBpsYfaUcZw7ZRxdHYWgBErR4wghGDoohMeuGsf1kyNAd/PVzqJmi8SFBAczdORYlv9QhMT7NT9UZmf0uAmMSh/PobJaGtpWv9lbjDksDovZ3Bjf7dFZtasYobu5cXIE/7wyndTYYDVOqg2EEIwdOpgP//Nb7rjufOz1Dr7evK+x3cmte9B1HYfTzZtffOcTIjiQX0JppY3SSm/Dt5Te9qw3l27A4XQjdYnH9251XfLNlgxq6xzcfeNPeO/fv2V0akKX34sSKEWvIIQgJMjIuKRwBkVYWPpDIZuyju4lFxRkZfbs2ewp9lBe48St62QesXHSySdz0kknkXnEhluX1DrcrM+u5fzzzyc4xDu0QErJxqxylm0vJD7SwrikCEIsRiVOHUAIQWhwEDNOGY3FZOL5979m0+4DSClxu/XGj8K33+8n53ApLreHXVn5jaWmnVn5uD0eDh4u5dvvMwDQpcTt0b3vZVc2z7+/miCziemnjCbUaunWe1ECpehVwqwmEiKDiEpIZdE3uZTZfPvQCZg+fTpxScNYtasYl1tysLSeiRMnMmHCBA6U1uP26Hyzp4SQ2GRmzZrV2GheVuPk1W9yiRiUTEKklVCr6ozuDEIIBkWHk5oYw4GCEv7x0meUV9fi9njQfQpVVmXjg1Xf43C52JaR1xj3+725OF1uPlj1PeVVtYD3g+H2eCivquWfL3/OwcMlDB0Sy6CosG5/NJRAKXqV0CAjceFBTJo0CXP8aL74/khjJoiOjua8ORewIauMI5X11BtCSUxMZMiQIdSLUIqrHazZV8rZs2aTmJgIeL/Wn35/GEvCGCZNmsSgcAshFiVQnSUqPITUwTFICcu/2817K7fgcnmQvuqe0+Vh1ea95B0pZ+/Boytt7jt4hNwjZazatAen2zsJWpcSl9vDkhWbWLFhN1JCamIskWHdXwRPCZSiVzEZBEOirdTba7njzrv4Ync1O/OqQHq/5Jddfjl51QaWbjvMoIQhDB48mMGDBxOXMJhlPxwhq0xn3rx53vl6wO5D1SzbY+NPf76DulobSTHBmAyqatdZosKDGZ40CACny80/Xv6cTbsPNg7EBNiwI5u3lm+gpra+8ViNvZ63lm1k484Djcd0XbJldw6PvvIFDqd3t5wRSYOICu/+aH8lUIpeRQivQBUeKWDatGmcMesnLFl/iJp6b0JOSEjgtDPO5uMth0kYnMigQYOIj48nPmEwH246zElTziIlJQWAmjo3b63LY8bsC5k2bRrFhYdJjApSbU9dwGwyMjIlHovJW/rMLy5nwZsrqKyxN4apqLHz8kdrm/XQeTw6L3+8hoqm4apreeKN5RSUeKfDWMxGRqYMwmTs/vpTSqAUvU5KbDB1tTUUFxdz1113I8OTG7cnslqtzJ07F48xhLTUVJxOJw6Hg5SUFOqkmQt/ciEWi3fkeEWtEz08iTvuvIvi4mLq7TWkxATmWto/Bk4ckYQ1yDumTNclX27cQ2FZdbMwhWVVzX5L4Ehp82NHSqv4cuOext7A4CAz44Yn9YiNqvKu6HWGRFtx1BXw/fffM3jwYEaOGsWBgwd58sknCQ0N5dChQ3g8HlasXMm+jAyklOTk5CCl5JVFi1i2fDnV1dXU1dWRnJzCjh07qKiowFFnJzF6iL8f70fL6LQEgsxmwLvZZkPbYFdoGtdqMTM6Nb675gFKoBR9QESwCeGs4c477yQ5ORmr1cpZZ52J1WolMjKSlJQU5syZg8ViwWw2YzQacTgcuFwuampqqKyspLy8nHPOOYfa2loeffRRDh06RKzJTkRw1/ZxU8CQuEgGx0YcV0rSNI2wsDCioqIICQkhKCgIg2+5YI/HQ319PTabjYqKCmw2G7refAR/YmwkiXFRPWKjEihFryOAMYmhHDGksmDBAkaMGEFYWBia1rkWBiklNTU1ZGZmctttt5FCfu8YPEAQQnDaCcPYlpGH0WgkLS2N008/nZNOOomUlBTi4+OJiIjAZDLhcnmr5A3/rqyspLi4mLy8PL7//nvWr19Pbm4ubrebyScO6/LI8WNRAqXoE645M5UHP8hg8ZtvcN31N2C326mqqsJms1FbW4vT6cTpdFJf7+0xCgoKwmKxYDKZCAkJITQ0lIiICIKDg3n11UU4ivdz9SVj/PxUP35uu/pcKp1GrrjxVtLS0qioqGDfvn2sXLmSvXv3kp+fT3V1dbOVMyMiIkhKSmLs2LGceOKJ3HDDDdx+++0cyM7m3dcW8vurZvaYfUqgFL2OEIK0uBDmnzeUu199kY8/+ZTg4GDCwsIIDg7GarViMpkwm82YfdNZGgTL5XJRV1dHbW0tNpsNu91OXWUx/7wynRQ1taVbCCEYnZbAg7+5iJdXrebf/97C7t27qaqqajNeSUkJWVlZrF69GoDIyEjGjRvH9KmTePDXcxmeENJj70UJlKJPEEIwITWKn01KIFNP45lnniE2NhaXy4XH40FKeVxbhuZbqcBgMGAymSgpKeF3v/sd40ZpTEiNVOLUA2hCMDw+hFGRbsbcdBOxsbFduk5ZWRkUbGZYfHDjiP+eQAmUos/QBMSGWfh23xGWLFmC3W6nrKyssYrncrmatXWYzebGKl5sbCxWq5XCwkKmn2DpsTYOhVekIkJMvLN0KcHBXRu2Ybfbufr0IT0qTqAEStGH5JfX8dHWIgzhiWzbto3ExETS0tKIiorCarVitVobxzzV19dTX19PXV0dFRUVFBQUsHfvXgwGAx9uOcKZY+OIDbP4+Yn6BwcKSsiuDsJms7F582YqKyux2WyNH4vWMJlMhIaGEhkZydixY8musVBUXk1CTESP2aYEStEneHTJsm1HSBk7iTcWv0VUVNe6oUtKSpg1Yxo786o4e9ygHrZy4OHx6Ly9fBN6/ATuv/9+QkNDycrKIjMzk7y8PEpLS6mqqsLh8C4gaLFYiIiIIDY2ltTUVEaOHMmIESOorq5m3bdfs2nXQeZOn9hj9imBUvQJpTUO1maUcdvf7uuyOAHExMQwJGUY23P3c8boWExGNRmiOxSWVbEtu5RdXy7m7beXEBoayoQJExg/fjxz5swhOjoas9ncbOMDl8tFWVkZBw4c4NNPP2XHjh3YbDYEcNPFU3G63JhNPSMtSqAUfYKUIDTBD9u28aLLRVR0NFFRUURGRja2NTUM0gRwu92N7VIOh4OqqioqKiooLy/HEhREdYULty5RwzS7hxAacy++mIemn09mZiYbNmxg9+7dvPDCCxQUFFBZWYnFYmlW9XY6nURGRpKUlERqaiqzZs1iypQp3pJUzve49VrM7dy3oyiBUvQJsWFmbj13OB+ve48Ny5dQ6zYgNRMmswVNM6AZNO//fYM3dV1H1z3oHu//XU4HQncRavQwKMzIZacnE2RSpafuMig6lORDOTz5yF8YMnQUZ047nSsuvxyny9XYBlhdXY3d7p0cHBwcTHh4OFarlaCgIEwmI4fzD7Fpwzo+e2cRN86ZQFB8z8zDAyVQij7CaNA4dXgUk4ZHgfROOrXVu6isdeF06zg9Ok63jtvtrUoYjQKzUcNs0DAbNSJDTIQGmbxrjguabb+t6DpGg4EZJw3jzPFpHCqqYMOOz/nu02IM1gis4TEEBYdhCgrG7CtBlVQUcTjbTr29BntVGXp9Felp8dwwdRhJPx2BwTc0pMfs67ErKRTtIIRoFBiAiGAzEcE9VRlQdBUhBEajgaFDYhk6JBZd16mxO6iqsVNb76DeaUfXbQAYNA2L2UiINYHI0GGEBls6PWWpMyiBUigUzdA0jYhQKxGhVn+b0nmB0gz+1zShGdA9br9vdS11D5rBiPRzVUP5oznKH80JFH8AdHYJu06rTfqZF3c2So+je9xkbFiK7vH41Q7NYGT0lPPRDN1fObA7KH80R/mjOYHiD4ATT725U+F/lCUoCegeD1L3r8MloBkMfveJ8sfxdih/NLcjEPzRFVQ/rUKhCFiUQCkUioBFCZRCoQhYlEApFIqARQmUQqEIWJRAKRSKgEUJlEKhCFiUQCkUioBFCZRCoQhYlEApFIqARQmUQqEIWJRAKRSKgEUJlEKhCFiUQCkUioBFCZRCoQhYlEApFIqARQmUQqEIWJRAKRSKgEUJlEKhCFiUQCkUioBFCZRCoQhYlEApFIqARQmUQqEIWJRAKRSKgEUJlEKhCFiUQCkUioBFCZRCoQhYlEApFIqARQmUQqEIWJRAKRSKgEUJlEKhCFiMnY3gcbt6w45OIXUPmsGIFMKvdgjNgO5xI6X0qx3KH81R/mhOoPijK3RaoPas+bg37OgUmsHI6CnnoxkMfrVD97jJ2LAU3ePxqx3KH81R/mhOoPijK3RaoKTuX2cDSEAzGNAMnTa/x+3QPR6/+0T543g7lD+a2xEI/ugKqg1KoVAELEqgFApFwKIESqFQBCxKoBQKRcCiBEqhUAQsSqAUCkXAogRKoVAELEqgFApFwKIESqFQBCxKoBQKRcCiBEqhUAQsSqAUCkXAogRKoVAELEqgFApFwKIESqFQBCxKoBQKRcCiBEqhUAQsSqAUCkXAogRKoVAELEqgFApFwKIESqFQBCxKoBQKRcCiBEqhUAQsSqAUCkXAogRKoVAELEqgFApFwKIESqFQBCxKoBQKRcCiBEqhUAQsSqAUCkXAogRKoVAELMbORtAMnY7S4wjNgO5xI6X0qx1S96AZjEgh/GqH8kdzlD+aEyj+ADB0Mnyn1Sb9zIs7G6XH0T1uMjYsRfd4/GqHZjAyesr5aIbOur1nUf5ojvJHcwLFHwAnnnpzp8L/KEtQEtA9HqTuX4dLQDMY/O4T5Y/j7VD+aG5HIPijK6g2KIVCEbAogVIoFAGLEiiFQhGw9FnluLUeBOHnHo6BjnovzQkUfwSKHf6mzwSquLyGJSs28fXWDIyaxlknj+KK2acyKDq8r0xQtEC5zcny7YVsyCxDE4LJI6I5b+JgokPN/jbNLwSKPxryy5cbd2PQNGaelj4g80ufCFRpZQ33/fcD9ha7ueiiSwF465OP2ZVdwD9+ewkxkaF9YYbiGCpqnTy9NJOPtxTQ8MFevaeY/YU2bjt/JJEhA0ukAsUfpZU13PPMe7z66Tp0nyGffPMDOzIP8ej8SwdUfun1NigpJcvX72JbTgWvv/46d9xxB3fccQevvfY6mzNLWblxd0AMIBtoSClZn1HKih2FNHW/lLDshyN8t79sQL2XQPFHQ35598vNjeIEoEvJkuWbWLFhYOWXXhcol9vDzqwCJk89g9TUVAwGAwaDgbS0NE6dcjo7swpwe/TeNkNxDG5dklVow+44fmyM3eEhq8iGRx84GSFQ/NGQX2x2x3Hnauz17MoeWPml1wXKoGlEhlkpKSnB7XY3Hne73ZSUFBMZakUbYA1/gYAmBKFBRlryvADCgowDqkE2UPzRkF9aupcQYsDll14XKI+u43R5WLd2DdnZ2Y3Hs7Oz+W7dOlxuT7OirKJv0KXE5ZGYDMcndpNB4PLoA6oqESj+8OYXN2bT8dNjzCYDzgGWX3pVoKSULFu/k3dX7+LOu+4mKSmp8VxSUhJ33HU3b321gxXf7RpQmcHfSClZt6+Ut9bm4vQc73enR7J4TS7rB0g7VKD4oyG/PPP2Vzic7uPOO5xunlq8kuUDKL/0qkAdLqnksddWcMv8P/Db3/6WsLCwxnPh4eHMnz+fm2+dz6OvLudwaWVvmqJoQnG1g4Urs6m0u1oNU17rYuGKLEqqj28L6W8Eij8Ol1TywPOfUFppazVMSUUNDzz/8YDJL70qUBt2HsCFhauuuhqTydSsXi2EwGQycfXV86jTjWzedbA3TVE0YWdeFfnl9nbDHSqzs+tQVR9Y5F8CxR8bdmZzoKCk3XDZ+SUDJr/0mkBJKckvKicxOY2IiIhWw0VGRjI4KZX84ooBU2z1J1JKCivrsNUfX4U4Flu9m6Kq+n79XgLFH1JKDhWVU22razdslc3OoaLyfv1eGujVEpSmCdxuV7uOdLvcA6pnwt9oQrTYW3UsQogB8V4CxR8GTetQT6EQAoM2MKbR9tpTCiEYlZpAfm42eXl5rYbLycnhcN4BRqUmDKhubX8hhCA1LqRDo6KjQkykxob06/cSKP5oyC8dGSUeFxk2YPJLr8rw5BOGkRoXytNPP01lZWWzkpSUkoqKCp566imGD45gUnpab5qiaML4lAjSk9qf05WeFMG45P4/9ytQ/DH5hGGcMja13XCTxqUNmPzSqwJlMhqYfvJIXnjh/3j66afR9aMjYD0eDwsWLODll19i+skjWxz3oegdjAaNySNi2qzWCGDKyGiMhv5flQgUf5iMBs45LZ22CkaaEMw6LX3A5Jdemyxsr3fyzNtf8dryrdxxx53Mnj27WZFU0zTmzJmDEILnF7+Gw+Vm/pXnYLUMrAmqfU2908Pitbm8/m0ubbUMSuDFVQdxuiVXnZFCUD/NEIHiD29++ZIn3lhBW022upT84+XPBkx+6RWBcrrcPLvkK95dk8mzz73ImWeeidFoPE6gpkyZwqRJk5g2bRp33fFnDJrG/CvPwWzy/7rn/RGXW2fxulwWrszG6W5/Ple5zclzK7IQAuadkYrJ2L9KU4HiD6fLzdNvfckDz39CvbP1sVgNFJfX8LeFH6EJwe+vmtWv80uPpzgpJau3ZvD6sq089Mg/mD59+nFjoBpoGAs1c+ZMHnz4ERZ9sZlvvs8YEN2nfY2Uks3Z5by5JrdDmbEBh1vn9TW5bDnQv7q1A8UfUkpWb9nHU4tXdkicGqh3uHjijRV8s7V/55ceF6iyShtPv/UVl1xxDbNnz8bQgS13DAYDc+bM4eJLr+KZt1dRUV3b02YNeCrtLt5ck0tpjbPTcUurHby5Npfquo5noEAnUPxRWmljweKVFJV1fgBoYWklTy1e2a/zS48KlJSSbRl55FW4mDdvXofEqQGDwcA111zDwdJ6dmTl96RZAx4pJRkF1WzMKuvyNTbsLyPzSOtTMH5MBIo/pJT8kJHHV5v2ttn+1Wp8YOXGPf06v/R4CerdlVs4e+Y5pKSkdGqchhCC1NRUps+Yybsrt/S0WQOeZdsLcbUwEbajuDySZduP9KBF/iVQ/LFkxSacrvZHsbeG0+VmyfLN3bYjUOlRgapzuNh5sIgpU6YQFBTU6fhWq5WpU6eyPesIdY7+U53wNw6Xzvbcym5fZ3tOFQ7Xj2/zx2MJFH/UOVx8tyO7/YDtsH57Vr/NLz0qUAcLSvCgMWbMmC5fY8yYMTg9gpzD7U+aVHSMgvI6auq6/pVuoNruoqC8/bligU6g+ONgQQmVNe1PUm6PiurafptfelSgyqpq0QwmEhISunyNwYMHIwwGyqr6b8NfX1Npd/bIMrEuj05VG0uS/FgIFH+UVdV2q3rXgNPl7rf5pUcHUNQ7XZQUF3HjDddhMpm6dA2Xy0VpaQn1js73rihaxunWMWgCczfH7WiawNGJLvlAJVD8Ue90YTQYsJi7lw0NBq3f5pceFajhSXH8+Zpzu/1V+Omkcxk2ZFAPWaVIjgnm1+eOwNVNcTEbNZKirT1klf8IFH8MT4rj/pvn4uhmfgkyG/ttfulhgRrELZf1T0f9mEmKCebyqcH+NiNgCBR/qPzSPv1r7oJCoehXdLoE5XH7v5FU6h40gxHp5/VwhGZA97j9PtVA+aM5yh/NCRR/dIVOC9SeNR/3hh2dQjMYGT3lfLROjFTvDXSPm4wNS9E9/h0bpPzRHOWP5gSKP7pCpwVK6v4fqCcBzWBAM/h3FrcEdI/H7z5R/jjeDuWP5nYEgj+6gmqDUigUAYsSKIVCEbAogVIoFAGLEiiFQhGwKIFSKBQBixIohUIRsCiBUigUAYsSKIVCEbAogVIoFAGLEiiFQhGwKIFSKBQBixIohUIRsCiBUigUAYsSKIVCEbAogVIoFAGLEiiFQhGwKIFSKBQBixIohUIRsCiBUigUAYsSKIVCEbAogVIoFAGLEiiFQhGwKIFSKBQBixIohUIRsCiBUigUAYsSKIVCEbAogVIoFAGLEiiFQhGwKIFSKBQBixIohUIRsCiBUigUAYsSKIVCEbAIKaW/bVAoFIoWUSUohUIRsCiBUigUAYsSKIVCEbAogVIoFAGLEiiFQhGwKIFSKBQBy/8D3XjB7YCOST8AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Actual FEN: 2Kp4-2kPbnR1-1p1P1p1P-4Q2q-8-8-P2p1pp1-8\n", - "predicted FEN : 2Kp4-2kPbnR1-1p1P1p1P-4Q2q-8-8-P2p1pp1-8\n" - ] - }, - { - "data": { - "image/svg+xml": [ - "
. . K p . . . .\n",
-       ". . k P b n R .\n",
-       ". p . P . p . P\n",
-       ". . . . Q . . q\n",
-       ". . . . . . . .\n",
-       ". . . . . . . .\n",
-       "P . . p . p p .\n",
-       ". . . . . . . .
" - ], - "text/plain": [ - "'
. . K p . . . .\\n. . k P b n R .\\n. p . P . p . P\\n. . . . Q . . q\\n. . . . . . . .\\n. . . . . . . .\\nP . . p . p p .\\n. . . . . . . .
'" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "predicted_fen=display_with_predicted_fen('../working/random/'+'2Kp4-2kPbnR1-1p1P1p1P-4Q2q-8-8-P2p1pp1-8'+'.jpeg')\n", - "print(\"Actual FEN: \"+'2Kp4-2kPbnR1-1p1P1p1P-4Q2q-8-8-P2p1pp1-8')\n", - "print(\"predicted FEN :\",predicted_fen)\n", - "board = chess.Board(predicted_fen.replace('-', '/'))\n", - "chess.svg.board(board, size=300) " - ] - }, - { - "cell_type": "markdown", - "id": "ceccf8bf", - "metadata": { - "papermill": { - "duration": 0.191621, - "end_time": "2022-08-05T19:34:45.747599", - "exception": false, - "start_time": "2022-08-05T19:34:45.555978", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "### 8 - Model In production" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "id": "b6767809", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:34:46.157793Z", - "iopub.status.busy": "2022-08-05T19:34:46.157412Z", - "iopub.status.idle": "2022-08-05T19:35:07.152375Z", - "shell.execute_reply": "2022-08-05T19:35:07.151107Z" - }, - "papermill": { - "duration": 21.222318, - "end_time": "2022-08-05T19:35:07.154625", - "exception": false, - "start_time": "2022-08-05T19:34:45.932307", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Final Accuracy: 1.00000%\n" - ] - } - ], - "source": [ - "from tensorflow import keras\n", - "model_p = keras.models.load_model('../working/models/chess_model.h5')\n", - "\n", - "res = (\n", - " model_p.predict_generator(pred_gen(test), steps=test_size)\n", - " .argmax(axis=1)\n", - " .reshape(-1, 8, 8)\n", - ")\n", - "\n", - "pred_fens = np.array([fen_from_onehot(one_hot) for one_hot in res])\n", - "test_fens = np.array([get_image_FEN_label(fn) for fn in test])\n", - "\n", - "final_accuracy = (pred_fens == test_fens).astype(float).mean()\n", - "\n", - "print(\"Final Accuracy: {:1.5f}%\".format(final_accuracy))" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "id": "64c8b5b3", - "metadata": { - "execution": { - "iopub.execute_input": "2022-08-05T19:35:07.526893Z", - "iopub.status.busy": "2022-08-05T19:35:07.525783Z", - "iopub.status.idle": "2022-08-05T19:35:07.789932Z", - "shell.execute_reply": "2022-08-05T19:35:07.788936Z" - }, - "papermill": { - "duration": 0.456702, - "end_time": "2022-08-05T19:35:07.795211", - "exception": false, - "start_time": "2022-08-05T19:35:07.338509", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "predicted FEN : 2K3R1-3q4-8-8-6k1-8-1N6-2n2b1n\n" - ] - }, - { - "data": { - "image/svg+xml": [ - "
. . K . . . R .\n",
-       ". . . q . . . .\n",
-       ". . . . . . . .\n",
-       ". . . . . . . .\n",
-       ". . . . . . k .\n",
-       ". . . . . . . .\n",
-       ". N . . . . . .\n",
-       ". . n . . b . n
" - ], - "text/plain": [ - "'
. . K . . . R .\\n. . . q . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . k .\\n. . . . . . . .\\n. N . . . . . .\\n. . n . . b . n
'" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import matplotlib.image as mpimg\n", - "def display_with_predicted_fen(image):\n", - " plt.figure(figsize=(5,5))\n", - " pred = model_p.predict(preprocess_image(image)).argmax(axis=1).reshape(-1, 8, 8)\n", - " fen = fen_from_onehot(pred[0])\n", - " imgplot = plt.imshow(mpimg.imread(image))\n", - " plt.axis('off')\n", - " plt.title(fen)\n", - " plt.show()\n", - " return fen\n", - "\n", - "predicted_fen=display_with_predicted_fen(test[230])\n", - "print(\"predicted FEN :\",predicted_fen)\n", - "board = chess.Board(predicted_fen.replace('-', '/'))\n", - "chess.svg.board(board, size=300) \n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.7" - }, - "papermill": { - "default_parameters": {}, - "duration": 516.521761, - "end_time": "2022-08-05T19:35:11.748024", - "environment_variables": {}, - "exception": null, - "input_path": "__notebook__.ipynb", - "output_path": "__notebook__.ipynb", - "parameters": {}, - "start_time": "2022-08-05T19:26:35.226263", - "version": "2.3.4" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From 32da382a278a63f8e6b71650e58da1fe6cbb5c7c Mon Sep 17 00:00:00 2001 From: VARUNSHIYAM <138989960+Varunshiyam@users.noreply.github.com> Date: Sat, 2 Nov 2024 22:17:01 +0530 Subject: [PATCH 4/5] Fixes Chess Position Prediction --- ...sitions-fen-prediction-eda-cnn-model.ipynb | 3293 +++++++++++++++++ 1 file changed, 3293 insertions(+) create mode 100644 Prediction Models/Chess_Prediction/chess-positions-fen-prediction-eda-cnn-model.ipynb diff --git a/Prediction Models/Chess_Prediction/chess-positions-fen-prediction-eda-cnn-model.ipynb b/Prediction Models/Chess_Prediction/chess-positions-fen-prediction-eda-cnn-model.ipynb new file mode 100644 index 00000000..a8ce1c0e --- /dev/null +++ b/Prediction Models/Chess_Prediction/chess-positions-fen-prediction-eda-cnn-model.ipynb @@ -0,0 +1,3293 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "ed65d6c7", + "metadata": { + "papermill": { + "duration": 0.017328, + "end_time": "2022-08-05T19:26:42.594781", + "exception": false, + "start_time": "2022-08-05T19:26:42.577453", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## **AI Chess Master - Computer Vision Final**\n", + "**Author:** Ibrahim Sobh\n", + "\n", + "**Instructions:**\n", + "\n", + "This **notebook** includes:\n", + "* Data Exploration ✅\n", + "* Models Training ✅\n", + "* Performance Evaluation ✅\n", + "* Saving Model for Production ✅\n", + "\n", + "**Dataset** https://www.kaggle.com/datasets/koryakinp/chess-positions?datasetId=115231/br%3E" + ] + }, + { + "cell_type": "markdown", + "id": "d1b20d79", + "metadata": { + "papermill": { + "duration": 0.013553, + "end_time": "2022-08-05T19:26:42.622254", + "exception": false, + "start_time": "2022-08-05T19:26:42.608701", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### Importing Libraries\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "d2b8dbb0", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:26:42.651562Z", + "iopub.status.busy": "2022-08-05T19:26:42.651096Z", + "iopub.status.idle": "2022-08-05T19:26:47.521499Z", + "shell.execute_reply": "2022-08-05T19:26:47.520518Z" + }, + "papermill": { + "duration": 4.888265, + "end_time": "2022-08-05T19:26:47.524276", + "exception": false, + "start_time": "2022-08-05T19:26:42.636011", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import re\n", + "import cv2\n", + "import glob\n", + "import random as rd\n", + "import warnings\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "warnings.filterwarnings(\"ignore\") \n", + "from sklearn.metrics import confusion_matrix,f1_score\n", + "from sklearn.metrics import accuracy_score, precision_score, recall_score\n", + "from keras.models import Sequential\n", + "from keras.layers.core import Dense, Dropout, Flatten\n", + "from keras.layers.convolutional import Convolution2D, MaxPooling2D\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "id": "7a1d5219", + "metadata": { + "papermill": { + "duration": 0.014011, + "end_time": "2022-08-05T19:26:47.553419", + "exception": false, + "start_time": "2022-08-05T19:26:47.539408", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 1- Exploratory Data Analysis for data quality review" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "fd075cde", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:26:47.582435Z", + "iopub.status.busy": "2022-08-05T19:26:47.581913Z", + "iopub.status.idle": "2022-08-05T19:26:49.595726Z", + "shell.execute_reply": "2022-08-05T19:26:49.594710Z" + }, + "papermill": { + "duration": 2.031405, + "end_time": "2022-08-05T19:26:49.598605", + "exception": false, + "start_time": "2022-08-05T19:26:47.567200", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#Define train path and test path\n", + "train_path = glob.glob(\"../input/chess-positions/train/*.jpeg\")\n", + "test_path = glob.glob(\"../input/chess-positions/test/*.jpeg\")\n", + "\n", + "#Shuffle train and test samples\n", + "rd.shuffle(train_path)\n", + "rd.shuffle(test_path)\n", + "\n", + "#Decide the number of train and test samples\n", + "train_size =20000\n", + "test_size = 4000\n", + "train = train_path[:train_size]\n", + "test= test_path[:test_size]\n", + "\n", + "# Piece_type = ['King','Queen','Rook','Bishop','Knight','Pawn']|\n", + "# Capital = White, Normal = Black\n", + "piece_symbols = 'prbnkqPRBNKQ'" + ] + }, + { + "cell_type": "markdown", + "id": "627a9d73", + "metadata": { + "papermill": { + "duration": 0.01398, + "end_time": "2022-08-05T19:26:49.627052", + "exception": false, + "start_time": "2022-08-05T19:26:49.613072", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Define a function to extract labels/FEN from Images" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "aa0234b9", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:26:49.656637Z", + "iopub.status.busy": "2022-08-05T19:26:49.656278Z", + "iopub.status.idle": "2022-08-05T19:26:49.661123Z", + "shell.execute_reply": "2022-08-05T19:26:49.660014Z" + }, + "papermill": { + "duration": 0.022252, + "end_time": "2022-08-05T19:26:49.663394", + "exception": false, + "start_time": "2022-08-05T19:26:49.641142", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Get the labels ( FNE ) for the training and testing images \n", + "def get_image_FEN_label(image_path):\n", + " fen_label= image_path.replace('.jpeg', '').split('/')[-1]\n", + " return fen_label" + ] + }, + { + "cell_type": "markdown", + "id": "5a6a76a4", + "metadata": { + "papermill": { + "duration": 0.013957, + "end_time": "2022-08-05T19:26:49.691295", + "exception": false, + "start_time": "2022-08-05T19:26:49.677338", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Display a random sample of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "989197a1", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:26:49.720553Z", + "iopub.status.busy": "2022-08-05T19:26:49.720275Z", + "iopub.status.idle": "2022-08-05T19:26:49.972402Z", + "shell.execute_reply": "2022-08-05T19:26:49.971444Z" + }, + "papermill": { + "duration": 0.271612, + "end_time": "2022-08-05T19:26:49.976890", + "exception": false, + "start_time": "2022-08-05T19:26:49.705278", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rand = np.random.randint(0, train_size)\n", + "img_path =train[rand]\n", + "img_moves = get_image_FEN_label(img_path)\n", + "img_rand=cv2.imread(img_path)\n", + "plt.imshow(cv2.cvtColor(img_rand, cv2.COLOR_BGR2RGB))\n", + "plt.title(img_moves)\n", + "plt.axis('off')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "1bca7401", + "metadata": { + "papermill": { + "duration": 0.016162, + "end_time": "2022-08-05T19:26:50.009367", + "exception": false, + "start_time": "2022-08-05T19:26:49.993205", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Check the Python Chess Library to understand the FEN format" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "0bdbd601", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:26:50.043620Z", + "iopub.status.busy": "2022-08-05T19:26:50.043311Z", + "iopub.status.idle": "2022-08-05T19:27:03.527849Z", + "shell.execute_reply": "2022-08-05T19:27:03.526532Z" + }, + "papermill": { + "duration": 13.505001, + "end_time": "2022-08-05T19:27:03.530879", + "exception": false, + "start_time": "2022-08-05T19:26:50.025878", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting python-chess\r\n", + " Downloading python_chess-1.999-py3-none-any.whl (1.4 kB)\r\n", + "Collecting chess<2,>=1\r\n", + " Downloading chess-1.9.2-py3-none-any.whl (148 kB)\r\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m148.3/148.3 kB\u001b[0m \u001b[31m328.3 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n", + "\u001b[?25hInstalling collected packages: chess, python-chess\r\n", + "Successfully installed chess-1.9.2 python-chess-1.999\r\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\r\n", + "\u001b[0m" + ] + } + ], + "source": [ + "! pip install python-chess" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "dc955b78", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:27:03.571439Z", + "iopub.status.busy": "2022-08-05T19:27:03.570318Z", + "iopub.status.idle": "2022-08-05T19:27:03.673698Z", + "shell.execute_reply": "2022-08-05T19:27:03.672653Z" + }, + "papermill": { + "duration": 0.125595, + "end_time": "2022-08-05T19:27:03.676311", + "exception": false, + "start_time": "2022-08-05T19:27:03.550716", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The FEN notation of the image is: n7-B6P-8-1PR5-2p5-5k2-K1Q5-1N2NR2\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "
n . . . . . . .\n",
+       "B . . . . . . P\n",
+       ". . . . . . . .\n",
+       ". P R . . . . .\n",
+       ". . p . . . . .\n",
+       ". . . . . k . .\n",
+       "K . Q . . . . .\n",
+       ". N . . N R . .
" + ], + "text/plain": [ + "'
n . . . . . . .\\nB . . . . . . P\\n. . . . . . . .\\n. P R . . . . .\\n. . p . . . . .\\n. . . . . k . .\\nK . Q . . . . .\\n. N . . N R . .
'" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import chess.svg\n", + "import chess\n", + "print(\"The FEN notation of the image is: \", img_moves)\n", + "board = chess.Board(img_moves.replace('-', '/'))\n", + "chess.svg.board(board, size=300)\n" + ] + }, + { + "cell_type": "markdown", + "id": "5acb61b7", + "metadata": { + "papermill": { + "duration": 0.018236, + "end_time": "2022-08-05T19:27:03.714195", + "exception": false, + "start_time": "2022-08-05T19:27:03.695959", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Display a bunch of samples of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "61a21e6b", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:27:03.751129Z", + "iopub.status.busy": "2022-08-05T19:27:03.750313Z", + "iopub.status.idle": "2022-08-05T19:27:04.830734Z", + "shell.execute_reply": "2022-08-05T19:27:04.829881Z" + }, + "papermill": { + "duration": 1.106068, + "end_time": "2022-08-05T19:27:04.837727", + "exception": false, + "start_time": "2022-08-05T19:27:03.731659", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvIAAAMQCAYAAABFYIFxAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOy9d7wdR3n//35mds85txf1Ltuy3Cvu3djG2AYTejEtCUm+QIA0kgABDDiEkkASAqHlR8fGBlNMsammuOKCu+Qqq3dd3XLK7s48vz9mz71H19KVZF3JNt7PS+ele3bn7JSdeeaZp4qqUqBAgQIFChQoUKBAgWcWzFPdgAIFChQoUKBAgQIFCuw+Cka+QIECBQoUKFCgQIFnIApGvkCBAgUKFChQoECBZyAKRr5AgQIFChQoUKBAgWcgCka+QIECBQoUKFCgQIFnIApGvkCBAgUKFChQoECBZyCe8Yy8iJwlIiuf6nY8FRCRL4vIZU/yt5eKyNcnu00FChSYHDybaVuBAk8nFPtlgT2FiKiILNobz37GMPIi8nURWSMigyLyoIi8aRd/92URSURkWEQ2i8jPROTglvtni8g9IjIgIptE5LsiMmeC510kIr/Ly68VkS+KSNdu9ENFZCRvz7CIfHGCsifl7d0sIhtE5CoRmbWrdbU858y83ifL9C8Wke/nbdgsIteJyEEt97chciIyR0SWiMh/S0DrO2h+7AT1LRSRH4vIlnyM/0dEognK94vIt/L3t1FEviEi3ROUL4vIZ0VkXd6fa3byzkVELhORVSKyVUSuF5HDJh61AnsLIvLXInKbiDRE5Mst188SEd8yx1aJyAfG/XaZiNRayvy05d6l+Tp5Rcu1KL+2cAdtmXCNjj9si8hhOR37h4n6sgtjcGj+uy355+cicuhOfvMKEXlARIZE5H4R+ZMJyl4qImnLOD0gIi9tuX/JuPVczcfpOZNRf17+uSJyhwSa/6iI/OVOyh8tIr/N1+hKEXnvTsrvFp15NiBfH+e2fH9VPj5njnvfw/n7fulEz8uf8fq87C7t2flvRETeKSIP5et1uYh8WERKLWXeKSL35vPpMRF55y4+u5TPw0k5JIvIG0Tk9nyerhSRj000j/K+7fJ+IiLvHjfuNQl0bupktH9cXVNF5AYJe+mAiNwkIqfuxu9b6esWEfmRiMxruT9p7yxfv9oyLutE5DMiEreUeVL0Nf/t2SLyq/wdLduF8n+b06lBEVktIp98MvRERP4/2U2m/xnDyAP/BixU1W7gYuCyiTaNcfiYqnYCc4BVwP+13LsfOF9Ve4HZwEPA/07wrB7gsrzsIfkzP74b/QA4SlU7889ExK0P+DywEFgADAFf2p2K8kn9X8Atu9nGVvQCPwAOAmYAtwLf30F9C4DfAD9Q1bfrWMaxj7X0uVNV3QT1fQZYD8wCjgbOBN4yQfnLCGO1H3BA3sZLJyj/DuBk4EjCe9wCfGqC8i8H/gw4HegHbgK+NkH5AnsXqwnv/P/b3r3mHANOA/58OwzjC1vm4fPG3dsMfEAmOGiOwy6vURE5BvgVcJmq/vsu9GUirAZeRpiPUwnr84odFZZwUP068HdAN/BO4JsiMn2COr7VMpZ/A3xdRGYAqOo3WtczYX0+CtwxGfXndOu7wOcINPeVwCdE5KgJ2vtNAu3pJ6cZInLxBOV3l848qyAibwA+DVykqr8e975fAAwD1+7kGX3Au4H7drP6/wb+Eng90AVcAJzLtnNc8vt9wPOBvxaRV+3Cs98JbNjN9kyEdsL6mAqcCJwD/MME5XdrP1HVD48b+48C16vqxslp/jYYzts2jTCuHwWu2U2G9IV5O2cB69h2b90b76w3r+8Iwr7+1pZ7T5a+Aozkv9ulwwaBBh+b86iHA0cBb9+dCkXkNAIPs1t4xjDyqnqfqjaaX/PPaIfzU+vG/ER4yQ6eUQOuJBDt5rV1qrq6pZgDdngSUtVvquq1qlpV1S3AF4DRE2t+uv43Ebk1P5l9X0T6d7/HoKo/UdWrVHVQVavA/7TWlWOqBIngkIj8OmekW/H3wE+BJTuqR0RiEblcRL7TKvFoacetqvp/qrpZVVPgk8BBIjJl3HMOIGyk31DVf9z9Ho9iP+BKVa2r6lrCZjGRBHw/4Hv5OG0lMAA7K39d/u7rwLd2ofzvVPXR/ADydWBC6WeBvQdVvVpVvwds2km5x4Ab2b13dS2QAK/dxbbsyhpFRE4Afga8W1U/3fL7XepL/oy3S5Bkz1XVAVVdlh+UhZ3QLWAuMJC3V1X1R4SNapc2DVW9jnBI2VH5NwBfbTm472n9/QSG/2t5+d8DDzDxu1xIoD1OVR8BfsfO1/Xu0JlnDUTkr4D/IAi5btxOkTcA31bVkZ086t8ITPk2TKeITBGRH+R75K0i8iER+V1+70DCgeoSVb1JVTNVvQ94KXCRiJwJoKofU9U78vtLCcKlCaXHIrIfYW3/27jrTenuGyRI/zeKyHt28Ixt9ktV/V9V/a2qJqq6CvjGTtrxpPcTEWkywl9pubZbPIeI7JfzCkM57/A/kmvU87WwVFU9Y3Slj7Aem5q6b0vQgA9J0Jht93Cd763fbu3bZL6z7dS3nkBjW+vbIX2V3HRxR7xjzvd8jSCg2ClU9RFVHWg+HvA8kSZfmEvtN4rIx0VklAfPD0ufAt62K/W14hnDyAPkapMqgSldA/w4vzWTcBqeQyAwn5cW04+W33cArwYeHnd9vogMADXCSfpju9GsM3iitOH1hFPtLCAjELJW/EaCKvdq2YHKfjfqugT4EKH/fyAQEWBUOv5nwAd39EARaQO+BzSAV6hqsovtWKuqrYtjfwIT/zlVfd92fvMWCeYHt8vO1bH/CbxKRNpzSd4FTCz5+TTwAhHpyyVALwV+MkH5/wNOFZHZItJOGMOJyl8BHCDBxCgmzLEJJVEFnnrkDMGpwM3jbn1DghnMT7ezCSnwXuD90qKi3Q1sb42eQJgvf6uqOzSlmwgi8j7gjcCZqtqqXh4A6oQN4MMTPOI24AERuVhErAQtRQO4exfqFhG5CCgRNJjj7y8g9Purk1W/qq4DLgf+NC9/MkHj8bsJ6vhP4PU5o3UQQTr3852U3x0682zBmwl7xjmqetv4m/k++jJamMntIT+8Hgd8dju3P02Yt7MIe9Sftdw7B1ipqre2/kBVVxDW8ngtWpPBPZ2dS/4/RdAQ1HZw/zSC5vkc4H0icsi4enZlv9weDWjFnuwnpwPTge+Mu74znqMV3wRuJ/AMH8rr3wYicjfh/fwA+GLOJDfxIuAqAnP/TeB726OV+d76Sp5If5v3J+udNZ83Gzh/R/XtALvEO+4qROQ1IjJIOLgeRdAotuLFhDVxLGEcW+f93wK/UdWd0uQnQFWfUR/AEhbbvwAxcBZh4na0lLkSeG/+95cJE3KAcEJ6DDhyB8/uB/4JOGkX23IewSxjccu164GPtHw/lCDhs/n3MwgbYi9BencvEO1CXUcS1P6nt1z7MnBFy/dOwgl6Xv79+8ArW8pe1lL2UsIi/TVh0csu9nkuwTzp1eOeNZiP8QHb+c2xwBQgAi4kSPZOnaCOQwiEJiMwVl+eqH0E85if5+/XE07lpQnK9xCIqeZ13An0T1C+RDBPapZ/DNjvqV4Lz/YPQWX65ZbvZ+XvfyCfjwpc3ToXCIx9G0Ed/i5gLUE125zHX8//voXA0ET5cxbuQnt2tEYH8zkzdVf70tKfVcAnCAxszw5+20GQYF60k/b9OUF1ngHVicrnY5HkYzlCoCv/uIOy7yWo+nc2Prtcf17+hQTVfJZ//mIn5U8hCGmadOMDOym/W3Tm2fABluXz9fuA2UGZ1+XzeSKabAmHt5Py79cDb2q5lwIHt5T/MEFKDWFvv3kHz70C+Px2rn8AuAsoT9CmFwM/yf8+i3BYaN5bmM+BuS3XbgVelf99KbuwXxIYs5U7WetPej8hCKG+PO7a9UzAc4wrO58n8kvfJKd748pWCILPN7Rcu7T13RCEwWvIaV4+f4YJdCMlmLYcsYO+TNY7G8g/StDAdm/nOTuirzvkHVuunQss2811dCDhkDSz5ZoCz2/5/hbgF/nf8wi0q6el7KJdre8ZJZEH0KA2/R2BoXxzfnmLbqvie5zA3DXx7xps4BcSTnXbPXGp6maClOH7EpzcTpcxR4ptTo0ichJhAbxMVR8c96gV49oSE059qOpvNKjgBgi22vsBh+RagVGHlnF1LSJIjN+hqr/dUV2qOkxgJGaLyAuBLlX91vb6muMkAvPxEc1nT15fq2PN/Jbr0whmOp9R1cvHPesHBHuyX8o48x4NqrRNGtRpPyZoDV6SP/MnLXVdkquariUwYB35uDVt9ZDgpNos/+68iiuBBwm2lN3AIwR15XhHoaZk6NNAmXC46Mjr+klevtWJrymlfx9wPGGxVQgE6Je5xKHA0wurVbVXg51iL2G9j0oOVfUGVa1pMI37N8IGcPp2nvMvwHsI7xsY1dw9mTX6aQJT87NcY7Q76CXYCv+bBrOxJyCnfZ8Fvioi07fXTgkOjB8jbF4lgj34F0Xk6Pz+9tb8lflYdhBMYF4vweRiPMar+ve4fgkBCa7In10imLz8Y64ZQETuayl/ugRTgmsJkuQKYa2eLyJvycvvFp15luPNwGLC+5Ht3H+CGdV25s9bgLtVdXvS0WmEA/L4fbKJjQTJ8vYwiyea6fw1YZ5cpLn57Xi6n2sRPsbObZbXtvxdJQjHmtjuftnSjj8hmH9coLn9+u7uJzvhOdoJ9vXb04Rsl+fYzn45m+3zS0+ABjOby4F/lm01l608hyccXFr5rT/J+a0K8NfAr0Vk5ri+TOY7m5rX1w7cAFy3k/Kt2BnvuF3sgK8Yhao+RNA0fGbcrfHvqVnXfwIf3BGN3yl255TxdPoAXyScas/iiaeqb7GtRL5VEn0e4ZTYtoPnziWchiaS0B5DcJJ64XbuXc+2p+ND2PHp2BJOr9vVEORlFhBOuf9vO/e+zA4k8vnEGCQQprUEhmYY+H5e9lICs/uPBNvTGTsZ7z6C5Poj27l3KWOSzE8TGOk5Ezzrf4FP7ODe1Hz8e1qu/Qlw7wTPGyY4EDe/Hw0MT1D+XuBFLd978zq3K0UBfkhg0FqvDQDHPdXr4Nn8YfsS+ZXjyly0k7nwAHBx/vfoPM6/X5+vjwkl8ruwRi8jbKzfJ0j5dkditDL/fz0Ta7GifI0fs4P7/wB8d9y17wH/sIPy24xFfu3jwA/HXTuVILHv2sm72t36XwbcOe7afwL/s4PyxxE25dZrfzO+vS33dpvOPBs++Tw+l5bAD+PuzyPst0/QvG7n3W5hbP9JgK0ELfT2JPL/yphEfjFBs3bCdupuAM9rudaUgO+/k/YcndfZbM9mwl65liDgW5jPh6jlN9czpkW4lAn2S4Lj5obxbd5BW57UfkIwAV3GOG0Au8dzLOCJ/NI32I5EvuX+w8CLW8ZhZxL5c8f9fgNB4Lkv3tlhbGcvZ9cl8qO8Y8u13ZbI5797LXBXy/fxEvk3MyaRHyBoH5t91XzcXrMrdT0jJPK5lOlVItIpwV7yfILK5xctxT4gIUTR6QSP+qu29yxV/RmBkf/L/NkvEZGDRMTkEudPEDaQzTtoy+EESc7bVPWaHTT5tRLCw7UTJETfVlUnIfTc0XkfOgnORKsIhGF7dc0BfknYvLZnZwjBeeI0CU6qHyIsshUEdfdiwmI4miAx/wLwp+PG42MEzcIvZAfhrCSEcrwOuEFV/3kH7WjirwmROX4heYQLEXlZ/u6MiDyPMMF/sL0fa5BkPAa8WYJWpJcgAZrIbuz3wJtEpE2CDeNf7kL514tIjwTbvrcQJLk7igLwe+DlIjIj78PrCIzZwzsoX2AvIp8XFQJDYEWkItuJqpCvsVeR22Dmkt5TczpRkRD6bCpBirM9vIewcU/Ull1Zo2hwEn85QZr441zatEt9UdXrCZv41RLsjhGR80TkmJyWdBPo1hZ2QEsIc/j0Fgn4MQRNxC7ZY4rIXAKzMt6e9Q3Ad1R1aCeP2N367wQOlBCCUiQ40r9ggvIPhsfKa/I1OpNgn7sjG/wnQ2eeNdAQAOIc4Pki8smWW68DbtTgTDwR3khgKI/OP7cRJM/v0eDgeTVwaS6FPpQWO20NGu7PEnxZTsrn+GEEu/Abyf0eJDgmfhg4T1V35pB4L+Eg0GzPmwiM09FsKyWdENvbL0XkuQRm+KU6zq5/B3iy+8kTNCEt2C7PsZ32P07+LnI6eBrBhI28Lyc1+Yl8P/0nQhS41qh3z8n5pohwWG6wHbv0fN2+iCAEfCC/ttfemYiUCfNzLblz6y7uFdvlHfN3UyG8G8l/+4RgIC31v0nyKFz5nH4X2/KoAO+U4Ms3j2CR0bSYWEywqW/2FcJ7+e6O6tsGu3vKeCo+BFXcrxmzfb2H3F6SManVewib5HLgdS2//TItEvn82isJDHSZ4CH8GEGqtJagzl0wQVu+RJAWDLd87mu5fz1BvXZr3tZryE+HwHOBpXld6wlSiwMnqOv9hJNZa13D4/r2WYJN+DDB2XS7tnbjx4EnSh8vIzjLPkETQSAgmre7tS3zd/AsQ3B8u4fAKP2WII0ZJNjEvWon7/vofBy35O/0SibQGBDMk64hLN7NhIPWROM6hUB41+dz6ndMIEkhqAg/TZA8DBJC7D1/oj4Un733yeebjvtcypiNfHN+bgJ+RG5rSJDW3J3P400EInvcuOeOl0L/mAkk8ru4RlvXXYXAiPySYKu/3b7kZc9iW5vQiwgb2bGEQ8GSvL4NeT93qNnLf//XBGZhiBCJ4e93MsZpS5/WEGhN+7i+DBCcInflve1y/Xn5VxA28yECjf8oO7Dbzss/l8AkbSXQ8i+0tnc75Y9mN+jMs+HDOIkqgbauIJh2kc+5P38Sz72eXLqdf59GkEwPEvbKD5FL5PP7huCv9jCBUVQCg9XTUuaxcXN0GPjsLrZn/NpayC5I5Fvuje6XBMFVNq4dP5mg7t3eTwjOmBnbsZtmAp5jB8/an7AnDxN4h/9hTKN+JmGPHiLspb8Gzmj57aWESDTfysvcSQi52Dp/mtr/IcL6vWQvv7Pmcwby9h4/rr0T0ld2zDuetZ3fXj9B+75EoM8j+Th8HKi03FeCmdCjhP3nP9iO1qSl7C7byEv+owKTBBG5nrAonlR0igIFChQoUODZBBF5I4FpPm0H9z9AcHw8Q8dC/BVgz3kOEbmUwDTuNOTu7pR9ukNEziKM29ynuCl7jCeoowsUKFCgQIECBZ4uUNX3i8gGgsNpESK0QIEWFIx8gQIFChQoUOBpDVX9n6e6DQUKPB1RmNYUKFCgQIECBQoUKPAMxDMiak2BAgUKFChQoECBAgW2xYSmNRvW37fPxPUeSIzlOz++j9/ctoF6VMHbGpYMk3UgGuFNAnhkEs4fCjixlBnmrCNn8bLnHUObreJxqBgUi6ggTOIQqEFMSiLwyGrlM1/+DVvpJotSjCaUMkukijMJqYlRIkSVWDMiPJiYambxtoJoSokMoxmKkBChpgQoJW1Q8g0yKZEajxiDJJbpXZ6/+YtTmdHpMWkMApBg1I41UcbGp/k3KF48SohXKhp+ajT83URqQTWm5CIMDRKbstV38flv3MTDKzMSPGIz8Ja88j2EB8Jp1GNRBBWlbIZ5+fOO4eyjZlHSYRwxbDevyW5CAXF4SRGNMa4Ni8PbOnVb5te3b+A7P7qH1JTQyahvF3HNJ940mZXtOxWdevDKyJp1RCMJkfMYAS+KF0VQjIIawXtP5AXRsCKzSPAioAbrFeNBREEEJ2Nz1yjhngKqqChpJPgpfZT7e/FGxuZxy+8mY0AVcHhEFeMUX22QrFtP5MF6EDx+tKLJoWmIBw399mJIYkPbvDkQj6250SonadZo61+qiIPq2nWYkQax8xgk9HOyBpUwRxCPUcWokIlB+/qIp/birDAZFKZ1IUges0IFnCiox3hFR8I7HU8ThbH/R9scQYbHOsUg4BQRyAQkjkizhDiKwbU8o6Ux2/Tn0P0mlcCMDA3vfN17j4ggOW0TCetSNaw7IwIi+J1o+RXF2YTrfv8Nfrf0uyRRAtqBcRZLDTUZjhKowTyh47uPUF9GKenk5APO44ITX0lZ+/AYvPEgDuPzwpMyqopRh1ImMcojG2/jqp/9J1VdhydGtIyQoRJ4jcmYqUY93keoFYQGU+wc/uJF/0pfNAdDI6ehFhnt6J5WaYEMkQzVMqoxw34Nl//k31k5eBeJFdRUwKWTMKaK4sP68gIo3oASEWs3LzjlVZy439mUkg6yQFj3uD5RBSyeGC8ZVmoYFyHaQSNq8LslV/Oz338TZ5MWPmnv49Nv+sV2aysk8k8zeCRf3AYd3XgVdQ6XJZRLEfiMWBRcimiGqCO2hm221F1kJJsMu88/rXGWtimTbyva8gltbb1WoMBegCpGclKlgDF4hcR7alkjMO6RQQgTWFoOmM05GZhcJo15LVCgFeOn1XgaCuCzjNhGOO8gshAZfGzJXAbeUY5iNHPhMLCdOrZHm/clTBSDici8krrwQSw2KuE17F2+2ASe1RhlO8bCKBbYByicXZ92MHgimrm6gm7A49I6Ni5Tr49Qjtuw2sBlVawVvLE4ZxFTHmWod5XgqzTl2hOhuTpDm4LwUlEC8c7/5afmglMqMLkQr0GrlEtEvSqPrVzO1T+6hlq9wcUXXMiRBx4cpJz5DFRamPnR+VmgwN6DaZlg21DB/EukBk0cNoppuAxVZdO6jUyZMpUs85SsITIxuG2livqEB+7786gCmXN4FayNMGJIkoTHVyxn7pzZ2CjCKXiXEUeFfPDZiKCpEVTzOVsQ3H2GYsU9rdCUdFty5StGHYOb1vPQ/Xex5J7bSUcGML7GxpWPsOQPt7D0ntvRxgiRuKaMPGfOd53U+5yZH5/5YJuWqQkckUrOKo1pDZrS+ULcWWCvIJ+cQYVvGa7X+MwXP889Dy5l9aYNfOJ/PsXGgS20mo60mnx5AWfYpyrQAs8itGiBRJ9wa4yW+nDMVGtxIqzcvIF//tCl3HrnHURxHOZ55nYojW9qTd1TtGsbY7HWIsbivGfr4CCf+OQneezx5SAGr0pcip+axhV4yhHMrsLfqpqL+grsCxSM/NMMKgYVi/o8p7BP2bh6GScedTAze9vYsnYZFepUN63imIMX0G4zBjetweYmNqo+SPONhV2wv/OAR3HqSV1G6jKSLMXk9o8ALsvwmccnDnWKqEFV8B7SNMM5j/N7bstYoMD2EFS0Bu8VtYaGy1i5fj3Pf9ELefGrXsmazZvYMjKCmqAnUnLpUFO1K2PmYwUKTDaatvHNv5vTzKvPhSQa5l6pROYcmXcM1Ef44je+xk133clPf/1LqmmCR8GYMFe9bxGq6JjvkuwdQaduxxSi+V01GFY674MNvHf8/ve/57/+67+44447+NznPsfPfvYz0jTF+6CvbdrRN23ot3nWPvQfKrDv0HzHQjCxKbTz+w6Fac3TDTn1tkYwLqGkCVM7Syy962YGh4aZe8AhROkQJTfEg3f/npFqjdmzZmFJMFLCmwj1ussS8kBThRtvvpGlDywhjiJE4XWvfS0W4eYbbuTuu+6ms7ObJEnp6enhggsuoKOjg1/95lc8sGQJXpUpU/p54UtfSClq28sDVOBZBzFhPpdKJOqJO9p57vOfx39/9n/xTnnh8y5g+pzZZAI2snj1uCwjsjaY4zC2EgoZUYG9gaZz6phPRjAHA3LnTyXJElIDd/7hTr581RWMJA3+5QOXcsWXv8Zvbr6J048/ifZSCSO5n5QxuCzDWjt6KJV9KC9RVYwxqCree4yx+NwkqKurk5kzZlCKInq6u+jq7KRSLuG9wxghTTOMMURxjObMvLUWVcV5V6zDP0KoKpoL9ERMYC6KF71PUDDyTzOIMaAOg8f4hFgT3MhmZve1M6OnzLp1j0FjiGTreqb0dOJqKVl9K3E6DUptkEt//C7aERgRMq88/tgyjjj0cGbPnsW3vnk5mjowhs3rNnDYoYdx4H77s2TJEu6+5x7IUrKkztIH7qOvp5dGmvDgkgeI45cUC7fApEPimDTNEGPJRFmy7FF+fdONzNtvf/p6ernzrru4/c47OOWYY+hoayerJpRKZTRNMWKCzWbOZRUyogJ7A9LyafoceR9oKAbEWgaHh/n6VVfxgx9fw0lnnsFb3/F2+qf0s271Oj707x/jnDPO4vWvehX7zZuPSzNKNsJnisnnbqvUf5/0SYQ0TSmVSjjnQD1WwFjDwQfuT193Bzfd8BtefPELOPyII1CfUopinHOUSiUUSJOEOI7x3uO9J01TbBQV0to/Qkjg4IGcqRct3vI+QsHIP80gqkRiwGe0xYa1Dz/Kghm9nHjkYjZu2sj9jyznpt/fwsKZU5jZ18HMqf3cv+wR5nfPICr30HAuSD4gOE3ZietTr8RiKdmI6VOn0NvZRSyGb19+BUYMG9at53nn7U/ZGHrb2xkZ2MKVl38DYy2rli1j4emnkTrHmlUWn6bYaCcVFiiwm0jTBNvWzki1yo9+eh1f+tY3ed5LLuZVr38DbXGJ715+Ff/z6f9l5Qufz4svfhHd5TayLCMWM8q8S6tYvkCBScZomMlm2FNrcakjMoZEYMXqVXzg4x9lOEt494c+wHOOO47+KVPw3vP2v/87znzu2fzHf/wHf/e+d/M3f/lmTj/9dBr1hDiORpn4ZgjMvTGNpYUBa/4fRRHGGAYGBvDe09XRRhQFOr9m1Sq+feWVdLaV+cF3v0Ns4eBDDkHU4b1n69atGGPo6uoiyzIAnHNEURRMhYqIJn98GLWPH/u/ILn7BgUj/zSDdw6JhEiU4YGNlCTjpGOPod3UGRLH/JlTSI48mGVL72eoLaKnfzozp/Wz7JEHmXP4VOK2dpyGiO+BNk8ck0YA9Z40STAIPV1dvP61r6M6NBwOAt4zZcoUsrTBrOlTeN45Z1Ot1fF45s6ZRaWtjfUbNmANFOL4AruH7ceSGe9sbeKIweEhvvq1r/GTn/+Mv3vfezjz/OdhyyVisbzxz/6MQw5YxL9/4iOsXLWKN//Zm+ht78pVuzrGxOt2ahsfZ7XZrH2ESY+ms7OH7cM+7hWGk3Hx3fdCHU/A+DEdx6C0MtjNqeadAxEy51jy4FI+9dnP0D6tj7/5m7fz4x9cwzcvv5x3vfvdLD5wMW0d7Rx/6sl8ctH/8OH3X8oH/+1f+afsHzn7tNPx6hEfeip7MxRIq08JSpI0uO66a3nowQepN+p0dXRSH9mKuoxTTjmVBx54gNNOPpE3vv61LF2yhOt+dA3VwQFu/f3tbBkeoVJpo5EkCHDIoYdy1pln0d3Tjfd+1OSowB8XWnMMhMAEBT+wr1Aw8k83WEPmEyI3xOYVS7j4zOOYOa2fwS3riUtlejqFBbOmMTwwgzXrN1Dp7KWvq4u1mzdQXf8YU+a3UXURaisgO49d473H2IhKWxsrVq5i5vSZTOnvp6ejA58m4DOSxgiNepV6I6G/t4vOjnaSNMNjqSUJmweG8USIjSnO4AV2D4KMBo5UVEPoPa9KZC3eKcNJyte+822+/4ufc9lHP8KJZ54O1lCr10mc0lFp49TznsvUedN5+5vfiv3aV3nLn72J7lIFa/LwldLCxbecFEZn63hD+smaxttjAlsYwWZIzclAKyPZ1EJIa5/3xtJsPRhsRwK3NzQho94/rVJqmfwzirANbzuKZsYO0abUUUKQATGoNaQuJQPqznHtz67j8iuuYNGhB/N37/8XHl+7hsGRKtNnz2ZwaAiMgBiMMcyaPYdLL/tX3vznf8EH//1jdPb1cdIRR2O8R3wI3aQSkuFMtt7TicWI4l1KdXiQq6+6kq6ONi552Qvp6+mkPjICWYN1a1bzy1/9mvuXPsgrX3IximPW9Kk8+MC9kDV47nOfy9QZ01E83mVs2bKFB5Ys5Utf+BSvfM3rmTFrXhhZKZj5PzY0nZpDXjApbOT3IQpG/mkGr0oUC746xIyemMULZhAbBWOxpTLUGxj1zJw9m80DW1m/fh0zZ0fMm97DytWPMXP2AsS3Y8qduEa684SmRhBrOPvcc/jKF79EdWiYgw5YhLgUdQ1wKVnaIMkyRqo1GrUGzilKhFPDpoEBHn98Fa//szcWa7bAbqJJ6JsWs2ETQBzegxKhCHfccydfv/rb/OtHPsKJZ5+J8440afA/n/oUWzZt4QOXXkqpXOKgww7jI//xH/zD297B4gMW8YJzz6MktmmmHPiHlhDdo9LdHcX/ngQ02ZWJzCImUyrfGnpzG4Z3kp6/ozpHsZ3oLZN9MGo+u/UAtK+cQLf3rkbH3BrSNEU72rjrrj/w5W9+naWPPMKb3/pWLn7pS4grJWbNm8/xxx6HNNVDxgTHQBSLMH3GTP7+n9/FG9/wej7zf1/kwEsvY1Z7Z36iCDY2bi8w8go0khSjGT/50Q/Zb8Eczjr9FBqDW4izKmgNaz2zejt42cUX8M1vVXno/ntYuP+BbN6wjtkzpvGG176acikmTWtkLsWZjBl9bfQcdzh33v0A377yct74prfQ3tlTmNb8EUKbc5SxIBoF9g0KRv5phsgKWaPKlnWrOP/4w2mLLfWRIZJGA+8VMYI1llIUMWvGdFYuX87UKVPp6OwDP8LWLZuIettQdexKqieALMuYOmUKb3rTn/PFz36e++++m45yGfEJohnepXggSVIa9YQsdTg1ZCpUk5S3vuNvWHjA/mQmLU7gBXYT22dtJed8h4dH+Oa3ruCCF76A088+i0aa4Lzjqquu4qc//RlDWwdZMH8+r371q+ju6+Hwo47kJS9/GVd959s897TTids78sRl+zbix65g0s1q9tGzC4w/qGgescPj1POTH17D57/2FRYffhif/8qXWLR4cYhik5semCgKkWk0qBKcdyxfvpzp06fT3t7B0ccczYtf/Cdc/tWv8cDSJcw89ni2eZt74cVqllIpxzy89CEGt27hxS98Po2RISIDWVonTeqkLsXjyVzG4Uccym233cp+BxzAvffexXHPOYbenk7q9SpxZEEzfJaF6FFiOOSgA1n60M+487bfc/rZ5z6t1mGByUEzIRS5pqpwdt13KPRbTysoPk2oWCWrDXLAgrn4tEG9OhLCfpGbrauCz+hsr5AlDYYGt+DSBlP6utmycT0lK7ikgdmFeL3qlVIc4hv39vZx/PHHc+CBB3Leeedx7nnncu6553LOOedw5hlncNaZZ/Dc557FyaeczOFHHMZ++y1k0YGLmD1vLl49Oxf/FygwMUZjEec5EDZs2MC999/Pi172EiS2ROUSI/U6P/npT3nw4YdYuWol1117LZs3bQoh7iLLhRddxFCtyv1Ll0yY5KxAgUmBSMhhYA1btg5w+bev5MWveBkHHLIYIotawZvc1MBroMt5PHXvPc45vvKVr1CtVvHO0d7ezstf8Uoy77nplptxubnZ3uSKjCgurbNq+eMcfughWHVEKLgMnyaU4yiYvOGwVpg2YyrrN6xl5arlrFm9guccfwwinkopwuCxzY94fJbg04RDFh/I0gfuCyabxWr8o0MzVWTuLl1oXfYhCon80wxWlMbIIH3dnYjPGBoZZHhkiCT1pI2EWr1GrVZDvSMywrSp/WzcsJ6eabNwmSfJ6iH2cNyG87pT3tpaSyNphGgCqadcLjNr5iz2338/XFpDs4Q0qZNlCdVqHZd5trYPY6IYjyUZGkKs4PNUPAUrX2BPIBLsjY0xeO+pVqs45+jvn5I7yQm9vb189rOf5bIPfICVy1fwmU99mqlT+8nUgzFE5RKRtWzatBFoYRmKyVlgL6CZsMmgmFKMjWNmzJrJuq0DdPX2kOSRxIwKYgT1edqy3I749jtu5+GHHqajrR2b247PnjObAxcv5qGHHyZ1GSUT7VXe14iSpSmbN23kyMMOohRHOAcmEiCmURtGULwqjTShXKkwe/Ysvvvd73DAAQfQ39tNltbRLCM2gpeQ81u9x6UJSaOB4KlXq6hP84N6gT8qCC3hJyno7T5Ewcg/zSBicN5jxDA4NEglq5OmKY1GRq1ep15vkCTJaMY8I4ak0WDTxo0MZiVcuUQzNfKuCMi9aqjTOaL8/9hGIZGHa+DyckYhMhIywCaNsGZNSMATGC8pZCwF9hiqioksmYLzju6uLtrb23j04YeZNXsWNopJkpRKucyUqVNxaUZnVydYi6iizrF+zVpqw1XmzZ0HbOv8WaDA5EPI1BNFIeFRvV7jIx/5KEefcBynnXEmPT09NJKEdWs3sGXTZpI0YcacWWwdGmTpQw9xxeWX8ycvfBGVSmX0eV1d3Rxw4CJWLnmQaqNBR1s06lKyN1jgZsKmSqXCloEBkqQRHGy9B+/CPuNTMIYkzXAeZs+Zy29vuJGLLrwgHARchjGCdx7VoGmoVasMV+tUqwn1Wo22tgrGWIqUUH98CDyJR4SQSExCTpwCex8FI/80g0cwcYWBoWG2Do6QaY2knlCrN6jVavhculNt1EkzR6WtHRPF1JMMR0xbewfGWBJVZJdI/vbi74VEUTLuExlDKoEpCox7kESpgBc/adE3Cjx7ISIhEyRCHMXMnDWT5z33XL702c9zxGGH093XS1tcQgXe+IY3kCUppXIZdR5rDfVGna99+cscdughHHzg4lEm3jzN7OML/BFBFSuCazSoVNp4zlHHsPDgxXz3h9fwhU//L6953Wv5vy9+kYfuuQ/1nsHqCJ19vZQ62pg6fTovf/kreN4552CMyd2alHKlTE9vL0sbdepZgjcdmF1zeXpSMCZCjGH+woXcedstHHXYIRgPST3Fp3XwjnojJXEep4Y0zeifMoXDDjucWbNmo14RhCzLyDJPtZYwMlJleKTKSK1B6iyr1qxj8SFH7XKywgLPYBQJofYpCkb+aYWQmtuU2qlmsHrdRhZObadWb5CmWZDM16o5o2OoNRKcCDYuk6SOumZ0trWjJiJ1nlIUP9lmbPs1l3Sqd/jM4bI0D7fWDMVRSFcKTBJUwRh85hA8kY245BWv4q/+/m/50v9+jle+9hLuuu9eVq1ZzfDwMM57ujs7WbBgAQcvPpCfX3sd9/7hLj7x4Y9gRTAKthmpppimBfYCRARrQpz3SBx/+aa/4Itf/hKPLFnK4Qcdxrve8Xf09vTwl6//U/Y/4AC+fc33+cFPf8LHPvkfnHra6bS3t4Usrs5jrM0l2opYSyNNybzb60ISpyEM7LwF+/HrX/2S+5Y8yKL5s8F5jFiSNCHzQpI4vBrS1GNMRKXSBiqkjQTjHd4rjcxRa6QM1xqM1BpUGylbh4dZv2kzrznxJEwUk5Hs3Q4V2OdoOrtqM9JvQW/3GQpGfp9j4ngSTgWJK/RNncVjK9cwtXM+XqGRpoyMjDA8OEiSJgzUkpB9z1i6enpZvXGQqKeTrp4+PAZjS2hLfOXd2QdUFe812HKq4tWTZSneO5xLybIMn8c1Hv3NhL0qUGBH2M6sUcWYkNDMWMuM/qm862/+nn/50KVc/s3LmTp7Jn3TplJpbyOKIoZHhhnYvIU1K5ZjPbzvn97NwvkLiI3FOj+aSEfyTaZAgcmEorlE2tBWrmBcxPnnnc/Qlq1871vf4tijj+V9730ffX39/OHeu7npphv40ze+kfPOex4YwRoztgp88A8xavAatJyjlFb2nomYF4uop6unl3Of93yu+e5VJCcdz8K5s4hwLF++go0bN7Ni9RqGR2o0kox6I2Hd2rWI/x7t5ZjICFEpptzZSVd3J+1tbXgVNg1s5cZb7uDlr34Dvf3TQsLCYh3+0SFo7sPfWkjk9ykKRn4fQQEvERYl8hmROpAU0ZTYZ1j1GAQVi3hPT980Vt/3MPfJY2xdv4p6rUqaJRgTbOiHGg1q1SqoUunoZsPAEIsWHklnTz919bSVDUkjQa3LIyoIHo+oYjQsMI8BCRKgKIpxqUexOAyph0Qh85B5IZMQi6CRQeJBJcJ5gxcb2iwRkI3a56tXiApzhgITIcTF9qJ4AYMgxqLeY8Xg0+B7URLhxCOP5YQjjoH2Mv/0vn+h0tNJXC4DkGYp1aFhPv+p/+bB+x7gxOOeQzmOMM4zGoJVClfsAnsJImACrbPeU1I4fL9FLPrbv+dPXvgievr7USN88GMf5tY7b+fY44/n9W98I+VyELZ477HWAj5PlKQ06nW2btlCOY4o2QhRyc0VJi+BWCuaeRZUDQcsOoiXv/ISfvT97/D9730XoxnzZs9g2pRp7LfffnR2dhHFpRCtx3uMgM8yhoe2MjAwwNq167jzzjvZvHUr9STlgEUH8xf/720sOvgIxJYwNsZLNvmdKPCUonk4G/N5LejtvkLByO8zCJlEWFVilxH5DEyC+ITYK1HOOKsYDEKp3E17zwweeuxBDpo/gym9XTjveGTZMjZt3kwcx0ybPxvnPJuGU6LOPqYvPIiqt4gVTFrD4HHiyUQRY3CaBnMFr6gHZwObYyJL5hyRjVm7YSMPP/gwS5Y+jMvqqGvgsxR8hkszqiM1arWETKGeOSpd3dSqGe1RGyaOwAXHKJ9LqQoUmBCiqHi8gGJABSEw87GJERfC9CmwZtVqLnzFS+js6cZHhjTLch5K6Ghv47jnPIcbfvkrXJrgshQrBkc4DGAU51IiIooNpsBkQlGcaBDGeKGkIaxkqb2Tww89hK1Zgw9+/COs3LCe93/0w5xw4ol0dnYGAYq1WJtvw9aGSC8u5AAZGRyiu62Dioly8zBBkV3MDrJ7iHyQ/itgopj5+y3iNW/4M7719a9wxiknsN/8uSFBoHeoerxqsIdPU7LM0Wg0aO8o0dvXw8yZMznisCNYuX4j9z34GG/7+/fQ1tkDYgmprHaecbzAMw+qPuz5kocPLjK77jMUjPw+g2I1IcqZaSeWRMrUpIRHwXiUGCcW7w0Rhqitg6Fqnccef5yIWXR2tDGydSM9ne08vmol3Z0VhoerbNw8Qtw1F8odZLYdiSs47zAZ2CRFIyGSCpHUEbVAhuByKWWG1RI+c9x48w2sW72aF1/8AmJj0KyOaop3CZqlNGoNsswxPFxly9YhaknGoytXct0Pv8eFL7yYtu5KCHKgHmssKVmxjgtMAAUPkYfIBYdUFMRKHkkpmBk44K677+LBxx9h5Dvf5se/+SXOgAuTjchYIpT6wFYefeRRlixZyhknngyAkQivDp8p1kaIK1iIAnsfYi1ZmkBs+eL/92UeeuxR/vfzX2DRgYtDRA/dsTGiQ2kkCYPDg/T29mDjCBUZNRHba9CmnXOopa+/n57eHkaqNbYODbJy2SOsX7uatWvXMjw8TJoGM0vnHGmaYq2lva2drs4eOnv7qSWe3r5+2js6UTFN4zZ0rxxFCjzVEKQl/GRhWrMvUTDy+wxKRIIlwWPITERiyjjbhkvreBeSZFjrMZHHZBnlssW5hLZKB+1tJXzWYOa0KaxZv56Z06eDV9rLFdrLjiyOsCKIFdI0wYpQpgJqqGcOUTCRQTREslFREAfqQWHdmnXccestvPF1r6O3qwuyBJdWUZfi0kaQvKQZ1ZEqW6ylZIQM6Ovr4u777+f3N/ya5154PmotPvEYUYw1FBrUAhPCgc2ZeMmzAXogM+BzB8LEZZT7uvl/73g7azZv5FtXf4cTTj6RJUuXUh+pcs5ZZ3PtNT/k5X/yYi583oW0d3ThFJwLofPK5TK4DKdgi52lwF5AyHAwputRFCLDijWr+f4Pr+G9l32Q/fbfH+8VawLT45sH19YH5bHl60mDaq1Of197nj9h38IYC+rp6unj+z+4hlkzprBw7kymTpnC4sWL6ejowLkgiU/TlGq1ysaNG9m4cRObNg2w9I472TAwzKlnnjM6KtIcl8Kj6o8To/bxY/8X5HbfoGDk9xHChPa5GYHFicFJSHoTkxIlm6kODFBNUpw6KibF1rfSUfKMDG3m9jvXMDwyjLURmVMchsgopSiizbbhxTG0+lFSuwbnlXIUYaJ+Onp7aWsrk6aCEU9I3ZS3SMGIoTZY5cc/+CGnnHgiXe1tpNXhII13CeJTcA6XNPBphmvUsOroqpQwcYn2LOWQAxbywF13sOjQA5m74ECMsXifhFTNT+WgF3hGYJT5EVBr2Fwd4te33siSB5dirQ3O3s6RCTy6fBkHH7yYN7zudVz6/veTeM8rXvxiRjYPsOShh3EqrFm3nl/9+jdERjAIiw7Yj9NPO42OSgXrFax9Svtb4I8LomMfyG3YBZx67rzrD8ydP48zzzqLuFTCO0+WM/NN79VtaWRw9DbW0tZWYWRkJMTn3uu98LkzuKAiOOewCANbh3jJy1/JMccciR/ZiktqJElCmqakaUo4whgqFZg2bQb9/dPIVDgy9Ty6fDUbB4byoAt5npHC0fWPFs0w1ZBn6C6i2e0zFIz8PkJwdjU4AhOvgFFPuzjsyEa2PHoHU7rKLJw2nXKlA5fWGNliSTvLbB0YYXC4RnvXFOqZ4qxgUaxxNKojeB2ir6MLM7iCWdNm0tNRgWyYNZs28ujGlHmHHg7SiVNQcYTdIzAzAlz/q18yd/YcTjjueMqR4KzHNxw+9ahTHEq5VKGhDTo6OiiVStQbCfU0o82WWDh/LtV6lW9fdSVvefs7KZmIpoK2OJEXmBAC3gqpzyjZiOGkxqe/9AVuf+Ae9jtwEW1tbWjqELHE5RLPP//5HHrYIVz9nauZM3UaUxYt5oqvfZ3/91d/xf0PP8J9993HQK0WQk9mDpdl3HDVt7jhjlv55394J22mXBwuC+xdCDhVTBzx8EMPccJxx9PV0Zl7wxpMzryrNl2xx2akqCKqdHd0MmvGTB6774GQFbXUlu8hiu5Kpr/db/K2LRFheKTG5i0DVDo6ufWW37Nl3So2bVjLls2bqdaq1Gt1fEv2cGMMcalMudKBLVVo7+5n/caNrFu/gRmzZ4+rq1iFf2xQDVHuglJJChv5fYiCkd9nEJwYstxS0KoSa4pmVTavfJTjD5zPAXOn0UgT6klCvWaYMncm8+bMZqSesHbzMHfe/xBQQsSgSZVSWZi/oIOpPV2YOCIqVSjHhq5ySnunYebMOdz4yCNs2vwYvVMWIVEJFZ87HQmiBu8dmzdu4sILn4+xhswlVKsjuEadpFHD5ZKXRpKQJgl4xWWOkZERakmD1Dm8ETq7u9j82CN473E+o71SIvFpsY4LTAxRUhSJDJnAXfffy3W/+BkvvuRVHHrE4SFGtxd86lCU5cse5/3/+C6mTp3KP//d39NRaeM/P/EJ/vatb+WcF76QE048PoSuNID3eO85YPEivvC5z3H6TTdx8SlnsHdyYxZ4NmNU+JgztRJZ0kbC0JYBals2c/1Pf4aP4p26eYrLiNQHvWmSsWndeh5e+iAzjzsxHBC8Z+/kymyl1IK1ERs3b+ban/6cu+++iwP2m8+Urg7KsaF/+ixmRDHW2hB6Mw9X7H1wdqw3EgaGRrjjD3dz75IHeeSxx5gxazZjgp1CwPPHCFUdtaspotbsWxSM/D5CsAoMakhRsF6JnJI5pZF47n1oOXfft4Qkj9eeZg5jI1RiUo2oq2XKgiOZMnMuWIs2qqxZtpTHNq5h+YZhxAg2ijE4Yq0Ta4O01MMm9UzZvwtMTOYFT9PpCMI3aNQbPHD//azu6cJndbxPqFerNOqNUeJcq9dCmDQxiCpJklBPGgzXqjhVkrzNKERxRJLUUNusqUCBCZDHiyd1GK/MmjqdW397A7f87gbwilWhEsW4zNHV2cGrLv4Tzjj9dKZPnUaWpvzLO/+JX1x/Pb+99RZuu+EGSpUSSoiq4V1GR7nCrP5+aDRQ5yEqGPkCk4vxVE6cR7xn0YL9+cVvrufLn/4cCR41E9ND6xUyh4qQZimH7r+I2tBISBYlgbZ6M/niEclDWzbF6855Zs6azVve+jbuuesONm1cz5bNW6jEEXFcolQuEUVB8zrKyKtHnWdoaJDUKTNmzuKM5z6Pgw8+lKaFvIwGKC7wx4ZWKbzm/k7F7r9vUDDy+whjqeKVSJXIeywGbDudM/ZneMsaumdNoVIuYcWP6l5VBRtVcBIRlzvw2JAgxHYx+6AedL8R0BRvIpxEgaH3DUxWIx1JSTZvoKNrHp5uMOCljJIh4hAJ2VpPPOlEli9fxtDIIGlWI4pDJj+XKUYiRAw+Kgc5Zt4uiUq0d3RhOxNMbPEG9j/ycEqlEs45IhGsNeAKsl1gAihEKpjMYxw857Cj+MJ/fZrUh4hHmjlKpRKgpGlGR1s7kY2IIguZp2RLtHeWeMlFL+CCc88jyzVCLmcXSpEhS1OsjeiMYiJjKPyvC0w2fIhwOsqkikJbVOY1L3sFL33xi3OH1V2wG1YJTLERvComy2i3EdYYvMvARGR+8mXyrWkKFUGMUCqVef6FF3LW2WcyPDjA8OBWNq5fz6ZNm6nXa9Rq9WDPL0JcimmrtNHeVmH2rJlMmT6DuFSho6cPMSW8Bia+kMb/8UJysV2eSSaY2Ty1TXrWYEJGfl8GiVIBLwKiiDiMumAvCAgOQTDqwylvMrxlRPLneoILqMVjCcfJMSs+HZ2aTRfR7dUto3cnrBKH4FBMnjJeyRx0TV9Ax5TZZFEbNe+IJQtRENQHxsM5bJ6kyRiLV0VtCUwJidpBBG9LNLDBZUkzIs3oboeDZx7CCIJ3FdQlqMY48YRwMhnGKEcdexSHHnEoccngNMOL4pxHMRgT4VUAhzUmjy6SL1VRnFdMZEhdRlyO0BSssXiX4TXGa57ohAzB5uEvYVI8niS8l6DpCM8z5HMnv67Y0fjIe1ydgIqgBNMkFXBIHlrNIiqjybaesR5d+7LdCnhFMkXyONllGxNFcch4KWFryDQj9Y5yZwmXpsRRRJamwYHOe0SECKG70o76IPVUdXluHcWWwacJ1oYwfr5p1OtBWqWbrVzYpGXdaYnQIS3fNKctOXnRSXIMkxba5bfjSLmNBcguveudjYNu899ofvYxY+vQ70npX0i85DWsQ6QZU11w0hxIED/J4TLGNT1Ioceua161F8ZCRIrg1NPe1k5FPc5llKzsdO9SBLUxDZcG59g0oWRMmKuRJc3n+2RDUXR0HwtMmLWGNA1Rn9pnzmTGzJnsv2gxEDJ4Nm2im6MScjoosYF6klJu76RaT4LQqEUWL+LxEg4j4iOM94T8EeE5qMVobv4pblKIt/EmrA1RVBxeHF7HdnMVz2RNmjAdDM3dKVRgEY3yPVCay2LybMgFEI/RsMeKtSA+9LWpg2/ul610bvTHTeTvaBz9a/XLkOY8kbx/4vBiUHWBr9KQ1NI0tU+q4+po8lR5SFXR0e+tbdi2bWPzQ9RgVPFqkDz3iIriTa5VmoxBlZBPWdWEmZvTaC9Z8DNUMGpwOjoaTykmZORTu+8E9l5g2JZIo5SSbiHO2nFOyIzHS4rBYByAnbQzfWwTDAmpianFfXhnqEiDILMzOInwAj6wayErav53K0KSjmjidgmo1PESobaTuoxQ1iqdmuBSg0gZzaBNIdKUsZAvSoRgJDi4apZrP0f3qkAqxGV05E60zeupETLniVUwvkqp4vE2YsgqFk8bZbxXElEoRyEvqwQmqnmmcU1VGWaUtxmNzgAQEWw2TYRzABk1k+BMGxndJC4Cm2BlI5L1Q1pBTZVJOSZKfuiQCC8WoxkVrdIuVayrk5oKqTcYmzIZi7t5rDQ+JO3KrJCKx0uMajtlP0B7UkfjMJ+fkfCjCeH3PlQgBbER1SjN7eEhUjAqOA0ZXzW3eU/VozakrifKJ2gLM0y+kTSzuDYJfyZAqUwqQmpCUp12D6Q+MPKjlja5TripIg4/H72F92FD05BgbWdkKJiJakiUgiDqyaQpmZXRuPlelGySGPmSC3M0sXkIT5H8HO3Dmm4eXMYnaxs7XTQbPsaUm1yf+MT9fixuKJATS0g9sRoyr3hjUDzZJDGfmYSoKkbBqsEbjzOh6jarSJ4kDCs7fT87h2zL6zTlBV6RLD9CqKNuIYYQ2relzuD4l4ER1AgJY+zIjhCqyxAbDrAYaKAtQoSdP+PJoBFlo+9dkTFH3FJuNkNIzIYZWxCjmTxHmxMWYoqiZUPV19FYRw9xTYm8iiOJBxFrKDX6KGcZiSS4yKFSwmZljGsDSfC2zp7TIyHKymhqkMhRKw3gRFDfkTPXDiHLp/JkmN0JUMJpBnENkZQo6yTO8gODuLC8jM2NW/e0OsXZOpFVbGKJ0k5i6cZFKbXSMJE3RN6Qr0RULIigRgNvY0o4pxhLOHRlYDyUTUyWuRBdzxi8COIhQgLNMilqElTqqCiNdAhVQ+y6iFxIkpZFmnMoIUCrekUkwjmHMRYBIlHUZ3nUGxPo5aitfUiuJtagajAaIZofyjCUbFvw44sdqdSxfjJWh6K2jkqKzdqwvoQXIY0SEhlGbQbOEzd60PLWPIDIUwvRCSQEn/r6d/fZUUPFk9iEvs5eKtpBpDEaGVKT4Y0LJik+UFI/adIrj8MykmRUazWMr1EiwajHY8kkRrWCuIgmG2fwLZKsMc7Wi9sJuVHUZIixpHWho62Tnp52kAYqWa4NiHPJxCRMDFG88YhCyZXAgUbC2oF1eOPBCRUt4d0T2/5kF0LYyDJUEpQS6jsw1tEzxRNHimt0YuhEzWQQ5yD9QQ2pKeHEYtURZVUiSRmujjCSZDi1GDWTsvV5cago1geG0xtHnQZEgtUSPXEvneUusjhrkX3ufVzy/DMnbWcfWbl6pw2fTDYiokRUKeFLEbnADKNBAhk2O3IJ+WRIWcDlJhBSbZBWa6goGpHXrcFGGTPKNI1K0TWEBQwp6cOhdiLaOVqlAfXht5GNkbgMxiKMzUmVMWZnT2FcnifC5odJ70gHhwNNE8VZAB09RDQxunHCqK2rSBB/jzJxeblWoZcaxYtHVEaleFYspVIFomhsDCcpFnpTEi+efI54fHOO1OtkwzUM4CMzKSuwOU6ZBWfC99gLxiliBBNHaKWMmH1rpWq72yeVm//W9f+1T8WKXqC7rZtYI0Q8WnY0pI4XiFyZOGvDIziz5wIfgSCgkIzE1ak3EryPQMs5I58hpIhkTFayKiEKGgqb4Y1SKXVhpAOIg6WBJKj4yRFKipLaFGOEOI0waaBPA9VBnKRYTYlcbq5LHISGYoItghGyXBsqBlQbGFFiAZxDgFQMmQgeITIGcQ71EV4iEJdrM0I0ps72EpERcBDFZRJt7WMIb2qNzcm54L1DNQtmuID3IaqetSaY9HqH9x4TKV4dkmtrgmYrHJLrjYxGo0mb6kyGkNCboCWKsjasD5HOGqaOlkLW5ZLEdFW68Gafib0AuOjYS7Y7YSakPr+8Ze3eac12IOIos4UXPf+5nHTkEVQijzc1MlPDS4b1QuQDw+/NnjO6ohBphbovc+M9j/GL395M3QmRCSo9LxZHjPGWKGum+4CmXGFU7j2acW/naadT0RAWzyUcuHAKbzjj+bTHQ0QyjKAYHza+yehfkPolwdzDteG1g8Ek4rrP/Y7NNUG1A+PbgmROsm20DDqqDdg9eLF4kyJSD+PmLZ3lEf7sjWexcHYJm1mMVnC2cxL6FzKCWm/JKOHzSDwWSNRy9XW/4Xd3P0LDt2Fd5QmqwicDbxwqGdaDVVCTkdkGRAmxJpz2nKM5/YwjKJshzF6KLbG3EY00dlpmsrSXKtCQjKinA9tRwanHIJhcKaBNKehkmdORM2ZO8dUGpClGPS4NKlnjFeMV0eAQ3rqgPSDW4NIUlaButbILzGkuxfeq+I52St29YIOENpgT5sJenSRDRjWjccytAqkjbSTY1IWQtc2XN245aC6hN8bkZhMhhKJIiLDVzEa6zXljVC0eTl0qghOoG4i7u5D2Cg6fP2NyuperNpuab0AxeRuyej28U0eLsd0e1TQ2VCFOQfjbBXG1U0U72yj19qDRzjU0T2fc+ND391ldxkfE9T7OP/ViTjzyNHxqyIzHWY/iiXxEnJVQDb5hez6wHmdTnBnmD0tu4Pd3XstIMhQc7NEgkZcUb9JA4/dw5gQps+DSDEOZOdMP4sUX/hntZhbiOoJUOTfrleZi3QMoSmI8GIgR1NXYmq7lS9/+FIPpapBhIk3C6d524L2g3iDE4bAOGCNkLs01PxliMlxWJ4otKgaXm+uopsF81cfgyyhRbjYUU6KDV77o9SyYfgCaWayWwJd4QpSwnG4YsYiFLI/SJEYYzf3rw8HD5AIArw2QLDe7ksCz2JSaG+C3t/6cO++5lVSq+HhkEiTkgicGLRNnJSIX4SXMz0wUzQwnHXkaZxx9KnGjF9Gn3tV0whY04rZ91Q6MOuKsgfURJZMSyxDeD2ClgQJWBYuAN7nN9p5BgNjVsbYLQ0aiEUnUTYNSPpnCZm5tDWfqoMG2VrG5jW1zqwiSKONLEzKLSjBTia2hFCmOBnHUIGaYkq9ivcG6sLE7mzA5dl4pRg3qBW/iIBm0MSkGZysocZAaiJ2ETUjJBLxVDBWsK0MakWWOSEvEXqmQIgqZmxzzjUgdRj0xNrdlCwtQbTeYMiO+nSzuJ5ok73mXq55tHhJRxZNJA/wQzm8mIyWOE8ppHavPTEY+3lmzm+r0SajLC2SRbvO9aRrTNPHI8orMJJlmGFXEB9tqo6DOE2lgqq0q1rMdm85wqPBZho1jGmlKZEwoOwGCJBAwMmZaIkGK7ayQEszSLGHjn4weNtlq8udaAfHNQ8pYXxgnSWom7RFPHoXEk2ZBUlaOS5ApeH3ie8gZXZWx50r+txpIAEMY38l5g0Fw0hTCtx5KPATNQOYwMjlauOYgGR2zSjIuJNJz+alGJWQhnjS3il3AZLMODTN2gB9PmbdnUbUn9ywZkU3wPkMzS5leIheT+eBDZn3QegR/rpa5s50KRlfqBPcUIdU2bMliKZH6KloaIpEkj6wS1DtewLUczp98vxUjDrVQkUowF6KD2HdhfQWrPjdgMqDRHvWt+UcMaG4954wGqXfkSbUONsmZ4wxvBvMDRIRx7aizRBEkvoYpWbLMUK+DGEd7d5l6Vge1RLZE5hzeJGAaiM3AW9B20BjrYyIsXg34bkpaIfKCuG2P1CJB6h40lR5NQcUwMjyMEaGjo3NMaGAEzZq+CxYjEWAwKoGx9lVK1uFcSsIWfKlOwyTbDNWTma8KeElAEzIxRFYBRyYOrzGx7cOYCONjSr6C9Wabh+zye9vNexNhYmdXW9vJzycP4jVYn0eAbSBmiIgaThyqEVYNVg2qJUKhsVfS+gKe8Nwd3DPqiE2dlARVh4kqOF9GKWHVY31Y4JJLYb0YvFgUh8NgDOCCJFsFsNnYpgajUq2xNghiokC8/DCR6QA3hI0TjBeMLyO+CxHFyNi4P5m+hXuKpxwmQa7GCjabQZooJji7ooqTcdoEaX36bkAcYpJgY+nLeEp46SB17TgXbCqNjzBNR6cn3bcghXCSkNnwDqym2DxjYsOlxHEJse1kGIwd2Ubj8GShRCgRBpOH8SyDxiFyg1bBeYzXnFjrk+7bk7k3WZCdmXjkE3wyeBZD0LLh8mfmVCyYdrQQtkkUdSq5faoq6sPbbJ4bjEpuxSPbDrYJdptSKnHzzTdyx91/4FWvfg1T2jswTRtOMbnjbf47aUZwMKNMruZS3abNed7NkBV0kvrY1B2qjMnBQj35mMroQDM61gC59F01JByq1mp87corOPzwIzjlxJOCT4Df1mmxSSea2gsJrMlYdKuWtjAptseMmuqMxiVoTsj8AIL3GBFkskLftUhMR8fThDq9gFohsrlt72TU91RBO0b/nGjcJueekJkMX3Jk4rE+BhcBcTDT0Az1ipdkVLqqT3zIWNN3ck+xWG3DZzm7Iw6NEpxJUIK9tWBRjRHi7RLY3eq3QEoKIjTSCj5rh7SMGIt1HksDI0PhAEjlCdq/3elb816kIF7CHiUekWAPH5xQ20HLYb1oHWsb1AZTBtZvIa0Kc+f1E5UMTj333f041Y0xiatx1ImL6eqdgk+EjWsHqVerTJ3bTVtfG4ndEnw/vMFawbs6njrOZxiNAnObJYhpOkR7sizlwQeXsGVgMwsXzmPOnDmo99z8uxu55ZZbMcZy7rnncPjhhwPCow89wqrVq5k/fz77LVwcJPEK6vIMslGFlDjwN1GGkwShDdXtH8Z29Z0GeunAZAhZ8HORNBzQXPARkMQS+QiobTdB257M14kJV2m7Vydk5O0+DNQmAi5SUuvxUUKmdSwe1RKeChCj+VaxcyOWnUNFSFGcCGLjkJJaQLwj9imRZljN8N6SSU8I7ZhvylbDQcD4lEpsSF0DHytOHcaY8Cxjx6noBPE2OJEgRKrBbVc9ajx5sD3CW4yYDHbNGY8YjxqXL2pBHViN0UywoigOL5Oj1req4ILmIqi/QhZbH1lcpGTe59oUOyn1pdaSGY/BEfmEEtkY/5Vlwa8CxeZqzD1FiDiUYgREIkTbAiOfxZS0nbIvYVyIlvPMlMeza/4nkyVd1RB6Ei+IU6I8vrvkXLzQwnNOChQ1gVkXCVbqTfZLmo6dBOZMTbAPF8A5R+oyfn/bzVz9wx9w4+230jGlj7OOP5G5c2aDgI0M3mlQ14uAc2SZw9ow+zJrUAPl3Ek2+J3K6IqfrG6KtlCOXLOggDf5PUNINpT3t6m6VglOxCLCilUruf63v+YrV13BKatX0PAZpx5/Yu50b8AGDZ56H+xshbHAEwSmAi+YTClHIarEJMnHQ+jdUWlJy1HPmHx3CEy8mknwUlFC5CMkl9aG2owE6xpnBWegktv32kk8cO5rWD85NHmXoJDZjIbUg7mCd0BpVCMXxjnsW26SzGhxYa1bCQdRpxqEMRqBljBq8s/kvEMXuUBDxGCNxWCxzTokF/SJ5qY8e1anaK5NpIT3EqTiCsYKxgleY2zWAVkZp1XKbQlL778PrU1leItjy+MrOPGMRazbsJEOZnLYwkO56fYbWLVkE0ccM5XHH1zFlhWDxDbi/sce4ugzD6LS041KjPNdZGmNKEoQSTAS3HeTxjBxlOFVQuIwddx+1y385re/Zv/99+Om3/+WS177GspxmTvuuJU/fcMlrF69mp9d9yMOOnA/1q5dy1VXfpMDDjiAm264nte85rUsOmAxLgtRBq1pR71i4zLGlvGiGCtoapgM/kIEEI9VHzS3osH2Xy02M5S1DeuioF3dp/Edt48JGXmTdUx0e1LRZJK8ZHgTTuSqFk8Fr+0EkxaHmAZMCpsUBj8Tm4cNUyLNgqReUyINTq8ZFYQYqxHBgisEqvS1KkMbVzNY28rUmTMxvTOCassacD6E02vlQlSAMuJ9frKrIBrn4fAS1LjgDY3N03TvWe9UIBOPsRn4LJdE5l76rp2IClY8njScmvesusCMeMuo46+G2N/eJHhTw9ssdyCJmQy2RQWclMkkDtIUI0CutZEgN4w1wzvF+skwEVOMZGDqGDKEiEwkONKqCWHU1GIUvKlPigbgqYDbhYnXlCLvMSTYwwujfOXo383nTyZrFHjNsXBhrX0Y1aIBHk+Wf7cIthQxsHkr37jyCm644/dsGRrk/77xVTpLMbPnzcbGJer1OnG5hPOKyzJAiStxMGtTPyaRbzK9Tc1GU7sxWR312z5PITf9CN9dU9Phg2TZ4VHvIc/74FS5/8ElfPnyr/P4+jVs/vl1DGzZwiGLD2L2tBmgSuazYMYSBfNDRYNww+dMRf5/MOkhmNtMwnxRcmWGPvH6+OFrxsrYI0hOw1VHTTxG5S0wZk7EJK2H3WzbZMKw77TviKAE5is4eTtCJBcBk+IJeSBUYrxuXwK5W9URfKeCCDCfLRqhakFjxJcCDSfFsOeBGFQUY9JwgLUGIzWsJEF3pQbVNhQJEZdGdWh70r+wztSXULWot+At4jwmS0irGWsfW49kvczffwFJsgE3GHPkgSfwcG01Dy27hfpggviYxnDK6g0rcLVhjFgik7JuxUoOm3s461dvYM3GTVQHt9Jf7mXZw1vJvNI11TJ1dkRkdNRcUV2dX//2F9SSmKOOOZZZM2dw8y138/JXvJG+3l6uu+5aHnxwNQcvPgjRCls2VWnUoBR1YaSdX/3yJs449TxmzZ5FR1s/v7/9dvZbtIClD97DIw8/xvQp8znyOSeDF9RHOG9Qn2GkMbYo92hMDXgzFgXHNC0bojz8JYiGefx0iJY/ISO/L434JZenmHxDsF4wGqEaE2KBO5A6wepycqimw+Q2cSFSjMnj1QcmOMLncYqVelDBoVjNsK7GuhX3sWhWL4nZykP3LmXmsS8kqnSFl4wPzMi4F5wZg0MpaYynhGoZ0Tj0XRxeGozGKN/TzknwKTAeVB1eMoIszqBEOMnjzAKofUJbnxS0jOJRSQKtJEVIMNLAqhJ7AfVk40NmPCkIkYJ1OhrqUTF4LM04/db7oGWZrHmsNpfm1lFxqKR4dRgfIlo4AS8+Nx16Zsrkd9VAYLLkq14CcyZmLGSnle0wZ3uZVvpcLC4a3Na9hizG1lp8ktHR0cG7/umfueqH3+cHP7uOD73//Rwxf2GIqtCoUSqXcVk6Kl231uCyFKsRkebMdNM1xIzr0mSJ5FsHbdzzRMck8pgQscJ7HyTyIrmTq6DOcdrJpzBl2hT+7gPv56ILL+TlF/8Jvb09IOC9YnOHWA+geb5qz6jPgG9pg7b8vaddHP19q/Jye8/VSaGgoU7NQ5lKsJG3Po96RHif2tqWZzDU7MM0aWoxrkTkKkTeEnkFzQL9JAtCvdzRwkyGN4AGZ3JVn2uOgtRWco2VIQu7rqSohEP4HlaH+ODwZlyK8XVEa4g0UInzPbiEx0+aBsCLwxlQT85DWKwXssE6y+5byeyug3n08c0Mj1Q55tjptMXwh9vuYHgAevs6KLV7+rrbWb1yE/c8cCdTF7Sz8LCZNEpV+mZ3cNcDd1MfbKBdEVGnZfPaAYYfz9g6MsTSdDmnnz+PjmntGGJ8Ctf84EfAMB1ds/jJNT/i1a++hIMWHcwPv/cjDj3sMB584FFOOfEMpk+ZzamnnsWn//fzlMtl3vKWt1Aqt3Psc07gBz/4AYceeihLly7lBS96AavXbuJnv/gFC+bN5vpf/4y6h6NOOTbXw1nUNGPZ7+loSs6/RWhOrJ3kQi4TIhE5W8ebFOPa8mPiU4uJbeTHOQ7sTRjVPDKNIfKC1SDtDE6mgYk3ZjicNLUyKXWG8E+GsVQYGuTtYnHGkIlFcEQaFreox+Lw6QgxNY4+5CiG1ylrVj/O1qGN9He046Wpbg6RKppEQQXSOEHVE7uMzFQIMeLKGNrzg0QUbNqYhLmogrgSVhQvBmeicIIUxZmEzDq8rSPeIb68xzVKrn72xqEmAQ3v0khG5AylLKacxaiL8HFjUkRYsc8wOhIOSJJHGkFG/w+a2skyHZIwThoD4E0jZ9wdHkPkgymTNxqk80+Dxf1ksCvZ3ydL+qiEWOdig8Q4hVFJtW2RKI9VvOf16ROu5FJ4ySPICKRJSq1aQzx0tXUQl0qUSmWmT5tBR1s7sbHMnDGDrs5OrAhpmlCtVqkODdHW1kZ7ezt4JRKD8bkdhgR/0dFat8dwT8aePv4Z+femtNwoOO+DFN1GjAwP02g0aGtrp9JWwRpLW1sbM2fNoRzH9PX2MmvGDMpq0NThnWN4aBgvSltXB6U4xmqe0Eu3HV/NzVFUZHKcM/MXOLqcle1r0SVvzyQx1yEoTuiZURAf4thHQjiv+0DK9yUzP9lV+R3Y3u4dWOKsjTirUMpKIax07pMWJPHBNDMka9xzHkRymbyMTgoDahBNg/mEBCGex+CZjCg5IL6MdULkY6yakNjKNILEXAQvWa7ZnAzfkRD33EmEZu2oUXBKRAmtlejQqSzoOZwN5n6G6qtoZGUOPHQOS+9IWLLkYc44fxFRR51UPbMXTePhOx9n+sK5xP0djLgR+ubNYskd62hv6+akc07AdDcYWbmR/tJ0Ih+zdv0jbFm3mWndUxBnqVeVTRuHePGLz6RSbucH16ygOrSe0085lo6y4ZP/+XEuvOAi5s6cRmSU/RbNo9JhmTlzKnMWzCDRGgcesh/p96pc/f1v8Xd/9/ccdsRR3HvvA8yZewDPOe5I2ipTeOSRRzjipKPx3o9qW30wANzzEZVcGJCb1jkxOJMnJLUJaVTHRTWsz/m4fYYnYSO/L3O7Bj+G4OGs4sLOrqWw4EwDSHImPh7TUe9ZjRj1GJPLb9WERAm5F1U4fAUHsMwJ1kY4zYisxUuZjDLrNw2xec0mBocSuk0bXmOaJuBes7Cg8myuIrlM34c6vChqGhhSrI9RyrjcxKUpKdhTqCiKDQyo8fkOmOu5JTdRUhOu76FkoNligyOTDJUIH7zBQqY3Nbl6OrdMngQDVhXJJfAWpIFoKWz0EuK4eyJcMyrBZKj2TQo+hKXCg9jgCCPEwWRJw/yV8SFB9iomuaKdbCyTy0A0HSfDQTpEIpFtnCWRcYzvHmIbNWiewVVFUWOopSkPLFnCT669jgcffghUOf644zj//Oczd95c7rj7D3znRz/ksZUr+do3r+Btb/xzrDXc9Ptb+fF117Jq9SqmT5vOySecwIXPu4Cezk7amgl0JDcz8R6sCZRVxg5Ok2Kp1PJ3M8uoACbz+WkpI5WQsGegVuWHP/oht912G5s2bWb69Gmcf/7zOeXkk0HgK1dczoq1a/jeD3/E/PkLOf2kU1i1diU/vOYabrvjDhTPIYccxgXnncfRBx9GxdjQN9Mcz7FNsGlKtMc6uO1qG5rqjHGmNDJZag4gDwYw6rS7g5PsvrSumfQzg47TxTUr2F6n9vCeUQO5o6mnEuzUJQ3mpdLMpRIiyUzK2TafCyohsIMzikoIVzCWpbxJhZqZx59c39Cxg0PYJHxQN1IJ5qZ5QihpzqXcCmCPoQaDQ6WOI8aLIVVH1N7OluoG/vDAXWzctIZp/RXaurqoU2XKQd1MXz+TtcsHWbh4Bqa9xkBtE+WoTFJrkCUpNi4xPFilvb2D2TO66e6PqMYpUamPh5YvZ2s2RFqu0Tt9P0rlbkApVZT+aVP5+S9+R6USUavVqLRX6Ojq5ISTT+Swnx/OmnVraLgGaj312gidHW0YgVqtSldXF1s2bwYRFuy3P0cdcwziPdP6+/nJjx/BRDG33/YHTj/jHIzxGPFYY0gdGMw2zq678962GU6BZmZcURMEeOoI+QYa4d36mDBH980JfiL6MrFpzT4UMQTaaHK7ORdCPGqUL+UQ1kK0HE4/AntONgMjH6nmtk6BIQyMhAZ1W3MjtAbnU1Al8h5jhUocc/XV3yNKhuieOpupnRWEFKeWLA85p/nJX3NGMlYDWYxtRsowDUTqCDFKnPsHOKw3k6AaDuOoWgpaB8lAXM5Ym9xZNwYf5ZFK9nwbspqbDxhBxTIWY1Zw4kltmttE6mSoHMhyFWVIElPD+DzyiATXYSchVOjkZHsLpkJqPMbHqEbBbEgzROOx1NgEaefkOmnuO2zL6D7h5qQyKyoymmDNqBLnlY5nwSZvKHO9W8sD1Tt8HDNcG+F7P7mWr17+TU4543Re/qY/Jc0yfnrdtVzzvndxwfMv4Ec//hHnX3Qh7zzuOD71yU/yH5/+NMO1Kg8ue5SLXvQiXnDIa1m+bBk/+sm1/OrGW3jPP7yT/efOQbwPG+1oXMamxGfy+5ifTbaJmGVEQmIngSwSljz+GB/91H8zNDTMxS+8mHlz5/Hgg0v57y99kZ/edAMdHR3ceeed/Pt//jd333MP//Zfn+SBZY9xzTU/4JBDDuHlf/GnxHHEb37zW975wQ/wl5e8gZc87/l0GBschYVRZrfpADpp/YNwQGiehJoTctxpb1IyZtI0NfOjjF4QhoR61MhYMiomc54+FRhn6TvRQt/DeyIZ3tRx1uGIQ6x4qeNM2K+ECE+SH88mQaCVy2g9ijM6KlkNIUUll5AHje6E+Sp2ud/h5KqmETLkCqivgLSDpECG+AhyZn8yPNTEtWFMFpIm5YtESkLcFXPgkYtZ89BaVm98nP0PO4Z6w5B0wrAO0tndw8j6zehIOxJnjAwNMr1nGoPrNyONPiJpZ8OKZbRZC+opxynVNKOt0s+qTfcwZREcdcL+tPV3kGRBA15p95x97lncefvtfO2rX+DYY4+lraMH7w1pppQ7OpkxYwb3P/gghx1yMJs3bmb+7PkMDg+zdfMg3R093Pjbm1i86FAeevhhRGPayjEdZWHdunUsffgx/vQNf85znnMMceywRslchkRmLCTtk3pv48YUghBWwajN6VodQ4JVi/hK4HGeBthJK/YladrJdB4ViewbNGU8VjNs1qCEw9WrJMObqQ9sxA1v4rTnHEzFeB5atpy1D11P7/TZmHIXHb3TyXwpxDTH4rWUp5XflQU7qazSbpR9JuqFJ37QWO8nh40fX7e0Xt2X4ri9iYlOIHtpiuzAGmTSqx7Vc7W8K4kstUadH/30Wr7zo+/z/ssu4+QzT8dGwT7+gosu5Oqrr+bfP/5xjjnmGN7ytrfR09NDe7nCX//FX3LUscfy6c99lv0XL8ZGFhHhRRe/iE9/8r/44L99mA+8613sP3ce3rk8yckTtW2TOqwtmowmnBFslqFGWLtxHR/+94+xcPFB/Omf/zn33H0Pt911ByeddDJnnXcuH/noR/jpr37Bxz76Ub73g+9z9tlnc9jhh/Olr3yZd7zjHZx62mlc/6tfkSQJr77kNVx00Qu47N3vo6TKi553PnGpEmhd61hPUoz80YdOsPlu+3XPtbY7quuJ1OCZjX0qeNhFLdTo8WgSXuPEGAupOhnj0LonbG8PGpvCzb7tYaVPkIuFw6fXFK8J3X29VBbPYWjTOh59eAV9+09FYkubLdPTUWYgGmTT2q30trcxvClh4cxF3PvorfiGIUkShgca9JTbKEVCWvVIucTSpQ/R1V3mmGMPpHO6x0YW8rCQaZrS39/HaaedxuOPLWXd+nXce+89HHH4EVgrqEs55OADuecPf+Coww9j+bLHmTVzFn71arZu2UJvTy+PPPwwZz/3HJYvfxzUU6vVuOmmm2hrb+Psc8/npJNOwhhI3SDOZcGXqSk02PPhbBnPXdjYnwZSu8kRW/wxwyeUpcHaR+5hwyN30tZYz0EzKzz3uIOYN7WDnvaYA+ZPp780wObHf8+qJTfw2D03wsgmYtcgVog0wuae8QUKFHjq0CrtD6bPnvUb1vHVb13O6/78zzjrgvOwpQgbRWAMHR0dvOY1r+Gtf/3XLF++nM2bNqGq3HXPPey/+CAu/dfLOPDgg7FxFGRrqkyfNZO//+d/QmPLj3/8I1yWhTjjqk88SeyDziqKM0Idx1U/+B4aR7z2jW/go//+cf7i//0VH/zwv3LJ61/HL67/Fe/7wKXsf+Ailj78MIsPOojOzk5WrFjB297+do477jje/va3885/fCfvfs97eN3rX8+6zRv5q7/5a77+3StZuW41If5ynsTnj+VwW6DA0xyamw+1MqAuayAmQ+KUSpfQ2d1GLO0s+cPj2EYFkyglAzOmTmPlI2tJt8bYejvdnVMQtaTDyrrHN9PbMZUsAZ85rG9jzSMbqY/U6eipUGqPsLElzdJgzpqHsLXW0t7ezoL5C5k5fSa/+sUvGBkZxqUNyiXL/gsXsHb1KqpDQwwNDTJ/wTx6uztZs2olq1euoFyKaW8ro96BelatWMH9999Hb28fM2bMwNpgAjWWG2enouA/ahSc5U4gxrBu3Vqm9vfy6pf/CWeefCzzp/ciWZVybMAIbe1tzOzv5aCF81k4ZzZJbYTlyx7FexdOd0YQ+8xO4V2gwB8Dxi9Bp8ptd/2BSncHZ5x3DgkaHO4IYSRtHBOXy7z6kkuYt2ABX/nqV7nzzju54spvccmfvp75+y0MMcxFQEKeCRNZ+qdN4dWvvYSbb7mFoaEhVBXnJsdXY3c7rMaQ+Yyh4WFuvOVm/uRlL+G6n/+Mq7/3XaqNGmINW4eHuPSDH+DGW27m7X/zDr77g+9xwYUXcu/999Pb38c5557Le977Xn53ww3B71OEx5Yt4+Of/CRHHX8cHb09/OH+e0edhkcxOVZ7BQo8o7DnPmC7AWkuszFm3gClksXToJZuRaMaUQWmTZnFxhXDbF1VJ0qhPYKu9g4GNjaobVR6zBTUG0pRhU1rBtm6ZoSucj+NmpIlhnRYWPPIJvq7+zEliCsWsYrYQANFbNBEOIdzGVP6pzBt2lTmzp3Db67/OVlaoxwJfd0dzJ8zkz/cdiv1kSF6uzqZNXMGmzau5+677mT//RYQG0tkhKGtW/jxj37Ic55zHALMmDFjtOMiBu89rhmB61mKZ2/PdxFOLAO1jNSUWfroCu554GEeXLach5at4OHlq1i+ZgOPLV/PitUjPPL4Vpat3MpA1bNpqE41c/hYqJOQRS63Dy9QoMBTilZHWlU2btrI7NlzKLe1oUaISiWsscSlUtgUjaGnu5vXve51XH/99VxzzTXMmz+f884/nyiOQypxFGuCm5uIgDHMnjePwdoItVqNyNp8o9l3NGDUfFw91kbUazVUlXnz5rF06VIaSZIna1G8d9Qadb7whS8wd948Fh14IN/93ne5/fbbedWrXs3Pf/5zfnfD7/Ln5VlgUVauWUUtbTBl+lRWrVmNyjM1g0KBApMHzSPWhbXl8+97GU0znTxDdZommEiIK4aUBl397ZQrFWb1L2TJHcvIRpRILJEpEUkHyx9aR0+pjyx1RJTYuGILftgQ+wpp3aMu4sH7HqevPIu0ntLZUwLrcbiQK0MJ/k7NzNUIM2fOYmSkyumnnsKS++9lzeoVlGJDOTIcfOAB3HbzTaSNGl3tFRbMm8OjDz3I0vvv4+DFBwIhSec9d92JEZg/bx7d3d309PRsQ2OMCeFzvX/2Up6Ckd8JMrV09M9m44jnvmXrWLGlwfKNde55eBWPr9rAshWreOixVWypVWhIP+Xe+fTO2J++2QvQUoVENDj1SIJ/GmQAK1CgwBgUpb29nZGRkZDIqRkytmn3KLlFqxGOPuYYojjmW1deyVlnn013Tw9igsmMIGNJrETwzjE0PEQlLlEqlXA+yPkxkxFxa9fQtOIRzR1eVYmMYXhwkK6uLgQhyxySS7KsMdx/333ccsstXHzxxXzn6qsRYzhw8WK+cfk3qdfrQXVuhCRLMdYSxzHlUol6tUZ3V3fwAyhQ4FkOERAJDu5GZNvkkHsBylgKtFycQGQjvPekmkEJ2nsrZL5BV/tUapuEx5esII4ijKlgaOfxh1cReUPSqBOZiNWPrmFG92y0IagX1q/dwNaNg0xrn051sErv1C5sGZxkIZS3MI7BtnR3d9PZ3k5XZwenn3YK377ymyHsp09ZsGAB69euQVTp6AhlNm5Yz5T+Xvq6uzDq2bplM7/65S8484zT2Tq4NTyvs3N0jPPRHh2FZysKRn5CCIilq2860+YeQO+sRfTMXkzf3AOpdE9n8UGHM2vqNDrb2uibvR8HHXsKCw4+kgMOPYqZcxZi4zLO5eGJtBmrvkCBAk8pWuh+bCOOPuJIHn9sGY8+9BDW59kJm8b0QnDWFKGvv48jjjwC5x3Hn3D8qCo3BFTNg86J4NIMVeWHP/whhx5yKF1dXTjnsGZfhiVltC6j4BopM6ZNZ/8587n5tzdy+mmn0dfbS2QteMUai3olaSR89ztXc+jBh1AulznjzDN4YMkD3HfffXlgGCFzjiiKMMZw6kknM7RlKxvXrOPwgw8NfSzoXIFnOZqMezC52/uMfKBp+SFaCRlkfUh/ELJKC+WOCB816OroZXrfPNatHGBgcxWnMZVKD31d/cQCtdoweKUj7mRa93S2bhzCZ56NGzcxf/ZCRjbXGR4coquvHYkU3/SLGW1IHm9IlXK5jTTJGNiyiUMPPYjZs2eQJTXUZ8RGOPnEEzhw0f4MbR1As4wTjnsOp556ClFkydKE4cEBjjz8MPr7+9i0cRPTpk0jiiK8c/tGy/EMQcHI7wTWGNSBEpGZNuqUWbtphJmzF1AplZg7rY/+rgrLVi+nro6UECc6iuIQ5jFPcBWpyfONFihQ4OkCgzB39hyOPPQwrrz8CrIkDRK0ceWaDlyLFi1i9uzZzJw5E82j0EheXjTsmpEx3H7bbdxy002cceYZlEvl0d/vcyZXQx/jKKaswoXnPo9bfnsDM6ZO4w2vez2VuITNM7paMahz3H/vfWzdMsDZZ5/NoYceyi9/+UtGRkbC4/LN0znH/vvvz1v+6s1c9c0rWDBnHgctWoRmvqBzBZ71aK4Tr8G8Zm8znUqrRDyEvfaaZ9uTGI+gVvE0iKKYjko/s2cuJLZtLF36COvXb8Y7z4rHH+Wee+9i4/oNTO2Zwprla1ixbDk+cyxcsB8+9WgDkkaDSlvIrbPtcm8JNytKFEW0t7WxZWAAG1le/KKLOfGE47nqW5fzlf/7PLG1bFi3jv/4+Mf4/Oc+S0d7G5vXb+Azn/4f7rzzDi644PmceMLxNOp11q5bS1d3F1mWjQoSCgQ8PYJgPo3hvcdEEakXMvWQKi5tcPTRB5NtXs0QQltbG27DBgY3r6Rr+nwaaYqNSohLQ2xsDWo2bwT3VHeoQIFnK3Tcn7mNfHdHJ5e84pV86BP/wc2/+x1nnvPc0SQy5OVCKDlh//0PYMqUabS3dwSTFM1TWulYcpnBga185Yv/xwlHH8Oxhx+JZhnGmm3MTlqj50wq8gdv+3wF9RgRjj/mWI476iiu/OblvONv/5YVy5fzvR98H6whSzPKpTJbBwd5fPkKTj3lNPr6+rn3vvuDZA+CPluVmTNn8c5//Ce00eAPN93Ee//2H+js6MD7EHd5zA+hGamnYO4LPHugGlISqjLGyO/FJTBe9KACkbWIt6OmNqVKG/V0E4+tWcKaR9ZRqaTUhpbR2z+XSiliZGANmzZtob3cRnWkzuoVa1jHIFlqqDXqlCvw0OAytm6uUZlriNoCLTAY0JDiOCz9kOZY1ROVSpg45qabb+GH16zigIXz2LxxPf09vZx+6kmsX7uOKILnX3AeGzZsYMXKZSjCjBlTueuu25kzZx4rV63g4UeW097Vy3GnnIJpZnHP40TuNVr6DELByE+IYA6TeUdm2lCv1LZu5rD5U5jTnjFYU4Yr7fjSCNOiLWxZ/hAdfXOh1E7mPCUybJDRk0mESnGCLFDgqUQza6wGnzBsnu3hiAMP5AXnnsNHPvQB+qb0c+jhRwIhJnKSNNiwYSMrV6zkttvuZMOGTfzm+t8ya+ZM5syZS0dXB+0dbUTWUhsZ4Uuf+wKrH3qEj1/2Yaa0dyHOkyFkBrB5VImWTQiY3J0oN/FvPjITD+qIraEUGd7w6tfwjx/8AFddfjmXfuADZKL85LrrmDqzj/nzF7Bo4f7MmjmHxYsXg1HOOPNsuvr6efChh1i7ehWdHZ289/3v5+CDDubD//RPXHLRRZx4zFH5AOeObmrycR6z2y1Q4NmCVtMasy/8YjRfczkzDYpzDrwPZ2/nUR9Tbm/n8XX3s3jRIVRMEEZobKg3POr6qFHDOUfU1of3GeoMxhpoCIOblcyMMJxsZm5fO1JJ8A5KVHC+BiYNUauICXm6M1I1TJ87lyuuupyXvugipvV1c8xRRzFjah+xKLNn9bFq3QZqjQa9/d30TesjiiKS1DFtZj/LV6ykno5grGHVmnV09/QDFpf5PLhA6Osk5bR8xqJg5HcCqxkRGTiPFaE2vImFi2Yh9S200cDUB/GNYdq7elg1kpERobZMpi7PJicho6JY8nNkgQIFnkI0E7IEZ9CwJmMVXvXil7L0oYf5u79+G+95/wcYHBri17/+NbfdfjvDQ0NMmzaN9vZ2+nu6+dxnPsPWLYNUa1X2P2A/Tj39FE468SRu/NX1/OTq73HpP7+b+dNmIm6882eL6nkvdqy1lqb2AYE4LrHfvAW84y/+H+//18sQ4F8/8EFe/ZrXcNDBh1CJygwObGVg8xbuvO33VNoqvOD5z+flL3sp/VOm8PDDD9Go1ZnS28d73/VujjlwMa94+cuJrCXLMkxknmBG8CzeXws8SxHM7SQ/UMs+zhnU9LpvkoRA47ykzDlwGmuXr6ejv8LAmhEGhoaoZTUaSQ2fZoiHLPU4l4Ss105xLsJhSBoJpi1F2uCAgxdgo9zsWMdz0WNOSF49hxxyCEcdeQydnT1U63Xu/+2dNEYGwSWoKlG5E69CkqTU6nWSNCNJE7wKYgzTps2gra2Dkw89lqlTp+F9HjVrL2s5nkkoGPmdoOmiKgoGRxxbHl+5mrapJapbh6gnCWIihmoeH5URG1FvJMSlCpkHMHgRvAgxaTHvChR4OkEhpB4vgzre+bZ38KkvfpG3vfWtzJ03n7POOosPf+gy5i2YRzkukaQpW7duZcaMGfjMs2VgC/fccw+//OXPueKrX6O/vZN3vv1vOPHY52AzPxqm8anDWNQM70I6eFU4+YST+Nf3vZ/L/v1jbNy8iUOOOooPfvMK7rnnXoYHh3BJwvTp06nV64yMjBCXy8ydO5dTTz6ZQw48iI9/4DKOO/Jo3vamP6dcroQwlkk2ml2xQIFnM1QVr4r35KEZn3qm09uMUl+JaQv6eXTpMg4/4DimZ4ahkQGGRrZQHRqgOjRCI1GcN4Hz8ZBmglNDUm9Qdw0OmD+LOQvm4qkSxyWyrIrdjrWBSPDNMQJnPfe5/N9n/4cLzz+Xs84+h7aSxSU1RoaH2TJQpVpN8nC4EaVyGRFDtVZn7bp1PPzwI6zbuJU3v/0fEAk6B2tsbs5TAApGficQMlMiQyAq4dIaXVNn84d7b6Asc7A+ZkMNBhNh8+AwCw5eTExGu3E4n4RDgNgQAaNAgQJPTxiLJikla5nZ3ccrXvIyfn7D73jdG17LS176UiptbQhwzz338PGPfYylSx/kT//0jbzxjX/OrPmzWXzIQZxw0vG8+53vZFZfP2ed81y0kWKMBe+e4g1cR+O+k9vqWjFoknDCc57DySeewE9+9SuuuPpqNmzejIjBGsslr34Nf/kXb+KBJQ/wbx/5CEsfXMrqVSu5647bOWTRYqrDQ7zyQ5fRP2UK2qiROYc1EZn3SGSfyg4XKPA0gIyatz1dtn+xSppUmT5rKuURxZiYVStWsWlgA0ljEEuCZg7nY5Isw2cpWepwTjC2jDpFrDJ92jTKcYmqHxlzIzKyXdWbdx5jLFOnTOHQww6no6OTG268mfVrVlKKDL093ZRL7agT6kmD4eERRqo1tm4dpFqrMW36dHq6u5g5ZwFRZBFjsORme6Nq1QIFI78DhBN0Hk7OZViBenUrJZ9gopgHH1tJyXhqSUa94cBl9LVH2Nom4jZH6ttIiPA2IrKGRqOORFAECipQ4CnEeIdXBJekWBuFC0nGpg0bWL1hHZf924fpmzaF888/P5S0hoZL8UZpuIwURwll4+AWPvSRy/jhT6/l4nPPY2DrZvpK7WAing6pI5pOqkZMsFkXiMslqi7lkceX8ba/fQcDjSrvfe/7GB4eodTWjVrwkZDi8QZsHJGkKWeeeiYfet/7+dD7LuWx5Y9z4Lw5VKxFFNQrxlqyIixcgWc5QvqJnJnfF+EndwUeSiZm48AQkfbQ297L8UfNZri6lS0DaxkZ2Ehab1BNDY2kjssSXOZJUqWRZGjNkZoEUo8lZHINeSWazq7jTOoUXOaJSyEU5sZNm2k4z+lnPZd5M6cTRUKtOoJVpVarMTxSJc1D9zaSlHq9zr33P8ADDyyhlnpKcSnkvnDBcb/AGApGfkIoZTdCNLKJdauXY7I6sXX0miol38A4R9RoINUGkRoeuPMWkIiO3un0z1lM18wF1FyGUUN7pKg8Lfb1AgWelXhClLQQM5LIGNQrYgVrI1atXMGMGdN481v/muNPOCGPAw2HHnYon/nfzzA0NMzMmTOJ4xJJltDT283b3vEOOtrauPvW2xiuV+kut+HFY5/y/UZCpkU3FgJPBZw6RmojrN+4nlt+fwv3PvQg3X29dHZ3EdmY6667lptvvok0S6mOVJk2fRqisHzlcv6/r3wZp57lq1ZgrEVcHqlG8uRYhayiQAEgt9x7qhuRw6hFE0N9uMHJRx5Ff2kejz26ks0b1rNhwxqGt24hrSeMNJQsS0BCDhxVg43LdFQq1H2d9WtWMzw0DenN+6Z5MqpxtK5Jd1zmWLbscY448iiOP+EkNq9fw0233MbGjWsZGRqkOjyAy1Kc83gNwoD29k46u7ro7uvipFNO4LY7H2DFyhXsv3jxqANxkXxuDAUjPw6joeSCqzcjG1cimx/l9IP2Z1pvB1ltGLJZ1GvDuDQladTZMpKwLokY2rqVxsgI1a0beGyozpSGY8b+i4ONXJaAjSAEpCxQoMBTgZad1QNeBCuMZmhNnePBpUs55fgTOfOkkxjcsIGhjZuISyWcy8ImgrB+1WqyNENMkNR3tlV4ycUXc8/Nv2fLxk3M65uK9w6jwj72dNspVIMl+5rVq6mNjPCco4/hgosuQiKLiAGn+QYeNnIxQuZdiIPvFVLHt6+8kscffWQ05GaBAgWe7jAkDeWBJctYv+T7pENKrZpQTWoYA5FaNCPwKbHHmDyZpfdkeDLToJ7WWbmuyrqN65jZ2z9hbd55oqiEc45rr72WgS2buOvOO2gvlyiXIyIrREaISxXiUiXnvcCpUksytqxeiwcGtw5x5x8e4KDDb2PhokWIjYtkUONQMPLbgapiDHgPm7ds4bj99mPBgvlsXbeKNHUMjSRkGpNkkDmPL5exxiBDQ5Qig7ER1bpn1Zq1TFl4EB7BmiiooAr/jAIFnhZQAYeCFQzgnKeeNHC1Bnfedit/e/f9ACEaS56x1BiLagjtFkURHsXhQjjLLCMdHGFwwybsAYpRQawNiaOeRrB5punqwMD/z96fx9lyXfd96HetvavO6fHOF8DFSAAESYDzTIqSLGqw5Mjy7MR+UexEkmU5eZljKZaT2H7Oe86L/Xn5OHYsK1JsOZYdRbIs2/IkUaRGUhJFkSDACQABEPPFnW9P51TVXuv9sXedPt13xO2DBkicHz4X3X2qu3bt2tNavzUh446f/N9/nCTC4vISbdNSSQRzPBmhyn10lcl7UIRzZ87wzre+ja5pqec+8XPM8apHcsdj4MiJQ7z46CnWzm5RVUpXJVSVYAMWFpYwa0ETJomoimhFSmOa1DBYFW66/SDD1WuLjqLZDQaEd77zXfzKL3+UjfVN1CHGyGAwoK4rhnVEUNxzAa3OHAkdTbfBhQsX2Bg5b3nrOzlx4gR1XdGlnLFmntJ2G1cdjX3VeUSQSYuS64h4nwPBehsOpTLL3pubZFvdGaQx+VYC5kaqD/DxLz7Lw0+8QLtxkbbLuVFTqAAF6xCMpmsZpIbYJRKCVwPicIlRlw9zRHCDLDJ4b9WfmoxGnyNHMPYcIStT95q8v+0e5qu5sLxPfb4X+La/Qnn+PF5eiutITsaJzUKbFgcMJEGpJSl9eygulP7Pah5v36m/n6FYLodR8mXn6BuZROJcz936XIFTT7prrPYV+8h0iMikGuH0bN+Z5WUqheKe4Zd8L+Xdp5SQWFENa/7c938/3/On/tTEpUYQzGwq5Vn2NwehSS1xUDNux9QhYk3LLceO5YJwW2MIu/1Mpns7PZ9evkPpkmSQ5iiBt973Jn70f/1bJCBUFW3XIS6IC8HzoyczXDWn042RtmuJIRA1MAgVgxALKy/FvWa7ve3dfIYz2afuJ9sf5sxi/fqRUrdqdnP5SqPTL/v9Xqmzni37nVmpP/8mY0cox4WUMc6WrMmxv6e2tpOxZrmirHvpB257755dgujsM57P+5y5yqUInz6VV95nsTr6c1e3f+yLZeRGcDFcHB8K7/+mtzN6yxgbJ06fO8OL586yvtnSrAesAdWISqYoBnVgZWWJw0ePsnxkiThsWTlcQT3OfZpe5TtkllxdNkiucv9dv/8P8M3f/GFOv3iS0y+e5Nlnn+bM6VOcOnWO8bjNspEIIVbU1YDDR49yx12384333MPqygq33HKChcUF2jahIe5IqZv7x3Zf9/g2y9vbvleRNaQ4RstUnKO8SjKZXFWQT7J/TItiGCPEjegDQrdOHTZpy6gkJPucuqMz8jR3VZLlGiaVUAK7IiIDOldUhhy/7c2Y3ItiiBmIY7K94HtFI4vFCTXDRTGpabVCQoW5k0RJEhGMoWwRTYhdhTDAaTBtcQV1J/gMYt3dERJBOjoDZQFPFRraUgxnSOtKCALe7vFNZogo6gG1mOMBQkPSjkYEk4jaBpK2EK1vtIEd/TPtcNkimqLJwRNJDJMhyQ2lRazGZjSP1QV1wcVIGmhZya4ZIeHa0pEQGaC+dZk5Oi3WgLrhIkUZiFNX8ydSFLvpv7n8/WYL3UdB3oAmBEQdMUM05AMHikA4lRh9p+R249D8ft2NypWq6/urmBuxUu649RZ04l6SD3vR8n3JRtHnMi5RbVl9LIK+uEPTQBBQ6NzwoOAGXQdRQbf3EEcn995z96QXkCiZHfJhlKTvZS9MOKuLy6yurGZfU+nT7GZXGqx/+16C2jy/g3Lf0u18kJXDLH9REMFw1B1xpajcM4G655spmGRxKQCaEmJWMlokxGcnkkkRvCbbj0iuYCtKSAZtwjXsqyg869iLFLrZ3vAqUFO0rVGgYRMJAzQtIikXSst7YGCWiSFEBDGoOqg6J6nh0bCQimTflX14Fq6vjlpLcEFYpe3I53towCrwIaEUTNMbNNHvVFIFiJgJro6FMWYtajXSKToY0UkLGlGHLjbEWzL9deKuA9xsK3gRvN0KESUGnvc00bymRT3TgjredrujzYq/LRJliIpjNCAreAqoJ+icYVxgeGCBI6vHuO/u+0kp4W6YGa59oKwihVwUBA1KiAE3x6lxIsEdbw3EsNDSqJHqkuIbw8OMXB48z728K3eorxPE0RTQboBLoJMxAx+i9soHBV1VkB+wvl/Pgbih0pIINLaAyzJJEp0IHYGulOUNCsFnQYEIlpwwOAD2AtptUseivEjevFUUAriUYyjI1Fk7fTT1Gr3Ss8NKImLg4/wbLiSp0JCgXSPI4SxMoyANJkYqwkqaEYXlauUruA9xVfAxA2moPeEGqk6a0TEbCrssLiQxoCFoR2eBxAFGnVCpkzRegfm4mjDjl5LFnsAN94B6EX8lkGQIGJIuMoxW1Ky9n3wBzxsJSudKsEASQRlTsY56IlmkkaWJ9n4liDSIJIxAEs3CXLFaKJ43QA9Qyl3vFxrdv7ZchM6MIYKSi4uIbA/ytIWOYsnac5u6zX8nS2XFFqFQIPVCaC+1TSuP099PJKldytZEuO+ver536hCPIJr9zAuzj/SWudn0b/uRyh5p24J8Xl15f+qtZADo1EHUs3m644Nd72H7q/r2JRPogNYSOb+EFivk9FjuETbpIKKet+SewUVoLREE0szm8baJoTecGY4FKTEQkVoUSb6/oRBxto1V46WZ3u+qcIEuECJo1dDZOu5KpYp6oohkmUGe0bwRA40tuBFSTbQlkltRPhOQCz76NFt+w3DEE7XWeDNAqHBt6MIaJlWOm6FfEzfSP7nkJzHFHEwzgYa1BIbUfpDUjcE6XMKk7QmhRFbuJx9NOK9d5JcDCQJ1MTbkc0mLMh8sQqhAW7xaZ6tpqerqmudg35a7FOJAwaUo/9k3n+g4vaKZMhEjWRlL0pAMvB0wqA9hTUL2OGWyYaiXGXq7eyIiqFWorYDHnM7TN/aVlR+ycNnP5Wrmx//f3//pfSMZTIROBxw8sMyBxQrxDveUGe2yg2YRSmbz4pzMjqGsb26xtrGOYSS6ieDuIoQUCBZ2/eHlbpZ9wS6P7EJArZnh6ozl4ZBDqwcJhS32IgSbgO11JhZ0BIxchl7dcHNefPF0ThPnTvC8YXYzYj6Sbqs0Lv1GoRw9eIilegidZTkmGjcyhLtTeEVTghUmATBNJG9xjLWNTdY2NgGBS6pr3hgEmZiDIRf50hhJqUOl5eDSgJWVJVIY5A1pgkvHU8vh0XOk+Z3pJarMzqmwW3jM+He/+RtmtpO0p89P3Xz3c083s/drjiDJLxFhL9uZSz68/Lu41jXTPEMnJvZpyzB5/U2E8cmf76HfbkVoZ2Jf2P3XcolZ+sb6BkLCy9G5TXaoZoF7x2Nt08tXf/5rXFM3ep4jW5hyV/rX13uyBtttXXrpfeuvTCw2JZVmf0EdxPJnprv7d6Pz1XZcF3ZSOHlMhVCK/13r+Wd1LRw/NFPp4R9/9H/ZR4OC49qyuLjC8sIhYhhmL0msWFJy15I63QzOQgVil3fZta11LmyukTJdAh6KFSAhJCaTeS9wQUNFZ46ZsTRcYGV1hbqqYLLb5+9MXrqK2zPZ04ieUGdCCBnGi6dPZr94sr+AAsGvo3/X88494EQm66O8t4MHVlgcDDErxeFCdQ0Srd8Vt+d53oKVfqXJ5J1lS7UWj4WU8qhd2FxjbWs9e1YYcNX2rg8m0Gm+l5TzQnFSZ6hUrC4dZmX5YLZOzIqkuA58y/1/9PLH49UE+Weff3zfnjBJYENX+flf/DV+81OfxcIQlyqnhfM8gJkrC/hubfEGIA61Qkgj3vv2e/l3vvUDVLJJ0JTZcYVOhMoCVRcvowPvRi/IT7+yaaHFaWwDQkSqg3z5qfP8w5/6eTbHmrU7z+KMKXQ6G/7KpMYFohjRtji8AN//p/44RxaFYFtEsUwOhvoKfbp+OHnipxLrkIWTyKiJ/OT//a949MkzJF2CEDEZFZ/yl9bAbmGv6pTKlCSaFSA1gnQMq4Zv//B7eO/bXk/wMXFyNOwNPumZTw4dd8c1kqj5nc9+gZ/7N7/Mpq6SrjJHpWj24pq3Xe8Vx5B1//IVaRHZ4lqszc/9jf9qZoe6p330rXGQ1hi9cBIbjVEnm3LZdZZM4g/22lzeQUwgHFylPnSgt6DmZvrfk8DM6FVPWbh06EYjNk++SESL8EB+B8zGpclh4nLSCwmmgaVbbkZC3CaXZ0E6ThrN1gXpvwdwYa2MqZDNvpXNxtUlabZYSmECAZI4nQj1oVUWDh7AdcrasGcUKvIyH4tDMxqzfvJFlrtdytLLjPimu2cqyJ9ff34fSbuOrXiej338F3j4C7+LyQh0og3S88SdOjYDwVqAuoNgNW9+4/v40Ae+g0pWUa+LuyRFgeiQGbTnCK3lQpA6aHj6xS/yc//qHzPqLhZ30Pyqc8X3G2xjarQEJ9BS4WARbMBSfYQ/+Ue/h5XhUbAhUQaIJbIb7bWG+nofKm+eJo5pw6i7wM/+y3/Ic6cfJQzHdOI0Ke4itS53l56N7xUCy0TA1FiISzkrPZ8TrngKLFSH+eB7vo03v+l9aKoZ2G5Z7caQxEjquY9lTrobBENDx6ce/AQf+/gv0gzXcNm/DCb/y/f9k8t276quNUPdyN9c6c3spg/3cM0IuAQiDY0HOl2l9YogRdukIw/1tSfG9UAEupQYKjjGMIwZ2ia1J1JxnWhFCdJRxzFu/aBOdMa8mWuZhKUwgllHCH2O023KTzBWY0vnxkZqCLFm0yq2dAGnRj372DtKNwNFBcBNSA4pOF0yEkalxkLlRBujaiRzkJbJgNzgmLpnZcwlxzvkOKIKDQt0qaGLAzZ1GZeIeryC0r+btbt6w17cgjoVOs0CfUUiNRcRDwxDS2UbxQtC9jZfASsuMJn3SETvEDMSA0YScB0ykmUaVrHpZNpFCZnIhg5BFLGEWkss8RcuhmlNp4FOa5AKISL4zjcz0yN8J2wfXWukxHGIQoyKtx2RcKl/s2c2ZgYtggkWS9EicYhKKgeJ+ra1b1bvQb23wuXNvtaAJicaU6kbt1m6vcJTCUETodWQ+6FaYs+EnvyfldTWWxRyVzwrLZ0RFOqgeNNRq04lLrhxOOVAL8G4WUESTKGtNGcQUsdVS1t7H8Pcv2l/WSYvz1MCF2oJRO/2Nb5k1qjt4L61ZdqRVBEZ0NgWbTiHa1tWeAUeEM+7ns1g3SvZWhx9mSTKMBwkdssEqyYxd+I+FXe6V1JLqDxCcEbdadw6Wl+n0Qt0oS0sfMz7wo2msZP+S37olpZWcnCt2gJDVogyYCgH8FRTU2dBVDvcnGRGmATiF7tScbdzLhcPtK085BS8CXXPxKpALo/XkQw6bRjZOTpt8bDAdHDoxBYxMdkFpFvO7IM6OVAi4ZamPBOEEiWJkP3jA06QiCYlirPACpIWqDzMhLYzyXFUIIhl60OuA9SQ9ALJxriuMeYc9ipIRXhVQd4u0TR2CVoyy2tO7ZtUPkYRkkfMKqJb8ZsTjOwzPBufJCERaH0LCYCNGYgRkxK8RjRAEJwxIqkUIYDnnnueJ5/4CkeOHOP1r3897s6LJ1/k4c99lnvvvYc77rgjbwqpRcP27BcM7YyIEEq6NqOmkwpDEXGCp22maQZ9jJJdaMwUl4jTogJYi5NoRUgqBE/sfUxLmIoJ6tmnzHCUiIaEaaLTvMkNLMwk/7TRYqGhDUVooQILDHSASiR4IkpL6inIPc/XvLC9D6zxjiCGmeaqnwwYs4h73DlHC8vsKQcMBgWxizz79OfYOHuS5doJ3oHWnNtKHLnj9Ry67R66tkI9IBK23U9mEh9yZex72E5UUshcuer2eulfX1ZhZiTougMhK1CSBdyE0IpOmONQDpiZvQeRQjCGfKCZZyHUS7+KAPGSLVRXgvWm6ezlmibPkJ+jI0/nWaUxyHEpvcALaC6sJYBY3u+yu8tsDNBCeX+W95o8VrkNEQXNYeaRXUt6j61u/z8/gxfThrqgNlt/7ut/otnB9nHlm1d4WkRYyHM/JlLscnRQCRYXz84vM6K0sGDZJ56AdYHoNdGMQAvF/zpRYTPJyC2oK6SGWBlIi2tD8pakVqKgstx6o8Guu5FUSZ6IwRBLiHg+g5JSWSTgdNaSgNFozEc+8hHe8IY3TGSYZ555hqDKrbfdhnlOD9klw5Kjkqu4ahC6Nu+d4jlW0T0TXCoRLCJkeaZThRByEoOps15FSJZKiJDka23isUee5NCRZY7edCDLKerIZM/Q4qmeXZOQDqdFJJG6BvdESILaoKzDvSP7/RfSzrPsaS5QOclBwxjXDVS6HXFdrxSuIcjv3+LOKc+6HORHnwLNqayl8pxppc8+MousNdlFIjtd5NRMWezEK6REIqt0aFVn7cucZjTix3787/Pccy9gBj/4gz/E4uIyf/Nv/Qhnz51hMKj5Cz/833L40CFitUCybEVArDAM4MTCOCRkh4BSNOCJq8XetmrBqTxrzY1UuGcBtM+u4yit1OVNtns/GDwHt00OdNccMDKVJlLIzL8U0XqPDYIkLLQ5qFf6tmvEw7arkvTuWHtvUQuL20nEJeAYYi05/C1bJBLVlNd7edLCklYhgjjWtdBusXn2FLJ5gftfdw8Hlwd8+YmneOqxJ1lZPUx94nWAo+K45UJEXlIgvpzlvl+JPanXW3ViNMmbcY4XKULiDBRbKaSPs1NP7lnlQkztYF33gu12pGz2vSWv97v2iZ/3jfjK7kY2APeCpmyvxdJWr8z2nkqzYMhLgpuph5DJJMoCWc6IM4v+QbH20ftRC7kiV1b4xMv4lkeYySrpGdrtl0k+n3JD4oq4zqx/14tZF4AxnYXF6/qQZ2JEPdCvgZy5KYKXjGaSBUC9Ud+TXbCQ8lpzRV1RL0K8jPI5QszCouwY6BuDQxBDaDLDXDJx5VTX/Tkp2Qo/o/STSWIO1JU+9qrIE+UcFGmpqhKbJomf+Af/B+7Od33X7+fd73kPP/5jP8b6+jr/6X/2n/GmB97KuMu55aVkBe08Ya3l2hmecEk544yAMy3PAB4ymYWgprv2bqeSijZ11IMB462WzbMXeOqxZyAd4sCKsLgSc6zi5M0o4gPcK5LkopommcjLCT2spM1VknYzOcTUsryknkBSsaxWk33FJWWFwy+ThOMVwDX2g/1LP5kHLWTNpwhewY3oLdFbOonZHOeC0s1A8FTU+nzQThJoc5lGQEmaQBvGzYjFhWXapsGs49y5NY4fP8EzzzzH+XMbqAy4cHGTulrk/LkLbKw3HD1S03VtTtuEQVlMnRpJKH5/KffNIlL8/rMJymbip5dnV4eLkESK/3XOeR/cysGnuAszcVsQwC0vcHHclSQVKVVARK2lkmwsVWwmWqx7RGyIyqhkCErElHJWI/J7ziayGaQyc1BvwZ02KJ3ktImVGypOIBE8ESiK6NSfaslwYpb9E1WVOiyyIEvc/4Y7WX/hKVIwzj/zIrcdOcFSdRAbVUiIxRqUCxCphuKe8+oqMLQ39H6Ptn2wOfTnaT7n+oRke24KC07qFSHP7jQRLjXYzACZ3C8H9S4LTfYH7YUYAdeZ9G+SG1uyITp/vr3WJqzyDOQHKbfWyY2FnafalALBDPoHbAfXOWh2W3KVSdexbPFiBv3LkG1XmsnLyxNUxAvBBJjOxmr0imEf3QMktydS3CWKUoTXiFXZubR4A7jMwDrdk0nF7qCFTYYOJNFJIDFgyoa1t+ayaWriGuIeCkEYUW9Ln3tXYdjzziMgHnK613LG53tv1zkxMczGQCCQOHJohReef4F/8Pd+nH/8D/8Bb3/723n+maf4P3707/J9f/bPMVxY5OCBAywsLjIcDDCMKmbyyjxlN1PthXTDtSP73/eKhBTZYmdaVncnhoiq0LbGmdMXeehXTvPsUyPOPneGk0+1fOCb76da2LaiO1IsJw3iQqcBiJikCdkzyfomhs/gfDSpCxGTCHRlkYfSTpFTZTdl98rhqoL8fqbVyYxmpNOaJBU5P00WjoSESaSTkF/jDLwLhOy/qiV/as6aI3iQvMi0wcM6lSrjzU1irKg0cM/r7uEjv/hLrK4cYnG4iBLxDh76wsM88MD9HDt8FDGKhlhaknycdwE6SRgtKg3BWyqvC1sfyUdih+l4j73Lm0miT92Zh7nXIKMlnJRNjcWnbO8j7bi0uLTFdFjTeaCTGvMatY5ILCz9bM5Y8RpJw5ygUUeoZd9jLVYQU8PEkW63aH1j/QtF4BwrZZMMhf1LBG+Insc0B6tmSaJnRM2ctm1wh7oKWNpiEI2jhxc5cyHx25/4DV539+sYDWA8ukAVEq0l2tTh7tT1AI059mJWOccv28v9W/JFHnOC5Vi3kLZ71QtmeZ2yg5nb/Yg7COErfN5f7MTpchp3oPjFTwt9Pvt3MNkHytMZIJqtNKaOmBKnFsWV+nBd/Z5Y/vp/uuOXQy8zzWoK2eVus83KQ5G5Tdjd5EvuG9AXDvTC/Dues2VJXuNSjJkz8k6cPH//EH1qYC0cl+u21Wh6ju6ee3vt98stLOxnoG4mc7pioW2LhTafw+J9BvlUlCTd4XY2vT/sxpWu5bzoWY7omeP+t4xIYkDHQt7RPc1oZ5Ui9GUGmWIpVm9RTyhtkTkmyR9vqG9AiRvxHKcn5fmlz4gWS12bvEgGorRd4nUnbqPb2CJtjqhjxYvPPEuztsFH/82/5bc+/lvEqubEiRO87W1v50Nf/yHe9c53srS0RAw5lnGUHEJFKGy/SwfSgI7JSRqyBaRfEpPzt6QcdlVCUI4cP84HvvFufvPXf4db7zzCvW+6DUJTxj7hxStEfExgXBJMDAsZ0/s0aLEKyEwsjZBdBhNadIlCrnq26LhX9HntTcaTve4lj9sNXrscri7I76Ou4RQ3DA+oBVSzYNgFx63GvMqpzjKXvOdnMwE0+3ELuZCRuOHaTpmoFEuwsLDEeNTw+Ye/yDNfeYZv/aZv4fz5i/zdv/0jbG6NWFtb581veoC1Cxf49V/9NX7vt38rqtsFRFzIwa8eEHFUGoQOiHTUJTq6RSdpLvdOJ+WsFRGTvGmqCeKBJB0pABZQI/t4TQTOvbRH0Z5jSdcpuDSIDPKEZ5B/cWYR3nm+iFtmOmyAeCwWiJx5KLtn9e90j3PZi8VIHKWhMiG4IlZlZkAzE+IeGeuAgToyPsdyZTz95GOMNjZJKee4juIsL9RIusjnv/Agp559giO3neDpM6dZOVKxsLTGmcd/mwsXLhYbTcTrRQ7efDsHj52gMQcJpUjRXt/jLuynIH8J9Z4fwKfyQmZ/8p10+SV9vs5r2a+zuIKIQEn3uWPzl+25PBN4f/OpNIZSFP3CNk4Ik568v8LzX6vfMvks75A5M45PdIh+V9kRQ7anvm0/8/YH2w/nhYnPezt76tv2R71wsv0H6tl5jj5gUS69xw2h9M91+1bqTPjOiRjRx3Vc4fn32u/L3vOrHOqQfcdL8KdX2Q2DBpGmkEH9KX9lBWkaV7rmkznTu3UWn/gSnwZhIlvMbNlLidSwBbCazP435SkzW7+tu/d0z1Xud9W2QL0rvxcwdVxSVopcgJRblRqzxHC4yOHDRzh69DwHDxzk9KlTNKMRllqCCKdPvshwMOTc6dN85nc+xT/9mZ/mne96F9/3/d/PO9/5DlSUUNW5Pk2biFSYWa7hEhpS3MqqklWZHXchUqEWiFLRtC31INK22aXXm0SzscnJ5xL3vel2YlVnxYCs2GGC6hIkRdUQa1CVoigE8EGOVZE2x67tbejKiHQoAaci4YgmxFvUB4hX4NtFHK82a254TF/i887a1W4PcFw61CGmgAenkxyJbb4AHqmKP/Ks8qd12mXPOA/EFIjSYOTCCS6K2AJVVbO+2bB24SI//y/+FW+9/y10ndGNjY3hFp/5zGc5cHA1579fXeWf/bN/xt333Mnd995FrDRP1pirJYrXqLWo5glsPqCVAV3oUMbUnjO6pD4R8x6R2bgx0RpCqgiuJDWaqIQ2FhWmRWbiQuUYuaprTBFlDGGMMshKBRHTrCiJzahqn7S4lDwyXufUjeo5AFWMYIHgkdRLMXtqK+flz7fqqAyCLSBe00lHqxT/ypqOipg2WPYtnv/Cp7nn5sO88b1vZXlhAW8bzp16kU8//AW+8OjnEVEWF5chLDMOcOrJpzl07jwffP97ed2bXs9CFC6OjGfOjfj804+xeeEcN7/uPlxDmSezjWPZd1lBlKS9i5tNBKdinC1MobMj58nVHvIq11w8K69kxqWvrlpk38nfzuwwL/938eJKlv9lX+7cUWX6QL9G49e4lhUQK5YMz+t9pxQ8OyF++h6XpY6zEL89ktdo8zquZSUkV3/04qYXSnBk6IPcJK/DmZwQ05aLXreUvjRZGUszovXpY2+8by/52qyxrwu/V16dpF0u3uVVVj4Z432VVQ85Hm6Pz9aTWrnYU3ZrdTJBkvfsROxdambxHtwLYVWDD4Bc9NFlC6PCGSB0OAmZxTkICAn3iFHjMs5WD1fUMvHkCMmzBflTD36Kx578Cm964AGef/YZtrY2OXP2DAuLCxxRZbUx6nrAuGnY2NhgtLXFr/3ar/KFR77I933v9/JH//gfJ8a8OGoRYqppZREPNUlbtDbEKugGBElIK7z49FnSutKNGoaLS1AJB4+vMBq3PPXw03zgzV/P5x57kN/66Gd4z4feycZoxMbmmNR2dG1CJHL8pkUOHhUGITLqOizmrDl57oAyKmmb967Ba6lH4x4xqQiMchFHrwjFjc6lz3f2yuNVJMhvQ3b9kA9bufz1PTa0fc7tou7Kp23bEWPklz7ySxw6dIibb76Zk8+/yKCuOXToEPff/0a+8KUvsbgw5OjRI7g7P/3TP81/8+f/K6gCqoqGLNCrTFX/mza3X5HV2humCbPd72x23MM0pumw/gl8x0+zxeUN0S+/e0gf1HPpFcGI1jLQjpNfeYzX3XyE3/vhD+FmtOOGrTRmsQ686d47WVu/yFeefYHbX3c3GiuWDx5heXmJ3/t7PsSdt95EtJbR5iZha4PjBxbo7AgPfflZztaRI7fdQ0eFVLMoKf4qxOWMUjMxG/W32cmC7z+Ki8istYfJ3fe5WzsavEJnZiIkTX3dpdtNb6kvF6b300uaeXWc6V9dkN3f5DNj+3ya1aS50sTYff7OAMKl5pQ+duWKf7AX7DoHL1vsDUSUixfO8Usf+Qg33XQTjz32GF9+9BG2NjcJIeDuDAZDlhZrui4RY6SqKjY2N9nY2uT555/nr//1v85oPObf/57/CDCGYUBKCakUxHN12WSkzhj4As3ZEV/67KPcfuwOFuIqjYzZPDvizNo5HvvsU4xGY37f1/0R2q2Ow9UxHv/Ko3xq9BDLB5ZZXT2EtQG6wNpoxBOf/zIn7lzmTW+9n2pQ01lJ0iEAtpMQmQHytJiS0S55o5f/5JXAq1KQfzVBVXn6K8/yyJce4ds+/K1YkwX7xcUFxm3DzTffxNnz5zj14imWl5eIdeCRRx7loYce5u3vfCspGYR8H5VZ5NuZ49UMcWcoDaOzLzCg4fd84IOMLpxhfWOTjfUNNtc3aDbWGDVj7rrlGF1yRAK33nkPj3zpC3zzt3wrd504gowu8uKLL3D+wiaj8ZgmJbw1bllWHn/iCxw5dhNSH6RLr4gUOsccc8wxx1cR3J21tYu88MILrKys8LnPf56HH3yQd7z9bYxGW6SUqOuKEAJN04IIdV2TzNgajxgOBqyvr/NjP/ZjHDh2jD/0h/9gvq+CYVhKKIInqKRi81TDqS9e4Bvf+h1II4wuNqzbJs3mOQ7LgK4V1k+/yMnHz2RDyUbEzyt3v/H13P/A/Zw+dY5zp88z3mwYbQqrHOUrDz1Nt/Fl3vL+txCWR2SLZ46Fe3nIya8O7Hva6K82KMrHfulj3H3X3eBO13W0zYhmPMIt0bUNNx8/jqpy9uw5YqxYWV7lIx/5JZqmpa4HWCkbbK+GPEVzvKxQjMoaRudPc+/tJ9DUsH7+LBdOn2Tt3BnGG2t411GLc3B5yImbjnPmzGmefuZpjhw5ym23nqAdb3LhzAt04xHJDesapNlkmLZY1jFV2qDdXCOq7mv+5znmmGOOOb464e688MILhBDY2NjguWef4/jxYwyHQ1LKrkVVjIBjZnRdVwpbwvLyMoPBgLquOXfuHD/x93+Cky+8QLIEkgs8xRhRUZSApsCzj7/AB972e1iUQ3QbgbWzDd2W4uPA1vkW2apZ1FUe+eJjnDp9lrULmxxaOcYb734L4wvGhefXGZ9LNGvOIC0TNhdYtAM88fALPPvlU0in5FrdObB2XxM1vMowlwKuga2tLZ568ilO3Hwr1jlbm5tUMRK05HzHCQLHjh3n9OkzrK/narhffuxxzpw+yw5H0leDHC991bbLOdzMsVeIgKcOrOP4kcO0oy3ESgXYtqEbj0ltg3gitQ3DOrKyMOCFp5/i9XffSXDDmjERpxmPUA3EkKvXBWux8YhKYby1WUyo8yU8xxxzzDHHTqgqbdugIdC1LWbGxz/+CY4fP8758+c5fvwohw4d4vTp07RNS13XaFBijAwGA6oYERGGgwGDwWDyuaryyCOP8Ou//nHMcjplg5yRrsTmrJ/bYGXhICduuYPz59cZNR0mwuZ4xFYzZtx1dMlQDZxeO825zbOcXTvLnXffyfrmBs8++xwbm5skDHOj2WrxUaC2FXw85MtfepquKbnrNWeFm0WtmK9WvHZ7fp14/rnnWVhYIoaKjfV1Ntc2aMYNTdOQug5LHSKwsLAICE3TUlUDkhknT57EzBDJWVxeDbh2fPwce4EZSKhIJiSDlJwu5ZLYqesD87QU0REWBpGDSzVL0Tg4DHi7wdbGGltNQwKSJTRGOmB91EKo2Bp3VIMhyaYyocwxxxxzzDFHQUodCwsDurYlVhWPP/444/GIlZUVNjc3aZqGra0tuq7j6NGj3HXXXRw+fBgz4+zZsyCS0x2T2XxBCCEQQyS1iZ/5v3+a06dOY264OCl1KErqnM2Lm6wurXLuwgUSRmMdozRi7CNaWhob0VpDR8eYESfPv0AKHYeOHebs+TNstZt00pG0pdWGzhsW6pqucSpd4ML5Dbq2y8H9fRS6v3rkrP3GXJC/Bk6fOsOwHtK2HRvrm4zHDV3b0TYNbTOmbcd0XYeIUtcDzpw+y9mz51hf2+D06bMTjfXVEt08x8sMUcYWqJYO8sUvP0nrgaaDtsuBQF7Kc0scQKxw6xhqx2rVweZZxhfPMh6PaE2QUCMiNF1iY2RsJGU9BTodoPUC5k7Q+byaY4455phjJ0IIjMdtPkOahl/8xV/AzHj++edp25YQcjDroUOHOHDwAF3XkbrExYtrXLhwgaZpso98SogIGnIdk7bLFdo/++Bn+ezDDyEqk1hiRamkQpJijXH+7HlSSiRr2RpvsLZ5kc3ROlujTZrxFm0zpq4iFy6c5/jx4wRVtra2EBWqQUArsNBBzCK/YZhD2+SsMrlybu9dsH8FTF9tmAvy18DKygrnz13g/LnzbGxskrqOrc1Ntja3aMZjsKwRtk3D4uIi6+vrbG2NGI/HLC0toRpxe20HYryWYAgpDFg9doLnTl3gC48+SUdA44BYD6iqihhrTCpaU0abm9BsELsNxhdOkrYuEoPioaI1GI1GnLuwxsVRx3oXePLkBQ7efAf14gohRrp278XD5phjjjnm+NqBSK5dU9cBM+MXf/EXeeihh7h4cY1HH32U0WhEjGHiKtN1HefPn+f555/nqaefQkRo25bRaIS7kywL8yJC0JzhZjxu+OhHfonxaJRZcYeuy8W9lhaWOX3yLN1my3hti62L69AZ1nZ04zG0HWpQoyzWiyzGBW47divt+jinH28M7xJt29C2I5pug3MXTzHuNtkab7G4vECslFxJ1nPE7WuYkX+NZ63ZdjTZzibjJXVU1vJuvfUE6+sbrK2vIykhKQeB9P9SMlKb84kuDBZIyTBLqCrHjh3LpYiTIfoK6ExXy7o1x8sCEYUQcVng8Il7+PSXPofE17E8CCSHIHmzu7C+xahr2Vq7SLO5wWh9nReefY7h0hKEAePOGW1tkLqOtbGxxYAXNxtYPMzt9z6Aac4mEMNrfAnPMcccc8yxA17EmJScM2dO88//2T/jwOph1tYuIDhd2xBCFuCbruO5F07SjEbcfPMtPPDmZb70xS9lAT91iAhVVUHqUMmFLusY2doc8/DDD3Fh7SIHF46hElANuDgrhxZ5bOspnnnuKRbqRcajMZtrWzSbDd3Y8OSl3oXgjVFLDUnoGiO1hiWnS0bTtrRNYjxuaaxl7Jt0wbjptjuJdU5LLl5kKylC/WsQr1kpwMmFQ3KxiJx7fLommADixuLyIoeOHuLU6dOsLi7SjsZ0TUsyaJqESKBpxnRNh0pgaXGRjY1N7rjzVo4eO0abuhwAEoTU7a9M7UWSl0mA6xwvN9wT0NJpTXXkdSwk5dce+jxvf8MtrEbn9AvPsnbmPK0JsR6gIhAWqZeU505vkE5eZH1jE3cI0lAPItXhOzm1GThvq7z5He+FeglESyGs+bjOMcccc8yxE+6Znvzylx/nmWef5dlnnuOJR7/ILbfczKAe4Cpsbm6xNWp53/s/wDve9W5+zzd8A3/jf/7/8OUnvkwcRswMVSWljvFok65rsNRhrTCoIufPn+HixYscPHoTIhHrnE7HtIsNx960yuc+9SA3H7qNmgFb4xFBa4ImxjR0JBprSJ3TpcSFtQs0wwVSSsQq0pkzGneMtlqaJpJ0wIWtUyzeXHPfO29B4hhJi9BWSDCMEbm45WuPuXzNCvI9JiWSd5Qe3P46GAx4z/vexS/863/LsD7BM88+xbkz53JO8FEuRby2vgEaWFxcRFRZ31jnAx/8AIcOH8RJtJZTJOWg1/3Ha29av4IoVTzNnETg4NETeHuBT/7u73KganjTXbfzlje+maoeUg8XuXjxIqNRdsXKG2bi/PnznD93josXXmR9Y50nH/sy7crtvOldv4fh0ipeVLSMuSA/xxxzzDHHNkRy1hpwBoMBJ0+eZKFe4M7bb6dLHePxmM0LW0iI/H//2v/EO9/9XmJV8fHf+Di/8fGPs7K6OhHizQwzI4RACAHVPuJPWN/Y4Lnnn+eOu9+AqBJCzCkpq8DR2w7hmzVfevAR4niAjCLrpzexzkAdkw7DwIUYK557/nlEJPvUpzRJfenutC5c7M5y032rvPsb72fpcE1ik0ifuS2Xb3qt5uJ7zQvymXmf9kDJk8I9m226tuUDH3gfv/hv/w0f+aVf5JZjN7OyvMLi0grnzp+naVuIFeOuYZxGXFxb4/CRQ3zLt38LXWoJUVHNaZncpyq7zvG1ixLhbzmFDTefuJ2LJx/jg++9n0N1ZHVhkVgNubi2zpkzZ3j00UdzfYK25Z577mFraysHsoaKpeUVDi4sUR2/g9WDh2jNQWWq+vAcc8wxxxxzbMOdnGgjKIcPH+auO+/k1MnTbI1GtG3LmfPnWVxY5Pd95+/lfe97P6KBRx59lJ/4+3+vpJ4ME4G6R4wxJ+4QRcRxcTbW13n22WezT34ytCRfMDMkJk7ce5CVA/fzyKeeZPNUx9333UWwmAV1SRgJ9+wS0TQNZkbTNHRdVjbats1nYxjz/m95gLvechBZgk7HiCTosrAvrshrmNR6TQe7Su8LX4Qi6Wv8uiIo4oq7sbK6xH333UOsIsOFIUeOH6Wqa9Y3tri4vsmFtXVWD66wuLIImnjXe9/OsePHCFXA3MieYNnFZY6vbQiAWy4yLkrnTmuOVAN+59MP8juf/gz/+t/+Ak8/8wzVoObM2TOsrK5y/wP3I0F57vnnMHdeePEkp86c5cLGFqfOnsdEaZNBCKV6gVD2vznmmGOOOebYgRgjbZO44847+N7v/V6WV1ZBlbPnzzMcLnDb7bfzJ/7En2BQVzz1lSf4u3/nf+P0qZMsDId0XYdqzinvnklIMyuCdZtFZneapuXixQsIWXi3ZDnDjSqmHW29xurNNbfee4zXP3AXb33nm7n1jls5fOQIK0srKMpoa8T6+jobGxusra0xHo8Zj/tsgAIKwwORO954jPpAIi4ZLVsk2nz+uWSZ7TV8GL5mGfnMwOeAC/Weh1dUoE1OrCq8c7AW8USQXFzhC1/8EocOHqEeDECVpksMFhYxnHMXzmI4w+EClhIeQo7wRkhdIohAifw2S6V60P72e+JKNMfLAilzKefWrRCpqKplLmyMGKdNjp44ymA1cvDwYcZNwxvvfxOPPPooX3z0EVYPHODAwQOcOX2GxaVFRuNNYj2kXe8IsUarmjY5ojCPYp5jjjnmmONKSCkRqkhU51u+9Vu5+3Wv5/Evf5H1tTWeeOJJ/p3v/E7e/Ja38JWvfIUf/ZEfwbqGxeGA9dSytLRESommaYCsFIzHOUNaT0i653MupUxWxipmL+Ui9Ju0aJUwDVSLwqlnz/LU+CnWTm1x8dxFRlubtKmlm6oi23Y5oHZzc7OkyAy0qWXpQCQuJSyOacxwFVwcUpZotp1rXpt4zQryE8h0gKvQNYnhwjJnz17E2oQodKnlvje8ga5L3HnnHTzx1Fe4uLbOuEl0nujaRHtuk6WlZQTh1ltOsLU5YmOtRTUvguFwCBHatkMXBoWpfwXgXhbia3nav5wofLkI7tAhjFrjyPETrOgBDh9e4b477iAEoR2P6cy46eabqQcD1tbWOH3mDKPxiFjXHL/5BOc2NllcWWbpwCG65CCRHJbt89GbY4455pjjsugFbjMjxsjr73sDr3/93ZNsNVWMrK+v809+5mc4fuwYT26u0zRjrAjwvVtNXdeMRiNGo9FE4DYr7p3OJJmGW/ZQ1xBAjBiVUbtOZECsIiFGjh27iROHhmxtbLG5sca43WJzNGZjIxeoatt2krp7Y2MjKxItDBdqnIRLcaWR7XST8yKXr3FBXnDUSxqk4lZj5nzsox/jk7/9ac6fvUDbNlSDiCcjdYkHH3wQ0chgYREJgY4c2GijMedOj6hi4HMPfZ7PffZzCEZQZXVlhTe/5c285/3v5fhth2lSQkXn/vJfs/Dy/1z8qUNZWDnA0JU4WOATv/lbXDh/lo3NDdq2neTnbduWlBLupYhYUIYHjuBdRb2wBBIxtPjD9YrgfBLNMcccc8xxdYgIyYUgEcQxdx750pc4c/o0J07czPqFizRbW4zHY7ZGo4lP/Hg8ngjZOUuaXJYGLA4H2VZcyMJaazRFLpw9w5vvfwe3LL+Ok0+d5tzmWTY319nYWufi+gajUTM5/3rf+BACMUZE4eL5i2xc2OTwao2XfoinIsxDPg+d12pRqNe0IL97JqYu8fM///N8/vOPctPxWzlx022ICONmxObmFu94R+LCuXOcv7jGqTNnaFLH1nhENag5fPAww7rmwMoq6xc2uPnYcZaWFjh04ABuxmd++zM89sQTfO9//B+gwwGhBJPM8bUGnwTdOIKh4MJwcYmHP/lJvjS+yMG6ogowXFhgZXUVYOIP2LMbKSXGbcupsxdo6iMsLq0wFkEk5DIHk9iOuSA/xxxzzDHH1eEIiJIKUeSe+OhHf4l3vvPtPPn4E2xubgBMKrmGEHYI1r2gbeY5QFWm7w3mhdQ0w0oJzIEukTYCZ164yGD9OT73wpNcePEiG+sX2RpdwOgyQWWyI0uNiEwCXh1ns2t58dnzHDx+E65CGNRgXc5DL+Diha2fC/KvAvjU//uPdPJZzhDpJSvIXpHVR58ESDgptXzhc59nMFjmueeeZX1tk6ZpGTctw+GA1LYMFhYZNA3f9K3fxAc/9HUsLC/y6U9/ho/+618iiNJ1xtbGiKc2n2ZQV8QQUMmR4w89+DBnz5zj+O0nymLR7c6WKHCfCr6dDQwn9FGYgCAuxSpWXGxmIgvKpMDDdiGqvrhWjzyKs6hz2/v6TzMDmQG3vvFJYqqZqEuTvu0OWpZd3uo69QfZ/UVDRIaLHDh6jI0XRoxSzjzTtR2jNhFDIFZV9g/Ukm6rS2y1RrW4wk133IuESEqOZ9VgO2PqjLHfBkq5zFy/5JN+Pu3x4XaOWm8W3nnvWfd/8uiTxktjvvPHmWF7O9uRTdd3/crL1c98/0vdvoRdW8EMIFPfbavP/dMwg13mUkzOIXYO4Vd/Eql9X/n5/5Nmy5iJTy33MpP2+miTyTddIbH8813Hn+/+4EbgV/gHoJNz12FK/tgLpNx3csIz/Qb7lZAslauOqnDx/BobmxuoKiEoq6urE2E+Z6fJZ12MOctMCFlIFjGSST5rZTthiNBntMlZbcQDNoZBGJIa5xMf/y26NWExLiJiGC2uiRgqggSC5zY16CRgdjCu2BptMVw9gDgEGaAxsDVuCNo3Pe1oOqt5vC27yNSE2BFjWObqq6GUy1UFedlH7UbFEO0w6UiiJIm4RNwc95pOhDYmAh1V0j0Pl6OYLjLuNukqx+MI7TYYhpaNiye57a67WD12NxoW6FIsQndCcI4cPcI73vkOFhaHOMab3/ZG3vWed/D4l59CPKAihGi03QhH2Nhs+PJjT1HVh1iuD6GidGmMiqJJEXMstDTR0FSx997lHrp0mBpJKkRbPED0IaFtCUlIEkEjri17XQAKxBQIViPuWNwEHSHUBHE8GVTQSUPwaiaHrFGDB9QdJ9BJwHAiA1Ln1BihHWPVoBd/bxwCVTcguNNUG6TCjksCFSF6QKwGG4I2iHRocX9xS2i1wh33f5DTh5/j4pnTnL94hnZrnZQ6AFTBLOBuVNWA5eXD1EcPcej4rSwfOk4jgsYcWORl85SemZ8hkl9L7ZHJ2G1nE94pP24ratuHCFPXt+8EkONQMMtHTDHdGkJ0Jh5Es0mvVQrA4Yg53nUQFVfFdKcwun3wc8Xnv9Y1ENpylA5V8+8ahN4KXA7V3ffZE3ol03IFxlAO9E7yuPQbvnEpIfJS+taPfCIX1Os/i+LgCRVwzxksMCvp4WYAz8KJ4kU7UkyEVkvuADOQ/Eyys173S+xbYRnLnImS15vhNCWgb6CCOlhOi/1VDd3HmC1H6XyQz0qcIEYnRistIg3qIKYIYSbnhJAI3uGpBalIPgBqNIFOa2CaQOwGJbPdamWTUwiroIzBGwQFG+I+wHUTJOGu7HX1C+ApoCHQSot5DTokaEulDdYaHg2hJVLnyvMh4J4IQfnYL3+M8bjh4sY6EiPDhYUJKw7Zx76qKhYXFwEvqS0Doo6HEcsHakTBuoj7gMQQFxCrEEYQR7zzG+7hnvu3OHt6nY2LI86fP8+FCw3jkZPGG1kJUJAAsYKlpcDCygK3HDzEyuptrNxUs3AMmriJAVq1BBJBGtARIVb4uEZlBDcwl3034Sh55Yc0RFGU7NZq6rjnpChYg+ts5uhecXVGXpp9eoy8JzuBEGpiCJg4Kk50yxqXQCcgHhCv9tyeIFhKVFExjFZgYbjA9//Af0ysFwiLQ8Y0DKoBmnqFxnPKSnFCUMzGOX9qNN799nt511vfhOqAdjwm1oC0mDvJI+Mtx8bGYLlFqjGhasHHRF8BixgLOBXqAaHbc/8A1ANugmgAH+HeYakwxWFEQiBG8Nm0R2hxOkwUCwlT6NqA+gLRB6S2I1ZMrCx7hUjOHRtIZN69opvwOELbQR0iLu22gHPjrYFkFcu0JangtAgJ8zEd4LIOOgKGOw52J2I+QOMKR249ysGbO8RHeBpnn3jyptk/oarmrEkyoPUK10CyvKFq/yzbTzVjXPsQmzypT2w6O+jJaWZ29/12P6/v+JVsXu2iFkGMLMzDzNJsGoZqKM/sYMUC1s8PnzzJZf/+ao9xSd9kykLl5IOcrJsUMmnCmc2ie14OWXHP88/znPFpNnLSv2uPzXVdk21WU3oWq/wz8nt1d2bWSfF8UE/mhZBwPMaSw/ryCu6N9E2YshhNE7re2xzKSvDL2SBeXsx63Tv1jO94tbbAaDOL6w4p7+U5o5ui7gRTwHCdhQzikIRaFzKBFwRzQ7xDaXExjJCfYQbkpeN4ghCGuHVYCogFVEKeRtKCboE2YANmMZpa5qPTgVckM9wNNwUfkMxJ3hX/+EibYGn1GN//A/8FwMSVZTsRxq4e7ZreqjWj8SbD5ZaqHtJai0tHl7YQGaEKSIexRcsWYTVwZDVy5HWHSSZ0zQmSOeJK6kJW9NXzP0mE6MQgaMhW6KQdFgz3UBQlRQ3E8zk87kYMZAFjcMW9+2rYvX5dxiBOtDxHRSxnosNxhdRl+Sr0KTBfYVxVkG/29QEVS4uksaBpRJQWlQ2iGWqJzitC1+CuBIszICKdWjeI3QbSHcHDATbTAtWx4zRNwmIgRCM1G9RmO85BQUmN4SKICm4QQvFf7pxKAxErk18wdwbDAWnF6aqOLdtCIgQZUacR0QQXxT3mg13z8+0FghBlgJmSIkCX3yNGEwGMxjs0OppmNNDS4LEFH+BUmA9wP4h3NSGNGWpFO9qaHX2lY4Qx0VsUI3nEQkStJVQV42oZN8O02/NBKzgpdLg4TYAkirpSC/kdh0QYbiB6BvWbcN8+ELQXEpNl8yCKVQMYVITC7k0zIA60njeKgYeSDSA/BTD18+wRrrkHFkFqio2fFhC3PyySzzUetZcxu6IgpwBJwYQdefJtRlNUJeDiRMkCL5aLtLn4pDG5jue+HjhOpb5NEJXbmmargIlgJc5hNq4ZgmleXqEohq6KIITeCm6FMZxJg/19ZPojxLKa0JIPZqLMrGJJ5uC3hQ1H8vt0iDhSrB3Sa0p7ba+3NvSWIYM6ZAc+7cdTmFh09gvDGd+v2c+KMmK4bmE+JsgCoauxtEAdQrYieSKkCNLhMzkrhCAH8XaYXVqrLUbdmBCMrAZmskV8AXwwk/aiLjHqFA+BGFcQX0JslI++YnnALO8/M2hRPYFbOUtqsEx+NgJSVbQ4FpQxCdxJpXjT6vGjmYwsvu3Zd/4ytsUdDym4VRxQo7XziIKGRPQxITREOtQ7uqQEjbjl+2eWO6EaqIeCWc7sNpQsvOdVZfl8Ect7R7GQBKsI3QJ4haPZyqIOVhOlQqoxTbuOUHEjitHuLntwkJZONoieENlEtcI8Iiqo1wRbgnQBbkBxmDWuKsg/9sz+BWMKCXyL4WCJu28/RGJMHSFYQlPWtJIuYrItRGz/bcalBXp9wh765P/5Z3UnuhL1IEuDIY995SwxDkipo4oVXbtOXRnSNcRemhApbIIjqqgGxm2DlokobgRdKIRUC7TgiUCFIDTSYrGBYLx4cpO7bruJ1AzJp6uBB0yEpNXkWa+/b9uf938XXfNeESKJwEI15OTZdS6u50XTiWTt1+SyU3+n+HjtaykUgblIYILTji9y7Ngqyc4T6pZExKX42mVR47Kmqevpt0mFUlHZGCUBSusBqZfZHG/x+WfPUZNQbEaMZ4eL0YXM4GgyKjOqGGnYYmvLuev2I8CgsK8TCi/3dpJ/10Dq4iKzLcj35bDdM5MZXCY5arSvP+A9wzrtADA72MYUA3YpMVO++o7rl8jwV7p4CRw8UVc1tqL0/qm9tdkcOr+O21wnhF4JynfrmjZ/Ljr1G1OtzUTWzfPVHaRtqZYWM1umngXA6WJ0s2iudxFK5Z6qpHEDTS6YIgaOzYxFys+dzSe9yxcpUVU1rGyHfduMGiyeuTvGprxBBEjjBqfoDTNaGjKl1+WtzYrwA9p2hOVFGkn7zMnPFl8+9cl9bM2J0Ql14MTR+2iSIiwjKIEtAmO0J7dm1GKbBLxiYVDx7KlHCTgdW2U2BfAKqJi4E1+u4Stsue6WBdUpBCKpDYS64uS5Z7jp6J0kP168CQSREYLln/e8NhwsYdqR1DCJDFjl5LnnOJ3OI1rRSIdryplegBjilLUu36P3iRfVS7u6q89mFZCoY8LcsC6QGHHL0TvQkDIhSYV5Jjjze4JJjJmUn81xGnriJxNaIDptsxSCR6IPwGp6B8E2bTGoI5vNiCdf+AJ4xG7E2i+gsvPvTLIipC6ZKJQt8ICyQrIKM+O2o29EZPzS23sZIJfTvnr8if/qb+3b3qQkKt/gWz/8DbzjHfejukWULcQ6sKqwvBF0hEs/8DcOQYhtxHWBTz78Jf7lL3+CkdeY1KiQWV1rIA5pqHa05uQKZrGKNF1LCFkRMatwq0EVpyVISxTHWifKIAtlNkJ8k3vuOMEf+0PfSR0SKpsITWYHRLAZxSYE9ezzrAt0NmBzDH/v7/8UF9YanAVchzmCfTbhoLgWNxEPpchWyyAm/t0/8p3ccesKQS8CY9yG7N2cKCRqIBK9IVqLICSp2aTmX/3yb/I7D30JkSHaxRlslhTpKGEE3IeoVZBa6tDgvs673/VmPvzNX0eUc+gO96jtbDSOE0Sz8lSKWWT5vrgFFNOmu5HwLOj17OoV1urrT7xhZrazzUeeuObC0uI64ao4zsSg457TqhZXisurh9vI7LSyeOQIujDMryAIkxxmM9998nNjTnvxIqNzF8o8nX7O2TbcC7qGUS0tUR0+BFEpm8xkWorNghL1bWuXAaZ4Mtafew5JTjAIxQSSZsTAqkthpqUoJpmdXjx2BF0YFGYrV8neO3zX1/JtSR3cXLzI6PyFbPWaSUKEUixwSq9Lmv+5QHJjYWGJweFDUEdm7/ByFUSdaWM/+GN/eP/0EA/EbpkPvv8buf+Nb0NsgWBLiGd/cmWUGVoflrNij5DsDumh4QuPPsiv/uZHaH0NJsRTBdQgHXID8WKTLGLTTbohFsEGHDtyK9/57X+IQVxFbBFNNYLk3+ktl3vsoLhiJDy2mI7Zatf4uX/+U1xYPw2xoWUEaoWxzq4yWoihbMHKbk1+Rf/yXWSaOO4d4oraALohg3iAf+f3/kFuPn4bnmqEOitKPkXHFWtt/7NIIT17y2T/Sy6T805EUZqSbrIq4yXZPatq+NXf+ggPf+F3IbZ0MmIW5k33Ae6DbEFgjNJCgooVPC3w1je/i/e95+uI3RKzchW+Htxy8I7LrvurMvIXfOXleZrLQOlYTCNCnVgebhB9jVAYbRfJmqsNUFpERjNoUQg6oKFCRRl3FVss0EqNuBE9UHnFONV0VWbRpLC7WEddKW3T4h5wCbQYbYogyzSNEatF8Ab1RCCgKRJMCb5MbSPaZkAdEkuDdSIbCC1IDogRuzHz0E44SRsIYGlEF1domppxBxvdEolVYIFEwsLeg10BNMnk0BOH6C3uFxgstCwMz1FznmACnmbAQAqtdBg1wRPqLYqTMMQDQYStrqLVxbzRzOCQzT6Vlv0avWzGGE3qCKakLrIcjaFs5oV/xftk9xrRia/WZeH0KbX2D9W1Ar08B1Cm5FidXaUkKGsb61QhsDhcQJEiIF9rTgmdgauCggeZlOh7eewNgpQUZ6n0IwKhmLd94iE0m1alKAnmVvxyPQvxobjPiRZ7lOAz0d3zjHS8KERMxqsyz8Kt90wT7JkM8fJvcishKbSSx9RV8tjOTOTsXZDKzOozmE1Z5KPlMdWdwRc32Fo2lPbeQ1beW5Wya1QKSsKgUmYQs/iSn22W2PSTM77jlSEeqRJgA5bCCQLLxd84xzwJY9BxdhFhcRYNknSMxXU0KGO7wFjOY54jqsSrrGhKgzMD2UIcSKgqagugxxhUqyyGm9BugUCNWCx8RWIWgjyuhfFuMVnHNbE+vsCGvAhhi+SbhUyqLtWHe+7ieh9DHGizW50PCF6jLCCmKAOGnCDKImI5XDmjnGP9upzEnmRyq3dD7gPY8zXZ/hpK8gyPWUEikLRlLBdxF8a2TmcXSGFr22K8B7gPwWvQMdCg5Ni1kC4SfBlkxGJcobJjiL/yyR+v+gRdvLIwMmuoG50HkI4gG9S2ibpikjBpEARlkWBV0Sr3Du991QA84lLn7CaiJag2c4rBuvyPjpDGnHvxGRIt6i1iDY3Auca56bb7kAiV1GRWtUXdUHPUoAuGWyC6IhhBtohslAN2gEvM/q02o2xBHgBHi+tMcC8ZHpROEoERRqILaRZ6A9FkexF5BVZhUoFYNlGlIdEiMhupBdFEks0i+Hl2bXKI3uVsEtS0UqMxITMQzoQW9bI5eYtpk4OyUerWEN0iskbdKXrVOSokkcxkX+W9B4cqzYKxuX6E63BGz3MJpEs07vzMP/kZ/sXP/wuOHjnK933P9/C2t7wVaRPhWsqaU6wNJXNMyMzujtlxdV3npcHBtWSKke1+9EKtwMR1T/0ag3Od7U1nhnEx0F6I77O9yLYryCxQDkQXsp94ET6D+UQgzYpk/r1ZoXeSC56LtfQPkARcsnA9G/e2YuXolS7JHZSSzSa6EXvlYhYtlntNulTmS58Ctuvljr4azlcpbEZn6vUg76CZCde0TOwWCJbPCHHFpcoxRmIgs5FBgkVIMdvGtCVpR9LsjqnWlPXus3kPeZJmlVoCyoBgyyjD4m+9hciwzONZyVh5zxIzLAmKIDHQZgNk8SWPs3EyLfs2rogPykY6wmUDpEExlETAcmzOtA957343JWw7gkvRJnzaIrr9rGYBk2GxAJaqri4oNbhg2tJph88qo7o4rhugW7gYyersky9t2Q9aIGSX6n11qrv8/Lxqr9X3L2uNkAUvQ1E3ggXUBpha9u2SlF1PyIGUe4dhukXKIfNFaM/RyQBOwIkIKbtteENNQ2gvcvbLD/KW+27nwx98NwvB+K1Pf4af/fXf5djKMsuHK1qMrgU0ZxnRcsi0OsZlgKcAJETGCG0W4m0p+2UVN5cZyNXZfJYcta4oJ8UErpbdk6RBLBGQPSux+TwTAl1O0WSLRTGisI6BkJaQNMS0nckZKz5CpSERMVGc7NKTs3Y46pqFGPbuipVP9EQWgRIiDSlskNQxXyAmQ2kIjIF4zfzAJp7DrK70a8U1JXEtB5XZ4noi/t0Eqsi4bXnimaf5P3/q/+JP/Pv/Dz71yU/y9//RT/KX/uLdHBgu5uDeq92HbQuOKbRFutZCjU+29Bm9gIlBV7YFeSksNfi2j/dkNs9ig86su5P7mFMt6ESIn+nYTj1+b+7f7mP+moOIfZLNes/NTSXil2IO1zJ3t7NYw8tBV/f5qcKk/WkrwRTrd+MNTBSGVBj5UD4XcyRIFjYnAZlfvYK8zCTI83rbEpCu7NM5fXBgVFKW5swyLlqE3G7v89QV8brcJ2dBMQFDS1pUK66QOX3iXuHk+AmRDrGApwq6ISFWKGsg4+zCY1Xeb/c4TyfWKSBYlp/UAZWcypuKYDVImFGQO7jF7K/uA0zGoOuYbpVU1l32HdfuKrtMsX3K9E+UJXTp3xixyH05Q526bCv1yMSnXby+7N+/dBgiXU5KQAQWgBzbECQrgHiV5bd9XfaXt1BdVZCvu/0zGQiUTB/Z7BSSgC2DGx46TMYoMQtOMot0iZlasanjWkmEIjnkYEUlieaDzxOVKMkSb3vLm3jr3TdRp01WKmHom7z9LfejVcSBzqDTABKzSCABIRS3jwr3WNhyQ6TBJWbBTgExku8sb3JjKAF24iWneQB0ygc/ghvRPKeo2uPkF8iaMgK02173kvLGRQJfwBGaOAtzIjk6vgTtdhJzxhXpn4VJGrPKYxHW9gLHNGBE1GqEcWmbnG3IARvkdFp67fmpbgRPV30NJoE27Gc6ievLDiNVJHWJOBgwSonhyjI333EHh595hlPPvUAnObf3Nd/4FPmSjdHbH/XnjcgsZsr2vYx+82e74Ymo7Zj6Nmm05wYpoqaTdPuwmU5dODlXZ3UY9Jbrqbz4vTjtQgmyzRbCWbzXpL0AMRm5y5jpZ6aJ7bz3lOV9uqZBtrzMoHdTJGGfSUn7rDilncl6+eqV4QGYVcrj62ysbNINkFAxlPXsd43g1Jh02chhcSa2VPWeorBSdCqrsoIixXJu0tGniJ1BkyXtsUNx98RzYUaZRE+XHOR7P+pxUjnzYsmSpSRrMe0QtRKDk92DZ4FcDArw3s2tw3sBlxqxCsfptB/s6X5OWzt799FCIMn0At/+akjJ395BTpw9lbJZJ/uq0M2GHnHNSphUiA8wW8HILnVZOanAa5ywnwbzK+IajPx+lrsVcj7zbGYxmU5tFnBCYV0d07Tz73bAr+ta5tzypEkitBpI1JnhEUO9Q0lEFRItbg0SDROnc+MP/MHv4mf/wd/hF37743zXH/tjPP/QKc6PIUpHzYioNZ0rLhEk0JkQrcYs0qnSavZnzRuM5wWHI7SZ0d5D37ZPOCfb8T1ryiLFx6zKPrTFRDWrYjt49odNkhder11PstOEFpcxLt1lYk9fWt8Ex0wQKvBQtoadGY16IUY9zECQp7CNxTVI8sYsFpAUM9Eq+XAwSbt6sOv5HYRU/HjZIdDu+CsBV7uOuTA7TGVhLB9IruqnYeJakFKH1DXjruHOu1/H/W97K3/mB/4shw8d4n/8S3+FenFIZ04lWrISMClAUo6AHQ1qMUMHKAFvO3srXNr7G0F+Y+VA80ymShFw88EraFFqZ5JkZXIOyYQpxssB1G9tzKZvl8OOdd1LnuWh+jz9e8G2PD39neMihfU3FJ2kVp11P3dkmJSdY5bL0e+dkZeibW0rXT2vKyDbLli7s3B+tSELYfvYnmb3mpxRLKeEdTFMDevpNe/zuu/9xU4UPDQnK0Ay0dMXoJNeGNz7e+j3a5Fc7E4lp0dWU0TrTNd7BYVcm02DIVsayK5JeATa4lWRnwW/3Ll7gxADbzNjoA0u+Ty2VDIAeUAkFFeeqY1u8gD95z61L+/W1HfKa1lSAhMtCUUoAcM5LbSJFSVpFp3MZedy4o6QFRbJ8p8Vn0U1Ke/5lcdVnyLtY93p7N/YIp5wSaTQoGwBWQibVJN0SrGIK9/peq5lwcFJktmyVgOt14gZaiO0W2O0cYbN8y8SxQhVxRbO0rBmGIxf/tVf4Znnn+XQsYN89qHPEtMt6Gidptvkwto6JoHOK+rlwyytHGNhYZWuNUaijGOiqyvElGB1mRjZv1PN6fRK/bu+vm3DswUAJUkuhyxWEUyxmHLaLOlTXe4V+X26GEmz20j0nMEmpAHiJWOvWPFx293mS+1bVvAyw0qu8uZp6lBg4iqRZFbpJ41sYWgLi6AEC9m6TgJNJL1cOs/LmAol7hJoL9+mXtHT5eWRGjJDVfiRXsHQvCFbl7KP8KCitY7zo01+4h/9n3z+S1/gL//Vv8KTTzzBj//E38M88eEPfD1dSZ8ZQiClFjdDQwDxwk47uKFkV6iSmO3S7s1aSHJFTKY8IrxYEDRvzj15NIM2ezcPdcmp2F7uDAfTAno5E/uc/H1N3tzv2aT2m5jxi9TrgGkRlTyLTVNlw/aGKRmgzxe/neg9uw2J5Gqd28LBXtrzietVsKyAaflq/f29p+q/iqV4yK4s+4S8v2hxh9YSSzXENBV3l36dFKZ2zxqnTPYVk4BLH1SbUM+ZozoJhaHf+zh6T2r1hIFky3u2SkeEqrheej5PZgEPRW4yjAq3SFBD24QzzESWdDizCT7P+5rh0mblxxW8hlL11L1FpcuK/HSD20T8JR9tfz4t7Be1yLPbcS4A1+eSLwqfJJyEqaMW2KuvyzY54GRV0hAfkzTh0hYrXC8L7K8CfCVco7LrPj0F7BLseurKwf0StmM2ppM8FaSwKVmY6AjWErqLnD/5Ze654xgf+rZv4c6bj7KxucUjjz7OL//qr/LgY4+xee453vvud7GyuMBnPv0ZPvmpj3L02GG+/kNfxzve8WGGS8ucOnORT37683zhkYcY3nQ7w8WbaGRAEtu172/nW2bS1b3zZdt6bS+cXHp0T5+Fe4ZP6dO7+rf9xWfUv6l7y5Qr0iXzaOcj3Dj8Kj/lT6b5g+tq7jp+6RUVD8q6EyBZoh4OacdjWncef+pp/uf/9X+hjcJf/Wt/jfsfeAAz52f+r5/if/u7P8pTjz3Jn/wDf4SDqwdIXSKEQNnhJ/2aKAwFsuvr7LF9iuw+sneM58vNru4De7ttt9rV0IzbvuTIvcK9Z9bkFaxX+dq0lDD7FzzJ0PM1if3u2aU2t5kpfJfg8iztdgVg2bF3zw55subYuxne9qrN9f3pU0uWt1pyxM+Godi9AIvarFoq9JbPSl2Qy7Z23Y8gO767vHV6+qMZkwbAdvnxaWsBUz+/8rvCq8Mu8Ioga81SAiSDJaKNGErLyae+wB/6jg/yR7/rWzi8YMQ0Yjwa8a57jvL2e47zN//Oj/H5z3+RZ89s0umQ0foFFnXMf/MD38373/summYLF2H9+AJvfd1RPvmpw/zsv/gFlu94N9WBFbpS1Ee0JCQuGQ/c+4C7OeZ4ZTEtEnkyNCht10BQHvnyY/w3f/GHedv73sMP/Q9/kQNHDpcKx84f+xP/Hg888AD/3Q/+EOfOnOXP/dkf4MBwEWvbnBawCND9pvxqKG89xxxzzDFL5JohhjmY56qps0tNdYPP9DLfv+s6Ukql6N52AcQ5Xn68wlPrlUYOaO1dM4bSsn7qKd7/trv547/v6zgY17HNk6yfe4Zm7QV840XuOjrke//kH+JtD7yeu+++l3vufwc333EPf/m//0E+9P63E32TYWxoLzyPbJ3C157j/jsO8q77bubcyadI3YigRWi3PsSuhKPJbo1vjjn2FxOPhckHll0KQsAEvvLcM/z3/+//F+//xm/kL/ylv8SBQ0dou8TDn/siz71wknow5G3vfBf/89/8m/zuFx/m7/3kP+Di5gbU25mmev/0mVRfn2OOOeZ4lWFSJVWK1X+fhVohVyvtWXg3v2JBwVkhM/JTFcznssy+4TUtyPemPKH4OHdjaNf5xve/g8NLQrv+Apsb59lqWkajEVjDgJb77riJD3/gnZx//gkuvvAU3/D+d/G+972bptmiabbYWjsP1tA1m6R2E9IWb3j9HZiNaJtNcrqroqX3ZkXZ9mWdY45XA7JJVtEYMJym6/iJf/R/cuj4cf6LH/rzrB46CCKcPHWKv/AXf5if/bmfY2s8xlW4/y1v5s//dz/Mz/7Lf8GnH/4sbmm7ANaUi8J8us8xxxxfi9iWm18ZgXZad/De1eVlhGoghJCTQnyVx4x8teG1LciXTAc9E+7WUUflDffexWj9PNJt0TVjmkQub+CCilNJ4oG7b+X4slCPX+Tbv+Ed4B3JjFEzZtw2bI7HjJoxTdcxahqWV1aIUYGEe5cnu+SI/Bwt3z/LK/xS5nhNY7u6KTlQMiUMoWkbHv/KE3zywc/wvT/wZ1k9fAhEePyJJ/gL/+0P88nf+m3+4T/4h/yNv/43GI/GuMC73/8+vu07vp1/+s9+jq3xCJ+uoCq72ppjjjnm+BrCNivfOxTuL8x9wopPM+UvHy7NNjPH/uC1LcjnPCTbYQwimEPTtqRkxDggiFKpopLdcDoXVIWVxZr77znBPbcscXTR6UZbdO0Y61pSSuBO1xltm9jcGuESsNQi3qeZ7DXm3W4180UwxyuHaWUym2cl5zcR4dHHHqMeDnnHe96d3W9KjuDDBw8xrIcsDhZYXlwiaCBZLrryHb/v9/H4k09w8oWTqOok1aNJLrIzn+1zzDHH1yq8CNP77Wbipe0+m4X0bjZzfE3iNRzsSo53LakKjSzIdw5PPPk0xx64hY2NhkoE7RrMcqEmQ2lSR3Ln6JFVYh0ZSIM3CUkNwRNuRjLLbP6owcw5d+4sbokQBPectaYPCulD/1y8D/SeY45XBLtj8CUExk1LHFacX1+jqqttH0iHe++9m7/4F36YLz/yGN/8zd/Mf/Kf/CfFN1OJsaJNHZtbW+VAY1LgKfUKw1ySn2OOOb7G0Ae7upfvX4GDfdJcEej9q73YwRxXxGuXkZ+wgSkvOCISFwjDZX7xVz/BqXNbJK+xriN0Y7xr6LqWtkuM2sRmM0ZVWVyoacebSGqRZFhndG1LM9qi2dxgNBrRdMKDjzyJDBYZLixiqSxwzWx8rsi2TU/OZZs5XinsTsmYzLKPvBlveMN9nD9/ni998UvZQuU5wmRQD3nb297GPXffQ9RIjAFx6NqWj//Gb/C6O+/i8JEjuOVkk9NlueeuZHPMMcfXGnqXGp0Ket3X9gFRnSJd/OV2kZ9gLr/sP167gjwAhsg4Fy3xRRpfIRw4ysNPnuJn/8VvsjVeYNwFOh2w2RqtK01yRk3DeGuEdS1qidH6OhvrIzYaYcsHrDdw4eIaG5sbJK341BOn+cRTWwxOvIlxWqBmETEhqeOaqJMxbAX1CmM/q+nOMcdO9LmyTUpZeiVXARZ465se4M333MeP/8iPcPbsGRCns8RwZcif/ws/yDd/24e3Cz/hfP7Bz/Kv/vnP80f+0B9meWl5u2iOb9uh5tlW55hjjq9F9FbIfZOgp9sGrGQcy4XaLqko8TJAtt15mFG9nzmuC69t15pSFSw71igmNUbk8C138lsPfokDw8R3fus7OHfuRZ597jm+8vTTvPjiKS5cWMMMtra2iFF48smvkJoxUi2wsLLC8SOr3Hx4lape4NGvvMCvfvJRjt37XmSwgrtu5+gWygLLFcTEi+A0pynneIWg01YhyX7wqUtUMYIEvv97vo//4r/7YX7kb/9t7r3vPn73wU/z+BNP5PzByTh88BD3v/GNvP7ee/nxv/t3+bp3v5cPvvs9VFUF4yb7a7KtMMzl+DnmmONrDz0Tv5MZ398nYNvE6vu718739f3Fa1yQ75GnnZlTDxcZbzUsH7+df/nLv8Uzz3wBaS5yxx23c8edd/HO97yPI0eOICJ0bcvWaEwdlM2LZ3nqued59uSLPPvM0zz44INIXOaR5ze57Y1fz9bwIEaY66hzvKqxwz/ewTojasA7oxLl3jtex3/9n/2X/Oc//EMcPXaMd7z3PXzgfe9nYWmRlBLnz57j4c9/nr/zt/8W733z2/gzf+o/ZHVhCdsaUYVAiZvdURRqjjnmmONrCZMgV3Pc7BXxkbfSruSsBagIab7hfk1iLshPQ5VRl1gYLENYZvnEvXzhqYf5y//1n+Xmm44zHERS2zIej3n8icf5lV/5Vczgvte/jrc/cC83HT+CBDh27CgX1ht+43e+xPLxW7DqEEmXELG55DLHVwX6MydooG1bquGQpmmIKrzpnnt53a138D1/5vv4A3/8j5JwQh0RBDOjbRr+3Pd8L2+/615OHD5GMBANZE8+ewV7Ncccc8yxH/Cd370CcaYhBNSUBLgZgoHMXXe/FvGaFuR9ytwlxcXFJTAyI6VAGB5mcOAm/s1Hf4XxxjrHjhzgO77tW8GNX/vVX+eNb7yfo8eO81M/9Y84dmgJwfj073yKsxe32EgVZzdrxsMVBgsHsVQh3sw94Of46kCfZab8s5RyldcQOHPmDCeff57b77yT5559juQJrWJ2ExOl61ruvutuHvr0Z/DvNgxBkhEiEBR3A8lMFfoaD9OZY445vuYwcasplV1fCVO8meWik5qrrqr6nJH/GsVrVpAvZRJwcp5s8Vw3PmfSiFgY0KUhX3jkcW5a6rj1+BGeffY5qhgIGvngB97Hx375V7mwvskb3/gmnEA7HhM1u9ysHrmVX374YV7/7vsZm5BSoq7mibPneHXD3RFVEMEsZf/OKpIwtAp04nziE5+gaRt++Id+iNMXz7GwvMz65gaD4XBiSh66MBwnvvLMU9xz9z2QhKRCals0aA6IjZE0J+jnmGOOr2W8Qv60ogpTFV39lTALzLEveM0K8gCOljBTEIzgRpokpVTCYJGDR25iZfUgKwcO8O/9u38YsYYoyhvuvZs7br+dcxfXuXBxjfHGGt04cf8b3oDrV3ji3AaLB45AHCAiDCvBvAOqV7DHc8xxDahibtkBJigJY7Md07QNRk5H+e4Pvo//8b7X8+DnHuZf/sK/4bu/+7v5a//T/8Q3fdM7OHHLCT720Y/yZ7/n+7jp4CF8WPHi2nkiIG6srKxgZJedrusQfU1vQXPMMcfXLASkL/44F6DnePnwmj5FsyCfF5iS8j9PIIrhaKhwVb7+G76BBTV+7WO/xPmTz7F+4Ryj0ZjGoHNl3Bhbm1vU1nDs0BLLR27m/gfu4bMnP8NwcRGXhLdjYh1J3Svc6TnmuAocL4XREhoiv/vZz/LTP/eznD53ltYNCUrbJJzA+YsX+O7/4Ls5euQIhw4c4PlnnuW//E//c555/El+8id/ktWDq6gInrKSPAiR97773fzB7/xODh08gMaAzxn5OeaY42sMfbCrmWPuExeXOeZ4OfAqEuT7uvB+SXJp3+GRMutcF7kok7gjGGIJjRH3BG5Useanf+afIM0Gtxxa4tjqkCOHD1JXNR2BcXJEh7gFtNtg7exJHn/iSU49dgazKheeshZPY8wGQMg+c5Mu+NT/Zcdns4CLT6JtLrm797leZ9De1E1l8vN2i957W7uU8d17m17Gbse7E0o85bSH9ywgIFbMlJfLyStTrX31+k8lN0KMkIwvPvYof+tHf4TX3Xcv3/qhDyB1BIEoNatLq6wePMAzzzzDj/7Ij/Af/ek/zecf/hz/+//2d/ie//A/AoXnzpwkJUPNwRJpPObn/+nPcfKFF/h//sAPsLywgMgVTrfdVuAZv9I8irtmz3RKzBl4wU3Sv+2+0eWW+az6t+O9XWadvQzefTu6eJmbyxU+n12jfds7+zuT8Zu+ff/urnTj/Vz2syZ49zvXuVxuf5bJK5zErM2mMS7Nau6lsvSuFzmD9yCT/3LpjG1Gfup0mKEYc/nTqL9Wfp7K7/6yjLVc8s2Ms2hv79N5Vij9LNn5O3vPs5nb0FKGXCaf7fgFdp74rzSuKsj7PuYzd6ATpaPDaYAGZ0AKSlJHXREb5N+V8Z7bE5zoHZ0v0lIzUqU1IXhNbBPRN/EEh4+e4KEvfJz3vOU+jp04xoK2DNVRcQYxshgqUsnKYali+chxRqvnefi3v8TC6s0gFWNTdLhKYxvUJNQqaiJKR9IGPJRSziAuyG5F5joX3m7zXdKWlCBKwK0r7QguEcwIKaBEOm33/D5hksQTNUM8oKnCJdCKYRrAqvxPt65yhyvNuUuvOQGTQBIBEoJRYUTpCGYEAu4KrjM5Elw60BYsoAaeFFPBPQKJ4IHo5PG7pLmX1rfrvzZbiOTD1Nz5jd/4DR579FHue+BNPPPM03hQkhl1qKBJfP6hhzjzwot89x/94/y+b/8Ozrzvg/zI//6j/MU//1/zzg++j6O33QwIanm7DQ43n7iFf/3Rj/Cdf+D384a7X8+iKWJ5wzQkk1a23TXZfSLtEbleg+AimEKwHB+jxrZwIWAyG1OBAya5+JtpjsOZUHPTcucstlonvzsBD0zkpD5nPwitlmPQbSZNGrl4mJqgJbVoMEVcwAQxnelZ1x9JNnWGCvm19nKZi+PKntf89l8rnUpu0yDnZ8qMay7qx0QJ3DfMuDHd52xSnRomAqZEp+zj+as6CG1ep9Q7//ByQ3qJxrX7ct6jxZToiUhLJ10+MbRCPCBuCF0m8/baORcCA9Q7oqRyzz5rVy/BJyCUf9e632U+k+lvhZaIqFOlhBLBNbvyqqEYwTvEGtCamUweB7yQkuJAi3lHInspBDqcDnzItUwRl32aXR+KdEjOv5NJV89nv0kFocIxlIQQ0Bn0z7wGjwQa1I0OQ8Qw7fAkaErEThEJs1NY9rBdXZ2RD/vnByIOkkCRfNZ5P+E7kAZxQb0UbvKpKPArsV3XuCYO6m0hcANdFMwCagPwFlEjiaLLJzj++g/w4JNP8+nPf4oDtXN4ZciwDoQqIhpJLmyNExujlhfPbyLDgywdexOrx+6k9UXc6yxixg5LefF6rieLq+NuOasHBgayy4/+uqtf7phQPTM+JJhCSFlMEofQ4XFcDp8Ami7zsl46zCMuARFBUyAQyL4TKVeZM6Vigc4HM2lPcUxS/k5ytEMQ0CST3zARXPNmule4Onnjrch1uzpEJSthBoYVIanKgsxXI6xYxJJx1623823f+GHGF9bZvLhOkbcJCJUr3/Se9/P+d72Xu267naiBlWM38z/84A/xiU99kk8/9FnOPHtywln0MuxqvcDv/cYPsxgGSNpmNVy2j1CR7Tk/Szl3+obONsOaBV3fJnPkJay5q0AoijmevxY9YRJ0NsXKzaR/U0avS9Q/AyQL21bWyiwoaylWvX6+y2RvFlw0b+MiMxd0p9nxWBQ/6T8QL9/vvcWsk08JIr7r3+QXmcWW9orBfB+N81IUPikKZcoLT0JEqLJiTSiC204Z5BLlTC7DtV9CpCgumVRSd9QSIgnXfPrnczJrwO5xBsOYn8dIBGlJdDgGvs3VZzKhF+ivjuvps6gRtEEtEahzqmsCRoUzRLwjyKz6By6pLA5HJL/DIIFAhXpAPCFq4C3XWoeXxA9cbkwRhJgVLlcExVVJAp2DWyrjGLN8uCf0TH8C6QrDWmHiWZ5AAUVFQbqZcTDXt4EsXPbTq65e20dzm7pQu1OnGrXFwuTkvNNCylKAboHXiIcbM2/6zh9EapRAwFDvcO/oREgEkkQ6jQgDBkdWObJ6J6HbIG1dYL0bsYHRmZE6wSQgSwNYVm66YxkNQ7LeXwFKJYalMZ0IrShBwVRxGeI2Atfsm083OYyn1bxSWuKq72/bmNd/IKgJIdMcuETcFCfhJIxEoxC8y+kA94zezUXBDaVD2STQUotSIwTrwJq8CcwA0cdUKRE0szmC06F0riRRCEXYd8umxb11D/MKrCZ5BZ5ILpgnnBGmY7qY6IIQmoR+lQrywQU3GMQB3/yN38Q3fOjrJ6xrLzwFEUhOdBhoREUQ0cw3hZpv+sCH+OC735c3ee9Z8PzP3Kk1EDTgyekihMIe75C9phhXZ4qZ3wOkv9lEmC/Cpvqkkf6yzmDry0xxFp6jkF+iAUHyu/SyxU0/3x7Rb42FmJ+E8pcJTETK1jKDDhYLIkVJcRFcIUnJKlq+d5xqRsF+vbwcdj++90MrGFpY3Rm0Vypxq2UFZXLf0veYJFuUerL1qxT7ycdnLsmJ1hKkQYIWgT6iCOqC+ALIGNHtky/rhDtFPIecaWv6/siO/cJdMHVMPFdWt4CUc9+9KVnrDJeASc1eKVYHXDsQI4ji0fHY4dai5gRXxCImioV0WZvrbh3x0os+ueYOFYnghliHyxjzFpUK90hC8KC4BpJdrrWX2D8BU8PoEI8EBLWaQE1MgdqFgVeo13TXs+6vMaaO4F7REQrr7rg4rTWYtqgYkUDywOXf5kvuISZjRMd0PkYlkEg4EfchySvGKGPpqD3usDdcbdyudq2f2zeKqwryMe1fhhVxyF7nAWeZjny6Gwn3IUai0+KCMgOzdz54hhgDFKh8hHlm5w3ByW2Z1GwlYVgdwLQmDlZRazF3oiiqEVelk4TjjIqpvg4B7xrExmgy6hgmFd4EIUlN8iGdrJR8s4oSMGkxbS5zzF7NvnYF3tJbJAhdKxADaEC8I1qgSzWeIuI1yt61SgeSGtBOAocDhvgm1hmwjEQlJSfFds9mbwFCAsqmLFkdA63pfICJoDYieigb9943ZxUDTwQfI3QEH4N1WSCThiRGq5EQx+h++5zOCCloDtTynOO90nrHBuMCKSW0ygKqd7nImXnCFAxHNLAQa0LPkvbCj2UGpyw0XAOtOloEpIBnBWjXu5O+4T1jIu1B5sjotAgRSFn3vQVh75Fp4tlHthek1YHiaiKFEneKsD0rxU8m0Si5Pe8VlsJy5cma3Rr23tT2DiS5jU5ymtEofQQL26bumVCBvu1e3WPKFctEsqvdjCTTYmfY4dIjvYYkmV+aaE37iRm3F6QBpodo55kiM7ymHqh9EbVEkjVSTDhWzvqAkQUnCLjtEtH10o677RqAyzC6nY7odISLor5I5QntWrJLRrYauxqdNBOL0o33W0gMsiXehNaEjk08ZKumuOW9UyLJpmWs3eJs//FlBtt3PotKJDDAZIwFIBmYZKUhjMEbkIRO+erf6JjmjxSoUI8EC7noHwMyGblVFOpMfl3Oh38alzubp8e03zaTdAhd9mUQg2CINEQRgg2ga3BtJ4rBXuariIAH1IcIAfUB2kZEKjQNIESsctI4ZvfdS+7Hjvteem3X5yKXfQ/Xi6sK8seWZ8OcXg/EHU0NnRgXm4jbsKwJx6Uim6cpA9Ww91NBsa7CCLg7hxYgeQti+VCiw6TDMCwF1I2oRRBxxVUwDaSSwtI8ghtVCHjXEXDCQFEzguTiDF2w7GPdJQZxkY2R07XDbO5zEAKuAded7z3LHdfor1w6DdyEKkTaxpGu4uJWYnVJs8lLApYMlZbrOvWuY465dLh0WWv2PKbDOGR9S3jxYmSgkc46PFbsffyEYIJ6yJuG5AxEjpDcEREOLRpOg3t1fR24JhJgKP38SxPXKDenIrC+WbHR1czCled6cfMM79XEQCjCvJll8+FUcSgAj0pSwcwRzbSyiJAs4UFpzQgqWHkFPYvp6qgqWF7LhmNBwBLSddl6BDARAbdxrcPgupHpnvxtCMVwHyZHhu9Z5duGeGaO3T2b8UXxVKo7yw6jA/ilfb7hRumVA/BkWMgztrc3ZPf1GQjylH17oizIxHKDGdJ1xN6ZfVb9g+29sO9DGVNHsBDyypxV5b0iwU/rWYqAZd94UcWTM5ns+wQZzLa04OHq1pne72oQD8Q4xDVwPp0iSl2GMuDErOVKjrNy39XPtJMCkimhewL3ndmwxEkyhtSSMBaqQwxYym6RvcgplrPLzSQ2RkEGJDPUhYVwkCZtsh5fQKXEAQXNbi7l/LoSZOr/Ux28VCQ0Qdwxa3E31tpzLMYDHHFHAiRrEDE0zGLeSGGnIxTrl7pQywKtrHHRn0EmzH/NDte0y91t1150uTHtFT0K3SKeyaBxt4kn40B9E3F4E+NunVnIFllRCbk9V5zsRu2eCSDF2WhfJPLSYgAmakPPqfSf7Z6zV8ASd12+jasFUj70lc/tG63oKC01v/Ybn+Gzn3sM0YqUEkEilAmTfd+ye8OeIQ66QdCGt7zxHr7hg+9CvS1R5o6WLDZOIGWD9PZBCOXQ0uxhJ4nAZqFn+gNLdvppuhAZYMkwFV44vcY//ee/SOtxcrA6ingOvikPueMNXaYTV7hWDh/PlJGI4dZyYCnwh7/rm1hZFMQTqgnzRC7bLJe7xQR6pewiU3+gHhCLWbEpfRon5ef/9a/wwqkLNJYAIfggN3AFQ8KOLl3pmkASz/7vniZFvYREHYUPvu8d3P/6OxlWRvLRNZ79OuEhHy7quAviEU9ZUNNQ87kvPclHf+WTWFjY3rxupG8v8dqP/9U/MzN+ztvOd7Q13fZO0onL/t7VnuQK9xydPgPjJgcslmkxLTjNSgR0iosQQlxeZrC6UvrSr9FeQJz6bK+QbStEGreMTp/NBx+U+bq9n8ymue1BcoQUlYWbjiFhd9DpLCld3/mt5TGV8RgxR0VIl9DoNwYj+xbvzG9SxnSljCn0ppAZ4XLzL49p17RsnT5LZTNTNa8Lw3vvmGlzz5x9fP/OenFSHPGbn/41PvfIp5GQXUf7gFOfBIQnmIUbpitiFeoD7rvnft7zjq+j0mGJ6+j9oTUnaMhR0ntGCC1mCcM5ef55Pvbr/5qN5mJ275FCGUiLMKNEE2K4CyoVJGF5cITf/y1/jJX6MJgiEos8MJthzsGnbW5X8r66lTb4hY/9c148/zyoEGMgdRvM4oWKa5GLtMhJ+aBQaj74vm/kvrsfgFQhaQbxaQLQK3VC3nW6ovAJGuGhL/0un/jdX8HCqMQ6XO12MrmvW46jizGSUqIPmzezTHJdA3/lT//jy3buqoz88aX9Y+RNnM0AFpxzW0oKFZaU4BVqi9nlRVuQDvHZTP5EZEE7zIxDC5Kz0RTTTXDLPt0Us3GZjC7b7FNmgrNRvrIOys/Ws/SSg1qT5OCWBVfcW0ZqnL/QsraR2EhD2qCYGEZEvCLY3lnB3lfUtUPUkDY/56GVimOLiZAUCU5HmxmQKc61z4HbI8s115qsECxlVoBIUqdVWO+WGTWBkxcim0CISpXCnhebIzQhCwjBO4L3thFhoGNUheMryoKOin/b3pFHvCVpixOQtEhIEXOjE4geWFsPbIY4M8Fs3xGnGBu/vOg10U+v9FKniNKrQXCkc4Ib2iY0OVKyg1iJy9Y+legMXqcDSaEryrpooMQtbXfICxkzo/HLDnee3cDahJhTJS/ZcspT9Sz2DJDZufydC5mJDwpVoHflnvrNPaPfKSa6nTmSKGNqhJT7F2aUQ7uE/BTRyyZ7cB8S2Y9p5kL23sd+H+zdiFwouTOKFbXL87ZKaSZxFa8UDsYT+9aWizOKGyR3zjYv0oYRONRiqGzi0pEkW1FlJ7W++07XdU3IyReirWL+JpaHRxlyAEl58ed6MjG799kMhE4gMEZCoFXhjF3g3MUX2dRTtApJFZMOpSF4mvqrl963Xkx0TSQLIAPU8qxdrg9zOJ5AkqM6oPMwk/g0oaxvGkw7kiidAuEFRnaBc91XaHC0q1AfTZ5++8i4/r7taM+yJcByJAVigYGvEFBWquMEWUZnFKzSO1kaEZeEyiaxeBq0OobUcXH0HON6qxALV+5bZt+n5qMIdEyqqIuAmUPaJid2Hq/XnpNX95HvZsB8XydMnFoTkoQuLdDFRYgtkgJiQ0xCdk2RDi0H7l6Qs8YsYe6IGTFtEtkC9bKws99c9nW2wryXDCXFLOJsM2tKNzmNhRIA64qJlrM64G3EZYSGfKIaQxKrJEmYNOThEFJsZ6DE5qPVdATBEatwyUx8MEe7QZ5IwnVN/muqFuIIDeJN9jn0FqPLaUNdQRYhtHjV0JXUYnvtn2sFxHLIZh95UysbWyBqi3ZbcB3mr+tr0UDGuIwwUdRjrvRLh0eD6HQhkmK3z8ncZgm59Fthp2fXtpFpB0k/LdBNE/hXlPfdUd3OoqKFze31yt49K8P2vD9LeZhJgjkhu7zojt+YGUp3JmtHiqAQip+3uE8CT2fneJL3KSw7CUlRFHpLxGx48YyJ5bH/XryMnWWloc9qkamomTQcXHPsBcXSIZYto9o7rc/OupHHT7YNNGXPT1IscjhiQmUQduWw/2qDsveUztcLc4hJEUt4tYlXY9QqrGsRRpiknKzAByWV4l4XvkM9JrXjTLzZELph9h/vlUEUkYQwns36SIYzJLsKVUhsSbJOUs3+89KRJ1Q9kwxnaob7ICe10C1cDfVAcEFkhIcEqUavI0vONeGCWES8P3trRAPiFViL6gjVkGMEvJ6BEcBxaZASGJwTcDmVB8QGeR22Vf6no5nspWIKXmcyVjSPYcqWHSFiIZKqTFpeK0177zrkO3ZMkLCd6tmvR6a9SjNXz1qznxuTQ+yMKgWCD0k2zJoQqQQ3JES3gCyUTv/dDgjXdU1c6Vywko4qihGCM3ank+zKE9WIliOpJo41km80KSbTm8el3r69FFMh5ANVQDyBLuJqpNCW7DgVwpDgY1Qb8Jxv1suBtBcIQkglcEgh5+N1VHI0vWnEYmYMxWTHZnK5QNRrBqd6PkAFJfvDdsAI9THRncpyuk9kjMrw2orBdaDyjuAd0Q1c6UQZJyXEnAbTMURSyb6097mslueFaUcqmU6igmiDB6HRlhGezW97bu2VwWVHZbcQ33ug7GLeJ6ysT31/BUxuqU4KEEpUrBc2PhVhPrOcxg3FE+261ruy6JTbk0uJlZSe+bnKQ79ECDnnOO7Z6y6xHQAsnoVr7R1Drv3817wm5OBh3263/6OJzc0osUbsfY+ZWlYTox6es9UU/yEpmaMue9a9lL5N2sxMivRHuoOobyt8sve9c/oR+mknU0pm7/4lWY+gSpeRNW+gby/l2mxVTkqaof2BAgODyhPYBu4t7jmPTCTkNMa2RI5dKQLvHpHocOtwlCgDKqmIXs4HMXp30NmUX3U85qqujTsNLZ2OQZqcX94UJJK9C2bBHkM0Q1Kiq4QcQ5hwz374SbQoEEq1K8PPjcIUHCtZwgPqNQNdoiJSO3hSkoWSBnOv4yeI1yX+Rkny/2fvT4Msu677XvC31j7n3ptZcxVmFECQ4DyCAEVKlChapAZbEyX72bItPc+OFy/cfnbE+9AvXnS3u8MvOrrtsEPd7vBzu/26Iyx5lCzLlixR1EBZIkWJFEeAIDEXZqCAGnK+95y91+oPe5+bN7OyMrMqDwoF4P4Rhcq65+bZ895r/dewszUgeiTRIiQqlCAVrtmv/aAQzYHQTlUIULLbsw0xhJZAI4l9hagWS7NIyO5WMeUU3ZJ97t2sBCHvgV268brJI59Fzwot/k/iXlL7FbbaM5sMJc/85bpvtznjW39Uydy7Z5EvM3Wat2+XgHkgzphNfFrs7CdFpPe6CANdyGWewDJz2iVyZtxkkE85LYkgE2I5mwyeU18eHAKpysKLOJ4q8JZEIkmbLQICzgQT2xJwIlepSBgCXlF5QMtlF0EU94R7pFbJG1gM0ENWkJCTTWZmk9x3QYWg+aA3y0sxz+MDlufgOdFW1s6Rkt4r5gtoyqkvonjaIebgNY7dWiOX+XkvQaQzRXYKss9qAt2TbcrCFVVmG7zkUadkWOm0DYEpa9S5kc5U44DwYl2w4kuZU6flrFk5JR7MlHmVbWPGOmLdy7YJtdNLs3ttX8GU6s8ju2VM2Qepus9257z85X3lrhFxJ/jm8d1VpRd34K5s3/ynFouAuueDWHzrd3epf2/PesY1zSNPyT0unk+JItTkMyETTvkCpexHDpfvit0sTN0zF88amJbLpsyQkkEuC/HZF9+pYI/g0/3BsnIiVtJxWcm7DmJaMmJlEtB3yUO+n7Z1/xKJmYTQ3B4VhxLfhw9JFnAbYLS9TCsvY4gk8EL5uuQMcV4RJLto5vbtRAxe2ZgaCuWiq+wJqaCSXa5FwBNYuXjywMqY49JCudTKyRlz1BWRYU6sIVoyDTYztc5/q2iOfS/Zs8Rg4AtceGmN1ZV1mskGo8VDHD56lMMnRkz8PDoAt+qyasFeW9nuq/ca5sLOqeAg3w2W3UxcLHs3FwpJ0hB6unExbxYpJ/nXLDx7yedeSdbGuotiul7Y/fC71GQl2/7hOiGoETzfZiekzM6HREBx65xcvIdN3EkhYhoREQIpKxVSgXjmPkyK09AOkexXeAg6mV3MF254ztIrNS4VUVK51TLfKJvP+4Ofslldqoo6ldOGijhqLWo56yzU/dCPULLyJMSN4BVaLBlmFW4VaoHanVYuw0C+VrEL27hjMzspfY8+EABT1LLy6EWxFrL7yWYKTy0S9gE71TuheuvNoDplyXeq4AGKo1NGcnYfFy/3HcA0bMvokQmEYFbetGlFZLZ9W8NhDo7t73HAci7wYPlWX7qUdwct0zfJFJNMumjRGDZdlXKGoJ5iazcxcwjkLiwakVq5efxg6eNedfR0t8d+kAWjhKkiUucMQA4mxf4uCZcJ7mFqPdsnP7fjs0zUZbZfuxtOJRFFMc3urNP4hl7kCydYVgiituSUGBV0qRgl342TXRP1QG3rEMnuvNnlK++Xec/JsWMhRSjxfH2cvfkun0B3wzEkzGNuswltSHhIJePLzuVdSbu93B4brHue/eUjNVECrlaUvn7alxW6UBj3uHmBmBTlyxKVFdfpGUXeHdCAm+dkGK7UbeDbX32G48M7uGHxTibtGmcfP8+Z5XPc8tYjnH73gDatEnSwp5vO5bDH6SHX9E/Hw22twqZnUe6pmRO4N8i2f3Ws+pb9+4r/7IzpjsHU9D1l0/pt19Zo6h0mt19Nq/Zu7fRfe9rTD468Mebg45mCt32przZuWmE2mc2ZGdJJTa9l7H8iX/l7dnrvDt21c7GvwJrf7ZX9L4vy3s0Gy7a/D4ppkXvxAAfZ1C7Xvi0FbhNp+1oS2xrl2x7J9u/2PX6y9cfNHeE1vuavOXzL2STl/1Pb9fTML9qYHPDP7GBeskfv8J0esec6EA7ePpl92SWlwow801fWmkvRjdgOfdhL+2Zksm059GdL72ezyfOuU80vuxXsIN+ISL5nRRR3UAk8/djL3HTkzXzyu3+Umw7fjq0JbFRMLsIXPns/F15oWBwc3ySrdp3LO+O16so7xxxzzDHHHHPMMccc1wVEBDObCt2TjYbzL6zz0Xt/kEfvf5qH73+MMw89wUvPnCWtOdqMePzBl2hWDqZIzgX5OeaYY4455phjjjnmOAC8XEYJOX5meXmF2266k8lS5KVnX2b53AUqsgtk5UplNWefPg8pu3hdLa5lhMscc8wxxxxzzDHHHK8kSjyJTFMsyTTd9ByvHLob0asgqCopRdJkzNL581g7yVkYPeLesrHekFLOSe/pYDEqc0Z+jjnmmGOOOeaY43WFrb7k80iOVx4iQgiBlBLuztFjRzl/4UVW1s+xunGRaiBsTNbY2FgDiUzaDU7ecJx60EXcXB3mgvwcc8wxxxxzzDHHHHMcAGaGak5NCTAaDTl68hBf+toX2Gg3ePniEutNYhKdCyvLSFDufvdpLLQHKnfuWjPHHHPMMcccc8wxxxwHgKriZpjljDWIcsMtp3ji69/mzIvnGOmQ9Y0Ja+tj2nrAW995JzfeegNar+ZU61eJuSA/xxxzzDHHHHPMMcccVwTZTD9b0omnNjEcHKIZO0+feYYLZ9Y5fuIGquhMlhoWRscxHxMUzr5wjk//2tN8x/fdyYlbjpd3XJpWc6/08nNB/g2GHPDSXZA095qbY4455phjjjkOhuxSUvzx3TBsp6smX2cQ8v3ECcFQMTQI2gq2JPjFQ/zkD/5ZXnp6ibNnzrL20hLL5y6ytr7K+ZXzjFcb1tbW+cbvP8X3/NhhBsM6Z8P3fJGeFCHe98iRPxfk55hjjjnmmGOOOea4arhvCpuCbGbMed2iuxxScAkzl8Pl22UnkzFrq0t89vd+h+fPvEyzNEY2jMnqBm3bsG7rDI4NCAtDLAlNO2G4WGfXnGRoCNvKujzmgvwcc8wxxxxzzDHHHFcNd6cQyZlNfp0L8vku4oSguAdcFJcK8wlCw6nbjjIcLWLrC7zwwvMcHRwiriQmqSEGaFPLvR99L3e+82ZscZ3BUWOSGkQVKsfF6C6xVd89L81ckJ9jjjnmmGOOOeaY46ohRXh374R6P8AVR68VpOKlXAEVKTWEuiY2LSIbLB5fgFBRaeLUieOsaUvTOuOLLaiy2qwwOnorcahEIgljWFc0TYPiqAjiiuzhJD9PP/mGxNb8snPMMcccc8wxx+sJ3fnuW/51reD+OqbjL4GAK46iEgihQkXAjTOPPEEdhSoFpFUGssji4AijaoGH73+Kl557mYEMqahRCbQx4QoEyUGuZeB2E+bngvwbDFJueHtd27zmmGOOOeaY440KKUSxb2ZUkVf4WteOhYcsZ6i8AcRLUdw3k4dUGrAExAqJQ8489ALnn1nhrpvegk4qhr7AiAUW9BALHIL1li//1wc499QKtS2gcUCtQ9zyK7usNXvhDdDTc8wxxxxzzDHHHHPM0Q8cmfrG538ZxEiIysgPcebBcyw957zzzfdQcwhvhdREPEaCCbUNWOAoF55a53Of/jIvP7nEAocJsaaiBtta2m6YC/JzzDHHHHPMMcccc8yxbyhGjXsgC/KJQRXwxnnuiXOsvVTzHe/+foIfpYlGY5FJ2sBCQ+tjNChBRgz1BCtnjc9/5musvLgOk8BAF/Ek2zLKX2X6Sb/G7hcy8/9LP5/5qY9qyfak+zPwYpea9kAvBc5oTdsGZafX91CkQMlBuq1XO1+raXf2Nc4OYkDYXuKl/+5tDLsXbbZStr9b+mnh9mW1afuSLd+a+cIce2G268oQ7tx1l8ziA8J3f2XfxU2xOWdnZ25fcPKy6Eyzs5/DK9SkHWrxik3/mSW3fer4JT3af2tnS5jZcXhDLPj9NnHPbp9x/HXKISVbPr90lRwEu73D+x+66Zkgu7x6VgY4YAU675nLvcdlh0OxJ2wbty3tkq5v+y47z45L3iqbz/p5//bV7juUmtl4xBA3rE1MVhNnnznPD370p1l5KWC+zoZFljaWaXxM8hbqiAaFFKh0kZEklp5f5qtfeJCP//BHmEzWqIYViThT4lUK8klnf/ES6ajnZ4I6iCtGIIrjmrJvl1Xgw+nmHXqYF+6CoAQVTKBVoZaAugCKuOHSgrDtWoOra7e4ElJApMVDSwqJpAlJQjAhIKgr4oFAOngDy41j7gEjkDTiEhGrCJ5QJiSpckli09+5mrZNJ76uYyjRjhBccwoqE4LXqFVYWWO1ew/7imCex8W0BRJgVJ4ntbqQRIjimBi+xfh0dfM1mCKuuAqQ56RYTSAvShfBRPdMFfWaR5/7slrZ8A3xzUPVKH6WU5msj7iOHJCkXgTdcsh4SZc21UO7c6mHdlrOqIxjiAuVQejKFsHUi0Boe7xpb0xlIi95nL10W2lPd6b2dt7NlDuFkBVncUy8cCJdRXooqxAsQtlDXHAUE8G1G0B9hYSzXH5balBLpmeCSxm/17Aw7/u4use17IZW/swqTAooe11cM32VB3AleEANzEe4K6YT1KEyKfK99bDsHXUvREwmmYREICGeMAkkqct6sX7UP1OcGiSWOpQzyge5hzQCsSyLg5cogGvC1PMZRQVEanewClfHcKSvK5qK/ISU90vAEEwaTDcwyWekYL0s/TxWYNQkCVjZL8UN9SwveSdUH1gvckzLHDcnYCgTRFvMB5hYKS0SiFmumbJQI86/dI47bnobldWk9XU2VlaJJS+8qBLNiO6YOaJ5w7ZGGIUBLz19gQsvLnH0jiGNj0EThoAG1C4/T3YV5NWu7b1cJgbSYqHBArg0kBQwXAzThJIw26oAbMV+n2WhGc+CvEnenMWlMNkJlxanQu3gWToFRW2AaMJpyiblZQt0hAiSNfhuolx92/IpLVjObYriGrNi4hVieZKKK0KVBaiDzn5xDAUPuA8wHPeIuhGIiFie8Bqx6aZ6tW3rPg5AhZNwSaVNWTZUZ8rEi1U7lHfFDURcUDdsWp6jntNtiec+dTFM0rbu7GO+7vasP/RGul1RiVmIF7yT1HCRrbJ7DwWKbK6p/O5NEboTRaZV6qmBJoK657e7ZKLAOzW7M5f1M5ZC51Yp037smrGNoO8NWzgrIY+jbP6768x+9IasHIBRlU27szpaF29W5lMfXqPb69tNxySZCKog7wkms13+GkXc8xs6tbQmKPtt94Spe4Fge71revZlATsUVtfEyr6aUAy3CtM+ZBBHzadKX7e3ZKE9r0OXAGKo790P+ypRAqBZgJcJWWgXxAY4Q/CctlC8rwzgCpLPJbca9wqhRWnBa5REktSbIC/iiLQAuIzyKg81EmpcK8wDwgDxuKtdYt/lkfLZK56V9rKvFvUh1wPIhN7Bysv7l2EowTMxF0SLogImWWnN8pOjCEbAvEZ8gfPnx7zv3ncy3hgzmSyTmg1s3EBrpEnColMRSKQsd3qk0po2GasrK7zw/DmO3nEHXRaczoVnN3F911k0SNcuzbyJMQkRlwaRCYpiLpgI1gm/2hAlgvaxYxpq1ZTxywe5oUXzS5IP32AVVR/94FlgT2i2LlhEvJoevqYOtDhO1D4mPqhlU5CIIB5RcpuMzMqLB4ILwfs55KMdwX2A2gihLemTIug6hBZRxTTRSjjwqSdASBVq3QLLh0zwqSiDmlMhaCqb6oFhuCaUiLEBWsrWCaaDsmk3xOD0xOtcn+iradNpLriyLdUWzC6DHpYEnUlv1lQphRnvHm//+sExY4zVvNbD9OVFEezqcuCSQDsywrMy1L21E6RLXBbTD3vAVn1LEM/tCkYhRjLrdPD2SdnDhE45mJppZ7/llxnPqy94c16yuZN0r3fJn71S3gvXAiJ7C7BOKr1ulwryM6qi7KMjRBpEWtQTQovoShb4dAP3hEmNUxVm+WDI191bHjcx8qlYrKuSbWbqRTmR1Ivg6bqRhXmNua2uYIN89vswf6ncBtoPyhpzKQSlTslPXEo7bV9js7/S8lnnCK51sZEZbiNIxxAUkSHOBv2QToZJxMXJSqeVuVioUKEo+QmRg1k3M7eSPQnEq2KF72xNQ6DFbQA+AvPyTEEUE+fC+jJPnn2cYXuIiysrnF89y/r6CquTdcbthKZtMcuEdEqJlBLuSqpg4i2rzRptilBlBVk8ZDJyF6vZ7ow8kwN1yJVBSSzgDFFTqjQkeY2iOIP8FRdcqqLtHhCeTXdJipHG8yGhnjbNtQyKPtRDPwiYrmMhZZMbnSsRiNe4LRaDpWD0IFk7eQK4FtNig3jKbVYD2rzBmBD2Y1bdE0JwLea7FtemsHIlotshWIVLnTXaHtoXSllSNmbIDKjj4E7wQHDNm04PyHMCQFEi6AZJCpNEKOxSi7FYtPbXIva56fZ1AlkWNpMoovkCDIfp2ui7OIr1bXP+ZUZlKw3vW/46aHngUzfgqJ27UFfepmDaR3Fdv7l0rgkzzHzns7qtmQdFJzdrJ9Fbdl/qRO38cR/roVg2SiNyuVIUlm4vZXPi9JXHepteUBWLihavDytmgYNb/a64Sr3BO+Fyr+9NLR6Zgd+sTafiyN7zSgyXdbIlLqBMcMZFyI64aLaweMJ72rt16s5pxe2LrNW6gNimIlNcXw6Gbn6WBeEBtRHBGpCEyTh7G0jDDp7eVwdJCIng1ZQgdBGSCpJKQKYnXA/uwpcRgIAX9zmThpg2SJbABFVDpAEavAe3QXMB6kJMZilJPRSlXTctgtS9LHuhU1Q7T4MFTJwkkq1GImAVhNzvUoT5FCacftsRnrn4AKEdIqrUtwUWojOwEbCQ01PiUwJJEAIVIkrUDW5+y2F02GQ3MxJaXJR0F2vKroJ8G/pZRPuBURM5gtuhnDifiug1InnDcGmpTDGTXrR0cCxMiiAoZBeNOruEiGRfLA8gDYTJwY9ZcZKOsSAkH5CFwYbgLViNy2B6TEkvB5CgqUZdUG9Qy4xYEmgD5vkDSAABAABJREFUuCc0NJAEl7qXQyhr5dli4gJRlMQA95rgUKXDYFp82g/aRqfyCUEanFDYGylMQTH5eY1RY2HSQ3ngPsI4lBewNCCOq5J8SOQQ4hWVJ6oUsNfqpcn7mHtTD4Y+yirvicU6H4Qpe1s8X8pB0UN5xRAaBUIROLJLdccmzgjXPZ2voYixQmaMkjrRKX7V5Riftu+AhZb3AriSlczuteaZje/a2Jdm1LnTzPanbbLiXfxBmkrZB0Txzc3eLLn/knQsGpkspp+yOred7X0V3HM5lg3waTYW4Bqhb5rAvd77OyX2YWqDmSpMUoSSzhq0+2LNwnoCryEdJghIaLP1XRayMO1DkAaVPmQQIdiIYBXgmLYliLAiW1kjXvzX8VEP5YExyJYFN/AFJB1GbQza5D/S5L7sg0Tr3FzcUBM0OSEIJk5UAQ2IV7hX4Ad3PQFwRuCZ8TdtsbCB6AStEiqGskGmJfuRZaRYMlSKBceFYBXqAxzBQgSLqA33nH/7graIjCHftZrJJjVMIx7WEFrUtbj7RCRvCBCEO958lIohmgJiSqPFQxwhqOZ8+2w9cWqrCI0gVSJVYyZpGRWnElC3EgtwlYL8kh3Z8u9ZMudKMCWgdvuOVLQM0CpyaLhGSk6SBQg1pp27TcoTv6fJ34YW9YYgyqSpEBlOBdoodQ6AkQqhPriYK45bhccB0Y7SbCwzGoDock5hJOCSis9lP35sHgKKoD4G32AYBoxbYS0eQT0QYoMg2PRCg1JVkam3weXGfKfPxSX7NkrMgUsMiLZAqGBUjdEYcKkQHXPQzURwtPgedmOVBZSGoUbMjfU2+6ylenDFB/tOc1Z8CDZEWERkjGuLacDkEN4uYmnASI0gq1sZSLm2bN1BIH3EWe8XDkRDJbCBo1V2Caksu3ulbg7KJut7UJhknqXqiN1O8NvCLrLDz1eOPEetKCyCmBEl+3MHZyYex6fs8gELxIrfeFLJAq74pieEW5EAvTiVHxRehIhCPpiCeRlTpXVQ1f7aV16x3XWmU/Tq4vUxNen0UJ5s+0enLJCy8idmtMoWC8S1wN5i95VhzV/Y8u/Zi33MDFEtBHZ2B1DVzCyWmIhQBVKMqFaIC2522QuInESMa5gNGXATIkcxXyuuZ3UWnDQgMims7hWeFTt8XWUABKoqsN5ewGvyfHUBy+SPUGFeoRpmLlLqrBBXVnwbhVAL5hu4G4NwLJO4uorpuGi8nd9zH+b3PPGDDVEZUbPAelwBfZZaD0Mb8rm+Za+7WgjYoBBoLcYY0zU22iXEB4w4ies6aFGO9vE+MyOEMPP3zEHkAjIAqYCG7E0gCBVVOEpKxnp7EWydYH2Qko7YOJ/xVBijTEiaYWwQfILKhIXqCKaCaY6NS5JKzHd2AtQgiCuVdFTO5aFaEVBEDdcFhuEI05g/FJGwa7tkt2t0/6d//HOXPNxNsOMyz3Z/MPOG0PCut93Em26/gVpGmB2iEfCwkdlrk54CFzNSXdMm5dknX+TMo2cwj4imbOLzgDPEvLrUMOQ7pSHaHbnGRmCRZhy4+eZjvOd9tzMcTfK7xDIDAYQ4pI/FHTWboSoHS87qOnzhy99i0lYogWCGiJFm9IaDlKoWcrCQrpO3vxpV5wP3vI2TJxaxGKh0BNL0oqnnuMEK83pqpRGJxNjw+KOP89zTZ0kWiOHSY2+3+Tqd45c89KmgqbRYGNMAyQ8TfMhbT9/Eu95xC8m3+QW+wrfcfewD9/QmQaw98/yeA9NXYeJQiRJGQ3xYTdnP7E86w4h2f3qAeVZSfTJmsr6RHQK2yO4lCLWnAkXA3FANhKoiDIZ4KC5vUCab9VOcgxS/IS9CF260S6uoW3Gry0L1bhkQrgRWFGQtfvlqgqpSDUd4XRWLivcT19SZL6ZcVi7bu0wjkwmTjY38PPSz3jr9P3VeGA61ZQFeRJFhhQwHeKiuqaoejiz2Wtw/+cX/ccu6d3dwz0JVSYbgYjiGSA2ehY8YE1WlmGVWW4p5STVkBbYI81vkDIemDdz9pg9w5613I9LgvowEMF/Iwrx6ibW4ynGUrT8KETTyzPNnePyJRwlhiHtV3p+yIK8Rs4iqbKnvlZ9UkjOreETFOHX0Vt5+971UWuOyntl/hgiDnRmKKx5ZAVXElMpy6GXDCn/09d9n7Ms5RDk6tVQlm8wBp44DBPCaHDyc4xfdhrzzbd/BTSdPE+MyVeWYDdhiAdyhaJXMUqsKKW3bC6e/Z6At0JLdXnIOdkN59LGHeea5J9CQCPtxHdo2tvms31ox9RxNmMRJDDBfRILgrCA03HHzW3jLHe/HUl3cejKp4UWhKmow4jBI2R1vNyRRooRNWRDPAcXFZa8jL+558/fuOHi7MvIPP71p1joov7GbwgAgkqj0PPe892buvnOB0GaNrFXBQ+Y3B+0Q8UDSftIzmitJjnLh+Ys8dOYcjVREIiIRMUWtxmWIdWzv9DevDskSNUOkjYgs86dOv5NDo1hMJ1Vmt3CkJ0beitNqlQRkkRcuKs+/dJEXlypUDhESQJzJ+FDgV+65l+fxCJEWCeO8CVtiWK3zfd+3yJvvCARL1JJI1sNmApjUmA9Qq/OGLAkToZFD3P/NMd9+donoR4rf/pWXt33OprCBSKSOIypLWLXOxB1ECe0aN59Y5PRti9Sa6COd4KuBsDbe8zs9ytUkE6rDR5DFIUlzkKQmn8bO+fa5eUBoThNAOxnjTUswy0GZU1eBTpDvRxDMzGQJYz+8yODYseJ6NtuwbvM+aGEglnNgdeypxEScTAhtmp6/Br0FuHf6wGZwshCB6sgR5NAoC78K4j2Zenxbv7kXa4CRJhN00vYUGJ3RhRV4yBaiHGvniEEUB11g4dTRMp6vXZw5/5VLPyxsfMe6uxvuTghDLOVUhskSQZWYJlS1oCrZKqSCpZJ4QGQrO+8K7RHe8bYPcedt70FTIrCKiOO2SJJACmPEazSNuJqZulUuc6JtUC1scOH8Czz30iOkEImmbGZxaRGdwDYLwCV13weyu5eSvGEhjJhMJnzfd/0ZFuuTCE2ZUIcRH7A9y4rvx31hh/IMQT1QGcAGy/YsL1x4hgvtU8CYEI1aB70ktoayX3qdXbKKf/6Q2/j4h3+KO294D6QJVRWzIL8Pc2qMLSEEqqompW21FEAmIJOchYdM4CUXLBgPPPhNnn35MWSwisl4z9mykyy6fYw1dbJmQ9KA+SFwI8ga0hq3n7qL0ze8k2BHyRlsmHE7K6K85KoPI9R7dHwboOnIjsJgiczy+LtbUnb3kd/mjnDV++O0kZeHuuKTY9jkMAOrCakFj1nbl0RlMGwrTJSWdHDjkBjB12gsoMnxcJg1G5JqQYlU5tSFqk7bDlm/CkEXHB/mCTvyimrQUukyA1miSiNCPIQQMG17MX4BuJWrftsJoQ4MNZAEJsGRyqCdUBcT1db2dYzXlbROMHeSgIqgPqSyRWqvsTYL8SNvoHWCDg/ePgGTCS4NNYHaQKQlBog+xCtlQxeZ2CI1V+eTv32UW4WkgUEa5bAbd2KocFtkKC1h4KisU3s/uXNfDQz2s9P32DYju2VYEXaDCFXYPIhTODiJ0CErIJLTA5MvaNNoVEhJH9ptwj2x8Xg+p4OgQTAnszYq2apP17ZZlvlgJWrpuFjiyQOOmBel3aceJ9ITI99N9C4ftnXse9GFGsmsbJia9Q9YXGH3OlcddbI7T5bps4tLNEJPili3jsVBQr4DoEqOiJZkCUzTX17LJd93BM5kR+0nZ+RQzX5obkqQwDgadT1k0kQmTaSqhMVDi7RtTgrhAVJqCVWFSMduzwjHJAYyRkJCrKZOwxxDpYLbIZIWpQnZNcDvcnB3fEuKaqXW47StZ3eHeoNWlkmDnCo553pK4IYqOb+3XP2adCBimOdkElpl33tNC8UFy5BUkyN10pbNbS/C83JIGgk4AwLJO1lQSCHgxd0paU3bS8xBCTi1WMxUE5SIpw1S2xCSUFNhkzGV7u1a07YN7foaUZTh0eOQjHCJRW0A1OQ0lDrNJ7+RlgkhwGDMRJdx2Y+rkm8JBdvJ+q444i1WreVYIzfUHfdVBmFAYETlR6gJZUzzBrDl0siuEPXiI395KE4XnaGFWXXLFjArRI/vQvbsuh+YNLuXvk+IbG3gjvCcllH8MKQhai2BAW0UoC55YOs8cfpIz+iG2pi6gpgiCYFQ4y45RMMtf0bJv77NVeJKj0EXx7RBK6GNRms1+CQfDLFCUw6owEP2LTt4C8utYUPMApacZDG7yargYYzZBi412DZF5arO+NwnqjFfcmOKUpFMGQ4WCd2mxjAHER8UDkKbrSekYs2IOe2dD7KPrjlUAUvrV8WQb9HSJQcLCjVIhQfDQsBDhVle6JCyj1sMbAm4uUJG59XEta5plzgil11EPZFCiF/qRnEQdJ4Zkv1d0GRUktMlbgbrdeX2AdlMstIx4CLTsmZb1Y+7oGypuiCb8S6FTda9nSCvvNQSleyUYP2SOSqXW7LL9BLkULLTzDaz60/JGaW8pJztr3XZxK0IlXft083x3PxWbyW+Gpj4iCAtwQ1zwXVAEkEV0mpi5flVmo0Jt991GzoQ2nXnsa+fZfnCMmOf8P4Pv4Ojxw/BRDj/4hJrk8SJm4+yeEJIrBVBp0JUcZ+ATXAibjmIL0iNe8okklEU0gR+5RnjtMy7mU/wNEA0Zx1vxXKcrXXyTd5jnEBgiPmMf38XcX+FMHLfeYRhvZhzjlvICqFEoM1rUbYmYlC9Gnung7Q5aNhrBMdNsBRzeI4tED2b4nLWla2uwVpScZIoSpvkDCoxX3RoEkka6TRoRVGPJc1lZl0cA01oyHfGkBqqEIExPrWiSVHscv/mtIvGZ379v/DQQw/h7vzoj/0o73jHuwrNMosu/WLAXbO1povPwZikMVbnOMS9Yii3exdNEwIw+5mUO3/yRVqOET2CJAiKGdmnnaaY7bI//HYCzxVa9T2TNQR3KuvmmhRGnpKvf9Ot7XLYPf1kb5cV7A0BJIzxMKaVlipQTCw553irEasmTG+PO+C+ae6Y1jQuMBSSTAheEUxzbluxTQGjF8HTCdQ53WMIIAHxBTQVDVNa2iphEvMNrwcvEKqW1h0qJ1YTGNSoDaljRaShZhFSdQlTdrVlq2dyrJVQ8v+3iExo2zXcK4ycOtQ7B+gDQlxxH9ACUVPekAhZEWyFgRjjNMlpqg7I0OVuVKoSW+ASQSIY1DKgkoRbzs2f8xHP9ulrh57fF1Hbo5xrUu45MKcOmYObnf3TnOs9lWlC8b3tLg7LbEf2HdWp73gfhLWQmW/HQZUkktc9JSaquzkJ+lH2OiaOLhgyHzAmxSMlX/laLmY7eHFQRGvZFOaz15yVrH6JQRDce44R8c3llfWugIScbUzL4ZfjZw7ap15OGyttLFlZpBz+WtyY0GwBeA0p7JegGjLwFhmvMxgcYykq4+AsDmqeeuApjlw8xdrFMV9/8gnu/cRbWX7hHDeMT/P+06f43a/9EU8/dJb333sXzz/4EhfPtMTBUZ5+5Bnu/b5bGR1rs5uqD2hii9QR0ewyU0nuwUSLqeXEFhamZ27Oz33AtjlU3pREDDVJDhFTi2KEcoOsdcK/xawIHGjLzje1d7nUiGPUY77EWgaFLTesu7jswNNGcBvharTuOMOcKU4jIU4whogkRBMK0wxSLhCkgsbRqNSpZnVpnY3xmLoacvzYccKCsKErJI2kEJEoBKvpRievMwUJuCguCfMEUoMPSt6abBtkermRUVcV5hNeeOE5nnzqSf7m3/hrfP1r3+Czv/NZ3vTmuxmOFrfo/plsiTnVbNm/BaOSSSbzqoqI5v7ey4Fo29ju2P1FeFYPqAXcK5JmOS06eEiYTFCvN193iQI5fRVhz/kk0+QOie49s4L97AUgl2IPSf0abkzu5Ai3zrzd8S+bVcnBWwcX4re8lHLQluwS4j77acHBDyEBNiP3Zj6dycDglPRevcl9mfPrAjFg01dcupRh3p+QJJ1pafpOx4vJ0t03Taw9j18XoOglNd0mvzl7lB+s0M1bR7feUnlpOa9xXMslz9apvlvRfVRre1myw7MtS++Ahe62Vb2S3Tx9t8vWmTmjN/RagVnSUjY/m93Kem/vDi/2GXeI3gwr+zn0eyrq1YREQ2NAVhZ4/PHnSQuHufGtNxHHa7RrDe9463t45OFHeOLZP2Zl/RZMYH1jiSef2mCjWeOwHobgPPvMi7z/9Hdx5qWXWT73MuOLRzg8GPLko2chTjh6asTJW4f4DlmTLj3fr4advhzKWTh9p86ked7c0fvRpz2zs1Cyq2y6vF3Snr6UP9ciQ820sYu5K3+mCmnZB/JNs4qmmtWXN3jpyWc4NDxKGxOrK0s8MXmGm+88xU1vO1HWllOFiuCaSast5c/IEYWh3qzHJstsyVBVJpMJg2HFYFDh1vLi88/y8ssvEIIQQr4fOF9q1c2TTi7s2Iru1p3uFNmcKwftUp/5P6WffEar2DwrujSSu8tQV2wflEt+uMy/N/HajtCZ47qHiiKag6BUNJul55hjjjnmuG5Qm9EsJR7+8vPcXL+Nlx5c5sxXHuWoVoxq+OLXvsxTz7/AkZNHqBdqjt90Ehuu8fVv3c/CCeEt77odC5Ebbj7OAw88yFNPPcQgjDk6HLL0bMPyU8qL317jq7/9AJOz46vPRvMaQRcY7Gb5Z/O9f+mVhmwVTtUrpK2Iq8IzD7/MR9//Sb7rPZ/grmPv4sbqTsL6If7wt7/O2ScvMGAh33SahEp038Lpdo+6fMuuU1eBdjLm1MkT3H7rTfyT/+c/5rO/85v84A98goFqUT6yu0p2lXl9z5eDYt47rxaug3V9bZBpuXz3Tz++znPMMcccc/QH0ZbJpOXwwo3ccOQujtc3YssNabzGW9/9JsJR5akXn+VNbz5NNarwAKfvPoVVxm13neLw8RHRIjfffiPn15cIi4nv/eT7WFys2VhKHBvcyomFW9hYMs6/eGFP74fXOqY+9pch4l8NTE/fQmqrKcFqHn/wGb7r/R/nWHULj371OR796rM89/AFVp5vqOMC3/zjM/hYGMgQkmPFt/1qalBXASxhsUEwnnriMZ595kn+yl/5Gb7jQ/fwhc/9VzbWlggluHQzZuk66MDrGHNB/tXCG2Remjsy43TY163pc8wxxxxz9IOkGwyPDTi7/DL3P/QgL507x+LCiCNHRgyOKDe97QZuPn0rzz/3EjElJCjLaxcIA2VjskrTNgStWV5dpTpacepNhzl0g8IA6uEhHj/zDI8/+RhJW47feBIJb4wD8Hq8CLBzEBVXrHEkKbfecJpHH3ias08tMb5oMK6RZsCCHubiy0usLK1hyQnaXSy1P3QOvR1iOyGUdLRPPPowv/gL/44f+/Ef4b577+FTP/YjtON1/u2/+pcsn38Zlaw0qGjOL7/Ty2VGaXoDYy7Id5gLmK8YdLr4r8dtbY455pjjjQ2vQBYTb73vTTQL6zz98jMMFw8xbhIWnHVb4ejRo6ye3yCODU/G6uqYUydOcP6lZWwihDTkuedeJgwVU5Ch0JpQHzrMc+efZXQDfPSH7mF0apF0VYzuawtS0ivJ9jQprxo2s8dkVt5JsaVS5dzZc4w3JuDCYDAkxkRd12ysbZBixFK+AK27KGx/wrPQiZid3/mgrmnGG3z+c7/PZ3791/jrf+Uvc+cdd7Kxvk6lwg//4Ce58cQx/rd//s94+sxjOfOPG3V1GVHVmbODzAX5TVwP62yOOeaYY445rjVijYXI4VuEO957kjvfeTuPPPYMGysV1lQMqwHHFo+xyDEuPL+ERFg913D6lttYedlgPGByMbFxPrEwrKmD0KwDcYFvf/tRFk8I7/vInRy7fUQaKa5vENGjyJjXg3iRc16EEoibk4vUw8Ck3WB57SKRCeO4wXpcpbV1VsZLND5BB0MWDg2hS4F4gMak2PLZ3/4tnnjsUf7G3/jrHD96hMm44cknn2bpwkUU+M4P3cuH77uHf/Pz/5Lnn3sSSy22Q4xBTnMLZlYuEb4eevnVwRtkNe0Dc6VujjnmmGOONyCqySGCOUmXCIfHLBwdUMkRHvrK89Qbi1QTWPABt564jWcff55mbQyTEScOHyOkIe1K4OyT57lh4QZ07OjEGbaneO6xFSariWNHK4aHx+goMo72esrztSNyljbLaa7dyz0jry5ylprA9HZkMUItHDt1hK/c/0WW188zjsuspyXWfYmljZdYbVc5/eZTLBxdIHqbf1UlX1J0peXjvPDC83z7W9/iL/70X2RxYUSKkZXlNf5//9u/5It/+EWCKEHhLXfdwT0feC//+Zf/A24N5nGXF88t/XNBvsMbfSZcA8x1pTnmmGOO6w8Lfhi1gNmYUDcMhoGbTpzm5ac3uPjshHqiLFTK0YXjrLy0xvq5DRbrE5BgpIc5/9wyF55f4+jgBGm1RdcH2NKA5x+5wA2Hb6SuKoYjUHWCXrv7aV4t5IvYFJXuUrbrQcCYdW8t7jXuvOmuO4gW+dYj3+Tc8ktcXD/H+bWXWWtWOXXjMe75wLuxmFAJuEOauQBur/K6FJRSAmw/97nf56Pf/VEqcdrJmPu//lX+yf/rn/EHf/hlfvmXf51/9a//PedeOotb5C1vOs3FCy/zwtnnCDsk93fPF0IFzbn4r/ZW3NcD5oJ8h9ftHPBpPttXY6ILQoqxuLG9bjt5jjnmmOM1izFjNAyoWUBjy40nRywsBG664Q6++bUzpDVBAlSqHJncwAvf3ODI6BixVYZec/HJJXylAoWNuEFoR5z5+rPcMDpGbFZYPLaA6QJmSrAxV3PT9msN7uU+g+tEwHR1WlpUBWmFOh5mcq7m0a++QLtSYa1w/sJ5xhtjUiNUfohBPMLDf/QU6082HGqOEmxElArbj2uUky+39EDHlJ4/9zJ33HYLWESadRaCAIlQC1o5oXK0pJ+sK+WmEyc4f/bszvOlyPZvZAG+w+tfNd4vLlX4XheYvavlVWmgzNNOzjHHHHNcz7AqkW8fz5cXHT40YPXFhiOHj/HCM8/y2MNP8o673w0xUPuIpx55nls+fAfjSaKSwLNPPMsHP3gPMUYScPaFcxxdPMGdd5/mheee5OY7TqCDEe4ThIiUu4dfv+iYeBDV64SRBxVI1hJCILWJRx59kne86V7ufcfNPP34U6xcWOL80jIXzq+wvr7B2voqDzzwHC+sPM0nb/4ILHq+Rdm3ShY7Qeguntz8rKoqNiYbmB1FRXjr3W/hb//tv4VgfPyjH+G7Pnwf49UV2mgggZiMhdGI3YqbSxZzRn4T13o2zGffHHPMMccc1wFMjUgiukNQFg4vgjhHDh3iplM38+Iz51k6v4o7LCwscuzYcVQD6+tj3GE4HHH8+CnOn1siNYGXX1rm9O1v4uLyCksrqxw9fgQJYDj6hrgUsNyyuuVW81cZ5oiBBoGBsTR5mXVWWEvL/PHXvsgjDz3M0088xfkXznH+3AWWVpdYbVdJQ3hhaY3za2epayAm9pU9VLob0TfvSr3vQx/id377s6Q20jQtyZzFQeC//5t/jfvueT+xadBQM2kjSyvrnF9e47Y73oxozdz/+fJ4I6yo/eFaz5H5nJxjjjnmmOM6gKmTL9EUTBWpFaelrgJHRoe54+a7GIQFHnroYc6efYmUjCeffIoHHniAs2df4sSJkzz77LM8eeZZUlvxpjvfTpugSZGNdp3BwgDzhL5BGKwsvJeLEMvPrzZUFEWx1NLYBsNjNTffdYq1tMwkbbCxvoaY0Ky1pElLInLLXTfyvT/yHfyJH303x288zCSuM9BNn/crxXve9z6alPjtz/4uVlWE4QC1yNHFIeIRFYjmLK9N+JVf+w0+/okfYPHwMSbNLsGuc8xda6a4VgvNt/39CkO2+Ay9CtqDe6lD9tGf6y9zzDHHHNcZJIEIuGLi1ANhHNd44smHef7Rl1msFlhfPcOxG44zHA5ZWlri/PnzjEYjVldXefbZZ3n++edpW2NjY4OFeszq6mO8tPY0C7cNqBcqnAZVwePr3z++C3BVYepi86rDwc0Ig0DrExDh5ttvZrhxkpWnznDDqRtY9BE1SySMcTvG1LjtTbdQHVnHWGNQD4njhIT9BLuWQgGKi01VDfiLf/Fn+M1P/wr/8P/2DzlyZIF2fYUgTlVVrKxtgNZEGfCDP/ITfPBDHya6Ug0GwFyYvxzmgvw1heBuyDU2hOQ7E/Z7iUO/MC/BKyK4p7klYo455pjjOoN7BHcMEIwkDcPDwkPfepK33f0eFuQIWjnUxng8ISVjdXUNs8Thw0cwM8wMDcrG2Fi6uITrmOV2heOHT6G1E72hDjUW4Y1wEGwGu77aNclwnBACbTumqmvEB0gMxI3I0rmLnD52B5PzG6g6qsJoOOSF557nxWdf4ra3HiUMBsSmJYSK5HHvIXQvuW0Ex3EEFeXoseN8z/f+CR5+6Nv8+I//BEdHAhZp2sQkGl+9/1usjY0PfeQ7qUYLtGlvf/w3OuaCfIfXabDrHHPMMcccc+yG4I4LgODimEy44+6befHMeY6cWGTp+TWWVy4ybjeYTCbEGHF3YozTn1NKJBPcK8axJQwj4ZDw1ne+iVBDxMFATN8ATr0zwa7XSfpJx0juVPWAOG4ZhEWaFeFLv/tlTizclMdQE9UIRpOKth2yNqn40me/xp9YvI8b7zhMQjH3K7wHoBPEhWiJWgNnzjzFe9/3ft781rfjGxdoxms0rbOoFe9+74Bf/I+/yng8YXFwCBXFrPjlv/rdeF1iLsjPMcccc8wxxxsYwbvcYoJjeIgsHhtxyx0nOfPI47zvzd9BSreyurbEysoKq6urrK6u0jQNZtlVJgv2jrmwvjahSWPuvPMGTt91M62sUtWB2EYqHfB6v8LH3TILbSXg1fxVV15cgSCk6CzoUdbPRh7+ylO85aa3c6g6xvlz55j4hJYxoRaqpuJYdZLls+f53K99me/+kx/g1B3HkNpwa69sBIuSGELN+sYqn/mt3+adb38Lv/yffoX1888RmzHRlXp0iMPHTiEa+IM/+AI/9Kd+lGj7DK59A+M1Ici7dIHP+3Uw39+o+8z/Cx2x+WRqzelnBm3WePZ9l6qYsu3bO2O/dequfvBtr9yvf9uVwS/5xyvpE9+xAju1JH8ml1TqIKWxmbcWv6QHt47vfgqd70wdthtOXzFD6rbt43Kj9Moa52Za5zt/3G9Z18LMOLsWd27EtTGO99zeN5CFVk1wARPBFSQYbbvBTbedoBobUsMzTz3DhfMvM56MAbCUSGa0bUuKkTZGUjJCVWfXC2258eYTVANlQiy5wAVR5fIXnV7rVMVZuBDZew5f6Wu3/CCbbfKZU763NbG9vB0QLRIGIzQJ46WWR772JO86/SFqO8rFCytMxg1JjYmPSWaoV1StcESOsvLiBT77G1/m4z96L8duPUI1qPGYLleJmX9v9ZF3h3Pnz/Pk00/z+GOPcNvNN3DT0SHDQc1w8TAvX7jIw088w3Mvvszw0FG+//t/gKqqSWbINHf9bj3X19yZnQs7yWjXF/YQ5K9hUIo4LhF1pzaoPJK0oQ2BJEMqF2prcTHiFtV2e7c6WfXdo7slm5ESRjBlkBQDkkSchHsNNgAxkIaDTxDBqLNSQotLwKhpZYhoRHxMRSSTG9X0dy5tG/tqnyMYSsAJ3qAGwZSkRqPgMkCJBGIv4rYjJK0xKsQDwaHyCUEmmZWwgNIitPh+xmcf5SENJgl8iHiNYSR1mpBImlALVB5AEwefy0KUChdh6A21N2iCiVZEAQ0JL8FiuykXlypy1xfkGp6hLtCqolqCoYt6pJBTl3Vnem+StaPlnQ6YMs2+kFe/FRO45jiWnsospW1V/maViu6s6KG8jo+YVWJNhCQQXBF3xGUrb3G1ZQEmgFrOF43i08Z0f3Tzy31iWn/vgoAAJ3VeGy49zOVyDY3MzMupnOnghpqBOajTS6fuv2q9ImnASVhZfMkrBrrA8tJFhEMcPnSc++65kbXVZS5cuMDy8hLj8YS2bYurTUtKibYxmiay7IlJmNB6C6qIhCyMVYBFqjQAV5KAoQgD1MeYTLJFgApxzSPQyzgOgAmCIUTAMVHEFSUiPsHIssbB4SC5DGFA3swmuK4DAafGJZQ86z0UhyNEHM0yhiomhroS3HPZUhF0iDcg4xGP3f8Mb7/9Q7ztjvfz9OMv4GmN2Cprq4mmqTA36rrGU4PHigU5xOoLS3z197/NJ3/su7G4QRgkcMMQxBdwaswjog2eatyV9fU1Lpy/QNNGBsMBhw8f5vabb+b/8n/6ezxw/zf41f/0H1k7/xJHjxyiqpd47MzTvP+eD/LjP/6nef8HPog1E1aXLrK0NqGJLUePLXDkyGEWh0ewJJhUCBXBE8Eb8h50cNOH0OS9kgpjiKsj0qDuqFVFMfFrel7uhuuIkXdcHFxRq1B3YmiJOiRKTUiOelP20cGe79qrh13IkfoO6oFgVU59pC2uEUyQNMqv6WG08r5bIUSUBqHCqTAGJImoNCiGMMB8r/aRFYzd2gcYFaaJOiUkVagFXBJJHZeKkUWUiFEdWJjPBlnyBmyK0hJo0GAYAWeIaIOQehHk80acQAyxgFqNiWHSkDRhkoWLYCErTwcsLrdPcRGUltoaxAc0MiCJYCEhkvItdj7A9zx97HqU468pF+ZAkplrvIuoawKhVEQyideLWVryogDPwm0up0ul1kloeW2493EYlELdZlwJdiAa+qTmplajTUVoS592zFhPxSFdGBtsUVZF8GmywX4n+tQ6tlkFcAN3TCDJjNB9QCQFFyF4Pi66MXVyusbcwT7t19csXHGdWWxek2LF+lrkwx+4l5PD23j6scc4d+55Xjp7lqXlZZrJhPE4C/GdT7inikF1mIWFRZJMeP6FF1lbvpvq6AAXJ4nhYtQIiOGaMBGCDVBpEBmTBJLXKEovN8B6nou4oqQsuOMkBgiKuhNwEMN8yyzefMW2V+76TCiCfJXPPalAI+gEbAE8E0JgnTzYA1ImHwilj1M+Fx2cRKRCTKhSZOPiOtoOeNub383FsxdYX79A0yyR4hg3SBbK2KwjoYW2YaCBkQ85+8RFzj5xlrvefZzWV0kYkM88DTWhNghjmrXIf/2t3+Wxxx9iNBpmpVeEtm2oQ8WRI4e5cOEc737nO/jYd30H/+VXfoV77/sQ3/d9C3z9/gd44pFv8fQTj3H+4hKTtoVqSOuJOjQM6orv/PDHec/7vxOTKiuC7gQSxlZr+RWN25afEwqYDwoBO0GlRc0Rr4EKE3ocv4NhV0H+Wrp0OUqSiqgDktR4GRwlIQRMIGooh0M+KC67UUtm1/baWNUUzclzSSJEFWIAk0SQcT5urcos3gE3aQfUHTxR0VB7RW0toWRySVREEfA6H/qXkzwFpnbJXWaQk1k4QQkach8iCEbwhLhQuSHFN/KgsTjuUNECqSwlxyQQpabVAVFrKq+AtgxbH/TjELFAlYZZSdEJYk7lWWLLgr31Igc6ULnhnnV+kzxffdqnbfkTiwlxW4lbGFcvHX79CfOm125XcoqAZFlIAgiBrWz1tGJ9lMfMRMjCpzqIZSUiWwXL3O2hH8Q3FZLZGbhdEIU99fJ9Flj0lE5on7LznarUrcwsnPZBIKs7wTcZeJuaUbb2n1z60dWhFNW1EweVTA2oky2PDibej9VBNlvjyvSGySQQtRjgVHZq8iuL0PPrLPdh7rfM7TbtOg8+9BDPPnKOuOK0qxOa8fo0C1lKKf9cCaJlDQWj9Q2STGjaCS88Z7z04nluO3wDQRzxbj9OKC3QZDLGBbHMrmbLppcz5OBtkzJPhJTLdysLzklSZWuSA0V424mE2a0aOz4TxQlgFW6DnCHGiyxBRJmJSTgwyZTXobphnhA6C3QOPDYSJppv7QVefulF7r77XSTGjOMS43SRcbyAySrR18se2OIeMVpQIyEY2df/zONPcfs7T9FWA1wsyzaS8DKeKW7gacSjj3ybD33k/bz77e9ABFZXVxivr9OMx0yaMXCa07fdzrPPPs3S2jLfeuhB/tyf/ylO3XiSixeXMHfufNMtHDt2nNGhwzTeUFfwi7/wS7z00tk8P1xIluVHpTDlMx16xeMG5E0ly5y5J/N8MUAJ4DXmg0zEyvUR7bGrIO/e826xW1k4CSVJIJEFdvWWyhpcc1clye4UyHiPtwXwit2GStwJrlg5YE2EVoVWKlxbMEN1kjcUr3oxm7ro9EANHqm8ze4mngXDKBUikcrX2P1UyIzJru3rGE7J/SYoLoV98Kwc4YpT5Q3nwO1ztGwiScJU0G0ItCjRwb1TsNKudd8fJG+MVmcXGrOsRZsRUMQFk+xqE9Bexk87xhYlyoAoNUkUIWbTHgmlAR0X+8Tl657n57VbX/vHtczxLKiHqZAnU2azo+OZWQb9bJdJIGj2p1GXrERYkQ5VZ5Tjg/dDlwXk0rpvHuL0yB53zP7mq6SjB/Pc7dbf9PODQwrdL8yS0t2A5qOvX5NDhpdD1iXznlrKDonsOhSsJ0+XGUsRZUqKkMTLedSHdfHVR3DHpvuz4T5BqsCNty/y3GMvsnq+ZSQLQIWKIgiDxcXsLlPmUgiBEKCN67S2wcJR5cY7T3LoyADBURNENFvA3BFaVDrf+QrxAZgRpFhARbAe9kh3QcmWgKnyjhXWvM4EoQ/yWSwxj+ZO63HWqLbrM8c94R5wBzPFLCAz7kLikSRKkoPfWOpkBSlbMCiW/Wz5cxQXwzAsVgzlOOfPv8Rbbj7J6iSykZyNlFhtWybuRA1MkpBilUk+GRLVaM2IjGiisbzqJBZopQWJWUGSiNNg1hI0MDp0mPs++CG+/sdf4OnHH+PM448zHA5YGA257dZbuPXWWzh+7Bhf+fIf841vfZuf+um/xOOPPcYv/Idf5t577uH4sWMsLS3x7FNP8uDSN7i4sowOlOMnjtOMI/d84D4kBLyQL0YoLlqXG6ArgyEk0fx+GpAmx1FIKB4GochN18cZvqsg3wm51wSShVv1IuR55pAHFssxlN0axAdsIcsuax+5nLCYD5XueMv+ognThDPEvc7XGHssLFnoZzMRKYJ6Xd6XDwD17M3uBNSyxqc+46c3274tzTEubfzWA7MiEQpjnCdfPpKU7CYSRcn6Zj/jLGK5rMJYIXnjDgg1Rk0iEDdNnZdgtwP/0mdG9gV0nWQhniazcl4sLeI4nQ9fH4dtPs5TYVtarUgi2Sxb+jQxoDLPQum0Yy7/rsu1bev3LjeP+4dewysIHWg1H7BZos6S+9TNS8i6Tl++x4XJlc4k2mkKLoVB8ykb10c/ZDleC+s2K9CXlVgC7LxnOXcnQ52XB7lZ2X/2oC0UmK6rWc5/tlDplIv+hrC8+1LGfXrbpOfx62Mmq5dM2D7jHOVd2zctDT14Yl0R+lYdXNJ0HTqGqSFD+Mgn3svKPQ02Diydbblwdp319XU2NibEmFDtzkZnMKg4cnTEqZtu4ujJQ+jIOXJyBLWRdEyXdCG7s1RQeGkv1hOjQn2Ak8psErSXidOtNaCcDTndZpvPKari4pd38PIru71uj2eOSEQJiHpJP6nZL95CJhAkE0LZcnvwNooVC0BxXdo8N/IZjySquqJpjCOnDvOlB75ElQZM1texNKGNLVZnQjMMKyRlsVg94FaT3Dk6XMCqI5y4dURLg4mXMz9b+qSMrVARk/Lu936Qb3/7fk6dupX77v0IMbYsXbzAU0+e4Y//+H4mkw3edNeb+XN/8a9z++k7eff7PszDDz3El7/0RS6cu58jRw5x2y238La3v5dDhw/RpMQ37n+Aj3z4Pdxw02kaJM/TCkQEK0xCHxyFd4yIJJBUFDwrSmD+3InFyvLq51Ld3Uc+9Heo+x4Ho5IY2DoDG6MOyStCtVC8vjphWopGvctIOWUz2mM0PQ98kpAvKkoTqlCD16gNqKyiMi8uPbZVnr7KmWI4GpRo2eXEdICro67kbU3L4VddXvaDIqC2e5YnqUU1MwIeAtEMldzXpkZjgRAC+Pbo8yuHkLVYyP64WUfO7iYDMTRFKnEUIZWxPGiJpobpBCkbirrRUqHVAkqgsoRJi4v240YwDZRSTCkMT0QlYuJMGBDDYWqTEjxZsJNgJZFry37vD/0cnPuDiWChc8cwXDaFgulUB3Z1o7sSODmNmVlOCafZT15LbjPXzh3Nc5DYgZEF+NYNNOQ9MDpSCa42o2zSWxs7xpGZP4U0x0TQEsw4K5geDDoV1L0E1aL58jex4lQukt1PeoB7FhiCbLoJBRzMyuVzAbUEvbVP8FkhnrL/m1GFkLfOZMUn7LULE51SC975bgchkVg8NUS94vgtQ95ki0wtSuZbrGadwCoieCC7dIQGl0SnvKqDJEVZAKvz2VtF2uQE0TymmmvSBWbP4mpG1QGrcnILTwpWU0kNtKi0WCH9sjJx8HGULFITLFEpRBvj0mISSSpFEew4c9v2m5dz69mcgTt9w7Wiccc05dixUIRqC1QWcG8QXcOrDe561zHs7prKa8QjIm3RSBXzqpBsscQSCHjAPbuaeJjg1QQZrBHQQpoJwSvEK/CaNgmhqjly8hQ//Vf/BlWVx1Ukt/q+72xIKYE7VTUg1otEUXRhwDs/cB9vffd7ccspTQaVEkIoZEfF3e/8IGhFK5BCi1QRtxasQhjiYRuZwNbTZGfb6KVPxIUKKYSB03kwBB/msCfGuKyiVNml57Jjc3Vzdmdc/oDYVZCvbKmf8mXvxiiJRdYINLQSSHKYJlm5HU2wYsIUIsgeQqyFnHVmjzINwcMQl8Ri1aC2Rop1mZzZ3Jg0m45m4e5XfOg6QggLuCWCRJIqq6kCVSqvi+mbrOmVje/yFVfcF3Ztn+Co1wSDRKC1UeamvaEuprcoIW84+1AK9tXGUp1AZsQqbxnRQtsiepi1dgxe4WFxb0VrH2gkkSQRxAmSveScAeNJAIcRDYGV4pF4cAipKIlaPPJyG2oxQgALI9Z8hNvatg360jeRBpexSlw5TvXyloxspbk2MBFaSwzVi59x6TPfPrP7Uy5ysFJ2l5i4kUIOeO0yk7h0bO7BZ4wjRIEYFE9W/NYVzEsQr20Khn0x1p3771SCz2VEBFPdzNLTE0djna+9bNoIk6VyCAqSbJs14qAFOnjKusHs52UMJyQ0gPY2jzfr3u1vWcxUPJYsLIRi6rl21qy+Ofmao5kdL3PfO7ODZyVMEDTkrC9bsMXyka1b7losXlWx/ORsUVLOVbVAxVFUhkSZ4FwgBsmkEtDFDmlywrbi5Cqa7kArTtIJSYVRdRyJUHtb4qjARTEv7hJ7wGz3cRaMUXUoO5XZgBAgyjpNWEap6W52V7/Uqr4T4bkTcTj7vTwfq7y+K8Nlg9YmBAaMOIr4iOgN7okkjlQD0GGJ/fPNeeuB7KiWyp7UMQGd621WGFwMvEZsWNorqFVUegQnYFVidXIRcSUMnbZYCDrWnsFmQGqioZXsWqwl85SELL8YEIlZ2SAHqPjAcZlgskHSCa2tIW4M0gK11LSWejnrgymVZ3oSEohnS5LUoDWiLS7LtEEQm50zndVzE1czZy+HRRZ3/Fx2Y8r/9Wd+7zJG2p1qtYVD21rIzh9v+45Te8PK6ipLqw0uNVU1gJQ2J4B0V/3ujb2+lc1sWXg4dGiBQ4uLeaPRnD4xI7vcJN26m2ztssu3e2tfSU6sgCCVstFMuHhxiSBS3EF8erju2T7Z28IBjqQI5iQNOShD4cYbb0BVig9YQHCqHhh5yIc6MG1PMHAzLi4vsTEeI5WCKN5HBBNMs9NQwnjVlC6k58jiIQ4tZuXFeroSzqXLrNS10/EUCaHCCFxcnbC8usGC2p6uGf0Y/jP+9s/8ZG+nejx7caZi2+s4W0w/z0w3mdXt394k+3Yav1mOdDsu88y7gHOmbPzsV7ugN7nkd6++3abdLlCyVJdzU2HqfuUCtoWxvoq2lRe523Rv6L6hosXcPMPtTefnwcbU1ehcdmTma9pxHd2+rbLl9664bd2zIvzotvK6GLcuLkFsr/Kuot1dFXzzn91RT2d52Kv+PT2rbzjRqyT/Ww/8wtZTbTZoeSroXVpF2W5pccM9Fr/lMiZkF5lgXYYoIaXAxnidcbNK8hbDQTOtlHdzJ5gTtiWct6u0lLWaCcEjC4c5unAYsYR7toqaQHbdDfsiVzbdiXaGAGIN4kZdD1kbb7C8vMrmLqCF2EyZmDwgnOxYmt0GczBvEOXUiRuzlcMNESPf2FsBA9yrvOtqC8XKjGePBKQlxyK25AGvweosF0lCpCkKdVkBhQRp28jq6hrjySSz70FntpnO3bQI9B3RANi037ftSTNnLXSR5Y4Udxf3lrquWBwdYjg4TBVq0l4k6D4RTAglur3bU8wFcyP6mPXJEuPxeqbz9nCt8Z7c/AD+wif+7o7rfldG/pMfvK2n4rcLvzs8R2llyC/9+u/xua8/zkSPknxA8CxodhlWklQk2eaaccmZZDjNruWJCwMRvFnmYx9+J9//sQ9S25iqbGCdAC9OyWyzWd7VeNaIQ00iJmFNRjzy4iqf+b0/YpwGmNfFb498GM+2b0c9wciuNbt3aiUh+40pqE84dcj5333sOzh1CNQmiHpOgYxsad/VwqSE17ijFjAGrMea/8+/+WUefPoizeBITrDp6TJi9eWUxB2elXERclCrl7QfmiIjJvzED32U777v7XhcJoR+2Lk043pRWZ6TlUAbAxtyiM99/XF+5/e/SuTwZqD4js1xnAj0o0D97Z/p5TUA6Klj/b1sD4hDFSPrL7yIjyd5rUkJ0/ZtckMfKWBdcPM8hiePMTh1HCtkkzg5e42Rszb0ROjmGBgQc+J4zPoLZ6ldqdw2c9oLmz68B0AnqwslAEwEC8qhW29DQsXsMu/Ng6pTpB0obi+YsP78izAe57gfKe43PRRnWtxpHELKJIgBbQA5eZThyWMl60lfri47xCIVYRR34njC6gtnWbBrnFP6hhO9vu5Db/kEUFyupgHnTnZ5c3IAbHVJv17CFnsC2qkA7yW+TbwkR7Qck9YO1/nM53+ZL3/jv2LVKl4lohdmmZyoQsUusWxelTVcyJcJNUM+9O6P8V0f/ATDtEjlVRGoNe/X4uy5JzslacNuEFClSQ1hGDnzwrf4/B/9POO0TNKYg09FypllW2iMbq1sKdK20pfZhWnrl5wswHtyqjTk2OgW/uqf/x84NrwZaWvq4kKcrS35vpeshDfZzdMD+BBsgEgEbfDu/hwvWXcspxQT6YT/kuxRjKQta815fvFXf45nXnoYGeY7BFwG0xrmGhefep+1yXdUR1GomI0p2ppMMo+WoZ7QpAzlKN//PT/JPe/8GMQhtWz9jatFdwZ1AcMJJZljoUUGG3zxG7/N57742zT1eCp7XHZsrmLOXg5/4RN/d8fPdxXk67QyW50dvrFPtmMfKXqMQBQhUdFyiLEcoUWpFerkJAc0m4b2JnRzFPpuLKwIJBcW6sIY2JghqygtjpFK4KaiBNvqs+5TCeNy7b60rwSoYkOlAdPcSpERDYtErfMml0LRnHcKZL2y9gE0VNNkkJUFjBaxMSMSwTdyrn4zpIfrBHKXZKYsmKCutFJjNiJSkerjrPkCWtdYO+lhsQmVB4KFaXYaF6MOkeQr2XXX1hjqWi9uBE7JPlAOtcqNyqDyfNGOhZB99BO0dbWPAOIav5YXyOwT1pMv836gnrMtVEhmuZpIFXTT2lRYV5eeNsIsl6B1vgYtB9oFEtl3fuqNoZvWpYMiZ6RxvLi41BqoklMVolO8Izl8r+W8T5TgQXSTxOr8UEqb8g2e/ZRFlymiO0DNIeVbGCutkBgJQSg33R0Y+dK+LMh3ilAAkDClNpLIFgvE1SO3r9MqO0tNZwnwlMe0Csogpq0B7q8xDOJhZgX5rq3ZCtlls7nUMnaJZdhBfLEIY10g56alK9+blWirCSIJH6zR6jIeIHkn/GcXlyiFfZ3B1canuRvD4fF8pqcBIR1BU3ZzyRYDitqxH0Z39zpkPq4iBKeJa5n9Dg1RlkkhFguOT916Dr7uHfFIpZqDU2PCpYVUUbWHoa0JmmPhRMY42ULvSTGpUFXMQUxJMWJtQ6icejgkeRbkKRc9ZgFcEBni6Ey60pZKNjAaqFeJ1RquPo2Hkxl5SaZ/25Y1tcnVzyTMle7bOSkIbArGHiraOAQUTUPqeLiknt46fiKCl5th8+96tiTNHisiOf4GoIvV8GwtKEknCSLElEgRzASqRKzXMN19b7vaOXsl2FWCy6mRrg2ylabJARRxSOWg1QbBI6FcopDzj1g2eez9xj2eCm3JOCLiYAkqL3lD84UwUmymO+roVzE2Vg2REDEilYA0+UY7CQn1htryYtnuynO5Fuz9FUdDwjxft+wGaCy3oY5IBiZtd9pfeYNmUS77ECoGBKAlhQlO9ikLJixKQtJkT1PUvqFpmvIulA3ZEKIqSXNmAPGco78Pn/x8GBlGIlLjPsoBXdWEFFpQIbBAsv2wAtfnoR+utW5RB1IlyASCFFOmdpcMFboV7UWw7lzREwkPCppvV6yRzdyCZSn01Q/eBUtJZiTF0qZbCJZzk08Prh5QyFQFKhOsM2Tp5jPohN8eCvNO2C3vFodKS8BrN6bMHMgHLNGFyjNpYMFQK+VbyjfXUm3qLQcvrbhCde1k6kbgYjkjl0MdO2bywAXuG32H1prkS50uZ0G8LLZ/Xy73YKpHZ4uKDVCEKBNiEGAhB2bKBJOYg0499HJWOE4KWZmuyy3utWvJrhYRsSLU5Ttl+4B6M80d7yhJJ5iO8ZJmU4hFsekjNbKjBKwNOZhWWggtFSNIAdVJdp4prrQmKQvghapM5gSFcbvE7/zmb/Hw/d/grrvewg//2I8zWjxMmxo0OEyDYjsBvc3SkQ+ycuQDKnXQlmgBGBbh27fVdvPvnVo+++2sVHbCuU73ziTgWiFVwKssx1Ul29IW26aDqkKAZJm+qSqhaRqqqoYS5C2hyoI7kmMgrM0KDoprgzJGrKL2BUjDbPHUhuABtb5X45Vjdyr2GmgSHXzm/x0jkC+PmBFqZctfPZS4ebhsculS2t0dBX0xZZQ8p1L8D7t2zk7UmYCQXuTOTrTt+lDKp3npU0qUHgLD8uGmZePVYlr1qYk1Zywol3F0LM2BkbMrFM+5mXrM1mp2TA+ILftRZzbu0iXOxL/3NH6vBq5ttbeuwS1PuqU3KxgcsHLuRWkvgrOUublliR+8mM3yZn7uWNzZd08T1ZSMEf2VKtMVtlNb+h3jbdbXnUoognxPSz6vtmnfkRm28l/+SC7b9qvFrE15c6VTGGhm0pm+RtE1pjfs9q5ug5Rp6klckS5rW2dN6SwDPXTr1FVi9k8ZPBfbdIvqzVK1eSlTfu/U9FbqUmZoT4Hg2ZLSuaXk8qZyVFFPnC5LVndeFWVbK9wiD33rIZ595ln+0l/+y/zKf/7P/MEffJ7v/b7vJ1SDLd226ULmZF/EvACCBkLYtIa55/QTV3r27izc+0y/dRupbO4D5P71aQ7azZcZRmwjdV2joqTYokFZWl7C3Fg8dASJbRbmDTRUVHUgJZ+WTfHQkOmmM7vTvvo4uE/FHHPMMcccc8wxxxzXLTYvbIPOTKcCIkqKBlZx7PBxUtty9MhRlpaX0VCRjHxZHpshqTuJrzFGUkqbGY/6Sht8QKSUqOuatm0REb794AN85ctf4qmnn2F5eYU77ryT999zL/fe+yGOHD1CjDFbMq8TIX0/ePUz2c8xxxxzzDHHHHPM8Qqicw/L/xNycG2ctFRScdfpu3jmqWf5f/zsz/Lgg9/kuz/6UcBn4iCyfd/LJXfbIZdYF159Kd7MUFVSSoQQ+PwffJ5/9fM/T9u2LC6MqKvAH3/pS/wf/w//M7/wC/+OtslJUvq26L3SmAvyr3tk/9xNq7eUhfka9v+YY4455phjjjl2hu/k+iEkd1TKbdKeL2gcVDVqzvrqCtY2fOLj30utcP7cyzkZQVWCYN3RcHknDhVF9dKsLa8murpUVcX58+f5jU9/mve97z1srK9z5oknePDBb3Lu5ZewGPkX//z/zcMPfRtL8dpmoOoBc9ea1zNKjFbO9Tvj13kdaMpzzDHHHHPMMccrBd8MKCmygKrSRkPLbanuhqfII9/+Fr/9G7/On/nTP8abT9/ILTed4j/94r/jR3/SeOs730M1GBEqpZlMCCU//HZ53dwwywx+ljlefYHe3QkhYGacOXMG3NlY3+DRhx/muWefZWVlhZQMs8Ty8gqf/9zv8573vIeUWkSvXbKXg2IuyM8xxxxzzDHHHHO8juHmSAiIOKpSfNobvvrlL/GVL/4hP/mTP8zpW24krZ/n7XfdTvhTP8Cv/covc99LL/Gd3/NxsMiwrrMffO95k14ZhBBIKaGqPP7445w8dYpzL51lbW0VNyOIkNxIsSXGyDNPP0VsJtR11VsGo2uBuWvNHHPMMcccc8wxx+sZJRufqpAsghu/8Ru/zle+/EX+yl/9aU7ffgPNeJnViy+TJqucvuUmfuyHf5BHvvVN/st/+iWwCClSa86p/lpA598vItxyyy08/dRTTJoGt4QKuBlt09A0DU0z5vTp0zlN8WujeVPMBfk55phjjjnmmGOO1zMc8i222XP+W9/6Jk8/fYb/7r//GywuVMS4wYULZ/kH/+D/zvPPP09qJ5w6doTv+97v4ZknH+erX/xDgjhtM9nH7bbXBzrXGoD3vOc9rG9scO7cOTY2NhiPx4zH+e/YtBw+dJh77/0g9WBAjPFVrvmVYS7IzzHHHHPMMcccc7ye4aBJ8NYILnzpj/6QH/jk9xFwmknLN77+TX7t07/LF7/9NL/1R9/g/ocfo20njELiO+95D1//0heI43WqENAd757ZDHR1960XM71KCCFkFyIzjh49yqc+9SkefewxLi6tsLa+wcraOusbEzaalj/7U3+B973/g8RkaPXa8jqfC/JzzDHHHHPMMcccr2OoBNxgWA9wc86+8Dy33XZLTrlozte+8hX+zb/5dzz+1HP84i//Cr/3uT9gPB4zqAKnThxneWmJ8XhSLkK8FNejO0qX1z7FyDPPPMPy0hLD0YinnnqK5198kdW1dZaWVzh58iSHDh/hwW99i5SMGBPXQ7DufvHaUjvmmGOOOeaYY4455rgiiIAlR4NiZghCmjSEMGQyWecv//Sf55Mf/xj/5//rP+Tv/t2/w1vuPM3q0sXikRNwraEakgioKlh6tZu0J0SEEAIvvPgiP/uzP8vxY0e54447GNUD2hh5+dw5NjYmrK6v8S/+xb/gF3/xF/kH/+Af8NGPfuerXfUrwpyRn2OOOeaYY4455ngdw3AkSJb63Ln1llt45OGH2VhdYRiU8eoSJw+P+Fv/3V/jxpNHsdgwGAxwhJfOL3Hk+Em0HiKDIU18bfjIm+VUm1/58pcZDodUVc1kMmEymbC6ukrTNkwmE1SV8XjMCy+8wG/8xm+85nzk54z8GxKvHZPRHHPMMcccc8xxpejO+XI1lAjJEyk6ooHv+djH+ZX/+O85feNJBkcXGA5qdBB437veThuNpmkwc85fXOZzX/giP/DDn6IeHWLSRAZVdSkj/+q7xO8Md97+9rfz4osvMhlv8Pu/+9usr66ytrHOxsaYpoloVfEzP/PfcvLkST70ofumAbKvFcwF+TcY3H3mKuXrdeXNMcccc8wxxxxXBSknvHsW592h5I9XyZlr3vzmu/n4xz/Jv/63v8Bdt91I26wxXrlIAtpoVIMFpKp54aWLfPTj38/7P3gfjhJCyDnptxXp+JZ0j9cDYaiqTCYT3vKWt/CWt7yFleUlPv97v0u46UZeOneOc+cvsLa6TrTET3zqU9x73320bXtd3U67H8wF+TnmmGOOOeaYY47XMdwN9wQhAAHCgA986CNUqvzbf/X/5c986k+xMFBElZiMC0srfPozv8OP/uR/w0e/9xMkkSyoy/WRkWa/GAwGmDuWEn/0xS8SY8twYZG6qhkMBozDhDZFPv3pT/Oud7+bhYUFBMNeO02cC/JzzDHHHHPMMcccr284kDADEUUkEM341iNn+NN/7mf4wPveQZqs00xWicm4xQWrFnj4kcf5ru/9fnAIQbJLTfbWue4hqkzGY6qq4syZM/zcz/0c9WBA0zTTHPN1XRMt8e9/4Rd47/vexw/9yR+irgKyY4rN6xPXpyB/uQnixV7UizY46z+2vZyZH/qasNN3Xs6lxbd93lcbHUcu04RXYiXuXu/uqRywfcWAh1yP3EBvc/TaYz+17m/W7OLe5duf+Y4/XlKh3Z5tLWDv6vWIHUvr9hYHxHf+4n7b5ts+27ZvbX987eEHb1t54Nuf71TWJS/pBz7zt29/MvvBVbXtCp71Db+G62FbOy49YmXLswMv1Z36bXZ72bLN9NsPm6JEV4mtlemvuMtPjulqKHtMdoEBRFldn/DwE0/xvg+8j68+8G3OvfgstGtIUA4fO8GRo8d57MwXeOHsWW648VaCJ4IoyQxk76HpZfy2NG8/L9v8Tts0DIdDHnzwQf7RP/pHHDl8BItjVi4uoSG7CQ2HQ9oUWVtb4+///b/PYDDg+7//EwRl6356mZKu5dK5HHYX5P3abfsi5PykkjBJmIBLhbmh0oIr4kNcGpx+IorVncodcXAEQwFDcIK3BHecQOxB3xGEKg4RDaQQgQbXhFhEaEESpqFcpNBPRLjrhCQJlSEmBiTEA+KOegKGuA9BDp5GShCCdfJIyn3pI8SGgJPChEZBxQkuvcytqFX22XNDvauHIRguTpIypk4/c1kaXFogABWKIbQohnpAXXLZOT/Awct7FbDXnpT9LvsrTwB1EAMpYySW9wOZSaolOwmCHXarz8yzzT1ZEHdwp3PlzLJ0/qHPba9bWVV5p3huL8ZUmBABvPvg8vXf69lUf3TAS991jZHNf05lmFfiAJrhWqT8yZ/tRpjsgMs9E7DyR5ByS+WsP24pcJfpcrXoujZR5pBATgEiZd/ZR/17edb/wB2UWLkyGKZjTBNGjZEQiZsyQDeEkms2xeUUmx2Tms8+E9wVE8VUSArmXs5BMAKGIiSE2A9vJ4ZJg6vhAu4jnMU8TxzUA6aKdwfXnm24/OeCggvigngsf4ciSxniimuLiOOm4IoKCIlHHv4mv/Obn+aJh+/n9ltu5OiRBcQmDIcDVtbGPPv8Wc4vr/HlP/4yP/LjP4G5YBgEI3kkiGKesJBwWkQqxA9BMkQDprbzgbHPtuWPpIxLwjXgSNnDhWBKMEHLegyac8ZrUHBnWAnfvP/r/K//9J9y+pabWF9b48L5VWLTkpoWb1tILerOQJzVi+f5e//z/0Sz8ff48U/9adw9n0IWCCh4S2BMMEetxkO8lErc97y8wt/ZBbtLqD0IePtH3oxdHJeYB8trnBZ0Ug7ZGqwuk/9gG4+4ELxswy5lcmh3qpZFbpgIYJcnD6cD4Lt3uCuhHGyO42IgqQiBAAGjQr0q/X7QjbVICx6AAUIEWoSAe4NrRD0gaK5LDxu5AIrhGnECziHwIeIKJEwqXCpCL1tlHjOTIu55Kp+WBT8V5CEfuwefyy4trgm3BfABLkUJI2+WWRA1usP9tYhXtdYd1doJnUgRBC3/6eP15GwE4mTh2aVoDTJdMn0On0unNGwK8TKznbhMK8NB12AWzjWvaSDvp3JtBnVX9tiY7qEHLiav+WywmRHgfftJ2KPdqBua8korZXuZr9JZj+Tge+irBb+mmagdtMVdcRsBMZ954mCKUGXFQrYpR5cb0t2GeqqkayblREkKpHzu5rNYSOJZGPSdLzu68ibWuFgWptFMmDEAXUeYIF5lgbsj7fZow66fuyBeAy3IBDzgriRvC1EwIJGYTCbEDcBhUAVGg4r3vuOt/O//x7/DN+//Ot/8xtdZPXqYw4tDksOZp57mnvu+gx9693v57u/+HsYbE1pzYkqkNGFhYcjC6AhGwmSDxDoJwy0gauV8tN3Xxb7GtMhj5LWXJGt5wYVgQihnr7vgJmioslrmxvmXz/Ovf+5f87Y3v43xeIPJ2pjUOjE6zSQVxaZiYRAITGiahtWlNf7pP/lfuf30m7nvI/fRtpGhDCE6ohGRcSGWaoSNy59NBxnTK8SugrxJc3VvvQo4AfVRHhiDqkxxFVCPIBul84aI1b2UaVPm1Asj4RhCkoo2KKKgtEUI3k1Q33sTFxGaOuEh0ijEYJgHsCGBGjA0DbKgLW0PrXPEaoIHXIZI2kBpMXGStriMETGSa1EkDr59uTpGQskWFPcKIVGZMIhD2rQAqmjqg/Vwht6g0pYNWUgoLkUhm26SqSiGfSAUIX6EEzBpSZJwhQhEdUwctQrntZW+qsO+ZJE+5RWFqCChCLqAiZCk06l9Kt/3Utxs3WfIsE4uFJ1htntAVd4lPiMLFrYxCVmoKPU6aBMdpoqtmmyRbafj2rF4fcm5s3LzzDuTFA7BQWWmLj0gdGz7lj7bxtz20J/b0b2vGyv1rAuqC66vjIHjcuhb7HYGPb9xt8ISIY6o44g6DfCkoJHgRrCyfyu4pELAHFzBdUI542XLEyUWUs0LcTjgwDPHQa0iuKOyXiy1CZEJphtZ7pAaCGgf1ncRXFuMBg8RYYgDldZYK7QT5yv3f4OHHnmQ1YtLKM7iaMipE8c5dfI4N588yfiuu5C24Ts/8h38xmd+g09+8vt5+JFHWTx0mNO33spD3/gGL52/wLkLFzh/7gKOceLUjdx119v44IfuY+G4kM/aMRZWsGodCYKmPmQ1QagwH+TZIF4Uv0JAumd5gwoTxXHaZAQN/NZnf5+FIyepR0dYXptwYXnM2jgxbqFJgcQA13xBlokXRcF49Myj/NKv/jzvue9uQjUkWoVqAHVaVdqQFUKZyoevLnYV5LOWd60gqCvB8katJggBpEZocY0Y40zueEUf23QSJbkWc7OhJBzDJRAl4Ci1CbW1+zA97r3ZJJFs2hPFvMJZQHyAe5snhDSAgtiBDwUBxDKjmd09Ih3dmCd8BQpmiroemEzqGDInZWE2J7FCZIIyIXhL7cNsgO5BsBac2htqazCUKANcQp4e5Zir3KjciNT0c6xXmYmnM1u25M1Ls7lfwdRw38Hc9lrBta526beoWYh2shC4pT6di9RBrXCX+bwjXLUz5/coBE5dgmaUBivlbLqIkNmkHspzKe482wTr6ctnPXj6sjrMvm7GLcIkj2uYsucHR9URfHL52XCpwHb12GIkKq/NVtxNpj7b4ZS+XCJfDZhcO2FEcNQGhDSiSgEzQOI2ZVaKlbOXAhHp3GaKFa64QkIieHbtSULZZw42dwRBUcQgeCQwQWUMMsElZZJHBogH1PqwvoOpEiWf74G6bKaR0QiefuZ5fvWXfok//9M/yd133c5kvMGF8+d4+eyLXDz/PEsvTzhxZJG//lf/PI899jhPPPUoH0vfw5/8k5/gW996kMcfvZ/xeMzxY8e5552nueGGD2IC586v8O9/4T9z46mTvOuDb6cOCwQdgComCUEJHqYukwfpUWNQ/hheXJHzwKay1+RsOyYt5gmthOXlFR749v0cO3qUxicsr18k0mASSRJJ0hKJtN6SLBI9YhpxN0Kd+IM/+Cxnnvxp7n7b+0geMK1BhKiB2O3dXl37M3MH7CrIa1q4VvXABVoF05RdM8QwatRHRHGcSBJHQkQ5uKXAURo/TPBqav6uPKJEMEPUMQLBAiGN9vXGvaF5w1JFDdSygOnakMJaNoh7oB8btOBaaDGpkLRBdrWpkLSIEhALqCmhFzpJwAeAQ1gBzTY8lxYLG1gY5+gDDbg0HLjATtlLA5JURKlptcI1UYui7gRPVEbxTzw4h6UYlA3ApEUZI5LAA0KFWsjW4TC+luElvWK/9e6teT4jFG17cTCm1pY+hbMdqyFFxvX+2OrOUwcF1SJkZz0d8ezkowZ0LkQ9QDq2uPMaKoahqReKlL7ugdLtXIO2jIxstk89kzJhOoYHRzdXin63WReZFt+bBcdn/uisF095vwu4dgc66Cs4P19pqGxcs7KmkURS2FUiSJt/1mKpEgWv0T4sm24Iq+isIE+NkUms7M4TEbEscB8QgqDSvW8NZR2lyf74XmM+wu1IdjmVCQc/fAW3YnnHcKtAK5CIpRVuuXWBd73nNEtLz/KlLz3K+XMvM6xrDi0ucvfdt3P0yGEGdeDhxx7gDz7/Bf7a3/wrfPVrXycy4e63vhnBWV9dZWN9jRefe4zHH/kGi0cXkGrEbbce4013nsZNSVZjcQFPhwuZJ5gPeln5juM6KZtLg0gsm1vefQzNLoxsEILlgNy0wvlzT/OWN93LhfPnwdeJ7UXadglLq+ATVIygCbdICAn3CB7BnHMvXGTp3AZyd41ZUUgExG06l8wHINeS8N4ZuwryoQe/4g47nNNbYAhRlTETWh1j2uA+wH1A9vksgRvZiaGH+iiugdh6DoIx2xTmxag85SliNcJw97VWXAC2frZ9+gpiYClR44QEagkRxxRSyEyaWMiby0FZAYFYTm9VB2/zgWNQeY3ECRoyf90PFyio5U0s+xwqSbUwBUpbfNuSCtpHsiSBRipayVdIp2LpcGsRBYstNUIFGKkXhlxpyX6IloOzSIgJyIjKhwy8pjalqaoSW/HaQ9pHP20ne68WgkM0ahMkGZUrbk7Q/PbsT56lJNF++tNEMMl2KTcD0eLWMxUBZwn0A8GBhhy8PqwU1ImSN12dlRKF3rQHLYHkuTVShEsv7H92JOypKwFogSgl/NshuEMyBgYe85iKW3+Fdvus5LEUB5csGIo7ZjaNC+hjzSeyoK7F7cuh7CbOICiI04ozsn4UlVcLIV07V0AXJ9WRiWyQKqOVhOBUmuMOsvungaetx+r24ZTLfL7tmYjl2K3YUpWjNbmR48WyiwvJUW0Rabe8MLtw+SXv3PzAdzzr3fM5KJr91cWkuAlv7jIuRtLitnvJ7Jmpw6WiBdOYHvKZK+7UqiQHrOSJJ/voV4OKD957L7/8n/4j77j7rRw9ehPWRp5/4QIPPPAYzSQrE7feeguf+rN/mbve+m7uevuH+MLnP88v/crvQIwMBxUnjx/jxlOnOH7iGOvNGl/76v38iT/xYxw7foqJJ7LFOmBJEa1AHQtpZ3bocmN3mc9FGlSypdslpyYJVAhCtOwSHQRqHWKpJZmhXuEt/PEffZV2MmF1dY3YtkgKDMMioa5pY6SWhAzy6vYSz1TpkHq4yEiPEmyAW45iFDGSNQw8EqwlDeKldrh9zssr/p1dsKtElUKPWvolFdz6QZIA4RgyCFBNSLaMuOE2yoeTFQrLQ2GtDwiBqjaCtHlSDEbENCGUYNfKDfEceR417dmZso3icnzbCpTMLWgLIlQhUMkGEgegjjPAqTJL34OF1gH3KjONOsmZYjCSOe5ZEHVp8oHIwV2VcqR8NneZNHkzZkD0BVpbyIFNLGa6pSdzYquSNX9PYI6IUWmC1FBVNS4D2rRGqia9MOT5lrxU2qaIBwJDsCN4GiDRIUUkHqF/L9Zrhf1Nvl4IZAcxozKfJm1xM0xz3+nM97wnE0fCoAqbN/c5iOXDoXOT8E4I7JGZB0C6nEaz7hlOl4Whj4KkZOOAIuBafq+7U4zRuSo92YNzUoKZNpqDFUtDF9RrtmkaOCCkHOSZtZ25tTJUeUw7xr6H4GjoBLmSF8c7mSRfjONCZpAVrPjKXyv0XZL44iUvn4qXW4+xS12pruBZUSuJuo4PEhHHvEYTuGcB1FTyKpEWZ7zlHTvKO7K1Py595gRTahnhyTOBJZGUvCRiUNwzgaZeX1rxHV+8tUDf9juunt1oHVQOIzYiyAB0A5VxnsMq2T1zJvXsVHGQ2bftVN5mu52SgY+KHIAZSv49x0PAGPHO934Xf+uu93L00FHqusJijh9bX1unbbOr62g4ZLS4SCvKnXef5Obb38n66hqYMagCiwtDBnUF7jTe8IkfjoRwCNMBLmNUEqItdZWyJd4jVkyEu4/P7p9DYcENILs852DhQZYFBagiySzLU5739+MnDvG//C//GIve6Vt03bu9xO03uVYE3OHQqcNM2jH1oAYzlAk1idqhMmOyLdh1X227gnbvd5feVZBvqv24lOwP2zcFn/k/ZKHTbIFgNZU1DPwCQSYEH6Be5cRQ5ohnF4Y+apRoGOoalsa0XiHhBOaZMQieCMWfqg37OBR8q+AmIltJNhcqVUzXSSER2UBkjdoDkgyzhKOZpe+Caw8EAc+pr5KPqbTNl0BoTRQhDCzf1CYODA9+MLggIRRBaIiJkvwQ+CFqRoS4zig0JEuZtetBkIhkRqPyNgvz4phBpQmjYtUWGNRgYWazPEj7PAvvSfMmrBbQNIQ0IMkQrwzVDQYpB8O+FhH2e51dT5S1FH03lRsDY8iEkpOZ0CoTzFhfQrWGTRLcSiXQLlnVtGJy0PlCLmRQOAiFsreUANct5e1MWl1toeJFkJbOvY5phq6uz3tSxahVphYG8WJBKQHKUXLwt4vQ13LohOUYNt39q5JpZDqm4v25KpVNvIurC0q2ojLLrkLUzv3r2mDY8/vG4RomtpCIaYNZhBQYyEkqE6qkiCsxJNpqAjIpySYOvnfTVlQcwZKQfIM49WAVnAr3AeqhEF6zv7u3XWe7EAjF+uxecpGPijvrYrZOScKAgJC0uuRdW1zGAN+2J+ckW9tsAG1bsu9VCAM8CdUgEGWCak2sAsPBYSKRJDmw090JJ0YzCQCEsSZiasEFHQkLo8O5HpZocKKkbPGWgA8DCWGDDUzXMNYxGyPJGOoQ85oum9zBUM5aq0tAch48i4l6uEiioWGJULUgizSxZVgPsJRYOLWIloudfJpyWKZSvZQO9W2mH0lGCEZbreCSmJSkHSllJcU9ULHIyFr8mmZ33Bni2+02M/g3n/n9bTOo/H0lJoPybLvxafvyEBfqVHNh5TxLzYUsoEmgjllTzm4ZNhWmDg4n4QSJHBnWnDh+Ag8LTBhgUqEeqa3Ji24fh+x2xtDdt04OF7AKZBUdrrGx4Zw/CyojkA2UBvEhuJb0jQeDAJLyAdrQ4JVQodxy7BYqAlTOmAkEIXSS004vgf09E2aE1wYlIV7hacDFpTXW11cIQ8+BvT0FK2dXgZRz/hMxAo2OSNQcOXyEQ4NAwJGww3y5irmsxVUpak5Lqh6oYqByIWlkJS1zbullBml4iYXmlcTf+W//dG9iYFpe33Pq9SUkOQ4WYdJgTXaXi9pl/8k+8pVtCvV9QCxLX4PFEQxHWQAU2aKIi/flbgY5xWWZUjHSNGOSZ6nQtZiJXTszwMFQmpHzK2dh3jRQHT0EkuM3NDEtux906ReL0IFBShAntDH7PTuFBeuhyFAsDkkpsU2gKdehWhhhi0OcfFdFP/M0r/kui14eqkyQiIM2kTiZ0GQnnD4K3BcOnb6tV1L+v3zl56+ZFiJkN9PV8QotMbueNMrQF1CHFMa01RjK/RwHbWhnXROpGVaLLIwWgBYNKY9lEeS9JGuYhe7D5c0vYeQdxIhtQhnhMbGxsUxKq+R0xV1qbS1E2kx5qpcI6WZb55WIoDp7vjiaDBel1Zy5JeAcHw0ZhEBrDsMFoiUkRVQlJ2gwQ0Xo9IT8lyCiqCgpJXDP38eLQGyYGZGWejDA20AlFUGNZOssr11AJOQMMyln6O9lorqAVxibySaQMaqR0WBAXY1wV7o0E4O6JsbIoKqxlFCRqQya7+rZdKPp+n323FfP3oCr6SL1oYCi6CQw8EXwwEaasLqxCj3dO7Bf/LmP/w87FrcrI/8Lv/r1norfxk5PP978UN1ZmGzwqR//GJ/8zvswX6FCsi+552wgJk53YVMvdWIIMuQP//h+/sN/+R3WfZFWD5GoCSSCx2L+3isAVdjewE7Tm8IFbAi6gYTz3P2mG/lLP/VTLGqikhUCk5LDVnLA74FbBxoTWgXGbsRqwNKK8s//2a+wvCzEUDF2Q0NAUx99KhhVFq5lQqChMmOhSvz1v/QTvOn0IlVYxzyC9ZNFpsvFGzyiJEwCjRxmg0P85898jt/80v04g9zvPUBKPmxTMEmoQ2XKIARSWuKDH34zn/rUx1hoxuj1cN3bVaB5/sU9v9O5GRwUJtBUcPiGU9THj+EKlSoSytyYvd6gr/QV5mBOu7zM+MUXYXpbtE6LCe69jV+Wl5WEUR1aZHjDCahzer1NKkz6EeSLSR8KM57Ak7P63HNIcmqDugjybeinfcE3BfmcTtOJKhy66SSjxaPFC7Icon0UacWE093kBSX9D7TLy6y9cBbBGe6Rvnq/8FL3zuLQZeLp3GkWFhcZnDxOPdT+NNxXAZ/54s9fs7LEA4PJMT7+XX+SD933vUiqGXiNpryfmzakagPxGkkjDn5WGFHHWGj5+oNf4Xd+/9eILIFulCwyilOXtJDbrOH7iV25xMLluDQEAiEd4vaT7+C/+bG/xEJ1pMSwVGCjQvZ0cWpdcVlW8sIc+/Td2x0utskbHkjiRHWSRjaas/yrf/ezrGw8T2RCK06oyk3oXkLPpZQ+3YayEC/uuJUUAwLmtmmZ6moQIjElKhsRGCBJWBwc5yd/5C9x+uZ3Q1wgSIVaP6mmvaSGdLrUzhEPa7R+gd/7wqf5va//JjIwGhkjkpWfEAKWUlHFN6nkGQPEZfck9RpLDnVLS0slAzQOCO0A4ojv/PAn+Ph3/RjDtFDcs15d7CrIx9C3Ae/yEAEGTlu11L7EIG0QfIi5YjrOUcJWsXnZyQHLw1Ef08phLCywrsdp5Ah4TfAc1GBSBM4+BkrBQws+orKbsDik9vMcYp065pSQbYiYJmrrY2I4oo5a4JBDTBusU5FkxFoIeJ01a7zGQz90mbqCJJqqxlmgSoFKVtAQqVhlkDxH1/fGXBXjerkwKHjLyCJYS20tSRdo5HA2h/cgmLkYgiJW4UTaaoOGio00ZCiBoY9YaMYMLb5mz/T6GiogOQ+3gAS8Uixs3tLZZVaZEXUPDKcw1imXO0qSBXaxfPNxSXeX3cO637h65Mwt+SZEC0KjRjWoSo7s0qLC7NLXxU1dlafuO4nKndoMdc9mcXrzdEFkUwjpuFPDMVWkpGV1stduL/G86luUns5PXTwrEgvmVOb0pTdkgsNKnvh8qV9lghnEIESJDIZdjs1X/0C/WqTQx90l+4RHZLgElTJoTlLHASIbWIkV0zQi2IjMcx98poqXe0zqDQjGRr1MK0sIMd8BIOAyLuJxH2JnnitGC7ZM0EiVDjOwm3JWPGlxavB8f0yXhklwzBJVCKQUczpcN9Ash5hl4d4sEbZYmfPcE1rqJBiHaNOIRtdZH6ziUmf3HI0z/PisFDvb5pT3ohmL3aVqA4AhWpEUEutoFWlliNuQ0B5jYAH1pshQfSDXwkTAQybx2opKHVJFHE5oqrVpKm0PZNY+7JQva3ZnuLRlXtpHZYi0BFfMhVg3UC9TpyHYBoO0QJWunYy8G3YV5L2XnXef8HwTp5MvaQgk1L3EfeTDtsv00Fe1FEOwkvUgZP+ycuW30OWUpacCfRqAlS9KypdEKC1KPbPAvDPm9lFiZstcNttKdyNqLsSnq7SHEmdMdCaaGXpCCcCzwsop0lMgWmfQ7IITs3KW0Hw1VPkkZHPpgcdwWgLZYcfLvBFEAl5uyVX36cVGr0Vc69wb+byQGdlMttRhNq1gH8gys09ZVi0+H16ebglY7PHWpE1nnSKwzzLKPTbu0lfl3tSyj/q0Cn3N0OxmspkmtNRh2o+yta0HRnnPJWdxbnw3pnldHnzNdxcFTt2Guv40EC0XXWnROl+jmapgZriuAQTHpu5JId9mXk7c/HeX0ML+/+z9d7xlyVnei3/fqlphh5O6p2d6omaUZjQjlCUQiCiMjQFHbGNzAV3jfHHCGRtbtmVjY36+vg5cHLiWuYAJ/tlgbASSQRJREhIIaZTTaGZ6ekKHk/bea60K7/2j1t59+kx3T7emJ2o9n8/pPmevtatq1apV6623nvd5V57jxwuzkg9U1GQFPLOkWIj0u/1XZ5xmKlnvcOyDK6SXKEYUIRxyCy+/lUdXDAHftbz7Xe/igZMneMUrXsMLbr8994y1F6T76IHnHHKsQaaApT5XRT/HLjNZn1f3hXD+MT3019JOUqSnJ2WaEip90DCcC+G/GrbF+SXlJFu2j5eU3mMfe2figTeIXIhrcOn26OrfrI6Tk1sKyeQgaU3ZcyCrNj31z/0z1d4YMGDAgAEDBgx41mDpaf+lX/olfvEXf5G3vvWtvOlNb+Kee+4BQFPiUnGNAz4/MRjyAwYMGDBgwIABTzG0j//4zGc+w9r6Gnt7e3zowx/m5MmTPWdeHxX8OmDAYMgPGDBgwIABAwY8yUjpHJFDyPKGRoRXvvKVfOADH+T++0/w2te+ltue+9yVIV8Ul8k7X0lFLelJTz0FZMATg8GQf6ow7I4NGDBgwIABn5dISbGuzyov4INfxXVMJhOKomA8GnHs2DWMR6OVNGWMl6dbLgekLDXpQMl5FuOSwa4DnkAMi+MBAwYMGDDg8xLOWULwGGtQTRTOEULgs/fdyw/90A9xw/XXE3zH29/+Dja3jvDt3/7trK2tXTa1JvPpl7HmckDOcsCzDYNHfsCAAQMGDBgw4EmE9x7nbK8Zb+i857fe/37+3Q/8AHfccQdlVdG0DRsbG/y3//bfeNOb3sSpU6c+JzWmpe7SgGcnBkN+wIABT1sMG1cDnlIMts+AJwjOOUKIqCree9768z/PW372Z3nta1/L7u4uDzxwAk1ZW74sC97z7nfzV/7KX+HjH//4ZZUvfW6KZU6pwRv/7MXTy5Bf6rqiVy2l94ABA56+kGVuiAMa6Cvj/cCxZzKWeQXOW5Togf+fBdcH/TUevJd6/vFnIoTzrw84d12cf50DBlwJVBMiihXhPe/6de7+wAd4xcteyon77+eez3yah04+wP33fhaSp3ICKfDJj3+U/98/+17OnD5F7LOXGtNnpe5zJyzTVKjqyooXuRp5FQY8XfH0MuThwItNh/lxwIBnOQ6mYLmaaYOeNrjQJKbnrvWZfr2Hr+OgcftsuL4llgvOAwkvnzXXNuApgipGYDbb59d+7de4/fYXcvrUIzz88IPcf999PPjASXzXoSHQLRY4a7BG+NDdd/Oed7+Lsiho27ZPmsmBh7B/8h5luA8W1bMVTz9D/vMFwzM1YMCAzxM8m4zeZ9O1DHjqkLNMG5qm4fTp0+zt7fLwQw9z9uxZPv3pT/Hggw9x8sGH+Mw9n2V/f0ZKEREhpcS73/Meuq6jKApEIA28mc9rDKo1TxWGt8GAAQMGDBjweQljDCG0KPDII48QX/gCZvM589mcl7zkJTxw/wm873jZy17Ggw8+xL0n7kcwgHL2zFmMtVl33liMsU/15Qx4CvH0M+RlcFYPGDBgwIABA569iDHinMMaw/r6Og8+eJLFYsF8MWdvd4eUEmVZ8pGPfISmaSlcQec9IUTuvPNONCVcUdA0DVU1vngw62BQPevxNKbWyLM7zPpZfGkDBgwYMGDAgIsje+QD6+vrvOIVr+Cee+5hZ2cH7z2+8xRFgbUW7z2qWb3Gd56NjXW+8iu/Ih/rOqqqIoTwqPKzbnyvOT8wAJ7VeBob8s9yDA/WgAEDBgwY8HkJTYmiKAD4xm/8Rp5z6608ePIki/mCznfs7e1x5swZYowsFguapmFjc4M//x1/nue/4AWEEHDO5aBZM5hyn88Y7v6AAQMGDBgwYMCTCNN7251zGGP4S3/pL/N1X/d1PHDyAbz3pJQIIbC3v7/yyr/xjX+f3/f7fx+alKIoiDGSkg7Skp/nePpx5AcMGDBgwIABA57FiCFQFAVd1zGdTgm+ZTaf8/rXvx4j8MD9Jzhz5jQxxiwzKQYEYkyIyGoRABBTYnDKf/5iuPUDBgwYMGDAgAFXCQo5zO+Ao1xVMXIuNZwxhtR71pum4cQDJ3n4kUe440V3kVTAOqIYZm2HlCU+KT/31rcRUbAGMYaEElM27HPZkFI6lxAKOUDjHbz2z1YMHvkBAwYMGDBgwICrBAVSr8C3NOZVIYWIMZnTnhBUMzWmLEt+8Rffzi+8/R384jveiTGGrmuZz+c0vkNEqOuan3vb/+JP/Ok/zQ033LDKuKaS+fYQsX12VzQHu4oRFEFTQqU37Ac86zAY8gMGDBgwYMCAAU8AdPmPKEYE5xyLpiMmoSjtigv/4he/mNe+9rXcfffd3HvvvYQQchCrKtcdv47rrjvOa1/7Wsb1GEFIMdKFgDUWVzgK64g+q9eoajbudZnoVXoVm6ewIwY8YRgM+QEDBgwYMGDAgCcKAtYIbdPysY9/jPe//25OPngKa+Haa6/ltttu49prr+U7v/M7eec738m//bf/ljNnztB1HZvrG9x0/Q38H9/xHTzvec/j7OnTfPTDH+aTn/wkjzz8MOPxhOe98A5efNcLufnGG1F9tNddV/8OHvlnIwZD/qnCsDIeMGDAgAEDPi8Qo/Le976XH/qhf8/znn8HYgpOnnyYD3/4w/zMz/wMo9GIGCN7e3tcf/31OOfY29vjmq0tdra3+Z43/SOma2uEEEgxsra2xsbGBlVV8xvv/S3W1iv+9t/6Lo5ddzPG2EyxWSbYVB288c9iDIb8U4VhYTxgwIABAwZ8XkBEuOGGG5hMJnS+48Mfvpvd3bPEGKnrGmMM0+l0pWQzGo14yUtewi++9W1YazHGMJ/N8N4TQmCxWLC7u8t0bY2mizzn1rvY2NxEBGIXM5UmKZgsTykM/sNnKwZDfsCAAQMGDBgw4AmEiHDzzTdz11138d9/5i087/m3c9NN1zObzTh9+jQnT54khMBkMuH222/nm77pm7jzzjt54fOfz4/95x/jxAMn2N/bY2Njg1ue8xyuu+466lHNww89zM79D/D13/D11FWFYlBJOdAWHRg1nwcYDPkBAwYMGDBgwIAnEKqKtZY/8ke/iS/9sq/i5ltuAyIAu7u7nDp1iq7rsNZy2223MR6PAfjdX//1fOFrX8uDJ08ixlCWJddffz1FUVBVFbP9fe67/yS33/FcRIQQAtbaLD+pgMne+KWazYBnHwZDfsCAAQMGDBgw4AnEkt5SVRXPe97zsK5CNQJKVVUcPXoUa+3KGFdVnHOINVx7/DquPX4dXddR1zUxxlW5a5sb3LlxhBDmGGMw1mCXHHnIupd6vqb9gGcXhoRQTxWGlfGAAQMGDBjweYFsfAtlUWR9d1VUlZTSylsfQiClhDEGVxSEmLnuCSWh1OMRPgYwkj3t1pBUiSlSVVX+PSZCyN9bGvNJFdX01HbAgCcMokMo84ABAwYMGDBgwIABzzgMHvkBAwYMGDBgwIABA56BGAz5AQMGDBgwYMCAAQOegRgM+QEDBgwYMGDAgAEDnoEYDPkBAwYMGDBgwIABA56BGAz5AQMGDBgwYMCAAQOegRgM+QEDBgwYMGDAgAEDnoEYDPkBAwYMGDBgwIABA56BGAz5AQMGDBgwYMCAAQOegRgM+QEDBgwYMGDAgAEDnoEYDPkBAwYMGDBgwIABA56BGAz5AQMGDBgwYMCAAQOegXjSDHkR+QoRuf/Jqm/AUwcReYOI/MpT3Y4BTw2ezPsvIu8QkT/xZNQ14PMLIvJmEXnTU92OAQMGPDF4trw/rrohLyI/LCInRWRXRD5+pZ0kIqWIfOSxjH4ROSIiPy4ip0XklIj8iIisX63y+3P/nYh8TESSiLzhCi4DEfkOEXmviLQi8ubHc36/CFIR+f5Dn//KwXaJyDER+VER2RGRsyLyI5eo7+v672+LyIMi8h9EZO3A8fMGeN+GsyLyTf3f/1BEPigiQUTe+Ng9sirnK/vvbff37r+JyI2X+d3/p++H51/m+Xf2fXq2//lfInLnY3znD/fjY09EPiwiv+8y6/rWvm0H++zNItKJyL6InBGRt4nIHQeOf8598VSjHx9Nf237IvKxy/ze9SLy30Xkgb6/bn2M8x/PeHmhiPy0iDzS9//Pi8jtB46/sW/DHz7wmTvYrse6h5eo+1FjVUTuEZFFX9ZDfdnT/tj3ish9kufNz4rIdz1G+Vd0/iXK+YW+ne4S57xRRPyBe70vIs+9zPK/TUTe17fz/r7dl6rrDSISD9X1FQeOH+7Tvyr5fXOXiHxRf3/O9Pf8J0Xk+kvUdUXnX+D7KiKzvo0nROSfi4g9dM4L+ufkhx+jrJeJyC9LnrvvF5Hvvtx2PNshIreKyM9KnsMfFJF/fbExJCLfJyKfkDx/f1REvvVQOXpgXN0jIn+zP3atiPznfl7aEZFfFZEvPPDdN/Tf/euH6rt/OT4/h7EuIvKmfuzsSJ5T77rE+QefjV0Reb+IfP2B42MR+X7J9tCOiPzSgWPnLUr75+WkiPzVC9RzRbbVkzw/XGmffdehdi0k23PXXE77nil4Ijzy3wPcqqrrwO8B3iQir7yC7/814JHLOO9NwBZwG/A84DrgjVej/AMD6beBPwf85mWUexgP9G38f67S+TPgW+TShs9/BR4EbgGuBb7vEudu9PXdALwIuBH4Zxc6UUS+Bvgp4H9X1R/rP/4k8NeB/3mJOi6EDwO/U1U3+7o/Afzfj/UlEXkd+T5fCR4AvhE4AlwD/Hfgxy52smQD8YeB7wTWyWPlR0Xk2sdo2xbwXcCHLnD4e1V1Su7fE8APHjj2OfXFU40Dz8d3qOq0/7n9kl86hwT8HPAHL/P8x9NHm+R7fjt5fngP8NOHzjkD/P3DBtghLO/hTcDDwJsvVeljjNVv6Mt6BfAq4O/0n/8gcEc/b34x8M0i8gcuUc2Vnn+hdn4zUFzm6T9+4F5PVfXTl/m9MfCXyM/fFwKvBx5lPBzCrx+q6x0XOklE/k5f9per6ofI74N/B9wKPAfYA/7jJeq50vMvhJf29/P1wB8D/uSh4/8G+I3LKOdHgV8iz1VfDvw5Efk9V9iWZyu+n/zcXQ+8jL5/LnLuDPgG8vvt24D/S0S++NA5m/09+6PA3xWR3wVMyffpleR78J+A/yn9QrvHGeCvywGH1yFc6Vj/Q8AfB760r/PXgf/3EudD/2yQ57YfBH6if/9AHstHyO/zI8BfvlABIvJy4O3Am1T1QjbC52JbPVnzwxX1mar+44PtAv4p8A5VPXWZ7XtG4Kob8qr6IVVtl3/2P6uXWr9COtWvhr/54HdF5DbgfyMvBh4LtwE/paq7qroD/DfgoiuzS5V/YKX+7SJyL/CL/bX8G1X9BaC5QFlvFJH/0q9c90TkN0XkpQf64b+q6k8Bpy/jWi7n/G2yAfH3LnJtXwPcDPw1Vd1RVa+qv3WJ+n5UVX9OVeeqehb498CXXKDcrwd+AvhjffuW3/9PqvoW8svvkhCRfybZ+7+hqg+p6gMHDkfgkh723nD8V8Cfv8Cxe0Tkb0n2np8Vkf8oInXfxm1VvUdVFZDLqOsmYFtV36IZ/5P8YnisBcT3AP8SuOjkoKoLcj++7MBnV9wXTxX6fv4bIvIBcp9c1Gtyge8evv/fz+UZN5fbR88Tkff0Xp2fFpEj/Xffo6o/qKpnVNUD/ydwu4gcPfDdnwM68rzwWG2Zkw2uF1/iWi86Vg+VdQJ4y7IsVf2Yqs4OnJIucJ0Hv3/R8w/MZ39KsofxUZ43EdkgzyXneRg/F4jIt0jeFTgtIn+7Hytf3bfz/1bVX1bVrr/mH+EC88znUOebgD8BfJmqfryv6y2q+pP9O2EO/OtL1XWZ518j2Wu/JyLvFJHnXKSsjwK/zIGxIXn3chv4hcu4pFuBH1HVqKqfAn6Fx3iffR7hNuAnVLVR1QfJz+wF+0ZV/56qflRVk6q+m3xPXnuRc3+d7Hx5sap+WlX/uaqe7O/BvwNKshNgiY+QDcfvvEh5VzrWbwN+pa87kp1Il9wxPlBXIjv9RuT57w6y4/RPqeoj/TW87/D3ROQ1wNuA71LVf3OJdl2RbXUxHJiLvk1E7u1tv7994DqetD4TEQG+lbxIu9Dx60XkAyLy1y73+p4ueEI48pK3d+bAR4GTwM/2h46TV143klfL/04ObHWTX4DfBSwuo5p/A3y9iGz1K9I/SH4xXgqPVf6Xk1ezv/My6gf4vcBPkleGPwr8lIhcrofrc8E/Av7goT5b4ouAjwH/qX+h/oaIfPkVlP1lPNqj/A3k1e43qurPPvorl4aIGBH598BLgK/pJwVE5BYR2Sbfh78KfO9jFPWXgV9S1Q9c5Pg3k+/Z84AXcs7LuWzHNnkx9q+Af3yJet4LfEREfo+IWMm0mha4WL3LifFVwA9c6gJEZEL2AH3y0OdX2hdPJf4o8HVkb1AAvqefmH9VDtAflrjY/b9SXEYffSvZS3N9365/eZGivgx4UFUPLpYV+G7g7z3Ws9t7574ZuOgCmcceq8uybgZ+98GyRORvisg+cD8wIc8plyrjsc7/SuAFwNcAf2NpXPf4x+SdjQcvVccBfINkCsqHROTPHmjDnX0530LeMTlKXhBfDBeaZw7j5f24+riIfLc8eqv9nwB/hGzEX8rzdzl1Pdb53wz8Q/J76/1kQ+NR6PvhS+nvp2Qqwj/gIkbfBfAvgG8VkaKf318L/K8raPuzGf8C+CbJ1JEbga8lG/OXhIiMgFdzgTEgGV9CNlAf9TyLyMvIhvwnDx36buAvLZ0Fj4HHGn8/RjbCX9jPPd/GZVxX3z5HXsjuk3cpXwN8lry7eEoyHfHwrudr+vL/sqr+h0sU/7nYVhecHw7gdeRF0evJuyAvukg5T1ifkZ/Pa4H//+EDkp287wT+tapekJnwtIaqPiE/gCXfvL9D3r79CvJLdnLgnJ8Avrv//fcDb+l//wrg/sco/wbyRJf6n7cB5SXOv2j5ZG+IAs+9yHd/BXjDoc/eCLzrwN+GvGj50kPnvQl48xX026POP9heshHz44fbRd5WU+Db+/5eeoOuuYw6fwdwFnjhgc/eAeyS6QijS3z3h4E3HvrsDcC7gR8nPzQXvC/kBdDfAL7oEuXfTJ5MN/q/FXj+geP3AH/mwN+/G/jUBcqZkLdjv+4x+uLbyZNjAOaXOr8f4+9dtr/vsz9x4PibyQuI7X6MfgZ4yefaF0/lT9/Pf/zA318IrAEVeTLdA553ufef7NFXMg3vctvwqD7q+/yfHPj7TrKH3R767k1katMfPfDZG4Ef7n9/N/BnD7fr0D18kEzVed7jGKv7fVmfJVMGRofKEODlwN8H1i6jTx51PufmszsOnPe9wA/2v7+KbJS6A+e6S9RxJ3m+tWQaz8llPwJ/F/ixQ89ZB3z1Bcr54+RFx0XnJOC5ZK+bAb6ATK36WweOK3le+leP0S8vIVMhvvRS513q/P7eH7y2KXlH6OZDbTkLfIo8d5v+2P8F/I3D4+wS9X9xP3ZCX+7ffzKe62fCD9m59r4DffNmQC7je/+JbORJ//dyrG/39+wjwF+4wPfWgQ8eGndvIHuCIdst/7T//X7gKz7HsV7240T7a/sMcNslzn9Df942eff3XcvnjOyg1H6slWSn5D7wogNjebev45I2AVduW11qflj2+U0Hzn8P8E1PRp8d+u4P8mjb6h3APyfPzX/0csp5Ov48Yao1mrd2foX8Al2u0M7q+dvBnwVu6L2V3wv8hQuVJSI/IOeCFZZBXT8BfJxsTKyTJ9If7s8/GODwA49V/gHcd4WXuTpf81bX/eQBfUmIyFsOtO+bH+v8Q/inwO+UAzSeHgvgHs1UAq+Zy34f8CUi8qUH6jtvtSsiX0T25H2j9lvUB/DdZI/0T4lIdYXtfD55x+Lvq2p3oRNU9Qx5sv1pyUGGF2rnvwD+gV7am3vwvn2WC9yDftz9APBDkgObbjlQ1z5A77H8XvLCaTkZ/ofeO4OcHzRzC3lh8AFVfdcl2vZ9mvndt5Lv0QW55If74hLlPZU4ON7frap7qtqq6n8CfpW8iFriMe//YVxqnPZ1XqyPDt//guxBXZZ7DHgr8P2q+p8vUv3fAf42UF/g2Pep6qaqHlfV36Oqn3ocY/X39WU9R1X/nGbK1cFrVM2UuAXZOL/Y/HfR8w/gUc+FiBjyAuIvqmo43LjDc2dfx4dV9YF+Tv818ov0G/uv3MD542LGBeiB/e7W9wBfqz0/VUS++UBdb+m//2lV/YxmasQHyV7tbzxU3DcB3ygih693WdfzyR7Ev6iqv9x/9qjn/VLnX6gPVXWfbOwfnF9eoapbqvo8Vf07qpr6+eKryVSuC7XvQwfa8qW9d/fn+mutyQvC3ykiF+OBf96gH68/R47/mpCf6y3gn17quRCRf0amOf1h7S22A7imv2cvUtV/eeh7I+BnyE66i1F8/y7wZ0Xkuou0+fdxGWO9L+fV5Ptdk5/fX+x3Hi42F76rnz+uUdUvUtXlrs0C8GTee6eq7yTz4L/mwHf/Ddnx9Lbe0/64bSt4zPlhiYM7f3PyovjJ6jNEZEzm11+IVvPNZCfPf7nAsWcEngyDwZEpDx8AtkRkcsCYvwW4m7z9eyvwyyIC2YjaEJEHyd63PwP8mUPlvgz4P5Zl9YPqVyAHOHCAQtFPrBct/0CZhx/4x8LNB+ow5EXLAxc/va9E9WuvsJ6D3z0tIv+CvN17EB8gU2HOO73/zi9z6MGBVdDLfyd7Wi/E45yRjbO3AT8pIn9QM9f4cvAR8sTxFhH5KlW9mKqJI293rV+kna8HXiciB+kUvy4if1FVl1SCmw8cu4WL3wNDDq65sTd+Dtf1MjIt4r39378hIu8mv5TfrzlYZgUReT3w5SKyNGCPkGkBL1PV7zh4rqreKyJ/kUx9+h+HDbgeq74gGwxPN1zq+VCyd3iJy73/5wq4yDg9hAv10eH77+njFfoX1luB/66q/+gSdb9NRD7JxYPoLqetlzNWLxfLeZOLzH8XPf8AbibTG+Hcc7FO9sj/eD8XLoN87xeRP3R47rwIDt7rk2SPKbB6YR6MQUByMOG/J+9ufXBViOqPcBGqykXqWuLj5GfyHSKyUNV/cqCu55C9if9QVVdBcKp6LxeeAy94/gEcnOOn5Gf8seb4ryC/b+7t+3gKWBG5U1Vfoarn8Y1F5FVAVNUf6j+6X0R+jDz3nqdU9nmII+Sx+681x961IvIfyQbri7nAc9Ev8L6WHAS9e7kVSXZW/RTZIfenL3aeqn5URP4reeF/uIwrGesvI++uLxX03ty/2++8zLnwIC5E5Ts8X0dyQPZ/AX5eRL768dpWF8GFntmL4knqs99Pfl+84wLH3gj8LrKwxTdp5t4/s6BX0b1PfsF+E/3EReYtz8hBGF9B3gr5PrIh/aX9sTvIL6HjB37+AHmyPM6hLfIDdb2dzHke9T/fD/zaRc69ZPlcZHu5b2dN9jb+yf735dbpG8kGwx/oy/9O8vZMcaDOmrzK/H/73y+1fX3R83k0FWidbKic5hy15gh5u/Db+mv6RvLAveA2Fdlb8RDwRy5y/B30NBEyJ/p95HgA239W9G38UfKWcn3g2Bs4tw35bWSv1pJ28QfIXmkDHCOv/n/zMcbUwXun5MXXqD9+D3kb9Ka+D34F+Mf9sd9Bph3Yvs/+ZX/f64vU9eV9v76s//vlfR9/zUXO3zzUtl/rx8FGf/zN5BfOwe+8l+z5u+K+eCp/+n5ebuNukp/tuh+330x+ll/4WPe//6wme9e0v/4L3o/L6aN+nN5P3t4d92P0Rw88J+8hGwEXKvuNHKA8kIOsTvFoas2bLrOPLmesXohyYsiGwxb5BfgasoH8qG3/yzmfc/PZj/R9chdZ9eNr+vMPtvHV/bk3cnEK3O89VNcJ4Nv6Y3eRt/BfR54vv488zy/HyleRn6Evu8w+/Frguv73O8iOnr934LjS05WAl/Zl/6X+7xvJ3sO/epl1XfJ8ztERltf2fwK/eqG2HPre+FAffx/ZeDp2kXrWyXSJP9bf2+PkoMp//FQ/90+HH+DTwN8kzzWb5ODLH73IuX+LzBk/foFjy+fiUe9h8vvsZ8iG/IWOv4F+Tuv/vo1MJ9ynp9Z8DmP975HfV9f19/1byPPo5kXOP68NF2j/J8m76I48l+3R0+s4MI/1Y/ln+7onFyjrsm2r/vxLzQ+P6nPOty2e0D478L23kndLD3/+DnKswbJPfoTexnsm/VztB+4YOWBgmzwBfhD4k/2xryC/cP82+WV5L/AtFynnK3hsjvxt/YN3mmyw/hzwgsts53nlX2iwHbjJeuhn+dC+kTw5/3j/wPwWeZuVA8cPf/eNl2jTRc+/UH+Q1SaUA9x98uLog+TJ5b1cgh9KlllL/bnLnw8dHuAH/j5CluP8kf4BevMF2vuG/tw3cP6k9yfJW/u3ktU8PkN++B4kB6885wrG2HkvT7Jx9LfIXNpt8tbZuD/2h8geyX2y5Oj/5CIc9QPlfQd5Qtwjv0D+yhW07XCfvZlHG/J/hDzRVY+3L57MH8435I+RVWf2+j5/F/A7Dpx70ft/4B6e93OJei/ZR32ffw/ZYN8lzwnX9Me+rS9/dmic33LgmfvhQ/X9LJ+jIX+ZY/VihvzPkeexfbLH+bu4CA/4sc7n3Hz2p8gL1weBv36RspbnXsrJ8J/J8+w++Xn6C4eOfxt5Pj9Nnt8PjpW3kw37g/3/lkvU9X1kB8OM/Pz9A3rnyEX69FVkB8afIb/k9VBd+5eo65Ln9/f+B8g7kvtkecjbLtaWS9TzqHF2gXO+ivxM7fT369/Tz2Of7z9kL+w7+vt8iryYv+4i5yqZDnrwnn7XY411shNHybSPg9/90v74GzhkRJMN3IM2wZWO9Zq8a3mSPHf9JvC7LnH+o9pw6Phd5AXgjPw+/P2HxvKbDtX9v8gKfYfjdK7ItuIS88OF+pzzDfkntM/679zY13GhRffBtiz75M08w4z55cQ/4AohOQnS81X1MWXrBjxxEJF7yA/ioPAwYABZ8o28+Cn0Ajz4J6H+exieyQEDBgx4UvCEBbsOGDBgwIABAwYMGDDgicNgyA8YMGDAgAEDBgwY8AzEQK0ZMGDAgAEDBgwYMOAZiMEjP2DAgAEDBgwYMGDAMxCX1JHf3t5+8tz1KphY8lM/8S5OfLZDMCC91HbqpUHNgiy0YrkCmdKL1AdgULvgNa+9lVe99g6wTS+8avMJkh5fHYeRSqBFTOTEPQ0//eO/CXEdkS7/pALFoBJAzol6iDGkCM5VdG2gKC0x7QEFojUihqQBkY7cPw7UIhKRJCglKpFyNOdb/+TXUIwbkABaoDiQqyGbqkAEdWQlrA6khbjOT//4+zjx2RaRhNByVe4fIMkggErKPZU1m1Hb8urX3sqrv+h2sIu+qqswXrRAUDDz/FmaAgaVOYJw/z0NP/WT78akErkK13e5+Jv/5GuvWmX3feJdCgnfNsxnO+zunGW6XrO9e5Yz22c4fv21aNPRth4tKyYbW6SgdPtz6sKSoifaROM7YhSObG0RfST6QNd2jOoRYgxGDKPxmLad8Vvvegft6fvZGlm2t7dZtBE1Lvd17LBWOLJ1lJgS+7N91tfXaX1HVddUdc1isSDFRGFKnLXMZvsYa+i6lsViTl2XlGVJSpHNcY0dbbF160s4esudVJN1qsJgNHDm7GnUQte1TKqas2d3EBFELNPplPX1DSaTKW3bYoxBRZjNZuzu7rKxsUbTLlBViiInhzXG4L3BGkMpLWcfuoeP/vZ7mFaG3TOnCF3LaDRGjCFEj4hQliXWWpxz1HVNURTs7e1hjEF6yfcY4+pc7z2qiveezntsWTIalUgKLBYNndTc9uJX0NkxxhhS16AxMV3bous8ZVnSNA2z2Yy1tTVEhMViwXg8xohjNpuRtdCVpJGisBSFYz6fUdc1IYEijMdjZvu7aOggteyefpBuvgO+oV0sKIqaosjXVpVlVlowhhACMUZUE6RA2yxo2xZVZX19HWstxhiMMXRdB2qpqpqmmbE2HTNbzHDViL1Fhy3X2N7ruO76G2jbjqZpaIOnHo2wzhFDYDQe433HbH9GXVWst2AUdtsF125sUR0/wkPSUu62GKATR1nUlLVQVgWaBKFgsTdna3OC77b56AffxxhhPCooigLVRNe1/Viw7OzsIAYKV2KMYT6fU5YlACJCURRUVYWqEknUk9zetulQFaqqwtoCVRAMRVHy5d/6/Vd7gnkS3/UJkjI7+RBu1uFiwggkUZIogmIUUINiHv+rQhWjirdCOrpFdWSTZASj/WtWQPs6rkan5jdhQlQxUUnzlu6hh3EJbAIhkVYVPX5fqkK2VTSP5SSGrjCMbr4RinPv2lWVV2nk6MHfVJEI8wcfwsxaipgwSL7Oq9Wp5DGCJIwqRoUgBt3aorhmk2jlqlgWBx+EpRmmAlEUNGGSorMW/2C+p0/emx7sHbddsLqnawbJz1P0o0b6kbN8cfuEWMWHfVQ6dvfn1PWIqhgTg4CafL4Yzh+G/Sw1YMBlQjQBSlkXNJ1DCsN8saCqKkZVhW9asJbOwFpRUYSEsQU6qqjXx8xne9B11PWERg3VdBOblNnOHhvTTTQlfAx0MbA722NzfcradI32DOzs7pJSnhmPHD2CAUI3pywcp0+fpihLOu8RayhNlQ3ZrkNVmc3nrI0tMUVcWbC7u0uMAbHZ4G59hwAxJeb7e4yahtGopguRsrAY6xiPJ+w3C6bTdWLXMZlMEBFSgpQ0G6LGknO/CSIG5wrW19cpioKYEiJQFBZVpWlaRFw27nyDGGFtfY3Y7jGZTmnnvdE8GVNWFaPRiKZpKMqSsqpouw5bFLiyJMVETInU/4gI3Twb2cYYuuBBsmHYdQFJHdZZSHleqMqKRdPgjKUoKoyxlGU2EruuoyiKVdmTySRfT8i/d11HVZfEGPC+xRjLZDIBIKSAiMFaQ0qJpmnYWh8xs5aiKAmhpaoqiqKiLCtSSriiWEq/reTTvA8IUFQV1WjEYj5HrKWqa0IIIIICvuvwPjAelyQU6xxd1zGeTJi1EWMNTdcxn8/Z3NrEzueEkMuejMdUdY2mxNaRLVwE2d5h9/6HKIzB7YHBMtksqcZjvCZEHAbHeFwRUyCpMqlrKhziO3YfOQ0+IlVBPRoxn8+x1nDk6FHmizk7O2cpqwoxYI1FFepRTYiRuq4Zj8egefHonMNaRwiRpGCtJYRE13WMRg5jDDFGnkybe8CAAU9/DIb80w6Jc151RzbEA2Wp3Hf/J/j4J99PTJ6NtRt50QtfSV1vIbjsNVNAlq6FYbIfcOUIvkVEcZWj9S2t77AmMS1HTMoafGJv3lCPxph5yygVYJVgoCwcrRgkKGKF0dZRxqM1xHsWaZ/53pyEMl6f0HWJ49cepzBK0mwwYiOLRUNlDc2i4fh119I1htn+PkeOHGF7d5fNzU1m8zlVVbE/mzGejDGa2NjYIAWlLEv29nYZTyY07YK1tQnOWRaLBTEErDU4cdSjmsnaGjZYDBEfGqp6xP6iwbmK/Z1dNje3GI/HPPzwKRBD23kUWXmIjc0Gu7UOMJRFhQ8tKSnWWsqyxLkxzhqSZAPdOkdoNBuf0wlFWZFUUbLBPRpP8L7D9QsHVSjL7K3tfES9pyorrLXs995yV5RUCE3bYlxBWVh8EzDGYk3BZLrGmVlHVY+R1OGbFpWWuh5hnMUVBWtlyaJZINYg1uQdj3JEjJHJdEpKkaQxe9FTZLGY4aylrMeoCru7e6gq1157LRoWeUEGGGNwzoFYrHMYTSRNqIIxgnUOBPZnM0ZVgYigqtSjMc4ViLEYmw1+V1SoetqmI5F3JoyziEbKsqRLiWlRgYApHfvNAlc4CmOo65rReIwrClxVMN+bIfOGUx/9NO2nTxK29zlbj7jza7+UraPPYSd2uPUJVgoqW+HjnM53WFOwvbeLS4ajayOuPXoN7d4ZqsKgmhdYxhoWzYKicKvFYIwRa01/P6csFgtCCHRdx8bGBtO1KXt7e7RdRz0eEULCOcd0OmVnZ4e9vV2cKzDGEPyTrig6YMCApzEGQ/5pBl3lyAHEIBisUdp2h8/e/1Fe+orbOH3mEd71q+/nxhtuZTzaACKa6LfABwz43FGXFqzQRk8XWhBFEGbbO7iYGLmConCIF66xY8pFpIsNrYZsnM0XlCExXRvjzBjTJJJP+HmDGEM9HZGScs2xa8Eagu8yRcMY6GkXsyYwX8z5zGc+w9bGhNGopqxrGt8xWZuyZgz1aAQC8/mCyXRK13aELnsvp2traEpYZ2iahiNHt6jrmpQiLnl293Nbuq4jpALrLIrBOEs9nhBiYry2RlnXJBGuu/4GvPfM5wvmiwV1PSJp6neUFRFwzuGcwxghRE8IEeccMUU63zJyhqIsaNoWax22LEiq2VsP7M/nlGVkbW2NpJoNunpEiBGUvAhQgzGOzndEjRjjGI1yW9RHJtN1jLPE4AFBEVxR4ENguraGsQWTao35/j4+KsZZ5osFTdcynU6pJe8I+JANxUXTMJlMWCwW7O7tMplkw38ymTBfzGi6DhWLtQVd12FESTEy299n0TSMnKGsawQwtsB73y88eu//MimLCGKEpmspi4IQIlW/6Ena7yqK4JzBuZKNzS26boE1eat9VFS03uOKmrIYI2XJ3nZHXRdUZUVsA5PpFN91FGWBwVA4R3PyNPNPPcDX3/lqZvc/zG/f8wke/Pg93P7S57PnYB49hbF58ZM8yQhrmxvMdhcYtXgDHQkKS9RE6SzG5p/U78iEGBiNxnS+paqnGCN5R2EyWdGidvd2KcsKYy1ro3X29uc9bSoQY6Y8NU0DZD9N1y2equlhwIABT0MMhvzTDCKCipBSwkgCURSPGI91nk986rdpuxliFoht8XGGM9NznvgllUZlYNUMuGLs7JxBnWHWzHMsRijodvfYLGva3W1m+9sYWzAeTUD3OPPwGbZPn2YeO7wRivGIG266kUomLE7dSzJCuTbhlmPHkVHJvm948MwpZr6lrmtqmwdpjIm10ZgFC9oAtqjo2obdnV3idMzCeybTKSFGpqMRChRFwWRqVgafNWCdZT6fsWgaUgysr0/xMTKd1LRNw/58Rj3awFpDVM1edYSqqvudgXVUI4v5Hk3bMRqNabsWEFzhMFWFEQspoTGRNPZceL/itmcjPnNfxVqMKNaBcwUYoWs7VBOuqrFk6s/UWVJSfAz5erxnZ3eXsiopiwKrOQZk0TW0bUc9qqknExKKsxVuybFOinqPGEtS6HxAEawr+vITGEP0ntlsxmQyIaVE27asra2xt7dH13U9XSh7/vPuQkHbtmxsrrNYLKjqOhuVbaQsLRsb6/iuBSClhDUG71ucA2v7e5S0b2Mi9EZs13U459jY2GA+22d/to8xBussDqjLiqQJI5lsu5i3dN7jnOt3PyKmMBhToMas7lE1HeOcoygqalNQaCZC+705RVly7XSTB/Y+zjQa5MyMauY5Ml7jxM4Oj5x8CHPLUUbOUSaDBqjHY7xEQorYuiB6Za9bMJvvszPfZ3NUkxBs4TA2e+d91zLq+9cWRZ6SraW0lhgjRZVjHKxxeSdEBGtLRiPB+w5jDIvFoo/TEJyzhBBwhX1K5oYBAwY8PTEY8k83qJBi5keqRpIGXBmYL3YpK+X9H/wAxkbK8iijScQWnugXWFuy4sTrMsJksOQHXBlOnLgPUznKyYjKlGiKbEym2P2GM58+wel7TnD6odPceONN3Pmi2/nIb72fBz75aY5vHkGM47NnTnHLt/wx7r3nQ3ziV38DHVfc+qqXcuPL78IcXSNVBZNpDhKWBMYJ49GIHYHdvT3KInv81TjqqiT5hsnahLYP5lxbW8OYHAAXemMo0y4KoqZMoyBR1hXed0zXp3RdS9t1KIpzlojmkHnniGKIMTGtx8QY6GKk6zItJcZICIH5fI5zBdPJGtY6us7nnbLCkmLAOkuMgRgDIWTKh3OOsiyJxuI7BZNQIQezujW6+T4CuLLEugLpjVPnHG3b5uA1yR74shqhkhcCqWko6opF22Kco6oqqrrOgZ1dh/e+NxTzbNAsGpwrc1k2L3Tqap2i8SwWC4qyxIeAUaXzno3NzewpBsQYbOFIi+w1P37D9aQUciiOyfShGBtGo1HPdU9MxzVWAvOdU/hFB6okVWIIiLPEEAi9kVoUJUETIeXgtaKsmEgOgFXMqt2C5HtdOCbTCc1iQUxptRsRkmKKEpG8UBIR6qJkVJTUyVCJxe/McT6AKusbNaMmcmx9k21R9vb3MF3Hg7s7HH/Ny9marNHiWNeasOeRUY3vPEVliSrMFw3BR2qnqBFcXRJCREhUZcliMceYHMQaQl6YlVWFcw7pqVlFcY5GlGk32TgPITCqxwC98e5IKeF9h0hBTIHRaPTUTA4DBgx4WmIw5J9WEMBgrUM1EVOHtZH92Rnue+BjFKXwute9jp3dUzz04Cne+cs/y6te/jVcd80LUI29UsoBA36gyQ+4Qiy6hroYkVIgRkNpLWYRsG3kng98hHEHL7/hufzGb/82N994Pae3z/Kql76UO4/cQLfX8D8e/lX2zm5z4qMfZ3zPSdLGmLd97Cf5vcfW2Np8IeO1TaIxOFNgFEZVNsirqkIYZYWXumS/aSmsRY1inWVUFH2gHxRVSQiB8XTCoslBpGIMk8kI7z2LZt4HCgq7u7uMRnX2gBaW9a0jbDc5KLIqS5pkMWKZzRf9bpih8wFjBCOZImGsoyhrYkoYJxRVRfAeEhhjKYqCuq7xvqPr2pU6S4gRHyMxRsalxViDKwv2z5yhADBCTAHfRnzIwY9lWa4MvfF4jPeeEAJlXdOGyLhXlrGLBXUflGqcw8SIVUXF4IxQOcv+bE41KkGEECLGWmLMix1jDNPplKZpSClRlrlPJ5MJbdsS+3sSY2Rzc5PJZAw9FSilrMoiIjhrOXv2LN57nDNM63KlfpNSRJxFk+JTh+/pRiklVHM8Q9kr2MQYqfrrDyHQtm1WqSF7+EMIvcJLiXW9ko01OOMgKU2ImNJgi4LQeXTWgER8G9CFJ+7MqMSyu73DzJzg2DXXYJ3DHtvkw/ee4PpyzG6ZeN4N17LY3iXMZ5w+eRbnLe36mOqaEcXRNRqzYDqe4J2jKqBVqIqKjWlJ1y0IKaJCv9OT8N5TAGXZB0P3NCEh07Im0ymnTp2iadscCOwqXOOJKWGNoESKoqBpGmL0WJdVmQYMGDBgicGQf5oh+9QNKbVUleH02ZN8+p4P8fwXXs+Rozdw/8lPIyZgLJw8sccv/dLbeNkXdDzvuXdhTcE5aUfD4JEfcKVwhcUHj9/Pnuapq1gvSvxil6kU3Hxki5vWj3Lf+hZN0xCMsrG2hpm1VPst7Oxz9tQpTt17H18yXieOxzyw2MaGQIqBLng2j25BC06ExeIs8/mclBKVs9ljWTg26xEaI3U5xUeP2ALnHDs728xmM6pRTUrac8A9YkzPVxfW1tYoioLdXc3e3f5zayzzxQwxo6ycIll5pmkX1IXLsoY+SzJqUlJSqrLCuRLTK44Yk+kzRgyxCzhnSTERQqbLGJM9qyKSP+9VRkzvyW+ahqquic2c2XxO4Uo2Njah9cxmC8qyBgxt21GWFTFqT8PIbe06z3w+Y319AxSCD738ZsQYm+sXCL5DRJjPF1RVDVKg9JQNMuWmGtVUo5qQIq4qcVWJLQtMjARNbO/ucOTIEax1RE207QL1idlsBiSMc/gY2d3dpe4XS50PLGazXlYyEXyW48xGuKFwBX1ob1ajgbwI6jyC0LS5/yeTIn8/5EVGUSw54y1oWgWOtr4jYkhJIEZMSjixXDfZJO7N2XnoDDufOcHi5COYJtA1DfN5wwNHj3Dk9udw7Z3P5+5PvJ1Z23DsxS/g9GyPRz78YXYfOc3WQwva/UBz7RobzznGLS+/nfr666jLKZISzgnq827GYrGgqvJuSr4upa6rTLHxHiX10pEFwGqREkLAGNPLoyY0GebzzIG3VjA2e+XH4zGgVHVJ2z7LOPIXEVcTnkBf1GFxt2WFTxKu+rU9VmFP4jU+EVUc7q8n5VYd7lN9+lpUgyH/NEOK2XvjwzY7+6f42Kfew2te8xKQwAMn76PtPWiqiboW/DTy3vf/AvPFDl/w4ldjZIRg8T5QlgJD5t4BV4CmC2xubeIKl4M4VQhRmTcLptM1/Kxh43jJi264gQ/95vvZ0MT1UjKdd+x+5j5eqMI9b/l5rjeOmyfX8pntHUxdUU3WKSkJIZFixAYI4xobHeNRTXcmZb6zMSRN+K4BVaqqpqhqFq1nttjHlTViLCKO+bxlujbFSMFiNsM6AKUsctBpCpH5bI4IeO+ZTEaUVjBFhfdKVYxJLbjaYPAIiRhaqqqgazzGSDa+nKMsKwQhxkQKvWazLSirOhtroctSmGRanBjBaKIUBxrRoJSuZlSN2Ts7o5B8DT5E9mcLxFoU2N7dBbKhnRDKuuoXEQmCx6aITYqJ2Vicz+c50LRX0bFFQVAldi1dF4hJcdZBkZVQ2rYlEBFRgs/8dNUImrKRmSJd12CtY7KxkSU7g2dtOiWGwHw+o7Al9agGoLWBclSzvrlJ17QkFbyPiDicdSTNCw8xRaYG9YarNZYQsyGvIVK5AsSiWLquzdx851CURPZkq2i/UDJ0MSBZjhxXlpiU5XqtsUgQ4qxhd3/Bxz7yKW7eDbxu7SZGbk43atibtjwyb/jAu99H+5KXUr/oRbz/M/fzFXfcxUfe92t84dZRbtmasD7bw04sD5mGj3zwHj76wAle+o2/E4oK4wpaAa+RZjGnDR1nzmSv+vr6Wo5H8JEQEvv7c4rCZY57zPQekeyZL8sSMUJZFuzPZsSgTNYyHSzGiCtKQkyrAGtrHXX97ODIn7d/fMiYf0JE1w7qSBz8TC7w+9Wo69DfcsAQXClMXwUsjdxVf+qB/nuiFKgPLgwuYODKE1DvwbGy1HdfivUtj1+tevRg//VYintLls1/WgkDDob80wxFUdA2M9qwx0c/8Rt88Ze+mKbZYX9vHx8W3HvfZ9nePsPGxpTReEQIDW3b8IEP/SquMLzyZV/OYh4xpkC4GomeBnw+YTJdp3Alo6oipsj+7i6KZbS5QZMCppnjvOfOa67jeUePgvdMzrS0H/8Mo+09vnDrGM9JexSFIcwXiLHE8ZTR5jVcc+w6ToZ95vv7lJ2hs8pG5RjVNXvWojExGo3xy0QwJPbmezmZUD0F47LethFEHCKRxTwHWIYYMaKMR6M+EVRLTJmuslgsOHbsGPv7e0QR9vbm3FyOIQlWDNYZYtdhLdSjgv29Pej11GPINBDfZSUYyNrrIgmVpZxg3RvE4H0ORHXOMpvNqF0FGtAww3eB4BNHjhxhsbeLYIgxSy1GTcQYe2lGpSizyosrcqyA954UA6HzjOuSZp7VTAprkCInIjLGEBTm832IHmssm5trFGVO/NaGhhgSWMEYIQaPkJVmrBGCz3ryozpTauoqe9nnizna706kmFZc/tl8xtaRI6gBV5UcPXot3XyGI1EUJe1+onSCq0qaJuKTp6pKYggkyZr71tqVvn9UEGNxRZkXYimCCLP5LBu8IvgYcNZSlBUA3kfaNiKmpK5qRqMxY3XITPnUPR9nsq985c0vZv2Tn8Xs77LQBWtFwc2x5rr147z9PXdzw5d9JeX1N3P3++/mq593J8+fLygfegjnAyZ03GoSx6+5jncuHuS3fv6X+eKv/91UR7eYhQ4tLLPdPbY2ppk+EyMhZDqMcwVVVSNisdYgkvJ97bpM2TImxxDEiA8BawxtbFCNfaBuvqeZeqSEENGUcw8843HIoD5o1D9RBtLBuvRAGw4eu1pYpnlaGZwXac/VutSD/XaewXuVyr9YnSscrnv52VVcGC3LPrgAkif4Glf18PRmKg+G/NMMMXlskfj0Jz7CS19+ByHM2Z9tM1/Mueez99J1LVtbR3jkkUeYTiOKUFQK8wUf/dhvcsP1t3B061Y09so3T9vNoAFPRxy75hjHjm6hwMOnH86UC+OIi44bn3cbH3zrOznjZ0yTYEJg/vAjnHzgIdxsgY0BaRQ7qcAIzcjx0RMnue7lXwyTCfOkuLLMiW9U6WJitj/j1KlTOFdQl2sgOSmQwWAMtEQKV6wyjy4zfQLn/V4UBUaU2XxGUZRM19YY9XSEtm3Z3t7h2muP07UNk3KdqqrysW7BuCwpyiJre5PpOpJyttG2bbInOSVE7Ir/nhVYEl0Xsc6ymM8JMfO4m2aBMX2goiZSiDkToTE5QDS0VGWJG49YLPJCvKzrPng0rrKYxhhp23ZFuyjKMi90fId1jqbtVlmdQ4wQI03nESOkuNSqzwGXrs70DA0ts9k+Ze2wJgf61vUI33mMtTSLhrZtWV/fYD6f91lXle3tbVJKfSyAB1hlgc1ZZ/N8U1c1ppCVEepc5oOXVX7VKFlnPav7BJLSZ67Oici898SYKUvLIOKlaouIUDi30qbPAbYCCbSnrRgRjFfCQ2eZf+QeXv/cl7N1NjA7vQcbBds2MZrB8XlJ1Xa4zWt596/+Gmlzna9/yRfwQiloH7qPnXbOYlJQq2V9tsA1ygvGR7j/xMNsf/oBjm5tUU/GeEY46/qxmOfa/f39PkYg9UmeLOPxiLbNGYiN6VWPktL6TLEx/aJwbbpGWY3Y3t5GJGfMTSnTmbz3jEajQWb4GY4n0ih8uhucz3Q8XSVEBkP+aQXFmMSp7ZMUlbK5NeHEgw8Anp2dM+zsnOXOO+9kZ3ubM6d3aVtPXVti2qeoE7v7D3DfiY9zZOtGlCK/WNJTfU0DnklYX1/v+d15N8dVJcY6Rlsb1LfexPSGa/jJd76V9aCw3eAWLZX3eI04I0RNjK3FIUTraI4f55Vf8jp0bYpZm+LSglKEaDylWEJUMJkTXhSJkAJWHD4JVZXVPqwUhLCgaRqstb230+G9Xxl1zhlSDNnoVmU2X2BEsn66cezs7nPq9GmOHT3Cg2fOcmRvl5QCZVlgrNA1DcYKofUgiVHvAVYSPniMWKrK9SqvijFC12Zd9BB8poCkSFk6YkwrJZKUyJrzMeK7jqZpGJVQmJxMajqdsrO7u+LxL/XCjTFsbGwQY8ze+JToFk1vBGfddmst7aLJcozWgghdCKxNxyiJvb0dWCzo2g6RdpUtdDQa5SylCTTGbCRbQ9vkMkUsOzu7eJ8DXZfBsKPRaJXEqOty5ljjDEVVUBYV1hrmu3vUReaAL1VXgu+oqhGK0CwWgKUsa4wJxBRRFYx1GLEYo6g6vO8yb97AaDSiKIqVIbtcXMSYcnutYTbvcjxE26KzgM5nuCZw/XSTdM/9uHLEu87cy8d0nzvshGm6jrVkeI6DYm2T+vrrOIYQ7jvB4uwu93YNdy9OsZaUrxof4UgUjjaGYwvL6U/cBzddR3XsRoqyYlzlhVDXS6oulZWWQbpN02CMYX9/nxg9ZVkxGtU58VWvODSbzXr+vGFnZ6dfaOZFwWg0oqqq8xatAwYMGLDEYMg/zaAEZvOzHD26zs7uGVQ7Ot+QUqDrGj70obsxxjLbb1jfGONDR1GSA/6scO/9n+JFL/xCqmKMxhxgNWDA5aJtW6ajmhQT3geMNSSBaKFan3DnK1/O/sfv5a56ws1HHUe7HPS3axr26VAfqBeRmQq/0ezz3Fe9kmtuvgVz7FoWkr3w0/EYY2r2Fgs6VcaTCbs7OX/ComkxainHE5q2I3YN49GEySRnw1yqqoQQKMty1WZrTc46GgNIDoJs25agWaZwfXODUw8/TAiRY8eO9UmgEjEmupgIsUNjNqCbpsFoNsJCiNmQdFXmKadEjFmesqqL3mveUBQ2yx+iOXC3zp7wGLKOeuWqlSqLtQENfqXW4lxWJSnLkvX19Uzl8Z6qqlZJlJafbe/sMpmMGY1GmXYhAtb0NI28mxFjoCrKTOFRsrZ6kYNd1SjRC50HkL7s7DnOlKG8mMgxBVXv9Vacc8zn89VCKsZIDBFXORI5EZeUhqqqKGykKEu6fgfC2hpsAWJQyUb+vG16I9yufA1FL7m79HktlW9UddW21C9sXK/VDpbCFdS1WcVXFFXJqW5Ou1GSSotWJfPS8vB+x4t/75fz/vd/mObTp/my6RZV8lynBh46hT91hr225SGUD+3vcec3/G4e+M3f5syDZzhq16h9YDM5dhee8WiEqSuMm5JCpJ44ksa8c9IvOrquWxngWcLUrXT7Q0j99ZGTfHUdIbQUha6+n5WWeoqVcys1oGWQ8IABAwbAYMg/7SAIMQRUE3t7M6LGVebD48evZ2dnG1XJ6dWNJaWcFCXGADiapkGE3iMkwz7bgCvCfD6nnc9QsvEUNXuSx2VBdJ5F8ow2J9xx24vRj9zDxCZSaqlHFd5aQtNRpMAIx7GNCWdn+xhjsWVBtBErFoPJFBbrWJuuE2OWTTTWMJ5MiWKpqhprhGaWpfyyIV2vDPiyLFfKH6pK23Z9EqZMaZiMpxhjqasRwUfGowm3Pfd5+MUCypLJZEzXLeiCYjQhKWCLArFFrxWfvefj8bjfATCE0BL7BU5V1Rjj+qRGDSHkhD0xRtpuQUy+p984rM3Sg0tJydDuYZ1DUJzLmV1dmXcZltSaqqpWMo05aVJBUZQc2TqyorJoglE9xvbtgJwZumvzIkDxSDGmKEpmTYP3AdGAM/QeccnKL20OjM2Ge6IocoBtVeX4ghDCahdkqXO/zFo7n89xpaOuRtAb/EaytORipSSkzPYXKGRDvyhx1q0oIlnSMrJYNCvt9XyvPT5kLv1isaBtWxTJ9BK0v++ezkfKeprlHCdTbBMppmNC27LjEuOtNepHHmLTVnzg7k9y1+tey8fs3eh9Z3nN+haT2YJJFBaF4aEYeP/uDs9/3et4+NQuZx58hLX1LcKuJwgsgqdem2LLEnGOGPKOARIpe9pY0zQ456jrOucEgJ6utJbvi+rqc2AlObq/v08IC8aTvFtTFMVqwbbcmVkuogYMGDBgicGQf9rBsr5+Dfed+ADHbyoQJzRNR/DZgGiaLkudlWvEqL3CB/jO0DXC9bfegnMjfJcD2AYMuBK0XUf0LSSlGte0oQVVZupxbcOiaxmVFWujEV3hoFlgRalSIBlQ43CSkwCVqpx45BHa7R3GIWIrS1FmqcHTszljU5HwuLJkNB5T2UQl4DFgsgymiqGqakLP+S7LkjNnzuCcWyXGyV5ui48dKSaquqIsSsQaEMGKo+3aFV0h+EAIHTGFrA0vgitdloiMKXPdU6QsixVHueuzu7ZNRwiRqioJoSOlzH3PRnFCSSvDK3PiXZayJKv1LBYLCpON7hgjKWlW4SH13v640mpX1dX/IWQevDEGsaaXd8z8/KIqs5GbcuRXionTp0+R1JAqJXifdwtEMGIoipwJ1/vIZDLBWkvX+X6RkmUvjbErfn5RFGjP8V8a3yEExPSBv1bwwTOqxoTO0zT7zPb3iSnSND19yTlCjHS+oyhKjLOrHYnkO2yvx58T4eWFyWg0RtoFMfoVVanrMuVmY2MN6OMksLRdy6is6bqWEsfW2jpehb2dXW6ZTLHXHOPlzJnd8wCflLv5gte+go+d+Dkejp7nFg58wKvwidPbvOJrXs+ppuWRD36YLzh2Pbbz7OqC7dJwUjpe9JzrWTt2DaNrj3P64QbrSsR0tD6s9O53dnZWhvh8Pl/tuOQxXK2y5TZNs9r12do6inWWvb19nMuv5mVm12VMwWw2W1FsBgwYMAAGQ/5pBkHVsja5hv19z2wmlJWi0aJqeg/cKHvxFNBEDELXWkJXU9gJt9z0Qgo3wseskjDITw64EnTBZ9WS1udMBApVWTFSAetpFw0b9ZjClVBXpL09rEaqkHAqCI5kIfrAOhD2drD7M4oYaaOQuo4uRIIIi65DxNN1nqKoGNWGRbMghkRMHmMyF313b4/xeIIxBt9nd81GcA6+3NnZyXzz9SkgtK3PtKDeI+ycZb7IkopGhUQipggkRHLQqpEsLpaSYo3B2gLvO2azfZwreo/pjKqqGY9H/c5X3gEwRrBWSJpykKbN9Iec/MiQUsBJpop47xEb8F2LakLEUNUjfPA9pz6tjPSl8ZYNXt9z3B1FUTKZTDNFZb7AOUvTZMnG+XyGFSX6gBiX5RhFmEwm6P4cUuZlx5RWAbWqOelS5scb2rZdeX5Xnv6eYhNjZH9/n42NDVzhiBoJMVBXI2azGTZGUk8rSTEx72Z0vkTcmFG/KIopEZv2gEG6zJ5hegN+RNMssl69KN6HfqegIMRE0zbodubvqyo+emLKi5vRpEQDlFvrvPBFL+I3PvQhbvqCV3LN9ZusnzrBV23ewK98+iE+efbX2QyGMQZLRA0kIxzZ2OLud7+X1LS86uhRrgVi17EolN/aO40+/3o2XnQra8evIRmDsy7z2yslpuw1H4/HqzEaY1ZOquua6XTKfD7P/R9jH0txbgGXKWJ2FUR87p5IvyvjVgHRAwYMGLDEYMg/WbhMe1qTULgJd935ct71nv/B7Xfd2Gsy14xGvZdO54gkui4RgtIslK6xvOoVX8hNN76ArlWcLUipGRjyA64YIpINi0VkvpiRqorpeErXeXa2t7lhVOMtsDmm2YVRSBgSJgHWkEqDJmWqULQLimaB6zzReSbOgbEQhbosqQvHxsYmp+99iG5/llPZlxVt6yEom2trpBiJUVfUk2WQYE54NM+GX9usjNnQG1BbW1s5S2jncUXJ7t4+07LAVplC0vkWxeJjgBQQW+LKMW0LXWgZ1TUiBpGs2z0a1YAQomdUjzMlSBVrs7Gu6IomklVWoG27LPFoEj4EvPdYlOg9ZVkQQjbgmq5dXd/SgD+oTqLAeLyGkjXml1lSjbVYVyDGor00Zl04Yulo20BRlvjgofegG7ErRZWlOs4ymHU+n6OqB9SB8nne+5VSzXKHYEkRMU6oXMXO9i6FLXISKzzjyYROW7AhS3SORlhXoCHgrFstDEIIWGuhXxR1XdcrBdleflJ7qmButzGG6WSKaszJtaoRIeXst0uVmE4i83XHTXc+l3be8rMf/02+7oV3UR0ds/bAGb6sOsLpakK1NuJaTRRxAQaMWm6uJ9xUVpSjOUfpiLszzjaJ+5sdzh4R7vw9X45cv8Xp2T5rWwW+7YgosWmwzqx2UaqqWhnhOzs7nD17FhDGozEhRMqiXHnjVZXd3T2qskJhlSDqYH8vYxOWNKcBAwYMWGIw5J80HFDKPSiEqgmViJEEJmDUEFJka+Mod975Mj54969Tj4TtnTM9Z7Tpg/Qagld8Z2gXjjtv/0Je/pLXIlohJqs+FO4gR/5CGQzkiUsYMeAZiaosQWE0qnDOEFNHZQ3EhMaUlZJcAURk5Ai1JTSWIkKKETGKZgEV6ghu0dItZtTdnHpjI8vvibA1HlMEmO9vo1E5cuQoceFo2gaxBZNxRds0RB8pyiJ7vFM85+nujXXb66GvTSbM2gYxwsZ0HSOCQq8ikw29yWSMbxaYEBEFJwZTlKRo6NoGiYKRSN3LPTpb9Bljc+wKNuudp5SznMaUpQSNLTHWEEKkaVqyqo0lBA+9AKyIoEkzPaYqMoWnVzRJuqAo66xwkzRnUu0XLEutdcTQhoayrClcuTIS54uGylo2Njeydv18BtGzPtqg9ZHoztFkkBx82jTNOZpOv1hYenwPqq0sFnPG49FqgWGtpW0b6rrujXxFJNNynCsAQaxQlBVlVeMXFis1XdehfTaesnT996T38Ie8K5Iy7caZTMERK1RliWoiJbMKypV+V6asCoTMPUeF1rds1TVlXVEVBbPaUo+m3GqET773/fzcx97HV6/fwIjIpqsp9lrqqFREkgpRlTLBMSPQeFyMOD9jLyqf8ZEHRsKLv+6rcLdcR9wcESXRPvIINuUJdDxdQzUxmbhVMHRMmU61sbGRA4g7j9aQouLJC5wY8uKjbXKWX9+0JLLhXlc1VV1TVyPObm8jPjKeTBnUJwcMGHAQgyH/lEDIKSMkayhrIiWfM0AC1kJKwi03vYBPfvIjPO/5N7BotpnNd9nb22U+n6F4gg+cemSP6B0vfMGdGDMGLTHiiLJMGrLMAnggrd2yDWoYrPgBB+Fnc6gdtnLst3uUlaE2ltR0aFT29+ZMJ0eokpK8QgcpWqDASkCDYkmYAAUO0yiPnD3NFIUkeGMpRZC2JYniJHOck+ZMl/VoRJfA93QNmwK723sUdYUrLGVVEoPHt5maUZUFKQqkSGmF+XwfK/QqJ5kSIpqwIjgruHHN7qyBmFirJ8yW3u2iwFJACFiBEAGb5VvLZQBmVWV1EVW6tiVqoiwr2nZBURR0nSf1OwdYwZoSa4WumWMLi7WO4BPzeUP0nhg66rokqmHRBupRQUz9UyqCMeBDR0gd4/GEmJQQOmyVjeGyLNnaOkLbzvGhxcfMkXd1hbGG0loWUbKxbPNcYy39AsjgimUCo/OpPEvlnpQi3ne9UkqHSEFRZGM/hKymE0NCE1lL3UiW8mw9MSlFNSZ1WYkr+o7QdTlbsCtW328W2fteliWiCVKgsELo2jwWuoCmRNtmBZi2bQgx4NuGfkhRj6a5rDYvUFJKRCKLscHcMOXO176CT73ll3jXxz7Bq9ePUTSJNYQkHV4jGJfzFygYv0AQFvM58xj4lBXuHgsv+/rfwTUvu4PdtZIZgRgDo6gwn+fswg5C8BR1DV3XL/IMqoH5fE5hHcF7mkUeK5oSzlqqquJsH/PRLXdmqgKxjkXXEREwgen6JrZfVLZt99ROEgMGDHhaYTDknzQoEEHiufzMaknBYtyo99U7kpbZw9R2IIatret5/nNfxImTn6IsLVVVcvasYWdnD02WwiUWGjl9aofnPqck+uy9staBhHP5hOEiOaEHQ37AOYytQxOcPXuWNrWU1lCM1rARJCp+3jA5vsHe3pzF7j6tGCpjcCkhJuusq4G5V4IUSFmyWHi2H95m45rrwFnEWaIY9hZ71ALGCq3vKIyhi56QsnKKs5YwX9A0CxZdx8bGOmVV0DYtTZcXvjGUeQQbYX8+J2nOyDqb7a/kG5fBsGfOnKEoHT7YVYKhLOsYKEYVo2oE0WTJQ5P5yd5nb/4y8HNJCVnqvouw4jhr0lVwbIyp12uP1KOaohBiz3kuCoNJFdb02vPViNF0RAwB77ted1yYrk3Z3d1BRLORWI1p244YZsSoTKfrvcc6ZkpLCqSUvcHGSFaeWd9AxBBTwllH2zQYEkm1dxqco6wsdzuWNJoslRhXgbtLI38ZzLukf3S+6/smrdRWYky0bYv02VmXmv8xRLwP2F4y0zlLXdcABO9JElf3pfM5A+qiaZjP5/iY1YJiH3xsrSWRDXjF4WyBdY4gsNNB27UcP3oUEyte+Kov5AOffAsPh4gxjlFKRBcIpjtvV9J7Dwpd2VGUFZ986CFu/rKv5vo7X0CxvsY8dRgsai1ba2Me2H4ILSxGFFU4c+Yso7qmLBxtu6BtFllKtCwZT0arxF5d1+VdI1XKqmJzc5O2bRlPJ5zePsvG5mgV8JvVyZS77/4wd9zxIkajyZM+LwwYMODpi8GQf7IgkLMzHcjQJCZL2KWAYhA1IJYUoSxqPvaJu9nfm/O+9/0mi/YMSEvbLZjN5gRv2Nud0zaelOCTn/o4t7/glUwn1/SBfCFniaXgnFf+cF6yw176AZ/vsEGJKGvTKbEBK4JEmJ86S3f/GWYnHuHt2zN0vo82HS4kjA+YlDDWoKKIs0hICCUnaJFTD7G1P2Pt7IxqPMUnTyXCuNjAVHPEwKKdk0xAnMH2evDRd1gia+tr7DUtTZcVY2KKjMdjZnt77O3tZUPTGsQ6yrKiKitiSAQfWcwbUlTqUc3Ro9ews7tNUggxspgvaENkOp1SlI6u9ZhUUJQFxIbU02gOGv3LzwDqul4ZvkVR4lz2TGfd77wIiClSFAYxOXtnWdZAy2g8YjHfRyAb+tUI7z1t16y00zXRZ5LN6jsihrW1dYJPVNWYZR7HlAJIxNqcvKtwBlIkeI/2GvsRsqpNT/sxIsQUV5lZq6paGefLZFPZYA8rHv1SucYYs8owOuvlKVUVZw2mKHAmG/jWWsCw6DyFK3C2AO0DgfsEUGhEU6ZixaQYYRXMGWPmmoeQKIqSlMDHCJKTYrnCUY8nxARBLcZautajQTnuS0Is2Cgq2tARx1M2bn8uv/LbH2KzqtFuTgoe0vlz4JJCpKqkWceZjSPccevN+BRzIG/ncaVQVjWh8xhnaXzH/nyfyXhCWeUFzbLtdVUym82Y7e0Tg3LNsWOrGAXgXD6AfmyNpxOuqyvatuXYset6zXzHfN5w5513rRJtDRgwYMASgyH/ZKKnD5xDQiQSdYFzDb4NzOYdWEWZs7t/P2LnfPLTn2Vv/zQimUfatYHCjUgaMGK45dabWJ+MOLv7WaIu+u1rYVRNyBSe5Ytq+X/fBhkM+QHnY77YRyuDmoJRVWNjwp+dMbvnQe55x2/w4sk1HD+yzvTmmklVYxMUYhBVxAg+BbCGED07s32u7To+9PGP8dF3rnNkvMH0ppsoyoJoLVVd0mlD59scUBn2GU3GRKOIKdEY8cFTjybUWJyzBN8BQkxKVM0ZQa0FBFsWfXBnACMYZ9k8skXwgbY3Rq0rKG1BVY0YT6dISLShZe/MWTamG5RVReebTI3ovdXAymsNrJITdSEHgS699WVZEfxS6WXpte+NQhVsUVCPaiQC2jEaj9EUadqGLkSsdWxtbTKb7RNjZHd3l7W1tezlLgtMUVDXI7o2AoaUMo1HTIHvGhIhK8kET7uYE3wi+T4pE5aYIqOqQlQJ/WJhmRl3acBaa/u/AzGmlQzi0oBfJjhaGu9L6cTlYqptWpr+fsYYGRUFGxsbhBjRlFCBosr3yDiLdS5vFIrgigJjDebADoCKMJpMsC7z/Ef1iKRK8B1FUVC4EoNgxPXft6BgVSgKQzdfEOcNv/3r78Ge2uEFNz+H6zY22JiOkVRi1Ob4h35KTCmhwGyxYDGb80C7x4fe/ut8wVe9mnJ9RDEuoXRsz/bANyQfCIuW49cd7xc7icV8jvcde3tzqjIrHo3GI5wrwQhlWbFoG2LI8qEYwceASl5gYi31aNzvmuSdnMnaFO8jTqWPNxgwYMCAjMGQf7KgAlhQx9IrLxKI7FGNGx588KM88MB9YASxnqQt1bTDhAXrmwUbW8fZ253xyCNnUYXxtGR9Y4PCGZxTJtPA2d1PcfrsZ1FN+NCytXYjt938MpwriJo9pqu2DE6dAReAVgZTl+y1CzZHmxQxwGyPz77nt3nVdbdxxzU3YlOHELI3UwVSL3PqHGgEayB4dLxFQHnuxrW89ZffzdnnPZ/145ukI0eYV3BW59jZnLKqWNtYx0SHWMNiGQDos2e4856UBOdyQqiqLvFdS9R+5yAEOt+xaBrEGOJs3idyKrNiSlXhUpH57SlQmCzfGKNSj8eIN4gRYlTm3YKkvpeSdOcphcQYV0molseWWCVpWlFuDMZagipKDtJUwFjHYtEyqYsc6FhmOclF05C95ayyuULWax+Px3kvL2n2RpcG7xOK4kNksZjhCmE+n2GMUDhD1zR9xlCfgypTzpgqItDLbS6lHoFVgqKlca+aefCqsgqAXRr6y8y6WV4zrhY5bdtSuXzu+vo6fqEQW5ImiEKIiSyxm3caMgXIrqhKs9kc6yx1VVGWFWIsbZOlMLPOfL9IE0GsxViHKwtEBVWzWty5sqBJC0xURmq5/2MfJTz0CN/w8i9ivVOsT0ifaA9lJbGZE+/1wc1ba2jTcFe8jl/80Pu5990foD6+SVq7Dl8IPho2R2tIaglbx1g0C1xZMJ6MscbkxVS76IsVtraOkDT/bp1lbW0te+pns5U+flmWNF1OzrW2vk7XeaqqzsHBGMrCUjhW3vwBAwYMgMGQf3KhFnopOwQSAVAeevjTfPxT7+XmW64DCQTNmSFVE94Lypid7QVtI0zqY1x7dMr23gmcKygrYTKpqEvFFZ4YPEYEfMsH7n4v8z3Dy176JThr8b7tFxSHKTYDBvSoDE3IKiPz/Rlr3hB3FyzO7DJau5kHP/pxpqHFaUB67W8R6ZVGLLGXyiNkzvt+9OAs9WzO3iMnibTMzYJtEm0KbKDMFy3zRUvtFDTRNJ6icmxsHUV8SxciEhXrCooyZ/q0rmQyntJ5z2x/HxGoeonDFLPRqkvqicKiaanrmsqN2J9FmrYlxEiheVldlBUmGUKnECJlUa30u5dYGrNZtcXQhcwlL8sS7wPzeUNdjSjLKhuDJj9nRgRjEtYWGOsYj6dYIqYgG3uS+fBGhMWiYWNjg6qqWCya3kNeoAIR8CGiSfoETj1PXYSkMJ5Msm0as/xj8JEz2/uopnPKN22LaKLo5RFjzDKOy+uAbNRnnXOfaT09lhQjyNlYy7KklNzPS6M+6dLAzzr1pc3a904NrihX33cuS1AuFovVddjCIWSKzXy+IGmirEq891nysq56LX2Lkbx2TArGFhiVPD6KEnWWaC2lKZifPMvph06wJrDzmXvRvZaq7SBG1ClJDsY7nKNPiZGsgx8dR6LlYw88wnx3n8pdTyOJamMN5wMxKpUYOmv6OAFwhSPFwHQ6pSxcT8/K7V7uRtSjUd49STkB2XR9jd2dXSZrU0aTNYy1/Y/DWPBdQCQnGAsxPMGTwIABA55JGAz5JxUHqCwKogbFcPLkw5x84EF2dh4hqidoi/ZBYiIWUsF8H1KY8JpXfxnXX38973rPL3DigU8wnhjOmAWq22h0pATWCmISi5nlns9+ijtufxllNcaVy5eyHGjP4N0ZcA5qc/bPtfE6R6Zb1K3y4H2n2Yktv/GZjzFtAtMUMSkbE1lnXVDNco+pN4qiJrBCEmgKxyOpYy92BI24kBjHxEQKqqJkMtlA59u08zNUo4r1jTXEOFBD20Um0ykmBKwY6rpiPpvh1VPVI0ZmRFVVnDp9ino8oa7rnputhLj0IhuMdVR1jY+eqq6zqkpZrQzjsnRoEFLqMMZSFOc84jHGlQGag2M9ne8wvVGfE/Vkj/mSViNistdbMj8+pKxlrwh1PcIQCH7ByE6I0bO3t42IYTyaUJYVIL2hnaUuXVEQjWKCMpmuYWxBivnZnU7X8KHD+xZr8z2JMWCtoyxLYkwr1RyVBCkRQ75/S+77Mnvr0tOe5SWzlv3SwF9yx1djRRVEVlrw1ho05L8BirJEUuZ0u9Kd14f0XvyqHvUynbC2vtFLdWaueo4xUFxR5EWVD3l8hUjhcmZUxFCUFaHLx0JKxC4ynY6RLpGMo55M+dQDd+POLFj3SqUAiooh0a8IRPpZMQetKnlnokuGMxo4Vcwp18b5eruOQgpC51FRtvd3oTJ9sqtA2Qf7LncvRITFbE5R15SjEUkjTZcXS2sb6yvee+c99WhMUY/6+ITU929CeznVrqdxDRgwYMASgyH/ZEG0V5FZelMEKEErYjdivufYPjvPEnDJ5QQpqlhbUNdr3HzDc7n9BS9ja/N6nC344tf8fj71mQ9y3/0fY3vnYZrGg9ps+EvOhEgydMUCHzrq0RRr7IEGLY34IWXUgHNwNlMuSL3BVTq2nnMjt37JK9j/7EkUw65JpMIgYlDJeRGS5mDOoigwYjCSJRJdElSU506/gBte8XJiOUa8sCEVDkPnFDBsbh1F1kbMFnOkrAkRjDUUriKE7GH3vZEpxjAajSkKS9e0jMeO65zDlRVlWWbZwjbztK21uMKhKjhXUI1GNF2md6hCSInWdxhXYcjGrjGKaocqfbBlWCVQEpEVpSaROeo5ONRl7jymV30xJFWScTkI1AqY/N39vV021sYY6+japg/uVFQje/u7VGWN95GUtA92df0iIPSc8mzUqZhzqjmqRE2IZinOvb19JuM11tbXKIsCr4qY3iuuER8ioWtXvPfldXrvqeualASoVko0kOtpmmaVEMoYg3H9XAV0XcRyzrOfYkRTpK4qkILWe1LPf0dML6aVnRXGCNrnCcgJkSrKakToFXTyDkG+/uUOROdz3gIJgahKQaY0VcngzuSEYpWOuOamW9l/+ZxFUDqUYJVWIiY5JMq5yCE5tzD13mONIDERNXLddc9FJxV+NmcyWSf5BqwwT4EHds9y/XXX9MmzOqIPGCN0Xc4TMJ1OMXVNgpXHf5k991xQcWRtbQ1XVCTNAcmoIca8w7VYNHnhOiozj37AgAEDelzakL+gXOEThCWHHLJEIyl7j1Z/9/8fTHD0eCCQN6uXoUNZDlJI6DJxkh4MFH38kF61Rvrr1ARCwV13vprnPvcWxCSMqVE1iGifpl6yMV9OCcFizQgjjul4wktffA23v/BlLJrdnJCl14VXIsZEhIQzNdaOiSkQooeeEJHPJV//VbvPJv/06juiBbpSzOn7+qAc5uOFpHNhvP0l6EoZKGvKCed7ER8fTL+p0l9T39+C6/8HkYNj6pmHQnMKo0WzYCfBQkpMZXjJ134lYXePSnLwnThLVdWIdX3CJIs1jqockULCmAJXVGgb8uKgLpjXhh0jmKRsjiqaeZNjN4xj0XjGVUFZj/EYqrIkdh31eEpMAVcUOYiwD1g19FxyaylcQT2e4lMkafZehsy5ICr4piOmmNV1opLIxn7SSPABY6BtGtZH6xSjAo0eMQVt29J1Wb/cWYex2eBacpSXGXBDCL0RHBnV495zLThj6GIkaKAuCrwPlPWIwh4lxYaUhEXTAYkQPCEGiqJkNHJYzUZkUVYYa0mqWGOxxtK2HWU1Wk1N03pMDB2nHmmpyprtM/sUZc28aVFv89QWA0YqjGrmzUs2tAuXF1xd22LEkELEt23Onjuu6LoW33V52Ccl9oa29B5s2/PnNSnOCBZD0QfGirGEoPiYEJtIKEkk01a070Obdw/a1lNXJW1o8N4z7rP3RmQVaFu4oq/bUBSWFBSs0IWIKypGoxGFs3gVZtWIsqiI+w03vPIl3HbXXZhFAyRaAovUUhaulwLIHvm8uMuxRIv5HEj4JCRrqUYOLNTWkVpPTMLkmg0W4wqzPqFLkZG1VG7UxydYbFFyZDLhwZMPcuTIkTweOs90bY26lyb1nScpVFVN13aUVcWs7YhtprelSKbhlA4xQkiJ0Xh89R/8qzZHXgnyG3Ep45o3SgQlrfau9VFJDD+nakgIaSk0kUDMgXIPakDo8peL4XLbc2D3XQ78pWTKX1/XVbk+yAv4vo4kh1up513i1Xk56Xn/9dtYB8rO1/jo6xMu0OGPAQGzDMnKgiH97EGUZUeCJL26jOFDTRP6x+SAmvfVsy0eHy5pyNtUPVntALVodIgVojmF2OXoL3pDXkG6bERpyeO+Y5JAPEhEMZAKDDZ/RkB0GZi6HIyP94YJRi1Kmb3mcYFxZ0i6hwHG5QSwCKbn9sK5J8Nkb1sBSWd5QEPmupYjbFki531n+WvRl9ehZoZYMCqYOAJjEGlRBNWrc5/zJJE9SUp/j1QwNhHNdh/YRr+QebxPnKKm31FQl/8ngWkwpkFI2eOmDkyORXh8kFyPSi4TeoNeUC0wBoi7iNkhqa7GzjMNYytEUUxSjmz1HsKkxKi4I2t0TYv3M8pK6JzDuQJrHMHDeO0Io2oNcH2W0kD0HlvX+BSR4NkYj2i7lhQbXAUlgUlp2fGKrSYkByEGVA3JQEvElSVd6LDVqKdpmKwrnrLE3/ZizqguspSrCDuzgFBieg642PwMN0HomkRVWawI6mcUKRGjMplOkbgAFQpjCD5Qm15v3nt821EUDmssvmmwJtOQ0EhV5kRK1WRE17UYk7OpCsq4jJTOIhKy7KWUYAXvYX/eIGaKk8S4mOA1svAN+z5S24KubdCUsFX2ypedEltogVRZTNkndOoiFZbpaI3OB2y5Qde1bO9ug2nQENicTmjb3ey5No62C1TGZoWY5dtJA2Mr0NNDCB0pdsSQg46DJgqTs+UaTUTf5QzTscP2QrfjqoalF78oKYqS2WJOZQ22HpM6TxfzboPpeegqlo5ICgk7mrKI+3TSG+oYSFDXoxzn03UYDMnUUFnEWEpr80IEoJ0R25Z6PKV2iVB0FJXDrRfErspzPcpITJ6FjAHrcFWJj4EQO9p2hgRL8A0Oy7ieYkQJviXGQGEEScre3lliNIwmR0jqaSKUVUm1NsoSonPLIilb191M23WYnO+KM7v7TNemRCO4cZkXBmqwZYWPFqzr6Tk5uDqRkMJinMGHQOQJ8MinpfPjSYAKtAmrjoV0SCnYBC6BUVCxeANXi/apAsFkA3qcAJ+yIb/ajO6dS2JXu0vAo19RS7tTL9GupY6EZAUjRRBNBOmdgiKY/nFLooSrZMiXMcfjdDZfa5KczI6Qsn90uXC5Wkxac8AmSn1dPlGoISQlGYOSCIelUgVSTOdJqF6OnGoQQfu+s2pIJhFNrnpk866cCDmJ3+M25oXVbRHOCf8lRUK/hNBIa7MBbZ5Eh/fFrAq51Irih77/7U/ucsMknn/7czl6LAdCxeCy0Zudq9n4Xv3x+KEpqzfcf99Z7r/vPqwRIHvIjDrQEtWePnAV4ARCbEhEjl5zjBe84JZsh/Zb5VlNRuGqPNxyoLyEaM7E+f73fYwYbE4cL3nbOmEfo6zLrTGyXCvnfxWx8PwXvoAjRysUiNGe7w15nFAEUjaohcxRtiZw4r5HuP++BzFUV9k/nnp6VFbgMFS94Rm55tgWL7j9JlTMk7qZdedLr79qtb3tR/6mxpRIwNFrrkVciS0q1DicK9mb7bO38yApzOi6jtFojDUFqoZRvY6zI4qixti8KHfOrqgpWZIwUZYFKSXqqsLEwObmFmpMTmlsLIiSoielQArtyktWFH0Coj5Q9WDwZRbNcWhSyrJaqalI/2zlRaYQfcQYYd7MObt9NjsOYqBwFePRCO9DDkDVbCwtAy1z2ZmzHGPM6iYCVVkxm816/fYS5xzj8YSu7XK21CKrxESFerzGdG0dNCEovpljRXPSJCOohSCKE6FA0JCImrBVQdDM/c6r8QLbUzBISoodhoQzivdZZtNIzs7qg+f0qdMYEawxVHVWQUlJc7ti3jFBla5tVsGtmiKuzHSh/fmM6WRK03Y0nccVRdZRDwEfPKqRwhaYJFkrHpisTynqCls4Ukz47ty916RZSnI8IsZEijHr2KfUZ5f1+M6DCHVd0yxyQHBdVbTNHGLElTWN94SomSufItG3aPD4rqELgeC7TOURQYylqkY0PlFUdVbQSYGqLEkCk+karfe0bYOzlhhzG0pnsWIIviGFLiv4qBKist90jMZrHD9+nNjN0RgIMVLXNWVZslgsaNt2lXRrMpmyt7+XFyTBMxrXWGOJMXtmnKtQVc5snwKFpmk4fvw4Z86c6cf78jkoeP0f+AdXdYaZ3f/AY06SV7NCR4mrS1LpVq8po2Y5rfabnVdp91YgSrY9Zd7i5wtUdOmXQVSxCcAQ5UC28wtecM4UfbDsC7VQTN7BMsbgbIEUFZjsqFu53ESvmkfexP65tdm4JUX87j5GE0mU2L/izVUy5HPbM5VvuRtgxeY8Gc6tNjbUnE/dXcYQZSUsXY3px64ve+JlueEuibQcI01D2F9kV54zV+Vtv1ynBAvR5L+LJJiYZZZN4dC6yrFcTyLs+viCnXXJVtz/mSxJdtF+vpRNfYXHlIi603zR6+7g2uPXoIQ+YKzqT449xzwb2pfclbnYsfOc1pnKo7Hk/vtO8cCJXQhm5dnON1JQzKMfts/xup1RjI0kWuAsr3/9a/Ji1vQZX1eZX+OBdl7mtR0+JvQGZwAcpBo/Lzn5M++iW4yRVOdgW0motOf3zed4T4WISMxboybHA6g0fOGXfAHXHr8WpUUkYVy68AR9pfdUyB42Lci0qB5ROHHfKR64fw8NHpY7AI97vC53cTzLN441XdYKJwesfdXveDXJzlEOKUtcYMPkc77ug+VdZfh2H7E5ePXsmQeJCbaOHsOVFZ03VEaIRjl99jRVXeF3F3iFpumYuxqhZDpdp55OoHTYZWKkmDOQzucLptMpIXjmtoBYsHn0GtY2NkliswZ9CDgraAo0i326NlJXkxx82HXUkyl1Xa/41G3bkpIyqjPlwDmHD74PQl1qwQvReyBSVo7mvs+yvXOGpF1WQInKZJyzaDbtPqhfyS4ueeNLdRPvcyIhSWAnU9Jiwd7+jLKqKYqSUI8wJquVBCskAyoFRVGwuXkz/XqA0E5AU/aeuRKsyRKxMaKdZ2ILYtOCRmZtg9+sMLagUIdVS+xyDIBapYktahKbhUVjIIXANAa6bsEDJ05AjFjRbHBqpKgMRgTfzmljwlrDbH8XUAqXvcExRSaTKQjsdLuIcX0GW0voMt3Fd5EQIlLWiBi8ZuWirWuvoRpPCIBYoXaW4APOWUQMZX0uvqAsC9bXNwghc8qN7xCTFwzOWqxbI8bQx0oEbJF6R4HBOUNRlJTWcPrUDN/MSdGzs7tD1zRoDBTOokmZTNdJYlnM9nFFiSmUvTOP4ASa3QKLoMkQKTCuxkiRFXS6Hbq2oXSGsixyvoDQ5QWZkBdHzhJjIC0asBXYElcZqvHaiopkR2NKV1OIYSKWjbU1zm6fpUtd3t2pKqKPrG/dAAqTGEliKSolLOZgcrI0FXORp/dzh5u1j3nO1aJlqEArAbcxwU7qTK9DspGp+Ti9kSZXibpgFIhKmrfgfb+jpKiASXkHkl6B61xD4fAEvCKwHLAJLtjCmI3PpEqajCnXN8EKaiTT2nrHsbmUd/9KoGYlSGcV8BHfdlgfsSj2Kr8vemmD/JsIUaAxUKyvIeOaSPa620e9s4VlgJI1htVkeBk1onLOl4tiJLchNE2+p/H8rDmf+7XR2zOs2MICEBUSRFV0OqLc3ECdecLexVeCS1Nr7JO32lDJW9UxKUk91mU6REw5AUy+g7539V6tiWyBs+t5uyc4CrOJxOwRzCtng0pETffYRV0GNAkpRUwpGOOICZJpURqUjvz0G0hXqd8lZKNTLaKBlBzWGqyxCC7rL0s6R5d/vNWlGlGLSsjXIw3J5G30pA22yIZUjFdp5ItHJbCagDW7cgq7BggpFDgzhcNG9ecMA1rn8iTkyTMaFMUW+Z6mAJGIyjMzIG1UZx74fNGQUosq7Jz2HD12LWLygmhcOkbXXc/p048gJKwVXJ2DRJvFPt0iYGyHaEHo8r1xxuSMri6Q/B51UeQJtxzhk9L4QNDYBwRCXZd0jWc29zhXIcUoa2wHqKqCnVlefE7GNbZ2VNblBEiaWDR5p2la1ySk11CHNqScZVVh1i5IGhAC3WLOdDyGuCAFcNqh0qGxz1bqEqXN+uVGBI1dVrPpInvtPmVVM6kto8qhaM4a2ktyBo0YV1CO17JXNwaimvzsq8W5kigGLwaSQYIiUamkpmsi/tSC9vRZfPTsrxVsXXstdlTmBUppUSMsugULn5VpjDHENuG7jqqwhJAY1zWlOee5jykgGhEEJx1tbEANhgYLjAqDHVkWi0g738Y6h3UF48kaViAmT9vmjKMOg6AYDRgsURMpQdd6iolDxeBDggDWViQxmTaSEouupetyvMXurO0XSkUOsXGOLkQwjkW76DnnmWbp2xmd7yiKCuuKVeBu6oNlJSWM0OfYcFgjpJCorIAtcNWEYjQmOihGFbOzpxDfULmCFDP9wVlLUItYSM5BclSlw0geoKqJUV2ztpYN9TYJUOAqgy1KsBaLy8HZIvjgaboARU3XRUQcs71Au8iLvDZ5Wulo5g3ioS4rirLEFCVHr13n3nvvxYhhv2kO0CivHorHmq566+hq1JwEgtPz/s6RxkvOKIS+InOVdsONKpLyfrFR0Jhyci0Bu/TI66M95I92mGu/23rovPNPyRdlzDlqiYAaJVohvwWze8nJ1bmbS7Oavlzbm0x5kdKfI3qZRvPlVNiL+8q5hdeBVzAdOdbqcMoaVSX2u6W729vUo5pRXf9/7P35ty3ZVd8LfuZqotl7n3Pb7FM9UkqoBSFLAnWARd8Zgzvs8oOq90aNQY2qei4Pj/o76v1QfrafeQ8X79kYTGNjjEASQkgIGRCQQh3qU9nnzduc3UTE6uqHuWKfc1OZykzdowTJd45x7rn37HMjYkWsWGs23/n9PoMTKtxlTsIfe9o1nCiCxIQRczpvR328phyjkkxSQodUJ0URyDUwe67sqTzDr+gxFtl+DS7lKc5Vo7uUjOJLK65ZyLX+lesTbOA0sPtSwCRySahAiqckq7WpopkffWlDdUpvMM4rolAdCuSItb0GDCafGBuaXabjdGZHrmMpyIyXL4kiQ838l5qRP6U0Cz1gasCtjgnGKZRHXG0EFYS5MfdGbTrOjkvU4xerkvUkxCjUAjPUQPAGrAClRfsz5qbemXYxIzlijdLTSen4eqX1dBYa74lRHaMiMGyvcvVSZrk6oG07bcD0HRjL1auPqyNfIRS5SIXSJBZ2odnyok2Ow27HmTNn2G63rLc7fNsjfkExRgV+MOQsjMNAkcA4aNOpWMt22mmmvnEkKYg39F3PVEWjdtOAsY4YIhg0q0xiHEd2u536ByK4bDC+o0ghpRFbJroGWpehBDLQt54QM8O4Q7Kj71o2G2WUcs5hMXSLJblViErTtFjrCFOg73p0HcvYnJFxQ4gDcfK0iwOsM5RkGWMkZX0Xsiizjyta+nbikXFkuHyV+z9yL5/70B8zXVvTv+BOXvf272D5gjuJBx2Dh4BQXMFhIEaGSA2cDQ1CjAkjIJLxVhHiOQbKlAgV4tM6R5wm8hT0WYVQRaFqJasuRbv1tiZ3hGW3QBByTFhJSApkiaSsQUpIoTanqSJvKhFMUSiTZKY0goWmb8iSGIJWV6x1TCkoXCYVjBdMVIjWNE1YEcTqM2gXS3X+o/ZjdG0LYaLkQNs2TDnQGIcFhinijENcy+rMeT7x6S/whccu86Y3/Q3O+3PI7gp5d4TzmbZriaTqHBVinGi8o+86ZaVJiUXXMaZMycrCkypbkfN+38uR0kiYVEzMNj2xUra2TUcZCyFkvO2xrWHYXGLcbXTuFME2jmHacXDmgHEYMN5y7uxZhvHpM+dfjcnT7QE1MX0au5JBcJmZ/6D6llrtur5wenoeUiHpsUvRxmzMPm4wRZ1EFV6vZy/1e92mZriaXuwxIkCMaBfmE662VOjd7NjqlqEp8zpMRb2e0hhnQFA5vuR6nnpP67ie9jk/Q1PkidTlQeYd8bqAr9T+vpN3pqB6Gp/+9Kf5hf/9F3jRi17ET/ztn2C5XACzoJ4eQXWN9f9migZ1yizMrBGyZ1fLWSF0Uk7nju71dk7cT43itZnYCs4qS9ZpAne/WnuGrDXPtu7/VXwmtWkQq5tbmiozwjxF5LjUdSqTsUCxlFxfLmOgpArpmdhDeJAT5/4qxzZ/YhIimcxALi3z60AxCJUbuNSZeiqzca5RzkvjfG01eCj179cFDV/tM+UJ9yxX2MuMC2zIKSLK3Hwqz7DQIrlDIUn6zGacPBSMyZBPwpRuZL7Wg4gGCTN1p0hGpJDLVCFTBTkZmH2dWdM4hnGk7xpCSqo6uhvYrK8SwshisWS5uIC1Pcb3NItDmsaRc8QUONMfcrTeUHDEKbNdjxysVkzTREnCuA0402CdZ7udoN1hbaVTrJvn8uBAqQingLMG6/UrZcs4DMSomOpQBrJk2q4hj5GcA661WGcxIgxhB6bgOkupjbFzoCkiLPsOkwu7ow3d4QpjPMMw4WxDycKibxmGHSlaFt0ZXOVRb5xyfot3rLqeYTcAlnbZU4AQEsZ4jC24PCJWS/HWSKWxbHBWKl+7JZeAKxGfBZcFR8GUwkMPPsifvfs93ONXnOsO+L13f4jPJ/i2n/g+ysoQbSE1FkmCLwWXYCpCrs6rMYoxT1GVor0pLBpLdpZxKjS+Zdhu8U6rIzlsGYYdZGXLaZolpcA0TDiXadoe06mzbWn0Lc+p7q1ZqR8bS5oSzlmGccB3rvYTTMpwRCKmgjYDlr14lHWWcRxoxGNsJmbFhO+GHcZq49w4rWm8Q1zDatkBlbNeIl3fcXVzjULeq/Jm58kxcObwkNZ3+G5B8QcE6fn0fZe442Xfwn96z0f5sR/4LrqDLWX7OOQt07gBKaQ01X0pk1JmGkeEjLPKIBN2E2JUvbVpe8aQCKlgnMc3Dbsx7LOFRhQylWIkO4cxHjGOw0XPlWuPYkR7qHJJZArjtMF7z6OPPcjVq1e5/fbbaVvHblxXetPTtfxM1is5pW2pgKv4EkkF50w9vOy3vtNKHM8nLEaddZF9rV3PObOtVEug+PaaTS5GAzTbeiTXeekdJUyq9hwjrh5T5m1bNIcVKURrKAZaoxAM7TuV63bk0zA5OYy6jhb0OkRdDAqF03I781xoqC4MgKuVCBMLbcWqmxoUlVKUlhhdA+//4hd5zTe/kiuXr/Cffu3X+J53fg/9oqfxKgyXUtSErqBMWc5qIFTmk9ZQrypqmxqkFHMKHXGF2vOsOiipznsjiq5JVkgGutpPZE/tKX719pUd+fw1oLl6KpOsWWJqGDt3eZfj7KeuJBFOCerCCWYahUuMNVM9MWfkKT1kzbLdsEnguFHypLNXG3ox+vmpVUKOcWzkDmjruVqtapRTTLPA3pk+jmHLcZBQRO+1GfQ+3/jJdH6WHh1jrabUrLyePapTnftTOB91bsz4+HrfZorSeUWTCGbLDVcAnpWd3nvatAtSVihAiZnNZsuZM4c461ivN3jruDJdpVsUnDfkotRuIUHXtogYbrn1kO1mx+Zow8HqTFUnNTjXYYzsMcOYhqMpkuKklaNi9qqVunAq3ec4DkrHKIaYJkSUoSiEWHnUg9KrxoQ1FmMaQikohlkd8rnu631LCSPkhJRMYw3StZC1sRTjGKZIGBNt12JtwTdd5Wpnr/Saizp6Yi3bcSKlHU3TsVwuKWIYpkmbeZ1BsiOiXOhGDCElShHNlCM4A5RMi6URgZgZt1vi0TXcZssrX/JCrn72fi52PUePPMp45QrL551hQ2KcAl4ckovCR7qljiVFrLH4tqUIhGlCLFwbt7RNizWenCBFpZ5MISBYmmZBGEdiKLSNwXnPsD7aNzCXrI1eOelmGmPGG8EY2A47pnAErsWK4nJTjBQKOQegEFPCOY+QyCmpwJOBECd843AexjFSclVbNbpWbrY7ckl0/YEmYAqM48Rut+Vg0bBvr89ZN3br8G2Db1tyEfAduCWT9KwnB6vbeMv3/STx4EP8y19+Ny+66zznVpYX3HWW84crStwwbK7iUZiCd5acAtYolCiECWsMw7Bju9ngF+fwvqXvO0QsjW/pup5QqxvWOBrb4qTD+hVjMEyxkIpHlmcwZWT3+OOcO3cGf9Cx22rD9W67ZrHoyCmw2UyUosmg07b0DBz5OYt8wyaKhxfYsxbOf5+Pf5qu0Zw9nhUDTo5BK3V1p9SOeWXYsgoTKyI8cPlxPvWZT1MEXvuaV3PGLlTPwHmmacL1ysZ00jHPUmkg54z8nH+ct9wTTv+pWL7+eAUq9EP/PaNZbSmnAi5IAqVi4E11ZWz9rpAe1PPN+h80m63Xub624eP3fox3vvOd3H7HHfzqr/wqv/h//CIHqxXWWS5evMi3fOu3cOHCRSVMsE61FZ5w3cfu/MmfnYIjL1SobiGJ7N2k+cB7OBF/Bfm6p5gvTwPGfi4jjXmm15kwZz1n4NV1r8mprCYcZ6wrE8nciAEoxMVwDKU4BStOy3DGcey8w4ml7OQvn8IJ9y3eXM+Gc2J1OTlDb9hOPKd5VZlXLMnVgT8NKkj0GFL7J/bPx9bUg6+Xc5JS7TTm8slnNM9LW9/sJ1Jqfn1m5DGeYgKL1YJ8dIS1DdOofQjTFJgev4KYHYtp5PBwRRg3rK8NVYF05OyZCxwentF5LoXNbo2Ioe/7qgDqNbs6TrimxeVMTlErcKbBlkKOAYqQojKXGCuUCL7xLFpLKZmcCt41tE2DYLAov3yMiRI1CDBWmzNzBOcUP05SLnQphTAMFEY674hRszkZpwwyorzuIQWa0mimNGdiCirWIwVvCnHY4Y3CUXbrAcmRxjfkGBhLQFDO9kSp+QkhTQlrdI6aoj+POSPF4cWTSiSGhLMeh+GRz36RZog8ZDJvfdPrGUVwV7e0vWUIA9J2ZPFgdX0xBcRZckpstxvlYbdO+zicQZxyoYcQiCVRJJMlq2iVCKsL57SRNWS22yNiDgxhR7fqsE5qAFeqE25JZHKIVQU3EGMihhHXJUiRaQpYk5mSNud2fcd6fUTX9oQY9PNa7Uglk4Nm1L3zgPLet65FvEHEqfhVyhjr6PpeaSzjABSFg5WMaTyleKyIUm32h3RnbmVKHb/52x/kb/39n2bjWr75LW/l/Dd9E7v1NR554PP81p9+hCZc454X3MKrX/YCjh76Io3zGCkYa/W7CJSsFQ/v6buO9bDDGsuiX5BiZBpHuqahb1vW67UKW2WP9Qf80Uc/yacfeAzbLZnCjufffo43vOol3LVYMKyvUYJg8aSQcNLQ+444qvO+aJZfE+7qZ5qpPR2PICuEvObr5uzuzDh93Tm+xi5Inrermr4WcZis1xdK4Xff/z4++dlP86rXvYbdNPILv/RLvO4lL+M73vRmsmQa15FCxhWzx3BTM//Ud37P7GmeMKTTSsmfvGlPON687c9IVnMKc0dhSKq7YDKV8ef4Oe63RtSl2gcXuXDlylV+7ud+jle/5tW85GUvpZTCT/7dn2S73XL16lUeeuhh/vLTf8kf/ot/yRve8G28/e1vo+/7fcXjZCnjy25dmesQN25SKrBHFCNvKzWqoM+znLyWvwb2lR35Wjb86uEIz+IzqY7Znt89cFwvOjkbmupcn4bNgQMc8xpV5z079hz2ZveE6/1qxm0gLdSZl1grAXN4fqLTqJiaZT4tm2E0TX2bMzCd4IF9Ykb+Bp5psdWJnsc1r2AZzKjZeKiVnlN4A8wE5giyZ68tUCwzFEvxgXMW/QbHdt3f53/Xio5kHXf2lOIoeXH9M/06shALjV+wXq9p2yXb7ZZKtc1yeaCKlM5A3DLtEiZHSCOLtkOSYVhfIw4jMWWkceSSscZSiDRNwziq04ZkhnFD0yxpvOCcUVKACqnISfHbTgy5GFIWjDTkEpUmtmRtrowK7HC2I8WCFX2HrXHa+GSyMq2IpWCZpgHJiUXXq1DVlDCNJ6bMNAXGGPCNxXmhW7S4VqsJKRVySNjG4r0jhYmDRUsMUR2rVLmR0oCYwrJxpJJrOqJ6LAjTOFGKVccpV4YnChlDzKqOul3vePCRS3zsT/6UcTOwjZnLu4Fb3vF6/uSRB2gevZ/Xbr+Z2593F2c6TxJH7Bpi68ghQphIaaRIqcqo+i6Mk2K9x2HHMGyxIuyGdaXfdFgr5BQQ09I0jlQC3cpjAnRdCyZhm4LYjLdWm3mjMO6q4+4dvvVY3+G90Ux24zFcr4hLslhanLRktI9GRIghItmQg2GcEsEqg07OBm96rLOkBNZ5Uo5Mw4CzgrWOnISmbUmTMhaJsYhxiBhc48F1DNny27/3h3zPj/xdnv+K13D/bs1WMude9CJWoXDby1/Na7/9O7n0uY/zkff9Fx740kd4x+tfRhsuE8YduWTF+oeozysV+qYjpwRZcN4z7XbKuV9Vcpu21WqHb7B2ye998E9pzt3GT/7M30WWKx555CF+9zd/hfRnn+Str3s5zkXiOGgTfSocLM8SY2TR9zW4CuR0Ws37x/ZMGIFPK/tYUK5zsZoxDrBffmd2letOdYNbxZenqsr+zzlrrikZA1NROt1c+NhHP8rDDz/KP/6//A9cvP1WIoXLjz7Kv/vn/5K7b7uLFzz/BRiE1lptpr3OnSj7XFYsJ876ZA73aeWYnsQ0W16z2aeYPp639n2gcOKz6zL2IpRUMAZCjvzGb/4mL3nZS/mOt76FmBPGWFzbcOA9Z86f54UveTGveu2r+cIX7uO3fuu3eOiRR/k7f+cnWXTtcdtZYa8dev1FKZPYacGyNLjTkZkCkpXH3gn7PPOX5e++xvZUp3qaVPPs3Jan+DrFz0phr5g5O16lASzHtJOVDrKKJt3413xuqgNt2Wd1r8v+P/F6v5pxZ4qZlH+1NOrwmUgxuuEWLIXafHoqYxNtON0/4tpZtM9gi17rLLZ1Gs90H4ZXJzY3ek9NzcYX0bGf0vNTxx329byZonQusz/tc3w24z7xLhRfA7EZhsVxYCZZE/Sn9Qyf0X04Pdutr5LCQOcbrHEcLA9Z9YcYUe7wpm0wNSubcuLg8Ay3334nB6uz3H7b3RwcnOPw8BwHh4csD5acO3+e8xcvcnB4iG9aihhSEWIG5xtAG0YNFskGZx0pTRQC3lvabkHb9jhnoWRyjoQpYMXQ+k6Zl7JQskJXnHM0rlGV0qSKo9TlJcVEzoKxlpgmjCksFp0KGomw7D19k1l0DitCnCaFqYQIudBYz6LraJuG5XJFyKq3kgqItTpbBGIOpBIoJUJWKkhfmV/EOaz3iLO1KBd12oiHJIQra7af/yIf/PVfhfvv5+9+y5u54/ACf2pHzr/y5Tz06S/iPnk/X/iN97H7wgOUlJnEgLFVgCYS0qgc66KZ+WncEscNklMdE8qHnArOOMbdQEmZFDKr1SHjGLh06bIGUlZYLheq3gqkXAg5ExGKOAqCd5a2VQ59qT0IKdYxFYuzLTmDEYu1XtVsxTCOgTCpaq+1HmsbvO9ouwVdv6Rte6zTgCzXTGIpysgz7nY0rsEazxQUVpVr6lNIYJI6vRhEOparW/jsFx/hha94Lff8jTfxpfWOKzGTfct6HClWCCkhXc8tL34Fb/+Jf4y5+5X8+gc+ylZWRNsDFomRlRdaInHYUFClVe8bpmkipkTKmXGakEqX2i8WLFcHPHrpiKPJ8J0/+hNsFgc8gCVcvJU3fv8P87HPfolLlzZ4t8A1nqZrWayWtH1L0ymX/xQDRQpTPH1HXve/p/6S447NU/ma9955R7flRLPkCce3yFOvys/0S+1EAkaO13WhaA9DZbDBFn1/c+LPP/EXvPNHfpDzd93GlkR2hvO33cp3/cgP8bsf/H1imOi6XukPqYw3+4TgU91nrvPGTm98x4c/HvHJ38j7n57G85Ny3BNQ6mHnoOh4y9WFV0RhSw899DCPPPoIb33rW2gaj3NOGcWq2nPKaU/1e/fz7uIf/NTfZ70+4hd+4RcYhoFcEqVWAo85Sp9QS5LTGZ8eKyNzIhQ4xkN9+T1/rr6eyp4GWnM6QkHP2PaKrRXznGtDqJ30+zwSOSWM/PEBqWRQxz/fq8lSf/6VbuMzNBl1shcLYslztrhU7PresZ4hIzd6Psuxs6nnpApdaSYZ/fxUoEPzCzQz/jSgCFP248pefy6nBa9Bj3cSp17Yv3jaPDW/lKdxvjon5oZkM9Z/n2jI3gedpzW+59am3VUsibZdYSvWu21b+q4nk5nisG/SHMeRa+sdy+UBu0Gfadut9k4zuRBiwjpVJjUWCoacVftJjChvOrA+2mGbFTEnxjDStY6mVdiMdwYntbGxJHXOqQ5/Kaq2WjOVSajCblT8fFampqzJFecaVWWtYwlxx6rtGbdrjLc4b2lsxxDAicVYwzCM6gaIXm/Oeu2pWALKwU4R4lhZVZzia1OKGp7HTBgHhnFQnH2YlGEpF0zJFLIGGNmwefQx/uLd7+Xses33vvTlrD72GA9cvcZ4z908+OijfPudL+ENtuNdv/0bfOb8kguHLasXv5CSE9YUco5Kqdc2uK4lM1JyII0b8pBpFwfkAotW+ypyzCzbFTkWVaUVrajlLORUiCmSiqrrOteAOIxrKViygDURbGKIiRwTGEPOERGLGM8UM2IsvvHEHPHWs1j2bLdbff7VqWvbFpE5qBGc13eszLSBSasXIoVxGGl8s2+UNaJqqGoZ64Tt9ioHq7Ps1oHV8iy2WfKpz/8Zb/9b7+D+K1fY+Z6YLBKhsQ6bE84UbbztOpALvPw7vpuPbNf80Se/xLe/9h649iA2brn0yIN0iyWN8wy7gccef5yQGxbLJV3fk7M69845drsdKWe8b3j40pd44UtfTvQN65DYGoOI5eD8RdqDs1w92tFjyYxYo8Jju1EDlHGa6JeqGGxPi773hF2XEHji4cvprmZFBKN0I5hS8PWkT0SanN4on4wbRhnxpGi1ymShGAhlwjYNR1evkigc3HqeXYkY58gUKInnvfRFPHTpEZq2JW+3NF1Tg+g5HQfCcWC/9zKe6MSf4hj3W5+czJCXuTwAVOjLKXFNC5Vdpg4iz22M9bR1h8SgSt0iwhe/8HnuuP1WVsvFnlbUcCywZXWRpZTCsu+wAt/9Xe/gt37rt/iDD/0Bb37zm+n8CUa//c09vov5lGDQpgZ6c1JO76Gepxg5FqPiNOfpV29PM2p5Dr+eqZVTurRnuzSd7vie+uzlxk913Smf7ExPdr9PcXwn//lUNJqnMr4nOfaJH5Uv++C0nt9Xmq+nNT+/yku7QdttN1y98jjra1eYxi3OoCqXYaBtKpVgSqoaOgUuX77MdrvFe4/3DqSQS+bcubP0vcJXwjQxDFumSp0Xw8TMZDA3j3Zdj8ispJpVqdU6FS0KYS/MNAwDCDivcIxSijr4gLWWnHPNzFI/U2VWYwxt09A0TcWMK8e4EeXNz7ko1/ewY7tdk9NEjCMxjKQ4KoMJiZwmcpoI00gMk6qQhkkbIUUIYUSomagKpLSmOqJZnX6pKoWKM4eSAp7M5tpVHrjvCzz8mc/z7S9+BYujienxKzy6PeLc8+/g0n1f5Pn9knjpEq+89U4++YE/YXjkEoshIvm4adhazXyXAjEmhmHEiKFpWlVlrcwQvvG0Xa/Un9ZwcHhG4SNZq4JH640quTbKwpJPTO1SeaT7rqPve6VYtBZVvs00TVfvba7KpUVFplLaY7yNMXivmbm961GfVSmq/joz2xhjVBQqRGUKcVoBs1Z7H5xTNfBxmigpctj15GnSUrtxPHzpMq5bcucLXkjMiZgijoItGWcqN5oxKmoVlDKy7xd825u+gwcf3/ClR6/gFocMsbA6OMNms+WRRx5FKCyXS7qu21/nPL5hGIgxMo4jIQYOzp7h2uaIECItwqIY2gQMI5IzTddqn0ZOytRT35GZznW9XrPbbffvzKlanZPHoOYTX3LKX/Mpn3gJT3ZZp/D1jG8BBSvKm7foekoIbC9fpbMOSYkWi8/CpQcfZtn2SMwKoYl5f55nwxp92lvA8d+/fOT7vfDUnuOXnfS6cYG+y8rSZdhut/zhH/4hb3rTm1Swr67p5oTy6zzf9V1P9H3P+fPnedOb3sR73/teNusNAMY88UY/8QJOaWxPYk/0pk7zGd7IXD6lLs6bdtP++tmzWcRvmtpuu0bIFALr9WW2u2uEuGU3HPH4pUfJIbBc9HRdVxsNLUdHR2y2G3KONI2nbR3jtEPIqr5XEo1TXLgTaL2laz1917JYLAghIEY0SytC02iGa5yUgz7GyDSqCFMpBe89MUSmaWIcR8XtV4dwdujmDWF2Fo1ReMY0TaScGHY7dXCtqrcaa/abym63IYQBMQrVSmlkmrYgkZhGRBJta2m8o/OO1jm6pqFtfRUMypSSNasaJv2KQdnTsjZqatW5YJ3DieBKJAxbPvXxv+Ce2+/kztKQH3gcSYVLYcfy4ll4/BK3pEx85FEuJLh1ylz53JcwD1/Bl4yURIrHjnIpIBhSTIyjsv2UDG3bklNhux0AYXVwqNAXY/G+JYSEiMW5llIMxriajReUHz0RpgkKxJQURoLQth1tpxScbdvS9h1t3+O8owj75xNC2Dv+1tr6vHXTj1Gfa5hCraaUExu+UtcdHh7Stu1euRdhH6DNzEDETImFxcF5SnPA7//RvbzxHe8k2IZsPZlCI9CVhI2BcbetzcyK280ZFosFND0vevW38RefvZ9dcZh2wbXNgG87uq5jmsJ1+P8ZHz+OIyklvPcsFgtiCJw5u+LTn/4YVx78Es044tcb2s2W+z72F+TtEbfdcoZxGqqKrfLqLxYLLly4wLlz5xSKUOFjN+1rYBViI1mhPi99wYv58O9/kOlohwsZGQLrxy7zG7/ya3zba15H5zzOVNTCaabXv0Fsjtlyzrzvfe/jrrvu4rbbbjtmLat2MgEjou+4tXbvzF+4cIE777yTD3/4wwD7tfMU+Gm+YezminDTvmHt5tr67M15bQg1RllqfNPRNGcxonhyBLxvKKijcfbsGTabHQppMKzXV5VuzztKzsQU6yKt8IppmjDGEuOExWFco06ZtfT9gt20q7j2xDgM2FYdtII65k1TVU3Rhb7ruj0v/Ow4zRn6+WdN0+gGkVR1VNCs8zSNECKtceQsYMA0hrZ1NM5DjuqUNpachZIC026LlKT0g76lVOy4NYK3Bts2pBDIKWBEsAIxJ6bKqqIZc4c4zZhb5zGpkHdbNlcvc+nRh3nr7ffQriM8dk1Fmpyw9J67nGPx+FX8NOFS4Y6m5+Mf+wTf8fo3KUyjaYnWUsSRsFgLtm1B9Fk+/vhlzt/SUHtzGcJE13UsVkumGNjtdqxWK1wMtcJi6/32JMA5ZfIyCDlGxrjFG4uIwTiHsUIIiaZpKcZUKJMnxIg3fu+gSq2ytG1LzplhGGrwhfLep6QwhaLBVYz6XEuxuKZBxNR55AlhwuSEbdWRViegRbAgLe7gVj7yqQc5+/yX88JXfRuXMkQLOSVcibiS2YwT62trDs+fx/imAlKV/tK2K2570Sv4iz/9Y8biMEmVMKZJ2Xk6I7Rty7RN+Ar1GcdxP1ebRokZQkycO1jxhle9jP/4i/+Gl7zy9Rycu4UvfO7TfOGTH+H73vItrJpM6gzOHSiMq2b3U1IlzLNnz7Jer69zgm7a6VlJCaxR1VfreNMb38Qv/qdf4ef++f/Mt3zLtzIdbbn3T/6ECxfP86bXfxulBuSIQea+LDiGnPw3bgqxjHzmM5/hk5/8JP/oH/0jfVemac9SVUpht9uxXq+x1rJarfYJmDkZ03UdL3/5y/mzj/wp3/W276Ttu1NraP1GsZuO/E37hrWb7/qzt65Ruexx3JFzZndtS8qBrl9SVTJ4/PHHoUI1SoZSEjEGrly5rJlY1zEOW8VEe1+hJgnB0XrPMAw454nTREwKmTk6OqKYjplMupSCa7xmZU3BekuoDmbbtqSomdqUVHsixkjbttfBNuYMu9JeKr3A7PS3basBQdHGbGcdQxgoueAPlly7dhnvPeM4KUtNDRrEFJzTmZVT3FdiW98yDoM6/zkybjd0fcsYJopYFv1K4SU545oOsNhGYSE5q9MvMVFCYCkGHr+G3U3kkmmBz37gD3m1XeGvXsOMIyUbeusYrhwhIeOMZR12LLoFMSlg1QgY19B1PSn2yoVeCo9fucrZgxWLfslut8NZz2p5QE4Faxxd2x/Dj7xCRkqM2pBsVHm7bYRxHBGjirzOO2KOFBLL5QGIaLXBLZBxZNxdg5L3G7iOO++demu1YbZtW2KMDHX+6bMz9ZlqMIYRDg4O2G7HvYjYWGFbOWdSBut62oOLPHgU+MylDX/vv/8fuJwc62miSMJLoQkjD3/pi/zaf3kX3/WDP0wpZysyVsW6JGfENrjlORZnLnL/Q4/xojMtwTjaxmurEezVfduuY7fb7SsO+h6NCv8Rg+SRb/3ml3DH7Xfwvg99hM/+xb2cP3fIP/rxH+KMnxiuPEwZNxSz1Nb6ChEzxtC2LeM40jRNnfM37bRNRCjWEYcR4z29b/ixH/lRPnP/l7j3z++lFctb3vIWXvziF9IaR5kyxRiM3MwNP7kVhmHg93//9/mBH/gBzp49u8+4z+//er3m53/+51mtVvzgD/7gPoAF9sEwwIULFzg6WnPp0iXuvOsuPfzNiGlvNx35m/YNazcz8l+FJWEMk/Kml8xms2EcR1arwOHhOYxzCJrZnsbjpuzNZk3TNISKG18se/JUuHbtMhSU5WUalf/dN+QU2A4jtItK0+eYKn46hEjjdaFPJCgQUlDxFefYbDY0vttzNQN7DP28QWiw4Oj7/rrNo/MNu+2WGCJN22JCZtjtKHlijCPdsgMKJWVCnnDGcOXyZc0QJXU81zHR9gtCGKEUVqtlxdJPTMNAjkHx6tlhRFkWDJrhNSJgjLbFZXQzcg7xnsZ60hS0QezqFUqZcN7x0nPnOXSH3HNwDvn8JVzKBIEhJ3y7YCqV+adtqm6y4F2DtYLIRN/1pLiAkvGuwVgYxhHnLP1ygfOOvl+Q56Yz7xAEsZaYMq5xdJ2vkKCCdw6yiiP5CmUSyUgxWNeQCoBBjNWWwlLIKe2zaNqTkK+D2TjnoGjJXcVYqJv6sZNuTA3YvGez2RBjqdoACjeZg7ztbsfi4ICUDX/00Y/zhrf+EME2XNvuECuE9RXicI37P/0J/vCDf8BjV44Iw1bL+aWoGFUBW6o6tWu5eOvtbHcPYM/3FGdx3tCJo7QLihiss3vH++DggL7vtY8kKPTGOYuUjLeClMS582fZhsfo+hbnLN4ZphT2tJ65Zitnx8Zau89kxq8Fa81NQ4whhYDzqnScKAxh4sq1qywOVuQxsJtGppzorMVahXKJd5QyEyzctNlKKXz4wx/mzJkzvOAFL0BEmKaJzWbDer3m6tWrfPCDHyTnzAMPPMBqtdpXm+Z5Pwf7i7l5fNgpQ/iJboCbdtORv2nfwHbzJX/2tt2MxKwaDs5bDlcHZITddiClK5w7f5FFv1SHp35ZZ1S0qTLIIJlh2JJzovGOGCOXLz9OjJG+X9C1PavVisY7Hr18hfz8jPeezbDDeIu3DucM3npIhpADIalDNOMpx1Gz+gq5uD57OWctZwz1dqtOmlQlzlKUJaVrWwqRabuDAl2rCq6XHrtE33S1UVNpVc+eOVcVah3jOLLbbrHGMYWJMA4sFh0G2G6OGHZburbl6NpVusazWJ1hTJkQNBBJYqqDm0lFEO8pU8CLZ9WvePShh/C7NW0DpIE7smdxaYDHHiBfHTAirEvgkXFgee55cLgiY+mWC9IYKmTJIVILHKYKcoWAs47GN2zWV0EMzhoV0koJ37QAVdgpIUVoup4iwjBMtf8AtpvNPls+imKErdHOCuc8WEvOhWGccG2rz6htSVFFqJxz+wzzDLVRuFTZY+JzKRgjqgK7h5mofOUwjJVuFKDgpSBi2Gw2COCsIYUdyWy4cuVxXvLiF3Fte0RrHZ/5+F/we+/6Ndoy8aLbb+d73/ZWfuP9H+DcmTMK4zHHDCcllT0f/Nlz55ju+wKr5QWGnUeViAXf9mAsKWasdfsMYs65wn/M3iE5XJ3jk5+9n9/6wH/lzd/9/bz829/BJz52L//mV36dv/Wdb+S8X3LmjOfadlMDLbdv+B1P/Ptkg+BNO0UrBWe0Od92Ldc2a371N/8jt73w+bz1b34XJSY+/IEP8Ke/9uf85A//KBe7A0zOkJN2G87J4ZtJ4r099thjXLhwYY95v3TpEr/wC7/AwcEBFy9e5Hu/93v5xCc+wZUrV/bveazN7HOjd0pJkzC9wu6kwiBv2rHddORv2jes3czIP3tr254z3Rma1jNMW6YwYawnN4YpJFU/xCAyNyAWSBnnNFPoG4cxwm63q/AVgzG6QF+9eo1r165iz1quXLnM8uAM586dp+s6xnGozDLtPjOfszrR+v2YqcZah61iP3DMdnCycXK9Xu8hCEptKAzjiDGKlx+nkXGaOOw6+qbh6NqWVBLFwjSOqhBb8cneN+RcEJlx3D1HR6p46owhhciw3WrWmYz3js3mCCuG3dERuRgmE1ktdEMLKZPJjFPAWt24eoTD5SF333EXn/j9P+bcmTPgEr4kVqOhDxOxM5qt3w1c8YnLTLzom16CnD0EY5lyIaeMz7ny2GfyMBJDxBUApQM1BBBLKbDebDk8PFSsuVU12JSLcuNnGDdbVssVxjqmKdA0DbvdFiNCzoXddocY7SsoqFjUNA5IDahizkzjSK79C/NGPWeb+77fNyz3nQrFhRCgFKx1+9+baURFNGvfL5aIOFKKpHGLtdpwOogS/y1cxiwMd95yhn/3v/9rXvEt34H3lv/62/+RH3zjq3j+xTNstpnf+eCH+PY3voFbLl5gW6sm1lls7e9Qhz0jJVNShJzZbddYA9EZvHGVUjXtneyTfRopJaZpYrFY8fDlNe/90J/z9/7PP0t36508Nka++cJtnL/9Nv7Tf/4V/s7ffAtdMYR4dd9AO1cv9hCdevyb9jUwkQp9a5imkd9577v5pm9+OW/7vu/BWIsTyw/efiv/4Zd/kd/+3ffwY9/5vbTOU1JAqmd5ippLX/dmjOF1r3sdv/Irv8Lly5d53vOex/vf/37e9ra38drXvpacM+9617u47777+PEf//F9f8zMRnbSkRcRnNWkQXkij+dNuxnX3LRvXLv5qj97a7uOmAsxZ4xxWNdgrMc6h29bEC1rakYZRCxN05NiUZz5MHB07Yi2bQlh4uqVK4QpIgiLxZLlYsk4Kn1eirFCEnRhXq5WykRQmyRzzsqG0jQ0jd87MDPUoNSsJ0DTeERgGHaM47APIKZpJKVYKSUTIgUjCj3puyViPbkIvvGIMQiCs65y1sO5s2c5OFhhjdA2Xmk0pwEjmnUddsoysj46IoSJa9euMVUWnYPDA0zbspkmzUQLlJhIMSpMJSkmvrUWssUtlrzq217PYyVyfxw5spboW+XdDokcIpswsXbCl3JgunCB57/6m7EHBzRuQRkNxjRkEVKpDG3W4toWvEWco/FeeZ6do+k6xbxbS8qZ7XbLtaMjRGC1XGpVxGlD6TSOiECM4XijzcrOQ4X25MrIY42ySOeclL2n9hRst1tS1gBpqtWJcZpAKkOMKOd0iKE2DRoQIcRU/+4Ay6I/APS6cymkktlsN8QUarOrYRrWhGHNG1/7Ml5591nu+8jvcO9v/3v+5re8jOddPMMDDzzIu37vg7zle76PN7ztbWRvwQlFMmIUKR+mkZwjhsA07Gh8g2CxRudi1zWIwDiNlJJwzmAtjOOGq0ePYxuhWbRkIwQxfOAjH+cVf+PtyOEtPLCNXCuGtXHccc83c8uLX8a9X3iIXTFILjTeq1iONRycP8fzX/Ji2sWSfrHCmJuO/LOyKjEy8+HnmcuvKp7OIuc5KltTSomr2x2PXbnCt7/lLTjvEWvJFHzX8v0/9EPc/9BDPHL1ClMpiPV7TvNZxfmmP6/3+mUvexn/8B/+Q2677TY+97nP8ZrXvIZv/dZvZbfb8W//7b/lypUr/NRP/RQXL17cJ15OstqcJC6Ilb5WD37zDp+0mxn5m3bTbtrebGNJU2KKERFDyhZQnu7WOhLK1NC0iqk2IlhjWCyUBaZvPLu4w+FUOfWgYwqBmDJWLMvDFd63xJy4evUaLZ4YA33vKAmG3Yj16pjHUiBJhVwkctKMeBhHAhN9r2qb1goxTJjqMFprieNcktWAI5eovOZhR+sNgse6JSltyRIZU0Sco21acsy0vUJy4jSx3W5VUbRvFDIxZtq2o/cdpeuwCFPb8Pjjl2jbjnNnzzJNA4vliqimum8AAQAASURBVFte8BIev3LE1ctXkRxoDRRpmPCIC7Qm0wCbVMhnesyd53nB97yN3//N3+FFzYKDlHFTxAB5yoScuGbhE3HgTX/v+/HPu5XQWWJI+CAkX8gWUsw03pKsIRiUKUcKFktMkabtMMZy9uxZrAgThcYZSjKMuw2UhG96bKV0hFzpKT3GyL5aEUKilMQ4RPrFAnEe1/akGCjEGhxlmq5B7CzQpU76rKPmfYNYwzSOOOv1Z40nJK36LFdna5A24YzDmA5jjTrco0JwvFOBu2vrI/yZA8BBDJh4hRethFe9+iKGW5BFz18+dsR7Pvowf/tn/kduvfv5PLK+ykghlIKYgiGTYmQaJqwkjM3sthued+YWvF+yXJ3l8pUHaZsOSybXdyXGgZwnYg4YlxnjlkV3ljFCwXLflTWvf/XrWWdDsUafhxFiKNz9snv4r+/9bV73qpfgjePoaE1/9gDfdgw5MW22JDF44xnWR39Vy8PXrc2inFlUE8lmkKQpCayqvJumI+wmSuP5xGc/y90v/SaWB4eaaKgqpQDL5SG33nEXDz96ibsv3k6eVEMCMWQDScDPuLb/hk3QHpfnPe953H333Xu8+zAM/Jt/82+46667+P7v/366TgkW5iz8DLGZpomjo6O6zgR22y3L1UqDppulj+vspiN/027aTdubsULXN4AhloxpHMYohtpY5XhPBawxWDHavFkyhkLrFOrQeAc54a3CFKZpREohx8Dlx7c0bRURcsq7bozRLKwRjIWUo/4fHM4KmYxzHudshV2o6JA2t2q5VYzirBXeMDdJhsovLvvNwrsGSyblwjhOLFpHTjPDisc5T9P0hDCSCgwh4rtemVQmZcZZdA1txdDPEKCmbfcOai6FRb/ScxfhtosXOXr8ChbRRq8U8P2Z2lMA2+EKprNMY+LM7Ye89G+8ltViSbi6o3jP0FiGkvClQGMo4463nbvA3S96PocHPcMqsU0jzZDooiUnRxaLE0NyDiWJV5VWI1U8iTnblbFNQ9s2rI/WOGsZU1DnPQSatsVadd7nbNhM69m2LXDM9656KqIiVOOADRPiDWFK5JqBNyLErBn2xrdMY8CIYsz3WHkRpbQ0pR4v1gpAoVv2mPo7qQQQNKBL0DQtfb+gbTtKLoSUiWmkaT1SCjELu83Ah/7kU/zkT/0sh+fu5srjgZIbfGOV5z8UvBh2RxNpI4g1lJJ4+KGHePVrXsYURnzbcnjmDEN99tM0qZKubRiHqNh+aUhRcKnjfNvz6KU128tHnOla1jkirqGkiKQIU+DswRkeffhRpgD98gIrv6CUTGdbco48/tjjkAo0Lauu/StZG74h7DodIdnj2TNAitC3jGnis1/6Ai9//esoBkptqhdqAEthefYsn3/gS7z6m7+ZtjY6izG1oTs/16P6a28nm1d/7/d+jzvvvJMf+ZEfOYZQwgn9i7J34meSgqOjI2JMnD1zdj7gX9FI/nraTUf+pn3D2k0k3bM351V4Z7FYMowTQwgUCo1r8I02lrbWs92saRpHGCecM1ByZWrJeFU+UjYYIOVC3y1o24a+Cu6M04izjnFQDnrnhFAyIgpriDFoZjRlUk70i3bfOJhioeu6L6OfvHZ0lcVisRcXmUWHZvpJhYRkcslYZwkxEp0wDCPWKMvKFBJjzLRNz6rpsNYR4sRipTzobYUXWWMxtjDsdozjyLJfcOHCRTbrI+677z5WqxW33347fSlM6w2NGKSUKjYjTEdr4uYaQqS3hjxFOttQjgaao8DDn/g8R49dYcyZ0QmjhRQGzi0WpM2OfPECL7v1DppHrlHWW3JRyIvJBvBI38PSY23CFgiDwoFs40Ac4zQSJ8XRS3XCp2msUBpl/7Gu3WNUZ/5+UNz3/PeuaxExjOOoNIzGMOWMqdz1UtRhT+Q9E83BwUH9fX1+m82mNsA25JKrGFKpVYTKYsMsTKVY/BgDU5wwYthu15S4xRhD3y+wzmMRvHFcW+/YDSPSLbDdik99/hFe/PLX4BYHXNtuyGKQxhJywDYerBCmiW3Y6e5oII+J3W7g4q23EC5/HqZRWWm2AwKcPXOWIEKKEZEGbx0kw8HyDCV3fOpTX+JP7/0EP/x9P8SZZUtbYLKWJY7NOFBSpO+W3POK1/Dzv/Tr/M03fxuv+KYXkbZHMIx0xnD76ixXrl5mtz4i+Jvb9rO2fQfzMcxGIzdVDC7OESg88OiDvP9DH2SdI/e89lUkM7OjqDOfgWINL3vVK/jPv/Qr/B+//It879u/kzsu3qIBc6VWvdnxCvMOfJKJZhgG7r33Xn76p3963wA729zEPScKZlE17a+6ysHBir7rKhbq5s5+0m6uCDftG9ZuvurP3o7WRxhxuKYhlbynDEMS1KZVKcpGI6XQdQ0lZ7a7La33JArXrl5ltVySYyKVpE2mIrRdj69MMsMw0PWeVAzjtAOzxjZL2tYjzjCNA6UIRhQ6kXIi7GZ8tuzLtN57QlBc9UxRBtez15xk+RinQImV+UNUxkWMRYyQE0xTouuXtdFSs86dQEqRHALGNwzjQIgBW6sJ4xRo2wTGsFguMdayWR/x0EMPce1ox3qzYRwCZy/cydmDs8jVyBc+/QWu3vcFzpREDoXSHCLeImniYx/6ELeI8M0vuJP1F7+EH0cNamzEX7lGLMKff/Re/uvCcNfrXkvAsMuF5D2LEJmGgbMveQG33vMCslfRozAFQslkhLZb4pzT51ObKY2Bvl/grCVWhqC5F2HebOemM2sVYjNn0vZKjE/4t/eOUBQ3731Liqo3kFJGxBBCwrmGGIM2MDtb6Ul9fbYqBqa/52iaTllkYlCIVZiARE6JkgrONSpANQWSMYiBvnGkLOwSGFo++9BlXvi61/LQo5c4Wl9hvbnKNoxkEcYY8N5hi1BipHMNTdsw7dYsl4t6n4SQEkyqIZBSpOSMcZ6QCkYcMRlWi3MUs+B33vdhslnwU//X/zvdxVvYiuojDAWGMTGlQsbgDs7xxu/6Xu773Iv5nT94P49tAm98xTfBFGmBPAUWXUuUxGbcPpdLwjec7feFggayzpEEPnv/fbz7gx/gdW/4Nt70treQrVRnf/5lFY0oItz9whfwEz/19/njD3yQX/z1X+V73vZ2XvHSl2IS1aG/ufucdOJne/DBB1mtVly5coX777+flBK73e5EwK52UrG7aRo+85nPcNfdd+MbX4Owm878SbvpyN+0b1i7+ao/eyvFUoyw3Q0Y61guVzR9IsakDi+QUqZtOsI0Vkd2om1bjEDXLdWxEaFZrbh69Spt0+6VYo3VJkXvlZHEOUvft3R9z5SFzWaN74ScIjlGvBFSKoiBXKqMN/YEY42Wu1Wsib240LwppMqA45xmd7uuYVeFlvpFT2sLw2ZDjIkL589xYCylGIZxoO87xcaHCd82FBnZjRN9f0DjLZtrlzHOcfbsOYUUNS3DLuN9g29a1usjohiMs9jGaWl5DNhN5E9/87088mf3cs/hCrJncgdsy4hrC3efPeC1d93G+SEwhEAzBsy4Aw+kROwXnD9/gY/f+yk+9YUH2S1WTNHS2hZP4DMP38eL3/Ym3nL3LSwuNJgC3himFAkpQpjwcsx7DgqziTGSYiDGyGKx0H9Xpxz03gJ7/vdS5qy5wnWcCKHSUoYQ8NoZzXa7ZVGDOOX7j5U2tFSauZacEzEkjDVQwBi752AfhqmyEYkGVGSM2H3DrdTmuN04kqLCsEKYSHmia1us8Ui74tF15C+/+AhX3Cc599iO288sWDWWA9fQdC1ijI4rZUKC3XrDg/d/iQceeZDdY5cIMbKwlmBQPmvXYhDCMOE7x2G3YoqB9WZkEscf/8UnGFdn+LG//99xdchcSYkkMMWREWHMhWwc0ihff1hBe8cLeMuP3MZ7fu2XuPO2W3nJ+RWtS2yGI4Y4cTQNnLv9lud0TfiGtFIo1hKHEfGeR688zrve/7t8z4/+CN/08nswXnt3pCgjiKC4bEGIJdAtFxycO8ub3/ZWPn3hAr/1nndz4fw5bjt3EVMd/ptJea5LpIzjyHve8x7uvfdeYox0XcdqtdqvJcDeoZ8x8tM08dhjj/HZz36W73zHdxJzUmE6kZvomhN205G/ad+wdvM9f/a2OjjDGCaMbTDWYqyHrLjFXKugISRyVhz1FBNSIIaIADFlihh244DzhuXqgJhVQKrtO2JMhJjwXUdBVUKd9eqYF/BNg3MwxUiKiaYxNI1TNhGUerJtun0fmZtZbwRyTnuqwrZtlSWlZpHbtq1Y/EkhHSXT9T2mTIoDN4ZxDBgLfd9qFjSrg+t9p6wk3rNYLoghcnS0oWtVPGrYbpkmvR++ZrCd9zjfEIk0zuJMQ9N3GAQZInctz/K8O1/EW1/4ApqYKGKJKLTIC8guEO97iDgVrux27HZrLqwWuOUBTImL4nhLc4FyeA73/Lug7TABdt7x62ni7jvu0MpGCozTQFgf4buGtmuZYoIqmuW9Xm9Kkc1mTduo4u3Reo1zLZwod5/MmM2c+ho0qQMsVll/Gt/Q9T1t22CLxftCY31lvVFhqBBi7V/QIGCqDDGzc7/bDbRtV7Pzdo+ldd4yhUgu9dknnVtnzp6lxJGjy5cIMTGljJVCiYEkQkyFD/3Jn/P/+Cf/b87e+WLafoktginaXwHqd5UKu3DWUHJilyd2uyPu/fD7+d33vYvve/MrlNHJWnbjSLETy36Bcx3jOGHFsjo4JHrPxz//OX7oH/73fGnasTNeMe65kEWICAmpgYtBnKV0C4JrcJJ549vfwfs//Hvc+c630ZBYXjzL7nKktQf0h2efo9XgG8eUBanuCRXilWPEdS27GPjwR/6YF730Jbz0FS+HCsFrrDv+fQCEItCICqZZ7yhGeOnLX87n//LTfOwTH+fWN71F35l4Eyc/Wymq8Pre976X1WrFP/tn/4xbbrllv348URdhbnhNlaUmxsgjjzzCb//Wu/jon93Lq1/zGkpU4bqbpnbzTty0b1i7mZF/9uZcx2Y3Ya3S/vkGvOtJeVJqxqbBNwqJ2O225JRpGk8xAzlGVS01QigD0xhoG5W7t96C9cQpa4batSqo03SEWMhEYrH41hPDSM5C03SIWM3ORs3mn7S5EXIcJ6w1+PaYnnJ2EGcBqTnjjFGGCjGGVDIpJnzbkqbIMIy0nTqmOUbFPBuwAtZ5NtuRYaMZa2ctu90O5ywYw/LggBQCIUwUgbZfKB+7CSyWHSV7khXGFPF9x8VbbuFjH/hDHrWW1e4aTZkwxWCLJWZLKZYrw8RDruFP44S7/RbC1au8tl1wl2s4nCIuRuSRK9j1BjrDYAoP2Y4rly7xqnOH0FiKLwzjwMFCmyfHacT4DimaWXfOVmdcnXNrtVdAefhRispKN2mtOtQqznQs3mRtVeGNEdd2eOf3lJTWWawxGEx10o8hOU0VoJqZbIwx2pBbN/b52R0rPCoUwnttTN4NA9vNQGsNORXGYaJkAauiZEYKVgrOO65uB85dvI1b77iTqSSuXXmcwbZEqVugdipjREhZdSONEbyJlGngRS98IR99f6kUrMJ2u2WYMk2nPQYhTIhA0zSMGR659BiHZw7plz3XciIagwWc0QyvnjWfULwVSIFOwCC0qwXbYcsjVx6ju3hA4wyLgzNsLl9h2B3jim/as7fZOScXUs5MFB565GF+5Lv/Ps5oYGuQfWIA6vSo/9nXwM+KoQhkA6/+ltfxB+9+L+/49reSQ8Le3Hn0na1ifcaYPTb+woULe2jkvLY8EYJzsoraNA133303b3rTm3nkwYcxdVEue33Xm3bTkb9pN+2m7e3g8BwFq1n0EAF1ultxlUnE0vbKuR6L8rRnERarQ8qscjhNLKyBkii50C9VCTYXWB72uMYrHaV12LavGdAG5zrEQgpRIRvZIVQRkCrWs9lsyC10XUfTNJX+8NhBnBsz5+8xxv1G4pumwm/UEZqz+iUXxhAR57FORXiG7ZbVwQpj0CbeYll0HdvthpQCOQu5qHqpNYLrNIgI04T3rQZCYWLZerquYxsgO0PsPRIbVs+7jSsy8fGHPs8dBrqYMMXgskWSJWTLuFzwB5//HC/6ru/g5W/5G/zRe3+Xe//0U/izd3EUizIHpYC/vCHbzJEvfCE+Tr9a4BYduTEUn3BtQ5nWxBwp3pJLpvMtrW+YpqE2BjvOnTtHyersHxwcMEV13mdBrZOb6xwc5Uxl+mmIWZtgs1GV1ew7+oMGijLmzGJOc1l9thh1nmT0uYzjyGKxIIRQn50qpgqGmCZ8YwlhrE2yKmI1TpNCrPoOcqFfdci0xpRIzolh2BFz5oEH76eYBqGwFmEsShMoKI0qgLGWoooGmJxpS0J2O80Q5oT1jn6xoIhCjayzjKngnGE3bik4JATi0RHxylXGtCbalkwhF61cGQpSKQ2l9muk7Ra5uoYYsXlH2W04PFiQyVqVSML51QWcOb53N+3ZmzryBakwvzgMYDXQXF89qvOhZobNl3PCi6gq87DbqmaEtVjvSCXrvMm6tv23Tj9pjCFHfaeHYdgnAo6OlD51XkeeTKl4/uykqXZIIZUESXCVseymPZ0j/1zOw32YfHxyLadf9wvXfX7jNrewnzhHkdqbrv+eBWpu3JRnVsmTy75Udwyme+K13OhJBaXBeuJxyj5TXVC2kdPJW8/laWUCKPO49ips8zjnazrNyTWPYf5e9lekW/RpcPpKpbw6CX6c2QlO3r95Ufr6XMSdazk8PMfRZoOxhVIs1rYUtOHQeVXrFOfol5Z+oZnYkhPOGlKMYDwtPSHsiDFTjMNbp3NCBNs0WISu6xlDURiPsUwx48SqwmdJhDHTt0uGcct6vWG1WtH4tqqLDsSUVHW0ZnJL0emcUqbxDTFFrHFkW/abRczapOi9p21aSihMMdJ3Pc41GKeiT8YUGj/TXRZKTly5elVFqUqiFNjttnSdwnxypaJsu471+ggqnCfHHV4MXddgvCPYwmgD3d0Xufjae/j0n93LF3zDpvVkCuSEywkHJDtxz4+/jVe/9Y0cnj/Hd6++iz88s+B9f/GX2BIQsYwOpl4oudBEoaPwvG96IYsLZ2iWCzbhCpmCsZbee2LbK27fCK1v6LqGGALOzoqrGeedNg+vupqoFqRmxVNS+fSuaxmGog3JRpThslJvihyr8MYQiBFMMXjfaOOra8mpCoJZbXAFo8+t8UrrCRV7rzoGCsVptUm3JGJKIOrgOmdp/Myoo3uG5IIVS9sY1rvAsl/x8Jc+wy/+//5XYkrE7ZqGiK+VG2oQKIBxTsdhhK1poDsgra9w2wJyioCwGydKEZbLpfZ7kNhOE+Nmx5nVWc70PfnoiF/6V/8Ss7rAOhZymSBNWClYMraAiKrxilhCiqQoeNtgZeTOc2dYece4O0ImRyMNwxjxXwsH5jl0OkVk1k+6buUsPGEv5rRW0UprKCfOIoaSIzFnGudZLZf8q//vP2fRLYkx4J0jxVRhV9dfrwC5FAKZKQW8McTdwD3Pe8G+Qvnl0JqToy0n/jy9nPKTeUjHZ61/O7XnrPtgmRuA6xnmv8+/ISKEGPFNw+GZQ/71z/1r7RuuiRlrnTarP+HZi8z7rGLhjRiGzY7vfMd3YaxWaG1N8sg+IyO1and6c/mpns5JgbHn0p7qep4mI/9cCr9mkFAfsKOwAzYULBTLlzmCN3wHCyKRwrR3NnNxgKvuu9bShIyQuPETGshtHcUawWOKheJRZtqhvmSndc8LECiim5MUVZ/T965UJ16VCs2TOvzP1lTts1T1RUFqxioi2WLwJLMGRijtKXX1p/psVDRIx+AoNDpnSqNfEng6bl+9R1/5bAVUHloCYOo45ozxANJCcV/XjAWl7bAttGI1qySKe/ZeITLG2HorBesazVBK3jOViEk4X0gp4Nq+7h3K2W6MoW1bnKuYeBzFOLLpEN9gU4ba3JpizWqZjLGGixdvU4XRNHG0WUOB5WrBFCdSjoDB2h5jqMqiprKjlEohqVhLY8FbSw6ZcRuxOZNCxjmDMalSLxaKEaZpYDfsODhYknKk6z1TmLC2VA52nX85Z1I2IOBaR0fPbrtltVyyPcrE6AgZCOApjDKyuOscb/4//STh6vfhxDBGpcQsAiXrtfrW06+WmNWCNWAPzvCKO27nJbsdTNqbkE0hiEIESAlvM+3Biv7C7chkWZSe1fIMjDCFhIstjbUUCaSScLbZY01DCnhvKaYgGBqn7DFHR0fKItOoPsB2syOXDmsNKUMmE7Nm50UsJWamKWCnQNMq8YdYYTftoBS6pmUKE13TMmyPyJWStFv0DNNUtQEcIipCFWOkaTpCSFiv64z2Vqi6byrad2GdYQojjXPIqM7BkECKcGAmfvLtr2SYEk3bcPXxS4TdljMHS86fP8/Vq1cZdgOlFPpFr7SlKZNsS2l7TLmNRWOxZUcUz2JxEes8IWYyEcEQYsE0LUNOiBP+zk/8IFkMWRxTTOQ4kMKANaayAyWVnRdDEalZ90LnG4ZhjXOFaXOZadiSjCXFwrkzFwhxfervvXkOHfmM0m+KKUjOiLEUySccwWMnbv/DGz5nxpasmhRiICdMcTRF1Xh/7Hu+T0XVqsc+U9Xuz33iEk6mcoro75IyzhhaUD56ozocxdZkWYwVVyX7NF6pcLPTGN/ea5hdJApZINVck1D2CranYsXUPb6eUhRSmSmYUpBSKxnG4Fv1e/7xf/czhKoMrRWPYzz8k92C/X0uBZMVcma9pTjBuEZ9xZSRnLFoBVjK6cFtpNQ25/mAMsOtjO5VIVGMfU6defsUg/uKjnwxu6/FtTz5uUhkguY4UwcIxopiHotuzPNvns6dK2AmlFktY2wi5h0afauSIZTatX46UyNHxR6LbMjFIMVCXqDTf36h52z2jZ6zoOR61dEtHn2jA8Ws1eGkSpKXJz/bycj6mXymVer52oUiEZgwFErsNLK2hpz9KYyvBlnzBiQFJEExpCggEeOCqoPK9MwOWK779uUZDtEqkf6GgVLFhKwgsiOjTVBS+uc0w3WaFrUdE9Mu1NkWQbAqwJTAog5+jOooWe81G52UfpGSQSDX7jLVi8qqGJsSQ8i4krAWGmOwzmEkY2zElEQpgZwU39y2DiuBvnOkVCjJkK2hazWLM+yOCDHQdS1Ns6DkSOMaVCg90zhlTSAXnECIk1IYTgNxCmzWGxqrzudmOyBWaBcdfb8ijYHtdkNMls1Ws/hTgJwtKcPR0QYwWGcR4ynSKXZ6mEi5wTjLdoIxOcokjDGzmiKSEn1rocDqjvNw63lszpikPQCl3jvjlT0ol0LIiRQTLBrag4Y+H2JSxgDeWcQKsSTGOJFMQGxL63pKElICZ1tG4wgIJE9JBdNaGtvVMaGVC+nJxjCFHdOkSRVrDL4/xDpDTAmxhSKOUCypaCUkTxnrGhxCSIVcCmcODjDOMW3XiFMn1Dunq3hJlDRVZ2qk9Q4xmZy2OAONtxgTmWLAiiekQZUzjcIWCokwTbTe4ownjFucFc2gjyPTONK7lvUwsFotSangXMLkDTLs2ByNbK9e5bFHHmW6cIGjK48yTRPDMLBcLgmjVwVbaxHrkNhinGUKmimMqWBcr58ZA2RKmuh8fe0lIIB30LUd47Sm7I6Iw47WGkwxxCmrumg2WOeh8u4fLg8I4xENEZNBbEK80NTm6UXv2O2e4Xr2LGwyz13yoYgQc6ZDtHciUfUj1OS6Ffh0ONnFHO+qsaSa5VUmrAQ4q1VDk7/K+6DIOiYA0VRZFqUnlaIJEWaF2Oq46r57ipzzpf5R8f8FiDLXqdWLKadE9WJO+AxZIAIhJxrdPeZt4LpegdY42uarRHPnmoA0KGXo/v7pUw05YYU97/+N23FpQeofmUK26syb4lQbJJXnlj3HPfnJ5CuVId79H//8OfNGZkyixhYjiENhKLPlEyHaKd05yUDUrC1Bzy1oxlVqFj7XzPmpxXmlnsujTvZ87OMC2KkVv4o5Puo+ODkBD5Fc3/sbH9+X/+8TFZTi0DE3NWt/Os1aUqwGQ8wQngQ1eICW/bN9mlT7M73fx3mik/9jXog1S18kUUrDaZZMn87e+cOvPrWT/dnv/1xxzmFr1jwlnSNtxbKrWI/gG1/FgrJSAFZ+8VSbEmMMGKviSynGfcNinhskjaHtWv08R2KKDMOkPN2VQnK5XNE2DTkZdlsV4QkxEMJY4RzaaAmFGCJGPG3bUrLCIkpls5mFoXIqFCt6bQXW167RelWetY06xEkKvVvQGIXIOGuYprGypUzkyruuokiOrlYdmqahaRpAISMp633JYccwbinG0lSmHt+0lASN83hjETLW6D3UdVAYxkGPgWaznVO6RgFKTIRx0syzCCFligHXeDIKz3BmSckGkYiYHSHsGMaI0FFSAZNwzkMx++BbefM9MY2M40Axhrbv943C3nulAE0VFGAEUyKGVOdKYhonrPcMg4pLiTHsxg2+MYQw0bcdXdcxDiNWDGGasEaDhFAyzje18XXG5hulpZwz821HQbUKuq7D1UbdXBtUEXBiaX1XqyalYu11DNYp/CuXzLUr10gpseh7nFP1Wue99lPUOTOFSIbKm58qm0auDdyOECLOO4Zxs6fE00bg4/8zTRMgOCCHSIgRsYr7b7ueVDLDMBFjpG36KtSVSGkCgbZt8L4hTJGc1bn99h/4J6e6wITHrpxY1J64Il6XrrnhzwqCpPJlLuyTDujLfjj/4MlW7af+LNd0tNStYr8l7DPKVAf7BDbkRsZdMnOHrDz5b6gTel319qsbGwiJGRB8nOg0ptKtn7ys4/TyV77+p/nMlKzuE3rMzFydmH0YdbFtfmJa7NmPbf5kX7E5mXksNaiYmcvME8f31c7X61EKwvU1fX2mgs3wleG0NzbuJ35mbz33pK/JVwyP3vDt93ylj0/ZDGTHL//7d/HA/deQ0pKS4i/3Dprk6tyfDkawAM4VXv+GF/Ktb3g1zmfN3srsEKJwmNKcytmMrWIoZcED9z3Gf/il90LpaglHf0fhG6exRkttFjRABDPSdJF//DM/TttBMRNIrOW9U3A8a3SsR8nq7BaFRf3yv/9tHrxvg7DUDKmNT+tcP7PxVegMJ5x4mXB+4vVveAnf+oZX4jyUZwBXqmiRr3zGYuqzyvVcScWKoiA0PPClh/nlX3o35BXPJSztnT/86lM71ursbXvRjRgTrXEYMaxWB0xTYLPZgCQWhwdMkzq2Kp6U981M6uwEkMx2t6Exhr7riTGQc1EctvMs+pb1tUd5+KFHWK9VjrvvW2JI7GJke+0STdsDhmmIXKtUZSIa1Icw4Z0jxEiYRhxgjVTctFYNjHGVx17ZZZIYxDnOHp7ntttvV+YUa0jAGEamGGlsy6JZcXjxDgRhnMbqxCnTSwyBgtD4XpVe4Tqu9bkx1DtLSSO73RFd33L5yiU+8fGP4qxQUqIxBm8tRQq2qaVqlOWByhITq+CQbxpyDsSkMKacEn23ICNY34CzlKFoc+eUydmRisF6xwtf/Dww54nJYExHjrWaERLWehrfAuqEigEqBMF0jt0w0IqQYlZueOsqrlX7DhoTNbtOIYbAYlWgJK4+/hjrcUCRBZEdEylGBucoOTPsBppGxZtijAozaVus016KtmlYLFZVpVcb56Zxom27PcPNenOZo6M1rmlp2p477noet95xB7vdhDUd3jccHV3Dl0zOGkxaYzBWaR+fbzXgWC6X7HY7DSCNQaojX3Jmmsbq+UkV7tTn0niPEdhu19z/pc9T4pFWCOvanUtR6E9NlKWUoDZRD8NE2/cslweMjfacgELXtrtrkLV6NAxbYpzwXhumjXGkWHHJp2zu3JlTP+ZTWgEJmeGhh8nDiClgKtzi+pa100lraW1aM+T27CHNuTPX5Qhnj6KI5dTSqyWpc1kgDgO7hx/BYY4z2fX7aUCaCvreqhMtZBGysSzvuB2x7ji5rEiR07G5Ubv+3QIU4ag+U0GdS8mnA3VJRkhzFr7O/ySFKEJz7pD+/BmKkVNDT+x9ihNm64+lwDSMrB9+hFV8QrD0tbZbzz3pj7+iI5/luYPWgMGwwBogWaQsccUrC4aMgIWSAMeMS74xE3KxJEbAYV0Cs6XMD28fSE7HP7uh0xUyAxiLKS05W4Vg5MV1zqEA5VTGh5b0itXAJBtgADLFTGRT/44DyeyheoVjyq0aV+8bUebfQZ32XI43Ls0uWEoRhAhEEAu5r4gLQUqDxVLK3A9wg1bhQWoOiqcUT0q6jFgXKWYkY/mKuPU5iyBP/PH1YzfiKdkCCUwAJmXasA4phpQdlAWmdE+oJn392JQ0AASIRegbhdiEbIklY5sFvrFkobKaeLCuNgEqI4qr3OJiMuO1DdZCGTWraivLSBbLGKFrlzjjMRk67+ldgzjNMsdcMEZhNMtOBVq8V+aTcRhpbKHxBisGWwrEATJ43ypkJkVKDkgutI3SL9I4YsnEOELfM2UNO2POpOKxTUsqsAkjbdsyDDt1WNuOaZooCKbtsMZSaAg4VUcNoWaNVeTKGGEYE3GKOL9Q8ZlcWPQ9pAER5Tl3JpNFEGMrjWPdII3y58uYSTnjSiGbUhuLVQSpW/ZgtGyvK5QgUyIwAgERp9WRDBnF6eeUyCmQRSjOEHLCuUJTM+HjOFY6yAzjpDW8DOM0YY1Ft0oNpkoqTKkAFmNVcKqURGOUh924giURpoESJ1pjGddbpQrNBZkCrmiY3Ti/l7ZfLpa0TUdMEYdhmEa6fknbtngnjOOgkJUcKK3BNhacinhth4kxwbLriWJJtq39Bq1eYwhYhDgljCSc67k6RIxtse6YajNZq0unKJ98ygUq5z7Wko1lGgfVTUgJCVMN3LTXwVfmpJiiZtNj5Nr6CiKFrimUuKVEg22g5KSVi801bXQ1niKBxiZKnMhhIpmEuAZvTgeW+ETLzyG0RnHMCTHgnKGEiMN+Ob651IrujZ8RspCdrVDLAs6QauLJFNk7h6d1H0wxun9W1pbGWEwquMwxHFTr06dyvpK0lldECMbqOIxynRYjzMn/U6v2U/fHAlA0aIkZa6CxhjJFGmOQkm94thbUeTdFtEE8FyhCNhC8IVNIplDM7Mbf+DPU8Znj889/AYWRFqERiyvxOe0veSr7yoCl5+7d1sktExAwGKS46tDOmfjMqYaURRA82uyawKjct9Qm0BqjqxMvp7GYAGIoWHX4ECi+Zq0FkYQQyZxexUFlR7KqdWJ0sZIZxCQUGkoWzQgaZZwoJde0HDW7et0Bj2mhRDOHTdPsGTv2TckVOiMlVac+YE1CUq5KnJzOY5ybWCXX++gBB7lRR3qG22CeNtPivGOcFHvqrN3fizL/OxfFxs3MNcWpMy8ZZTERPefXsRMP0PWqtOecU/GgkFUTSBIYC1IIMbMbR1Uw9QoOTTERgip6zqqgkGm6nrZpGYYBMZaUhRA1wzluBlbeQnaEIXNmcUiZIsZpw6QxDWQHqeCa2iiWImIEawrOOsbtGmstYdgxbK6yWq2gWIYhEoM2SRoyw3aNbzw5JHYhsViu9hn63W5CnFXF2UbhENYIqUSMV+cyS8a1TptKDQq1mSaFUziwYjFiiBSyJIoIiQTOU0QYq5qp94ordybTNR5yYUyqVCpF4RfFGMXwFkvJqGNXhDAmvGuwgmbdkoovhZAqzVshjwNpGkilkDBk9J0TUerNkgvG25ph1ve+mMiYEilpz0MJRZtYp4mUAtZYGmcwCM4K026D955pGklFMM5iRLBNxzhstMGt8UxTwhIIacJkC1mQJDS+RVrYrDeknGhaVVUVY+n7Bc554qS9PdY6Vp1nGpUtx2Jora7cmUy76MjWE8VqklAsYg2pKGNOKoL1reKiE2QqJ71xSixShJyl8oZrVanvatBX5vVfcxKpaFawZIEwN9YVYpjobUOJClfyVp9riQWSINZAUbfAisLShilAiaQwIiIM2x25ZDCWxuo8zXHEGYUGkS1WHK0XxiGc+nv/nK9YzpCs5sqNkX1iZ06mlD1A4zQSPhpsyrx+G3Xig5h95thWTMip3QcRPVgNfslFndAyQ3yKOtY3XJmuVjPfIuo9pP016HUo19JpeRa1C0lmhxcwBbG1qpJrt1gu1d+4cRPq/cuC5PlZ6TlEDBil7DiZ2juNsx7/qddQamnDFMHkon1zpxYePdMr+nJ7ms6D546ns4iyyBxH4EWdQJmqg1/UwS5Phjj7Ks5HrudK1fGsU700kLWcr/AJOJ2poVR+ympyDKWR/VeCOcN9KpSQBR2TQajQmXmVlBoUlUYbF9NIyaY2kfi6IGjz2CyxHKMyLKSkvM4la/NaGBWC5JuGGIqKNRSzDwbmuFbZf2L9ST6FR1gbT2sAps1ECn/RTL2t1wHXN0s/ucWQaVxXS/m5ZpQVLDRNE13XEaY6D5mPr3Ceub93pt6kYjG/Hk3x6tromEupEAq/F1kqRRlSZhwxsMe0A/R9rxnqnGlbhaSpOufxfA4h7DnARTrAs1qdIcWEFSFOEcFiTIv4RpsKy4izvmLoJ9qmV0cyUekHO/wZw2q5UmrIYaBfKsQp5FShDUKIE2IbhmGgP9Drcc7hm4YQJ+IYKGVCrKiYkSjEaJhGlJoWvPNYwFuHs4VxHAFhqAGQSCGFiqdG+ckVy18rASXhG82WZ8BZz7gZaNqWvusZhh1TjIhEjNHsrpSCNZaUlCLSu4YQIiIjKWbiODENA5YJI4lp2nC0HehWt2AxpKSwkmIVK57Rr5QKqcSaiTaEKbHbjTjb0rUtjW8xCGHSvoTd5ojGOkqaWPUNMRsiohj3lPBNR9PoumGN4fFHH8GLg9QSY2YKYQ/LyUVUOVgsuUAOma7T5moVq/KMYyDGgDW6RY9TYNhtWVRGIueUt2oXJhpjCFGZJIwI1kj9rlnXaZowlr3OgApOqSbBNIUZLQAiWOtJSekxrTEMUyDlQi4G65XpyxSF6DTO4sUgtlSefN3DjPF6T0PCiGOxPKCUqLAbb2naxb4nYLGq3PAzEBhom7ZCgpRBxVQOfudOX/7lr2K9KnVLMjJnPcser753Ek8BRlT7pL+s6jpnlfeVaDiVlPXxeaQ28c4bxDH18ozzznLjoYowpzhLrYjPM2iGJukYZ6TSaXgW2ih88iJkP4mkFKRkTRacwvgATIXr7kcnpu65lZBEk/RPSdzxrG1+D49vJiBV+0H2MNvTGt8ztad6859mRXhu324pFlMcpqRKXxT3WXqK1+zciYzvjZo+q6zHk3S90yczXl6d4Rs/V6kvdwaTlG5LlAtas8mzww2nFVOq8ywVU6lZOL2OpJFkUdynFMV6juO4b6g7d/68/n5KPPbYY3tFx9VqpU2HOXK0PmIcx73M8pmz58kEdXBr/K+0l/4EDEZObXSluLpOjagXn+pDrU48M9XXV8Za1lwQOQauXrtG2ypXOfUlbb2npIgxGcpUgzEH1IqKRPY9HJKRbE5tlM+1xaACJyKaLVMGkYKp/56/SorESbOJJWV84zV7LKJYZHHE2hyaYoRS8N6z3SlU5fDggBgCmcQUB6wTwjgyxFHFf2xHlgjF4ozBir4bOSesNzjvmELC2AJiMX6B9weIc8pP3lhc07AbtpULXvGoYoRh2HHugtcN3mj+KkwjjTcY0cZDTEuJpYoVQeMapQcsGpg0rtF3AkEKWGuIpdTMXiZOI2AwvsXaAgRyHMhxonPadzBOiWmKSAnklPC9J6cdKQ0YKzjfYKwh5lGDBjFMYySVhHFa2coxkcaJ4doRJSbGGBimDb4DSiQMW6iOszUOg8JEchREHKa+HiUXnPVMqbBoDzl79iLr3UYz6+NAd7Bg2m3AevrVgmkclCnCWrxYrHOkAUIY2ebEFAJht9UgLmW245YwO7hJG1gBmr5Vys6+J+YEBoY4YMSCFRKBIgXjtSE25wTWI9bhjOx37/m5LFcrjO0IY2TabWm8wzvHMO5wplTse0JKout6chGaxiuzFlplGXZK72iMwVKUdz5GfNtDZakouZBzRHLAkClGg/9CYaxZdmstxhvCpPPPtz0AUwg0jcG1i5pISRXCU1RHwBi6bkHOgWHYknOhbTtizLSNzsOvf9OstCkZUwpmT/vIcc6paCLlhlfSAtkW0pxMKBrYOdj7aqdpM1ZdXyy57oNSQdaayZW679+gKfakftcVWn9+vOfts8qnkAeVemizP7Bcd67rAojT4/zTY0oBo+9ZMbIfOlkDdk5hfGqyP87+EdZeGRH15bIA2ZxO1egG7WmgNacEKXkmVkzFdDdQdAM/ztBraUyhE3A6T8qcCMGfMAlr0yRm5us9DSU9hXlo5SFQjGLVS/YIFqmUjFKdwdMw5epWZ7oow2udjMrmgEQowrjb8B/+/b/nwYcehALDOPCzP/uz3H7b7Xzkjz/CL//SL5FLZrfb8aM/+mO84x1v58H7v8T/9P/5n3js0iWMMbz2ta/hZ/+f/zf2zDjFwqwBkD2Upjr1syjWjZkulA2kWkuUae+8X/8GlvlNf+r7VODa1Wu853d+h0988hNstzte9apX8gPf/wMcHBwo/rBkxOnzI80wrznTX1CmI9VCgJMNzF9f5gyM0w4Roe8WCMrCMpXqqBSwppCkOjIIOSXClKuTPND4BmME4zzOKOQkpKiOe0y0TaNwmGlkShPGQ9wNFAZi3NEtHFPakaZId+BpfE/YDRW7jc7jWHBemxxLydis2giKZjBgLFMu2KbD9wv9vykyDlsqCkUrDDVj660npxHnoG9apikj1rLsVgzDhGRR5xKDLQ1eWmKeSFMijpEpKyzLVAx/7xeINRQnQCSEkRSDLvoiFYaUycVgcsTbRBzXjGEilkxIEbHKGlOMgG/ZHo3ElGj6hmnaYK3h2npLGkfyMBLHkSINu2EHVrGjOYwKMWrNPvvYOo8Rh3WasIhBlWqN+CrqZfjPv/leHrl2Dectr3rly3npS15IMgmaQnaNKsDutpxbNAzbEYzFe4exhc6jPNox0vuGKe4IaSKmRNt1iFV60X61oOk6rLO4zlAqdaUztlZ7ClYMJhdSCZjGMg2ZVGC9G2isVjuysYjtmAVmNtstZQr0nSr7jsNI4z3ZFGIc9xCaadiyWKyQXPUocsEZGIadVoeswRqhbZSOMpVMjImQAgtv6LyjZENOgeTYc/IVk2oQphUBM7uj4jDG4/BaubEe0zSYkEglk6VgMHtO/hB1zc4IKRcVVyNgvgbp8+dU+qJCTGwGk8GmY0dzdswEvZ0n6SCfeInXJYSf4ufzh1EKUdF5QMXFn3T6yunfA9lXV/TAGRCjUIxsCpIN7gRw/anG8IzGXY6VVPTLXPfLto7v1GCt+ckOc5yVh+pzZ+GJp3zWYwN1oNEegBkenEyN4xF1meS4ynMaJicuPNW5MmuxFXNcNTo5R58492503M/0TT/9Gt1XbRqhKp67soIYpe2i9Orgz5SQT1RjfcJxnslneraawc0OcgsmMmMi96w1Yk5t9ktpUNz6iJCrIJTCXlTFVrHsx1zlX93Yjp3ZWbRB75mWhdBMR3VupQYNR+sj7r77bnbbDb///t+npEQpkfW1y+y21yi58MlPfIIH3/B6pBR22w1/9mcfYbsbuHbtmsIoSqoQipkScqJIQ8FRSkOuYkpFbnRs9fnNuMpcaUMxzFCpUnHKTwUPyycoE3fbLT//v/4vbDdrlv2Sj330o/zRh/+QT//lp/gf/8n/i8ViQS6ZRlpijrUCoPeX4hE04ywnWBauX0xufL5+5c9Oz7bbLSKquqrsM5WmkEIItWJjhJQixnh802CzUSGl2qSdSyKGUgWkBGMtJiWOjtYYI4jpiDEpZrx1YIWj9TVaUY7y3QS26RRKkzPTuGUYB0SEtvVVAl2ZbDBUzLwjoxSNbdNATsQ0AuCNYQyB1lmMhSEGjh6/RLc4h180iCnEPGEEpqkwTgHXtIixhJhIOWONIyRtaPXGMyXFj4cQKGSstyqIZYWSMyEHTDFY8aScIIFzHuc8KU6UkklF+dcNIDkzTjtiDCAw7bYcrdccnjtH0/VIW4gp0tVG22HYURLkMCFkrBWGFMEavDPYLApzc05x8jWGTqns4SBTGCglKr6/GAwdDzx2hXe9/8N8x3d/D9/xypfx2CMP8p7/8ht87ktf4p1v+3ZECiEVfLtQkSvniXm7pxZtW0frgZQpWchFSQVwlsPDQ1JKtF1L2ysNZREN/qYpKE6eohSYMbHb7ep6IhWq1ZIZSERyhJwci76nIFin8KUYI9MUaK1lNwwVDgYxpfrG2AoDDMQUcG7U93tIjONYxaca2kb7P6wYfa7est5tMUUVZi3aMwMGYw1hGjBtgxGLcw3et0DR51lpCEOMGJnpPrUq4b06lylpNUcqFWfKiWIMrjZfTzHjvPLNnxqu+qQ9pwXEJ6be9QLmfQqoePLr0+Vf1lP4DD+TosebtS20V61exonfL0/4fzdkZT74CRpD0TEpfPa4wXafvH+K63+6ccv+Zwo90Xiy7GOI2Rs4Sbl5Y2M7vubjHxxfXKmZeKWa5obGdvwjo37EiblvSsFSoPYbHJcdvppBnbA6vhmZq+ean+QxHHpucn2qsd3ouJ/0mE9hf40ceSrchPpCz9h4gbzQ72YH+5aG/f/6Skf8Ch9pUKATv0JA5sbJOhGhe5K7+tWZINqEKaU2thZ14ktLkUkzuUWzimUf7n6VY6uT+/hfuXK363ilqKT4nPmQSrkWYuTBBx9gGgf+l3/1L+i6locfeoijq1e0hG4Nv/1b/4XP/OVfst0NDMOOEBPOe3zjMWIp2aAc+RNFBoppyWJIYuu4J56+afkZjLsATHWtKpRiarSeKGZUR36uDDzJqZQhQ2nhPvKRj/D4pUe5+847efChhzg8WDAOS9797t/hx//2T/DyV7wCax0pWc20m60+r7yE0lCIx4+rzBvtU1UAbuCZPgfWtqpqqRlR5Rbf7bS8P2NzZ+xwLoUpaMPnOE0Va17x8DJzyGuWNZVM13eaia/qfs47YpwYx0DXdBwueqZYGJMFs1BF0KgMyb4xlaM7Kr+7EZyzOKvMVlLFqIwIOQRymmi8YdgNCB6XAteuXOHoysOsNxPPe8kBpkCYJmKJOG8w0jLFiPEW46zKtGWlYmxbS4qAFGIZMdkwhUnpCJ0DCjEHStIAMeagcyxbyAZnG4KoEmjnGwwZ3wjGOMZhRxSF0qSUOLp6mZIzrXHE7UDn+30FYgyJ8WitImTG0PgOKZlLR4+xHgYWK68Y8DCgnPUW2zmCLeSicJaSITKRyFgjkAVvGjAdH/ivH+WdP/EPufBNL+NSHHB3LfiuH/97/Or/9i+478GHuf3skkIhhMQ4TVzOiVwyXduRhi1EDfQ631LaBV4y3ve0B/qu9c5hjCEEZbYSI5SkY1mv19ronI7Zc7zX8WAMOUaQQNcbTG4wydO0S2KJhNp4KrnQd73SSO7nMZUqNZIKlCRMoWCssN5s9s6zqyJQOWfGYaAAi36FsY4QR2IYsAKSEikWlqslm2kDxjJuR8I44VxD361woo68Sv3pPPKuwRhVjbLWQkpVFKvgqyMSYgApWG8RcRpYW0fbKJVl0zRKNnDK9pz68QBiSKYGm3W/K2au51YVUgrXcZ58pYv8Cp8VmZVBtUlzVlfdr9nytId4Vja7d1p9P86RK5ZbB2oo17PIfJVjOw5AZmHHgi2GdL0XfHpO/MljPGnqePad5if5NOd8Bp9pEKJsWQpJytiiiTw7N9OK9hucCh3KycrFHFvKXHuvzzJnXH0Pn7ICcIPjfjb218qRf2pn5cmykaeQIWd+ME92jqc69w3aySzDdfi5E+Hbab5sT3qrjnGHpShrgLWWz33uc2zXR9x+++18/gufp/Fe+a695+joiFIKn/nMp/nMZz+LEXXInGvYbrd0tcnRyBMhJU98pqfkkAr7QKRcN+Djz5/K5tL63Mj74IMPUgp8+i8/jXVOHc+Ki/3EJz/By+65B+9rM+9+eCcf1nO+DX7NrGlcXapU0KiUhPd2L740jgMZWCwWgDpcxhicc3tBpNnRmBmOcm2ODSEwTVNlb/EYEaaYSCFgRVT1Two4h3FO6RkpxEJtuJ5IIeqdN0az2zkTo2KODYU4BYTMbrtmkIKzwmZa8+gjD3N07QphXBOiNm0jVeDKKeVgJmOsNloiiiufpommaXBOaSa994yjUlPa6vSB0kWenPvz/Bp2A9YYXKs/a9sW0qSN1KLOWYgBKalSWkJOGecs/bJns9MqSEoZMYXdbkeME6tmqXCPODEMIyKWwzPnafseZw2SOsDgDs5hnSeUQikFZw05CymikB2romopWB65dJXkO+584Uu4FAuXY0vnO7pV4fYXvZxPfvaL3PXG1xKHIyiBhdfrTVYrcDkr/tsbh29aZLnCi3K4h5QJMdD3fe230cAv54w4qWJNDYvFQpMNnd6rlBJNo/0I4zhQAprJrr0YpWS8dwo9SYkQExlD421d28z+fQcYhs1e68AYzbbvdjvNutcK1FTZq0IIbPKG1XLFdrdlt9viXacMRsaSU+bo6IjddqfiVQhdu8C5hhhVd0CoompkrCtYq+uFc5qZ3W7X9d+uzqeoz8lpP4aI7Bt/5wB6Dk6+Ie26TO+Jn92IXefTXp8Ff+5tJjU+5ehhf/TneFjXnfApBnMaYywnvj8httsHC1/DbXhf1Xiy0/w12P7/mjnyN+25tnlDa5qG97znPfStJ4wTi0XPbrfBoIwJ6kAoljOlQkyZpm3ZDtcoFPqu0wzkX8ni+OxtdjZTSiyWC+6774t7CMYUIuM4EkLg7Nlze4dBRDOv38i2221o2pYQIsMwkOtzXiwWpDQRU8A6zzRN2Or0ppT2DloIYS+aMztHAKUUFosF06QKlqqCKZoljRFJgZyClsGNah84q/zwMSqEIQRtdjx37pwqjMZAjgVjHdM4QIrquK/XxDDivKFEeOzRh3n88ccpJbNY9CzbQ1YHZ/C+xbfqmE0VS042JBEKSq06O04zE8/s/M3jnJ2qWe0157yvXFjraHyjm0AelC2mFCyCtTqeAjRNS4oQk96XgzNnMAhjjPSLBYjB+wZjG1WuTXnv9OWUafslZ8+dp+TCdlCO+oVfkIuwTUkb06zVLGdSpd0cwTSOgmVKCWs8Y1RRJpxns4vQ9ow54cSDa5h2BVMFrPq2wVlhDEkBbSHWDLqlIBjrsK7BmqR6dCVxcKBwrRACIFUcTMdvrCUXQ9t2Fc7laNuGaQrkrGJUKRqMNIjJtE1H5xYaMKHNqyKVNWvmf64BeQgqOmWt3We0U0r7tW9+pnNgr89O526YJianQUffL6AYbLG0rmU3rDHGakY/BqUQFYsxGkTMwmeFee4IkGuSQOFVACKQUsCY46pXqfS3CtEBEYMxDmPc14S15qbdtJv29Ws3V4T/xk1xxy3f/d3fzWc+8xne97vvoaTMerOh8ZYwTsSoG2FKWQk7U6RtO4Zx4ODgkHe+8538zM/8TIU+/FWP6OltztLNGcE3vOEN/Mav/gceuO8+FQbKhavXjrjnnnt41atetf99dehPhzHpr6ulHMjZ7J2OKQw0raMUFftxTjHBs2m20O0z7yepJo0x+8rGTF0ZQtg7S8Mw0rhWxXs2W1IYyCimOeWERKOUkFX10Zjq9FaV1RgDm81asdHjQNpdo+TEMKjY2W67I4WJhx5+kOVyydmzZ1keHoJZUsSomE+MDHHEWfC+wUpDiIGU0t6xS0nx2otFbZotZT+meVyllP1ns+M5BwCqFlqJ00TUQR13DOOkjmB1fMfdiOSsGGxriLsB6xv65QHWNeQsNBXfrT0ZHpoaZFpPKgnf9sr5XpRH3/m2akRQG34TkjOtaLNxMiBFJdZvu/UcVx9/hAcf+AL+7C10yVPCQDq6zOc/+XF+6K2vV5YR52a2Vwr6HDTrDGINu2EgF8E6BeYXMq5xGKvzJBUhFcH7VnsmKg69cUoqYLAaTMZETMoT7XxHk4GYSWlUHEbRoKCYme5R2bNSnqE5GhDMDv1evK72xjjnGMfxuiB0nrdzlSlRGMYB32kz7zhGJGtio3UWZy193+NdT4qJVAp5DDDrbRiL8y0phnpMQ0q6nuasQcZyuQTYO/aazZfrKluqaKzX/7WA1ty0m3bTvn7tpiP/37ipUxJ48YtfzD/9p/+UFz7/bv7F//wvcK7ysZ9wTExlk5jL/wD/4B/8A376p3+a8xfOE+JYmT3+etvJDTHnzMHBAd/6+tfzZ3/yJ2x2O8Yp0DYdb3/72zlz5gyzzHo+BZW6v+4me8iC4nHnrLQKPKHNq9XxmuEKc4Z9hqIol7rsHdtZLXOGlsxZeecchog1hilOUGC33TEVS7c8Q8gKrSnMokOqJjpOA33fIiXTNY4YIyWOkEZ2mzUpZTbbDTmpg33m8Cyr1YqzZ8/huhbXnsH6FtO0DCkRU6JrW6wYOtcwDgNt1+7HY4zRTHh12Ofgd3bo9b6Y62AcM5VrylEVgUvl5c+ZlJR3PaesWftWHT0xlqb1+FoBWi5XYD3GONquZxomFZYxmj223qk6wzSRRoVk+Lbl2voaJgeatsW3LWMIYPQdtjnhKZQ8IQRKyVo1KAlxhbe/8XX8+r/7ed78PT/AYnXA+vJj3Puh9/GSiwu+6c4LmDwyTiMxW3zb4JsOQdjtdtWhtcScMd5Tigb/xjeM00hCgx+MxfqGgjr0UgrGmcpLrbjamArDGIgx1XlWEHEUFBok4pimgPNSe4q0h2IGDYcQarBXdS683zv0xhi6riOl/z97fxpmW1rdd4K/9Q5773NOxJ1yhMwkyQESxDwINDAjhAZLAskSlp6y5HZ3P0/7aZdd1f1UlftjfelP5Q9222W33SWXyoMkW0JCEohBAiExCJAAM4shM4EkyfFOEeecvfc79Yf17h1xM8kkIQPITGLBzXtvRNyz53f/11r/9f+H+euTvO407Dolp6BdO5OgZB1WjTHSGA+i11SM0etsPc6pQVfXdkr/E5WrtM4Rwsh2O8wdAB34bslZk6HFwleaWFeTEMEYS64+CNa6uq/f1SXhOI7jOB7jcQzkv89DAZgCtdOnT/P0W27hlluezs7OSl/KY2CzWXP27FmWyxVjDGz7gX470I8D11xzjapRxIOK12M9JhA5VVr/4A/ewic/+Ume97zn89U77mCMkb2L+/y7f/e/Y33Lz//8z7NarRTg5id2RV6Lglrp3Gy2GCN0XTdzeAFiypASbdvOQAmYOfAiMvOapwr1YfpCSomu6zQpSgVywlvDxQtnCSkRxamiC4YTyyUlZ1JQ4yUR1arv8wClkMaBod+qzOLYs97fV45/Lpw6fYbz5y9y/VNuIBdYrVacOHOKYld0q12s9Sp/Z9QYaNk1UIqqqRjm7sGU2EygfqIFDcOA9/6SxMU5RwhhVkXq2o4UtdIrCP12i23VdE2Hf9VsK1aloBgGhjjSta22IMSSciFVQ6jJdTcXCIPOC7SLHVLW/eurIVLTNjjrdbhPDirMJQTG7RaTI5hMsVkdbIunwfMDNz2FTS588F1v5cKFs+w0hh989i285DnPwMQt5EjXtkQxbIdEDmt22oauW5BSJuVMMYaCAeswov4MYJgeHRHLomvmzoyxBiOWflTjJz2fZqa3TImgWEsjC0yVfk0p0HQNKUeGsZ8r6mBYLDr6vp/vz6kKv1gsLukYTf9m8sJYLBa1+5hq0mbm7Q/jgDXNvG9Dv67JQsbbek3GiG86nKumU0bIRaVGrWkwvnLhS1ZZ1XmfCyFkvOsAwYij73tUblL3N4ZRZzPM8Wv7OI7jOA7ieEX4Pg99WR38/a677qIUOHnyJNYI99x1F/v7+7XS6tmrFc/99YYQA32vsoCFUoHu9+5YHmk4p1XcEAL/5t/8G+782te44vLLuf1Lt9I0DZvtFusc++t9/un/8r/w1a9+lX/4D/9bViuLsw8c5n1ixc7uSSiFtnE6E1Arlev9DTs7uzqkatT1dAK4E5Cd6AuHOfBwAJL6vp8HRkWEGAJN1dk+d/Z+Qn+OE6dPYIzQekNjPeSIyYU4BMbNRoeNvYcoxKhJJlkNmIbttuptJ9puyfkL+1x51TWcPnM1vuswImxDTwoDtIF+DIw5EXOiw7HZbnF4QogUe9BFMMZU91YuAZZd183JiVIl8kzlWK1W83mIMeGtMIaRe++9l3RiB2sKuydOakJZOdve6PBs27RY76tUpPKuBSGXgjFWZ1RiwjetdhaMpYRAu1AqyHK5pDWZnDIBh62JeowRku5nYy3ijJrTofSWEAIpjzz3Gc/ELXa57Su3cdVlJ3n2TdfjXSb0+5AjY070KZLF4EUBboqZmLJKS/pGeeMBdYGWiHWenFLlkKskKXCQ4OWsCkRGVP8+RcQYHWSNSWUcM+RUEJzSr1JmGHqwme12w3a7nT9THXDLnHhN3ZPDM0HO6XD2dG4mt+Kc80wlNCKqnNNaQurrwLBy7UsaMKYDCtY7rDjAsFzuKP8/5TrUaHG+wVbTJxEDOWEbq1QdEZxt6NpunsfZbreEUNWhhAOalnXkfFySP47jOI6DOAby3+ehygjMVdPz58+zt3eRe+7xNI3j4sU99vf3SSmxXq8ZejWlSTFSCqzX6/nF+ZgY336E4Zzjc5/7HM45bnnGLdxx26186UtfIuXMGCNhjPz0T/80uydPY63ljju+ynOfe6W6lD6BIycFSN57Vku1jx+GgXGMWOtYrXZJ1S/gcMV6oiysVqsZwE/V+anyCsx85JwzXdfRAhcvXCCMA6tlS8kB33aUEtlsBlpjKQIhRVIYVMovDIzjQBh61ut9GueJIXDx4h5Nu6BbrHC+40nXPInLr7xKq9pJVKWlOjXr8KhFihrtWOfo11tSyYSY6JYLfOtnqswE6IFLOgsTUJySk/V6PVNvvPc46wnjQE5aed3Z2akdCz+DswJ1gLinILjGgwgpJ3JMhJIYQ6IRS9t2hPrsGeMwYjHWYoEQEm3r8BbSsKmVeKvGVFkBayMG03YMKZNKImVwxtBgcOJIxfCWP3gbeXGCG571XG679Qv81V//Eb/0U6/mdNNiBLwF40RNq0pRipBTDnwqpR5PQxx6Ba3G4cQSRYdcSx1gNtbWwWbVj8/ViVopSgkxUiU+D5QpRCzGGrxtaJaWIeyz2e7rkPDuLovFgvVWKUvGaHIJzIPIEx9dv36QbE7XcloHvfdYm8mJSouqsqIp0XpDiIFh6BECi8VS99dZnGspNelq2oUOJOdAKaLD2qnQNBZrdEhaxNU5AaFpOsZRuf1d16mD9qGOwaSUNB3TcRzHcRwHHAP57/soD+B9n73/flbLFc7qINdVV11F0/hZ+aFbLrlw8WI1elH5Na1mPXZB/IMEMCv39RnPeAY333wzIvC+9/wpn/z4x2m6lmEM3HvPfbzyla/kZa94FblklssVIUQew4d5JKFyf63q8mYqJcOzu3sK71sFJKMmM2MIdF17yeDeVLE+DPBTSnPGOClujOOoPHLU3+DM6dPkcB7nJp15z3azD87RD6MOTuZEKZpobbdrvHNYhBQjKRcWuydpfEsuwlVPegonT53BuA7EUKxWZDMGMVoVLjlSSsQ7i7XCctnRrwecM1VJJF2iRDMNRE40jcPDsJNk4TiOnDhxYq7mD2OPGKlV/Z5xGGkXWn1dtA0X9/ZJBRDVVvd1O2OMpJyrUKwhl0wx2oUwxuGs0k/EGEIYQQxt15JLJoRIHAPWGFLOhDFQrJscxjHeE53BiB6/cu4Nrtvl7e/4C668/mZ+6LU/yUXruPqWZ3PP7Z/jP/3Bf+bXfvb1nHSeNG6xjRBNJoUEWTBWECO03jOOgw6Teo9QJWmLGt7lHIlTV6BpcFapQ5MkbuMc1lk2mwMHVjFCES0WiDWUBEUE33aMacs4RLK1hCGSYsEYN8s4xhirFn1bZ11UhUur7pkQBh2mree97xVITzQy57x2NsZIKXr/jmFUicvWM/YbMAYpQilSefb1npdKXXSWHBLWe4wpWKcJXBgDbbdQr4JS2Gx6lqsORGlH2+2WglLbUlade6l+A8dxHMdxHFMcA/nv9yioGsM44IzhwrkLdE1LYx0Wg7OGGGIFa+pmmKIqcYBw//33EyqgyzkiPPaoJxPbZ9aAFXXftMZgfQMU7r3vPk5ddkZfoPfeR0iRz372s7zyVa/B+4ZcMg/lEvtEiiKFTMJgVXmjgG+6yvv1hFjI2bDZbGjbln47gXeDNZ5SwFoz24I0dSj0woULiAj7E7BHKeCRgUxgf/8CS5e5uN5jPSRss2C1XDAM++RsIBla75Gsspg2w/rCGusbch2GfdI117Le9Jw+cwXWtUTTVPUUIaXA/rhP6zqapqPkgZzW5BhwTrXhU4hYb8hZTZ7GcZy57hN1aBr81YqtnXnzk2LPzs7OwYAvqgIUU0BItI3n8jNncCSIkfP33atuokXYOXmarm3x3jCMOptgnAVEBysRjBHWm32cb/FeZRpTHvCNY9tvkbClYFm0narYxKhmOMUoWG0XmDQSciRLwgnYBJIK0iy57Z6zfH3MvOw1r+frxbAeC9I0nLn5Fq5/zgv54F99ip/54R8kbi8izhJMxHhPWyyuaSogh65tScMWoTCOPQ69N5y1bPsRIdK1llxGxjHSNkul4GRBsjBuB0wxdaC+IFZovGfIGessyWWMaUgCxi84sXMG6xpauwSxiLWaXBjHYqHgt+97rNXzqHemUanMOgBrrXZItItk5o6TuERKkUQhRRBTaBpPv1nTecF4j3EdRh2MCJWmY51jiAPGaIelWEuuuvDFFqUSdX4esJWcMOLIRq9VBjAe2ziycRjrGUKoydETvJpwHMdxHN9SHAP57/OYXyTocN/e3sVZvi+lSAqRixcukIo6tQ1hpB96SoExRu69917GcaTrOi33PVbpm4cMsiYwr7J/hvV6n09/8lNc8+Qnc8+999K2LU3T8OlPf5q+71nYJSkXGtdUW/YnbkwUkZQzRsxMT5gq7MbokKdzvurCD7NGd9u25KLAZ6InAGw2m/mzp0HCqeJpraHvt+ydP8/967PKFxdLt5ORnBi2a5arXZqmJceRFEZC0EHr9bbHZ+hWu1z95GuxTcNlq5OcOnU5uRiM84gRMpFiCm3X4U1TE1LlPze+JebM0Adyiiy6RQXtcT7uw5z/CdBP8wAPpDlMleZxHKFSMYzReYAxBKyxNN4ybvbYrPdZ7ayIfWAcB9q2IcSBcRxp2wZrDdY2UAzjGBArh66DQUQVYlKMeK+Uk5y1+m2NSlrmUmdC6r5JKVhr6JxTF1pjFfQbx6c+/Te8+CU/wpiVSqLDshms5QU/9EO8+X/9F/zEj/4Q7c4pAj1CwhmDVMOqNDmWQq1yW0o0VDkaTXBqQgJFZTSROhhaXRJRPXjnFGzruVeXUz0fgjWemAvDGCAX7SAhiGSkWljGFGe5z4mHPw/NVuqTyMG9OXVYpiH4EEI1pyqsw0DTdDjvcd7XodMGSqgzHw0mxXnWwVmLdVroEGtJVXUmR/1e6EM1HVMn14mTv1gsdF2qyjjWHRg/Kb3rYKj6OI7jOI5jimMg/30ekxLLQTVKWK1UsWa7XTPU6mPotyyXK3zbqFNkSNihnx1fH7sI/sHMfUEF7wuFkhK3felL7O3tcWJnB4PSJrq246//+q/54he+wAte+ELGFCrV4Ykds6FRydW51+F9WwGEXue2bWfpzhgnJ0pXTZIySKnVYJnVUg4cKt0MgkuO7CxXhGFks7/PynlyUiDr28RX7v4yJ3eXFYypOU8Yhzr8WNg5eYLd05fRLHbYPX2GMRVOnTxNiCqdWSaeeR0SbduOFDI5JbxrsVa12Y0o+BYpOGMZhhHqfTABeWDm9k/UmunvU+ggsDlQsPEeU9SmXSu+CvAba7n3nns4eXIX0ApvHEe6asYmCAZD4zw5F0IYsMZincX7hmHUZKntGsYh1oRL9clDVBt6W6UfQ5WQnYZmS0jkGJVSVwyCxZiOSMsdX7uHZ//IGUpItE2LEUMoQsyFYj0bZ7lr23PlcoGzDjcUGmeQeo51kFMYw0AYRzX3spZSlJ5knc4SDGNkGA7mJ/p+S8mCqxSnQiEnPe6UEyGqjGdKERHtEFHpMzkFxnGLiGGVRnIJpFzoWuWbTxSnKemaksntdqsKSPV707Dy4Q4MwDgGdnZ2WG96MoWmKjWlGLEkjDU6r7HZn2lR1ml3IedMDrpuGGsJ44htVDvfGVWuyUnBf0kZU2lixh/cW4cNoiYn4UkO9ziO4ziOA46B/Pd9THxRKHN1arFQJQZ6mSurZhxwzhLHdAmAO3v27AzMHqstX4EDm+6ix+yrck3f9/zx2/6YKy+/XF/0zqnTKKqV/1u/9Vvc8oxnaLWsKMh4Iof3SjPZbgeWiyXL5UoHE6uaBqi0pA7AhnkQdJKaRJjVbGIIDwLy1lr6vlfpRmdx1nHfPfcRh8BChJ3lDgvrOXP5lVgRrCRSDFy4cJYcdaC67TpWuzt0O6cwzZJu54RScWzD/nagbReMtXOijrw6GCpiMGSiqFutMR6ScrdLUV58KQrepJoLTWB+cgM97AR6WH5ys9moXGAFWdNxhxgpueCtZWe1g/ee8+fPsrO7IsSRlVvSuJYx5flZbBp/iHevLrAi6vfQeO2KKOhMeK/mTDEFVZ1JqAGVZFIYwSqPXqyt1DJPESEXQ8aw2DnBvef2eff730u3c5orr7gat3uCsUCwlnXIDNFAt+DkddfzH97+dn7pda/hqhMLWn+COF6AHBBrLgHAKSdMlcwsrpBjntVWrLEU61B3V117msYzhp5tH+vAqVb2m8YzDD2l5EprCtoRanRguIhKaJacsQ4gEaMq8UzX67BJ10SlUdWhFmgIIcyzD9N6NwxDpVCpOy87bjYKExG880oizIVxHPAWnIVhCBiBLIV+GGtlXZMwI+g1s9MxaXck5oi1OgNgrJuVcw77FEzndVp3j+M4juM4pjgG8t/noeoXBmuV97zte8btlpwS6/U+sVZZc84Mw8hYh16pkHZ/f/+gkmWVU01hHn79Xr9ypna6sUIK+qKkDi06Y/ngBz7A7bffzpOvury2+lHTHRGctbz9j9/Oa179al7/Ez/B4b5D9emcwesTJWKMdF2HMU6dUVOi65Y0TcOB4kiswDbinJ3/7L0j1SHDUoHvBJoOa8pP3PO2XZJixDnPXffez/Lq08S0YffMFSCGEydOsnfhfqy3hBRpu47tdkvTdrSLBYudHZJ4fLfA+JbGL4gJikBOOjgaU6JQSFEr585abJUQTTFRiqVtOgVIFDDMVdDp3pmqtBOIn+QKJ235w6ZQwNyhUPqOI6bAmALjesNmu1EToiotmFKgGKFk6MdBq7pVyz9VrX5rLZvNRoFsCljXIOKIMai7asmIRa9FGnUgOyfGYYssPMaKmjRVQO+MIwWhWe5y+51387Z3/wXPfcnL+NkfejnJd4iz9fwUyEWVdyTzyp/6W3zls5/k3//h23j1C5/Hi295Ot51B/dD5YBbEayxSEkYDLkolSaEESg41+C8ylEaqwli3/fkHElZ6Uegg6bGqHynoEo9YsBWupebDLgE+jBqZTz2IC2UAzfUSVVoSsomBS4d7G6041g9ECZZ2tntdRx0ON5cmqw675CcGYYt/WYDEii1OEBOSLK6f6JJXE65KvxEijV6f1bqWYoR0zSUnCiH3JCn5HGiKwGX/Pk4juM4jgOOgfz3fUjltd9///38zu/8DrfdeitSoGuVDx5DIAQF8Pv7a0JKbDbayg454XzLf/yP/5Ff/bVf5cTJHQQzv+yqSMT3NA4DMUHISakFzjk+9KG/5L/85//CU5/yFLabPTW1ylpJDqMCfSORf/pP/ylXXHElz3nui7HeKjBMGWdgcqJ8osQwDNx777107YLlcjVXRg9TSA6AaprBrrXqgppypGn8LOMHzBXtKSbKQIyRIgFXaTDWOYwz7K/X3H9hDxFoHOzu7GKahkXbsVmvWe3s6jiubzDSYozD+0ar36AAkcw4bFRNp+qcW2tw3hKz0PUbln6FiCdn6oBjZgzK/zfWzBXc6XinY5limg2YZCThQGc+VyUScOQMi7YlGgV01ltSrOA2jjTG0PgWodAtFlw4f1H3AWHYbiotRfXjSwFSYdE5MFITCu06QKmDxpm9vXNsNj1O/MGUtxFyKnjrEduyDpm3vPPd/OTP/x2uuukZbMWTCpSYyRTWY9RESABxSLPisqfcyCt/5uf5yDv+mN1myQtueTIlbyk5IUzPW6nPm+6LurIeJEjWWlV/GQf09sqU4hmDdhka74kxEUJEyPX6dvWeEqx3pFxdT0UYh7FW0NXXIgqs2hV2lpG0c+I1acsvl0tyHZyequxN08yOvcCchPZ9D8bSLRezzr8T1Ynf5syFi+cpvqD5oeFiP7CzexLrVC2n9Z7NZjN7MGgnylAKhDAiFAxFCwzjSM4ydw6me+6wjOsxR/44juM4DscxkP8+j1wyX/rCF/iX//Jf8KlPfYrVasXpk6fY3dUXYb/dcuHCefY3a8YxMFZFBiOWdb8lxMw/+2f/jFtvu5V/9I//79x4wy0zkJkGz77XIdV0KKHSk8Za3vrWt/IX7/1znnLddezv7TFs99ms11y4eFG5rMaoUsYY+PJtX+Z//B/+B/77/8c/4RWveiW7J7VNnkLCPMFcFpWekegWC3Z2dghB6Swqw3igmz4lR1pVVNqHVqYrh/cQzWIy25loNRNYEmO0y2EMJ06fJhYoIXLfhfMsdk9y5swpTu0sWe7sIr4FCie7HXLKOOvo2iUJS8nqqKksDU3Utv0aI0WdeAt4Y0lhYMgZrMc68I0lJN1HrRD3yucuGSvtLDfZdd0lXYWpsuu9vyRRnP48UY2MCBhH2whdZ0htS9O0GJMIOXLhwllOnzmpvPlmQdN0mAJd0yptxxpSiKw3ezjv6ZYrQBjGkRgSxjVY5xChuskmcggMKXD+7P207aJWtAOmXahGvfMY25BKw5+9//38wIt/mFPX3sDX93uSzZSa2AuFqOwXTDFYHM4vSW5BWe7y0te8nne/7Y94xo1/C3LCVCqSMYY0JJ1NCCOWSIlBq87GYK0jpWmYVZOZKRGUWBMlkWrWpG6wi26Bc6rWIkaUKpSV5tY2C2xJIELTtHjnyUWTyimxmOg106DrYZ75NNcwDTRPMXWNXOXUH1CGMm3jSOOo/rLOqqoXkT4MxJjrzzTcd999XH31k7HGYsRQUuLchT2apmFntUOunQgjgq2D5CUfzF1M+6xmfG5OLA4nk8dxHMdxHE8sFHIc33IIwlv/6I/48Ic/rG6utXWbU4bq+iqiQ1jD0DOEQN8rd7egNIu2bXnH29/B9U+9jn/8j/6fVbxmeoF+b48PUEfFUjBAzJnf+I3f4M6v3clVV13FXXfeqVWwMHDhwgUuXtyj3/Yzx9Zbh/OOO+64g//pf/yf+L/9w3/A/+n//CbappmB6BMpVqsVJ0+e1ERtvUY58dU9tORLtOIn+sgEPJbLJaWqHU3gaQJAkztq0zRztb6UQrtYcOryy2nLGglrhMLuFVfT7ewiFE7sLHHdDuIWWKOJWAoREVU1sWLxbYd3jnFUusJ22xPDltYbYtWrt6Lc4+3YU6xnGDZ0MYAoHUhyIeWAiBoc4eUSrvJhN2BziP7gnMMYM+vIT1VnpUVkum4BplAyGDEsFktM2dKeOEHbWfb3LyhfRATfqD74arkDRTnTk6ylcZP+uargOO9mE6YYx8qbVyqIyRFjTQXxsZopiXYejCFRGIAvfPUOfu6Vr+eiGIbGEcUBBatlf4LJWLGYaDDF4ExHSEK7OoEvQnv6DHfefQ/XX9kpnQmVdfVNBcc5I0VVdfp+Q9t0WKuAfBxHHWr2hpgGQhhqMqA+BSULIo7FYoVgoRhMNXnKTG7BgjeeKGW+H8RYJBvWe/tqOFapSdM8TNM0TC7Dh+Unp3sUmO9b5xwlJ6w1+Ea59NTB2L7f4kQr+V3XELY6LF8QEMN6s8FZqcdlWHRLtsOWkrLy6oeh7oOej5ILYupsRdMwDAfSp+M4zknlNDB+HMdxHMcxxcOvCOWBvIgDhvA3+OEj+N6D9UUOfkYe8DOPFkI98PPyoc8slQFe6qCkHPo3D4xv5bgfcKxyiHX9kOf6UYY83EfpNnMunDlzGV3bsru7w6LtOLG7opTM0A/0/cBitQNi8Slh3VA1rAvd0s48+dtuu5WYAs66aoYyAd2CTOfyyK7f4WOoBzmdw1JlMOv5Ldq1xhnLxz72V9xxx50885Zb+OAHPsD58xfwzrK/d4G9CxdqBXri1hZCHBCU8xtT5Nf/t/8fL/3h5/DSl/wQY5+xVi3lL73+j194Pw3+Nb6tih6m/tL7JKt7EW3bYa1hf72ng4bWEGLEWplpDN5ZSi6XAN3JqfKw/N7JUydZmauxaaM8atcSMXRtg3iLbZYU0wGQ46DV6bZVnXb1k6LfbkkxQYmqQmOFsd9Qcib0G4aUWS6W2FZY9/vkSgHajqnK/QWMAdc6xkHBr4ihbVtNWA6pn2gCo7KH0wAkyMx5NsZgq4oPIgouJSNGJRlzKKzX+4SwoWk8zjf0faDvtwiGrlMTJG88zhlCFGKOtUoMTbNQI6WUKEUpICEFnLfs7K7wZE7tLokJcnMCa4SQEgUD4hhDYpNHYgbjO/aGgdQ4EqrKZEoCEjlHPCAxQ1Yuu4mZIfYsmwbTtIxZZSdzzhREuxCoatE4DpgSyEE7HVPHwohVyk510Q1BKVmkrIOlKHC2xqtzrXFYq8lBVnF+NcVylpI06Ta2UTBfBCmGkydPzV4XQz+Qsg5q689A23bqY5CiVvO9djfGYazdjayKOcNA22mClTUTmoH+OAYkJ3Z3d8myBhKNa4lZ5xVWzQIp0LYtIYx479k9sarPwUDKgc41tZMBiA5exxDn+2xyAVZVKE3ehr4/8uf+u71ifaNu7YO+Mi2rj3Ln5JI/q02wHHptfMNtP8qYd33e+PSOuvSvRxYPhEr1a+UBP/KdOk79/AdLQWhX7Gi3KYf+VC6hth6gjaOOw/Nxl6C4x8ir/psAef/AL9TfvwNAvhhMdjgDVjI5WaBBTAIJui9pCTKCGR52tw9v8SFDLOQOUlUFMIEsvb7ssLWKlaB4pExOeo/muAtiCiKOFK1atktCZESKReigWD3W6nb56KMApt7q+ZK7rlQAvN0OXNzvGUcoJRHimuUis+4DTdOQQmQbDZu+EJIlRsjFE7OodnTIgGoqnz9/niKDgngESR6TPdYkrOnJ0Wn10RxOmr7dEASPZI9IokihFEcRUb5uMRgTSPQIO1ijFdUvfukr+GbJ1+8+y9fvOcc4KlC/cHGfoR91sE6kqkgYsniKFGIK4EaGOPCFz3+RFz7/pYjJIFWlIjpKEcToth+cmD0+IkSV6BNrscYpMDKOGJOaK/mGMUSMUxoHYhAriDXEsQex6jlQkycxhlyKmvQA6/W+0gRKYXe1wLHFUViHxE67Q9dAs1gSi+DaBc63NH5JGDOQkdZjjZArKCYlhnEkpQCihmXLzkNp2Lt4DlIihgFLwZmWlAtpu8VLqYDVYr2nHwec8YSSMN4jppnpMRlVG0kFSi4wUUhyVLOfrHQK4xpiSoDBYjDOIU1L6Ht1/5RCKYGSBgyREkdOnDjNdgzVMThhTSGGLc4qj/v+c/dTxCCmZdFWKk0xlJTJIRJSwrUNbbcglYwTaKwHlH6S3QJSgTwgpiGKJUSLEU+TC7/5v/4zimtIWIzzxBiQkjECYjMlJWwRyMKYImMKCBlbMqnfsHjhU4m5UmaCKluZkiCNKoEZeoSsSV0JhJBnGUVKYuxH9R7ImUXX0HUdMURyqoOhxpKzKvEY0W5Csug6mUYMkSQQxeCN12c/C1ksBkNKhVxUetNaj3OL6qo64FtDpiDWUYylHyJiHOKE0PeqANToPVOimpSNIVbLY0+RkRRHpUTt7HLP3XdixJFS5rLLrsA5j7MeU1KdY7Ag6pS86Qd802JdfbeYaShYtOhgDbaiIOctzqkxnzPCyHjkz30qj8wf46FKbfDgFf2hvldJSogBqnvx5LqbEVx9XQFHZC+ogC9TkFwoMYIzFGPI5lIwyiEp5W/n2KbvhvrW7Yya45HBzq89meHnkb0lJlpYFpVVrZgj1u74BPRyXZi/3WObinEJIcvB15wUKAkj1Htd9NoWczTHWBSym7lgZ8giBG1m6kC66D7JbAH57RwbFS3pPeOkIEXP2yjarWuNYEpdBh4PQL5w9Jn/Q4VgAVVdsDZBrsYipgCjPmB5CfhvCpIKjwRHaaUxZX3xGmNJ2VDEQnEUUeCgoPqbJw6PLBwle0pyWFNAImJGJDdIcQq0xVBoj2RrUkCKnleF7lJ5l4kigULB+sIrXvlSLr/yBDmrfvTEwxRjZvWR/A3S6gMZNK00PPnaJ+Fdh1E19pqcCCVvsTZAFgquLitH8XhrpRNJIEoDyjhyKggHL35rk0rENZ6bnnYd681Zcin80MteiDVWNbAP/ToYLNOhVj0fQkGVUJ75jOeRU4Mxei5BjXismRaQhserC2zXerabLeSsuusp46wCnMbZSm1QzfJx6PGN18poTjSNY7NdQ1E5Qev0Gm83/Vxd3FktayU5E+NICmsa37BY7mKd8uibpsO5BuM7TNNh8NgclOZl0MSpRIrRLxjAFEuMOtuQMcQsrHZOEoeBYRiJKbC/3uA6pTLEmOqw5ZJx3OKsR6RKJOZESardziE+cuOcJiZZteidU2oGRuZ0WYwmgcaoEVIYB3KKONvS58w4jDTGst0OleriaL1hux2JZWTLWgGe9dxz7900bUuoiUIcA0vrkAJxGMgx15eowYh2CyxCPwxY17IdE40VGu+w4oi5kGLAiGG38/w3v/Bzuu6lVKU3yzzPAEAZq3a7gCjdToxo50NUAWjZCSlsGIYtVgRKIqZQNd4jgvLyZ+gg+oL0dZ2JuUAUHeTF4lzLOCZiznRdUzsjwhgDqWSKb1COVSJGPbcghJxZGNEkLydKjoScSCkjYvC+Ue17a6A+z4JWy1V2V70GRNRF1k7+ASUS46jSq6XgvQ55ExOuaUlFaV6pGFa7p1i0S9abDSlrCWVMiTKOeN+SANt0WOdYLHd0fa1D3nG+p7Tbo3MCnpQC/TDgs8VY7X6O4eiB/CMprHyzCuTDregP6jcfLnGicwvRmQrEUDDP0dVDMippKtPGc6kvyKmLO+/JI9r/h/teqYWsqYw7uZ1nNDGZev0P7ON+u1Fq11lKUWBZODQHUrcyH98lJ/4b7v8j+t48SzN1OQ5+5dryKKVwZAcpBWqBCFCPEArFudlgTu/NR39swqGO0aFTeCA/XYW2vwdy1A+1zw8L5K397u2kFDAYYgkkBsRrhTjmLUhGd3WE0kKeBqW+cRR54OX8RhtMwEWM64FCjg3OtpRi60snAyMiI9h4BEdoyNGRs68GLoWchwocB33YC5TSkHPzsMf3SKOQkKLJSJGAzUkHr0yjaKgYjC+8+jUv5xWv/JEqBcfcC7uk11BFtvVZmVaFQ8rxYiiphdQiRohBqQTWaLKU6TFeqRkxHtXxDRRGkJFCBdRYbG0k5dhg7YoxbPGNJ4wbXvyDz+dFL3ruJeBkNlrhUPtxGsacFiiA4rFmQU6aeFkpxGhBMkaa2QW1HFVD5XsQjUSiBGwpeLG03mBtBgIiygs3YjDWsthRc5txGDSRKonYr3HWUiSRslF5SRFKUmrIcrUixJ4UE4GGzjvENdh2iXXqDitGuwHi1bTJ2gZjtFqcsxpVWeuIKVOKgNFzb3CIEfp+y/kLPV2li2TT4fyCnAt72wHjO3yz0M5ATlgKFnBGyGTVZQ+RFLK6e86Du/osGadFgH4YyaWou6kXSlGqhXNKCUkkrHEMJZCDAjvnOvb21iTp8Isdzu5FUhgIY6zJcyaWEesK677HL5d6+xmDbzzW+tmRFVOfp5AoYUsxQnYObEfIolKGWSFDY4EcMQWsE0o4z+kdS8lR3W+zDizTgHXVBRaBYrXzliLZaqUtigJ/I5m43WJNpnO1ak7G+Y6zGLZBqTIF0Yq40fvGWu145lKwjcE0BRMTYw6cvbjBGotvF2zGgDWOptFkI1Jw3hBTVkBUdJ1BhBCVix/HgZgLq5WfpSBLhhxGkBZSxBnDqjNqXLWN7HadJizouUyAsw7vDUYc0llSLoQUibngjTZ0jTWse6UGbTcjMcAQeqYh3e16wIhjsXTghBALq90V682GYcycOLEzn4dMJhawRucexhB17iDrmlaSzjzs93Wo+4jDPpLPLEdHJZgwZlQESrKQDGSp7++DAvORhBFLkYITBbxkLfwUKfPGJtrNo41Cwde5mPoFvc5GuwJZhCwVEB7J+RSy0eqwre/kYgyCYKdGfK59iSPZ4PQ5cvhLdQAdQmUf4OSoWipoDV7mbRZEz2cBR1GIqHXQI7mGU34nU2coQ2OLJmPT9RTmjs53K7qH+PrDAvk7bt9+B3blG4dSMfa57PLLgXMIVvmkpZmzIXBQPJRvAuThEWTyBSOJUvROu/Or95OzveQKFpO+YQb77YVolc9q0+bs/T1Puf4qSj6U1QKlODJHAXQLRkatMBStglvX8vU778M4U5MV5b0WVOHBOiHGg2PVTFdqNWraJZlP0bRA6fcFYxIp9liri5itd/xll19R98di7YKYHY/+CS+YkhFptM0udagPXx3hhTu/ej8FvY45Dco79YkYa5VdDLmaHDEf3pSwHMq858hYkxjHghWj7KyccV6rlvffN3L99VdQsj2C4/veRNicpRFDGrfs9xdrkqPnYrlY4Lxyl8c+MBYFf7m2UlMMlDCSRAjrhHUOZ+3Mj0eEsSRyDMQQ8LKgz45msYP1LTknFsuVNlDFUIxVqoM4jBVwKqWYUiClTI4BxGviAOSkXRdHw/KkpXGqZd7tXMaibbSym4YKyuDCxYsYq7KVzgitd5QSMNYSx8h2u6GMS3yjjqzWqoFVzomYMmKcFvdSQg5JA06DmNrNaCFnNsHQr7e0yxM03ZKYRpXGjIGSRqxRgyJjPSFpRfr0iSto2pbWTFVDgxVVsrENtAgxJEQsqd792Rq65YphGFg4TymZc2fP1pa3duUQwTit8MYQZnOrabC2lKISngKmDneOo3ZEuq5TwzSRivgjQwo4Z5Xm4xybmPG+Zefk5XTLhQLpmjDbWvUGBTy2iVVJJrHd7qmiUb0XG6dVVGM9ptEZBdd48tBjpGgyIx5vLa4OWA/9hhADxC3jqIlfyXpdum4xuxRPMy/GGDb9HnsX9zh1+hTjoPfqaNT0KRMZhx4xBmMcQ4i0jUOK6sKnsadrW3I+RXuog7dYrBiHUZNS3zAWaLoFIRuabofV7mkdWnae7Waj9xCWLJqsSTHgHI01IDCOA6kUljunZt+Co4y8PlTlf1CJ+dv4wIf9N0rDaHxD3tUOCXLwWs8FptfQ0bx5UUpc/bQ46pyODkhPP3Foa0eCdacOOEgI+NWSlDPFFAWAFVDLEbUcykQRSvUzjSENI4wGKYJk9F14RImRVBoYUzJEgZTwvoHdGc1UutgRbA8F0YevTT2DCJCGkUJ96x4RspZDeZ0ml7nOioEJEbuzZJR0VJt7VPGwQP73f+uvv1v7AUSM3efn3vDjvOa1L62Val3sD86o1Er6N+LzHbTJSs16v1lItpANH/nQJ/m93/0zSm4hq5xekQBG+euUowHWEBGTyWXgqTc8mTe88XX1WZhTZopksjwyvuI3256RQYF8bqF09H3if//1NzP2FvJCuxuSQWpXImWcdzPFBJhpJrkqOxyWFXygw2ApqQ49jnhviXHAuMQbfu7Hec2PvVRpKAaShCM4PpQfXywidY6Coh2V7PjIhz7N7/3OeynFaedBKiUiF6VEACXnmSpx4ExbM5bDl7uoTKfeezpop92TXGc4IjlHnnrDdbzx519DdiM8RIv2sR5f+/IX5oFXa6xWHddrUkysVrusdlYsFruElGere3/onim5sL/enzW5t9sti8ViNtyZhkf7vlcg5jpuuPlpXP2kM+yt1yyXK1TYQ1u0pb7hnXXVvdOSs7qe5qR/V/A5yVxahIK3Du8MRoRxVOCnGu7Kd//6XXdx65e+AMB2s+HUiV2cFVIcsU55/RO47dpW3UJL7dpUjXRrPd77A5BfaRHzz5XCOAQMWtG94oqreMazX0iOkSKF7dDjvCMnNV3zbUsWIWaVU4wpYYAQoxogWU/btHrv5ULjlAtPllltahsHnVGonQZTEh/76w+Thh5rwFAUwHrB+2amCfXTsXYtw6BUxu16rYpPqGlRKYXVzg7jOLK7s8NisSALWO/Z39ujFFgslwxD5oanPYNu5yRYj4it10WLAkp3oar/6KA0VSknxbEOBTuGfsBYQ6rOwmqgFTH7F2iblq5tccZRSqSUxH333cOdd36FnAJx3LKtfhdNo1TFxWIJmLmzE6MOQAM0TcM9X/9y9QVwB024ktlf72FE6LrFPLCr5luZ3d0VT3v604l4QlTzpnEcOXHipMr1juN8v6YM1nnEqBLNoluwXC7ZbDaHDKparHXzYDV1e5vthrZtaZqG7fboC2zDXXc/wp98IFficN+2HFBKvsknZGNYXnYZ/kQHAt5qgnnQEj3KqF3VXAgXL9LffQ+mTBXeKY52wxPQzWT8aoU/c1olV42AOQDUko+i4FMOyNoZHUxPmf0770RSwWaqElUhHVF9yRSplWmpiYlWp5dXXMbi1EmK1fK4lCM6vkt+56BaW2C8eJHt3fcgRY/zKFIHc+iUFrRblOroWyqZxWJFe9lpXPNIaMITk+HSH9VJiSkdgUeDMR8WyEs6+W1/8LcekWKCuoOC/lkOcRSUlARmhAcM+xhbqytilB95CGw+dAiIBxb619IieQlFJdgEB6mpHYCHamh8K1FARoSxDkdOyhhBkwZR2FIkghwNB7JMQ7MmapkDjw6IdhXIVw6K6MCVA6gY+4FL9SO5xUT0hWppyEE5p5S+XtNCkZFihnp8j37RLNJRSoOO3qiGOeLq9cpQOiQtkeLmY7AA8dAx5m9cO3/g8av3UwQJiuen/U8FkYSRgRyT1g1kvyYW361YHNknLRtHnyNOHOOglI8zJ1dst1u2m7NI2TL2a7rFEgM0NuKtcs7btgWEZXuSbd8T+jWrrsFZyCHSOaH1qtDRrDqGMdAXrayGVDCuI4nTapVopTvGhLVCymkGlABifaWnFR1SFMFaj3Ue7x2UTDGGkBK4BblkYgqIGDIjJSuVRkrEdIbOZSgZER3wzCloNdQavK30GTmoXOecIY10fgfJIyEkbJU7HIfAMI4sug7j9J6QbBFjiKEQcaRcGJID71kPCXEdaYsOBdsGsRYxBZOz9nVLZiwQYx08zoWl7So3HkooahplDNYUJEekBMJ2YBwGJAcWzirAdwnjLUYCQ9TjaZ0mKKWMmDLQti2teDabLavlEmtbxBhVTLERJyNSRFVa4ogz2nGTrJKZMUVSAe86QiqUoDNHRkx9Rgu5GBBDKlLlM2GIqu8vWLCemDPbMbJaLtE0WhVqnF+QihZixmFkHNb02y0x9FjJdN5QfDWf8vrCd5IZhh5vHWMOOMAUlVMlQecFI7BZX9SBbxGsM7SuqvGkLc5YxBlyHqvJk6FgGKMgtmOMiTEZ+qDHF7KuOuJapBTE6ue61jLmQlxv2Gy2pFRo2479zZauWyAp46t2vLWOkGDVLtX0TI5eftI/AmmRXDnP1lkoRRPN2i0y1fPAyCN5VwgxQzEGDBRbKRiH/u3RYnlBKh8pFR0EdYDNZW72TxXkI9laTRJyyWQret5UxaN2HUwtUQjlSEap5AAU2oNkyCL4rHKyUgpFJnD66I5Tam11gmQgJANB9JoWo7S+I0HUusVKQaoqeKKJ2TTGWDK4LPV5fvQMCqHWNytoyPW8+aQ4JllDIoM334wcolELXCGF6geh9+LkMG6MfcSdkof6sYcH8kcEKB9JFJJmd0A2gSJbHWQsqiKjOzS1FC8dBg0h4dyCvh/4whdv5elPfzrOPVBx58FblPpqqKsJFKttKIr+HQsI5YjOgxSLZE82qsMuZIpoAjN1GbQCeTTDrqW4QxfezdtEIsZsgQ3aD9DjnPfzkR7PA/+eBeo2s6Q6UGT1mkqq5zHVBOIonnJNjg4nGlJSrZxLBfCGIuFB3MBvZevzzxbRfZdUW6cThWYaiq6tRib61+MvWqfgMsSAbR0hFHIYsCTS2LNJAWM3UNQ/YOw3bNcKqC+kzKJbcObMGXLSakwce0qqdASUvpWTmi61jaPvk/4dKo3GU+r57bcbvDN464nVdMhaVR/Kaep4yIH7LOhLBB2elKrlruZNLVKqY2YspBBJccRLpHOQY1+HtFFAnxMpqX63lU73MRcomcY5kii467d7lFyIYeTCdp/VaqmGRSURxwwlgFigJebMmAtiGzUPQkhjwPgFplkhBZKpFfMsdM4hOZHHAY/BLRbEkrENhJQJ2VS5R8FYBbgUQy6RHEcMBRHLarVg3AScFVWmShFrmrnqq1KH09CrIS+X+gx7pUb1fQ94SEq3Wy46BXBV115E6FoHKTMMW9KQyTEiRUgJUhacUbnRyVAspTzTkXToVRUuSrFsN4G2044HJdJMyjElzXXfhEGKB2PJErG+q/SuEecEI4XW+2ropN2Mxlm8VapPCoExDpDVJ2Lo96tM5MCicYxhxDtHv95gnMWaghXBSJ4RzHKxwBhLTBnXLFlvqjiE8exv1DHWe53DENF5oRC0szFR1mKO5Fxmo6zDDq7rzYbValf9F9oF46jDu+N4FB3bS8M+QjK6EVEfB8Bbq7KeOROrhwM8AiUPrWAhVOUYq9f0Ekwrj7yA9E2j6LoglDlZsOUA1Or7SimWZqKMPMrtHVaGKZLBTCB+UnuRgwLRUUQF1EVQnngFnzaXGZBKmZDUkSHs+jwWbBHSNNwghiRQRI5M1kI7nDLfF9rS0wRFKLiScVNycRRbrJ81H1K9X6qZO1GoyWftJD3cRxVDJHHv/Wf5yEf+imHouemmm3jOc56jFL+o68Q3Lz4/dDxmgLzeDlNaXqkSMkkbHvwM2Fo1PwhvLTkl/vy9f86b3/xm/sn/659w7XXXfZPzW8j0XCoDlRBJCnaLINnrQyiBRz2VUgQpHeAOJJmkMNE1ynTXaK3g0W2rbo/iKzUpHgKjU15bq9hSYJbXfDQhdSlWIGVK5TnXpUq7DTokdzRUJbSTQdL7obhL02hdTTW7lsCjp7rUa3P43iumbrcgxuuRl1LB/uNTtSbGKbEFZ71K9YUREWG5VIqMzlL0QCSnwGbd07YLhr4nxcDQbxFjSSXNi1TTtjjraIxUIJcwYlh2SyhlHvJTFToDOdE1DSKFGEfGGPDOK9UjpZn645zHO49YpW2UHIkVXI4hElOiaRqcOLBCHIOqrSxa9iyksVcOvjjGECgYXOOxvqHplIKlVZRIiknlJY2BnFl0OlCpg6GGPgViUNMrZ6DkgJhAKoGMI5ZMrko7uWiFP+eRxgvEhDH1ZUUmbwPGe9pUMCnTWEeKkWxVoaXkCCaTclVbwRJDVZcqiRwzrTPYSnuy1oAUjBVa3yG2BRE1WRJVqHJGq/LjGNSjKiZ807K3vyZl5c2vViudfXBeyYIpIdZADFgRWm/JxdBYg7NW1VgyhLp+2ioLGXPEYLBOXU8pQomq777dbqvy1IET6zRILqIidJOkpMFrJycHnPcsWo9k7bw432CsxVR1oJiUc59LxjcNjVeaVk5Fz2fxyr0XwZrCMGyVUpdUoUfIhDFgnCOkQiqWWAoxQ+hHusUOxkDfb2eX4xgTkzqKDgPXt1gFACkXUgjYtq3PgWWzv4e1DmOtDon3PSdOnIKiRmByVBOgh+Kh1FqmqNgbMVLxixDiiEg157I69J+Tdl0ebg/1/aB/zgZCRdemlsZnkssRHeY07zSVkQUUANbq7czxRtHZYWXybz+06q40Iqg34Qzij/QKHtr9cig50WPU33WIWOUbH+22ldUyJTxlLpCYQu0MHJ4sPPp7tdTug523f7hLUI4AqzEnDKlW5G39uuSCWFGsMWes3wTIU9jf2+d33/xmrr3mWq697jre8c53Yqzl2c96dk3cH10C+fBAPn+zqvbRRZF8CCQpH/ngcszibpW6EC455JQDn//833D7lz/PK1/1I3zp1s9x3VOu/mZbrOftUDNPolbpS0GoVeNiKzg7ioOclvHDDcT6a0qlS2HmtzyaEEE7GId0+EUTCfJCr61ULftHeRNdGmpqMg3THpABqUA7QzmiYS2JWsnF6vGVKUE5dH4L2iU4imn9ojKezOZhU2KpWbfeTjXxe5xy5DebLY33KAdcNa/btmEYenLW57OIDpxaa9g9scNqtUNKhd3dHbbbga5bsO17vGsQIwpsqwvsBHxLKVVDu0DWwdVUE6KiwsA03lPSyBij9j1ioE8KFqZkWH8VDILxyqGeKqAIOvzqlXqXU8Yi5BCJw4CUROMMUiJSKSo6AF6TUaPUhmHQ9cZaj4gaEdG0GFOQrOuF5h8KFlLW+zuXjCHQh0gxjjaN1VlVaLqWnLTCaYA4bGegbcm0jcWGnnRhn3Fvw5ASsmiRzmMXLa2zFOuUKiAOIbLd9hTTaEJUB5QNOqwqJWOtwzcdxrUEFIibWgGOlYdvDIQERAWwOUPTVoWflMA4EE9GFZ1Cyjhj1H22FNIYdRC8aM875YSgScREgTYCVkXSSTGoBCXqwKyKXrYqCkUErfqnpLMH3jcUDN61iGnxviEGQfIW5yxWqia60QQmhEjTdAimGpUJQz8qIC2JUpLKSQL7+3uzTCqo50HTtuRSSHGgdU7dYI3KfG77ADEyxghGyCnTbwdyNb+KMbFcdhTUETmViLN2djVOOTP2PWPfzzQa5yzFGnKOtE3Den9P7/WiEoM5ZsJ49AW2R5Ib5JxUfjTrzMKYIlIK1ma6xYIwDHhrle7wcB80I/UKlg59aVqmRY7mlTt9VmZKkjnY8Ay1C9mU2Z/xUW9XqFCzkIwq1GiOos+kguyDnz2SqPsuh3TxJzhdhDpkW5SldwSbSxXEaifnEPK95MOPLBO79LPrx84yn9OXih7no456SEUOlJQm65tpO/Pz8kgOsRT29i4SxsDf+umfBmC9v+a2W2/luc957qOqxE/xTXTkv7v0gINKtT7aBYdgyGVEpGCK6jZbb0hRgcR9993Du//kXcRx4Bd/4SfZbtb81m//F556/ZO44cabqlehVotTinXgS+vxk7HA4XtELbbrzSG5fv+oJkTURbDgKahWfZFYQa/yRpnnAh7tDTndHJEDSpK23ktxgK+LydFZU0xDu0qNMJRSh/GkoNKhpv79iIB8AREz68fKJe68zBUY3Zcj2N6kRVV1+fU4RvQxMhQs8zD2kQwsf/dj7PdwZomp/GBixtiGIoZYCsZpwqSVUpX/a5qOlAZAOHHiBH0/KCCq1VbrPE3TEGKoVff68qyVnLZtKQXGMeC7Rl08xVJSqHSbhBQF5yppqud7cp6dXls5ZWJIxBSxzlFS1kpqUdUUg2rgW+sQSx2SVK3zFIIOMVsQo/QbSqWCgNIfjMFUfqYxugalkLHO42whSiDGqMC5PsPeJyRHSg6YkvBO6Lc93rfos1B9MSRibSHlgEmBNEb27rqP87fdydc+8yW2Fy6yumKXa55xM2duup7Vk65iSFl1yI0aUGXvKWJIJWsFroiq65RCjhHwWL9ATIPDVzCZiCHqiytnMBYj0Pc9hsjQ9zrAm9IsH4lQOzOOpnEUFLS6qjQUQmKMCTOO0DTkHHWWBHDGKC2qgPfa8cmiHQ29J1Sr3lhR5Y06gK9ro67NOUWyDaqjXxJhXGNLIo7K93fWkRPqW5HB1g6nNeo0LBRySKQy0nirSad1mJIZtmtmLXkSaVjjm0ZnQkT5+CmNWOcVxFTH2GHYkop2DHzVtm5bFU7YbHutuhVN9nLSzk4ImiB67/E1gRAp869xHAhhpOsW+u6ynhi/d4P0znlyESKGj3/iU3z6s59hs92yWHS85EUv5mk33oQ1msR9k2Y42RTtflCJnUWmfvwcR1Ve0qVfKZBSaq2lAlxEq8umSloficjKDCZkrhTru0oOGsYczbF9o7gErUzIs+7UpNP/aOIATx/+U1EzRimok8eBA/JRH+clCpNy6TUrU+fl0URdapCpswHTWZvwoanFHi3i5UsEQL4RMN9Z7WBE2N/f58SJE5w7e5arrrpKC0ST4MYhz5Lpcx70eQ8B+h8eyJujl7l6mK3Vto/m6AVHyWoIYtwIJWNKgxivJisZPvLhD/OhD/4FL37h83jec57J7k7HymVe9pIX8odvfjM33Px0Xv6q13D6zJWkrKDPiGoKN84y6d9MrSKthbmqvQ5IVrBNPoKnroJcGkppKTTKI5eqjY9FK/GZozETEiiGeXksh3jworrgSEBnE45oMCW72tqqn1mqzKRExAxVJLjlSKhKNXSm4aAKrodRK8eAoK6vR7O9iKqELNAp2S3IFsqCohohh5Kixye1ZrN/H2FsaNuOpiwAy3bYEnPGuFb1touBonrelIxzgnOtan3HiLWGpmuVfpAzISYKYZZmHEOow6kKAlNJVU2owYonjJnGGwWDAtY1SMm1YqwOnSBVcSVXYyjIRTXcm6bV70nGGe2YWGMUxJmGkqK6iZaRHAfl5Zc6aO4E33TKo45a+ZzUmWrhVoGtEfKYyAms0f6rFatg+FDHZthsqwtsTxp6TI6UEIlFwKhUqjEWvKXpHKFfU8aR4exFvviXH+cLf/5X3LS6kievdvjqx77En3/wr3nJL/0cl4uju/JK3GKB4Ag5g2vIY6/KLq6hWMewDfTbLZ3JlFzIWIw0lKDJSKnc9FwCpmjHIqSBklX9RqTgG30pO28wVrsxYoRSImHQjoT3HqwjZpXAzNaRBVIaGcaIE6Uo5RTn5MtUV2Cdj9AX4gTmh3HEGME3nr5PWGdIodJenErdhjASTSCFDcZEwmSSJTpI6JzDJEMYx5l3nlNi0bWM48h2HTCNpfWOnBIlJ5wRtus1Q0qkFGm8gRJI1oFTmqeEQL+/x4XtyBXXrkijOhznHOq8hiBiDmRXC5U+VKoLcVIZz5yx3oMxDCHU+ywzhoG2bfS8NuqNEHPAOoNx0NqjH3Z9JGztGAsxJ97/kb/iy/fdw4/+1E9zxdVXcdfX7uRP3/pWzu/v89IXvIDmm3yWGgXramlKqb3vb4BuC0fzXpo/T92ODxgRqm5XMJiKcA9htkcVE83DFCEXOSL1lofb4KHdrrh90uSvkLMe9/SOenRhSj4YnJVawjNZe/FFwfzkHv+o41D1e9KLnwGtKG1IfS0mDZhHea6lzNQrmzUBM/X3PH1+MZAgpIjzrkr0jiwWB8ITscr0GmNYLFSh6s4770REuP3223nFK14xq2BNFMIplE54KbA//PcHxndiRTiyUEOeTEoB7yxENZ0hB97y5t9hHDb8yi/9Iped2WWzf5E0DjhreNELnsdTr7+Bd7/3ffwf/+7f8oZf+CWuue6pWrMtovzdKSN/UA3ggV978F+//Sjf4E8PFUex0W/2GYfKBUe7Yh76oxz62gN1ex9dXPopD3dGj2LpKod+P7xAHeqelIe4fx5Hsd1utCLZtGw2W9rFimEcVXsfHVTcWe1o9bu6gI7jOA/wzRQMUO56SpUakap8YJoVQZzzxFBmHr7xXocAEZy1DFWCVozBFOZEwfuWVLcvtcJeii5+wzBgrWWxWMxc/ClKLjjrq6FOrRYZVXywxhGyLrzbzQbwtK0mBFPldKqQTHryxVeKRHVGdbUSqxrxmlSGUbsQIQVV1CoZ33hSARGlS8Rx0DQwGmwW4jZzzxe/yqfe/T5+8gdeyLXFs/7q17lcltjNeT76O2/lx666msUVV6lNeUqqPV8SthYh9HyriVQpVdu++iaUWjnOh5KOUhOlQp4TLsHMQ1gTMJ5oFQ+8lvrZOjS7DSPO6VzEkFCqVskzpaRptFMXwgHwBakdFj3PIai2/DAENhuVXpxUHkpVDZocHWMcMdXRKMWIcaaq4ORZFnV6oU5/994Tm0bddcXU5EArZjFGwjjQePUe6LdbhmToVjtKHRGVq7SDUmicc3TLHfphJMZQz6U+F87VokLRTk7OmcViwWKxYHLS9d7P2vDGOJZeh2jPnj3HarmiVClUW2k5IXw3C2waWlCzXDx3kf/66U/xf/lH/y0nr76SInDqzCmuuuoK/u3/559z8w1P5UknzzzCT9T4zq+aB2v1JDL84L3g6F+DD4zv9OfPHz9B9+/ctg9fs4dLfo5sk/OGvtH3Dr+Lj/4Ezwo932C70zqj78yG/f19Pve5z/GJT3yCcRy5/PLLef7zn8+1117LC17wAt7//vfzrGc9i1OnTnHy5EnOnTvHJz7xCT7zmc/Qti3XXXcdL3jBC7j88ssBZvA+rdeTzPAD4zElrXHJzVfxkTUG7yw5jsQwkMKGd/3xH7DdP8ff+dtvpN8/z//7f/6f+bu//Hf5wuc+i6SESYErLj/Bj736R3nuM2/mN//9r3P7l/6GtrFqFuIsIVdFxuM4juOYw1pPSpm+H9hue9V7R2a1EWMsrpoG6c+rJOMU4ziqRGPKlXoSVJau1IpQypSYKFEpHc45uq6laVtKyfTDVp9RKbpIlsw4DrXSb2dljGnwcQJKExCaKh+pUhdSSrNcZCmFsZrBDMPAxYsXGYaBYRjY9lsF7KJUh8Z5nLEYhMZ5BQAFUoiUpDzllOMsWjBpfDvn1Ek8l3n/tOpScN4zjoGh73V/BZwzOAsmR9I46DhLn7jni3dw/eoUTxoD5ouf58ydd3Llvfs8vzsNX72XC1/6Mnl/jSk6dGVbj2sbXONnnwQ9R6Vel4Fh6PWcxFArPFK7BXHmiedUpTWZ3Fg9Kmuvw6Wl0qlSLBhxNL5RMF/bw+M4UnLGVdrMYrHEOYdzjlCrzjkXHTLNmVLq9sqUKOl9NA2AOWtpmoamaeq/U++AqZI1DAPOqSmY1Mpg0zTqfZHzvO0p0VKJVD0fvmkwTqVAt9teaUg1wdw9cYJMYW9/n34IxJQJQatu235gjFqJu7C3xxjVd2GqqB04AWtMyeBQOwPWWrZbvd+m5Hd6vqZh42EYOLF7gq7rdF+9V239er9+LyILfOqzn+EFL3kRJ684QxYIaaQY4dTll3HlNU/irnvvOZKyyXEcx+MhpuIOwNe+9jX++T//53ziE5/gec97Hq973es4c+YMv//7v8+///f/nmuuuYa+73nLW97CK17xCt773vfy67/+69x///289rWv5aUvfSnb7ZZ//a//Ne985zvnRD9WD4+Hi8dYRV7m/07DIqUUSgo01vLFL36Jd7/rXVx//VX87Tf8NGF7ka/c9gXG7ZonP/nJfOW223jaDU/Ft55x2OOykwue/+ynYwy85c2/zZt+5Ve5+slPIVFUPu57e7DH8R2Ox29d/HsXTdNQsmgluWnYbnraxRLnGgpKh+m3W1JM8yI2gesQAl2nngt9v8VYV1U2jNIdDPhGzaC8d4QwkLJWK501KiloFMylFCvQtJSQZ5BkjJ0dSLVyGwmD0jCcsXPFdVr8LgFV07RlPQ7lJav/RKnSZmEMNG1HjoltvyaEQNM0xDRinVBIIGoGpJxxiDGRkswyghMIdtZRXINDGJIaL2ml3COuDuamgpeM9YUQI0YsORtVQSlCExNy7n5cSEgsLNqWNmfGzT45B2IYSa6C2BgI44AzRgdy63nQ8zTSFk8uiTj0tK5QimCdOmjHmGZVEusOXk6CSl0a67C+wTh/Scu4kLVCnqb2sNJGDiQWVUknDgPGmFpRHrHW0TRKVSkyGVodDENP5bdSpCYM7Wy2pbzUSnfKWamQRuVAYwik5Gi8+gmMY6iUHRiGLZP0ZSmZEDLL5QIRowlrVZERYzhx8hSNb7HmJDEGtqGw6QcWrdcB8MbTr3WwW8SopnzTXpJoTsnGdC6oVbVhGGrSKPNw7UHbvKjRVk5sN8Oc0ExA31rLcrn8zi0ADxM5KfUMI6SSKFl0ZiJnQhrVdbfkb/5Bx3EcT4QoBx2Ar371q/yH//Af+KVf+iWe8pSnzN2/pz71qfzgD/4g73vf+/id3/kdbrrpJnZ3d/nYxz7GxYsX+dVf/VUuu+yy+R31tKc9jZe//OW87W1v48/+7M941atedQlf/qHiMQPkv9EuGiDFQL/d50/+4r3ccdu9vPrlP8qNN17NZrMhx8iLX/h8fvgHX8QYRhrv1eo6Z9UCHntO7y55xtNuYG9/w7v/9B286Vd+TWW9xJDJx2D+CRzfhU7mEy5M1fsuIsRUGMaeLEZ1vZ2yWYdhmCugQwVoChYDfd+zWq1YLhZstj37262axThfXUwzYxiJwRFSQlrYbPZZrE7SuoZUDCWVuUI8DoPSX+rn64ImOGcu4ReqS6hKTU5Ac6IiTFzlUqhOperMKSKqAV8i4MjoZ/mSVWoyKOfywrl9lVk8cQKAMOoxb7c9bdvgnJll+LbbDaWA960ObBZDrK6sVOCWi84GTApuxUIohewMJgkDhRNXXM4dH/sEe5s9Fl4wMRMd3BXX9K2wc/UVmGVLsTqMa3LCA2NJhBix7bIec6brGoo0alCTc212JqS6oir1qVZ9kv4bY9SFMhdomg7rnTrxloK1B5SkkgMxaNVIh5elJk9aVR+j0qGcc3PHAqSq0OgTOl07pQB5vNeEwFoF9CllNU3KCUokhIHVchfnrCZ7OZDzQLdYKJ1nGPCunR1cJ2pRCKPKQVKUpy/qnquOtgtiDDjn2d/fY3+tQ6+pJnKtNYgvOAGy2vmc2D0JXUfTdli8ct6rs+tEoZnuT+cc282GtmnmpPQwN3ZSdRIpFCKbzZZFt5xb6c4dJLAPx5X9ToYxhmuffA1/8v6/4KWvegXNzg4p6pzMZr3PHV/9Cj/yvBd8T/btOI7jux4VfOeUefvb384rXvEKbrzxRoDZ7VuVqByvfvWr6bqOj33sY+zs7LDdbnnTm97EyZMn5wLYRJ/b2dnhVa96Fb/5m7/JTTfdxLXXXjuvFQ8VjxkgP8WBy5oudF/98u382Xv+gCddcRlveMPPcmqnY7N/lmEYa6tc291Nq9blJ06cYOg3eBG89Yh1dN7xzKffxB+9/U+548tf5ik3P4ND4zXH8QSN4+v7rUe/7UlJlVia5ZITJ5YY1xCTAqrFoqH1nhQjIShNZQLNE198pjxYS3GOYRwY+55SVWDatsUAToSL673KlVajFINgrUFIVb1DOdExTWDngNKTc1Yec6Oc6EnmbwI6OhxrDvEKBSsOK6qAo4C20PcDRhIYwRrLdrPBlAO+vwAnd3cRVM3FWot1Wm3e2+tp2pbGqzdCCDrMGWMihoyIoWkc5EnS02mHAd1fESGWTCJjqgpPe2qHK266nttPrnjPFz7Pc1ZLlq3lfAp8+J6vc/mPPJ8zT78BFi3FCE5UnzzljDeGkFMFwjIrKhhnKZWjb50n50iMea5+T9QkTX40AcqoRr31pn5NQfqkEqx0Eh1OzSUj4pSTD1BgGHoiHiPKnT8ApQ5jlMI0JQFKQdKB0BgiUDDWzJ2VqdthjYWi4HwcI13XklOAUthut5qt1U7EJHc60Xqm7U8zDU3X4Z3ScFLTcOH8eXLR/RtGTRrHzZqcL3LisqtouxZypDU61J9sg1/tYJwlZ4F8cM9NyclhWtdEsZkA/nQPT8mwJjuevf2Nzjd4p3Kwja+zHhP15rvp73IQxRiuvfpqdtoFb3vLH/CK1/0Yy90d7r3r67z3Xe/iaU+9gasvv/x43T2O74+o3d+vfe1rnD17lhe/+MUz5XOz2XDfffdx1VVXzbNWL3vZy2iahs997nO86U1vYrlczuvUbbfdhrWWK6+8EuccV1xxBddccw2f/exnue666x5/w66Huwd7exf5nf/yn3nZy57Llz77aTYXz7Ewu4Q4AHl2dHTdggIsljukbLi4t+HcuXu48YYbEMl4Y2mt5eYbbuDOO+7guqc+XVug+bgN+ESO44r8tx7OeVarjm6xRJzqlGMdrXGqTlDnVnKtgk9gZFrAporh1Arc2VmxSB17e3vs7e0BSptp21aBFIam9eSc6Mct4lowVvXFw0BOI65+prV2HnaFaZJf3V5T5VxPVZAJGE3V+akKmkrGGAV6RoS2aVk6yxgSsQ7ljuNIaxti5T1rMpFADF3bzBxnrDrVUgrD0GOMq+ciY0QlSr3V/ev8UrsFQek0xqlhjDGGkDMxZoyJkBPLheeap92A/7mf4cO/94e890u348fAaIRrX/aDPPtv/RjuzBk2MdE0ogoL1iBOJQ5zyoSxp2tbKJkQB1xOxBAo40AjqjiUs9JivPe1Cn8AtkW0m2CMU7nOOhhsRIgxVbpKFdmsPhuFotvOWo3ybQtJ3V2natLkHqtV+aTOoDWMmbT8BV3fDcao/r2pWvUQyEkrWMZUffZx4MRSB1ONtRhbMNWC0VpTKUMAOhcQYsYa7cjElPDTfe0cOzsrjMBmvc/Q93SLhVKHSibnwrLpWF88R+MsQQpuF6zR52RKGqak9jBYB52jmOhVbdvOcxxNo/dU3/eEMDIMo86FhKz0I2C93tA0zTxU990OKUA/sOhafub1r+dd73sfv/H//bcY7wn9hltuvIFX/siPsGw7CMcs+eP4PohK2zx79izXXHPN/Gzefffd/OZv/ibjOHLq1Cl+8Rd/kd3dXWKMvPCFL+RFL3rR/J4SET7wgQ/woQ99CGMMr3/963nmM5+J954bb7yRj370o/zYj/3YPGv1UFX5xxyQP4hCyYmua7nlaTezd99dLLsqf1cH0iYZuqbptE2MwVjPJz/9Oc6c2VVzmVygCA7Lk6+8iq/dew5vDDFEHmIA+DieIHEM4r/1aNuugrlpWNMi1WQoU58lO8ksUpVGVO1jGjAMIbBcLlUBZqtGPVqVUJA8ARgxBl8pIDFGCmq+Ng49VhTkasVUXTmnhW/iH0qdNJ3+fLiVCcyUhQnYq6FOYoyjgi7vtTqPGvAYY/Ctp99uZ171ctnNg6HKJddqsfeOMWlHIsQRa1zdfqYUWCyXqrSVB3WadQ7nGnWGRZOMMWknwmWHM242SvJisMuW3WufzA//7V/k7i99FZ8yjYvsXHMlO096MtF6GteSawIiTiX9hmGrwFfU0Eu8gmArhkkSNYSAlHzAMy9KY5o6KqVqthvbkCmzU67BEIsOioJ2V3IFrNN1iCkiTulNZQwUo2v0pGykiZ6dVYdK0eRRZxvSDNpT9QSAKQk4UAxSSteIiEPTB1U28nUI21hNkqRaWIxhqN2cVO8TnYeIMakMaUqa0DRNTWYMTaPeBkmga1tMu2JM2n0w1cnU2wapBlZTrWy696Z7daLaxBhJlRrW9z0nTpw4pEKjw63b7Rbv3Tz/UTIzNcxaNw9vT9v4boe3jhILJ7oVr3/1a7jta3fytbu+ztVXnOHG657CqmkoY+Tx6mp9HMfx7UTOmZ2dnTkZn9bVX/mVX+EjH/kIv/u7v8sb3/hGuq6jaZoDh+pS+OAHP8jHP/5x/v7f//u8853vZL1e471nGAYtdNSu3jczjXoMUcR1sT7Qk60LtBjuvvde2uUK37UUMTjf0SxWNN2KZrGLaRYY11KM42t33c1ffujDXHPNtdVWXF/IpWROntjl7H33sn/h/OwseBxP3Di+ut96tG2r7qOVllCqjKI1BmcdwqWSjpMk5DAM9H1PzgrSL1w4z2azh/dGlVmcsFx27Ows2dlZYC2cO3+Wvb2LbNZrQhhJMZFzRKRg7USXgX7oiVUZxDlfK+ylVoqp+6NgXs2lyrwIToOvoIDQ+QOajXMNYDDWVApEwYitDqjNIaUeHYYMMTCOg87ncNANWCyW+Mp9bhpPt+iqPn5mubOiWy5JJTPGgLWqxKNZRdFCQwKTDKZYWuMwIbO9sMfZC+f5i7/8Sz728U/yyb/6BO9767v47F9/nIv3nSOOdVDWehrrKEYY0sj+ek3JpQJ3pQqpTCOzWY9y/MF7Nyu8TL8OEripsqx8dlWMmYZM1bE5xUTJ1XG0VtpVYabFVDWWUiDEOF+3qUI9DyyjidCkoDNV5Kch5cnl1c7XKGEPqbwsKi9+2/eqsrRVClff93p9jKNtOoxYvNNB1a5b0Div+19UWy6XfAkIb5qW5XJF2y2Q6ovQtC1t27HaWTGOoZpjGYaq1LNYLGrVfDqXHDoO5eTbqsIzSWq2bTsfS9M07Oys5g7XpFQTghqNTbSx/B3pJE9Es8P/u0Rcl5JBSuHC+Qv80R/+IV/8wudx1vDFL3yJd779Hezt7dd58oMkcRasmCV6vwO7fhzH8T0KAS677DK+8pWvzIWKM2fO8NKXvpQ3v/nNPO95z+Oaa67h93//94GDBB/gox/9KJ///Od505vexJ/92Z/hvef5z3/+nNzffffdPPnJT56r8Q8Xj52KfBEEX22U9cEX6/jKnffxgQ9/gr0L93JxXXjZD/8wX/v6fdx6+5dVLsw1rJZLtvsX2T9/P3fd+TVe9cof5eTOCm+FIkIYBzUOILPe7tOHDTtyUjlO3+vjPo7vWBxX5L/1MNZhrFY4U1E3U0jEOOCbDkxRzXcjxDjOKjHOKXDZbNZVVaNQSIyhxyat3A59f0gWUXBO6RqnTpxmd3WaC/uqZpOGfVIuqGVEIWQ1BDLGVg1tTSgoOhSZslYBJynMabBy4vBPHMVhGFh2C7CGpllSSoP1jjj0dMuFKrNYh7cdOUcKhmIMMQbEGcYqi2l9VeMRT0xqfpZLIcSA87rohjjgmyXZWbZjz1igkUSpRkZgaNsFJarjqPGW7TjS+Zb+vrOcu/UrfOgdf8zufs9PPeVmdm69i4tlxXv/5H18Jvbc8IbXs1g2tL7BDpm0EDrXIDun8K4jYTA4pbUUgxOj66CrRkxG6Ui+mplodT2pz5k1IDrESKqa8kVNYHKupi9Gh6FVv1/Ngiz6b0QyORZ16M2FtnW4SmWZNPxdlZCcEqsQJudn3b4xOhthnUWyEKMO0BaYTbRSAjKEMbJsG9quQ4zKZC66lpyq6o2p+v4xzuBdxCCoP4AzFusMw3aD937mtBujOvyTTwFIBeOeplvozIc1KkXpXP05mbsKOZeZCmZtHRSuL2kRYb1ez7KVE3Vovd7QNh0lq5JSzrDZ9OysHGdOX17PVTjy515ITDpFRQ7cvmcfPUENxnLi997xdm5+zrP5oVe9nGbR0a83vOdd7+J33/FOfvGnf5rTXUseA1IdeVUQSmafjcPupsdxHI/nKAWuvvpqrLV88Ytf5JnPfCalFF7ykpfQNA2//du/zete9zre//73s91u2d3dZfI3+eQnP8mNN97I29/+dtq25Y1vfCPL5ZJhGDh37hyf+cxn+OVf/uUZ+D8uqDVy6L+Tr/FyteK/+bu/hrVb/vhtb8Y3LX/x/r/k/vvv5Qee/RwWyx2GYeCd73g7J1YtL37ec/ixV/4op0/s4KwgFPpJO3l6adW2vnI6j+M4juNwGGMoAk3bEWIkpYy36j4Z6pCdAmqtjocQ6fvt3PJfrXYBtLJuZFZESSnhvNJchkH1xLuuBa90BiOWRdext79HlpGcRkoSTHFg9Fm2Tn/OVYnHSYHkoJJ7YKAxdQ0Oc+Yneo8qtKhE5DTUCVTutprQOdcgohKRTdMxuY52XTs7zJasP59SxFlLCpFUtcYVyOm2csqXgMmmaRBjybmQcgGT8RYaydBv2exf4PZPf4rurvv40auewurWLyP3nOWMCC++8sn8wYf+muaWp/K8a66lNInBG5oi7MURaz3ONWqRXvn6uRTiWAdKjdJGtv0GgHHodfgyBfp+AIpqrRc1i7LOMYyqzhPTNHia506HpdB4P6+n3jeMVZEmV5pRzgVqZX1OGg6pDSnFJs/X1Rzqlk50mlSNxRBqxXokJqGpKjjOaRelXXQ4b7Hi5+RNlR8dKeVKfSqIlFm6MgbmmYqpwwTasdCO0IDJglRnYydCt+jYjIlhHPHOzc/KRP05LBc3nbMH3pfT/TpV4Kc2+jim+et7e/ucOXOGpmmrln6+xD3yqGJ+F8olv136XraGj33sY5y66kp+9MdeQ7EQS6bb3eHVP/ET/Jt/8S/5/K238oPPfCbGGqRALgXrPCXm2nPXOOjpHcdxPE6jPt9t2/La176WP/iDP+Cyyy7jsssuo5TCc5/7XFJKfPCDH+SHf/iHWS4PVKhKKbz2ta/lrW99KzfffDMve9nLWCwWs7/Je97zHm666aZ50PWbUWseM0Be41Jo7Zzjmc98Jh//rx/g4oWL3Hff/Vy8uM+v/uqvcuLECWJK3Pm1Ozhzcoc3/K2f5ElXnMaVSE6x6gQnbfeXSYNaX9I5J45r8cdxHA+Ofhwx1tItLG2jEpEZKEn1tYUDlzkFp1pJnADKZN7T9xvW6z2cq0M9xihtpfGkmEk5s7NzgiGrrnw/9GyGWLnjOixprMOJ8rRDGnEwtx0nPXljwdlJUeVgyHai10wL5wzqjEHEYL0DY4hpZByDDowaRy4qFWmMUZ1s5yjkeajVGE8YIzEEQKv14ziyWu3gnHK7vVfKDSWz3dtn7Adsu1JjLedwNBQsMWcKhZADOQZWqVC2gWFznq989lO8qN1l58v34NYbMolI4YzpuL5ZcM9HPgXPeh7xWkc8taQTixRPylp1dq1HxOAXC0zlZVtbEN+wahe46kg4hhHpWkqMOKPJzNhvwSfENUpvygGKI4axKg9JNeuT6iFZh57LxGfXF4+6yAoxZby1lygKjeNY55zsDO4RpQKVkggx1OFRQ9P4auxkSSkQjVEt/jB5jRw4uE7nPeVQqVelehJQJTEPTKes1f0+DL4n6cgJWLeuuuGmpLKYBUIMNN4hYmqSpspEqc5xhBBmWswkKxlCUPpRfc4m/fjNZnPItErwXnn/kzpT1y3q/hmGYeD06dOs1+sjf+7LIZwwVeHl0J8LsBl6PvrpT/Bzv/wmxGoN3znLtu/pFh2veM2r+cs/+VNeeMstWAxiHQwjkDHIJa/344L8cTzuo8oXG2u55ZZb+NEf/VHe8pa38MY3vpHLLruMEALPec5zeNaznjWvMYclZ6+77jr+wT/4B5fMcp07d463ve1trNdrfvmXf3mel4ED74xvFI8hjjwcYuPpf2s78wXPfwH/3X/337Ozc4Kf+dk3stzZZRhHbv3SF/nPv/WfeOUrX841V12OpIBk5aEa0SGhaWGeK0jGznzN43hix3Gq9q3HWB0oN9stY4hY5/G+OQDERYcErXPkiZpW1UJEDHt7+6qj3rQslitSBlfNfM5f2COEyMlTp9ndPUnOYJzq1qeo4Nhaq27cFZhJNTea6DKTE6ZWYe3cpjws9XdgKnSpxXX9A4g5GFJ0Dusczjc0TadV3W6htBDb0C2WNO1CFVysJ4yZpl3hfUcYNTFovGccejUjiqFKKI5s1vuUccSkTOhHhu0AGEQsRVDdeqvg1WMwuTDs7zOcuwBnL3AmGux+ryDIClYylsQNxdHefifl7vsx6w1tKmxKhAytVOOhUhjHgRRjnTWqJkW50PdbvFW+fOMsKYwIGUPBAmkc1fynRMZxgzGFnEdC6BnHDSH0xNiTs4I00Oq1b5oqCzmqHCWqYmTNAS9+Cu/9bJ40XetxGKsefZmpLTEmNpvN7Gia8gGXHdEk7hJX2aJJ4jAM81DudOwpqWb+4S7RtG04qJIvFgsWiwXWGFJOl7grNo1Xic2i7HFjdZ4kJVXxadtu/jUN9Y5jIAR997RtewnndfJH2G63M8Vm6g5MSc52u8U7z3a7pe/770hFPh8wX3QmplQn5kOxHgdK67jsysuViGOgHwearmGIIzc87Sa+ft+9DDGRRdQ0zU40uAOjx+OV+TieOCHzTNFLXvISLr/8cn7/93+f/f39uZLedd0MyKd1ZKKXTkpv4zhyzz338P73v5/777+fv/f3/h6LxeJBa8VDxWOoIl+AXEsAef67iMU6x+nTl/GzP/tziG3ZDlt+73f/C8Nmjzf8zE/x1GufhC0Jo2Ib+jLPZbaydlbNXoZR2/uTfJfI8ZLyRI7jVO1bj9Vql1QyYqxy5KGCFG2TO6ema842Cr5TxKSq+CGGfhzY36xrlcGwWK6IMbJY7XD6TEcIgTEkclEahhiHdx5jLculJ6TqpBoLKeSqCZ6r46sm420zDU4KMQZiCqpBXgdxD2vuToOCU9XTGEPMYW75N0YIrqm63Z5Std6xhlyG2eTINx3OO/p+S0EYY8RaozKZMc3UImsNIURiDNX51dI5R18MjfN07YL1mCvPW+UcXRR8EPbOr7n/y1/jtg98jJPBsnvyNN3iBMSATz3p3q+T48CTcdz+lTv5yvs/wukc2U2J4coTNFicNQRKlS8cKQSGvieHiHNUZYUtxXs2mzVt2xLri2J/f38GydvNBpcrtcr7an5SZu63oKZhRhSM56zXKKVcjZpMvWd0LbfWzZ2baeg1xniJEpGpVKepwq7V7ZEQhoM12xS8tzjXMowDQwjVmbfMre6Upop+mIGxDu7m+eWZcsGImak0hwebrbWqce8caexx1pHEHnDrxRCSaui33uv265C0notSQbwOAE9V9WG7nrc/bWtnZ4e+7xnHsYL5lrZ18zNXikpQhhjmDkbf99/RNcCoDJDOoFlLobC3WfOBv/oIrmsxjZq7YQ2kxBgj3ns2bHBdx5/8xZ/z2pe/iq7xKl9RygMA/DFJ/jieGGHdgbxs0zT87M/+LL/927/Nn//5n/P617/+kgLGYVnmCdinlDh//jybzYZbb72VT33qU/zjf/yPOXXq1Az8pzX5ceHsevBcX/qwixhSTLS+IURd4H/3d36bJ191Ba95+c9iS8CmkZJGSkkYdLJ+anPOlT30ZbNcLum6loc5J8fxBInj18W3HtY35BB0liSOmNq9mqzrC4LzjVIaRIkVvmlIw0Cm0C0WquJRwDqVhV2uFrPjqvPmYEESA9YqvaAZsb5Tub0Q8N7psyyiQN/pouZtdwkHWYzgxF9CmTgsPznRa6bWJmJwxas2vbWMQQ2drDEVFFqsbdASoiDGKIVElA5SgFCBew7hgDvfqqxiiAHIlcIDcRxYLFeMSbedMwgGQbBGIAXasRDuW/PZ//pf+a/vejcvbE/xoue+lNOLDiRByuSv3wP33c1KDJ0xPPPEaT7+zvdy21e+wnPe+JO4p1/H7rXXkEshZTWccs4iSSVAV85iLaScaNuOHFV1RVVh7Dx0OWmxb9ZrYk4479VdV8BaRybNLyTnHCVnjFXueyoR3yzxVsGt1ErJRDOZrslhuhNMlMcyK9OkHC/hhU4dVWstUj0ASlEQTuW5h8prTymRxkHPLYAU+mE7y75NHR1jLdTPmO4ndXjtDlR7jGGs+4LYWvXPlDRCznXINxJiqAOu6h5bippaxZRYLLpZ9Uhq4qCSrG7m4g/DMPNndR4gMI6hDt6W2fhsVbXyvxPUmikmKk1MkWQ9QuH2O77Cez/wfq644an88hv+Ls2i0zJbVbSa1Ie6Rccv/J1f4sPveR//23/8D/zka1/Hzdc/hTxGXKXllVqaP379HsfjPaZJnsNGTcYYfuInfoJ/9a/+Fc9+9rO5/PLL57XlsFnc1Dnu+37uxv3lX/4lP/7jP86pU6dm1aqpawmPt4r8JX/X3621jENP4xe8733vY9E4Xv7DL6W1QhoDJakusjFGwUbMjGEzA/lcCrlKkp3YPUHTtvNFOI4nbhyD+G89uuUCM1r6fsRYqaBLKogHjME3bU2MCznpU+Ssn4EIoLQH5w4ZBYE1HjfJL04/1DSsdlYsFgtCFsLQs7/ep+s8jVMZxxgCoR/JGXZWDV608juBeQWE5iBprwvnpF0OzFQFY0TVaZzXREIMrmnIsQ6p2gbrq664m/jKGecdMWlheqr25qCqJyklFm3HYrHg/vvvn4FgDAHrpCYlhpSVmqT+tQWTC6TMcH6Pr37ss/zNn7yXH7vmaTy3PYnbbgibPQZG7DYQ7r6bzhjcUMgWrtjd5aWLHT5+65289//4LX7q//prcPoU9vRJSkxVwaVAVfGxksk5kEPEuAbftVivTrmpgHGe5c7OzMW2zs8SMVP1KGcdhG0a1TnOMYEVXJV1JKmp1MG6Wub/HqawHB4EPcz/zOnABfWwHGZK4RLwH8KI99pByTGiM7BKJ1LJVJ1zOFz5n5KGCTxPnz+r01QN+onfPuk4m6kNXrsSwkG3x1q9r3Z3dhmDdhTaZoERVz/fIVhN3ORgyG26Z6ft7+7u6oAxpcpmmkrjaVgul4xjYAwjbdvNqkxHHod48UUAI2Rv+OpXvswf/uk7+Olf/AVu/oFnUUw1MhODlKLGWmjnq21arr/xJlaLE9z6ub/hre96Jz/zEz/BTddeR0l63osUfcsfL87H8TiPMv1HDqrlKkHccPLkSX7v936PU6dOce7cubnrdlhDfqrML5dLvPfcfvvt/Nqv/dojGm59YDyGgDzMqrWHjiHnUqtyDft7az7+13/F3/75n2LhhDxukZL0F4UillzUojyEg6pOfVXMnzWbBx4j+Sd0HFfkv/VwriFn6DpDTIlhDFinJjkwVWW15S/WYhsFY8bZWuGtlIpqEiQi2JnaUMHb9LsxZLEzhzqMynP3jVJdnLM0ttGXf68KNXAwyDolCmr0w4P0u+cq/KG/ZxTkh6gLatO2pLEnlcJitYOIYwwjOSdcU8EXMMSRMY44bymxzMpaoDro/bCtMpgqQymmwXlLLpExBYrpaNpWkwcMpqhcY4mJzXqPz//1h3hRu8vNe5HtJz9KYWDbZhKFVYRFX7BGyEYoVvAhc2Iz8rz2FMM99/M37/lznnX95bQnVuRSh1gpmNqaLXFQVRhXXXJdi28NOSVyKXjn8HUYU5xSIppD1+wwkBaxLKti2LSEGiM0rpkpU03T1IqyUpP03joY6jzswju90GKc7gupw8tcwjEdxxEQmqbVodwQab1nDAMilYqSp/019ZqrMZa+C5i16EUgRaXV2EP37VQBmwA/NSlL9R7Sn5PZ+CtWRTRr/QzOnXPz/qomfYMZ9eXdtu0skzptb7Vasd1u9XxOEp/VPbjrtJs19CPDMMyff9RxWFEGQKxhf+8ib/vTd/ETv/AGrr/lZrKtA9+iSkPeecg10SnUWQ6LWS248Qeewd75C7znz97LU/7Om/C1Q1LkUm364ziOx22UQiEjclAQ2N/f5z/9p/+EiPADP/ADXHfddVxxxRWX+EVMifw0XH/+/HnuueceTp8+zW/8xm/wute9jhe84AXfEqD/JivCd/lxUzcJJjCvKgMHXMu777qbUydOcNmZ0/rCHHscqRrHGHIRQsoMoypJpLqw5qKcVOcc6/WacQy0tq0c+Wks//AJu3TollKOHBE+aOin1AN+0JL66Lf0yOLRXusHbqc8zPeOJjQjPmQiNp9T/SUP/unvxB5wcM0e/6+nA4CVESkYASM6EJozMx/ZVBlDrXRqynSwUOVq2GTnQdQQIiKmDqgyd89iOVCUGWNBnGHRLFl0npIFKYYQx6p44qp84zQE69T0rdgD7nYdHjwA8syUBlXP0btikiI0RivBk2GQdY0O36aRfugRgabR6nSII2ApOeK8ZRwEU11AJ0nOtuuwIRBiZLnoiL06u6aSGGMgpgxiMICphlD33Xsn5792O8960rNYfvLzSAmkNuAAnzK2Txg8yTi2DmyCJut9f2rIPHtxhvd88jNcc+cPccXVV+LbBUUskDGispvORkqOFNFKcUyZxjmatpmTrnE7KD+8ackpYVwDddYohqDmRDExDLG+mHztrmi1PsWAWCGOo3oNpATiVO3oG8gxTsB4qsILVNdUvYd0OPVguFXX+QOOaS7aIgkx4rwCTO89plDvvwMVmumFeFDp10TBWDPPX6Sa1JTaBs+l4KeJT2soRdXOVl3DWJV4nPOUrMmkKubUGa2YiDVZ1Na5gvgYBnLOtNWIa6gGY5P7a9s2pFRYrXY4d+7c3FkyxrBer1ksuiq7erRxeAUFnYc5e+4sdtly/dNuojSOVDKTh60zljINUsOcqFvnyEaIIjz/B1/M7/3N3/Dlr93BjU+5bl4hy8O9Dh5YfTniJbWWAuYPPgQ36uD+Eb0Jv9Hr4IEn+YF/fjRxyXn7BqnSd4DOdMkhfoMPl4f4+tFtdNr2pcd75EhmOncPup4y0wdNpYC/733v4+qrrubHf/zH6bqOvu9rt23a91Jpp7Y+7y2nT53m+uuv50UvehFf/OIXec+738NNN97I6TNnHvoeekA8LJCXS6gu39koxVDEkTFARkpRJzkVnyMR+fo993DZZWcwWVva1jlyUgCcc1EOatHhm0gdvhKICKGAbZecvXCR/b19ljsnyCUgZKQYpDgoDkNE/0Wu7dCjBKFFj4uEMGJkoJAoxUHxILUKVAf3Hv3m1NxDG88Hq4he1+riqCf5SLYlFJAMMuj28pJSWiiOgqFIqUVMc2QPuI5j1nuGRCFWLvRcK0SIHM0GMxT7gNXLQHYICZGEyIAUQ3msCUI9wijVlMd5wdhJYtKqJnwFhgXwVocPsxyApBgjxlqsUz58TokcU3X91GJ0Sbm+VAzgMKYh56LqKSL0MdL5BdZ203wlhjzLVqpKxgLnW1KBgleOfhoxTivKqVZfC8q3ttZQJFMwNKaBbPFakiWOm2pkZIj9gO10ILVPlhAGUorYnCEnGqcgvnWGfjuS0CFOZy3We5wYlaWslcqQQXKhhMQYB9ppuNOo6o5gSCGT777Ik0ZPf885lhisNEjkoMto9e6OzoEUbDKUNBIQ1gaiF1wY4L5zxO0F8tLiZAlRq8mL1YrNxT3lM0tHiZZidN2jiK6zgjqgGlX7KlmLIr5p8eZwNV6PccwFQ6FkoyZiRjAmk0qs9w8YB1YcCSEWXdOdVK50rsm2NVhnCSVXJZ1CilHXdhQYppTYv3iBAjQLg3EGckSsJSf1G1nYTO8MOQz0/aYOKDdYYwE1iZqcfccxYIyQJSFWOyvFKE0kl0LMGecbiJksgTBuMdHR+gXOWXKOYA3WNFAa0lBwDZAPEgERcAZSisSYWXQdbbuk3wr7+3uknClGSKFHSsYbh7GauKaYySmx6Dq6rmMcR9b7exjr9H40R/lO0pD6zimogk0ywn3nznL9tdexbDrGMWKbtlJVk1bmD3GDc9FjFzJeItbpu+7Mlae5++w9PPX666oSjurLSzZIlcrJiK6WU02AWtOCI3tP6Oycvg+zAZt1/0yG2aFKdD07itDzKCRTyKa+F6d3wmHceSTvXvTcib6eprqSzPVHIRhNX0zJR7LJjN4nJgum6PWy2aihZxYkmyOFTlPylw/VOYUKN+r3ixSKOVSc/Xa3Nf/JEI3oNvNkQ6iSt8mUCqGEHLO6g6fMuXvP8cxnPpPOt1pYsB5TDq671GJ1iQUvfoIu6MyU49onXcf64oahH+drekl8W0C+2If79pGGVlou+QKUTC4B3xbGEOiHnrZr2QybKg2WddGsVR1jtPLWh5FtGBExZISQIGVDFscwBu69/z4uv+pKCgGhrTDXQDF1STE1m7Q16+JoFpSi4AWUCiSHVi69+RKaRBwGgQ+3oj3894oISHrw96cqdr2+cui/33aU6fNyTZqnY5uOZVrM4qEE8VEcGzApHJXiKuhRMI9U+aJioDiQNNM5HuVBclB9l3o9DaDKDlJyTQAPLdrfxrF9e987mhjjOD9LOWecoi5yyLPGdYqFpmlBtBIxxSTLN1V49TeL8wYj1M5YQqh6uiXWJBZSjuRi8a7BuQUlO1IMpBQwVu3rxxKIqSiFJRlVzskFIxYRHY5VHXilbwxDzzgO6lSKKo44cRgyUgIlDaRxS0gjOYFzC6xxgCOmADnhDoGtHHr6zZrGWYbNFutbSk5Vcz7jG4cRr7SD5aJKPxqkGKwYvHMYOegWFQqpFMZlx0f7c3zpvnu5ujiaMZNNJJhMQl+UtpaEXIQ2ChIzfSmsPdwXI+vTLWF3B9pWq/4l04iFItjGsjyxJI2RPBTtKBhwJUFMUD0AYt/jvKcRYRMHMp4UpdKqhKZVpSLv7VzFJhtNLqxU9Z5ASJGSSzVl0q5JKBFSpjUWZ2w1rCpkAaldmpKLOq9SyDGq+Zd3hGFkudrVqjkK1LvW6D0RRixK+YpBE8cTqx1SKsSUsAjeN/imUTpLzDipkqFpSyGRUyQlfQc41yBW79d20TLESOtbJDm88ThrSDkoiHHaYSIrtz7PA7mGRCZVA6vlaqlqT6UgtqWYLSKJYgpYSzGWjCEVoRSDcS3bIWgnqcD+ZotYh29bYi5qjHXEYXLtfE+N4VIwBT710Y+zv97SeEcsWZVqHiZKKVzcu6irYhFu/Zu/4eZrr1XqTQV9GrqGFhEmaHm4/nKUOPfwB04dgcIEdAv1/zP4fbQhaNIgFP29vjbK9P44hCeO5Pim15EcvKHmyIDoec9Sy0tHULLWcycK3NHjnVoRRdRUsFZTjrYUeqg67irEkOkLc6Hw0W9RylRsmjb8gF8c7IeIqZs3bLY9f/ru9/Dpz3wW5y0xpEdMjxED203P/WfPUjJHR60ppXlEH3I0UcCuK/CcXO8UDIwh4pzq9374ox/ik3/z0YrzDw708JBbDiM2adtVF8hCzIJrWvbXW86eP0cu2k7Xi64AExwFi9BQiiDFo4/f0WTpMlV0KQowc1vBbQEJWpGfqvJHcvvPzUwuTdOL0hZwKAg9muq/lEkmydVtBZCBmr8DsR7W0QBRkemF5mpFqdZ2iq0ge3ri/NFs8XDrcl6opvsHCk47EGwOXcfHV6QyknJSoFU0OVG6cEGylgj6EMh9rlQCrVAYY6t5UKk0FtRQaeIUl1wZagZKVvpNyRQZVVqvFFqvoCaFnj4IBqX2iACpJu25kGPC26KYIit3vGAIQ650Bn1qSxGcbaf3S10fBu3QSCCmHpGEbRy2XtIsCjhtSWoiVDIxRcKwJfQbiAHnF3TekkqmsQdytjmO+Fqddt5SjGCa0xTj6ccMVp+/nINWiE3BdY7Tz7iBF/y9v0OzGVkMIz5nsskE0fPli2CLEL1AiDQBmvrcRm9Ym4K7/CSrpz+N5FY4Okw5kIXMJdMuGrKHgYgk8MaQ47YOghYohe16jXeO1c6Kna6hWMM9997F5ZdfzmK5IIQBJ+C96JwwBvFqbAU6qJlCJiRHGAvL7LGlZeEMjThCP9QKmvp8JMnaDSjKY6dkiihtJowB6xWcg2WxbEkxalIwbqBk4tBTUqZpPSkFnGvoFifIsccbWDQdthpRlTBgclCn25TAFBxZpVbzJCsJkiMeq/ddilgpFCcYZxB0/0Qgx0QpkdYlfAsjlpIKpRpjxaSfWShEKi0oC9laTNPy/2fvT4Ns2a77PvC39pCZ51TVvffNA4YHgBgJisAjSJAUSEqkRFKS1ZZtSWHZotpy2612O6JD3XY7uj+03P3F4XD4gzui3bY77G7Jsga723I4ZEsEJVsiOAokQUIEMY8EHh4e7nvvTlV1TmbuYfWHtTOr7sWbgFt4AAJ3RdStunVOncyduXPv/1rrv/6rFJPVRAIx9qCeNO8tg6O09QvqXJhy5crlK4gTcsrEJVV/gdbyqSzBYwXe+Za300kg10Ls4uqgv5RVgfzAI+bgFOXdb3obb3njm/DaIrcNNCcvtDp6bsNe5yKuysse7hWOjTsAWAObTteDLC/fqZ3/jR5PmtMSbFGxLcKLAVEjD9x+fndpS6J4CeK6szOBqgSkRbUvYIDagHtzUlQEdVAEXIttlbYGx4u4gZwhGX/n6etyaw3ruQtyHEQtmOuqOSjr57axhyJIbcEM78yJ7xw/+8f/GNevX6dU69nhm3zrywHy2rpCe+/5gz/2Ph546AHkZZzm8/bSQF5evUbKSmmgTw3gqoFdUfD+gDInfvi97+M97/lh1GXbqM8B+dXRVZBS6Zq7pDiLMjhv6gzeNb6v2GKtAaSibmru3kJr8QbgRS/wOtQGMjJKAB0aBgxtkljEkwvJhMi5CS1QuwY6C1UmnMOK0ES5EBqI0HSaLQNQJYPbg9u3yERs53QOYN/d4doaXM8+t7bmI3XhpGVUJouK3vURaeC8YhOnNsdLgBGlomztOrvEd2oT8gKmK54z1Z5KwCgkWjLOeVO0EEDLuWp945oLrZgHR4g9sHDmadz6BmZLbeDeluG+C/gukDKMpztQGPpINwxUyWgpBAcqDqHgRaFR7EDQbAV3XoRSbH0I3lRpVJtkIop3Jh+Y0sjJ7pTo4GC7wYkn5YoT+wxpoZ9pmqlN7tD43pBSpaojVyXiQQJOBGmdbsWFpqsewPWMuZKUNt5idJ8QURFi53jto4/x2vteQzo5oReoJZE0gfN4PH21tqTHWyi1Qqp0ePrY2bUWRxEY04xkZ5HzWo1+0p7vcS7kNDPnBHOlKXxT1TjoVU0vfponds/ujI4zTYA1rMops9/t1wJiJ0KIkTQXCqYMllVxcSCGHifRAGFJBAkICbDC0hhaRq1qo1wVA+YlmzqSFpwYnYmam/4/ZFFi8Gy72MqplIPNgBcluB4kUNQzDIdo2hvNpVh9lHV7tQ1/nCbrkRBMTtVqNyIxBFKy8aBqxbWdUIrRZBSbY+JsftecSXnEuYwjkHNBSyt2Fmv0girj/tS6jVdrViVi2a1ac5NuFEotdNHjg+fW8QlHh0erE3ZwMACFebbmUJvNcPHP/QKel+1U4WDY8M53fK9RavIM+vIhn4Lius7odGvU2cBkceeBfKu/Udtp3YJwz5mcP6G7shXtQQvLZecazcQyAkuoa6VB3IWJ2haxAGmntMzVAuAbzQUuaHx20MUHcm2s2sC7Zd/VApsXAKzPKDsNxAtkEYoTgiw9AzjbdS8iiqa6ZjZWO0fFqiIUES4o5nq2r8jy+W2rb/BQWmxSXLu2pSLe8cTrX8trX/N4C0ycZWDkZZ6cpZHdolgl0FgEd/zdi3zMSwL5brN7ufFenImirqBJSbt+ddNLMSUNlig5xp33YuDBhiqrh2vV8xatX9NzDrQIzilprogGFGGuta1ghX7IqI6rp2mIewGdd8xE+dpfvbIxLpSLig8906ggkfXuyAB0vOjd+obNxjRPhTgAMmO5m3Ov3/H2rxnf+uS+xHvAbsAC/ySDFGpW0mkPdBc6tEWT+LaCV10oWkq3KWjdr+m/uzIBy9qAjW+JfwBinFEfeuaxor7norIOr8juu8DPchtUZpNsrRUXoj1L6tjY5AEtVLw9f2qFp1TF+Y6UMwKEOJCSPZ3aKAOm9mjPlogipSDiGYYB56DME8F5DgfPNBlHsGbj5kfn6AYr9JvGkX1OdN3ANCW0KqFJS3rnUJ1x3hF8MJnImtdnOZdELQnB0/eX2G43BO+Z5xkJgoQOCR5NrfOnF1KZEa+4zQatlVRS4z8G1AdGNerPZrNhnubmRLSl1QV8Kmw30PU9tcxoLasGei5K8D3hUoccbBipjFlxobO0fIaUbD2rnVERUoIkkIPgxagqzIVLR0fMNVHmm4zjyNBHkBlxkdNTR5odtUa0FrJzzflWvJpQQLfd0m2V/X4Pmw0H2yuUWhjVEwhMGui8FcKWXOicY8qF0G3IOSM+0sWeacpUnXGyQ0uiqkc1QSlGI1FvTuJCwcrWLTjXytANpLnYfSy2mdUqEAMlzwQvDF6opTD0EdVkdQk+4GNPv71skXMfybWltTtTh9E5tULoDnWeJEuPEUFdBB/MSVUl5YwbNmRNNr9dR8qLipojdANeIOXKNJ6iOiGl4ruOhSxSp53JcgJld2rR+WTdZbu+o6uFvDu1jsXiSZqoY6GrIxvXM6UZgN4L87ynA3LZ49LFZ/um7ix4ZAGxVjMAxv0XseY3+tJIaY2Oqjl6ua0HNbp1RVQa17kWJGf84kWsEPD8513QhqGsjoJ631Zy3z5dzaG7mCNZQEHtGqoz9K6l7bdyW9LB9quLOiis1BktleodpvNkd8Xo6xcA5LHn0q3Ogpx1Bq4VyZmwkNkvanxw5ugtY2j3VLFMlwLlotjgDTOchw6uOaTqsDWhKJTMCtNTAifGJynn6MPyytCAB8jZnBbn0fq1z5r0LzxAealuUc99efcqohFBiuf9P//LfPWZG9h0WQBTo2wYYxReJoJ8+8Ov67/a+Km0tI9TQaTw7ne/mXe9+/talHV5v+UBX5hz1R57MW+sKl9nClB45unn+YX3/zJoPMfL8xfnobfztMMZuI4D/Jk/+yeInefcQblzmklzkuCsPkBcbTJyS2fC5T13Hs/BGtVQUMcv/Pwv89Wnb7ZwRG1jvIhxSrsTZ2Q5RcHldk//ALgXqBH4Rk3PeYvIuXtlFTfLPZXan7sG33z7t/5v/9yFTZrf+Ef/mZqihqfUQgxx5UNvN6Z3m2tlnCa888TOgMo0Tqv6yPZga5QIEfqua1kztSYz7asf+rVu4blnn+X09BRBmnY7VvyuinOB2AWqGvg1akUy6bvGTTT5QMh5xLlFp9v4ySWnpjZj5xh8Tx83PPTwo1y+cn9zKhylZGJnDXDmWpHgjYKhStWKLI2MxCQHQXAhrOo8qyqL3B5ZNKhQcdFz4+Y1nv7yl9rzo0RnRbE+KUEFNwRKhF0eDQxUhxRw1bRCpBYqlQS4GEm1ErwnuEBoeiJFZvbzqTlN4lEcr3vdG4lx05oLFXKZ6QZripWS3Q/vTT50VWyplWHYMk8z4pqjLCbZuHZKBUS6VvTZdOpLwrvMF3//Mxzfep7jm9cxycJAqda4adgM1oxrnld1oVoVDdGkJp0nirfsilZyraRa6IYBqVD2c9N9N/UH5wOpwOXL9/PII49RFHBCauMyedPSmnuZdKKIrRo5Z+PPj2Oj4VjTr8PDA1vjkmWDUFrtgWOzOTApUE1cu/YMn/rE79FhgHVtud5AeBfjqgSVSsF51xxjpe8tsp6SqayF6NnvdpSU8N4xNafw6OhoVYRaZEB/+l/+v19otEdTPtsol+9yx/9dvWPfeKEPEos+w9kSf/5Ml8+sMD77PEyzbbuy7NHn33ox6/biOChCODykv3TU0OgCCNfUwde7kb+4iWV1qEqZEuNz11jqI5dOtzbeizneWQ2Y7YklODaPPGT0jNsO8U3AF8uPFcbnnkemCamKE6F8TRj9G7OKGK2N8+Ns9/So3VNYUiEXZC80/+ye5jmxf+4aseqLPxLfUMD3DmflDhve/PoXfOElI/Jxu/96z+IbNlGP5ENK9ky7rQF2N2JgsG9R8qml4F5OR9dSSGeLwvmo+tmVLTjE7QGhGxT83AB8NTqNZM5zv899vBXSGl+A2BbnlzsnO3pFCLjomMcAxbo3OlXQDahHL6hyXhbQLEqVCWQmdp64KeDmF7wmYNJjYamuro0DLSYXCKC1ougazzg7YAGNUId2/IzUgZId836DI6CWfL2Y8WlzfKSAWJGcSgU/AZ5uqODHC7ueaAc4kGTH1a45D5OBswjT6JG8ofnl33GmMuDClt1uR9dv8N3QOktG9nPCxY7rN68zbAYKDqon+IA68MERu8g8J0q1hjZ1bW2vVIyWI+IoeHJORC8tiq9QE3PreulcxBSBoGZTykhNSrCLkcaaMZisGWqm7yq1JHLJTUGkmgJKc96jz/TxoDWv6oj9EblCSplhc0SpFt1N6uiGDZVC7DrqbBkKFpUO39RbasVHj4SwFvm6JkmWS7GGUAp956l1pvMRymx7jSpFjLPNOBGpeN+TVE2XvCqegCOQAHGeTTZ6THCOlJQ+eHKGqVRk2KAi5DJS0wkSmiSvbOi6Lc4dUlHEV3xXkC6QUKQXfFMgESdoqWhT15kkknxYHRXvPRoKFaEbrLunFDvHkhO4TIwJ0R2np7c4vvkMNZ9AqeTsyU3KMsplCB6dZ6ILdCHS9T2jZjpV3GybZYwdeRybok5gPj1FqnWrRTIiFa8dWgPzlMnlEvhojbt8RIJF16vIqk2fgezNGUE8VTLZeeh6fB/RnMg5MxOs2ZGveAEfBZ1n9mPCl47B93RdxblrjLsTgkyUNCFiUVDXMh4ldnRdJLho83ua6YctIo6o1nQqamGeT7j2/A28c+Y8BM/9ly5z7do1prKj6ztSSgz9wOHR4cU/+OGO9eoFtjNtnP+XModxh1c7FzxdIpOCIlnxWnGp4Ip1aK6y1k6bmsyScb1LU6A4yNKO7Txn8cCGtrTFXi4IWLfdCF+AVJCqxKJNLaed1flY0F2aAEunLRUsEu8dRG+F2be/866thczOsgtVkUK7pxVfbHxfB837Ja1Io7dgKmbaMN5aUdjuqbGS736MyzxfaEQqS1jZMhGSbd7GUi6kruJu7aUR8avIkYeKuAmH4OqATb1iUfLa2R1yS9Hky4EkAXUvcoG1US2EKg2UgXHk3dii+W6N3hvHtNweVHCOUhpn0DlKS+G+3PQxf7LxrAHqBqmb5kwUpDYZSpde5pNema2SYiqGQSxXDW5GxZJulha6/UI5Z7+rtaKyaPnXpqPMizwnalQaAOkw9Zg9S0GM1MhaCyAXBeRN7sqY3AK0TqJiq7JKag7Li57012nFvmRvY6gtw+BGVvKc9ogG5IKclVfbUq34vsPlBN4xtY6nmwZO3Twzl0zQSsmJ3vUmEFuzJSaCo4rSb80ZV2c0CNOb96g4SlVEHS5EKygVwYlSa0bzTNdFKplSxeguODrvCX3XGvg4nKOpdyjRNT3ykqipoE3uMjTnMwQrOArioGRUJ2rNzGkmayAOB+zmPTlPCIUpJVywCLJp5WvjLhowPJOllcaHt+6uALimxlJBJCCti2weM1IqzDNdbxmxXLNtgCScNLWnlG2TmCtOA6EbSAipj1ytxxQKQzdQFXwn3DrdMc4zR51FfTutBPF4b4o4VRy1CnMp7OeEOlMBipjCV9/31qQJK1TWavdKiyIxmgPfFGZMbyg0bXTjgQdv0XoVQfAUKgG7JqKw7QJ5mphqxtXK4aZjE6xeYdt1bEJHRIjOs3cm4RYUU7cpSnSeqVi6edNFTk73UKCmiRg9ZZ5IOISOopmkBQnWeMs7T24KOgLkUtbAhIgSYkcXe3xw1FAJXvA+Usopx8enILDxA5t+oNRktCWBk3HGhQEplSntUCbmeUeaxvVaDsOAD56+83Qto2SSnJEYHfNse0DfD+z3J2y2HSFepguBmkw//+BgIMYHATg9PSV6x6VLB5yenlz4c39nZPj2yHj7HXdmu1/gc1S+Znk/D+INw1poelFRcS2aK43JanoMy5509/LI0k5iFV4UjPLibnvHhVkbDgsisOya4hvPW1TXwtOLI540hkC1HLU0R2HJRFxMXNysQdyzgLNou3fVnIaWjTBu/sXIW3t1TZCgZTqk2trmFtL6xWU37P7JWYJGmzMoutK7pQqxgr9Dw/5bZS8N5G9TrXmhk5UXee38BX2x117g82RqwHoBQu2mNeCtKFUq9WUcDJNF0nMOvbSfb8/xycLfktoiuhXFtIGtENRA9/nUidJ0QyXYx6rixaF6p+jnC427uZS0QgjtDbizQySvToXIzMWYYsn9YOPR89d+Ab4mGXl2jjamXApOIiF4a0Ai4J23dFnb7P2qI3wuh6TRvqTaeNzYxqYYEE4t6HH3D519jGL68cvyZfKBt8k/6lJ3cDfzlZYJqrCoHayfWdolWJSI8gVvDa+eHV7aUEl0g6fvrZhyN05UAi7Afjoh9o5cJ5vOPtpzI9k0yPNI33d0Q8C7Ae88KSfmaSK1pkJdP6BamaY9QqGUzDSNkCacVubxFOcjKh4t9oymZB05Y4z0XUfKCWqmakGroM7h8HgsOiMOgvdkSSBYgyJ1hE6oGJhXEhU42R9TSqLvLcdU9iPkjug8riQ6UUJwpniiLZKmleAcXtS6fNZiMmStqHGpQRHXUarQxY4qwhA8mmd7BqricIQYcHVmt9tRpdLjKDdPuXU6MxxdoRxsqdGx19K6lELnApKUI9dxMHR4CZye7HFq0WKnZdV0n6aRuNkwHERmHUnTjMyAWkTLY42YlshTEEGcI7bsglFcDIQYxQOm3LjjoSn9qDfwjEezx8sA1TIntVb64Nhst0zTTO97tn1PnRKMGZ0zk07owQYXI4OPSCrsd6csDcbIMFwaGKsyl5Fxt6frA/1mgw8DsY90Q4d4j2udgnPL4Nhq1xpALQ2h1CJ7wZk6kimYVKRkooNJC96bdCqukuuEuky/3aAlUjQzpT0+ZDbbQLnlcLHHR6MHObH76mNHVqWqFeOpOE5P9nTdhj4OSAgM3lkBbU04lDpnrl69ys2TZzk6PGScJjabDd4H5qz024uPyH8NPeB8JL19F5VXFn18ocVPb1+BcUrxWNE6ujJyStv27Tj1dobiN7hsL1QWt+wJbSustIQuL6CGchdmO6sYmK1Asc83lolJrqq7wy36Bse2bOXJWaR4Oe7yR0uV38IavogWNXL28avz1R6oVV9dPPZcvdCxvp6xrcc0HCiLm6QgTs8cPpG7Htf5U1iRzTknc6F/WWASYnmBjMo3MLav57UXG+JLq9a8qvSA8zKPS+T3rC07q4LMktR5aRMtDb+f13FdLoMB6TNcu0B8hxVnGLdU1eMwDXJt54iAF89ut+NDv/mbhOj5gR94D92wOUeNlTPO7G0xDM8K+s757TblaQos5lBchKDtoteueicnnnZBfAPyt99nEbFxI5QifOHzv89nPvMZ3vrWt/LGN74Rh0e18LWrrLbPknPHcO0KNPlJZ9rad23tnorWtdmPOWKWtVl0AWwOL02j7vaYrnnoy2q4fA+shdGLtv23gZf+jdgwWAo/RM80jYzjSIiezWbDOO5RTB7QIunGLa+loLU2NaimjoJnsxms42cyfrtxq607q0VsmmSlYrJ/waK6cyn0cWh68ErJlj1atO13u9Nzn+fafG20kFrRYrzqLGnt8ioCIXqcq6RpYhr3bEtGgoeawRkQF0zvPefRKDJpIoRA8GJgHaHkFm8LXfudOQ2CRea9A6nCnBJFmx59qKRi8onBeXOCRW3HK5miQhc6Up45OT5BUiLXRJl3uM7BXjkMAwGHy9CJrWuDmJY6pUL1eBetO6orSJVGh6tM045ERv1E8ELnLcOwqL/UUlqzn0pt9xS1mgERiOGsDkBrpe+igWIvpFrINeN8gOCssDl4nAt2fw4Ce1Vm74hh4KA7IMyOk2sjt555nmtf+SohePrHHuSh+68wScfzN4758tNfZCjw4COP0T9+CCL43cSVo57xaGDUTAwdNZW1q6xp+wdiMCBvDaHsWVzk3dbOrq6tx9WugW9ZmOg93gmiFbSg1WoCJFhgQ4tjPDnBMxK7yGa7BR9NflLtc7z3dK17a86Zg+2WcZ4RCTiXODg4Yhpnur5DnCelkdhtcVRundzAdwMudtza7U3GLiq9D/TD9gVqk+7eXgAb3vb7Zcu6DUi8VGzvJX617KUKrPElueOVOxyJF/vsV/KaNh11FrrtuZjaqlsvnKmxXMjlbYHEJqlqzoo2uUaltgOvx/wGx9ZilIBlONYw8m2OzBn4vrjxNVsniwXzbrunvADQfYHzfyWvScNoevYPoorXszDkcioX0QvgzpifsEhQKk7tOVfR29/7Eud/Ya+9iH3bUGtM2aI3NQyXOF/UcDb7DBi+vJig3DbBz+7r8pMV4p1VqotJF0puQNBULVSWPl72t4s3eOPGdT75iY/x2x/6dU6Ojxk6zxNvejNX7nsAmpY9apzMZXK7JYLbCmxNunBCxTqfCt0KevWCJBoN6NqqpSvobAvICrzbdTl3SU06z8bx+c99nn/4D/8hv/RLv8RP/dRP8bM/+7M89tijdF3fshC3Ha59VtPEVw86oNpjPPJ6bnwXYM2RMAC/BMkz6tIK7q0h1JINuJtjYaALuN0pcKCL8pBRllTPKRF9p5lah7mcMmnOBN81uoCnFuHo4DL70xN8Z+9BjBdbi0JRuhDJKSPe5F3nuTVlaqEb7xwlQQgR7zw+KLVknFZidOSiECLFuGDUaWfdZf1ASlYcaRx6txb+ldKirpqoJbfGRLlx88Eca+uiOk17SnEcXAp0oScL1DIZyMeRk9APh5SyZzfu0QqHh4dIngFzHBzmkFhDurMOlwrQaD4hLjK3FnWsFMsUxAha8CGaZjjCNCfjhHtPztWyBwHifVtSLvSaiBqpWRjVePgleuIiG7k5IOVEGpXYO3xw4KEUo54ZdakSEEq1bEUqs3XUjRuT5W3Fn6UCzhO9R1rxa66FECwDWVVJxSL9MUZcCUQ6lErKhaqZQIEgbA4GBklkPPtaiduObs50BPYnEze/fMpnf+1TvHZziatXv8TNS1/mgR/5fkq8zEc+9FEOmYnXJj5Tv8Jb/rl30fWBK65j2mduqhIuH6LVMXglLwXHeEQjPighWganNPUHk3+E1ApcRU3H3jmPqsO3RmCqDu8jucykueCiqfHgAqrOajC0GNWwOHzYmBa+c8QQ2e13uBjA23o+pUQ53dF3B3jX0W23OHF0nTLt99RqmZaaYEoJVSuYFVGOj29x+fIlDg8vMU8F7zv67pvY3+WlApsvFX18BZ+7/qhAdVY7ixUxLjufVwNKZo5VQe5ubMnOK7d1Bl107e9qXC90OBZnRBFngK8skX8svORqO5cL2gt9rSyr0ErYOT++NTR/IYd7Ye+sCk4FXwW3KoBcQKRcl729qe645pgttN0GqtXJC9/Pu7FznqxdwoY0XKW4JpjybbDXv1zV6LfIzoNMOH9nXuinl7UXeOvtaj3n3HTOQO7ZgnL791/71V/lI7/7u7zvfT/K6ckJv/iLv8gTX/wy/+w//88TvCkk6G0aoFZw9eLY/Pbjv7yL/kpMb/v2ku+5w4X1XpjnmZs3b/If/of/gUUZvfD+9/99fvu3f4u/8lf+Co8//vgLfNb5r5ezuxzf6pmf+yy54/Xb3OqLeNheLAS1fJ0f+7f+4f5GbGra4cOwoRRdgfPp6Qn7/WQAo6nYLBJ1h4eH5JxbpB1EhJRmbt26CWqAD5p0H0IIFol34ih1tjb2acLjcKFrALWpwbSI+zTtqLU2YGYru/eLelKmlETJIzUXUk5GiwiBlBJpTjjv6DsrPExN2WC/2zHVwlxntvGAaZro4sGqcHLfffcRfGSaEvOcGIYt2sZTa7XOt8E045cMwbKuGJffajZySVRm60i7mmmvq9IKyX2T0QxsNptV/MZjVBDfijOdSIuEW8mX8x4XPPN+xzAMdLFD0VXlJwZnkoGt3gXRxvlf1HbsnIvWlr1glQNdFHnA1stljLUBYyfCPCdi7JujNLeiWei8B/FEUfrdzOUU2e1mohOCLwQf+fjHPsaPv/5tvGXyXDv1/E9f/hTTl5/n6XKN18XL/PH7HqVcf5pfO3meZz70Cd72h3+YXe9xw4YjB4McEF0leKjO46visnVUrV7wIdgT2eZSbjrNrmUWLHsSjO7TD1Z4jAH7GDtKTZSScZ0jpYz4StVMmixT7Fo9hFbh0uFl0myZo+B75mnm6PAypRQuXepWlSe04n1kbEW88zy2ayxW/B08dF3jmRcefPDBNpcjqLc54b8JmfJXslxd5JL2AkvpuR3wm3TQ9nkXHA19QfuaBLiebbec7UgXGTxe4nEvCTNu+4O7sPPb3HrAOyDtRW27dwzqhZDbbb+4CHth+Lkez3TyLj4z9o3atymQ/+bbWfR48Z/PTwnzac/+d/sN6zdbTnc7vvilp7h27Rq3Tk44unSpAV7jVdayFOZ+u1tbYM6B+QWsdF3Hgw8+yBe+8AWuXr3KQw89xAMPPEDf922s35kFnffsxc25M4WS7Xa7SvWFEOj7akV3QSjZgEzfukymlJimyRr+xNiaC2WGYcPBwYEB6pRYAJBlfSB6T9+ZrrfUajq9pZK1UvOMzkYtKAp91zFPO+MfB9PdVlVKztSSmaYT0zivhb7rEYmM445pNo5xVWGaKyn7VQYzdPFsf3PamlfZMn1yfErf93gf1+tSS6VkbXrictuX934F8hZRtUJf58XEIQVUqxXz5sI0TzgJBO+heqZpB6JsNlsA9nvTgt9uDxEXybpQZcx0AabA0Ggc5kxUSrVi9dToJep8yy4a1cY53zIty/MemjOWqLUQgjkrImeUpsV5M+nHRQceUk7UJruoxYqeI56qzjrQ7iv67Mxuf53Ll7b4I4s+RxyDQL12nfvnzCN+A2PmpBYuTZ6jazNltC6gfXUcTY5bwM3dCWFS4mXB3zdQjgzYRoWglUxFxK9dXed5bhKXtTlJYt1e9fY1D8wh80FWuUdELLBRrZPrlBLTLrHpBrpNT04RRUhZKdWcothtiN2Gqp5cCt5Hus4hrQB3mvakZA6sCITgWDp8K03aUwMpa3OSpDWs8mh1TQb4nt2ze3bPzL5rgTysGH75n0H3teK6GEdSvrau/Cd+/Md44nWv4QMf+ADzPPOv/mv/Gg88/Cigq/pGcGKp90ZpuciGExdtwtdSZFQrRwdb/s//p3+Hv//3/h5/9a/9Nf7Yz/40f+ZP/2mOjo6s6O+OK/Pt45/es2/Url27yQMP3E+t0HWddbcEvHdsNj0nJ6cGAhtgV1VOTk5WwK+q7HY7+l4J3YBSSHkyEKnWndJ7aywTJJBa4WcIHlGLeIp0DF1PnifwjlyNMqPqQIt15aRnnmeLglq2ld3JTdNEdx5KYp5MiUVqZn96C9FCpoIMFtFukepSrYutd1ZEW0oieJM/rBX2+1P6fmCeE94F0/xu9J6cz6LsKaUVTM/zvOrgq1ZqmclpJudM8Zxl7Zx1m1YCKs6yDN5CUMN2Sxd7RIJFiGdzhGqtzHOjxnTRosbOwOwayfeevuuZi7Zrb7KWWY0+qLp0aPWEsGj2O+sfUMyZOX9PgXOOgq4R7b7rmVOmVsGHCOpMQ7oKOldynbl57Raf+dBnmJ67RpTMW9/9fTz4uid4w6OP84sf/A1+9MojXMp7nnOFxx9+gMc3Ax9+/6/z6cuFUz/zT/0p733sLYQdfPXzX+YTn/wUV04K910+4vU/+W7ke+6Hw4HgnNVcVCvWVz1zPu50tJbsjqoSQrA+ArGj73uUQq1WEKtamdNEdUalydm6OYuzegrB4VxojQt7+/smvZpLxrnYjjVQc2JKI85bnl6L6eqHzjfd/p5pb1K2PnaEvjfKk1bT0a7YfL630N6ze3bPztl3NZA/nx8yEN+KVFt76RvXnuPjH/84X/zyU2y3B/zQD/0QDz30EF6Ep7/8JX7ntz/EPM988Qtf4NHHX4N38KXf/yy/81u/ScmZRx9/jLe9453c/+DDzHM2LeHGoV82yFcb3C+bG0JrjlJJ+z1Pf+VpPvw7v8Px8TFvf8fbefLJJ9kMG/Ynp3z8Yx/j6jNf5bOf/jTTOLEZNuxOT/n0Zz7N7/7T3+Xo0iXe/a538ZonHse5nhg7oyV+C8Z3z+7OtpsDagER1ygGsdGsblgTJ2f0m/7oiHEcrUlTo1yE1szJuaYnnxIxxrXg1CgflXk050AE8jwz7ffkcaRzFXUBJSE4ak5sYkRrZppnSjGpV63KpIX9bkcIVlC5nyegEht3PJdMnjLb7RbFKCApT0wp0w3RVGeCp4jRUKIzMLfpNgz9AfN8Ss6FGE1+shZrKY9bro1JWy6RahuPrDSi1MYu4hj3I74V6eec0M409EMIBiZrNb2sYUOtCcQoN7GLjasNPkR8yatCDlhR6thkILuu4+DAKE6qCr7p+Cel5NK075t6jlrRruoixSjrfQzBHI9xHBt3/IyGeP49wPrdO4cT3yQnleACXgLRdeyPb/F7H/kEVzjkZ972Xj78ex/iI7/+O7xvex9vfv0T3Hz+eT7+pa/wTg34+zaE+44IKhzcd8R1mfnd06tc+pF38MRb38rpc6f8/j/9DD/xxNu4ssl85BMf4akrn+TxR59Eu0DKiX2aqN2WvoHzrutWHfzSCnoXqVBZudeWjV2Kt6VJoh4eHkIVSs6glaqVvuuozjEMA2ghZ2uU50LHnDJd7623gPeICsF7xnFPyqbypVh0HRFrdFYrPjhOTk5aU65AFwdAmdPIlFOjU5n0ad8NeP9N5Mjfs3t2z77j7LsayN9e8ClNxcFUGX77t36TX/mlf8xb3/Jm3vE9b+Dk5IS//df/P7z1rW/Hec9XnnmGf/Pf+EuklPlH//gfc/W5q8zjjuvPX+U97/oDbPqeT3zqU3zw136V9/zwj/LDP/rjlJLw0TixC5h/tYHuwq8tJTGmif1u5G//jf+KT33qk1y+bJzOD3zgAzz88MP8iT/xx/mVX/kVnvnKV3jN44/xq+3nP/9zP8cv/uN/zDiOPProo3zoQ7/Ff/d3/lve/QPv4l/91/43HB0GQqwX22Ttnr0q9vjjr2UcrRHb9es37HlQK342/XbBdT3jOHJycmK87K5bv6ta0x+Btdjb+MByDuz7Vcaw6yJoZRx3FKmEbqDUJkAryjzuCV44PDDuei1KjIFpGtkMHTkXNsNATiN9Z6oixycn5JStOyeAKocHB1y/fp3t0RGbjclf5pyRPhiwohBDjw++RbgDKU0WqZazSO5COwvNWQBWzvjCl1/AdK1WuJpLZrON7FW5efMGmgZC8AyDqf8UxcCg95SSQIQQA6ag5XBiILqWunab9dI0+lt3V1SZp5GcHP3QG5e7FnA9zjucD4xlhmKtatw5sW8DvP25aLsQgkPE7lMpZc3MdK3QcgHFLjqc9+RihaRCRZ1DfMTHntNcKKcz737wDXSfucrbtw/z+aeOIavprB9tuPzg/bzptOODV7/A1RvXSGFgm5RHLh9yhee54g4IxfEscKk/5HVzx3jzhNc8+Agf++o1Hp8St27cYHPfoxwGR8oZX3UteK6NgrQA97NusiZKUGtBxK9jEm33VCo1W1MxfCWXRKmw6Y7IqVA1EUJEWyOevjXJct5T1QqDtRRC7NpnJ4bBqD0eIcaOW8e3QBwxdnT9YAX81ZHyzDhaBqbrOhDfmJr+HrXmnt2ze3abfVcD+cVaATSKbVC/9qu/wtO//3n+V//Kz7Htw1L0zrv/wPfy/ve/n9/+nQ/zL/35n+O/+//+10zzxE/8oZ/kv/k7/y3/4p/9F/hnf+YPEZ0SBL73rW/i6vPX+bs//w/YbrY8+QM/ZgXPjVsuTu5aTOXrtVpaREqEaZr4z/9f/zleCg8/9CClVMb9nvvvu8zTX36K/+u/+1d49NFHuXXrmGmaSPPExz76Uf6z/+T/yU//9E9zcnLK1atXOTo8YJ5GfvmXf4ndmPjf/+X/I5f6DSXXC9XnvWfffJumaaVZlFwJURr9wCRHa7XooHOOw8NDUrJOmMfHxxwdHa2Uk1ILKWXG0bpDL23may3kbP0SnBM6zyqBqFrNua5qXVzTTOcrqKO0IlrvvDUN8pH9fk/XRW7euMlud2Kisa1Hl1ZlGifoTVVg6Hvuv/9+UjVgVmum6wKu77lx6zpHVy6Rp0rVYhz83jJLznn6brOCdXP4rRA0l9KaUrGO+zyot8ivNVlKs3Wa9d6TSyIGc6ZLaQWnKCllSq0MLYo8TwmkIHjmORG8yVaqGrUGtWi4UUkSWisxHpBLYUp7a9zVycr79s6DtwZqtbQah65D5GwbqNWi7iIe1cowDCvwDcGaQS2gHmj0G0dVaZmKYPQd73F9z8GV+7l0eJnP/e7HuC9cpo4nHIxWGP3s/phbz13nyeF+jr56zAMpcHzrmKnueMvmfh49he+Nl/j0l64zveZBkvPcfPoZ1N/HiUx8/PpTXHryDVZYHAYkBlSE0Byv5cs5t2aGFprNqjSkC5tSqbWQ0tycGBtfqRkRKyoOeGqyouBtv6WmRE6Fvh9wztH1vSmTeN+Knf06H6SpNZVaiV3Eudgc40gpSogDMdqaWWolhI5hsJOLwbocS2fyorfL/t6ze3bPvtvtu3xFuJ3nLSJc/epVPv6xj/LTf+Sn2A4dZR7pneJq4vIm8qf+mT/Ge3/gXXz6Yx9h2wUOhp4vfv4z/Imf+SP8xB/8YfoAvs4MQel85ZGH7uOP/OEf49d/5QNcu/ZcU9moq/LHq21Vyxpl+4Vf+AWTkKyVeRyZxxHvBKpF0y8fHfHFL3yBeRxJ00T0ge1m4H0/+ge5dfMm1557jpoz035PyRnnhL/7d/8H/sE/+J+otdD3He6Cuq3ds1fHbt06ASz6fnBwQNeUXoyaYAXcSwEhQN9bJLfrupVqsSjYqCrDMHBwcACwgv55adSjpl/unXB0cMilg0OCDzgn9H1H3xugDT5aM5zZ1GOmaWaaLBo6jnMr3LSsQAjW/Kvrei5fvo+cC7UqJyc75jkjzhqaLfQKbc9iStN6jtM0kXMxWoYLjZ4R1gJK+9ki82e65GfKLgtQXEAjYgAu50QuM07s2h4dHuKc2LUCi2oXU7MpTfYxl0Iu1b43B2SpKQjBBNHmeWS3O2G3O6XWyjROpDmtKhbmG1lUOjSlmsXxEHFGHWpR6xDiyoVf6Chr9nChA7afwag0Dl2bpeRayVVR70kCw+Uj3vqD7+b5K573X/049aDnER/43Gc+x02pzNPMw9vL7FFef3Q/1559jtPjW3zvQ48z7BPbzYavntxiFx1Pf+yzvP3KI9w4vc6vfeUzDE++kdf8wNsoUhjHERWILsBoYz8fhV/GtDgk6/+db70IbP7HaHO4ViXnshb/TtOenPN6rxegPmw21n+gNcpDhJSzNSwTadF5cyhCNyAuonhUAnOudP0WH3rERVK2YtcQO4bNhq4fEPGE2OFDJHY9PtjP9+ye3bN7ttg9IH/OqsJnPvtZ3vg9b+LK5SPyPOKlUsvEpo900bHZ9vzY+36YLz/1+7zxja/nNY89yu7kmJ/8Qz+G5hHNI31nDZi8ZoboeOzhB3nogfv4vd/9CCJnm761C/9mDk/OVfQaD9S1BinzNPOxj32MBx64n1ysbbsBA4tKikDsAs4L+3HHNI8ohe/7vu8l5Ynr159nmvbcvHWd6zeucbo7YT+OdF3H3/27f5dbt24xTfO3xFm5Z9+4Xbp0RCmZ09NTfHCM48i1a9c4Pr7FNO3Z7/dr1H4Bw0vUMScD8CnllUYTQmAcxxUMhhA4PDxkGAajG1CZpplcCqVm5nmk1sJut1sbPs05A46uGzg4OGIYtmw22wasA048XeiIravmfffdR9d1XL9+HYDnn3+eaZqMIjKZgslmMxC70JwPwUmwIs9SibE75zRMjRfuG3A3oJdSbiDX5vcy1vNyjX3fm9Rmi2j3/cDh9nAtIj45Oebk+Ba73QnAKo9ZSjWNfppG8VqICuO45+bNm+x2O3MMcsJ7xzD0DENPrQXnoB867Fm25mRpTmtmcZ5nxnFiHEfj7Gtd7+XSNEnErZHlJbNw3oHz3q3j1UZjqa0bai4ZiZ4CVO85eOJh3vSnf4LdD7yWW5cj73jiTVz77DM888WniGqUlOsHwn0Hhzz/pWfRfWYjjiTK6VHkmTjy8S9/ift3jj/wyOv5ws3nefA9b+EtP/MjbN/wMNv7L3Hp0hFOHDoXogRC8KtzuYDvVTazZU6Wrq+LI2N67qEVA9t1K8X08VPK1FzWvhziAjhzaLre6EZLtmQc9yaZOo/kkuj62IpwIcae4K12ous29P1A3w94F63nQIiEYK+Lc4QYcT5Qq1GejLrzXb5t37N7ds9us3vUmsXUUbNy68ZN3vrG11HmHdFZ4w8XOtRV5jJRgCsP3sdr3/gEvtugU+Lt3/dOLh1EnCai96ZcUwo+9q21eeXRB+9jmvaARdsEsQX5m6ZQ2SrzyCAJtAMC4hLOVY5vjXgXETHQ4CUw5Yn96WggJRVqVjb9lhs3rvPQQw+BCA898DDPXTVgtNvtOD21KCDVNrIQAtdvXF/pGKRv1vju2TfDtIxM+x0iULKyO7nFuNvx2GOPWkEeQuwiqgvdYlFLMSdxHCe8M353zjMxBvo+ktLcop2CcwFQNpsBVy1KX8aR3bSj4Kih4OJACd5oKTnjo0WTcyusFQFqRmqjt2ghxA2qjfKiJiI7p8zB4RH9sFnlEvf7PXPaAZlxqgiBGI6gqb9YhmEpiF2in02wtjmm3ocW5RZitALRpYPs6tjkbO/xrqlgCQebQzyZkkfm2fTLRRUtGd9FhLAWB3scwRmdZRr3FFfJZWY/7lcgDTTgZ1kUrYlSCl20rqXOYU56HEi1Ms3W8MjG2cZAafKaRm8CSMn+dvl/KXpGExHfgCWNF+/pOwPApUwEyZQ04ntn1JQONkfC4296jA9/5HP8icffyh/dVX7j/b/LY296nG6a8DXxoHjeOUceH46I5ZSqmStj5eFbO/ovXOW9r3kn17/yVT5fTviBt30PftNTDwRqZJBAVEF9IBPpxGozQrCMym63A4zjn9JyjXobQ0lGo/L2s6op3uRUDLADBzESnEOJFImoiDWF2U9sgsO5A1IuzGkixt7WwyY3qVUoRSl5oo+BnGyu5DK3jElBS2az3VqgRzypZFzoW9MwRzd0lFLtHPVV5mPes3t2z76t7bvctZdz/2KRrC5y6/gWIVhjp0X7WdUi1UgldoHv+/7v45Of+iRffvrLfP/3fz8iyllnZAMrznnSbBHKaZoJPqwKHyKC1m8aijfTpZOCtZSndXksJeN9bFzfgnemt7zf71HVdaNbaAIgPPvsczz04EOUluKfpmmlSqx0hNm40rEBC5oS0D37zrHd7pRSEvv9juefe44YI9vtZqUVqCr7/Z5h6NcI7QKWNpstm81mnTs2T8am4+3WQtiFI5/SbDFn59mPe2tgFC0i6YPn1q1b7Ha7pvJheuUWTR7XSLkIiDsfaR7Z7Xar3nnXdYgIu92OeZ6JXWdNmhptIqWZ4C0aukg4nn9Gl+JVeyYy2igqRqnxxBDX58FoGKaGs/Cj53lmnmdyypRcyCnhnHBy6xhqJTgBreSULLKdCyUbsO4b59oaDVlmzWQt60oNWTIBfW964znb59da6IfOurwuhbqcOVyL8k7XxdbFuaxRaqDda27TyV8i2cu9zTlR1ahAi/a+Nfoy0QAEapMd7Zzw2COPcCPtkYMNr7n0AO956HGeiAPzM1c5ysp2nvjBBx/lDTPoM1cZ8Dw4VX7y8gP87MNv4PC5mzx79Rm6B+/j4IErEDyzZnZpYrffE4NJg6ZGSVoUaxYp0For0zSt0pOmVGNZInFnxclLDwCAGDtCiNbh2AWCD21NE6bZpFPTNLI7PaGktIoNO9H1Puz3O0ApaSalyTj3zhqaLY27LEPbmlm1RmGqbXKLFSvHrsOHcC8if8/u2T27zb7LV4Qlam0/eed57LFHeeqpp5hLJVegqUZYdMVZVKZk7r9ymZObNzjcbjk82Nim5zxV3LoAT3MmFZPU+9zvf5HHXvOaValm6fz6rSCeiAj33Xcfw2bDOO7XjdiiRKVxPDO1pfRDjEzTxOUrV9jv96Sc2e33jNPEnBLjNHF6esrp7hSA733n97ZCwYvqXXfPXi3r+55hGKi10vVdA3GuNXOCeU70fc+tWzdJKa2ANefMfm+FrSJCTnnV6V46a8JZV8r9fs9+HFkgpohwcHBAiGEFyos6jKoyzzYnVz5yqcSuR5wB6suXLwPCZrPl8PCoFSD6BkatMfpms12LvZfixL7vG2/ftO69901HvLbovgH4s3ms5zo3swLY26UMz6LyRlU5A9zOe/b7PUuTHxFhu92y2QzGM9e6crbPNw2ya1wopTaOvhXdhuZIjOPEfr9fG7XllKmlMO7H9R4uHPiFPhOj/W1u9xFYC0KHocc5Wd973mlYHLqcy8qZ19oKS9v9cQ3811oRFTbdhkuXLvPQw4/w1PNX2b7+Ee574D62ucK1mxzlTKRwnxe2x6e43SlSR4aceKNG4u8/w/iVZ/jKc8/yyPe8Fn+0xR8M1tG1NSBLrfHT4kwsDthyjRdnB87qOJYmfgvQ77puBdbW3C8w9H3jyc/mpOZCaDKjNJ13JaM6k/PEPO3IZWa3O+bk5CYpjZSaWISCltqDVZa1rbPL/FkpS42+tjxfi2NoqlL37J7ds3tm9l0N5HX9kvXfN7zhDTz77HM8f/MWxXkL07fNSZwz2TZVDoaB7dDzyAP3c7AZjMfaAENFUPFUHHOufOozn8fHgde//gmWKNC3qr2vaw2uvPe8973v5XOf/zw+BKoq+3FcO3DO87wW4Tnn7D21crrbcXx8fPb6WtBnnxtj5Gd+5mc4OLRunvdw/HeWLZrbMUaODo9QVQ4PD88VPDYd+X7gypUrwBkoGUeLvh8eHjZlDrcqnZxXDAFW0LdmdRr3urRIqsnx9evfVlWct2hkiB39MFhE1Dk22wNKVWLXM04zuVQQR9cPDJstV+67j8OjIxbHveuGli1Lq4PSuv9YZg1dM2wLf3wZ+wL4TLJQVkcFWB0QA7l5/R2wZqaW52uz2ZDS3JpKGU99mkz207IXdf05xrAWxW42Gw4PD1fnyiLktV1fO5Q9t3obADzvfIg7i7Iv3PjlfV3rEGt1DWfOygIolzHFGFsNQDi7NrSmU+2zltoAnCBdxPUdr33i9Xzm6lOkyz1XHn+I3jl6wKeEuIKbJjbTzBAE9RkXKvHkFH9yyvF8wnXd88ATj6GbSI2e4gTxERFPTqYG1LWI+nmnY6nTOA+aF4WeBTAv12eaxjWjU1pgY6kT8MHjg7/t9dPTE3IeKXWi1olSJpwUhAxYFjenac1kLNdTzjs7556L5efl/ecVeM47xffsnt2zewbf5UB+bQSiQEsBb4YN73vf+/ilD/wyuTqqRKoKuTWFWYqj9rs9l4+OeOCB+1mqyKx7q2vvh2kuXL+548O/9zF+5H0/wcHRpRUALA1ZXm2rlrPFO8cP/eB7ePP3vJlr166hKOM0MU0T+3FkTom5daJcFC1yKU1do+BapK42TvJ+v2e32/En/+Sf5Ml3Pwk0EHOPWfMdZQu9YomOLxKTqsrBwQHehzW6OY7jCjxiNDrM0iRqAU9wFoFcJBlTSmeFoI0iMk7TSt9Z3rOAHR8j/bCh63oMZhv9S5zHhdg6KAux68E5XDAZws3BAcN2iwuB2PfEvsf7QD9sVmrZouBimQWTH9ztd+x2O6bJHFs1gsg5wG7AdTlfWaOopmazjAlMraY2xZoFWG82W3K2ZkUnJyeN666IM/14oxBNKzieZ6ODeG/X98aNm6ZK0xpdOXF0XU8Xu5Xmsywt1mTorADXJA/bubXMRIzxXJQ9r/dvmQuLs7X8fol0LyBzaY5lBzEeuvN+VQca08xxmkhd4NJDDzIe9Xzq1lfpXvMw/aUj6tBBF0la6cRkHotUdp2yC5XihFNNfC7don/jY/T3HxEPNxQHKo55Tux2+1XH/yyDkdfrtozvPDiWheJ4TqbSvtv1WmhRtRR8y0aICJumBT8MGwTh+NYtdrubjOMtxumYmzefZ3d6TE4TXXCIVkQqXRdXpaPla6GhLedW2v1bHKfzmZ/FOVmajt2ze3bP7hl8lwN5lTNqS2N0473nrW97Ow889Ai/+sHfZC6QqyNVoajjdDdz8+YxN27eouRCalJ4qrIqHKh4TncTN453/Mo/+SD3P/gob3/nuyhVm9zbUjT26qNcbRE8Bfph4J/5X/xJilaOT0+JfcdcMnNOVJRUijWV8Q4JninN7KeRopUpzWStqMBu3HM67nnrW9/KX/gLf4HDo0NrJb5o0t2z7xg7U4vxjUtucpGbzWaNai50l/OdXJ1zjf/tVsrAQsUAU3VZIsjnAdYSEd5sNq3tvfHZd6enraOlI4ZovG5vgH4B9cMwMPQbTPPcnuft9nCV6hPnUSyjFmJP1w/ErkersjvdUXLBn5MTVCqItkhtota8SjzWavSapSnWAqyscZCs/P8F+K7yjU2m0Du/grhFe/7k5AQR4fT0hP24wzflKO8FcSYVu9+fcro7YZpHagEnoUliDmw3B63uxePEtOad863pEFai4qwW57x8ZJrTem8WEHt7RNg1Hv1ZlmHJNJyXczRga/PG6DQOH0wVa9yP7E53VqibE6lzsOnYXr7E4ese5aM3rnLq4fC1r2W/6bkVPNVFRANUTxLPPgROxXGi8FwtfEkKj7zzDVx6+H6yU3CO4CMxdARv/PWuD+Q8rxmR89mR84C96zq0mkN4fHzcwHNuqj9ujXrHJscpNO3526L3yjjuGcc9OU/cunWd69ee4+aNa0zTnhs3rlFKJjSZz1IKJycnnJyc3MbZX66ftP2orBkAVuraeQfqvI7/Pbtn9+yefdeq1pwH8AutxjW959D1vO8n/jB/62/+dT7wK/+EH/j+7weUz3z2E3zpS1/k2WefpZTKM1+5yrPPH/P5L3yRWvbcf/99vOUtb+HRRx9DJfArv/4bjBn+3J/9F3Bxg2hA9Vsr4yJN0q+UgneBN7zxjfy5P/fn+E//0/+0cZBts7927dq60Szp3E9/+tPrz957tgcHXG/ve+1rX8u/9W//27z5zW8mzYoLLevwLR3tPft6beG9T9NEP3QrYFvAw2azadSA3MDeGWXEMK3Nn9pUXBbN+KXocClA1FYkmZqyyJUrV5A04bzn8HDAdQNRBE0TPgRwoWnKGxUldB2+esb9SIyBEA3MqVM0JSu0LND3AyVbxmjplhpCZLs9sKZo80wuSiXRxYj3kaOjw6aEA8PQkZJFcZMmpCmRgBD7zbqQLIWhSxGoc87AYS100TEMA8e7W9YB11eKM7aNnVfEt6i4955hGNbrZhKT2WQ2nenPizjmeVpVWRaQZ+BzoeWIFZ2rZQpijEzjyLyfWLvaruCeVshLA/FLkEFu44ufKfb4czKbrUs1gvNCLcUaJZW8ZjFCjBSt4B2Hw5YHX/Nafuf3f4NjcQQJ3Ogi5J7tpFArUBiLsBsrdVIkwWkXOHYd3/fE6zk4OuDYe7rYEbtAAVJtEe5aqa0PQjjnKC7XZ8keLcGUpafHEm1fshbLa41dZHQkrCZhrJX9fkSqNlnRnv3uJtuNNc/abEJzRvccbCe2BxHBCqzHRl+M0RqanVGTZJ1Ise9Wp9A5x36/v+36L87xPbtn9+yewXcxkDcTdIlcNdUAA7lKPxzwL/35/yX/1V/7q3z0o58kxsDbvvct/PD7/jAPPvQg1MpXv3KVqnD/lSvM401u3bzBxz/+cX7t1z7IyW7mDW95O3/6z/4Z+s0BKVc6/63nmSyp41qtsFVq4l1Pvpt/49/83/If/Uf/EU9/5Wlyztz/4AO3FRzO00w/9KtqyW634/Nf+AKqlTe98Y38X/7dv8KTP/Bu4xyLFTlyJuNzz75DzJ8rxjw42DJNFoXv+64Bxrkpe3TnKDeHzQGIK8d6TjPzNK9A8zzFAYzWUbWy2WxM6abuES9I7Eh49vOMeM8QA/tpoj/c4r2zRjuNyjZOM6UWNmFDLplbJ8dW0OikKesMlFpxwdMNPbVWtgdb5lQbfSfjYk/nHbiAYA5KKUrf2Xh3ux0pFbbbLc5ZU6iuizgXSKma8pO2rrRitJu+79coauw6vNPbOOiUCeSsW2psQPf09NQeGbGanRA8IsOqkOPE9MS7rmuFl0YH7HuLrp+enjYddAjRUWolNf59Ssm65bpKP3RrBsGoNT3QOuee05EXYQXy55teLdSUpVi32kWgLoEQ700q1Pk1c6Gl4FH8PnOwOSTT8Zsf+ghHz97i2slzaEnsvZGYqhZmqTh19MnjXOSr6slvfZzdwcB+v8P3l6jiyTUTJOA7c0imaUT9BteKe5cswhLN7vv+rF7DtW61TQ51nlPLuJxRzMT5VsBb18zG4txCInYdly4dcXprpOt6DmIP4rh564TDw0umHR8iiuBc4ejoiFrrCujP8/jteG6lbC0qQYvyErA6APfsnt2ze7bYywD5b3U8dVE9WRoanf/9RXz2Hb9xLRXedOM3h4f8xE/+FP/VX/0v+Ut/6X/NW9/+ZtK447mrV/n1f/JP+OIXn0JVeMfb3soPPfm9XLl8ide+9vV85Pc+xl//G3+bn/tX/xL33f8g+2Rp4FwK3p2/pud/Pqfwcudw73qcy4cpSytypClM4HDR8a53vYt3vvOd3Lhxg7e97W0cHR7ypaeeYp4mnn/+efph4MaNG4QQWgdNz2az4emnn+bHfvzH+aEf/EGqWnvxGD0pFXzQr51Cq+d0l8P6mqm5XDR9idcvys6f/O0Nt77TbSniG4Zh5UXHaBH5/X7PpUuHrVGQFf+JyBo97A829H3PPJu6xzAMt6nVLNH+hQNvQFVWNY6DLpIVSi0I0qT2hO12wJ1TwJmnhPd2vTebrdVp5MI8zyvQcueinCVbVLbrOqOiYFHZhTqEC0Rvkn9D3zNPTRVEz1RpDFwpIUAp5uyLCzQ2Tptd0oA4a03Aou6ym6a1eJYGrKdp4r777uN0d7oWty5/13XWZOg8De88z9s515wLt9KVrPiyWtagXdthM6yR3H7oKSTLXFTWiK8gawZlmQMmuXs2JxaVl9ujwYvaldGPcslWb7RchHYdBKXzATdndlev8aFf+SCXhgOGPPDEE4/wxNHbCdEbrcQpRRRXYUgge6UU4bPH1/jcdMrv/uIHefIn3s19Rwc4BacO7wK5ceN9DFj7sLOxLED4/PjmeTZKTvDUlqFY5inU1YEJra+ANNUgVzIVk2RNo/HnY4xcuXSZq1/9KrHrKRWGzSHb7QFVrW5q3E/NgbKOxPv9nrgqCLUuu86KsZc5sMyf5fyn83PoO93uXEJflIV5oZshrZjtxT/yog+32tnedKZ/dXG2PHYtGXfb7+HV2pm+iRIey/yQF9p977yiFz/a80c4myLfPqp8LwPkX83GE65BoYKjgHagG5DZvhBQDwTQi6H2W3Fq+1mEWj24SCqOKjMhCl+9+lXe8uY38Tf/+l/jJ//Qj/GeJ9/FL//jf8Rv/OZv8X/4t/8djk92/L//i/+c8dY1/tgf/2P80i//Kr/0y7/G4695I6cnM7U4ogsUVVywSBB1AM0gFZG2+eHbGVXQcCHzw7oQerteAkjFuQgygYztNSh5xgvkaeTKpSM++fGP8YY3vIHdyTFf/OLv87a3vZ1HH3+Mf/rhD/Pss1e5ct8VBLh+/TqXLh1yenLMfr9je3CEilDq3DacDvCIzIhMoD1Cv1z8CxifdaIVMjjrhKk4RLXNpYpe1BwWAWa7ltq1X2aQDFJArQBNEER9O7fvPHPBIuqpVLpohaEpzVAKR5cvUbUw7Y8taotFcxfll3HcM7cor1EYArmcAf7NZtMaLDm228g8jex3t5imHakqxQUER+89fehbwyIDoOOi6OIcm80GqIwlMyWj63R9RwiX0WJ0MB88JWWoFrWOXYfHgNrJyYhWxzxnhktHVOcQ79FSLHLqDVTOKRH7jr7RTKywO1E003cbVE3z2zYXo3MY51l7bSqRAAEAAElEQVRbRNvqBtBqsrWq5DQTpZKmEeegaMb7RmkKgTTuqa04dxynVf7V+4AW49CrVutM2ygiixJOCJF5mqyJUBFiPyC+JwaHukyZM9o6PVtPDMEFB2IrYSnZFFlYnIdFz9zu3+JcrDUROVsgwNm10doK3D1UHKUaEEaFWzePGY8zX/nIR3hi2PDk97yDh0bPkIRcTfte7BFGm846AtJ5qMrrH7qfH5xP+e8/+kGe+thTXHr8taS4p0pCqlLmRM1CUZi10LUuq+YsWifa84X7fd+1A5hjtTiG8zzd1g1W1QqgvfPQD9TQkeaMV0VKovOe6DuyTgwHW7pusEyPp0mXVuCALgq1KNEPDJuBUqRRejo7De9JOeH9sgcIoWVG5pXmZl1jS/kWyU9eJGZxiwdcET0L+FSa07pisgU63Y0JqMNpA7qLuIXQ0K9NgzUWcwHjNLKZoJj8aqjgl2OLUJ02QHj3Tpli8TFbiky8Q87FltpwDetcIPa87WMEEEVFqWLXVlhO5AKOJXZEQduUsL2+iqBuuYHu4nH1EswQ622pCFFAcHiVdv++9WD+pYG8vprMG2cAiApURD0GbitI45WrNfHgQi6eRT/OB3BVPIqnKrgQUZl55qtP8ezVL/Pwg5d45MHLaB756Z/8cR575AH+1t/4q0jo+Nk//tP88JPvYk6JK/ffz5UHHuALX3yaT3z6k7zz3e8GLTjR5pAAtWszs2LTI7TxFhv7RU2MNrmFaNdQMlo9oh0qBTSg1RE9HB8f87nPfokb106o1fHUF5/Be8f9Vx7m05/6PB/96Kcah3cgTdqiqIpq4mMf/RTXr53Q9UfYClxa9NDAnizdZevGIqJuaXBzV4NDcGdOijFj15mx1D7YD35ZCe7Satv42zxcnUzMyVzv6QXew1fZlq6d4iBXk3GcU+J0v2crG5NldI5h6Jlnc0ZLSYh4YgxrhLHWyjTPTeGlFQq2djm1WpTaO8/mYKAfejpvfPqhN546rsOFDT4OoAnd74yX7wXnGvdeFddUWcbdDrJ1iw3bwH7cWSfXBubmcc8uZxw9uQppThwd9agKtQrd0OM6pZZMrXaMxR2cmj65b/KXloFQgrfOoEuk3Hu38rCXhkqqghMlSmLcV2sKlybE2dxMaaTkbPKEKTX9eyHNE2me6IfNWYGqj+d48BY1v3792pohyzkTvLOC9lzph4BidQUEx5igqqluIUv2oElR+ka1W+goNhnafTtTdhFZjm2fI1RUMzTueYjWxdYyGB7vFZ+FjWyZT55jfv46bxzuQ3/v05yOlZRBqkl9Um2rPPtq/jPWkK9o5YGU+eq1HXnMaBGKzER1OAk4PKqmmW/ym2oO0FpYOhOCXzMazgnauvPWelbAvCjGLA22RJQ4HLCfTI7XB0fJMzVNSK2klBnHPSF4Up4pxZ6JvoukaeLk1jU22wPA0/db0pyoRbl0eMScrTC8VCVlo7DlbOujSYa2secEVFLao+QLf+5f6Wp1cbFOxfZ5A2fL+qwit2P3CzigyNmOYJ99BqEbCjg7pQsaYBXBqdqnq+C0OQyorSu6nMzd27LrNC94/R2srSAv3G6LUDdq8qJtsYBuWqD07kdpzgFUQhWo7XMFanP4l/l0EfotX0MiaF9FbD0PWJDUVTl/yb+l9jJI/VWUuVKHLlFMqahkVhrG+S8pWCT0bo/XotVnMXlECqpWBEZVUp659vw13vA9r+eHf+gHePC+K1SMc/vkDz3Ja9/0etRF7r/vfo6Pb6KqPPTYA/zRn/1JfvlX/wmf/cInmOsJXb9tmup6u3MkzZNcs30G5lXKBTzkijC3n0ID9dmAb920aEjAIagUvvLMF7h245Q5C85Fjk/nM+1o6amqCJ6SCzemPVorORsP98tPP8tun88iDKJn904XSHsW9lDJdz8+tc+2TduB9vYdOMskLZGexQG8W8ucOZHnkmy6gFRtEfpsLdy/A806GCubbkB10UqHw4ND+qHj+PgY72xBA1MqWUDlef3rpbmSc20OqDJN+8YzN45xFwMkc2RTnvAuEmIPWLdXESg1UcvcalfMWVsaGKkuqjPG4XbxjKZTq55zLAyoTdNECILzPaVm+qGD4JHY48SRs3UALbXao6I0UKaN/25PlYjJLS6FkEtRZ8qmehJ8y0SINOnHAuJR51tMyRG7gVoTu5NTi+CKMGxMl73USppmaFF91dvlL2tVTk9P6Lpu7azrnKeWwq0b1xCB7dFlSslMk3WJVecJIaIFrMmd8bG1QqGuha5wpjEfXWhForT7WtdiWAPC5vSpKouGPKkSfUVLtmLTPNKJJzpH9YF9yXzyqae4Onu2xSKV2hxHdbmtEXZVlzT6Mn6840tpZJyPyCRiN3ByOlGyELSnaMUJuAbigyxqMUrOFe88wcf1npnTFRqFLN+mBrPUKbgGTuY54XyglgK1IkC/2TCXkd04UcaRkmdzkLAsyq3r1/E+EDYb6jyDF0Q6us5RCahmhqEjZ9Oqr6WYk1gyMbA6JdYRPOMc5JSZ07coIn9RS9q69IslOJftHdsWzrNP3d1ug+04a2S6ncBKAYOvHdeFjPMczcTZruHXD1fcuX3xrqEMFq4Tlbb1yvqpC5Bu7DfWX16A3e5vCaI2Ll8N6AqWJrj78Qlu9bLkbGRyx7v0Re7nN37gs3nJmYtwxuJooalvg5jdywD5V1HmShwqncUzJSMuNYDUFvbV63JAd9dunq6TYvlu0WXvhGKBPNJUKAU+/ZnP8vTTX8a1dJFzQi6VEHtSLog4akqEGBinGUUY55mjy1dAKuN0QojBVGuqP+enVpSKSsGpa+e0ANO7G59thMv1E+oCsJsJBaRRA1zlxulzxA2cTCNzKYgTXLAiNS2VIVpBmFdHrOBDj7aCsMPDgSkf41y7V7pkO1o0T0AbjUgJKPFislECUNr1suumKxA4u7uVmYt5upcn+zyAj/ZdwzpHVQPLsv2dZv0Qm3xkc8tqIYQmP1hNcjJ61/TLLTocQkff9ytfe5HRE3GNi11WoLjIUnZdT80ZwbPZHLLfjWy2G0qbF8FZyrRqtqeiqcUs0bqaMsF5xAmnxydM40TfdWwGK3w17r1RYfb7U7y3zEIVT82FS1KZxlPixqGlGA2lKrVUciq4TtZof4DW8RVySqSccd4Tu7BG35fi1qrV5K+qNs4zlAx0Aec75qL0scc7KEXYnZ4SvElGllq5cfMWoTOHpu8HEKNkLN2iS4WcKzkrXR/YHlxau5HmYgoxqoU5zbA7pWJNixDFuUAU39aBTJBFecaeFe8D0rIltcmLaovewzK9tTkwJg5QdAHyFaelbeDKECNlnkE8pY+ceMEPD+Le9Qaufv4Z9gS6Yp9XVFHvmKs0Z9xu8uIc+BY9ByhSed1b3oD2jrlkfOzNQQwOFSE4cw5EFR8C3vm11sN6d7DKSJpyD2vjq4Uu1HXdmXJQmQnBUWpmP44cHB6Bg+Acves5vp45OTklaiaNIweHh2iF6XRHVfAI1559zgqojw4Z5pHYdQyD0cOWjNXQb4ixp+RE1wWceEpRQuxAK9NsSkB917Pd9N+EJ/8VLsgXBVqqgc0iDnG6Nip0d7AxLgwjWSD33Dagjcx7Pgyvt3272+OBLvEmslvoQnfsIReUu12um8qy3557ZpcinjuGebe24Ga3IPpq9KUFatuvL4JiuuA+G4QdV1b58DMq0XL/LmiAd/gFoWVUXG3DbWmBM4L2N99e7EgvCeRFpm/CqbyYhbOZIQnYo7dFzMWiNbXjYjIFCpIsOoyCekQ9XpYUcse26/lX/sK/ATqR84w/10BkSd+qKqhrOs4zsYsgxjI13u6hcYw1QPG42iH49oAVcAkqVGlRXY1cFKVJ63YdJ06xlKziyCA7VCytm6vwvd/3Zv6z/+L/YZvyHZ0GFxCjtRK7bs0ulFrpYiSXwgP3P2DqFsTmiXvQsD7IKoXqEloF45jf/eRXGdtcaXUAqF1TMYqSPfwOkSVlf7cHjLi6nHvL6ChGIdKAUzUHSaNlQb4DLaWRnBK1JrbbDfM84b1xiqdpoouR7Wbg+NYtur5rSk/Sot6pRWyFlBNdN1CLZTCcgHjBO0/JidM0E8Rx0A/0/ZajS1fQao13xAm1VGpOOO8RB2NzHBTFhY5ajc+dS2HKFR97fOxRF8BHcsnUojgvdMOWaZ7YHl5CQkR8YNgOBC/kaU/Xb3FNbhIBL6wShMbfraAm2ypuicoqJVkzJpxlprxz+MbvFTHw50Rx0YNUMoLrBmqdcV4JTug3BwRvnZWncU9RIbiIcxHxHTlXUjHJTHxngN4JB5eumPTh5qAp0mT6zSEpjaAmdZhOd7gwGC9cDbgoNp7goPOuRfkbt99XUI+r2pyl2eoFWsHtwvPXplKjLfOiLTjmRAii1JIo2c5piJE0Z2LsCIPj7e95N/27hdjAtuUJ1ZyfaTb1sAYBBPMhxGlzmDzed2jfoUc9N9MOdQ51EYmdAZiU0KrEfguabX6KsumCjUVbAKVdo6KFWoy+Ehx0G5vTjkL0GN1SKrkmpBakZpsHVOacTF50s+H0uefw4hiGA5TWDPD6dR544EEgUDVxcnLMXDKh63AhsD3o2e33eG9riuLa/Q+UakAhdiYyoAohRrrBk8s3QcL4FYCfNZZ2Ecdqn5OdbRXeUi8tA8OSzDWwdNdm1zaLOVYsyWG3EE/OgesLwoD+3ByuohSnZKXxqlu0fh3fXUcl8Qs1yUGRxrxXWkBh+Y9c2PgQGi3q3PWsZ1Hxpf6grCj73B/elhp4pQ5ka7bZgqlKo7rQPr42l+gCwuOynP8dH+VVG7tWqVTK+VqAV8lezC16abRRL1/8mbyYaWu6ERyVPc4ntLbIppGwsBkzcjGqmQb6DORZRFV0g+ZiD4VGnHruP7LIiRWTtIlrlZwAjYbTPOAzJ9vSwQ402QSQbDw5aYVjWhRIVnzmlnOQFkVfiV93MbwFMDuQCdweKAgO0cF4Zm5C1eG0pw9Cf4XbAwYsPy9lwS0690LzVsFVhzRwa5kF+yvnPZWpURMm7P7dfcJNZbZ7WDuM9iLg0pkDWiOCR93FFLxK9a2WQdenfYnyiYDVD85Uf4vv1Ih8dBUfhaGPOKfsy8zQ95Q0cbjpmaeJPI54FKeVXBJBhD64Fq0tBAexD6Q0ohU2fY91PzXZxt0uMTTd9FIy05yoeOacUS/UubTGUplOrKuyuoiunO3G3S+V3W6kGw5MMx0h10rotuRpTxXLfbrgCOLAeQgR8Z45JQOJNaHZIrrBB6ZU8FJxap04cy5ILThnxLcQAl4i82TSgd4JVTOdE5QCWg3gqrmw4iCXTDdsOHVC6DZoFua50nlHHI4M0JaC62DTHxC7nqpQ8Kj3qDrUdeRqcyrErnUEVSgWncf3ZIQwHLLfnTDnAq4SXeMg1xkKdKFDRPGu4htuqaXitTCEiNZMpuJbej44R2l0IW1R+IWWUoAxW4fZPgaig9oK5y3SDnMBp4FDNtSckLBlezAQvKei9vc142NEFEpOLWAQTI/fe3K25znGSFVThEkeIh4XPDkUUipIdIhmjoYeJ5V5msGf9ToIbckpJVNVqWnf6F9KyTbnqEZFKrNJsHoHc5qICHFweKy4FlVEK9M8cfPWMfNc2PQ9z988ZXe6R8QxJuXmyUgXe1KpSHR0PuJCz37KFCZKEWKnzLsdIXTkVNiPM4IjhEgqewrBaD2ixGD1ABdt8mrqWiiQK048e1rPEYVQBa8G0IA1mn0RVm2bJiyB3QX43bbR8QI/f/0mKE5qc1jEFI/E+NxeaVkr0AYE73ovFKiNN16cGMCVBjoLFohYwHy9oAi5GN1QtH1m1XZPHallvV5sfFajw0q7vD1d8OJjvJM6szh6UThjvLpX8FmvwOSO/yzOAsWcP6mV5LgtA/Fq2IuFsEVfwhP/L/+TX371XA0UXOGtb3uC+x/sACWniBM5A/ILp3zxvF7sKX8pR+/8a1VwOJ760jWeeuqLrcBttjlfl8i4/YGKtBJGQ+r2P3C6xI8W4KZnabX1kDahgyilTFQtPPDgw7zlrU+ALP7cMkn1pVfVlxzbHddEW0ajXbOaKh/+7U9SsrPDSKaKULXj5Zhsr+TxF2acxdfOUntOefNb38L9DwwWKSwO519kfF/nPdXlzKo7U4lRcC7z1FNXeepLX0FkQPViQLWw1Gc0Lq86nBjYU808+NADvOWtr2X1ZV7m/F/Zay9yTc5Fct7x/a+9sJXkV97/H6gAXdeDCscnJ01GMpoG9zwTfMCJsN/vmmwhOO9I87xSIaoalaPre/rOKCKCQ8STUl4VV1QLly5fJpfKOCe2h4eIKinNBCfkeSbEHlW3diktJdP1kZRmSs2kObHZbI0n6uxi1lrw3rHbnZJLxjvToO+GDVUrp7duGbVndcAd4k01p8UFqVpXlRNgpRfZz4Fa7bu29yzRah+CRepFEQ/jbLr7IsL2YENOk0V2RXFamqygELvOKBVaEfHQsn40WpFry3guJgUZQ6RqJQarO6haqWUGTPO8tsjnteefI80GuI0HXsl5NADvA8OwNWqUmIODQiqFEDvE+VZMG9b+ArI+246sIMETBLRkHFBL4dKV+zg6ukKptnYuke8uBFOAyBkfAkUgayXGjjj3+GJSmF2MBgRqpVTLfNRaEFcA6zzt+56UrZFVcMLu9JjjmzfMIZsnvLNut0s3Ysuy2L21GotKqWXtceC9J82zAflq5yvOiulXbf0mbVpK5uT4mCtXLrPZ9NTZmjxZ7dBZiWHfD83RF/Cw2+/WrsPed/jYURcqIkLjotnrLqznJyi5TKQ0MQwdb3nyz18oejh96isvu9df1AFFIYjDDz3ahxXLiboGsJeI7sUdtKoVd+s0Mu32LYN0+0npBR7QyuyqZZFCwHc96v1t+xRSL+ZwCtJ4Q1ZzoKCVdPME17qvF2cYxF1MiqMVn9KCk/a5zjlCP6AxtIyK3nGRm+Ttku0XC2wCrPUKLzK+s8lw5nypGgZjmpj2e3vdX4xa3BLYL0t8VSFWA/AiDukD0neoD68ijAd/tH3Bw72ka//U51/FohopVH+TH33f23n4sQdRZkQ8bpErFG2R5YmLkcUU46zngae+9DxPf+kUrSBSELXSFIv0GrBWPKUVg2n7d6VSAJUXv6GGuRQfFPEFxTbu17/+hy1ScL64VWYb512na84tSlKgRtKu5yv/wwdJuw2iEcs0KFXqS4Y+1ldeKHjRfi9gkXCZ20Ns0o8qMz/8o9/Pw489YoXCbsaF8YLG503iUrtzUpQVrcpTT13l6S+dNGpHeMnxvfJDFhxtDkoC9Xi3QcSjTDh5jtf/9Hso/sQKlr8DLe1uWPt6ycxzgpzxGog4dN5DTjg6Tk9OKbVQSmKeJ+P6OvDOXLk5ZWIc8FoY04RWZeg3RjlJCU0G9gswbHvicMDh9oBaTe99zko/DHiZ8N2Ai0Nr9LQjiumFu74wzRP9oXX5dM4TQyterNZZNOCRWoghMDghxo5aCifHp9y89TzbvqPmRCoZ5wPD9gAvgTwbbQJonVwhaT3LUKt1jo0xGpAMVkOydDK1TE3FB0Ar47wnDFtifz8u9sb4zAnvQf1ECL5FsYya40NkTuYUx2iSoF20rrqdsjY18ujqJCzORBcDJScc1vDty1/8AvN4Shcd+5Ob+Obs5Fyo4nD5lDrGtcnXPCf240QVKzC+fOUym82GaZxah1OrHyilUMXjQ7ToWrX6gqLwyGOv4+jKA4y5UpRW72Abe1VFcsLHSHCOsEhCHg4W2cMacpVq3PaFAnTr1k02/QF9NB18cQ6fZnJJ9J3n9PSYaXdCdYqIMqWZ/d4amg3DQIzBMhkt+l516VBsijuLQk9uNR3OOZyPVBWmfXtf15FrZZ4TZZo5uVV55OG3EocjSrFOvYf90JSGSnN8rI2viCDdzGa7ZZwSIcZWDO0Ytlum0WhsDrF7U0FKMUnQWuilMM3jWnx8keZPX36vv0BcTalCODxCtj3FWZGkK7rKrOgFJKXPm6v20KZpROeEr9WKMlc6xgLkL0jauvU1SCh6uKW7fBmcoHJ+YEtg8m4PBlJbBrwBecmFPE34VGyn9a3gVi/msi7+wFlxspCBcHSEHAwruUD09n3QYXV35iCfP5OXwQN6x3VTbdmASpkm3JQuqDDabCkrUG8ZIisrUqRCFgW3YfPApXY/v/X2kkD+m7FgvKiJIL5xA3XGxxkUSs0tsjyD7G0G6UVx5I+JwW5EzQPBHeA0A6WlcSIiGWRGWzRRZSmzr3gKDkuhFbHofYtVWUpNb1/6NBv32Ec5i7a4CZXZQC+NY1YvahVTVDIi2Xhd1Yq/qouIdpiaRqYpY72oCetad/sv22VEFl95AxwYvYCMupnqhVqhasFFk8C0rul3Pz5180rVERxIRrQQwwEg1NwT3CXj0l8Aj020R3SDsMNkQx2arWujj+BdoJZKQb5jVWuGKFAT+5Mdac5st4cMQchpNDpCMVlJqYXeO453ew63AyJKiMZ/H6fJqDcU6rwndCaPKDU1qoriWlR/zBO5zEgxPvhme8SYKiH01CrE2KOhZ58MfMXBOOG7cWK73RpQd8JuzoTgSK1+xYXBZDG7AcmFuRaCC3giRRXBwPpYE14M/PoglDxa6rdA9K7JFy5yqqzR6JwLoe9aZNd0z0sxqpGItg6hDq0mGFBUgAFFUPGkqiieXBTfbcHBnCtZrXg+4qkL2MRT8dSslKLEEKiONfovMTTJUE+pwlTEOPPBI9WCAo6Mq5UhZEoydZUheLwDLwlKwoeKOEUlkZmR2KNR6HzB1ZFNb8XPtRSCBFO+CQ5xxSCQczgPu6lSqzIXKHSknAmiRO+blron+A6Ps7KnvCjrwLDdNjnGTE5KqYYUSi5UhOMpMWahc6EVuEX240guiXme8U4JUoidUNPEtrdO1qozWmaTBBRT+S7Zsj5OHFqSZX0AqsmEBm98dCeRITjroXByw5y3lBGtpHFHKYVxrKh4dgnGlmHIanSzEJr+vngkDNw8mZjmxOUrW0oVfPCkCsVZ1D9XbI5KwEULHKU6UmphzsrxjZu88YKf++6VxB0uEChVMEpZA7tehODPsF3xr4hw8YpsyaFTLdTjAJct9CZnwvIvm5V+5cez9QMvOC/mm4qiTuy5ZRnb+Sjz3R1xiXJnt4a4kKpY8ltXxolcUER+CTxKA/F1ib43X2i2lD9ehK/hkDuru7l16yb90DP0w8ve6IWLv1B1nGJOv2F6o7jkir8gR2yNqyqIt/KhUFptpDR+foNqryJt5UUB+8uQ7V69iLwVYZmSg3MVEePBilaMypDanO+A7txfvkB4+BW9piCJqqYcY/rJQtVgi0kj6C3ptsVnt0zQWVHOmX6refS6vvv8Me08qorRPGpE3GCNDJzxvBEQqYgG0EWV4Bsdm5z7yVLqIqaWo2uTpNSi5+kscwVYrYJf/1oxqUhtbzKFDszhWKlOy7XZmNMloOrR2oFLlCo4n3CuNInR/gLGpsCMytyuWwUKItU611LbBl5tnHedxVkKBTsblwlft+vioHi861l1+29js3399+3re+3ibHfzmK7r8GINfTRnapoZ9yMI1KLWSTMXprlw6fIRzkFKE1oz87QnzzP9sGWz2Vjbe9c2mtpoA4ipv5SMOkjzTOwrtUCaE3NKbIcNc0o4VcbxmDhsyNla2x8cbIhxS2rdONNszZBEHNM4EaJns+ksG6O+9T9YaCnGCQ+dY+gjUYzGIYh1X67FZBYXec2mcCKt0H2pjQlDaKo9dvxcbOMyNcxMzjRpzIR4R5BI7wNehGlOBlCbhraLjlQLznt8FVPCahFZsGvuVCHQFLMyqNGfalWj49RCKqbgVESoYpkRTaUVixZynvBByBmj44CBWqem7lJmalGCF0L0OC+EGAmiTPsdXdcTYrBuF2o89kUuM6dMqhBjT48nND67AuJaXUnrC5KzdYB20ePaphzdwIc/+vv80499kiqFH3jy+3nbm96I5BmdC0qgjx1JZ2q1ddup6a9L7PGd4JrSTy+J6iqx70lzOqeBj6lxYYIFvvF8aSn64CwDEYMjBKPyoEafMu6+FfjmRs2ZUuXg4AgfBib1DP0Bim8N0hyh81bcXbXNI7FMUlX6Jn3po23Bp6d7m5/Oem84F0z+NJeGRJ1FVH1kMxxe+HP/aocd1ngYsEK9VtNyFvu/M3r0jdmyvy2y0q5UwkLraM3e5LZN8G5NzkRWlgi4NW3gDEss77wgV0XO/2+RkG0vKU2+sb33gkz0DO04aGpl7Zm6gzJ8/i7WWvnC73+Bf+/f+/d48skn+Yv/yl/k8PBsTi93XsCydwuV7/wwl+vZngutao7ZhY3OsnoOIegyPnd2P8/edWFHvBt7GSD/KobkmzqEcyAuN7DY22TxrYFQPUBb5PUleR6rvQz40Y5ao0kW+oTWsUmx1VbI4Y2nuX5OczDW/50/hrJw2/XFTk0KSkcugVIDVZIBeW0Rcl341+lFPuDrBX3u3LLRZqAuEm9L57nmrKwpMEepgeh75jQSoiOVHSH0lGwevUg07Wekna/atdGKyIRKRomN9jIiviB+Ty1NOlReqKHJNwZo3UqrEayYF7S2Lqs+QRltx5ALmMsyoz5jnXmDFRD7AjpQ1CJp1WXU3akq8Z0D5DsC4609oYtW7CdCmkdqnRnnmXlO9P2Bqa1IRGIkRs+UZ+Z5pGhl2PaE0BlYFUv55qKNN24ceaO/VPCOIXSUaQYCSUZCjKQyrx1DpRbyvLOGRyGQJpNGXN1NL2hJeNeRteLw1JzXLqfeOWKMJjcYPFMuOEkcHkbqmJhPJ5zvcVGM7x0CiElPqnP4pkqjjR9pkpCFWowil2aLcIdgcpQ4a8rkxGQzUVNc0VKgZKRW+hDIjR4zjSN950lpxrmAo+JRapO57IPxsqsmU4oKnTkDqXWPnVJrzgTRmySkRMc4j0TB9PonSBW6zSU0ZFyjoOVcCGFAnTOqTAvdhcE6qrZydZyP+NjhQsSH1nCp1QfVnIghkHIhl0I/bHGieGfFz+qtPiLXSpWKeNuRUy1NjrPjc099mQ98+BP8zJ/6F7i2e57//h/+j/xLD1zhDVcu4+aEemX2Ba/gU2XolHGeKOJRCcxVybp0/fZUP1C9R8OMF7G9pa2DIso8TcbbT7kpLTliF3Be8a32QBFidOSS2Y+ZoduySAbXWvBdT9IOdVu2YWNPZSk4hd3pCZvNhlKNXhPEuODWPC3TBesvUJMBlYBj2GyoRZmmmVpM2957a+iVS6UPEVUryr5oe0WB2gvEuVVs3FKV2OaHO3eAVXP9go5ZhaZzbmI1S2amSpvf7QJcRMBasH1SUVO0Ett/WrC61f0tb76AAy5bO0v4yELXVdrjYKDGxnZBTBBpB13AvFH0jY8vtdB5admPs7GussSqfOYTn2J384T/6ef/AVE8f+5f/HMMm6F1j27OQVMBM6BlgblVYRLsmnqrwXEC0oprL0K5vq1wbYxNo385FbcIeTjLAHwbZN9fZkX4Vp6gnLnsXwPaz7tFLwVoXua182XxqyrO+T9bZuCLn+Ir//3tfrieH8sagVheXn53F2Nbv935vjtPzjia5193AnPaM2wDKR+T9Zhrz3+F+y4/RN8dME2JPh6YPvVt/nM73kIwW+/hC0RWXlIm6pW9duZ/nzku57/fnh25+4fbvpZCtjvn5h3n96Lju/txfzNtP9/EBYfzwul+T7cRU5RJE7lkDg42+Ght5UvJzJOSE2iLZBtfvDOaS8p4H8h5olbjkddKK+AzZ32eJ5O13Bh4omRi12Ma4pU+msTknOa2yNtxQ/D0fc84jqR5Ns11WlCvgeucUmuWZNF04yMLMXhqrex2p0gqRNevhaEm9nCWzcm54PveCi3FZDWnaTJOd2efbdrtukrT5pYpMFUG+1zFgJnpmVtBqKo1rZqaAs40jcTQWbFwqWcRqKbTnrIVCUMDAyglZ1zsGu9diNETnTC3rqainpwL4PDO+N61WpOkECJIZpzyKrfZdWeZpDTOK/e+81ZQm5JJyIbOusxqKa0+oDkyvifVak5BA8MeCJqtkFYUaX/XdT2pWg3GM09/mXc++YMMDz7MQ3qZ173xe3j2ued4w6UDOg9zHolaYC1EbauoVkJowprV5klVk9WtbUJIu561qmnCl0xOdo9CiK0uYKbve6ybq90nVZMvTblQit3bEALdxjPOM+OY8Z2wuDs5m847QN/31Frtd33ftPZp2vXSOvQ29Z92LFN2siZbu90O5yBGyxBLaY3WtKzz60LtVdzq79wNXurQF3Fadx5LXuC121bXuzyo6ot/xDfzMp9BovP4wl7Qr3nTBdj5bf8Ftv917VK9rcfIjRs3+MAvfoDXvOY1XL9+nZ//+z/P733k93jggQe4dOkSb3vb23jf+97H0dERMdrz2fd9+7yvHYcuqQfOZD0vZGzn7FtxP78e+84Uu75nF2ctgmVPYFO30WRc1/0NPvP532FKNzg9OeH0ZOKxR9/E933vDzFn8G7RVF/yiI6LKUS+Z98qK4x0/YaqE5uDwJz2dMNAjI5+c7CmOWMXrCcASmngVrWgtTKOe2DC+Q7nsqmG+I5StHUCrYiD4B34SNd1HGy37OZCwTUAZXNqAS1WrBiZpmltPpVSopTSgLqBpNpApGtReKPVGI+9lsKNm7c4OjQt+HG/57Ab8OLweEIXKBiP33mrJ1n7RmAzPcZoQLtWgltiiC1zsGi1i1GJRGldSc3RkVIoJSONNuG84Pxy7omcM9otmumCcwaQF2Uxk+tUUppWFaGcEyXns34PraeFiNFcPFZjFEKPk47qglF0guni53RiWvdizhsIu90p3nuiD2uTJMS1DIE1czO6Cg3c+qbcZOM8rxIlWNTVlYSvloUJIRC6jpwTHqGWzGOPPML7P/o53vSDP4KUmae/9GXe9/Y340SYx5GURiQK9J5SYT9OeCfEuGGa5+aBmSLGoipjHV4r9VxG0s6z0m8GBFM3GoaBnPPq8OV2PQ2I21zYbDakORFj63brHLUaKN8MG+bCClgWsO6cYxiG9bOcd0Zb837NLtVaidFoYSYpOgOuzVu79zbPzXn14d6Wfc++U8zg/KL65Zzj+vXr/Mf/8X/M1atXec1rXsPx8TFXrlzh5s2bPPPMM5yenvILv/AL/K2/9bf4uZ/7OX7yJ3+Sg4ODVaXrnr2w3VsVvutNWHjttIZRIorzlae+9Bm6IfFDP/ouPvqxD/OFz9/ko5/4JwzDwJvf9C6jlyxNu16dgPHXZd8u3vJ3ku2nidj35FKbvGIHyZKkgUAXO8bJwJDJMWambA3CnBiIrbmQykzsrNBQRKgqRs2SpbGPNejZj+b4hRgIKngJhC4ah9o75mlmnjP9YA3XFlBunVvrWUfVatmAvreIqIisEfwl6glw+fJlqCM5ZXJKnM6JIRR86El1wnd+bXJWULquswLP1uHWovRz81sDRS39GoIRNyxyb02xbPMx8J1zgmh69HMpTaLSN6dHV4nENRLcCh9BSCk1RRtHShObzaY5NTvWGKPQgJ9dB6PaGKjv+wGXrYYkiyf4SM0V74SjwysoliGZ04j3i4KL4MW3a1ctso1x68G45Dkngjc+t/dWqF+x4tGlq611u1WkCM4PbA4GMrCbEiI9/dDjQ+TR1x9x8uuf5PpXv4TmkcMQeOC++614L24Zk+IlstkcUMIOHXf4lrkcYmsUJmpqRXVeKSiiBccyBxuwr4UYTTY0JZONDA0g53NOkbSUiPMW0d/tdmy2AzUlNtstm+2Ww8NDm6f7Ec45AQuoX64BGDc4tc6x0zSRUmYzHKzvNwfAEYJvzsW8yp86FwnBc3J6zNNPP82b3/FNXgju2T27a5OzQIiY9O3f+Tt/h8997nO84Q1vYBxHRGSVIu77nsuXLzPPMzdv3uTf//f/fT73uc/xr//r/zoHBwff6sF8W9s9IH/PuB3yCj44Tnc3ePb5L/PeH/0enn7m0+BOid3MpcuRz37u47z28e9h0/d35Oy+vaDz+czfPXtlFrsjnD8wkFSUo6PL9N3AuJ9NaUQipdwiamlayaXJHU6tIyZW2e8sGg3COM54n+i6jq4zLrFz4IPHewM40zSbSkcDjiEGtNSVfrJEOLfb7Rp5hzOQblF4W87O01xijCsos9Sub51HM+N+T+x7QNntTnDR00ts+vGOkk1RRVyLijtnHW27jmHoyWlaNcjrUshWK84LpRRyTtYkzC8RcYsU1ypIde3nSt91BkJLRZzQBWvkVqu2aK19ngsd261R2mrTFzeQaDQZcabypcWybNJ47/Oc6RqVUJ2zqHRWwqZju92Q0syc9viyFGpabnzRq5/nzLDZGDWkZLyLralSRVQZ1WQTqwpzLhRKO8dq/0/CpjtE4sCXrj7PBz/8YZ557hqIXa8f/aH38o63v4O3vPFxPvFbv8T+5Jj3/oF3Ao4P/OaH+NRnPsd+nCkVXvf6R3nPk2/n9Q9fIe1P8FVRClqz8cpzAk2oismHtgZW4px1Dva+gXnIyWpZdrsdXdet6f/cwLal9DtC15NnYbvd0nXRColLIWfrNXBWFGVzeRxHttvt+v8lAl8bNWeJ1NfWk8CyTkKtSt93Z/0IvGnfT9PINI2UklHq+tn37J59O1utBW3UZe89X/3qV/ngBz/IE088wX6/59q1a2vGdQnQLGv2pUuXCCHwN//m3ySlxF/+y3+5OebSGm23Gotv5QC/jewekP+utzNKzWKLLJZq5emvfJnT8SsgI4hpc9+6dZMzssELMQ6/PezeQ/7122tf97YWFTZVlC52pHnm9CRx2G3Z7/fGLx4yJVcr+qyZGAx4p3m2aGTw5BZN9N43SkFYeecihVAhpdroOtqi5plUKrlkgjv7u1zsffu9qXtYYyPYbDYtCi+klNnvrVvnZrO5jXoDME0zMfY4FVOUUaNWaMl0IZBrZrcbERcJYSCEuI5BVZlrJacZ74WcpTVpsu8G2BzaItGllKb8k4zLLR5D9eaYGF86NfBoyiTOyapZD2ra/E1/fLvdouKZpqk5JMZnn+ep0XdK66RbcapUiabClY1fypwoJbXkmdJvrI/Es89eJaWJfuhQzYQYcA2oL9Y1Pvx+nCgK3im5nl3XUjLzXMml4uOmFXUuXG5PGA6Y/REf+PXf5AtffY53/+iP8SNPvIFxnjk9PuY3fu3X+OXf+QQ/8+Pv4e/9nf8fXhw//t4f5L/8m3+b17/te/mpP/sXqNIBkc999vf4r//eP+QPvusd/OEffBf59JhFdaYPgdJFAmeNnqzPQbF7pNagaVHUsPmm6zVeMh++6S57bwXPVhcQbA7MM9uj3lY673FNa7/rOkqtTNNEjLFlcuoaoS+lUFGGwWo5FjrY4pAuWSVzHob2uv2diDAMA/txj3OeRx999OIf/Ht2zy7YnHOtSNQCEZ/+9Kc5Pj7mgQce4Nq1a+eyj24NviyZsWVteeCBB3j/+9/P933f9/FH/8gfNTDvIM2ZbojfbpDjW2b3gPx3vVnKfdHgAUip0HUbUqp8/nO/j7obiE+cHGdOjpX7Lj9G8ANr59jFGdALKom/ILsXkf/6rRIJsTf+bsnsdntCcPRDZL8/YZpGggfjxs+klMgpIQp5TqSU8N4zxEgXonU19KXJQxrvO8ala6WuajDeeeZSmRu1Z+HiO+eaxGH6GrC1AKtxHK0IsRsaDcGtoGjZGGo7hhMhuEDf9QxDTxcCvlFTTHkm4kKHcx2m6qStsYmpFly+cql9ljNuem11Je370iFUG6gTZ/xzi16bMzLNE5vtIZvNBlXTZa/KmjWY55mu663DaNvsvA9I+2wrAJvZjzvm2YCjZjXwXRVXCtXFFmW2iHUts0kvegdSca60iFnGB6Ps5JI4CBtOT0c7jgvMrdOpXXNT7wlezHGjFW9SzzbhNoblvtUqzEX53U98iqdvnPKn/uW/yBwG9ggMwubwPv7In34dH/2dD/H+X/xHfP+T7yFU4e/9/X/IT/+pf44H3/w2rqeKuIGaHW968kd47VvexPv/m7/O5YND/sCbXk+d9gQBR6XkmZz3Bu6dQ2rFy1J43JQwaGVxrSh6oWOBNdpaePIL372UinehgfAmZdnAhzkrttIsf9v39vycFT07NpsNueQ1U2Tz5Uz/e3EGztPGVO06GkVMmeeJOU3rnL5n9+zb287m+n6/5+d//ud5/PHHOT09beuKW9d5OHNql2dku90yjiP7/Z6/8Tf+Bu/9ofdy/5X70arWJO0lioq/2+zeivDdblKx5kaw8OVtwy685rHX8zsf+RRx2JPKKbuTQhq3/Mh73knwlv63r2Uzu4AudRdo9x7yr9/280RwDl8SaCHnkXGc2e931JqZ9ntCDIg7JOfMNM1rR700J4IPbIYBcA2cugZ8TZ1FQ10lxtI84ZoSyjzPVBVSKoS+Z+h7xt2eKc/EWFYd9wU8LZSF5XelNODcoqvAWvC6ADMRhxMDpMFbNJ1aUanMKaFOOdhs6IYNJfsVbHWxW+k7iinO5GrZiOU4C5BdjpWzSQc6Z4W7S8FlCJ6i0qK1llXwTeKyNo39EKwY1qQhLZq1250ybC8BbnWuSrbji6hpq9cCqpRcyU1vPeQ9tWSqFqhQ6kQIjnHaU3Km603aUFVI2TqWLnSkPJ05TQun24Vg1927RsOxbqYijkuXr4Az/v1SdOxDzzTN/Nbv/DZ/8S/975g3W27NhRQsgu2dQ7Xwzh94D72rfPB//p859JE/82f+ZR5/y1v4ctoxekU10flIdQF/9AA//FN/gv/5f/xvedsTTxDEtTlgfQzKdLLSY6pK6zxrAKG0AtbFXKMfLXNmHMfVCRERxnFEEaKPhC4yJ2si5RvId8WKVktmzf6UUtjv97cpGC3XVM8d06QlY5u3lgGY58R+v2ez2QCOnBO1ZnNgvWfww5oxuGf37NvZtHXCVlV+/ud/nmeffZbXve51XL16lRjjbdnSBcTb39mGUkqh73sODg74zGc+wwc/+EH++M/+MaAV0b+csN93kd0D8t/1ZnpRS2MjWSTtAmy2AyFGTk6f4/T0JiVFhniJ7dY6p54XEjuvtv/tYvci8l+/Xbq04fTkhDkVxv0J+9NjDg+3qMxUnQldJQRZQVzf92gupDmdNZIqRmX4/7P3Z0G25dd5J/Zb/2HvfU5m3ry3BgCFqQoEQIADCIokODRbEEV1S5QoUnZ3S+p2SG271XY47HD4xeEHK0LPDj/qTRHtIaLbES2ymw5SstQkNZASAVEcRYgkSJAAURhrrro385yz9/4Pyw/rv3fmLVQVAdxTxYKUK+LWrZvn5J6Hb631re9zPpBzNa5viKTLPW7lKCvihJoysYuI90gRNpsOwbTVEdhuT7jc7Tg9PcM5xzzPhGDV0UX14/Lyklorp6ebdahqkQpcqqQhBHLKlJrNQdJ5nDODonmeVqvtOSVUJrwbmhSgDXWaZKDYd1GmKeMb9cX7pX2crvHzjSMfgkCVpplvVI4QgskaJlOnqVUb397MtqyrYN0BYB3IPBwWLreQklWSU+baoKTpnld1lIKp0TiY04hr0peZTIwn1JpIeQLp1pfo2dkZcPUiXShL85xIOeFDIJdi9JG+M2We4Nv2WlIlTug7q0ijUHLlmaef5YknHmd7esLFwRR3/vWv/jKf/dyT/Ec/9FHOz29TveO93/kRhpOHeOz8nHc8/jh3p0uUwgvPPsWv/vKv8q7H3s0H/9QPkqXjzlvezlSFp559nrff3qLNN2CeD9TpwDy36jdiQ8OxDePWgjnvBqaDqdAsNK1xHLm8vOTs7IzSZDVrKfgQrQuSk0lBqjIe9pRsfgF3791jziBrBb/cl2Sug69OVvCydFmWJHYZgLXrp9GtMHOdK3WgQM7zOrh9EzfxZg4bMK/84R/+IT/zMz/DY489dh/d7MolO7Pb7XDOcXJyssqzppRWladhGPilf/kv+bMf/SG6zqhtqjcc+SXeXFyIm3jDw2blPGCe2M5X8Dv+6PO/wbMvfIrv+d7388R73sZjb3uMx97+VlQO/Nw//Ul+7w8/RuZ58AeUimhHrW+uy+nmJv/ao4730HnHvLugpkIXtmjp6Pvb3LnzDh5+5HFOTh/l5Oxhuv6Mzfac0/M7nJ7foRu2uNghIRL6Hoej5oQDDvsLSp4QEqUcmOd7UEeir03/uzCrMs4jNY3Uec/+8h4Xu50lAWni4uKu8dDVKtQ5z6Q0reBsHA+kNOHaoO00Hag10/fR5Bg7jw+CUkA8w8kZ/WaD6zy+E2IXQQLeR0rOlqrWtn3zoRljJcbDJTmPDazPJinZdPVLSY1DP9N1AWpBc2baH5CqFEPelKJ4H00VCGedMGcSndM0M44T+71RZywUasJREAp5ntCSoahZ6VQzHcpzIU/ZBmarorVSc0JrIUbHdtvjHNQM0XXkKbPpBvrYIxW8eIIEU6yJPd2wZXtyRtdvUBWC86R5JDhh3O8Z9yM1V4bY44B5HK3CrEKQCDXw3HOX3L7zDlQ6vDrufelJPvsrP8dHHov885/8b9g/90VKFWZ1vOWD30p+++M8mQqHnLj4w9/lX/93/w++/dEzfu3j/4wp7fG+JxU4u3XObr/Hh0DVDGTyPLLb3UNCsORMHC56fHBmbjcfKGkkzXuC9yaNqUCpaCkMXW9279UMuaKPOALTPHGxu0dJO3w5ML74LPVwSZ0npnmiqM0N+BAQ7+iGHloHwMdgftrZfDdK07SfppFaMyF681XQxDwdQDMlT+3vGbTgHaaZ78PNc+0mvmHi8vKSn/iJn+D27dvEGHn22WeBq5mQeZ558skneeqpp9ZEdgH7S3d1Afaf+MQnePqZZxDn8MG9GXyY3jTx5kJeN/EnEgbmBRHPOE186lO/x5NPfoa3PfYoTz39ZcbDyJxmxtFA++Xugl/5lV/md37nt5vhgzRd7IUz/+aIm67b1x73XnqBab9DSzFQ5zuGYcumP8X5HnEBcQG/WMiXgqkTepOsxAw6jBbiibE3gD3PxM43tRWjYo3Tnmk6cDgcmOaZqhBibCXIwsl2Y9eU2IN/qUZfaZfnpsdtcpbL8OCi5LJUMadpYre7bCZFhVKNPx27ARcCc5qsio9Zgu93B3LOjOPYJNIANc5yShOlJJxj1QLv+44YTWFkXICsGL/eNS49rWM1DAOokpMZaKWUGceZlKySG2Pk5OR0bT0vKjLee0Lw7HaXXNy7t342zzNarfdUlnMWIk4c5q9lQ6c+eOOWOhsY7tpApvdWkZam92zGRrNV28XMiRSrzhun37Ylzc15t1ROtqfWCRktqbL5ARs27WLPdnvCbn8JgPeBW9sTfM689WTLX/yB/4Cf+x9/iv1zLxBUmYsyqrLLyuee/Dy/+D/9PD/6Qz/MeRw4Pz2nC5GghbTft0HejpznRnVJ5JzohwEfI+M8I96oQXfv3mW3u2SeRsbxgGvndBmIrrUSQ2RofHltRl7BB7wPWCfFfDLmcc/ppjcrPee4desWZ2c289D1Hbdv3+bk5IR+6On6rikHzav8JVzRa6pWui7S9R3eO26dn9F1gb63geMXX3yBaRqBdm3X+ro4u97ETRw7alU+9rGP8clPfhLvPS+88IIZ+KXEvXv3OBwOjOPIj/3Yj7HZbNhsNuuM09IVXDpaIdhzKqeMqfK++VTy/iTj5onw73kIZjds6noBJ4G+P+Hd73wvzz7zDE/+0Zcpugcql5cHTrdv4z/8/j/NuI+cbB6hlmhJgFtuqzcPfL65zb/2uLy4ZBi2KKZ93vdWARzHA8PGlDP2u0s2w8A8zThvfOI0J6ZpXN0xay0cDmOTL1zkCQt9b2D8cDisILeUQu8cFdMpj+I47HaoFLphAIFpv1/dMm2w9YqKsDz8h2Gz8uevq4CUUlZ5wRWIpsLl5Y5OZkK4kqiMscO7DidudXC9UmABmlZ9KYWcEtvtlv1+v1J4FsMqWdxl58lUeuJALgvtIjC1/V6GSKl6H2d0cXBdKlILnWKhbSxmV0v1apomc2VVtQbbakpkNKh7hz3nt85sGNcJIso82XnJOROjJ6XcKHZKrRkv/aqsuAzxLtQmgFu3bpHnzGYYSMmGaQuOosJms2nzAonH3voI/+Zjv07JI5vNAPII/8lf/Zv8D//t/4u/9Bd+hL/wp/8sv/DTP8OP/5f/JT7afVty5p/8s1/kL//QjzDPe/75L/0SP/43/ldE73nh2WeQ8YLd3Rd4+1vfSp3u0TXAHbseX4XN2S0uLndNU7+uswtgakzznAjOI8GoN9IGnZchUzv2JgHqwtWzZLe7xJcZh2eXPP40m4Nx3+Hb+SmlGLdedTWEAkgpr9z7JWlbznEpZkwlmCPtUq2cpmk934vU6kJru4mbeDNHrYUvfvGL3L17d1URW2g0H/rQh3j/+9/PRz/6UT7xiU+s80wL5Wah3SxeId57cs3rXNJN3B83QP4msNa+mPV66Hni8fdR9B65PsQXvvAZ7jzyDnb750HvEmTLu975fqJ7BC8n1GIgHsqbbor8hiP/dYSqDV+GDl9AmxPr6ekJ47QnZ6N0eCdsht6A+jStw30xduvfIUTmOTWFGZNMLM0N89atW1aF9iYhuT3ZMtWWFIx7e6hfs/W+7ri5qHrAlcLBde7l8vBfgO4i/7ff7+mHAddZNb/kQhY1Z1cfmHPBm4cU0zStYGvZBtMgvxpoXLjpC8he1E/meW6/G9rvK4dxZHvLFEgu9/PaPViGSUvN9xkHLQnJsszrUm3Lfi9JzQIIay0cxhEXIxIcm81A5+wcTRcXbIYBiYlSC9O8ZxonQE1itFGElmOVklDUzJ6uH/sFTC4Dvl0XrVOnlRC9qRCJDdOenz6EEHnrW7YMLvG7n/h1Pvhd3w/Os3347fz4/+K/4h/+f3+Ktz76FkJogBuMStI5Zjy/+GufIB0u+fG/+jfYnj/MixcXbCTx67/5K3zgPY9zuunZjQCC4hAXGA+XjC++hPO+Kc8U49W27d/tdnbcgjnnxmWfvG+qO1dulMvwca6pDfBW8jQTXEDVcbm7JHaRaZ5x15KdhWO/OLMu525xJ97tdvR9b7KVrSOwyKvmOa3X98IRNprVvP7OTdzEmz28D3z0ox/lt3/7t/nMZz7T5nwO/O2//bf5ru/6LlSVn//5n+fv//2/z/n5+Qr2l2c6XD33gPsA/s3L/f64AfL/nsdyP9gQImgVox3EgZeeH9lszjg7PSWXC7zz3H3pHod9ZnM+ULJDxCNSjCcv7s1UkL+5z7+O8M4zjTPbbURsoogYA7vLe6QysRl6Bm/mOhcXF02OMBK8J3YdXdc3DmOkVtrA5tIe9Y0aU0CE7bajFGdOqjkzZ/DOACm14ly4AjksrrAGsBZ1kSsNYla5yeuOmteHC2OMdNGoGMEH+n5A054uDqZk0w3QQN2ifW9RGw9eOIzGjTdzq455nokxMgzDSqFYOgbQTIfE2sylFsZpotRK329xziQ0g/e4rl/Xu4DARU1lSUYWM6Ple4uazDzPK6c0hIALAXWC9w5XLVE4PTWVoVAr0zgyjzu6Lpq76HZgHHdrsjKnEXDgOvo+rIB02bdlmHieZ7wIh8Me54VxqmR1zHnP23JCUVKa8NHxIx/9AX7iH/4scbPlsQ98B7kbGN75OH/+b/xNnvrCZ3nPE0+gfYDoSSURvOdH/rP/lKf/6LN8y/vei+977k0T+7vP8+Rv/wbjC0/zl//a/xxNRqvxPgLOihGxx4WOru/xwa8qMDnnNjhsVKiiNnDtQzC9rabpn0rBteMdQzMTa9dh10WUjsPlgXhyyrDZ2LmoNvBfm+zoMAw2jHzNy6Dr+hWMLNfp8tkyyC3XJPtMucYSw3me7xsOvImbeLOHCLz//e/n7/ydv8PHP/5xPvvZz/KOd7yD7/3e72WaJv7e3/t7/Mqv/ApPPPEE+/2ey8vL9Rq/UiMrK72GJvt6A+K/Mm6A/L/nYVrZi1JFq663wb0XX3yB8/NbxGiDJf3QUevMl5/6Iuen78D7jpwTXqxyK02r+Sa+cePy3iXDsGFXFXGBftgwj8Zln9OBNB/MTbNUSpo5PTvncrejqpgOe+yI3jS0a7YWTc6lDaCa9u80pVXVJOUrykgIPbkUc4d10hQ7WjXmWiV6obosGtumXmMSlAutYTHRWV4MK9UmZ0RrkyR0uBBxrqmY5MLFxY6+H9gOm7Wiv6iazPPM0PeIa9KWwYDaop0/zzPDMKySlyIQZGBOmc2mI6fchme1tZmbI23f470p8SzV3IXqU5pKzAL2FhC4VK4W46FlLmA42aDOM1cxnrzWVR5RnFByJsSIkw2CJVpGf0orFcT7wDwlnMsc6qEBWEtMnHMrQHWNl+68tKQgsdvtubebG4DNqHqkZu5sOv76j/15/j//8Kf5wdBx6z0fZHQd+vBDvPOt5+SSqCpUzUhQimROHrnDBx96mDonxvnA3Xsv8uTv/RZP/+Fv87f++n/KSYBpN4IqKWe6biDEjpPTnooZWKVkjsQ5mcRmacZiJStVmzRoze1cWFLmvHUhEOtIaFWGYUMqmXE/0lG5ffucQ7nyM1hceZe5CWCtxC+UMFMoMprA4s56Xb1jSY4W/foFsF9XaLqezN7ETbzZw3vPI488wo//+I+vxYZpmvi7f/fv8ru/+7t8y7d8C/M8r3Sxl3s4HA6H+1SagjdRDhXlRrPmKm6eCP++hywSkopIRSioJlQzL770DOe3t/hgrpU+OHxQPvWpTzDnu6gccH4BaTc31r8Lsd1u6WJHzYW+6/HOzIKkDeXlMjNPB6bDjpwmvvC5z3Jx7x4hOJwI43jg7t27vPTiPe7evUfJy3DfQtEopFSY5on93oZKSzNr6rrOhvlCWIcvu2ZZT6MmLEOo13niSyV8oTEY1z2uIHyhyBiNJRCDgep5Nk64iGNOmZwyMXSoWsV/qYj7RtEIIXBycsLp6SkhBHa73doFuE43WQDcolrSt8rwMAxte43Ws3D8c8rrgOySmCwvseuVWO/9yocHVrOU5d8AtVRy42I759bByGkcGQ8H5pQoOeNdQCRQC4jYbEzJilbT8u+HLZvtdgXw110XD4fDmsCk2WhCS7cl5UwppsRypSqheKk89vAZP/bDP8Av/OOf4qWnv2jditgzi6N6G6z1Woma8WTQzFwKF7s9+8u7PPv5T/Pp3/41/td/7X/G7cEzXbzEJtoMhziPuMaR9xHX3HaX7bRr8KpTswDi65zzGONKVVrcWec0r8PW48GSmmmeV0nINCe0alMsKivoXq+Ba3H9n9cVOYAVqMduoUnVNWkqpfDSSy+tFcuXL/cmbuLNHNefX4um/O///u/z+OOP89JLL/H888+v4H35Xq2V3W63gv9aK2977DHO79y2Zf5J7cybNG6A/E00MF/sj1Scr3z2yU9xeha5/dAGca26VgshVJ594Uk++/nfxvk9KgdUTZXjuqnDmyFuXndfe5ydnLIZBh595FG2TUkgelNm8aJ4Kt4plxf3mMcDDz90h/3ugouLi+ZMCYdxJEQDvcMwEHwk54Kq4L3RTmJo7q1qEo9mvHNVfVxAa07ZaCENrANXNIRrlcwrnni94lHCuqwYo6kiNFMo02w3tRtVG648OTnl9u07bIZhrXRfUVaMyuK8a5XyqyGsRVXhOtfZe78iNxswdeuLaln2Qt9x3jEMw33DuQuFZuFWL8cDWCv+y7EYhoGTkxNi7CjVlFBg0XG2tvT57dvElijFrmccZ3IqbLenNh+jQt9vEPHMkx333e5yNR8ax2VweV6PqariQzC6iZrz6OXFvWYAJk2hqDDnxExhv3uRx99yxn/8kQ/xCz/9k2xzIhwSm+zpZmFTHUOtbGpmkxNxnpnu3mV88QW4uMvvfuyf85//yA9zexDqeI8y7dCc2A4DQz8gzlGKstsfyLkQY8/Jyem6Xwa+bV9rVZwPhNgTY4/zEcVRVXA+Is4b575dK1Ur2+2W09NTDvvDSncZBhsAX5LFBWibylBYE8AlgVtmKl6uXrNQpNCrgdmli7Q4wy7zEtev75u4iTdvXCWqS+I8zzM/93M/x+3bt3nmmWe4vLxcCyYLhWZ5tqR0NSuSUuJ973ufeV3cKNZ8RbyJqTXXYdgbYeF1/cIwmslqd/Q6cLLeqMtwOWqvur61umPGUEjmhRef5ktf/izf/uF3sj88B1iVs9SCC5VS9/zmb32MRx5+hEcffpxaEjEOUBxoBb22Nrl+3o55Dl9tz/TaZ3rEUyfX/r6+jlf73jdmzLMpsVRtvGwcuWSmaY9KQcQqsqcnW+7euzT1GXFEH1Dg5OSEzfaMoR/Y9FumySrbnTegPY4jtRZiF4mxp1Y1qkeMeOeYxgOumqtsUQdSiV3HyXZLSmlVuxmGAbiSmzSX1CuFmb7v16rqwpHPuSAutGo5+BAo+UDwsNlummSmDermNF8bsnI41wZqUwYxdZ3u/Py+wdeu6+6rxDrv6cIGEUfX+3WdlGzUocaPX2QkF4C3cNKXCr8ILUnStZp8OByaOo572SCwHZtUK+qd8eHnmdjZMG7GoVXp+007jmaDPmyEriVDIUT2+wMp5XV7gDXJWECqDRUXShFSTibrKdD3XaNGmTb/lAtFC4NkJGX+1Pue4Bc+9ls89TufpPS3GKcD8+VdDmPCyQwyMpeZXCPBn/DQyRnPf+73ePfpCd/1ze/l8sVnkJrYnAzk3CQ4qYzjhI+B4DtK1fuUXnJOLZG0wetSK9TSjl+7qxVyydbNUTPGi8GUgLz3dH3H7nCX09PTVUpyTvN9lfVF7tMoBDPaErtFrciupyt6zG63W5OlrjO1pKX7scxAeO85O7uFc20d/44od7z82fy6UZ/1/r9f68n9+qGMa3v38lfi0Xf6td5Px12PrkftlXfC8NPVtjz11FM899xz9oxqz3P7ytWzDUxswN4VdS1iPP7443jnDVMoXLX8jry/34AVwNcE8qIvL9i/HFy/0mevdEJfC3RdLa9KRRv4QhLqZtAe6hZkBjdzP6B6sBBp7nnqkdqBepCMSkU1IPR2EcqM6B+3D6+9bwCibSAL4+m62qFusH2WBJINTz/wnl1bu9CGUZeLXWx/1bUBQk+pDu8rhT13736RT33q1/jAB99KrZdomZnGQ9O+HnEyc3IivPjiF/jYx3+Wj/6Hf5FHHnqCkmak9AgLvxRURlTsnKl61BVgbtj+CHspyRIHBtCIdRSyuZBKaXsbgHx/PnH/EXqFbXmVc6rmdIkkux6poAPUDmRC0Fe4Z76x4uT0zCrhamB4HCekuXvmYp2XbnuO4JAENW55+xNv585Dj9L1W8YxkRs3fn9I1Aqx26JaOYx7ShViZ9f8NGd8HCgVTjY9zsOsFfEBJdDFnpOzc0pKdKHDi6eWatSfWqnZHvKbfsP+YKoewXu6ODRNdKWWjBPjOWtThnGidNHjKNQ6M2slp0p1kU0fkQIltUQmeEQcpVZKsadTCKEBLVNEUSpVKyHEBmaFXCp96PCumlOy6ygKKSs+DkQp5JSpuSBqXgziAl00Ocr9YYe4Sug84hQXlOlgXO4u2rFwWHchzRknjpIr4j25mJpOH2yQ+PbDj3K49wIxRG5tt0zjjPcDOWVevHuPW2fnuBBXVaGsiSkf6DqTIXW+Vcuo9v8oPjjKnJlLxncDZU6UlBiiVeg9FZFCyiOino0LaHH44Yxf+Fe/xcXlzL/51V/nzlvfwclpz8nQcet0g3MDwoZcs5lEzZkXv/h5Ll54ifHenn/2Tz/Od3/HN5PmSjjpGOcJHyOdE7ogvDDt2EQl+Ahk0jRxcXGPzXZr3RhnMpBOxK7hhRboBCdNhajOV3MHzbDLEpZMUWVz6zaKYzPcwm96zs9OTDlHLaHqwpXSUBc6+tCj2RLCorUNASd7IjuHC/2abE5zQqvgXbAZE3WIWrIovrn+vg73/Vc+H1+/UIHU3IutYGZFMwf2eL16VR0JVDXTr4b/qms1K8BEb5cunkM4lmDDshO17d21Hy9/L4XlI6xvqZ3JtXVUEYqAV4eoORvrEV67ClQBXEXUjpuuO7P8cVezdw2gj4cD/+Af/AOefPJJTk9P12HuRa53SW6vK5IZ2B857EfuXeyZ0kzf6JaLGAMoxbXrR+UI17JJwCLXrsvrVV2tuFqhKjjlKAf1q9+0V4w/Bsh/lUv5uj+7+rnKtStbxKp/JANKurGfu4t2MI8jvyVa7CJTD7ossyUMClpkveFfnf/91f5ckBoQUarMOAKos/XKDBQq2MvlKFBeUMyCHmjrbR+ptBvQTnCQSK0HPv+FP+CZ5z/Fhz78BPN8j+dfeAZBeP6ZS+5dXqKFVo2DGOCzn/0D0iR873f/MO9+5wfwvkML2KVfGuAtKA6lp8oOSHjiUfYPXeTqggF5AWSy8+dyu78cTpeR3pf9/mst+5VC2+3iRpCDnbsa7edyQLDE8I3pIL0+cSjKZnu6tkGzgrjI6a1HEBH6oYcYSbVy8pZ30sUNw7DFSQA8vmZcFAPN7oCUgvNGKzDfIteMw5TgPL4/Ae/xDkqejaYhnv040UWjOlil3YZDndhgq1EnIqpC1w2owjxNOGeV5Tml1TQqzTOhcearFhClpGRKLcWcYAkevDDlhFdHaIoyIFQV5pSZ5vFqGDQlJCvj/oAPV4OqVzKNhc3QUZNpgSdX8SdbEI84u1a9Dw3GCNuTMy53O8R5YhcZKNSaUApzmskl0fkTOmeDsb7RXIZhwIkANscShg04T+wUh8kAdZsT0AJ1bkmFNEfZiEiP+IgXU6vJJVNRQvQcxgPb7SnO+dZpoO2bY56Tvcd8sI7NPKPaBpUxN1ylogh9jOiYObn9Vn75t36PL10U/g//l/8rfrPFBY+KmEqMk/bss3unvaOteq6FZ55+hn/83/+/ecsjD/Oe976di/EeLnqCF7wDJduwrPfsdztKqW141RGCX7nwc5pa9dsGglNOFK2UXOj6DtpL2roOUJoVfPCB89sPE7tIykDY4EI0rn/1lKpQlRgCY+tEDV2Ptu5AqolKtfMlNGqXUX4QM9cShL7v1wpl3/VA80oQx2E8rFXMY8Yb+bRSoIis4G95OlcB3zZE7GV4FPKvGJ4GNXBr61ne7QtCU1RMUvSB17esVOu1d/kCCa+9W45ZjW+3jXKVCN13TLUV1460OkTXevx9hS+R9r63SHMiBiuk/NzP/jy//PFf5s/86T/DyckWRPDOtyTq/i2rVddnzTTN3LvY8/GP/2s+8j0f4SMf+S5yyXQuWiFPDdsUuQa6HzCKAxXBK0i5OqeKostKVNfj+icdrwnkVd5gzrNGq4prbG2TinG3K+AMNIlVKR482pNiPQnXnyDFAKEHrfayffBrQ6wyLsWApsTWESgLnG6V8mXbjrA+HKoBO83XwLsUlIJIRimUOvNHT34SF/Z85Hu/kyc//7vcvfcsXR954fkX2e0OjIcZVXsS1JrxAUKEL37ps/zC7mf53u/Z8+3f+t2gHsX4peCtWl09ohHRYHeFvuyB9nXH0ED8YMuURZbtemVguY6P8QjLbTmF628ZkZa0OL3ahm/Qyvz2zluujGqGwrAAzjZw5JyjokRo1A+HqpBrG5YOEFywl2TtTbZPK0phu900eqOi1VxgXezwoUN8pKRMqVA0Aw7vO557/nm2XY8WG4otjSe+abJ/4hxVBBcC/cboN+Oc8MGvSjoueIPLzkMudP2A855xnAkUzk43VBQVYegiNVdQG8CtpZDSjHcQvFDLzOEwM40jffBQig361oyUhGbTn3choqlnPFwwTonkCqebc0SU3X5HqUrwjtBF0pyNylHySk3JedHCDzgRG1r1DlGY88Sss+2js98pJdN1HbtxTwg9Qx+oWlfpzq6LlLk5zIqjZqWLPXMtjLvZuO5hQ/CR3a5Qi+N0e0aaCiUfTBM/WDtc8LZNTlCXyHmmjwGJdpxzdeQCKVn3Iavg+459nvn0Fz7Ht374B5hKgnmi5mbSJZB9O2csxS+r1ZZqyKTeusW7PvBB/vCPnuSdjz8G4nFOmdNMCG41/qq1oM7cWPEdw0nfJoCaFKmLFPW4DE4dXgPBOYov1Lnio8ep4oq3F3U1c7QYHH0/gHPkqkCHdz1zKoxpbnMGPSqVKoV+06GuMuUD3gecVDqxZKjkhAtXqkHkamUXUXzn146A3XcGmEotqFf6bX/0+766Nw7KKw0gVXsdALTcfvnCtQ07xvq4lhDYsXQKUlviKHbvK3qU4yB6lZBcz0ReqRF9FIglLU9ZQPtanV9SJV0xjMpxqvJOFa9X79l6TTTjegTnqdmUun7lX/1rHnvL2+h85LAb8c7mT4whc7VRC2PGKGQ2axOcZ54m/uCPPs2Hv+fD4F1TrrFz6artexU9TtdBrvZGXSsqtGQhu/Z6d/JKu/z6hn/lH782kH89NuTV1iW0IyYNzLuWCiXWrdeO44BcuKqa1ivwjrd1i2s/XxQLjgE8F762gT2j0iQg319VRtvPHyxs7+pK97iq9LcUE2eZs9sz1xd4cfcH/Ed//gd4+pk/4kvPfIoQhcu7id144DAfyCRUlCKJ4maKT2go9P0pL+0/w6c+G/jmD76H4G6382gtYbS0v+2leHXTHuNui+1PO1+UdmP59Ro66n3mloFggNiuR29ULCntIbLwV98EafrXEa4/JZVqlBKPcXy7znjAreXpBVioB9pSRr8M+QkhCpqUmuzaFtUGjKWBzmLUBucpOKpYazblYtVhZy6wi4ufbYujkysjqFKMktIt2uqqdENvuKtWxLmmGR7xIawSjtvtKZ13pLlSi7A5PaVbqvWA5IJT8J0B6Kmm1mhVghdSmqm1GPCcJ7abDVozaSpE5/FdJGcxKtHuAq3Jfq8W0nxgd3GP6ntyquAcdD0hRlKrEtsMwkTOFcERYk+RguCY52wUj2pdjthHcp5JZUYc5Dkzp4AvCgS61m52DtIyPJsrORUqiVuha0mbNLqQo1Zb51AV1Bxwex/puwHnPE4ciNB3PSknxumAd5VhO5BSZhgccw3gO4p669KpkItRgnaHPS/cfY7NxcPM6ljuFu8dBb9W/e0P66CxVecrfdfz/MUOCUYtmqeRgF2nzlkRYc4zIQ6E0BmnFuO+p2SyoyG2OnBthZxqL2TNSppmPH6V7ix1siRQLQEUCYzjTJGAOIdzppATe+tgzWWk5GJeCp11onDKmPbWgRJTEnJdb50pBS9tEFqFWSsVxcfQuPMm15caF9+HyOI8e9x4I4t2gluKVro8HxZODS9raB7nOVoEvLP2ulOxJKK295BzV+s+wnHQV33HLQRXu+6OVT1eKvtXixKWgVDXqCBXhcvjHE9p5X7helF6OaFWeNWq1FyJMZjRWSrsLvfsdwdqkwrW9ffuW/q1Kr0tuWhFtXCxu6C0zwoV19btC0Yd8vVITJdrnaK2FSpCEbX1y7GKkceJP6Yi/0ZuqAHMpdlm57CBafWsbSnlKo1/0PUBq2KLZOPFa2xnbqkcu+McBxW0HW5dl7lcJrD0/q4unQe9wwWhtGp0hdpOtSxTCB6hw7meeZ5IKfMHn/o0T37uU3zxCy+w2Qzsdgf2OwMVLjhKGw5T7cizUHIhTRknPZe7HYfDyNmmJQi4NXVpBwCR0ugnhePcBNqel9mWKXP7eQPyLNeNO1J3qZ0XdUDAOPMBYekEeNCAaHrju1nHCi0EL2g1mpATB7Wsw30iVilXvNFUwPSxKVS14UhKpeQZqVYtNhBl52apHtswasdBW71IHFUhOkcp9oCepz2bfrDtaMoty2DhxcXFfWY7qg3gOmmVnoJqbQ6uGR88wduA5sV+B3jO7zxC5wqHcUctBRc8Xe+QYOXBUjK5JESs+6ClWNW0VKaU6GOAZloSQmxa6ibBmJLJZKb5gA+R4gdOvWfTBQ65EhzknBinEaDRgKqBx6Z1Ls5TsnHzCaBVqEVwYgOcc8o4L0bTE3tehxha5w2cd+hsv+/Ek+aMYEOX3oH4anQnV5jSTFbjkLt22/Rdx/lgPNaqNo8Q+0gpmblM9rNgnGLxHo+nF4fXjq4bcOKtgCCCd0qeDzzx9rfxK//yn+N/7VetMr600J0jVodUW5e2nyOYR0VTAqrzJT/4fR8mNSpP1wVcLqR5wrlASpaIxehJ04TvOnI7/300JaEAdH3EI4g65pIopbZlVtJsPgSmEqN00RRtpvlA9MqUR3zcolqomsBVahWyKjXZPTHEyJjSOmyNeKsqjskIR222wfuA8x2x6yjFKD3TXBg2HYI3bwR1TLNJUzofXhdqjXsDJS0VSK7aM1JqA5dXRA1DZnAkRLZWrEUW0LnwUAyQNcIEcJzjYDjetefadUBvNDoV21e9/no8QrwSN1zbB9o6/U7dEZAF6zPmes3/+kpFW8G6zRG5zvPYO9/Jvd0OBII4XgnjaPvPMuxvCX3FIZzeOuFd73onyJXDNehKf0bt/B3jSnZqSEz0GjlqgRtt/1Yo8AbGq10ubx7VGlGQCZXa2kD2krSjl41Wg7cb/xhnSrDlqdgy3dzA7sJdX75UjpM4tBet4qjV6EP2SvGIlvYYaxzrozxTrbIvWEVc1J5iapwHe3RpRPMJfXwP73r7wOFi5OHbd3j49kdsCXV5ovr2Oy0pkHZeMFqFk8gwbOi6R6mNxsP6kLaKppNEpVh14FjvDEko0/0/Wug8uvRq0ys/4b6u9S1JVuutCUBBXcbquValVzK8gS/GY4bXQgyRcZyannuBUq0yj5pTqyriOmqhVeINRJsBkJLyTJknemddoDmZWkxtby7xzviohNV0aRoPzVgs450BOh8dVAPTFcE3iUGw4dh5mgElp8nANpWarhKo6JfhxsR8mAibLbHvUO+Mt68w5mrGZmXEqzBOmc1Jx5RmS1QrbDe9dR3EKtTb7Sn7/Y6UM7txposdLkSKCmPKOB/ZjZdWYQ89vu8pBWopzOMB781QqY890VmVf06jHW8RnNOmg98GzJ2nTImu26A09Zvo1zdK9ZU5T1AVJ9BFAc3UKjiBaZqZD3tqFWLoqFLBZeZ6MK58sK5HmiejmEixx6AvZK7UdAqJXAqH/cHkSL2n1MqmPyFXRyqVSkBi1yBLRcqMFiU6IQI/+J3fxg9813cyFwj9hrJU3Z3DpUQUS8LMRGwxv8qr0VKmIhG07hDNzIc9lMppv7HzWD1RApoydZ6scq8Vsj2Zck5IzbjqUefsmeQVcRgI95A1gUKZLQHdDAO+i4h3ZM0Up1S1/WKCvnPkSQgS0DZVqbkSfGB/b9eoUoXsAiFEXAgcDlPjB3uc8+QK+8PUFKAi6ZAhYFX/6ujDQHCenAtD3Bz9vndv4MBeFaH6hY5RUVn4AlcgzMCwHOddode7iBV1xpN3voFRZ0OhguKP8tw2AJ+0wjJrkxUJgjoD01ZQ42j7uFBMuPanFc2Netgmia8D0wcL1zDNUqkGmmu31NKK/4K2RN+L53/3v//fNtxx1W37ivfkfYX4tqUNB3rn7Lm36M2jUKsZuzmPqwWOtn8mU3uVgrXtrZXgvc0Clto4YX/y8ZpAvrrxjdoODCDu8JKhBoQtPph+r9FOGsAWD3KEYUkFoWKU24z3E7lWVHtb10LnkWzqOQ96t6mgZIL3CEqtGGe8bkEKpiGzZKnHGAbVtrzaqsQdC7A1JkoFCYAjug2Pve1xkIpzlgEbH77x3NXZy1/qNVB8/YY0pQ3IaJ1ZqEFWcRlxrjSefI/3jqrWzn/wPWyDrWDAXQNoR8m2LT7MZNIRm8alJZIL9ao0zWxLNs37yON0wxvbqj5eRCeUNJGmPVoCtVRCU27xweMwGguquBBIaaKUbNXK6HEOcirkYsOD3nmqmOqNa8sY+q1J/alVa0Qr26FnnucVHM7F/l8x5Q/B4dS+m+ZkwLoWq7SLgdpSsuWci758LVALUSoaYOgcWiaEjPPgug6Hp+REdzrYC8N7nr+3p9TKdtMT+o4qDo+wO1wQuy37w4hKR0bYDKeknNHiSIeJ2A1c7PcU6SAMFBViGFql2wYzp3QgIriacEUYwnLv2wyCix7VzJgOSKkM2y3qITpLwHMtSKn0w4CLjsM0MqdqL0+dcL6abr1CTjO7w9guR4+TiNCGaLXQO3thlaKk1oXPCPiA6zoOc2IaR8QJsfH4i0B1VlEU31PdlpwKRRUfIqnYsGt0ijAbcyFb9TnPib7bsHGeztm7EKvbU7uZUmbQSghG3dLq8E6RaIODUjzMDtEdWg+c9gGpkS5EpmkmdANdGPC10KkHAqXUla4DDuc6xqlQXGHYbtAmAaqxWw3FVJUyZ2LsmFWoU8b3kQ5PkUKaZ0puyW5NhOq5c7JZ1Z1ijKQ5sfEOVyvTuOfsoYdtsNcpbhPas1NxrpDTjCObo3BVUrXuTxc6MjDXas9sLa9LQz/LG1darGJUs94tZdv2rNSXvxWOt6euagOxwqSV4m3gdVEmUVmquQ+OqhUhC2Tv0FIbb91B1TbEW6+A4bGaDgtDeEXwto6MUJ27Uuk5Un2pLlx7ueIPlFoIDd1LqagIsgBdtQ7f179CNXESQPO1d2s7hxPFnulHu46vOilLjmtpp0OzzYLZDCDHKxR+1dv1Cj99LZe4n/8H//YN3EJFZDYFmaW6iXA/IDryI0yl0TECMAHdFYhvV6kuA6pHCFGP8W0TEBslZOFaHftQ61UnQa8qHivAX+lKy3cV1dL4l4LIOtEBSAPy15aNFRNqtctb5OV6O8u62uzBss9HO4dKlQIu2TKXIWkFG0qNV+f2aP0vvXaqri1TKmgGeuzR+cZ63P65H/uOo63uX/3j/7su2tvO+xVc12oKIF3siP0pKbeKi9ZGPzFJvWkacV7ou45Skr08WiUy+Mg0JTabDSkVQvDM6YDWSj/07Pc7uq4jJ6M6mFuoJZMpF0IIbIaNDf3Vhepju1414z2raZL3rhk6lZWq0fc9IXSNCtOMoFSZpol+GFhcVmt7ofddbOQsU+HZ3btg6DujbATPVPOqAb7opovIapp02O+p2H4KpqbjnTeqiPP00VxcjbZUGKfJ+PfelpHy3Gg9wv5yzyZYJbZUq/RtTk5R7/EhkEoxYFgTMTpC7ExxpVRSKgzDhlwKwUeqTuAmnARC6CkZRK5oS7lMlsxXxXmHc96exFpbYhcI0dSDtBqNrbZOm0ijwTQXXu/EBmPFBjvHaTb33HZdmLSjKUFkN7GfD5jBlh0zH6wKLWJD1+QeVx3o3pIEceQk+LDh8nAgbgJ5PrANHVTTf0+pDT+XsqodiROyZmgdoUXHf1nPYsa03W5xzqqA4zxb9bFkcprxCk4ELUqtyunp6aoZbxx7k7UE2O/3ppzUlDhs3xsXuD1PFg35eTKe/enpKSHafEfOJpnpmlnOd3z0bx31EZOfeenaC+jl76LrqzrOZ9VdDWC+/NtXb8PrtJSXf+uV3pev8lmjXBgVwqrx178qbbJRvuJ3v/79rm4pLDel9YVuAquUtbaE+IH2rS1Im+/H9W+45pGw/K7RT+7reXxd+wagrrJQduTa19xCKLBMBXVy3+99zfu2VuUtXXAvW5/K1R9ocy+vucyvY7+vNQaWf67IVOB+PftX2f4jfRYfufOK9/1rVuS/9z/4wGt9fOQQXPX8jz/5c3z5CxeIbozb6S2vXPWojqZ4IqhGQsx89/e+i+/6yIcIXRuWXNdDo8O80gPlaw3F+WQSYzrwpc8/z0/95C+ADlaZX4DvsbO7BcRKpttk/pf/1V+hH0BlUWCxbRO5uh4NnC/HoGm7vnyIU2iyd/b7Sm1DrfYYlhVcB37qJ36eL33hEtGtndNwfd1ff1S5xqtckxMlxMR3f+/jfNf3fjMhYlSbo0HrZTlWkRen1KIIPV/8/LP81E/+c1zdIG+gafKf+7HvONqyLrPw6O2HTRUm+Mbznpnm2SgeIqQpcXZyytzoJ7du3Wr0i8LZ2Zk5oDrHmEZQiCEybLZ4HznsR5wLxFrpQkBLx9NPfYm7Lz5HqXaNlZTo+47gA6Vmo6VU0xneNc5x1asz770n5RlIzCkZAHWygjF7sVj7td9syKXylrc+xvnDD5Orkgu4EEkpcziM3Ll1ywZgc276y8oQI/nhCS0msaii3J32hGjSk/vDgb4ZQi286Hv37lGKmVt1wZPnkReefQapihMhh9BUaDLiHDkbRxuppDSS8sw0jTbDMo3InKi14EKHix13HnqEYXtGQagKfT+gNTPtrdu224+U6viOD38Xw/aMOVdC7DkcLlGSaZVXoRaHd4EQI967NXnIOZFSbuDWr3dsaJKJdowdaS6EaJ3GPB/Y9IE//INP8uzTX8Q7A+UaHF2wTqOBGXAS8CG24Vul1EQu1s1btPqD98wprS64NUe0gjDiJDFNCe9PmLLn/JG38Na3vYMpz5xsbluFPgRyzqt6z7DZEKNV6WtJq5nXIk25WMUvbr3eRcQF+mHgMI1M88Q8jwSBk65jd/cun/jNX0H1HsNgie7izHrdHTjnjOZEmieTuewGRITN5gSQ5nYcGfNMUUtQ9xcD4zSBahuEtmv64vKS7/jo3zraPQ/gHj4/6vJeK0Qh5Mz+qafRcWrXgpU/Fq8fvf7lB16foFWNPvPQOd3Dt6kLq1Yx9Zra3vVHemy79nySquRxZP/UM0R1BK1XmvZC48s/WCxYXTD1HaMuOU4eezvil/kZ++7RGFRt9m7Rcl+GX/dffhrGEVdbdVyO8aa3xE8xZRpfBKcGpJMHeegW/UPnNo+gx6K6vMKcotJwjZLHicunnmFT9Y0tyD9y5xV//NrDrm73umzLK6/Mo5zg6dGcEU6M3FIXbe5Fq+oKZD9YONBIzQfQgAuKygiSuT64oQtH/IFDKUzgTZixqiB0UE8QGp97ndw/zrDrFbgF3AQcgIq6EXWTJc0a2rHXVlET+7VlduA6cF2X237Svi8r17Fcy1rV9qucIjKgpSKcNq7ieJT9c6vM5bJdgmLJEni8ryATulTtHzTUVCSsk2LHQ9V4tUIz9SEateYbVH6yaKC6yFyENE5MzYq+ix2+aVqHoLjg0KT0w8DlfmeV3GSOpQs9JtdM3/WcbE4QHziMM6lWaGAt5UwnlZITtcxs+o7Dbk90jiEEfPDs9wecCpt+S6kFr4XgbJh64deLEypGw+uczYGUYnQFRAje42MghkhOo6mopMw8ZZKaokVUA6qb7QmlwKQFL96cbccD8zyxv3sX5pk62/Dk5uEzigoX+5HqHE48VSAVxzQm4sk5oRREC65m5sNISZnoTE4yp6ZOI47oHN5BLgktGdHCyWagD8KemYTgo5AzdH1AQqDzBacT4gJFKzUVUs6ICl3XIyVRikNcIKmnigcXScXZfEyIZj4UOsRFG65t7XkDVM50r6pSGgKIMZKKUWyC94TYoS6jraUtvkD7/5ImnC/EfsuMdRH6GCg5U3IbetdMrlbBPvEB56y6LyJEF9AKnQSij3j1jNWq4lZEcMTNhv1kycbJ6QlIIOXKPjv2kzKIR1xAvOC8I4lnnJqsXXIEZ/KP+0MihICTQMrFjL18h7gekcBhUmqNq9Nk3wXrrqrgqPSDIwYFJnIaTS5UTcb0sLtAtXLWd6T5Ak2ZzcZevXW8a8PQ5UAYepO9jIHNdkvNCcdk2v4l2TKpzIcXjn7f318Zfn3DqSJaCYh1O+ZM8G6tKK+NzwXVP2i0V6qLnkwbbRVvvWJZL1dTuD6SwIcp0pjMrgLReUJRQqvVrWNmX8kn+jpDW1Lg1hGuNji0VuhUuPKSecB10cjASwJBVSimFhZcaFQ6MTrYEaLSlIf0ahbAA4gntS0qIvd1IL7+aKyFdv0tnZqlE6DFzmnwjq4Z+v1Jx2sPu75x9zZ2xHLryCwunY2jXzfYgb0CUMdZn5rzaEsQlMCqf3706riDegZMVJfAZYz2EVFJOBILDeRYuueyLJNIVdfk1nQ13xKNlqhc28+rSsjyr2v9pOvfWFtbL6soyDLIOzeJzdLW0aHMiMxHKwsIatPljXMIDpFrPEftDGgfSXXIlH6UVSu+btvtfUBX5ZqI9Qm+MTny57fOcKrUnBj3O1Pu8B4nMDbqiwrc29mQcc1KadWnpY2aS2FOie32BO9tsE/V7mWjLxgAD97hQoeEQMoHatkRJBBcIM9G83JBcBXKtDOb+37TJtekGSsJKWVA0GTDiSaD6elCbOZFsxlEbSCIuWaSBHLAmaA00+GSEHqC79hstuSS0Rpghm5y5HvP8/ynf58vfOKTxEPlmz74QTbf8R70zgly0pGbKo4vnug6so+MVYhuwJdM8JnOHwjiCWKVR+87ihacM5pPyok57/DB42OHk44gQplfog9m3NRLIHYbpNFiUE+aE4gN0zrfoUXJ04GghdCfoRIp0iHBcRin5kBrLqIGXhUXMLpJTsRg8zRazTyrVhveFhFKNW16RM19dU6EaEPIOWWc7xBvvPuUEtGZBN42DDg8Xh2lmNeAVmXaj+Sc2Ww25HZf+eDJpWJKl4ZKqvdkVSQKaZroQo/3J4hXIpMZWrW5jm2/pdbMJnqCWLfRB6OLeQGbjcq2PT6QUuLRRx8h58QLLz5P4wXYkLUYPWYTPDWPROeR0DdsWJjSBap7+hCNbhMCdS5o541Cg6PMhb7vubw8sNmc4U4NRJai9JsBnLcEFxDfgXTk7KkVQtgw9I6SZuaDDXVfH+g+Vvg39F0PRE8JYnYtZq+LusVkqJVbcUcB1gsVvVBQb7JMAkTkSluwNfqPdRxU7T1rlFOQWq5oIdSmp/EytZcHiVYDdECowtJUX/ZrecX79t0HXpkuYLctWxSCawOvyzldGA0PHqJC0Nb79xVX2/prMedawlXe8uBra1SoZT/hapaiKbcpxGyGd2+kseurlZT/GNWaN/ruvv6AUl6pCnwFsB9w23Th6C2X2TWKxjp0euwH5rLshbveAAmALFUwjpRAGAiXZgn+lUdroQu5q07H1xKv9vVrJhEva5JyZbblv/b1vdIm1FYNaOv4SsnH65SoY17LV9eMrPbUy0dX1KNvxLh1dgbA4XDg9PR0rZJ1Xcc4mizfNI3GfxdpTqdGpXGNF11rpe9Nd7w24LfQApbv1VqaoZT1XkOMTLt7bE4HRB0pZ3JVqiRcVebDxMnJCaXMzPsJcZ7Q9aaGUwulzOR5RBuVQbqI94F7L92jlMwwbKil4IMjTaO1R9OMG7rW1jdKT3A9sxaSVmJtHNBUeP6LX+aXfvof8d233k5+bscvfPJn+Z7+L/LE938YdT39MJDnTO876lzoQyQE035XbNC11Mx+v+fWSStMoM30yY4vrsN3W8ZxwvkAbiAp9NtH8MGATgw9KGyHbdtvk/uM0RJIm8KqlnJWJa8vIof3gTHv6LtgWvmNP27qML4Nl1bjlPurl5jIsq2FcczE6NcZBOdCo+PYuTRJ0rDOVHhnQ88uKNM4ol1HbduLtwp/CPYamubRVHWymgSpD6jmNl8hSDXlipxoDrqNfx+M8uWDqfTkUvHRtW3zTFNTNWoyhyKmXrMMWYZg3zuMB5wI25OT5tKbmKeRYegtmZxnYrehqpJyAZdNQEONY7/dbKi1cnJy2ig7tn8PP/wwqsquFrrNBmnuxv2wwTnHYZ5x1ShoOI8L/UoFq9fOgTTgud1sj37fv7GPK3t/v9JbbvUsXDdIjvCq19Y1bj7K0uqr14vhD76aq/Vd+/+lHnZ92etYhDQwerS1Ctffvi+P457jl2GyV1pDA/JHWXFdujTLsaNhuKuJNLm2/8eK+6f+2r1o/zC8Jvd/508q3jzykzdxEzfxJx6qJn24gO7YzJLu3r0LGOg5PT0lZxuCXcBgznkF9MvA35IE1GZGZAOmph6y2WzMGEerSRhuNki1ZToCXd9xub9gTrMp6WimaCG35YauY57y6t5aS2J3+dIVSKQ0T5SCiDLP+/VnlYhbqQTahh0Tw3BKCB1JQIPgciU6T9rv+eJnn+Sx7Tnfffp2nn/hWX5n/yxf/vzTvPvDlX5rsyBdjDAbLSMCURyhDf0612Q1xTjmzptc42ZrsonTYUcuM+IdSKRqpMiWeHKbk4cilQzOBiF758jziHcVL5XYQOyUZgSlCwGq0cm22y0hRtR7pnlm6HtCcOSm5NJ1Zgol4nDOErN5NhddM+pxi9obwMqXFxGjDThlnhOqySpxjpUf3nUdJe1sf0pGUKbRFIGW75ViuvZ2bXhTHlKbh0jzZHQ1hdqGPFNJzGlE1JNzIhDJOpFV6DbnVE1UNanQnPKaRC6J5PI3sJphHQ57tOnkn56dcTjsmSZLHAP2OzlPtv3zbA67bXtqrTYTIeasO03WqVqOgXPuyutAYBwnticnDMOGwzgybLf03UBRJfiA+ID3cbkZOYyZnDIxBLrTM9I848I3Jm3vJm7iJl6fuAHyN3ETN7HGNE2o6mo6s91uV6D+8MMPM46HNhioa7V9mqZVvQUM7A/DgIip3iw/W6rx3ntLFqqa4VHOTOMllIIbHF3oKFWIMbI5vc3+4i6IMqURVWttTmMhF6NiOB+MZ59nWwelOQdmuq5nbNtQHBymkRDPmOaRk/Ng3O5q0ohdNCOjg054EQY8rijUyjZGdofEdPEscjHjNlve8/j70ENloz3zrNQgjNl8C1LNVmXtB5iLOXoGc4ud55HYRULs8TFwOIyM00TXOWIXwG0Yp8DZnXfw5Jef55Of+BT76UC/2fBdH/4Qt87PONx9FsqeMu+aNnwh5cLQm8Sbc44uxnVwc3XTxdxxawPRC4hfQK4PAZcr3oc297EAYV2NvVQVLbq6kdamdKUKac50vdFVNpsN0gtotf3O8wp0fcsOLLGzrgBa6WLXALINoHaxp5TCNJqij5JwDqKPHMYJcgVv3YJaE6qVqpnUjJmWpHJRElr+vaodXVM+EhHSnNhut2uHIycbfpVaIRdSrYShQ6pQm1qXD55N3633w5IML8td7o/QEpaqSqmVYWPVfR88nWsmX+PIMCxzJtl6uDHasLEWCrA5OXt9bv6buImb+IaMGyB/EzdxE2v0fc9ms+Gll15iv98TY+T09JRhGIzXHiKHw555Hun7fq3oLpKVCzCaprlJSAarzDYwtSxnmkytYtN17Pd7xsOOs61pydfsUHyrhGYkeLanW0Sa5b3CPE90nT2+YoxMY8ZvB/ousrvcmeHS0BOjQ9WoExf3Lgh9x2bT45ywPdmQVEnjTNf11Ar7/QGNShRHP2YuX7jL7tnnuHz2OZ754jM8Ex1f3s888cPfyWc+9WkOOfF4F5HbJ8itgUOe8DEAiR4hjQeTq+wh5ZlcMrkou5d2nN46N5OimgldJHYmmxnwPHT2Nn7j3/4hz14WfujH/gsefttjfOoPP83P/aOf5iPf+l7e//bbyKFQyz3mZEZ6seuIsSdPIzGY3vmLL73EY3NCXaELPWU+4L3YUFqjtIiY8dIiw6gLraMknPMNzHu8X6roqSVlgvOxVZCFWpV5ag6wsSM743mXnBDv8E4Yhp7D/sA8jS2BsOullmz0hmYS431gMwwmH1qN8iPOqDv9EJFGA6pVSTmBN9Ud5wWK0vfDCqSvO6EuFXlLLM33IDQn32meVnrYknDEriMXk35cqubee+Y54YO2qrt1pWp196nLLIo5RgkrjMUGgWPsCLEjFevelDpzcnpGqdYpKHlmnio5J3KyZKvrxeQ3JXE1nXkTN3ETN3ED5G/iJm7iWkzTxMXFBbvdju12yzRNbDYb03fPeaUlOGegxTet+YU+sNBtQIjRrWBqoVEsFfolAUjJKqC1XBqgq5XL/SXORyqFrDPb7YCIUkvFeU/0gRgDl5cXxBgpaeLi3l2iE/I8XemyX5OE3AwDm81AAaOW5MzlxSVjLUgwFZlalc3QU9JI1ELYZ+599ov8i5/9R9zRwo9+3w9w+Zln+Iwbeffb38Kn/8kv8LlPfpLp4h5PfM+3E/1DuOjQzpPTjNQM1VFqYpprG7qd0Kw2HFoy+4t79MMJVZVxmnEzhO4WF/vE0y/u+Ov/9f+JcnKLe9PMW97/HfyZvxT4xX/w3/Ped/wgnXecbAZ2+5H9NBGdVc5rreRixlk5mUykC1Zh9iFQsiVZm+22UaCse1FKZRonQrCqvtFt3GqoVLJpxRtwVxsYVRts7boBJ4p0PWBUqmmekJqZxpGNWzj1jhgcw9A3kE6TabTrQ0u2YeiccdE47wtf2rs2+Fq0+RXYteY7z5QrOeXVoO76XEbf92uVvJRmKqOKd6acBNo6AqaVX8qVBKUu++ksYSzVaDrOO1TNcyB4T5C6dj5ijKv/wjRN1GXuIJiMpWu6/94F5jS279sshWpld7GnNCUfUxIqth7nCLFnnNIb9jy4iZu4iTd/3AD5m7iJm1jjy1/+MmCV+e3WhuqWKu3hcKDrOlKazc21VS33+z23b99muwLDhVdc7+PLmyGT0S7GcSSnxEnfc3JygtYT+ihN4SPiQ0+uiSAmZel9oGpCS2W/u8A7QSuUnNFaGbqOuDh0lox3ge1my3iYqFlxeIKPxODY73fEYbTCZjUah1l7G1Vk6yLDNHH3S0/zqV/6Fe5I4M+951twn3uW3718kfBt38TnvvB5fvhbP0QdJz72j/8p2+B4x8mH8Xc2FEzOtZZCHyPRD/g6tQHRQr8d2J5smVKhi5GcbWjVizLnmcFVvvjc07zzm95PuHWHZw6JS/VIrbztPe8lbk947oXneeeZMh12zPsd09RoR+qMZpQqh/2B2J8b3aMUGwZrxjGxaZwblztiZr02zuUa7WUZVhZxNvg5z4QYcGIKO8sw5zQZH1+rmWjRQHStZnnvnaOk3PjwHi+Omk2Pv+usm4P3ZMloKUYpcY5FwlYwi3mHgnMIjhA8wXe46KmSSDUTQod3ganANM3EGNbEcrkmwTj+Oec20FqIMTTaDYgLzDOt+xSo7fqtecIjNjTsPK73aCpMKZFSoui0djVKKUzTtB5HEaHve3yMdH3fOlIzNQiKeSKM48icM2We6D1QC0UL3RDazArs9gfrdJRvTEWsm7iJm3h94gbI38RN3MQa5+fnhBDY7/fcu3ePk5OTFZD0fd+qmpmUuE/RJufM5eXlSrOxKr2uQ7N9b1znxXhnpW/UKz6+Vm3OoR3iHNFHm54Uh4hnrOaKuRm2VlXOicNux2boyFMi9r0ZG50E9vsD4zjRdR27cc/TTz/DZrtBKsT+hGHo1wFHFz3DZiAnqyyHnHCXez77+3/A3c98no/+Bx/h/Nk9h888zbOXd9m+/10885uf4pu/6R089/SnefusfPHXfotHH38rw+njTKng8bgqjPsRHyBGaYOiVuUexxEfTX7Sh26tTDsxhZtpPnD6lnMuUuHgApMIQyfsLy+RznOY9kxBOezukQ47tGT2OTNOme12gxdIKTFsrmgYi/uyazztaZpWAFubU+51wCuy6NdpM4AyUL0kHgZctQ0yWxJQqukqL8txraofo5neLUZd82xupcMw4Fym73tEDIAv8qEpZWLs1up4VcecEz5EurAxozApZK0mx+k7vOvoe0/shTnNjeY13ae6tMxrjFMiRusMLaZN4q6Ow2azYZxtGSF2TZw4sD/sEecZ2tsz50wfZB38XjoP12dCnHPkhboE5KL4YB2ocZw4vXWLMo4M0RM0U0OkooSuRxFyk231IeJugPxN3MRNXIsbst1N3MRNrLHZbFbajHOO3W5HznlVsrl3794K9BbQst1u14p9Sql9LusA7PL33MylFpAXYzDn0jQj4rjc7cxxUyspzU11RjiMI/v9wUC2D+aO3CRMLWkwiUK/Kn64VmEW7t69IISOs7Nz00cXKCUTmyPr0Pd0saPmwqbf2EBoqTz3zLP8zic+wXe/75t5CIf74rMMo5JKIQfHW+KG+OJLDC/c49tuPcQLv/17zM+8QLl7yfTSBZILJDO6ESdN4tC1rkVG1WgsqDI3ecScbYhYUB555CF+89/8GuM8krRQpDKOlzz/7FM89aXPc7Lp+PyTn2Y87NCaGPd7tBS6GIxPTlMGCuFK4lHEBi0bxWk5jzkXvL+qHl+XCF2s32s1PjgsXgCsVe0leYsxUhsNR1WJbd3XAW0I9u+zs1uE5vS6AOBlINWuldQoNW39eqVwY4mlEGOHb8mFiCOlQs616eTXVh2va0W7lNJcf+33z8/PWwLRnFW7uA6mLpX11K79vnHfg/fEENpxaR2nWpC2j1fXtg0R+2Zytd8f2jYoog7vnYkfa8UFTy2Fk82WzWZr0pSbnrOzWyt9zVxgN8SmGnUTN3ETN7HETUX+Jm7iJtYY93u895ydnCANfNVSGPd7SkrM40jJNkjqfWi8eeMlhxAppTY5Qtqwn1VvnTMQN46juTk2xV8l0w89Fy9dEqSjH05Mv9wp+8MOvDB0vanQzBNazCwtBk+ZU3NJptE+PCUXDuNhlaE8vXVKmmfG6QACJ2enjCmT8kjXC7t7B8QF+m5AVCnTDhkzT3/xaca7L/CBxz6APv8cz4/PUbuEK45+N3N+smHcfZk+3eMhjdxSx+f+6Ene+c3vJJydo66wDzPD5iGiDxSdcCHSRUsm5pxwLtLFDa4UIEHNlJKYDi9y5+RRboUdP/cT/w3f+gN/Dnzk8Owf8uv/4mf53vc+Sl/3vJhGzk9PyZPy0COnpsAjShl31Oipc0HiTAieQ0rgPFrNhTEEv6rVLGGg2+M85DyjtaxDzIqp4tRaqWoKONadUbwEpnGm7zooigQQVYJ3RBcoPpCL0A9nzCnRDQM529+Hw8GMnoDgPL4Nz9aqDcDattnQrZI12XkqI5RC1wc6LyTFVF3qTMmROU1NRSaZiZkq3lmyp9Xhna1jmiaGoW9V+8gwDCtAn+fZgL8PpDzh1bjxNc2IGOd+EqHkSq6Ow717ptQj3gy3UmGz2XLYHwjdFocQo+dw2JneviZEMyd9RCThgeAiiUAXN4S+Q1MmeLjc32Vz4qkIfTe80Y+Fm7iJm3gTxw2Qv4mbuIk1FtCzGDs99NBDjOPIxYUNlm63W0o1YL5UZLuuY57TWrE1GsYVSFwqtMBaod1sNoASY2Cz2VDzudlvA4iiWoh9v1pwCNqqqUItlcvLC7QUtBacd5zdumXgE+X09HTtFgDkkhERTk5PGccZvFVULy7uItLZkGNdpBaVchiZ7l5yFiNxHBlffJHkJg4xUy4nvvz7v8dbzx+h7F6inye885x2HS++8CJvS4WQMlIDBeUwzxRXCQEQx+4wMng7RttWfXU+MCUQUTrvKEVxaeSj3/3t/M5nX+Bn/7v/JwXPlpf48Aef4H3vfgtPf+5T3Dk/5ex0y908ma5+yoy7PWXa4zYDikeryXSm6hC/OLbLauC04HirJJvOvVaoas6u4hSlApWcSxsaDWtVPwbr3Ax9DzhcANTMlEoudD14HygZnI/Exm+3Lk/7HW/V/S6a2ZVrg7EppdWsyTlz6M2aUDHuvanWjOBhxrFRU7YpWuj7oakkxbXif3UdXmnKL9e7qpJSbgpLedWIt+6O4J1Ha2YcDzgXmvlVZk4zh3EiRhskrtUGju0eCJQC02zOtdTKdLBE2AdHSRPzPFHzTIw9MfTMPpIL+Fyp2DVcGl8/zzPOe8Za3ohHwU3cxE18g8QNkL+Jm7iJNRYQdXl5SQiBL3/5y6vpTQjBeMZNutCGBfOqWHNdtWYxG1okJBd+/NnZ2apOk9KMM5l2QuiIIuRpbvKDEa2OXE1+sBbjx8cQqdUGNKdxNNnCxnUvxSGijb7hV/rI+flt4z+zaIUXkwAMEZFIwTFrgZpBlTQfyF4YS4bgqS9dcHJIPKQdHxnO2U3wYR24tVdkFg6+Er2ZGZnh0gAaOOkiUzVHUe8dNM64eIfHqrvTNOHiBpGNyRcGT3RQtUOK8G3f9F6G4SE+/8zzPPq2b+Vd77jDS89+liEGxrvP8eLhJeaceOq5Zyjqeej2HU7Pzgmi7MdEmTMlZ1wYQIQYAlIXIO9WAF+KUXpqUViGXts+LQowi5zicn6B1eQrhNA01zHQ2+hRMZiz4yI7usxbmNGYmYSFpm6UU16pNcuyF776AqxduFJCMjrXiO88M/bzGCJpunITXq7LZdtzziv1ZVFhSimt12rKE9ocX1POVHXUmtj2juB8ux6bFGa1geZ5mnHnAycnJ8xTWuc/lnvp9PTUqvvFhrZjd0LOMymNgJlEaXUIHi2KDz21Fqb9aElzO2+7y4tV8vUmbuImbmKJGyB/EzdxE2s8/fTT3L59e9V/3+/39xnbGPfZN75zuJ+DDfeBpusAcDHhWYDcMuiYDpWcYZ4yLkScCwTvQDApyVoMADfHWANflZwSu/2ek+0GJ4GqFR+MCz0nc1E9PbtFLQUFYtPslqpsToYmYTjh+sA4J1JVDtMEAjHAcOeMy2nP/u6L5MPIZq4MOfPtfkO6VE5e/BxudzCHUVWev7xgOD9DvSnflFSN7uGEEK+Ap/hAaftkhlZKrZk0KVoqSR3edfi4pbqBn/tnv8g73/8hPvCh7+Q3f+/3+P0//DR/6Qe+hXH3LNFBOlyA99y6dcY+K3UxdRKl64UcjO8dYwDxRG/bZtKS9hnqTFYyBKCulXl0IjcgfR28L3MOi2kSNF8AEZxCLpbg1VV/3mQUD+O4Dtd6f3UunTfzpNgZ9WhJEBdTpaW7EmOk0DoBrsOrEII3GUoWgG+294sSzbKtS2V/MW1a9iPGSN8bcJ7niao2F1CrXWMudC1ZKbAMBVNRhTpP9MPAww8/RN/ZHEhoRmeWHBmPfrPZcPfuXTYtmUklkXNCxFM147xvJlFK7CNd3xxhq/kxCJDSzO7ykvHguH379hvxKLiJm7iJb5C4AfI3cRM3scYjjzyyAvCcM3fu3KHWyn6/X78zzzPlmrLHUmFf+NRLEpBSXn9nAWbzPN8nexhCx9BvKHNCAVHHeJiMPtFFOhFKTXgXCc5RteCbJGDXD3S98a21Yq6oTTscEaQN2ToM3JKS6Z435ZV+2JAQG0b1DsEqxeddTx42nPdbfv/Tf8C7faB3nlJmfNeRdvdQCajzTJp5Zp54gcqf+sB7oY+od8RhYJcOOFWkFqLviKFDEcSbgkvOGR88Wmac5kYlcmQfKXHLP/4X/5o/91f+Ou/5tu/i7lx563d8H7/5L3+Wf/bxX+IvffcTXIzPU8oBgid5Yeg2nG7OcCiaE94HdvNELoVODXDXopScEWe0Gq1iILU5s9qhM4WdOeVVdWjRSF8UioB23gtOjLoy9AOqJr04TSOHww6nDu8cm+2wVsL1GliGK/WjxYwppbT6Dizypcv1JcGq0x5n7rKNduMwc6lF3eVKQtOtycBS1V/Ueq4STmndgQjiqfVKXclmO0LTtxecE9JkmvDeeyptiFZNiWi7OUGCDdPWaio8h8OhbYdnKomui+BgHPeErqfvOqYpk6sSlLULQa2U1JKinNBauLjYQ55fxyfATdzETXyjxY1qzU3cxE2ssdANFt33xcDJe89ms2nOr9sV1DnnSIuW9jV5SZEr1ZqFi7wY5Oz3+wZsHCnPVk1vsoz90DNsBvq+x4ljTsmAmQ/MxcC3C4G+Hzg9PSPlgnMB5wPiPd2wIXQ9w2aL84F+2CDeM+dico9VTfFGhGmcSNOM1oqrZriz6TpEM4/evsUHP/gBPvvC84zeM7tI7QakOvoilFR4RgtfdvDZMrJ532OcvuutlM4jwTHlGekiYgR8tFZSKfSbE7YnZ8QYbTC1JGAiuJHNxkEU4vlt/u3nvsw7PvQRHvrgh/ncJDytHTs/8OEf/CG687fwqc8/w+mdxzi98zZSdYA3yoVzOB9BHIpw6+wWfRfJaSbPM9PhYBSaapXtqrlx4G1bas2IKGD676sxUuOUL/rqMZriTCmF3c5kR1NOTNPU9Nsd+92Ow2G/cuoXYyaTn5zvM21aOjoxxtUsDFjXu1BfpCnv1DYvsSi6LDz6pSM0TdNKAwJTWIoxcnJysl63Cw3s5UZni9pP3w9st9s1AamqxvvvOsQJPlwlrsiivy9tn+yYLlKXm82G0EWGzYaK0ZbObt2i6wcz6xKIXbQuBkKeExcX96g5MR92RO/onHBrM3Dx4vNvwJPgJm7iJr5R4qYifxM3cRNrLJXzcRzZbrcrkF8AyVIdXf4sTpkLoFmqnGYWZZSS7XZ7Hz/ZOWe84WlinkdSmiglIRjvGCqXu0t8DAx9x/6wJ8Yt3gfmlMlpxolRY0pO+GHAiScnq9qijt2lmVf1fU/wHdUb//vs7Nx03l2g73oKHknmoumqUqeJe5pwj3acfOhxPvPb/5aPPfs0796csXXgckVmG0B8qXfcmw48WRIf/sHv4/yxt1A3A04VFzzZg1NHdI7Dbk8tiuJItVLFgRMDy6rErmfOBfUn1LDlM19+nh//j/8az42F1G84FKWLkc6f8L4/9X389j/5KT70ge9m/5wjTJkwBHIbCC5iNJnYR4oPpHmihojzgVoyqSTUBUKMQAUE501RJedCLjPeOdM7z3mtbi9upQt4BqN8hOipatVznK6V9s1mYLv1LN0Hmv55raVJW1qV33mjbZ1tz9Zr5Dq4nud5lUQNi3lTcUhtA9Uv061X3Hq9XtfEX67X5bvXPQ5yTs2p1mRAx3G0bRAbRnbOksoVsGvFOUswNpsNThLiYJ4nRBwnJ6dt9oN1cHcZ3nXV0w/mgOuD6eUPvandxBBBKyXPiFbmaeR0u0Fr5qGHb3Nx9y7dQ+ev92PgJm7iJr6B4gbI38RN3MQaq9ygKi+++OIKupeB1VIK0zxTauHs7AzvPeM4rpQLkyQs7PcH+r5nGEw9ZKE2LLxnaRzxGAOlzqQ0WeV8zkzjgZQmfLchNY1z7yMSIM0Th3GkD6ZrH5pk4jiO7A97hs1gQM87A6pOrOIeAp4GW52Bs3maQQJBPK6a99QgjrtkLuqO0yfeynt+9KN89tc/yW9d7kxBR8CrEKswTMqGh/jIt7yPt37bt7DZbkk506ujeMfuMOF8JE8z83wwMAngPF4q1Ih3CurI6jkkx8nZw1zMjloDJ5szW2eZUe9JCNl7+ofewhcuEod4m7rZs1Go+YLOQ+g3pi7ThnvNcGiELhJCpabRziPG5/Y+MPRDq0xPTZPfU6pQy5W2+8IxXyrcyzWyAOGUMsEHur6jTDucw85FbN9FTRFHdR0mHYaBOc0r1eXi8oKSy0rXeqVIC5iuntDUjJy/+m6tlVxz4+LLmjgu271U7ZfOUUpp1e9ffmc1dbq2v2D7w5QZS6FopcgVDaaiOLVKu9aWuCBIox3lnAmxJ8RIqZmKtvOjpkoTI4J1inIuVLXjldKMp+IE7r7wPE5g08Vj3e43cRM38e9AvDaQ19f89HWIV354v3I86Ma9wrpUQF6+XLNvP168ynZ/xY+PdPCX+a/l/7/iw+Otild5+b5yvIEX19HO3ysdzFfbjzf85jlKLNXUvlnJ3717l8vLS7quMxdO7+n6bjV3WigNpsc9NBOdxGYzcOvWOaUU7t69i3NupSksah6qkNPEC88/h5bCow89hKiSS6LvI86ZDOJ2u6HW0uQPTfkDJ+RS0VTout507aPRJBZO8jRPhHpF2QghIC6S9lOjZ5jcZJpHYqvYVqBMF9wWGPaVUTZ0GnD9ObM3xZmuAa5SKrtxopxtKU7YvXiXoCa3WGdH1ZHSD+ZMi1WdTbs8gSa6KNScqRpROaU/PefZFyZ+43d+j2961zfx1lu3uIUwOziI44vjzFQKNW7YPvJO/tEv/iof/fD7eOShx3jx6T2bLnBIM853dMOAiIMshBDR4HHOgG3oPMUZ9UZESXlims2wqBZW86/grwA8Iiishl9XBk/+mnFUbVVoU5s5HPYEcXSxJ/gA4tbOzDQdEDlZq+nzPOPF03c94zjasSpmtCSwDttaBd+bbKYoVSs1Qw0e54xeJLXDe+seLRKp17n+S3V+AfpmaGUDsrmkVT41xkVXHqRORB/ZjzMlF/DtuLbrap4PlKL0nUeamdY8Z/p+Y0O1TWkm5Uw/DJQ6G7Wqcf8X34U0z2gplJJxIpydnnL3xefxKLMo0Tsu7+VXunUfKL6ap9Xx3oLXn6Mv35CXf6av+L9fsUGv9dn9K/jjN++I8YprMwXU9re+8he/2n17pdeRvPrHb3zog+9b+0Bf/vkrresrFnKc0Gt/68s/uf6Dr2vfvobPXiX+GCD/Rmb+DnTZnAoE0B5QEKtuXMURdHRfDjrVeKb21KatMwPxeMdBJlummvsk0oxgADsV0n52rAe18TTv2x91V+vXYP8Wa38/eMxtOabGIdohGhAqQsHVzp7TsnzvQSO0ayaDK9D0ru36WB6QHvCvtoCvIa4/Hdt1KqmtpwCdPZTdDNXxJ/nofJAoYgN+ruuIzhGmic1gg4rqHOrEOO29Y0wHfPX4EEia0NR041GmPJEa0N8Mw+r0Oc0mLznPM/N0wKN0IeBDYD4cEFX6PprySuzsb2d862me6BuVIaVkg44hkEoBNfrCIs+3gLhaK8MwMI6j8f5dpMyZcHaOK4WXXniR+WKk7Eec2mO61MKpRMJLI7//8d/gkeI5J3C4+xJdUXSaKQEutzALfPynf4fv0x9h8/a34UPgLgHpInudKb5y8tAZJw+fmyRn3xP9QJ4OBK1MKTPPcOeht/D7Tz7L73/uOf7CX/mrfODbv5OksImeoFaZ3dSEC47h4Yf4S//Zf8Enf+2X+ZmP/zp/9sPv5YlH30V66Yt27XnHXAq4iouDSS2qktKM1myvRN83AClMOQGOvuvx0VFysaFRHxg2WzOwmmdKk6WM7Xw5cWgtlJzMWdc5SjHePc7ZQGjo7ImQDkzjjGpl2Ax0foOIDacOIVBKBRHmcU9VONluuby4wAF9PzS5SgU6fOis+q0VAbJWggREHWlKZHEc5rpW9V00fr0u9BoEFzvyNFqHCEGrkubStjUTQmdSoUVMe5/Qhq47gjfNe09lzMI0Z8gZalMq0srJ9pQueBwF7xQtGe8VUSEKlGU2pCkClaK4mnFqA9A1GT3LR493D1PSTC0ZrZXtycnR7/s/7mkssHoOHCMEcApSQVqhRewSQK6N7skrAcElXmt7rn12hXEFaVSsZj7dsLQcvV63IJTQlilq+9uYbPZaFsy04RWLiq+x8Jd9JsvPlIZjuNoZufrnmiK9HrmMXG2HtD/2s1dY2dewb9eXX9sfQVAVpJkKXv2ivGLe8KCxHFpDFdKgY5uHod5/9r6effuqP3v1L70mkH/Fk/B6hZpiBVQDndoZ4JRyDTAJdgBfLWV5pe19tc+Wu6m2fzdgK7U9saStSo90HBRkQlUsQdHJ9tPNtp96HUxf38evZ9/aZ7pc6MsTZIl2nKlfWxH9jwv1LRExFQypEakeSIjMSO1BO9Rnrp5or7H9f+xn17/TwLvUdk7tHMprVX++priWi2tkTTAl23HW2I53aYfcXfu9V9v+Y352nCjVwJXzHkXZbDfUWleL+nEc6XpPjB3jODJsNo1HrcRoknsAtSQuLy8Y+qHpc2fu3bsHGL2mzDM1Fzrv2XQb0jSSponTE6vaiws4iQiBaTowjQeryOZEmidSzjhxTTJRGMcDfR/QWpmTDVJ65+libCZHld1uh/gOcZ48H6hxIN+95J/+/Z9hmx0hF6iK224Yx8xbfM8T/Sk/+IEPwtPPcfHMi2xqwbeBxIvdAT094dG45cmf/ifMt89J3UBWc7nVWvji/Bzf/5d/mPd9z4cIvaffDNRponMdUgtlOjB0p3zu80/z5DMX/M3/4/8ZPTnn6WJGTDoVUhF2KeNFEc0UF9Dtbd727T/A9tF38k9/8f/HX/vT38o23sLNE84F1EGqxahLOaNiqi5JM3nODD7a7IBWMzzynqqmeR9CJDajpDGNV/xyNb8A8fZsVJpmP55Si73kvGMTt3SbgXHf40OkNHpI13lUHSXPq/SjDa9e6ewH31NKpdbCdnuCcwsf3xOCFSFSgZxHvCaG6PDicBIILuLa/a4Y7Wqt4ovp9i+V+tqGUZdnu3WWhJQK3ke6aB2pPCdcBRcrc06kWmzuQSKejA8RnLkfU0xOc04ZrdD1PYrJW07zRM4JJ8o+W+Kw6OiDmtJQyYiaGZrRyawAMXhTY1q6FP1wfGfXP9Gyw1JqXRvE0oBgvfZ+fsDFt2KOzXHXhmzbn+X1eMT6i8qSNFyBeKlXb2N7Na/o+8HWBaAOwbUlWdL6hpzU16wet8LaEbZDEapIa9hcA/D68nfiEftGy6lpi6xt3dquV1m6R1/B4njj47Ur8m7/mh8fNzxU38BRAs0gDgNo1Q6Wugbwj1Fh5VqC0O5kMQC6VnpLtSr6sY6DBtv+2t9/McqSv1fsOGyOtL4l8alNn6i0dDmBHOzpoo6jiRctyRfX74AF8I7ggn1ej/QiktTOTbuZ1GMIw12rSDSwfQzwq972cU20/FUVROPV9Vk2HKcL8MaHpImh74kUgggxCDmDziNzSnY1VSH6U5zvYSp4hEEiOhswB8hUxDkO09jUaAaMRgExBmIHiJIOO4L3TE3rXJxpyPsQmNKMVxA1SkHVipZCzom+VVlTo02Mhz01e05OT6g5ra6laR7ZXdqwZMkzKXYc5gMuTZwJDEV4uHb8wLvex+Mnd/C5kqnQeTbi2RTF7yYun3qG4IXL2QZzz0LPHe2Yn9vx7dszHt/23Hr3uwm376DB5gRycPy3v/kLbPotTjxaCvfu3uUkRnu+FUuA2AR+/d/+Hj/6n/9veM7P7KeXqE6g6ZUXPFUCTvqm6R4oXU+KlTtvfz/f9B3fzy/++q/yo9/3QfzFMwy9DdSWahVcG9SsVAddN9BRCeLwWpBWqMjTSOx6YjQN+S5GUpps0DgE+hgJKvjgqHlGM7gQkLhFxZFLwqnSRVMiKjnbU0UVJ46spvKyeAAQOlw3AEYvUXFrEraYecUQCWEZXPXkqlS1Qdk8jxSSJSPimPd7buUEwaG5EqXSObvnUykGkrGkwKFkzUgQxLfBVwpzLqRirqu5WjcpTxOiQq0zuU74GJHgKTpapZ2JMe+gZKNJpWz6/GLAI80ZRe26VtgdDsBCX4JxnOm7Hmnc/UIluEAYOnMaRlYaWJFCdcJ8VKpnu++/msfjMfGKg9yawaLtLSVCkaVSrSu+P8rqrm+7Xv214EJx1yrbR4jQliV6DQu22loRKO5qux50FxU7dg5wVe7Dtut5bX8frXB3HTdfW2aRq5qkEzlql8Mv1fb7jtn1TvnLPztOLMtbzpVTywWdymLB8YbFqyG1P2bY9Q3M09cz3gC1FBo5Eda+15rPHmmlclU5XROIRsXQwArYJL3GMr6GdRGuAb6lYq7c37NcygPHOPbLlX396parJ9f6pDzGuuTaH736f1lKERlcsrRWw3HWKbMlWsuxxTewrVyB7WNm6tevv3btLAnEWoFv+3zMPvQbGFpmgkQ0T8xpZJwmuhiZ5olaKrfOz3F48pRXk548z5ycnnJ5cYFKpet7hthTvJkOgVVUQqvALk6wRcHHyHCyRQRqnnDegFtFjFfcXEdrM0/y3hOHnmmaGQZTpHn66acb+OytslltWLDrOgOyAof9jhg7EpX+/BZu6Ek5czpseM9Db+HyDz5PfLiydT2advhtYN5dUmPk8uKCi7znJTfzOy98gdx73j3c5nvcGb7r6augU6F+4SlkN+GGgVoSB01EhNhvsWuz4hTmw4EoCmVmnvfcfeF5wkOPMjz2dp7PntnZsC5a2iBlAOmttlEVdR7RghbIOJ54/7fxC7/xMV4cMerPxT0kQvCOaR4b5egWEgNJZ7RkOh9MA74lVxQD9UEwsD3N5DQRmsmTUyU0GUkp5mzqFatEi1FtSp1Jc6bz1m52AjUnq3aHgZQL05zwPppSTZNyDMExzXNTzCntBempTrgcR2Ioq1uvUAmihN7jBHwXCK4jZ09GSbUgEug764gARG/c/DJPq5JNmSd8HylaTKFHFW0l06IZEXMRng4TDsEFECfgKiKVkrKdo5BxvuJjYMwzIFQquSTyvuBDRJxVZxVwIdqQcVPB8cERhoFaKkUrc1GyFmJ05rIrtNkOtaS2Vqu2Hv3GP/4iXzPEWGDZXb2KyvXdUkCE+ood+K95Va8Yy5PcXXsVH+vIrpSga0lDbeu5ooiA6pH6/dLoPC9/nS8Lvw4pjtV1uL645ZXY9i078Gv1/MEjtFpuY8+8Ysj18vkDxn1NorZYB1e0oXatVBzKg3eNHjReG8jX43PxXjV04ci3iupyRaq7SpvxQAE3HmGF3irjyyGQ3IAhlm4R2/rcEY9Do5QsV8NyZbIAwVa9PlonpFXcRVpVurQEorvG4z5WNZ6rY7isd62Ou2tgtx5p/+w2Wivk2tkfgZWhuFTi64aj7Kektsy2L0uSuVJ59KpLoEc6rm9whG5gnDOlVs5OT9mEyMXFBTkXbp/fJpcr1ZFpGnHTzHa7pVTQps8+50Jo/x+7bpXfK6Vw69YtpmnicDgwz4lbfWRs0pXjfFgHH7OhHkqFzmkD6t2VbngbmN3tdpydntpAbJ7xImwHo/uUbAlDFwKlaZ/3wwmTCrEbGM7OqBeVO+94K5/8lU/wFomcjYXzuRAOe+gj9ygcho6nZOZXv/R53vOnv4+TJ97Or/3sP+H8MPKOzSlOvfG39zPj4Wl06Dho4skXn2P7xKOc37nDsNmyn+5x6/SUfNgRNJNV8V4IGvGz4A6OWKxKrCSCa9xtLeBmohSiUzQVGEdOdUeZRnqZCFoIAvM4gkx0IRpFJVdCcPR9x7y4tIZIVUdVM1QKztEPp3jnV+yhVUEiMfp10DTniqpHvKm75AqViovgXUBTBi02JNp1aOxxOhG8B2/c8+2mo5bSZE2VmpW5FLQWRCB4SGmk73pqTWhJECCGjr4LVqktZuIEgohjzJnQb/Det9kJR9VuNZRSlKLO6A5tgDdXk7gUJ/Rd30yschvUhVwKwStdv6WkTK0ztSWeMfRInVEKh4PRhM6csu3tGrt375LOd4goVWfKXPHRzM9CH1rFudBFS1pFMymNxNhxdrpBVZnGcZV0zSmbwzE2n7DIgR4zvlq8dbQU4vor8GUL9rVVPZGjgrNX3AxpGFePV61eSnE4cK1mV9rrQrShigosFKIjxFKrcwtrqDWE1/pnqy8d4zWobbn3nRm52j+nVj336zl88FiulZbfXW3L0njnWl3yAUOv/XHXEqNl+dpgaW3H1P3JEtOAPwbI6+vQwnv1sCPkpMNJpBRBcIgs5LVWJV+u/AfuRyng0Xpl4lGxToBKXpMKqRHV+OArFMX5gqDUZINOSEEWcp62ijIz1pE4wh2+gmlpYB6WS1TXFP1aV+LBVtaA/IRd2o1GxHJOe2pulXh/hP1TQAeoy7nxCB6lGAhBEaeoLMnLMToAbR/btQOKc01GLieUgkhG6F/Pd8/rGknsWvBdRzw543A4sE+VO3ceJgFzmiklGYe3D/aS8uA2kc4PBg6dI6eM5oLztryUZhTF7x2osj/smMeRwW1AhHuXFwzRG80CQJzRSmpF/ZWhVK2V0oZYF47+brczmcpmDOUpVHWEztaVc8bHgRh60uUBCR1lTNwNe4azHvfuR3jqlud/+tLv06UKwTF5hYO5vmoSSgx805/+ft7/A9+PPz1Fwwm/+LM/T777FF1RYrXWtgrk6Jh95aWc+ND7v4fhdAveKjfjeMCVRNHM7nCJeGGrmZc+9Ul+4u/+37hbBNcPiGac2rVbpaM6j/MZL0bJybkwF6il0unIrbrjzE/sXWWeE6lO3N3tcN0paZqpeokfBkQrOVdKe/b13YB33uYGqtFgUnOcFR/JtVLVkVNCXEAcdF3HPJucqBchz8ajp52vlCuKw/kO36g7JU10HqCQNRNcc3UtkyUA7bkUQpuzKSMlFU6Gga4LODJePCBoCGgxVFJw+BiZUmFOiRAcLgQOc6FUm6lAIPiAOLH9Vg+hx2WHEygJHIEYhFoqtVSC6ykJ+tgRup4pKVoSng5qsIFfmQl+Qy1CTQc0TcyzI0qFNOJ8pJZC5wPRQa0JnKPk3DoMjj46Dgf73a6PBKmkPNN5o0vUmqzr0QzaQuA+uc1jRfkq6sLH690q5EqsgpRKUIdWxTtbuvHJDSWJO86+GtWJ1rGrIK7RelYIeLRevwJze8f2wYFTshjYctdRonC07MG1d5ztjayzIlb917VDdqxIQBZ7CwYFbw9rugqa7ZyK1uOtVK9wXxVLgFTEZFwb9WyZC9AjnMWCAXWnV719E9FVOm+d+CTKUI+TqDxovDaQlzeQI68BiNRS27CWgFZkHfVeKtatUn6MO84JtVqF1UmgVN8Ar6Jr9XxRr3nwWAxOqmZ8MHUacRVqbasV7JRsjrJ/UqMNEIuCHhAKSkVlQuVgL0yNWPfhGJGvpa0Oqjd+aTH3TXObXKhLD7420Q7TXm5DUVrAF3thijOToFqBw3EemMuQFEuHoVpCJDa45v0yQDdwpcD0jRUiHudNZ/v5F15inmfe9ra3c377nGeeecYqy4cLUplQMarF6dmWw7Qj50II9vtSIDrXdNLVBjWdoHlGgT444mYg5USpFRc84r3xtXNCvGvVJGFOGQ9M49QkDyPT4UDKFZcLOFP9qJWmCQ5VYTqYmVXXGd845Yov0ig34LrIS9OB/t2P8IP/9X9CmGbGyx10AbfZ4nF49WhRbp3d5vTWObceehi8552PnnH2LU+wv/sSIRW6WqnzTAge7TpGCsUHTm/foru1IZFw0aEOYtexu3vB7nCgOuXWxvOjP/hNyPY2Fxm6zYDThOSJLg6E/pSperITnGaCGE9ewkCuSieVrlzix7t2nH1gygcO48h4MeK92Eu1zGgZKRV8NNqSeQD0hCAEH5mbA6qCcdlbkUNaJ0RVqWovSzP/OuBbOTB4T1Yx0OwDzkfSnEh5JnohhEAp2QaK1dl14uy5Zy6sGE9+PBBjz8lmY0lHyuBh3O1RF6lilWwVc+lVHF0/EL1H8wyuIxVLWBadd/GObW+dmsv9Jd4JnQhOhTLPiMAmRKZqnHUFkzFtDM9x2iFBcQj7iz2bYWMGXW6Dlw7VPSFExmmmqqKdFReWpFNJqDT9m+DpgvkuTIcRKmyHLfvLPZvNwGEc8Y0ClOZE1xkljQp5zvT96/Fs+eroAUcpIDeKUKi6irZordTWaXDXvnesYmKhQrgyMrNtULSVeZemvx6RX7MeqwY413lapVGtBD1SCVnUAC00gFttuarKMvkHLYk6Qig2g7Qurao126/Nt1rCdJxZMcHOVREoLTFBFVp3cOnw6BGGo6HtV0uMbLltK1RXCFAc1MaVf6Pi1db0mk8E797IgT2PUyg1UXXC+Q7VQqkTrckBxFaBPVZrccQHG3itJeD9baAlf00tR6Qe6ekl1OJQdTjpcc6qLap7YBnEcqhedQkeKFTaA8O1B1RpSh6Nt+yWGYDQQOmD7x8sg8j2x4nHOcwARUdcVGrx5Lp8/wHXqEtHI1HJ7YWguFBAaef0lOPJeUau1JQssax1QrXiJOCcaYtTjq/z/EZF3l82Q5zSNMQDrs5cvvAsG2+V9UGgOOFkYwoj08VdnDje8ta3cjjsOewu6boeNKOp4L2nD9rMfAq1FNJ4sGHGGNjvErGBvKyljcZUqohxpkVRcRzmTN979rsD3gfCsDGe9bBtzqFK8J4uduRSVtJtqpCrsD05JUS7Gpx3JqfohXDrhIe27yaXRFcTg+/ZYGo7rimGuBgYtfDSppLIhIdPOH/Xbe7kgk4j47279J1xn3GBGcgKgwjVK9kV/BA4zCP7caT3ge3pLXZpz0v3nmWDst89RYkD0Z1Q5wNSZpLzlHiCxFOQjQFQr7jiqaVjiBs0J2rZ88JzTxH7LbsxsTvsGLZbTuOGoQsm1ybVhlmDDWzmrJRSCS4TvdHeNlHwvpoRFFZ1pwidc/hgngFaZ1wo9J23qlQXrSMSIyKdGUmlysV+QlTpQo+IY7+bzDhqkXzMSi2VeRbMmEtIaaa6DcQN1Zv8cHWelKrRr6ZqjrVFSNk45s5DnUfyWaITIbqKDEIpQogDTmxQGj1Qa6L3xSrqtSAVXHTUUhl3FwZ81BKAoevZboT9YU/fFYaTns3g6cMJecqUlE2ytICGU1ItaLcxBZ5uIIuQfaSiTEmaNn3AuciYHFWtA5ByanMdHl975lIIEknTTCme0G/NKVkgxg7Nxwfyvn6VL4AjlayXMaKi9o/ctC4Uq4SG1kStxwLVjTYm0IRwDFPIVUEeUOQYnXCBTgzbOuzvhV7Dfes7TqN4WaloA9IirRBq9BYbOl+a4McB8tHJ2mGQpYPS5kCyKFXUKuRHgpALWM7+iu4f1N1/TkWPR1VaHKEba9ZEtVoydi2ByU6Olhx9NdG/ys9f84nwhc8eXodNefVw9S6PPHKnsUC88RW1b9XWaxz6I4XIQGkqK1/6wjOUGjBNg4XwtVRYjxO1CiEY1/GF50be/fjb10LI0rZUXarWDx6CAV3ViMoWHwa+/KXnkHidUnNdy/7B17he06JNN1d55NE7iBSceIIfFqf2Y6zNugzLrqgD6cjVqC9f/PzzpvwgR7pmFpKeXj2RK6WdU+H/z96bh1mSXOXdvxOR212qepueRbNqJCS0gCQshBAWyAiwQGABBoONEbItbIMxxp9XsP2x2AbbYBvbgAXGFmBhf2DAGCQkFoMQSKANhPYFoX2Wnunuqrp1780tIr4/TmTWreqqruqeGs30TL7PU91V92ZmRGRGRpw48Z73XLi/4bbbb8G4YxudP+mQcoORTUiyhKraxnjLxl1bZHnerXDxXmUHl2XZS0CKCPXFDSxQOI9bLjS40rU0CK5taV1LluU411KXJT5JaawGMaZpQnAG79SDiU0w2EjRUI9yPjKkWYajxFrbB2yKEUqvnuc00+yZtA5Jc5VTTFPqqiJJM7L1jNA2BGtZzksmWQ5Ni2tq2tDiEpj5mlojtbCSYBPBJIYWT1VexElgkqwjjaVIMyrm1FkNI0NVLcFbgklondc9sMbjvNAGh80SgrcUWUHVJIzylGS6jvXgGw/ZCJFACMJkMgUv1D4hH5/AhIQ8FXJRecZ50yKJp3YO64XRmesxWNaygmxakKSGxGZsXLxI8AabCDZRQ9iHTQ2wdOqosDahafT5aEIkoWmVxy6iWu7e2pjQqcEYi4vZfJdiCGIJWGya6WJvMkXnce0rAUMRwLk2JmJSlZYuYVOep9RNSV2X5HmBtYny8huHiCEJUJYVo5E6QawVCtEA3DRJqcoanGO+uYmxM4KJBnLYkZb0PvQe+tI5RAJ1DIAtipzunVaZU0fbCNXSUtUlkoDzKYvtDN8mhFbIE0NTzTh16iQ2G9M6VQjSBY1y8nOnnlfXqoJQliZ9AjU16i22rlUS03ucNUwnZ/vkaqAB3maxVFaiOa6cH7vh5/XhY8MxFRsI4FtMnu7slBrwRqkgnWphZ9QfB8SHns7SNo3+KrtppZ2C07GUFzw2Xsq0LcVojAuelkAw6l2WXvTigRYWp74gGl/gQYzF1TU0Vg18B8SyjwOC9Ma1ciY8OIcpUiQZ40SN+nBMfCUbdxx06pXoqOskIOMzbQI2HFfcgVoXYUUwEVHmhA9gan2mdaeq+EnCQYa8dHSP/fAvv/0XP3lLDWkxdosXffkLuP32G/G+WxUF+oRQwepW2LHICQp4nSze9Ka386Y3vgvvRzEANgZlitJrJByDh5wQvfzgg+OOO27iy7/8uZ17QK8uyps/rpsuUkVDPgefUZWOl7/8F6hLEz/TRVKQKoakdIPaSiKpoEuZngkmXbKljne+10j2/fMRHMY0vOgrvpDb7jhL8LoV7o9JDlJWFIeUC6+qQN4b3vTGd/KmN74z7jakPPA4gIAGQzs67r8GvzZxJwBuv/02XvSiz0Vsy46k6IOPtTPFsa0cfu2/fXOoY/r61rUURcFsttUHloYAFy9sYiQlyzKe9KQnIQJbWzPyvCD4QJ4XJEWOywQXM8U2dUPTNH26+jTVXY3xdI0bb7wJI4ZqucQmljS1mCRVil1c1LZNo7rebYu1lvX1dUyU7PPB4xpHXTe6K9Kqca8a3WCM6TOSNtISjHD//ec1K6yHamOLPE108kmV5pHbDAiqqBFafPC0vsHRkmYpy0WFaRKyJOP8xfuYTAo1Uo0hTXK8E4yxutWbWigyRtM1br/1VkLdkIllWS1p8FhbEHxG5cCJIbFCW86YZgnWpJRtIJiMYpxjQwtO9cRbsbQkSh/zDdY3jLKMPMtoXYVz6hF/3W++jtQmjEc5Ng1kaYI1em/m83m8NzrG1XXNaDRmbW1KVS0jHcb1eux1XfdJtvI816DRIIzGUxZVA5IgScqTn/wUbrj+xnjvPS4YvNdkW0lc+FmjHjXVlE9o24qqKnsKT5KkmijJmJh11iMxG2+WpdhEtfHLRUkiwv333MUnPvZhXFvhQ4VzDudUSz9Ns8gxV2nL1jmqtsYYNd0Sm8QsrqHPhRAItE1D3VRqaIaAYPGtUC5aqrLklltv4rnPfz6eNWyaUzcNddPgA1EPP5DGHAypNaoRbwzOOwzCbHub2WyLLM1YLBdYazBGGBUj1tbXETR3A6K0sc2NDQKeT//Mv3is3oLl+z506IDc0QweKLxAncD0ujPYvIihXDE/AfTTjxZ6HLNhtL58oNnaotzYpM+QFOcvCWosmmNSG1N7OcqJTsYk152E1GhxvTEtx2PII72BLl50h8gFtu+6C3GB1EMaDfnGHk/71GDW56VymoHWCJPrT2PGeVQIj3bDcRTp4xZOl8kLovwPNFtbzLc2EQK5P54u09k83Y5Dp8TT0WlG4zHZ6ZOQm0MLPGp1jvRC22Tfwy7rkTchO2IVjgEhjVsxhtbM4/5FjhKvlugSbLySGfSBQ4wQXE4IBvwU4/LeYNVOqt76cCyDSYCgGUCVNy44WyN2psG0IaNXRTmWhYO2QSSAzEFqgskxIUfcCBNSOiWbECw7GWyFoKEs0Wi10WC2GOMJ1DEAuTtHu5BIbJ44NayjUR2SGSQeZ7YJGJBUg4mPb7my85vUEFogQ/AYP4qa9cflSuqkAMbs9MsCCbl6mZwH2+BMeXzuqyPh+BLEGDyhqfAhkGcZ25sX8CFQNxWBFpMYbrj+JEVasCyXVIvzapThqeYlxqSkRqhxGJORpyllWVIvF0pBClCkmtzHGKFabDCfTThx8kaSYkTZLGlcC77CtyWTYp0QhGXd6MBqE4KxNDE1QmKMJuBBIM2omgYXYJQVNDGbbFnXNC6Q5RmuCcw2NqFukLZksdzGJoHKC4iFNkGCJ7hSqSSiuwBbW1vK+Qye+8/dpzKYaUrwFYn1uKaibSqKosAGoW1K8tEIMULTeARPMVnHt4InozQZJaqXv6xq8sySWYkZaWua1rEwhiRpCSYGAnpL4z11HZS2ZpMoGSkkWQEhp3Ee7xI8GUm+Ds2ccZGwnltS6yhjQGgSHK51jKzQzEuKUYFIYDJJsInDl5toOi4Q3zCbzei4zISAo6VxFR5LkY8xzZyRWkPUzqnUZ8ho20yfjdf4Adc0BFTlRxWQAiGk1I1AyKI8ZORKG0vb1jhHpDkJJrHkRYHHUflWe6zNaNua5bKkLi9ipQLnmY5GJEmO84662qZqt/FJqhl/CUzHo157ULMB11RVTVlWZFmhvO22IiUgJFoPakJd45sSsTk2m9DIGlWTENqASMKyUu96mhU4HEU6YWNjg/EoV7nB4MgSS1VVbM4W5NmEpm1Ikpz5fAa+oVpWLBeaQDBNU8DTtEs2Nu6nGB1/xvX0kyiXqzrc+r6FxODtTpbOTlllxdR9wOg2UcVpuYUTNdjF4+Nuf6f6orbpA7sXqtyiMqTeCrXxJFkSdSc6h1icIo4rcVNX5X6z2JGEQOo9JqhDopu1jwMiO0wFG3/zBHx8f72oMWw7+tIDhQm7Fj2dD1GU+cfIBxIfdpECHggk7jOoTrzBBki8aByWFVppyfJOY/PyTsIQPMGH3gkl8ZkLHXVU45C6BHBXg0Myu37yKAJK34oNkZhEo8+g6Vb+77z0D7zE0HPG9GFIvzqP67EQM6Qd29aJqDHbv20ODaqNAZt9JrTjue+hK0cCfebTYJSPryzVSByyeK+SisaY6CmzhOAI6IvZJU2RoNkSg1dlGg1G8thE9twzS4j8+wAEcSuDZE/YO5ZWdt52HRd36FDSS5n6Y+kv3Xab9tOezxMXM10gbJd065NpyB8fFvM5bas85ta1FJMxdV1jEg0oNEaYjMYYDKevO8VyOWe5WJIkmjF1uj4lz0ZUvlVFkLaB4BmPCpWEdC4GrCaamr5yjIoRIoZiNKZsK8RY6nqJNRllWelWprW9As5oPI4ceNUd12smMQhT6TViLDgXaXIGY5PoaTWsTaZs1QsW1YI8s6TW0DSOvBjRtIG2qnDBEVqPtRZrTTSmoGkaEpuQ5zliYTwa4VxD26gMp/eOrc0NRuOC7e0tAMaTNSCw2J5TVxok3FQlPuhiezJdJ7XqKa6rCtc2KsWYatZPVTmJko+ti55qldbEdzt6mj03S1PEWIyox7pabNG2DU4agoU0LfRV8IHlYoEPjrapWQaH9y2TyZi6chRFQZJkzGdbGjMRn1uI5QbXsqhKsmJKIyVNo0pHAgSf6uRkNK9DW7fgdIcqhN0/ID0fNQRwLsSkVBKTh2X9jkC3a9C0Tnc6jKGuHQRDlmSqBCNgJJBkKU1Ts1wu4jO0LBYLKil112E8xreqQ6H3MSE4T2oSsklKCLo7YWxCU5cEL6RpoQG3dUWWGLyDZVlT1S1VI4jR3Z8uu1CSpCSJOkeyLNfnLUblOAXa1pFnGouRpRneO9bX1qmqbYKHqqrJspzlckHT1NTNPPbB44/B+WRrb5j47HdsM9lVh1VZweOAzg2h97KayPkI8dtdAYvHmDVph6wTDfZVj/IxNu7SS8U99kCc57sqHBc12RNkVSY01qG/j7K7rQ8Y8Tph70fa+O6Z+pXx5OrRPbVID4qsfKGjLcVEVyauOg8rL+gTuOfee3nd615HXdc89alP5elPfzppmuK9x1j7gPrdtSmtMeDYoAkpDEaMRoW7GudUYUQ6HX0BiRO9kRhH4NW4EqMyW95XyLGp3wx4qLC5tcVkrMF1Nk2oljXLsmQ8HnHm7FmNW2mdKpOIZnBtgqdt1CC3Wcp2uVCPfmJ6XnwUgyLpEkRFxYiqLFks5phkjbaek6UZYmuaVo1nVwVOnjhF7apeF7wzYuu67j0ZVVVik4ws011E51yvXd9Rcuq6psgzJKgM5NbWFpn1JMaQZQWtC0CCFeVT56l6b7vrZVlGVVVMp1OWyyVWDBsbGyTWMB6P1YAvcpWyjfQM9fQ6nK8ZF+r5nS8bWq+eVvXAa1ZQNVY7WknS/58kVrPUNhp8mmWZ0i2gnwiapum9PcYYgtEJxiYaQei9Z2trixOnr6NpPa5WilPdVP05oO1J05SiKKiqqr/H3UKiu5/r6+t4r0HIxqrXzbsW7wIuuhAIQYN/kyTu8um06FznmYLOkHeu7fn31uoCuWla3cUxJnqrhBA8VVXiacnHI5LEqsqRkciD94CjiUHW3bnea7BsXWvGVkKgqWtVRwr6fDt1rRAlVNM0gQBGcpAEjC7gTGJwzrN0XT9rsbbQBdRKeaqWpLsO0+kU56KikmtpGqX3jEYjqqpCCH0dCQVN4yKtSJhMxhTFSRbLGRsbFyjLT2bG9QEDBjwQhBCYz+e87GUv46Mf/ShN0/Ca17yGf/SP/hHPeMYz+jwdD2QBMhjyj3J0fnkfVI7SJBqIRrAaeBscITjEljFJzBhDjqOTeawR22KMQ8KU4D6ZSkcDjhs2sbTesVyW5BSkacqJkycxNqGqOi3xlCQv8MGRBIdtW9LCELxQuZY2eGySUFUldVOrwSQgxpClKc57XNMACdPplPF4jLUG54QsS1hWC8bjMeINSZ6QZimL2VwXF1YpCVmWRe60Gkree0LbBVJKz58HekM0z3OEQFsvaJsG1zTYJCVLE7Y2N0kzpWKsTaZszDbZ3NhgfX0dgI2NDU6ePNkvEIzVgEVC1Cr3nqqq2Lh4gTzLma5NKMuS2WxGkuaYbIRkY40zEM0ZsWNA625P53nOspzROKdtG5om8rijjKu1aW+0A5QxcVDX7rZ1BFeB8WRRpvD666+n3ryf8WTMxY2L5MWY5WyuBvuoiIa0xiB0SYg0YdPOPayqiiRJGI/HNE1DXdc0TUOWj7GJeqxc27CoWiqnQciubZAkUwqSpJpJ1kQJt6CLK12opHgv+NB976Nyko+a9TVtq/EaYPDeqSpG0EDQpCjIo0B32zbgK5rGsb5+gslEn8P29nY/WU4mE9q2pVwukc7wbvW5pmkelXk6j7neA+cD3jnyvIAGRqMMO0owkwlZltI6XVCWZdnvNq0+p25HoW0bZltbEFRBrI6BrkZ0UZZY0Z/EsVgsuXDhPMbAZDImzWLisWMUfBgwYMCDixAC586d473vfS+f9mmfxsbGBn/8x3/Me97zHj7jMz6jHwcfCAZD/lEOMdDUCz5x1x+TjwIinsWi5sYbbmcyPsGF8+fZmt3PqKhpGxjlZzlz+ibm5Yy77v4Q47FBrHql7rj1TyGMH+om9ejIMAOOjjseezsBaFtPHdVJdOdFPbJN02LTDB9UTSbNCk6kqtO+XNbkRUaS7mTVbNrA5uZFRITp2pQQVBp0uVwQELJiRNO0uFAyXT8DNpC4lOAd8/mS9fFJtra2QOiTQtmontJ5yLe2tihGI0SE2WzGZDLpjWTnHIvFgiRJoufTM8lT8iylritK05KlU8Yj9ag659jc0vqura2xvb0NaNnz+ZyiKKjrmuBV6pIAeZ7S1DV5nuO9Yzqe9LukzjnN7tl4kkLVdmqn+8NN0zAajRA062lX56apEVEq0nw+J88zxuMJdRc43DTqGTaqA2+M7gg45/RaXmX9vNdgzfl8TrtcUBQZJ0+MmC9L8jxnPB5r7EPMprtczhlFw1498bZvQ9M0LBaLfmEzm6lUoxjVnhejWXytNWxd3KCpK07lGsBb1xX4WhWGZIfU573De6GqHE3bKMkvSQjBx7wM2ueKIo8qN6LZZdGMuM61YLugO1XZ6ZIpASwWC8pyJ3i2W+z0mYajBzyIoSrLXiVnPB6rWgW6k9E2Da2DJC1wwZMnuhtVliXYOSLaz6rueXbSdSJKxYq7K2W5wHuvqjxGJ/jtrU1AF9D6bB1VudSsycYwmaic5Wx7i/L8Mu5GDaPagAEPNXao2d3fOzuq3a4eKN1ubW2Ns2fPsrGxwWw2wznH6dOnVRI8euQvvX4kZa146g/y2g+G/KMeHh8qgmzzVV/zZVx39iT//b//DEEu0viGyt3DZz/3KTz1KbfyR3/4bt765g9wnR3R+HOcvdHzvD/zbM6fv8D/+cVf5fZbnjYYztc45sulekHbhiRJyYuRBqXFWN4sz6IXNaFpKqqqJgRPlmk8y7JcYkyiRpBzJMawNlEvblOW1CH0xqsQyPOM5XLJ+skTLJZLlvWc6VpK2/qoMpJSzRdgQ0/rAHYZsd57FosFeT5iNBrt+r4bXJMkYXt7mzyx1HWFCEzGI06ujUkSQ0jBOZU1BDDRqF5fX6eqql5px1qrnn0RXNDkRkmidBxB1VSyJMF519NxnIdgMyaTiS4omgabKqWjqirSJO3booam00WHCEUxAjxVVZMmKsvYUUY6mk0WZSDbtiXPMpVnTDKqaqE60sZowHJdk+QWayzjuGMA6gk2RhiNcmazLeq65vTp0/qEotdbRGlB29vbZFmmvE5jqKuSNMtIkxxrDQmBm268kTRJIhHexwWVSreF4Pvsv3mR9YsINdKdUnS8i3EJ6tlXep8nBKFtG1rXkqc5rWtpGkdmMkyWEbynLBc0UrE2PUVd6+KjKAqMMf1izMZ4BGMtaZKoGo0IRV5gbEJidTfSO8dse4Pp2oS227EIjqp11GVNGzKKJIlKTIHxdBqTZCkdq6N0dco/xhjtp1naU68mk4nucFQl1hrqqiJLM6pKFz4hOHwgKu+sMZvNsHaYtgcMeDigilS9bpzs3vNVg957z8mTJ7ntttv4wAc+QNu2jMdjnvKUp/ROkyRJesdTZ6x3c1vngLgc9WYYER7l0AkZbNpyx+POcvaGdU6cEj70wQ+R2ILNrfu5/qZn8ClPvIF77v4wW9sf5xN3V2xtn+Nxn3IjN96cM127gcQaEpvgr91cSAMA71u8T6jrBkxCYRJErFILfEuaZxiT4NpACAaRhKqaK8XEeRJrY8Cjp1ouqKqKosgZFQVlWXLixAnm8zlZkmCThPl8wWT9LG3rqN0Smyq/uGlbLAkIjCdjZttb+OCj0Wmixjb9wJcXBUmS9pz5ztPR/Tinsn/BOxpX450GhhI8bdVgbYqIZZyPyPKcut6RL1S+dNpznkHDoJxz5GmmuupocGOaJpqDulUjezyZEILgjC4CtmYzsnysuxxiopyj63npqq1e44PTZFtViQicPDnBO+kH9k5Ss/OWd7SjEPnwabwP4oSqVq57gydFlRdmtRqm07XJrntZVRVra2vR2G3J85zFYrHLu9QtaLz3/X0REdqmoWk9JAl4T9vUlFWjQa+4nmbSLciKomC5XPaLJB8cIdZFRHC+2aENeenVHooiJ8kS2qpkPi9JxuuUS+XTj8djEpOwWCzQIFOtW0fH6qhZ3WI0hIBvHaPRuA8CxsDGhQuMRiPGo7HKSIaAaxpcaAl1qYmZfOjrv37iNGmWs7293S9yOp385XIZnxnkeU6RZ9HrXpElto+TGI/XqMoSEUOeZ4CnrpeU1bJfHIzHE5p6GGQHDHg4IM8yWIkdWiwWvOMd7+Btb3sb29vb3HTTTXz2Z382t956K89//vN585vfjPee5zznOdxwww1cuHCBt7zlLbzrXe+irmse+9jH8vznP5+1tTXyPN+lZHM5Hv1gyD/KYUyK8TlVVTFfbHKqtbzwS7+QT3xsA4LFhQVPfupj8aHkjjsew5d+6Reo8oa5jZtvPUmStLjWY2U0BLs+AmAiR96myk33UV4kTTMClqZ2RF4ATd1QLkrlO+MIzmOS7jtNJhSCY3t71ht/8/ms9yBvbW3ijHo0MTU33HQbZbOgbmZaF2NwbUtVN72mfTeQZVnGYrFQYzrPe5379fV10jRlNpv1cl8dhaWuKyyeSZFixdA2NdtNqwoFQfDeMBo7sqbuja9Vzv3qbkBVVyRpgvee5bLEEL0vcYGgAeBePay57kA478izjPFkiseyLJVqUy7L6ElXY7lpWspq0WfXVe3zhiKfRE+t7wf1NE13eXSqqiTJCubzBXmhSZ5mWzNM2yLi8WVF6wPG05/bKfPM50tCCBRFESkgWe9p6nTku/uZpqnqyDeO5WKuAa/WYm1O6z3Ot/F+eM2AancCVzUDstMgVYEk0YRNSWJZLpf9AkE5/20fQGptVNsSTbCUpilnzoypFzXLpe6aeK9xPqPRiDTN+mDd7tl1xjvQG/ij0bi/DyoE5MmLghDgvvvuQwyUjWMyWSc0JQm64Lmw3XJmdJrJZKJ9cXveBwWveubzPI+Bw03sPzYuKgyL7e249T7VxZixpIkq2DRNybJckiSGqoq7D+mopzwNGDDgoYWLjhXvPffccw///t//ez72sY/1FMQ3vvGN/MzP/Ayf8zmfw4tf/GIe97jH8a53vYsv+7Iv49d//df5hV/4hT6WZrlc8nu/93v81E/9FN/0Td/EC17wgl1xXqt0nb0YDPlHOUIQjOQEn/Lbr309t9x+UqXY/Bi8wVPxh3/wJtpqQVMK5QKMBWNq7r77o3z8Y5/gIx+skDDBtQ+vIKyB5nPl6DzaNgbUVWWJmFSTDgX1wooVgvdICIyynKYVkkSQLKOpm0iLyWjFk2cZVV33VJGOErK5uYlJEkgMRVGQFWP1boZWDWMDNrU00RjqZbriQLaMFKCqqgAYj8bIxPbGaWeMKm1DPfitc6SpqrmkWcp4PKJczKirCiMWkZTFYk4dPd1d0CLQb5fWdU2WZUynU0D1gY2BcqGGd+uU3uKcpywrxh2dpnYkKb0X2qQ5WZYphzpNesOvS5il5YZodEpfdmdMdyo8ndGb57lu5Uaev4n8cmMMeZ6TJp7gG5xYQqsayWnU+G+ahvFYdwNUXcVFbnfoPfCdQd8Z2F0dQLONihA9+y1JPqKpa9qmxphMZeqid7ozcpMkYbFY0mVeVn7/Dre0Wzx05e3QjtQI90GDT5vaUZcVa3nCdG0aj69hRZu5W0R2C580TVkul32/qusaEzPN2qhis1wsyItCqWSppZ2rB30x2yDFMx5NGI/HZHnGxsZFTLKmAckiGq/gdXcqiTsX3ulPmibkWUbpW5yTPglVGxePBJjPF/jQIqKUmhBcXEg2LJdLDbh9hCOKTA8Y8NDgiAF2XRzMxz72Mb73e7+X0WjEnXfeydbWllJG19dpmoY3vvGNXLx4kc///M/niU98Im94wxv4tV/7Ne644w6qqtI5IY7V3nte/vKXE0LgS77kSw6l1cBgyD/qIdKCeMbZrfzv//kmPutP386Tnnoz+A18K7hQ0rYzTGuxJoXQdPkmWC6ED7z/bt7yxo/ytKd8vkq0fRITixyGIdj1KhCE4ALOt9H7aSE4mqolywqsDVTNnPn2Nlma0jRVzNZZaI4ssZSLOW1dk1ghOEhMgs1UJ9cHz3yxZP3kKbzztEGoyorxiZxl3eJcyyidQKipywpJCpLUUi0aQvA4Z2majragSiVFUWjwo/cYI2RZynw+p6pKVQJJVJ5yOp0QnCMrCsp5ipGEUZZTGNWRN0nKvKyV+pOmpJMpSWJJEstiuWQ8GZMZlbcUAde0ZFlKmhS0dY1zot7dtqXIC8aTNfIswXn1nlujCxPvhdRaqqruZQ9DEnrDWFWjIIs68kmaEnxgsVxQFCOyTOMKOq585xEyxqh+u7VIkkFwaqCKaiCPRmPKukWSgBVLVc4JBNJE6TyL+Tatc6xFrrfGC4RI/bE45+NnmjuibVX1J01SlZq0BpvmLJqAQXcnWq/ZMVw0YjsoH15T1EufV8NgbBoXLwabxMy93qkx3TT4ILSNx4u2o3WOLLekqWZ5TdOc1BiszXrPd7eD0Hn4u12cjmIjUQGndS2LzYXGEEwKEBjlKc7rPVmWNWdOnULairKsSIoC19akiWVZLlhfP6GLKdfgmhZrLFmifPhxnpMkYxaLOZsXL7JYLJmMC1yjWYiXyyUhaNAzVsiLlC5vRdv6GAuRMxpN+sXrtQxZSSeyojyuCCt/X8MDuIQ+R/wOuknpODNePUToUqUYdNrvn2VY+f4abV/fDlnRiFrplzHzBRLVxn7+538e7z2nT5/m3nvv7d/Rbtw5c+YM7373u6mqisc+9rG8/vWv584774y7qFXv6OrGpTRN+amf+ik+7dM+jdtvv30w5AdcHt6r5NpN1z+e0ydO8753/V/mi7uZTFPaGgQHLKlngSLPwba40NJ6w8ULLRcvGJ7z2V/IqfU7cA0csPPzkOAaHUMeUgQfaIOjrmvKssQmKXkxBoS6We4YjAlUzVL15I1gxLBcLGgbpZZkWQreEXzg4oWLFOMRNkmYbc/I85ytLVWXqauaEydPMj1xgvLiHCuCQTMOe+fAOJpS5SuzLO+91uPxuPdSt23TG2SzrU2WMci1y0IqIiRWqTE+csRd69iebZPRElxLmkW1nSDkmXL6lf9scK4lTdU770Mb782ShEBTq+pLVVUYY6J0o/LCVSfeq4ffaz4GI4KxJvLO1duf53mvN58kCRcvXsQ5x2Si/PW28b30Yjegdxr0q95r5xy+dTG5jcOIppy3xmJEmG3NyEZjfUdDi7GacKlbQIxGoz7AN89zltFb3/G9O1rN1tYWk8kkTlJGNfczTcbUti3i1RMtgvLexWCEvu9IXFwk1uAlREUalbpN0xznWpUojbsNHUWnN/ZNgpjAotzWBFlZ5LE7HxcFWkZVVX2sBNDr8ne7A11isrqulZKUJEynk/7Y5XKBiQmjQlxwTdYnhEoo8pwypKRJQlWWZNkEIwExStlKbIIxFu808WC5LCGq8bRty2Q00rgSr5S0jr9fl0qv8aHVPpYkONfGWJOCslweY1Kfhw6rqYIekeP0fv6scIy5ph5iyMrPSqrEPjnVI2VHRYK2w6w0Rvb8duHCBd72trfx+Mc/nu3t7X63dNXBIiJcd911fPjDH+YDH/gAz3zmM7HWct999/W7oqvjbFEUfPSjH+Utb3kLt912m5Y2BLsOOAhiLE3TkmXrJMk6199wI5/xjNt4wRc/n6YKhFBTV5u89+0f4LbbbmU8zVhWS+oG3vSm9/HWN3+EkyfO4lsTDZOHTyDWNewQeMiQJgnb23Nm29uqsmI14c5kMsX5QN3U+pkRGu9onMcmltn2FnmaYyOvfbmY01QVs+1ZVDepyEUzoTZtw/qJE2xtbWGsqo3kWcbp0zmbFy8gviU4GI9HXNjaxljDicghXi6XpKl63EGNzyRJKMsli4UaPnmWRh6+i1zjFmsN3qvsJW3NYrHgvnPnyI3n1Il19ci2DYm12Hi91rWM7AjpVV/UazIaFXjX4upaPagEDXI1ShNSo1+vYYzmZciylMRqPEBZe0aTdepmhzPdxoRQTaP0iclkErXc1dDvKEJFUfTUl079oOPM53lOnmQYm7CoHU1bM44LBNyOdGXVNOTpTuIi51xvMIsI29vbzGYz0phcC+gXTV0wbJd51XtPtVxSJYY0sdg0p2l3AlbbtiUYQx51knUyCrHdO1SWbsIrkoLWNZRlSds2kV6T4FygrhuC12eRjSxFMcIYiytb2qZVuU3XYsTjnC74OqnOrm2dbOlqSvS6rnuJ0o7a07ZqPBuUUuRFjf7lckm1vYkgNKZgdNZw8uRJ6oaoiKMGvAYyl4yKcexbrSYjkwRru4WLZ21tyny+jTGJZuD1rvdEW2t69aNuV6FpHNPJ2oM8CgwYcDx4JM2/excnui8Jd911Vy9UIKK7a/P5nKc//em8613vYjxWSe4kSbjuuut6uk0nj3vhwgVuvvnmXm9+fX29dzL80R/9ES960Ys0EWPk4++Ha39pP+ABwbWexGZUVYu1Ga4NnDp1hiIfM52uUeTjmLFQt/q7oD/vYTxeY7lscK3BSI5IwsPp1X341OTaQVs35HnGdDLW7fxU5RSrqlSpQWuRmLlzMhoRgqOtVZkmz9NeA1yCan2PRwXT6YT16YS16YQiz5hOJrR1FWUpVbWlrEqyLGVtfYq1hu3tmQbBEhCh33rssot2RiWoIba1tUVVLsmylKLIcW3D9myTuipp2xrXtiSJYTIekSSq1T4qCk6dPEmSWDXM25a2rWnrmrJckKaWxKrBlaUJaaIZQdu2iR4X3YHqpBJD8KpNXy7xXg3GxCa7MssuFgs15suyV26po7xlJ8XYBUyu8tM7Lvdyuey10SeTSZ8NdDQaRaO8VQqT90pniUmcumDPEHRC6YJGrbVMJpHvnWW9V74LCO1iEjrv/3g8Jk1TRqMRWdTiz4siGseGuqqjEd5lqjW9gbyjjtNpwVvSGB+gdVPvtWu17h01xjkf1WuUM+5aDbBP0xwRqx56sSRJijWm1/fvFj7WGNqmpakbvHNUpW5ld88hhMCJEyei5Ca9ioxzre4KBWI+gdBfJ4TA2toaaaoB/ltbs17lSINuPUVcQHTB1mmWYq1hNBpp0qu2Znt7WxeNbRPpUgZjoWmqGD+guy/j8Zg0yTBi43sxYMCAhxIhCkHsqFKZXnJ4Mpnw0pe+lK/6qq9iNpv13vkuN8i5c+fY3Nzk3LlzPPnJT+Y7vuM7eMpTntI7qrprdnFR3fh9EAaP/KMcqgfuyLIJTa1qIR//+F387u+8njQpMMZT1xvMtrZ4/wfej/M124sFVW24//6W5aLGmgzXysMuUcngkb9yOKdGh5URjXMxcRNqMCUW73e0bZ1zjEcjpaDUDTSOJhrXxSjHtZrp0rUqY1iXFa13SPRIqmKIKtEEr17H8/ffT248Kr1XMp9vc+r0md7j3HmQO290p23unAMfaMqSplTDuK0bUpuQiMGK0JQVZV0zKTKsEU6sTcltoCoX2CQhTS1bm/oOTCYT8IGqLGnaljZNSbOs95A675Bo8K5mWe2oG0BUXNnpgZ3nfDIZk4/XdlFyOiOwo390QaerXvPOG99lO13NbNs9jxDAh7IPCt3a2mJrawtpW+pqyemz67gA1XKbeUye1Xl/OhpKt8XbxODUzggPMQeA956yVAlG1V/PaWqlsSAGY7U9ZVnhgyVPRvi4+OmoNWma9ffIe/oyu7c2TTKSVBVuOhm22WwWF1AmBq8aDSL1gvcx+61XTn+1qHFOF0pGhFGeAxokXVeaECsfj3ArCVlWM7EmSaJGuneMRiOaAKAqN5PJhDRJ2ZzNMOuLGICaY21C23qKIo8a+PqedCpN3jmcU4O9GOX9Yi/PYw6G5UIVfASsFRZLNeZX66Ve+ctP6gMGDPgkQATvAjfffHNPjRmNRupUqip+4Ad+gG/91m9lMpnw4z/+45w8eVJ3p+M4eO7cOZ72tKfxjd/4jbzqVa/it37rt7jhhhv6HbxOjrIbnwZqzYADoR69HNc4DepbLHnqU5+CtZ7gLHfeeSvOzWhjsGHTlvzxh/6E++7f5vGPv4M/fOsndLsphIed5fwwqso1A4NQLTXJjwEW0ZDP8xHONVTLkizbSXDjQsC3DSCUdU2IHuLNi6oG45xj4dS7mWYpZVUxmoyZjKYIgcqpF3lZLqnmFU1Tk2bC2to6jWtIM90NSFZ008fjca98slwulYISAk1T0TQ7EqijUa5l1DV1HZMfWUuaWFzbcOHieXw1Z30yQmzC5uYMj0GMoVzMo3HbkmQpRgIhKEUHhDTN8E0TqSG+p4DorgHKZY4KLSGglI88cPbsWTwJfkVGs6nrXtGlU1lZLBYrxvlOUpHO25tF2suO91j59SZoCNZyueTE+pTgFroYQPnbs9m2yovimU6n/WJgsVj0E0xneAZ2KC8dhx+UQqJeZn0Os9mMLFPKSJpk1AvVqE/ShHEyom4bJC5iQOk9ghrz3qsXfme3xWNtGg1jQ+uUQlSWi6hsY2LyMaFtHG0LqUkZpSn3O6ea+eWc0O60o8vq2/HiOz56mmXU83m/iOru5/r6eq8PX2QaizAajahqRwDKqtQFRaKxIxB3OcRw5sxJjYuoa7wXstTGLLwSA8NbnG9oGtH2tQ1luez18ufzbbJUdzDyLKd1TVTdSXBRDcraQeZ3wICHA4w13HDDDdx5553cc889nD17ljNn1PH08Y9/nH/7b/8tX//1X8/JkyeBnWytoGPN0572NF75ylfyqle9ijNnzvR5LnRMzXje857XB8xeDoMhPwAfHGma0NTbWCvceOONbM3uxzXC2tqExbKiMIUaRU0St9VLxpMRNgnU9Zw8meB9y8PMKT/gCjHb3iRJEubzua7LjCEARZGxvT1nWZYkyTpN3WCi4bk+mSpVxBiqpum9yqm1ZDGhkBjBGMv62hrGWlxMYtQGYXPrIr44AXZEWS6h8axPi6iWkkTDuOTUqVO9hzhN096oBRiPx2w3NVubmyoxmGW4tmUymZBnahiPx2MC0NQVdVUx397mzPoYI0Lb1HhPlIJU6oiI0LqW4DxNaMitoa0b1dpvWyQa2KtJmjpvefe5d47ReEq5rEkSNcC8d1RNi41ecNdqYGuX3bXjaK9STkajEZubmzRNw3Q63aW13hn8VVWRiGEyXWdtbape6yxlc2sTWy85eWJK7dAEWU3by3QCvaHb3d8813iHZiXt+Kq3XpNjeeraYdCAVyHgI6XGWlWZsek4asAnPWVox6MucbHUefyFJMkwBowRpWnFreXufmRpoc+kbUiyQhPRSUpiA4IGJuNbaA1ODDbLKJdK28qznCpSmiSBxXzRS1PWtaoVTSYa7Lqj6a+eNmzKdDqlTQTqknPnzjFv52Snb8EYw+ZsxmQ8jfSYJMp35jjnmM/nqn5kDSGoZn7b1pGzrwuVqi61rxvQdGO+zyabJAnLxQJrc6677gx59siXnxww4GGPKA08nU75iq/4Cn7oh36IxWLRJ/cTEe6++26+//u/n7quOXPmTD9vdWP6//gf/wPnHKdPnybLMsqypCxLtre3efGLX8wdd9yxUtyQEGrAQZCAtdA2tSpBLOd85CN/QtPOqctAVW1R15v4hRo5dbPg/ov3szUrmc8N3tcY6/ChQiTjkRGr/uhFWzekScpopNzkpnWkiWVjYyMakWukSULbNEwmY7a3t6nqwPZshg+e4Dx4DyLMtjbJ8pwkS8lsivcOgrCYLxFjSGIQo2YmLcFGI9fVLBaeYjxinKYs5iXj8bjftmzbltOnT6uqjrVMp1OqsiTPM5KYKXNUZFRVYHt7hvc+UkJamtZhvPKtT508SVvPyUxCUeSMkxwX1Ch1rep4Z3lGEMF51/PjEwJVudzxtNa1GoSJUdlOCfjgsIllOpnSxCyvbdswXyywSYEPUERt/LZpe49wCKFvVxfQqsoljrIsGUUqU7fY6oz5ztPjvef8hQsk+ZhsfRpVJNQoTpKE0XSCTRPq5ZzFctHvAiRJ0lNYOr11Yy1ppPWMx2MuXLjQ8zU7CczE5jGZlidLU6q6JUmyqDPvcHWNA0yyk5G3C271vokc+rSvu05UKnXZti1tq33GGFVySJOUUHqMtYAhSwtSSTC0BKKEp2so7CRy0QNGJGZodTRRWahtWmrXMlmbAvT3oDPs19fXmcRYDu883lh88BgxELfQF9t1n5Ss48DO54u406GqPd1iU4NvS9q2jAsdDfRdLhuyPEU0vYHSb3yL910uAUWSpFibQVA5ygEDBjzEiM6buq558pOfzDd8wzfwEz/xE5w9e7Y3yk+dOkXTNFx33XX92Nk5Orp4pC7usCxL5vM5d999N1/0RV/E13zN1/RjmBY3UGsGHACRThLLYSwkiWF9fcp4epJq0eJ9jbU595y7nxtuuIFiZMlGKafKlvvPNxSjFB9qrGkgPLy2fB9mTJ9rAmr4Osz6Ot4rRQRRvq5JrHo1q1JpHk1DEhVXvFdD0zWq9qHZUj1NU1OMRhgjmLhtqLzhlO3FnGK6zslTJ/DWMFssGI1GXHfyOqw4zl84TzIaqyKMmD441HtPVVWsr69z7733Kt85S7n3/nOqYmNVCjPLclppSLMUA9RVDQjr62vU21NCuUVIPOMspXXRSBOjhnhnsBZ5zLq36Okuo/GYLM2o67JP+qFc5rbfjThxYr2X8DQmJctGhGjcWWsh8h4XiwXbsxnjYgTozkI3Oazy3zv5sk5VJs9zRiM9p/PkA4gHiSLddV0xTnSREkKmdBwR3T2JGVOBXYmmuoml8/J3kpod/aQLwLLWsra2Ttt6rEmiVn2gbpbYLKVpGiZrGa0IibFRvUci3zMmjwqCtTve765sDfptotdav7M2wTtP7TVvQZbkeLGAquc0TUtdN3FBMsY4NdYXiwVnzpwmeJWw1ARNQXX1YzKmbmI9efIk29vbvXJNkiRIcNS+0Qy1QUisxdWhN/a759XtNoCmaW/blqKY6L0xnca9xbmd5FhbW3NCCEzXxjEAu1GJyjbEXYIqLuYcRiyjUd4nCBswYMBDjJiUrhvXnv3sZ3P+/Hle+cpX9vMU0Bv1qzK4nYOmk/4NITCbzbjvvvv47M/+bL7t276NtbW13rmxmgxxPwyG/KMdIaGpdEKtm21OnFjj8Y9/AjZpqcqKEFqWyxkb9y+56eabKMYpi+WMZe1YW3e8efJ+mqaimAi+9VFwNajiAhAewjlnmO6uHNaqDvrm5lb0KorqcwePeGG2uUGe5ZTzOVVZqWfRWJV3dJrcJgTVAK+Wi0ir0J9lWYLAZDqlDoHpaEIbhDzJWNQVTVmSGViWVgNS04y2caSJ6pUvY1KmuqpZliXLslTZwDTl/IULjCcq81U3DVma0rqW1rmY5dP3/PbFYk7rPG3rSSRhUdWkNtOAXgAjiDWId9RNTagCy/mCNEkYTSbMt2bM59uE4Dl1+hTiA2makRZpDEw01MvIowZsYdjavMjaqZRxnnN+YwOb5IwnU4JzpNYwHhdKRbEAolzoeP/bmMDIWENZlmR5hokBw03TsCyXnDhxAkB5+z4GD9c1tdRYEYrJlM2Lm3FhlCl3HzVojTGkowJCwEgAVP9fNd3VmN+ezcijbOP62jqj0Yi2aTTNM7CYb2OtatDXXnXr08TgA9HLr0Go1iZRF57e859YS+1dpOWFXmPeWqXveKe7QsTssSEEfOtI85y6cdgkISly3T1pHcG15OMRIJxYV3nHTvVHdzyWZB0th4QksWxvb/cLGkH1/rtA2bqpqJ0GfAfXEFxLVS4hTxhFVZzRKKdtverCAz4oNSbPs+i1b/GuZra1RVHkMcBbk5nNNrfJi0yTfi1KbGJIbULdtPGeGbwLLJdz7jundKabHvc5n8xhYcCAAXshghHbcxCstXzpl34p586d49WvfnXPi+92WzvnSHds5/TpqDRlWfLEJz6Rv/f3/l5PI+12WweO/IDLwjtLkowJzGnaGUliufee89ikpmnKKMnnaVo4f2GLZC6U9ZKmDlRVxtbWglPrOULnkWoRcSCaYv6hxOC7unJMJms9pQOrQZOtc5w4cYIs6rf7tmE5n9PUtSp6tC1VVWIMUbVlTJHnVEtNaLS2tkZd11x3+rQm6XGa1bNaltjxOrONLUhyToxyqrqkqlN8EMRkZAhplrKxtUkAqqZmPBpRFDnzxYJiVFDXVcwVpLKSxhjqyKNOM+W733fffRgR8J5RlqiGb91ifMO4yLFphnNKgal8g6SWST5hMZ/jgye1CXgIjWP74qYOrhaWsznTYowNsJjNKPICVzfUpWaVdW3FfGuDFouEhnK+zXI+Y7pmOXfP3RhjWC7n1JVSMqwVNjc3McYyHk05dUrvWfCesimpmsibzhI8HpMY/T34qJDjyPOExgUEjwFSm2CDen6yRKkjVVkyGhU0TRWTIVmMNdGrbTVxlvP4lQycPhr1YoQ2yn9ak4IPBO+QVHXPg2gG36apEZuA83gcTdtgMqGuNTgaPE0t/XXb1kF83kbi+2ssjW+jQa9Ur1E+wooQ6oYkyVhWJZJrmbSeLLdU5ZIAsaxAUZzoF0nWCkkqNHWFMaKJ7GKaJZukGATXtJR+gXONBkhnKYtlGQ1r4cSJEzSmADyz7S2wY06ePEWa6a5kXddsbl6kqjUbb1NVGDyptfhWNe8nI40fqLx64dMkZzK1tM7RuhovKvTqIy3Kt45yMcO5gb44YMBDjc5RuUqBExG+/Mu/nLe97W2cP3+eNNInRUSD/KNx3uW4KMuSKopClGXJS17yEq6//vp+V7A7/jAMhvyjHEkiNG4bsSX33vcxLm5+jJf96I9iTIUPLfgA3uAq1cr2UtO0S6o64NqcixccmfkEt92yjsgIk6i2qjEG13jEPHSTzmDEXzmMteTWUm1tgQhVNNjyPNfERnlOmqqndDKd9gON394mj9uJk+mU5UJ58EWa9dnuRITFYgFokiOxCeV8wcm2xZqE1BiKXHXTt7e3MQZGec5i0UDQZFWj0SiqmOgA2A14o2JEuZj3aQUTm/RBRffcc08vG2gjraGuq1iPgjRJNB6gaTA2BjlWNVn0XBubMMrUO33u3LmYiTWl9W2f7EMztRpms1mv/15XFVmm91OCjZxKYVyMSNKUtp31wZB5nuG9Y3NzExE1FNvGc/HiRdbW1nDesZwvCQQt08UtV+dwdUMynmCtofQekwgmqCenrEqcdyRZwljGmkDJuT7DaNPsJIPqkmJpoGnQ2IAYwwD0iZRc62gbpeYIqsgznUyoWs14G5KCsloyhUjLWmCtaAhn5Nx3uvPW7mwXK28+YBODDy5KXNp+l6PzZtV1RWYT8iJna7mkqiPVJm5ZN9JGTru2p9N6r6qq180PIZBPRz3dyxjVqAeVYA3B4ZxQlUuSNMFTk+UFi+WCLE9AVDp0KkZ3JnwTt78lUmF0V0VpZy3GCovZAtfUPVUpI2U7BtzWdaX0tLomGMG1qtCUJhYJ6r3vJDIHjvyAAQ89QveP7KjRdBK+N9xwA29/+9t7ZbVufF3lu3e7i93fN910E7fcckuML9odI3MYBkP+UQ4XSlxY8ra3vp7HP/56Xvo3/w6TdYs1jhBcH7wY2iXeVQTTUtVzqrplMffMZvCaX3k973zvh3nSE57HKDuz4w008pD65AeP/JVje75Qr7ILZFnKmTNnlf4QByTlgWu2zMVC1UBEDCdOnOT8+QvM53OleYhhMtVsrI0LVHXL5uwcWZoymU4xScZoPOaei1vMtrY4cUYpCrNFSaqS372XtmkaiHriqzq8IQTuv/9+Tp8+TZ6lIPTejk7tQ43VhqIoVJmlqlifjMnzglCXhOD6hUaSpDjnyceqOJBYq/r4IiBgULWVPM/xzpPnOU3T9GonnYG6XC45d+4cSWJZWxuT5jmN81RlSZKkFIXFA0mi1JkzZ85gjESDWvrMqbrtqtlsERhPxn0676IomM1mfdDUbDZjfX2NPC9IkhQvGrDbtA2udSxb9fqkXkjzHOcCy2XFZDIGAovFtl53lGkG1RAwAlWl6iqqVJXhve+TlahBWmnypRjYKVY9/nmWRXlSNTqNFUCDgbsEUSG4nl5TlhWu1SBhH1qyLMVaiUmwFn0OgQBIououVbUkz0fkhcVIi3c76dAXi4VmgI1Sk12du8WIsaY3jDtPGWj/6RJu6eIVqrIEq0pIIoKEQCAo9dB7rjt9hnnlOXfv3YSgdJkkSSA4EquKSM45EmtwDX1Abceb7QKbO3nVxCZIYgk+ZTQuqJZLQvCMJ1OMqamqISHUgAEPOYKqS4mY3qE0m8142ctextve9jbuvPNOxuMx4/G4Hy+79x3oY71WlWq++7u/m2/+5m/mWc961pEoNR0GQ/5Rj4r3fuD3uenWKTffdoo/+MM3EMISEeW4excILhDaBtcswbQsy21aH3DOUJWWx9x0ho/U5/jIRz/InXeuxUlbJ8WBI39t4cYbb2S2vU0+KkjSRJMCeYNBPcqj8TgGLhqWVYmLAahto3rr6+kJFssl42LEsixpotHdZWGV+HsIgflyybJqIy+/ws/nGJv1RlSSGFyj3t7WOcQH5lszynLJdDKlSDNOrZ/AAOViSWItJ06ss1gs2NzcZOmXpEnCqRMnqZuGIstpkoS8yKgXmjyImIhKjeKE9fV1TN1gU0u9LKmWSyaTSZ9VNc1SkjSl9jsD8MmTJ6mjFrwxhvl8HlN27/Abu6yt9913H46E9VNnYjKgnCSxXLx4oQ9sLMuSLCtwrQZOLpfKge+86N45yuWS0XjMYq4Bk+vr68y351iByUQDSq0xGJtorEA118RcwWBTXXylabKSJVeNzbqpSRJdsCwXc+X+pylVVe1q46rh2zQ12/OWJEtIixwSXVS1bYO3GuDbJXvS7IYNaaIa8k3T9jr4XabWpqlp2x2N/BACYiB4j4mBtUrxScEalnVD3S7xOMAzn2/jgvSGd6cW0S3s2rZVpaNaA2c1tsP0MQ1panXb3LfgPXVZkY1TymVJahOVL21qjBjKGAuxtbXAxYC0zc3NXbkOej5snpFnKjmqOtE5IcByWaMZdy1ZamldCyg1yZbQ1DXBB7JsDMZih1l7wICHHisc9k6R6/d///d597vfzVOe8pSe/57HZHT7eeVHo1G/q9u2Lffeey+vetWreNKTntRz7I+CYUh4lMMkjmLs+OZveQk33nCKPPd4XwOa4Cn4AF5oq0ql2ELDslqwLJc4L3hvqarAXXed55W/+Ee7VBWOupp8sDB45K8catB5irwAhFGhyXcW8yWTyRhjLU1ds7a+xtraGhcuXNABzVgmk2kc1CyjYsRie5ssz1WG6/Tp3uPovKesKsRYsiJXqsR4otScYKK0oGp4t3VDHRcB87jdGPxOFs4TJ05QVRV3330XiRWKIt9F37A2Ukmco20alos5mRWSxHLhwgVGqSURYlpsDZ5dlkuKUYF3nizPekOwKAqWiyU+eGbzOW1T9RrkHf2oC6gcj8e96gjG4IIlFWExn9N4g80KmkY54VXl+52Dum576cb59hLnfFTFCTRtgzWGxXwes+KOerUUNbIbmkb51zYf49qWJKiefZ6mCGrULpdLsiTFO89yqYmvsqxgc3ODLEtIbBYTTKW7Mp52yZRWvdjT8YQ0UW58mucEgflijnON0k/qioChbTUA3lq9ZutarLEqN1q1GGOpqmU/KZalctvzPCcvVLrUGCirJaO8wPsE15YkeYL3DhEN3G3bBnEtNm7rdF7vTlnCGMPJkydju+q40DIYIImqOcbYnibj43mpTcjyAhsCGE9dqzc+OMd8e5txMWK+LAmxnwXnSPIc7xx1lA0NvkUw3H///arqM5n0mYm7wGVrDa7RjK6ubZg3mpNguraORxhPpozHk4dgZBgwYMBeaB7MHcrghz70IfI8Z2trKzpkMjY3N3clgoKdBHiwk/G7c2i8853vpCzLwSM/4OioKk1U07Ye1wpbZU2SaKRZCBCc7EgJupbGNSyrlkVZ4zz4oNkYkzzQuApB1JMfO3h4CLk1gxF/5ahb9ZB3g4trdYDKiwKbqipLlhdsb881i2ZVc/0N19M2LdvzbRKbsLa+jmtbxpMJiNA41WBvnGMyGhFQ78NoPKF0gRMnT3L67PW0GKrasbW1xenTp1kuS5qqYpRrcqambnCm5ezZszRNy4UL50nTjKoqEQI33XgTi/mctmlZX1tnPp9r4qOmiTreylcuy5JyvmC6NiUJjs0LFxiPx0ynGpS7WC7I80y3Tr2njYOsD4GsUK58Pso5dXIdY4wGzpYlbdv2fOzFYhEDI3Wgbp165H1MtqQUHE3lPR4XjEYFW1tbhCDRw99SFAWLhWauTdOEcrGkbmrSJCWbpJqcCqFcltjEsjadUpdLXPAUSYKEQLNoNFPpxXtpmppRPkbE9DELGhuwY0CPRhOaSAUR0UVQV9/Om1TXdZ/4qk4TrBGsGGxiaFzndfI41+CcJYgl1G2kZ80xxsZkV4Eksb2ufLdFLdGb75wDCWRZgjEqWVpVFa1r2NoqmUxPsCyXYBJCTMCVZimpHWGyEYvlkiYmKBuNRn0ylsVC1ZSMCFmkRylPXhdJWZb1f+dZxnQ8YWM242SSIsGznG2TJinTSU6WpvjWkeTC9dedoW1b7r//flzb8NEPf4gsy7j++uvJs4SqapltbVFV6qXrFG10x0LjEZaLBXVTRoO+Ic0y8qJge74gz+GGG2/G+2FkGzDg4YEd+VrNIzHnIx/5yM63K0Grh6GjhJ44cWIX3e8oGAz5RzmEnHKe8u+//+XkqSZ4kigDpzpq2pmMbQnB6Za587SuxXntpAFoGodbRskkI4TWE2Qwpq81JGnMTAogwtZsS70JxtB69XJjhEW5VE9mknDvufsAHcwQQ1v7GHMqtE1LmmYAjMYTksRSllXvHS3nc0ajkSbr8Y7WqaE7n8/x3jGdruFq9QgX0eN94fwFAJq64eKFi6RpyulTpymXJYuF0lqC99hIc+m8skaENg624p0mmLpwPwAbGxsUxShqsutCthtYxRiyPMOmCecvaNnFaIR3LYvtBVtbW33AaMclL8uSpm0ZjydkRUFTtpGWIppoqGkwxkYpyJQkMRTFiCRJWS6XqnUuCdddd12URfSMRyOS6F1umiZKGRaMRyPyPMe5lrKsaL1nWauMopQl58+fJ2mrPrnIxsYGViSW45hMxypx6IMufpwDAmtrBdaOei8+6M5FZ9h3qgtFnpFmKd6pwpX3upCRfEEwBVmRkkZKSTc3tW2Dj7KdAXCuZTpd7xcLaZQP3dra4OLFJadOncI5jWe47sx1bM8XjCZeHQXBkCZWZSLriiK3OK/8+057uSiKnqqjWVd1AVKWy56q41xLlibR+y+MxyMswnJZMR6PmW3NCE3NtEjI0pTNzQWV2UAIZEnKbGuTjY0N8jynbWpGRR5pZzXeFZTLJYuFZnntJHq9dzGfQBmTwiypq5JRkSMSGI9y5qXq6Y/HU5wLUd1nwIABDzXEGMJKNuuv/uqv5nnPe16fl6NziB1mlK8uBtI05ezZs4NHfsDRkdopT3z8c2jbBnwb06MDwQOCBIGgXHcRo961INHjDkhAjAABKxkGTdUOnTzTYMpfS9AdFIm89RowiBCT+AS8h9lsjrVpn3mz0xqfz7dZX1+nKAqaugavtAXvXUyOoRk681xTzM/m26RZRlVWbG4vKabrmCRnPBor/SPTBcB8sUBCoKx2jNGO81zXGow5m82wRgfEzc1NxqMRrXPRM+4hBLJcvemTYsTswhbNcs6oKEgjV3E+X0SvdKEGoA948djYh5Mk0UBUY5hvbyNtS5ZlXHfddTFgs+w5k2maYoz01B5rLTbPGY/HhBC4cPEiRTFiPF5juVxQ144sS8nzUR/MW5YlRnQxMh6PCNaQZVmfcChJVEaz8zobo0op0joWlaq1TKLx75vAfL7AUVHVjWbfBbIsJ8+KmE1UDcrxuNDFUFzMdOV1XvkucEuzuSZxcaY7AZJkNE3LcrkgGZVIagmmYlHOca5lVIz7hUiXSKltNSurc2rchxDIi5yAi7samlm4S6ZVVhXet+o9H6+hwboLgvesr61hmhnbiyVN63qO/NbWVk+v6QJ2J6OCPOrLl1VFlmV9IK4VYRlzJTgXqBpPkmVkwGJeswgLGmeZRsWZsD1jazbraU5KV9rZxaiqigsXzmvb8rwPql0ulzETrOZJSNOEUTolSRMubGrweD6a4oImK3PeY5KHV+K9AQMerQg+xN1FnXtuu+02brvttl6MocNRDPluXjuq5OQqBkP+0Y6QYsI6RSrgW2xUWRCRjukOJuClAiuq7x1UdVmil9YYwbsWIxYjDh+amIkxdJbhQ9M0hh2BK8UqD/rixYt9IGdnoC6XS4zRYMjZbBa1z9W7nq8YqnXQpDoiQtu2nDhxguVy2RtSxhgm4wmFTRGB22+/jYuzBZtb2yzKirW1NaqqpGqWBO+p6lppLtEA7FRb0kRpFa33LMqlJqiylnK5xDnHKM9p21YVd+qaNE8pioIN71k/sU4522Q6ndI0DaPROFJeFqTWEkQ02VWS6OKirlhbX6esStZPnEDahjzLe25jx3ne2tqiaRrSVCkzZb2jH9y2LeVii+l0vTdabUz0ZIxw8eIFxuOJGrdeZTg7g306HuG97z3KnZIQEBddAWs61R699tbWjDTNaGvD5mwLSXKyvKCJcQdt27K5uQnSccY943HBxsYGk8mE2WwW783uBZQGp6Y417KxMUeMUEwKyqYiYPuJqHUtrirJcs1u20bVI62fTnDLZRWpOk3PZwd6z3hZ1jin93AyXWe5XGCCylCaLMckwmQyJstTkjRhUqwzXk9wPnD+/Pk+KLkzrnUnwuODp6pa3YGKHFfQ7LrdfdZ+7xmNRoixXLj3Hiwt08mUbHSKNE2oyoqN7ZLrb7iBzc3NXpGmM+jrumZ7e5vlsow7H6p4tLGx0ccgAJRVSXAtwQjjiaosFaMRRVGwuTVnsVgwKqYqfzlgwICHHKsJm/by3q/UGO+kKzvH2BXVYy8Jf8CAAQMGDBgwYMCAAQ9/XJnZP2DAgAEDBgwYMGDAgIcFBkN+wIABAwYMGDBgwIBrEIMhP2DAgAEDBgwYMGDANYjBkB8wYMCAAQMGDBgw4BrEYMgPGDBgwIABAwYMGHANYjDkBwwYMGDAgAEDBgy4BjEY8gMGDBgwYMCAAQMGXIMYDPkBAwYMGDBgwIABA65BDIb8gAEDBgwYMGDAgAHXIAZDfsCAAQMGDBgwYMCAaxCDIT9gwIABAwYMGDBgwDWIh8SQF5HnicjHH4qyBwwYMODhDBH5sIh8wSeprJ8QkX/xyShrwCMPIvISEfndh7oeDxQicoeIBBFJHuq6DBhwpXjQDXkR+VoReY+IzEXkgyLy3EOOz0Tk5+JkFkTkeUco4y/EMmYi8m4R+fJDjv8xEXmfiHgRecme775LRF6x8vfNIvJeEfmPonitiJQisi0i94vIL4jITSvnNvG77ufOy9TjtIj8jIicj9f6aRFZv8zxf0ZEfktENkXkw/t8H+J97ur2P0Xk5J5jvkBE/iAe93ER+QuXu1f7lPEXROQNIrIQkdde4bkvERG35/487zLHX0l7PyEi/05E7Mr3V9T34jmfEp/vah/YW+8/EZFv2nNeLiLfJyIfFZGliHxARP6+iMjKMT8QP5/FPvXiQ2/aNYY4If6KiFwUkXtE5IcOmhwv15dWJtZf2fP5K0Tkuy5T/rNF5NdF5IKI3Cci/6t7P+P3uwxXEXmKiNwtIn8//v1hETknIpOVY166Wj8R+eci8g4RaS9Xl5Xjny4ivxP78cdF5J8dds5lrvV1e96fRbxPf+oy54xF5EfimLApIq87YlmXff/2Of4fiMg7Y//+kIj8gz3fX/Z9vcx1XxzPfelljnmyiLwl9ruLIvIbIvLko7Rzz3U+L5Z1pMXNUeoWj/u7cdzYEpG7ROTfH/RePBwhu+e9bRF53xHPu6Ix73LHyx5jWxT/KR53s4jcJCK/FO9vEJE7HlCjd8p9goj8nzieXBCRXxWRJx5yzmpf3xaRH1/57idEpI6fX4jj1aeufP9CEfldEdkQHUN/XETWDinvb8d3biu+B3/6kOOv1GayIvIv4r2dicgfSrQt5FK75z0i8ucvd71DyrpiG3Dl3OtF7Z674rj1ehH5rCs4/9+IyMfiffyIiHzHIcevPsvu59AxLZ572fHySvCgGvIi8oXAvwb+CrAGfC7wJ0c49XeBvwzcc4QybgZeAfw/wDrwD4D/ISLXX+a0PwK+GfiDQ659O/A64JdCCN8aQgjxq28JIUyBJwAngX+/ctrPhBCmKz+Xa++/AE4BjwUeB9wAfNdljp8D/w1t40F4WqzbnfHa/fXixPY/gH8CnACeBrz1MtfqEQdNA1wAfhD4V0c5bx/83p7789rLHHsl7X0+8JeAb4z1vdq+98PAmy9Xb+DPA/9GRJ6x8v3/inX4klje1wN/A/i3e9rzZei9/wbgP4jIc45Qp2sJPwKcA24Cng58Hvqu7Yej9KXPOuo9ihP8KeDHgDuA24EZ8PIDjn8G8FvAvwgh/MDKVxb4O5cp6o+Bfwi86ij1Qt+51wGnifdDRP7cEc/dhRDCT6++P+i9/RMuP5b9WCz7SfH/v3vE4o7y/q1CgBejz+AFwLeIyNfuOWbf93XXRVYMXBE5BXwH8K5Dyr4L+Cq0fdcBvwT8f0esd1dWCvwH4I1HPP5IdYsT+y8BnxFCWAeeio6933ol9XsY4FtW+t5lDdkVXOmYd6Tj41z0o8DzgM8LIXwC8MBr0PH5OHESfX5PROfoNwH/5wjnPW3lfu1d6P2b+B7cDHwC+K8r351AbYPHoO/szcD3H1RINFT/Fdr/T8Rr/e+DDMqrtJm+G3gO8NnxnK8HypXvf2ZlTPo24BUicsNlrncYjmwD7sEUnb//FDoW/CTwKhGZHvH8/wp8anxPnwN8nYh85SHn/Js9No07YllHGS+PhAfbI//dwPeEEH4/hOBDCJ+IL9wuiMi3xlXhLSGEOoTwgyGE3wWOckNuATZCCK8Oilehg8HjDjohhPDDIYT/y+6OuLdOj0Mn358OIfzDA65zAfh5dGC+GjwW+MUQwlYIYRP438BTLlPvN4UQ/jtHMEhDCFvo4LPqlfqnwI/Ge9WGEM6HED540DVEvTD/UkReDyyAO0MIvxFC+Fl04tzvnK+PK9nzIvJP5AHQBK6wve8FfoedZ3Gkvren7l8LbAD/95Cy/hB4DzrIIiLPB74I+PMhhHfGe/v76ED0dyTuyoQQvjOE8N5YnzfG+n72YW27xvBY4GdDCGUI4R50Yt23Tx/WlyL+DfAv9/tCIkVPRP6RiNwDvDz27f8V36kF8EPA5+xz7rOAXwe+I4Tww3u+/n7g78ue3ayVev9kCOHV6CLhKLgDHUdcfN9+l8u85xGfGcfEiyLychEpDjjuG4CfWnEy7EL09P054K+HEO6Lddh38S4ia6Ie+P8oInIl7x9ACOHfhBD+IPb/96HGziX3Ph7bv6+y42n9ayLyUeA3Vw79PuA/AvcfUvZGCOHD8T4IOnc8fqVtZ0S9tVsi8ibRXZW9lJC/B/wa8N6jtPegukUv3X8W3ZmaA38mhPDBEMJGdwhqdD6eRwZEdOdtU9Q7/vzuiysd8454vEUX588EnhdCuDeee28I4UfY3xHTzWffF5//lqiX/fQBx/75OHc9Nb4H/zWEcCGE0KCOuyeKyJkj36GD27sEfhZ1enSf/Y8QwmtCCIsQwkXgv3DAexRxB/CuEMJbY///KXQxe5BhfkU2U1ywfhvwjSGEj8Rz3hlC2Nd+CiH8Kjo2Pi6e343T3yG6K/hhEfm6gxpzmA0Y368fFpFXRW/2G6O9RgjhT0II/y6EcHcc634MyNBFWLe7/vrL9Nf3hRDmK8U9oPc0et3vFt0h+KtxnHt8LOvI4+VheNAM+bgafCZwVkT+OD7IHxKR0Z7j/l/gJeiq+mp4828B3iMif050++fLgQp4+wOo/p2oEf+jIYT/96CDROQ6dPX/hysff5nodtm7ZA/9Yh/8MPClInIqvix/Hnj1A6j3at1OAV8O/P7Kx8+O370jdq5XHDSQreDrgb+Oepk/ckiZTwb+czznMcAZdNBYxTPiy/x+Eflnckzby7Hs5wJ/eNS+t+f8deB7UC/FYWV9Jrob85b40RcCbwwhfGz1uDgRfRz1Pu69xgj4TA73NF5r+EHga0XpHDcDX4wa81eLHwGecJnF4I2o5+V2tJ/uxedy6T1+VqzT3w0h/Pilp/AW4LXA37+aCu+DHwReLCKp6Jb8ZwO/ccg5Xwf8WXQyfAK6CN8F0R3Dz0Un7oPwLPS9/e743r1D9tn2jkbJ/wVeH3bvPl4VRETQ93Hf/r36vq58/Hno4vjPxmOehb7HL7uCcjdQB81/Ar535asfjp/fBPzV+LN63u3xs+85YjmH1e0voQvQNXThhoj8JRHZQg3/p6Ee5WsJ3xf70OtlN93hs4APosbjdwK/sN+8cqVj3mWO/2nUMPv8EML5K2zDi9HnfBPQoguxveX+FXQ39wtCCO/c5xqfC9xzhLJfJ0qN+QU5gOYjSuH7i+gu30HYbwxbxasBKyKfFee+vwq8jYO92VdqM30aeq++Krbn/SLytw5oj4jIC1Hj+d0rX92I9o+bUefDj8kh9KRD8LWos+4Ueu8OcvY8PdZl9f5etr+KyD8WkW107p6gO6qXwzdHm++tq2OriLwAnUO+EPgU4ECH5mHj5aEIITwoP6ghF9BOcxN6016P3vDnodtJ/w4d5E4ccI2Poyvuw8r6a8A22tkWwAuPWMffBV6y57PvArZQz+zj9jnntbGMjdiGnwbOxu+eHNtt0W2Zu4G/eMg9+g101edRD2F2hHp/AfDhfT4PK3V3qGfp5pXva+DDqGEwRXcTfvoy5bwW9Wrv991Lgdfu+ez/Bf6/lb8nscwviH/fiXpsDTo4vBv49mNo70X0xfwX8doH9r3LlPEfgH+00gdesfLdS2Lf2kA9DQE1FCR+/+Or7d5z3d9Hvb57P/9J1JiUB+sdfCh+UEPsrfF+BeAnDmvjAX3pjnh+gtJHfj9+/grgu+Lvz4v9qzjgup+O0neeu/LZT8Q+8yHgun3O+XDsb08FNoGz+9Vvb10Oad9z0ImkuyfffcjxHwb+5srfXwJ8cJ/j/tl+9dpzzHfEMr8LndA+Dx0rn7RyP/4b8E7gHxxwjX3fv0PK/W6UwpivfHbQ+9o96ztXjrXo+/vs+PdrgZcesexJ7DMvXLlWg26Zd8d8L/C7K3//H+BrVu7Jv7jM9S9bt3j+T13m/E8B/jlw44PxDj4YP6jxswbkqCHWeVxfgu6oycqxbwK+fp9rXNGYt/f4lX6yBfy9y5yXxOPu2PP5a4F/tfL3k9Hxw65c+++j89ItB1z7FnTeP3Bej8d9bnzfTqK7gu8EkpX+UaLziUfHok8/4DpfGN+XJ1ymLEHf8wYdY+4HPvOQ+h3ZZkIXpQGlnYzQcfU+4Avj998V7+MG6tl3wD9cOf95sZzJymc/C/yzI/SBS2zAeP9+fOXvLwHeu8+568A7WLExjtpf4z19BjqOrV2mfp+BOiyTWI8Z8Dnxu/+2p789Id7Hx+9znUvGyyv5eTCpNcv4/38Kus1xP2q4f0n8/CTqQfu+oLSSQyEit8lKUEH87AvQ7ffnsTNR/XhciSG7gxBuO2Ldfwl9CL8ZPTV78a0hhJMhhJtDCF8XQrgPIITw7hDCXUG3dN6AGodfFevxspV6dAEUPwu8Hx0g19HJ7RXx+O9YOf7IHimUh3kSKFDv+O/Izrb8EqUfvD+EsI1OZl9ymfoB7PIyH4LHrB4fdIvq/MrffxJC+FDQbdN3oN6v7v48kPaeCiE8LoTwT0MInkP6noi8eqWsr4t95QvYHeuwF78fn/ka6l14Cjsev/vRBcN+uIlLt96/HzUU/0KIb/EjAaK81dcAv4AaU9ehHpN/fZn+dRT8OHCDiHzZPt/dF/bZ4hXdvnw18HdCCL+z5+sfRg2xX487V5cgqCfulcA/vpKKxp24rp3PjZ6e16B9vQBuBf6siHxzPH5XX1y51Op79xH03dqLF6PGTlf2JeMj+i40qGFahxB+G40L+KKV67wQnaCvxPN94PsqIt8S6/bCEEK159T93tf92vzNwNuDUtT2lr1fO3vEcedlwE+J8n7PohPt3nvaXe/L0Mn6Zw5o69455MC6HdCWvfX7AOp5+5HLnP+wQgjhjSGEWQihCiH8JOoY6ebyT+wZxy7pr/uNeZcbEw4ZI78U+E4R+atcOfb2gRQdpzr8A+CHwz7sABE5i1KvfiSE8D9XPr/ExgghvC6+bxtovM1jiVTMiB+I8/Qd6Dt6iXdaRJ6NeoO/KoTw/vjZc1fK6ry3fw2NBXsKagP9ZeCVIvKYY7KZuvn0e0IIyxDC29H4k+75g9IpT4YQJugC78Ui8jdWvr8YdlNWPgLsW78jYnW3YYE6Jlfv3Qj4ZXTe/r495x7aX4PiD9G2f3e85iX9NSg15nxQesyvoI7djlO/yx7iAEbDIePlkfCgRc2HEC6KSkyu3rDV3y+iHe5nReQrQgivP8I1P8qeB4Zyy14XQuhoDm8WkTeihtnbggZfXE39/x8RyVFj/nPDIfzqgy6DruwIIfxN4G/uU/e/1XXwOCH+bjz+e9m9NXxlBYfQiEbK/yA6IL4F3Trb93kcUL9dxxwBd7MyWInIGF2tHlhNdu7PA2rvrose0vdCCF+8eryIfBs6oH5Ud7iYoluVTw4hfMY+179XRH4e+Cbg29FdYlXZiwABAABJREFUlW8TkVvDCr1GNAjpNuC3Vz77bpRu8nlB4xgeSTiNtveH4oBUicjLUSPyqezfvw5FCKGO9+2fc+nW4yX9My6+fwP450E53nvhUC/TzwG/KiJfcMCz+E40iPTf7vPdQXXdxX0XkWcCLoTQ0V8+LiLdJPgje/viCm5d+f029sQRiMjnoBPFz62Uvd/4uN92+d579l/QBdeviMgL9ky4++Kg9zUaV/8Y+Nz9jKHDLrvy+/OBzxORzlg4jdLynh5C+BYubedeGGCMbuW/HfUI3soO/33VqfN84JmicRagAYNORD4thPCivXOIKKf2cnXb25b9kHCZOK5rAP3YDdwsIrJiHN2GOsOAg8e8g+acI4yRb0ADYl8pImUI4TDqwyr2vlcN6mjpPv8i4DUick8I4edX6nQKNeJ/KYSwi8ZxRBtj9X6tnvtREfk7wE+KyCuDcua7QPxfAv5q0Hi+7vjfYX8b6JWdsR/rfzfwnBDCzx1w/JFtJtEg8K4N7PP73jZ9WERejT6jjj52SkQmK2PLbcA7DxizHhCi3faLqDf/b+xzyGX76x707+llbKRVrD7nu7m0v+2t6wMZL3s82MGuLwf+tqgk0ClULeGV3ZdBFUu+DuUoPav7XFTKr/MiZyJSiMglL0HEm4Hnrqwmn4FyjQ7kyIvKGxXoDU/j9fe7F9+Ceq/+rxwhAltEXiTKd5fYnm/l8tHtbwZeKiKjuIL864fU28R6p/qnFCKSHXCsRVfpS3aC1V4O/BURuTMa2f+YledxFIhy6gq0g5tYh+5F/zmU8/+nY72+h5U+JiJf3N1H0SC8f8Zl7s+VtHcfXLbv7cGPoS/r0+PPy1BFkj97QL3OAF9BNCpDCL+B8ot/XlTO0Ip6U16BbrG/L5737agB+QXhyrmdD3vEnY8PAd8kIolosOg3cECfPqQv7cV/Rz3aL7hcHUR5+b+JLiYO9DAHDVr7anQS/xVZkZtcOeaPgZ9hj7qIKNe9QPt2Eut9kOTY+/UU+UuxP98IfA2Hx/D8LRG5RdSj/09iPVbxDcDPhxAOC7h9HfBR4NvjM/kc4M8Av7rnuG8B3gf8chyLrvj9E91R+F50y/1IAbKXwUtQp8DT489bUM/YPzmg7C8UkWfEPrWO7sBdBN4TVEXiF4DvEo3deDJ6/zr8M3Tbuyvrl9DFzV85jrrF+r1UoipILP/bOSSo/uECETkpIn82Pv8kPufPZSf25XrgW+N78dXovfmVeO4VjXlHPT7uLH0lyrVe5SUXKP0HYNWO6PCXRaVKx+j89HNht8rIu9Ax5oclKkvF/vSraPzIoTt0cQ54euyLU9QR8AlUIGG/tvw6ulD/6/H8p6L39m+HEH75sPJQO+KFcV4XUcW2J6B0noOOP7LNFDRA/3eAfxJtsyehHPV951MRuQW9h3udLt8dba/norsq/+ugBl2hDbh6XoraIUvgG/bs+HXYt7/G8e5v7LHh/haXeU9F5KtEZBrP/SLUOd0tCn4WeMlKf/vOPece33gZroKPc9QfdAL4EZQ7dQ8aWFKgWzofXznuhcC96LYrKEc07Pm54zLlfAvKQZ2hRuuB/Ll4/Gv3uf7zwg7fa5UfbdBgsnegW3Cv5QCuJvA/USrJNur5+dZD6vFYdPvnPMrlfQ3wKZc5/nn71Pu1K98HlKO2jfII3wz82T3X+G6U33YfahydOuQ+vXTPZy/Zpw4/sfL9N6CGw3l0YvswOxz5H4jPeR6f0/cA6QNs7yV8s8v1vSP227194CWoF3c7/pyLz/r6lWMKNEDqY6iXJ6A8+r0c4WrlOtvsw5+/ln9Qw+a1qBF1PzqY3XDAsQf2JVY48ivH/4X42Xet9I+P77nmd8ZjVu/x9sr3P8EK/zk+t99Ajf/Ran+N39+K8llfu+cae+v9ksvck89H38XN2Bf/CzC+zPEfRg29d8f++5Orx8c6bwDPP+IzeQrwe+h7927gK/a7H+yMdb/Gzjh94Pu3Tzkfin1/9d6/7LD3db9nvc8xr+UyHHl0UfbeWOZ96EL801e+P4saHlsoJ/afs8KR33OtXX3kCPd3V932Ox91LHRj34dRZaQjjUcP9U+8d29G59cNNO6n40e/BKXZ/FDs3+8HvmjPMz/ymHe54/frJ6jtsA182cr5u372PKfvi89/C517r9vv2mgg873ozsA3sHtu7X5uO6ANn48uiufoXPGLrMzrB/SPr0GN/Tz2Fb+nrHdd5p4JOpd+ND6j97BPjMKec67UZroZtU+24/F/Y+W772L3e3836gwbx++fh3rH/wk6J3z0CPX78D7P8o797h8r8wBKEwoo3Wb1/j33sP6Kjn+vQW2x7fjdd3CZmA50gbMZ+9MfAV+75/t/jI75d6FByP0YyCHj5ZX8dEEkAwY8KBBNJPPSoF7rRw1E5CdR6sMLQwj1Q12fAQMG7EA0EeBLQwiXTZwz4JED0aRurwj7K1UNeJAgqnD0ihDCXgW7Tzoe6vdeRAK6qLucStEV48Gm1gwY8GjFS1FP7yUc+wEDBgwYMGDAgOPAgxbsOmDAoxlBOdj/+qGux4ABAwYMGDDgkYuBWjNgwIABAwYMGDBgwDWIgVozYMCAAQMGDBgwYMA1iMOoNZ88d33w4APzu+8lmdckzmMEvAS8BISACUAwBMw+iqxXWl7AhEBjBX/mFPnpk3gjmAASAIEQy3igRYHeSIdHQsC4gF9U1PeeI/FgPQge3xf0wNdXGsvuIYAJ4MVQp4bRrTdDaula1Rd5HI1ktcMECAFxsLjnXsy8InUeg2g7j+umon0E8ZgQMEFoxRBOnSK97iTOCjutBfAE78G3YAwSAgFDJQm1h8Q4THCIN1gSMOBFCASsAYtDgomdI7YFfaZuXtLecy82HNvtPBLspz722Ir7uVe9MogIIoIxpv9/JQofCeGSkWE/ZTAR2Tln5XdQtSzvPCnCe975Dt7/7ndRZAlWAsE1BLHoWy8IgrmKO9rVqY/uJ+B8SxsCf/rz/gwnz1yPpBk+BMQYjAR9DwOEw5XOLkEIob9f3d8uOARwdQN1w2/9+q/j64bUGjCC907fUdF77L3v634EtbX+vnrvCQRIBGMgVC2u9axffx1/+gu+kEoEwZIGwYgQLLue6UHtOeieAto/nAOv71AIeo4R4d1v/yM++P73MM5TgnM4F3Y9j6O279Ly9d5K8ITgcQRa72kCfM7z/gwnz5zFJCkBd8mzuBqI1x6I1Tmnu9cmCK5u8I0+09CUJNYiIvosQujfmwfyTAGstTRN0197PB7z/f/5Px/3EDPM9Qxz/RWX2/22z1xvEZWbka6OEIzg2haTZjSLBdlkgm891lpoPb5tsWmCeAcEggl4AfHdfHslc/0DbVfsH0Hb4CRA8BgfCPOK5h59pg+HuX7gyA949EEETKJvoOgonoTA9tZF/u/rfoPEwu233MFTn/qn8M6SJICAD+6T+9Y+BBARnHO90dChM4RCCDsT4CHX0XsbNEOGCHRmuRGCV0N+OpnSNg3nzp0jtZAIiAR8EP0BgtOJ/9Dy9qBbiHTfiQiNb8AIbdsC0NQNwQg4h+Ah+Gj0y6HXP8jQ7X4CapgE78ltQkgC999/P66qdQHZzxLo/YgGYGfoHobumNV2tuIxBqwLagjlmT7T1hGC75dEvomGf+DA8i5pn8R/VgxxQ4jGkCEENUAn0ylt23LvPfeQWUEEBLtLLq1r61HatwpjLEZ00aUTvVC7lmDszjNtGmxca/vWaXm6yjj0+nvrpOaDgNGffmHqA1mS4EPg/vP346tSDdSV66y284E80+46SZLgvefUqVOHXmfAgIclvMcmCb5tyMcj6nKJ5AWNb0mMweYpbVOTGOlH4MPmmgGDIT/gEY9d6+tooInaI91nEqi2LvL23/9tfvJHf5C18Yhbb72Tv/2tpzn7mDvACWKJxsMj25LPkpTKOayxdLk0tNVqUFzJZor05+7xCYWd740RbJJgrSXPUywegsMFwXsV7xdjjzSY72cYru4qiBESLFXbYnvvacCIHkPcaXgg88Yuo020fV7Ae0+RZRSjgrJ1WKP3wvkW7zzGGqzdMXY7T/JR29yVZ62NzuMAXtudpAmhbdWOFZ0YJRrl4Qpa202tu87onqVI75EXY0iSBBEhSVOsMQTPLsPW2oPyZ+3fvtVaGGOw8d4GI9g01Xsan2lwTndUwuG7DodXAAKB4HfefX022pYszymKEVVbY8T2C+FVb/oDeqaxvCzTPFx1XR/5OgMGPORY2ekIAcQYdQQYQ900NCK87W1/wHve+14+9VOewFOf+CTWJ2N13kQnQXhkT7nHgsGQH/AowKoBLrsyTECgaVp+8r/+GH/4ptdx83UnOX36JO997zv5p9/+D/nOf/793HrnYx81bgE1ugImEQJmxzO/svARAbNndN3XOx3vdff7qrfaB6/+eWOw0TAREbzzBK+GfKCjRXCodX0QbaGrl/c+7gawskAJJNbiQt+y6GW+dLkiRpA9n63uWMQLxDZ3HmtDEI9NM4wPu2gX/XatU4qIjYlhV6kgV+Kx7qg1xtq4aFET3chOva21Wo7zSq/pJ0nZt32dx/6S+9kZmGIQvNKSjI0bMLoD0RnV2maHd7t3dY6C/Z+pxB0T8D7unBgTdxtiRp8k0XrFtqtH3l9KBzvCM1Umj+CV/9Q/H2sSTNh5pt4HjNWynHO7DPcH9ExDIEmS/jpJkvR/DxjwcMbqsN31au+87ogGh6QJ//t//Syv/p3fpg2BV/3qa/iyF3wxf/GrvppclPq0eu6jYwa+OgwjwoBHPgLKg+4cwsr16L/2znHuvnOcPnOa9RMF9527l/UTJ/noxz5O61qCRENBdl+TR6qHPkQjCuUki1ETKcTvOgPmaiGgsRIEEpsgxvTUhx2+t+kqcqQ7fJCBtIubv0Ij6T2lskJj6PZrOkLnITD7eJVD2OkTIkIwFucdrm3Js6JfLHjvcSF6nZArNnL3Hts9Dx8CznnsyiwaIl1IjPSUJ2PsEcqSy96G7t523n29tPSLidXLrxrIe+MljtK+/crVY4jv5s4zRYgc6502C10/vvRaqzD7LQajIyDIzuIiOE/TtKT56oLF7+LDH8cz7Z9rvK73vqcQDRjwcMduF5rCE7Bpyn0Xz/PmP/oDsrUJxnucc/zem9/IFz3/87npurO41pNYQ2hbjNjBkL8MBkN+wCMaOtGrIeq9x3lHYpPuCzXigiMvRrzr7R9Dkob19TU+9NGPI3ZKGyLXGTR4KXREE6V+BBN4ADbtww7iAwY1VEzcBu0ssp1m7t/gveucvVgNADTG4J3DO9dzrnsu834Ujqtpy54Ho7z1Fc9oXJlYEyeJ3vV/9Ad6ydpupcxuUWKt3UXz6ChKPS3FiCZkf4Do2te1yXmvC6GVGIHOkA/haAVe7pn2FBDUiFWvfAymjQa1cGl4wwOhuux6prLz9y5vd1CvvHOu94Y75/a/4D6c+F1fx08lbtJ05aTWYkL3enR0qt31PC5pZ723Dyxod8CAhxxBF8o+xijZNKVyLfO6QtKEjdkWz/nMZzGeTOL4HHDeYeSBzwWPdAyG/IBHPFxQ/66IkFqLd7XSQ4yhLeeId/yVv/IN3PKYM7z8J36U+++/j1tuvp2/9S3/kBsfcz1VuSDJLHVTk+cFJniiFfFQN+3YIUEXLKrWocPnXi/lfs3eN0hw74F9EGikfKwY1oTQG9OhN6ZDtLNkX0/pYbjEY90Zl70nWS45ZodYc3h5R2lziN72VeO2U9AJsX0i+9yrK2xf/3dnXNLZqGHX94GgC9J9vNNX1b59CKyrRrXWY/9Fw9W2udsfkrCz4FO6lhrT3nuCl0gTi1z1fXjlRzGKuzbvVdry3YK3b1vYY9RfnSrPYQHUV3vdAQMeCkQfWk9WDCGAD4g1zJcLTJqQCWzNZjzmxpv48i9/EWINzjmKLMP7luC9qnodInjwaMZgyA94RGOVReOcg+CQ4PjIh/+E973nXbzvHX/Ee977HuqmJYSKUarG/sa5u/jhf/evwGScvf56nvGsZ3Dr457Apz3tMzmxforgPEEESR5ZgWd7lV5gH8/2Ea91qdEXPfHe9wGoRpQn39M+jEG8x0cCDiK9BNiVYr+FBASMiXx0azSaNn7VGfDKJLpyY+kg5RwfuevKTTfaboIGgIo/0qLhKOUJohJp+kfPEZf+mfZrmas2BvfjrIsxiN9NBVHP/I5o6HEZnz3lC/qOKLDzTI0leLdrtfmAjN+42JS+0JUyrY27ehoP0a2N9lskHr24g+k/gxE/4JrCfg4fIIhw/sIF/utPvJyyqjDW0i4rnvv5X4TF8LIf/hG+8s/9OR7/2MdhIO4sXv04+WjAw9eQP2CHOy7wHrwy9/7+Sew7x962wy72SWzjg1HE3vt1UBmRYUDTNLzzbW/lN3/t1fzxe9+Jq5esT8acHOek+TpIw603TAm+xjeBchkIIaGZ389v/sovUJKRr9/I537O5/LCF76IU6fPoAJ8XT2ufY+BsQZj7a5AwKMY8nuVNI7qWTRWg12tsepBDYYgNt7XqCMfrm4I3+ttN6IqJ50HPLEJbegoF2rJm759h5d4lDYba8CroooJGnDaG/LRsDYiV7Vw2IuA6i4bASsGTBeI2v1YTJCep38c7ZO4MNF7avqFoDEGa03k4vtLLeGrbWOsgonBrBiDF0jEYMSQWEsI6oHvJBuBfvG4u+6H34cujsKzU31jDDiPNXFx1j3TPYb8cWHv9R5xxvww1z9wPEzn+v7Rhp2ds0VZ8vKf+knuPncvwUA5X1JkGc99znN4w+++nje+8U3c84lP8G1/5+9y22NuQiI1cbWNn5RHdQmX8JPaRa4IDztDXlZ+9r7gD4pwyEoHkdXPZJ/fj6OsPX/LSuc4TqmlbqDo72dYuX/H2aZVrA4W+3T6ByM2dLWvdJ5bkZ2qGERVSULgVb/48/yXH/lBTCi57ZYbufHG65hMJrStp6pbPnHXJzh3z1043zIZFZw+fROJzQCPNYF2+yIX7zvHD73hdbz59W/gO77nezl7800YkWgABgx+tVbXHEyaYLJEvY0+8jQ6r3jE/hSLPTSMnq996Wdioqc9GmItARIL1iAY3XqNdzOm47k6Q75jPURvtLUWLLjoYlUjl14K0RAQiZJnR7j+vhz8vfchCEYSgo/tNoJY9VYHF7S9euRVNHDvn0LAYeIiJaBKNkGI2usS62MOZIX1wZz7KKwcaEAKGNFULJ0Rr7svFmN1cbbvwHYVTe5iZkU0UVC38GwQ3SEzFjE60HT9DOK9v4riewnIXZXQXumD7yUwjRWsdANfDNS+GuxzWgggRhe9SbAYe22OLXsxzPXHU9TDda5XFS0htA4kIRihdA2//Ouv4YN3f5xkNKJeLlnM5zzpU5/EmevP8oY3v5H1G85yz/YW//V/voJv+6a/xZm1E1A30bnEgXP9cTVT2HEYrD7H7q2Wblp8GPntHl6G/J6XbPVFf7Bu2mpZeyilx97/+ym764QH1Oe4mrp633YZvMd0/YPK7LG37O6zYxwsu2uvDoqrA2bnBajLirf9wVuZbd3P2sjw4Q++j4988H3cfsednD59A2/9g7eBONbWc7JsTNt4PvLRj5MkGSdOTPn4XR/CCIzzMWfWR/zhW9/En/zxB7j+1sfs9shf68K3iUUSi7UJ3jmUarIjBQZHf3yX68e9UWh1R8Nai7GWEFwcRaX3ysuhVzsAZrfXVYyJEoFKi0jSRDNJRldql0s21vDS9uyjEnMYgpioae41W6ExSGKUiR9iRld/lbGucumfnZa5tRYvgqQJJk1I0oTUpiQOLMRkVJe2bdULv9eY31/eM3q6RT3hSZJgE10Yqaa9BavyjMcBo8EuuuAi6KLIWnwwmCTBphlBDFbCJQvO/Tj/l7ZnTz0PoLqsLna63QdrDJ306FXr1+9TqY6OpZKePDLkJ4e5/hE/1wvgnQa10oJzLR+59y5e89u/xakbb2BjY4O6aSnLkk994hO5cP4Cd587Rz4d45OCt33gffzm7/4uX/mCF5LZDHx72bn+wcSx76AcMx4BI8IjAw9mR3m4d8IHFfFFT7OML/7SL+UP3vTbpKbl1NqIUVHw0Y99nHe9672cOX2WvLCMJwnFKGdUTPE3pnzoTz7CJz7+Ea677iSTyYTx+ATLJTz7CZ/Opz/t6Vxyd69lIx4Yj8eAJoYKUXvdGnNshvxqshvnHFlekCQJxaggt2rkxnBYYojyVRvyq5SELglRMIFEhNF4xGQyIXOhN9YsIKI89r2tPIgqdBhcQA1572mrJVmWYRmTIPg22dFzP67pyAAhkBpLEmA6nTKdTgmSkNqMxEEicokhv9qmyxmhl7bZxyejhrz3niLPSdOE0aggSwzBW44jFT10a7z4zgWHSSzBJFgMo9GI6WRC2zqs+D7Aff96X70h30lBhhCo65o0TUnHYxJjaNv2qvnxl0NHj/LeM5lMjvXaAz65eLTM9bprpnklvPM4K/zyK1/J6bPXsTHbwnmPa9U4v/OOx/KJj3+cTr42SxLqquY1v/HrPOdPfSaPOXWG5GEwtT5c99oHQ37AIxoixCRA8OlPfzpP/fRn8I63vYkgCWIst9xyCxcvvgMjnizJGOcZwbcE13Bq/RSz06dp6znTcUFW5GSjCZuzGV/0gi9mbW2KKoErAoJHDcJHAjpeuVkJ5ANW9h13H7uK/TZe9tPIFqPShdZY9bYGg4RVepJOTQ8kIHRVQYWw42nuEgv1CakIGLrA0N2G5yXJn/Zp897PAmB8IEQjrCkPMI71xKto3aXoNOODD5EZFXY9ry6hk4nUlF2fr9T/IJ73pbx5gNAX0XHkd+Qo0RfwOKc/2WlSiJXonqePEqIah3B5Q549tdrX+D6AR9/137qu96XtXK7Mq8GqjvwgQTngWoDu1il9MIhw97338OGPfZQwKfr5wXvPKM1ZG495z7veQxJpjnXbkhY5d917D+/5wPu54VnPxj4sTeiHBx5ZkhsDBuyDTuJvOl3nRV/51STpCOcFsQlZlnL65ClSa0mtIbHCqMg4ub7OKM+oywVnrztFlhiK0YiN2ZzHPeGJPPOzno2x6j3eNbzItf9K7ZK5i97Pvcbv6t/s+buXk9z7GVzyf/e77AqGlJV/eUBG/Co0KdJOQGangNK3GekL3a/ue3FQ+1bvgQ9hJzPuqppJiMbvcdtkssNT7yUmu+e4yyjdv337PavD2qyLoxUDU1Se8UFRWdFVzw51rnum1ux6nsGvJBfbpy/u10f3xT7nrSZ+8t7rMXD56zyQJu8NED9g4TBgwMMLutuozq7AufvuY3N7hiSWqqlBIDGWtbU1puMJ8/k2zjsQsInFRJrnH73zHUOfPwTD3RnwiIagW3vGGFzrefpnPItnftbncHFrQVU1LMslo1HKfD7DOUfTtkp1CJ6maZjNZlibcPr0GUaTNdJiyld+7V8kL0YrZayWtvuTaw0dBcV7d1kv5tVoWu/n5V3lG4t0xuOOzjr9/1fXlq6MjmPcr+qCcrg7b2qnsX5QUfsp7hxF27vTj/cuGn7B9wuJnUXDVTXv0vay3z0O+JgYKcQFxWH9c2chYA5t486xtg9y7VRxLrcguOo2dtsqe59p/Lh/psKuOh+1Dkd5rl1w9Oq97gyNKy3vqLia923AgIcaItIHid5z3znSImdjawubJLStI7GWtm15/x9/gI997GNKH1txfogx3H3PPWrgDzgQA7VmwCMf0dkrJmE0Xeerv/Yv80d/+Fbmi5JxASdOTLlwfpPWezrJQ8QwX5YEEZI0ZTZfQGt54lOeyac/45kaddd5cbtw10fUHNt5xbubt7t5hzV1P2rNru9DuMQ4icKIdFSaY3dWg6rGdBzrlTqKRGUe2U0xeSDo7sElC5/oOe52Aa52obIf9LrdtXd81315QSKLp/v/gcLHa8n+z/SYjc+dntI9J/ryOwN/Rzh193M8Kk9+FQdRxHZRdlZ2dx4sg3sw5AdcawjeQ2JwTYMYS1mV2DShcQ1iLdYaUgzzxYKffMUraJuGyfpaPKalqspI7ZTDJ5RHOQZDfsAjHtYI3gdsYgne88QnP5Vnfuaz+b3X/SonT5wiCQabpngxYBJcEByGc+cvUIwnNB7yrOCei1t8y4u+ksSmYKyquiRJP8aEFU73tYodysmKZ/dBaM4lhp+RncRQYZUfv5tmczXlrP4uRvCri4RV40jovcnHhjgRKVVctc59/NtEo9MQA2KPpTyzcz+j5OWOAdhRpR6cPrrXeDdG+vYe1yysqjDQL/tE4xl2Lfx2GffHj/0WLfsZ8se6gJEdWc8BA64FiAg4jyQWTMKp686wMdtCJt1utnqHTpw+qRulIeBCoKprJM7Vbdtycm1d82IMOBDD3RnwiIZ6O1Uiz/mghg6WL3zBF5MVI+bzbWxiyYsxZeWoW0/deprWszWb47EkWUFZtzz50z6dW26/A7G6/o2b6A9h644fl3rJH5zr7y1rd7m7dwOuliO/Wmb8ZYfWQjQKubQux4nVhYpZbadZMbiPqcz9DMnOY7yyt3JMnvg9ZcuOsoocgZJz1eV0faLfKNr9TOmoPXue63FjVx9eKWeVkvRglDl45AdcMxDdbRRjcK7l7PXXUzUNHo0d6oLTa+9wEmj7eBdL61pc0+Lrlsc99s5ekGDA/hg88gMe0RBE+d6odrh6zxOe+rRncONjbuHCPX9CVTmK0YhFWRG8kJgEK6pibtKEQMKirHne87+E6fQkIZjoYY0DFasG77XtkTeoZnyv2hLY1b6jmhH73YXO6GHV6Iq/21huAIKJ5JogmKBX2s9jfaS67DG4TDCYoE9Nd2CUTWOCtv04Vy59W0NHFQp7rOgVItERDLT9epXs/b6n1URjNwiEeP1dAsxX3p59ITHJF9JnqqUrSqRfOVxCTznockcqE/oFXlfOStt2Gdcr9byasrpjVuu7i1azh2bT06mOaHAf9kz7Y/YsfgcMeLhDqTWCa3Xn+vqzZ7nlxhu5bzbDZFbHCyskNqWua/Ispw0OFzzlcklT1aRJwuMf/3iCEbwLmJhxvNsR8xJzcAR28g88Cl+PYZkz4BEPa2Om0uidDAbSvOALX/CllGUghJQkK6iqGvFgvZD6gC/nWALOWYrx9XzGn3ouwXTBdNIbMX04Zjhmmb2HABbBICTGIj4gPsTMtfrT0Rk6z+N+AZHdjzXmkp/OuLLxHgarg7INgg3RIDSCNwKaCPVgD3LnbT7gp5cF7H4XpZuYoFlAfSxHgmDjokEi/eQo7dt7H/b+dOV3xwa/qnDUBYKuGr2H/BxyD3rOfUdNCkopIxiMSZCYfAqkTzJ0YN2voL2rE2obPIhmPQ1GP5ejtuVIz3THI2+M9khdKHWn79BcuiBYEd0NWe2H5oD27ddGTWxler6uWble/zRXlWuO0I6jPtPuufY95rD7N2DAwwQiAtb2a+z16RrPf+7zWJzfIHHan11iCM6TpSl1cCzbmu3FgqZuMB6e8qQn8ylP+BScAWcE373rQTNWu5g0WuBhlWn1k43BIz/gkY/Q6YTvvPRJkvKpT3oyFy9uMspSKucoy5L5fEFoa8R75ssFzmS0peOZn/255EUeEyOpm1qN+AdK/Hh4oaNF9H93v3f/hZU/Vo65Eu7ufrSdzgg1RvDSLRq6uqxmXN1TrxUclLSpN9DidQmxnZ2SiwG1OIke7UuvcTUJodRxvOMd7hpsjNGMhEbr0xt/h+BonthVozQasdZC6/q/d+pycKlX8kz7nQB27vOqDr/y2g/3GR3tmUpvy4roPUT0mfaLJ9/u7EgccO2reaZ734tdnvg9i4H9cLVJxR4s2teAAQ8mghiasiYdjyiXS7Ii508/69n83u+/kQ9+7GNkkxGtc5jGEYAmOMqm1qRqziMu8Be+6qvI0kwvGB0ebd2QpEkcN7udx2vdhfbAMBjyAx7h2DEaO1ES1zp8U/EHb34rk8mUsqyoXcv62pTNzQ3meC5ai7WW+WJOsJ73vuednLvnE9xyx+PpLb7eoF9RHrnGvQJiIkUCOktpx8MJvcF2lFHzMKOooyJ01zVGEG8Q6djru43SVVyJnOBqeRpaqhKQauD6FYpGX5UjG1hHOCiq4ewYumIMNqCJohBC8PgjZAS+NBnTpbrlEreexWiOA2MMibXUzkdjt7sfXUuvDHvbvBp8uuM93n3P98uUu59herRnKn15YsKKt5/ee+5aRze77zW4r7R9R/l8rzf/SgzuozzTQUN7wLUICR5jLc18jhmNePMfvJU3vuXNzLe32d6ekTQVaZoiTnfxHKjDxnl868htyqt++ZXc9xl385mf8RmcPLEOXq+pW5kPdQsfPhgM+QGPKgiQGMO73/deXv3KV/GZn/lZjHNL4xvA05RLfFvj2hbEsCgddTB84p77+Nn/+dN869/7h+TZSLf2jFkZS2JQ7TU+uqx64CVSGfbddVg1Vjpt9ssdE48LsYzAbqWW3UZ79Op6iYapOsyPXPd9sEp1CQ7EKm1C69H9o+0OsudaB7Vvvzbuwaq3urunyI6BKwIm2H33dfZmwj1Ke4MQYxz2eORp+r93LnC5ih/1mXYGs35nxCitJnJYjTFgDXsT4x7V2L30uG5Jrqo/iOnr1FFhdtxzeq+7PnekPrunjZdkI2a3Xv+uuIRDPOf77Qoc3t6d3YMr3fkaMOChhkkttTh+53Wv5Wd+7mdZu+40dlTwlKd9Oo1rdfEdxxAv4GIcUXCekU05v73F//6VV/LOd72Tb/7GbyQ3lsSI7qQ+qn3wuzEY8gMe4QgEF8AKbe0wVijnM6bTCWevO8173vserju5RuMavG+xBIJr1cNuDFXrmW0v2djc5vrrTlItt5EA1iR4mxDs3sTR1/ZEG0SNXIme+F7DF93NUPtozwAq+5mh+1ybaHxFmI533CUS6gwhozxvEQ1AVYf2bvrJUb2rq0mhOvoOIprxE6In1xKp1wTx0cG7i5fR8633Xv+SNu5JyGRNDLDuokAlGofR0NbEJ1enctLvaqy0MRD6Zyaw8p32WQuEPclV9i37CG0OIWhG1SAEsYix6vUXpUiFoDsC3l+6o7KfUXr0Zyp0SlT0C6PQZ1uF6Bln97PfVe4BfXZvf9lvMbXvojb24y6T7FHbs1/79j7T1c8H7/yAawWBQJBAMPDLv/Yr+CLhwnIb0pR6vrUTQxTpqqFbGEfXkQkgPpClCW99+9u45557eNztt+PqitRY/MFFP+owGPIDHtHoM0EGaNua3/vt1/Hrr3kVWxfv58K5ezh3712cu9thrUHEE4JHoiyWWIv3gSAGHwxvfMPr+L03/B5PfOJT+Oqv/XpuuuOxtH1JkQt9jRvyHnZ48v5SD26nUHKJY/YI1+749b3BuZL2HqJhH6kvEAhBdlRQrrI9ew0hIjddVwnK5TY2GvJqhWpF93Auj7JUUYN9x/MuSK+oEAiE4HsXvfSG306Q5JViv8yp8v+z999Rkl33fS/6+e19ToWOk/NgZhAGOWcCYAKzKNKkKIkyTYqSrpyuriy/Z/vaa/n5+knP68nr3Xt9333L8rWsZAZbImkmkSINggBIgAAJECAIgEQYhMHMAJND56o6Z+/9/th7nzpVXdPd010DDoj6YWG6u8LZef++vxxyt4tr9zn+K6qdBcgqV1gKTos3u919JFaqDS41TlA6PM+pQjDyaxq+EoRBg+sUOFagWfZrqgorgNe4qxLYFXSiOwSRuOds0ORFzX13L5SosEZhDF6q89MBpRn1d4QNY40CqdYaY5ZfhbLnmop0VJMdgPkBvS5IKZwSms2MExMTSC3FimBN7q2xIXA17vRyrJBzFou/jhsmY67V5OTJk5it20jTCi7PoOwP+QanAZAf0M81eeu7IDj2PPsUn/qLP6Fe0YzUU0bO28yuHZs83HKWIpWcBDAnUjBrgEYzZ2pqmnu/fTdOUv7e7/5j9FC9g7n/vFwrZXcED9pKFy69/RMX1UDG94PbgxNCNhlQ2vtRi0hbC1+yBiyXuv2j2+AsZEApgTQvMPixLQdoSgn0+Wd6kGetI1GqGEv0U1dKIxpMCfiuhNoWDQXWFUA2Ptoai3PB/URsISDZ0zTeaz1NCWgWLh9hrNZ6sB4FwSKrjPIpP223f82yx0nbVQk/VKEtNDiJqT7b37E+XU+hBTTx764xltc9wopCIApCQ9S665iRI9wx0PZnL2vmVzbWQaDrgF6f5IyBTNAWbCvDOkPeUsSEzcpRpByGTr1B+eQoB85YX4BRIGs1SUMhxgF5GgD5Af3ck3M5IvCjxx5hZvokerjOsek5qqnCWYNzBmVdcDBup5bMrQlav5g1JcHmQkULDz34AO//pV9mx+7dP1d+qzEIVKLGRBQSAFhM7+U1J11uEUsRYaIGWHkEqYBKmpLohDRJg/uHBhXMqkbQNubqX94czw9A9ADXhbF5zS1tLboIdpkCWaGxFSnG6rW/jkol9WkMtQZscM8KKVGNWdr8LWGcXmuuEGcxJblJa+2tBbbkvhGls4WaLr9XFnAKwSgUcQmCmVaaSlpBa02aphBe89WVO8Ht8s5NW+uugtnehdyXsS9+jh0d+ehcmCPtBSpjTE9wbK2d58YShUoVBTXxPrppmqK0b0/ZkGcp+OnneT7v2Wc80lIfovvZz9NdM6Cfb9KiUQhDkvLhd72P6bxJwxpE+STHKiYMC5/vumo6gH0CbN68GREhqVRwrRbElNIDWgTI/0wuDW+OjsFa3sopOLxPq1/gfqivfGiijRvBgqjOi99/zs03MS+b4ggotGFtzw+JSt3+jI9g5g9t2HnKzTYUi14FKyfX8aOILC+e7cfYn/EJRMVjAN4BbmIkTiQeACrBZE1OHD/GSy++hBaHcrkHqs6EbCkSv0LAO0TfW2MNSsAZQeuUzGpUbYSpqSnERf2C36EWvJ99H0b4syCtddvPO2pdo4EifKbX2JYCMIpgxPBs55zPZy6CThKUAqXx8YvWIsrn9Hcunv5FqNsTJAAhFeIYHGCNQ/IcEUWaaMRVUMahLYUVRoIFYjkUAyKJWlTrwWElTdFJQpKmIIJylkQp7zuf59gVbhilBKW8htgXtrJYa0l0QqI1NeV92VXuvBuRsosCw17a6m4fcqxFawHRKEvI0+5Bb5IkaAWJl4ax1hZa+Z7tLmWJRQXwHIKgw1plmQfmqda4SorDzJNPXMkqkFRS34eufugkoXCrKWnkVbB0iIBSDmuEtFJBJylJmqKxqKild85v4u4BLWWNS52OLjVRkHDWItaGPvaZBry+4L/zqdeLi2GC1zuvX2h8rv1zAV7vHNDKqaiEX/rAh8jE4rTy8U+xbojrkcigZHErHimgtZBnmb/nlPL/h/u66MNp13AZ1PUcCU0UzclylRH9p4VvBOt9VV8TcgJNi3YJc9JCKt4kk9hgWhFNpoA+hTg4gTxUkByyQGb94S7cD8MlH3xpV0qeuXs/WV+10pLHy168BhIHVhx5nw53xXgG2tJ+rDYAC3ILGoiXWb+iRlRpl8cKMZkldYrcOqxSOCx5n6ToPJjRlQPtFFZZjPJN13UAbAacBi0Jv/Hrv82HPvhLniHO0yi3r65e0+Hf9//mDqRaYePmLaS5AevBhDhLI4HUtC/W14L6ydazZpOh+hDWuSJgsawtPt09Oe9CKzTSzHu90Ow6h2oZbMvQtA5Vq4eL2yFa0Bq08wBQFrkwIwPrbstJm4FbC6QJ4lrYRk6lmVNPvEDoUN5/M7j2qCUcwXnBmuC1tYGpiYBTLQ9uE0duDa3ckSZVnHUYHEocupKGzA1tOp27SzcVwcMS/hHBWAspWGMwQKsxR22o7tc0ASUaWeauaWvkww9nELHt6rgOlM1xJgcUKkmDO46fZyk9J+aAMcb6YmFR8O6gznmRkKXGiMOKh3wu3NUmb6Jci3oq5Eq3v+uk5Psu4aleDJh/1baVERFACyoI7A6wGGtR1SpCgjOKVkuoJ9XQF/x9Xk3nzZ2YxdfUCR38xhIKpmmFsw5rcppLSeF0pjTg9V74KuIPQjyLdeBscb6cc9CdYrRLlSwA6hzl9eY0d3Lxu9B95jq2RfxdGZCwPgvwehtSz/otG0oKCgEL+TVxTlA6weQ5WusijqXcbC6OlnMkKvHfUwmZ8gWhhn1Oad8HLYvLWIuSdFaJjTK5dUgerdOGpva8V50DvF4WkihmDry66C7r5xASKiS1CraSFFpA5VSIwCMUzpyvRVkWid/TyoHMNslm53yEdUJo26GtAxSmD0Ae/D3hbMztnCJpFVSspenJieublK5MMA3rAHKsIZucRjmLFYfR4XN9AvK+7xYJEjd481qlUoPo0ybg+hSsFTXxYgl7xGLjHmk0yKfnUIDRvkSoQKFpXipQajfmq54KkCnn944IiQFlnA8kTBNcrYqo19ZjTY8N9e0Y/sHv/4FLksRbIYJfd7/9cwsfe+eoVWqct2MHkmh0kuBKbjcKP+cePi2jnaA+KdJdOg/YW80WreYs+15+Ea3AOuMDmkVhQ7jtcndo1FpHzbxSBpPnWBQbNm5lbNUa6tUa4nywr2BL1qQ2SS+GOr+1HplfdPjpaDabKC28+NJLtFqNsKY+wNeZ0whaZ0hWchAvyOpw7hOdsHPX+aAVaaUS4hJU7LL/njXeJUd5gEoP7ZY/r50rEbGDE5+uzgbLQ9ZqkLda7N/7MqJoCw8FU47gSxVgq6fLVjeGcRH4O1QAdCJCbiEzsHHLdsbGxxiqJrRXMWpcu58ti855FEq6O+Xw2v5Ws4Wxhl/+5V/q66Ec8PogzBe8voTknC2EtJgtxVl/bstxIh3abkURmHzu8HqHLqnre+JP8emGi8qJrmvdHR6Ei8WJ6Quvd0HQdnkOOJ8JrtsaGCZ4MV5vE9V9opdFUdjKtRcWlIPUyjnL6xfsRTLTXPTBHZt3BeQEmpKTjA+jh2sYZ71mLCgKXJSMxC2qnVsqKQcYh51tQpahnMVkvvSvss77TaNQ86/75ZG1XkPoHHZ4iMrYKtC+JL2TdnFJ5fqFrFVxALQDMkPWbKEzg8ah+yxItiGX15QbgYaCdGwUGaphQso43TfFj79wpFAmeQ0nWPJGw6+pCaBMooElpMVbTmvB/0Fr8YzGOTB+cxrncCN1KqvGcYnqL9d7DenZHz1Oq9XyVgvp3PddiqcOUl3Crota99L35geDCkOrV3PBJReDCLmzwX/eeVcT54GNwfVUJJXJnxu63aJ930paa2sco+OjHDxwkod/8AMSbPT0wSDYwu6y+CbtnX6ylAJRFJBjrUUlVS6/yrJt+w6arZa3duAVfhaHmTfXjqVcrGVm7OfABdAJOk0Yqtd49umnOXLkkNcolYALThZc0+73RMpj9j9zZfy9FRWcTlEfGuKCi3ZjlWCjVSe6U8WnaYV1bV91hZCpXn3ovAt1zLwTsUZ47vjoGAcPHODhBx9CS8yu49qm8ADiJfQRXE8gpbrWNK6PAlQQWKxzOKWxknCVMWzfdgutrFkAdRusTd1nx8j82JJuivu4/LcoyDODaEVaq1Ltk2KpTANe73m9pl0QzwEZ3hqSmxwlQss6UtGehwkorbF5XoLnYQzuHOT10r5ThB5nLaLv4gY8zWfFWxn6xetN7sitRddr/i6InhAdbfpOLIXXr3THxH0uUGiUBDyvt5yTvH5BIJ8ulkUrzFg/xmEF8sR1/B24TriIIQ8NdV+2yyXlHGI9q4iR0YkLQVsFs4uanT5QyKeUl4CFUw6jhQwweCtYIv3QldGhydQEq5ONF1f4jPQ4NMtuMGSwkPZlLOF3p6AFRVBcf1qUAkDEXLTxwd7lWbx7TfyvDCSXcdolWFs1kOA1F8paRBQmAAInePDyGh7ufuoERqopM3kLlSS00/UtgXq41nRLSwIB7Pg/HD4osFKp0MhbOCXt7CJ4wKSc14iYRfZoATLK/NRFf2yKrCJojcWhE40WqCUVL2A7n+7SOn9IlrJ887eQ1/FC9FkXtErJjaVpDNUkRSvtgV6IPXAOcizdLS5XI58miQeNJkc5IU1TKkmKGEc1TUmUwpkcX0fxDMkV/xQ/tdI41dbK4QRjDEklpRkCbo21JEoXaSudi0KinwelvBAXZIsu6hYQXTh5EM30aZKiECo6JRFFrZIixhTWkfYVXhbRlnZGoyZWAC0hhadSWIS5LKOW+gI1c86GLD1+39oeNiQbQM9CJD0CyVOVktarZK2MJFVUqpXFO36GNOD1FLze4fmVER/v9Oijj3Lo2FFQiqFqjTuuu5Hheh2M9c/Ku1hoxMvnGq9XDlc2v5fXtCw8OtX5ka4ORitGDB9cCa931vGFr3yR6elprDFs2bqVO++8k0pl/h5fnNcbH+i/QHtLpjAf0V0QvDeROkd5/YIYQBYz+0QpaXl96iCFkFj8Di+wpSvAV5tH92/WHCZoah3OOhJUcZcoV/aT6o9WwAdntDd7UPNAYEhRaO7P0Q6bHkIAnCffTpjTUDt+0XVeIvn7yz/be5ZGLV1oO/QFtxx9eO/2PIclaG/DhgwZLLA2VM+MM1rSci5nimM6Pd+Yn8uQj9oKOC0kOrgurHx4PxNyymLxhbOc9eG7SwndXUoWmyJAUmJKPUB55pobgySaJE29BpugfTEWJY6JiQmSJGV4eNi35nxgpQf+sa/tNmwICozm7fh6K/NnvlarokSwxpAq8dlHrQPrzcbRIlzOcW+DmaBd6MgiSgXrhcI5GzKbiHfDct5tLRVN02ZonRQBuJJoRDmc9QG988qKLUkTKUU6Rb8GASgrhZIEMRYtimqlQiqaBBXKn2d9O/NiS4w/gJZEJxhj2ppVfMCxExsCTttpGp3zLkDPPvusv3e1n2drLbValYsu2l1Ye7x7sirOstbajyP3LkP1atULFtYgyoaMskFACMJcnmdkxlCtVhFn/bwHgUpoZ63pLOzlLRmKiDcdiU7B5CTea8+7CYVc70rJaUoRL2HOJWTWKZFxllSlQVN8dgLpB7ze8w/nLKKVr3ugFE5pntrzLDfedhsjY2N8/Stf5YarrmFID+OsQ4JQWuYwXi18DvL6+KH4PuGeUb6SqlKamMtdgtBdBO1377poQTxjXu8Ky3jczZ//3OcZHh4iyzLWrlnLW+54M5W04ucoWtaC4mNhXu+xTH+AfFuRUsyn8m2ei7x+QSBvl3LZLyJxLZkcJMHmJMaRJCo8XooLpL+uui5okihMu3FJJEZgE5ij9OcGc0AO5FrhFFRDujgfiyLFBdavYZZzf5e1DVaF95Q/Sv3aipF3lSx4JM6/oXJHNVHgyl6CK2yPeFnERsP1HwC3CkKKU0vKebIwOQj6HF9KOu77kDnHaMEoqAUm3A3MXi9kxGK1I8dgsVixyzx4vWbcX7JKFEppEFdk4/A5udvVQDWCikzdWB7/wQ9ptVq84x3voFKpFBlhEO9jXa0PYXE0my0P8JK2dp8QWBmzgIjEvOJRN+sZOC44X0j423+LPM+x4mMGKpUKzWYLQdBhHCYIFblxJCFYy0XfIO3N61pUCCikQI2e6QuJaFS3RnSZ28eKDkG0JU1gCJb0WjSHFcH0ITAmBqdGq5TgXQestQGoW6z1gFsrRTPLqNfrtFotkiQhz32J9jzL+euvfpV33flOrrv2WiYmJrj77rs5efIkV+6+lEQnZFlGkiSYoOkURXgtCgRe8++1guLdpIIfrbe0OETD0ZMT5CZnlV7FWKWGzY0X+pQmMzk4fFpJ8fn/lRAyCjkc1v+hwJqcRCdYG9Boab+L+Iw9ZWuW4O/CxZbV85vO0xMF02q16gWks5ApY8DrwWF9obREaGQ5jz/5FC8c2M/BUyfZeuH5rNmwAfet/87X7v0Wq0fGeOtttzNSqZH4QJv22oV5ynHnFK+33esnfj6MA1LNXKtFRWuipUtphckNIj5uKMYyBJbuv3+GvN45hzGGRrPJl770JQ7sP4BtZbg0wzRb7HvxJf79//f/5PLLL+e9v/ALJIn2LoE6JC1YlNf3QdB1hJAe6eD1Srx3zbnI6xcE8mYJhztKlism8T5yXkpsS+XOtZ/fz+ny+6+duqjbtzbuGUJQVV/aFL8xCildSnvSRcZI/wZqO58XLxobRMzod6zd8tPtRXJhw7vgF6esH48OP72ZD2+C68N+Cfx8Hl5sH/Hya3043OHSwwV/5th2ZAJhXaFP5+EM+9YvikGfIqpjTP17vkCwkiAerBd3iAvaTqVx1mJzw0PfexBrLBWlufW22/n+A99jZGSUZrOBVpqRkRHWrV/H6rVrSWoVqpWqB4i6FFgYLQDhYvYBn4DypntrLS2ToSRBaeHkqVOYoJEdGhqiVqvhnOP48ROIBL9upVg1Pu6rllrL1MRE+N0wNjZOmqY+IC76e0au3WOPaCdFIPWK5hbvgiR4NxAnPr2nC4WafIxYzBaxcm9SJ53+3JGUUmgRdAgwVeJBVK1SpTk7R5pWsFnu1zpUYP1bv/hBammF5vQskydOcuHOXZwaX+1TgyrQOsUabwHJcoNKFJUkxWFROvH1AJQU/vpRU+aCBu3ExCmm5xrUh4b4J//sf+bzf/U59u3ZQzVJMLmv7Fyr1ajXh8hsWwBpzyxEcCQu+BGIC3tZoUMslRSflI5A3agQXcwW6QN4yy2G350LALB/ipAyDXg9iBavvrA5kipe3PcyF152Kbe96x2MrB4nw/GhX/1V8lOnuOtrX2e21aRereFMTiK6xANp16c+h3i9IEV2rNg3EaGVZ6TVCtRqPhOcE1/bQilU6tNIaijjZ4yyWOHMeb0TMJA3cx66/yGmJicZrQ+BcdTTCkNplcce/iGN6Vne8673gAQgr3wfOh7VY/reqLx+QSC/VE1tf/ai3xjeTNnW7mrpsWBnWQDqkDahuABWSm2/9FK2r2iVjh/ql5henrSu54lrS+ng/QdXSt5fzh96Zf2hhpKFuQwK+6DZKb4fD1hcs+4Puv6tn/dfDdqKcHGFSvdEzNbzdnkdkbIKbZXP3RLjmfpIXiMWni+qCFCVUIlUqxSxDpvlpDqhMTNLkqbMNRrc+qY3sXbdOv7qr/6Kyy67jJGREb7zne8wPDxMkiSMrV7FFVdcwapVqxClsCZohl0I8lQCzvpAtOA/bQWMy5HEB182sxZGKW6+5Vb27d/P83ueZ8uWzczONZhptti2bRvNZoMDB15BV2qMj48xO9vg0NFj1Go1ZmdnSWpDjKQVUAlWtYNpXckEL1BoH/2vfajuKnimhx9viDjuaCMCCWX7dNFICP2hc0wShDIvVICzBq01iSgmT50qrBupThDrqFer3Pn2t/Nv//DfMjIywnvf+17u+859oITM5DQaDRqNBkNDw9RrdbIsQyUanSiyLCO3CiPeZ1Xh7yBVIGLBZo5bbryVvfv2sWPbTv7x7/3f+fSf/xmjIyPs3LmTH//4cV599SAq0Rw+fITh4WFSEdIk9SBaQqEwIbhIqrCm2ts0rUWi6s5BrGbbTUupF9BtAFbiAXxIPNLHZAGlNt7wvN5hnXclFK29iw2wbdt5bN2xixxwTrFt6zbMmjWk1Qq5NWile2Z9i+D2XOL1HmyrQglmBFrWUK0P02w1QSleeHkvpyamGBkaZvvWbdSr1RBX44oUs7FJlD1zXi+gotCNI6lUmJuZAucKS56xBlESQHlgqq59vwx4/XxaGMgv8dLpBzl8/lPRXorMoLgUY3aVjqZWOIElAav0SttsFM1j2i1tHpZENpifBPLygeh1CPuxQU7zDH/J+EDCfoqUMaK8uDxK75U19n0JzowaXFv6u1tkBxDHsr1Dej+u4MbKgVifFzgRvM+nBVdKYf1aUD+b0tZry7T4Ilkyzx67MpJgblUhMioVTaIURgUG4wDnqFdr2CwH67jmmmt46pmnycVx6VVX8Jurxnj44Yd55oU9NPKMK3ZfRCVN+O6932H/3pe59rprufyyy0kK//Ei3Dn4UXrXjJDiGCs+YLKV5VgF9ZFRLrj4ElSlxk+e3cPJqRlarRaVoWE2bN3GyZMnSI6dYGJmlqaxzMzMYFVCfXScucxgRdGyUKkkOJe1GU/hb9rWbsVY83bau5WRwqMhDzyl3Wb86SzK+5v0pb1C6yjt8x7nWMWsOMaiJGHvCy9y4MABtNbUh+qcOH6CjZs2sW7tWpqNJg/94AdcfMVlnDx5kj17X8Qq4ciJ4zz73LPMzs5SqVSYPjnJmvFVXH3t1YyuGsfk3uVJtLcg+YgOIbGCs4o8asKN4upLryRVVUbrI1SqFX777/8DHnzwQfa/8gr7Dx3hsiuuYNu27dz/3e/yyquvolotxodHSLUKkMIzpOAg5gcbxxr2VyHI+DfbExUEnsXCg9rZfzpeDc+MbiH9v1ze8Lze+9uhg4VNoUhF87Uvf4W0PsTf+c3fJK0m/Pevf4N9zz9HY2qaik6ClUXamTLD83Q7qcu5w+tDLIDgtcyJgFQqNOaanJie4nOf+xzP7tnDXLOFs44tGzfx6x//BOdvP48KKgQEe7Ac9QRnyuutDSBfhKHRUfbu30dzdoa1q1ejdcIrr77C+Pg41Xo9uNAJqMDYB7z+tE0tUtl14Vunv/2P6Y5C+jQi06fDzthxGPrQZvvXeBKDBsuFMvGFXWWFVHS8x7Nc51v9cGcoP6JTYC9fa6W8x32Y1MI9gvZwC82LxM945LJi5WNPDUQcR5d5Tfql+oCY0aQI5DkNdzsLSrPTd6mfz1LRj1yC60l/ApP9w0u5/MOSKK29D6ZSPod8UF/n1pAmCXONBg9+/0E+/JFfolqt4Jxl8+ZNfPCDH2Bubo5XX32Vx3/0I+69716uu+Zarrj8ch5++BGOHjvGW97yFnA+k0tU4UR7gEahVYpW3gUEB4lKvGuGVuTNBqOjw9x08000syZ5boinJzeW+vAwR44cZmJqkiTR1GpVrMkwWROxhqoWxObejcc7XGNDYBzSHmcE2kp6cablTLFfLwVY5X3EJRWc8n7ypukDmft2yUiAtmEc/tz7dKwScm4rpdmz5zkmJyb51V/7VbZv2+4DT7Oc++//Ln/zjW/w9NNPc+NNN/HWt7+N6ekpvvSlLwfQr7jlllu4+OKLmZ6eptVo8OSPn+Le++7jTW+6jc3btpA5ixPtc3YrIXWqSFufKKGZ5aQVzQPfu5/3/uL7qVZTKrUqo2qUd7zzHTRbTd75rnfy1E9+wr333MPIyAj/4B/+fZ599jm+9c1vsH7NGoaHarRmZ6mkib/PtLdkOpv7QFElXpgorWm3s1ThrrmUaS1p5V2IqfBpSn0di77TG4jXS9DwWizolFaWkVvL8y++yKuvHGC21aRSqzO0ejVD69bz4r594Yw6GnO+uNr55+3gkccex7VyTJ6xYd16Lr5oN6tGxrwLlMmLglBlimOS8t99G9kivF4KCB4+JJhWhtOKP/mLv2DvqwdIh6o4Z1Bas+fgPv7Xf/9/8Af/8v/BxtFVIYVlEIxCKtbI6504cucKXu8xlPeHV0px/PhxnnziSZ555lmMNQwPD3PrLTdzxWWX8cX/9vmiWvHo2Bi/+Vu/BcBnP/tZpiYnqdVqXHLpJVx//Q3UKzVEaz+cEIfTFst4w/L6BYF8xybsfoLr7wCcCMqHIKOcIw2Ndi9L/y6UXj6pvkCLuKC9C7aivvjIS0h71aW9Kvud+R70b4xFNi8pS81RZeRBvI2btB/tFSZ9PONRJbzgioDz/o0P2s6IlCa1iwPYZZf36SSvM7Zh/STMoW/HKWkXqKCf+/Q1psRnVEHwkT3Qt4MeDaUihPSMAbwrQaGxKqSc1JqslTE5PcnQyDC/+tFfZeeuHczOzlKtVlFak+c5Yi0b1q7lrW9+M5ddcgnf+ta3uefee2k0Ghw5cgQR4V3veleRq9ybbnUQThRaabT49m2Wk4pGpZojR4/y4gt7OP+i3Vx22cXoSoWJyUmmp2c5deIkSinqtTqbt2yhMTeLs5aK1pw4fox6JWW4WqESMqSIVuik4oslifi0l9qDTudcqGjap0wLgWKFWh/g5gPFlIYkUdiWK9In9oOUaq9porRXYAmITkAUSitOnDjO0aNH+d3f/Z8wxvDUT55kcnKS888/n7e+7a1s2LiB3//938fkGd+7/35azSbDtRpbN23iYx/9KLVajT179rB//37WbljP5VdfQb1e55GHH+Fda95DMlQthMBUa1Lr4xgMBiUJOlU45fjIr36Ea2+4AVGKucYsSZoQudzw8BDXXnM1uy+6kHvuuYdv3XUXIsKaNWs4fOQQWzdvJkk0aeoDXFOtA3AxJFpwOgb6umJty4ANlqYuCYpT//kCm3ghweJ8O0l/hL7Odn++ef38/jvyLMemCQcOH+He++9n/eZN7Lz0UsbGx5mcnuLl/fvZ8/weduzciaTe5eP8C8/nr/7yYbSucMH2Haxfv4HMZOzdt4/Pfv2rXHXhxdx23Y1UtL9njI6VEFwxxs6e9WmES+L1HtirwB8toFPNoz98hH0HX0GP1JlqNkgqmqY1VFePsP/gIe6679t87IMf9vtA2olVo6tXtEIUqVWDBcDhyLKc7z7wAJ/61KeYmp72SQHy3J9PY2g0GqRJUtR9aDWb/Ic/+iOSJCFJErTWZHnGl77yRTZu3MA/+p1/xNVXX+eTJXTMoB/bG5XXL6yRX8hGcZZ6v5SN3o+mz+xikpU3usQG+z2t0vFbD+0ALLzOZ0SuONi9+lFStvSHyg/t+Wb5zz4s4Gna6n75XDjYyyWlFKLaFQv7SdEvXSnlwawOop34TCGZMxA+Mzw8zCMPfZ93vetdDA3V2b9/P+vXr8cY72ttjGFoaIjp6WkqlQrr12/gfe97H1/4whfYtGkT73jHO/jhD3/IE088wVVXXYW1lkqlQubaqSSV8gK7g1Aa3FGpVFi7di3ff+ghTk1NsX7zJlq5YXZujpmZOaYnppg4dYqp6SnmGrNe3slzplpNqmmFrVs2U61Vcc6RpKkH0DohiT7i2jOnJElwlpDxItqb+0AhyFMpBUniC9Y4L8CI+HGq6FPUhyZdYOtxTQVvZVEqCBMIBw4c4LbbbiNJEr785S8DsG3bNr761a9y5ZVXct111/Gxj32MgwcPcsMNN2Ct5a677uKTn/wkY2NjfOELX0BE2LZ9Oz99+mkOHTrM7vMv4onHn+DkyZNsGN5SpM7z6T0FqSjIPViZmJjgFz/wAS648EIOHjzE2KpxxsbGsdYU2WBihpkkSbjzzju5//77eemll/hbH/owr+7fxwP338fGteuwLkcnqU+V6hxapyRJ6jPzBEuW1rowyZ/pFEcdavTNhfK5ERKt0H2qjN1BP+e8Xsp/AIig61X2vnqAex98kDt/8Rc4/6ILsSrUHhC48obrmJ6dxYagR7Rm9xWX8X/7n/8pq0fGSEIl2GbWYteVl3L9bbfwnb/579z/+CO85Zrr0A6MIbi0zWdXPxNeX/5dwFjDgf37ERGazYbPYpPnJGlCM8+oVqv89Omfwgc/3P5mL2Ye3BULgSXwj4d/8AP+/b//94yOjlIL58yGLGUiQq1WQwfBVynl45tEipTB1loq1QqihYmJU/zhH/4hf/D7/4aLLrkYOV3A/huQ17+29WUHNKABndMUM7SI+LSLvaqXLpfKOdm11t40WqlRqVRI0hRt8wACFTNT0x7QjwzzO7/zOzSaDf71v/7X3HjjjeR5DlAwhCzLUEqoVqt84AMf4Ctf+QrPPfcc1WqVu+++mwsvvJCNGzf6dIVKk2pFkiTUajVf2MsYUqW9+4woqrUa9eE6P/zhD7nw4t0cOXaCuWaDVjNjamKKZqNBtVKllTdRImgRWs0Gl994I8P1IV9xMGRaEC2+uJa21Go1arUamcl9jnvrtbleI98nq5hOyItc6Bm1WpU0SajX61TExyQoER+s2Yf2HLYQFFKdYoFKtU6tVkcqFTLrmJub44ILL2DPnj3Mzc3x0Y9+lEqlwtVXX81nP/tZhoaGuP322/nTP/1TnHMcO3aMjRs3smvXLu6++26Gh4e54447yPKcHbt28pnPfJbtm7exefNmDh8+zK5LLkISijWtWDAWKrU6ucmpNVu89a1v41/9L/8Le55/gd/6rd/iVz/6a4iGRqNRAIc0TYs0lzfddBMzMzM8+eSTjAwPIaKZnplm/bq1XiBKUtAJtVqdar3GMI5EJ4WVxQcdL4+stAPrcB4IWpyPo0gUKhmw7TOlOJeRnBJmshbfe/j73PTWO9h+wS5c4n3HW80WSZKCQH2ojnEOlWpya7FKWLV6NeQWpxQmz1DVlFzB0Jpx3vwL7+bT/9d/4vKdu9i4Zi3OmcK1bl4i93OAlPj6B61WC1tNsOJIdShah7dspUm6hCe5ULfBFS52J06c4FOf/jRr165lamoK5xx5nvtUw+H5IkKiNY1GA601aerbisJrkiS0shZpmpKmFWanZ/mTP/lT/p9/8PvUhuvn2Gz+7GhwIwxoQAMqKJozywC+X5r58jOjH7FOkpBXXpFI4rNB5DkHDhxg565dDA+PcNttt7Nj53lccskltFqtok957rOZjIyM0Gg0yHOfjebGG2/ky1/+MrfeeisXX3wxP/rRj3jve99LpVrFICQh/WTMouJCekStNSiNKGGu5Vi3dh0X7d6NUy8yMzuDNQ6tNNMTU4yNjZHbzGuggRPHj1FJK76yagDyDosoL7io+FMrL7RoDU4RK3z3C8grneLyrNBm+bn2govGodMEnNdU98U/V6nCR16FTC425K1HKSqJt55U0gqTk5Ns3bqVSqWCc440TXn/+9/Pl7/8Za688kquvPJK9u3bx5EjR7jjjjs4evQo+/fv5yMf+QgzMzM+nScwNjbG9Mw09XqdLPf53CWh0IZrJb5Yj1LMzcxy0cUXU63VuPmmW7j+hpu58853+nzseEGw1WoxMzNDrVYrMmekacott9zCn/ynP+GqK67kpptv5uEfPFTEMojSfk21RusUrVsFQEmUBhV85c9wPqNrTTlDCPiiUDFjTr8Cld8w5Dp11N7n2ZJlLebyFhdcfBFUNC1rSBCOHjrCiy++wOrVq7nowouoDw+FYnCgReFahv0vvsTBA68wsnqc8y+/hGS4DmnK8Ngo5+3ayYsvvcDGVau9S5SxcDasKH0gYwxXXXUVn//6X1OtjvgaGOLPbJZnzMzMcNPNN7HobeEoXE1ceO6ePXs4efJkoYmPVbxPhaxVIsLY2BhZ5jX/sT/GGFqtFq1Wi3q9ztDQEK2sBeKo12o89thjHDlymB3n73xtHdTPYTo3d9eABjSgc5aKYL4z/B86hQJfiMmRm7zwKTbGcOLECZ577jluvfVWNm3ayG//9m/zgQ98gGq1WhTFqVarTExM8N3vfpcsy2g2m95dxTnOO8+D/pGREW644QZOnjzJ0aNHvUU4aIyiibdcyTN00Jt5xeeEbzabXnOfJIUpOEkSKpUKlYpnUA58RdH4n7WlcUpRxMcFt56obQLXUTSoH2RCUSMXgF+Ydd9PR6nt/qxp+ZnxuX6OVfHe8PAwx48fZ2hoiBMnThTMWmvNunXr2LRpE0899RS7d+/mhRdeoNlssmXLFh555BGuvvrqjjWy1jI5OYkgHD9+nLVr1/r2wkh9RVnB4BNLNPOMX/zAB6nVh/mVX/lVPv7xT7B27XrSpIIghRbwG9/4Bsb4qlxpmpIkCSMjI9x6663oNOXKq67myiuv4tiJEySVFGN98KCx7cD6Yvy40KflUTlgtqy5lMIlaqCHXDEJnDh1kqHREWrDQ+TOUklSXn7hRb7+xS/TOjXNM48+wWf++E859sphktxRlYR8tsE3vvAl7v3aN5k7McGPvv8w3/raN7CtDO0cFZ2wddNmjh451gne+3zO+0XOObZu386ll17KsWPHAGhlGc1Wi1MnT7Ft2zZ/Bp33FS/ujh5bsL3n/f595ZVXSJOEVqtVKIeOHTvGDTfcwCc/+Umuv/56pqamiloe4M9vlmXcdttt/N2/9/fYvHkz09PThaJAKYU1hr17Xx7IsyUaAPkBDWhAC1IvQN6PZyFtIBWra87OzvKDH/yAt7/97axbu5as5auBRg1umSlMTEwUwLparfoiTM5RrVa59NJLueuuu7j77rt56aWXePTRRzEBuEdQ7VwbdEU45isPek3t0aNHefKJJ3niiSd46qmnOPDKAY4cOcrMzAyvvvoqr7zyCseOHePUyZPMzs12+N+2x+lfUqXfpT0ZxCwLywXS3fMZ47w7wDZlsA1lP9YVr2kxps5n2VBlNUkS1q9fzzPPPsPOnTs5evQop06dKkB5rVbj2muv5bHHHmNsbKwA/ADHjh1j586dhfXFOccLL7zA8PAwWmuOHz/OeTvOI8a5xzEaY5BE8+qhI7z3F97PjgsuIK1WIVgmAJrNJi4A+bm5OfI8LwS0NFhMlFJcfsUVPP7jJ/jqX3+Ng4cO8eqhg7TynJhvRekUUZ056Mrre6brF+eSsCc71maA31dMhVbeQavVYqheR4n4QO0s55W9+zh/+w5uv+kWPvDu97JudBUHXnwJLRpyQzbX5OiBV3n/u97D7TfdwjvueCsH9x3AzDVJnCDWYZotEu2roSoVKkz3Kb1svymzlq9+5Svs2/cyGzZsQGlNJU1J05Sh4SEOHjrEX/7lXzI1M00eajfkprsMNf4uL1y+/J1jrKURFCyzs7MkSYJSil//9V/nQx/+MP/0n/0zLrroosKFM57dm2+5hX/yT/8pH/7wh/n4xz9Oo9EIz/VKH91VNXlAAyA/oAENqERL1az3px2vQY6+7q1Wi4ceeoirr7qKK664gmarxdDQEMaYwuUhmmQbjQaPPvool112WQBd3q1hbGwM5xzbtm1jy5YtvO1tb+PDH/4wx48fx4bsNR7Ehsw5MU9hAXA9INRaMz4+zsWXXMyuXTsZGhri/PPPZ9eunVxw4QVs276N8fExVq1axZo1axgeHi76VoDa8J8PIPbaVBfSr8b3/Vz0ZUr9syivkZReo6TM7d+alp8Rx1+r1YAYQGzZsWMHP3nqJ+R5znXXXce3vvUtYgxGs9lk8+bNzM3NFSB7dHSU/fv3s2rVKkZGRkiShDzPmZmZ4f777+eSSy7hwIEDbNu2jVXjqzosDJW0gtKaI8eOc9ub7+A973sfSmmM8cHH1qsWGar79TLG8L3vfY8rr7yyA8SnAcyMj69i9+6Lue766/nwhz/CpZddxszsrPehDhNqnSvN78rmtA3oOwW8AfWHYuCrQli7ajXHDh+lOTvnYxKUcN7O83j2ueeYmfG1I4aHhkAn5JlP0+jwQZnxXnriiSfYtWsn9XodgNnpGWamZ/w9RMjCJaq0pucWHT9yhM9/7nOMjo4R76fcGCppylC9zsjwMPd8+x6e/NHj6GrVuwkRgunL5BzWR/YCoJVi3bp1iAhZllGpVIqPfvnLX6bZbCJApVIpKiiLCK1Wi9GREUQpGs0mf/3Xf13MrTEGHGRZxo4dOwaGqRINgPyABjSgDiqDh14goi/aY6JPswdvooTn9jzHunXruO322712NE0xIdtLvV6n2WwyNzfHyy+/zKc+9Sk2bNjAjh07OtxUYtCUUorNmzezf//+IoDq+PHjAXBKEAo0SqsSCPX/K6XIjSFNK6waX0WapIgI9Vqder1OrVpjeGiY6Hter9dJkpRQC7DNYAIoi21KyPbQ1sD2nt+VrV2AgEFQimNTSvsqlIUw1L81jYJKHGfUtvv5hOHhYS6++GK+9rWvcc0111CtVrnrrrsKn/I8z8nznJ/+9KeMjo6itebpp5+mWq3SarVC/EPON7/5TS655BLyPGf/gf3ccMON6MQH76oIIBKvYd++/Tw++mu/RrVW837sSYJS2rtEJSnTU1McfPVVvvzlL3P48GEuvfTSQvDI87xwu8qyjAsvupCX9+1ndm6Obdu2Mzc3h040KBU+F1MLSnsRVriGA+ovua4/BBgbGUED+17ai8sMaZqyeed5XP+mm/ncV79Ew+Q0bI7SgksV060GrpKQKWiYjAcf+QHHpya54863I1ozl7U4NTnBT599hp27zvdWIhurS/9Mhr0orVq1ivPOO4+X9+7llVcO+FoNrSYTk5McP36CmZkZ1q1fx+YtW3yOmOh2GBIOlKkYovWuhJddehn1uhfqo0vhmjVr+MY3vsF/+exnsdaSJEnhagcUfzcaDf7tH/4hTz75pI8rShLy3DAxMcGll17Klq1bOBcFo58VDYJdBzSgAfUmaWuQO17uw3Ojhir6VdrccOjVg2zcvJmnnniSa6+5BkkSFEJuMp588knuu+++Iu3koUOH+MhHPlK4yvgUgqC1KtwwNm3ayDe/+U327t3LoUOHeHnfPjZs3lJojj2o9cWSnHcsD5pynxKy0Wzy8r6XOXnyJM1Gg0MHD+Ksw2S5z6wzM+XdeYyh0ZgDvKtOG6C7NqimVJ6l5GLTnU1jRdMKRdVEolCB+HSiEbwHUNH2Kl8ptfPII/6Z1lqUViFwDrROuODCC3jwew9y333f4W1vezv/6T/9MQcOHAAkgGfDSy+9xNatW5menmZmZobJyUleeuklkiRh3759bNq0iTVr1vD44z/mlptvYevWLbRMXggS1toiHmHbtm18//vf547bb6eSVnyAM8Ir+/byhc99nmefexanhBOnTvL7f/D7DNWHcM4WmWtUDCp1lrHREfY8v4epyVPMTE4wOz2HWCERX8RC6XY1W1yI+Qu/n+n6hQ3jA6VdO5i4/KwBfDlzKge6WvEVZKs65W1vup1v3/UtNm7ciE7XkVSrXH3D9TRbTb74N38NzrF19wVYJVSSKnNzc0w2Z/n2Qw8w12jwwY98iNpwnVaecezwYb759a9xwfk72bhhPSpY9kwvN5C+52JenOJd43/6O2K4PsQ/+yf/lKde3MOf/JdP0bCGuUbDC/0Ofus3fotrLrqY89ZtxBkT4kri2Sg/XHyQeWxJYOOGDXz0o7/Gf/ijP2J4ZAQlQrPZZO3atXzxi1/E5DkHX301KHR0cZe/+uqr/Mf/8B94+Ac/YGRkxFd0npthbq5BpVrjY3/nY4UWv3MC37gnYwDkBzSgARXUzmMtxd/d12MvfLKUzDbzfYI9ALK5pVZP0Uqzf98+FHDVZZdzYP8Btm/dyhNPPsGD33+Q2267jdWrV3Pq1ClarRarV68utKbeZ9KilAAWEce6dWvZvHkTd975Nqampth/4EBRXTU3BoR2IKU4nIj/X2lMnuNE0WxkVJKUrZu2gHNMTk4wMzPD6tWrGR8bJwtVIS0gWhfF41QE8YAWTeaCF75WoDU4b95XlFINlueq+OfMyOK107kx6ERQYYyFHzk+ELV7EZeCOXuvsSvcdXCu0MwT8p5HcSJNq9x22+3ce++9PPXUT1i9ei2XX355cEsYYmhoCBHHzMwM4DV4k5OTTE5O8sorr1Cv13n++efZ98oB3vSm27j8issDKJEix3p5bx05dJiJiUluu+UW9r96gLVrVjM1Ocn/+b//b8zOzLB+7WpmWhZRa1i/dh2VEH8hYV20KBKdYFTO2PAQa9eu4Y63vRVlHV/7b19CjEOHTB1OrE9DSjC5BK1lkS2lHB+4yJpaBOs6YyoIQdJxDeUczYByLlNcAyeQKxBnITdccN52Xj18iM9/9jP82m98EkkrjIyOcPtb38LIqlWcPHmCnRfs8oXbrGW4Vue2t7yZU5OTvO2mGxlduxpnco4fOsj377uXqnW8+cYbqSiFMyVxOWyN4vfXevzxF9f+6TN1CRvWr0O99DymlTM6NsI0DUyrheRw6tAxtt9xJ9W0gm000UlK1miSVBPaleHL7cS4HK9AeNe738ULL77AN77xDUZHRr111DlGhob40he/iEIYHRvFGFPEqPz4xz/mqaeeYnx8HICZmRmmZ2Yw1vJb/8NvcPNNtwQZu3T3dEzwG48GQH5AAxpQQWU/9DPxz12Oi0gEfDpUqrzmmmu4/3sPcN311/O//7t/x4Xnn8/o8DDf+973uO2O21izZg3WWvbs2cPu3buLINkYBNtqtQqNbDTb5nnO5OQkw8PDTE5O+hz0wYc7alCdCwGw+ILfzlqU1r40+CWXsHfv3sLlQmtNtVply5YthR+ttZa52ZngP6tRKuSRlzLPbmvqI/MpQF6hRaf86RXQ/HVre/tENHjmVpbea2yjAq6wsvgxenceB1hrPLDRmuuvv55HHnmEj3zkI7RaLdatW1ekm/ubv/kaBw8eBOCCCy7giiuuQERYv349s7OzjI6O8uOnnuSmm26ioitYY0krKbnJUBKsLKJIk5R9+17mf/pHv8e3v303j/7wYf71v/pX/P/+j39HnrdYt34tJs8xec6OHTsYHx8vYjCi736sPpm1fF75sbExjh49yoU7djE6Okaz0UTSpHDFagOY0lwJQTDwVK7ovcDStfeHK78WXKUUhRvRgM6AwpSV10cpodVocvMNN5A5y3/99Gf4lU98gizLQIRrr7u22BOtVsvHUCjNbbe+ySsClGBaGYcPHuR799zH9LHj/NL7P8BoWkVs91pLuRs/G3LgrEESX3XZWUvmDFMzTf77t77F0MgIVmB4ZJjZKYeuC3ffcw9vftNtXLh9B1oJYgxpmvgsPIsKpb7A3t//+38fay3//RvfZO3atQVoX7t2LUFqLaxpaZqydu3aQjvfarWYnZvDGMOv//qv84EPfIC0krZT8hcmzgGQH9CABjQgYH56wpgKr5uWA9w7U+kViKW4wNetW8cVV1zBZz7zGZSDZ599jgMv7+Pq667xlz5w5MgRXnnlFd75zneSZRnOeWbRbDYLAB+ZQK1Wo9ls8u1vf5vx8XGmpqa81rXovyASXUMk5nIp/NqzLCv8pWdnZ4tnG2OYnZ0tsiw0m83CfUYpn26yKHKopQMzi4rtEvzl21qsflD0hPICWcwjL4Xbiyva6hIcTpOSctH24lPD8xGKfO/+fZ973+RZIUwdPnyYz3zmM0xOTrJ69Wo++clPMjs7y969e7n99ts5duwYP/nJT9i9ezdHjhzhc5/7HLVajdnZWdasX0er1aJarxS+x1qpdtYaHNVqhSFn+Xf/2//K1OQE1WqFf/kv/yWnjh9n7bp1GOOzzkzPzPChD32oKDBWFmDjXnLOA/xavca9997Lcxuf4fjxY4yPjLFq7Zr2XlISivNGDay04UV5/RebUGnLdWUtatyjKriEDejMqGxZFABjEa1JlCLPLbdcdwOzec5XvvIVfvmXf7kIvM4yX5Oh2WzSaDSopilzc00qw0OY3HDk4CEe/f4PmDk5wYff+35WVYdQ+bmXUcWBz5wjGmMNToFVcGJykk9/7nOcnJqgUqvQNDnOQa1ep+nmmJyY5I/++P/id//B/8j527aBE/IsQ4dCdguRQHE///Zv/zYmy7nrrrtYvWqVr2MRLFcu95dWvE9jGuEo4OdZxic+8Ql++Vd+xcdUCVjjUMlpKru+AWkA5Ac0oAEV1CsgtV/AIQKk4m+8cVaUwjpHtV7jvB07uPCiC9EIM1PT1Ks1ktRr7Pft28ePfvQjPvjBDzI6Olow2Ogek6YpjUajIw/3qlWr2LlzJ2NjYzz2ox/RbDYLASJqPmMgFs6712TWcujQIRqNBo888giTk5PMzc0V4K7ZbPoCRc4VwoTJc/bu3cuunTuoD9UQ64siqTDSIv1y2Ze6APMSAH6blp0j2cXiTFHn79uXoB6O2LzbQ375gkT7e4VwJqUAX+vLwA/X61hrqdfr7N27l7Vr11KtVrnuuuswxlCv13n3u9/N448/jnOOt771rczMzJCmKdu3b2diYoJXD75KfWSYoaEhb1YnCE0VXWipfa5pGBkeolarsmWzr+jbbLVYtWYNzjmazYzpmRk+/vGPc/755xcpKMtAwk9lSHmaZYyOjnLxxRdz+e5L+JF7mBNHj5PnuQ+WjudDJAQ8Uwg2cY3hDCCHtC018ete9lKIElThHzygM6IOgcpr03Wths1zEgU333Ajn/nyl/jzP/0zxleNMzExiTHeOkPp/FZ0gk4S0jSh2WhwcN8+PvbhX2a4XifLLTVRS9JYv9bknNd+5w50JeHJnz7F57/yZY6cPMnoqnEOHzuGrqSkOiGzjtpQnVol5YX9L/P//v/8W37j7/wdbrjmWpIgUMqiG1oKa+fIyAi/+IEP8Mgjj3D48GFS7YtOiesUdMvKHqUUzWaTy6+4gne9+93UqlWU8y5mSg+E2TINgPyABjSggtoZXKQjLVg/qPuS9gA2BPMpYXpmmuGRYQ+Yc8PI6Kg3veI4fPgwTz/9NB/5yEfYunVr4eoSXSDKmUbi641Gg2q1SpZlbNiwgfHxcfIQqKpCOshEa4zNfG56vIb55QP72LhpMzfddBMHDx6k2WwWLjtK+WDa6MaTZZl/z+RMTU7wzDPPcOWVVzBcr5NnLVSatMdL/FkCetDbtcb18D9dwjoopfHFmAwOhzGuEBQSpcmNRYvGdjHh5a6xj3mzbQHQl7ANY9YovEY7Cy5ItVqNyy+/nDvuuIPh4WG2bNnC9PR0KLxV55prrilclmZmZmg2m9x0000899xzrFmzhqRa8dV86yO43JKmCXMmR6VtbboWLxwmSmGsj5sYHx8na7V85qNWi3/4O7/DFVdfi3VSWFQajUYhmBXZdFotGqEo2PSBA4yvGmf37t08cvwHbTc0JUHb2RaQCitPR6z40qB8eW8I3ovACaAGqSj7Qt584wMsG02SJCUzhu985z5Ghoe5+NJL2bplC2vXrqVWqxVZsAAQXyhurtnkxIkTTE9O8NxPfsL3Hv4+9Tfdzvb1mzGtjFTpnmf4Z0ri02FKonlh317+7LOfJhMYXjXGyYlJqpUKuTVYm/t9pzUoYd2mDczOzPFHf/LH/N3f+m3uuOUWbJYvIeWhK+bt8OHD/Nmf/il5nrNr507qtZpP9RpSc8a0niLtYn1zc3PMzMxw9MgR/uxP/5Tf+73fY2RkNFioirDaATEA8gMa0IC6qKyFX0oQ6+mo13e7/e9dAF0AaaWCw/ncy0qF3M5gTc4jjzzC+973PrZs2VKAavC5yo0xhVZdKVXkpI9pzR577DEmJia8lj244Hg85IMkdaUStEOOw0ePsn79ei6++GIOHjzo/WVp50SPz4zCQ/xdBe3/kSNHeHnfy1y6+2Kv2Q0ad62DJkkUSiu0i4GuvnCS6wJoPa0gvVyc5s8wHk4qfIp829bCq3YWG+Xmf7N7vZYEGiVk+Sn5xksAuCq0p0VhjS/PLiIkScLJkyd59NFHef7555mbmwtt2UIwKs/v2NgYGzZsAGDr6u0hr7QLqUsjuA0uYcGf3OeTcSgg1Zqs1UInCdPHT/C3Pvwhrr72OpqZAXx/ogtF1AJGq4738feCyosvvshDQw/h5nxKTGtMO/VkFF6itSWsTtsCMt8K0osi9CsD+fhCoZkflLRcGcVYhTxHdIJNFHueeYbcWT7xiU+Qhtzm0UpXJifgdEK9krB1dBhhG1dcfhkP3/89fvjjx9j8jvegxJ2bwMr5f/I85+vf/Aa5gNOKY6dO4hykSpP4tFc4EayAE69oqY4MYeYafOWrX+ay3RexcdVqWMSFyIXMNs45HnjgAX7y05+yZvVqjDFMTU35962jx1VU3H9KKcbHx/nud7/L7bffzlvueGtwZeu0dr3R6ZzcbwMa0IB+NlR2Syn/vZzndFNH3vEC4YS2lEKwQZvrfOo95zO6zM42qVQqbNy4schSE910oua01WoVaSfjZ6KbxPbt21m7di17nn+eVrNZaOPB++cnyoN0C5w8cZJrrruePMuYmZkhz/MiqLZdHdUVY4xCRaxiODw8zMkTJ2i1WtRrNcSFIiku+t9TAF6FQ1z0LZfuyVp0jnuuiysgZKH9jyk+Xcx+0oP59Vqvpax9IZSVAHXxOu387mmaFtaMubk5PvOZz7Bp0ya2bdvG+Pg4WmuSRJNlHiS3Wq1iLePfTz/zDBdd4gUk5QSxgsULWUVhL0CLwjgDQSMaM7y3WhmiEm655TaarQxrvYYyrmO05sS2Yzn4udlZRIQ1a9eyYcMG9j67B2st1WoV5yxJooO2XLXdYigFM0PvNe5BKgiylL8rbW2/CzEcA1oGlbe4EkQlPjNV1uL45ATbzzuPaqWCwwcURwVBmSxBVI5xC0GA3HH+Lp557EfkxlDTCmfOMW08+KDS3JDlGT9+4gmqa8eZmJ0GJySiEesgM4gCE/acUw6Lv/vSaoX9rxzg6LFjbBxftWhzIoKzfn6efPJJtFb+bFlb3AvdrjXQvldVSCkbA42feOIJ3vrmt/p+GQdJv1Lovv5pAOQHNKABFVQGyPHvXrQUTX33Z6IrQnTZscHvwAXtePy46nI7OXnyJENDQ1QqFebm5qhUKkW2mLJ7DVCA+EajwfT0dFFU6KKLLmJyaorcmKBJ9QWLym5EeZYVbhj7X3m1eGZ5LNH0G9uPANCaDGd95cHpmZnwXk4aXHbKYCw8sf3sYvJLc9ft+1J6xkJr4AGtgDM4Z315+BKo14nGWoc1vYF7d3uLrbOXwYKVxal2drsQeBr9cpV4i0mSJFx//fUcO3YM5xxDQ0NFBcg8z4B6UfwrrqtSiunpaXbt3MnFF1/s1y4k7/RT4uiYVudQAk4FX+UAfsVZRsdGqQ8Ne02767SqxN/jns+yjJnZWaxz5FnOUH2IbVu3MV4b5u5Dd2GdLSw14C0AGhX85IO3vLRB31I06dElp6yNj5r49v8D+HKmVJ6xYo/iyDHYRNESi2Bptlq0mk2SJCkyGXU8x9GRytKJQ6wlMWCynLRahUYW3NvOHTAvALlFVMKJ44eYnZ2lVVVIorHGYXKDdpAgYBxOHFb5OTLOoFXis0NpzdGjR+CCCxdts6z4iFa3ZphbXFcli9KeliBEGWMKy4iI0AjxTc52WasGtAiQfw1NeNHMXo4uh7YvVPjUvFdKH+x+4ILtudJzyr8XQWixufhiz0Z7XQ+9qdDIdHysPFpX+rd/W7T7Sa6j1fBb39Y5mrilMF8G5VQ77ReLzdQZkCs9r7RWDtoR9c6bt1fiItJNp1sdCQN+ra19/bzQ0kqFLM8RAa10AVzL5BxL2jMLudbE92MWDu9P7YrCPt41wmvkHfDsc8/xmc981meSMbkHuqV19QGnBmNyjLFkWQtjLVOTk4gIDzzwPSanprj2hiGqtWq7SFLIIqO0hiwDhG996y6arcxnpiFqlqwXPJz3X4/afyD8blH4cuzDQ0OAo1ar42zuzwPtqq9FukIEcRLcibrmrseiznup58JHn3iFTryVI86vCCQimNzSa5cuz7XGd0OJBiSUpC9XyvXjzbOMNElwwNVXX82WLVvYu3cve/fu5Yc//GHYYw5RvmqkMQYVNO3r1q/j9jvuYMeOHdRHhiHMWzFP4v3/k8Rr/R0+ViAG/rrg3tNozfLqwUP8m3/z/6KVZeiw1yIZayFYAaKAaHNDK8vIcRw9doyvTE6ichuqBQvW2GD90G1LlvP3T0xpWk4/uTTqynREcLmReQ43/aNzktf36y51pXs5/ut/Ku192SvVKo89+ihP/PjJkNK2EgTLznOhHKRBvjchNZUCtIWxeh1mG6ikAvM08ucCr3do59Ai7L7gQiZME6v9XZRYRWohdb6OgRGfb98oh2jxLjBZRjq2mvGRMeKFtSCvFyE3ua+OfMEFNGZ90TyllD8fxSR0rrKjXQkW53lCK8vYtXNncS8E8d23M+D1CwN59Roebgu0tEaUl3BFaZzY0uYoQUDXPgLRdGwLCc9hEURpFjskDovDYiRI3pkDfEUzqx258htfFVw2XMmufKGGfonp1USJvDolx+K08mbfPIdE+dRlxXELG7gPB7zQJTgCJ3BYCReQ80dBFSewD+T8pRAvaSsKp8T7qjpXaOz6padQzhW2TitgAA0oYxBr0Shw3ve5X9eluOgPHF8QrDWIKLSxkBlcyJ/9WpHuI19XFQ0tIUm9/3Ge5z6Qr0RimZexoBfo6wYu7SBTTykatEahqaRVnNU4JaTaC5di/F2w/bxdfPzXf8PvnaAl6xYu4j3QodkB768dgKUD0mqCTjVaJ6SVGi7PSZIUARJd5dLdl5KZFqLKd02nJtyDNVcwyQIaeOUzSoRqtYpOBGs0ToTEOpRYUiWkaYJDMPGhzqGs7ZjTMqs/HcVUmTGiUikVCloJWIu1hmpSQYlCK02qNakIShl0SVtW+ALPW8PFN5aIRpTPGuPiZa01hLgASRTWWZJqLWjTPFhet3ET6zZu4rqbbi404daYAmBFFyytNYnWRRyFwSHa3yvRvqGNoZokJKJJq0NgMpJUBdec9hhHh+pcsOM8XNYgdSDW+PsvDDNR4VetIK0AVQSFNaCThJ2btxXZhSIYxTqqkpAlFHd4sRcD32j7vbsS/CiWvntCvX8y4ET5QkTFd4X+3Z6ddG7y+ogKV37B+aJdnt8nolDRIuWgpoWbLr+C63ZfijYe5BducMG2Eim6+4WvFleDs45Koqkoz3N8dphzi9cLgnKwfeMW/vn/+LuYov9hj7mStQGCxSH87Sw6CKn1ShVtw5sL8HqAJE2pVKp88td/g6yVtXWZ4rsZBd1uga4coxLnvZpU0InCKP9dDciA1wOLAPmW6teULE5OhNxaaggKhXctLR2gOF2dQq0n69BKsMZ4TVTx5iJTLO3qi5nzlR4VARSW/o8p5IoOzAPyzAM7vTVe1j/b5IjzRRmwJSYq4TDRx/yoUeJ1eKkayMMhige4O9BuuVSuUGkFciCzhoq/QkomsT6NLVxYAKKcz1bhInsXMmvQAqZv+7itbpDwj8VhtT/gyiVURHkA+todHUj611gjy3BaY0V7twytAd2xHZVy84D8PC2I0LMCpS38qP1cmlaGzTOqaYJCY7AFU1E6aluE+lCt4zk9g0G7A9NCvyQslgjkJiMNWrhmq0W9WvMMLXQpqVVJ8FULO5jLEoFORyAvHlTrJCGfniHPcsRZhioVrAgWD9rEOrRZTBFA4eseu9vdJoBVmszmpGkVLY680SDPvbRrHbSs1yCL9hprnOvI+77w4OjwRff9EBwKGwGoc0GjnlOrViD4xXvXG3DoHkJDdaEmO8gEgFIAamtRWlFNU0yeM9dsMlSvYgioRFGMU4mios/Mm9TfkUEpJP5eI7hizYRCNQphqFKlDCG8cqkN4dtgvHMfdRd38pVdXZii9rpmeU61UkGUMBc0m/2kc5LXI9AnXuhUm9fn1nhLEW0wmaiEtJqg7MrmoRXbi0D6HOX11aHhZTfj2W4b4C7E67V41F1NKlR1hfDVDhgl3UHF5SWI7MKG+8O1EwQMeH2bZCEGlR07NU9HVPoq/XzPIYhx87Z1R7el9K3S78Zan8YumGHEuUJq7o38wytBHR0l0XIlvbB3wtej1ByfpUpgPryvFmfE/iDTluK73vZPLInBi/R/sfcMLuhvXPERpSjNDeFAlYSUgs58TZWzSOBdba0ShRQedUrauo7vLWds8Z1CiyOuczkcPnhHwKru8S13v3a6JAid+jG/poK2UDKon7b//XpPb1jdt6vkL/7znzsdNOfGmKLqakHFOekCzd04XuI/4e953/DPacw1GBkdY67ZRFJdfCdqviLQccW/8e/2no7TMm8SRNrtFpomb71LtGZiYoLR0dHCTcd/RbwGrcu/dakKyzjktr+/16pOTU8zPDJCFuY0Bi26cP8oHPNMGO3WiYJImby22VehlfC3ShJyZxC89jtNfK5rZy1JTIGpVQCZMS6hM8A59n++qw1dlpeQXjHMW/zOXKPBqlWrmJ2bo5JWfKBwiSvKvPN2+nF3bzXxpU3b/vvOp6pTIlQqFY4fP06tVkWr9v1cFuQWol5jLsYY92VoN/r71ut18uDLW9KLFmPtbKC8p+K4u9vzz4huXDF1qDUWrUMMgnP82t/+aF/hwznH60/74vLuTrskXl9iVgv0f0nvOUs8HG9UXu8k3mv4oH4H7QuDknuVb2O+RbI86vCFAa/veUwWVE8kq8cXeru/5EAyS+PQYWyjWTBxoWuBpf1/3DxZnjPXbPjMCDohVULFdS7LfPKaDyugV41RWT2OK93DCm+6cUF67gDxPR+3BE5vrd9wDvJGg7nDR0hQbU12+NkPM6cDQopWHOI1gEozvHkTEqqjuTicfrGE6NMWftcATpgKayr4DSe2P+YvowQj8WL2TzTiyEWorB6jvmYcp6Iuoh/k8A48bdLhZXHQajSZPnyEkbzrAj3btGF13x61eu0GPLDzgrHW5XzIfh5tsT/b1203SCpgVDc4LWveHGzalPC9B+7nkUd+iEp0O0WiI/gZd/HWBWjxDCsKY73h/L2/8D62bd9Oy+SIksB82uBJdZzzxUEgUIDignU7QYexjIytptVq8tef+yvmGjPhjHcg1OLPaNZfvL22CbrQyGOJel9nHZu3bOMDH/xg0MoHA3tghm3hqNz3Np2+EFi7c4p2AaTQKBsrVR783gM89sijhfUjKuILoNFjfO0c7IGxdwkXhDH5NYoCpi/iZZzj3e99L9u2b8O44K5RzFP43BLu1e4xO+ddPrwG12fhcdbijGV1sprGXIO//vznac3Ozpui+Tk1fBDhQiQuBpu3x+9KgNA6x7q1a/m1v/3RRcdyJnQu8vrCEXnFzXmXj8V5fVuRsPJGzRue1yvBW1ocIdUuxbgdtPtFJx6Q0v3giv/9uAa8vjevXxDI29fQ3OZ9m3zqoyRRuCwnQXf4PPn7WDDB98xHVFvu+c69PPbjxzHGcOMNN/C22++grnSpqmIP80dMX5ZochdWJ1GYcP2qKEEiXgEfNpdAAS5iYJdXnkjH5us1cyoUv5Hcb5CK0ijjSCylcsfzza/LJWdC5ggRMqX9eirlx6OidNuPq9JT1DIUWj7rILdoBRWtcK2cilKIsys+bg5/oJUTdJTInWAVZKnC4jDK4VQ82ivfy358qt1+/AVwxoATKqJJXP6a+pz2k0SntFotlPJAwhoXcmVD+9rtDjifH4AugG5f2b3bcpbRoQpaCYkWKmmCQkKqR6/RirmIl8JgT+d/LCpUIhQfwJs7h1YKY01wwaCIs3HOIVZ1MYTTBNjPI78rhAiuQylxPFNL0wqCIxVFIjYwQotxYNvmvwXnrMegcc76sxAsKS6MPRd8jI9oWnmGKI1o7RUYXWewV4uuK090AdhLn1bOtQsWAeIMNV33+dsVVLVPd5mL18rHdHTQG+h2/tmpjREA67+nxWcdAuXXEEiTBIsjd/6clmMAeu/Q+e12jtnzBVEOTOBRDhKtAUce0psKjlS59p4JQDzqSOPjrSzci1KTxfwoUYUbkXO+TW3z7m+tmM41Xg+EA9yPmACBRXl9EIT7NA/KDXh9qpUXevGWyehC4y0RpTNXKErD/VnW3jjn02ZisaIGvP40tHCw62vVi0iJwmjP3JRqL3YRcAGeI1pvkp5qzPDokz/myT1P82u//RucOnmS795zD1oL77zlTVSSBBGfK1or1eWG5QDtA57Eb3qDkIkqNMdapG1hCUVBYk88znDkNgvZLzSCkOUZaZIW5twOEoJoqv0msc5vzKCdE+eKlFZ9IRu1ZV6a9MEtEiLyvF+bB1x9ag5fRKKAJCHiXcCn6EKCCWypwGhhEsL8WS+Uecnft+FN8ApLsAL0ob3Yavtf3wcX1B3KCcq6oO187Q53P1lwkiQ0m83iyb1ziS+uoS5bP4vXSu4JADb3+71ar+GM9doq53/6WEHX1s4sZTq7PlPwZOsCmI9aTUErr31zsT8SPKEdPih76SlG2s2XNeQqCAPKYS1eWEmENEkwc5YkEe/HagwuBFV1dP/MsLwnY3HWeSFMeVArApW0gm5mOJVgg3k65lbvfEaP+6p7jPGt8IsSb7twSnBisbmPNarVa1hr0JJ6PG6Cbi26jCx1cF3zIDjEWTAeyEuoZGvxQD5WtS2EwOJ7aoE92y0ttMlisM6GgOkQ1Gs90BClSFIfjJs5S6p9ykIb2p+3HxE//wuQCnwgjt1ZX4dAqbhn+xvc3m73NaZFeX3Uw/bhHnVL5PWuj/MQnfDfwLxeGVdUJDbGZ/nS4i0fxuaklQpkOQ5BtMJGf3PnE5ZQ4DZBsGjMgNef5vUFgXy/9tiZUHSbURIlIT9N1uN3fxjx/leTszP84EePcvudb2Pj9i2MrV3Fzdlt3PXVr3HrNdexanTMM1adkHdp5QV/ITral0d8vTBtu8BeSxpBCczIWsOJ40fJshbDI2MMD4+R5znVaiXkYfUCcce4whOkQCcCLkoKrvD9srLy6yvKDH7zlfMSB4Yaxhitlyvd/F7qLhI1hE5IsYm8NsuCSF/GB6B8uCDF6EJBlsLv2AvuPUHlsshBnLf2A4MGwfk82uJU38a3VOp3MYhywGYv9wagQ6Ny+mf0+BptII/yAZLxDEath7LeChCLhSyXuZb9YFXcD64zKFtou1Mo2w5sd7KMVnttMi1FgzGvu5MopLQz38hpvn6mDbctiZ1aJE9tNxy1rFmdnxZRSnkErQhOWQ/qVRuM4drgtPi6Y1kD9kGEhiLTRjnjRrz1xJCIKj7vL7hlzq5A9OYu7sr4LGnzK/DrG11x4vtdj1p01qXH9zonrX9ZOTqaOBd5PRSa8pWQhCO4OK+nLyrrdjsDXi8oXB4yjaUKQ4h7EsicRVVSDGCMRVdSbJ6H6tfaJ6RT2heQShIwrQGvP8PXf0bkQqCq9SbbwCQkngOJSQhseM+QJIr1G9ZiTYaIo1JL/WVqHF5mC2mMQmGUdks+xaQpotM8E0ygWD8oH3yf3cFYwwsvPM9PnnqS48eP0mw2qFSqbNm6g+uuv8GXEnfO5zrtuDRi2inXdZuE60uidCf4NI4rnkooys9JOwdHh5aq6MKKLzAJj1bFg6UL7JUulb55soWLURwEtyUX/J0lcAQd/QL7ctoKaay9hBK0c+KFNyuA9fvu9Uh+p1hvCi1QRedYvKvIwivYEYzafnjph4TpjIJdPOQE15rwdScFyD/zPdM+2/ES8ZVUO8GQCpd2UoB8WV4mJwnfLbt0KAlat3i+LU4cJk5rAIb9ACxFJ8IdQhiLBBeeWHlUh36eaYu91lSHdmKec6P8TxeYrI3AJQoXRczRmZM/0s4HLgaFTsJ8jZhyUiR3KMQHYRkjBkQRq3c6cYWLpQvjtXjtp8NreWNiEiSmFiT2oOvf3uPr1kHHb1hRIAoripU7Jp4LtDivx8my9mmPppbE6/tF0Vf9Dc/rrcOJClnQ/DmZmJni+KlT5HnOju3bObB/Hw8/9hitLEOJMDI0zFve/Ba0CCePHqOaVlizejVDokgGvP60tCCQ7xtvWQo5L8lp6zVj2pTANCVJy1q0TmnlTVaNjnHetm189lOf5m3vvJOZmRm+/a1vceMV11Cv1Yv0Ts5YnwYpYslARjly1TbBq5hSyZUbBmct/uuWxx5/lAce+C53vv3t3P6WW7DWkeU5Dz74MH/xqT/jEx//BFu2bAFsFxgIhzZKemF0FhDlmZFV3j83KTmzlZ8w/4Jf5D0nxZD9/6rjwzrcM5E5rZhsr8e0JXUI59DKPIXcGY8NgsTvQkCyn0MTEgoJ4qPqpVNrtlIqB+JEMKaCvdKptiapnMbsNHh24bEt8N7ZvDaEWNgoxH8QkUmbIthdmHoYHIsXQsBlSMfqkOJ/wSuuIqgRVaoWesZjaf/mkKCtEqLfbTmDhTiHspBYv1esOnPf3LIbkN+XIWVZOBgiEvaItLXxokLV0/4Y9aOeWkThiMoLF95ziHg3EVlqysny+HoAeRXckGJGChexSwHmLbEwEsUa+z4tZx87sVhxoMTnwvevztuNUlg8XEmHsAxR0LX3UZHHIgqe4Xl+v1AINC4GqZafEz4oi7B9F/ZNRx8k2B2CNdP2KyCz3O45yOuV67xHl30/CuSyOK/v9xy84Xm9KJx4rbWtJjz+xOP88IkfMzQ2yuTkBNc2rmVqepr1O8/j2utvwBrDN7/2dQ5NnGLPM88yeWqCVGumJyb5lV98D+tHhwe8/jS0sEb+NRX8XQxz9n5QDr8J8MUVnBaMzWmJY64xydPPP8f+QweZbjVp5hkPPfR9JicnEaXJsdx1/z1s2riRCy64kKH6EKlOSEWTt3wZ5WxujlRpbx4S8RqU0I1i2CXNC8Ds3Bz33Xcvv/SRD7N500aMycFZGnMN7nzbmwHL3Xffxcc+9nG0TuMu6yQvjVA+veKC+0Ip6KYQ6Od9N8zWAjumiBHz3ANBAvhyxb0S77Cy+8GKqARi2i+0O+dZrc9x4VY4tvZLCkfS4WeonPN1BIIPYlsVsZxBlSgKdar9KBUZdwmKxsCX041tpePu+cw+UvQXj4BM4mtlckuDYfMyjlDeIh5sKjQi2ptQg+YY8Ui+HVi51MG6+X9FYQ8/HkNOcElHa+2zxjpVHJqgYO7x5MXHGwWRMPqi20ri8yPIlpICrR0w1o9F9YV1PPATBU65kMmGAtYTAlQXZxjzN133VgghrAWUVii08+uqQuYYJ22ovXwIH86ZU2ibhv4HkIDDKp+FTEL6jnkFw3pcxUvrRwDrpYszumM450KVyqA5Lq5uoZc2dOnUnquii/EouC6Xhn7Ra83rO1TvvgOulBfS+5N3Ltpy70dx/nlL4/UrGVeJCib8xub11lkwgm22OH78JFdefz03v/k2HvnhI+zfu4/mXJPrbrmFNRs3ooGxtWuZas5xeHqCX/roL1FVmq9+/r+x/9WDrL/4kgGvPw0t7CO/+Pf7S0phVIjUd579mETIxDIxOcELL73Aoz/9KVN5xs5dO9l84U4uW7uW2+98O2makrVaIMKp48dwzQYvvfwy9z/+A+rVGpdefCmXXnQx68fXMDM7zVB9GNVqoVQwRam2RrDMU10AFMYYDhx4hbHRcbZv3Y7JW+iwpKnWII5bbryeP/+zT5E1M5Khagdb92vjzepSpNWK/l1+16igjSnWcaEFWOQ9fynZoN1waKcwnSi4fwe7/Iye6MAf7AglFr0wl/Cev5gUgipcFnTQwukYTCte+9mXrFuRN4cLLErrXhEX1tJakgAgTqsVWOG4zzaJTlA6KYo5xQJAHcu6xIip7nR/KmgqY3VWz4Q88PM5zh2IRWkHLlQpRbpuw4U637MX/i0leE2OAa2x4nzwooFEpwGUBdBv7byH9Xr0vDzrQBnpBtjuffBdtHRotKjABHx6SuscLMcnv5uKM+gDJGPON5UodKJwSgcQM1+Drbr6DswDw9BjKYTiYGjxifyU0yinSMSHnomyfUnRVvjAO+3nUknIyBGr2jqUVohpq15PG+PB0tYU6LCsRsG2YPChTgDhNVfscTff/UwW38vzLF0S2/Pz60SdlXR3rzmvlzavj+pdp9ocQgWk3eFGtMz70Ykr4l8W4vV9w/Dh3zc8rxdfDI9QoXu4NuQVREqz6bwdfPf+B5mZmOTt7/sFXwvDOjZv3MR3H3wAqSYMrxlj5vhJpmYmWbNmnVfaMeD1vegc85Gn0DqAv/dMlvHo009wz/33sX7jet76jrez9fxd1IeG/CUgwokTx5k4NUGlWiVNU7Zt2Qx5i10Xno8SzUsvvsSPfvgY373vu3zgPe/jykuuwBifNqgcGtIpZcY++BdFhAP797Nr164iJV4BRsQzgHqtRpqmTE5MUh8aOYNBR61hn2+U4ulLx0L9b/A0g+nHGF3pZ9d9XwgLZ5FDFZqOXs285pyxTxQ08mVSqtOPs+0qsdij5k9CEVgaCrhppb3rgFIkifKXvk+D4l0I3FIX0c37WHeedaUUIglG1IKBvP717nzi80d8uu92fq80bmtIdILRGiXe+qDxPpei+nEVB1cSUahE45y3OgQJw98yEn4Tmbem3XT6PPKlz4S7j5AK0q+pCllelC9iZNsC4YpHGPiDkrBPlCq5Z9FOIRoFUDk9oF/KmvZa4yJ9ZnhPK43Tuh3QW9pvnV+E5VwMZYFqIcHk54J6MauVDrcD056e17829Abi9dYVNRcsltHhEQ5OTQGOjRs28uEPf5hEJ6xetQYlgjWGa667lo3bNlMZrpMoRdbMaDWa1GuhsveA1/ekcwvId5m6AI6fPMFffv5zbNq5Faop33ngfi44eoTbbr+NPMv4+te/ztGjR/3XnSPLMsZGR3jnO97O6lWr+P5DP+AnT/2EalJBpwl//hd/zr/4J/+c9WvXzwMsPbtUynazes0afvqTp4oqstYaCm9vEfIsZ252lqHhYQqEP6ABvY5Ia59Oz7sMeC36PM2szNMb9qSe2k3XTgsYf7dBoFZKYU34novBYLB01nR6YFYGV9FP2+ddL70nUcHs5vV9IUC30Gs+RaK3OOQma/eHoH2V0z9rOeRjIqVIC6lEFfnlUQqngn/+Mse3aPvBN9zXHvBzbKzp2/ggAtmghBEJed1BK0WiNS6Nqfg6QW+/xlwAeK3J87wtFC72LFfAjjOi+HytvdCbpukZP2NAA3rNKVrFtCZVmtGhIX6670UvyljDhRdeiGlloFNarYyKKGr1Ouft2IFKE6amTjEzPY1Yx9jw6M94MOc2nVtAPlLg305geGyUiy+7lMuuu4qRVWOk1So/fuJJPvWf/zN5nrNz506uuuoqqtUqQ0NDKKV46qkn+C9/9ZckWrFhwybe+e53UU+rnDh8jB/c/z1GR0eDNn4JXRGKgjgXXHAB99xzN1OTk9Qqqb/EiUzR8eRTT7F12zaGhoYGIH5Ar0uq1WpgXaGF71liYwV7u+xak+c5tVqNSqVCtValVkkx2rvVBQP70l1rCjt5byqKJSmHQajX6wwND5PmIa+KcyRKvMnbzXc+WaoWdB54C/nqtUDD5VSqFTA1tHVYk3sjtHUgfcjwHIwpokBpTe78etbrdXIjoJNCCNPzHDh7PG4JY/aY2uFQiCisscWa1mpV6tWUPNM426/70D8nutagvYCigWqtRn2oTppbYl3XhcawtPH1/kzcw41Gg0qlQmJqiHMYY4o93qv+wnLVpSJCkvg89bWonRzQgM5p8i7JidLY3LJu3XpmJqbY9+JLbL/gfFrNFs25BjONCfIsI1GCVor66BDappw4foInH3+cTWvXefe1AZ2Wzi0g38OtpVqvsfvii/nxEz/mHe95F+OrV/OBD7yfu+76Fg888ABvecubqdUqjI+PUavVMcZw00038Z0HvsP555/PbbfchrOW1aOrefC+B7jt1jdRq9bQonHZUivk+Qu6Xq9z1ZVX8tWv/jVvffPtDA3VEIE8y9i3by8PPHA/H//Eb/pCKAy0JgN6/VGSJFSqVe/P7igu0KUA+YW0n0ABbuJ7SikqlQpKhDStoLVCkyLYvrjWdPdFREB7Xa7SXnuL6CIeQBN9Wnu3udj4er1u8T7wWnxBH8FrVhPlfYK9O4bqD5AP/qNeK++fJ8oDwGq1ihONU4IW6d/F74K1Rnz2GqstlTQNmmO/pkLqB9sXir7NIfQsVLDUQWNdrVQRyUl7+Mj30sgvtqanW+e4l7X2+0cH15qyO02vIPHl2uELa5JzA438gF4nFITtYNkdrQ3xpltu4XN/+VdIrcrw0BAmy9FpDZPniLVkeUbmcoyzzE5MsH31ej70rvegQ5ahn4k31OuAzi0gH++4wJOttSRpwlVXXMEjP36UiROn2LJlK0mScMstN/P44z+iVquitWZoaAgRoV6vYZ1l9erV3HrrrQwPDbN2zRr2P7+XiZMnuWDX+T6tFUtTLBpjAGF2dpYXX3yBarXKvn37+Of/4l/wljffzrp1a/npT37CU089wTve+R6OHzuGs5oLLryIZHDhDuh1TK5Lq1k6nsuisptL9F33LmrWa3Uj4Hah7TPNI9blP3n6z/XWRndA+EUuh9O5ZczzsY7AU3o/00FI89kf8gHEMU9PNG0GV6VQYcsBqIXdo04HYHtlIup4n9ik7emi1FeKbkmE/O4x85BzRZKCjo/30Uq6UHzF2RzzWZ/TAQ2orxTc4JygnGPn9vO4+oormcPytre9jeGhYYxV5K0mU6dOMT07g1WOialJvv3Nb/LOt9/J2tFxNApsz5yXA+JnUJn5TEhEY1sZa8dXc/N11/PoQz/AZhnOWVatXsWqVeNMTk2Qpgl57l831nD48CGG6nWUCLVaDZPl3HfPPbzppluop1W/KXKzpD5orTHGcPfdd/ONb3yDAwcOsHPnDt75zncgIhw+fJhVq1bxlre8BaUUL7zwAv/xP/5HXnzppbM8OwMa0Nmhsn/xaxtYd3YAShHoGrWl0vZNP+sucEVMW0hPKJ1z2+/5LQtL7XFKcKmRXrHMK2uvEFXiQIWYTx44rdC0EnKhGQn+/zF4tz3G/gL2071W9o0vr+XZODNnc88MaEBni7or6WpRTJ6a4MLzL2BsfJw0SahVK4yPjrJh40bWrF1Lbg2jY2OsGh9ndnra19k4KzlXf37onNPIF5Z0BxhDmiY0my2uu+JqXnjmOZ776U+59rabybKMi3ZfyIsvvsCWLZsxNqdeqZEkmkOHDrJqfJx6tUqqNS+/8CKJKC6/9FKqhNR6rdyXOFyE8tygtWb16tXU6zXe8pa3UKtVwFnyrEmz2cBZS7PZYK7RYt++V3A4xsbGzvZsDWhAfaelAJKV+Bb3bE8pRPlMMRJyyJ8NUiKhGFMJGPWxrdNnwMFj6bZ+3mtuS33pp5I1piss/pM20HVSAt1nOJYFPlyMC0BCPIIoCcKTKzxw+kdxXktAOvQlvj+/m2duZTnd58qf7f69l2VmJTQA7gP6uSAHzhhmp6cZHx8HB8ZalHIY613GxlePMzE3xVyjwarxcU4eP4lsczhjEH1O651/pnRuAfmQWgwCoFcKa3N0kjBcqXLTtdfxwCMPs+uS3YyNj3H+rl3cd993QgBQ3efuVZr9Bw6wYeNmhoZGcLnlB9/7PrdefzNVXUGMxRmDShOwi2vlk0RjjOVNt76JkydP8OlPf5pTJ48zPjZCnrfQClqtjLm5Bq1WzvDwGB/5yC+zbt26roGVfw5oQOcwBa3xQkVtyn+fbld3f6f8uQh4fEpIKcCfi0VgXFAdn4l7zek+WtJkKmlDzpjHWblOz5eleugs1gVXvOI6AHyHq1KfMVocgyBFCXVX+l+5dnXLJT2v9HvPdY7LRWlNi7n2a2qdbbv6rJhKuQTjPqVzAQvhqWscS9mz8bPlzy0k0Mb/XdhXrp2P+AzGtATqsuYMaECvB4qKkngajDE4Y6koDTGmxPl4E+MsSZIwNDRE1moxVB+i0ZjzPvY6gc6qAr6isrQTm/U1V/7rjM4tIB8pMB3BoRNNbnKSRHP+th088OCDHH/1CGvG17BqbDWCImsZnMUXH3DCgf0HufCSK0grQxzb9yp2NmP39vNJDfjAMl+yOVnCXWuN9ytVSvOL738/l196MZ/99J/z/l94DzPTkzibk2U5s3OGe++7n9/7x/+Edes3deUQLkkoAxrQOUzOlUBnr4w1KyDVw39YlCI3uQfbWnk3SIkFdqRUjGex83P6XrbdTIQkVBvN8dVAMQ6FoEMLMblK38YMuODaE4GYUr6oT443NUdXkZXfEIJor+VPlMI4H1Cci8NoQawH8kmA3v0oZd72x28DdaVUkb0lphQ9I+lhCeSL7QDKorXGOsE4hwmgIHoVnRaEs4L5DsKKjpmdlMKF32M6ytMJPcshiYG7IT+q66cZaUADOlvk2r7bVoERMJlFWRiu1EmcrwwtOF/8T/zfIyMjTE9MMjY8xqFDL5NpjVgbqv1SFGiyCjKftMq/ZjnHncXPHp1bQH7e/eRzHmsEMZaxoRGuu+46Hnv0UXZecD6jo2PMNRrk1mKtxRqDUYrGXIPh4RGssfz48ce57prrwLaLhDihKN6xFPJCoyCieXnvXm666WbOO+88stYcJm8xO9tgerbF8MgwraxFlmdUq9WOcZxmgAMa0DlFPTV+JS12z+8so42O70kXepYIEKPLRn+0ud79oqzRlUKj3C4H3251xe0V/7piTGXf/Pi3cyw6x2fUrrTzqEe1v4h4MB1dXGQZ69azLWk7rSPzPijlz/WNXLFWHZ2KGnrxVYKLbbUAmF+Men7mDFxwBjSgNyrFm9vR1p5nJiczOfWhOojgQqph66xXoiihUqlQSVPGx8Z4bnqKzBqqOoG8rZHv5ePwRj5t55b80sMcao2vfpiIRlnHlZddwcsv72dicopKtYbSiS9xrjVap5w8dpLVq1ZTTSq43HDg5f3s2rWzuFRD1XL0EjG1KvnRT01P8fTTP+Wqq68OFSk1tVqd8VXj1OoVzj9/Ow9+77ukiQrZbmjv4nnG3QEN6NyjwtWly++3n//Pf+bp2mCB9868rTJF33FvOWuj2r6OMwoKJdBe+KzTfr2/81t6LtGq4oqxFn/3rV06hIXuMdHnvVM8s5i/0pqKBBctKcB27/3Wx76cpTOy1HYHNKBzngKItwJzzSZprUpaqXjLlta+gJ32KVzjjZUmKSNjXlHbyFo41XaF7ADvA90ocK4B+S5y+MImzlhsK0MQ0iRl23nn8dLevb6IS5oyMTnF1NQ0c80mx06cAMBmOc8/t4f169YxVK+jS4ESUZmzpD5Yn0PeWsPXvvbXXHThRWzauJEsy0PZcYVWmno95aqrL+eJJx7jxz9+rKM9/6ABkB/QuU+9gEK/d23x/KKtkua41GKEoivpQTeQKwxx3QJCB/hcdnOdbUMnYO4SGCgNvX/a+JJWXDrbUxIBrtA/LBjnrt1OW6DoskL0rUXae6d7r4rgg6Y7176f1EvYbbd99u74AYgf0OuRoteLEzgxNcHw6AiSKCyOPM/JjKGVZWRZhrMmxNZ4zbxKNHNZk5azGGm7Ps5rAN7Q8Orccq3pImd90Q9RKoBm8aZxUXzurz7PQw8/zDPP7+HQkaOsXr0aZyyN2VmOHDnCoYOHOXn0OHfcfAvGOWwp6qKwynYvfMleE3MhixK0KO69926mp6f48Ic+gIgvBNJqZVjjSNJQ6l057nzH2/nil/4b69ZvYtu283AOlBKMsajknJabBjSg4MstEVfPAw/9yMjRBtVtaVpF8KVUCELvv2uNb0eK9pRSGJmfTiWC775QCcx6DxQVArzabSEUwZJ9aK4NpoP6SmsNxpbe7x+4LQpoBQAd19THfPq4ACWKs5C0BqL7TFzTGDAtxrtK4c4amO/Wxnczk84Yqf61NcgjP6DXCzkAgcwanNLkOA4dPcKJyVPcc999TE5P0Ww0aLRa5HmOE0jShGpaCfE8jqnZGY6ePMH61atp5i2qSiFOfPG1Mwzc/3mmcxrIixJcojDWYK0vpb5n74ucOHGSf/i7v0t9eNgHyIXiI0Xxk5Bz1DRbfPULX+T5l17i8ot2e8EgBII5cxrW0pX22DnL3pde5IknfszH/s7HSNMUk7VCNb8kmDQsxhiUUoyNjXLlFVfyuc99jv/ht/4uo2Nj5LlFtC9cMth3AzqXSYWgPVEKh/UCdAlkrgQQRSGgp2uC8n97bSeACqclatFXBl4iyFNYxNpgztXYzFcfjBleUAHw9iESNGatUUo8w3EeeMZgV61UUQzK9cs4qvzMKVGY0IMkSZAsC8qLKBz1UGQsizrz0ZTXVJXXtOvmWxkY9RFvKgh+ThQYv7e0UuSYjj0bqZ9gvrx/vUuPRnBorfuefrLc3kAjP6DXCznnMAiqUmW6OcM37r2Ho1MTbNy6ldpQnQ2bN1Gr1UjTtCPw3lrLqeMnmJueYWZ6hnsf+C6HX32Ft91+O3mrBdainPPVq0va+DeyYv7cAvJdd7t1jtwanAqhyQh7XnyR8y+8iAsvvIi0VsU4G9IPOawx2NxgjQUsE6dOsXrdWl49cohLd+9GaaGVtdCq4lfbzdf0WRtYqgMUWJPz4IMPcOON17N+/TqfulKERCcoBGctxvhnpkmGVprzzjuPn/z0WY4eO8LQSN0zNK926xf3HNCAzgpF7aJPBTlf8xg16csBYvG7pwMlgvdx9sYzFcBt1Nx3tter/V4gZ157rnB4KZ18n5nKiesrCPPySPeZl8LNxSmNwt9zvVxElkMuBLoiwX+0AJt+1G2hxa1QNCp66m0np1vTuJeWAOSXvKY4BOuFI4nWAFfsXUHmaerOBojv/N9bHmKl4l7tLbUPp5uHAZAf0OuJYm2QrNXkh489xsjqVXzoEx9DVVJsUGRopTHWtO+i4DGxY/t5WGO48ZZbmJme4ouf/a+8tPcldm7eghaFaPHCO6UMxW/go3FuAXkozMEAJIrcGZyGQ4cP8exPn2Y2b/GN//YFXnz5JbbuOA9JtNfWRyBvrC/Q1Gqyb+/LPP3kk7zvHe/iG9/+FpfvvoRdW7ZhjPM+7Gb+hak0YDyzOLB/P08+9Tjf+c593HjjjRw/fhxrDFljzgezOr+RsqxJZlvkxpLnjkYz59ixo3zmM/+ZO99xJ9dddy1Dw3XAB3MMaEDnMkXXCwkaY2i7bMDKQFE5d3xwwgCCa43yQNtX8XNEqNkLyJ/u2ad7vdNXvhMYaaXQTnDKFdVfVT9yMwJOVCj81Pbpi7nGJXgNRXVCpyVweTBbAoqPLjsSXvSaeNUG8n3z/Ijj0SilwyuxL6oowmXt4oJYz6f3/Fw7dWbheFWMUQp3yO49028w39HHYk1P38Zy1zS66Xjh2vXVbWdAAzpr5BzW5OhEc+jIYe5433uQRIESUp0gDrJWhmgVlCxtfYbJMnSS4IDh0RF2X3YJ+185wMW7zoe5RnAVHJyDSAsC+dfaE0/KehvxF5+upDz+zE946PsPctHFl3D+tq385gW7fPCEFoy1SKILUB1d4a0znHfedm677U2M1OpMHDnG3ffczVtvvY3LLrqEvNEkDekoJXBTkeCZkxuOHD/KF77wBc6/YCcf/8QnqFWrNJtNlAhpkuCsQYIJ2zpLK2+CKIxxKJ3ypttuZ3ZujiefeoKp6VO8813vRGvdKUFS4uSlP/s4oZ46bN/zUzb1e507m5uv+SuMIX2kkt44ZKYt94az4tRUhpflJXw9R9J3aP5U8HMmYtCyG8VS5nMJ4Lv0bwx8jZnsVzqNZQ1mdK3BmbaWuuS6Y/FgrIdyfNnkfUSjRj7MnPNCi1YKtAZrwfRLO06hiZd4mRXBqNFvvsjs3K8W/XpFwUzar0LZf7xP+n+Jway27Vrj7RrhA+GDSvp+DuP4JMQElC8xpWLWjbPjx362s9a85ry+x+LMe6WXhLuctjp+b/P68rPPFg98Q/N6UehEyJwFJdTrtWLvGmN8vYtEdwjlxbYI4N5ZX49ibGyMEwdeoZW1qISzXUxl16DOxl4+13n9gkDeuMUrn8J8ll7+uxeI6/WeApwzPj2ksZ75WEerlfPs8y/w7ve9n92XXYakCtJg3sf7UyGdz/a6J5+b1Djvv26znKceeYyfPPNTdu08j1rqNflGfDvOuKLsoUsUzzz3DLsvvZh3vONtgO24QKMGpgjsAsRDAUTaWqksy9h23lbuvvtujh07wZqN23AIteCHjAVtKThEhJ99u6bjhW+99i+IEeTi9Z1x8SOIWc66td8TDNJRUCcRB86gBB84LALWIk71Z4zOQ3YVXCNAYUXIVOCzvroQVvz6LH9s/nUbQGYiDgngrxUEzqoSlPO4TJ0jh3s5lFuHFYWz3t83s7bthhLdFhzzfMi7gYsTX7Cjk/w+dMqfXyuQ+IfhsGgq4Q5IAEHFMy6cpnhRN5vqbs0hQRhRwV/O2uAG4uIdIdg0De4aDsRincOH2xYqbXqyh56bpe2y48QXQREcFa3D3PnbCafQkuK0RYvpIe72amD+2/7Oie36MSWJxpe5siAKhfdRt86SJRqXG3TocHS5KQtUCzbfC0R6vxL/u5KgdQvaY7QfmwaHxdkoDC5PYoqpg4Uk8Ahv8dACzglOFLn4QLlOACe9tsiiJMFEbHE4JYj2ZwNnSZXGaUG04IzDOYMoX+QrWomhfTbiGVq8zc6/iwxooRqOnAVF5GvJ6wOU8+MI94tzkYuKL9QYruv+DNXf2xbneX2eQ+KLeFnVCUYpWf+Wyw9ByMKZeiPzeoth1gFaMdOY5XP/9bMktVqo4BSMWOCtla5TB+Cct45aa1EizJ2c4IpdF5JaR+KZO1YReDvBigtOuw4B+43C6xdxrVm8l4tJJQtt1O5JjewybnFrDTONWeaaLSpDwxze/wpOO1wSaglai7UOY/IuoUD8JSuCVQ7jnC8LXK1w8NBBpiYnqIyOe39SXfE8yHptXJblJGnC7OwM69as5sU9e4qLtAzkXeCixe/zxiZMTEzQylocefUQB185yJoN2/yYHUgRJhuEGIhQoi+H2xG0iyG6G0eJuYRWXOxrWd6Mr52eTvteNI/FZ7r2/zYw7iIouR+DFM9QC62KCAaHSxKfSxoX9ubKxyaUtEilKcRFPUQAcK6XDeLsUj/1c5UkRStNlmVo7d0lOkG6C7yuq9V56CJW7Gu/opUq9gjOu7fVahV0okmSBGMs9eowEvyMjbWhUqfz1SzLN21H2/FHl3BBwJhKe8DqvLuQs/4WVqKpDyUYJ4G52QJsOdeOBfCuOWreRJ82gDP4hYsS7//pHFop6vU6iU4Q0WhxIDFQX+PKQMp1/Og11E4ALxHG+8q1CqFlfGyRVj6Wp5Kk5M6h0gS0Rkzp3HTomE4/vo4xxs+IJqbSdOIF6rSSkqQJSZqCUlSSKhnGt2Rdx/3Za007QF+XDKVQJCJeOBGNhDlMRPzfWlGtVVGl8bWfe+bn0hHQVwiOVon2MQ25QWtNrVZFREjSCkqCJck5X+AmuoiVmi3kwl6DDQMW6Zx5nSReO+ksPvrrbNBrx+uhAy/jeb0lT1QBzGLV9T55uGGx/h6IjVsXBKPQQMELe8/uGY0tnMfIJ96ovF4sqMxQUQm/9M5fIDMZ1raruBb3tvOAuLNXXX8Zx9rVq1FaY/IWIkLuHC4J7p82PKjLDfONwusXBPJ6KTeGW/hwnwk5FwsH+Is+E0EqKdNzs/zxf/pjlIVUq0Kb4+Jm7br4CBsDJTjlwZ1SCnLLeH2IRFdxaERLKJMepEIUFZWAgbUj4/z00cdxLp+vRHHtwxMval+hrE3Wtksobl61lg2r1lIJuLP9DLDKawqsSEiR2S+TsGBV0GBFBhOyR2hLUdLYB6r1o8H4HCm/hFh/dWQ4RDlIpG+ubYIX2mKbDvHz6SDBIYEH93CXXV578eKJ2iILFe1ZfbyIrFBoeV4rqvXzYcZQr1SoBD/2KF67KLQ6F40fPaiNynyKsM53tfaA2sZUiMrvyzzLSdMK5JY8MAWvbRFs1Oj2amYJ5EFmFMTxWmmTo5SiXq3QMl4X70dqERKvIHB0uDI4Z+e5g3XfC+X5An+fpdoLlWIMjegnHqxEKDCElI1OdzyrrNHtHnoBuwsg7zuiRMjx2jarvMtQnhvEOeppBacUmTE+UF+317RQjXUD+Z7z3PmiImTeER8sbJ1DiyLLM98HrWga492IcL6wS5emuj2w8HrptQ5ff8CIX68QBg3irSdZngF+nFmek3ZOZ3usZ0hK/L1mA1Zw+H2rqiliXND8C1Z0MWGeeymcKgksgU/N68G8PQTdboDWgtaCQ4MW8n6h2xL9LHg9DnIX1lCDUW3rWxxiz7zhyyAlGieOJPJ66zNIReETIiBdeVsOR6rcG57XKwd1VYWWY/3IKkyeoZIEAg+JPZmn1Z4n3EKmIE9gzuSkaQLxjEG4C+IY+0OvN16/IJC3M632Hz3AbM/fl0visM6QVCq4UeU1dkoYljq//snf8DnYrUM76QhSdc6FFHkdjyKeTytgsGRZzlCthnagA8iwkhcrlmdNnAn4JDfcfM313HjFlSgdpMcA2kuqsPB3hBldl6/zZuREKY/etcZNzyEuZAPJMtLhIYy1OOUKAcb3vz/b0UWzoQnPVArTbEEr5GK1XuPUL74gUcyOFyQOjPEgbbRtvrd9alCCvmy+Ns9fZqbZKg56v05b2TfPMxxL8BhCZTl6ZIiWmNf0cPeTXtm7l2q1SgSI1poQxBhXz4Ns13X7ughWAikUusuFygPiCKj8Z5tZk7GRMTZs3MRQrRaOlG+j8C93soQzEV3dusFoyafYORDD7OwsjWaLF194AZUkhaZOcEjJ7OxcW1iPRYY6x9w9B2H3hYImIkIry9FK4awlazTYtGkTOkm8q0kQLHwQqr+Ky4qgxans0x81uaZQMmRZRpKkHHz1INY60koFk1tvGSmtgSuEloXH14skugopwWK9C4q1jIyOsmnrVoaHhzzQLYJdV3b2nRgcNrQbnImUYnpmhsbsDC89v4dUJyH+qdz/+eNbUnvW68B9mksvrOS5IdEaZx3NuTk2bNhAtVorqgS390HQ2BWxF0vtQOdcuWC9ynNfmPBs0GvK63HgDJW0gg28HvH8CvHK8vyMzsHCJFAE0APkrcy/XlgRS/y8X40GAe8Nzeud71jeykhrVchzz69FOvZYz2um+y5SgAaxltzZwuLhXFAGNZue15cZ9IrH+Prh9bLQZT373EuL99Gt9Gr2ZAVaiWJ07VqSao2oaHUu+DkTfFvxG7PTJNbVzXhmRQpxzQEYgyjvI4pSiHhzbzYxRePkBOKERCmssYVrRvuR7QtZqXjB0vWZksbMtb+XJil5nqNF45xneOnwMOma1RCiuFHtQybznYuXQa4t6lrA+tz506++ihiHtqADMzf9SmHtJEirUpRktgqG1q9F1avef01UKeBuJeS6foZfg6jfmpykcWoCcX6c/dijqjSlDq9BMqF0tHGWen2Y6prVUPE+3q8ZJf0ri/HJX/vbLs89GEy0Js+9sCsRCIlgMMT0hd7bM+q02yRhLToZlUedMQ2ltY6R8TE++KEPIUq8e431Z9MGIc0JKKuWlEWmN1BqAzhnHYLXxu/fv5977rkHa0L8S7gkBEthJiauYm8TqpT+7f1reKaD3Bouu+Jybn7TrT5lrvIKAu+zKqgujfyZUjsrj8Ea4wUPfGDt33z96xw+eNAH5htLojXG5h1rGu+2tiRxGuBbftFFjZVnzFFpUq3X+MW/9UFq9ToWh1YaZ8tCXefd2n61i8HDPC7vlPPZhRAvdDkPtrXSHNi/n29/+9uYLCc9HX8QP7b5jfcQNFzUYhJ8finSHccMMldcfjk33/ImGsYVc16odoLgSnAlWpqfvhSWqkjWurBmJniFWN7/3nf19YJ5LXm9A6xSDK1di6oHXq+lDfD6jozCebaObHKSxskJf5d3qhn62nAEum9kXu+CIKOUPzvlAHxo/+g57TL/TwnWGz/OABAtZKdKvL5Pa/h64/ULauTTJWlkltmhLnJOQkYhBQqcjofaM7giZ7DrYZ6MqL/9sEIjXzhZCl4rjgQzLzirEWsxzqEFUgcqNx6cGIv1kRtdDIguJ8WFFjG0nRsqwcxlncVq8X6WiQItQROhist+hTy9aDuCLIq59EEwqXUe3AYTl+olDJ1pa+GMSfEowSjIBJxSHrio+X7GK2ixlG88dMAFdxoLzkJihQQf+Lbi8eFBS7Qo2jBvqfFCptEKg4VUFZql14r62ZTGMdeYRSlFFjSKbTcxCmCU6IQ8z1AiaJ0Ezb3yaVmBIh6iBPzmZ90QWs0mItDKMuZaTVSakGedmiNlFbIEf6zTKSUKkIvX2FSShEq1ytzMDNUkwcb7wnkfbnEWmXelnAZ4dr7QEdioQqCpc0KW50VWk7lmE9HKV5zGARpstuj45rcP3WjbK9utny1rGR8dJW+1yJsttCic8ylyzTI0u4LMS33Y1ooH4QzIVAutFHOtJlbwfvpOE62XRbKAM+5BcLsMmrG4RBqhqqFaqdCYmaGaJkXBP2ddu2DgUsbYLajEmA7/ZuG/nuPIjK9GmTtLM8v8bAT3mY4zswwq/OQD+InPFQgWs/7Sa8nrQcgtoT5M4PXhzlwI262kPQnrYQIPTABt23nIXR9blSAkvNF5vZEIlaKQJMxzg45vL8LEtIvx9GGjaAr3KIv/0/P6PoyP1x+vX8RHfmk97JeUnloBp8Jm8E/2DKndkD90i7TYxdwc0qmEkaDNCXmrIWZD8CklY+EmCZt0ZZHJbRCBLZntxQYfft8fP9X+su5jimf/TMG7CYcNqa0rNqmXYtv97AdFrZR2EgIJfQeMgBOhXzKsVyD6i8sP1Q/Qu0c4EmdJXMcKrLjB4uIPc+c1O/7xuRDuGZm3B18v5AvtOG+iDJqsbtFZieByQ1V5DbpYixgH1qIDmLEB1JUv1ahVkfCZthJM+f+VL5JUfBaCZrjIm1PQmQCzcg55a60PAtXa1461PoOLB/FBGW+9k0jHmHsoQrpzo/tl9y4dvs0QPIsiZj+JFmkXXHV8cJrMa28pVNJttftAOx4AvDCR6ASsQacacQpjslJe+zNp0BXxDZF8TQB/ZwrebVE5G/LkBEEuZEHyjwhzVmjnzowU3h89HjHB90kUJFr5Sh3WEgPwnLMBdCxNcJDuPgWrUoTRgo8HUAWaaaOacqrWaHVaCRXrK10A6CzcLa8lr4/WciFkjtGeR3dgWum9v5fbnlNxPwbhz7VBnwBWLJ7XLwFVLqG9sgLwjczr03jcY5un074v6ahIW+hyFDVOwAsrSeEj/8bj9QsC+dNFcM//XD+oHZjhBPLAkjrMX/Fkn0mDHZJjubX4S7wkvRpXoqZIfNYbXNfnV0Bx0ztCaj7l08PFg93X7RCV0AW/jHn2XeA9LgQW+ZCRlbbt8UhcHB/s6JwPePFXaDlevv8bP+RIKdJudfLY8MvKGiiYiwlSug6vi3W+0pyU81H97A/3skhcgat9wGXXHSDgJMU4y/ETJzHGMDIyytDQENOzvqR2nuesXjNOtdqpbnKBixYZYEqa+QjsfRXQcEeWLs75O3T+/J4WOAmF8JAhiErQMYOF9ZWarTV+YQPHc113n+06ny7OVUc7gg+99P1VkU2LDec+3i3BfcKVgnCXs11k/q2hxEcMKvzZ1uILXvl0br7LNrcUUVxn2F43WVwRpxT1gliHkpDeE99+GyD7h7ioMFlBJ1w44M66kMc9CBXWeJ99Z7yAFO7XpQgO8z/h18in0oz7KNx1gcm7EISjVbsJnah5gt4ZjbKIWZDgXtrunO4b+iu19xryekdbOWYVZOFeUAGlFUPt0xVaVL+IAheRD0bhusQsCck0VkzqDc/rIZwXV/5i14Ng6ZgunK8I5j0LaWemkz6MrejX64zXLxzsuoT+9TMhfkgp7Tc/FF4xdM3XGbfZC8yXTf5lwBc+7LDYGAHe053nzEhCQw6HURJMxO1LRiiNq1/7Ig6nlCs3jtEzIIcVh5qfqW1ZZMLG9tqd0mnoeHjfbueee6NI/UV7zbsDM5dFYUhO2tkVVMyKE9opzsvP/lwvn6SsZIipF0vgCcixHDpxnCuvvJK0kvLQgw+xtb6NU3OzXHzZJRw7fpzDBw+wbeP6rqkImVLEtTXyEawElCmiPPh0pWwE4orgsFI3u57MvE1cbI3SuoivchV2p9eYK+cDNP3m8dWXi0DForXONILlvne250rfiAnngnAQgV8AuYIUWqXCAnImNM9MXUBplIAVhUjIiiOEbDw++mBZW1Tm/+HnyIRgTj8qnBeo8zB6pdquDdFlxC0RWM/rQtCYOolA3rvbxLtNojuXdLrULEVpVmSY6aBy0kC8skd0e+nDxS345AzRpUaHOI9lUzyH+ODP2ENE6F9ETJteU15fEkr87mm/FNsoezStuDmJ2QlLgwwXRnD2wqoACHttgTNu0O/FNzqvt4hf23jVl9a96CS0z9Ei4xMvC7X3jnR9wEdSLuFhi9DrkNcvkkd+cepbJqziFMciP6WDF9am/Gc/mot7T4q22mUanKiO7DcrlmKLTSDFc/29LIXpC87evuhQ4hRSjR+t7cf4ikeXf4s5Yx0KG/yFXcHM+0kdOSqk05XKRW3MSijgAyJoiBuoeH7bLNudmet1RW20iY9HiYek7d7igLRW5cmnf0KiEzJrEK3IneXZ5/dw4sQJ1q4ax5XsaTFTTZG5RvDmZs/1glZXvDY3fCdeyT2ncyk+vVDyj287R4AH7vE96+KtQzG+CIrbL5xmQbvBfZwvAKKLIFgXvWIFsdFdqA0yXXFBLDC+bjTa8zMUnNOJT9doMCFDjsGZnPmnr1ilHgPsQl09vlMGKU6CybvkmliAswI8cZpFXYRcsRX9zgoKFive3cWEuyXuo7iHPYAoo4geY4Me89IeZyHYho6IRI27gq7gfbUUqWERknBIXNQ4xvPSL3S7DOonr7fKu++FpJr4Am2dW6IPkCw2B6H6r0RASNnNTVA2ZBzqX4NveF7v00xKx/cksuIumWqhee/YB45OQTbccyryK+nPAF9vvH4RIL80G14/7hYnXrOixGtVgl6svYpnOlnlO/o00pPFbwqJ2TWc1wpa8b8nrg1c+nOjeOatnK8o2Z/sLQuQdB6AKEl6wcRvUi9Yq76soXK2HWwSg76UzwQuzh/wvkjM0LGmMV98AXTEmxJFvKazfZGvpD1XmGO19ZeyCj9tfL6L4vs5cLKXTT4403mk3bF/2sfJFx4aXz3G5s2befzxxzl14iSTpyZotVo+INIRNJfifecFXFx/CWEvgncxEfBVARNsyPHuj28pc8q8m14W+Kv8eifHUC7m/gZRGpxtg2zdFlwWPZu9Dozr+t25IhjK3/fKV611rTCfXh8pQXO+pAEtQg5CsJmf4xyf8k5UyP3sPJO1Pcd3+lk8XWuiFGU3JIdfU+N8YKEgWONIljC+ngHFZVAs7bR9yhGquoJzCqOUd2pSglhvcxCnClDdKzXpwmPrHKffkA6HKfY2xqFcDJ3MsM7LDyrEBEhXXpSl3rHz5bmQxlAprDOcnQSUPwNejz+LKaVz2j1h/bxKnUJsKeYt8HqHQgWE2y9eHy38b2ReL/NOwPy+ForUpTQaeH2RyKT0jPiB/mjkX3+8fsUa+f5SeUlKtDAPPz0teY6j9s3Dh6IX3YLA2aDXQKILOiXmeZD1ue2yvLTQhdi3JsvC2rz3uq+K/lIRtf9zRkqp4n/nXAhmlKJAkdKKzHiXm/e85z1orRkfH+eee+4hSRK2b99Oo9Hg6JEj1KtVVo2MBnATQFkp8FQkVEBF0MoX1GlrMwWlPPR1+EJDZ0rz0lGKF02kow/eJ9YHY4b+9UvtGQIetVI+V71SaJ0UY/fdKBfeWqDv9Aa68yhklRElnulJcG0Ja2qjL7vrAygL6xXd2aLpXGlf7VWL+CqyeD9vob3upwPtHW5cPT6jVHRN8ClJfUYJhQ8A8AjBC5ISfJ9ZeeBpYUGMoMVbjbROEBWCicv7uey2eaZNLfBG3K/dmYNenzSf15+9+7TNC7rD5jt2xdnmxQNef8bvd3xwQV6/0AdWRq8HXn+OAfkBDWhAP0sqp4iMACj+niQJxhiOHz/Ou9/3CzSbTV599VWazSZXX301Tz31FCdOnGDVqlUMjwxz7PhxxkZGqFQrmKxVaNopBfJp5VMXaq0x4goBwvuPe42qXeZF2gsMx0JNEoCREvFa6gCSHD4lXh+8I0InHDrRJNa7XCilip8eWEQXn8WB/NLa8/+UQZ9SuhDOCIJT3/JlKI8QBAlr13YtESWF1UMF16yyELWoBr7n+NpgLP6McwoUe8bZTsGgG2CfMYnXriLWOw4oRZqmftxadTxfKSmqei5r33b/LT7tXXE2+rY5BzSgAf080ADID2hAAyqoDOLLmr+onZ+YmGD37t3U63X27dvH5OQkWeZzoG/bto2XX36ZU6dOMTQ0xMnGLEePHWf71q1Y44NYbdBqKmlriQXQWmOtQWvtwUp0y3btfi1nLJ1/d+rkvOuVCkGTJZDZL+1O0IYnOkHpkgayAH2hN6U0uGcynt4fiplwSgKZkqCVDz9diFNY7rhK5KvfOqQEZqXYNyHDi5NincvgfbHx9LKoRO24CuHC3tKjivXzwpnytQG6NPz9Iq19+lJNZxXXoq0oKHaPh8XnvKfxOYx5fh2GAQ1oQAMaAPkBDWhAJapWq2RZ5t0wrMVaS5qmNBoNKpUKrVaLCy64gBMnTjA5Ocns7CyTk5McPXqU4eFhtmzZwp49e6gP1anW65yanGDrls1UKhWSiG4UIYWXQgd3k0olIQlVnMGbM3XwsV6Ja013xh2LUEk0IopKpUKqFDbLfZE45/1lHW5ZGvn5GmZHkmqUTqiphGq1Sr1ep5VnJEmCc4agmGc5mQp7gTonbR/YJFHoJEEQ0rQSqp16AGz6FNXnQnYYrRSJTrFApVqlVqvhkgQrCpwlKblNxXnqnq+lANRY1dVXllTEGoK66oWItJKSohDligJcZ/L8042zsJ7gkCRFdEI1Faq1uKY5SRBCE9XOm9/txrGYi4+IdATLuvLP4I+rkr5UEfr/s/ff0bJd930n+PntfU5V3fgyHoCH+AAQhCgSJCGSEiVREpMSqSyZEi27LXucZqYdetbyH9P+p9es5e7x2MtLY4/lVjt027Iky2pSwUqUSBEMiAwgkQiARH453lThnL1/88fe+5xT4YZ3b+HxgaofUO/eW3Xq7Hj27/vLM5rRjL5FaAbkZzSjGVU0CuSTKX9ubo5ut8vRo0fJrOXMmTN0u10GgwFnzpxhYWGB8+fP0263OXr0KGfOnGH/wX2slat0+32uO3AAUR/dO6LiWAy23Q7gq9Uik+COkdwwLCGThY9a3yvFumMgFyi90soseZ7RarVpWYPaDFIl0CoYbHoaeSRowfNWi3a7zYJfiJYHh40VUXeTAXkSMPUIzsfKtOS0WpY8z2m1W7QQxDpEBT+loDcMKA4jBmtzvEIrjlNarZA4AGiZoClPlDT5VzQ+qRPMGR+BvMAAh21ZsiwIS20xZG7v1VWrPkj0OtYYaWcMKkHwa7VatFtt5uddBeRD3vxx7fpOgfwkH24XhVwJZqQ9j2tGM5rRtw59K0TNzGhGM3oNSST4sF+6dIkj1x3hwsWLrK+tUZYlX//615mbm2P//v0sLi7y3HPPMTc3BwZKV2Iyy/lz56K7hYR87U5R51EXI7BUA+iqNLUR8DTA3m5Ap8b7plezuFVqIwkrilbgcq8VOZuNVPekHk9q0/vhXOd7HV+6b/osCT8aS9aG96qkFtMY4PAY46t0Du9dlSlGogvKlc7v6Hd0dP40rGkTIIcKvZO/t6sRNudY6zmu1zSkRwifx755Hb4utb+DPozt2erna7A/ZzSjGX1L0EwjP6MZzaiiScGuzsVqparMzy9w4fJlirKk0+mwsLBAURQMBgN6vR6DwQDnHK1Wi263S6vVYmV1lbIsyGOgZXXvmCSmzqgS+pAyrjcTLUzDL7jOrlKntZSYqUYqlxQTP5sGWBKkSn864dMqMLX6YwpN1v7UoFVO97qdqFSWadSvFDAa/NVjkGnKGpMCbTVqj3VCxPKOXGmaoLVKLBQDZ5EqvV66d/VZ7EfTh33XlNpNtdrr0TfGUvuzb9reiLZ9p02HgGyNz0szBmFGM5rRjGYa+RnNaEYNEm2mYm0GvArOedbXNiiKkrm5OXq9HjfddBPee4qi4MzZsxw/fpwsyzh48CCDwQAaQYe+0ibW2knvtcp4QhQcJgb87XY8zSBIaiA1rPHXof+ml8ZMGykJUyCoVMGuNfjd/QhHBa96fNSq9xQ4nD6TaSZq2yyNZOpH0JBPS06p0odKEsCi33jy+Y8acqYkjI2KYQp1IHgVZNtYX5EqM9JuaWjPVmuaor7ZW8XYGc1oRt9yNNPIz2hGM6pIvJAR0uoVWlapIAEEy6VLK5h2C6ceFbB5Rt5ucfL0KcQIc/PzmMxiC4vrDWjPL2FaUqsso49vyKBiESP46PKSsnqE3O7JKYOJ4H43lMIPrbGoV7Isw0qINPUkN5Chi3fVAiSNbMhlnuWWovCU0f1CBUoUk2qK7Lq9cc2v95CJCXnbY6YYYwzGWqwISpmctdmbiBQ6nbrdTPOYgkyNmFBtFSpAmq7bzD1kNI/8eJxDEMBS9qOksW6JRZyvAkGNJ5akaXx3NwHFNNLPiISoDRFMnkHp495NQqmvBNJqL19heyEgOz4qsb/JspAq2O7d839GM5rRtxLNgPyMZjSjigLYSvXxgoY6y4LbyfziPGfOnubIsWOUZUkqFHXjjTfS6XQ4cuQInbkOzjmiZwcrKyvcevMt2MxGYLIFmpJJH1c65qmMr85nXil1o/BQt7DbstujqTKlcl+p/HgCyGtYOaZdxCSJXGlMlTtNMrJQ9206rWnDZSQ2kgKTkyvTCKTdDszvoMXwfal/qeTE0ADJGjKc7vKKmxtev2q8ozeLKUTTdVNa0lqobFi1mNbazWhGM/pWoRmQn9GMZlST8Yj4UDhIQ5lqxFMUJcv7Fjlz7jTzG8tgMqy19Ho9+v0+WZbR6XTo9/s451AN+ba9KgePHK6CLk3lrz2ct71KuycTUJAM6cr3RgnhVrBPG/0g4tK9t1WNT2rgl3B0DfRrS8M0wZk05qsuwpT6U101lba0CeYbWDZp35NlZTMXnK3HsdXnIy5JQ/sKdoXat6Gmy1lqY6i4GDLU59EMNDulJPbUImwN5CUWTZvRjGY0o0QzID+jGc2oJtGQq1sUleA2UDpPlluydpv2XIsXXnierDXH+vp65S+cwEVRFEFbr8qlyyvcccdx5ufno8ayoRSO4KfpJlABnxHMNy29tQDacPFIAKz2zW+orneZt75ZCTe91wzwTQJLffdpuLgMdYJRsFm/nQKYp9hcvHnlNjMkJMWgU9idX8umbcY1G+lH3X60sIwEuu7OAtC0J0T3q7Smab9I/V7VmQnpJ3fWXrxlajTGOIipn41ZsOuMZjSjJs2A/IxmNKOKNGqQVTwmatSNKGJCLuubbjrGiS98mSNL+zl69Ciqyrlz5yiKAlXl+PHjAFw4f5711RVuv+02bGbxviTLLK4oyIyNLgIJqyhiTJUCsgZKAdBoAqV7HVv8pwmyGYHU0ACFV3r/CT7do1rwsSzhCQTuskDTKDgNFXMF9QGCJmGlHqtgDOhUCkIByYd8SDsef0jMuOJjcHMDUO/FApE88+t7KMOC00iA6ohwdWVtDQPy4aEmF7QayKd4juTXfqUtVgYjajCvtc9W/DFzrZnRjGZU0wzIz2hGM6qoSg1JACO93gZZniPWkgHdXh/nPGfPnmV9fZ3rr7+eXq+HMYa1tTWKoqDX6/HqiVeDIEAdW+nVg5EQDGsFV/qqiqU1Budd1QcjBgNIivyb1viIPuqqhKBaHQLw1RxM+O4VFzAiBHxWbi4SAV66NgoV1tqYU38X4xkVHDCICQJY029bJJSQTRYBt4P2Jo1nYjXWCNjDvhnJoiOCJwTeVtfsEciHzDT1XvW+FspSqsbRMWzW3rZrOqSRD/+amKq02jcpS00jO1DlKnbF7YUA6KZrjTGmsiSZGMA8oxnNaEaJZkB+RjOaUUWKxWZtBoMBYoR2e55uv4+UobJkq91hbn4OMTmHDh3CWsv1119Pt9tleXmZdrsNwFxnjrK0tOc6lGVJWRZo39Fut3CxWI7N8grcQdTeStNtIPgYJPeNoX5OAETb+lw3QFkzGNNYGwCmCGgoXDXqCrJb4CnxdtU4m4prkSFAvx3taMxxYMYMa/9FBBtBriBYu717xqT2Rv2zQ/6YhsY7AlhrLSE3fxQeGt+9ElC92bWGCG6r/SNR6R8yyxg7roGfKIRsQ3Wwa8re5IOAlKwN0sysVN9PtRkEvPM2U9Gu2n7S+I4xQ+5SM5rRjGYEMyA/oxnNqEFZltPt9plfWOLVE69y7sJ5Wu02WZaxvrGBomxs9MlbynPPPUeWZbRaLZxzeO958cUXKcsS5xztVsazzz5LWZZkElw6+v0+N95wA7fcfCyCsBoYijEYGlVek5ZzAnDZKbAeSmdI0KZWLgrEHO8RAHolIG8d98nfNZCPYxQTLABGojXAGAK8TTaL7e+/8zFHzXyzeJGRSlstBC32bscz8k49xobvukkaeKJPdxTethrDjsdn6n0RhINhh3RjBKOm0v7D7gS/OLoRjXzKGR/mN7gymcqKBFTx2rsRHIIgFO5RPRnRPcrHZ2gW7DqjGc2oSVsC+ekmRtueNo3xv9J4sCvseDCT1sZSiW82NXd7nQtJ/4whhEYnmPD7Xmho3prG4Lrtaa/x0BAnJyB5jRtNbQ+Pdyrr17x9mrvNbnw1H54pKuhKD3mrw+WVVc5fuMR93/FOOp0OpXOsrq6wurbO3MISr7z6ari+LLl44QJelaIoWF5exnuH944s67C6usqhQ4fotHKsNWysr/Pqq6+yb98Shw4djqCz1sgnLasVg0UQM+wfXNFmz9EW1yght3j1FaldXIZuJDu63Y4o+awHYB2DXY0hyzJAkZjJZ0f5TbYbs4LzDT/4qEFO2mJjTKiwqptXmx26/STXkPGLaj98hsFzpZ0XQcoygt8t7r+DNVWNRbuiNpymEKEpGJVKGBvTam83nk2uUJK/u1aWh2bwspGYPz/6kSW3mlHHp+2w/FCfEw+KtQdSkPTUMjiNtHs1ace8fsodm/H66dGM10+pwSuhTR6brYG8XL3SE6KCdQbxAir4qK+irrdRDWK75AM73UAmtqsieAPWh3R7xkMVaSTgpzQPCngRnFG8UYIDsKk/HBnn3hsL91Ib7yk1cwChMOFIM+qn0qQnFrjxgom81noTAvm8IN5MFXSmeD0fx0b8IT4+7wIqipp0eO+hreo3Q2kktOkhizo7RXEmtDWiIHztaYqNFeIojaOvBd541rprnDp7itI7yqKg1+tTFn0O7l9mfd2ytrbG/huv57bbbuPEqyc4d/4cnXweleATX7qCCxfP472jLEqWl5dwAhdWVtl/8AjWC9YLLZsz0FDCR5PCMXLWOvS1Hq6foDYf9W0fDooMIKhUTzhi6pBII4LX6DihGlxszMi87gD8Nvl0Ao8Gi1GLEH3WRRFro8+zqSwARpt3oBImhnh+9LmQhqRRBVQm/3OrqBHQeIIqGDUYDdWnREIsgsYqVKqNHo/so8nbavSicF5L1FRjDJqKJmWW0nsQE+ahWsfU+eZsTXhGG3+muXA4nAgqBjCgghELEgp9iSrWZDg0rKVvzJsZFRx023NBiOdXVdjKkkmGU0NmPEZCMLjFIGowVU9rgaI5HhlhXqO8LBiM6sxCaVvYFPcgYHX6GvlrjddL82GaAs14/YzX77it6rfXD6/fEshPSun8WlGtv0jV6+I7MtyPK+nSthPcOCyT1BU2v1YaHWQ68xA0LDGThEqdkaDJRLW+djoNNsbV/CymDDEKXnRPlSWb7YW5qzNwiCZwEBivBnQz9c3flJizyAyq4kOi8fe9txgyqDSYqI68qgvZ+3x+k8gagwO8d1y4eIEvfuELYY9qqFzpnMOKwRclBw8d5M5bb2Pf8jIANxw6zOrqKhcvXuT02bN0Bz2c8+Gw9UJmM9ZW1ykGBeURBwhZlmGswaGU3mHyrDqIVcCoBB7ohyd01N8cCNrmEarSAkZNsZpwvqgQXHmiG0Z64NUnUDMsKKStuxUlUBy03wFgGhVEDTa6gHgNnKdi6xoA2ljPJ4wl9UTiv6qKbzxLIoqLmmOvHqOezAjWZFixcQwGLIj4mLlGq587o9F1sIi1WAlAVjX4x3vn8d4HD3ojqDE4ZEx71rzn2JqOyWpBL+5Fo0tWeBbLsqQlEcF48D7mWtcQaOuTH9GYklK3XtMGfzCYaF0wUXCJQa8arE+IiX0LY6gAeuP+tSAzPKLxXo0KoQpG8H5vblFb0bXG66eJc5s3nPF6dv6ob9HejNenC9n7fE6BtgTy5ip2UIHSgo3n8dB6NJU4O1kj3Z7pSmq0esDjBjTxqRapPp7GPATpMTxQmRBESw/YACpUGYrzm4qgboeE9bgt42R6JUPifE5hgBof5nhwqQTNqhMwkee6eJjlUwrWSs+QnYALwtoJHhM0BtNoT2PJ+5hWorpvHHvmJGiZRrW5ryOaz9pov+Tw0gHecvebyPKMzGZDueKNQmYMWZZTFIPwngmuBa2lAxzZd4jbb76NUn0Emx6N4Mo5R7fbZWlpiUwNzgratkjLBr+elkXVhz2kYe/iYTSR3yTT/KRdnEB1AkjilVYWxmRtjlcX/OQjEzBCcOvRYbRUa643pyh+VL7w1lo0ahzxAXjnWUZWupDNRoJ/vieGjG4FYkdBqFStRf4Z7RbqscZiIojIM0vK1CMS/MetGtSVIBpdVbYf21A3tKEFMxaxGVYM6sGVHmvDXslMHexKO4uBnLqFRXX8g+Frg0UhlyAkaRXPoLTbrbBX2zlGBRtPB42+5WGKRkC0Ns29E0jAIfi4nsYYrLFhP6vinUc9GJuhuYvBqJFveD/M7zVoaJtd0PEBkoBe0z1JNWxMjff3On0kf03yerbn4zuhGa+f8forbu91xuu3BPJ+KIPEa0sKFCYwUqNgUUza9Q0ySaTehra/QhsPt+KB0phoegrMN0m3ZgqmzAQS0sNlFIjmJ0lmbpKWbko7Q7Q6F00cq8YHuvIpbTC6PTZVzXnSeJYiOCNkoiRHBtM8pfdKqnXhlEQN3uxFcBIP0SlQ0iQ1zXySTk0hao65+g/2FNszIrTyHBHhuiPXoSjqtdIMqmoYp4bnJ89b8fO0nYKLRyvLsbEKpWoAkCJBA18UJcYYSvUUrqT0jqyVM9fKwr5xrg72UyCrA1TTcCeCQRmeirQ1pJmyr/S0suCCIdaAB8kzjILxcfmcQ2IqzCuhGlDHNIHGgrEU6dlXaGU5ZVYiYmPwKThR3CZHzNgw43kV3cErcJrciqwKmSpk8f7eBQaYZ9GXWwLIjyk4lQAa1e/EzWQYDCvgs6CRF0wU1oJQIgLtVk6mUBK08qKTNNA1jaZWDIBYh94R77Fxn6VNJzYnz2zQvIvFWEPeAPlpfOMAePtzXcTgkwBrDCIWK0EsLPphf7fynFyJMQDxpFMzFuw6KjCFfTys0ktBsz668lQZnWLaUmOEoii27feV0rXI6wNwmgrMnfH6Ga+/Inq98fotgfwgt69FVzYlHxmPlCXW1SJ6tQ/q3bPtvXa0dwIXC79aSwkQdTnhYZteWJFokCaTeR8xqPMV2mgoIkBHS5rsoVFqQKTO461hQJrVoAWcysMNweewOkAk+iID3iNlSZYc3KY1PqgPf2kcGhpN8NaigJvWNo77rrn9TNR4qAmAUZ3ymti+tyBpT+859cbSWVrGez+ealBDRhmJOdhVfQXcITIMEZwroxbRYK0J94q5twFM25NlOaUrMa5ksLHBYG0Nm+eAVoeSaRzSOgIg6w3U2EkyvK+StjkECUZA5JVBWTDo92m35+i0W7VPcvVlj9kiEKdyexg5HZILUuhKmBeHBOBZFHjnWLl0gSzPQXxjTIofyeve9INPFFw5AuCWqNn26ZRKgZAKA+ei9tjQ6/XI8pz5hcXg8qI+APkIcIln0iRXpUk0NuaYBSi5+CjQHwzoD/r0N9bJshwjUEoaQ/OkGx6zL+v5S5cM7UENQpZqcq1J7kVKrzQMipJ2Z565Tjv2s77f+Jpp490muG7uM0Wr2UogO7i4GGuQrIt6YfXSCqaVx4xIje6O7CHPBNY1qqgiuuDE91MwdmXZEEEHA6ZN1xyvj3TlJbU2oRmvn/H6K2rr9cXrZasCFTrYZZWS3ZJXemfPQ38Q/GolrlVzMivzbOK8I0VGkvA5Gtg0QkqQshQhW1ykvbyUVE7xgrRpGu/tlSp/AcX1C3rnLgRNIOHBSMVpdErt1YFVAci4zDB39EjQRA41MU2xUod/9dA7dx7p9xEfsjm4MdF6d+QRtKEBqI8sIVuKawpJPTIlmvRIhDUtBwXdcxfI/dTYz46oc+ctU2vu4//t99TajFYrxyf3gCZWHvlZ672hVhOHP0ePuIBDpLpUvccMSr725FM887VnyFt50AyrH/IxDgxoZN5HAF8CpMPtxbOhAegSGH7Xd30XBw8epNXpNBisIBI0ym5Ee7tjNi+NtuN/BiiKgkF/wKc++UkG/X49gKi5a/Zx9F5b0sh3JALNPMvw3rO0bx/f//3fX52Nxlqc88GtYBdkRjS3yVcWQNXjvaLe88QTT/Dcs88G9xr1UXnWANMJ9W9FY+Ovw56rQl5xzzlVvuvd7+bQoUO0Op0YKxDaEZFKI1/HTMTvNvaV9z5o4J0LQF2ETIK//xAKi+MuioJiMOBTf/ZnlMVgaE+mGIYmedl+yAYqS0016gY/8OqZm5vj//0v/sVUj5hrkddPCwLOeP3QlVNpL9CM118rvH7rPPJXVUpXpPRY9ZjCYVzI8uAlWqU0mL6TngTqZ85rABzGWor+gFaWIdtYxhVwJmiKQkYJm9QhVFxGifVhprNULvbdOqBwiFdypzGCPvZKmJ61DSKaCiaiAYQHO7ck967GlXumtDKVxsEr4ohr6rEujG8HtWh2RE7qKogm6ia9SNS2UK2pWpjGGKt9l7SPAi6+bxSkDPs2d+6q+pxOkwqE3mBA37sIRKQOFoy005kcw6URWAcMpaCew+15+hsbnHr5ZXKbYSUGS3ofg0A1+AfvIAptUiXN0Y47VVQMrihQhPVun1T1NEoDOBOzI4yNZZs+jIAvEQHnsSiZGNR7zp0+Rb/fH9KS4YOlYBrkUUrvsVkeNeVBwdEviuCyJIYSxe/yGWz2UoBMTcVEFMWrY3FugY2NNU6+8jK5MVgJqS99zCWfvrubc1UbGn2J7gROPU4MRVHgEFa7/SFXpeBek3qfYgqSpSYEcIc4ggaAjiYE6zWsjYTPVQT1HquCNSG49/zZc7juxhDw1AmC5ShQnUTSeNX3qh2SjAj79u/f6XTtnK5RXj8N1jTj9TNef6X0euP111ZBKFNHVpso4SUeK5qkTkWNNjR7vtKelYMBeauFluW2RTOEcN8qGZMQzGBm6IqpURxOpb0SDUzCRt8v0RTspkzPGCXhYIrZDiQeHkk7MR1ZOVBD1xZ+F41rF9L9maihCP56fioNWzXBbSECMMTjK59WiQfltA6usFcqpU1UoDoJWT8ERbyQe7ATM3O8Pmiu06Hb7UbtdKVeHrtuJ8rUSTM/9J4C1pC1cow1tFp57VYglc4V0O0VLVHDP9SWkVozHhcuA/pFSWZC6kfvPWJtMNFqPKonKMcDJtu6E8HiYCqNLIDJDVo6xFjm53IyYyNDiiZp73c2vh1SK8uj9lsYOIdEwcj1B2AskuVkwMDvws96Aq7SqAHU6j+wmaWdt8iMoW2zamw+HEUkN5HdPJrpyRJC2kcAYyyudBibgVi8dxhja8ut1jnY6xspg6KoYhnUK64IGvs8z0N2JmtRokZITOQPgliDLxyZGObm5kIAbCq4BdWaDo1Pd4gRdQTcKeR5jhipiq5NS2n8TaUd8XriB3trasbrZ7z+Suj1yOuvKSCvRnEWrNTaKm+CNI1SpVDyFiD4RjpXcvrsWR778pfJs4y33ncfRw4dClqUUXG38Wcyb5n0NEfpOPkxChMipPdAQshDSgoWdOH+wfKk4YEzyViUJmTCTXb6mUBhgvSY2k1fSvpH8aH9VJV+T+Nr7OdKwYmGCPZoUxQLJmkhx25wBWOr2gxrLOnoVEIFzaYv3RQ1HunclwbjSSZhCWcLuZugZdnF2K7ks2myoZZaBi54j9b+ubsD8mPvNfzpAbzx4VluW0qjOIkBiao4PN6kZ1ErZrwljcruGvdEw80ltxZrgjYVFYzNEJPhibnA8RHUj9zabCaaNJqLwFHiWJWQzUFtctuw4dlzPmp/Pd6XMeXldDSiPioxQgCqVEBewyDwGkzeLeyu+M+oltnGbEZekktUeBqtjTndBVClwAfLqSQd6ARpaUcdiGe3iaBIABMyE1lrqraNNtSdI9KjRmHi8599gPPnzzeUQoq1hh/6oR9mbq4TtbRZlbLCmwCWrAhYwXmlHbMPFThMPImcBmvWkBtSHPeWhiUBFR12SRMofEFmMrAS+FN29QJTXyvaCa8Hz1Ds6W7Pxxmvn/H6K6DXI6+/ZvLIJ4VXerg08s06HElj7uckYYacyRc31vjT+z/F2+97O94rf/zJP+HHfuRDHJhfDoOOk18VTqkGl/K7StXW6GGrQh2hPZW50MiIfHQV0OD3pfEAjw1XbW61Mbf5rNJnpJuNbHRJB8tUxxepEv8rlk2Tr25rTtzhuCXmc9b6nwAetPbPTl2Zyl5ObWv9p4lagip2Q3T42i36P7XPpkiVBpNQWTWMZ3rAofI1l3A4G5OFjAP4kN9cofRlnYc4aVJ34nqik/6MhXxiu6UvcaJIFhpL2qug4ZXqurGgzh1oXgRiCsLqLwbOYU0AzV41pORMz4T6alyjWtiJA5rU4sgzDUE7ZkQqLuQJe9OaELiZKufK0EOx+w1WuRobgzrIW62YejPEGyCp4uzwF8ZGt0W8VrOflT91XCUXLTHGxFz5KC1jG/njFZtlOOciABCc83z9ma9hjOH48dtRVZ544gnOn7/AB977XrK5Tog1aLXimgVgIjFw0dqMFGrs0npSC3NhfBM48ug0N8esk8/G4aDtqSXmGO7ZN4HXD/GFBhPSiimN7JFdno8qMXPMjNfPeP1O6XXG67fWyF8l8FA1FXOvpqIfJgY3mChRI6AOMpNRGhBrOH/pAouH9nP3vd9Od32Nzz/yOS6vr3BwbhnRcGBLzL8LVJtZqgeNoWphppKcJ3Vw9xQf5QAeTNgELj5vlsAkjE++udMBTtb7eCelMuI1x1eJ61NpbgKTIq5pqN6ZfE0nMrQrJW0IfyJBKxdPkdp8Wae9m+pelvpnmMJ4ShqPMyGV2vRyIFxdcrhg9ZIQ+BcO/nHosPuzMgQBmphj3GARL1XBIvUlgkPUUBVdjN/bnoZ7VQU2xm8bCRry0rngjieg3pOZkNbQAHgH0Y9+pNs7bH1Ymx+KCNmwF0XQzOBM6FXSjgsm4Pkx3LeDRptLE+SeEFyqJeAjWG8UuJIEDEfXdHcrGvaHQBLKVMFJ0MyLBCuAdxFIDKOzsdHtZLwRzFaa/ZTyUUtUXTzXPd4XcS6ULM/o97tkWZYYDYrj0KEDHDx4gCeffALvFWuFY8eux/uSkDlU8L7Al452u433StHvY7OM4HTjg5gkAVAYgsCSUSdgGKNt1ngzECKFx1iLOMWUrwHq/mbweh8EZpU6N5BVbWSMSia5vTLfGa+f8fpd0uuE118zQL7ifukZlvpH49nD2AzvfAXMDx46zMWLF3j0i1/k9OmTOCPMLy+FyolGYpq85K+1WePbbLZpzcPYIa5DTE0bP/dKVZd1m3vKyM+9UHPtGgBMRq+ZRlsjgxrVLcrotdOgTRSYqb1mZo7XK9VgNGocJoCuvY6wLgyUXvX7pBc6vId2BPImtJM+avhIV0KEkSGNqMTr/I40wzujOntJ42cC+w1XnLHv7WC8Y0BRgw9nmsP0Xx3rkO7dyPG82b12SIpHMDEBzPCaJkCj0cVpO9oJQ6xSHWgUjNJ3o+BlRKL2P9zLWsvGxgaXL19mY2ODPM85fPhwzAkP119/PY888ghnzpzhfe97Hy+99BKtVk5RFKysrHD+/AUWF5dYXFxkfn4+uAxBlSWtyk2v8dlPayrje3ZSHafJlp+Ra1KQeBXv8Row5qvN6yfsh7Fzu3p3mjTj9TNevwN6nfH6a8pHfidU9Ptk7bmgucsMl1dXOH/5Eo999TEurVyi3Wmz2tvg8MJBikHwF82yjLIoY4nsGc1oRpuRidarJlhImWaqv9k9A5KYwSQUigp3MRIE7soH0UjQtojZgW1267aG/g5vYmzwRzfWIM5V16Zg1aB5mc5JIab220bLavxB82qQWGxLdjHOcUAX0mc2swNJzLYSii01a3JM5ywUTBwTQ2uaChtV2GFq4HM8SDbFAUDIXEasY+C957nnnuOzn/1s7erjPe12m/vuu49+v89DDz3E4uIihw8f5oknnmB5eZlTp07x1FNPce7cOVThwoWLZFnGd37nd/LOd76zaivdU4wJc9zwtZ+kkd/JHEy6Zqjo17dEpOuMZjSjadLrDshneStoeozw8KOP8NTzz/GTP/PT3HTrLWx013nyqSf5gz/5Y77nbd/JvW96C0W3F3PKB/FwdgzOaEabUypD3wSDSQuZaC96CImZWhLoS8DWWoMxFm9cdK9LYvdkPd046USNfLNdMSG3nYmaTWMsTd+UMF4FY8bype+W1JjotmFDKkprw3jjGIOfvkGmYmIPcyAhGTmiYRwmgfZ4DAaQzdBC7h4kBhcsPJuuqWpKSbJ3qlcrZPoxJkSh1WtqEGNot1t85SuP8eCDD3LHHXdgTEhPqar0ej0+9alP8fTTT7O4uMixY8dify1PPvkkIsJNN93EDTfcwOXLK7RabbrdLp/+9Kfp9Xq8//3vj4GxwQ/fWoszZgzIj1HyD7hCGr3fDMzPaEYzatI1DuQFrw7EBJ/OaMoclI5Hv/xFnnnp6/z4z/40h44eYuBLjBvwlrfdy3WHj/KpP/gzxFjuvPV2cglMW1JgWXX3Gc1oRk3KsgybWTKbQUqXNnLNJI38lYCLpoYxgT9rLDaCsGCFDnkmdg7kYdTBeBTIG2vBaJWf3hpDltkqVW0VzJi8e6ZBETg777DSsEggeDwWYqaX8Sq6Y8Pbdo6TK41ijA0ZLIi++NaGsaHRIjBhYa+4PUjKkaE1tSbGQdj4u92RZWVHY67M9QHIW2tjMGMd0GutZWXlMl/84he55ZZbAHj88cdZXV2l1Wpx7NgxDh06xJEjR7j33ns5fvw4ZVmyvr4OwK233oqq8swzz0RtfM6+ffvYt28fDz30EHfffTc33nhjpXUXEayxMbPRVgOEvQD5ZAFIFoEZzWhGM4JrHsgHjUvhHZkVvPOoyfjSVx7j+Vdf5i/94kfpLC9SqmNjYyOUhsdww0038qM/9eP8l1/7DRZ+5EMcO3wd83l76L7TjomY0Yy+FShpJrMsC2kSGXet2atGHqgCXlNqRGttAJtqY+rhAG51y9iW5o03by+1GdIyhkQx1oQxZl6qKtC2DhObmmsNxgZLgPcYDbnJrbUhvae6EIDrwY8A3Ul1MLb1Y0+adtGwftESYK0NucizHONDikXj/VRGmFxrNPrJhzUNbMVaGzL2WI/fpkAf7GzMJmbkCD+00sCrUu3bTD3PnziJiDA3N8cjjzzC8vIyS0tLXLx4kSeffJJbbrmFo0ePcunSJe655x46nQ6///u/z/Hjx1FVvvjFL9Jut7nrrjs5e/Y8J06c4NZbbwXg6aef5rbbbguWKhGyLMNbEwtE1W41Y+slO9zLo3PccEdLFp0ZzWhGM0p0bQN5VTAWYuU9jOGVM6d57Jmn+Jm//AvM71tGrXD29GmeeOIJWq2ce+5+A9JusXz4ID/+Mz/F7//2x/noT/0s8/vaM+A+oxltQwsLCxhCURx1PqRkNKOhkdMLeG232+RZRmeuQ9sayA0GBTX4K/WRn6CRH84RbhErDFSZm58LwYu5bwB5kJitZ1pivlMCgPOest8ly3Pm5+fJEHyZVUB+VCM/SRu+o4DUmGvO5hm5V+bn51lcXETMAMnykFXFmljIZBpUhRBHS4bSabXI84y5uQ6tzKAuYyfZOXYy5qDUjjYh9XFNDZknrOnCPFmRc+nSJZaWlrh8+TLdbpd77rmHtbU15ubmyLKMkydPcuedd3L69GnOnDnDwYMHefnll7nuuut47rnnWFpa4siRI6yvb4RnwhguXLjA0tIS586dY//+/ZRlyWAwILOWbH4eawxlWW6RsWZv8R7WWpxzLCws7Po+M5rRjL716JoG8ikLgLHBJDwYDPjkpz/FBz/8o+w/dIBSPP1+wYsvvcT999/PwlyHm44e5cab99PzyvU3H+Pb3/IWHnr4YX70fR8cy9QwoxnNaJiaGuz0+yiQn2TN2gnI3Mx1wnsfXRNANRZlqrJzXAmQn/BWA1SFRDEe9drQmGr0lY8a3qhhnppPd8xUY6xloJO14JJUzA3anWtNnSUmjc83MsYMuRpNEM7G7rXjNU2vet+EOAgbhhWDl3d2r2GaOOYRoOy9x3viusaeiDAYDCjLkjzPWV9fpyxLyrJkeXmZs2fPcvbsWZaWlvjCF77AbbfdRr/f5+TJk1y8eJEbbriB9fV1er0+ed6qgsCdc0OxAOGnmSjYTgpG3gs1A4lnNKMZzSjRtWWji3w7WofDgeU9XkPW41OnT7H/yEGO3nQD0sq4uLLCH3/iT3j40S/whrvfyKGDR7j//s/yqU/9OWVZULqCW26/hRdefpG1jXUaZTtmkH5GM9qMZMSdZiRd5OjfFahqpo+c9Eq3Hwms9KpEn5AEBWvMs9MHdRMQ36ThjCq1u8JQn6S+diqvGJdjjKn85es5JKLOcX/1oZSDOw1EjfJA8sEXpHJFobpPSj25fd/jRGz5Sqs22j/vR1Iw7qT7VzDmaGchpRYWU7+MMVx//fVcunQJ7z39fh9rLWVZVpaZgwcPcvHiRVqtFq+++iqPPfYY3nteffVVAJxzFEURUxgHwSTPcwaDAUePHq1cwypShudt805fMTWtSkPpRGc0oxnNiGsRyFNZhxGN2rp2ix6O5069wq13Hacz18KVA06dOsVnP/cA199wE/d9x3fytnd8F/PLh/nUn38GdQXWKq2FFkdvvZGvfuNpBjaUgU9tXENpQGc0o2uCSvWItXgX/LdtI3cMUFXta+aTqV4TgFjzZarsIjWYFhEwIXe7CjhCMGoKSE3ghe1eEwDUEHCP/sUQUhRqUhQw4gYRAdnE8e3ilfymvffRl1wr7W4tNFT/DL+k8drBHKjGSqqEwigmaqcH6nFW8CiZhmIqMpLTfNMxbLOmYcqGAWz6rLKEVILcDl7bjDmodDwYjzGKyQjl7q3gADUCxnLLbbcjJkMxWJtz8uQp2q0OBsugVzDXmqPX7bG2tsaFCxd45plncM6xsrLC4uIi/X4f7z3OOdbX13HOsbi4SJZlfPu3f3tt8fChsJiYHQhcO5iDif8lQc+ElKk64kI2oxnN6C82XbOuNaEgYcjAUJQlWZ5z6uwZ7nrztyHq2FhfwxjYv38fL7zwPK1Wi4sXLnLm5JmgMfEupCoT2H9oPxcuX8QnC+/sHJzRjCZScEtoALj4nwIp7jQqeK/83g2fdTQU9KEBflJ7Q+X5pqh8FGKKRKkPARkdjEzWMO+GgrI95j2XenzJ2pH+DlUgd9D5HVAajiEEvlYCg4RPRWTTIo+7G3OaK4P39X2mkvt8kpVFYciiKsG1ReKaqgTHrPnFBd7+9rfz4IMPcuutt/LVr36VLMtZXlwKtUWMZa7T4dKlS6yvr7O+vs7CwkKVTrLus3D69GmOHDnCxsYGx48frzLhDAk0IwLORM38XraU7HZ9ZjSjGX2r07UF5JtnXwTdxmaoc6jA0vwCly5e5PD6YQb9HsduvJ6/9tf+Cs8+93WeePxJROF97/0+brvtFuYX26xdvow1lt5Gj4V25xozP8xoRtce1X7pWjm6TPfe9e+ijeJFRqrCOqE4UvO1eww01qYRPI3CSA2/boFdFWbaugMERXN0F6oFJOrc5xCFi2m0Z+r59IQ5rcC0JMmlEi6mQePJWVJsRSgK5afYWBI0mwJX8PePfuqxL8ZY3vWud/H444/jvef222/n1VdeZf7OO6uc8mVZsraxjveewWDAhQsX8N7T6/WYm5uj1+tx6dJl9u3bx/z8PBsbG/zIj/wI7XZ7OH5EJM77uAVjWpTa2m0F3hnNaEbfunRNYtum14t6R5ZnZMZw7OgNPPX44wBYayjLgvm5FgcOLHP58nlUS6677iDttqXb3UAQ+r0+J0+8yq0331yZm2ttzjdhcDOa0TVMw1rG1+7+8Y9N3DUSeI+gc48dabZXAS+I/sb155OCTvdK9bjq+1fgMwHuKbW5mStMBd6HrplKk1W7Q39v4oIzzbaigSEIQsY0xhO4hzGG+fl5PvKRj7C2tlal4PziF7/IK6+8wuXLl7ntttu56667uPPOOzl+/DiLi4t0Oh1Onz7N888/zze+8Q02NkLWmvX1dT760Y9yww03bOo2NvT3LlNETpqpMaFhRjOa0YwadG1p5GmY7ZN2wxi8c3hXctcdd/LYE1/h688+x0233Yq1BrGW2269hf/r3/07uKLEiNDtbbCyukrbZjz1xBN08jY33XAMM1NmzGhGW1KtLTabuqBNA0qISAiWHHKrabiCINEmsDfrwOj9K9Jao1sFEEbf+Gmh3CEvvkpYYMgaUI1uagBNK6Eh3LLhQlTNQPSjbzS5W01v5UoSi3d5X6fzTGs53PYUKPGHFKwxQtZaNGaXOXr0KB/5yEf4N//m3zC/MM8b7rqLgwcPcmDffgpfUJQFJ06cAKDT6ZDn+VBQbL8/4MSJE/zSL/0S9957L8aY4BfP8N4a/blpdddtaJLL09DQZ0B+RjOa0QhdW0C+oYoP/qWhsqTVYCpttSzv/f4f4Dd//+N0FhfYd/AAJjchAE8VX5QI0Ov3URHOnTrDkaUD/PgHfwTxsaT3DMzPaEabUgJm1lp8UVaZVhpK7fBzAtxogozNgGEzADWAnZA+MN2v1oo3Uebmfd1uLNp030m+y1p/bmwAZnVGkKbu+sraGxsrgEYXE1MHuvrGoLTRl23vt016xiqOoYEGvddKQGpmqxltb7eac1VfzRs00jGmTsROjd57s/2xbR8qwUsxEnLzhDWNIpFEdyULvijIsoxbbrmFW265hUG/z9raGgcOHMC5kryV8/gTj1OWJd1ul1OnTnHdddfF1JmmSl154403DgW4TuqrpixEOx3HJvOwmSDZvN+sINSMZjSjJl1bQH6UZDhDhvGwb3GZVj7HjTfcxI233EzhC0RC9rpBvx98hYzQLUsWO/MMLq/TabVp5TlSNKSEGc1oRmNkjMGNgIYQIBq1yRIE7NFnaBIwHAMpjWtqd4Q6g0uEtg33mlSYqelsN7k92BzoTnIXSmkKnWtcR9P1ZBgs7UZjnear/jv8YYwJiVlMANfe646OpJ2AwyH3GmrfahFfC2Xpwiu89+Q+EQc5rJVOvydfed1B7MFO1rR2rYnuSqZS+SMS9qqPFYmzLAtFlKyl1Wrxlcce4+h1R3nqqaf4sQ99GKshxWSr1WJjY6PKamSt5cSJE4iEyrDGWDqdTvVZEvxGJ2JMYNwBTRzzhGum7aI0oxnN6FuHrm0gn0gjS1c49cppRDN+9Ed/HMkzbG7w6gKQ723EwDEYoJQbPf7tL/9rVi5e5GBrHlFTwYIRG/eMZjQjGsCi4XpS+ZQ3hOpRTLEjkDnBBUGkAfhEUGMQ9TRaGrIIJLpSoDQE5GMOcGNMqBrdcHtpBqQ229o10KUG1AnsGWOwChrzvYNncqmoYRrVxI5piAFMbC8GuxoTilFJqVWk6DSBPEgdgJpuWlldYj90XIM8CZhe0ZpK0MpXMQAahU5rUReScBqJhalE6HQ6OO+5ePEi9913H149GZY3v/nNnDp1iizLWFxcpNfrYYzhpptu4sKFC2xsdDl06AhZltFqtYYsSsNa8mE/9p0Gpk5aUz/yvZkGfkYzmtFWdE0D+SoLQcqXBtx8862Un/ks//U3f5tbbr+ZwpeIDajcuwGiUDqHtC1Pfvkr7F/ex5Ej1yHWgteRmzf+2Mo5caeA/4p5YS1NVMG9V3qLLSgx2AoXjbRxdfQ7O9M27opqy/3QWFJG5vqveNGUqdlCvX1e3xJiBdqptZ3B7SSOU2rQNjqjY64142i/1qhKjH/xtauHsQbUhv06BOR3tnpbgVFjDGIMGEW8wxiLsRYKV7WRWq36fwX3n0TNLCqj2v5gRYw/sRPvrcO+GlvOd/Ud0RBdIDGQFoNNVhVf92FosLscX+ijVO2NudBsoUneaVtjYD/9K8RiVybMJ6GSrDXB3cYaQaKgY61lcXGR22+7jXYrZJw5f+48XjyDYoCq0u12WVtbo9vtYsQwNz/HddddR7vdYXFxiTzPq1oAzcquzX6Oas4nAfCdrOmk95qVZL8laPTAls1Oze2iBq6UdsDrXxPGOOP1e6Jp8fqtOriDr12rvH7vQH6qu9GTIVUxKEUZGFgb9IPGo3B4a/jwj36QL3zpi/zub/82WTvn+huux6tjUAxotVo8+eST3HbTzdx9xxv47u94F2W/4PJ6n9xmWGNpdebAOQw2FE3xaRwarcRh11RFU0Z3zigJO3pSfNTPKR5RIfNgU9sieKNxk/ht7rQ9JdClSbOq1Om5pRpurZ2b0joO3UYACQVNvGjU6KaOTKEtCS0KGuvHhKA7LxKKxIgHNg/a3H3DdftF7EEuBNCkEtfv2njAr5QsQmZtAEk+gBLvtVLDB8uYVjnKFVDvA0huFABKOeKbpIRiTKGITghm9RbUCk5BxIZnQ9LVWuXVGsMvE563SY9gBaZFEQNeAGtiTQnBEwpFiYIJuweN65eyoWyGnSYeBVKDT+8VMZZMJMT5YMjU4HzSKhtcVVBo5N6qIwMaZ5KjbhyJuQgGL9EXX8F6S45HTdVBoKw63Hz8Q9+DVnjSYzoKJoXkGhV9162EoCZLXMssttlkhTKZ5e/gDBXRhsbfIGR4LxhMbMJggNyEQ041CEyHDuzn1IkT9Hpdut0evnSIFZxzVUKFvNXCORertgqtvMXyvn18+5vfTLvdwqnHxc9EDKIhV38sSoyYMMwA+BkXZNnZmjb0VtV1oc34OHyzCkJNs1njwzjUD7nqeeIcVBsyQae9kICa7Xl94uNTGOeM11/DvH4YjTe0N40f0riOa5/Xbwnkd9q9aUh7afKc92h/gM3brHXX+NSjD/DE88/RmmtjSsVpieSBEbzlHW/hPd/3fSwtL3Pm7Fm6/R6IcMcb7+bJrzzBcy+9yMsnT2ARcpshXhEPd951J+9+x7tYMsEnMmyM+rES4oGpMObaucsHQQEvglENd1fBaDxEAgusAMc0SCAeEVINIg1lRGifGg1JrULME17/nZ6e6Zwl4cAAT+Yj6Izt+ORaHWadaWRZHe1vesadgKqQEYRP46U55a87Up8yxBjUKJrQSQOghsNUa+2I2PoGEtgXSPhu896qYC3piwJVsCRozCNv8E7D+9WzMC4UjHd8/K2mP3iwLgDGVBxNxaLGgbGR+YUM8yaeC8ESkXy8R6CVjD9D1bmfrBoROGvc8aKK8eDVRNceT6mB2ekoQ9/B/gm9q0FxAIEWI7aRl96EQH8fzh8VwUuCu/UcSZRYfLKOGDNswWx0KYH5gEkMoeQoqHiMEbwGYcgTKpF6NXgtG24p249tMxKCQEYU/Aw21BuJe3YoMLthIeh05jh/4QLz8/NkeYbtdPDe02rllbAagpJtlb0G4NLFCywtLgV3FxsaLtVjxQRXsDQvJliUQsi0i+szvKYVQNiCFI1jaYxZBGvDeqkYjJn+4XI1eX3dYgDx0mC0KjKM3afQoDQKzG3K61OXpjTAGa+/hnm9Dv2Y9BFQz9vrgdfvXSM/rUHEB0ytQTs5Rel44NGHGajnb/zf/i6d+XlwHm88TsqgASQEH/V7fR59/CvkrRbvfMc7WDx0gLvedi+tPGdubo75VodMQjW/ixcu8N9+7/fIn3uK73nDvWTVwkdJr2l2jh/5JKnHfk5iRDuZhlRsHsK9PWCrbytGU6Ea3fO0hiNEQmVJDQdkumt6uKSp+pnSOg6fwcG8bVSwPmx+IQCGvY8vlYAR0oFRI8vGVdpYz2lQ47BvMoFqe0gdz/G6JBVUq9ORodSIUcMZiir5mBEluHCElHwS/zMBwI5iUxHUB21mwsWZsViFLLpEIAZjNFQJjQGage/tbgErP//mfxp2qZGA61Ui5JKgGayzoXhQxUUE1nzuVdlUlyZpH4rgoyossRmPkgJpbRQYvHf45PdyRWOjeuDCGA0GgxVTQcnwv1Znj4cIQE26IgKMer2TZm+UJSYM1NQ2e9KGD9/1AmJD9VxjbQA0xqI+CCspm83uGHx46gNosPU8Y6q5VQlg1yMRwAW6753v5Md+8qd4+OGHWFlZCevrHF6CRcZmEgFzhiNYplrtFm9523380I/8CJgY5CoCWLwHtQavEVyPrakfL5RFhSE3JUnZk6LwKiQXLPnmK/6meYbGG6qhGStd1XpJNJ0sc1I9g6kDY7x+5PK904zXX4u8PslWQ2No7I3mFCUDZvPv5u2vJV6/DZDfYQ+nNRAVSvUYgfXuKi+cPMFP/eLPY7OMzBpK52jZjEHh8IWnLAvWez0+95nP8o3HnybPMvbbOe665272HT5EZ24OXzraWR60HN5z5NAR3v2d382f/MEf8o7j34bJ242FT9qQ+rTVUYlLxhl4ONq3n4TEKtM9S5NMiKm9erNOY0qNUj/YQqWlE6hAy5DYOQVKc2XSU+5NLMKVRk8FIvbYEnXwhMR2JR5iNMyLSfye0gBHzoosallMxJw+qgrGPV1fO5pmS9ZmAaCnvZK0r1ofdeHXMPdh+4Zjrva9lnjNiEY3gh0TQZFgaGctcmvJszwcltYixuLVVSkhJ9xqnEbP9arNkSJQIiTDt0maTlPfRDF4FwCVMTYEH8Z0hKPtocOuEU3/6NqX2lXZaUxmkcxW2jgrOUYMJbWGfFckjXEiQSOvGoKGJaQStUPuUcENJa2polEjHSrrqirO+wqcDlNDuykSzOhBbovDEvI8J8ssWZYDBrHQMmYo20tY0yt/JoXmmgZnKBED3oX2JWjGR7MOtTrz/NVf+iU+8EM/xLlz53jxxRdZW1tjMBhUvu8iQqvVotPpcPToUW699VYOHzzE0uIiG/0eWZ7jXUme5XjnyGwOJsPYDOtsYOrGYMRSqhvj8DsardRjHPK3l6Dt9+onBg/vna4yr/cBbDoxiNHKupF41rSbQ0YUchN4/Zaq2l20N+P11yivj/2epIhpAvlROe9a5vVbA/kdHLSVVmiPJKrgBCnB2Ixu6XjymWeRj/0OvV6P7qAfAplcSaag6in6A3obG9x1/E7++4/8NZz33P/nf84fPPhlfCej1elgEXxZ0spzvPOo86yvrXPm1CmKQUnensNGcT24WSVjVNQcKdjK7Dc0OaOTNfL78JTXYD9IqF4UZ5Qy3r8ykKcDZ6+T2uy3ASdS+czio3m6VndOh4RoKm3Mp68l5eST6Konb4+kyR+Yav5cBSgAH4/JKbQVn9mxubJRNSs+OBO4pn/gVaJpsvXMWlKhpgSMgmaaRq7sABCTO4aqhsDRFBQ7em7E9bc26FWstcE3WRUrYEVi/IqJwYoe72zV3pAlawsaV6wFUGcjkE/3ynBYa2nlAQg6qJ9MiS4W0YXcGEOWZWMZYhJ4nkgpK05MZ2isBD/5PAB5iT7zmQkxAZRRc78HEiNYYzHR4iFe8SaMM8syHMECETTyNhwycUxNaJFU7pm14VwcGlbdxyoLj1HUpDzyGpi5GEQsNmshRshi4KnxviqmpOiuzh0DWDHYzKLR8qAKthRsZshyi/fZ2CNv89Dfm26+mRuPHePet74V7z0uFo4KqUjr3xN55yi8o91uh/YlJ8tzShHyVgubWWyeYzXu58zG+IZi4vC2H3KYFyNBqKoArphgtfEek+VXPnHbNnv1eD0Nn/gyxLdjo2AsqSsRAPupYKQgoJfClryeXe7JSTTj9VyTvL7aX5WIMYzW7aQvRbqWef2WQF7ca9CTzUiBwtOWjIHvsbx/P3/rb/1Ner0eQNwQgSGI94hCp91m39ISy0vLZBLk6w/9yIdZ3VhnZW2V3qCPj+nlKr9DDanCOu0O+fw8pUCWhL20GRpymTTsLhXfjsF6QeIWUgRNM+AvisJDAzTi4yEmiPeUEny8rBJNUaBxc+xZzyrgoy+ZMxI2vcSN6Ah9Tg+4n5LULLGgjsZ7eoUyaPYKJeYjn9L44i1GzWnp8M+D4pVKzTOF9mTkj3SA4KJbifcUhiGtxNWgabL1ot9lfm4er77SAo4fH0OqLQLDqrUwVL/pyHfqv3MTNNO+LFHnKV1J1poLWhYVxGRRgyV4VdyQ/mR0bmvzrTSl7chMfNLGq4bMOB76vT6+KOhkttJi+bgvjReMlfomMrqetZvK0KyM7GtBcQRwF7JplZTek9lYBRUBNdi8E9xAGlOUAPb4HA63NyxMCJjg0mRyMA6cc/R7ffJOK/gfJy1SZkc0E1oxuDRaSf7KY9fUXVHrw/GRmJxoYHSlw6PkeStaeII7jIkhEmOC0YQ1Hf0sKEPCbvQS5s8L4dx1nqI3wDjPfCsnuXc177BZMae0vuN9GtbQ1W8orVY77AHvKcsSa7NK+FUB0xqHBHVayS3WlJiNZ2jUgbeoC1r+frn3AMlRuuq8vvQYsXRRTBb2WeaDgOsaZ/m0/I99FGK34vU17a1RmfH6a5bXKwqlowopl4jZUsR6o72aqVz7vF62Sme1/srJbUWNaQ3BeMhLg1mYR9sZKj5qBJMpOkibGAmfxaIfRhoHdmJEGqW2eDCHNGxSaaBS6jsXz0Pt9+hvdOP9mr0KPl9VUANEoOExWYZzJWqE/mBAu92KQVOeurLhyBiFAJCMxWYZttVGra1NpUoQbacxqQoSbYka/YBRT3F5DaMeFXAmPGhmOmqPGJACJvrqGR9M4Fm7g+ZZ1LLo6CTvjpJKo0I/EfZozMjd79PvdsPndjo66wRqXPTrFIXch4daxCDtDGm3UJtdxUcb7NL81Jr7f/1P/5NmWYbzrnKtkOZ6JY3L2DeHQWF4Zzjt0+RnQjl+x3GyPMdkWTiLjUV8w+cz+phuNakJBzepkqkbQN4rDIo+/V6Xl198HhsrrnoJ4oBKeN5rgSD9HO+7yliLtQ+0El1APM47ytJxw43H2Ld/P+1WGyMmPCc++HZP5K/breqE0zlk3wma3N6gjxh4/vnn6fW7UThLz8yox+fwTZOmbbyxYbblTQhKrgIUFbK8xe23HwdjyNvtkAIyzc/wra6MNLkQKGqk8m1VhV63S1EUvPTiS1GLPSnMbyvBYTKlUGyhdl+w1uLUU5QFNxw7xr59+2lneUM42GSAOwCmk5O0aJXy0nvPYFDwMz/301M9Yq4mrxeFTAy20468nogNTQTYSaM7vUa9BiF2U14vMQh1Sg3KjNdfs7zeIPS7Pebn5ykGAzJTx4Sl3nqCfPJ64fVbauTtem/bG09t6yuUTmjtW0IWOyERRpKcE+A24I1G80pgKEEQG9YDhjwKvrqmPoqHlF5YB3il6PfQQYH1PgRqVCYapU6FGR5OlaAxGGw4bJ6FMt5iYOAoy5L23BzloBuqBI4AF4lpyQoUXZyntW9fFEzqjURlp9r7fIo3QVcaH24pHWW/jy2CPyk2BuFMAEG7oXRG1AFLQglkS0vIQic8EAZEp6T+0ZF505hNxXtcv4/pF1MKlgqUXA3Vhj0gCpQhE1IpCmaOuUPLY9laXk/05GNfGvIbnkTNYKrNqMps03yvkVEEwlwuLC/zxjfdA9YGNwkxeEzYJz5Y4Lwmf8St2psE27QC1BKBuldlaXk/aysrPPLgg2QSBWwUr1KdGmOBnlrfNTXoR+Yn+fTXAbaADxZBH103brzpJnqDQdTaBQWB16YGvp6rrcbbbHNoDqLp3ohi84z5uQ5PP/00Z0+fAh8K5yXlUnPGRtc69F3H3quvi8JRPKtSSjgwtObnuOOOO3ES3Bm8xvY0CE1VDvZdPJvNdVaVcNB4z759+zj5yqt88YGHCBrsyBl0sgCZbjYedjs8D040pJwEMo2VeGPGJjVCWd7Ljd/1XfQGw8/LpBgRdGdG+NGrQpB4APO2ldOJbj7TpKvK6wHnhWxxCZlv40xUmDmt0qwMHe1TIBNdybbi9Tok4O6NdMbrr0leH84+xarSX1kJ7o1a7+3UgtWI914nvH5LIN/ayRpMESi5zIJVnIUBgcG2oikWwloKQt5os8mQkuAWFmTUGD58aGsyq0gIfTOAKVMe+2SnSbteK62BJ5irPcqn/+yTPP/iC7z9rW/nvje/g9zk2IFDB468Zcc0WuKIacok8EgJmiVvajlThiTPvZBUJtoyZtyzBLO3daE/yQolU5LSk8pa4kL4JJHH83EQ3aOsyBiz2lVzUWuYzHdGiagoMFKjIKXHTulwThp5URAb8gJnLmQhSQJeSok1xcdiW5pmVbeFdgvKQaUd9270EEjBVFvfJ5mPmxMxDuQD42l12vTKEjWGwvmY+aMWFargre3A/AiTUgiZEY1UbkIJyGZZRiZCJ7eIhgwj3oMnpRDcPh1knR4zkI9PcXQfDxlkTI4CvbIMKQ2N4GMVUG2cW1tWdt1q3CMAPPnzl2WJQclaIZhYvNLOcnJr8KoMfDEymHQu1k3G43H4suqKqJEjgNtg5bQoAXR22h163gcBRl2ouKoastdofdptPbbxzyphwqQ2wzmgqrRtTo4hzwUo8RrTmE4KbqmG7Mfu36QyKvlCxnoTs4MoHqVXFnRyE5SOxoRX7ItXP/SQVHLOFmNLNJp+MimFSu9wTpmfX5j8xT3Q1eb1HsI8RrBrRchsvZ1dbYjfMyU8gN+K1zdPnL22p4TURzNef83xeoGBhfWNdV5+5RX2LS5x7IYbyRIgj121PrlBvT54/dY+8o3tlihtwjCvMdo8ah+k+kaUb41BffQfjwvgw64OAUVV0EvgwA6t8uWGNG3SSHcWpEDjQVzdIxs3VGWKi4d2cqUJKbykcSKkbSWBEQtBunMa/OwT94/qV6WM+bTDeHwMwPuv//W/8vCjDzK/1OKRhz/DX//I3+Y7v+vdqBHsnMX7ovYx9YHdxVQR9QkVOb4yXBZiOj5XzTFHwSYBqShhmiG2PR2S6FugpPRNMXNuHK9Wa7TnlsI0Di1tRFCxGI56DYf1FFoLFHx9DUKmaXymlvfqq6bW4tUmg8Yg1OAmNqInJmk5t49filqT5r1jGr20Ih7BOwUNafxELFnKOOLBRO7jReugt02mthKymu/F/Z5+GgKoFBE6nXZIm+k81kj9XKoStGQ1stHY92rPpXSbPp0kIXd6KqaUNPopANSKRb0nMwEKWmyMpyEqAAX1ZTDZ1tMcuxN+SRrs0dzxyeViaC7EBB/4ULSWrGWxJhQv8mWBiz7rQ6ulaSxDd5oEf4c+r96L+e0k9qksy3i0h+JiKWhT07E/6TaTaOSzsArhOU97yWtwA2u3c8QEt0tjg1XWxxSik3oelkdGPkvmXyLwScdKnJ+4nzJrkTJksLHWhArBEbAFLCNDD0nim2NgfnS4OnKmAagP1Xklw3tf8chp0tU+scTUc1FBvfCQUq9OhTb2RAmvSPB3wThPFuPtEkNMgHQ6JHWSlcQbEm9iLApvOu3NeH3k9cM8J/QhPtPxjHr15Gn+9IHPcvOtt/DYM0+z1J7jQx/4YFAQG4OPahXjQ7xKissZyoQVG7kSXl9VO09nbXL5HL7lrmhLIO9NkOQ0omQVgcxQ4vnas19jo79GJ2vjS8/db3gDAM+/8AL9Xg/vPcv79nHLzTfTH3R58eUXAohXy1x7nuO3H48aNCXpsni1QRAAAJyISURBVAwO9Yp1jo4NfqombXWNEcUy2muZMAlpB08eVxI0vNEodSmZRj9PE9N8xZRzThyr5Qbnz51mcWmJA/uPcOnyKl9+/AluOX4zFy6/TL7geOgLj/LWd7yT9nyLMxdP091Y49D+Qyx1ljFlhpSCaBkYmQmOP4gFCRH7ZuiRnsLmTzIKKUAiiLNeAjNN9iQfJehpkMRG0wMe3PaCj554R8uGQMbJae12SQ1QGc5ii9gQhGwiAw6+tHudU426Wh/HGH24JbJ+YyoIZ0cC7V5P5DEhG4hKcDVRMzYU2dHhHDhIkw07leAuk0BYqszpBOstWkIeNcpCyGaTGP627Hxil2qgGZgbSCzq430oWOQr5hoCUzUeG81DVlRwPujpsyxnUJQhpSMhm4+1hrIMvv3Ou3i/+PRFxmBthneKVYvxJVYMQZQJjK8VM9x4FwSCFGwsNgB1YywuWit8I9YnZVux1sRMQMQMNTb4r5uYHjKDUGk1VUccPTF3ul+HrwtCVqz0S2CsRkuMCdo4ryGwWZwfPt92+XikvRhiJkJRJmcsJjMMtKCQonoWVZOsVcH2iqr9NNYPGXs/VR5V8VHBFPLiYzOctwgtrHapkt0IQYk1WkhhRwOc/LZ6T2ZtcP1y5ZXfdxvakaJ2ijjXS4xV80puw7nZtERUOden1KaPfMloBGhRYA/Pv6l8x6ehsA5sLwrbxuDCwUNitabpVjYNPjHj9RWvHwbxwSIXUl1ZtBiAsXzhq09w73d9D/d+53ewevkSv/ZvfpVTp05zy5HrEByaQaGOljWVMCJROFNPONM18K+d8HpfxmrRke8lJUZZlmRZFq0pititcuZsTdta5ZMkBEQzJVy6dI5/9x/+Dd2iC6WytrLG//K//C90Nzb4V7/yywD0+30OHz7MP/wH/4AXX36Bf/mvfplWPsfGWo83vvFN/A//4H8gz/KxhPppSjYLxdr8zd1TdTuNUpONQasKL7z0Ar/9+/+VM2dPs7C4xM/+7M9zww23MT+/yOpal6L09HoDFpeXyNst7v/M/fzJp/6Ije4ad9x6nJ//qV/g8NJ1qBey3KJajkjktYL+NRhaY2wjsqpsxcz2QJMGEx/A6esEGm2O3FiroL461dfU2hlvbkfvv35odASTRrTdKHXsmhR8bq0NFjkJ2vekWR3dOhX8klFngyulWnhwDWww6q/fuLzxnoCE4kYbGxtcuryCR5hrtVmenwMTQH59s9GeRt9boSG8jI/zzJkznD59mna7zeLiIseOHUNVOXnyJBcvXoz9tdx0000sLCyQZxnPPvssGxsbiAi33XYbCwsLlYY+VKONjMN7fHQHSQH/TIXBjopX4UEXYxrCGlW8QHNmRvO875Rqe6qJWXjqO0tz0ySLRtXeZl3ffGeN6/HT+40CW1pn8hkaH7sf40SSCABlyuCocf+rRaN69q2anvaxPboPdcI1e200+VxPotdymme8vvHESvhNBSTLcIMBxmZ4Ebr9PgcOHQSBCxcuMhgMyPMcazMQxRIFvE20Rzvdu4mMEZyLZ2/j/ZTq2ceELHt5qrd3KGrqUQxAyUb3Mr3+KktLbbK2stG/zPmLJ7m4cpaBW6fVAZU+l1fPcWn1LOcvnaLn1inpgy05depVLl48T3NKrmYKn01Jgtaq9CUmMxRuwIMPPcjJEyeZm5vjG89/nU984hPMzc3xYx/+CV544RWe+OqzLC8f5kc/9KM4dfzRH/0hrTzHGMvnP/8AT3/taaSdYSzRH29GM5oRJLATfletQWZVCCe9tM5AdaWvdO+m60gClwngb9NDFHClA2P5+//gH/KP/tE/YmFxkYEro7UgMIxJueCbJnSR2pe1Sd57vvSlL3HhwgVeeuklHnjgASDE4nz+85/noYce4sEHH+JjH/sYTz/9NKpKURR87GMf4+Mf/zgf+9jH+NrXvha/4yfOQdWZvXsqbEupXe+D5UMbBZfSa7frWRUJa65pJSSF/fLaG8Ok+jdZeraah2m9mvec0YxmtAlJ/YuYDFc6JG/hgIH3ZHNtnnjiSdyg5IHPfpY3f9u3cfjQIZxzqPNo6clk99rxSR2yxlAUBU8+8QRf+MIXeOnFFytXG/VbRkjtiLYpCNUUtxTU433B5csXEOMQ63Hax+bKr/67X0FVWdu4RN4xDFyXyxcu8C9/5ZdZ31jD5orakvX+GtZkbHTXgOtImQ4mKPCuAtVSHETMIOBTwZssXFIUjrXVVfr9PlkW3rznnjdx7IZb8L7Pd9z3Lq47egRsjnplY6MbNo8IYoNAEHyPJ0SPzWhGf0GoWakyADKPjRpGST6V1OBoVHu213ZHfealISiMkjZAPMCgLLn99uO8+d576Q8GvPXtb+P+T32KpWVbF+7xtSqusjKmcy21OyEdW6o8e9ttt1EUBQ8++CDPPfccZVmyvr7OwYMH6fV6ZFnGq6++yvLyMoPBgI2NDay1DAaDYOnIsuD/PjpmUwsRwW/8tcXzVbtRcND03jTuXTcC0tDISwLX09o1m5OJ2UckatI207xvLSReGdVCy3bC54xm9BeXtMoCFFzBvfdI3qLX72PbOQ8/8gh9V/D+97ybl154nrMnTvKBn/xJHnr0EW6+/kZuO3ZTcHt0bmrHSL/f59lnn+U//h//By+88AK9Xg9rLW9/+9v563/jb3DgwIFQ32QPtI1rzchIoi/kxUsXKIoBZTmgP+iyuDzHxcvn8OqxLcPq+kUcnrxjOHnq5eAPlwnrl3uIyVnvbTAoBnUbW5iiXksaZS0Kwa3GuVAm3ni+770/wLPPP8dDDz/Iem+VN77xbqw1bPQKrMnZt3yQjY0e3pcYA7fcejMf/72PkeUZH3z/B3nTW96ExyG5QUsiY0uaKhfzns4O5hldG5QqW9YuGmYcOOzIV2nyQ90EIiISssdkGYULVrAUBCoEVwLR5Jqyu2dkkvYyvWOMqYO0NBaLQiohA0C9krfaGKe88OKLPPX015ifX+Sxrz5OPtdGbKP+aXR/qECshEQmYiylpqqmTa20xIqsoc3BYECr1eLIkSM89dRTeO+Zn5+n0+nQ7/dZWJjnC1/4Ag888EDlntRut8NZooo1Bu9DNVeNwbdiDFksVmSNwcfqpVNLsyfB1zgU3QuxP1mWhbhFE9xfjKndidJc7x6QxmqZRDDd0PCLmJChKNYNSW5cW3R+B+NLzlHhZWJ+RGNM8LOOMRLNfpiGa9E0qAnitxzPjGb0F5xGakZhbEZ3MCCfn+NzDz3Iy6dO8ZO/8BFac/N84g//kDe98Y2sr63z6Je/zFfNV/iJH/0Q1x06TMtalOmkzrxw4Tz/n3/6TysXnhR/ef/993P58mX+yf/8P+/ZDW8bID/skORV0DxndWWNPG+TZS3yVguvjqwdOpjyTzdNgmIN3cGAxcUFLp5bxXkYFGVUiGvDH/6bC2g9oWT3en+dh+9/iIWlRe5901v4e3//H/Iv/sU/5YWXv8Fjj32Jd7zz3ZSlp3QDrDX0uj0wyvr6Ki88/w3uuP043/8DP8CHP/xhVlZWeODzD3LowCHe/m1vxUo+rFWa0YyuITLGRKvTZBAcPoDdAPnm/YwxIV1hBLzJfzzdOoS/SfNuu6JRMGWtJYsgOMsyLKCx+nM4TGP6SRWyPKPb67G2sUF/MKDXG/DJT36Km2++lbNnz6EE4aPdauNKRyvL6sAzF4ovWWOwWUapIQg2gT5jDN4HX3bvHTfeeCPPPPMM9957L3fffTciQr/fZ2VlhYsXL+JcKC6zf//+Ks9/EAxCysm7776bwWCAzVsh2FOJwDa9AsAeDIopAvloGo7rl5kMr1SZzCSm/TTR6jENcDtiI0ZVyTIb5tma4OuKjgkLVe76ke5vtY+TMUVTgHBMXmiswWQZhXcxs1MYc1hTPzGT0J7G3BB8096Z0YxmNE6pGkB6Yp0PxTu/8dJLPPWN5/m5j/4CS/v3c/rUKU6/eoK3f+ADfO2ZZ3jne76XI0cO8wd//Al+7id/OgbrT6dPf/SHf0S3G2oLFUXIZuicY9++fXz5y1/mK489xtvvu29PbWwN5EWpEqgT/E5CFouMZ772dbK2pe+68ZIauNdgHrx3FM6HgANnoIDF9hJF2cyzm6rwfXP08hUZGPiS//if/iOPP/lVXDngAz/ww/zkT/40b37zmzl9/iRPPfU4J0++gs3aXF49j80c5y+codvv8tBDD9HtdjFi+LZ7vo3BYMB//LX/xDe+/jwXL17ib/zcX+ED7/uhkELMJJgyjSyrM5rRdKipTXwtgHzSWFprMdZWsmye56gNB2/Q7gatqmgKLtwdjYI3H7X7ZRm0LQIxw0gKAA0Ff/JWiwsXL2GznDvuuINvf8tbuO22O7jlllvpDQYcv+s4zz33NI9+4VFefellFhcWaLVyLMnFRrASQZ+1ZB6yzAbhwVpsHHtmBTXCvffeS6/X49FHH+X6669HVel2u2xsbLC+vs7KymVWVlbo9XoURVHN5cGDB/m5n/u5YJ41pnKbCYAvZsKJFSZFgiBjZHpAXqPpIa1p0robY5BoCTBGMN5X1grYQkjcQZtJIz8U9Nlc0+hO1ATvuwHyMKqRFwRfjdVaJcsy8qE1lWgRmd6p3tTIJ8FsRjOa0QhJOI8UqYpDGZux2tvgMw8+yHs++AH2H72OgS85c+YUWhYcXN7HSy+/zLvf+/0s7t/Py6++yp9/7nP86A98P9NyQHzqqadotVoURVFhY2stZVlSFAVPPPEEb3v72xBes6w1wxp5MRbfL3jnO76b7373l/nMA/cjWRuvZX3YGAF1URsExoJtGbqDEvXQbnX4sR/7Kd7whjcy7KN+leGsJm/KpnO+srK6wpmzZzhy9Ajnz53hq49/lQ9/+Cd4w91386ef+mNsJnzqz/+Ud37nu4GSvGW4tHKOlZVL3H//n3P0yBFefOklbr75FvqDAS+8+CIHrzvExcsX+frXn+OD7w1RysFVdqaRn9G1RZ1OpwI9ZVlO1qDuNDfwJrnKK9BnDNLukOc5bWvxJuUhlliAJ7jdVYqCKxzLpL47hNwaWq2cubk5YhgMzrkKyCvC6toaBw8d5m/+zb/FnW94A0VR4BT6/YJWq811111P3rbceNONPPfMszz4+Qfo9foc2r8/AEwfLY0GTJaB9XQ6HTqdOUrvY+EmF91qAjh873vfy6/92q/x1FNPsbGxwdraGoPBgF6vx/nzF1haWq6YAUBRFHz0ox/lzW9+c6UNFptVNSlEPO12Tp5lzM3N0RIhFxuLY5mpnLgqPuRxN5bc5jiFrNVmYWEeshZOQmo4ozoE5GF3YD6pPUIF4PpeuRVarRadzhx5rArsoqVl07Z26FqTLMeCx+BRDDZvg22xsLDA4uISPsYoJEH1tdDIp9+TxWxGM5rRMI2GWjpX8vyLL7F84CB33H033gjdbpfTZ05y5NBBNtbXyNttFg8dQDPD27/7O/lPv/JvOXn2LDdfd2gqfcqyjH6/X53bo5bJdqezZ0vlFZ0I6hWbtzhw4DB/5+/+PdRY/uATv4tkWmUmSIdYMP2GaXUKpReMWD76sz/HX/nLf5WWDRlPpfr3m6OXbqZlUoWFuXluvvlmHnz4AU68+gqXljd4/oUX2HfwAKUrOXBgH1/44sMsLM2TZZ7FhTlefOEEn/rzP2Wju4ZTx6Ejh8hyywMPfZGXXnqJV068Sp5lfNub3oTJQv7picqg1yxn04xmtDNKGuMtAdcugfwoIAmgJA/nhrUYK5WPfCjEkXzkd3c6TAJTEt1blOgjL4Q21ETXHmFQFGx0uxw8dJAnHn+CLz/2GBBcgbJWTn9QcPbcGda7l1lbW0W8Mjc3x5mTJzm4f3/IDaygGvKOGyOVZt5ai41zrArWCqipBKfl5WX27dvHysoKZ86coSxLer0e/X6f/fv3B4EjUrfbZX9sT0SCVQOh9DEHHFr5ymdZhkGxeQYqIaf/LuZ0bD5tEAokBi2rpjgLi2RZFetgG/EDewO59SGphOQBznusDUKgsTHuYYJGfvxWVwrkY52fmN+/zkKmlUY+xFrYypVoWlRZu3ch0M5oRn8hqAGqEs9QEZ7+2td49/vfT95qUUoo7nf5wiWWl5dZX99g34H9VbXW9tIib7z3zXzhsS9z0wfeN/6syUh7W7iPJnrPe97Dww8/zIEDB6prnHOsr6/T6XR4+9vetmf4ewXBroo1gnclklmWFhb53u95D48/9SitjseXJZm1lEVBd6NLr1/G14DBoMArLC7s44ff/z6W2x1MqaFKK6nS2VV2MZHg0JOMGaJgERZaHf7yz36Ue47fw2/++m+gOfzrf///5SM//5dY2LfM0v59XLh0kd/73d/ijW+8E2scFsef/ul/4+433sOps2c5fucb+OzD9/M7/+13ufHYMQ4dPMxHfvYjfPstbwCn2MxQNpH8NyVjz4xmtDMaAyQ73qs7uTBq6SV6IXsfHBhUqUIkZfePRxPMedUq97j3oeqnAqI+6Keje01uDYf2LXP5wnnu//NPohLAfbszz8/8pZ9jbX2dBx74DCuXzjPX6WBEyLOMG6+/IRRs8j4mwglZTVwEYEFjHnS6pUZ9cnI5QbA2x5gM7x3eK1nWwnslz9sYk9Fqtcb848dcRmLWGiKYT04YzocMQVWKzNEl3S3oVAUfik75WJylJOSttyjqNVgkvIuFmuJ3dpnFJtQJV4xKiGbQMAfeGEoNqS7DMtrtA2t32IEmb/YEIFB6h1NwoqgxsT5ByNUvmnIeXTkF8AGp6LjEN12cM6xQzuJdZzSjCSRYNaEQFuHnan+Drhtw9OYbwCiqDvHQ6w44euNNbBQl8/OLZM6QG8vAKDccv41PfvlLrPf6dObncK4IOeZLT6gPTiiop5MfxKTITsX63n7ffRw+fJjV1VWWlpbo9/v0+31WV1d5//vfz9Hrrw+JYvbg7rjD9JN1ByX6DAJsbGxw+NBB5heEQa+LQSkGA9qZrYD8RneA7ffpDQZo6Vi9fAlxLpQpD3cNIP5aALI+aHTaWYd3f/f3QSH89u//JuuDNf79v/9VBGX/vnkO7F9g/3KbhbmMbneNYzccYXn5EKUbIFLy9W98ja88/lUOHjjCxXOX+YWf/QjfdvebyAdQRfcl0lnM64z+4tCQVr7xHIg0BHmJnzUx5y4ekiaI0wiu1IdAVo24PfhUKlDH7IRsMC1aeR41spZLK5d561vv5a333sv5ixc4c+YUf/Ynf8yhgweRmC89WRJGBhwRWfip1Xux8mP8PfmZb2xs8LWvfY319XXOnj3L3NwcIsEcfPLkyeDi41yVvSSNsdIESaiWiaSiMElREi0bGp2HplRUKGXnoQLLKWg5CGKpUmYVsEmtt7hS4UHTvwnkaj2nGtIPAVFrPpJ7fS/a8fTVKrVlTDQmRup1TWvcRP1XKKxUwbXUID783dgnjXHOaEYzGiaJlkYvQRt//sIF5pcWmF9cYKAueE9qSLay0e+zsrpGludkMb7IWkvWaSGZpdvr0+60QzYzdfXzXSlhJz+HieeUZcmFCxf43371V/Hes3//foqiIM9z8jyn1+vxpS99id/73d/lp3/mZ7B7cJm74m8K4H0A9GfOnCWzGeBw3lG6Eu8crVYLMRZjMxCL2pCGjFI4c/ZMYDJemY5xd/okkRm+9b77+OzDn2S1zFlZvYQrB5SDddCCzCqXLp7FuwJrLefPnyDP52hlgs3bHNx/mKeffJb3/8AP8sY33I0vPUYydlW2e0Yzuko0qXDPNO/dbGMzQFKdCxUQ2vs5UQkKNd6tUhXihp/JAAJjfxNQVCpf9Ha7w6233op3jrIsadmsSv+YBBCph4AYg4luhkmgEJEYp6OVRr4sS1qtFvfccw+rq6tsbGxwyy23YIyh2+1SlmX1/tLSEr1eb8Lc1WMNUyz1jKYp13EN9W7XWWLfg6Uj2FCqYMy4fs1gzebP3VJqUxrWmqrgljEYBTfqDbZLMN8UItO/Qqx9EGsCVPeWxt6eZtGmqKFXSe3PaEYz2gmVRUknb6FlieSCFcvc/DzX3XA9Tz/7LAb43u/5Xny0lBaupCjL4OoZzxMMuKKP2SFcrtIBW8sjjzzCn3/qz7nxxhtZX1+n1WpVFtXl5WVWV1f5l//yX/K+97+f6+eu3/U4dyEChOAsRDh37mzwcSX4w7uyRF1I4eh80ACJCT6i1lrwhgvnz8cD9drzJxERnC+jWdawuG8f3/Pu7+bX/8//naPXH2Z15QLd9ctYA2VRgHqMgcGgh4hldXUDazsYMk6efZXluQU++N4PoKXSylr4XjGxIMyMZnQt0Wiu92nfu25js2siXFIq17u9tgUR8JkE4IMftzGK+uCbr16I5asDwI+pKJ0PWtFjx44B4J1jfn6O/fv3U5YluQn+0U0hoYGkSVlUAr6rUX4Cfz661+R5XsUopOCodrtd5Ywvy5J+v18xhMFgwBhJPWOKRIEljVUIzvvjE7/bdU46cInA1lAD+VrrrmNrsRfBIdy7Fk6SYNIE8iG1pxkTInZDtcop8qzUVrJ4pDaSYFF1bDpUF0iLz8xMIz+jGW1KQjzmgDzL6HV7iLWodzgtyWzGB37oB3nv+98PMTi9jDV9+oNBqPDqgzuk8x5UyY2FHehgRy2kd911F4tLi7zyyiuICJ1Op0pMcPnyZay1vPGNb2RhYWFPY75CIB9NtnFAKyur5HmOmBL1PqRFcyWqgSFmmSFXS64eMzAU3nHh4sU9dfi1pJBxQPBicGVBbpTvePt9fPL+P0TLAfNzc6ysnmegBcZ4rLW40oesGzFjgbUZ6xsbrFxc4T3f+36O3XCMTA0mFmKZhSrN6PVC0wbxzfsmrSpQay9lWN84jfaHXXmCf3NKsRkAbvBxTsGMmlxSIhBP/o6HDx3i4MGD9IuCQVGwuLDI8r59FIN+wxebRixmANQJzDbl96pPkj4LGt7kNnP69Gk2NjYoioILFy5UKcvKsmRjY4Ner8fq6irdbre6Z1Wzo0a3lTa+FlwIY/Xpmr1TdBAaAppDVp0UK9AQDnff1uSYMGlYuSVaAYypa5nshZpWnFr7DxhBvFTzPWzB2qynO6PKejJ6i5lGfkYz2pwaZ02SuQ8fOsTqygrrl1fo7F/C+RKnDrGGVhYzeFXJWRxra2tsrK3hS8dcZw5jDEU5IM+zEHe0DaX4q6REOH78OP/sn/1zHnzgAf7tv/23qCq9Xg9V5dChQ/yDf/gPOX78OPPzc5OTM+zwzLwiR8lkbk7lZHu9bvAvyvNgiqhy3Hq8LyldgXMDvHcx327O6spKda9rjRLjQ32lYZufX+b7vve9rFxaJ89y8iwP4xeDQ1ExFGXJRq+HIhSFY/XyOoacH/rgDyMeDILREKY1oxld6zSar7pZ3G2nwGj0O83vjrvvxPzmxkZht9ZWw+4h55hGPmrbRVJqQiqQXLtQxGDYRl/LsuTgwUPkeY5zjiyzGGvYt7zM+vp6ODJG5qXSRotgjY256sMHzVz9AlWWoCzL6PV6lWn25ptvroqInDhxAu+D0mD//v1VvxPTyKIiISkj0hqmMVbYcg/+4puuaeUzOn5vY02Vz/61oXqvpnSTlVtUumKT8W62P4cvqv6p3HfCGtpK0DPWYE29t6rYjCseSf1LU6lfa/zjx7M88jOa0eaUznlV5ufmsdZy8vQpnHOVu0w6m1VAjWDj2buxtsapV05w9MgR5ubnMdbGc7/cEWYdjcsxxnDs2DEuXLjA3Nwci4uL1RmxtrYGwJHDh/G+rsG0G7oijbwIlKVDMhsKPZUlbQRXhkAv72PWAHwoPS6GHEupQlH6aF4O/pRmTN1wbZIv4b7v+B4+8ad/hveeVnsO1y9DIZSYKFpEyK2lLIWNrmMwUN75rndzyy3HMV6S9RdpmNVnNKNrkYZApsiQe8KV0FZgsfaRr4UGay2KH1J6DGvnr7gLm/Qn+T7UalytIl9jUKgqmbWhSqkJmvLl5SWKoqAsS1zpcM6ztLxMWZYYY/HOR0GhCfqghl/xYI9+5FTCQ8hh713wqZybm+PQoUOcOXOGlZUV8jyvtO833HAD/X6/Skd5+fLlkHJS6yJbIZdLElzq9qvRR23VrvzFJ3ynSsFYtSVVHJDEveRj9pppxF40p3TY7arprjQMzDdzr9nRHKTDG02eUpDWcMilZtji0HTnumJK42t6n6Z2ZbppLWc0o28ZkqCsUR/OG0w4Y7/tjW/k4Qce5JY7j1MMCjqdUIE6PNXBfWaj2+X0yVOsr67x7JNP8VPv/yCuLBAPiiczNpw32+Ds5P8uUheGe/755/nsZz/L4uJi5CXLXLp0icFgwG/8+q/z1re+FRtTCO/22b5C0T7mQzahfLhzDlUoylAQyrtgnhAB1VorX5YFzntc6VhbX6ff7V6TGvlJZLIOndYS3/f9P8grr5xlvVuw3guvtfWCy+t9Lq52uXB5g0srPboDpVcoP/yjPwEEX3tFA8Obnb8zusZpM/Ne8zWJRq+Z9Br7DhI0EcmnW0dAl0gFnnZy/23bl5R3ZEK/RrT3aS4maVh8tK6ZqNkHosBT19Ko719n+Uqf1W0lYCpV5T+AXq8X3Paco9/vR2HBVIJE0tgnQJwKBDVdfJJ1cWjsI+9NZ02H/bfr6ZSYN97UWLTR1p7WMa1hpSGvXXrSZ6NruZv92fxusnKk35uuPOmzqp1N5njHrwnfr9zBxIxnRprRjGZUZyVQrWp2qFfe9KZvZ31tjUceeihYPTe69Ls9et0uK5cvc/rUKV59+VV8UfL4F77Ebcdu5saj19fVx83OhfJkxU5+8C+88AK//Mu/zPz8PKoaXNFFOHDgAK1Wi6eeeop//s/+GZcuXRpTPFwJXVlBKNVQ3dV7NjY2QoBWK0fJ8XNzuLKHd0JZDhAJLiXWhgIs1hhKcayvrdHv95lf7FQZHIbaYHjCXruQ2J1NVjFwSHuBpeVDvHriDJzto1LgNGgPfcjthvGK9wLaZt++62h35glFZBRRgyv6ZKY9IsA0RqeT354eKTsd817b0cqOv4lJe9NPptuPqY73dSJ47plGQMJEAL5XINEAl0krnwBM0hZL6orW1+yZGln8Kp28RFcF1So1pIn9sNbgvGd+fp5Tp09Xmm/nHGUZ4n0WFhbwMR1k0Nj4CsALEix3JLfE2uJRzwXgQ4GQr33tazzxxBPBj7LfZ+Xy5Thdwvr6Ol//xjdCQoF4iHS7XT7zmc9w9OhRbrnllkoTlEZXjzPObW2EGCOz23SUFXKnmlxJAF5CJghVQkafbfbWTh6xWkFdtyuNv9PcmyjU+GaWoG2HMn5NwgZhT/ohIWn0e01BqurLDsY0qc2kja++L1IFTE/lWbgG6Krxeh3+udk+ky0+m04nZrz+tepHvbgpRTohpmjQ48nnv06WZfzmb/wmDz/6aBUcrwKDomBQDDAq+KLk3IlTfNd3vINvPPd17rzlZlrtHKKdU/2kHTtMiZcVRcFnPvMZfu3Xfg1Ug3ulBDfNPM/wXlleXmYwGPDpT/85K6sr/NX/7r/j3nvv3VWGrS2BvKnsCLUmx6viRbl46RxF2UXIwbvIYAyKRUwLSyjAYhREPVaCAHDu/DnW1y+zNDdP3p7D9QdYMYhXylbMrEAIE1OiyUBIhQqn+rRFD+CQc9SAeEAyXDEgyzO8OlrtDq+ePsl//a3f4Lu/+92YVgFmABIyIxSFxzlPMRgwGJSsrfRZvdznP//H/8A//Pv/D7yDubl51LuYLEIBP2QUHjpoEo+YwhhTcoqqWcCL4ASsmlC4RKeTw18JuVsxPuR3rkz8zZepL54mVf3XmvOiOBNbVBkPHNtFIyFGsLEvq/NDQT3G+yDZbZIZ5DWjaTYlAjEGRCII29H9x+ZXx7+X0jqa6JYWc2Knr4rXYMJsun5stmUS8E7fhXHf4cY14XOJqSZDHhKDwWrwX/fqUBMKGxm1WAkHeNnr0+m0eeXlV3j26a9x4803kSGsr6zx9a9/g0MHD2CyjNKVtPMWJrOA4koXfNolAwyZBIucmgAG1XtyY7AqSCZ85oHP8/Ajj/Ad73oHly9d5uKli/S6RzDWkGc5RVEwiBkVvA+uPaUr+caLz/OvfuX/x9/463+DO++6E1c4rEgsSiQxr3II6rLWUriYkUfd8FyNrbE0fN8nX1e5fqin0vSbDJVgicQY1PtQ5VUa61Wlaxy+t59gtx6FwkIo+qISzhsfDzcrGqrHqkDMTOS9xzQ3wNggd7KxPSoe8cSigQZRi1eDTRYJYwOfi8qrCsCP7NHQ5Oh4xinxvHSciQnPSHCcimOcMl1NT1cVKIy5irw+4JA0n95QFdwyeCAJwCbM8JTanPF6pjSXDdqK1ysYL6gxeCOcvHCRP7n/fhYPHeBt7/xO3vOBH6TVaXPo0KGw96ypXEddWXLx/AWKbp+L58/z9JNf5ZHHHuEnfuRH2bewiBS+wdI8Rh3gGuOtByuifO7zn+Ff/+t/xZEjRxj0+qytXkZRjCjeBWVMnhnyrEOeGR5//HH++T//5/zjf/yPueOOO6rYp7H522T9tgTyEg9ojdKLE8Xh8UZZ667gdMB6d5V+b51evx8eSMnAhBLV3pWUDnypFMWAftHj4uXzrHRXuWnuZoreBhaDd4rkOV7qIiYSt78XsHEwAWhzxQ5Bm46PMOlhbCHHqDhPq9XBlQVklkL7tOZgbrHFqydf5NCRRUrXw0go6+5KQkl0C4Ur8Fow6K8yP2dRHdBqzVMOSmxnAYoe4cFuLnysLkLjrWmd001m0DzI0pw2CqpMpz2tZPT6rhLBmknbfFqt1a2MggsNKaO8hLLLFejeIzkDKoJVEJewQRizpkZUq3l9PVI4oAVM9PeeFNehtTtMoslpVUcmveI2EgTn2E7YiuG5z4wdMy0mcDTUT+9DzElspdLoD/cK0PozAUlZIjXcNzM5hFMNLx5vwXmlKD2nT59m3/I+/GDA4vIyzzz3HAcOHQKEs6fPUBYlKyurnD17llaec2D/Phbm52JQajDrWjGoBsscoogoYkPOeVwAZadPneWLX/wSd7/hbi5dvsTFSxcBaHfaeO8pygKvwffS+ZC73jmHc47FxUVWVlb4nd/9Hf723/7bLMwvRpeWmClHExg2YCxqXFhfScH3SUs4uqZBANhuI4sXxBs0auDVGMRkIYWvtSAGKyCubGiXqcBuE2er2HG5YWTdbYw5cqJ4G5RKodyrIl4DQLMGjc+qpjTIjG/juuWaRveexnVDFOMMFoMRS6kmyLuSXF4sVupEEFr9M9zSdpq2TY+pyItNshhNma4ijkcJ/PZq8XoJeBo0gNvQjkQwnwC3opKhuvcGE19AZ7x+mrQdr1cDiqF0jjI3PP7Cc9z+5m/je77/BzAmi89NODNUaqWBiJC32lx3ww0IcNPx27j73nv4/f/zt3julRd5y+1vIDctRKMyNm0oDZVem24W6j2XL1/kv/zGb3D0uiOsr6/T3+hWgmO4KElaoQ/tLKN98ABnT5/ldz7+O/y9//7vkeXZFWnmtwTyGkXkpPnwRljdWOXPPv2nPPyFB3nx1RcwJ0u8G1SNhhLrsZ/qKUtH6ZRu3+O85/SFc/zab/4a3/vu9/B9734PWXsRNyjDwe4laD6issha6j3S3IHTqKkkCVeE3lqFzGvQnDtFxfHq6Vf59Gfu5+ylc5y5cIpnn3uK9ssGMaEMeHClCQ+IN+DKILTgDSfOneB/+/f/Kzcfu433ve+DdOgwV+UirQ+LiUqvKY3PE7pnGwdGs95jSh2XBLW9klHFai2Ve6kPyaGujb+1O4pNpXGiYGJZ+iCdh7H7KKztlVTq0Wh6fqOwUJr4vBiZNOTXlqaYFEQUjBosQqiAqiPaOkXxyMhDONmJQMavkZDxw4gEtzQJADO8CGDTj947aT9rMmIqt5V071FhosqoIjWAEqN4A6U6HEJmBKOmWjOJfTpx9gwf+rEP8853vJO5+bkY4OoYFAW97oCbb7+VX/qlX6LX7dLtbvD1557lice/ytHrjrK4sEBRDMiMjSDQ4dUHxmfDzGV5HlIkeuHZZ7/OvqV9dPI2KxcuY7xUWWhKHwCw06iJLRUtguUnE0t/vYdVwzee+TqrF1dZWtgX62CENVLnojYuxOlkQlg7P3ywhjie4XWWHRxEhgBiNfr++8qHKM575CF1Je/GesnovZqtp90zvLPCUmk4s4xHRLFio2+qIMZgjcVpGfLJk9aUCVrnCeMb9U+NxQ9NzD4mcWAiphZyhagFNFEAHichrN92MDEpH4a7FKoR1/EO089a483VO7CUqAy5SrxeobG5NK5FFELjxghpZ3Uq8yBaCyQzXj/21u5oB7w+WMUUMlD1vPjSi3z4Z96B4jHBRQT1ICZYYZqkPmzE1NUsM9x19918/bHHedsb3oQrPSbhvPgKckFTOAuT//ILr3Dq1dMsLy8xGAywZBOVCM1v4YXlhSUe+tyDFH/z75CZLFaOHvnSJrx+SyDvxUQte2A+Th3/7Q9/n/s/9ykOHtnPt7/52zAmmqpjT8uiBEKQmPM+BMCq0i9KwLB6aZUvf+XLPPnE01x/5AbuuftNtPM23sezv2KoSbOZRPTGLE9D0tNwaBqCZG68It4j3oFVTp0/zf/6q/+acyvnOXB4P9ddf4CjN34XpetjbVS8eoNIjskspe/TarUp+g5Dxvrldb765GM88OADnD5zir/6V38pqAPH+h4fsARyYDobPz7QTahD1HoaNEqTvvH+3kmiCiBo19JI04JG6XWqaohAKsHIpQIZStr/1hHMidZPydOloT0iaRElWKoqBjt9bdnVpOAfHrOMxL/HUysGMM/Iu6N3Gp30FKxnJZxGAWdHNqM0noNhoKIasgWMA8GRNseYolT/Vmbl6NKhJvivewSxJrjSaAhkfeXUad77/g/ygz/8wxDPscJt0Bv06fX79IsBRVkGMOc87azFzTfeRNkf8Nxzz7G0sIiVcHgbKzj1QVtctW9wCCqGflnw6qnTHDl0hO56F1FDOShp5236gz7qgotMOSgpByW+8PjSo14pXdDMGwwb3Q1eev5Fjt1yWzTma1jLqKywRjCqGBvm0o2uzYR13h5FRQclY+N8hjUPvunh21599L8f3R8TnhOvY5+OLbEBZ7QhnAveuwBQVPE+8FYjNkre8QY6rm2vVbUNGrUGaRylGgwmZuJJYL6aXryRBkgKzKp5p8qVY4sp1TQ+GX50JJr/k0jjX5Mj5mpWHBeM2qvH6wlzasNiYjQqDH1Eh8Y0pLy9z0O9B2a8/uryelDjMDbEaRo8Vj2+32N9bR1jsugbX8RujUz+0AMLFB4fXWqCS6iteIaKmcDvA5Y8f/YCvlT6vQLvFC+OyYquxjfFUJY+Vu7u0unMIXbnc7eNa019IxHYWF3jK1/6MnOtDuuXV7CZAAGsJ1OOK8vKl141ZFdQFK8OV3oyMSzNz7N2aYM//sM/4q7b30DLtlCn+NwEk4f4uOFq401YLcbAwa5JmqdFHXQrsWjTE098lVdPvcJ1Nx6h6K4hEqQ6EaUsfNCQIIgovihxONa761ixFGVBZi1z7Ta+4/n85z7D+9/3Pu666Q4QW7kR1G0HUJEAzTT3/iTfR40fBJ7lMWr2fJ4ksBTuX+sBmo0mzdjUlrC697jGvTJladAeTOO8NCrRdNkwmGoaey2ETsE6e0U0zaOy1epQlsH3L+U3T5lZmjQ6n+MmQDuirQjfCsGeUf0Wg+er9JMxmHQol27k8WNaykmdH93s6U+J4peE5zvLLVkrR7KM5K+dZS2MdxS+RJ3yhYcf5anHnwy38UGb7pyP2biU3kYXdY7cWtbX1vDeYQS6G128D3UorLWoeLQK/qQKwMyswXnFdtrMLy3x4gvfwLlQudWhrHU3qrzC3itqhNZch1anTnHmfaqi7ZhfWmRx/3IwMUeubowls1JV1jaiWJPF9R3dpDqMYYWokd/qyRFEQ5CvGIsnZWwAYzT8RKKP9/AC+gnPpJjxJRzdVkFo9kMwWQBrMjLbwtiQ390kq0RD5TmWaECSj2vj3TGh1URNugmxXMYGISzdIgR0BIAfX+k+Q5alCEC2U8k7GQfq6dl6LXXm5iqmkVOgMP4q8voIYyWBzsj7Y+HK6BwJTGceAo6vlaAzXr932hGvJ7jSiYO2GA4vLvGxX/91vAQ3wZRMwWsxZM1lolIo4Lo3330PlB5jYp2ORptpCzUX0atn/8GD3Hr89oqnWWNxfpyHDsmrcT905uYonEOyeI6MjnWT+dkGyEdNTfy7u7rB6oXLbPTXUQo8QSMUtDCJsfgqbVvKK+/U4yjDga8GdYaiV3LilVfxhUM6QXrzJplofPCXDEOpJw+oQpL3ShqlOe+Dr5KRIEzEg+WV06e5vNGlPHEaKfpRwA3+WBqFXO8laIBU8VKEo0iDZCVRi9jvF/S7PU688gp33noXZanBfUAVSkWyYCI2GriYTnGMAlWQT3pFQRovEq3AMgRM90ameng1BtpgBFUXLB0CMaXEVFpLbh9WatOhRcEHK5AxFuPD/pySHiIKcLF9IpP1nszaED/ofLQTvz7J5jlZ3opawAAiR5crnNHDYxzD8WpQTdeED40J2avEhEMrA7yNdRhiWi6ROv9udY5MAjejzTEJhIX1aWaKEV+Q5xnWWvJ2C18UmCwH9QHke8utN92MKzU+7hp8vyGU+Y4dX2x1SHqWfQcOAMF9xRih3W5VbXvxGDSM1Yf89J1WCxBMFrS77/3g+ymLHqkq6Gj2kzpMod558cra3QJlfn4BY0JwrHcgquR5VgHMLLNYI4hxeJWhOR7HFEGzNiyGMXYuWcmwkoGpPbc15lzOjAmZf1ShUbDKp3GOrKHopGNvRBCUoOGXxpqqODrtNlmW0WrP4cuSVrsdEjM4F+MLtIqpqG9d0vRtGJsDjdpbhrXxRsK5mqF49WTG0Mqy+ttxrdSOzSjj7Hx8tLnU1pFqjU3jvSlpVZv0WgTQbkZeBG+vJq8HK4APgria4C5s4vqoCbxKUOxUBJoA4Av1M15/NXl96YKLnYfMwA9+3/soGsBffcxmtcPIbvEwl7XIxCI+HMIaeb1zQOmhZYckKJMZ3vK2e/kn9/wThk6TCdPQxBFofSLOz88TZY4dr9WWQL5M2gMNrjXLh4/wC7/4S6yvXUKNB1wwq0ZGkMC7SencKiahad1BTdRyWA7sP0jW6dAvCzxQqNA2Gv2MfTXK4cFM78ARH5i1YBiox9rgKkNuecs73kXrwAF8WZD5YqhViaK9BqVi2FR5lPYi8w/VBi2l86gvuf0Nb6APOGtQ56Mvmwk+mB4QXwPDaUmxPvGp9FSHNkoEb0xt7p2SMsYn07JUsUU478jiEy/Oj2go9tqggrrKJbciFRChjwuu11PzKa373rDY4zFo6ZEMwDYcc68WTe+Z2BgMKFTJRcK4jI75/QoB5DdPovHRGhgNlhTBp/WXoJUtigG+LOjkGT4zAXBJQ3uqGrSUY0s4cipMmILKhVnqxWqr0LE55WBAr9dnvtPBB/VzDEqF3Gg4n7eYJy9QVvMSOGfUwYU9HttVQgBk0e3hSo/FstAOKXsSVJtrL4EsDt8/PqsNs8IYgGvCetXoFuUVo548CxnAin4/1PkQg1OhdB6wmCwE49a58iftVz/+bkONFLSLBoclpXNTVcqyRMuS+VaOMYa+c8F/nLSuQ3Ct+m0nu1i0JKSBTEWZBHJLbnMGRUl3MGB+bj4wcA3907SPh0aTGMvWz6nGA81HS2oC1MZaim4XXzoyYKHVGrE6jFs4PETwutX4EiCrQXtKeWptjrWGbre7g5m6MipfA7/7zciLUHh3VXm98RpBrNBXj7Mh4DUEZ4ZtZCYE8e+GFKEUKGe8nqvN6208VxWhlVvyJGxQA+Od9EihEnpcal5rXm8yQG0AfCPncmYMi/MLVzjACdqy4V8mX5fe3Sr5vDtzLi0/GuSfsFjWIJmh31vHZLZiluGMnny/KmFF/CU8UiZW/DOId3grlbQ12u2af0xaiiHZZmefKQ0NTWRCBM4f4gGCQCK+jIE4jTbT9xpaMq0k6+BS5KJZtSoWIgb1ycQTs69qPLip+6IS/C33NLZ4o+Ta1LzCRBN/+q40xzOuf5vQ1uafqQk52pK7SbrMaDU1JP/kPY0tfZYK84y0l1xjk9lL/Hbt7WLcqQuNrSBED8ukjdiu/1P6LD98YGoc7z/8h/+gQFUxdKL2b0euSuHcGH83apzjc9LrbbC0tES/369ceUavT7Gou6Wk4dYY9GkQsiznwsULUfshlQ996vUow2vgV4Do7mNj4FUA8aohk4EQizIlAIjQ6/WqjDZGolajkWPej/rmyvaas5QzPZX3hhBEmOIagiI8o9fv432oHEsEhko8G5I2XsYFhUmkI+i0tgoAhNiKXrfL/v372djYoJXnwSLbeCZS0PNuSLzD4JHEsH3UVIul1Wpx8eIl5ucXUKl9yie2pcC2rkNxbRrPgWk8gr1ej/n5OTTGATTnbxIbTLkRtiIT+ZIOAXkb3c3q/fLzH/2F6aFcoDxzqdHjKZyP23zmTa1ZHb36teD1Jmrckja+ealEpCdj3939uL1JwHHG6/c0tivk9abB66vZSGdT845q2GrcSWs/NBONtitebyf1eQsaZSSbtH+lvH7rPPKHFuKALWjQ4GQS5lSsMLe0GA7MoZmFYf9zNjm94oNVFkgWMlVYL3RPnUF7/bDpJTIKrSWqMMa9sPV0C6nM9nJwH+39+2PAVnywS63y947hkaHhBAZcpa2Kn2UaMiqkzeRVo4E25szv9dg4dYZcDZn6Os+tEH3o9ji++E/SEAZzpmHhhhsRm0GDqUzNqioxJ68C0RSGFzZOnoZeL0SWRxCz9xUMzEAJz5J1UmWpKCzIwWXaB/dFAWtari4TGL9GYKJK2euzduoMc340A8hrTIcPTO1WB48crjSOqh5bgYiakpZymHa2iar84RFUz7WP8LnPfoZHH320AvKjGnmLxAwJjT7sZAcFTkpKP+mjoF565Qd/+Ie5+eabKaNLjddoctV07/FidaO3VlJF1ToVppEUvhvmxBOKfxzYnzHod/nt3/ov9DfWA5tpZHrQ5o1pyIEN8qOuQyJV4aMw1BDPkGdZSDSA4YYbj/GhD/8YhQsBaMlaANH8nZi/js6pRKVLDW+GrBtAsNQGZxErkTF45fqjR3ngs5/lC48+SmaDJtKkszS2MwnMTwriHBNn1MfyA8n+EdwYnFc++MM/wk233IqranbUd4FhDXkTtG0FY3yK2Y5vGuKz7RwHDhxg0O/FNe0O97RCM1uMZRKlM7kB5JOVO8WqHD58mJ//6C9sf68rIHNo31TvtxWJQlaWbJw6ffV4vQ+WPTm4j9ah/fgYCy1KlS0vZELac3NAEBwEZrz+qvJ6A76RnLV5qDb30UT+NT6+ygUnwdnE633g9eunT9PxKZf+UIPNGw1LHqOfDfV1B4uzCa/furKrSabxxJZM7U4iBKBahSzHo1Hqq4f6N8qZVIM/VTvH+RKbGeh7MoIGgkFJZk2tAdLqOB4ev9dGCd3wwDYFeVXC5374exKZn7eWMjJ8NSmrrGAyCTslphUckuYaO0UbhQ+UhmYKg2uAgeae0mj2yo0lc0oW95lo4qu6ozXdnjQeFKYaR2Wbknq9ppMFQSFlOI6HCl7BRd9jkyFlibUCI8Bwt+SJ2Qi09g+0AGIpYo9cpS3c6yDD+BKnSbs7PaPqwppm1tAq3bg/7uuFjMGVZXCPUE9mCcHswxdFMN+gMf/jzZuoXV08C/NtrDFkRmjnIdOLdy48m1HTbDWkOhvSjky872iXwloFH/lwQRl9JtutVtgfMVOKxwVXE69Uxaq2JEHUhb1QaW+08hKos0TEVLXqybMsxFMYUxmAlRBHVAGYeGAmq0XwPPC1VY+YUSgJQ/GLRgIqcTYU2jGEYFpRRayh3x+EXMoxvafH12dZfcQOzfCofqYeV/oiID7OuyHlczeximFmDC2bIcZXWmafLCNRqBpukaF9Mwpxqv6YsBdSerYQDEysmOgovYuCaJxjHb9ffYTL2F4aAvLJxzausSM6jKni1JNleYh9kLgGUVBRdEgAFlL6ytEBjzaetLlafc+aULjGoMGyMuFreyU/JV/mnZDRmAo18fqixJqG9B4BkyY1dgSDya0pKU6GmHJTAK7eb8yiCsZayrQ6YsNahscqdozo+jeFMULAOK8LXq+V9TVCIRpoa4IAeg3zelv311R9DYBwCMNto6ZRQlXqajtJFMyUYP0grGmr9Nvw+oYwsNlnEIWL3WOGrYG85ONv0Tx/ZSyl7Wh/txSoY5CLMS1AkVxwmSB9sDFPrxqNGpwggnmv+CrXtCJ5G0MwuQSsHqc/s5RFgRiD865iotViRK7g1Yen2QTpsQr6ScxcJssh1fiHTpDGLERNYlO9qPFhE4nZiL2rTUX4KDCMZ3jYNQXejgEyn/J2N8YVu27jtXtuTBPYjfcWDVEnMbgxrGnUfOy1OUBUyCLj9NZjfGzfu1DNLuZvnU5SSInm0QbDqfwrg8+uVcjLsP+uYuzYVBm7zXIG/YIsyzAmC36dIyVohgFX3FRjD8iErCTRXSQBeefCfm915lFP8K90JVIWpKxQCdhuyw4mHTTVM+6imdmEx9yneJhweIXKnCaC0gjAd7pBG0KiUGemgRDU64lFoCT4bLasoes9JjOR9wVAYiVlsTCUCpnJKAZ9rBVym1GUBU4Vm2XB970MQbuqIQ1lK7eUrkQyi1dHLhaiq0/WynB9MLlFfPAN9omjbzfOEeSpjd/TR2luvRD90i3tuXmcdyHbg1dKlwQXbSh7tiGd8GcCG+owGnI7ixHUeYzVUHgrasmSsiYIPJMAyej4JnysteCUgqaDG0NgEDa3mCyn7HerKpE+JnwYvbVvwKQtB91M2hTt+d4H65j6cpvv746uINPddCjLgiuteoxREIczIGqCe4STSqjp+5L7P/cZ5pcWue877sMo5GpCQbUo8GKDd7SWIf21CAHYSoJlBodDrQETahrkSCVvJyYxrXlQvYZ5fYPKosDGeBmJ3ibJAhQyloUshMZmw41Viq1rndfLhN+2bS0E1laYhom8XksfY3CmQDvs3Ga8fuusNbs4+HZ8/QQNfVNqGvoo7hsRQs5nI2iWMSgKvBvgvefC+fO08hZzc/PMz8+jZYHNM8qywORZ2Jzx/kFqH2FJQwy57rsMvXEFA2yObyR+IOKLoW9WLvYSN+hUqJan02usm1NqafxuOuE9qod7Kg3HeEut5o7AtON/4S3ZdOy7peZz0dSckTQtm4GG1yEl3+lJOpl4xSbf23wPV9lGNMbHVPeoAy+bK7hFMxNuPtLPWskXn+XU81pTkgBY+jis5ZWvX3Nc8Y0ggmjlBNLol1aaHaLWfNDtk+Ud1tc3WF1bY77T5uCBfbiokW+12vT6A1YuXaYsBhw8uJ9Oux395H1UK9SzGcYyfqIKEgsoXen4Jn0nVq+MQpKn3jMN6F49J83Z31b5OemCEcGivkzrvxEym2oV6NDPKyWJvhbVcyAShZWYSrWZPUeHtfBbPDSTP/8m0lXvyoisXO+LhmIggsMHP/8wv/U7H2Ot1+UXB7/I9777e3CEoj3GhRohxrvgCijptA8IPQmO6QRIVvOUonWM10+BmuO65nj9iCyZZck9EMrSYWMqYCDUqEjKjsl3a7Q94arXMa+vR7QJr6/ek+3PsatAW2vkr0ESIWRhyC09PI8/8TivnjrBxkaXXq/L0sIi1193PW9701tYWlwCiGXSwwF7Dcz5jGZ0zVITsEg8pLYG8pvTWDrIFOw4evIllwQlWOE0gbJpuUVtTZL6UDEC2VIQ2TGZyFpUGgyhBpY++ilaaxn0+7TbHS6vrGFsxj333MPXn32Gc+fOcvDAATJrKZ3j3Llz3HzjMfqDHs9/4+vcesstId2lEbwrwyRuw1nC+u5ufKNraiQWK5IA9H2VxUEqbF1nxpmw9leJdhrMO4lGg74328fNdJ4z2gFNWI4qcFFC9cyBeB5/7mvY+Q7zcy3+91//z5w5f5433vUGjl13PQeW95GbLDy3akEMxCxNqYbDXlwW/iJQsh6ltL+uLINFNsYzzTDTtU+vOyDvvMe0WnSLPp/41J+xXvT4wQ9/iIWFOYqiYG11lfs/8Sle+N2P8ws//wtYI5SDQXStafo8sbXbz4xm9BeQqmBUJgN42D1bbAIcGW1DqLKoVA2Y9MEuG9xpv+oObqpc2vG9miBOU/yOYUhXJA3QR/Cftza6yZQlR687SqfTYd++/Zw88TKHDx2KAZwh8Hhufo5+P+Sd7/f7IQc/0cd1J/2u0i9MhzS6n1grDLmUSNTIv86B7VYCQLNITBPIN608M9qaKitYBPFeQnaggcAjj3+FRx9/nOuP3cArp07irOG//M7HycSw0O7wrvvewft/4L0cv+VWbJr7Crwbat+ZGU2itLe9D+5gGxsbDAYDjAjL+/ZVYH5G1za97oC8NTm9ouTU2bOcPHeG/8s/+L+DgYEbYDuGhbbwYz/7E/yXf/efeeiRR/je73o34CYWfZxtzxnNaJyqWNQ9alG3+14TzAdXD63twiMeMDtrcOs2gAiywu/GGHAjgV4y2S1qEiibNL6U6rLuUApMpfoZtNgu5AbPbLwq+LPnec7LL7/M6dOnOX/2DMtLCzFjSbAoeu957LGvgAZ3m/n5eVJBqFRRG4Ifd3NMCVBLclvYpXQ0bk0JDaS3m4KgGZqLKVOjGwk4CyFnv3hfvV+7w4z3Y6drOrH5xnVVMHLjeXmtxv1a3vtq0+go1Hs0yyliEPFjT36VX/l3/47lg/s5eeE8mlnyuTmWO51QoMd5/vQzn+bTn/scP/7DP8JPfPjHmMsyMpGYTcWHSrxleVULXr2eKFUf7vd6fOITn+CTn/wkJ06cYHl5mXe84x387M/+LPv378dmrzuo+BeKXnero6HiEs88+wxvf9c7sblhoGVgHo6QbQbhu9/zvfzZH32C73zHO2jbFr4/CBHyr72Cb0Yzet1SSGlY+/1O8pGc5KYwmqJys3s3f2+6LAQgH1w+xITccME8vsMHdhtwWvttS6UtbQbfpnEbCRlfRqWC3QBBBdQEDbWJAF5iGsEsM7TyFqU6yqKg02pRlsry8jK94jwbGxtYa1lYWKjua4xhbm6OjbV1XFlw553HybJQpdaVgyAsZCaC2QAs8zyPxelMHG8IXJYJWUp2sqZjef5FEbFAuL+1NlTvFcHaDGtC9oepHboCw25XgawNGX3MiNtQGrdPYHsb2gm4b/5tkk9xQ2DYtL2d7uVNaCwG4/VMw47GKIq0c7T0YA2X11f540/+GfP7lhk4x4WLF1Fgbn4uaInjui4dPoTvF/zm73yMtY0N/tJP/QwHFhYwMegYr1iTVcLdjIbJqzLo9/mN3/gNfv/3fz/EF6py6dIlPv7xj/P888/z//wf/0eWl5e/2V2d0Rb0+gPyqpgs49KlS9x535tJeaeNJ0SJh1xvLO5bpjvoUZQlmQq5tUMlwPeY7WdGM/qWpKZGNf096mIz6bHZSfDkJCCfgJYxhiwLGvKQPcGEVHA7yfmbejVyWVUEKgH1CGhDgJIE97oIxLz3ISMMio6l29xc+77VewrBT7cRcJnnGa1WC+8dzhUgMDc3V4W8ibF0OnPMzc0juo+VyxfYv7yEzXNKFVZXVzly5DCrKyvMz88HoByzTLTabTYGPZzzzHfm6W30YtYTCYDfWIyXkJljwlyN0k7WtC55HjLXpPbSXBgbsrtMq7qyorFAU0jNaUwQkFxDADUmjLeqMk4N6IfudQVWlrF+NNY0yzLU2ioNXXO/jXSe3diBk1CQhIYUjPitRAL4ogQbCk+ev3SRrz37LEduu4kXX3qJUydOkec5x44dw+ZZlYpSVTGdNp3FRf7wE5/g8KHDfOiDHyQHWjaL7nIzRr8ZiQgvvPACf/AHf8C+fftYX1+vFB0LCws88MAD3H///XzoQx/6Znd1RlvQ1avLPCUy1oJXsjzn8spKSB+pijoHRYH1jtzAem8j5Eyt0swlf4FvZu9nNKNrm6y1ZNaSZRmZzaLLwjANBcReYRBh0484vXx0+UjAp/4s8eHx74y/xq9LfW32OQC6Wniwps5KUiWymTC+nY55tA8JWCZhQTUAs7IsOHXqNK+88grFoKjqYXjvK+C2sDBPv9+ndMENZ21tjYWFBVqtFr1erxqj955Wq8WF8+d5+eVXePHFF1lfX6fValdMOYHczeZqJ+Pb9JqR+wk0xj66pnt7Vf1AxtYUoRLWdro2u13TZH1IVotJ39/JHr2iMTfA/LceCd65sJaZ5YGHH2JpeYnLly7TynJuPHoDN11/Y6hL4KKwneopZDmthXnILP/lt36L06fPkGUtnHMBw9cJjWY0Qt57vvjFL5JlGd1ut9rDeZ4jIrTbbe7/9Ke/yb2c0Xb0+tPIew/Wctttt/P0E09w7zveSlmUoA6roUR5MSh56JFHuOsNbyDPcnAjpt2Zu9yMZjSROp1OrMQZALyV5JJRUzPAL9FOwXwTmHjv6XQ6tFot2p02nVaOswbRlDrOVGnitqXK5WIyVe4lFhzC3NwcC/MLZLGIiZjgt25jAkfvd+c/PaTlFfCx0mtuLIP1Lnmes7S8zEsvPs873/VOXn71ZU6+eoK77rgDm+WUpWejP0AkpJtcXFpiMBhw4OABzl68zPz8At6VtNpt2u021lja7TZZZjh/4SLXXX+Ec2fP0t3osn/5AHmeMz83R2kzjGRI4cmNCT75203pDsYrpKDdmEvee9qNNZ1r5xQ2FhCbBpiK/v4A1gSNPDajVGLq4QVaXqtCNKlacArmu9LxweauLNZaut2wplmnE4pEObeFK8/u5yBYrIKVYX5+fnc3uZZo1CoU3cB6zvHCiy/y2c9/nn1Hj9C9fIncWtqLixUgL8uSUn2w9kiGqgdj6SzMU651+cM/+WN+6aO/SDuzsb6AnVphom81ssbQ6/fx3oeq0HlOWYZaBUloLYqi+jvRlShvZvTa0+sOyDsNuafvuP04X3zyq3z6z+7njd9+D///9t48SK7jvvP8/DLfq6ruRjfQaNwXCfASCR6yRPEQJVKiLHMk25JoD21PyArN2mN717uzf+zOTEzsejdm59qI8Xg2ZsMez/rQ7ngda9k6aF2WqJMUJVEUSYmiSIo3DhL31eirjvcyc//IzFevqgtAo1EAAfJ9IwqNrq56+fJ4md/fPTo6QpYbOq02P/7hj9mzaze/+bGPe42bMVhKyfSrSNcKFQYiTVNoBKIknsxHDWd8ZBwU5uoezXd5c1+COdsETTJKSGo1VKJQkuLLowYSX+QIXj56tJoKEOXdTdIEq5w/6EVQTqMkZmIfGDnb079FwsyAtjMM1lkUCtH+ZQ04JRw8cpgT09PkzoGqoZKUVAtazwPQyXMmVq3m2JHDrFqznoXcsWblGDMnT2IRkqROkiRkJsOI4sT8HI2FFSzMt1CrPcGv10dI0wbagFYJqRaU8xlmloV+rbM1/meIK7DWV7BVSqilKUprUtJTjM7ZI+Ydc84iPnIYCRVrUQkqraOMIZEYh3tqTbv092fAnA56r3DpCNpxpRQE15qyNWBoZMd13ZTECjp5I2jkY8n08KwpRcda5m3Of/nU36BXjnHo5AlyLE75/Pw6WGKMGObbTUZXjKGVQ1uLFQe1hCY5P3jyh/zKvb/E6MpVvsKpG26WpjcSrLVcf/313P/ZzzI6Okqe54Ugaq1lfn6em266yVtOjUHOx/qucM645Ii8ThJePbCfQyeOsW3rNj7z6c9iPmN517vfhVbw+GOPcWjfQT78wQ+x65Vd5GsW2Lx+I5ZYafX17kGFChcvXDz0grA7KIPLqcJLzuRHD70Be4GSFdpS67rU3Z0naTta2W1owZXuZdB9nu46gz7R7yPfm3bSZ5FRoli7di2v7d/H4SOH2bbtcl7es4fLL7uMNK1hnKVer3v3jSQFnbDv0CF0Y4TMWpTSGOvIra9oPd9q8fIrrzC6coLX9u/n8k1b2LBxI1mWB9ePsmDSzZU/lOGV7liUl07ZlWT4CP0JeQt9e776ryVWyB3wrUHuQqX/D/qak0FPwKIL97Qx9D73yJVvBD8RKf30L+ccTsEXvvx3HDp+DKs1mTMYa9BxzQbt8MGDBxldOYFKNNZYtPMVRa2AS4QDRw6x/8AB1k6sBOuvWx37p8Z1117LVVddxVNPPcXU1BTO+bS2MzMzrF27lrvuuosY+1KR94sTl5yPfJZnfPELX+CnLzzPfKvFO991B3fc8U5mZ2c4OXOSK664gne96w6yPGffvn188pOf5OiJEyTqjaDFqFDh/CL6H8NgEl/+XPH5JW7ug7J/9HKeIWY36WunpwpnEFDKfT1viIaKQAiVCOIcoyMjXHnFlYyPjzO5ahVbtmxh9549HD12FBEhz3Osc6S1lFq9zt49e5lcuZLmwgKiFEmtRpbnHDp0iFf37GXN2jUkKmHH9h1s37EDrbW3rgQo1Us2h9nBfmGFQOKB8xRo6AtQ+SxDwfVLSmtxiP07nbBWDgQvPwfng+wsNyblokVcFnHZKGHPq3t58NsPoesp8wtNxDoSB7adUdMJeadDc36eG6+/AZNlPlZOqSK1tHMOrTztP3zokBfQtc8SdamLPucLPp3tj5menmZiYsIrVGLwfK1Gp9PhB489RrPZ9AqXAS5qFV5/XHIaeWcsKydXsWnLFt525ztpmjZJqslMRpZ16LRakFvac22ee+oZkjRlpFarvGkqVFgqohbyVKr34mNdUrFU/+N+jbVSkWTH1JOWJbhvLwsqaMTLgZLLrQq3ZOEFQZygpI8AonDWsHnTJl577TW2bNvOW669lkOHDrFv3z62bt3qg1xDHMHGTRu7ekwltNttdu/dw6qVK1m7di0LrSbtVou1V3oS74zDOFMERiqlcNZPqA/+H+Jh3CcQSYxHUOJN8dYNkc+XGKAQ0miWgl9Z/j5/NgS5/Nn+/0ff4mHhDUHcTwfxj/zzL77IXHOB0ZEGaZrisozmzCwL8/PMpSnbtm3jY7/+MR7+7ndY0RhFOYLvu4IQn+Ccr5R89NhRnz8+BG2+wUdw2Thy5Aj/5t/8G6amphgfH2dubq5IWTs+Ps7s7Cz/53/8j6xfv5677roLk+dVTvmLEJfcjNTqNe6++7185Rtf4/Gf/JCZvEl9dASlhU6nhcly2vMt6MDEyBi/8osfoTEy6qXM1/vmK1S4yBEPPVf6HZZHjk5HQCRoposMMhKyjbgu2S472pwLyppMFwl11AQi59THM7ZdvPy46pAb3zmfInHl+AQHDx4mN4Zmq8W2yy5jzdq1OOeYmZnxQZNaMzW1hrmFFjpkoRlfuZING9aTdzrkJmNudo41q1dTr9cBqNfrmCzvi2Fg6BaPUuKagsSqmGElzKl1w9fixe4I4msNlC0Cch46OvAeShaA+NwEEj/8/p69BeyihgsydNSmC2zZugUlioWZOeqNUVxmkMzw0V/7B1x19dWsWbOG737/EZ599llGRkepqYQsy3y2J2eDFcuf88ZYdJp6v+5gJaqwGI1Gg0ajweHDhwEYHfWZsowxtNttFhYWQmIAz6G01uR5TlKR+YsKl9xsOGtYPTnJR+69l0d+/Bg/3fUi73nfe8nyjHa7ic0Nu1/azcmjJ/nVX7qPiaTu01AaG1IcVKhQ4XRw5Wqk6vwdgl4jrzAmL9xfrIGYLjaSeTlHBlomXFpLNyUdkYOVNKrn0qEBiMROi3cB0MrnPNdaY6whTRJWrFhRaMJOnDjBxMQE7Xbbp57Mc+bm5nDuJKJqGJvRaDQYHRul3en4IvTW0mo22X75NhKdgKMgMGVS6VM0xhSKw+qhlKIN/EVVKHrVO6fDadCvCfCFqPx1tVIYJz2fKbu8nAsGrbr+1JpaKZzyZcRisOAwUc6F/4Zza5DuGF99zTX8N7/923zhS19hz55Xac/N89Ff/VU++PO/wFxznr/6m7/mWw9/m8nJSXSSYI0pXGY77TZZlhV1FVavXl0Uj1RagzGvXx8vYoxPTPDP//k/50c/+hF/+7d/y8LCQvHsdjod7r33Xnbu3MkNN97o196AdMQVXn9cckRelGBNjko1r+7dyz33/BxrN67DOn+Y5Z0OYuCxA4/7Ko1JgkZBSKFUoUKFU8OTv7BZuy5pOdPmvaRUhX1uB/30OV5Cgl9PmcQPwzguZU1t4VPd/VtwEhqa33z0ifdZR7raeSUKrAELSZKydt06XnhlF6IUM7MzuBDQOrFygtEVY4yNr2B6+iTN+TZzc3NMT09jncE5y8T4OPUgDNRrNe9Kk5vgq17W4Er3Hs7BpWhRH0M79GjFe8eg+NwQ0BUXwlz2raVu/+SMbZ9vF5w3hOb8PKInbNc5tHHc9ta389Zrb2J2epZ21mHdurXMzc7y//zlX/CDJ3/I6qkpnEDuLEmSYLIcaxztTtsLVwi5tWzdusWvfaV8fvrXsZ8XM7TW3HzzzdTqde6//37Gx8eZn5/3lg4RNmzYwM/dcw8mCEKFhaPCRYVLjsg76x/g3a/uBiyXbb+c3ObkJmd8fAUmN9iN3pT7wgsv8Lbrb0JZ61N2vcGUGRUqDBveJSL6S5QL8Azn2uX/d199vy/ydF5++z2Ffyh7WIf3VO+Vu642597jmKHGJ2fsXs/kOVpLQYJHRxponbBv/z527NjBli1bGB0dpdFo0G63OXDgAK1Wm5HaKJOTK2l12hhnyE3O7PQ0Rw8f5tqrrqZeq/u82UWMQ5nM9o7isLLWiMT0jL3zV7aCDGs8I3wCDbd4TgNxU84hoXT36QJQz/WOFq1nuuv4VG2eSzvnM5j2dUGpG8pCIgJWSJM6KycbGAVN0+Zzn/scTzz5JBOrVmEVIIKxFqwpMqzkWQ7au3FNTk6ybu067wqiVHXunwHtTocvfP7zNBoNtNY0Go1C6fLlL3+Z9773vWzcuLFnGKObTYWLA6cVVN0SXsPD4s2p24aU3nPMz8/xjW9+g3e/5z3U676CmzG+iEGSaGq1lDvvvJOvfe1rHDl0yJddd6e78wv7pA9szZV/hnt0fa/y/S/lb6do8PVPYDaEvsU85nCGE/n89bY8Za7/L+fat7P525AhIQAVYWBqxnO+fkn1XpC8oIWPBDRqzCkRo3Npa1E2E+kKLecrI0jUyCtVatt1XSXiPIooRkdHmJqaYubkDIdCxg3nHK+99hrGGHZs305zfoF2u02tVsM6x8mTJ+nkGWma0KjXSbTuCmFd9XtJOCq5Eg2tn5G4x2YjgS+3NaSmYmtxrZT70dd+2WWqHARbfi2tvcUvpdTAtTLccR10M+fPP/7CnvUsmgAR8ZWkrUNlBmUFMZYXXnyRhx7+NitXr6KVdTAAicYpIXeWzGR0sk4xLnmWc9111zK2YoXvl+3N7V+d9b3IOh2++IUv8PTTTzMxMYENitJI5nfv3s2f//mfc/LkyZ6z4FTVkwd2tjrrz/tZf1qN/JmGROhdQ+eKOEeWYJIWn+9ZVILLcxBNx3T4qy98juve8Q6uuv56srxdbK5eSgTdSBidGucd77qN+7/4t3z87/8ak2PjOASU4JzFis8k4fBBd0S/0WgpDpUI3RD3zeill8RDxxEi7+m1FLv4Rh9ON9Z9f5P4ngNfFYNuZ6T7a6HROh/rX7r3IeHl3xvQ2Fn0rXx9G16CDyDs1eaGBt3wuxeH1hDWkABE327bO3vL6duS/zbcnolSxTIpAkOD1vp03hhLf0y6mkuHgFjAheddQOmw/sMYiyvN66nbLG31vR8Iz5QriKUv3KNFo5X2mr3SnUlImbNcwuTiM9yj8Q7rEMFp0DWFtQbnDEoEjZCKYt/+/dx00008/9zzbFizhnqSsHLFCl599VVOHD1Gu7PA5NgkuTG0ZmeZnz7J2OgoMzOzjNRrOGu9W5RSIArrHA5BKyHJ/Vh2yW3vCC61t4OWQHzmfG0fhxOHFYfVChvntK9S7mke6TO01fsZhcKJ18InOFLlyIwPeCwEmAGdO5vZ7b+PuH6l9H+nQqxAtFCoxS24JR4m0v+gxa+Jr7Vgz0Napwt+1huvhS9GRMTHsVmHlhREyMTxjcceYTpvM3vyBLlzZHMz2OK8FsgtOndk1uCUoAU2b92KqqeIcf5lAyd6s5/1zhVnvXOOmZMn+Yu/+Au++c1vsnbtWk6ePEmtViviPKamppienubrX/8609PT/O7v/i7bt28P+0vfbVRn/envfyh/WyaRP4+6hVOikHzEk4qOMZisxWh9BJPl/OAnP6G+Zg23vecuJEkhz9A6CQ+rxTlDO+/QUZYNO7bw2p7dPPyD7/Jz7/1Zaij/IKUaawyx+z563pZPe38jIbPVsAbCSdxIug+22C6ZjgfhMCRL/8AqBBWuFLI7XIhJHXTyFfBlW4ZxHw7BSiAQrvRQu/LDvegGzgnF9IRL2tC2P+SkMOkPywf5QkMrRRYOGcFnHim0uaXPnYlwDYKET3fdWuJG70L6SUF0gjhP7m2cUgdie+dw8RNyhgDOoBUXFATCq5SmECLwBx0De7tERKZTkPm48fsgU6scTomvJhsVWs6gJaVeSxmt19m7axc/89abWL1qFdZZtmzcyJrVqzkxPc3R4yeYn5/H5RlTk6txeU6zuYDgaIw0SOqpbxtPni0WB6Rak5FjHVhxuBADsZw57NfDecFFAn9woMCK9WRTCU4pROvAYk4xXqV7OO3WAWFtdNemEi+0GJejFSTKkZMjJCUyMehKS8fie6C7XglCn46tqG7mmkXf6x/1QXADCWUcY4vDnIe95YKe9eFsVa7LPZ34yqFKp1iEg4cP8onP/jWPvfAMq9auYWRkhCRJSdKEGPAMINbhcp+dab7VZGZmmm889CCXb97Cu976dhpBCVhUp34Tn/X+c97SNzM7y//+b/8te/fuZcumTczOzuGsJe90ANBKg8DK8XE6jQY/ffZZ/pff+z3+1b/8V1y2/XKfgjJ2pozqrH9dcHoiv5T7G2YfwvwIXlrHWVLRqHqCVTDbmueJn/yYX/qHHyOt18A5dJKQuBRrBYclyyxpkqKkTX1sjBtvfhsPPfA13nnnnYzXR9DOP/za0Osf2z2DiWtFYkW4IfUxCdcSV1of4tsyAiacksqd+3J04K0OgLLSs96LeQ0/h2atLT9LpWsaAec5k8/lPcRTQ0cJvGfM+uZ1COPZj3i9OFfK+fNBOX/gXshHe5iBXIkTEidB0xmK7tC7F7i+OSz2c3eagXb+e37hB1ItqnvQIeGlohQR/K/D0dSn4VyUvUNksSbTlf/siZ+NFgYl3X6okr7fhRzr/f0obeiD+oYQNK4uWBq6bkIuapFKLkMKhSgNFqxSJI06E1OTTK2e4uDRw7yydzetVgtrfVq9hWaTzPj/19IUAcbHV7BmYh26piH1e6QY56/dc5BLd0w5nXvGKbRn5ess+rvvnyumtkub45wSBJne77mQNrL81uL2F7mvOAlkXtCiQSlimlIn/rB1wS86hi0X1VmXMacDEdavK82pCm5aOO8/PGiIYzam08Ph+jTucXWqoEbW54F2X9Cz3gEaci+DeVIfD41E084Nn//6V3j66afZtmkDJjfkWY4yBtfKe0bHChjt3WySep31mzahcsN/+cv/l8s3bWb7hs1orRa3z5vvrHfG17O2zvGZv/4bThw9xqrxCU4cO+5TSgaXMedcodRQOqGWpORpzvzMLH/6f/1n/td/8b8xMqq7e0x11l8wnOqsP32w64UWNMKISZBe/YZpcVp49uUXePKpH/PKa3t4/PEf8OgPcpJEk2VtjMmxziDiaLdb5LnBGKHZbuNywyuHD/JXn7+fW278GW666lqSzFD4lQyQWh3+rC8ErqF1z3UbID6AFAeQDbfk3ECD1FnDSTDx9fczXrxs1RtSJ3vk4khwQt9yFRRXQ3q6E0uhdTvVeEl3Gz1nBEG8p2+R5EppE7GoRYfxpQJPwGLxJEUiqnBzi6OYi9eW98y1dMnwqZQ0XhkWd0MVSLqENhXaR7NgbRjQwD+9Bm3wNQvERXbKfqlCK2/Dyyn/QvlVouJS6fNFHvToDLyP0oDE7xduSsHNxeFr2CTK01xrLdZZkjTh5V27ePGll1ixYgXWWtI09dVo8fUzlBPGtCbLMpw1nJie5tDhQ9RrCZL4/PTKUZS0V8UAEhaqFMTXOdf3ZMiiQR24ZfTFTDgv7YEE2uxcoYHUCAneWcm63vR/A0n7oncYMO/RShSFFY3F4UIKSKsEqxQaXbjWRPnxTH07m7/FUSieA+uJuj/k3SliAxxnrnYWrEYl+IBp0GjAoDgPQYYX8qwPm0yu/dLRjsLlpZNlGKV48rlnSUcbnJieJtH6lLfnCKQ4uAR22gbbyWgvLLD/4AG2rt/oacSAM+dNd9YrRd5uk1vLg9/8JkpUkXs/0Rob3AxVIPPO2HC2eoF8dGSEZ55+htdefZWrrr6m13unOutfV5zeR36JYzJMCSgOnF/kDp1oHnvqRzzx059w49t+hmtvuxldSwFHbvJw7jqcM4hS5LkPfMk7FpUkZNbw9ltvoTk3zxPPPgXGcfPOm1Ad4/PM9kvrhMVImLQhElwLoHw6exekcgkLVBOsEMjQLDUSOVO0JIb9v7BMSViUQ1DpOkpaueIGuv1Tzm/YuqQpO1fEhyoqeYt7KW0w8YE8V7jSS5U2y3h9J3jTdxjTSzXbrhPBKkG0n0wnUrg3FyRG9RJ71/dz0TXLvygpCHVUZ4iLhEsFQmiDD6QrCFN0qTg1Fms7ywGJvtKowpTWvtck+8w1ft/xW3P/YXG6x7Hnb0LhVlGsj9jVIMA4fCCxUppg8kCAVSsmGElr1FbUEITR8VHq9ToOR6ITT/gDI3XW73etVpO52VmmJleRopDcUEtqYLqJO4NcEkh8zOriH8zTEdZTvdevIXdBIx/rDZTbLQsV3WQDxRdPM6qnhqDpLj7fprd6xA2t5L8bDpN+zf+p+rbUv5Xz80drRCKKRGtPpoL7wuILLYXID1rH3TYLzf+Q8Xqc9eDXiApnRKJ8bvhWu02z1cQmAomiXRQUW1xoSyMkVuGMIYrKWqV0ckN7fsF/XulTrrc301mPdST1lGOHDnJidoaJiQlyLKIgs3ko4BY08irs8+FAN8aS6IT5dovDx45whb6mV/avzvrXFacl8mYJsmK/ALh8OMTaoNWxOPGppNomZ+/+fXzgQ7/I5VdfBbiiumE8OJ01OGyxuSoRtNMYHJk4crz/3brJNfzkO4+yc/vVjKoUEo0VvB7QWhCF6Ci9u3BXw1FWOKDj9Y3UEwXKkYufAFVeOcXJe+5Q4ZTxvQlmblzQCHiKNCAma9nIgFz8RpU40M6BsdQsuNySOOUJ2bAajZuzeNOiROKJNw1aawvTtxvCLBr8w6ucP24d/hlxOGrak9BMHA07nM3r9UBbOfJEYfDpxTJrfdYVSm7Og4jREolZoakOnxelENE4JyilfUXGJMU6r6n286bOsGb8Z2SRptIf7TGbiEO8ZjgKIkp1N2nnP61K/Sjf61KDXwtf3OK7fhfVQWBQSmFFYZ2gRCNaSJ1DAe/8mZs5eOggs7OztOdbzM7Mo5SvAGusQ7SvZIlzaCWMjDTYtv0q1q1bQw1PVjQCWof4AoksPng9BUHA2YFa6nKqzpg1ZxHC3737iBS+4rHQlLUWSf3FY0YiJQqlExzWCyHQVa+dJVxkJmX3LAEtOtA4T4Sd//BpdXRnkw++XATKWltYTKKAGIOLRSkUIaFCkIB7C3KdoU0XAvmii5KA0klB5h1eGBs2LuRZLwDGkloQY9GIF3SxKJ2QuJwNq9ew9/ABrKI4020cx9K1nANnVLA+gfdVs0ykDVIn1JSGLMdWZ31xaLVNTn3FKAtZm+hq5wUah7N50YkYiyCAaEUz7zAysQIjkAkYcdVZf5Gc9WfII780k8EwFr84fBCaC0Fu2gexz3WaZM5inGP3Cy9Sq9W8RBQ0Ht4U7+OJ/eED4hzKeBeAjjhycTTnF5ifPsmr+w8wOz/PyOSUDxrSqruhO3zwTBD9hCB9xV+GgGKswiIsYmzCffvDaDhipRS+bmHR2y4xMXS7NBzjnt9AehRR1nn/x1LMi99Eh2MaFvxcmbCpeAWcA50Qc3T7B344pi9PDoLG0UVtQFczh/KaFxv85y4UhtmSqiWkiSLPMkRrtNPeVYDuvKrgPtF7E2cmF2XNolewORqNESTRqCQlM5ZGoxGC1h0WEw4XfygW/VzUtv9H9a2roMQLKSY94avhs9Y468nBSL1RFDsR5/3Lu0dBPDwUS93lYpaUSGLrYSzrtZROWkOURqeeePhD3eKMJTGWxuRqVq9chTE+P3ae5yG1riE3BpWkaK1JkoREK7RS1JIEUQ6T5SglSJpgRfl88spXPdVK0UhTfAixIFqFPbN3CG3wPVf4vUmpUz2njkR5dwetfCpA56wPL5CEWq1GUkvRSYIoQSd1nAt7tHWFkLD4wJXi+vH3Rdrnwl1GvItJINlpCHxNRKFrDZ/Bp+/yi2dwCXMaSJcn8dq7IIjFOkeiNSONhteSpykxLFzh3cMkuIT1pD4eqIKVnv9LCDCP51KSeCuE913OeqrYDg8X7qzH4bPWlBUDzgesKq2YGJ/gd3/jtxAluJBW+tSXChtv6R0FOGtYs3rSn6tJQuYMJPpNfdbrIDhs3LiR3//93ydJ0lPGc/TD2Oh+45haM4Wx1ruzxQ9UZ/0FwalaOi2R13aJj+1weCDYruSDcmTKodI6kmoe/NrXMe0OmTF+RRYbJEQTqrX+oPDmK8HgyJW/nlYK28mYXL0aPVKnI44kUV2J08aOqOCX2+3coiC65UCgJn69K/zPaHLrYUnA8NaFl1xViDeIpjId7qF7rgxnAlMlhdbBxzlIoRXLQ0o6J8KwXDzjA5Trrrt/4vrmVAaQzmWi0JJ5RoRWIBI26JIAk6tyXoXzj/owL2YsI7UaVoKPcXjOeqjGAD4ip/ql9LlyrnYHhZ92Jzfoeg1nDHmk0OIPaQth3ZYOjUHPhwzIEhK0QTa2C36PyXI0QiOp0TGWNEmCadoVL69d9leMFsAzzWjY6wsS788XS4Iw2hhh1p0sNONWVHE4KKWQxFsNnVLo1KfFTGsJqUhpe1BBA67wcQPWp90zljTxDscZ4aBJ/EORB6GgUauDCLmxKFG4JNreu3NjrYXgutHvC190zjmss2idBE2pt5bk1gShCe/iaIwv3pNoOibDheIxTpX27TMQeQeY/o+oQKoJGkjx2lyT5ygrjKR1X2I+6V2jPYJZ+O9SntAofMYPOyBJvNBgnUOsdx5woooQDediP1VQJDqiC9Bg0lTud1jHhTUFsqCRjvOan4e95YKe9a67r2Q4nHJQixYqTdZps379OlInqDO41FkRjNKlM9P5yu/hEO84i0412Oqsj13TkrJ9y2WYLEeSJYROi4TUtoLNDTrRfv9yrjrrL5Kz/rRE3s53znjhYQ2cw4H1GRnMCn+AKy3UlOND996L5AZlQKWa3BlCbAzQLfgQ3xMHKtyYT1nkCX5Sq6GsxeQGJ+IPibAS8izz/42+u0X/3NAmSpxFh0upPKcxMopxljxsZk4c4lRkMefYmO+GOEEHSVmUxnQ6kGk/Rt6h02+kQ4AgxQPnwKegMwbVSJFkFCMuEDiGciDooIVwMZDPgTUxLVSY08yh3bB8ET1Bc8EX0LfrNRrWger4OfVlSy5cAMwwifyhl/dQrzcKAmNNrI7oBzBqnAdnHInb6qkJWrlojrWOZp4zNjHB2g3rGa3XiTlIXNDAxFajduRUcGHF9bQ6gDUpZ1mYb9Jptdj98suITlGBZIYw0O79F4qC6Pl9erggAHTzlztw3g1DKcXc/DwbN270Qayig2URcBahpCEPB6IK4+6Cy4YoHVwJnSfNOLCefHjybYNPrK9inXUytE7Z99prgCJN0kA6wYQUn3F+REn3usGtsetXHOc0zkxpbAOZttiwbfn+rlg5zrqNG1g55gN3TcxGVJ6fM45nmfQXE0hYgigrQQsuzC80ac032fXiK6S1lIHeJ33XWkrFWed8Cs+izoEDYw1aa6yxtFot1q9bT6OWdo1SBbuQYv7CzZ9xHcV1XC5mFddPtM6cD1zYsx4wDl2vYROHCbkoDUKCRhuFOCE3WeHWd7prWQlxEw4ES6JHgrut8dpwAXJbWOjerGe94D9nTQ5JglgHHXvm5sXv+yYISHahjShdBGFXZ/3rf9bL6Xxbm8/vWsocD2XgnHhpa3RqCtVo+BRGym9izjkSp7u5XqOU5+IdlH9G2J73nfP5ZlXaJ7s4yGZmaE2fpMhkQzfnrHa9frPnAs+Xvf9xMjZKsmYVpMo317UzDufhRgqCLlbAgDOOuf37EeNILaSByOe6T18lQCAkkZjY0njGwJqinaJ/XSLvU2w5ciWMrVuNGq37OaX78EUM7mqXOA4ywQt44uFceK6jBK3A+jmdn51GnKNuh/Nwx1C+qIWI0fnRxDYyOkpt9SqoD0i3dz6hk/7Fv2z8w3/wUZfnBpzzZCU3i9wbrPj5LWMp5tmur3DYiHE0Vq7iI/f+EgpHLUmw1viAq0Covawufc/6wKsjA3OVU7oOKGtQonn1tX1881sPBTcW3wGJp46zheWgfN9LhQTttQhYa7xJ2sF111/PO269lSw3RaYcHN68H0zCrtBGSGEJsM76+AEXFLXFONjCkhBN5FprTO5VRloErTRf+dLfcejgIZy16BBvYMoCS7FHWqIPfFFcqjyUrkv0jTHd8QFEefcB4yyNkRF+6d57qdVq3s3BOZx0991lVycVP1ZOLOIkFBRSYBxpkrB3716+/vWvY2ze14Yr5qOMpU5rdy24IrOHBI38zutv4Pbbb6OTtwt/4GjBKluewiDRn5GmH96FzHaFR/H7nE50QeKdtXzwAz8/tGceLvxZ39GasbWrUaO1kLYm7N8GcNqfV9rh9BlIkgOxunSmhHUd3HWK1KchvdCb+ax3OPLU54fvdDrokA1oKcJlojWdLCNNvCVOmy4NO+1ZT2//TtXVsvpHKGXHitaw6DpUmjMfAFCd9XAGjXw6pEW9FDgHzgpOa1yisEkYSJ10FWThs/6Zj2qPU11w8YYptW534zEmxrfbMOIfYrFYseBUQVhd0d7y4aO5PSG2WugoS1JLQJW0m0GJF07rc0dXERQ6YkicI7XW+zmHHKhJOGeKVHkx+lwJ1jpymyENDc6QtTLq9RGUMSiUd30oZKmuOT4a7CwOq5Q/+ALB6RrzykF1vlS91z4Ked5hbnaWLMtZuWql1yaWxsk5r9nwmoKuP69LPSEzyjJiLIl1IOrc90qiyGJDshWFdpBYwVrItZBLTq0e824NPyDtQiDB0GrNoZTC5X5+Mtt/mC51cfZpQGNgZBS6RMhbTRSWTp7Tytqo1Bd3kyCkeXe7GCC51PZKYqZIyWLnr9eoabTWNOemqSnlNXGBmFnr/fuWEqO1OCwgEtuQq0EpFI48g3ZmvGbaQKeTF8TQa3xtn2DUT0IBBmti+8mp0gprgn+4M6yeGKfVnqfTmiXVGuMcSZIiuSHLM+9mIxSWkmhVcIC2FAJ94XpDd7+KLiQqxBnFQD4bhPV2FsR/ASEL/XUlQ8fZb3KK0mEuCsEhxj+TOnG0WzPUEh1M7Z4E2xBzsZiwnLl9JzF3UsiIElxcrBPaxvn5tZZWZnqIvHOlAmVh8bpTzGE/erXCvn1tLHmekSQpjcZQnemAC33WC2kIOEUUJggtypuZ/GeK5ERn2EdF+p7D8pzW/LVwOC3VWU/XhWpEl+N+ltBfkzOiBGJsjeq6sZz+rO+fP0eeZSilvZIjSf0ZY3KS4K7nrMUEK5QEpaKuheT0NgSzC6CpzvqAM1R2HarQf0aE472UZF+iTFcIr+XPLeFip/oVCEQ+5D9WjiCNdwPdeoIYlqtFGtBq14AXHuKyiXd4zQy4VAjGcvF48GOqirLOoX0hEAxPbHSimT45ja5pxkZWgDFY50LyD/8lXwQnmKFdlGjDPXSZfmizJKVHUmAdxpqwBzm+9eCDPP74Y4gImzdv5sMf/jCNkRES7Xd4EcEYQ5Ik3tYlXuiQ7iXDnAafunOev67bhf/XdsfTepLq4uAOcCO4dOBK7rmu+L33I2cQosN1Bj6DQasSUzTGAK2uFju4EoRLBH2ZH/Ul6QxLv0mpMq342bKh7bSWFuvXt23jKh5wpUG9Cy4up7wVKRKzxDUZd7Oytl9EsKc1B5/mToRF1i0/htr7+gaf9zRJvIY9+MVnnTau5JYCXfLpBWQpMjWoIFzHLDU4hym00jEY1ee8ExeIdfCdt3F3UMHa4fx3IllazvkSx9IFIg8QnQN0kvi7tsa7LjkvKFH4+/cN8pJOfFeQCZEYtaGC+1R3LRe7XZjnKBD13LucucduwH3FdaOkWyFg2LjwZ304ZaX7TvkMjO8PJ7WfVGd9cQtD7Juc4awXKVk+SvcqiqPHjvHaa68xtXo1mzZtIh46zWaTQwd95q6t27YxNjZGmiZdwbi8XkpC15v9rD9D1poKbyaE8woEVKLJ85yOMzzy0HfYd3Q/IyMN3nnr7aybnCLR6WLXsKWKwuFzviS39qWhjSmC7A4fOcKTT/6IX//Yx3DW8qlPfYpnn32WW265BaAwMSslPsgNXWxmkWxUWD7KGtizdSs5HfrTOEZiEwmlUt30jSpoxWNg0VLS4/Wjt6iT9wP3WmXxWulweAiEvsbvLb+PZYJeeje0rwqfXz/GAN4fWDh7PeCiA0sAUdjgMx8FI91TUMdhjEGrFBGFcRZrQpo4CUFyUARyuuJ5kiDg+4mR+Bnn3XC62rOuO16QzdBKI9YM5cCLwpaN/UOKYOYkSSBq/IVF63fgWj7ToEf3QuftQjFAuRDI6PazENDkFG2dI5Lg1lDtbxUuVeR5zqPf/z6f+MQnmJ6eRinFr/7qr/Lhj3yELMv49Kc+xVe+8hXm5uaYmpriv/vH/5gbb7yBWq2iqqdDNToVAHqJhPh0U5Im/OTpp5huzfOhX/llnnnqKR767sPc95FfBueKfK6FNnFJ53RXA6i05siRI/z4ySc5ceIEO3fu5Jq3vIWF+XlWrVrFxPg4CwsLrFmzhtnZWRBhz+7dPPXUU1hrufW2W9iwfkPXkjBInVXhrFDOLAOLyfe5opyrvKdduqQevEZYB7IbbT5nD78ovBHAa4+NSEizGLTMgfzFe+tqBpe/jnpiAeLiLMZVlch+SPS4BE3tqfpXHkZvDPauBrEyb2HJL7vDOMhD1UZrLUprbw4PWmQbPqRFMLklTROU1lhjsDFCNxBcFS7qXKH3LK0Z3y8toRpOeGe5sQfdXoYsLlFQCW513ZieritV71z0X+r0liUXPyNRt+p/l7LFOGhZJazZaP1hwJwuaXuSxXfkp8OhlfeTf/0N+RUqLA+dToc//uM/plarobWm3W7ziU98gp3XX0+n0+Gzn/0sExMTjI2NsW/fPv70T/6Ef/fv/h1JMoYeULyzgkc1MhXC0ViC+GC4zBpm2002XrGdjrOs27yRhXab+VaTmPNCQpqrpSrCXcjiYa2l3W7z2c98hlarxZVXXsnnPvc5fvrss0ytWUOWZTzwwAM89NBDPP/88+zYsYPZmRk++clPsmnTJiYmJvjzP/9zpk9Oxwv7aqQVhorBZGsp43zmz5Q18kQfZtd1bym0jzFY8CxfkUoqkeL/0cWlIJslEl9YdJbUu67A05NWs3Q92xNbUHJd6REcShbis34tHpfChafk7mFdN3DdWksS8rufnJllfqHJ/PwChw4f9mnyEGZn5zh85ChHjh5j/6GD7D94CGMdxsGho0fYtWcvr+zaxaHDR7q9K5HixYJacGmI2uswp1FkOqtX958e60eRSzoUXTrVWPfP4unnuLwegvBR/BbbCL8Xc+G6yo3+uXFL6N8p1nF3DUfxqEKFiw+unC7UeQE4Wsaccxw8cICZmRlarVbhHnvixAmOHD7MM888Q61WI8syrPU1RQ4cOMCJoLkvnukifWiltIuoNPIVCJ5eBbI8R480yG3G5u2X8bdf/By79+9i757dXLltO/WxER/zYq2vqOh8IZ0lcSAR8ixDJwntVouFhQVuv/12rLXs2LGDV3btYufOnbz//e/nD/7gD9Bac++997J161ZmZ2dxznHddddx8OBBvvPdh2k2m6xepXxQm/EFRapj7txwRk0mXdJ2mqsMfHeRJr4gYcGv2vjUfj3EJjLUZaDcXiSbOqSb1FoHbXLoa6jHfS5uEYPGq5AX+khlNyONWrIAcSa4cHhGLS50CbOXk2z4m6KTZfy9e/4ek1Or+dSnP+W1vYmm3elw+eXbGWk0OHrkCHtffZVWp41SmrmFBUZHRwBhfmHeu+T0udipUu5HCVr/5NyMHD2IQxUv53DhoLcoHQ78EL9QDnQePManH/eCuMc2S647kbSoKBj6DxDThQ4L3VSfp3smK1R4fVEoLsIDYp3FZr5ORyTzU2vWsGLFCprNJkmS0Ol0mJiYYM2aNYyNjdFsNqnXfS2IkydPcu2117Jq1UryPBS8cwCC6Rh0LanO+oCKyFdYBJ9qqsNse4GnnnuWxspxxqZWMXZygsPHjnHg8CE2r9tEgg8wVUmCzXNvcj7DkyVArV73puIkYWJigq9+9ausW7eOJ554go9//OMgwujYGNdeey3j4+OsXLmSNE2p1WpMnzzJN7/5TdrtNtY6VqwY9xp+w3kpXf5mg1KqeJ2S/ER/l9NBFjO3/iBPJQotnrQnWvuKhCXtpRavxQ3Vx3uwFLI96N610HcPUiLzElTabmik0zkfyxHHNEmSkgYfuoGTwzmSojCiRHDOFy4SUd4/XxRWfD56LTUERTvPSWt1JldPsf/AAR8bAaT1BqI0KM1Cs8VLr+xCKcXCwgIjo2PBV94HnisVK5ECjiJdqYiPSyhbWvotF2ffwRgsG9Nz0CPkee21T/N3RrewpazjcM/RL8Zr4i1Ke3cjpbxgGNfS4BiJc0P5mr4IV0VfKlxkcKXaF3jhGuc4dOggDz74EPVajdtuu42NmzbxG7/5m/yHP/gDX7E6z9m5cydXXnklzjnWrVvHyZMnaTabjI+P87GPfYzx8Ql273mFR7//CCO1EW6/7V2s27j+9e3vRYaKyFcYiNm5Ob7wtS8ztW0TH//Ib2Jch9tvv409z73M337h89zz7ru5ZsfVuKxDLVH+cAml2k8H53zAizWGWpryy7/8yzz00EP8xV/8BVu2bKHT6eCco7nQZMX4OGma0mq1cHhLQaNe54EHHmDHjh38zu/8NqOjI7RaTdKkga5ca84Z/a4iA7XFSy1HeIpULOXre604JDrxAa0hUFPFQMISVztb6jeITCklRRrMSL5i1UKfBUX5rHjn0L/ee3BonaCs6RlPf+D5LCjllJzniuiuVATyKoXSqkdA80kcHbqWcuLECS7bfjnvee97UVrTbLVotVqcPHmSo0ePopKEzVu3Fq5w4ytXUm80OHz4MGNjo94CZq13nVG+kqn3uQ/uIMqn9lN05z3e57LIvJStM/6nUtqPq1LoJCFRgjOuh8gPJPVLWMcxzbcU7kEWi0JrTWK9K49Sfv/rtUScHyIvfe1UqHCxQOsQPKIUxuS88sou/vW/+JcszC/QbDa5//77+f3f/33uuvNOvvrVr/L8c88xNjbG8ePHmZmdRYDjx4+jtU+08d73vpfbb7+dV15+if/59/4n2u0WnWaH+z/7ef7Vv/nXbL1827C2zUselxSRH6J1tsJpcHx6ms898CVuuO0d3HDr23GJsNDMcDiuvOYq1q1azVc//yVMO2PnW67zWrzMnrEKH0An6/CVL3yJx37wGFu3buXv3/f3uft9d7N37x527NjBj370Q66/4Xqmp6fRSrFu/XqOHz+Os5bvP/IIN9xwAwf2H+Cee+5hYmIl93/2s/z06efYuuVyfvlX7mNi1cT5G5ileJRc4ugn8b1+3vFDLOtB7NGEK4UoQYV8xkrrIAQG7bUj5JLHF0zqG/ilEKWBRL7fKqBU4UMuUkoVN6TMIF4Lr1EmpoAL5Daorz0BFtyQarWLhAD0aF0gEmr/8tYBzULbsGbNFD/60Y+o1WtcedVVPljWWnJrsM4iWvl8zlrTybMi3/zhI4fRScL6DRt8ylfn0EFI6JL18FMpsC5o7XstKcsiu8GSYctVUmMF4KD195aHXpelget46U32rHelfIYcZYKLlH/T31vxGTW0zDWLYgHeBBr56qy/BBHdIENg9oMPPUSWZSRJwvj4OIcPH+aLX/wi/+i3fovpEyfQWlOr1Th06BDPPvMMC80mzWaTyclJGo0Gs7OzZHnOl770d4gItVqNkbTBvn37+MY3vsFv/NZvDG2fHtiXS+gxu6iIfAz0KVcOLcbSlX6/hAa4H1E71XOsxEXTjaS6MPdCuBGlyPMM0oTjCzN8/ltf5a133MpNt7wdgIVWk2xhngRvTZ9cs5L3/vz7eeDvvkIyPsZbtl6JVilYUxTSiRUdsdHk7jVk+157ld17X+F//Kf/Aw8++CCPPf4o99xzD2NjDTZuXMezzzzFwf2vcvz4Mdav38DKiXEOHtjP8ePH+MlPnuJX7vtVPr3rfi67bAd79u5i3779/Ne/8zt86lP385OnnuKOO991fscrzFWhEyuty/LfL1XU63WyLCtI/LJS9kUM9MopaRVF0IkmqaXoNCV3PpNKkcHGef9j64qSUD3XWXRbbvFn+jPwGFHUEg2iSGs1UhGsUqRa45zgJGrKl+JzsYSPKJ/fPEVRq9Wo1+vU8k4ofmLQoTDgsM4jp3RQigmQoGsJVknR1yS48qS1OrkxbN64gUe//wjPP/8cKklodTI6WYf5hQXmZ+fJjS9k1em0PDk1lhUjDd6yYwdjIyNYk4FotFIkOsXiXedqtRouSXyxH+eoleYBeuMwzqp/gbQrFL4uva+6mNY0Vnf7acT6tJulQN/+NTOo/X4Xp25IXcwhb1EqQSWaxAlJvUZtpE7NZGidBBKjuoHay0DcQnqEAgAJdRASfcrvXiqozvr4oQt9V8NDNEjGmhM2VMl2xiJK0Wp5Yt4YGaEVLH1ZlmGNIc8ycL5ibKI1D3/723TabUYaDbDer96Ezxw7dtTXs9GaTrODEqHVanI+xb1L7ay/uIg8Ax7qNxIGrbnlx/ENBYKAcUia0nQZj/7kSdZs3cQNt94MyhePeeG5n/L44z9g0/q13HXHHaCETZdv4Zb33MFXH/wW635hHWtGVhaHYHy8xBHcFLx9WtF1a5iZneboscPUa3VMnrFu3VoW5md5+9t/hge/9Q1WjK9k/caNbN68kW9/+1s8+eQTbN68gU7WIUkS0lrKkSNHWWgucOToUWZmZrDWEMvIn9cxCy7UqjSfb5T1uiQiv0wszvKiUGmNWq3uyTy+qq8OPtcaKQRCO4Ck92MQkS//tM6RO0gTTZom1Gs1alrjjAETqpYGt5PllN0eqGFWDtEJVjvqjQb1kQajRJJpSIpiScNZQdYJubNhfA1JLSVNU9J6jRqCaAMIBl8oamxMM99cydTUFCMrVrD31VcRVUclmpMnZmk0GqS1lHa7TqIVWbvDytFRJscnSLVg0d7ZRBRap1jniXy9XkdqtSJFbSoUGvLTZ5I5Q//CvGjn8+87gQ4WXdPoNKVWr9EQhbH9WYOWC+kj8s5r35OERDk/rvUGIzgSpUOaSG+FWO6MWomFfCjODItP92s1vv1LHNVZf2lDSi/PZ4UkCLKi/DN+6y238PWvfI2ZmRkf51arceDAARYWFnxyAwSMZXxsjK8+8ACjo6NMTEwU13fOMX3iBM5Yms0mItBeaKOTlPe972e5EDabS+Wsv/R3hArnBiWgBWMNh48dZd/+ffy9X/gg1hnanTYLrSYvvPgixsGeV/ez0MlR9ToGy46rrmBq7RRP/fQpnLLEXNEFwoovZ0DZunkLN1x/I3/8x/+ZHzz6A1566SUefvhh1q5by2uvvcaVV1zBK6+8whNPPMaqyQnqjYT5hRm+9vUv8+477+C5557myqsu56UXX+BbD36T+bl5/uzP/oz169dz4403XfCN8mJ8qC9WxPSH5ZcL2vYiTzd0M64UKQTPfK1BpHBRW/Fz4ZoOnzWmuIe+lIXD6J8xFmOMf1n/s+i3dSGLzBAPJIkChSsy5QwaSxFv6YhatFqtRpImrFgxTr1eJ01TEp1Qb9RpNBrUajWv7U5TH9ypopWDnnFzzgUtvikCiPvdQYaddcV3sysc+HFd/Fretfu/F1TJgWiXXXdsmP/Y/nL7MuiXmIEodHZZ165Q4bzBOXKT+4QT4pVAb3/b2/kn/+SfMDk5SbPZZGpqikceeYQ/+9M/5cSJE9TqNYwxpLWa349s1x1OKcXx48f5T3/0Rzz++OMkScL8wjybN23i937v99hxxY4L3sWL+ay/qDTyFS4s/NHgKzsacTz/wvPc+s7b0bUElOPJJ57kkUe+x8zJGW5/57t4+sc/5jOfvZ+NmzZw9/vvpmMy3rLzLTz+ze/yjuuuZ+Xoit6TqCBkFE9BkqTcddddXHvtdXziE3/OO2+/lUcffZSNGzdw7Mhhxla8j3vueT/7Duxj08a1tNpNbrrpetasXUO9rjl67CAmh2eeeZq7734P3/vu9/i1+36Na96yM3CFyrvyXNCvNT9fbXh3gW5edyXK+2CrmMpPimXTndfF11lqe0A3RWDpmkVQqKjCP96/Nyz/ZkJApE+vKarkvBH7JYtdOpYLFfTGXvNte9rpj6lVoe/OWY6fOE4yP8eJ6ZO0O20Qn+M5y3LyPKfdbpEmmoWFBUbTNGTDccXciYSA90LzHjIfxZRxzi56KpezvspfKa+Rwl0+BknT66e+3LUc24j/jxr6yKcLgl3cR8kKJMucVen50W07xDq8YdS6Fd5QiLUOsBYV3L/e/e53s7CwwB/+4R8y2hhhamqKL3/5y8zNzrJ161afrcw5Jicni+xPJqQgfu6559i7dy+rVq2ilbXotNv81m//Nrfd/k66m1l11kOlka/gfNnxDMuxE8dZv2kDFsvCwjyv7nuVZmuBd9z6Dq7beT03v+MWxscn2LVrN7n1uZLHJ1bQGK1z9PiRU1w++jd7DaB/ABXr12/g3e++k127d3PfffdhrWHt2jXU6jW2bt3M3XffRdZpknUWuOXmt3L1ldtpN+dYOT6GkPPzH/g5Dh08wLr167jmmmtCpbhKLr2YMahAT9SMQ5efLIWmLHbTGUz0e14ll4RCqel6fpwTBmphY6BpCNKM9xHTb8bsPMNDny968U/vfZYJriDMzMzQ6XTYu3cvJ6dP0ul0GB0dRSkpsti0222SJPF+6WVLSN/1u6k1l+8Lv4Rexv/Q859BHT4HuJKXfE/rJT5dzkbk/x/me2h3QR+rr4h8hYsM4YGw1vqfxqBEyPOc97znPYyNjZGbHGstk5OTrFy50sfRhL2h0WiQJElB4rXWjI2NsXr1aowxzM7OsnPnTq7beR2xGFuFLirm8yaHJzeCNpb5+TnSWsL8/Cwdk3PZZdt47dW9PProoxijePLxJ5icGOOtb30rgi+3nCR+CeW5Ce4RZZVZONSi73xQnWmdYK3hlltu5bEffB9jDB/8wAfQCrJOC6Vgfm6GPO8EJzXLwvwsILztZ97K1Jr17Ht1H49+//v8t//4v6dWryOATnUlpJ8jnHNFmsLh+Bh3EdPmxetLyFwDQYPpvKuLVrEglBS+koPusx+nCmbsz5SitS6Cp3zzCkKgrQ2hW9Ev+mwwWJjwhad0ILRxDKy1aBW18Wfd1EB4LbEPNIttRZKptUaLgMu9ECMKYywCJEnC+k0bGV+1ilf37WfN2rWMjI5g2pZO3qHT6ZBlHdauXUur2QwaeP+giVBkswGKtsBnjzFRY903Nv3C11II/4AZL9xbijlNtA8ydH6M+9tYdIUz/b1vgiTE+agkIQ/vxTz6RWAt3exI5V4v/XmSsrHGz6UobNjbzpelrEKFc0H5mdaJxiEFKf/gBz/Ip//mU4yNjaFEmJycJM/y7qNVEorBp6hevXo1AK1Wi06nw93vex8T4xOIVihbHfJlVBr5NzmctYjJcTanXkuZnZ5GAyKOy7dt42O//lGu3LGDnz7zNGOjDT78oV/kllveQZr43M0Khckso43RgZpF6fnp6ZnPE54wOjrKrbfexqOPPkq9USfPc+bn5wBIEp+aKk0SarUa4+PjjI6OUqulnJw+wbM/fZYdO7azccPGHn/dCueGfoI1SPO93Fe8Xqm1vsYH3tGp/rAIS9LSFPcTrbNdMlh2cCm05+fa51J7/iYXj/GwEJ+x8lgv9kry/dRakySJD7rFH5zGGJIkCX7zjiRNSZK0EAqM8VVh0zTt0YR3CWuYKxdTbZbGEBi8Bs62fwN+7yPMXcXBYOHhVFacwfPX7Vf3uqonnaYLAX7nHVIS/CpUuMhQ7D/hZ1kpdMcdd1BvNHriiKKlsmuR9b9ba0nTFGstCwsL5CZn5cqV3HnnXahYjbvS1vWg0si/iSGAKI3pdBgZG2P1qlW88uKLrFqzCq19lU2FcMPO6xht7GLt6tWMj45gOm0W2i2cE44cOkrWMkyt2YjJ3ZKKMpUVUzfeeBPf/e7DzM7MsGLFCHnuQs1GhROFteJTNCtB4cgyw8yJGZ7+8dN8/Df/kbcIOAJhir2qHvJzQZnInLE65jm2AYEiSaiyOsg3XcoU++zaWHypgsFTkLMegnQW/j1LuQfVdV+JiL7pEtRR3XV7boiKLf84lMl8PzEtCT3OB9zu3rWb9OBBpqenmZ+fxwm05jqMjo1grGFubg5rDDbPqa9ZU1wTCfaL2J/S8BUEvvRMno7ML2WdSXH9cOVoDegXGM8D3Y1tFq4z/QJv6efge1+iQDroe9Jdsf3WjQoVLkZIeOydc+zYsYObbryRxx57jPHxcZwx3uprBlupRIRms0m73abdbvORn/8IU6tXY63xBeeA6pzvoiLybxoM8vUMpnjANBd41x138Nef+zQr10yycdtmdJKAFbZfdhlbNm0iESFrLtBud1hod+hkhu9953u877Y7qZEEEp+f8U4iQTTGMj4+wc0338wPf/gEd999J5Bg8g6JSjEGEp0i4rDW0G51yHPLiy+8xPr167ns8h3eNSiWXyyZ6CosDz0EcMiEoZ/EifSuyIIE9ftcL35ree2XX1IiSOHEceGmuu2de6tlzXz5veKUGyIEcIUAVhJspdzfGExMSOnpXW+uvPIKVq1Zw9Ztl2GsYaHZ5JUXdrN+wzqSNGHdurWIwPzMLFqr4AIlxWAWGveuqYNItBUgJYHwXNZVj/DX7V7XghLptvRmy4IlWmwWjWkpoDb+r9hrpKudPw2BHwYKIUzOj2BdocKwEZMWRHfCn/+FX+Dhhx9mxdjYGQumtdtt8jzHOcfIyAjve9/7UFqjRBfJm2LmqAoVkX9ToPdxEZx1+CwdBpyEyo+aOvDeu+7mT/7L/83EmklGVowiSmGcIUkUzfl5EkKGEQuv7XmVD93zi1y14wpEJ5BnIK4b1Kp8JhKkzLVj9UVA/MP8znfewR//pz/k7W9/O2MrRv01wueV8sF1xoColHZngZ88/Qz3/dpHcdaCBpubUGDogg/tGxBxdzzTLjnIn/h0fy19KBCSrnk0uG6EFJAignJSfDRmtznjnZ8h17zreb8rqDhcsT59v2PO8DP0ZQkQr5In9CK4lfl2FSE/cR/RPxf0aKcRX7vBBXrrpPBbzUOMgLHenabRGEGJ+IItzpIkCbWappZotNLUdEJusuBOAiA+nkBsMafxcC1UBoFRlwNiT0VCz56cCk4iyRaSkFc+muqdszhsYTGI5D7ibOa0TNHj/2JKTz/cqhBkyik3pe87S51jFa/b16pIrK1QbXQVLn74YFdTZOu64oodXHnllRw6dIh6CHQtC9wOX1QqN8ZbBZ3DGMMVV17JNW+5FqzzNeCCDsT/XPSUvSlREfk3MmTx/411ftKVRqzDiRDLsSZpgxNHp9m6aRsf/MiHoJZAorDiMHkbsHRaHUZqDWyrw4s/eY6De15DvxUwHZ/uTgSCH1tuDTaQeSeEtHjd8yw+wKOjY1y+/Qo++defZuvWbYABOjhr0DpBRJNnvpDN8WPTNDsZV1x1FTpJvI9/IPHWuZ5KgRXOHk48kaVIGzhIkzkoaLDvdwbELES3GfEEMAYFgg8YzK0J1woZXeJXljihS3LNCD7qDu/XLK6bl8SvU8GnVSwFyIafy4rBCOsyfleLCsV+PNHTQa0cSem5QpQGpYpibApBOR/L4h8+FcZdYYxBlGJmZobcWEYnxjl05CjGWZQIC/NzHD7oSX2WZRhjaLfb1Gs1JE19kCsg5UlS+LUT3U+UYI0POo2auXPqHxRSgg1jppxCO4WyIKK9giIIZCUJYvF1WMqc+s0r2gEgpLXsny9HN3CbrrBWvud+C9QgqNK9dsVciK5LSgQtVWhbhUsDguCsxeSWsbEV3HzzzfzN3/wNJsTh5HnXgu+cI8sysizDOUeapiw0m7z/534Ob3pTgMKF/dM5v39XJ35F5N90EEApDdbnj3chr7Uojc0NMydOsnH9BrZs2kzHWVQtwTiDkNPptNGifSXY3GIvb/P1n/wUZ40nQrUEnEWsxTlBJ9qTdyjKVbtAnCQQRBGYmZnh2Wd/ymWXbaXRaGBs7okHFmu9C46I0G5n1Bt1RBSvvPQy11z7Fqz1FeJ8YI1EFW6FZSKS6K5rjQwoJLnYTWuQmVT1BQC6oLLtunmorrsH0XfcN+ai30TQpvYTsaVkrVn0d/CVRvvcXFTIX+xEsNE1w/X2cdkBmkG1GrOYUCJzvndd4eZMLSy9z9KTr15Eiqw1BTl0DrTmld27GB+fYMXKCeabTZT21jbnHOs3rCfvZBhrSUhQWqG0otVq8fgPn+Btb3sbiQpZiESh0FjlSawvGuWr5IpXuxX3cqrc7mfTPxetKkSDgMQveHcXdOEydarrL2lOnabQiPsVFHK598Y69LgNuf45pvj+UpoURyEkFXEP0s36VLnWVLg0IMX+mrdafPvb3+axxx6j0+kURecajQZpmi4q3hZ9451zPPDAA6xZu4bbbrvdP4kKjLFFdqzCJPgmPvgrIv9mQVjjSikwxvvGp0lwKXCgFXm7zc7rd/LJz3yKP/3Pf8LkuimSRp1Wu4kSi7U51ji0KLJmh5effYH7PnwvTimcTjA2J7cGhZDoFGMMaAU2aEKDVsr7nbqQ4jDnyR//mKmp1dx3330kaUKedVAYEIfJLXkei9JktFodHnzwQb7//e9x5TVXeY29HZ5rwpsdShJE8qBVHLA1FirRpWjp+7SgUnI7KBP5cF1PwFw3P3nJdeJM1z4VFt0D3bUS70MFLb13CVPBcLAM0jeo/VAcSZQL6TZVr2b6LLSrS74H8Rr3WLrIhe9q5dNBigiZydm9dy9bt1/Gtsu2s//AAVSaktTrXtvsHAlCp9UuqtF2Oh2MMUwqxfSJEzz51I+5+W03eQtGdOUJ/ZGS37go5YX9M/jJL3lOVaTu4gW+kut6l8iXhYb4cxlzKipo5COlDvMZCmKp0J7F/x8b3Qqlp6z72SgNXf9nVSnOQkB0pZGvcGnAWYsT4emnn+ZP/uRPWL16NVdffXWR3jjLsoKQx/1BgovfyMhIkXryP/yH/4N//+83s+PyHd6VNtFVSFwJFZF/o6IkoBZm5PjTeVKRi+PgsSOcmD1JO8uoNRrkWG68+W288PLLPPLoo1yz81qmVk8yP3cSrYVmq8OTP/oRV26/gne9/26kkfLSa3vImm3SmmZi5QTrVq9B4VAhtV3kfRL8ga0xiAgLzSb797/GyMgIzz33HF/60pfYunULIoLJ22ilsNYHuiql6HQy9u59jUcffZT3v//9PP/c82zespVVE6tC/1zJDF5hOehJvTdIy1FWNfZ9bwlX77m+iOBTEgVyF6pWKiXBBSWaTlm+oFbSwjoo/IujdlaVtMVFtwQk5JM/Vyii1rbUZx18qnHE6qhnQ+hPhfisCeK9lxyA9bEk4O8DMM4y12qi04S3XHsth48cY3ZuDlHKa8dEQu54r43PjBeks9wfusZZGmOjzMyc5Pjx46ybWkVcEA6HtdEnPWjnRYLHjSq081G4WHZHSxYM8ZILRe1YEYrgnPiZc1w/0c+eaGEozadS3gLhK9mWAvzc8vI7l5+6QhSrKrpWuMTgnEO0wlnLE088wezsLPV6nXa7jYgUNWgKxU3pe2maMjc3R6PRoNls4pzl61//Or/1m79VpMwdjjPiGwMVkX+Do593iSiykIf1xZde4rs//AH1lePoNPFmLSWoRDOxZjW//l99nGuuvRZncvbseZkkUVgn7LjqSvbs3sOu/a9y5NhR6rqGRuGcYeHkSdZPruV9734PaZLSc5xG5atSzM7M8OlPf5pma4FaLWXHFVfw8ssvs3//fpJE4wLZdzic9ceZtY4sz7niih2cOHGcr3zlK4yMjPDhX/wImzdfRp5npPXam9nCds5wrlvavkvmF31qMZFf/ImBDsiCKtxM4l+tbxQnLmhvPfGMhYYGiWb9BYQGEbVBWUtisaSiOFNwjYgWAOtcQToX9edMCEy60BQFN6UYZyACKOmSWNWlbK6vwMnZEE9XEnaKTDwha40PWyn1P2iNm60mU2vXkuU58/PzWGuppzVA6OQZiQgmjo2xmDwHB512B5yjk2U4Yzl+/Dgb1q72JN0FAqv8OErJ7aSnPzJY2BaRnqJJp8xsIV1SG1134vdEe0uEoHHWFeMaXcZ6xm1Jo+vnKMbvE9avLY+niI/TUYpo7Pd+vK7HtfBsiXg3QUB3/hzOZ+6oUOEiRzmZwPHjx6nXfa2YmCM+FmwblCEtVnjtdDqkaUrWzNi3f5/fE4LVyy0+ht60qIj8mwVBK26NQWvF9MxJvv2973DPL32IbW+5iqRWw1rToy1rt71Z/fDxY3zyL/8/7n7fe7jxpp9hzdq13HLbbSQ6ZbQxQj1tIOIJ2PzRY3zmL/+K5154nuvecl2PG4HDH0bWGL71rW8xOTnJr/zcfdQbdfxx1TUhqEIEcMRc1/7wtJisQ7vdppXlfP+RH/Cdh7/Dhz68jrReK1LrVVguBF9lWxXVMvsrUsaMHT3vDbiO9BEnn39bBd/56PgBOklIkoRW3vEa+LBJO+e8pwIhKHtRE933BpEyKRFb8GTKWEuik4L8ORFfSTZqiq13cF5eVdvg8hHdhJQKeeQVWmlsyMJgXXSzEQwGMT6LVLmHdok00/fdFa0rpcOTZL2Hh1I+bVsoYCRaI86RdTKaCwvs2b2bQ4eOMD+/4As9IXQ6PjtNs9nEGFO4thljit+TJKHdbtEZa5DnOfV6w/vIx3HHV7TNjcG4UGHV9fmpDxAGy64yllMUfhEfAxADSm2eg05w+PlVAonSCAkiPs5mKZVjT4cokCglhXuUUtrH8FjrXWvwrln++YgUPsyRwNlqGIrb7ZqJgOACVqHCRQ+vLOlkGc1mk7m5OTqdzrKew06WMTYy6sl/VO30WVPfzKiI/BsZ/T41AIHoHjl2lNXr1rL5sm3Mz851g9KswxlD3sloNZu8/PLLfO+73+Ud193A8088RfPELNuvuYbLt1+OFujMN8lcGwVopdAibNu2lV2v7GLnDTeBCSngwssGbd7MzAw/+7M/i7WWPMuw1pR4mQMTiJ6zodKkCWZ776vvnKPZbHHZZdv4ypceYG52ltX1KQa6g1RYMtK0RrvdQSlfWjvLskVBq/0E/VTo37Bjlb+uhjgQy+AWISJF4BPOIda/fJtnL54t0vSEtV+v1ajVasX9qIJ8uWL5qGWsobIFQCkVfD+t1/KHtmr1Oq08QyUapSIpcyG4u+diS+5juV0JhNbloJWQBAEhEnmtFEmaMrV6NdPTJzl84CA1XUPqI6FqolATDSKsGBnt6Zt3LykXCXOsGGswMjLiSW3usM5ST5JCaFFaoZWgS2T6VMGug94bFBDbdVHSaLwgk9ZrJGmKKN+eOEHpBKVckSFjOWso+tb7GAPQ2gfa5uCDf5VQr9do5R10kqBECr/gKJpJz7XOEkKRlQupnAkqXFpwoUrrRz/6UT7wgQ+Q5/mysleJEl/F3f9WqeL7UBH5NzAGbfrRXJ0Zw6OPPcZPd73kKzZai3LBxG8tiShSpdm8cRO/dPc9XLZtCydPnuDHTz/Nt+7/InOtJi5o4RGFFo0VT8rNXJPrr7oWaXeQJJiBxSeVdOLz2B87dow/+qM/IklVMLGBDQFxOOeDLoOfsrUGsGitMNb4z+G1tZ3M0J5vYUIueamk9HOCiFCr1XzWkZJLRi/skkhJP3GKZLa4poOONaCEkdERtMmxzqFD+kQVtOPnMp9lMm+dQwf3D++jmZJqhQ7ktPCht7a3/PBZtlfuq3OAdSjlCazW2pcqV97SoBBEO1Q3kX280JnbCp8rE2MX3S5EoRRo53X7SZKgS+MxOb6SqVWrffo3559JrRN/1XAf3Yw60tMeDmxIUYkyKO3nSZQnz9Y5kiRhxYoVZDjyPCOJFZ/dqYuru5KpvRAc+t1hrNd0i9I+yF6gVmjIFUmSkGhFEmJl4pj3++GeDeJUaO89E6xEglbe5UZrTa1e77oJhH5GD7RyseIz3UF51uOSkCDwKeXFS2PMsvpRocIFRbDAKa25+uqru/vIMgTqTqfjz6TCzawKGSmjIvJvJoQHy+UZ11xzNf/sn/1TnBLIjSdP1hcjSUSjHCRKUU9raBGsy1k3PsnPvvs93HXbO2lbQ269D6hy3k3AJkIn79AgYSSpF+nZQtPFa2R0hN/+nd9BK59iEsETdONzyooIzii6krfFOQshODCejL5QUIJyikZttMjjXGH5iD6MSZIUGvLFWD7JLUiacxgHmTHMzs6i09QHRkUXBtfNuT7IweJsDoMegcQJeadNu9UiSTSNWi0EvPq1aQORPReNfLmvkc2p3JJ1MmZnZzFKyJ3PHKVDrnfpG9Kl9q+s4VZKBQOYCpVUQZkMJUK9XieRrjZda02SpN5NRqfBncj7tKjgHhSz10Co0dDXNy9MZ1jJ0UqDFQzQynJazSazs7O4xJPoLFSQPp02LsYtxDUSfWj7PuQZrhisBEuOg6wNnaxDkibUkoSaaK8ZX6YmvnxP4X8o8fuPE2+1ULklyzrMzs6S40K9AEcShGBrbLcWAhRa9dM3WNLgC9jwi7dueCEty7Jl96dChQuG6NZYYt3LfRZr9RrWWE8XfLGFod3mGwFyLn6DFSpUqFChQoUKFSpUeH1QJaStUKFChQoVKlSoUOESREXkK1SoUKFChQoVKlS4BFER+QoVKlSoUKFChQoVLkFURL5ChQoVKlSoUKFChUsQFZGvUKFChQoVKlSoUOESREXkK1SoUKFChQoVKlS4BPH/A9qKlME7O9rwAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "samples =rd.sample(train, 9)\n", + "fig = plt.figure(figsize=(11, 11))\n", + "columns = 3\n", + "rows = 3\n", + "for i, img in zip(range(1, columns*rows +1),samples ):\n", + " fig.add_subplot(rows, columns, i)\n", + " img_moves = get_image_FEN_label(img)\n", + " img = cv2.imread(img)\n", + " plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n", + " plt.axis('off')\n", + " plt.title(img_moves)\n", + " plt.tight_layout()\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "ecefe10f", + "metadata": { + "papermill": { + "duration": 0.024108, + "end_time": "2022-08-05T19:27:04.886483", + "exception": false, + "start_time": "2022-08-05T19:27:04.862375", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Labels distribution - **All labels are Unique** " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3acfe772", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:27:04.935612Z", + "iopub.status.busy": "2022-08-05T19:27:04.934861Z", + "iopub.status.idle": "2022-08-05T19:27:04.963093Z", + "shell.execute_reply": "2022-08-05T19:27:04.961559Z" + }, + "papermill": { + "duration": 0.055657, + "end_time": "2022-08-05T19:27:04.965760", + "exception": false, + "start_time": "2022-08-05T19:27:04.910103", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of labels 20000 is equal to number of images 20000\n" + ] + } + ], + "source": [ + "labels = [get_image_FEN_label(img) for img in train]\n", + "set_labels = set(labels)\n", + "print(\"Number of labels {} is equal to number of images {}\".format(len(set_labels), len(train)))" + ] + }, + { + "cell_type": "markdown", + "id": "af68e776", + "metadata": { + "papermill": { + "duration": 0.027667, + "end_time": "2022-08-05T19:27:05.017710", + "exception": false, + "start_time": "2022-08-05T19:27:04.990043", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Analyzing pictures dimensions and ratio - **Same Ratio, Width, Height for all pictures***" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f797d6bf", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:27:05.067724Z", + "iopub.status.busy": "2022-08-05T19:27:05.067348Z", + "iopub.status.idle": "2022-08-05T19:30:09.018052Z", + "shell.execute_reply": "2022-08-05T19:30:09.017069Z" + }, + "papermill": { + "duration": 183.977907, + "end_time": "2022-08-05T19:30:09.020132", + "exception": false, + "start_time": "2022-08-05T19:27:05.042225", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Selected Width X heights: 400X400\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuAAAAFNCAYAAABBtNqkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAAxM0lEQVR4nO3debhkZXnv/e9PWkEZAkhLGAUVTBqOttIiGYwDiQJGwThBjAwhIlEJ5uiJJL5HicbzksFoSAyK2jbEERUFPSjh4BxlaJTZgVbh0IDMCoqiNPf5Yz0bis3e3bu7d63a1fv7ua669lrPmu5Vu+6qew1PVaoKSZIkSf14yKgDkCRJkuYTC3BJkiSpRxbgkiRJUo8swCVJkqQeWYBLkiRJPbIAlyRJknpkAa6xleRpSb476jikDV2Sdyf5n6uZXkket5rpVyf5/eFEJ23Ykhyf5IPruOzfJHnfsLejtWcBPkaSfCnJ7Uk2HnUsozD5Q76qvlpVj5+ldb8kydeT3JXkSzOY/4+TXJPkZ0k+nWTr2YhDc998zMOqOrqq3jqTeZMsS/J3w4gjydLJ7wNJtk7yqZaL1yT540nLzDhXkyxOclF7H7goyeJh7IeGbz7m6VSq6n9V1Z/NxrrW50A6yZta7v7+QNvGLafvSPKjJP990jL7JvlOy8cvJnn0ata/S5vnrrbMnD/gtwAfE0l2AZ4GFPD8Iax/wWyvc5y2D9wGvBM4YU0zJtkDeA/wcmBb4C7g34cZnOaGDT0P57Ikvws8dopJ7wJ+SZeLLwNOajm6Vrma5GHAGcAHga2AU4AzWrvGiHk6tyR5LPBi4IZJk44HdgMeDTwT+Ksk+7VltgFOB/4nsDWwHPjYajbzEeBbwCOBNwKfSLJw9vZiCKrKxxg8gDcB/wX8M/DZ1rYx8GNgz4H5FgI/Bx7Vxv8QuLjN93XgCQPzXg28AbgUuBtYABwHfB+4E7gSeMHA/BsBbwduAX4IvIbuDW5Bm/5rwPvpkuw64O+AjabZn+OBT9B92N0B/BmwN/CNFusNwL8BD2vzf6Vt62fAT4GXAs8AVg6s8zeBL7XlrwCevw7P858BX1rDPP8L+PDA+GPpCoDNR/068THcx4aUh8AmLcZt2vgbgXuALdr4W4F3tuFlwN8NLPs/2vqvB/60bf9xwFHAr1o+/BT4zMA+vr7t40/oPkg3WYvnfQHdh+sTJrbV2jdt29p9YN7/AE5owzPOVeDZ7fnKQNv/BfYb9evOx9o9NqQ8bfMeD5wGnNq2dQWwZGD69sAngZvbtv5i0rIfHBg/FLgGuJWuuL0a+P01bafl1b3t+fop8Fdr8f/4PHDA4LZa+/XAswfG3wp8tA0fBXx9YNqmbdu/McX6d2//k80H2r4KHD3q1+LqHp4BHx+HAh9qj+ck2baq7qY7QjxkYL6XAF+uqpuSPAlYCryS7qjwPcCZky7JHQI8F9iyqu6hezN5Gt2bw98CH0yyXZv3FcD+wGLgycBBk2JcRvcB/jjgSXQfaKu79HUgXRG+ZduvVcBfAtsAvwXsC7wKoKp+ry3zxKrarKoecCSc5KHAZ4D/BB4FHAN8KMnj2/Q/TnLpamJZG3sAl0yMVNX3aUXALK1fc9cGk4dV9QvgQuDprenpdB/MvzMw/uXJy7UzVK8H/oDu7NV9l3qr6uT23PxDy9PnTXpO9gN2pSukDx9Y54/bGe7p/CXwlaqanMO7A/dU1fcG2i6hy1FYu1zdA7i02qd3c+nAujQ+Npg8HfB84KN0n5dn0p2gIslD6D77LgF2oPvcfG2S50xeQZJFdFeAXgZs1+LeYSbbqaqX0x2QPq/l9j+0dV46+bavSdt8MXB3VZ01qX2rFsMlA82ry92f0T3fU+XjHsAPqurOadY1J1mAj4H2wfRo4LSquojuRTjxgv8wcPDA7H/c2qA7gnxPVZ1fVauq6hS6o8R9BuY/saquraqfA1TVx6vq+qq6txW5V9GdmYbuzepfqmplVd3OwO0aSbalO8J9bVX9rKpuAt4xKbbJvlFVn27b+nlVXVRV51XVPVV1Nd0b4NNXs/ygfYDN6M58/bKqvgB8lvZmW1UfrqonzHBda7IZ3Vm8QT8BNp+l9WsO2kDz8MvA09sl9ScAJ7bxTYCn0F15muwlwAeq6vL2oXj8tE/aA53Y9uk2uoJh8cSEqtqyqr421UJJdqIrit40xeTN6K6gDRrMxbXJVfN6A7CB5inA16rqrKpaRXc2+omt/SnAwqp6S/vs+wHw3mnW9SK6q1Jfq6pf0uVUTZpnuu1MqaqeUFUfnmpaks3prkIdO8XkzdrfwZybV7lrAT4eDgP+s6puaeMfbm0AXwQekeSp7b63xcCn2rRHA69rZ5d+nOTHwE50l6smXDu4oSSHJrl4YP496c5I05a7dpplHw08FLhhYNn30J2Nns7kbe+e5LOtM8YddIm7zdSLPsj2wLVVde9A2zU8+Oh+NvwU2GJS2xZ0l+y04doQ8/DLdLdyPRm4DDiH7qB3H2BFVd06xTKTt3/NNOue7EcDw3dx/wfwmrwTeEtVTf6AhTXn4trkqnm9YdgQ8xQenD+btAPnRwPbT4r7b+j6PEz2gJiq6i66W1Fmsp11cTzwH+2E2mQ/bX8Hc25e5a4dCea4JA+nO5LeKMlEYmwMbJnkiVV1SZLT6M703kh3v9vEi+5a4G1V9bbVbOK+o9/Ww/i9dJewvlFVq5JcDKTNcgOw48CyOw0MX0t3tmCbdmluJiYfeZ9Ed5/nIVV1Z5LX0h2xz8T1wE5JHjJQhO8MfG81y6yrKxg4K5DkMXT/k2FsS3PABpyHXwceD7yA7lL8lUl2pjs796DbTwa2P7jNnafbl1myL/C7Sf5hoO0bSY6l6zS5IMluVXVVm/ZEuhyFtcvVK+gKsAzchvIEuk6eGgMbcJ6uzrXAD6tqtxnMewNdvgP3PV+PXIttrW1u7wvsmORVbXwhcFqSv6+qv09yA11+ntOmT87diQMnkmxK14djYvqgK4DHJNl84P/5RO6/ujEneQZ87juI7t7oRXRH64vpOht+le4+N+heZC+lu69r8AX3XuDodrSfJJsmeW67LDSVTekS7GaAJEfQHdFPOA04NskOSbak65ACQFXdQHf/9duTbJHkIUkem2Smt5BAd7noDuCnSX4D+PNJ028EHjPNsufTHa3/VZKHJnkG8Dy6e9nWKMlG7bL7AuAhSTZJd1/5VD4EPC/d95BvCrwFOH3S/WfasBzEBpiH7QzYRcCrub/g/jpwNNMX4KcBhydZlOQRwJsnTV9dnq6L3ek+TBdz/20rzwM+1W6BOR14S3tef4eub8l/tPnWJle/RPc//ot0X4/2mtb+hVncFw3XQWyAeboGFwB3JnlDkoe3z7I9kzxlink/QZcPv53u232O5/4DhplY29zel+45Wdwe19PdTjZxUHsq8P8l2ap95r+C7t546K5M7Jnkhe2z+U10fTS+M3kj1fUBuRh4c/vsfgHdwfMn1yLW3lmAz32H0d1v+X+r6kcTD7qOES9LsqCqzqf7dpDtgc9NLFhVy+le0P8G3A6sYKDj02RVdSVdr+1v0CXaf6PrST7hvXRvGpfSnak+i64Tyao2/VDgYXS9wW+nS/btmLnX092Td2fb1uSvHDoeOKVdZnvJpNh/SfehvD9dr/N/Bw6dSNYkL0sy1ZHzhJfT9bA+ia5Tzc9bDLTlf5rkaW1bV9AVKB8CbqI7cHjV5BVqg7Ih5+GX6S6HXzAwvjlT3/9NVX2O7raQL7R9mVygvh9Y1PL006vZ7n0G82uK7d006TkHuGXiPly63Hs4XS5+BPjzlqNrzNUkn0vyN23eX9IVcIfSfQvGnwIHtXaNhw05T6eLYxXdt7cspvsGlFuA99F1sJw87xV0X1DwUbqz4T+ly4u7Z7i5/5+uYP5xktcDJLkiycumie3WSf+HVcDtVTVx+8mb6e7Rv4bufecfq+rzbdmbgRcCb6N7fp7KwH3t6X4c7N0DmzsYWNLmPQF4UVvHnJWqtb2iIHWS7A+8u6oePepYpPnKPJTmvrmYp0k2ozvY3K2qfjjicOYdz4BrxtrlrQOSLEiyA93R66fWtJyk2WMeSnPfXM3TJM9L8oh2S9Y/0XW+vnq0Uc1PFuBaG6H7rtPb6S6pfZupvxpM0vCYh9LcN1fz9EC6e7Gvp/se/4PLWyFGwltQJEmSpB55BlySJEnqkQW4JEmS1KN590M822yzTe2yyy6jDkOaMy666KJbqmrhqOOYivkqPZD5Ko2P1eXrvCvAd9llF5YvXz7qMKQ5I8lMf0q8d+ar9EDmqzQ+Vpev3oIiSZIk9cgCXJIkSeqRBbgkSZLUIwtwSZIkqUcW4JIkSVKPLMAlSZKkHlmAS5IkST0aWgGeZKckX0xyZZIrkhzb2rdOck6Sq9rfrVp7kpyYZEWSS5M8eWBdh7X5r0py2ED7Xkkua8ucmCTD2h9pQ2fOSuPDfJXG2zDPgN8DvK6qFgH7AK9Osgg4Dji3qnYDzm3jAPsDu7XHUcBJ0L2ZAG8GngrsDbx54g2lzfOKgeX2G+L+SBs6c1YaH+arNMaGVoBX1Q1V9c02fCfwbWAH4EDglDbbKcBBbfhA4NTqnAdsmWQ74DnAOVV1W1XdDpwD7NembVFV51VVAacOrEvSWjJnpfFhvkrjrZd7wJPsAjwJOB/YtqpuaJN+BGzbhncArh1YbGVrW137yinaJa0nc1YaH+arNH4WDHsDSTYDPgm8tqruGLyFrKoqSfUQw1F0l9zYeeedh705zcAux/3vB4xffcJzRxSJJht1zpqvc9Ngzpqvc4f5qqn4GTv3DfUMeJKH0r0xfKiqTm/NN7ZLW7S/N7X264CdBhbfsbWtrn3HKdofpKpOrqolVbVk4cKF67dT0gZsLuSs+SrNjPkqja9hfgtKgPcD366qfx6YdCYw0cv6MOCMgfZDW0/tfYCftMtoZwPPTrJV6xjybODsNu2OJPu0bR06sC5Ja8mclcaH+SqNt2HegvI7wMuBy5Jc3Nr+BjgBOC3JkcA1wEvatLOAA4AVwF3AEQBVdVuStwIXtvneUlW3teFXAcuAhwOfaw9J68aclcaH+SqNsaEV4FX1NWC67wzdd4r5C3j1NOtaCiydon05sOd6hCmpMWel8WG+SuPNX8KUJEmSemQBLkmSJPXIAlySJEnqkQW4JEmS1CMLcEmSJKlHFuCSJElSjyzAJUmSpB5ZgEuSJEk9sgCXJEmSemQBLkmSJPXIAlySJEnqkQW4JEmS1CMLcEmSJKlHFuCSJElSjyzAJUmSpB5ZgEuSJEk9sgCXJEmSemQBLkmSJPXIAlySJEnqkQW4JEmS1CMLcEmSJKlHFuCSJElSjyzAJUmSpB4NrQBPsjTJTUkuH2j7WJKL2+PqJBe39l2S/Hxg2rsHltkryWVJViQ5MUla+9ZJzklyVfu71bD2RZoPzFlpfJiv0ngb5hnwZcB+gw1V9dKqWlxVi4FPAqcPTP7+xLSqOnqg/STgFcBu7TGxzuOAc6tqN+DcNi5p3S3DnJXGxTLMV2lsDa0Ar6qvALdNNa0dYb8E+Mjq1pFkO2CLqjqvqgo4FTioTT4QOKUNnzLQLmkdmLPS+DBfpfE2qnvAnwbcWFVXDbTtmuRbSb6c5GmtbQdg5cA8K1sbwLZVdUMb/hGw7VAjluY3c1YaH+arNMctGNF2D+GBR+Y3ADtX1a1J9gI+nWSPma6sqipJTTc9yVHAUQA777zzOoYszWu95az5Kq0381Wa43o/A55kAfBHwMcm2qrq7qq6tQ1fBHwf2B24DthxYPEdWxvAje3y2cRltJum22ZVnVxVS6pqycKFC2dzd6QNXt85a75K6858lcbDKG5B+X3gO1V132WvJAuTbNSGH0PXEeQH7fLXHUn2afe0HQqc0RY7EzisDR820C5pdpmz0vgwX6UxMMyvIfwI8A3g8UlWJjmyTTqYB3cM+T3g0vaVSZ8Ajq6qic4lrwLeB6ygO2r/XGs/AfiDJFfRveGcMKx9keYDc1YaH+arNN6Gdg94VR0yTfvhU7R9ku4rk6aafzmw5xTttwL7rl+UkiaYs9L4MF+l8eYvYUqSJEk9sgCXJEmSemQBLkmSJPXIAlySJEnqkQW4JEmS1CMLcEmSJKlHFuCSJElSjyzAJUmSpB5ZgEuSJEk9sgCXJEmSemQBLkmSJPXIAlySJEnqkQW4JEmS1CMLcEmSJKlHFuCSJElSjyzAJUmSpB5ZgEuSJEk9sgCXJEmSemQBLkmSJPXIAlySJEnqkQW4JEmS1CMLcEmSJKlHFuCSJElSjyzAJUmSpB4NrQBPsjTJTUkuH2g7Psl1SS5ujwMGpv11khVJvpvkOQPt+7W2FUmOG2jfNcn5rf1jSR42rH2R5gNzVhof5qs03oZ5BnwZsN8U7e+oqsXtcRZAkkXAwcAebZl/T7JRko2AdwH7A4uAQ9q8AH/f1vU44HbgyCHuizQfLMOclcbFMsxXaWwNrQCvqq8At81w9gOBj1bV3VX1Q2AFsHd7rKiqH1TVL4GPAgcmCfAs4BNt+VOAg2Yzfmm+MWel8WG+SuNtFPeAvybJpe3y2VatbQfg2oF5Vra26dofCfy4qu6Z1C5p9pmz0vgwX6Ux0HcBfhLwWGAxcAPw9j42muSoJMuTLL/55pv72KS0oeg9Z81XaZ2Zr9KY6LUAr6obq2pVVd0LvJfu8hfAdcBOA7Pu2Nqma78V2DLJgknt02335KpaUlVLFi5cODs7I80Do8hZ81VaN+arND56LcCTbDcw+gJgovf2mcDBSTZOsiuwG3ABcCGwW+uN/TC6TiRnVlUBXwRe1JY/DDijj32Q5hNzVhof5qs0PhaseZZ1k+QjwDOAbZKsBN4MPCPJYqCAq4FXAlTVFUlOA64E7gFeXVWr2npeA5wNbAQsraor2ibeAHw0yd8B3wLeP6x9keYDc1YaH+arNN6GVoBX1SFTNE+bwFX1NuBtU7SfBZw1RfsPuP/ymqT1ZM5K48N8lcabv4QpSZIk9cgCXJIkSeqRBbgkSZLUIwtwSZIkqUcW4JIkSVKPLMAlSZKkHlmAS5IkST2yAJckSZJ6ZAEuSZIk9cgCXJIkSeqRBbgkSZLUIwtwSZIkqUcW4JIkSVKPLMAlSZKkHlmAS5IkST2yAJckSZJ6ZAEuSZIk9cgCXJIkSeqRBbgkSZLUIwtwSZIkqUcW4JIkSVKPLMAlSZKkHlmAS5IkST0aWgGeZGmSm5JcPtD2j0m+k+TSJJ9KsmVr3yXJz5Nc3B7vHlhmrySXJVmR5MQkae1bJzknyVXt71bD2hdpPjBnpfFhvkrjbZhnwJcB+01qOwfYs6qeAHwP+OuBad+vqsXtcfRA+0nAK4Dd2mNinccB51bVbsC5bVzSuluGOSuNi2WYr9LYGloBXlVfAW6b1PafVXVPGz0P2HF160iyHbBFVZ1XVQWcChzUJh8InNKGTxlol7QOzFlpfJiv0ngb5T3gfwp8bmB81yTfSvLlJE9rbTsAKwfmWdnaALatqhva8I+AbYcarSRzVhof5qs0hy0YxUaTvBG4B/hQa7oB2Lmqbk2yF/DpJHvMdH1VVUlqNds7CjgKYOedd173wKV5qs+cNV+l9WO+SnNf72fAkxwO/CHwsnbJi6q6u6pubcMXAd8Hdgeu44GX0HZsbQA3tstnE5fRbppum1V1clUtqaolCxcunOU9kjZsfees+SqtO/NVGg+9FuBJ9gP+Cnh+Vd010L4wyUZt+DF0HUF+0C5/3ZFkn9Yz+1DgjLbYmcBhbfiwgXZJs8SclcaH+SqNj6HdgpLkI8AzgG2SrATeTNcje2PgnPZNR+e13ti/B7wlya+Ae4Gjq2qic8mr6Hp7P5zufraJe9pOAE5LciRwDfCSYe2LNB+Ys9L4MF+l8Ta0AryqDpmi+f3TzPtJ4JPTTFsO7DlF+63AvusTo6T7mbPS+DBfpfHmL2FKkiRJPbIAlyRJknpkAS5JkiT1yAJckiRJ6pEFuCRJktQjC3BJkiSpRxbgkiRJUo8swCVJkqQeWYBLkiRJPZpRAZ7k3Jm0SRq9ffd98I/XTdUmafTMV2l+Wu1P0SfZBHgEsE2SrYC0SVsAOww5Nklr4Re/+AV33XUXt9xyC7fffjtVBcAdd9zBddddN+LoJA0yX6X5bbUFOPBK4LXA9sBF3F+A3wH82/DCkrS23vOe9/DOd76T66+/nr322uu+D/QtttiC17zmNSOOTtIg81Wa31ZbgFfVvwD/kuSYqvrXnmKStA6OPfZYjj32WP71X/+VY445ZtThSFoN81Wa39Z0BhyAqvrXJL8N7DK4TFWdOqS4JK2jY445hq9//etcffXV3HPPPfe1H3rooSOMStJUzFdpfppRAZ7kP4DHAhcDq1pzARbg0hzz8pe/nO9///ssXryYjTbaCIAkfqBLc5D5Ks1PMyrAgSXAopq4SU3SnLV8+XKuvPJKkqx5ZkkjZb5K89NMvwf8cuDXhxmIpNmx55578qMf/WjUYUiaAfNVmp9megZ8G+DKJBcAd080VtXzhxKVpHV2yy23sGjRIvbee2823njj+9rPPPPMEUYlaSrmqzQ/zbQAP36YQUiaPccff/yoQ5A0Q+arND/N9FtQvjzsQCTNjqc//emjDkHSDJmv0vw0029BuZPuW08AHgY8FPhZVW0xrMAkrZvNN9/8vg5dv/zlL/nVr37Fpptuyh133DHiyCRNZr5K89NMz4BvPjGc7p3iQGCfYQUlad3deeed9w1XFWeccQbnnXfeCCOSNB3zVZqfZvotKPepzqeB58x+OJJmUxIOOuggzj777FGHImkNzFdp/pjpLSh/NDD6ELrvBf/FUCKStF5OP/30+4bvvfdeli9fziabbDLCiCRNx3yV5qeZngF/3sDjOcCddLehrFaSpUluSnL5QNvWSc5JclX7u1VrT5ITk6xIcmmSJw8sc1ib/6okhw2075XksrbMifGXDCQ+85nP3Pc4++yz2XzzzTnjjDPWuJz5KvXPfJXmp5neA37EOq5/GfBvPPAn648Dzq2qE5Ic18bfAOwP7NYeTwVOAp6aZGvgzXRn3Qu4KMmZVXV7m+cVwPnAWcB+wOfWMVZpg/CBD3xgXRddhvkq9cp8leanGZ0BT7Jjkk+1o+2bknwyyY5rWq6qvgLcNqn5QOCUNnwKcNBA+6ntHvPzgC2TbEd3xv2cqrqtvSmcA+zXpm1RVedVVdG9CR2ENM+tXLmSF7zgBTzqUY/iUY96FC984QtZuXLlGpczX6X+ma/S/DTTW1A+AJwJbN8en2lt62LbqrqhDf8I2LYN7wBcOzDfyta2uvaVU7Q/SJKjkixPsvzmm29ex7Cl8XDEEUfw/Oc/n+uvv57rr7+e5z3veRxxxLpexDJfpWEyX6X5aaYF+MKq+kBV3dMey4CF67vxdmRda5xx/bdzclUtqaolCxeud9jSnHbzzTdzxBFHsGDBAhYsWMDhhx/ObHwwmq/S7DNfpflppgX4rUn+JMlG7fEnwK3ruM0b2+Ut2t+bWvt1wE4D8+3Y2lbXvuMU7dK89shHPpIPfvCDrFq1ilWrVvHBD36QRz7ykeu6OvNVGiLzVZqfZlqA/ynwErpLWjcALwIOX8dtnglM9LQ+DDhjoP3Q1lt7H+An7VLa2cCzk2zVenQ/Gzi7TbsjyT6td/ahA+uS5q2lS5dy2mmn8eu//utst912fOITn2DZsmXrujrzVRoi81Wan2b0LSjAW4DDWicNWs/pf6IrzKeV5CPAM4Btkqyk6219AnBakiOBa+gKe+h6WR8ArADuAo4AqKrbkrwVuHAilqqa6HjyKrqe4A+n651tD23Ne29605s45ZRT2GqrrQC47bbbeP3rX8/SpUtXu5z5KvXPfJXmp5kW4E+YKL7hvqR90poWqqpDppm07xTzFvDqadazFHjQu1FVLQf2XFMc0nxy6aWX3vdhDrD11lvzrW99a43Lma9S/8xXaX6a6S0oD5n4Qn+47wz4TIt3ST269957uf32+46Xue2227jnnntGGJGk6Ziv0vw00yL67cA3kny8jb8YeNtwQpK0Pl73utfxW7/1W7z4xS8G4OMf/zhvfOMbRxyVpKmYr9L8NNNfwjw1yXLgWa3pj6rqyuGFJWldHXrooSxZsoQvfOELAJx++uksWrRoxFFJmor5Ks1PM76NpBXcFt3SGFi0aJEf4tKYMF+l+Wem94BLkiRJmgUW4JIkSVKPLMAlSZKkHlmAS5IkST2yAJckSZJ6ZAEuSZIk9cgCXJIkSeqRBbgkSZLUIwtwSZIkqUcW4JIkSVKPLMAlSZKkHlmAS5IkST2yAJckSZJ6ZAEuSZIk9cgCXJIkSeqRBbgkSZLUIwtwSZIkqUcW4JIkSVKPLMAlSZKkHvVegCd5fJKLBx53JHltkuOTXDfQfsDAMn+dZEWS7yZ5zkD7fq1tRZLj+t4XaT4wZ6XxYb5K42FB3xusqu8CiwGSbARcB3wKOAJ4R1X90+D8SRYBBwN7ANsD/yfJ7m3yu4A/AFYCFyY5s6qu7GM/pPnCnJXGh/kqjYfeC/BJ9gW+X1XXJJlungOBj1bV3cAPk6wA9m7TVlTVDwCSfLTN65uDNDzmrDQ+zFdpjhr1PeAHAx8ZGH9NkkuTLE2yVWvbAbh2YJ6VrW26dknDY85K48N8leaokRXgSR4GPB/4eGs6CXgs3aWzG4C3z+K2jkqyPMnym2++ebZWK80rfeWs+SqtP/NVmttGeQZ8f+CbVXUjQFXdWFWrqupe4L3cfwnsOmCngeV2bG3TtT9IVZ1cVUuqasnChQtneTekeaOXnDVfpVlhvkpz2CgL8EMYuDSWZLuBaS8ALm/DZwIHJ9k4ya7AbsAFwIXAbkl2bUf6B7d5JQ2HOSuND/NVmsNG0gkzyaZ0PatfOdD8D0kWAwVcPTGtqq5Ichpdx497gFdX1aq2ntcAZwMbAUur6oq+9kGaT8xZaXyYr9LcN5ICvKp+BjxyUtvLVzP/24C3TdF+FnDWrAco6QHMWWl8mK/S3Dfqb0GRJEmS5hULcEmSJKlHFuCSJElSjyzAJUmSpB5ZgEuSJEk9sgCXJEmSemQBLkmSJPXIAlySJEnqkQW4JEmS1CMLcEmSJKlHFuCSJElSjyzAJUmSpB5ZgEuSJEk9sgCXJEmSemQBLkmSJPXIAlySJEnqkQW4JEmS1CMLcEmSJKlHFuCSJElSjyzAJUmSpB5ZgEuSJEk9sgCXJEmSemQBLkmSJPVoZAV4kquTXJbk4iTLW9vWSc5JclX7u1VrT5ITk6xIcmmSJw+s57A2/1VJDhvV/kgbMvNVGh/mqzT3jfoM+DOranFVLWnjxwHnVtVuwLltHGB/YLf2OAo4Cbo3FODNwFOBvYE3T7ypSJp15qs0PsxXaQ4bdQE+2YHAKW34FOCggfZTq3MesGWS7YDnAOdU1W1VdTtwDrBfzzFL85X5Ko0P81WaQ0ZZgBfwn0kuSnJUa9u2qm5owz8Ctm3DOwDXDiy7srVN1y5pdpmv0vgwX6U5bsEIt/27VXVdkkcB5yT5zuDEqqokNRsbam9ARwHsvPPOs7FKab4xX6XxYb5Kc9zIzoBX1XXt703Ap+juMbuxXfqi/b2pzX4dsNPA4ju2tunaJ2/r5KpaUlVLFi5cONu7Im3wzFdpfJiv0tw3kgI8yaZJNp8YBp4NXA6cCUz0tD4MOKMNnwkc2npr7wP8pF1KOxt4dpKtWueQZ7c2SbPEfJXGh/kqjYdR3YKyLfCpJBMxfLiqPp/kQuC0JEcC1wAvafOfBRwArADuAo4AqKrbkrwVuLDN95aquq2/3ZDmBfNVGh/mqzQGRlKAV9UPgCdO0X4rsO8U7QW8epp1LQWWznaMkjrmqzQ+zFdpPMy1ryGUJEmSNmgW4JIkSVKPLMAlSZKkHlmAS5IkST2yAJckSZJ6ZAEuSZIk9cgCXJIkSeqRBbgkSZLUIwtwSZIkqUcW4JIkSVKPLMAlSZKkHlmAS5IkST2yAJckSZJ6ZAEuSZIk9cgCXJIkSeqRBbgkSZLUIwtwSZIkqUcW4JIkSVKPLMAlSZKkHlmAS5IkST2yAJckSZJ6ZAEuSZIk9cgCXJIkSeqRBbgkSZLUo94L8CQ7JflikiuTXJHk2NZ+fJLrklzcHgcMLPPXSVYk+W6S5wy079faViQ5ru99keYDc1YaH+arNB4WjGCb9wCvq6pvJtkcuCjJOW3aO6rqnwZnTrIIOBjYA9ge+D9Jdm+T3wX8AbASuDDJmVV1ZS97Ic0f5qw0PsxXaQz0XoBX1Q3ADW34ziTfBnZYzSIHAh+tqruBHyZZAezdpq2oqh8AJPlom9c3B2kWmbPS+DBfpfEw0nvAk+wCPAk4vzW9JsmlSZYm2aq17QBcO7DYytY2XftU2zkqyfIky2+++ebZ3AVpXukjZ81XaXaYr9LcNbICPMlmwCeB11bVHcBJwGOBxXRH72+frW1V1clVtaSqlixcuHC2VivNK33lrPkqrT/zVZrbRnEPOEkeSvfG8KGqOh2gqm4cmP5e4LNt9Dpgp4HFd2xtrKZd0iwyZ6XxYb5Kc98ovgUlwPuBb1fVPw+0bzcw2wuAy9vwmcDBSTZOsiuwG3ABcCGwW5JdkzyMrhPJmX3sgzSfmLPS+DBfpfEwijPgvwO8HLgsycWt7W+AQ5IsBgq4GnglQFVdkeQ0uo4f9wCvrqpVAEleA5wNbAQsraor+tsNad4wZ6XxYb5KY2AU34LyNSBTTDprNcu8DXjbFO1nrW45SevPnJXGh/kqjQd/CVOSJEnqkQW4JEmS1CMLcEmSJKlHFuCSJElSjyzAJUmSpB5ZgEuSJEk9sgCXJEmSemQBLkmSJPXIAlySJEnqkQW4JEmS1CMLcEmSJKlHFuCSJElSjyzAJUmSpB5ZgEuSJEk9sgCXJEmSemQBLkmSJPXIAlySJEnqkQW4JEmS1CMLcEmSJKlHFuCSJElSjyzAJUmSpB5ZgEuSJEk9sgCXJEmSejT2BXiS/ZJ8N8mKJMeNOh5Jq2fOSuPDfJWGY6wL8CQbAe8C9gcWAYckWTTaqCRNx5yVxof5Kg3PWBfgwN7Aiqr6QVX9EvgocOCIY5I0PXNWGh/mqzQk416A7wBcOzC+srVJmpvMWWl8mK/SkCwYdQB9SHIUcFQb/WmS7/a06W2AW3ra1prMpVhgUjz5+xFG0pnTz8+QPbqn7cyI+XqfORuP+fog5mvHfJ07/Ixdvb7imTZfx70Avw7YaWB8x9b2AFV1MnByX0FNSLK8qpb0vd2pzKVYwHjWZK7FM4vWmLPma8d4pjeXYoG5F88sMl9nyHhWz3gebNxvQbkQ2C3JrkkeBhwMnDnimCRNz5yVxof5Kg3JWJ8Br6p7krwGOBvYCFhaVVeMOCxJ0zBnpfFhvkrDM9YFOEBVnQWcNeo4ptH7ZbnVmEuxgPGsyVyLZ9bM4Zyda8+58UxvLsUCcy+eWWO+zpjxrJ7xTJKqGnUMkiRJ0rwx7veAS5IkSWPFAnw9zeRnepO8JMmVSa5I8uFRxpNk5yRfTPKtJJcmOWCIsSxNclOSy6eZniQntlgvTfLkYcUyw3he1uK4LMnXkzxxlPEMzPeUJPckedEw49lQJNkkyQVJLmk597et/VlJvpnk8iSnJFnQ2rdK8qn2v78gyZ7TrDdJ3pbke0m+neQvRhzPvm35i5N8Lcnj1vJ52qi9D3y2je+a5PyWjx9rne5IsnEbX9Gm7zLN+tbrJ8tnM54kO7X3uYn33WNHGc9061THnJ1RTOZrT/FMt85ZV1U+1vFB1ynl+8BjgIcBlwCLJs2zG/AtYKs2/qgRx3My8OdteBFw9RDj+T3gycDl00w/APgcEGAf4Pwh/7/WFM9vD/yf9h91PAP/0y/Q3YP5omHGs6E82utpszb8UOD89r+9Fti9tb8FOLIN/yPw5jb8G8C506z3COBU4CFtfEa5PMR4vgf8Zht+FbBsLZ+n/w58GPhsGz8NOLgNv3vgfeJVwLvb8MHAx6Z5na72vafneLYDntyGN2/P1cjimW6dPszZUbwezde5ka+eAV8/M/mZ3lcA76qq2wGq6qYRx1PAFm3414DrhxVMVX0FuG01sxwInFqd84Atk2w3qniq6usT/yfgPLrvvB2aGTw/AMcAnwSG+brZoLTX00/b6EPbYxXwy6r6Xms/B3hhG15Ed5BDVX0H2CXJtlOs+s+Bt1TVvW3eGf1PhhjPOudykh2B5wLva+MBngV8os1yCnBQGz6wjdOm79vmH7ReP1k+2/FU1Q1V9c02fCfwbdbiFxyH8Pw8aJ26nzm7euZrv/FMtc5hsABfPzP5md7dgd2T/FeS85LsN+J4jgf+JMlKurOqxwwxnjWZyz9zfCTd2fmRSbID8ALgpFHGMY7apcOL6Q5czgEuABYkmfjhhRdx/w+MXAL8UVtub7pfLpvq4OuxwEuTLE/yuSS7jTiePwPOarn8cuCEmcYDvBP4K+DeNv5I4MdVdU8bH8zF+/K0Tf9Jm3/Q+ubybMdzn3aJ+Ul0ZzFHGc/kdWqAObta78R87TueyeucdRbgw7eA7jaUZwCHAO9NsuUI4zmE7rLXjnS3gPxHEl8HA5I8k64Af8OIQ3kn8IaJszeauapaVVWL6T4E9wb2oLvc+I4kFwB30p3Rgu5DcMv2YXsM3S1jqyavE9gY+EV1v572XmDpiOP5S+CAlssfAP55JrEk+UPgpqq6aKbxD9Mw40myGd0VpNdW1R2jimeuPedzkTk7tbn22jFfZ8/Yfw/4iK3xZ3rpjrzOr6pfAT9M8j26gvzCEcVzJLAfQFV9I8kmwDaM5haHmcTbqyRPoLvktH9V3TrKWIAlwEfb1bFtgAOS3FNVnx5pVGOkqn6c5IvAflX1T8DTAJI8m+7qFO2N/ojWHuCHwA+mWN1K4PQ2/Cm6D9CRxJNkIfDEqpo4S/Qx4PMzDON3gOen64C9Cd0l8X+hKyAWtLNCg7k4kacr03U6+zVgcm6sTy4PIx6SPJTuw/xDVXX65Ok9x/OgdSb5YFX9yVrENS+Ysw9ivvYfTz/5OvmmcB9rddP/Arok25X7OzLsMWme/YBT2vA2dJc+HjnCeD4HHN6Gf5PuHrQM8Tnahek7PT6XB3bCvKCH/9nq4tkZWAH8do+voWnjmTTfMuyEOdPndCGwZRt+OPBV4A9pHbDozoqdCzyrjW8JPKwNv4KuX8JU6z0B+NM2/AzgwlHF03L9Fu7vEHYk8Ml1eK6ewf2dlj7OAzstvaoNv5oHdlo6bZp4Vvve03M8oet89871fC3NSjzTrdPH8HKkTdugctZ83bDydeSJN+4Puts4vkfXo/iNre0twPPbcOguM10JXDbxghhhPIuA/2oJdzHw7CHG8hHgBuBXdGcijgSOBo4eeG7e1WK9DFgy5OdmTfG8D7i9PS8XA8tHGc+keZdhAT7T5/UJdJeALwUuB97U2v+RrnPPd+kucU7M/1stZ75Ld7Zsq4FpZwHbt+Etgf/dXqvfoDubNcp4XtBiuQT4EvCYdXiunsH9H1iPobvPdQXdh9fGrX2TNr6iTX9Ma98eOGtgXQ967xlVPMDv0nV4u3Qgnw8Y5fMz1Tp9mLOjej1ivo48X/0lTEmSJKlHdr6TJEmSemQBLkmSJPXIAlySJEnqkQW4JEmS1CMLcEmSJKlHFuAaiSSvTfKIgfGzRvwLoZKYPheTHJ/k9W348CTbD0y7Osk2PYYpbfCS7JLk8rWY/+gkh65hnsOT/Ns00/5mbWPUurMA19CkM91r7LXAfQV4VR1QVT/uIy5J05thLh5O9725kuaIqnp3VZ26HquwAO+RBbhmVTti/26SU+l+wOD9SZYnuSLJ37Z5/oLuw/uL7Sd+H3AGLcl/T3J5e7x2RLsibZCS/I+WgyR5R5IvtOFnJfnQpFx8Y5LvJfka8PjW9iJgCfChJBcneXhb9TFJvpnksiS/0f+eSRukjZK8t32G/meShyd5bJLPJ7koyVcn8m3SVaqnJLm05eg/TjqTvn1b/qok/9DmPwF4eJv/Q/3v5vxjAa5h2A3496raA3hdVS2h+2Wxpyd5QlWdCFwPPLOqnjm4YJK9gCOAp9L9PP0rkjyp3/ClDdpXgae14SXAZkke2tq+MjFTy8WDgcV0v5r3FICq+gSwHHhZVS2uqp+3RW6pqicDJwGv72E/pPlgN+Bd7fP0x8ALgZOBY6pqL7pc+/cplvsA8MqqWgysmjRtMfBS4L8BL02yU1UdB/y85fTLhrEjeiALcA3DNVV1Xht+SZJv0v2s7x7AojUs+7vAp6rqZ1X1U7qf9X3aGpaRNHMXAXsl2QK4m+4nupfQ5dlXB+Z7Gl0u3lVVdwBnrmG9pw+sf5dZjViav35YVRe34Ync+m3g40kuBt4DbDe4QOvDsXlVfaM1fXjSOs+tqp9U1S+AK4FHDyVyrdaCUQegDdLPAJLsSnd0/pSquj3JMmCTUQYmzXdV9askP6S7j/vrwKXAM4HHAd9ej1Xf3f6uws8WabbcPTC8CtgW+HE7sz1b6zRfR8Az4BqmLeiK8Z8k2RbYf2DancDmUyzzVeCgJI9IsinwAh54Vk7S+vsq3cHxV9rw0cC3qqoG5vkKXS4+PMnmwPMGpk2Xv5KG6w7gh0leDPd92cETB2donajvTPLU1nTwDNf9q3Y7mnpgAa6hqapL6G49+Q7dJbD/Gph8MvD5iU6YA8t8E1gGXACcD7yvqr7VS8DS/PFVusvW36iqG4FfMOlAt+Xix4BLgM8BFw5MXga8e1InTEn9eBlwZJJLgCuAA6eY50jgve02lU2Bn8xgvScDl9oJsx954AkPSZIkjbMkm7V+VCQ5Dtiuqo4dcVga4H0/kiRJG5bnJvlrujrvGro+H5pDPAMuSZIk9ch7wCVJkqQeWYBLkiRJPbIAlyRJknpkAS5JkiT1yAJckiRJ6pEFuCRJktSj/wed1UCB6XVp0QAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ratios = []\n", + "widths = []\n", + "heights = []\n", + "\n", + "for img in train:\n", + " img= cv2.imread(img)\n", + " ratios.append(img.shape[1] / img.shape[0]) \n", + " heights.append(img.shape[0])\n", + " widths.append(img.shape[1])\n", + "\n", + "fig, (ax1,ax2,ax3) = plt.subplots(1, 3, figsize=(12, 5))\n", + "\n", + "ax1.hist(ratios, bins=50)\n", + "ax1.set_xlabel('ratio')\n", + "ax1.set_ylabel('count')\n", + "ax1.set_title('Average ratio: {}'.format(np.mean(ratios)))\n", + "\n", + "ax2.hist(widths, bins=50)\n", + "ax2.set_xlabel('width')\n", + "ax2.set_ylabel('count')\n", + "ax2.set_title('Average width: {}'.format(np.mean(widths)))\n", + "\n", + "ax3.hist(heights, bins=50)\n", + "ax3.set_xlabel('height')\n", + "ax3.set_ylabel('count')\n", + "ax3.set_title('Average height: {}'.format(np.mean(heights)))\n", + "\n", + "print(\"Selected Width X heights: {}X{}\".format(int(np.mean(widths)) ,int(np.mean(heights))))" + ] + }, + { + "cell_type": "markdown", + "id": "4eada156", + "metadata": { + "papermill": { + "duration": 0.02457, + "end_time": "2022-08-05T19:30:09.068988", + "exception": false, + "start_time": "2022-08-05T19:30:09.044418", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 2 - Data Preprocessing" + ] + }, + { + "cell_type": "markdown", + "id": "eb23f27d", + "metadata": { + "papermill": { + "duration": 0.023635, + "end_time": "2022-08-05T19:30:09.116868", + "exception": false, + "start_time": "2022-08-05T19:30:09.093233", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 2.B - Resizing, Scaling, Normalization, etc." + ] + }, + { + "cell_type": "markdown", + "id": "06e6051a", + "metadata": { + "papermill": { + "duration": 0.023749, + "end_time": "2022-08-05T19:30:09.165093", + "exception": false, + "start_time": "2022-08-05T19:30:09.141344", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Create a function to Greyscale,Resize and Normalize the data" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f60a3fea", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:09.215297Z", + "iopub.status.busy": "2022-08-05T19:30:09.214590Z", + "iopub.status.idle": "2022-08-05T19:30:09.222230Z", + "shell.execute_reply": "2022-08-05T19:30:09.221344Z" + }, + "papermill": { + "duration": 0.035398, + "end_time": "2022-08-05T19:30:09.224233", + "exception": false, + "start_time": "2022-08-05T19:30:09.188835", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def preprocess_some_images(img_paths, width, height):\n", + " resized_imgs = []\n", + " for img_path in img_paths:\n", + " # change to Grey scal\n", + " # img = cv2.imread(img_path, cv2.IMREAD_GRAYSCALE)\n", + " img = cv2.imread(img_path, cv2.COLOR_BGR2GRAY)\n", + " \n", + " # resize the image to the desired size\n", + " gray_image = cv2.resize(img, (width, height))\n", + " \n", + " # Normalize the image\n", + " gray_image =(gray_image - np.min(gray_image)) / (np.max(gray_image) - np.min(gray_image))\n", + "\n", + " # add to the list\n", + " resized_imgs.append(gray_image)\n", + " \n", + " return resized_imgs" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "3b22bca4", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:09.273845Z", + "iopub.status.busy": "2022-08-05T19:30:09.273553Z", + "iopub.status.idle": "2022-08-05T19:30:09.322763Z", + "shell.execute_reply": "2022-08-05T19:30:09.321888Z" + }, + "papermill": { + "duration": 0.076376, + "end_time": "2022-08-05T19:30:09.324814", + "exception": false, + "start_time": "2022-08-05T19:30:09.248438", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "preprocessed_imgs= preprocess_some_images(samples,240,240)" + ] + }, + { + "cell_type": "markdown", + "id": "81874373", + "metadata": { + "papermill": { + "duration": 0.024872, + "end_time": "2022-08-05T19:30:09.375498", + "exception": false, + "start_time": "2022-08-05T19:30:09.350626", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Display new image HxW dimensions" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b68886d8", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:09.425692Z", + "iopub.status.busy": "2022-08-05T19:30:09.424876Z", + "iopub.status.idle": "2022-08-05T19:30:09.431817Z", + "shell.execute_reply": "2022-08-05T19:30:09.430812Z" + }, + "papermill": { + "duration": 0.034314, + "end_time": "2022-08-05T19:30:09.433617", + "exception": false, + "start_time": "2022-08-05T19:30:09.399303", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'240X240'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\"{}X{}\".format(preprocessed_imgs[0].shape[0],preprocessed_imgs[0].shape[1])\n" + ] + }, + { + "cell_type": "markdown", + "id": "7603fb2b", + "metadata": { + "papermill": { + "duration": 0.024002, + "end_time": "2022-08-05T19:30:09.482076", + "exception": false, + "start_time": "2022-08-05T19:30:09.458074", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Display new image shape" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "b4dae880", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:09.531348Z", + "iopub.status.busy": "2022-08-05T19:30:09.531066Z", + "iopub.status.idle": "2022-08-05T19:30:09.537438Z", + "shell.execute_reply": "2022-08-05T19:30:09.536357Z" + }, + "papermill": { + "duration": 0.033986, + "end_time": "2022-08-05T19:30:09.539857", + "exception": false, + "start_time": "2022-08-05T19:30:09.505871", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(240, 240, 3)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preprocessed_imgs[0].shape" + ] + }, + { + "cell_type": "markdown", + "id": "2de7f806", + "metadata": { + "papermill": { + "duration": 0.023803, + "end_time": "2022-08-05T19:30:09.587870", + "exception": false, + "start_time": "2022-08-05T19:30:09.564067", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Data Diplay - **Greyscale, Resized and Normalized**" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "abeedc66", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:09.638099Z", + "iopub.status.busy": "2022-08-05T19:30:09.637128Z", + "iopub.status.idle": "2022-08-05T19:30:10.480735Z", + "shell.execute_reply": "2022-08-05T19:30:10.479899Z" + }, + "papermill": { + "duration": 0.87664, + "end_time": "2022-08-05T19:30:10.488431", + "exception": false, + "start_time": "2022-08-05T19:30:09.611791", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(11, 11))\n", + "columns = 3\n", + "rows = 3\n", + "for i, img in zip(range(1, columns*rows +1), preprocessed_imgs):\n", + " fig.add_subplot(rows, columns, i)\n", + " plt.imshow(img, cmap='gray')\n", + " plt.axis('off')\n", + " plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "10589bff", + "metadata": { + "papermill": { + "duration": 0.034646, + "end_time": "2022-08-05T19:30:10.557732", + "exception": false, + "start_time": "2022-08-05T19:30:10.523086", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 2.B - PCA Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "c7392e68", + "metadata": { + "papermill": { + "duration": 0.032027, + "end_time": "2022-08-05T19:30:10.625551", + "exception": false, + "start_time": "2022-08-05T19:30:10.593524", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "1. On the Complete Chess Board" + ] + }, + { + "cell_type": "markdown", + "id": "88ec74c6", + "metadata": { + "papermill": { + "duration": 0.032023, + "end_time": "2022-08-05T19:30:10.690412", + "exception": false, + "start_time": "2022-08-05T19:30:10.658389", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Prepare Image Data for PCA Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a36a5b64", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:10.757993Z", + "iopub.status.busy": "2022-08-05T19:30:10.757575Z", + "iopub.status.idle": "2022-08-05T19:30:11.016847Z", + "shell.execute_reply": "2022-08-05T19:30:11.015928Z" + }, + "papermill": { + "duration": 0.296009, + "end_time": "2022-08-05T19:30:11.019047", + "exception": false, + "start_time": "2022-08-05T19:30:10.723038", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(720, 720)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "img = np.array(cv2.imread(samples[8]))\n", + "new_img=img.reshape(img.shape[0], (img.shape[1]*img.shape[2]))\n", + "new_img= cv2.resize(new_img, (720, 720),interpolation=cv2.INTER_CUBIC)\n", + "plt.figure(figsize=(6, 6))\n", + "plt.imshow(new_img, cmap='gray')\n", + "new_img.shape\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "4e248d37", + "metadata": { + "papermill": { + "duration": 0.033781, + "end_time": "2022-08-05T19:30:11.086079", + "exception": false, + "start_time": "2022-08-05T19:30:11.052298", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- PCA Analysis - **Components Analysis**" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "64c2ddcc", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:11.154910Z", + "iopub.status.busy": "2022-08-05T19:30:11.154114Z", + "iopub.status.idle": "2022-08-05T19:30:11.589474Z", + "shell.execute_reply": "2022-08-05T19:30:11.588485Z" + }, + "papermill": { + "duration": 0.472129, + "end_time": "2022-08-05T19:30:11.591480", + "exception": false, + "start_time": "2022-08-05T19:30:11.119351", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using 15 components reservers 92.80000000000001% of the features\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Cumulative_explained_variance')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Import required modules\n", + "from sklearn.decomposition import PCA\n", + "\n", + "pca = PCA()\n", + "pca.n_components = 15\n", + "img_transformed = pca.fit_transform(new_img)\n", + "\n", + "percentage_var_explained = pca.explained_variance_ / np.sum(pca.explained_variance_);\n", + "\n", + "cum_var_explained = np.cumsum(percentage_var_explained)\n", + "\n", + "reserved =np.round(np.sum(pca.explained_variance_ratio_),3)*100\n", + "\n", + "print(\"Using {} components reservers {}% of the features\".format(pca.n_components,reserved))\n", + "\n", + "# Plot the PCA spectrum\n", + "plt.figure(1, figsize=(6, 4))\n", + "\n", + "plt.clf()\n", + "plt.plot(cum_var_explained, linewidth=2)\n", + "plt.axis('tight')\n", + "plt.grid()\n", + "plt.xlabel('n_components')\n", + "plt.ylim(min(cum_var_explained),1)\n", + "plt.axhline(y=reserved/100.0, linestyle='--', color='k', linewidth=2)\n", + "plt.ylabel('Cumulative_explained_variance')\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "8735b9cb", + "metadata": { + "papermill": { + "duration": 0.033499, + "end_time": "2022-08-05T19:30:11.660308", + "exception": false, + "start_time": "2022-08-05T19:30:11.626809", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- PCA Analysis - **Results**" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "3376167c", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:11.730809Z", + "iopub.status.busy": "2022-08-05T19:30:11.728979Z", + "iopub.status.idle": "2022-08-05T19:30:12.143569Z", + "shell.execute_reply": "2022-08-05T19:30:12.142598Z" + }, + "papermill": { + "duration": 0.452302, + "end_time": "2022-08-05T19:30:12.146090", + "exception": false, + "start_time": "2022-08-05T19:30:11.693788", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'After PCA image')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1,ax2) = plt.subplots(1, 2, figsize=(12, 5))\n", + "img = np.array(cv2.imread(samples[8]))##np.array(preprocessed_imgs[0],copy=True)\n", + "new_img=img.reshape(img.shape[0], (img.shape[1]*img.shape[2]))\n", + "new_img= cv2.resize(new_img, (720, 720),interpolation=cv2.INTER_CUBIC)\n", + "ax1.imshow(new_img, cmap='gray')\n", + "ax1.set_title(\"Before PCA image\")\n", + "\n", + "plt.figure(figsize=(6, 6))\n", + "temp = pca.inverse_transform(img_transformed) \n", + "temp = np.reshape(temp, (720,720)) \n", + "ax2.imshow(temp, cmap='gray')\n", + "ax2.set_title(\"After PCA image\")" + ] + }, + { + "cell_type": "markdown", + "id": "e8511793", + "metadata": { + "papermill": { + "duration": 0.034538, + "end_time": "2022-08-05T19:30:12.217598", + "exception": false, + "start_time": "2022-08-05T19:30:12.183060", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "2 . On the Chess Board Pieces" + ] + }, + { + "cell_type": "markdown", + "id": "ceaf4ec2", + "metadata": { + "papermill": { + "duration": 0.034478, + "end_time": "2022-08-05T19:30:12.287440", + "exception": false, + "start_time": "2022-08-05T19:30:12.252962", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Prepare Image Data for PCA Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "06c15cf6", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:12.359811Z", + "iopub.status.busy": "2022-08-05T19:30:12.359446Z", + "iopub.status.idle": "2022-08-05T19:30:20.740907Z", + "shell.execute_reply": "2022-08-05T19:30:20.739949Z" + }, + "papermill": { + "duration": 8.419972, + "end_time": "2022-08-05T19:30:20.743026", + "exception": false, + "start_time": "2022-08-05T19:30:12.323054", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(64, 720, 720)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "def image_to_squares_pca(img,heights,widths):\n", + " squares = []\n", + " for i in range(0,8):\n", + " for j in range(0,8):\n", + " new_img =img[i*heights//8:i*heights//8+heights//8,j*widths//8:j*widths//8+widths//8]\n", + " new_img=new_img.reshape(new_img.shape[0], (new_img.shape[1]*new_img.shape[2]))\n", + " new_img= cv2.resize(new_img, (720, 720),interpolation=cv2.INTER_CUBIC)\n", + " squares.append(new_img)\n", + " return np.array(squares)\n", + "\n", + "img = np.array(cv2.imread(samples[8]))\n", + "sqaures= image_to_squares_pca(img,400,400)\n", + "fig = plt.figure(figsize=(10, 10))\n", + "columns = 8\n", + "rows = 8\n", + "for i, img in zip(range(1, columns*rows +1),sqaures):\n", + " fig.add_subplot(rows, columns, i)\n", + " plt.imshow(img, cmap='gray')\n", + " plt.axis('off')\n", + " plt.tight_layout()\n", + "plt.show()\n", + "sqaures.shape" + ] + }, + { + "cell_type": "markdown", + "id": "e5324f36", + "metadata": { + "papermill": { + "duration": 0.038437, + "end_time": "2022-08-05T19:30:20.821843", + "exception": false, + "start_time": "2022-08-05T19:30:20.783406", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- PCA Analysis - **Components Analysis**" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "05806ea0", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:20.901941Z", + "iopub.status.busy": "2022-08-05T19:30:20.901156Z", + "iopub.status.idle": "2022-08-05T19:30:21.199022Z", + "shell.execute_reply": "2022-08-05T19:30:21.198072Z" + }, + "papermill": { + "duration": 0.340586, + "end_time": "2022-08-05T19:30:21.201110", + "exception": false, + "start_time": "2022-08-05T19:30:20.860524", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using 5 components reservers 99.1% of the features\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Cumulative_explained_variance')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Import required modules\n", + "from sklearn.decomposition import PCA\n", + "test_sample= sqaures[3]\n", + "pca = PCA()\n", + "pca.n_components = 5\n", + "img_transformed = pca.fit_transform(test_sample)\n", + "\n", + "percentage_var_explained = pca.explained_variance_ / np.sum(pca.explained_variance_);\n", + "\n", + "cum_var_explained = np.cumsum(percentage_var_explained)\n", + "\n", + "reserved =np.round(np.sum(pca.explained_variance_ratio_),3)*100\n", + "\n", + "print(\"Using {} components reservers {}% of the features\".format(pca.n_components,reserved))\n", + "\n", + "# Plot the PCA spectrum\n", + "plt.figure(1, figsize=(6, 4))\n", + "\n", + "plt.clf()\n", + "plt.plot(cum_var_explained, linewidth=2)\n", + "plt.axis('tight')\n", + "plt.grid()\n", + "plt.xlabel('n_components')\n", + "plt.ylim(min(cum_var_explained),1)\n", + "plt.axhline(y=reserved/100.0, linestyle='--', color='k', linewidth=2)\n", + "plt.ylabel('Cumulative_explained_variance')\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "05d5aa1f", + "metadata": { + "papermill": { + "duration": 0.03818, + "end_time": "2022-08-05T19:30:21.278903", + "exception": false, + "start_time": "2022-08-05T19:30:21.240723", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- PCA Analysis - **Results**" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "d29fde88", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:21.358941Z", + "iopub.status.busy": "2022-08-05T19:30:21.358245Z", + "iopub.status.idle": "2022-08-05T19:30:33.857858Z", + "shell.execute_reply": "2022-08-05T19:30:33.856644Z" + }, + "papermill": { + "duration": 12.543342, + "end_time": "2022-08-05T19:30:33.860264", + "exception": false, + "start_time": "2022-08-05T19:30:21.316922", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Import required modules\n", + "from sklearn.decomposition import PCA\n", + "sqaures_PCA=[]\n", + "for img in sqaures:\n", + " pca = PCA()\n", + " pca.n_components = 5\n", + " img_transformed = pca.fit_transform(img)\n", + " temp = pca.inverse_transform(img_transformed) \n", + " temp = np.reshape(temp, (720,720)) \n", + " sqaures_PCA.append(temp)\n", + " \n", + "fig = plt.figure(figsize=(10, 10))\n", + "columns = 8\n", + "rows = 8\n", + "for i, img in zip(range(1, columns*rows +1),sqaures_PCA):\n", + " fig.add_subplot(rows, columns, i)\n", + " plt.imshow(img, cmap='gray')\n", + " plt.axis('off')\n", + " plt.tight_layout()\n", + "plt.show()\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "d224959e", + "metadata": { + "papermill": { + "duration": 0.041563, + "end_time": "2022-08-05T19:30:33.946103", + "exception": false, + "start_time": "2022-08-05T19:30:33.904540", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 3 - Feature Engineering" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "fc2c237c", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:34.030048Z", + "iopub.status.busy": "2022-08-05T19:30:34.029700Z", + "iopub.status.idle": "2022-08-05T19:30:34.035455Z", + "shell.execute_reply": "2022-08-05T19:30:34.034517Z" + }, + "papermill": { + "duration": 0.050615, + "end_time": "2022-08-05T19:30:34.037489", + "exception": false, + "start_time": "2022-08-05T19:30:33.986874", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def image_to_squares(img,heights,widths):\n", + " squares = []\n", + " for i in range(0,8):\n", + " for j in range(0,8):\n", + " squares.append(img[i*heights//8:i*heights//8+heights//8,j*widths//8:j*widths//8+widths//8])\n", + " return np.array(squares)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "0293b5e9", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:34.122124Z", + "iopub.status.busy": "2022-08-05T19:30:34.121816Z", + "iopub.status.idle": "2022-08-05T19:30:39.634348Z", + "shell.execute_reply": "2022-08-05T19:30:39.633178Z" + }, + "papermill": { + "duration": 5.557959, + "end_time": "2022-08-05T19:30:39.636716", + "exception": false, + "start_time": "2022-08-05T19:30:34.078757", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(64, 30, 30, 3)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sqaures= image_to_squares(preprocessed_imgs[0],240,240)\n", + "fig = plt.figure(figsize=(10, 10))\n", + "columns = 8\n", + "rows = 8\n", + "for i, img in zip(range(1, columns*rows +1),sqaures):\n", + " fig.add_subplot(rows, columns, i)\n", + " plt.imshow(img, cmap='gray')\n", + " plt.axis('off')\n", + " plt.tight_layout()\n", + "plt.show()\n", + "sqaures.shape" + ] + }, + { + "cell_type": "markdown", + "id": "b2a0f6d0", + "metadata": { + "papermill": { + "duration": 0.048173, + "end_time": "2022-08-05T19:30:39.733010", + "exception": false, + "start_time": "2022-08-05T19:30:39.684837", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Create a function to the complete preprocessing and sqaures division of one sample of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "26e4fa83", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:39.823822Z", + "iopub.status.busy": "2022-08-05T19:30:39.823439Z", + "iopub.status.idle": "2022-08-05T19:30:39.829722Z", + "shell.execute_reply": "2022-08-05T19:30:39.828593Z" + }, + "papermill": { + "duration": 0.054386, + "end_time": "2022-08-05T19:30:39.832112", + "exception": false, + "start_time": "2022-08-05T19:30:39.777726", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def preprocess_image(img_path):\n", + " height =240\n", + " width =240\n", + "\n", + " # change to Grey scal\n", + " img = cv2.imread(img_path, cv2.COLOR_BGR2GRAY)\n", + " \n", + " # resize the image to the desired size\n", + " gray_image = cv2.resize(img, (width, height))\n", + " \n", + " # Normalize the image\n", + " gray_image =(gray_image - np.min(gray_image)) / (np.max(gray_image) - np.min(gray_image))\n", + "\n", + " squares = image_to_squares(gray_image,height,width)\n", + " return squares" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "e78c5936", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:39.922476Z", + "iopub.status.busy": "2022-08-05T19:30:39.922176Z", + "iopub.status.idle": "2022-08-05T19:30:45.136569Z", + "shell.execute_reply": "2022-08-05T19:30:45.135718Z" + }, + "papermill": { + "duration": 5.26632, + "end_time": "2022-08-05T19:30:45.142370", + "exception": false, + "start_time": "2022-08-05T19:30:39.876050", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(64, 30, 30, 3)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sqaures=preprocess_image(train[444])\n", + "\n", + "fig = plt.figure(figsize=(10, 10))\n", + "columns = 8\n", + "rows = 8\n", + "for i, img in zip(range(1, columns*rows +1),sqaures):\n", + " fig.add_subplot(rows, columns, i)\n", + " plt.imshow(img, cmap='gray')\n", + " plt.axis('off')\n", + " plt.tight_layout()\n", + "plt.show()\n", + "sqaures.shape" + ] + }, + { + "cell_type": "markdown", + "id": "1a23f279", + "metadata": { + "papermill": { + "duration": 0.052823, + "end_time": "2022-08-05T19:30:45.248606", + "exception": false, + "start_time": "2022-08-05T19:30:45.195783", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Create a FEN Label Encode /Decoder Functions\n", + "- **NOTE** These 2 Functions are taken from this Kaggle notebook : https://www.kaggle.com/code/koryakinp/chess-fen-generator/notebook" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "b6dc1a90", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:45.348418Z", + "iopub.status.busy": "2022-08-05T19:30:45.348046Z", + "iopub.status.idle": "2022-08-05T19:30:45.357454Z", + "shell.execute_reply": "2022-08-05T19:30:45.356365Z" + }, + "papermill": { + "duration": 0.061932, + "end_time": "2022-08-05T19:30:45.359816", + "exception": false, + "start_time": "2022-08-05T19:30:45.297884", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def onehot_from_fen(fen):\n", + " eye = np.eye(13)\n", + " output = np.empty((0, 13))\n", + " fen = re.sub('[-]', '', fen)\n", + "\n", + " for char in fen:\n", + " if(char in '12345678'):\n", + " output = np.append(\n", + " output, np.tile(eye[12], (int(char), 1)), axis=0)\n", + " else:\n", + " idx = piece_symbols.index(char)\n", + " output = np.append(output, eye[idx].reshape((1, 13)), axis=0)\n", + "\n", + " return output\n", + "\n", + "def fen_from_onehot(one_hot):\n", + " output = ''\n", + " for j in range(8):\n", + " for i in range(8):\n", + " if(one_hot[j][i] == 12):\n", + " output += ' '\n", + " else:\n", + " output += piece_symbols[one_hot[j][i]]\n", + " if(j != 7):\n", + " output += '-'\n", + "\n", + " for i in range(8, 0, -1):\n", + " output = output.replace(' ' * i, str(i))\n", + "\n", + " return output" + ] + }, + { + "cell_type": "markdown", + "id": "a9771ec5", + "metadata": { + "papermill": { + "duration": 0.048488, + "end_time": "2022-08-05T19:30:45.455997", + "exception": false, + "start_time": "2022-08-05T19:30:45.407509", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Create a function divide the data into training and testing sets" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "97349590", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:45.555064Z", + "iopub.status.busy": "2022-08-05T19:30:45.554711Z", + "iopub.status.idle": "2022-08-05T19:30:45.560901Z", + "shell.execute_reply": "2022-08-05T19:30:45.559816Z" + }, + "papermill": { + "duration": 0.058332, + "end_time": "2022-08-05T19:30:45.562853", + "exception": false, + "start_time": "2022-08-05T19:30:45.504521", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def train_gen(features):\n", + " for i, img in enumerate(features):\n", + " y = onehot_from_fen(get_image_FEN_label(img))\n", + " x = preprocess_image(img)\n", + " yield x, y\n", + "\n", + "def pred_gen(features):\n", + " for i, img in enumerate(features):\n", + " y = onehot_from_fen(get_image_FEN_label(img))\n", + " x = preprocess_image(img)\n", + " yield x, y" + ] + }, + { + "cell_type": "markdown", + "id": "b7b3a044", + "metadata": { + "papermill": { + "duration": 0.054417, + "end_time": "2022-08-05T19:30:45.678031", + "exception": false, + "start_time": "2022-08-05T19:30:45.623614", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 4 - Modeling & Model Training" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "3ef11d18", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:45.776895Z", + "iopub.status.busy": "2022-08-05T19:30:45.776486Z", + "iopub.status.idle": "2022-08-05T19:30:48.146030Z", + "shell.execute_reply": "2022-08-05T19:30:48.143123Z" + }, + "papermill": { + "duration": 2.422536, + "end_time": "2022-08-05T19:30:48.148615", + "exception": false, + "start_time": "2022-08-05T19:30:45.726079", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-08-05 19:30:45.856368: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:45.946135: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:45.946909: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:45.948143: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", + "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2022-08-05 19:30:45.948440: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:45.949174: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:45.949843: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:47.721468: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:47.722376: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:47.723064: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "conv2d (Conv2D) (None, 28, 28, 32) 896 \n", + "_________________________________________________________________\n", + "max_pooling2d (MaxPooling2D) (None, 9, 9, 32) 0 \n", + "_________________________________________________________________\n", + "conv2d_1 (Conv2D) (None, 5, 5, 16) 12816 \n", + "_________________________________________________________________\n", + "flatten (Flatten) (None, 400) 0 \n", + "_________________________________________________________________\n", + "dropout (Dropout) (None, 400) 0 \n", + "_________________________________________________________________\n", + "dense (Dense) (None, 13) 5213 \n", + "=================================================================\n", + "Total params: 18,925\n", + "Trainable params: 18,925\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "ead from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", + "2022-08-05 19:30:47.723666: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1510] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 15403 MB memory: -> device: 0, name: Tesla P100-PCIE-16GB, pci bus id: 0000:00:04.0, compute capability: 6.0\n" + ] + } + ], + "source": [ + "from keras.datasets import mnist\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense, Dropout, Flatten\n", + "from keras.layers import Conv2D, MaxPooling2D\n", + "\n", + "# Add a convolutional layer\n", + "model = Sequential()\n", + "model.add(Convolution2D(32, (3, 3),activation='relu', input_shape=(30, 30, 3)))\n", + "model.add(MaxPooling2D(pool_size=(3, 3)))\n", + "model.add(Convolution2D(16, (5, 5),activation='relu'))\n", + "model.add(Flatten())\n", + "model.add(Dropout(0.35))\n", + "model.add(Dense(13, activation='softmax'))\n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "918a63b2", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:48.248811Z", + "iopub.status.busy": "2022-08-05T19:30:48.248455Z", + "iopub.status.idle": "2022-08-05T19:30:48.261164Z", + "shell.execute_reply": "2022-08-05T19:30:48.260294Z" + }, + "papermill": { + "duration": 0.065897, + "end_time": "2022-08-05T19:30:48.263191", + "exception": false, + "start_time": "2022-08-05T19:30:48.197294", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Compile the model \n", + "model.compile(optimizer='adam', \n", + " loss='categorical_crossentropy', \n", + " metrics=['accuracy'])" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "61e683c5", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:30:48.364755Z", + "iopub.status.busy": "2022-08-05T19:30:48.363107Z", + "iopub.status.idle": "2022-08-05T19:33:54.906653Z", + "shell.execute_reply": "2022-08-05T19:33:54.905722Z" + }, + "papermill": { + "duration": 186.596992, + "end_time": "2022-08-05T19:33:54.908848", + "exception": false, + "start_time": "2022-08-05T19:30:48.311856", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Training Progress:\n", + "------------------------\n", + "Epoch 1/100\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-08-05 19:30:48.442942: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:185] None of the MLIR Optimization Passes are enabled (registered 2)\n", + "2022-08-05 19:30:49.663639: I tensorflow/stream_executor/cuda/cuda_dnn.cc:369] Loaded cuDNN version 8005\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "200/200 [==============================] - 9s 10ms/step - loss: 0.6619 - accuracy: 0.8437 - val_loss: 0.4130 - val_accuracy: 0.8895\n", + "Epoch 2/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.3445 - accuracy: 0.9026 - val_loss: 0.2224 - val_accuracy: 0.9539\n", + "Epoch 3/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.2351 - accuracy: 0.9365 - val_loss: 0.1474 - val_accuracy: 0.9633\n", + "Epoch 4/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.1378 - accuracy: 0.9624 - val_loss: 0.1335 - val_accuracy: 0.9590\n", + "Epoch 5/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.1065 - accuracy: 0.9698 - val_loss: 0.1113 - val_accuracy: 0.9793\n", + "Epoch 6/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0889 - accuracy: 0.9760 - val_loss: 0.0587 - val_accuracy: 0.9840\n", + "Epoch 7/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0567 - accuracy: 0.9834 - val_loss: 0.0689 - val_accuracy: 0.9770\n", + "Epoch 8/100\n", + "200/200 [==============================] - 2s 11ms/step - loss: 0.0443 - accuracy: 0.9866 - val_loss: 0.0251 - val_accuracy: 0.9957\n", + "Epoch 9/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0520 - accuracy: 0.9843 - val_loss: 0.0234 - val_accuracy: 0.9918\n", + "Epoch 10/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0375 - accuracy: 0.9898 - val_loss: 0.0248 - val_accuracy: 0.9945\n", + "Epoch 11/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0317 - accuracy: 0.9903 - val_loss: 0.0152 - val_accuracy: 0.9977\n", + "Epoch 12/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0227 - accuracy: 0.9931 - val_loss: 0.0120 - val_accuracy: 0.9980\n", + "Epoch 13/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0205 - accuracy: 0.9937 - val_loss: 0.0146 - val_accuracy: 0.9965\n", + "Epoch 14/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0278 - accuracy: 0.9923 - val_loss: 0.0078 - val_accuracy: 0.9984\n", + "Epoch 15/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0180 - accuracy: 0.9952 - val_loss: 0.0057 - val_accuracy: 0.9992\n", + "Epoch 16/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0131 - accuracy: 0.9961 - val_loss: 0.0044 - val_accuracy: 0.9992\n", + "Epoch 17/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0137 - accuracy: 0.9962 - val_loss: 0.0025 - val_accuracy: 1.0000\n", + "Epoch 18/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0132 - accuracy: 0.9962 - val_loss: 0.0038 - val_accuracy: 0.9992\n", + "Epoch 19/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0362 - accuracy: 0.9894 - val_loss: 0.0099 - val_accuracy: 0.9977\n", + "Epoch 20/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0104 - accuracy: 0.9973 - val_loss: 0.0034 - val_accuracy: 0.9992\n", + "Epoch 21/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0093 - accuracy: 0.9972 - val_loss: 0.0025 - val_accuracy: 0.9996\n", + "Epoch 22/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0099 - accuracy: 0.9973 - val_loss: 0.0052 - val_accuracy: 0.9980\n", + "Epoch 23/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0112 - accuracy: 0.9968 - val_loss: 0.0011 - val_accuracy: 1.0000\n", + "Epoch 24/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0073 - accuracy: 0.9980 - val_loss: 0.0027 - val_accuracy: 0.9996\n", + "Epoch 25/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0062 - accuracy: 0.9987 - val_loss: 5.7443e-04 - val_accuracy: 1.0000\n", + "Epoch 26/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0057 - accuracy: 0.9986 - val_loss: 0.0012 - val_accuracy: 1.0000\n", + "Epoch 27/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0068 - accuracy: 0.9978 - val_loss: 0.0017 - val_accuracy: 1.0000\n", + "Epoch 28/100\n", + "200/200 [==============================] - 2s 11ms/step - loss: 0.0046 - accuracy: 0.9992 - val_loss: 0.0019 - val_accuracy: 0.9988\n", + "Epoch 29/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0059 - accuracy: 0.9979 - val_loss: 0.0023 - val_accuracy: 0.9988\n", + "Epoch 30/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0069 - accuracy: 0.9978 - val_loss: 0.0020 - val_accuracy: 0.9996\n", + "Epoch 31/100\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.0043 - accuracy: 0.9990 - val_loss: 0.0037 - val_accuracy: 0.9988\n", + "Epoch 32/100\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.0079 - accuracy: 0.9977 - val_loss: 5.1421e-04 - val_accuracy: 1.0000\n", + "Epoch 33/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0034 - accuracy: 0.9991 - val_loss: 9.5118e-04 - val_accuracy: 1.0000\n", + "Epoch 34/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0042 - accuracy: 0.9985 - val_loss: 2.9093e-04 - val_accuracy: 1.0000\n", + "Epoch 35/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0029 - accuracy: 0.9993 - val_loss: 4.1153e-04 - val_accuracy: 1.0000\n", + "Epoch 36/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0033 - accuracy: 0.9992 - val_loss: 2.3751e-04 - val_accuracy: 1.0000\n", + "Epoch 37/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0029 - accuracy: 0.9995 - val_loss: 0.0031 - val_accuracy: 0.9992\n", + "Epoch 38/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0045 - accuracy: 0.9986 - val_loss: 3.8838e-04 - val_accuracy: 1.0000\n", + "Epoch 39/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0307 - accuracy: 0.9923 - val_loss: 8.2540e-04 - val_accuracy: 1.0000\n", + "Epoch 40/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0038 - accuracy: 0.9991 - val_loss: 3.7534e-04 - val_accuracy: 1.0000\n", + "Epoch 41/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0048 - accuracy: 0.9985 - val_loss: 0.0015 - val_accuracy: 1.0000\n", + "Epoch 42/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0055 - accuracy: 0.9984 - val_loss: 0.0024 - val_accuracy: 0.9992\n", + "Epoch 43/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0039 - accuracy: 0.9990 - val_loss: 2.6150e-04 - val_accuracy: 1.0000\n", + "Epoch 44/100\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.0031 - accuracy: 0.9988 - val_loss: 8.2135e-04 - val_accuracy: 0.9996\n", + "Epoch 45/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0018 - accuracy: 0.9996 - val_loss: 1.2434e-04 - val_accuracy: 1.0000\n", + "Epoch 46/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0015 - accuracy: 0.9998 - val_loss: 1.6237e-04 - val_accuracy: 1.0000\n", + "Epoch 47/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0014 - accuracy: 0.9996 - val_loss: 6.2706e-05 - val_accuracy: 1.0000\n", + "Epoch 48/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0057 - accuracy: 0.9985 - val_loss: 1.5684e-04 - val_accuracy: 1.0000\n", + "Epoch 49/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0051 - accuracy: 0.9989 - val_loss: 4.3287e-05 - val_accuracy: 1.0000\n", + "Epoch 50/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0020 - accuracy: 0.9995 - val_loss: 2.9062e-04 - val_accuracy: 1.0000\n", + "Epoch 51/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0026 - accuracy: 0.9991 - val_loss: 4.8891e-04 - val_accuracy: 1.0000\n", + "Epoch 52/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0018 - accuracy: 0.9995 - val_loss: 3.7961e-05 - val_accuracy: 1.0000\n", + "Epoch 53/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0019 - accuracy: 0.9997 - val_loss: 8.7146e-05 - val_accuracy: 1.0000\n", + "Epoch 54/100\n", + "200/200 [==============================] - 2s 11ms/step - loss: 0.0016 - accuracy: 0.9996 - val_loss: 6.1099e-05 - val_accuracy: 1.0000\n", + "Epoch 55/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0017 - accuracy: 0.9994 - val_loss: 1.3934e-04 - val_accuracy: 1.0000\n", + "Epoch 56/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0019 - accuracy: 0.9994 - val_loss: 0.0074 - val_accuracy: 0.9969\n", + "Epoch 57/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0063 - accuracy: 0.9984 - val_loss: 0.0091 - val_accuracy: 0.9984\n", + "Epoch 58/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0020 - accuracy: 0.9994 - val_loss: 5.2620e-05 - val_accuracy: 1.0000\n", + "Epoch 59/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0015 - accuracy: 0.9995 - val_loss: 5.3126e-05 - val_accuracy: 1.0000\n", + "Epoch 60/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0014 - accuracy: 0.9995 - val_loss: 1.1495e-05 - val_accuracy: 1.0000\n", + "Epoch 61/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0011 - accuracy: 0.9997 - val_loss: 0.0025 - val_accuracy: 0.9988\n", + "Epoch 62/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0112 - accuracy: 0.9962 - val_loss: 1.5244e-04 - val_accuracy: 1.0000\n", + "Epoch 63/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0039 - accuracy: 0.9988 - val_loss: 5.6496e-05 - val_accuracy: 1.0000\n", + "Epoch 64/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0014 - accuracy: 0.9997 - val_loss: 5.9164e-05 - val_accuracy: 1.0000\n", + "Epoch 65/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 8.0254e-04 - accuracy: 0.9997 - val_loss: 7.8508e-06 - val_accuracy: 1.0000\n", + "Epoch 66/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0011 - accuracy: 0.9998 - val_loss: 9.0615e-05 - val_accuracy: 1.0000\n", + "Epoch 67/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 9.9278e-04 - accuracy: 0.9996 - val_loss: 3.6101e-05 - val_accuracy: 1.0000\n", + "Epoch 68/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0010 - accuracy: 0.9998 - val_loss: 2.9268e-05 - val_accuracy: 1.0000\n", + "Epoch 69/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0013 - accuracy: 0.9995 - val_loss: 6.3407e-05 - val_accuracy: 1.0000\n", + "Epoch 70/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0013 - accuracy: 0.9994 - val_loss: 3.1984e-05 - val_accuracy: 1.0000\n", + "Epoch 71/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0011 - accuracy: 0.9997 - val_loss: 1.0438e-05 - val_accuracy: 1.0000\n", + "Epoch 72/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0014 - accuracy: 0.9997 - val_loss: 3.4928e-05 - val_accuracy: 1.0000\n", + "Epoch 73/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 5.7515e-04 - accuracy: 1.0000 - val_loss: 2.0269e-05 - val_accuracy: 1.0000\n", + "Epoch 74/100\n", + "200/200 [==============================] - 2s 8ms/step - loss: 7.9947e-04 - accuracy: 0.9998 - val_loss: 4.5514e-05 - val_accuracy: 1.0000\n", + "Epoch 75/100\n", + "200/200 [==============================] - 2s 12ms/step - loss: 0.0018 - accuracy: 0.9994 - val_loss: 3.9182e-04 - val_accuracy: 0.9996\n", + "Epoch 76/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0023 - accuracy: 0.9991 - val_loss: 9.2502e-05 - val_accuracy: 1.0000\n", + "Epoch 77/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0035 - accuracy: 0.9988 - val_loss: 5.8867e-05 - val_accuracy: 1.0000\n", + "Epoch 78/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 6.4024e-04 - accuracy: 0.9999 - val_loss: 1.6588e-05 - val_accuracy: 1.0000\n", + "Epoch 79/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0042 - accuracy: 0.9988 - val_loss: 4.1775e-05 - val_accuracy: 1.0000\n", + "Epoch 80/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 9.8420e-04 - accuracy: 0.9997 - val_loss: 7.1820e-05 - val_accuracy: 1.0000\n", + "Epoch 81/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0015 - accuracy: 0.9996 - val_loss: 9.9283e-05 - val_accuracy: 1.0000\n", + "Epoch 82/100\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.0018 - accuracy: 0.9992 - val_loss: 1.4273e-04 - val_accuracy: 1.0000\n", + "Epoch 83/100\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.0038 - accuracy: 0.9992 - val_loss: 1.1101e-04 - val_accuracy: 1.0000\n", + "Epoch 84/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0015 - accuracy: 0.9996 - val_loss: 7.6760e-06 - val_accuracy: 1.0000\n", + "Epoch 85/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 3.5137e-04 - accuracy: 1.0000 - val_loss: 8.3540e-06 - val_accuracy: 1.0000\n", + "Epoch 86/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0010 - accuracy: 0.9998 - val_loss: 7.0818e-06 - val_accuracy: 1.0000\n", + "Epoch 87/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0011 - accuracy: 0.9995 - val_loss: 3.0861e-04 - val_accuracy: 1.0000\n", + "Epoch 88/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 7.8636e-04 - accuracy: 0.9998 - val_loss: 2.6244e-04 - val_accuracy: 1.0000\n", + "Epoch 89/100\n", + "200/200 [==============================] - 2s 11ms/step - loss: 0.0014 - accuracy: 0.9994 - val_loss: 0.0793 - val_accuracy: 0.9805\n", + "Epoch 90/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0040 - accuracy: 0.9988 - val_loss: 1.0170e-05 - val_accuracy: 1.0000\n", + "Epoch 91/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0041 - accuracy: 0.9987 - val_loss: 2.4581e-05 - val_accuracy: 1.0000\n", + "Epoch 92/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0013 - accuracy: 0.9995 - val_loss: 1.1484e-05 - val_accuracy: 1.0000\n", + "Epoch 93/100\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.0011 - accuracy: 0.9995 - val_loss: 6.2322e-06 - val_accuracy: 1.0000\n", + "Epoch 94/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 6.9639e-04 - accuracy: 0.9998 - val_loss: 4.0832e-06 - val_accuracy: 1.0000\n", + "Epoch 95/100\n", + "200/200 [==============================] - 2s 12ms/step - loss: 0.0010 - accuracy: 0.9998 - val_loss: 1.9893e-04 - val_accuracy: 1.0000\n", + "Epoch 96/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0073 - accuracy: 0.9984 - val_loss: 0.0019 - val_accuracy: 0.9992\n", + "Epoch 97/100\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.0028 - accuracy: 0.9994 - val_loss: 1.8571e-05 - val_accuracy: 1.0000\n", + "Epoch 98/100\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.0013 - accuracy: 0.9995 - val_loss: 8.4565e-06 - val_accuracy: 1.0000\n", + "Epoch 99/100\n", + "200/200 [==============================] - 1s 6ms/step - loss: 7.8066e-04 - accuracy: 0.9998\n", + "Epoch 100/100\n", + "200/200 [==============================] - 1s 6ms/step - loss: 5.9305e-04 - accuracy: 0.9998\n" + ] + } + ], + "source": [ + "# Fit parameters\n", + "EPOCHS=100\n", + "\n", + "print(\"\\nTraining Progress:\\n------------------------\")\n", + "hist = model.fit_generator(train_gen(train), steps_per_epoch=train_size//EPOCHS, epochs=EPOCHS,\n", + " validation_data=pred_gen(test), validation_steps=test_size//EPOCHS)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "7f3a6bb7", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:33:55.329362Z", + "iopub.status.busy": "2022-08-05T19:33:55.327499Z", + "iopub.status.idle": "2022-08-05T19:33:55.354735Z", + "shell.execute_reply": "2022-08-05T19:33:55.353489Z" + }, + "papermill": { + "duration": 0.208217, + "end_time": "2022-08-05T19:33:55.356981", + "exception": false, + "start_time": "2022-08-05T19:33:55.148764", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#- Save Model\n", + "model.save('../working/models/chess_model.h5')" + ] + }, + { + "cell_type": "markdown", + "id": "fdac53e4", + "metadata": { + "papermill": { + "duration": 0.189049, + "end_time": "2022-08-05T19:33:55.720935", + "exception": false, + "start_time": "2022-08-05T19:33:55.531886", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 5 - Model Evaluation & Model Tuning" + ] + }, + { + "cell_type": "markdown", + "id": "186b38f9", + "metadata": { + "papermill": { + "duration": 0.175808, + "end_time": "2022-08-05T19:33:56.077054", + "exception": false, + "start_time": "2022-08-05T19:33:55.901246", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Model Evaluation - **Loss**" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "7ed57ce1", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:33:56.432041Z", + "iopub.status.busy": "2022-08-05T19:33:56.431666Z", + "iopub.status.idle": "2022-08-05T19:33:56.687835Z", + "shell.execute_reply": "2022-08-05T19:33:56.686787Z" + }, + "papermill": { + "duration": 0.441749, + "end_time": "2022-08-05T19:33:56.693822", + "exception": false, + "start_time": "2022-08-05T19:33:56.252073", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3gAAAFNCAYAAABSRs15AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABL7ElEQVR4nO3dd5ycZb3//9dn2s5smd1NZTfZFEIoAdJIIBo60gQCIlJEERGRcw6IAvrFoz/k2I6CAh7BAghYEASkg6IigQACKSQEEhJSyaZu2vYy5fr9cc9uNpvdZJNMSWbfz8djHvfcZe75TMmdfc913ddtzjlERERERERk/+fLdQEiIiIiIiKSHgp4IiIiIiIieUIBT0REREREJE8o4ImIiIiIiOQJBTwREREREZE8oYAnIiIiIiKSJxTwRERERERE8oQCnoiI9HlmtsLMPpHrOkRERPaWAp6IiIiIiEieUMATERHphpkVmNmdZrYmdbvTzApS6waY2XNmttXMNpvZDDPzpdb9PzNbbWb1ZrbIzE7J7SsREZG+JJDrAkRERPZR3wamAOMBBzwNfAf4/4AbgGpgYGrbKYAzs0OAa4DJzrk1ZjYC8Ge3bBER6cvUgiciItK9S4HvOec2OOdqgP8BPp9aFwMqgOHOuZhzboZzzgEJoAAYY2ZB59wK59zSnFQvIiJ9kgKeiIhI9yqBlZ3mV6aWAdwGLAH+bmbLzOwmAOfcEuBrwC3ABjN7xMwqERERyRIFPBERke6tAYZ3mh+WWoZzrt45d4Nz7kBgGnB9+7l2zrk/OeeOTT3WAT/JbtkiItKXKeCJiIh4gmYWbr8BDwPfMbOBZjYAuBn4I4CZnW1mB5mZAbV4XTOTZnaImZ2cGoylBWgGkrl5OSIi0hcp4ImIiHhewAtk7bcwMAt4F5gPzAF+kNp2NPBPoAH4N/BL59zLeOff/RjYCKwDBgHfyt5LEBGRvs68c8JFRERERERkf6cWPBERERERkTyhgCciIiIiIpInFPBERERERETyhAKeiIiIiIhInlDAExERERERyROBXBewuwYMGOBGjBiR6zJERERERERyYvbs2RudcwO7W7ffBbwRI0Ywa9asXJchIiIiIiKSE2a2sqd16qIpIiIiIiKSJxTwRERERERE8oQCnoiIiIiISJ7Y787BExERERGRPReLxaiurqalpSXXpcguhMNhhg4dSjAY7PVjFPBERERERPqQ6upqSkpKGDFiBGaW63KkB845Nm3aRHV1NSNHjuz149RFU0RERESkD2lpaaF///4Kd/s4M6N///673dKqgCciIiIi0sco3O0f9uRzUsATEREREZGsam5u5oQTTiCRSLBixQr+9Kc/7dF+Pv7xj+9ymyuvvJIFCxbs0f535pZbbuGnP/3pTrd56qmnevXcd911F/fff39a6lLAExERERGRrLr//vs5//zz8fv9Ow148Xh8p/t54403dvlc9913H2PGjNmjOvdWbwPeFVdcwS9+8Yu0PKcCXhq8uWwTT89dnesyRERERET2Cw899BDnnnsuADfddBMzZsxg/Pjx3HHHHTz44INMmzaNk08+mVNOOYWGhgZOOeUUJk6cyJFHHsnTTz/dsZ/i4mIApk+fzoknnsgFF1zAoYceyqWXXopzDoATTzyRWbNmdWz/7W9/m3HjxjFlyhTWr18PwNKlS5kyZQpHHnkk3/nOdzr229UPf/hDDj74YI499lgWLVrUsfzee+9l8uTJjBs3jk9/+tM0NTXxxhtv8Mwzz/CNb3yD8ePHs3Tp0m63AygsLGTEiBG8/fbbe/3eKuClwWOzqrn1b4t2vaGIiIiISB/X1tbGsmXLGDFiBAA//vGPOe6445g7dy5f//rXAZgzZw6PP/44r7zyCuFwmCeffJI5c+bw8ssvc8MNN3SEt87eeecd7rzzThYsWMCyZct4/fXXd9imsbGRKVOmMG/ePI4//njuvfdeAK677jquu+465s+fz9ChQ7ute/bs2TzyyCPMnTuXF154gZkzZ3asO//885k5cybz5s3jsMMO47e//S0f//jHmTZtGrfddhtz585l1KhR3W7XbtKkScyYMWOP39d2ukxCGpRGgtQ2x3JdhoiIiIjIbvmfZ99nwZq6tO5zTGWU755zeI/rN27cSFlZ2U73ceqpp9KvXz/Au1zAf//3f/Pqq6/i8/lYvXo169ev54ADDtjuMUcffXRHOBs/fjwrVqzg2GOP3W6bUCjE2WefDcBRRx3FP/7xDwD+/e9/89RTTwHw2c9+lhtvvHGHmmbMmMGnPvUpCgsLAZg2bVrHuvfee4/vfOc7bN26lYaGBk4//fRuX9fOths0aBAffPDBTt+X3lDAS4NoJEBDa5x4IknAr0ZREREREZGeRCKRXQ79X1RU1HH/oYceoqamhtmzZxMMBhkxYkS3jy8oKOi47/f7uz1/LxgMdoxM2dM2e+Lyyy/nqaeeYty4cTz44INMnz59t7draWkhEonsdS0KeGlQGvGuLF/fEqe8KJTjakREREREemdnLW2ZUl5eTiKRoKWlhXA4TElJCfX19T1uX1tby6BBgwgGg7z88susXLky7TVNmTKFv/zlL1x00UU88sgj3W5z/PHHc/nll/Otb32LeDzOs88+y1e+8hUA6uvrqaioIBaL8dBDDzFkyBCAHV5bT9sBLF68mKlTp+71a1FzUxq0Bzx10xQRERER2bXTTjuN1157DYCxY8fi9/sZN24cd9xxxw7bXnrppcyaNYsjjzyS3//+9xx66KFpr+fOO+/k9ttvZ+zYsSxZsoTS0tIdtpk4cSIXXXQR48aN48wzz2Ty5Mkd677//e9zzDHHMHXq1O3qu/jii7ntttuYMGECS5cu7XE7gNdff51TTz11r1+LdXeC4r5s0qRJrn0UnH3FPxes58rfz+KZa6YydmhZrssREREREenRwoULOeyww3Jaw5w5c7jjjjv4wx/+kNM62jU1NRGJRDAzHnnkER5++OHtRuvMtHfeeYfbb7+92/eju8/LzGY75yZ1ty910UyD0kK14ImIiIiI9NbEiRM56aSTSCQS+P3+XJfD7Nmzueaaa3DOUVZWlraLjvfWxo0b+f73v5+WfSngpUE0rIAnIiIiIrI7rrjiilyX0OG4445j3rx5OXv+dHTNbKdz8NKg/Ry8uub0jMIjIiIiIiKyJxTw0kCDrIiIiIiIyL5AAS8NwkEfQb9R16KAJyIiIiIiuaOAlwZmRmkkqBY8ERERERHJKQW8NImGFfBERERERCS3FPDSJBoJUqeAJyIiIiKyS83NzZxwwgkkEglWrFjBn/70pz3e149+9KNebffggw9yzTXX7HSb6dOn88Ybb+xyX8899xw333xzr5432xTw0qRUAU9EREREpFfuv/9+zj//fPx+f9YCXm/0NuCdddZZPPvsszQ1NaXtudNFAS9NojoHT0RERESkVx566CHOPfdcAG666SZmzJjB+PHjueOOO0gkEnzjG99g8uTJjB07lt/85jcArF27luOPP57x48dzxBFHMGPGDG666Saam5sZP348l1566Q7P88ADD3DwwQdz9NFH8/rrr3csf/bZZznmmGOYMGECn/jEJ1i/fj0rVqzg17/+NXfccQfjx49nxowZ3W4H3hgcJ554Is8991wW3q3dowudp0lpJEBdi66DJyIiIiL7kb/eBOvmp3efBxwJZ/64x9VtbW0sW7aMESNGAPDjH/+Yn/70px1h6Z577qG0tJSZM2fS2trK1KlTOe2003jiiSc4/fTT+fa3v00ikaCpqYnjjjuOu+66i7lz5+7wPGvXruW73/0us2fPprS0lJNOOokJEyYAcOyxx/Lmm29iZtx3333ceuut/OxnP+Pqq6+muLiYG2+8EYAtW7Z0ux3ApEmTmDFjBhdeeGEa37y9p4CXJu2jaDrnMLNclyMiIiIisk/auHEjZWVlPa7/+9//zrvvvsvjjz8OQG1tLR9++CGTJ0/miiuuIBaLcd555zF+/PidPs9bb73FiSeeyMCBAwG46KKLWLx4MQDV1dVcdNFFrF27lra2NkaOHNntPna23aBBg1izZs1uvPLsUMBLk2g4SCLpaGpLUFSgt1VERERE9gM7aWnLlEgkQktLS4/rnXP84he/4PTTT99h3auvvsrzzz/P5ZdfzvXXX89ll122RzVce+21XH/99UybNo3p06dzyy237PZ2LS0tRCKRPXr+TNI5eGlSGgkC6Dw8EREREZGdKC8vJ5FIdIS8kpIS6uvrO9affvrp/OpXvyIW8/6uXrx4MY2NjaxcuZLBgwfz5S9/mSuvvJI5c+YAEAwGO7bt7JhjjuGVV15h06ZNxGIxHnvssY51tbW1DBkyBIDf/e53Hcu71tLTdu11HXHEEXv1XmRCRgOemZ1hZovMbImZ3dTDNhea2QIze9/M9nz4nByLKuCJiIiIiPTKaaedxmuvvQbA2LFj8fv9jBs3jjvuuIMrr7ySMWPGMHHiRI444gi+8pWvEI/HmT59OuPGjWPChAn8+c9/5rrrrgPgqquuYuzYsTsMslJRUcEtt9zCxz72MaZOncphhx3Wse6WW27hM5/5DEcddRQDBgzoWH7OOefw5JNPdgyy0tN2AC+//DJnnXVWpt6iPWbOuczs2MwPLAZOBaqBmcAlzrkFnbYZDTwKnOyc22Jmg5xzG3a230mTJrlZs2ZlpOa98fqSjVx631v8+aopHHNg/1yXIyIiIiLSrYULF24XdnJhzpw53HHHHfzhD3/IaR17av369Xz2s5/lpZdeyvhzdfd5mdls59yk7rbPZAve0cAS59wy51wb8Ahwbpdtvgzc7ZzbArCrcLcvUxdNEREREZHemThxIieddBKJRCLXpeyRjz76qGM0zX1NJkcDGQKs6jRfDRzTZZuDAczsdcAP3OKc+1vXHZnZVcBVAMOGDctIsXsrGvYCni6VICIiIiKya1dccUWuS9hjkydPznUJPcr1ICsBYDRwInAJcK+ZlXXdyDl3j3NuknNuUvswp/sateCJiIiIyP4iU6dpSXrtyeeUyYC3GqjqND80tayzauAZ51zMObcc75y90RmsKWOKw15jqAKeiIiIiOzLwuEwmzZtUsjbxznn2LRpE+FweLcel8kumjOB0WY2Ei/YXQx8tss2T+G13D1gZgPwumwuy2BNGeP3GSXhAHUKeCIiIiKyDxs6dCjV1dXU1NTkuhTZhXA4zNChQ3frMRkLeM65uJldA7yId37d/c65983se8As59wzqXWnmdkCIAF8wzm3KVM1ZVppJKiAJyIiIiL7tGAwyMiRI3NdhmRIJlvwcM69ALzQZdnNne474PrUbb8XDQepa1HAExERERGR3Mj1ICt5pTQS1Dl4IiIiIiKSMwp4aRSNBBTwREREREQkZxTw0sg7B0/XwRMRERERkdxQwEsjddEUEREREZFcUsBLo2g4SHMsQVs8metSRERERESkD1LAS6PSwiCARtIUEREREZGcUMBLo2jYC3jqpikiIiIiIrmggJdGpZFUC54CnoiIiIiI5IACXhpFI2rBExERERGR3FHAS6PSSACAuhZdKkFERERERLJPAS+N1IInIiIiIiK5pICXRu2DrOgcPBERERERyQUFvDQKB/0UBHwKeCIiIiIikhMKeGlWGgmqi6aIiIiIiOSEAl6aRSNBXehcRERERERyQgEvzdSCJyIiIiIiuaKAl2YKeCIiIiIikisKeGkWDQeoa9Z18EREREREJPsU8NJMLXgiIiIiIpIrCnhpFo0EqW+JkUy6XJciIiIiIiJ9jAJempVGgiQdNLSpm6aIiIiIiGSXAl6aRSNBAGqb1E1TRERERESySwEvzaJhL+DpWngiIiIiIpJtCnhpVtregqeBVkREREREJMsU8NIsGgkAUKeAJyIiIiIiWaaAl2btLXi6Fp6IiIiIiGSbAl6aqYumiIiIiIjkigJemhWFAvhMg6yIiIiIiEj2ZTTgmdkZZrbIzJaY2U3drL/czGrMbG7qdmUm68kGn8+IRoJqwRMRERERkawLZGrHZuYH7gZOBaqBmWb2jHNuQZdN/+ycuyZTdeRCNKyAJyIiIiIi2ZfJFryjgSXOuWXOuTbgEeDcDD7fPqM0EtQomiIiIiIiknWZDHhDgFWd5qtTy7r6tJm9a2aPm1lVBuvJmlJ10RQRERERkRzI9SArzwIjnHNjgX8Av+tuIzO7ysxmmdmsmpqarBa4J6KRAHUtukyCiIiIiIhkVyYD3mqgc4vc0NSyDs65Tc651tTsfcBR3e3IOXePc26Sc27SwIEDM1JsOqkFT0REREREciGTAW8mMNrMRppZCLgYeKbzBmZW0Wl2GrAwg/VkjQZZERERERGRXMjYKJrOubiZXQO8CPiB+51z75vZ94BZzrlngK+a2TQgDmwGLs9UPdkUjQRpiydpiSUIB/25LkdERERERPqIjAU8AOfcC8ALXZbd3On+t4BvZbKGXCiNBAGoa44p4ImIiIiISNbkepCVvBRtD3gt6qYpIiIiIiLZo4CXAe0teDoPT0REREREskkBLwOiYa/nqwKeiIiIiIhkkwJeBmw7B0/XwhMRERERkexRwMsAddEUEREREZFcUMDLgGinUTRFRERERESyRQEvA4J+H4Uhv1rwREREREQkqxTwMqQ0ElTAExERERGRrFLAy5BoOKjr4ImIiIiISFYp4GWIWvBERERERCTbFPAyJBoJ6DIJIiIiIiKSVQp4GRJVC56IiIiIiGSZAl6GlEaCukyCiIiIiIhklQJehkTDQepb4ySSLteliIiIiIhIH6GAlyGlqYud12skTRERERERyRIFvAyJpgKeBloREREREZFsUcDLkPYWPA20IiIiIiIi2aKAlyEKeCIiIiIikm0KeBkSjQQAqNM5eCIiIiIikiUKeBmiFjwREREREck2BbwMiYbbB1lRwBMRERERkexQwMuQwpCfgM/UgiciIiIiIlmjgJchZkZpJKiAJyIiIiIiWaOAl0HRSJC6Fl0HT0REREREskMBL4OiasETEREREZEsUsDLoGg4oIAnIiIiIiJZo4CXDov+Cm/ds8Pi0kiQegU8ERERERHJEgW8dPjgOZjxsx0Wa5AVERERERHJpowGPDM7w8wWmdkSM7tpJ9t92sycmU3KZD0ZEx0CDeshsX2Y8wZZieGcy1FhIiIiIiLSl2Qs4JmZH7gbOBMYA1xiZmO62a4EuA54K1O1ZFxJBeC8kNdJaSRILOFojiVyU5eIiIiIiPQpmWzBOxpY4pxb5pxrAx4Bzu1mu+8DPwFaMlhLZkWHeNO6NdsvDgcB1E1TRERERESyIpMBbwiwqtN8dWpZBzObCFQ5557PYB2ZF630pl0CXmnEC3h1zboWnoiIiIiIZF7OBlkxMx9wO3BDL7a9ysxmmdmsmpqazBe3u3YR8NSCJyIiIiIi2ZDJgLcaqOo0PzS1rF0JcAQw3cxWAFOAZ7obaMU5d49zbpJzbtLAgQMzWPIeipRDIAx1q7dbHI0EAKhTwBMRERERkSzIZMCbCYw2s5FmFgIuBp5pX+mcq3XODXDOjXDOjQDeBKY552ZlsKbMMPNa8erXbrdYLXgiIiIiIpJNGQt4zrk4cA3wIrAQeNQ5976Zfc/MpmXqeXOmpFJdNEVEREREJKcCmdy5c+4F4IUuy27uYdsTM1lLxkUrYdWb2y0qSY2iWdeigCciIiIiIpmXs0FW8k60EurXQTLZscjvM0oKAmrBExERERGRrFDAS5doJSTaoGnT9osjQV0mQUREREREskIBL106LpXQdSTNoFrwREREREQkKxTw0qU94O0wkmZAl0kQEREREZGsUMBLl5IeWvDCQQ2yIiIiIiIiWaGAly7Fg8D83V4qQV00RUREREQkGxTw0sXnh5IKqNu+i6Y3yIoCnoiIiIiIZJ4CXjpFK3boolkaCdLYliCWSPbwIBERERERkfRQwEunaGW3XTQBteKJiIiIiEjGKeClU3SIF/Cc27YoEgCgrkXXwhMRERERkczaZcAzs8Fm9lsz+2tqfoyZfSnzpe2HSiog1gitdR2L2lvwNNCKiIiIiIhkWm9a8B4EXgRS1wFgMfC1DNWzf+u42Pm2bprRsLpoioiIiIhIdvQm4A1wzj0KJAGcc3EgkdGq9lfRId60U8BTC56IiIiIiGRLbwJeo5n1BxyAmU0BajNa1f4qWuFNFfBERERERCQHAr3Y5nrgGWCUmb0ODAQuyGhV+6uSHQNetH0UzRYFPBERERERyaxdBjzn3BwzOwE4BDBgkXNOaaU7gQIoGgj12wJeOOgnFPBR26S3TEREREREMmuXAc/MLuuyaKKZ4Zz7fYZq2r+VVOxwLbzh/QpZWtOYo4JERERERKSv6E0Xzcmd7oeBU4A5gAJed6JDoHbVdovGVEaZtWJLjgoSEREREZG+ojddNK/tPG9mZcAjmSpovxethFVvbbdoTEWUp+euYUtjG+VFoRwVJiIiIiIi+a43o2h21QiMTHcheSNaAc2bIdbcsWhMZRSAhWvrenqUiIiIiIjIXuvNOXjPkrpEAl4gHAM8msmi9mudr4XXfxTgteABLFhbx8cPGpCrykREREREJM/15hy8n3a6HwdWOueqM1TP/i9a6U3r13YEvP7FBRwQDbNgjVrwREREREQkc3pzDt4r2Sgkb5SkAl6XkTTHVEZZoC6aIiIiIiKSQT0GPDOrZ1vXzO1WAc45F81YVfuzaPvFzldvt3hMRZRXFtfQEksQDvpzUJiIiIiIiOS7HgOec64km4XkjYISKCiFurXbLR5TGSWRdHy4voEjh5bmqDgREREREclnvR5F08wGmdmw9lsmi9rvRSt2aME7vLJ9oJXaXFQkIiIiIiJ9wC4DnplNM7MPgeXAK8AK4K8Zrmv/Fq3c4Ry8qvJCigsCGmhFREREREQypjcteN8HpgCLnXMjgVOANzNa1f4uWumNotmJz2ccVlGigVZERERERCRjehPwYs65TYDPzHzOuZeBSRmua/9WUgn16yAR227xmIooC9bUkUx2N3aNiIiIiIjI3ulNwNtqZsXADOAhM/s50NibnZvZGWa2yMyWmNlN3ay/2szmm9lcM3vNzMbsXvn7qGgl4KBh/XaLx1RGaWxL8NHmptzUJSIiIiIiea03Ae9loBS4DvgbsBQ4Z1cPMjM/cDdwJjAGuKSbAPcn59yRzrnxwK3A7b0vfR8WHeJNu46kWeGNnqlumiIiIiIikgm9CXgB4O/AdKAE+HOqy+auHA0scc4tc861AY8A53bewDnXOekU0f119/Y/PVwLb/TgYgI+00ArIiIiIiKSEbsMeM65/3HOHQ78F1ABvGJm/+zFvocAqzrNV6eWbcfM/svMluK14H21ux2Z2VVmNsvMZtXU1PTiqXOsowVv+5E0w0E/Bw0qVgueiIiIiIhkRK+vgwdsANYBm4BB6SrAOXe3c24U8P+A7/SwzT3OuUnOuUkDBw5M11NnTqQcAmGoX7PDqvaBVkRERERERNKtN9fB+08zmw68BPQHvuycG9uLfa8GqjrND00t68kjwHm92O++zwxKKnZowQNvoJV1dS1samjNQWEiIiIiIpLPetOCVwV8zTl3uHPuFufcgl7ueyYw2sxGmlkIuBh4pvMGZja60+xZwIe93Pe+Lzqk+4BXEQU00IqIiIiIiKRfb87B+5Zzbu7u7tg5FweuAV4EFgKPOufeN7Pvmdm01GbXmNn7ZjYXuB74wu4+zz4rWtljCx6gbpoiIiIiIpJ2gUzu3Dn3AvBCl2U3d7p/XSafP6eiFVC/FpJJ8G3L0WWFIYaURdSCJyIiIiIiabc7g6zI7ogOgUQbNO14RYnDNNCKiIiIiIhkgAJepkQrvWl3I2lWRlla00BzWyLLRYmIiIiISD5TwMuUklTA62GglaSDRevrs1yUiIiIiIjkMwW8TGlvwavb8coQh2ugFRERERERyQAFvEwpHgTmh7q1O6waWh6hJBxgwdraHBQmIiIiIiL5SgEvU3x+KDmg2y6aZsYYDbQiIiIiIiJppoCXSdHKbrtogjfQygfr6kkkXZaLEhERERGRfKWAl0nRSu9aeN0YUxGlqS3Bik2NWS5KRERERETylQJeJpVUQu1qcDu20o3RQCsiIiIiIpJmCniZFK2EWCO07hjiRg8qIeg3FqxVwBMRERERkfRQwMukjksl7NhNMxTwMXpQiVrwREREREQkbRTwMmkn18IDr5umWvBERERERCRdFPAyqSPg7XipBPAGWqmpb2VDfUsWixIRERERkXylgJdJJRXetKeRNDXQioiIiIiIpJECXiYFCqBwwE67aALqpikiIiIiImmhgJdp0coeu2hGw0Gq+kXUgiciIiIiImmhgJdp0SHdjqLZbkyFBloREREREZH0UMDLtGhFj100AcZUlLJ8YyNNbfEsFiUiIiIiIvlIAS/TopXQvBlizd2uHlMZxTlYqFY8ERERERHZSwp4mRYd4k17GElz3NBSAOatqs1WRSIiIiIikqcU8DKt/VIJPQy0MigapqI0zLzqrdmrSURERERE8pICXqa1t+D1EPAAxg0tY96qrdmpR0RERERE8pYCXqZFd96CBzCuqowVm5rY2tSWpaJERERERCQfKeBlWkEJRMph04c9bjKuKnUeXrXOwxMRERERkT2ngJcNw6fC0ungXLerjxxSihnM/WhrVssSEREREZH8ooCXDQedAnXVsLH7VryScJDRg4o10IqIiIiIiOwVBbxsGHWyN136rx43aR9oxfXQyiciIiIiIrIrCnjZUD4C+h2484BXVcamxjaqt3R/QXQREREREZFdyWjAM7MzzGyRmS0xs5u6WX+9mS0ws3fN7CUzG57JenJq1CmwYgbEW7tdPb6qDEDdNEVEREREZI9lLOCZmR+4GzgTGANcYmZjumz2DjDJOTcWeBy4NVP15NyokyHWBKve6nb1IQeUEAr4NNCKiIiIiIjssUy24B0NLHHOLXPOtQGPAOd23sA597Jzrik1+yYwNIP15NaIY8EX6LGbZtDv44jKqFrwRERERERkj2Uy4A0BVnWar04t68mXgL9msJ7cCkeh6pidnoc3vqqc+atriSeSWSxMRERERETyxT4xyIqZfQ6YBNzWw/qrzGyWmc2qqanJbnHpNOokWDsPGrp/DeOqSmmJJVm8viHLhYmIiIiISD7IZMBbDVR1mh+aWrYdM/sE8G1gmnOu2xFInHP3OOcmOecmDRw4MCPFZkX75RKWTe92tQZaERERERGRvZHJgDcTGG1mI80sBFwMPNN5AzObAPwGL9xtyGAt+4aK8RDp12M3zWH9CikrDDJv1dasliUiIiIiIvkhYwHPORcHrgFeBBYCjzrn3jez75nZtNRmtwHFwGNmNtfMnulhd/nB54cDT/QCXjcXNDczxg0tY64CnoiIiIiI7IFAJnfunHsBeKHLsps73f9EJp9/nzTqZHj/CdiwAAYfvsPqcVVl3PWvD2lsjVNUkNGPR0RERERE8sw+MchKn9J+Hl4P3TQnVJWRdPDe6tosFiUiIiIiIvlAAS/bSofAwEN7DHhjh5YCGmhFRERERER2nwJeLow6GVa+AbHmHVb1Ly6gql+EeavUgiciIiIiIrtHAS8XRp0M8RYv5HVDA62IiIiIiMieUMDLheFTwR/qsZvm+KoyVm9tpqa+28sCioiIiIiIdEsBLxdChTDsY7D05W5Xj2u/4Lla8UREREREZDco4OXKqJNhw/tQt3aHVUdUluL3mQZaERERERGR3aKAlysHneJNl+3YihcJ+TlkcInOwxMRERERkd2igJcrgw6HokE9noc3rqqMeau24pzLcmEiIiIiIrK/UsDLFZ8PRp3kBbxkcofV46tKqWuJs3xjYw6KExERERGR/ZECXi6NOgWaNsG6d3dY1THQis7DExERERGRXlLAy6UDT/Sm3XTTHD2ohMKQXxc8FxERERGRXlPAy6WSwTD4yG4Dnt9nHDmkVAOtiIiIiIhIryng5dpBJ8NHb0Jrww6rxleVsWBNHW3xHc/RExERERER6UoBL9cO+SQkY/DgJ2HDwu1Wjasqoy2R5IN1dTkqTkRERERE9icKeLk2bApc+AeoXQ2/OR5e/zkkE8C2gVbUTVNERERERHpDAW9fMGYa/OebcPDp8I+b4YEzYdNSKkvDDCguUMATEREREZFeUcDbVxQP9Fryzr8Xaj6AX03F3r6HCUOjzF65hWRSFzwXEREREZGdU8Dbl5jB2Au91rwRx8Jfv8kPG75NYvNKHnr7o1xXJyIiIiIi+zgFvH1RtBIufQzO+T8G1i3gr5Hv8NgLf6d6S1OuKxMRERERkX2YAt6+ygyO+gL2lVcpjBRyr/2Qnz36D5xTV00REREREemeAt6+rv8o/Jc9RVkwwVdXf4NnX5ub64pERERERGQfpYC3Pxg8huDnH6fCv5VDXvoC69evz3VFIiIiIiKyD1LA20/4hh/D1nMeYKSrpu7+T+HaGnNdkoiIiIiI7GMU8PYjB0w8i1eP/F8ObFnAht9eBPG2XJckIiIiIiL7EAW8/cxJ51/Fr6PXMnj9DFoe+zIkE7kuSURERERE9hEKePsZv884/fPf5NbEZwkvegpeuBE0sqaIiIiIiKCAt186aFAJRSffwK/i58Cs++Hfd+e6JBERERER2QdkNOCZ2RlmtsjMlpjZTd2sP97M5phZ3MwuyGQt+eaq4w/k+UFX8ZaNJfnGXZCI57okERERERHJsYwFPDPzA3cDZwJjgEvMbEyXzT4CLgf+lKk68lXQ7+PWC8bzYNsn8DWspXHhi7kuSUREREREciyTLXhHA0ucc8ucc23AI8C5nTdwzq1wzr0LJDNYR94aUxnl9PMvY6OLMvepn7Nqc1OuSxIRERERkRzKZMAbAqzqNF+dWiZpdN5RI2k94mKOic/kyrueY/bKLbkuSUREREREcmS/GGTFzK4ys1lmNqumpibX5exzhpx8NQGSnO9/lUvufZPn3l2T65JERERERCQHMhnwVgNVneaHppbtNufcPc65Sc65SQMHDkxLcXml/ygYfixXFs1gbGWUa/70Dne/vASnyyeIiIiIiPQpmQx4M4HRZjbSzELAxcAzGXy+vm3iZfi3ruBPp8U5d3wlt724iG8+/i5tcZ3eKCIiIiLSV2Qs4Dnn4sA1wIvAQuBR59z7ZvY9M5sGYGaTzawa+AzwGzN7P1P15L0x06CglNC8P3LnReO57pTRPDa7mi/c/zYNrbqEgoiIiIhIX5DRc/Cccy845w52zo1yzv0wtexm59wzqfsznXNDnXNFzrn+zrnDM1lPXgtGYOyFsOBprHkLXz/1YG6/cBxvLd/E/76wMNfViYiIiIhIFuwXg6xIL028DBKtMP8xAM6fOJQvTh3JQ299xNvLN+e4OBERERERyTQFvHxSMRYqJ8Ds30FqgJUbTjuYoeURbnriXVpiiRwXKCIiIiIimaSAl28mXgYb3oc1cwAoDAX44aeOZFlNI3e/vCTHxYmIiIhIRmxaCr8+Frau2vW2ktcU8PLNERdAsBDm/L5j0QkHD+T8CUP41fSlfLCuLofFiYiIiEhGLHga1s2HD57PdSWSYwp4+SYchcM/BfMfh9aGjsXfOXsM0UiQm/4yn0RS18cTERERySvLX01NX8ltHZJzCnj5aOJl0NYA7z/ZsahfUYjvnjOGuau28vt/r8hdbSIiIiKSXvFW+OhNwGDFa5DQJbL6MgW8fFR1DAw4ZLtumgDTxlVy4iEDue3FRWx47yX43TS4azK0NeWoUBERERHZa6vehngzHHkBtNbB2nm5rkhySAEvH5l5rXjVb8OGbdfAM+C2o2p50P6HQY+fj1s3HzYuhnf+mLtaRURERGTvLH8VzAcnfis1r26afZkCXr4adzH4gjDnD94lE5a+DA+cycAnLuCIghpuiV3Gc5/4J1RNgTd+AYlYrisWERERkT2x/BXvUln9R8GgwxXw+jgFvHxVNAAOPQvm/Ql+exr84TzYshI++VMKbpzP3MqL+e4Ly6iffC3UfgTv/SXXFYuIiIjI7mqth9WzYeQJ3vzI473z8eKtua1LckYBL58ddTk0b4G6NXDWz+C6uXD0l/GHIvzk02Opa47x3/MPwA08DF67E5LJHBcsIiIiIrtl5b8hGfeCHcCBJ0C8Bapn5rYuyRkFvHw26iT4ygz46hyYfCUECjpWHXJACdedMppn56/n1oYzoWYhfPhiDosVERERkd22/BXwF8CwKd788I975+MtUzfNvkoBL99VjN0u2HV2zckHcc/nj+L55MdZlRzI8qe+T01dyy532dQW54k51Vz/57m8urgm3RWLiIiISG8tewWqjoZgxJsPl3rn47VfF0/6HAW8PszMOO3wA3jxhpNZNOoLjGx+n2/c/it+/+8VO1wM3TnHrBWb+X+Pv8vRP3yJ6x+dx/Pz13LZ/W9zyzPv0xJL5OhViIiIiPRRjZtg/XyvW2ZnI0+A1bOgtSE3dUlOBXJdgOReJOTnE5fcQOKOB/iae57znj6YR2et4vvnHkFFaYS/zKnmL7OrWbaxkcKQn7OOrOCCo4YydmgZP/nbBzz4xgreWLqROy+awJjKaK5fjoiIiEjfsCLVSjeya8A7Hl67HT76N4w+Nft1SU4p4IknVIj/Y//B+H/9gN99MsI3X2vl/F+9gQFJB0eP7Md/nDiKTx5ZQVHBtq/NLdMO56RDB3HjY/M47+7XufH0g7ny2APx+Sx3r0VERESkL1j2CoRKoHLi9suHTQF/CJZNV8DrgxTwZJvJX4bXfs4JG/7ISzfcw29nLCfhHJ+eOITh/Yt6fNgJBw/kxa8dz7eeeJcfvfABL39Qw88uHEdlWSSLxYuIiIj0MctfhRFTwd/lT/pgBKqO0Xl4fZTOwZNtImUw6Yvw/pMUN37EdZ8YzfWnHrzTcNeuX1GIX3/uKG69YCzvVm/ljDtf5fHZ1TS36dw8ERERkbSrrYbNS7ddHqGrkSfAuvnQtDm7dUnOKeDJ9qb8J/gC8MYvdvuhZsaFk6p44brjOGhQMTc+No9x3/s7n//tW9w3YxlLNjTgnNv1jvLUu9VbufyBt1lWoxOeRUREZC+1Xwah6/l37UYeDzhYMSNrJcm+QV00ZXvRChj/WXjnITjhJigZvNu7GN6/iMeu/jhvLN3IK4tqmL64hh88v5AfPL+QoeURTjh4ICceMoipB/WnMNQ3voIrNjbyxQdmsqmxjeots3nyPz9OSTiY67JERERkf7X8VSgcAIPGdL9+yEQIFXtBcMy52a1NckoteLKjj38VkjF485d7vAu/zzhu9EC+c/YY/nn9Ccz45kn88FNHcFhFlKfeWc2Xfz+LY370Ej94bgGrNjelsfh9T019K5fd/zYO+N/zj2T5xkZueHQeyWTfbc2UzHnx/XV879kFO1zqRERE8ohz3gXORx4Hvh7+nPcHvYue6zy8PqdvNJ/I7uk/yvulZ9b9cNz13gUz91JVv0IuPWY4lx4znLZ4kpkrNvPw2x/xwBsruP/15Zw6ZjBXTB3J0SP7YbbnI3B+sK6OZ+etwe/z8fkpwxlY0v1F3rOlsTXOFQ/OpKa+lYevmsL4qjIaW+P84PmF/HL6Eq45eXRO65P8Mr+6lmsffoe2eJLiAj/Xn3ZIrksSEZFM2Pgh1K/tuXtmu5HHw4d/h7o1EK3MTm2Scwp40r1jvw7vPwmPXgYV46GwPxQN8LoCFPX3ppFyiDVD85bub/4QTPgclA7ZbtehgI+pBw1g6kEDWLO1mT+8uZKH3/6IF99fz5iKKFccO5JzxlVQEPD3qtRVm5t4Zt4anpm7hkXr6/H7jKRz/OaVpVw0uYovH3cgVf0KM/Am7VxbPMnVf5zNgrV13HfZJMZXlQHwpWNHMn91LT/7x2IOryzlpEMHZb02yT+bG9u4+o+zGVAU4qgR/fi/fy1hwvByTjpE3y8RkbyzPHX+XdcLnHfVHgCXvwrjLs5sTbLPsP1t0ItJkya5WbNm5bqMvuHFb8N7T0DTRki07d5jzQ84bzr2Qph6HQzsuTWhuS3Bk++s5oHXl/Phhgb6F4U4cmgpB0TDHFAa3jZN3Y8lHC/MX8vTc1cz56OtABw1vJxzx1fyySMrqGuO8ZtXlvHEO9UkHZw7rpL/OHEUoweX7Pn7sRucc9zw6DyeeGc1t14wlgsnVe3wes//1RtUb2ni2WuOZcSAXY9UKtKTRNLxhfvf5u0Vm3n86o9x8OASPvXLN1hb28zzXz2OIbpkiYhIfvnz52DNXPjafNhZz6dkEm4bBYecCeft+ak3su8xs9nOuUndrlPAk11yDlrrvaDXuCk13ei10oWKvJa8rreCEtj6Efz7bpjze4g3wyFnwbFfg6qjd/JUjteWbOTPM1exYlMj62pb2djQ2uP2hx5QwrTxlZwztrLbVrq1tc3c++pyHn77I5pjCU4bM5j/OukgxqVa0zLlx3/9gF+/spQbTj2Ya0/pvhvmqs1NnHPXawwqKeDJ/5y63QXkRXbHT/72Ab+avpRbPz2WCyd7Pyas2NjIOb94jQMHFfPYVz5GKKBTrkVE8kIyAbceCIeeDefdvevtH70MqmfD19/beRiU/YoCnuRW4yZ4+x54+zdeKBw+FaZ+DUaf2qsDTVs8yYb6FtbVtrCuzpu2xpOcctggDj0g2qsSNje28eAbK3jw9eXUtcQZ3r+QySP6MXlEOZNH9GPkgKK9OvevswdfX84tzy7g0mOG8YPzjtjpfl/7cCOX3f8WZxxxAHd/dmLaapC+46/z1/IfD83hs8cM40efOnK7dX97by1X/3EOl398BLdMOzxHFYqISFqtmQv3nADn3+v1ktqVmffB8zfAtXO8cRYkLyjgyb6hrdFrzXvjLqirhkg/r9vmgNEw4ODUbTSUDQdf6vy7WLPXErj1I9iyArau9O63NcJBp3qDwUQrel1CQ2ucv8yu5vUlG5m1cgubG72upwOKQ0wa3o9JI8oZO7QMMy9YtsWTtMaTtMYT3nwiiXMQ8vsIBoyg30fQ7/Pm/T6Wb2zg5mfe59TDBvOrzx2F37frwHbPq0v50Qsf8M0zDuE/TzxoT95Z6aOWbKjn3LteZ/TgEv78lSndnrf6g+cWcN9ry/nFJRM4Z5xOsBcR2e+9/nP4x81w/Qe9+xto4xK46yg4+w6YdEXm65OsUMCTfUsi5g3gsuI1bxSojYu9bp/t/CEoHwHNW6Fxw/aP9RdA2TCv5W/jYsBg2Mfg8PPgsGm7FfaccyytaWDmii3MXL6Zt1dspnpL816/vEnDy/njlccQDvZukBjnHNc+/A7Pz1/Lzy+ewFHDyykJBygKBXoVENslko6Gljh1LTFqm2PUtcSoa46npjF8ZhxaUcLhFaWUFuoafPu7+pYY5939OlubYjz31WOpKO3+PLtYIsnF97zJB2vrePqaYzloUHGWKxXpvUTS8c+F60kkHScdMohIqHfHUZE+5Q/nQ201XPN277Z3Dm4fA8OOgc88mNHSJHsU8GTf17R5W9jbuBi2LIdwGZQP91r0yoZ794sGbbveS81iWPCUFxY3LGBb2PuUNyxwyQHeJR52o9vj2tpmPlhXT8BnhPw+QgHvVhDwEfL7CQV8mHl/NMcSLjXddj+RdIyvKtsW7pyDmkWw+K+w+EWvW8WwY7x+84ee3RFIm9rinP/LN/hgXf129RSF/JSEgxSHAxSnztFrb1FsjSW3u9+WSPb6dQ4pi3B4ZZQxlVEOryzl8MooFaXhPtNF1DlHTX0r6+taOWhQ8X73R6Rzjqv/OJt/LtzAH790DB8b1X+n26+rbeGs/5tB/+IQT/3XVApDOt+zT0jEoGEDNNZ450031nS6bYS2BjjsHBhzHgRCOS01nkjy9Nw13D19CctqGgHv+Hf64Qdw7oQhTB3Vn4Bf55GKEG+Dnwz3Rin/5G29f9yTV3uXS7hxSc/XzduHOef6zN8ovZWzgGdmZwA/B/zAfc65H3dZXwD8HjgK2ARc5JxbsbN9KuBJt2oWwftPeYFvw4JtywNhKB7shb3O08J+XoCMlHkhMFzmDQ4TLt3WPXRPxdtg5WteoFv0V69bKcABY2HIRK/lctMSb9nQyV7QO+wcaguH8dqHG2lojVHfEqe+JU5Da5yGljj1qWVmRkEqcBYE/BQEfRT6HQOSNZQnNxMvO5BQdBDRSJBoOEg0EkhNg7TFkyxYW8eCNXW8v6aWBWvqWL6pkfZDgBkUhwIUhwMUFXiBsr0lsaggQEHQty30tndNDfgI+g0zo6ElTkNrjIbWOHUt8dR8nPqWGKGAjwOiYQZHvVFQB5eGqUiNiDqoJExrIkFdc4zaTi2Odc0x6lItko2tcZpaEzS2xWlMTZtaEzS0xikI+qgqL2RoeYSqfoVUlRdS1S/C0PJCyguD1DXHWbS+nkXr61m8LjVdX8/WphgAfp9xWEUJ46vKGF9VzviqMg4cUIRvN1pPs+2X05dw698W8Z2zDuPK4w7s1WNe+3Ajn7//Lc4bP4TbLxy3w3+UyaSjKZagsTVOSyxBS8z78aDztCWWwAH9CkOUFwXpVxSivDDU69bqXNjS2Ma86q0s39hI0J/6txP0E05NCwI+wkE/5YVBhpRF9v8QkYjD8ukw/y+w8Floq99hk6QvRGOwH4lEgrJ4Da2RwbjJXyY85UvesTGL2uJJnphTzS+nL+WjzU0cVhHl2pMPoiwS5Om5a3jhvbXUt8QZUFzA2WMrOHd8JeOryvSHnvRdK9+AB86Ei/7o/UDTW3P/BE/9B1z9OhxwRObqS5Nk0jGveiv/XLiefy7YwPKNjRxWGWVCVRkThpUxoaqcqn6RPn0syEnAMzM/sBg4FagGZgKXOOcWdNrmP4Gxzrmrzexi4FPOuYt2tl8FPNmlmkWwbj7Ur/MuAtqw3rvfsB7q10Nr7c4fX1AKxQO9IFg8qMt0MAQKvO6jLbXQ0j6t9ZY1bYJVb3t/VAXC3vVnDjkDRp++7XqA7a16HzwLC5+DtXO95QMPgxFTIVTsjU4aLPSm7feDEW+Qmi0rtp2PuGUF1K4Gl9hWf2kVVIyDyglQOR4qJnjXLuzMOWhroGnrBlZWr2LN6tVsajXWU87aZDlb48GOgNmYCpltCa/FMJbwzk1MdnPoCAd9lISDlKTCYXvLY2s82TFITnuwShWCD0eABAESBIkTJEGAOAFLECRB2AehUJCCUJBQKERBKES4IEQ4FKKgIESitZmGLetoq9tAqHUr/ayO/lZHOfX09zWyIRllmatgqatkfbCK8sHDOKQiyiGDSxhQXMCCtbXMXbWVeatqaWiNAxANBxhXVcbQ8kJaYwmaY4mO0NMST9Dc5p2TGQr4iIaDlIQDRCPe1LsFKSoI4JwjnnAkko540pFIJlNTh3MQ8HvncQZ8RsgSlLetoay5mmhzNY0uxFrfYFYkB7G8tZRNTQk2N7WxudG7nT22gl9cMmG3/nP7v5c+5PZ/LGbCsDLiCed9tqnPuLEtscP2RpICYkRopZBWwtaGD8cGV0YtRYD33EUhP+VFIfoXhSgOBwgH/IRDfsIBP5GQz5sP+omE/JSEA5RGgh0/QpRGgqn5QK+vfdmTprY4762uY96qrcyr3sq71bV8tLmp148P+o1h/QoZOaAodStmxABvPuj30dbp+9+aOie3Le613LcHRe/mI9Jx399tV2vn3HY/ruzVHynOQfVMmP+Y16OhsQYKSnGHnUNN6REsbixk/tYQMzf4mbXRT12yADAGFAY4omUWV/j/yvH++bQQYk7ZGawf80VGHDqB0YNLCAd8+H2Wvj+iWhugdhWtjVt4bjnc+WY9q+rijB1ayrUnj+YThw3a7rlaYgmmL9rA03PX8NIHG2iLJxnev5AjhpQytCzC0PIIQ8q9H3SGlEU0GnGGJJOOWDLVW6X930Gn3ivej5Kxjv832u/Xt8RxzlHVr5Dh/YsY3r+QYf0Ku/1RKJZIsmJjY+pHuAYWr6tnxaZGBhQXMGpgEQcOLObAgUWMGljMAdHwXv8I55yjrjlOTUMLG+pa2VDfSk19KxvqW6ipb6WhNc7AkjCVpWEqyiId04rScG5/1Hr5f+HVW+Gby7wfprvhnKOmoZXqLc2s3tJM9ZZm6tcv55sLP819RVfydPhTJFPHIJfa3nsclBcFGd6viGGpz6r9MysrzHwrf0sswWsfbvRC3cINbGxoxe8zjh7Rj0MrSliwpo53q2tpjnn/X/UrCjGhqozxVWWMGlRMWWGQsoj3A2RZJLTf9c7ZXbkKeB8DbnHOnZ6a/xaAc+5/O23zYmqbf5tZAFgHDHQ7KUoBT/Zax8XZt24Lac1bt02bt3jn/jVs8EJhwwZoret5f+ZLtQKmWgIrx8PBZ3jhLtSLC6xvXQUfPA8fPAfr3oW2JkjGdv6YokFel9XyEanuqyOgaKDXvXXtXFjzDmxetm370irv3MX2ENq8eefXNiyIeq2dJQdASYUXcJ2DeCskWiHeRjLeiou3koy1QKINf7INXzLmtWAm2rztEjHvMcmEF0JdEtfpvrnedyvdXS2BUpr8xZTENhFMtmxbESrxRhEbMNp7T5yDZIxkvI26xmY21zWwtaGJuoYmWuJJEr4QcV+YpL8A5w9500AE5y8glnS0xhK0xeK0xuO0xRK0xePgHIYjiQ+HkcRI4iORmncYxdbMMNYz3NYzwtZTaRvxW/eHvhgBNvoHsaWgkvrIUFx0KBOHlxEi6b3XyZjXctN+3yXBF/TOZ/UHvKkvSNIX5J+LN7Optp5SXwtRa6KYZopopjDZSDjZREGykWCiGX+ihUCi53NSE74CmgoGUh8cwBb/AGrM+3GgMeFPfU/asEQMS7bhS3rfj4CLEyNACyFaCdLiQrQQpDU1n7AQPp/hNy/0+A18ZvjM4Tfb1t3aDGifb3+PYVNDa8d7368oxIh+YYb1izCsXyEHRAtIYsQTjpiDWAJiSUcsAW1JR31znA11TWyqa2ZTfRObGppxyQR+kvhJ4kt9mn6SWGq67dOFBD5iBGgjQBw/MQLEnDd15rUKOkfq0/c+585/nnqv13tN7YHK5zN8GJD0/grrPE3tcBSr+CSvM9RqaHFB/pWcyLPJqfwrOZZWt+0PspIC70eL8alfv8dVlTGguIDaphjvrt7Kqg9mUbXodxzd8E8KiPFyYhxPJ6bSQsirzWcEfYbf7yPgg4DPh68jmHqvxOF9XpjhJ8kAt5kD3AYGJzcwKLmBQYkNRN32x9IEPmKFgyjoPxwrHQrRId7xqqN7/bbPvSnmmFtdyzuratlQ38qmxjbiie3/zRQX+CmNBAkFfPh9Xk8Dv8+XqtsI+H34zEgmkzjnSLokJL1pMulwdNpfp9dmneqg4xOErv9ivX06L8Anvfvt80m34/bePrZ9E8wMa58a+Mw7LaB9i6SDhHO4ZJIkXvBKOkcy6X1G7acVdD7FoL3HhcP7gz7ZXlvHPCQTCWKxNmKxNuKxNuLxOLFYjGSijWQ87v0whY84/m1T5x3TEvi3ew1u24vxgpCDplhyu3VlhSEGlhQwsCRMWzzJmq3NrK9rIZH65dBnjkElYQaVhKhvibOuroWWWLLjnQ/5fQyKFtCvKIRzqR/PEo54MkkymSSRgHgykfoxzaXes/b3KtnxPiY7/VLZ/hoCfh/RSJBwwMfW5gT1rV7PBe9fvPf5F4W9H6gKUj/idP5Bp/0HniQQiydoaz+dI54KyfEk8UQSn4t7xw+XwJf03kmfi+MjiTmHz+d9/r7U8cBvhs/nY+rmJ4lZiFuH/5rWWGK7geBa40ma2hKs2dpMa3z7/1/LC4M8x3U0Bst5MXqh92o7HVLbv971zXE21LdS37L93yGRkJ8BRQUEAj58WKfvKF6NWEfNfh/ev7vU8dzn8xEw71+OSyZwqb8FvFsS5xLE2trYvGkD0WQtg/0NHFTcwpBQE6WuDn/TJog1QdFAXNFAGoP92OCirGwpZlFDmA/qIzRRsN33ECDo91FU4KcoFGB1+CBqQxXd/hvxjhPt/994t/Z5M2NoeYTPTRnezb/e3MpVwLsAOMM5d2Vq/vPAMc65azpt815qm+rU/NLUNhu77Osq4CqAYcOGHbVy5cqM1CzSo7ambaEv3rp9185Qcfr7sydi3kihsSbvudsavPuRci+UhHpxYfTmrV5gXPOOd+5f/Trv8YX9Urf+3i2Smo+3bGv1rF8HdWtS8+u8124+r/XSX+Cdr+MvSM2Hdpy23wKhjnCB+bz3yXxgfq8rbOf7/lQg8QW8+76gNzWfF1iScS8oJuPerX1ZoAAKB3ivpWiAdz9S7gUb8C7yWr/GO8dz05LU9ENvWlvtPXfnMNT5vnNeaIo1e597vNl73jRxkX648hEkyw4kXjaCWOkI2qIjaCmuotjXRknzany1K7e12rbfmrds24n5dqzffKnQ135r276VF7wW5oKS1C3qTcOlnVqQI9umwfb5Qu89aVjvfU/q1nb6zqz1vqNdpb4Lrn0ab4N4C5ZoyWjA7yuS+FleOpkF/U/jw/ITiAeLU3+gAKk/TCYOK+PAAcW9avFwDRtoeP1eQnPup6B14y6335VWK2CTfxA1gcHU+AaxwT+Y9b5B+CKlnDUCRoW2YLWroXaV9++xbvXOf3wSEe4NXMLD4Ys7xghoP2WjvSdBZXvrdlmqdbs84p3H/9f/B2/9Otfl71TSF8KKBmBFXf5fD4a3nUvcfm5xw/peHy8eKP8qL0Y+2TEievtI6d78th8CksltP4QkUj/MjB9axqNXfyzDr3z37fcBrzO14IlI2ji3+xd9TcS9MBxvST3et+3nT/PhtTi0B37nBUKX9IKm63QLRrwfCvZEW5P3HP5g788ZTSZToa9tWxhPJ+e8lu5EbPuw39P761yqhTcVnmPNqf+oO7fSdWJGR59G5/De2/ZpstNn2fWzsO0f3/UxLklHu0LnHx58/k7znX+Q8G3/40T7Z52MdwrVbdvCdTLmrevSArTd/W1vSqfX13mZbf/aOk/bf7BJt3grbFq6raaedNTapXYzKD7A++Nsd/6NJZPeH25tDd18zl0+r97W1V2N7f9uu3tPu3tc133s7Hl3+Tl3qaXrsh1eQ+f1nfazO+9rt8e6LvvyBbf92OYLdLqljjHJxPY/snX+0a03r6vb78rOXlMPx4Ku72V373HXZT3Ot5fUzefb9Vixw/3uvwtJ52iJJ/GZEfR7LW/d6voed562H1c63qNONZp5PXb2pNt0vNU7RWSP9fZ40INuj6Gp47Uv4P2fGCru/WtzzuuJ1VjT/Q+MnUWHeMejPLKzgJfJzuqrgapO80NTy7rbpjrVRbMUb7AVEZHM25P/IP0B8BdDQQ4vN9Cbrr9d+XzgK0h/sGtn5rUA7s72gVDOR29Mn3x5HSmBAhg8JvvP6/NByWBgcPafWyQNfMAeHKGzI1AAFWNzXUX6mHmhcE9/LM1jmRwubCYw2sxGmlkIuBh4pss2zwBfSN2/APjXzs6/ExERERERkZ5lrAXPORc3s2uAF/Euk3C/c+59M/seMMs59wzwW+APZrYE2IwXAkVERERERGQPZHQ8YefcC8ALXZbd3Ol+C/CZTNYgIiIiIiLSV+znV3QVERERERGRdgp4IiIiIiIieUIBT0REREREJE8o4ImIiIiIiOQJBTwREREREZE8oYAnIiIiIiKSJxTwRERERERE8oQ553Jdw24xsxpgZa7r6MYAYGOui5C8p++ZZIO+Z5Jp+o5JNuh7JtmQq+/ZcOfcwO5W7HcBb19lZrOcc5NyXYfkN33PJBv0PZNM03dMskHfM8mGffF7pi6aIiIiIiIieUIBT0REREREJE8o4KXPPbkuQPoEfc8kG/Q9k0zTd0yyQd8zyYZ97numc/BERERERETyhFrwRERERERE8oQCXhqY2RlmtsjMlpjZTbmuR/Z/ZlZlZi+b2QIze9/Mrkst72dm/zCzD1PT8lzXKvs/M/Ob2Ttm9lxqfqSZvZU6pv3ZzEK5rlH2b2ZWZmaPm9kHZrbQzD6m45mkk5l9PfX/5Xtm9rCZhXUsk71lZveb2QYze6/Tsm6PXeb5v9T37V0zm5iruhXw9pKZ+YG7gTOBMcAlZjYmt1VJHogDNzjnxgBTgP9Kfa9uAl5yzo0GXkrNi+yt64CFneZ/AtzhnDsI2AJ8KSdVST75OfA359yhwDi875uOZ5IWZjYE+CowyTl3BOAHLkbHMtl7DwJndFnW07HrTGB06nYV8Kss1bgDBby9dzSwxDm3zDnXBjwCnJvjmmQ/55xb65ybk7pfj/fH0BC879bvUpv9DjgvJwVK3jCzocBZwH2peQNOBh5PbaLvmewVMysFjgd+C+Cca3PObUXHM0mvABAxswBQCKxFxzLZS865V4HNXRb3dOw6F/i987wJlJlZRVYK7UIBb+8NAVZ1mq9OLRNJCzMbAUwA3gIGO+fWplatAwbnqi7JG3cC3wSSqfn+wFbnXDw1r2Oa7K2RQA3wQKor8H1mVoSOZ5ImzrnVwE+Bj/CCXS0wGx3LJDN6OnbtM5lAAU9kH2ZmxcBfgK855+o6r3PeELgaBlf2mJmdDWxwzs3OdS2S1wLAROBXzrkJQCNdumPqeCZ7I3UO1Ll4PyZUAkXs2K1OJO321WOXAt7eWw1UdZofmlomslfMLIgX7h5yzj2RWry+vbk/Nd2Qq/okL0wFppnZCrzu5SfjnStVlurmBDqmyd6rBqqdc2+l5h/HC3w6nkm6fAJY7pyrcc7FgCfwjm86lkkm9HTs2mcygQLe3psJjE6N1BTCO6n3mRzXJPu51HlQvwUWOudu77TqGeALqftfAJ7Odm2SP5xz33LODXXOjcA7dv3LOXcp8DJwQWozfc9krzjn1gGrzOyQ1KJTgAXoeCbp8xEwxcwKU/9/tn/HdCyTTOjp2PUMcFlqNM0pQG2nrpxZpQudp4GZfRLvPBY/cL9z7oe5rUj2d2Z2LDADmM+2c6P+G+88vEeBYcBK4ELnXNeTf0V2m5mdCNzonDvbzA7Ea9HrB7wDfM4515rD8mQ/Z2bj8QbyCQHLgC/i/cis45mkhZn9D3AR3ijU7wBX4p3/pGOZ7DEzexg4ERgArAe+CzxFN8eu1I8Ld+F1D24Cvuicm5WDshXwRERERERE8oW6aIqIiIiIiOQJBTwREREREZE8oYAnIiIiIiKSJxTwRERERERE8oQCnoiIiIiISJ5QwBMRkbxjZs7MftZp/kYzuyWHJfXIzG4xsxtzXYeIiOQHBTwREclHrcD5ZjYg14WIiIhkkwKeiIjkozhwD/D1rivMbISZ/cvM3jWzl8xs2M52ZGZ+M7vNzGamHvOV1PITzexVM3vezBaZ2a/NzJdad4mZzTez98zsJ532dYaZzTGzeWb2UqenGWNm081smZl9NS3vgIiI9EkKeCIikq/uBi41s9Iuy38B/M45NxZ4CPi/XeznS0Ctc24yMBn4spmNTK07GrgWGAOMwms1rAR+ApwMjAcmm9l5ZjYQuBf4tHNuHPCZTs9xKHB6an/fNbPgnrxgERGRQK4LEBERyQTnXJ2Z/R74KtDcadXHgPNT9/8A3LqLXZ0GjDWzC1LzpcBooA142zm3DMDMHgaOBWLAdOdcTWr5Q8DxQAJ41Tm3PFXf5k7P8bxzrhVoNbMNwGCgevdftYiI9HUKeCIiks/uBOYAD+zFPgy41jn34nYLzU4EXJdtu873Vmun+wn0/7OIiOwhddEUEZG8lWolexSvm2W7N4CLU/cvBWbsYjcvAv/R3m3SzA42s6LUuqPNbGTq3LuLgNeAt4ETzGyAmfmBS4BXgDeB49u7d5pZv71+gSIiIl3oF0IREcl3PwOu6TR/LfCAmX0DqAG+CGBmVwM4537d5fH3ASOAOWZmqcecl1o3E7gLOAh4GXjSOZc0s5tS84bX/fLp1HNcBTyRCoQbgFPT+kpFRKTPM+f2tDeJiIhI35Xqonmjc+7sHJciIiLSQV00RURERERE8oRa8ERERERERPKEWvBERERERETyhAKeiIiIiIhInlDAExERERERyRMKeCIiIiIiInlCAU9ERERERCRPKOCJiIiIiIjkif8f9EPEJUnuuiAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15, 5))\n", + "plt.plot(hist.history['loss'], label='(training data)')\n", + "plt.plot(hist.history['val_loss'], label='(test data)')\n", + "\n", + "plt.ylabel('value')\n", + "plt.xlabel('No. epoch')\n", + "plt.legend(loc=\"upper right\")\n", + "plt.title('Loss')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "fe35d591", + "metadata": { + "papermill": { + "duration": 0.257563, + "end_time": "2022-08-05T19:33:57.254145", + "exception": false, + "start_time": "2022-08-05T19:33:56.996582", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Model Evaluation - **Accuracy**" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "e5f31fdb", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:33:57.609411Z", + "iopub.status.busy": "2022-08-05T19:33:57.608731Z", + "iopub.status.idle": "2022-08-05T19:33:57.827113Z", + "shell.execute_reply": "2022-08-05T19:33:57.826190Z" + }, + "papermill": { + "duration": 0.398649, + "end_time": "2022-08-05T19:33:57.829200", + "exception": false, + "start_time": "2022-08-05T19:33:57.430551", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(15, 5))\n", + "plt.plot(hist.history['accuracy'], label='(training data)')\n", + "plt.plot(hist.history['val_accuracy'], label='(test data)')\n", + "\n", + "plt.ylabel('value')\n", + "plt.xlabel('No. epoch')\n", + "plt.legend(loc=\"lower right\")\n", + "plt.title('Accuracy')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2e058175", + "metadata": { + "papermill": { + "duration": 0.176273, + "end_time": "2022-08-05T19:33:58.181865", + "exception": false, + "start_time": "2022-08-05T19:33:58.005592", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Prediction - **Prediction**" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "e88daed9", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:33:58.537548Z", + "iopub.status.busy": "2022-08-05T19:33:58.536382Z", + "iopub.status.idle": "2022-08-05T19:34:17.773539Z", + "shell.execute_reply": "2022-08-05T19:34:17.772560Z" + }, + "papermill": { + "duration": 19.417878, + "end_time": "2022-08-05T19:34:17.776240", + "exception": false, + "start_time": "2022-08-05T19:33:58.358362", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "res = (\n", + " model.predict_generator(pred_gen(test), steps=test_size)\n", + " .argmax(axis=1)\n", + " .reshape(-1, 8, 8)\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "055eba9d", + "metadata": { + "papermill": { + "duration": 0.275853, + "end_time": "2022-08-05T19:34:18.407795", + "exception": false, + "start_time": "2022-08-05T19:34:18.131942", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Model Evaluation - **All metrics**" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "280ddf4e", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:19.274486Z", + "iopub.status.busy": "2022-08-05T19:34:19.274064Z", + "iopub.status.idle": "2022-08-05T19:34:19.523723Z", + "shell.execute_reply": "2022-08-05T19:34:19.522366Z" + }, + "papermill": { + "duration": 0.803513, + "end_time": "2022-08-05T19:34:19.525983", + "exception": false, + "start_time": "2022-08-05T19:34:18.722470", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final Accuracy: 1.00000%\n" + ] + } + ], + "source": [ + "pred_fens = np.array([fen_from_onehot(one_hot) for one_hot in res])\n", + "test_fens = np.array([get_image_FEN_label(fn) for fn in test])\n", + "\n", + "final_accuracy = (pred_fens == test_fens).astype(float).mean()\n", + "\n", + "print(\"Final Accuracy: {:1.5f}%\".format(final_accuracy))" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "2b40a14f", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:19.886561Z", + "iopub.status.busy": "2022-08-05T19:34:19.886205Z", + "iopub.status.idle": "2022-08-05T19:34:20.002353Z", + "shell.execute_reply": "2022-08-05T19:34:20.001370Z" + }, + "papermill": { + "duration": 0.298135, + "end_time": "2022-08-05T19:34:20.004359", + "exception": false, + "start_time": "2022-08-05T19:34:19.706224", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Confusion Matrix:\n", + "------------------------\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[1, 0, 0, ..., 0, 0, 0],\n", + " [0, 1, 0, ..., 0, 0, 0],\n", + " [0, 0, 1, ..., 0, 0, 0],\n", + " ...,\n", + " [0, 0, 0, ..., 1, 0, 0],\n", + " [0, 0, 0, ..., 0, 1, 0],\n", + " [0, 0, 0, ..., 0, 0, 1]])" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"\\nConfusion Matrix:\\n------------------------\")\n", + "confusion_matrix(test_fens, pred_fens)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "5ddea8f3", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:20.360782Z", + "iopub.status.busy": "2022-08-05T19:34:20.360326Z", + "iopub.status.idle": "2022-08-05T19:34:20.482471Z", + "shell.execute_reply": "2022-08-05T19:34:20.481227Z" + }, + "papermill": { + "duration": 0.301554, + "end_time": "2022-08-05T19:34:20.484607", + "exception": false, + "start_time": "2022-08-05T19:34:20.183053", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Precison: 1.0\n", + "Recall: 1.0\n", + "F1 Score: 1.0\n", + "Accuracy: 1.0\n" + ] + } + ], + "source": [ + "print(\"Precison:\", precision_score(test_fens, pred_fens, average='weighted'))\n", + "print(\"Recall:\", recall_score(test_fens, pred_fens, average='weighted'))\n", + "print(\"F1 Score:\", f1_score(test_fens, pred_fens, average='weighted'))\n", + "print(\"Accuracy:\", accuracy_score(test_fens, pred_fens))" + ] + }, + { + "cell_type": "markdown", + "id": "a081c454", + "metadata": { + "papermill": { + "duration": 0.177409, + "end_time": "2022-08-05T19:34:20.840322", + "exception": false, + "start_time": "2022-08-05T19:34:20.662913", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 6 - Preview Predictions and Outliers " + ] + }, + { + "cell_type": "markdown", + "id": "9cefcbf9", + "metadata": { + "papermill": { + "duration": 0.219757, + "end_time": "2022-08-05T19:34:21.238923", + "exception": false, + "start_time": "2022-08-05T19:34:21.019166", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- **Correct predictions**" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "f78812c6", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:21.594405Z", + "iopub.status.busy": "2022-08-05T19:34:21.594048Z", + "iopub.status.idle": "2022-08-05T19:34:21.600907Z", + "shell.execute_reply": "2022-08-05T19:34:21.599813Z" + }, + "papermill": { + "duration": 0.189468, + "end_time": "2022-08-05T19:34:21.603340", + "exception": false, + "start_time": "2022-08-05T19:34:21.413872", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import matplotlib.image as mpimg\n", + "def display_with_predicted_fen(image):\n", + " plt.figure(figsize=(5,5))\n", + " pred = model.predict(preprocess_image(image)).argmax(axis=1).reshape(-1, 8, 8)\n", + " fen = fen_from_onehot(pred[0])\n", + " imgplot = plt.imshow(mpimg.imread(image))\n", + " plt.axis('off')\n", + " plt.title(fen)\n", + " plt.show()\n", + " return fen\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "33b79156", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:21.961312Z", + "iopub.status.busy": "2022-08-05T19:34:21.960955Z", + "iopub.status.idle": "2022-08-05T19:34:22.244100Z", + "shell.execute_reply": "2022-08-05T19:34:22.243130Z" + }, + "papermill": { + "duration": 0.468709, + "end_time": "2022-08-05T19:34:22.248862", + "exception": false, + "start_time": "2022-08-05T19:34:21.780153", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "predicted FEN : 2K3R1-3q4-8-8-6k1-8-1N6-2n2b1n\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "
. . K . . . R .\n",
+       ". . . q . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . k .\n",
+       ". . . . . . . .\n",
+       ". N . . . . . .\n",
+       ". . n . . b . n
" + ], + "text/plain": [ + "'
. . K . . . R .\\n. . . q . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . k .\\n. . . . . . . .\\n. N . . . . . .\\n. . n . . b . n
'" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predicted_fen=display_with_predicted_fen(test[230])\n", + "print(\"predicted FEN :\",predicted_fen)\n", + "board = chess.Board(predicted_fen.replace('-', '/'))\n", + "chess.svg.board(board, size=300) \n" + ] + }, + { + "cell_type": "markdown", + "id": "c86a7299", + "metadata": { + "papermill": { + "duration": 0.179873, + "end_time": "2022-08-05T19:34:22.612920", + "exception": false, + "start_time": "2022-08-05T19:34:22.433047", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- **Outliers ! - Not too many :)**" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "84925f57", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:22.975353Z", + "iopub.status.busy": "2022-08-05T19:34:22.974816Z", + "iopub.status.idle": "2022-08-05T19:34:22.981395Z", + "shell.execute_reply": "2022-08-05T19:34:22.980406Z" + }, + "papermill": { + "duration": 0.191503, + "end_time": "2022-08-05T19:34:22.984216", + "exception": false, + "start_time": "2022-08-05T19:34:22.792713", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "how many outliers are there? 0\n" + ] + } + ], + "source": [ + "mask = (pred_fens != test_fens)\n", + "predicted_outliers=pred_fens[mask]\n", + "outliers=test_fens[mask]\n", + "print(\"how many outliers are there?\",len(outliers))" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "4b5d2971", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:23.379166Z", + "iopub.status.busy": "2022-08-05T19:34:23.378400Z", + "iopub.status.idle": "2022-08-05T19:34:23.387347Z", + "shell.execute_reply": "2022-08-05T19:34:23.386443Z" + }, + "papermill": { + "duration": 0.225291, + "end_time": "2022-08-05T19:34:23.389369", + "exception": false, + "start_time": "2022-08-05T19:34:23.164078", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "if len(outliers)>0:\n", + " rand = np.random.randint(0, len(outliers))\n", + " predicted_fen=display_with_predicted_fen('../input/chess-positions/test/'+outliers[rand]+'.jpeg')\n", + " print(\"Actual FEN: \"+outliers[rand])\n", + " print(\"predicted FEN :\",predicted_fen)\n", + " board = chess.Board(predicted_fen.replace('-', '/'))\n", + " display(chess.svg.board(board, size=300))\n" + ] + }, + { + "cell_type": "markdown", + "id": "826c1bba", + "metadata": { + "papermill": { + "duration": 0.219262, + "end_time": "2022-08-05T19:34:23.787691", + "exception": false, + "start_time": "2022-08-05T19:34:23.568429", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 7 - Test Randomly Generated samples of the data" + ] + }, + { + "cell_type": "markdown", + "id": "a9eb1868", + "metadata": { + "papermill": { + "duration": 0.178639, + "end_time": "2022-08-05T19:34:24.145466", + "exception": false, + "start_time": "2022-08-05T19:34:23.966827", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Function Generator to generate random samples of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "39cdd0b3", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:24.505046Z", + "iopub.status.busy": "2022-08-05T19:34:24.504669Z", + "iopub.status.idle": "2022-08-05T19:34:41.544078Z", + "shell.execute_reply": "2022-08-05T19:34:41.542895Z" + }, + "papermill": { + "duration": 17.222196, + "end_time": "2022-08-05T19:34:41.546500", + "exception": false, + "start_time": "2022-08-05T19:34:24.324304", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting cairosvg\r\n", + " Downloading CairoSVG-2.5.2-py3-none-any.whl (45 kB)\r\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m45.8/45.8 kB\u001b[0m \u001b[31m185.1 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n", + "\u001b[?25hCollecting cairocffi\r\n", + " Downloading cairocffi-1.3.0.tar.gz (88 kB)\r\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m88.8/88.8 kB\u001b[0m \u001b[31m368.6 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n", + "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n", + "\u001b[?25hRequirement already satisfied: tinycss2 in /opt/conda/lib/python3.7/site-packages (from cairosvg) (1.1.1)\r\n", + "Requirement already satisfied: pillow in /opt/conda/lib/python3.7/site-packages (from cairosvg) (9.1.1)\r\n", + "Collecting cssselect2\r\n", + " Downloading cssselect2-0.6.0-py3-none-any.whl (15 kB)\r\n", + "Requirement already satisfied: defusedxml in /opt/conda/lib/python3.7/site-packages (from cairosvg) (0.7.1)\r\n", + "Requirement already satisfied: cffi>=1.1.0 in /opt/conda/lib/python3.7/site-packages (from cairocffi->cairosvg) (1.15.0)\r\n", + "Requirement already satisfied: webencodings in /opt/conda/lib/python3.7/site-packages (from cssselect2->cairosvg) (0.5.1)\r\n", + "Requirement already satisfied: pycparser in /opt/conda/lib/python3.7/site-packages (from cffi>=1.1.0->cairocffi->cairosvg) (2.21)\r\n", + "Building wheels for collected packages: cairocffi\r\n", + " Building wheel for cairocffi (setup.py) ... \u001b[?25l-\b \b\\\b \bdone\r\n", + "\u001b[?25h Created wheel for cairocffi: filename=cairocffi-1.3.0-py3-none-any.whl size=89668 sha256=58e442301970e74fd3c20c0c8378901d131ea897bf0e54774a0ff431dcb7a58a\r\n", + " Stored in directory: /root/.cache/pip/wheels/4e/ca/e1/5c8a9692a27f639a07c949044bec943f26c81cd53d3805319f\r\n", + "Successfully built cairocffi\r\n", + "Installing collected packages: cssselect2, cairocffi, cairosvg\r\n", + "Successfully installed cairocffi-1.3.0 cairosvg-2.5.2 cssselect2-0.6.0\r\n", + "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\r\n", + "\u001b[0m" + ] + } + ], + "source": [ + "! pip install cairosvg" + ] + }, + { + "cell_type": "markdown", + "id": "c451d941", + "metadata": { + "papermill": { + "duration": 0.180191, + "end_time": "2022-08-05T19:34:41.907920", + "exception": false, + "start_time": "2022-08-05T19:34:41.727729", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- create Directory for randomaly generated pictures" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "aa5e446a", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:42.274742Z", + "iopub.status.busy": "2022-08-05T19:34:42.274291Z", + "iopub.status.idle": "2022-08-05T19:34:42.280095Z", + "shell.execute_reply": "2022-08-05T19:34:42.279037Z" + }, + "papermill": { + "duration": 0.193502, + "end_time": "2022-08-05T19:34:42.282372", + "exception": false, + "start_time": "2022-08-05T19:34:42.088870", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import os\n", + "if not os.path.isdir('../working/random/'):\n", + " os.mkdir('../working/random/')" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "e3e57f77", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:42.645337Z", + "iopub.status.busy": "2022-08-05T19:34:42.644988Z", + "iopub.status.idle": "2022-08-05T19:34:43.222957Z", + "shell.execute_reply": "2022-08-05T19:34:43.221773Z" + }, + "papermill": { + "duration": 0.762925, + "end_time": "2022-08-05T19:34:43.225595", + "exception": false, + "start_time": "2022-08-05T19:34:42.462670", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "from cairosvg import svg2png\n", + "def generate_random_image_from_FEN(FEN,optional_path='../working/random/'):\n", + " board = chess.Board(FEN)\n", + " boardsvg = chess.svg.board(board, size=400,coordinates=False)\n", + " FEN = FEN.replace('/', '-')\n", + " svg2png(bytestring=boardsvg,write_to=optional_path+FEN+'.jpeg')\n", + "\n", + "generate_random_image_from_FEN('2Kp4/2kPbnR1/1p1P1p1P/4Q2q/8/8/P2p1pp1/8')\n", + "generate_random_image_from_FEN('8/8/8/8/8/8/8/8')" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "4afc52b0", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:43.588698Z", + "iopub.status.busy": "2022-08-05T19:34:43.588305Z", + "iopub.status.idle": "2022-08-05T19:34:43.803595Z", + "shell.execute_reply": "2022-08-05T19:34:43.802585Z" + }, + "papermill": { + "duration": 0.400379, + "end_time": "2022-08-05T19:34:43.805725", + "exception": false, + "start_time": "2022-08-05T19:34:43.405346", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "img = mpimg.imread('../working/random/2Kp4-2kPbnR1-1p1P1p1P-4Q2q-8-8-P2p1pp1-8.jpeg')\n", + "plt.imshow(img)" + ] + }, + { + "cell_type": "markdown", + "id": "b4eae849", + "metadata": { + "papermill": { + "duration": 0.18277, + "end_time": "2022-08-05T19:34:44.169704", + "exception": false, + "start_time": "2022-08-05T19:34:43.986934", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "- Test Some Generated Samples of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "53a99505", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:44.577018Z", + "iopub.status.busy": "2022-08-05T19:34:44.575968Z", + "iopub.status.idle": "2022-08-05T19:34:44.781190Z", + "shell.execute_reply": "2022-08-05T19:34:44.780273Z" + }, + "papermill": { + "duration": 0.389803, + "end_time": "2022-08-05T19:34:44.783469", + "exception": false, + "start_time": "2022-08-05T19:34:44.393666", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Actual FEN: 8-8-8-8-8-8-8-8\n", + "predicted FEN : 8-8-8-8-8-8-8-8\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "
. . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .
" + ], + "text/plain": [ + "'
. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . . .
'" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predicted_fen=display_with_predicted_fen('../working/random/'+'8-8-8-8-8-8-8-8'+'.jpeg')\n", + "print(\"Actual FEN: \"+'8-8-8-8-8-8-8-8')\n", + "print(\"predicted FEN :\",predicted_fen)\n", + "board = chess.Board(predicted_fen.replace('-', '/'))\n", + "chess.svg.board(board, size=300) " + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "5922f6fa", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:45.156876Z", + "iopub.status.busy": "2022-08-05T19:34:45.156504Z", + "iopub.status.idle": "2022-08-05T19:34:45.364273Z", + "shell.execute_reply": "2022-08-05T19:34:45.363338Z" + }, + "papermill": { + "duration": 0.394401, + "end_time": "2022-08-05T19:34:45.367097", + "exception": false, + "start_time": "2022-08-05T19:34:44.972696", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Actual FEN: 2Kp4-2kPbnR1-1p1P1p1P-4Q2q-8-8-P2p1pp1-8\n", + "predicted FEN : 2Kp4-2kPbnR1-1p1P1p1P-4Q2q-8-8-P2p1pp1-8\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "
. . K p . . . .\n",
+       ". . k P b n R .\n",
+       ". p . P . p . P\n",
+       ". . . . Q . . q\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       "P . . p . p p .\n",
+       ". . . . . . . .
" + ], + "text/plain": [ + "'
. . K p . . . .\\n. . k P b n R .\\n. p . P . p . P\\n. . . . Q . . q\\n. . . . . . . .\\n. . . . . . . .\\nP . . p . p p .\\n. . . . . . . .
'" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predicted_fen=display_with_predicted_fen('../working/random/'+'2Kp4-2kPbnR1-1p1P1p1P-4Q2q-8-8-P2p1pp1-8'+'.jpeg')\n", + "print(\"Actual FEN: \"+'2Kp4-2kPbnR1-1p1P1p1P-4Q2q-8-8-P2p1pp1-8')\n", + "print(\"predicted FEN :\",predicted_fen)\n", + "board = chess.Board(predicted_fen.replace('-', '/'))\n", + "chess.svg.board(board, size=300) " + ] + }, + { + "cell_type": "markdown", + "id": "ceccf8bf", + "metadata": { + "papermill": { + "duration": 0.191621, + "end_time": "2022-08-05T19:34:45.747599", + "exception": false, + "start_time": "2022-08-05T19:34:45.555978", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 8 - Model In production" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "b6767809", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:34:46.157793Z", + "iopub.status.busy": "2022-08-05T19:34:46.157412Z", + "iopub.status.idle": "2022-08-05T19:35:07.152375Z", + "shell.execute_reply": "2022-08-05T19:35:07.151107Z" + }, + "papermill": { + "duration": 21.222318, + "end_time": "2022-08-05T19:35:07.154625", + "exception": false, + "start_time": "2022-08-05T19:34:45.932307", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final Accuracy: 1.00000%\n" + ] + } + ], + "source": [ + "from tensorflow import keras\n", + "model_p = keras.models.load_model('../working/models/chess_model.h5')\n", + "\n", + "res = (\n", + " model_p.predict_generator(pred_gen(test), steps=test_size)\n", + " .argmax(axis=1)\n", + " .reshape(-1, 8, 8)\n", + ")\n", + "\n", + "pred_fens = np.array([fen_from_onehot(one_hot) for one_hot in res])\n", + "test_fens = np.array([get_image_FEN_label(fn) for fn in test])\n", + "\n", + "final_accuracy = (pred_fens == test_fens).astype(float).mean()\n", + "\n", + "print(\"Final Accuracy: {:1.5f}%\".format(final_accuracy))" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "64c8b5b3", + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-05T19:35:07.526893Z", + "iopub.status.busy": "2022-08-05T19:35:07.525783Z", + "iopub.status.idle": "2022-08-05T19:35:07.789932Z", + "shell.execute_reply": "2022-08-05T19:35:07.788936Z" + }, + "papermill": { + "duration": 0.456702, + "end_time": "2022-08-05T19:35:07.795211", + "exception": false, + "start_time": "2022-08-05T19:35:07.338509", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "predicted FEN : 2K3R1-3q4-8-8-6k1-8-1N6-2n2b1n\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "
. . K . . . R .\n",
+       ". . . q . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . k .\n",
+       ". . . . . . . .\n",
+       ". N . . . . . .\n",
+       ". . n . . b . n
" + ], + "text/plain": [ + "'
. . K . . . R .\\n. . . q . . . .\\n. . . . . . . .\\n. . . . . . . .\\n. . . . . . k .\\n. . . . . . . .\\n. N . . . . . .\\n. . n . . b . n
'" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import matplotlib.image as mpimg\n", + "def display_with_predicted_fen(image):\n", + " plt.figure(figsize=(5,5))\n", + " pred = model_p.predict(preprocess_image(image)).argmax(axis=1).reshape(-1, 8, 8)\n", + " fen = fen_from_onehot(pred[0])\n", + " imgplot = plt.imshow(mpimg.imread(image))\n", + " plt.axis('off')\n", + " plt.title(fen)\n", + " plt.show()\n", + " return fen\n", + "\n", + "predicted_fen=display_with_predicted_fen(test[230])\n", + "print(\"predicted FEN :\",predicted_fen)\n", + "board = chess.Board(predicted_fen.replace('-', '/'))\n", + "chess.svg.board(board, size=300) \n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + }, + "papermill": { + "default_parameters": {}, + "duration": 516.521761, + "end_time": "2022-08-05T19:35:11.748024", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2022-08-05T19:26:35.226263", + "version": "2.3.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 51f65c5ba01a5e36c7059cdf9e9ee36011e16254 Mon Sep 17 00:00:00 2001 From: VARUNSHIYAM <138989960+Varunshiyam@users.noreply.github.com> Date: Sat, 2 Nov 2024 22:17:44 +0530 Subject: [PATCH 5/5] Create Readme.md --- Prediction Models/Chess_Prediction/Readme.md | 62 ++++++++++++++++++++ 1 file changed, 62 insertions(+) create mode 100644 Prediction Models/Chess_Prediction/Readme.md diff --git a/Prediction Models/Chess_Prediction/Readme.md b/Prediction Models/Chess_Prediction/Readme.md new file mode 100644 index 00000000..a6d5e3de --- /dev/null +++ b/Prediction Models/Chess_Prediction/Readme.md @@ -0,0 +1,62 @@ +# Chess Position FEN Prediction using CNN + +This repository contains a Convolutional Neural Network (CNN) model designed for the prediction of chess board positions in FEN (Forsyth-Edwards Notation) format from images. The project explores exploratory data analysis (EDA) on chess board images and implements a CNN model to predict the respective FEN strings. + +## Table of Contents + +- [Overview](#overview) +- [Data](#data) +- [Model Architecture](#model-architecture) +- [Preprocessing](#preprocessing) +- [Training](#training) +- [Evaluation](#evaluation) +- [Usage](#usage) +- [Results](#results) +- [Future Work](#future-work) + +## Overview + +Chess position recognition is essential for building applications in chess analysis, broadcasting, and AI-based evaluation of games. This project leverages a CNN-based deep learning model to recognize and predict FEN notation, which captures the state of a chess game. + +## Data + +The dataset consists of images representing various chess board states. Each image is labeled with its corresponding FEN notation, which is parsed to train the model. Image preprocessing includes resizing, grayscale conversion, and normalization. + +## Model Architecture + +The model architecture is a deep Convolutional Neural Network designed to handle image input and output FEN strings, capturing board layout in terms of piece position and type. + +### Layers + +1. **Input Layer**: Accepts 2D image data (chess board). +2. **Convolutional Layers**: Multiple layers with increasing depth to capture board layout and distinguish piece types. +3. **Pooling Layers**: To down-sample the image spatially. +4. **Fully Connected Layers**: Converts 2D convolutional outputs into classification probabilities. +5. **Output Layer**: Maps to FEN string components. + +### Loss and Optimization + +- **Loss Function**: Categorical Cross-Entropy, suitable for multi-class classification. +- **Optimizer**: Adam Optimizer is used for efficient gradient-based learning. + +## Preprocessing + +Preprocessing steps: +1. **Image Resizing**: Images are resized to a standard dimension. +2. **Normalization**: Pixel values are normalized for consistency. +3. **Encoding**: FEN strings are encoded as multi-class labels for each board square. + +## Training + +Training involves: +- Splitting data into training, validation, and testing sets. +- Training the model over multiple epochs with mini-batches. +- Monitoring accuracy and loss. + +## Evaluation + +Model evaluation includes metrics such as: +- **Accuracy**: Fraction of correctly predicted board configurations. +- **Precision and Recall**: For capturing model effectiveness in piece placement accuracy. +- **Confusion Matrix**: Visual representation of prediction errors for different chess pieces. +