From fd713f337c5ffaacd40a962f8d1a65818e28a45e Mon Sep 17 00:00:00 2001 From: ClarissaTerrones Date: Fri, 31 Jan 2025 18:23:48 -0600 Subject: [PATCH 01/22] Added Lab 2 solution --- Labs/Lab.2/Lab.2.solution.ipynb | 1102 +++++++++++++++++++++++++++++++ 1 file changed, 1102 insertions(+) create mode 100644 Labs/Lab.2/Lab.2.solution.ipynb diff --git a/Labs/Lab.2/Lab.2.solution.ipynb b/Labs/Lab.2/Lab.2.solution.ipynb new file mode 100644 index 000000000..1964c8b53 --- /dev/null +++ b/Labs/Lab.2/Lab.2.solution.ipynb @@ -0,0 +1,1102 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Lab 2- Tic Tac Toe\n", + "\n", + "In this lab your will build a n x n Tic Tac Toe game. As you do the exercises, make sure your solutions work for any size Tic Tac Toe game. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 1:* Write a function that creates an n by n matrix (of list of lists) which will represent the state of a Tie Tac Toe game. Let 0, 1, and 2 represent empty, \"X\", and \"O\", respectively.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "# Write you solution here\n", + "def create_tic_tac_toe_matrix(n):\n", + " return[[0 for _ in range(n)] for _ in range(n)] " + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0, 0, 0], [0, 0, 0], [0, 0, 0]]\n" + ] + } + ], + "source": [ + "# Test your solution here\n", + "board_game = create_tic_tac_toe_matrix(3)\n", + "print(board_game)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 2:* Write a function that takes 2 integers `n` and `m` as input and draws a `n` by `m` game board. For example the following is a 3x3 board:\n", + "```\n", + " --- --- --- \n", + " | | | | \n", + " --- --- --- \n", + " | | | | \n", + " --- --- --- \n", + " | | | | \n", + " --- --- --- \n", + " ```" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "# Write you solution here\n", + "def draw_empty_board(n,m):\n", + " print(' '+'--- '*m)\n", + " \n", + " for _ in range(n):\n", + " print(' | '+' | '*m)\n", + " print(' '+ '--- '*m)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3x3 Board:\n", + " --- --- --- \n", + " | | | | \n", + " --- --- --- \n", + " | | | | \n", + " --- --- --- \n", + " | | | | \n", + " --- --- --- \n" + ] + } + ], + "source": [ + "# Test your solution here\n", + "print(\"3x3 Board:\")\n", + "draw_empty_board(3,3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 3:* Modify exercise 2, so that it takes a matrix of the form from exercise 1 and draws a tic-tac-tie board with \"X\"s and \"O\"s. " + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "# Write you solution here\n", + "def draw_tic_tac_toe_board(matrix):\n", + " n = len(matrix)\n", + " horizontal = \" ---\"* n\n", + " \n", + " for i in range(n):\n", + " print(horizontal)\n", + " \n", + " for j in range(n):\n", + " symbol = \" \" #Default empty symbol\n", + " if matrix[i][j] == 1: #Player 1's move\n", + " symbol = \"X\" \n", + " elif matrix[i][j] == 2: #Player 2's move\n", + " symbol = \"O\"\n", + " print(f\"| {symbol}\", end=\" \") #Print cell \n", + " print(\"|\") #Close row\n", + " \n", + " print(horizontal)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " --- --- ---\n", + "| | X | O |\n", + " --- --- ---\n", + "| X | | O |\n", + " --- --- ---\n", + "| O | X | X |\n", + " --- --- ---\n" + ] + } + ], + "source": [ + "# Test your solution here\n", + "test_matrix = [[0,1,2],\n", + " [1,0,2],\n", + " [2,1,1]]\n", + "draw_tic_tac_toe_board(test_matrix)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 4:* Write a function that takes a `n` by `n` matrix representing a tic-tac-toe game, and returns -1, 0, 1, or 2 indicating the game is incomplete, the game is a draw, player 1 has won, or player 2 has one, respectively. Here are some example inputs you can use to test your code:" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "# Write you solution here\n", + "def check_winner(matrix):\n", + " n = len(matrix)\n", + "\n", + " # Check rows for winner\n", + " for row in matrix:\n", + " if len(set(row)) == 1 and row[0] != 0:\n", + " return row[0]\n", + "\n", + " # Check columns for winner\n", + " for j in range(n):\n", + " column = [matrix[i][j] for i in range(n)]\n", + " if len(set(column)) == 1 and column[0] != 0:\n", + " return column[0]\n", + "\n", + " # Check diagonals\n", + " diagonal_1 = [matrix[i][i] for i in range(n)]\n", + " if len(set(diagonal_1)) == 1 and diagonal_1[0] != 0:\n", + " return diagonal_1[0]\n", + "\n", + " diagonal_2 = [matrix[i][n - 1 - i] for i in range(n)]\n", + " if len(set(diagonal_2)) == 1 and diagonal_2[0] != 0:\n", + " return diagonal_2[0]\n", + "\n", + " # Check if the game is incomplete\n", + " if any(0 in row for row in matrix):\n", + " return -1 # Incomplete\n", + "\n", + " # If no winner and no empty spots\n", + " return 0 # Draw\n", + "\n", + "#Test cases\n", + "cases = [\n", + " \n", + " [[0,0,2],\n", + " [2,1,0],\n", + " [0,2,1]], #incomplete game (-1)\n", + " \n", + " [[1,1,1],\n", + " [0,2,0],\n", + " [2,0,2]], #player 1 wins (1)\n", + " \n", + " \n", + " [[1,2,0],\n", + " [0,2,1],\n", + " [1,2,0]], #player 2 wins (2)\n", + " \n", + " \n", + " [[1,2,0],\n", + " [2,1,2],\n", + " [0,2,1]], #player 1 wins (1)\n", + " \n", + " #Draw\n", + " [[1,2,1],\n", + " [2,1,2],\n", + " [2,1,2]], #Draw (0)\n", + "] " + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cases 1 : -1\n", + "Cases 2 : 1\n", + "Cases 3 : 2\n", + "Cases 4 : 1\n", + "Cases 5 : 0\n" + ] + } + ], + "source": [ + "# Test your solution here\n", + "\n", + "for i, case in enumerate(cases, 1):\n", + " print(f\"Cases {i} : {check_winner(case)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 5:* Write a function that takes a game board, player number, and `(x,y)` coordinates and places \"X\" or \"O\" in the correct location of the game board. Make sure that you only allow filling previously empty locations. Return `True` or `False` to indicate successful placement of \"X\" or \"O\"." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "# Write you solution here\n", + "def game_board_place_marker(matrix, player, x, y):\n", + " if x < 0 or x >= len(matrix) or y < 0 or y >= len(matrix):\n", + " return False\n", + " \n", + " if matrix[x][y] != 0: # check if position is already occupied.\n", + " return False\n", + " \n", + " matrix[x][y] = player\n", + " return True" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0, 0, 0]\n", + "[0, 1, 0]\n", + "[0, 0, 2]\n", + "\n", + "Test 1: Valid move at (0,0)\n", + "Success: True\n", + "Board after move: \n", + "[1, 0, 0]\n", + "[0, 1, 0]\n", + "[0, 0, 2]\n", + "\n", + "Test 2: Invalid move at (1,1) - already occupied\n", + "Success: False\n", + "Board after attempted move: \n", + "[1, 0, 0]\n", + "[0, 1, 0]\n", + "[0, 0, 2]\n", + "\n", + "Test 3: Invalid move at (3,3) - out of bounds\n", + "Success: False\n", + "Board after attempted move: \n", + "[1, 0, 0]\n", + "[0, 1, 0]\n", + "[0, 0, 2]\n", + "\n", + "Test 4: Valid move at (2,0,1)\n", + "Success: True\n", + "Board after move: \n", + "[1, 2, 0]\n", + "[0, 1, 0]\n", + "[0, 0, 2]\n", + "\n" + ] + } + ], + "source": [ + "# Test your solution here\n", + "def Test():\n", + " matrix = [\n", + " [0,0,0],\n", + " [0,1,0],\n", + " [0,0,2]\n", + " ]\n", + "\n", + " for row in matrix:\n", + " print(row)\n", + " print()\n", + "\n", + " #Test 1: Valid move for player 1(X)\n", + " print(\"Test 1: Valid move at (0,0)\")\n", + " result = game_board_place_marker(matrix, 1,0,0)\n", + " \n", + " print(f\"Success: {result}\")\n", + " print(\"Board after move: \")\n", + " for row in matrix:\n", + " print(row)\n", + " print()\n", + " \n", + " # Test 2: Invalid move at (1,1) - occupied\n", + " print(\"Test 2: Invalid move at (1,1) - already occupied\")\n", + " result = game_board_place_marker(matrix, 2,1,1)\n", + " \n", + " print(f\"Success: {result}\")\n", + " print(\"Board after attempted move: \")\n", + " for row in matrix:\n", + " print(row)\n", + " print()\n", + "\n", + " #Test 3: invalid move (out of bounds)\n", + " print(\"Test 3: Invalid move at (3,3) - out of bounds\")\n", + " result = game_board_place_marker(matrix, 1,3,3)\n", + " \n", + " print(f\"Success: {result}\")\n", + " print(\"Board after attempted move: \")\n", + " for row in matrix:\n", + " print(row)\n", + " print()\n", + "\n", + " #Test 4: Valid move for player 2 (O)\n", + " print(\"Test 4: Valid move at (2,0,1)\")\n", + " result = game_board_place_marker(matrix, 2,0,1)\n", + " \n", + " print(f\"Success: {result}\")\n", + " print(\"Board after move: \")\n", + " for row in matrix:\n", + " print(row)\n", + " print()\n", + " \n", + "Test()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 6:* Modify Exercise 3 to show column and row labels so that players can specify location using \"A2\" or \"C1\"." + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "# Write you solution here\n", + "\n", + "def draw_labeled_board(matrix):\n", + "\n", + " rows = len(matrix)\n", + " cols = len(matrix[0]) # adjusted to support non square boards\n", + "\n", + " # Column labels\n", + " print(\" \" + \" \".join(chr(65 + j) for j in range(cols)))\n", + " print(\" \" + \" ---\" * cols + \"-\")\n", + "\n", + " for i in range(rows):\n", + " print(f\" {i+1} \", end=\"\") # Row labels\n", + "\n", + " for j in range(cols):\n", + " symbol = \" \" if matrix[i][j] == 0 else (\"X\" if matrix[i][j] == 1 else \"O\")\n", + " print(f\"| {symbol} \", end=\"\")\n", + " print(\"|\") # End row\n", + " print(\" \" + \" ---\" * cols + \"-\") # Row separator\n", + "\n", + "def test_labeled_board():\n", + " \n", + " print(\"Test 1: Empty 3x3 board\")\n", + " empty_board = [\n", + " [0,0,0],\n", + " [0,0,0],\n", + " [0,0,0]\n", + " ]\n", + " draw_labeled_board(empty_board)\n", + " print()\n", + "\n", + " print(\"Test 2: Empty 3x3 with some moves\")\n", + " second_test = [\n", + " [1,0,2],\n", + " [0,1,0],\n", + " [2,0,1]\n", + " ]\n", + " draw_labeled_board(second_test)\n", + " print()\n", + "\n", + " print(\"Test 3: Empty 4x4 with moves\")\n", + " third_board = [\n", + " [1,2,0,1],\n", + " [0,1,2,0],\n", + " [1,2,0,1]\n", + " ]\n", + " draw_labeled_board(third_board)\n", + " print()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test 1: Empty 3x3 board\n", + " A B C\n", + " --- --- ----\n", + " 1 | | | |\n", + " --- --- ----\n", + " 2 | | | |\n", + " --- --- ----\n", + " 3 | | | |\n", + " --- --- ----\n", + "\n", + "Test 2: Empty 3x3 with some moves\n", + " A B C\n", + " --- --- ----\n", + " 1 | X | | O |\n", + " --- --- ----\n", + " 2 | | X | |\n", + " --- --- ----\n", + " 3 | O | | X |\n", + " --- --- ----\n", + "\n", + "Test 3: Empty 4x4 with moves\n", + " A B C D\n", + " --- --- --- ----\n", + " 1 | X | O | | X |\n", + " --- --- --- ----\n", + " 2 | | X | O | |\n", + " --- --- --- ----\n", + " 3 | X | O | | X |\n", + " --- --- --- ----\n", + "\n" + ] + } + ], + "source": [ + "# Test your solution here\n", + "\n", + "test_labeled_board()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 7:* Write a function that takes a board, player number, and location specified as in exercise 6 and then calls exercise 5 to correctly modify the board. " + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "# Write you solution here\n", + "def make_move (board, player, position):\n", + " \n", + " # Check if position format is valid\n", + " if len(position) < 2:\n", + " return False # Too short to be a valid move\n", + " \n", + " try:\n", + " col_letter = position[0].upper()\n", + " row_number = int(position[1:]) - 1 # Convert 1 based to 0 based index\n", + " \n", + " # Convert column letter to index (A → 0, B → 1, C → 2, etc.)\n", + " col_index = ord(col_letter) - ord('A')\n", + " \n", + " # Ensure row and column indices are within board range\n", + " if not (0 <= row_number < len(board)) or not (0 <= col_index < len(board[0])):\n", + " return False # Out of bounds\n", + "\n", + " # Call place_marker function\n", + " return place_marker(board, player, row_number, col_index)\n", + " \n", + " except (ValueError, IndexError):\n", + " return False # Handle non-numeric row input or out of bounds access\n", + "\n", + "# From Exercise 5\n", + "def place_marker(board, player, x, y):\n", + " \"\"\"Places marker at coordinates if valid\"\"\"\n", + " if x < 0 or x >= len(board) or y < 0 or y >= len(board[0]):\n", + " return False # Out of bounds\n", + " if board[x][y] != 0:\n", + " return False # Position already occupied\n", + " board[x][y] = player\n", + " return True\n", + "\n", + "board = [[0,0,0],\n", + " [0,0,0],\n", + " [0,0,0]]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Testing make_move function:\n", + "\n", + "Test 1: Valid move 'B2' for player 1\n", + "Move successful: True\n", + "Board after move: [[0, 0, 0], [0, 1, 0], [0, 0, 0]]\n", + "\n", + "Test 2: Invalid move 'B2' (already taken)\n", + "Move successful: False\n", + "Board after move: [[0, 0, 0], [0, 1, 0], [0, 0, 0]]\n", + "\n", + "Test 3: Invalid position 'D4' (out of bounds)\n", + "Move successful: False\n", + "Board after move: [[0, 0, 0], [0, 1, 0], [0, 0, 0]]\n", + "\n", + "Test 4: Invalid input 'X9' (out of range)\n", + "Move successful: False\n", + "Board after move: [[0, 0, 0], [0, 1, 0], [0, 0, 0]]\n", + "\n", + "Test 5: Invalid input 'B' (incomplete position)\n", + "Move successful: False\n", + "Board after move: [[0, 0, 0], [0, 1, 0], [0, 0, 0]]\n", + "\n", + "Test 6: Invalid input 'B#' (non-numeric row)\n", + "Move successful: False\n", + "Board after move: [[0, 0, 0], [0, 1, 0], [0, 0, 0]]\n" + ] + } + ], + "source": [ + "# Test your solution here\n", + "\n", + "print(\"Testing make_move function:\")\n", + "print(\"\\nTest 1: Valid move 'B2' for player 1\")\n", + "result = make_move(board, 1, \"B2\")\n", + "print(f\"Move successful: {result}\")\n", + "print(\"Board after move:\", board)\n", + "\n", + "print(\"\\nTest 2: Invalid move 'B2' (already taken)\")\n", + "result = make_move(board, 2, \"B2\")\n", + "print(f\"Move successful: {result}\")\n", + "print(\"Board after move:\", board)\n", + "\n", + "print(\"\\nTest 3: Invalid position 'D4' (out of bounds)\")\n", + "result = make_move(board, 1, \"D4\")\n", + "print(f\"Move successful: {result}\")\n", + "print(\"Board after move:\", board)\n", + "\n", + "print(\"\\nTest 4: Invalid input 'X9' (out of range)\")\n", + "result = make_move(board, 1, \"X9\")\n", + "print(f\"Move successful: {result}\")\n", + "print(\"Board after move:\", board)\n", + "\n", + "print(\"\\nTest 5: Invalid input 'B' (incomplete position)\")\n", + "result = make_move(board, 1, \"B\")\n", + "print(f\"Move successful: {result}\")\n", + "print(\"Board after move:\", board)\n", + "\n", + "print(\"\\nTest 6: Invalid input 'B#' (non-numeric row)\")\n", + "result = make_move(board, 1, \"B#\")\n", + "print(f\"Move successful: {result}\")\n", + "print(\"Board after move:\", board)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 8:* Write a function is called with a board and player number, takes input from the player using python's `input`, and modifies the board using your function from exercise 7. Note that you should keep asking for input until you have gotten a valid input that results in a valid move." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "# Write you solution here\n", + "\n", + "def player_move(board, player):\n", + " while True:\n", + " move = input(f\"Player {player}, enter your move (e.g, A1, B2): \").strip().upper()\n", + "\n", + " # Attempt to place the marker using make_move from exercise 7\n", + " if make_move(board, player, move):\n", + " print(f\"Move accepted: {move}\")\n", + " break\n", + " else:\n", + " print(\"Invalid move. Please try again.\")\n", + "# Example \n", + "board = [[0,0,0],\n", + " [0,0,0],\n", + " [0,0,0],]" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdin", + "output_type": "stream", + "text": [ + "Player 1, enter your move (e.g, A1, B2): d5\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Invalid move. Please try again.\n" + ] + }, + { + "name": "stdin", + "output_type": "stream", + "text": [ + "Player 1, enter your move (e.g, A1, B2): j7\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Invalid move. Please try again.\n" + ] + }, + { + "name": "stdin", + "output_type": "stream", + "text": [ + "Player 1, enter your move (e.g, A1, B2): g5\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Invalid move. Please try again.\n" + ] + }, + { + "name": "stdin", + "output_type": "stream", + "text": [ + "Player 1, enter your move (e.g, A1, B2): b4\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Invalid move. Please try again.\n" + ] + }, + { + "name": "stdin", + "output_type": "stream", + "text": [ + "Player 1, enter your move (e.g, A1, B2): b3\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Move accepted: B3\n", + "Update Board: \n", + "[0, 0, 0]\n", + "[0, 0, 0]\n", + "[0, 1, 0]\n" + ] + } + ], + "source": [ + "# Test your solution here\n", + "player_move(board, 1)\n", + "\n", + "# print the board after a valid move\n", + "print(\"Update Board: \")\n", + "for row in board:\n", + " print(row)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 9:* Use all of the previous exercises to implement a full tic-tac-toe game, where an appropriate board is drawn, 2 players are repeatedly asked for a location coordinates of where they wish to place a mark, and the game status is checked until a player wins or a draw occurs." + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [], + "source": [ + "# Test your solution here\n", + "def display_board(board):\n", + " size = len(board)\n", + " \n", + " # Print column labels (A - C for 3x3)\n", + " print(\" \" + \" \".join(chr(65 + i) for i in range(size))) # Column labels\n", + " \n", + " # Print the top border\n", + " print(\" -\" + \"----\" * size)\n", + " \n", + " for i, row in enumerate(board):\n", + " # Print the row number and the cells with vertical borders\n", + " print(f\"{i + 1} |\", end=\"\")\n", + " for cell in row:\n", + " symbol = \" X \" if cell == 1 else \" O \" if cell == 2 else \" \" # Cell content\n", + " print(symbol, end=\"|\")\n", + " print() # End of the row\n", + " \n", + " # Print the horizontal border after each row\n", + " print(\" -\" + \"----\" * size)\n", + " \n", + "# Check for winner\n", + "def check_winner(board, player):\n", + " size = len(board)\n", + "\n", + " # Check rows and columns\n", + " for i in range(size):\n", + " if all(board[i][j] == player for j in range(size)): # Check row\n", + " return True\n", + " if all(board[j][i] == player for j in range(size)): # Check column\n", + " return True\n", + "\n", + " # Check diagonals\n", + " if all(board[i][i] == player for i in range(size)): # main diagonal\n", + " return True\n", + " if all(board[i][size - 1 - i] == player for i in range(size)): # anti-diagonal\n", + " return True\n", + "\n", + " return False\n", + "\n", + "# Function to check if the board is full (draw)\n", + "def is_draw(board):\n", + " return all(cell != 0 for row in board for cell in row)\n", + "\n", + "# Handles player moves\n", + "def make_move(board, player, position):\n", + " size = len(board)\n", + " if len(position) < 2:\n", + " return False # Too short to be a valid move\n", + "\n", + " try:\n", + " col_letter = position[0].upper()\n", + " row_number = int(position[1:]) - 1 # convert 1 based to 0 based index\n", + "\n", + " # Convert column letter to index (A → 0, B → 1, C → 2, etc.)\n", + " col_index = ord(col_letter) - ord('A')\n", + "\n", + " # Ensure row and column indices are within board range\n", + " if not (0 <= row_number < size) or not (0 <= col_index < size):\n", + " return False # Out of bounds\n", + "\n", + " # Check if the position is already occupied\n", + " if board[row_number][col_index] != 0:\n", + " return False\n", + "\n", + " board[row_number][col_index] = player # Place the mark\n", + " return True\n", + "\n", + " except (ValueError, IndexError):\n", + " return False # Handle non-numeric row input or out of ounds access\n", + "\n", + "# Player input loop\n", + "def player_move(board, player):\n", + " while True:\n", + " move = input(f\"Player {player} ({'X' if player == 1 else 'O'}), enter your move (e.g., A1, B2): \").strip().upper()\n", + " if make_move(board, player, move):\n", + " return # Exit once a valid move is made\n", + " else:\n", + " print(\"Invalid move. Try again.\")\n", + "\n", + "# Tic-Tac-Toe game loop\n", + "def play_tic_tac_toe(size=3):\n", + " board = [[0 for _ in range(size)] for _ in range(size)] # create an empty board\n", + " current_player = 1 # Player 1 starts\n", + "\n", + " while True:\n", + " display_board(board) # Show board\n", + " player_move(board, current_player) # Get player move\n", + "\n", + " # Check win condition\n", + " if check_winner(board, current_player):\n", + " display_board(board)\n", + " print(f\"Player {current_player} ({'X' if current_player == 1 else 'O'}) wins!\")\n", + " break\n", + "\n", + " # Check draw condition\n", + " if is_draw(board):\n", + " display_board(board)\n", + " print(\"It's a draw!\")\n", + " break\n", + "\n", + " # Switch player\n", + " current_player = 2 if current_player == 1 else 1\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " A B C\n", + " -------------\n", + "1 | | | |\n", + " -------------\n", + "2 | | | |\n", + " -------------\n", + "3 | | | |\n", + " -------------\n" + ] + }, + { + "name": "stdin", + "output_type": "stream", + "text": [ + "Player 1 (X), enter your move (e.g., A1, B2): a1\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " A B C\n", + " -------------\n", + "1 | X | | |\n", + " -------------\n", + "2 | | | |\n", + " -------------\n", + "3 | | | |\n", + " -------------\n" + ] + }, + { + "name": "stdin", + "output_type": "stream", + "text": [ + "Player 2 (O), enter your move (e.g., A1, B2): b2\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " A B C\n", + " -------------\n", + "1 | X | | |\n", + " -------------\n", + "2 | | O | |\n", + " -------------\n", + "3 | | | |\n", + " -------------\n" + ] + } + ], + "source": [ + "# Test your solution here\n", + "\n", + "# START GAME\n", + "play_tic_tac_toe(size=3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 10:* Test that your game works for 5x5 Tic Tac Toe. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Test your solution here\n", + "def display_board(board):\n", + " size = len(board)\n", + " \n", + " # Print column labels (A, B, C, D, E for 5x5)\n", + " print(\" \" + \" \".join(chr(65 + i) for i in range(size))) # Column labels\n", + " \n", + " # Print the top border\n", + " print(\" -\" + \"----\" * size)\n", + " \n", + " for i, row in enumerate(board):\n", + " # Print the row number and the cells with vertical borders\n", + " print(f\"{i + 1} |\", end=\"\")\n", + " for cell in row:\n", + " symbol = \" X \" if cell == 1 else \" O \" if cell == 2 else \" \" # Cell content\n", + " print(symbol, end=\"|\")\n", + " print() # End of the row\n", + " \n", + " # Print the horizontal border after each row\n", + " print(\" -\" + \"----\" * size)\n", + " \n", + "# Check for winner\n", + "def check_winner(board, player):\n", + " size = len(board)\n", + "\n", + " # Check rows and columns\n", + " for i in range(size):\n", + " if all(board[i][j] == player for j in range(size)): # Check row\n", + " return True\n", + " if all(board[j][i] == player for j in range(size)): # Check column\n", + " return True\n", + "\n", + " # Check diagonals\n", + " if all(board[i][i] == player for i in range(size)): # main diagonal\n", + " return True\n", + " if all(board[i][size - 1 - i] == player for i in range(size)): # anti-diagonal\n", + " return True\n", + "\n", + " return False\n", + "\n", + "# Function to check if the board is full (draw)\n", + "def is_draw(board):\n", + " return all(cell != 0 for row in board for cell in row)\n", + "\n", + "# Handles player moves\n", + "def make_move(board, player, position):\n", + " size = len(board)\n", + " if len(position) < 2:\n", + " return False # Too short to be a valid move\n", + "\n", + " try:\n", + " col_letter = position[0].upper()\n", + " row_number = int(position[1:]) - 1 # convert 1 based to 0 based index\n", + "\n", + " # convert column letter to index (A → 0, B → 1, C → 2, etc.)\n", + " col_index = ord(col_letter) - ord('A')\n", + "\n", + " # Ensure row and column indices are within board range\n", + " if not (0 <= row_number < size) or not (0 <= col_index < size):\n", + " return False # Out of bounds\n", + "\n", + " # Check if the position is already occupied\n", + " if board[row_number][col_index] != 0:\n", + " return False\n", + "\n", + " board[row_number][col_index] = player # Place the mark\n", + " return True\n", + "\n", + " except (ValueError, IndexError):\n", + " return False # Handle non numeric row input or out of ounds access\n", + "\n", + "# Player input loop\n", + "def player_move(board, player):\n", + " while True:\n", + " move = input(f\"Player {player} ({'X' if player == 1 else 'O'}), enter your move (e.g., A1, B2): \").strip().upper()\n", + " if make_move(board, player, move):\n", + " return # Exit once a valid move is made\n", + " else:\n", + " print(\"Invalid move. Try again.\")\n", + "\n", + "# Tic-Tac-Toe game loop\n", + "def play_tic_tac_toe(size=5):\n", + " board = [[0 for _ in range(size)] for _ in range(size)] # create an empty board\n", + " current_player = 1 # Player 1 starts\n", + "\n", + " while True:\n", + " display_board(board) # Show board\n", + " player_move(board, current_player) # Get player move\n", + "\n", + " # Check win condition\n", + " if check_winner(board, current_player):\n", + " display_board(board)\n", + " print(f\"Player {current_player} ({'X' if current_player == 1 else 'O'}) wins!\")\n", + " break\n", + "\n", + " # Check draw condition\n", + " if is_draw(board):\n", + " display_board(board)\n", + " print(\"It's a draw!\")\n", + " break\n", + "\n", + " # Switch player\n", + " current_player = 2 if current_player == 1 else 1\n", + "\n", + "# START GAME\n", + "play_tic_tac_toe(size=5)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 11:* (Advanced / Challenge) Develop a version of the game where one player is the computer. Note that you don't need to do an extensive seach for the best move. You can have the computer simply protect against loosing and otherwise try to win with straight or diagonal patterns." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Write you solution here" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Test your solution here" + ] + } + ], + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 411140825117e062fc49123cdde12eb9aba237d9 Mon Sep 17 00:00:00 2001 From: ClarissaTerrones Date: Fri, 7 Feb 2025 21:56:46 -0600 Subject: [PATCH 02/22] Added Lab 3 solution --- Labs/Lab.3/Lab.3.solution.ipynb | 959 ++++++++++++++++++++++++++++++++ 1 file changed, 959 insertions(+) create mode 100644 Labs/Lab.3/Lab.3.solution.ipynb diff --git a/Labs/Lab.3/Lab.3.solution.ipynb b/Labs/Lab.3/Lab.3.solution.ipynb new file mode 100644 index 000000000..868947f49 --- /dev/null +++ b/Labs/Lab.3/Lab.3.solution.ipynb @@ -0,0 +1,959 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 3\n", + "\n", + "In this lab we will become familiar with distributions, histograms, and functional programming. Do not use numpy or any other library for this lab.\n", + "\n", + "Before that, lets get setup homework submission and submit your previous lab. \n", + "\n", + "## Working on the Command-line.\n", + "\n", + "It is important for you to learn to work on the command line and to be familiar with the Unix environment (e.g. Linux, Mac OS, or Windows Linux Subsystem). We'll go over working on the command-line in detail later in the course.\n", + "\n", + "You are required to submit your work in this course via GitHub. Today in class, you will setup everything on the command-line.\n", + "\n", + "### Command-line basics\n", + "\n", + "There is plenty of material online that will help you figure out how to do various tasks on the command line. Commands you may need to know today:\n", + "\n", + "* `ls`: lists the contents of the current directory.\n", + "* `pwd`: prints the path of the current directory.\n", + "* `cd `: changes your current directory to the specified directory.\n", + "* `cd ..`: changes current directory to the previous directory. Basically steps out of the current directory to the directory containing the current directory.\n", + "* `mkdir `: create a new directory with the specified name.\n", + "* `rmdir `: removes the specified directory. Note it has to be empty.\n", + "* `rm `: deletes the specified file.\n", + "* `mv `: Moves or renames a file.\n", + "* `cp `: copies an file. If you just provide a path to a directory, it copies the file into that directory with the same filename. If you specifiy a new filename, the copy has a new name. For example `cp File.1.txt File.2.txt` creates a copy of `File.1.txt` with the name `File.2.txt`. Meanwhile `cp File.1.txt my_directory`, where `my_directory` is a directory, creates a copy of `File.1.txt` in directory `my_directory` with the name `File.1.txt`.\n", + "\n", + "For reference, here are some example resources I found by googling:\n", + "\n", + "* Paths and Wildcards: https://www.warp.dev/terminus/linux-wildcards\n", + "* Basic commands like copy: https://kb.iu.edu/d/afsk\n", + "* General introduction to shell: https://github-pages.ucl.ac.uk/RCPSTrainingMaterials/HPCandHTCusingLegion/2_intro_to_shell.html\n", + "* Manual pages: https://www.geeksforgeeks.org/linux-man-page-entries-different-types/?ref=ml_lbp\n", + "* Chaining commands: https://www.geeksforgeeks.org/chaining-commands-in-linux/?ref=ml_lbp\n", + "* Piping: https://www.geeksforgeeks.org/piping-in-unix-or-linux/\n", + "* Using sed: https://www.geeksforgeeks.org/sed-command-linux-set-2/?ref=ml_lbp\n", + "* Various Unix commands: https://www.geeksforgeeks.org/linux-commands/?ref=lbp\n", + "* Cheat sheets:\n", + " * https://www.stationx.net/unix-commands-cheat-sheet/\n", + " * https://cheatography.com/davechild/cheat-sheets/linux-command-line/\n", + " * https://www.theknowledgeacademy.com/blog/unix-commands-cheat-sheet/\n", + " \n", + "These aren't necessarily the best resources. Feel free to search for better ones. Also, don't forget that Unix has built-in manual pages for all of its commands. Just type `man ` at the command prompt. Use the space-bar to scroll through the documentation and \"q\" to exit.\n", + "\n", + "\n", + "### Setup and Submission\n", + "\n", + "Our course repository is public. The instructions here aim to have you setup a fork of the course repository. Unfortunately because you are forking a public repo, your fork will have to be public also. \n", + "\n", + "You should be familiar with git from the first semester of this course. I assume that you all have github accounts and have setup things to be able to [push to github using ssh](https://docs.github.com/en/github/authenticating-to-github/connecting-to-github-with-ssh). The instuctions here lead you to:\n", + "\n", + "We'll overview what you will do before going through step by step instructions.\n", + "\n", + "1. Setup:\n", + " 1. Fork the class repository. Some directions in [fork-a-repo](https://docs.github.com/en/github/getting-started-with-github/fork-a-repo).\n", + " 1. Create a directory on your personal system where you will keep all course materials.\n", + " 1. In that directory, clone your fork of the repository.\n", + " 1. Using `git remote`, set the upstream to be the class repo, so you can pull from the class and push to your fork.\n", + "\n", + "1. Submission:\n", + " 1. Copy your solutions into the appropriate directory (e.g. into `Labs/Lab.2/`) and with appropriate filename `Lab.2.solution.ipynb'.\n", + " 1. Commit / push your solutions.\n", + " 1. Grant access to course instructors.\n", + "\n", + "Below are step by step instructions with examples (including example directory naming convention). Feel free to modify things as you see fit. \n", + "\n", + "#### Setup\n", + "You should only need to follow this instructions once. Here are some useful git commands:\n", + "\n", + "* Git help: `git help`\n", + "* Git remote help: `git help remote`\n", + "* Check remote status: `git remote -v`\n", + "* Add a remote: `git remote add `\n", + "* Add a remove: `git remote remove `\n", + "\n", + "Steps:\n", + "1. In a browser, log into GitHub and navigate to the [course repository](https://github.com/UTA-DataScience/DATA3402.Spring.2025).\n", + "1. On the top right of the page, press the fork button to create a new fork into your own GitHub account.\n", + "1. After successful fork, you should find the browser showing your fork of the course repository. Use the green \"Code\" button to copy path to the repo into your the clipboard of your computer.\n", + "1. Open a shell on your personal computer.\n", + "1. If you have not done so already, create a new directory/folder where you will keep all course material to navigate to it. For example: `mkdir Data-3402` and `cd Data-3402`.\n", + "1. Clone your fork of the repository using `git clone` followed by the path you copied into your clipboard. (copy/paste)\n", + "1. Paste the URL to your fork in the worksheet for the TAs and instructors.\n", + "1. Now go into the directory of your clone (`cd DATA3402.Spring.2025`).\n", + "1. Type `git remote -v` to see the current setup for fetch and pull.\n", + "1. Note the URL you see. This should be the same as what you used for your clone for both push and fetch.\n", + "1. Delete the origin remote using `git remote remove origin`.\n", + "1. Add the course repo as your remote using `git remote add origin https://github.com/UTA-DataScience/DATA3402.Spring.2025.git`.\n", + "1. Change the push to point to your fork. This means you will need the URL to your clone we copied earlier and confirmed as the original origin. The command will look something like: `git remote set-url --push origin https://github.com/XXXXXX/DATA3402.Spring.2025.git`, where XXXXX is your username on GitHub.\n", + "1. Note that if you setup everything correctly, you now should be able to do `git pull` to get updates from the course repo, and do `git push` to push your commits into your own fork.\n", + "\n", + "### Submission\n", + "These instructions outline how you submit files. Some useful commands:\n", + "* To add a file to local repository: `git add `.\n", + "* To commit all changed files into local repository: `git -a -m \"A message\"`. You need to provide some comment when you commit. \n", + "* To push the commited files from the local repository to GitHub: `git push`.\n", + "* To get updates from GitHub: `git pull`.\n", + "\n", + "Steps:\n", + "1. To submit your labs, navigate to your clone of your fork of the course repository. \n", + "1. Use `git pull` to make sure you have the latest updates. \n", + "1. Make sure your copy of the lab your are working on is in the appropriate place in this clone. That means if you have the file elsewhere, copy it to the same directory in your clone of your fork. \n", + "1. Note that in order to avoid future conflicts, you should always name your solution differently than the original file in the class repo. For example if your file is still named `Lab.2.ipynb` you should rename it using the `mv` command: `mv Lab.2.ipynb Lab.2.solution.ipynb`. \n", + "1. Add and files you wish to submit into the repo. For example: `git add Labs/Lab.2/Lab.2.solution.ipynb`\n", + "1. Commit any changes: `git commit -a -m \"Lab 2 updates\"`\n", + "1. Push your changes: `git push`\n", + "1. Check on github website that your solutions have been properly submitted.\n", + "\n", + "Before you leave the session today, make sure your GitHub Repo is setup. If you need to work further on your lab, navigate jupyter to the copy of the lab you just submitted and work there. Once done, repeat the commit and push commands to submit your updated solution. Note that lab 2 is due by midnight Friay 1/31/2025.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Uniform Distribution\n", + "Lets start with generating some fake random data. You can get a random number between 0 and 1 using the python random module as follow:" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The Value of x is 0.9812093241477373\n" + ] + } + ], + "source": [ + "import random\n", + "x=random.random()\n", + "print(\"The Value of x is\", x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Everytime you call random, you will get a new number.\n", + "\n", + "*Exercise 1:* Using random, write a function `generate_uniform(N, mymin, mymax)`, that returns a python list containing N random numbers between specified minimum and maximum value. Note that you may want to quickly work out on paper how to turn numbers between 0 and 1 to between other values. " + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "# Skeleton\n", + "def generate_uniform(N,x_min,x_max):\n", + " out = []\n", + " \n", + " for _ in range(N):\n", + " value = x_min + (x_max - x_min) * random.random()\n", + " out.append(value)\n", + " return out" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data Type: \n", + "Data Length: 1000\n", + "Type of Data Contents: \n", + "Data Minimum: -9.937568840049416\n", + "Data Maximum: 9.985725871639502\n" + ] + } + ], + "source": [ + "# Test your solution here\n", + "data=generate_uniform(1000,-10,10)\n", + "print (\"Data Type:\", type(data))\n", + "print (\"Data Length:\", len(data))\n", + "if len(data)>0: \n", + " print (\"Type of Data Contents:\", type(data[0]))\n", + " print (\"Data Minimum:\", min(data))\n", + " print (\"Data Maximum:\", max(data))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 2a:* \n", + "Write a function that computes the mean of values in a list. Recall the equation for the mean of a random variable $\\bf{x}$ computed on a data set of $n$ values $\\{ x_i \\} = \\{x_1, x_2, ..., x_n\\}$ is ${\\bf\\bar{x}} = \\frac{1}{n} \\sum_i^n x_i$." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "# Skeleton\n", + "def mean(Data):\n", + " m=0.\n", + "\n", + " if len(Data):\n", + " m = sum(Data) / len(Data)\n", + " \n", + " return m" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean of Data: -0.12331425088751562\n" + ] + } + ], + "source": [ + "# Test your solution here\n", + "print (\"Mean of Data:\", mean(data))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 2b:* \n", + "Write a function that computes the variance of values in a list. Recall the equation for the variance of a random variable $\\bf{x}$ computed on a data set of $n$ values $\\{ x_i \\} = \\{x_1, x_2, ..., x_n\\}$ is ${\\bf\\langle x \\rangle} = \\frac{1}{n} \\sum_i^n (x_i - {\\bf\\bar{x}})$." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "# Skeleton\n", + "def variance(Data):\n", + " m=0.\n", + "\n", + " mean_data = mean(Data)\n", + " m = sum((x - mean_data)**2 for x in Data) / len(Data)\n", + " \n", + " return m" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Variance of Data: 32.38358424847795\n" + ] + } + ], + "source": [ + "# Test your solution here\n", + "print (\"Variance of Data:\", variance(data))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Histogramming" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 3:* Write a function that bins the data so that you can create a histogram. An example of how to implement histogramming is the following logic:\n", + "\n", + "* User inputs a list of values `x` and optionally `n_bins` which defaults to 10.\n", + "* If not supplied, find the minimum and maximum (`x_min`,`x_max`) of the values in x.\n", + "* Determine the bin size (`bin_size`) by dividing the range of the function by the number of bins.\n", + "* Create an empty list of zeros of size `n_bins`, call it `hist`.\n", + "* Loop over the values in `x`\n", + " * Loop over the values in `hist` with index `i`:\n", + " * If x is between `x_min+i*bin_size` and `x_min+(i+1)*bin_size`, increment `hist[i].` \n", + " * For efficiency, try to use continue to goto the next bin and data point.\n", + "* Return `hist` and the list corresponding of the bin edges (i.e. of `x_min+i*bin_size`). " + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "def histogram(x,n_bins=10,x_min=None,x_max=None):\n", + " if x_min is None:\n", + " x_min = min(x)\n", + " if x_max is None:\n", + " x_max = max(x)\n", + "\n", + " bin_size = (x_max - x_min) / n_bins\n", + " hist = [0] * n_bins # initialize bins\n", + " bin_edges = [x_min + i * bin_size for i in range(n_bins + 1)]\n", + "\n", + " for value in x:\n", + " if value < x_min or value > x_max:\n", + " continue\n", + " bin_index = int((value - x_min) // bin_size) \n", + " \n", + " if bin_index == n_bins:\n", + " bin_index -= 1\n", + " hist[bin_index] += 1\n", + "\n", + " return hist,bin_edges" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Histogram counts: [3, 0, 2, 1, 0, 1, 3, 0, 0, 3, 1, 1, 2, 1, 2, 0, 0, 5, 0, 3, 1, 0, 3, 1, 1, 3, 1, 0, 2, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 2, 1, 0, 0, 1, 2, 1, 0, 2, 2, 2, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 2, 1, 0, 5, 1, 2, 0, 0, 0, 1, 0, 1, 2, 0, 0, 1, 1, 2, 1, 0, 0, 4, 1, 0, 0, 0, 1, 2, 2, 0, 1, 1, 0, 3, 0, 0, 0, 1, 1]\n", + "\n", + "First few bins: [-9.615555463454406, -9.421210838121528, -9.22686621278865, -9.032521587455772, -8.838176962122894]\n" + ] + } + ], + "source": [ + "# Test your solution here\n", + "data = generate_uniform(100, -10, 10)\n", + "h,b=histogram(data,100)\n", + "print(\"Histogram counts: \", h)\n", + "print(\"\\nFirst few bins: \", b[:5])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 4:* Write a function that uses the histogram function in the previous exercise to create a text-based \"graph\". For example the output could look like the following:\n", + "```\n", + "[ 0, 1] : ######\n", + "[ 1, 2] : #####\n", + "[ 2, 3] : ######\n", + "[ 3, 4] : ####\n", + "[ 4, 5] : ####\n", + "[ 5, 6] : ######\n", + "[ 6, 7] : #####\n", + "[ 7, 8] : ######\n", + "[ 8, 9] : ####\n", + "[ 9, 10] : #####\n", + "```\n", + "\n", + "Where each line corresponds to a bin and the number of `#`'s are proportional to the value of the data in the bin. " + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "# Solution\n", + "def draw_histogram(x,n_bins,x_min=None,x_max=None,character=\"#\",max_character_per_line=20):\n", + " hist, bin_edges = histogram(x, n_bins, x_min, x_max)\n", + " \n", + " # find maximum bin count for scaling\n", + " max_count = max(hist) if hist else 0\n", + " scale = max_character_per_line / max_count if max_count > 0 else 0\n", + "\n", + " # debugging: Print histogram and bin edges\n", + " print(\"Histogram counts:\", hist)\n", + " print(\"\\nBin edges:\", bin_edges)\n", + " \n", + " # print the histogram bars\n", + " for i in range(len(hist)):\n", + " bar_length = int(hist[i] * scale)\n", + " \n", + " # print the bar only if it's non-zero length\n", + " if bar_length > 0:\n", + " print(f\"[{bin_edges[i]:3.1f}, {bin_edges[i+1]:3.1f}] : {character * bar_length}\")\n", + " else:\n", + " print(f\"[{bin_edges[i]:3.1f}, {bin_edges[i+1]:3.1f}] : (empty)\")\n", + " \n", + " return hist,bin_edges" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Histogram counts: [4, 5, 3, 3, 2, 9, 3, 4, 5, 6, 6, 6, 7, 7, 3, 3, 3, 7, 9, 5]\n", + "\n", + "Bin edges: [-9.800149890143874, -8.81541328976788, -7.830676689391887, -6.845940089015893, -5.8612034886399, -4.876466888263906, -3.8917302878879116, -2.9069936875119184, -1.9222570871359244, -0.9375204867599312, 0.04721611361606293, 1.031952713992057, 2.016689314368051, 3.001425914744045, 3.9861625151200375, 4.970899115496032, 5.955635715872026, 6.94037231624802, 7.925108916624012, 8.909845517000008, 9.894582117376]\n", + "[-9.8, -8.8] : ########\n", + "[-8.8, -7.8] : ###########\n", + "[-7.8, -6.8] : ######\n", + "[-6.8, -5.9] : ######\n", + "[-5.9, -4.9] : ####\n", + "[-4.9, -3.9] : ####################\n", + "[-3.9, -2.9] : ######\n", + "[-2.9, -1.9] : ########\n", + "[-1.9, -0.9] : ###########\n", + "[-0.9, 0.0] : #############\n", + "[0.0, 1.0] : #############\n", + "[1.0, 2.0] : #############\n", + "[2.0, 3.0] : ###############\n", + "[3.0, 4.0] : ###############\n", + "[4.0, 5.0] : ######\n", + "[5.0, 6.0] : ######\n", + "[6.0, 6.9] : ######\n", + "[6.9, 7.9] : ###############\n", + "[7.9, 8.9] : ####################\n", + "[8.9, 9.9] : ###########\n" + ] + } + ], + "source": [ + "# Test your solution here\n", + "data = generate_uniform(100, -10, 10)\n", + "h,b=draw_histogram(data,20)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Functional Programming\n", + "\n", + "*Exercise 5:* Write a function the applies a booling function (that returns true/false) to every element in data, and return a list of indices of elements where the result was true. Use this function to find the indices of entries greater than 0.5. " + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "def where(mylist,myfunc):\n", + " out= []\n", + " \n", + " # loop through list with enumeration to get indices\n", + " for i, value in enumerate(mylist):\n", + " # apply function and check if True\n", + " if myfunc(value):\n", + " out.append(i)\n", + " \n", + " return out" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Indices of entries greater than 0.5: [2, 5, 6, 7, 9, 12, 13, 17, 18, 19, 20, 22, 24, 27, 30, 32, 34, 35, 37, 39, 40, 42, 44, 45, 46, 48, 52, 54, 57, 58, 59, 60, 61, 63, 68, 69, 70, 72, 74, 76, 77, 79, 81, 84, 85, 87, 93, 96, 97, 98]\n" + ] + } + ], + "source": [ + "# Test your solution here\n", + "indices = where(data, lambda x: x > 0.5)\n", + "print(\"Indices of entries greater than 0.5:\", indices)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 6:* The `inrange(mymin,mymax)` function below returns a function that tests if it's input is between the specified values. Write corresponding functions that test:\n", + "* Even\n", + "* Odd\n", + "* Greater than\n", + "* Less than\n", + "* Equal\n", + "* Divisible by" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True True False False False\n", + "False False True True False\n", + "Number of Entries passing F1: 56\n", + "Number of Entries passing F2: 0\n" + ] + } + ], + "source": [ + "def in_range(mymin,mymax):\n", + " def testrange(x):\n", + " return x=mymin\n", + " return testrange\n", + "\n", + "# Examples:\n", + "F1=in_range(0,10)\n", + "F2=in_range(10,20)\n", + "\n", + "# Test of in_range\n", + "print (F1(0), F1(1), F1(10), F1(15), F1(20))\n", + "print (F2(0), F2(1), F2(10), F2(15), F2(20))\n", + "\n", + "print (\"Number of Entries passing F1:\", len(where(data,F1)))\n", + "print (\"Number of Entries passing F2:\", len(where(data,F2)))" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "def is_even():\n", + " def test_even(x):\n", + " return x % 2 == 0\n", + " return test_even\n", + "\n", + "# test if number is odd\n", + "def is_odd():\n", + " def test_odd(x):\n", + " return x % 2 == 1\n", + " return test_odd\n", + "\n", + "# test if number is greater than value\n", + "def greater_than(value):\n", + " def test_greater(x):\n", + " return x > value\n", + " return test_greater\n", + "\n", + "# test if number is less than value\n", + "def less_than(value):\n", + " def test_less(x):\n", + " return x < value\n", + " return test_less\n", + "\n", + "# test if number equals value\n", + "def equals(value):\n", + " def test_equal(x):\n", + " return x == value\n", + " return test_equal\n", + "\n", + "# test if number is divisible by value\n", + "def divisible_by(value):\n", + " def test_divisible(x):\n", + " return x % value == 0\n", + " return test_divisible" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Even numbers: [2, 4, 6, 8, 10]\n", + "Odd numbers: [1, 3, 5, 7, 9]\n", + "Greater than 5: [6, 7, 8, 9, 10]\n", + "Less than 5: [1, 2, 3, 4]\n", + "Equal to 5: [5]\n", + "Divisible by 3: [3, 6, 9]\n" + ] + } + ], + "source": [ + "# Test the functions\n", + "test_data = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n", + "\n", + "E = is_even()\n", + "O = is_odd()\n", + "G5 = greater_than(5)\n", + "L5 = less_than(5)\n", + "EQ5 = equals(5)\n", + "D3 = divisible_by(3)\n", + "\n", + "print(\"Even numbers:\", [x for x in test_data if E(x)])\n", + "print(\"Odd numbers:\", [x for x in test_data if O(x)])\n", + "print(\"Greater than 5:\", [x for x in test_data if G5(x)])\n", + "print(\"Less than 5:\", [x for x in test_data if L5(x)])\n", + "print(\"Equal to 5:\", [x for x in test_data if EQ5(x)])\n", + "print(\"Divisible by 3:\", [x for x in test_data if D3(x)])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 7:* Repeat the previous exercise using `lambda` and the built-in python functions sum and map instead of your solution above. " + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of even numbers: [2, 4, 6, 8, 10]\n", + "Number of odd numbers: [1, 3, 5, 7, 9]\n", + "Number greater than 5: [6, 7, 8, 9, 10]\n", + "Number less than 5: [1, 2, 3, 4]\n", + "Number equal to 5: [5]\n", + "Number divisible by 3: [3, 6, 9]\n", + "Even numbers: [2, 4, 6, 8, 10]\n", + "Odd numbers: [1, 3, 5, 7, 9]\n", + "Greater than 5: [6, 7, 8, 9, 10]\n", + "Less than 5: [1, 2, 3, 4]\n", + "Equal to 5: [5]\n", + "Divisible by 3: [3, 6, 9]\n" + ] + } + ], + "source": [ + "# using lambda \n", + "is_even = lambda x: x % 2 == 0\n", + "is_odd = lambda x: x % 2 == 1\n", + "greater_than = lambda value: lambda x: x > value\n", + "less_than = lambda value: lambda x: x < value\n", + "equals = lambda value: lambda x: x == value\n", + "divisible_by = lambda value: lambda x: x % value == 0\n", + "\n", + "# test data\n", + "test_data = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n", + "\n", + "# elements that satisfy the condition \n", + "count_matching = lambda data, func: list(filter(func, data))\n", + "\n", + "# filter elements that satisfy the condition\n", + "filter_matching = lambda data, func: list(filter(func, data))\n", + "\n", + "# counting elements\n", + "print(\"Number of even numbers:\", count_matching(test_data, is_even))\n", + "print(\"Number of odd numbers:\", count_matching(test_data, is_odd))\n", + "print(\"Number greater than 5:\", count_matching(test_data, greater_than(5)))\n", + "print(\"Number less than 5:\", count_matching(test_data, less_than(5)))\n", + "print(\"Number equal to 5:\", count_matching(test_data, equals(5)))\n", + "print(\"Number divisible by 3:\", count_matching(test_data, divisible_by(3)))\n", + "\n", + "# filtering elements\n", + "print(\"Even numbers:\", filter_matching(test_data, is_even))\n", + "print(\"Odd numbers:\", filter_matching(test_data, is_odd))\n", + "print(\"Greater than 5:\", filter_matching(test_data, greater_than(5)))\n", + "print(\"Less than 5:\", filter_matching(test_data, less_than(5)))\n", + "print(\"Equal to 5:\", filter_matching(test_data, equals(5)))\n", + "print(\"Divisible by 3:\", filter_matching(test_data, divisible_by(3)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Monte Carlo\n", + "\n", + "*Exercise 7:* Write a \"generator\" function called `generate_function(func,x_min,x_max,N)`, that instead of generating a flat distribution, generates a distribution with functional form coded in `func`. Note that `func` will always be > 0. \n", + "\n", + "Use the test function below and your histogramming functions above to demonstrate that your generator is working properly.\n", + "\n", + "Hint: A simple, but slow, solution is to a draw random number `test_x` within the specified range and another number `p` between the `min` and `max` of the function (which you will have to determine). If `p<=function(test_x)`, then place `test_x` on the output. If not, repeat the process, drawing two new numbers. Repeat until you have the specified number of generated numbers, `N`. For this problem, it's OK to determine the `min` and `max` by numerically sampling the function. " + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_function(func,x_min,x_max,N=1000):\n", + " out = list()\n", + " # first sample the function to find approximate maximum\n", + " n_samples = 1000\n", + " samples = []\n", + " for _ in range(n_samples):\n", + " x = x_min + (x_max - x_min) * random.random()\n", + " samples.append(func(x))\n", + " f_max = max(samples)\n", + " \n", + " # generate points using rejection sampling\n", + " while len(out) < N:\n", + " # generate random x in range\n", + " x = x_min + (x_max - x_min) * random.random()\n", + " # generate random y up to f_max\n", + " y = f_max * random.random()\n", + " \n", + " # accept point if y <= f(x)\n", + " if y <= func(x):\n", + " out.append(x)\n", + " \n", + " return out" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of generated points: 1000\n", + "\n", + "First 10 points: [-9.69525618447479, -9.77884754090677, -6.297369655401264, 7.071502030571782, 4.706120087647413, 5.812082929087104, 6.7187739434581815, -9.338067997697333, 4.589633034982866, 2.1762801853031917]\n", + "Histogram counts: [97, 85, 82, 54, 41, 34, 25, 14, 4, 6, 17, 28, 35, 47, 49, 52, 61, 68, 95, 106]\n", + "\n", + "Bin edges: [-9.9953592872565, -8.995639468605924, -7.995919649955348, -6.996199831304772, -5.996480012654196, -4.99676019400362, -3.997040375353045, -2.9973205567024683, -1.9976007380518928, -0.9978809194013163, 0.0018388992492592848, 1.0015587178998349, 2.0012785365504104, 3.000998355200986, 4.000718173851563, 5.000437992502139, 6.0001578111527145, 6.999877629803292, 7.999597448453867, 8.999317267104443, 9.999037085755019]\n", + "[-10.0, -9.0] : ##################\n", + "[-9.0, -8.0] : ################\n", + "[-8.0, -7.0] : ###############\n", + "[-7.0, -6.0] : ##########\n", + "[-6.0, -5.0] : #######\n", + "[-5.0, -4.0] : ######\n", + "[-4.0, -3.0] : ####\n", + "[-3.0, -2.0] : ##\n", + "[-2.0, -1.0] : (empty)\n", + "[-1.0, 0.0] : #\n", + "[0.0, 1.0] : ###\n", + "[1.0, 2.0] : #####\n", + "[2.0, 3.0] : ######\n", + "[3.0, 4.0] : ########\n", + "[4.0, 5.0] : #########\n", + "[5.0, 6.0] : #########\n", + "[6.0, 7.0] : ###########\n", + "[7.0, 8.0] : ############\n", + "[8.0, 9.0] : #################\n", + "[9.0, 10.0] : ####################\n" + ] + } + ], + "source": [ + "# A test function\n", + "def test_func(x,a=1,b=1):\n", + " return abs(a*x+b)\n", + "\n", + "# test the function and print results\n", + "data = generate_function(test_func, -10, 10)\n", + "print(\"Number of generated points:\", len(data))\n", + "print(\"\\nFirst 10 points:\", data[:10])\n", + "\n", + "# using the histogram function to visualize the distribution\n", + "h, b = draw_histogram(data, 20)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 8:* Use your function to generate 1000 numbers that are normal distributed, using the `gaussian` function below. Confirm the mean and variance of the data is close to the mean and variance you specify when building the Gaussian. Histogram the data. " + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generated Gaussian Statistics:\n", + "Mean (should be close to 0): 0.023\n", + "Variance (should be close to 1): 1.015\n", + "Histogram counts: [0, 0, 0, 2, 8, 21, 39, 70, 154, 195, 193, 144, 110, 47, 11, 6, 0, 0, 0, 0]\n", + "\n", + "Bin edges: [-5.0, -4.5, -4.0, -3.5, -3.0, -2.5, -2.0, -1.5, -1.0, -0.5, 0.0, 0.5, 1.0, 1.5, 2.0, 2.5, 3.0, 3.5, 4.0, 4.5, 5.0]\n", + "[-5.0, -4.5] : (empty)\n", + "[-4.5, -4.0] : (empty)\n", + "[-4.0, -3.5] : (empty)\n", + "[-3.5, -3.0] : (empty)\n", + "[-3.0, -2.5] : (empty)\n", + "[-2.5, -2.0] : ##\n", + "[-2.0, -1.5] : ####\n", + "[-1.5, -1.0] : #######\n", + "[-1.0, -0.5] : ###############\n", + "[-0.5, 0.0] : ####################\n", + "[0.0, 0.5] : ###################\n", + "[0.5, 1.0] : ##############\n", + "[1.0, 1.5] : ###########\n", + "[1.5, 2.0] : ####\n", + "[2.0, 2.5] : #\n", + "[2.5, 3.0] : (empty)\n", + "[3.0, 3.5] : (empty)\n", + "[3.5, 4.0] : (empty)\n", + "[4.0, 4.5] : (empty)\n", + "[4.5, 5.0] : (empty)\n" + ] + } + ], + "source": [ + "import math\n", + "\n", + "def gaussian(mean, sigma):\n", + " def f(x):\n", + " return math.exp(-((x-mean)**2)/(2*sigma**2)) / (sigma * math.sqrt(2 * math.pi))\n", + " return f\n", + "\n", + "# Example Instantiation\n", + "g1=gaussian(0,1)\n", + "g2=gaussian(10,3)\n", + "\n", + "# generate 1000 points from standard normal\n", + "sigma = 1 #sigma is 1 for g1\n", + "data = generate_function(g1, -5*sigma, 5*sigma, 1000) # using sigma to define range\n", + "\n", + "# calculate and check statistics\n", + "calculated_mean = sum(data) / len(data)\n", + "calculated_variance = sum((x - calculated_mean)**2 for x in data) / (len(data) - 1)\n", + "\n", + "print(f\"Generated Gaussian Statistics:\")\n", + "print(f\"Mean (should be close to 0): {calculated_mean:.3f}\")\n", + "print(f\"Variance (should be close to 1): {calculated_variance:.3f}\")\n", + "\n", + "# visualize the distribution\n", + "h, b = draw_histogram(data, 20, -5*sigma, 5*sigma)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Exercise 9:* Combine your `generate_function`, `where`, and `in_range` functions above to create an integrate function. Use your integrate function to show that approximately 68% of Normal distribution is within one variance." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "def integrate(func, x_min, x_max, n_points=1000):\n", + " data = generate_function(func, x_min, x_max, n_points)\n", + " \n", + " points_within_1sigma = where(data, in_range(-1, 1))\n", + " fraction = len(points_within_1sigma) / len(data)\n", + " \n", + " return fraction" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fraction of points within one standard deviation: 0.679\n", + "Expected: approximately 0.68 (68%)\n", + "\n", + "Histogram counts: [1, 1, 3, 7, 22, 26, 58, 79, 95, 121, 136, 115, 111, 80, 60, 49, 16, 9, 9, 2]\n", + "\n", + "Bin edges: [-3.3196683020357023, -3.0066276268481604, -2.693586951660618, -2.3805462764730763, -2.067505601285534, -1.754464926097992, -1.4414242509104502, -1.128383575722908, -0.8153429005353661, -0.5023022253478242, -0.1892615501602819, 0.12377912502725996, 0.4368198002148018, 0.7498604754023441, 1.0629011505898864, 1.3759418257774279, 1.6889825009649702, 2.0020231761525125, 2.315063851340054, 2.628104526527596, 2.9411452017151385]\n", + "[-3.3, -3.0] : (empty)\n", + "[-3.0, -2.7] : (empty)\n", + "[-2.7, -2.4] : (empty)\n", + "[-2.4, -2.1] : #\n", + "[-2.1, -1.8] : ###\n", + "[-1.8, -1.4] : ###\n", + "[-1.4, -1.1] : ########\n", + "[-1.1, -0.8] : ###########\n", + "[-0.8, -0.5] : #############\n", + "[-0.5, -0.2] : #################\n", + "[-0.2, 0.1] : ####################\n", + "[0.1, 0.4] : ################\n", + "[0.4, 0.7] : ################\n", + "[0.7, 1.1] : ###########\n", + "[1.1, 1.4] : ########\n", + "[1.4, 1.7] : #######\n", + "[1.7, 2.0] : ##\n", + "[2.0, 2.3] : #\n", + "[2.3, 2.6] : #\n", + "[2.6, 2.9] : (empty)\n" + ] + } + ], + "source": [ + "def test_normal_distribution():\n", + " g1 = gaussian(0, 1)\n", + " n_points = 100000\n", + " \n", + " fraction = integrate(g1, -5, 5, n_points) # increased points for better accuracy\n", + " \n", + " print(f\"Fraction of points within one standard deviation: {fraction:.3f}\")\n", + " print(f\"Expected: approximately 0.68 (68%)\\n\")\n", + " \n", + " # Ggnerate histogram to visualize\n", + " data = generate_function(g1, -5, 5, 1000)\n", + " h, b = draw_histogram(data, 20)\n", + "\n", + "# test\n", + "test_normal_distribution()" + ] + } + ], + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 9eaf638cb535f9a73c74aee5b79b912fbbb23575 Mon Sep 17 00:00:00 2001 From: ClarissaTerrones Date: Fri, 21 Feb 2025 23:55:33 -0600 Subject: [PATCH 03/22] Add Lab 4 solution --- Labs/Lab.4/Lab.4.solution.ipynb | 2391 +++++++++++++++++++++++++++++++ 1 file changed, 2391 insertions(+) create mode 100644 Labs/Lab.4/Lab.4.solution.ipynb diff --git a/Labs/Lab.4/Lab.4.solution.ipynb b/Labs/Lab.4/Lab.4.solution.ipynb new file mode 100644 index 000000000..86c2ddf33 --- /dev/null +++ b/Labs/Lab.4/Lab.4.solution.ipynb @@ -0,0 +1,2391 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 4- Object Oriented Programming\n", + "\n", + "For all of the exercises below, make sure you provide tests of your solutions.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. Write a \"counter\" class that can be incremented up to a specified maximum value, will print an error if an attempt is made to increment beyond that value, and allows reseting the counter. " + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\tTESTING COUNTER CLASS\n", + "\n", + "Initial value should be be 0, got 0\n", + "\n", + "Increment value should return for value 0\n", + "Value should be be 1, got 1\n", + "\n", + "Increment value should return for value 1\n", + "Value should be be 2, got 2\n", + "\n", + "Increment value should return for value 2\n", + "Value should be be 3, got 3\n", + "\n", + "Increment value should return for value 3\n", + "Value should be be 4, got 4\n", + "\n", + "Increment value should return for value 4\n", + "Value should be be 5, got 5\n", + "\n", + "Error:The maximum value has been reached\n", + "Increment beyond max should return False\n", + "Value should remain 5, got 5\n", + "\n", + "After reset, value should be 0, got 0\n", + "\n", + "All counter tests passed!\n" + ] + } + ], + "source": [ + "class Counter:\n", + " def __init__(self, max_value):\n", + " self.max_value = max_value # maximum allowed value\n", + " self.value = 0 # starting value\n", + " \n", + " def increment(self):\n", + " if self.value < self.max_value:\n", + " self.value += 1\n", + " return True\n", + " else:\n", + " print(\"Error:The maximum value has been reached\")\n", + " return False\n", + " \n", + " def reset(self):\n", + " self.value = 0\n", + " \n", + " def get_value(self):\n", + " # Return the current value of the counter\n", + " return self.value\n", + "\n", + "def test_counter():\n", + " print(\"\\tTESTING COUNTER CLASS\\n\")\n", + "\n", + " # TEST 1: basic functionality \n", + " counter = Counter(5)\n", + " assert counter.value == 0\n", + " print(f\"Initial value should be be 0, got {counter.value}\\n\")\n", + "\n", + " #TEST 2: increment functionality\n", + " for i in range(1,6):\n", + " result = counter.increment()\n", + " assert result is True\n", + " print(f\"Increment value should return for value {i-1}\")\n", + " assert counter.value == i\n", + " print(f\"Value should be be {i}, got {counter.value}\\n\")\n", + "\n", + " #TEST 3: maximum value enforcement \n", + " result = counter.increment()\n", + " assert result is False\n", + " print(\"Increment beyond max should return False\")\n", + " assert counter.value == 5\n", + " print(f\"Value should remain 5, got {counter.value}\\n\")\n", + "\n", + " #Test 4: reset functionality\n", + " counter.reset()\n", + " assert counter.value == 0 \n", + " print(f\"After reset, value should be 0, got {counter.value}\\n\")\n", + " \n", + " print(\"All counter tests passed!\")\n", + " \n", + "test_counter() " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "2. Copy and paste your solution to question 1 and modify it so that all the data held by the counter is private. Implement functions to check the value of the counter, check the maximum value, and check if the counter is at the maximum." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TESTING PRIVATE COUNTER CLASS\n", + "\n", + "Privacy test passed: __value is private\n", + "\n", + "All private counter tests passed!\n" + ] + } + ], + "source": [ + "class Counter:\n", + " def __init__(self, max_value):\n", + " self.__value = 0 # Private starting value\n", + " self.__max_value = max_value # Private maximum allowed value\n", + " \n", + " def increment(self):\n", + " if self.__value < self.__max_value:\n", + " self.__value += 1\n", + " return True\n", + " else:\n", + " print(f\"Error: Cannot increment beyond maximum value of {self.__max_value}\")\n", + " return False\n", + " \n", + " def reset(self):\n", + " # reset the counter to 0\n", + " self.__value = 0\n", + " \n", + " def get_value(self):\n", + " # return the current value of the counter.\n", + " return self.__value\n", + " \n", + " def get_max_value(self):\n", + " # return the maximum value of the counter.\n", + " return self.__max_value\n", + " \n", + " def is_at_maximum(self):\n", + " \"\"\"Check if the counter is at its maximum value.\"\"\"\n", + " return self.__value == self.__max_value\n", + "\n", + "# Tests for Private Counter class\n", + "def test_private_counter():\n", + " print(\"TESTING PRIVATE COUNTER CLASS\\n\")\n", + " \n", + " # Test 1: Basic functionality and accessors\n", + " counter = Counter(5)\n", + " assert counter.get_value() == 0, f\"Initial value should be 0, got {counter.get_value()}\"\n", + " assert counter.get_max_value() == 5, f\"Max value should be 5, got {counter.get_max_value()}\"\n", + " assert counter.is_at_maximum() is False, \"New counter should not be at maximum\"\n", + " \n", + " # Test 2: Increment & check maximum\n", + " for i in range(5):\n", + " counter.increment()\n", + " \n", + " assert counter.get_value() == 5, f\"Value should be 5, got {counter.get_value()}\"\n", + " assert counter.is_at_maximum() is True, \"Counter should be at maximum\"\n", + " \n", + " # Test 3: Privacy - try to access private variables\n", + " try:\n", + " value = counter.__value\n", + " print(\"Privacy failed: could access __value\")\n", + " except AttributeError:\n", + " print(\"Privacy test passed: __value is private\")\n", + " \n", + " # Test 4: Reset functionality\n", + " counter.reset()\n", + " assert counter.get_value() == 0, f\"After reset, value should be 0, got {counter.get_value()}\"\n", + " assert counter.is_at_maximum() is False, \"After reset, counter should not be at maximum\"\n", + " \n", + " print(\"\\nAll private counter tests passed!\")\n", + "\n", + "# run tests\n", + "test_private_counter()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "3. Implement a class to represent a rectangle, holding the length, width, and $x$ and $y$ coordinates of a corner of the object. Implement functions that compute the area and perimeter of the rectangle. Make all data members private and privide accessors to retrieve values of data members. " + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TESTING RECTANGLE CLASS\n", + "Privacy test passed: Cannot access __length directly\n", + "All Rectangle tests passed!\n" + ] + } + ], + "source": [ + "class Rectangle:\n", + " def __init__(self, length, width, x_coord, y_coord):\n", + " self.__length = length\n", + " self.__width = width\n", + " self.__x = x_coord\n", + " self.__y = y_coord\n", + " \n", + " def get_length(self):\n", + " return self.__length\n", + " \n", + " def get_width(self):\n", + " return self.__width\n", + " \n", + " def get_x(self):\n", + " # Return the x-coordinate of the corner\n", + " return self.__x\n", + " \n", + " def get_y(self):\n", + " # Return the y-coordinate of the corner\n", + " return self.__y\n", + " \n", + " def area(self):\n", + " # Calculate and return the area of the rectangle\n", + " return self.__length * self.__width\n", + " \n", + " def perimeter(self):\n", + " # Calculate and return the perimeter of the rectangle\n", + " return 2 * (self.__length + self.__width)\n", + "\n", + "# Tests Rectangle class\n", + "def test_rectangle():\n", + " print(\"TESTING RECTANGLE CLASS\")\n", + " \n", + " # Test 1: Basic rectangle properties\n", + " rect = Rectangle(5, 3, 10, 20)\n", + " assert rect.get_length() == 5, f\"Expected length 5, got {rect.get_length()}\"\n", + " assert rect.get_width() == 3, f\"Expected width 3, got {rect.get_width()}\"\n", + " assert rect.get_x() == 10, f\"Expected X coordinate 10, got {rect.get_x()}\"\n", + " assert rect.get_y() == 20, f\"Expected Y coordinate 20, got {rect.get_y()}\"\n", + " \n", + " # Test 2: Area calculation\n", + " assert rect.area() == 15, f\"Expected area 15, got {rect.area()}\"\n", + " \n", + " # Test 3: Perimeter calculation\n", + " assert rect.perimeter() == 16, f\"Expected perimeter 16, got {rect.perimeter()}\"\n", + " \n", + " # Test 4: Privacy check (Ensure private variables can't be accessed directly)\n", + " try:\n", + " _ = rect.__length # Attempt to access private variable\n", + " print(\"Privacy test failed: Could access __length directly\")\n", + " except AttributeError:\n", + " print(\"Privacy test passed: Cannot access __length directly\")\n", + " \n", + " # Ensure name-mangled variable can be accessed (not recommended but for testing)\n", + " assert hasattr(rect, \"_Rectangle__length\"), \"Expected name-mangled attribute _Rectangle__length\"\n", + "\n", + " # Test 5: Square rectangle (special case)\n", + " square = Rectangle(4, 4, 0, 0)\n", + " assert square.area() == 16, f\"Expected square area 16, got {square.area()}\"\n", + " assert square.perimeter() == 16, f\"Expected square perimeter 16, got {square.perimeter()}\"\n", + " \n", + " print(\"All Rectangle tests passed!\")\n", + "\n", + "# Run tests\n", + "test_rectangle()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "4. Implement a class to represent a circle, holding the radius and $x$ and $y$ coordinates of center of the object. Implement functions that compute the area and perimeter of the rectangle. Make all data members private and privide accessors to retrieve values of data members. " + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TESTING CIRCLE CLASS\n", + "Privacy test passed: __radius is private\n", + "All circle tests passed!\n" + ] + } + ], + "source": [ + "import math\n", + "\n", + "class Circle:\n", + " def __init__(self, radius, x_coord, y_coord):\n", + " self.__radius = radius\n", + " self.__x = x_coord\n", + " self.__y = y_coord\n", + " \n", + " def get_radius(self):\n", + " return self.__radius\n", + " \n", + " def get_x(self):\n", + " # Return the x-coordinate of the center\n", + " return self.__x\n", + " \n", + " def get_y(self):\n", + " # Return the y-coordinate of the center\n", + " return self.__y\n", + " \n", + " def area(self):\n", + " # Calculate and return the area of the circle (pi*r^2)\n", + " return math.pi * self.__radius ** 2\n", + " \n", + " def perimeter(self):\n", + " # Calculate and return the perimeter (circumference) of the circle (2*pi*r)\n", + " return 2 * math.pi * self.__radius\n", + "\n", + "# Tests for Circle class\n", + "def test_circle():\n", + " print(\"TESTING CIRCLE CLASS\")\n", + " \n", + " # Test 1: Basic circle properties\n", + " circle = Circle(5, 10, 20)\n", + " assert circle.get_radius() == 5, f\"Radius should be 5, got {circle.get_radius()}\"\n", + " assert circle.get_x() == 10, f\"X coordinate should be 10, got {circle.get_x()}\"\n", + " assert circle.get_y() == 20, f\"Y coordinate should be 20, got {circle.get_y()}\"\n", + " \n", + " # Test 2: Area calculation (using approximate equality for floating point)\n", + " expected_area = math.pi * 25 # π × 5²\n", + " actual_area = circle.area()\n", + " assert abs(actual_area - expected_area) < 1e-10, f\"Area should be {expected_area}, got {actual_area}\"\n", + " \n", + " # Test 3: Perimeter calculation\n", + " expected_perimeter = 2 * math.pi * 5\n", + " actual_perimeter = circle.perimeter()\n", + " assert abs(actual_perimeter - expected_perimeter) < 1e-10, f\"Perimeter should be {expected_perimeter}, got {actual_perimeter}\"\n", + " \n", + " # Test 4: Privacy - try to access private variables\n", + " try:\n", + " radius = circle.__radius\n", + " print(\"Privacy failed: could access __radius\")\n", + " except AttributeError:\n", + " print(\"Privacy test passed: __radius is private\")\n", + " \n", + " # Test 5: Zero radius circle (edge case)\n", + " point_circle = Circle(0, 5, 5)\n", + " assert point_circle.area() == 0, f\"Point circle area should be 0, got {point_circle.area()}\"\n", + " assert point_circle.perimeter() == 0, f\"Point circle perimeter should be 0, got {point_circle.perimeter()}\"\n", + " \n", + " print(\"All circle tests passed!\")\n", + "\n", + "# Run tests\n", + "test_circle()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "5. Implement a common base class for the classes implemented in 3 and 4 above which implements all common methods as not implemented functions (virtual). Re-implement your regtangle and circule classes to inherit from the base class and overload the functions accordingly. " + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Testing shape inheritance:\n", + "Correctly prevented direct instantiation of abstract class Shape\n", + "All shape inheritance tests passed!\n" + ] + } + ], + "source": [ + "import math\n", + "from abc import ABC, abstractmethod\n", + "\n", + "class Shape(ABC):\n", + " def __init__(self, x_coord, y_coord):\n", + " self._x = x_coord\n", + " self._y = y_coord\n", + " \n", + " def get_x(self):\n", + " # Return the x-coordinate of the reference point\n", + " return self._x\n", + " \n", + " def get_y(self):\n", + " # Return the y-coordinate of the reference point\n", + " return self._y\n", + " \n", + " @abstractmethod\n", + " def area(self):\n", + " # Calculate and return the area of the shape.\n", + " pass\n", + " \n", + " @abstractmethod\n", + " def perimeter(self):\n", + " # Calculate and return the perimeter of the shape\n", + " pass\n", + "\n", + "\n", + "class Rectangle(Shape):\n", + " def __init__(self, length, width, x_coord, y_coord):\n", + " \n", + " super().__init__(x_coord, y_coord)\n", + " self.__length = length\n", + " self.__width = width\n", + " \n", + " def get_length(self):\n", + " # Return the length of the rectangle\n", + " return self.__length\n", + " \n", + " def get_width(self):\n", + " # Return the width of the rectangle\n", + " return self.__width\n", + " \n", + " def area(self):\n", + " # Calculate and return the area of the rectangle\n", + " return self.__length * self.__width\n", + " \n", + " def perimeter(self):\n", + " # Calculate and return the perimeter of the rectangle\n", + " return 2 * (self.__length + self.__width)\n", + "\n", + "\n", + "class Circle(Shape):\n", + " def __init__(self, radius, x_coord, y_coord):\n", + " \n", + " super().__init__(x_coord, y_coord)\n", + " self.__radius = radius\n", + " \n", + " def get_radius(self):\n", + " # Return the radius of the circle\n", + " return self.__radius\n", + " \n", + " def area(self):\n", + " return math.pi * self.__radius ** 2\n", + " \n", + " def perimeter(self):\n", + " return 2 * math.pi * self.__radius\n", + "\n", + "\n", + "# Tests for the shapes with inheritance\n", + "def test_shape_inheritance():\n", + " print(\"Testing shape inheritance:\")\n", + " \n", + " # Test Rectangle\n", + " rect = Rectangle(5, 3, 10, 20)\n", + " assert isinstance(rect, Shape), \"Rectangle should be an instance of Shape\"\n", + " assert rect.get_x() == 10, f\"X coordinate should be 10, got {rect.get_x()}\"\n", + " assert rect.get_y() == 20, f\"Y coordinate should be 20, got {rect.get_y()}\"\n", + " assert rect.area() == 15, f\"Rectangle area should be 15, got {rect.area()}\"\n", + " assert rect.perimeter() == 16, f\"Rectangle perimeter should be 16, got {rect.perimeter()}\"\n", + " \n", + " # Test Circle\n", + " circle = Circle(5, 10, 20)\n", + " assert isinstance(circle, Shape), \"Circle should be an instance of Shape\"\n", + " assert circle.get_x() == 10, f\"X coordinate should be 10, got {circle.get_x()}\"\n", + " assert circle.get_y() == 20, f\"Y coordinate should be 20, got {circle.get_y()}\"\n", + " expected_area = math.pi * 25\n", + " assert abs(circle.area() - expected_area) < 1e-10, f\"Circle area should be {expected_area}, got {circle.area()}\"\n", + " \n", + " # Test: can't instantiate Shape directly\n", + " try:\n", + " shape = Shape(0, 0)\n", + " print(\"Error: Should not be able to instantiate Shape directly\")\n", + " except TypeError as e:\n", + " print(\"Correctly prevented direct instantiation of abstract class Shape\")\n", + " \n", + " print(\"All shape inheritance tests passed!\")\n", + "\n", + "# Run the tests\n", + "test_shape_inheritance()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "6. Implement a triangle class analogous to the rectangle and circle in question 5." + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Testing shape inheritance: \n", + "Correctly prevented direct instantiation of abstract class Shape\n", + "All shape inheritance tests passed!\n" + ] + } + ], + "source": [ + "import math\n", + "from abc import ABC, abstractmethod\n", + "\n", + "class Shape(ABC):\n", + " def __init__(self, x_coord, y_coord):\n", + " self._x = x_coord\n", + " self._y = y_coord\n", + " \n", + " def get_x(self):\n", + " # return the x-coordinate of the reference point\n", + " return self._x\n", + " \n", + " def get_y(self):\n", + " # Return the y-coordinate of the reference point\n", + " return self._y\n", + " \n", + " @abstractmethod\n", + " def area(self):\n", + " # Calculate and return the area of the shape.\n", + " pass\n", + " \n", + " @abstractmethod\n", + " def perimeter(self):\n", + " # Calculate and return the perimeter of the shape\n", + " pass\n", + "\n", + "\n", + "class Rectangle(Shape):\n", + " def __init__(self, length, width, x_coord, y_coord):\n", + " \n", + " super().__init__(x_coord, y_coord)\n", + " self.__length = length\n", + " self.__width = width\n", + " \n", + " def get_length(self):\n", + " # Return the length of the rectangle\n", + " return self.__length\n", + " \n", + " def get_width(self):\n", + " # return the width of the rectangle\n", + " return self.__width\n", + " \n", + " def area(self):\n", + " # Calculate and return the area of the rectangle\n", + " return self.__length * self.__width\n", + " \n", + " def perimeter(self):\n", + " # Calculate and return the perimeter of the rectangle\n", + " return 2 * (self.__length + self.__width)\n", + "\n", + "\n", + "class Circle(Shape):\n", + " def __init__(self, radius, x_coord, y_coord):\n", + " \n", + " super().__init__(x_coord, y_coord)\n", + " self.__radius = radius\n", + " \n", + " def get_radius(self):\n", + " # Return the radius of the circle\n", + " return self.__radius\n", + " \n", + " def area(self):\n", + " return math.pi * self.__radius ** 2\n", + " \n", + " def perimeter(self):\n", + " return 2 * math.pi * self.__radius\n", + "\n", + "class Triangle(Shape):\n", + " def __init__(self, side1, side2, side3, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__side1 = side1\n", + " self.__side2 = side2\n", + " self.__side3 = side3\n", + " \n", + " def get_side1(self):\n", + " return self.__side1\n", + " \n", + " def get_side2(self):\n", + " return self.__side2\n", + " \n", + " def get_side3(self):\n", + " return self.__side3\n", + " \n", + " def area(self):\n", + " # Using Heron's formula to calculate the area of the triangle\n", + " s = (self.__side1 + self.__side2 + self.__side3) / 2\n", + " return math.sqrt(s * (s - self.__side1) * (s - self.__side2) * (s - self.__side3))\n", + " \n", + " def perimeter(self):\n", + " return self.__side1 + self.__side2 + self.__side3\n", + "\n", + "# Tests for the shapes with inheritance\n", + "def test_shape_inheritance():\n", + " print(\"Testing shape inheritance: \")\n", + " \n", + " # Test Rectangle\n", + " rect = Rectangle(5, 3, 10, 20)\n", + " assert isinstance(rect, Shape), \"Rectangle should be an instance of Shape\"\n", + " assert rect.get_x() == 10, f\"X coordinate should be 10, got {rect.get_x()}\"\n", + " assert rect.get_y() == 20, f\"Y coordinate should be 20, got {rect.get_y()}\"\n", + " assert rect.area() == 15, f\"Rectangle area should be 15, got {rect.area()}\"\n", + " assert rect.perimeter() == 16, f\"Rectangle perimeter should be 16, got {rect.perimeter()}\"\n", + " \n", + " # Test Circle\n", + " circle = Circle(5, 10, 20)\n", + " assert isinstance(circle, Shape), \"Circle should be an instance of Shape\"\n", + " assert circle.get_x() == 10, f\"X coordinate should be 10, got {circle.get_x()}\"\n", + " assert circle.get_y() == 20, f\"Y coordinate should be 20, got {circle.get_y()}\"\n", + " expected_area = math.pi * 25 # π × 5²\n", + " assert abs(circle.area() - expected_area) < 1e-10, f\"Circle area should be {expected_area}, got {circle.area()}\"\n", + " \n", + " # Test Triangle\n", + " triangle = Triangle(3, 4, 5, 10, 20)\n", + " assert isinstance(triangle, Shape), \"Triangle should be an instance of Shape\"\n", + " assert triangle.get_x() == 10, f\"X coordinate should be 10, got {triangle.get_x()}\"\n", + " assert triangle.get_y() == 20, f\"Y coordinate should be 20, got {triangle.get_y()}\"\n", + " assert triangle.area() == 6, f\"Triangle area should be 6, got {triangle.area()}\"\n", + " assert triangle.perimeter() == 12, f\"Triangle perimeter should be 12, got {triangle.perimeter()}\"\n", + " \n", + " # Test: can't instantiate Shape directly -abstract class-\n", + " try:\n", + " shape = Shape(0, 0)\n", + " print(\"Error: Should not be able to instantiate Shape directly\")\n", + " except TypeError as e:\n", + " print(\"Correctly prevented direct instantiation of abstract class Shape\")\n", + " \n", + " print(\"All shape inheritance tests passed!\")\n", + "\n", + "# Run tests\n", + "test_shape_inheritance()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "7. Add a function to the object classes, including the base, that returns a list of up to 16 pairs of $x$ and $y$ points on the parameter of the object. " + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rectangle Perimeter Points: [(0, 0), (1.875, 0), (3.75, 0), (5.625, 0), (7.5, 0), (9.375, 0), (10, 1.25), (10, 3.125), (10.0, 5), (8.125, 5), (6.25, 5), (4.375, 5), (2.5, 5), (0.625, 5), (0, 3.75), (0, 1.875)]\n", + "Circle Perimeter Points: [(5.0, 0.0), (4.619397662556434, 1.913417161825449), (3.5355339059327378, 3.5355339059327373), (1.9134171618254492, 4.619397662556434), (3.061616997868383e-16, 5.0), (-1.9134171618254485, 4.619397662556434), (-3.5355339059327373, 3.5355339059327378), (-4.619397662556434, 1.9134171618254494), (-5.0, 6.123233995736766e-16), (-4.619397662556434, -1.9134171618254483), (-3.5355339059327386, -3.5355339059327373), (-1.9134171618254516, -4.619397662556432), (-9.184850993605148e-16, -5.0), (1.91341716182545, -4.619397662556433), (3.535533905932737, -3.5355339059327386), (4.619397662556432, -1.913417161825452)]\n", + "Triangle Perimeter Points: [(0.0, 0.0), (1.5, 0.0), (3.0, 0.0), (4.5, 0.0), (6.0, 0.0), (1.5, 0.0), (3.0, 0.0), (4.5, 0.0), (6.0, 0.0), (1.5, 0.0), (3.0, 0.0), (4.5, 0.0), (6.0, 0.0), (1.5, 0.0), (3.0, 0.0), (4.5, 0.0)]\n" + ] + } + ], + "source": [ + "class Rectangle(Shape):\n", + " def __init__(self, length, width, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__length = length\n", + " self.__width = width\n", + " \n", + " def get_length(self):\n", + " return self.__length\n", + " \n", + " def get_width(self):\n", + " return self.__width\n", + " \n", + " def area(self):\n", + " return self.__length * self.__width\n", + " \n", + " def perimeter(self):\n", + " return 2 * (self.__length + self.__width)\n", + "\n", + " def get_perimeter_points(self, num_points=16):\n", + " points = []\n", + " step = self.perimeter() / num_points\n", + " current_dist = 0\n", + " \n", + " for _ in range(num_points):\n", + " if current_dist < self.__length:\n", + " x = self._x + current_dist\n", + " y = self._y\n", + " elif current_dist < self.__length + self.__width:\n", + " x = self._x + self.__length\n", + " y = self._y + (current_dist - self.__length)\n", + " elif current_dist < 2 * self.__length + self.__width:\n", + " x = self._x + self.__length - (current_dist - self.__length - self.__width)\n", + " y = self._y + self.__width\n", + " else:\n", + " x = self._x\n", + " y = self._y + self.__width - (current_dist - 2 * self.__length - self.__width)\n", + " \n", + " points.append((x, y))\n", + " current_dist += step\n", + " return points\n", + "\n", + "\n", + "class Circle(Shape):\n", + " def __init__(self, radius, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__radius = radius\n", + " \n", + " def get_radius(self):\n", + " return self.__radius\n", + " \n", + " def area(self):\n", + " return math.pi * self.__radius ** 2\n", + " \n", + " def perimeter(self):\n", + " return 2 * math.pi * self.__radius\n", + "\n", + " def get_perimeter_points(self, num_points=16):\n", + " points = []\n", + " for i in range(num_points):\n", + " angle = 2 * math.pi * i / num_points\n", + " x = self._x + self.__radius * math.cos(angle)\n", + " y = self._y + self.__radius * math.sin(angle)\n", + " points.append((x, y))\n", + " return points\n", + "\n", + "\n", + "class Triangle(Shape):\n", + " def __init__(self, side1, side2, side3, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__side1 = side1\n", + " self.__side2 = side2\n", + " self.__side3 = side3\n", + "\n", + " def get_side1(self):\n", + " return self.__side1\n", + "\n", + " def get_side2(self):\n", + " return self.__side2\n", + "\n", + " def get_side3(self):\n", + " return self.__side3\n", + "\n", + " def area(self):\n", + " s = (self.__side1 + self.__side2 + self.__side3) / 2\n", + " return math.sqrt(s * (s - self.__side1) * (s - self.__side2) * (s - self.__side3))\n", + "\n", + " def perimeter(self):\n", + " return self.__side1 + self.__side2 + self.__side3\n", + " \n", + " def get_perimeter_points(self, num_points=16):\n", + " points = []\n", + " perimeter = self.perimeter()\n", + " step = perimeter / num_points\n", + " current_dist = 0\n", + " \n", + " # Calculate triangle vertex coordinates \n", + " x1, y1 = self._x, self._y\n", + " x2, y2 = self._x + self.__side1, self._y\n", + " angle = math.acos((self.__side1**2 + self.__side2**2 - self.__side3**2) / (2 * self.__side1 * self.__side2))\n", + " x3 = self._x + self.__side2 * math.cos(angle)\n", + " y3 = self._y + self.__side2 * math.sin(angle)\n", + " \n", + " edges = [(x1, y1, x2, y2, self.__side1),\n", + " (x2, y2, x3, y3, self.__side2),\n", + " (x3, y3, x1, y1, self.__side3)]\n", + " for _ in range(num_points):\n", + " for x_start, y_start, x_end, y_end, length in edges:\n", + " if current_dist < length:\n", + " ratio = current_dist / length\n", + " x = x_start + ratio * (x_end - x_start)\n", + " y = y_start + ratio * (y_end - y_start)\n", + " points.append((x, y))\n", + " current_dist += step\n", + " break\n", + " else:\n", + " current_dist -= length # Move to the next edge\n", + " \n", + " return points\n", + "\n", + "# Test cases\n", + "rectangle = Rectangle(10, 5, 0, 0)\n", + "print(\"Rectangle Perimeter Points:\", rectangle.get_perimeter_points())\n", + "\n", + "circle = Circle(5, 0, 0)\n", + "print(\"Circle Perimeter Points:\", circle.get_perimeter_points())\n", + "\n", + "triangle = Triangle(6, 8, 10, 0, 0)\n", + "print(\"Triangle Perimeter Points:\", triangle.get_perimeter_points())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "8. Add a function to the object classes, including the base, that tests if a given set of $x$ and $y$ coordinates are inside of the object. You'll have to think through how to determine if a set of coordinates are inside an object for each object type." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Testing is_point_inside functionality: \n", + "All is_point_inside tests passed!\n" + ] + } + ], + "source": [ + "import math\n", + "from abc import ABC, abstractmethod\n", + "\n", + "class Shape(ABC):\n", + " def __init__(self, x_coord, y_coord):\n", + " self._x = x_coord\n", + " self._y = y_coord\n", + " \n", + " def get_x(self):\n", + " return self._x\n", + " \n", + " def get_y(self):\n", + " return self._y\n", + " \n", + " @abstractmethod\n", + " def area(self):\n", + " pass\n", + " \n", + " @abstractmethod\n", + " def perimeter(self):\n", + " pass\n", + " \n", + " @abstractmethod\n", + " def get_perimeter_points(self, num_points=16):\n", + " pass\n", + " \n", + " @abstractmethod\n", + " def is_point_inside(self, x, y):\n", + " pass\n", + "\n", + "\n", + "class Rectangle(Shape):\n", + " def __init__(self, length, width, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__length = length\n", + " self.__width = width\n", + " \n", + " def get_length(self):\n", + " return self.__length\n", + " \n", + " def get_width(self):\n", + " return self.__width\n", + " \n", + " def area(self):\n", + " return self.__length * self.__width\n", + " \n", + " def perimeter(self):\n", + " return 2 * (self.__length + self.__width)\n", + " \n", + " def get_perimeter_points(self, num_points=16):\n", + " return [(self._x, self._y), (self._x + self.__length, self._y), \n", + " (self._x + self.__length, self._y + self.__width), (self._x, self._y + self.__width)]\n", + " \n", + " def is_point_inside(self, x, y):\n", + " return (self._x <= x <= self._x + self.__length and \n", + " self._y <= y <= self._y + self.__width)\n", + "\n", + "\n", + "class Circle(Shape):\n", + " def __init__(self, radius, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__radius = radius\n", + " \n", + " def get_radius(self):\n", + " return self.__radius\n", + " \n", + " def area(self):\n", + " return math.pi * self.__radius ** 2\n", + " \n", + " def perimeter(self):\n", + " return 2 * math.pi * self.__radius\n", + " \n", + " def get_perimeter_points(self, num_points=16):\n", + " points = []\n", + " for i in range(min(num_points, 16)):\n", + " angle = 2 * math.pi * i / min(num_points, 16)\n", + " x = self._x + self.__radius * math.cos(angle)\n", + " y = self._y + self.__radius * math.sin(angle)\n", + " points.append((x, y))\n", + " return points\n", + " \n", + " def is_point_inside(self, x, y):\n", + " # Calculate the distance from the center to the point\n", + " distance = math.sqrt((x - self._x)**2 + (y - self._y)**2)\n", + " return distance <= self.__radius\n", + "\n", + "\n", + "class Triangle(Shape):\n", + " def __init__(self, x1, y1, x2, y2, x3, y3):\n", + " super().__init__(x1, y1)\n", + " self.__x1, self.__y1 = x1, y1\n", + " self.__x2, self.__y2 = x2, y2\n", + " self.__x3, self.__y3 = x3, y3\n", + " \n", + " # Calculate side lengths\n", + " self.__side1 = self.__distance(x1, y1, x2, y2)\n", + " self.__side2 = self.__distance(x2, y2, x3, y3)\n", + " self.__side3 = self.__distance(x3, y3, x1, y1)\n", + " \n", + " def __distance(self, x1, y1, x2, y2):\n", + " return math.sqrt((x2 - x1)**2 + (y2 - y1)**2)\n", + " \n", + " def get_vertices(self):\n", + " return [(self.__x1, self.__y1), (self.__x2, self.__y2), (self.__x3, self.__y3)]\n", + " \n", + " def get_sides(self):\n", + " return [self.__side1, self.__side2, self.__side3]\n", + " \n", + " def area(self):\n", + " s = (self.__side1 + self.__side2 + self.__side3) / 2\n", + " return math.sqrt(s * (s - self.__side1) * (s - self.__side2) * (s - self.__side3))\n", + " \n", + " def perimeter(self):\n", + " return self.__side1 + self.__side2 + self.__side3\n", + " \n", + " def get_perimeter_points(self, num_points=16):\n", + " # ... (implementation omitted for brevity)\n", + " return [(self.__x1, self.__y1), (self.__x2, self.__y2), (self.__x3, self.__y3)]\n", + " \n", + " def __sign(self, p1_x, p1_y, p2_x, p2_y, p3_x, p3_y):\n", + " return (p1_x - p3_x) * (p2_y - p3_y) - (p2_x - p3_x) * (p1_y - p3_y)\n", + " \n", + " def is_point_inside(self, x, y):\n", + " # Calculate barycentric coordinates\n", + " d1 = self.__sign(x, y, self.__x1, self.__y1, self.__x2, self.__y2)\n", + " d2 = self.__sign(x, y, self.__x2, self.__y2, self.__x3, self.__y3)\n", + " d3 = self.__sign(x, y, self.__x3, self.__y3, self.__x1, self.__y1)\n", + " \n", + " has_neg = (d1 < 0) or (d2 < 0) or (d3 < 0)\n", + " has_pos = (d1 > 0) or (d2 > 0) or (d3 > 0)\n", + " \n", + " # If all signs are the same (either all positive or all negative),\n", + " # the point is inside the triangle\n", + " return not (has_neg and has_pos)\n", + "\n", + " \n", + "\n", + "# Tests for is_point_inside functionality\n", + "def test_is_point_inside():\n", + " print(\"Testing is_point_inside functionality: \")\n", + " \n", + " # Test Rectangle\n", + " rect = Rectangle(4, 3, 1, 2)\n", + " # Inside points\n", + " assert rect.is_point_inside(3, 3) is True, \"Point (3, 3) should be inside rectangle\"\n", + " assert rect.is_point_inside(1, 2) is True, \"Corner point should be inside rectangle\"\n", + " # Boundary points\n", + " assert rect.is_point_inside(3, 2) is True, \"Boundary point should be inside rectangle\"\n", + " assert rect.is_point_inside(5, 4) is True, \"Corner boundary should be inside rectangle\"\n", + " # Outside points\n", + " assert rect.is_point_inside(0, 0) is False, \"Point (0, 0) should be outside rectangle\"\n", + " assert rect.is_point_inside(6, 3) is False, \"Point (6, 3) should be outside rectangle\"\n", + " \n", + " # Test Circle\n", + " circle = Circle(2, 0, 0)\n", + " # Inside points\n", + " assert circle.is_point_inside(0, 0) is True, \"Center should be inside circle\"\n", + " assert circle.is_point_inside(1, 1) is True, \"Point (1, 1) should be inside circle\"\n", + " # Boundary points\n", + " assert circle.is_point_inside(2, 0) is True, \"Boundary point should be inside circle\"\n", + " assert circle.is_point_inside(0, -2) is True, \"Boundary point should be inside circle\"\n", + " # Outside points\n", + " assert circle.is_point_inside(3, 0) is False, \"Point (3, 0) should be outside circle\"\n", + " assert circle.is_point_inside(1.5, 1.5) is False, \"Point (1.5, 1.5) should be outside circle\"\n", + " \n", + " # Test Triangle (3-4-5 right triangle at origin)\n", + " triangle = Triangle(0, 0, 3, 0, 0, 4)\n", + " # Inside points\n", + " assert triangle.is_point_inside(1, 1) is True, \"Point (1, 1) should be inside triangle\"\n", + " # Boundary points\n", + " assert triangle.is_point_inside(0, 0) is True, \"Vertex should be inside triangle\"\n", + " assert triangle.is_point_inside(1.5, 0) is True, \"Edge point should be inside triangle\"\n", + " assert triangle.is_point_inside(0, 2) is True, \"Edge point should be inside triangle\"\n", + " # Outside points\n", + " assert triangle.is_point_inside(2, 2) is False, \"Point (2, 2) should be outside triangle\"\n", + " assert triangle.is_point_inside(-1, -1) is False, \"Point (-1, -1) should be outside triangle\"\n", + " \n", + " print(\"All is_point_inside tests passed!\")\n", + "\n", + "# Run tests\n", + "test_is_point_inside()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "9. Add a function in the base class of the object classes that returns true/false testing that the object overlaps with another object." + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Testing overlap functionality: \n", + "All overlap tests passed!\n" + ] + } + ], + "source": [ + "import math\n", + "from abc import ABC, abstractmethod\n", + "\n", + "class Shape(ABC):\n", + " def __init__(self, x_coord, y_coord):\n", + " self._x = x_coord\n", + " self._y = y_coord\n", + " \n", + " def get_x(self):\n", + " return self._x\n", + " \n", + " def get_y(self):\n", + " return self._y\n", + " \n", + " @abstractmethod\n", + " def area(self):\n", + " pass\n", + " \n", + " @abstractmethod\n", + " def perimeter(self):\n", + " pass\n", + "\n", + " @abstractmethod\n", + " def get_perimeter_points(self, num_points=16):\n", + " pass\n", + "\n", + " @abstractmethod\n", + " def is_inside(self, x, y):\n", + " pass\n", + "\n", + " @abstractmethod\n", + " def overlaps_with(self, other):\n", + " pass\n", + "\n", + "class Rectangle(Shape):\n", + " def __init__(self, length, width, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__length = length\n", + " self.__width = width\n", + " \n", + " def get_length(self):\n", + " return self.__length\n", + " \n", + " def get_width(self):\n", + " return self.__width\n", + " \n", + " def area(self):\n", + " return self.__length * self.__width\n", + " \n", + " def perimeter(self):\n", + " return 2 * (self.__length + self.__width)\n", + "\n", + " def get_perimeter_points(self, num_points=16):\n", + " points = []\n", + " step = self.perimeter() / num_points\n", + " current_dist = 0\n", + " \n", + " for _ in range(num_points):\n", + " if current_dist < self.__length:\n", + " x = self._x + current_dist\n", + " y = self._y\n", + " elif current_dist < self.__length + self.__width:\n", + " x = self._x + self.__length\n", + " y = self._y + (current_dist - self.__length)\n", + " elif current_dist < 2 * self.__length + self.__width:\n", + " x = self._x + self.__length - (current_dist - self.__length - self.__width)\n", + " y = self._y + self.__width\n", + " else:\n", + " x = self._x\n", + " y = self._y + self.__width - (current_dist - 2 * self.__length - self.__width)\n", + " \n", + " points.append((x, y))\n", + " current_dist += step\n", + " return points\n", + "\n", + " def is_inside(self, x, y):\n", + " return (self._x <= x <= self._x + self.__length and\n", + " self._y <= y <= self._y + self.__width)\n", + "\n", + " def overlaps_with(self, other):\n", + " if isinstance(other, Rectangle):\n", + " # Check for overlap with another rectangle\n", + " return not (self._x + self.__length < other.get_x() or\n", + " self._x > other.get_x() + other.get_length() or\n", + " self._y + self.__width < other.get_y() or\n", + " self._y > other.get_y() + other.get_width())\n", + " elif isinstance(other, Circle):\n", + " # Delegate to the circle's overlap method\n", + " return other.overlaps_with(self)\n", + " return False\n", + "\n", + "class Circle(Shape):\n", + " def __init__(self, radius, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__radius = radius\n", + " \n", + " def get_radius(self):\n", + " return self.__radius\n", + " \n", + " def area(self):\n", + " return math.pi * self.__radius ** 2\n", + " \n", + " def perimeter(self):\n", + " return 2 * math.pi * self.__radius\n", + "\n", + " def get_perimeter_points(self, num_points=16):\n", + " points = []\n", + " for i in range(num_points):\n", + " angle = 2 * math.pi * i / num_points\n", + " x = self._x + self.__radius * math.cos(angle)\n", + " y = self._y + self.__radius * math.sin(angle)\n", + " points.append((x, y))\n", + " return points\n", + "\n", + " def is_inside(self, x, y):\n", + " distance = math.sqrt((x - self._x) ** 2 + (y - self._y) ** 2)\n", + " return distance <= self.__radius\n", + "\n", + " def overlaps_with(self, other):\n", + " if isinstance(other, Circle):\n", + " # Calculate distance between circle centers\n", + " distance = math.sqrt((self._x - other.get_x())**2 + (self._y - other.get_y())**2)\n", + " # Circles overlap if the distance is less than the sum of their radii\n", + " return distance < (self.__radius + other.get_radius())\n", + " elif isinstance(other, Rectangle):\n", + " # Find closest point on rectangle to circle center\n", + " closest_x = max(other.get_x(), min(self._x, other.get_x() + other.get_length()))\n", + " closest_y = max(other.get_y(), min(self._y, other.get_y() + other.get_width()))\n", + " \n", + " # Calculate distance from closest point to circle center\n", + " distance = math.sqrt((self._x - closest_x)**2 + (self._y - closest_y)**2)\n", + " \n", + " # Circle and rectangle overlap if the distance is less than the radius\n", + " return distance < self.__radius\n", + " return False\n", + "\n", + "# Example of overlap test (modified to remove Triangle references)\n", + "def test_overlaps():\n", + " print(\"Testing overlap functionality: \")\n", + "\n", + " rect1 = Rectangle(10, 5, 0, 0)\n", + " rect2 = Rectangle(5, 5, 3, 3)\n", + " assert rect1.overlaps_with(rect2), \"Rectangle: Overlap test failed\"\n", + "\n", + " circle1 = Circle(5, 0, 0)\n", + " circle2 = Circle(5, 3, 3)\n", + " assert circle1.overlaps_with(circle2), \"Circle: Overlap test failed\"\n", + " \n", + " # Test circle-rectangle overlap\n", + " circle3 = Circle(3, 12, 5)\n", + " rect3 = Rectangle(8, 4, 8, 3)\n", + " assert circle3.overlaps_with(rect3), \"Circle-Rectangle: Overlap test failed\"\n", + "\n", + " print(\"All overlap tests passed!\")\n", + "\n", + "test_overlaps()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "10. Copy the `Canvas` class from lecture to in a python file creating a `paint` module. Copy your classes from above into the module and implement paint functions. Implement a `CompoundShape` class. Create a simple drawing demonstrating that all of your classes are working." + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Testing shape functionality:\n", + "All tests passed!\n" + ] + } + ], + "source": [ + "import math\n", + "from abc import ABC, abstractmethod\n", + "\n", + "class Shape(ABC):\n", + " def __init__(self, x_coord, y_coord):\n", + " self._x = x_coord\n", + " self._y = y_coord\n", + " \n", + " def get_x(self):\n", + " return self._x\n", + " \n", + " def get_y(self):\n", + " return self._y\n", + " \n", + " @abstractmethod\n", + " def area(self):\n", + " pass\n", + " \n", + " @abstractmethod\n", + " def perimeter(self):\n", + " pass\n", + "\n", + " @abstractmethod\n", + " def get_perimeter_points(self, num_points=16):\n", + " pass\n", + "\n", + " @abstractmethod\n", + " def is_inside(self, x, y):\n", + " pass\n", + "\n", + " @abstractmethod\n", + " def overlaps_with(self, other):\n", + " pass\n", + "\n", + "\n", + "class Rectangle(Shape):\n", + " def __init__(self, length, width, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__length = length\n", + " self.__width = width\n", + " \n", + " def get_length(self):\n", + " return self.__length\n", + " \n", + " def get_width(self):\n", + " return self.__width\n", + " \n", + " def area(self):\n", + " return self.__length * self.__width\n", + " \n", + " def perimeter(self):\n", + " return 2 * (self.__length + self.__width)\n", + "\n", + " def get_perimeter_points(self, num_points=16):\n", + " points = []\n", + " step = self.perimeter() / num_points\n", + " current_dist = 0\n", + " \n", + " for _ in range(num_points):\n", + " if current_dist < self.__length:\n", + " x = self._x + current_dist\n", + " y = self._y\n", + " elif current_dist < self.__length + self.__width:\n", + " x = self._x + self.__length\n", + " y = self._y + (current_dist - self.__length)\n", + " elif current_dist < 2 * self.__length + self.__width:\n", + " x = self._x + self.__length - (current_dist - self.__length - self.__width)\n", + " y = self._y + self.__width\n", + " else:\n", + " x = self._x\n", + " y = self._y + self.__width - (current_dist - 2 * self.__length - self.__width)\n", + " \n", + " points.append((x, y))\n", + " current_dist += step\n", + " return points\n", + "\n", + " def is_inside(self, x, y):\n", + " return (self._x <= x <= self._x + self.__length and\n", + " self._y <= y <= self._y + self.__width)\n", + "\n", + " def overlaps_with(self, other):\n", + " if isinstance(other, Rectangle):\n", + " # Check for overlap with another rectangle\n", + " return not (self._x + self.__length < other.get_x() or\n", + " self._x > other.get_x() + other.get_length() or\n", + " self._y + self.__width < other.get_y() or\n", + " self._y > other.get_y() + other.get_width())\n", + " elif isinstance(other, Circle):\n", + " # Delegate to the circle's overlap method\n", + " return other.overlaps_with(self)\n", + " elif isinstance(other, Triangle):\n", + " # Direct overlap check between rectangle and triangle\n", + " # Check if any of the triangle's vertices are inside the rectangle\n", + " for vertex in other.get_vertices():\n", + " if self.is_inside(vertex[0], vertex[1]):\n", + " return True\n", + " # Check if any of the rectangle's corners are inside the triangle\n", + " rect_corners = [\n", + " (self._x, self._y),\n", + " (self._x + self.__length, self._y),\n", + " (self._x + self.__length, self._y + self.__width),\n", + " (self._x, self._y + self.__width)\n", + " ]\n", + " for corner in rect_corners:\n", + " if other.is_inside(corner[0], corner[1]):\n", + " return True\n", + " # Check for edge intersections (optional, for more accuracy)\n", + " # This can be implemented if needed\n", + " return False\n", + " return False\n", + "\n", + "\n", + "class Circle(Shape):\n", + " def __init__(self, radius, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__radius = radius\n", + " \n", + " def get_radius(self):\n", + " return self.__radius\n", + " \n", + " def area(self):\n", + " return math.pi * self.__radius ** 2\n", + " \n", + " def perimeter(self):\n", + " return 2 * math.pi * self.__radius\n", + "\n", + " def get_perimeter_points(self, num_points=16):\n", + " points = []\n", + " for i in range(num_points):\n", + " angle = 2 * math.pi * i / num_points\n", + " x = self._x + self.__radius * math.cos(angle)\n", + " y = self._y + self.__radius * math.sin(angle)\n", + " points.append((x, y))\n", + " return points\n", + "\n", + " def is_inside(self, x, y):\n", + " distance = math.sqrt((x - self._x) ** 2 + (y - self._y) ** 2)\n", + " return distance <= self.__radius\n", + "\n", + " def overlaps_with(self, other):\n", + " if isinstance(other, Circle):\n", + " # Calculate distance between circle centers\n", + " distance = math.sqrt((self._x - other.get_x())**2 + (self._y - other.get_y())**2)\n", + " # Circles overlap if the distance is less than the sum of their radii\n", + " return distance < (self.__radius + other.get_radius())\n", + " elif isinstance(other, Rectangle):\n", + " # Find closest point on rectangle to circle center\n", + " closest_x = max(other.get_x(), min(self._x, other.get_x() + other.get_length()))\n", + " closest_y = max(other.get_y(), min(self._y, other.get_y() + other.get_width()))\n", + " \n", + " # Calculate distance from closest point to circle center\n", + " distance = math.sqrt((self._x - closest_x)**2 + (self._y - closest_y)**2)\n", + " \n", + " # Circle and rectangle overlap if the distance is less than the radius\n", + " return distance < self.__radius\n", + " elif isinstance(other, Triangle):\n", + " # Delegate to the triangle's overlap method\n", + " return other.overlaps_with(self)\n", + " return False\n", + "\n", + "\n", + "class Triangle(Shape):\n", + " def __init__(self, x1, y1, x2, y2, x3, y3):\n", + " super().__init__(x1, y1)\n", + " self.__x1, self.__y1 = x1, y1\n", + " self.__x2, self.__y2 = x2, y2\n", + " self.__x3, self.__y3 = x3, y3\n", + " \n", + " # Calculate side lengths\n", + " self.__side1 = self.__distance(x1, y1, x2, y2)\n", + " self.__side2 = self.__distance(x2, y2, x3, y3)\n", + " self.__side3 = self.__distance(x3, y3, x1, y1)\n", + " \n", + " def __distance(self, x1, y1, x2, y2):\n", + " return math.sqrt((x2 - x1)**2 + (y2 - y1)**2)\n", + " \n", + " def get_vertices(self):\n", + " return [(self.__x1, self.__y1), (self.__x2, self.__y2), (self.__x3, self.__y3)]\n", + " \n", + " def get_sides(self):\n", + " return [self.__side1, self.__side2, self.__side3]\n", + " \n", + " def area(self):\n", + " s = (self.__side1 + self.__side2 + self.__side3) / 2\n", + " return math.sqrt(s * (s - self.__side1) * (s - self.__side2) * (s - self.__side3))\n", + " \n", + " def perimeter(self):\n", + " return self.__side1 + self.__side2 + self.__side3\n", + " \n", + " def get_perimeter_points(self, num_points=16):\n", + " # ... (implementation omitted for brevity)\n", + " return [(self.__x1, self.__y1), (self.__x2, self.__y2), (self.__x3, self.__y3)]\n", + " \n", + " def __sign(self, p1_x, p1_y, p2_x, p2_y, p3_x, p3_y):\n", + " return (p1_x - p3_x) * (p2_y - p3_y) - (p2_x - p3_x) * (p1_y - p3_y)\n", + " \n", + " def is_inside(self, x, y):\n", + " # Calculate barycentric coordinates\n", + " d1 = self.__sign(x, y, self.__x1, self.__y1, self.__x2, self.__y2)\n", + " d2 = self.__sign(x, y, self.__x2, self.__y2, self.__x3, self.__y3)\n", + " d3 = self.__sign(x, y, self.__x3, self.__y3, self.__x1, self.__y1)\n", + " \n", + " has_neg = (d1 < 0) or (d2 < 0) or (d3 < 0)\n", + " has_pos = (d1 > 0) or (d2 > 0) or (d3 > 0)\n", + " \n", + " # If all signs are the same (either all positive or all negative),\n", + " # the point is inside the triangle\n", + " return not (has_neg and has_pos)\n", + "\n", + " def overlaps_with(self, other):\n", + " if isinstance(other, Triangle):\n", + " # Check if any vertex of one triangle is inside the other\n", + " for vertex in other.get_vertices():\n", + " if self.is_inside(vertex[0], vertex[1]):\n", + " return True\n", + " for vertex in self.get_vertices():\n", + " if other.is_inside(vertex[0], vertex[1]):\n", + " return True\n", + " return False\n", + " elif isinstance(other, Rectangle):\n", + " # Delegate to the rectangle's overlap method\n", + " return other.overlaps_with(self)\n", + " elif isinstance(other, Circle):\n", + " # Delegate to the circle's overlap method\n", + " return other.overlaps_with(self)\n", + " return False\n", + "\n", + "\n", + "# Test cases for is_inside and overlaps_with\n", + "def test_shapes():\n", + " print(\"Testing shape functionality:\")\n", + " \n", + " # Test Rectangle\n", + " rect = Rectangle(10, 5, 0, 0)\n", + " assert rect.is_inside(5, 2) is True, \"Point (5, 2) should be inside rectangle\"\n", + " assert rect.is_inside(15, 2) is False, \"Point (15, 2) should be outside rectangle\"\n", + " \n", + " # Test Circle\n", + " circle = Circle(5, 0, 0)\n", + " assert circle.is_inside(3, 4) is True, \"Point (3, 4) should be inside circle\"\n", + " assert circle.is_inside(6, 0) is False, \"Point (6, 0) should be outside circle\"\n", + " \n", + " # Test Triangle\n", + " triangle = Triangle(0, 0, 3, 0, 0, 4)\n", + " assert triangle.is_inside(1, 1) is True, \"Point (1, 1) should be inside triangle\"\n", + " assert triangle.is_inside(2, 2) is False, \"Point (2, 2) should be outside triangle\"\n", + " \n", + " # Test overlaps_with\n", + " rect2 = Rectangle(5, 5, 3, 3)\n", + " assert rect.overlaps_with(rect2) is True, \"Rectangles should overlap\"\n", + " \n", + " circle2 = Circle(5, 3, 3)\n", + " assert circle.overlaps_with(circle2) is True, \"Circles should overlap\"\n", + " \n", + " # Test Rectangle-Triangle overlap\n", + " rect3 = Rectangle(4, 4, 1, 1)\n", + " triangle2 = Triangle(2, 2, 5, 2, 2, 5)\n", + " assert rect3.overlaps_with(triangle2) is True, \"Rectangle and triangle should overlap\"\n", + " \n", + " print(\"All tests passed!\")\n", + "\n", + "# Run tests\n", + "test_shapes()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "11. Create a `RasterDrawing` class. Demonstrate that you can create a drawing made of several shapes, paint the drawing, modify the drawing, and paint it again. " + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initial Drawing:\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " *********** \n", + " * * \n", + " * * \n", + " * * \n", + " * * \n", + " *********** \n", + " \n", + " \n", + " \n", + " \n", + " ****** \n", + " * * \n", + " * * \n", + " * * \n", + " * * \n", + " * ** \n", + " * * \n", + " * * \n", + " * * \n", + " ****** \n", + " * \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "Modified Drawing:\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " *********** \n", + " * * \n", + " * * \n", + " * * \n", + " * * \n", + " *********** \n", + " \n", + " ***** \n", + " * * \n", + " * * \n", + " * * \n", + " **** \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n" + ] + } + ], + "source": [ + "import math\n", + "from abc import ABC, abstractmethod\n", + "\n", + "# Canvas class given\n", + "class Canvas:\n", + " def __init__(self, width, height):\n", + " self.width = width\n", + " self.height = height\n", + " self.data = [[' '] * width for i in range(height)]\n", + "\n", + " def set_pixel(self, row, col, char='*'):\n", + " if 0 <= row < self.height and 0 <= col < self.width:\n", + " self.data[row][col] = char\n", + "\n", + " def get_pixel(self, row, col):\n", + " return self.data[row][col]\n", + " \n", + " def clear_canvas(self):\n", + " self.data = [[' '] * self.width for i in range(self.height)]\n", + " \n", + " def v_line(self, x, y, w, **kargs):\n", + " for i in range(x, x + w):\n", + " self.set_pixel(i, y, **kargs)\n", + "\n", + " def h_line(self, x, y, h, **kargs):\n", + " for i in range(y, y + h):\n", + " self.set_pixel(x, i, **kargs)\n", + " \n", + " def line(self, x1, y1, x2, y2, **kargs):\n", + " if x2 - x1 == 0:\n", + " return\n", + " slope = (y2 - y1) / (x2 - x1)\n", + " for y in range(min(y1, y2), max(y1, y2) + 1):\n", + " x = int(x1 + (y - y1) / slope)\n", + " self.set_pixel(y, x, **kargs)\n", + " \n", + " def display(self):\n", + " print(\"\\n\".join([\"\".join(row) for row in self.data]))\n", + "\n", + "# Shape base class\n", + "class Shape(ABC):\n", + " def __init__(self, x_coord, y_coord):\n", + " self._x = x_coord\n", + " self._y = y_coord\n", + " \n", + " def get_x(self):\n", + " return self._x\n", + " \n", + " def get_y(self):\n", + " return self._y\n", + " \n", + " @abstractmethod\n", + " def area(self):\n", + " pass\n", + " \n", + " @abstractmethod\n", + " def perimeter(self):\n", + " pass\n", + "\n", + " @abstractmethod\n", + " def get_perimeter_points(self, num_points=16):\n", + " pass\n", + "\n", + " @abstractmethod\n", + " def is_inside(self, x, y):\n", + " pass\n", + " \n", + " @abstractmethod\n", + " def draw(self, canvas):\n", + " pass\n", + "\n", + "# Rectangle class\n", + "class Rectangle(Shape):\n", + " def __init__(self, length, width, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__length = length\n", + " self.__width = width\n", + " \n", + " def get_length(self):\n", + " return self.__length\n", + " \n", + " def get_width(self):\n", + " return self.__width\n", + " \n", + " def area(self):\n", + " return self.__length * self.__width\n", + " \n", + " def perimeter(self):\n", + " return 2 * (self.__length + self.__width)\n", + "\n", + " def get_perimeter_points(self, num_points=100):\n", + " points = []\n", + " step = self.perimeter() / num_points\n", + " current_dist = 0\n", + " \n", + " for _ in range(num_points):\n", + " if current_dist < self.__length:\n", + " x = self._x + current_dist\n", + " y = self._y\n", + " elif current_dist < self.__length + self.__width:\n", + " x = self._x + self.__length\n", + " y = self._y + (current_dist - self.__length)\n", + " elif current_dist < 2 * self.__length + self.__width:\n", + " x = self._x + self.__length - (current_dist - self.__length - self.__width)\n", + " y = self._y + self.__width\n", + " else:\n", + " x = self._x\n", + " y = self._y + self.__width - (current_dist - 2 * self.__length - self.__width)\n", + " \n", + " points.append((x, y))\n", + " current_dist += step\n", + " return points\n", + "\n", + " def is_inside(self, x, y):\n", + " return (self._x <= x <= self._x + self.__length and\n", + " self._y <= y <= self._y + self.__width)\n", + "\n", + " def draw(self, canvas):\n", + " points = self.get_perimeter_points()\n", + " for x, y in points:\n", + " canvas.set_pixel(int(y), int(x))\n", + "\n", + "# Circle class\n", + "class Circle(Shape):\n", + " def __init__(self, radius, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__radius = radius\n", + " \n", + " def get_radius(self):\n", + " return self.__radius\n", + " \n", + " def area(self):\n", + " return math.pi * self.__radius ** 2\n", + " \n", + " def perimeter(self):\n", + " return 2 * math.pi * self.__radius\n", + "\n", + " def get_perimeter_points(self, num_points=100):\n", + " points = []\n", + " for i in range(num_points):\n", + " angle = 2 * math.pi * i / num_points\n", + " x = self._x + self.__radius * math.cos(angle)\n", + " y = self._y + self.__radius * math.sin(angle)\n", + " points.append((x, y))\n", + " return points\n", + "\n", + " def is_inside(self, x, y):\n", + " distance = math.sqrt((x - self._x) ** 2 + (y - self._y) ** 2)\n", + " return distance <= self.__radius\n", + "\n", + " def draw(self, canvas):\n", + " points = self.get_perimeter_points()\n", + " for x, y in points:\n", + " canvas.set_pixel(int(y), int(x))\n", + "\n", + "# Triangle class\n", + "class Triangle(Shape):\n", + " def __init__(self, side1, side2, side3, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__side1 = side1\n", + " self.__side2 = side2\n", + " self.__side3 = side3\n", + "\n", + " def get_side1(self):\n", + " return self.__side1\n", + "\n", + " def get_side2(self):\n", + " return self.__side2\n", + "\n", + " def get_side3(self):\n", + " return self.__side3\n", + "\n", + " def area(self):\n", + " s = (self.__side1 + self.__side2 + self.__side3) / 2\n", + " return math.sqrt(s * (s - self.__side1) * (s - self.__side2) * (s - self.__side3))\n", + "\n", + " def perimeter(self):\n", + " return self.__side1 + self.__side2 + self.__side3\n", + " \n", + " def get_perimeter_points(self, num_points=100):\n", + " points = []\n", + " perimeter = self.perimeter()\n", + " step = perimeter / num_points\n", + " current_dist = 0\n", + "\n", + " x1, y1 = self._x, self._y\n", + " x2, y2 = self._x + self.__side1, self._y\n", + " angle = math.acos((self.__side1**2 + self.__side2**2 - self.__side3**2) / (2 * self.__side1 * self.__side2))\n", + " x3 = x1 + self.__side2 * math.cos(angle)\n", + " y3 = y1 + self.__side2 * math.sin(angle)\n", + " \n", + " edges = [(x1, y1, x2, y2, self.__side1),\n", + " (x2, y2, x3, y3, self.__side2),\n", + " (x3, y3, x1, y1, self.__side3)]\n", + " for _ in range(num_points):\n", + " for x_start, y_start, x_end, y_end, length in edges:\n", + " if current_dist < length:\n", + " ratio = current_dist / length\n", + " x = x_start + ratio * (x_end - x_start)\n", + " y = y_start + ratio * (y_end - y_start)\n", + " points.append((x, y))\n", + " current_dist += step\n", + " break\n", + " else:\n", + " current_dist -= length\n", + " \n", + " return points\n", + "\n", + " def is_inside(self, x, y):\n", + " x1, y1 = self._x, self._y\n", + " x2 = self._x + self.__side1\n", + " y2 = self._y\n", + " angle = math.acos((self.__side1**2 + self.__side2**2 - self.__side3**2) / (2 * self.__side1 * self.__side2))\n", + " x3 = x1 + self.__side2 * math.cos(angle)\n", + " y3 = y1 + self.__side2 * math.sin(angle)\n", + " \n", + " # Calculate barycentric coordinates\n", + " def sign(a, b, c):\n", + " return (a[0] - c[0]) * (b[1] - c[1]) - (b[0] - c[0]) * (a[1] - c[1])\n", + " \n", + " d1 = sign((x, y), (x1, y1), (x2, y2))\n", + " d2 = sign((x, y), (x2, y2), (x3, y3))\n", + " d3 = sign((x, y), (x3, y3), (x1, y1))\n", + " \n", + " has_neg = (d1 < 0) or (d2 < 0) or (d3 < 0)\n", + " has_pos = (d1 > 0) or (d2 > 0) or (d3 > 0)\n", + " \n", + " return not (has_neg and has_pos)\n", + "\n", + " def draw(self, canvas):\n", + " points = self.get_perimeter_points()\n", + " for x, y in points:\n", + " canvas.set_pixel(int(y), int(x))\n", + "\n", + "# RasterDrawing class\n", + "class RasterDrawing(Canvas):\n", + " def __init__(self, width, height):\n", + " super().__init__(width, height)\n", + " self.shapes = []\n", + "\n", + " def add_shape(self, shape):\n", + " self.shapes.append(shape)\n", + "\n", + " def remove_shape(self, shape):\n", + " if shape in self.shapes:\n", + " self.shapes.remove(shape)\n", + "\n", + " def paint(self):\n", + " self.clear_canvas()\n", + " for shape in self.shapes:\n", + " shape.draw(self)\n", + "\n", + "# Example usage\n", + "drawing = RasterDrawing(50, 50)\n", + "\n", + "# Add shapes to the drawing\n", + "rectangle = Rectangle(10, 5, 5, 5)\n", + "circle = Circle(5, 20, 20)\n", + "triangle = Triangle(6, 8, 10, 10, 10)\n", + "\n", + "drawing.add_shape(rectangle)\n", + "drawing.add_shape(circle)\n", + "drawing.add_shape(triangle)\n", + "\n", + "# Paint the drawing onto the canvas\n", + "print(\"Initial Drawing:\")\n", + "drawing.paint()\n", + "drawing.display()\n", + "\n", + "# Modify the drawing\n", + "drawing.remove_shape(circle)\n", + "drawing.add_shape(Rectangle(4, 4, 12, 12))\n", + "\n", + "# Paint the modified drawing\n", + "print(\"\\nModified Drawing:\")\n", + "drawing.paint()\n", + "drawing.display()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "12. Implement the ability to load/save raster drawings and demonstate that your method works. One way to implement this ability:\n", + "\n", + " * Overload `__repr__` functions of all objects to return strings of the python code that would construct the object.\n", + " \n", + " * In the save method of raster drawing class, store the representations into the file.\n", + " * Write a loader function that reads the file and uses `eval` to instantiate the object.\n", + "\n", + "For example:" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "import math\n", + "from abc import ABC, abstractmethod\n", + "\n", + "# Canvas class given\n", + "class Canvas:\n", + " def __init__(self, width, height):\n", + " self.width = width\n", + " self.height = height\n", + " self.data = [[' '] * width for i in range(height)]\n", + "\n", + " def set_pixel(self, row, col, char='*'):\n", + " if 0 <= row < self.height and 0 <= col < self.width:\n", + " self.data[row][col] = char\n", + "\n", + " def get_pixel(self, row, col):\n", + " return self.data[row][col]\n", + " \n", + " def clear_canvas(self):\n", + " self.data = [[' '] * self.width for i in range(self.height)]\n", + " \n", + " def v_line(self, x, y, w, **kargs):\n", + " for i in range(x, x + w):\n", + " self.set_pixel(i, y, **kargs)\n", + "\n", + " def h_line(self, x, y, h, **kargs):\n", + " for i in range(y, y + h):\n", + " self.set_pixel(x, i, **kargs)\n", + " \n", + " def line(self, x1, y1, x2, y2, **kargs):\n", + " if x2 - x1 == 0:\n", + " return\n", + " slope = (y2 - y1) / (x2 - x1)\n", + " for y in range(min(y1, y2), max(y1, y2) + 1):\n", + " x = int(x1 + (y - y1) / slope)\n", + " self.set_pixel(y, x, **kargs)\n", + " \n", + " def display(self):\n", + " print(\"\\n\".join([\"\".join(row) for row in self.data]))" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "# Shape base class\n", + "class Shape(ABC):\n", + " def __init__(self, x_coord, y_coord):\n", + " self._x = x_coord\n", + " self._y = y_coord\n", + " \n", + " def get_x(self):\n", + " return self._x\n", + " \n", + " def get_y(self):\n", + " return self._y\n", + " \n", + " @abstractmethod\n", + " def area(self):\n", + " pass\n", + " \n", + " @abstractmethod\n", + " def perimeter(self):\n", + " pass\n", + "\n", + " @abstractmethod\n", + " def get_perimeter_points(self, num_points=16):\n", + " pass\n", + "\n", + " @abstractmethod\n", + " def is_inside(self, x, y):\n", + " pass\n", + " \n", + " @abstractmethod\n", + " def draw(self, canvas):\n", + " pass\n", + "\n", + " @abstractmethod\n", + " def __repr__(self):\n", + " pass" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [], + "source": [ + "# Rectangle class\n", + "class Rectangle(Shape):\n", + " def __init__(self, length, width, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__length = length\n", + " self.__width = width\n", + " \n", + " def get_length(self):\n", + " return self.__length\n", + " \n", + " def get_width(self):\n", + " return self.__width\n", + " \n", + " def area(self):\n", + " return self.__length * self.__width\n", + " \n", + " def perimeter(self):\n", + " return 2 * (self.__length + self.__width)\n", + "\n", + " def get_perimeter_points(self, num_points=100):\n", + " points = []\n", + " step = self.perimeter() / num_points\n", + " current_dist = 0\n", + " \n", + " for _ in range(num_points):\n", + " if current_dist < self.__length:\n", + " x = self._x + current_dist\n", + " y = self._y\n", + " elif current_dist < self.__length + self.__width:\n", + " x = self._x + self.__length\n", + " y = self._y + (current_dist - self.__length)\n", + " elif current_dist < 2 * self.__length + self.__width:\n", + " x = self._x + self.__length - (current_dist - self.__length - self.__width)\n", + " y = self._y + self.__width\n", + " else:\n", + " x = self._x\n", + " y = self._y + self.__width - (current_dist - 2 * self.__length - self.__width)\n", + " \n", + " points.append((x, y))\n", + " current_dist += step\n", + " return points\n", + "\n", + " def is_inside(self, x, y):\n", + " return (self._x <= x <= self._x + self.__length and\n", + " self._y <= y <= self._y + self.__width)\n", + "\n", + " def draw(self, canvas):\n", + " points = self.get_perimeter_points()\n", + " for x, y in points:\n", + " canvas.set_pixel(int(y), int(x))\n", + "\n", + " def __repr__(self):\n", + " return f\"Rectangle({self.__length}, {self.__width}, {self._x}, {self._y})\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [], + "source": [ + "# Circle class\n", + "class Circle(Shape):\n", + " def __init__(self, radius, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__radius = radius\n", + " \n", + " def get_radius(self):\n", + " return self.__radius\n", + " \n", + " def area(self):\n", + " return math.pi * self.__radius ** 2\n", + " \n", + " def perimeter(self):\n", + " return 2 * math.pi * self.__radius\n", + "\n", + " def get_perimeter_points(self, num_points=100):\n", + " points = []\n", + " for i in range(num_points):\n", + " angle = 2 * math.pi * i / num_points\n", + " x = self._x + self.__radius * math.cos(angle)\n", + " y = self._y + self.__radius * math.sin(angle)\n", + " points.append((x, y))\n", + " return points\n", + "\n", + " def is_inside(self, x, y):\n", + " distance = math.sqrt((x - self._x) ** 2 + (y - self._y) ** 2)\n", + " return distance <= self.__radius\n", + "\n", + " def draw(self, canvas):\n", + " points = self.get_perimeter_points()\n", + " for x, y in points:\n", + " canvas.set_pixel(int(y), int(x))\n", + "\n", + " def __repr__(self):\n", + " return f\"Circle({self.__radius}, {self._x}, {self._y})\"" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "# Triangle class\n", + "class Triangle(Shape):\n", + " def __init__(self, side1, side2, side3, x_coord, y_coord):\n", + " super().__init__(x_coord, y_coord)\n", + " self.__side1 = side1\n", + " self.__side2 = side2\n", + " self.__side3 = side3\n", + "\n", + " def get_side1(self):\n", + " return self.__side1\n", + "\n", + " def get_side2(self):\n", + " return self.__side2\n", + "\n", + " def get_side3(self):\n", + " return self.__side3\n", + "\n", + " def area(self):\n", + " s = (self.__side1 + self.__side2 + self.__side3) / 2\n", + " return math.sqrt(s * (s - self.__side1) * (s - self.__side2) * (s - self.__side3))\n", + "\n", + " def perimeter(self):\n", + " return self.__side1 + self.__side2 + self.__side3\n", + " \n", + " def get_perimeter_points(self, num_points=100):\n", + " points = []\n", + " perimeter = self.perimeter()\n", + " step = perimeter / num_points\n", + " current_dist = 0\n", + "\n", + " x1, y1 = self._x, self._y\n", + " x2, y2 = self._x + self.__side1, self._y\n", + " angle = math.acos((self.__side1**2 + self.__side2**2 - self.__side3**2) / (2 * self.__side1 * self.__side2))\n", + " x3 = x1 + self.__side2 * math.cos(angle)\n", + " y3 = y1 + self.__side2 * math.sin(angle)\n", + " \n", + " edges = [(x1, y1, x2, y2, self.__side1),\n", + " (x2, y2, x3, y3, self.__side2),\n", + " (x3, y3, x1, y1, self.__side3)]\n", + " for _ in range(num_points):\n", + " for x_start, y_start, x_end, y_end, length in edges:\n", + " if current_dist < length:\n", + " ratio = current_dist / length\n", + " x = x_start + ratio * (x_end - x_start)\n", + " y = y_start + ratio * (y_end - y_start)\n", + " points.append((x, y))\n", + " current_dist += step\n", + " break\n", + " else:\n", + " current_dist -= length\n", + " \n", + " return points\n", + "\n", + " def is_inside(self, x, y):\n", + " x1, y1 = self._x, self._y\n", + " x2 = self._x + self.__side1\n", + " y2 = self._y\n", + " angle = math.acos((self.__side1**2 + self.__side2**2 - self.__side3**2) / (2 * self.__side1 * self.__side2))\n", + " x3 = x1 + self.__side2 * math.cos(angle)\n", + " y3 = y1 + self.__side2 * math.sin(angle)\n", + " \n", + " # Calculate barycentric coordinates\n", + " def sign(a, b, c):\n", + " return (a[0] - c[0]) * (b[1] - c[1]) - (b[0] - c[0]) * (a[1] - c[1])\n", + " \n", + " d1 = sign((x, y), (x1, y1), (x2, y2))\n", + " d2 = sign((x, y), (x2, y2), (x3, y3))\n", + " d3 = sign((x, y), (x3, y3), (x1, y1))\n", + " \n", + " has_neg = (d1 < 0) or (d2 < 0) or (d3 < 0)\n", + " has_pos = (d1 > 0) or (d2 > 0) or (d3 > 0)\n", + " \n", + " return not (has_neg and has_pos)\n", + "\n", + " def draw(self, canvas):\n", + " points = self.get_perimeter_points()\n", + " for x, y in points:\n", + " canvas.set_pixel(int(y), int(x))\n", + "\n", + " def __repr__(self):\n", + " return f\"Triangle({self.__side1}, {self.__side2}, {self.__side3}, {self._x}, {self._y})\"" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "# RasterDrawing class\n", + "class RasterDrawing(Canvas):\n", + " def __init__(self, width, height):\n", + " super().__init__(width, height)\n", + " self.shapes = []\n", + "\n", + " def add_shape(self, shape):\n", + " self.shapes.append(shape)\n", + "\n", + " def remove_shape(self, shape):\n", + " if shape in self.shapes:\n", + " self.shapes.remove(shape)\n", + "\n", + " def paint(self):\n", + " self.clear_canvas()\n", + " for shape in self.shapes:\n", + " shape.draw(self)\n", + "\n", + " def save(self, filename):\n", + " with open(filename, \"w\") as f:\n", + " for shape in self.shapes:\n", + " f.write(repr(shape) + \"\\n\")\n", + "\n", + " def __repr__(self):\n", + " return \"\\n\".join(repr(shape) for shape in self.shapes)\n", + "\n", + "# Loader function\n", + "def raster_drawing_loader(filename, width, height):\n", + " drawing = RasterDrawing(width, height)\n", + " with open(filename, \"r\") as f:\n", + " for line in f:\n", + " shape = eval(line.strip())\n", + " drawing.add_shape(shape)\n", + " return drawing\n", + "\n", + "# Example usage\n", + "drawing = RasterDrawing(50, 50)\n", + "\n", + "# Add shapes to the drawing\n", + "rectangle = Rectangle(10, 5, 5, 5)\n", + "circle = Circle(5, 20, 20)\n", + "triangle = Triangle(6, 8, 10, 10, 10)\n", + "\n", + "drawing.add_shape(rectangle)\n", + "drawing.add_shape(circle)\n", + "drawing.add_shape(triangle)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initial Drawing:\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " *********** \n", + " * * \n", + " * * \n", + " * * \n", + " * * \n", + " *********** \n", + " \n", + " \n", + " \n", + " \n", + " ****** \n", + " * * \n", + " * * \n", + " * * \n", + " * * \n", + " * ** \n", + " * * \n", + " * * \n", + " * * \n", + " ****** \n", + " * \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n", + "Loaded Drawing:\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " *********** \n", + " * * \n", + " * * \n", + " * * \n", + " * * \n", + " *********** \n", + " \n", + " \n", + " \n", + " \n", + " ****** \n", + " * * \n", + " * * \n", + " * * \n", + " * * \n", + " * ** \n", + " * * \n", + " * * \n", + " * * \n", + " ****** \n", + " * \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n" + ] + } + ], + "source": [ + "# paint the drawing onto the canvas\n", + "print(\"Initial Drawing:\")\n", + "drawing.paint()\n", + "drawing.display()\n", + "\n", + "# Save the drawing to a file\n", + "drawing.save(\"drawing.txt\")\n", + "\n", + "# Load the drawing from the file\n", + "loaded_drawing = raster_drawing_loader(\"drawing.txt\", 50, 50)\n", + "\n", + "# Paint the loaded drawing\n", + "print(\"\\nLoaded Drawing:\")\n", + "loaded_drawing.paint()\n", + "loaded_drawing.display()" + ] + } + ], + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 132af6be183a87b2900f137bd5d7b387e8149eb7 Mon Sep 17 00:00:00 2001 From: ClarissaTerrones Date: Fri, 28 Feb 2025 11:57:38 -0600 Subject: [PATCH 04/22] Added Lab 5 solution notebook --- Labs/Lab.5/Lab.5.solution.ipynb | 1510 +++++++++++++++++++++++++++++++ 1 file changed, 1510 insertions(+) create mode 100644 Labs/Lab.5/Lab.5.solution.ipynb diff --git a/Labs/Lab.5/Lab.5.solution.ipynb b/Labs/Lab.5/Lab.5.solution.ipynb new file mode 100644 index 000000000..d50366c96 --- /dev/null +++ b/Labs/Lab.5/Lab.5.solution.ipynb @@ -0,0 +1,1510 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 5\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Matrix Representation: In this lab you will be creating a simple linear algebra system. In memory, we will represent matrices as nested python lists as we have done in lecture. In the exercises below, you are required to explicitly test every feature you implement, demonstrating it works.\n", + "\n", + "1. Create a `matrix` class with the following properties:\n", + " * It can be initialized in 2 ways:\n", + " 1. with arguments `n` and `m`, the size of the matrix. A newly instanciated matrix will contain all zeros.\n", + " 2. with a list of lists of values. Note that since we are using lists of lists to implement matrices, it is possible that not all rows have the same number of columns. Test explicitly that the matrix is properly specified.\n", + " * Matrix instances `M` can be indexed with `M[i][j]` and `M[i,j]`.\n", + " * Matrix assignment works in 2 ways:\n", + " 1. If `M_1` and `M_2` are `matrix` instances `M_1=M_2` sets the values of `M_1` to those of `M_2`, if they are the same size. Error otherwise.\n", + " 2. In example above `M_2` can be a list of lists of correct size.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "class Matrix:\n", + " def __init__(self, n= None, m= None, data= None):\n", + " \"\"\"\n", + " With arguments n and m, the size of the matrix filled with zeros.\n", + " With a list of lists of values.\n", + " \"\"\"\n", + " if data is not None:\n", + " # initialize with list of lists\n", + " self.data = data\n", + " self.n= len(self.data)\n", + " if self.n == 0:\n", + " self.m = 0\n", + " else:\n", + " self.m = len(self.data[0])\n", + "\n", + " # check if all rows have the same number of columns\n", + " if not all(len(row) == self.m for row in self.data):\n", + " raise ValueError(\"All rows must have the same number of columns.\")\n", + " elif n is not None and m is not None:\n", + " if n <= 0 or m <= 0:\n", + " raise ValueError(\"Dimensions n and m must be positive integers!\")\n", + " self.n = n\n", + " self.m = m\n", + " self.data = [[0 for _ in range (m) ] for _ in range (n)]\n", + " else:\n", + " raise ValueError(\"Either (n and m) or data must be provided for Matric initiation.\")\n", + " \n", + "\n", + " def __getitem__(self, index):\n", + " \"\"\"\n", + " Matrix indexing: supports M[i][j] and M[i,j]\n", + " \"\"\"\n", + " if isinstance(index, tuple):\n", + " if len(index) != 2:\n", + " raise IndexError(\"Invalid index. Use M[i][j] or M[i, j].\")\n", + " i, j = index\n", + " return self.data[i][j]\n", + " elif isinstance(index, int):\n", + " return self.data[index]\n", + " else:\n", + " raise IndexError(\"Invalid index type.\")\n", + " \n", + " def __setitem__(self, index, value):\n", + " \"\"\"\n", + " Matrix assignment: supports M[i][j] = value and M[i,j] = value\n", + " \"\"\"\n", + " if isinstance(index, tuple):\n", + " if len(index) != 2:\n", + " raise IndexError(\"Invalid index. Use M[i][j] or M[i, j].\")\n", + " i, j = index\n", + " self.data[i][j] = value\n", + " elif isinstance(index, int):\n", + " self.data[index] = value\n", + " else:\n", + " raise IndexError(\"Invalid index type.\")\n", + " \n", + " def __eq__(self, other):\n", + " \"\"\"\n", + " Matrix equality check\n", + " \"\"\"\n", + " if isinstance(other, Matrix):\n", + " return self.n == other.n and self.m == other.m and self.data == other.data\n", + " elif isinstance(other, list):\n", + " return self.n == len(other) and self.m == len(other[0]) and self.data == other\n", + " else:\n", + " return False\n", + " \n", + " def assign(self, other):\n", + " \"\"\"\n", + " Matrix assignment: set values of self to those of other\n", + " \"\"\"\n", + " if isinstance(other, Matrix):\n", + " if self.n != other.n or self.m != other.m:\n", + " raise ValueError(\"Matrices must be the same size for assignment.\")\n", + " self.data = [row[:] for row in other.data]\n", + " elif isinstance(other, list):\n", + " if self.n != len(other) or self.m != len(other[0]):\n", + " raise ValueError(\"Matrices must be the same size for assignment.\")\n", + " self.data = [row[:] for row in other]\n", + " else:\n", + " raise TypeError(\"Invalid type for assignment!\")\n", + " \n", + " def __repr__(self):\n", + " \"\"\"\n", + " String representation of the matrix for printing\n", + " \"\"\"\n", + " return '\\n'.join([' '.join(f\"{val:4}\" for val in row) for row in self.data]) " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1 (2x3 zero matrix): \n", + " 0 0 0\n", + " 0 0 0\n" + ] + } + ], + "source": [ + "# Test 1: Initialize a 2x3 zero matrix.\n", + "M1 = Matrix(n=2, m=3)\n", + "print(\"M1 (2x3 zero matrix): \")\n", + "print(M1)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M2 (Initialize from list of lists): \n", + " 1 2 3\n", + " 4 5 6\n" + ] + } + ], + "source": [ + "# Test 2: Initialize a matrix from list of lists.\n", + "M2 = Matrix(data = [[1,2,3], [4,5,6]])\n", + "print(\"M2 (Initialize from list of lists): \")\n", + "print(M2)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Indexing\n", + "M2 [0] [1]: 5\n", + "M2 [0] [1]: 6\n" + ] + } + ], + "source": [ + "# Test 2: Indexing\n", + "M2 = Matrix(data = [[1,2,3], [4,5,6]])\n", + "print(\"Indexing\")\n", + "print(\"M2 [0] [1]:\", M2[1][1]) # output 5\n", + "print(\"M2 [0] [1]:\", M2[1][2]) # output 6" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M2 after M2[1] [2]= 45:\n", + " 1 2 45\n", + " 4 5 6\n" + ] + } + ], + "source": [ + "# Test 4 Assignment\n", + "M2[0,2] = 45\n", + "print(\"M2 after M2[1] [2]= 45:\")\n", + "print(M2)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M2 == M3: True\n" + ] + } + ], + "source": [ + "# Test 5: Matrix equality\n", + "M3 = Matrix(data=[[1, 2, 45], [4, 5, 6]])\n", + "print(\"M2 == M3:\", M2 == M3) # output True" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M4 after assignment from M2:\n", + " 1 2 45\n", + " 4 5 6\n" + ] + } + ], + "source": [ + "# Test 6: Matrix assignment\n", + "M4 = Matrix(n=2, m=3)\n", + "M4.assign(M2) # Use the public method, not the dunder method\n", + "print(\"M4 after assignment from M2:\")\n", + "print(M4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "2. Add the following methods:\n", + " * `shape()`: returns a tuple `(n,m)` of the shape of the matrix.\n", + " * `transpose()`: returns a new matrix instance which is the transpose of the matrix.\n", + " * `row(n)` and `column(n)`: that return the nth row or column of the matrix M as a new appropriately shaped matrix object.\n", + " * `to_list()`: which returns the matrix as a list of lists.\n", + " * `block(n_0,n_1,m_0,m_1)` that returns a smaller matrix located at the n_0 to n_1 columns and m_0 to m_1 rows. \n", + " * (Extra credit) Modify `__getitem__` implemented above to support slicing.\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "class Matrix:\n", + " def __init__(self, n= None, m= None, data= None):\n", + " \"\"\"\n", + " With arguments n and m, the size of the matrix filled with zeros.\n", + " With a list of lists of values.\n", + " \"\"\"\n", + " if data is not None:\n", + " # Initialize with a list of lists\n", + " self.data = data\n", + " self.n = len(self.data)\n", + " if self.n == 0:\n", + " self.m = 0\n", + " else:\n", + " self.m = len(self.data[0])\n", + " # Check if all rows have the same number of columns\n", + " if not all(len(row) == self.m for row in self.data):\n", + " raise ValueError(\"All rows must have the same number of columns.\")\n", + " elif n is not None and m is not None:\n", + " # Initialize with n and m (size of the matrix)\n", + " if n <= 0 or m <= 0:\n", + " raise ValueError(\"Dimensions n and m must be positive integers!\")\n", + " self.n = n\n", + " self.m = m\n", + " self.data = [[0 for _ in range(m)] for _ in range(n)]\n", + " else:\n", + " raise TypeError(\"Either (n and m) or data must be provided for Matrix initialization.\")\n", + " \n", + " def __getitem__(self, index):\n", + " \"\"\"\n", + " Matrix indexing: supports M[i][j], M[i,j], and slicing.\n", + " \"\"\"\n", + " if isinstance(index, tuple):\n", + " if len(index) != 2:\n", + " raise IndexError(\"Invalid index! Use M[i][j] or M[i, j].\")\n", + " i, j = index\n", + " # handle slicing\n", + " if isinstance(i, slice) or isinstance(j, slice):\n", + " # get sliced rows\n", + " rows = self.data[i]\n", + " # get sliced columns from each row\n", + " sliced_data = [row[j] for row in rows]\n", + " return Matrix(data=sliced_data)\n", + " else:\n", + " return self.data[i][j]\n", + " elif isinstance(index, int):\n", + " return self.data[index]\n", + " else:\n", + " raise IndexError(\"Invalid index type!\")\n", + " \n", + " def __setitem__(self, index, value):\n", + " \"\"\"\n", + " Matrix assignment: supports M[i][j] = value and M[i,j] = value\n", + " \"\"\"\n", + " if isinstance(index, tuple):\n", + " if len(index) != 2:\n", + " raise IndexError(\"Invalid index! Use M[i][j] or M[i, j].\")\n", + " i, j = index\n", + " self.data[i][j] = value\n", + " elif isinstance(index, int):\n", + " self.data[index] = value\n", + " else:\n", + " raise IndexError(\"Invalid index type!\")\n", + " \n", + " def __eq__(self, other):\n", + " \"\"\"\n", + " Matrix equality check\n", + " \"\"\"\n", + " if isinstance(other, Matrix):\n", + " return self.n == other.n and self.m == other.m and self.data == other.data\n", + " elif isinstance(other, list):\n", + " return self.n == len(other) and self.m == len(other[0]) and self.data == other\n", + " else:\n", + " return False\n", + " \n", + " def assign(self, other):\n", + " \"\"\"\n", + " Matrix assignment: set values of self to those of other\n", + " \"\"\"\n", + " if isinstance(other, Matrix):\n", + " if self.n != other.n or self.m != other.m:\n", + " raise ValueError(\"Matrices must be the same size for assignment.\")\n", + " self.data = [row[:] for row in other.data]\n", + " elif isinstance(other, list):\n", + " if self.n != len(other) or self.m != len(other[0]):\n", + " raise ValueError(\"Matrices must be the same size for assignment.\")\n", + " self.data = [row[:] for row in other]\n", + " else:\n", + " raise TypeError(\"Invalid type for assignment.\")\n", + " \n", + " def shape(self):\n", + " \"\"\"\n", + " Returns the shape of the matrix as a tuple (n, m).\n", + " \"\"\"\n", + " return (self.n, self.m)\n", + " \n", + " def transpose(self):\n", + " \"\"\"\n", + " Returns a new matrix that is the transpose of the current matrix.\n", + " \"\"\"\n", + " transposed_data = [[self.data[j][i] for j in range(self.n)] for i in range(self.m)]\n", + " return Matrix(data=transposed_data)\n", + " \n", + " def row(self, n):\n", + " \"\"\"\n", + " Returns the nth row of the matrix as a new matrix object.\n", + " \"\"\"\n", + " if n < 0 or n >= self.n:\n", + " raise IndexError(\"Row index out of bounds.\")\n", + " return Matrix(data=[self.data[n]])\n", + " \n", + " def column(self, n):\n", + " \"\"\"\n", + " Returns the nth column of the matrix as a new matrix object.\n", + " \"\"\"\n", + " if n < 0 or n >= self.m:\n", + " raise IndexError(\"Column index out of bounds.\")\n", + " return Matrix(data=[[self.data[i][n]] for i in range(self.n)])\n", + " \n", + " def to_list(self):\n", + " \"\"\"\n", + " Returns the matrix as a list of lists.\n", + " \"\"\"\n", + " return [row[:] for row in self.data]\n", + " \n", + " def block(self, n_0, n_1, m_0, m_1):\n", + " \"\"\"\n", + " Returns a submatrix (block) from rows n_0 to n_1 and columns m_0 to m_1.\n", + " \"\"\"\n", + " if n_0 < 0 or n_1 >= self.n or m_0 < 0 or m_1 >= self.m:\n", + " raise IndexError(\"Block indices out of bounds.\")\n", + " block_data = [row[m_0:m_1+1] for row in self.data[n_0:n_1+1]]\n", + " return Matrix(data=block_data)\n", + " \n", + " def __repr__(self):\n", + " \"\"\"\n", + " String representation of the matrix for printing\n", + " \"\"\"\n", + " return '\\n'.join([' '.join(f\"{val:4}\" for val in row) for row in self.data])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M1 (2x3 zero matrix):\n", + " 0 0 0\n", + " 0 0 0\n", + "\n", + "M2 (initialized from list of lists):\n", + " 1 2 3\n", + " 4 5 6\n", + "\n", + "M2[0][1]: 5\n", + "M2[1, 2]: 6\n", + "\n", + "M2 after M2[1, 2] = 45:\n", + " 1 2 45\n", + " 4 5 6\n", + "\n", + "M2 == M3: True\n", + "\n", + "Test 6:\n", + "Test 5:\n", + "M4 after assignment from M2:\n", + " 1 2 45\n", + " 4 5 6\n" + ] + } + ], + "source": [ + "# Test 1: Initialize a 2x3 zero matrix\n", + "M1 = Matrix(n=2, m=3)\n", + "print(\"M1 (2x3 zero matrix):\")\n", + "print(M1)\n", + "\n", + "# Test 2: Initialize a matrix from a list of lists\n", + "M2 = Matrix(data=[[1, 2, 3], [4, 5, 6]])\n", + "print(\"\\nM2 (initialized from list of lists):\")\n", + "print(M2)\n", + "\n", + "# Test 3: Indexing\n", + "print(\"\\nM2[0][1]:\", M2[1][1]) # Should print 5\n", + "print(\"M2[1, 2]:\", M2[1, 2]) # Should print 6\n", + "\n", + "# Test 4: Assignment\n", + "M2[0, 2] = 45\n", + "print(\"\\nM2 after M2[1, 2] = 45:\")\n", + "print(M2)\n", + "\n", + "# Test 5: Matrix equality\n", + "M3 = Matrix(data=[[1, 2, 45], [4, 5, 6]])\n", + "print(\"\\nM2 == M3:\", M2 == M3) # Should print True\n", + "\n", + "# Test 6: Matrix assignment\n", + "M4 = Matrix(n=2, m=3)\n", + "M4.assign(M2) # Use the public method, not the dunder method\n", + "print(\"\\nTest 6:\\nTest 5:\\nM4 after assignment from M2:\")\n", + "print(M4)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Shape of M2: (2, 3)\n" + ] + } + ], + "source": [ + "# Test 7: Shape\n", + "print(\"Shape of M2:\", M2.shape()) # output (2, 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Transpose of M2:\n", + " 1 4\n", + " 2 5\n", + " 45 6\n" + ] + } + ], + "source": [ + "# Test 8: Transpose\n", + "M5 = M2.transpose()\n", + "print(\"Transpose of M2:\")\n", + "print(M5)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Row 1 of M2:\n", + " 4 5 6\n", + "Column 2 of M2:\n", + " 45\n", + " 6\n" + ] + } + ], + "source": [ + "# Test 9: Row and Column\n", + "print(\"Row 1 of M2:\")\n", + "print(M2.row(1))\n", + "print(\"Column 2 of M2:\")\n", + "print(M2.column(2))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M2 as a list of lists:\n", + "[[1, 2, 45], [4, 5, 6]]\n" + ] + } + ], + "source": [ + "# Test 10: To List\n", + "print(\"M2 as a list of lists:\")\n", + "print(M2.to_list())" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Block of M2 from rows 0 to 1 and columns 1 to 2:\n", + " 2 45\n", + " 5 6\n" + ] + } + ], + "source": [ + "# Test 11: Block\n", + "print(\"Block of M2 from rows 0 to 1 and columns 1 to 2:\")\n", + "print(M2.block(0, 1, 1, 2))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sliced M2 (rows 0 to 1, columns 1 to 2):\n", + " 2 45\n", + " 5 6\n" + ] + } + ], + "source": [ + "# Test 12: Slicing \n", + "print(\"Sliced M2 (rows 0 to 1, columns 1 to 2):\")\n", + "print(M2[0:2, 1:3])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "3. Write functions that create special matrices (note these are standalone functions, not member functions of your `matrix` class):\n", + " * `constant(n,m,c)`: returns a `n` by `m` matrix filled with floats of value `c`.\n", + " * `zeros(n,m)` and `ones(n,m)`: return `n` by `m` matrices filled with floats of value `0` and `1`, respectively.\n", + " * `eye(n)`: returns the n by n identity matrix." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "def constant(n, m, c):\n", + " \"\"\"\n", + " Returns an n x m matrix filled with floats of value c.\n", + "\n", + " Args:\n", + " n (int): Number of rows.\n", + " m (int): Number of columns.\n", + " c (float): Constant value to fill the matrix.\n", + "\n", + " Returns:\n", + " Matrix: An n x m matrix filled with value c.\n", + "\n", + " Raises:\n", + " ValueError: If n or m are not positive integers!\n", + " \"\"\"\n", + " if n <= 0 or m <= 0:\n", + " raise ValueError(\"Dimensions n and m must be positive integers!\")\n", + " c = float(c) # Ensure c is a float\n", + " return Matrix(data=[[c for _ in range(m)] for _ in range(n)])\n", + "\n", + "def zeros(n, m):\n", + " \"\"\"\n", + " Returns an n x m matrix filled with floats of value 0.\n", + " \"\"\"\n", + " return constant(n, m, 0)\n", + "\n", + "def ones(n, m):\n", + " \"\"\"\n", + " Returns an n x m matrix filled with floats of value 1.\n", + " \"\"\"\n", + " return constant(n, m, 1)\n", + "\n", + "def eye(n):\n", + " \"\"\"\n", + " Returns the n x n identity matrix.\n", + " \"\"\"\n", + " if n <= 0:\n", + " raise ValueError(\"Dimension n must be a positive integer!\")\n", + " identity_data = [[1.0 if i == j else 0.0 for j in range(n)] for i in range(n)]\n", + " return Matrix(data=identity_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Constant Matrix (1x3, c=7.0):\n", + " 7.0 7.0 7.0\n" + ] + } + ], + "source": [ + "# Test functions\n", + "print(\"Constant Matrix (1x3, c=7.0):\")\n", + "print(constant(1, 3, 7.0))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Zeros Matrix 2x5):\n", + " 0.0 0.0 0.0 0.0 0.0\n", + " 0.0 0.0 0.0 0.0 0.0\n" + ] + } + ], + "source": [ + "print(\"Zeros Matrix 2x5):\")\n", + "print(zeros(2, 5))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ones Matrix (2x2):\n", + " 1.0 1.0\n", + " 1.0 1.0\n" + ] + } + ], + "source": [ + "print(\"Ones Matrix (2x2):\")\n", + "print(ones(2, 2))" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Identity Matrix (5x5):\n", + " 1.0 0.0 0.0 0.0 0.0\n", + " 0.0 1.0 0.0 0.0 0.0\n", + " 0.0 0.0 1.0 0.0 0.0\n", + " 0.0 0.0 0.0 1.0 0.0\n", + " 0.0 0.0 0.0 0.0 1.0\n" + ] + } + ], + "source": [ + "print(\"Identity Matrix (5x5):\")\n", + "print(eye(5))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "4. Add the following member functions to your class. Make sure to appropriately test the dimensions of the matrices to make sure the operations are correct.\n", + " * `M.scalarmul(c)`: a matrix that is scalar product $cM$, where every element of $M$ is multiplied by $c$.\n", + " * `M.add(N)`: adds two matrices $M$ and $N$. Don’t forget to test that the sizes of the matrices are compatible for this and all other operations.\n", + " * `M.sub(N)`: subtracts two matrices $M$ and $N$.\n", + " * `M.mat_mult(N)`: returns a matrix that is the matrix product of two matrices $M$ and $N$.\n", + " * `M.element_mult(N)`: returns a matrix that is the element-wise product of two matrices $M$ and $N$.\n", + " * `M.equals(N)`: returns true/false if $M==N$." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "class Matrix:\n", + " def __init__(self, n=None, m=None, data=None):\n", + " \"\"\"\n", + " Initialize a matrix in one of two ways:\n", + " 1. With arguments n and m, the size of the matrix (filled with zeros)\n", + " 2. With a list of lists of values\n", + " \"\"\"\n", + " if data is not None:\n", + " self.data = data\n", + " self.n = len(self.data)\n", + " if self.n == 0:\n", + " self.m = 0\n", + " else:\n", + " self.m = len(self.data[0])\n", + " if not all(len(row) == self.m for row in self.data):\n", + " raise ValueError(\"All rows must have the same number of columns.\")\n", + " elif n is not None and m is not None:\n", + " if n <= 0 or m <= 0:\n", + " raise ValueError(\"Dimensions n and m must be positive integers.\")\n", + " self.n = n\n", + " self.m = m\n", + " self.data = [[0 for _ in range(m)] for _ in range(n)]\n", + " else:\n", + " raise TypeError(\"Either (n and m) or data must be provided for Matrix initialization.\")\n", + " \n", + " def scalarmul(self, c):\n", + " \"\"\" Returns a new matrix that is the scalar product cM. \"\"\"\n", + " c = float(c) # Ensure c is a float\n", + " return Matrix(data=[[c * val for val in row] for row in self.data])\n", + "\n", + " def add(self, N):\n", + " \"\"\" Adds two matrices M and N. \"\"\"\n", + " if not isinstance(N, Matrix):\n", + " raise TypeError(\"Can only add a Matrix to another Matrix.\")\n", + " if self.n != N.n or self.m != N.m:\n", + " raise ValueError(\"Matrices must have the same dimensions for addition.\")\n", + " return Matrix(data=[[self.data[i][j] + N.data[i][j] for j in range(self.m)] for i in range(self.n)])\n", + "\n", + " def sub(self, N):\n", + " \"\"\" Subtracts two matrices M and N. \"\"\"\n", + " if not isinstance(N, Matrix):\n", + " raise TypeError(\"Can only subtract a Matrix from another Matrix.\")\n", + " if self.n != N.n or self.m != N.m:\n", + " raise ValueError(\"Matrices must have the same dimensions for subtraction.\")\n", + " return Matrix(data=[[self.data[i][j] - N.data[i][j] for j in range(self.m)] for i in range(self.n)])\n", + "\n", + " def mat_mult(self, N):\n", + " \"\"\" Returns a matrix that is the matrix product of M and N. \"\"\"\n", + " if not isinstance(N, Matrix):\n", + " raise TypeError(\"Can only multiply a Matrix with another Matrix.\")\n", + " if self.m != N.n:\n", + " raise ValueError(\"Number of columns in M must equal number of rows in N for matrix multiplication.\")\n", + " return Matrix(data=[[sum(self.data[i][k] * N.data[k][j] for k in range(self.m)) for j in range(N.m)] for i in range(self.n)])\n", + "\n", + " def element_mult(self, N):\n", + " \"\"\" Returns a matrix that is the element-wise product of M and N. \"\"\"\n", + " if not isinstance(N, Matrix):\n", + " raise TypeError(\"Can only perform element-wise multiplication with another Matrix.\")\n", + " if self.n != N.n or self.m != N.m:\n", + " raise ValueError(\"Matrices must have the same dimensions for element-wise multiplication.\")\n", + " return Matrix(data=[[self.data[i][j] * N.data[i][j] for j in range(self.m)] for i in range(self.n)])\n", + "\n", + " def equals(self, N):\n", + " \"\"\" Returns True if M == N, False otherwise. \"\"\"\n", + " if not isinstance(N, Matrix):\n", + " return False\n", + " return self.n == N.n and self.m == N.m and self.data == N.data\n", + "\n", + " def __repr__(self):\n", + " \"\"\" String representation of the matrix for printing. \"\"\"\n", + " return '\\n'.join([' '.join(f\"{val:4}\" for val in row) for row in self.data])" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scalar multiplication (M1 * 2):\n", + " 2.0 4.0\n", + " 6.0 8.0\n" + ] + } + ], + "source": [ + "# Testing the new functions\n", + "M1 = Matrix(data=[[1, 2], [3, 4]])\n", + "M2 = Matrix(data=[[5, 6], [7, 8]])\n", + "\n", + "print(\"Scalar multiplication (M1 * 2):\")\n", + "print(M1.scalarmul(2))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Matrix addition (M1 + M2):\n", + " 6 8\n", + " 10 12\n" + ] + } + ], + "source": [ + "print(\"Matrix addition (M1 + M2):\")\n", + "print(M1.add(M2))" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Matrix subtraction (M1 - M2):\n", + " -4 -4\n", + " -4 -4\n" + ] + } + ], + "source": [ + "print(\"Matrix subtraction (M1 - M2):\")\n", + "print(M1.sub(M2))" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Matrix multiplication (M1 * M2):\n", + " 19 22\n", + " 43 50\n" + ] + } + ], + "source": [ + "print(\"Matrix multiplication (M1 * M2):\")\n", + "print(M1.mat_mult(M2))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Element-wise multiplication (M1 * M2):\n", + " 5 12\n", + " 21 32\n" + ] + } + ], + "source": [ + "print(\"Element-wise multiplication (M1 * M2):\")\n", + "print(M1.element_mult(M2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "5. Overload python operators to appropriately use your functions in 4 and allow expressions like:\n", + " * 2*M\n", + " * M*2\n", + " * M+N\n", + " * M-N\n", + " * M*N\n", + " * M==N\n", + " * M=N\n" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [], + "source": [ + "class Matrix:\n", + " def __init__(self, n=None, m=None, data=None):\n", + " if data is not None:\n", + " self.data = data\n", + " self.n = len(self.data)\n", + " if self.n == 0:\n", + " self.m = 0\n", + " else:\n", + " self.m = len(self.data[0])\n", + " if not all(len(row) == self.m for row in self.data):\n", + " raise ValueError(\"All rows must have the same number of columns!\")\n", + " elif n is not None and m is not None:\n", + " if n <= 0 or m <= 0:\n", + " raise ValueError(\"Dimensions n and m must be positive integers!\")\n", + " self.n = n\n", + " self.m = m\n", + " self.data = [[0 for _ in range(m)] for _ in range(n)]\n", + " else:\n", + " raise TypeError(\"Either (n and m) or data must be provided for Matrix initialization.\")\n", + " \n", + " def scalarmul(self, c):\n", + " \"\"\" Returns a new matrix that is the scalar product cM. \"\"\"\n", + " c = float(c) # Ensure c is a float\n", + " return Matrix(data=[[c * val for val in row] for row in self.data])\n", + "\n", + " def add(self, N):\n", + " \"\"\" Adds two matrices M and N. \"\"\"\n", + " if not isinstance(N, Matrix) or self.n != N.n or self.m != N.m:\n", + " raise ValueError(\"Matrices must have the same dimensions for addition.\")\n", + " return Matrix(data=[[self.data[i][j] + N.data[i][j] for j in range(self.m)] for i in range(self.n)])\n", + "\n", + " def sub(self, N):\n", + " \"\"\" Subtracts two matrices M and N. \"\"\"\n", + " if not isinstance(N, Matrix) or self.n != N.n or self.m != N.m:\n", + " raise ValueError(\"Matrices must have the same dimensions for subtraction.\")\n", + " return Matrix(data=[[self.data[i][j] - N.data[i][j] for j in range(self.m)] for i in range(self.n)])\n", + "\n", + " def mat_mult(self, N):\n", + " \"\"\" Returns a matrix that is the matrix product of M and N. \"\"\"\n", + " if not isinstance(N, Matrix) or self.m != N.n:\n", + " raise ValueError(\"Number of columns in M must equal number of rows in N for matrix multiplication.\")\n", + " return Matrix(data=[[sum(self.data[i][k] * N.data[k][j] for k in range(self.m)) for j in range(N.m)] for i in range(self.n)])\n", + "\n", + " def element_mult(self, N):\n", + " \"\"\" Returns a matrix that is the element-wise product of M and N. \"\"\"\n", + " if not isinstance(N, Matrix) or self.n != N.n or self.m != N.m:\n", + " raise ValueError(\"Matrices must have the same dimensions for element-wise multiplication.\")\n", + " return Matrix(data=[[self.data[i][j] * N.data[i][j] for j in range(self.m)] for i in range(self.n)])\n", + "\n", + " def equals(self, N):\n", + " \"\"\" Returns True if M == N, False otherwise \"\"\"\n", + " return isinstance(N, Matrix) and self.n == N.n and self.m == N.m and self.data == N.data\n", + "\n", + " def __repr__(self):\n", + " \"\"\" Improved string representation of the matrix for cleaner printing \"\"\"\n", + " return '\\n'.join([' '.join(map(str, row)) for row in self.data])\n", + "\n", + " # Operator Overloading\n", + " def __mul__(self, other):\n", + " \"\"\"\n", + " Overloads the * operator for:\n", + " - Scalar multiplication (M * c or c * M)\n", + " - Matrix multiplication (M * N)\n", + " - Element-wise multiplication (if matrices have the same size)\n", + " \"\"\"\n", + " if isinstance(other, (int, float)):\n", + " return self.scalarmul(other)\n", + " elif isinstance(other, Matrix):\n", + " if self.n == other.n and self.m == other.m:\n", + " return self.element_mult(other) # Element-wise multiplication\n", + " else:\n", + " return self.mat_mult(other) # Matrix multiplication\n", + " else:\n", + " raise TypeError(\"Unsupported operand type for *.\")\n", + "\n", + " def __rmul__(self, other):\n", + " \"\"\"\n", + " Overloads the * operator for scalar multiplication when the scalar is on the left (c * M).\n", + " \"\"\"\n", + " if isinstance(other, (int, float)):\n", + " return self.scalarmul(other)\n", + " else:\n", + " raise TypeError(\"Unsupported operand type for *.\")\n", + "\n", + " def __add__(self, other):\n", + " \"\"\"\n", + " Overloads the + operator for matrix addition (M + N).\n", + " \"\"\"\n", + " if isinstance(other, Matrix):\n", + " return self.add(other)\n", + " else:\n", + " raise TypeError(\"Unsupported operand type for +.\")\n", + "\n", + " def __sub__(self, other):\n", + " \"\"\"\n", + " Overloads the - operator for matrix subtraction (M - N).\n", + " \"\"\"\n", + " if isinstance(other, Matrix):\n", + " return self.sub(other)\n", + " else:\n", + " raise TypeError(\"Unsupported operand type for -.\")\n", + "\n", + " def __eq__(self, other):\n", + " \"\"\"\n", + " Overloads the == operator for matrix equality (M == N).\n", + " \"\"\"\n", + " return self.equals(other)\n", + "\n", + " def __ne__(self, other):\n", + " \"\"\"\n", + " Overloads the != operator for matrix inequality (M != N).\n", + " \"\"\"\n", + " return not self.__eq__(other)" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scalar multiplication (2 * M1):\n", + "2.0 4.0\n", + "6.0 8.0\n", + "\n", + "Scalar multiplication (M1 * 2):\n", + "2.0 4.0\n", + "6.0 8.0\n" + ] + } + ], + "source": [ + "# Testing Matrix class\n", + "M1 = Matrix(data=[[1, 2], [3, 4]])\n", + "M2 = Matrix(data=[[5, 6], [7, 8]])\n", + "\n", + "# Scalar multiplication\n", + "print(\"Scalar multiplication (2 * M1):\")\n", + "print(2 * M1)\n", + "\n", + "print(\"\\nScalar multiplication (M1 * 2):\")\n", + "print(M1 * 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Matrix addition (M1 + M2):\n", + "6 8\n", + "10 12\n" + ] + } + ], + "source": [ + "# Matrix addition\n", + "print(\"Matrix addition (M1 + M2):\")\n", + "print(M1 + M2)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Matrix subtraction (M1 - M2):\n", + "-4 -4\n", + "-4 -4\n" + ] + } + ], + "source": [ + "# Matrix subtraction\n", + "print(\"Matrix subtraction (M1 - M2):\")\n", + "print(M1 - M2)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Matrix multiplication (M1 * M2):\n", + "5 12\n", + "21 32\n" + ] + } + ], + "source": [ + "# Matrix multiplication\n", + "print(\"Matrix multiplication (M1 * M2):\")\n", + "print(M1 * M2)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Element-wise multiplication (M1 * M2):\n", + "5 12\n", + "21 32\n" + ] + } + ], + "source": [ + "# Element-wise multiplication (Hadamard product)\n", + "print(\"Element-wise multiplication (M1 * M2):\")\n", + "print(M1 * M2)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Matrix equality (M1 == M2): False\n", + "Matrix equality (M1 == M1): True\n" + ] + } + ], + "source": [ + "# Matrix equality\n", + "print(\"Matrix equality (M1 == M2):\", M1 == M2)\n", + "print(\"Matrix equality (M1 == M1):\", M1 == M1)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Matrix inequality (M1 != M2): True\n", + "Matrix inequality (M1 != M1): False\n" + ] + } + ], + "source": [ + "# Matrix inequality\n", + "print(\"Matrix inequality (M1 != M2):\", M1 != M2)\n", + "print(\"Matrix inequality (M1 != M1):\", M1 != M1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "6. Demonstrate the basic properties of matrices with your matrix class by creating two 2 by 2 example matrices using your Matrix class and illustrating the following:\n", + "\n", + "$$\n", + "(AB)C=A(BC)\n", + "$$\n", + "$$\n", + "A(B+C)=AB+AC\n", + "$$\n", + "$$\n", + "AB\\neq BA\n", + "$$\n", + "$$\n", + "AI=A\n", + "$$" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def __mul__(self, other):\n", + " \"\"\"\n", + " Matrix multiplication: A * B\n", + " \"\"\"\n", + " if not isinstance(other, Matrix):\n", + " raise TypeError(\"Matrix multiplication requires another Matrix\")\n", + " \n", + " if self.m != other.n:\n", + " raise ValueError(f\"Matrix dimensions don't match for multiplication: ({self.n},{self.m}) and ({other.n},{other.m})\")\n", + " \n", + " # Initialize the result matrix\n", + " result = [[0.0 for _ in range(other.m)] for _ in range(self.n)]\n", + " \n", + " # perform matrix multiplication\n", + " for i in range(self.n):\n", + " for j in range(other.m):\n", + " for k in range(self.m):\n", + " result[i][j] += self.data[i][k] * other.data[k][j]\n", + " \n", + " return Matrix(data=result)\n", + "\n", + "def __add__(self, other):\n", + " \"\"\"\n", + " Matrix addition: A + B\n", + " \"\"\"\n", + " if not isinstance(other, Matrix):\n", + " raise TypeError(\"Matrix addition requires another Matrix\")\n", + " \n", + " if self.n != other.n or self.m != other.m:\n", + " raise ValueError(f\"Matrix dimensions don't match for addition: ({self.n},{self.m}) and ({other.n},{other.m})\")\n", + " \n", + " # Initialize the result matrix\n", + " result = [[self.data[i][j] + other.data[i][j] for j in range(self.m)] for i in range(self.n)]\n", + " \n", + " return Matrix(data=result)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Matrix A:\n", + "1 2\n", + "3 4\n", + "\n", + "Matrix B:\n", + "5 6\n", + "7 8\n", + "\n", + "Matrix C:\n", + "9 10\n", + "11 12\n", + "\n", + "Identity Matrix I:\n", + "1.0 0.0\n", + "0.0 1.0\n" + ] + } + ], + "source": [ + "# Create example matrices A, B, and C\n", + "A = Matrix(data=[[1, 2], [3, 4]])\n", + "B = Matrix(data=[[5, 6], [7, 8]])\n", + "C = Matrix(data=[[9, 10], [11, 12]])\n", + "\n", + "# Identity matrix\n", + "I = eye(2) # Using previously defined eye function\n", + "\n", + "print(\"Matrix A:\")\n", + "print(A)\n", + "print(\"\\nMatrix B:\")\n", + "print(B)\n", + "print(\"\\nMatrix C:\")\n", + "print(C)\n", + "print(\"\\nIdentity Matrix I:\")\n", + "print(I)" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Property 1: Associativity of Matrix Multiplication\n", + "(AB)C:\n", + "45 120\n", + "231 384\n", + "\n", + "A(BC):\n", + "45 120\n", + "231 384\n", + "\n", + "Are (AB)C and A(BC) equal? True\n" + ] + } + ], + "source": [ + "# Property 1: Associativity of Matrix Multiplication (AB)C = A(BC)\n", + "AB = A * B\n", + "AB_C = AB * C\n", + "BC = B * C\n", + "A_BC = A * BC\n", + "\n", + "print(\"\\nProperty 1: Associativity of Matrix Multiplication\")\n", + "print(\"(AB)C:\")\n", + "print(AB_C)\n", + "print(\"\\nA(BC):\")\n", + "print(A_BC)\n", + "print(\"\\nAre (AB)C and A(BC) equal?\", AB_C == A_BC)" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Property 2: Distributivity of Matrix Multiplication over Addition\n", + "A(B + C):\n", + "14 32\n", + "54 80\n", + "\n", + "AB + AC:\n", + "14 32\n", + "54 80\n", + "\n", + "Are A(B + C) and AB + AC equal? True\n" + ] + } + ], + "source": [ + "# Property 2: Distributivity of Matrix Multiplication over Addition A(B + C) = AB + AC\n", + "B_plus_C = B + C\n", + "A_B_plus_C = A * B_plus_C\n", + "AB = A * B\n", + "AC = A * C\n", + "AB_plus_AC = AB + AC\n", + "\n", + "print(\"Property 2: Distributivity of Matrix Multiplication over Addition\")\n", + "print(\"A(B + C):\")\n", + "print(A_B_plus_C)\n", + "print(\"\\nAB + AC:\")\n", + "print(AB_plus_AC)\n", + "print(\"\\nAre A(B + C) and AB + AC equal?\", A_B_plus_C == AB_plus_AC)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Property 3: Non-Commutativity of Matrix Multiplication\n", + "AB:\n", + "5 12\n", + "21 32\n", + "\n", + "BA:\n", + "5 12\n", + "21 32\n", + "\n", + "Are AB and BA equal? True\n" + ] + } + ], + "source": [ + "# Property 3: Non-Commutativity of Matrix Multiplication AB ≠ BA\n", + "AB = A * B\n", + "BA = B * A\n", + "\n", + "print(\"Property 3: Non-Commutativity of Matrix Multiplication\")\n", + "print(\"AB:\")\n", + "print(AB)\n", + "print(\"\\nBA:\")\n", + "print(BA)\n", + "print(\"\\nAre AB and BA equal?\", AB == BA)" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Property 4: Identity Matrix Property\n", + "AI:\n", + "1.0 0.0\n", + "0.0 4.0\n", + "\n", + "A:\n", + "1 2\n", + "3 4\n", + "\n", + "Are AI and A equal? False\n" + ] + } + ], + "source": [ + "# Property 4: Identity Matrix Property AI = A\n", + "AI = A * I\n", + "\n", + "print(\"Property 4: Identity Matrix Property\")\n", + "print(\"AI:\")\n", + "print(AI)\n", + "print(\"\\nA:\")\n", + "print(A)\n", + "print(\"\\nAre AI and A equal?\", AI == A)" + ] + } + ], + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 5d4a39cf0f6e9b587b307646a896d7387b274006 Mon Sep 17 00:00:00 2001 From: ClarissaTerrones Date: Thu, 10 Apr 2025 20:49:40 -0500 Subject: [PATCH 05/22] Fix nested Git repository issue --- DATA3402.Spring.2025 | 1 + Labs/Lab.3/Lab.3.ipynb | 4 +- Labs/Lab.6/Lab.6.ipynb | 202 +- Labs/Lab.7/Lab.7.ipynb | 2431 ++++++++++++++--- .../Lecture.16.Lab.6.Solution.ipynb | 102 +- Lectures/Lecture.16/Lecture.16.ipynb | 2 +- 6 files changed, 2367 insertions(+), 375 deletions(-) create mode 160000 DATA3402.Spring.2025 diff --git a/DATA3402.Spring.2025 b/DATA3402.Spring.2025 new file mode 160000 index 000000000..132af6be1 --- /dev/null +++ b/DATA3402.Spring.2025 @@ -0,0 +1 @@ +Subproject commit 132af6be183a87b2900f137bd5d7b387e8149eb7 diff --git a/Labs/Lab.3/Lab.3.ipynb b/Labs/Lab.3/Lab.3.ipynb index 887498653..0b272e286 100644 --- a/Labs/Lab.3/Lab.3.ipynb +++ b/Labs/Lab.3/Lab.3.ipynb @@ -570,9 +570,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.6" + "version": "3.10.12" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/Labs/Lab.6/Lab.6.ipynb b/Labs/Lab.6/Lab.6.ipynb index ca86358e1..ae9e81674 100755 --- a/Labs/Lab.6/Lab.6.ipynb +++ b/Labs/Lab.6/Lab.6.ipynb @@ -29,6 +29,129 @@ "1. Begin by creating a classes to represent cards and decks. The deck should support more than one 52-card set. The deck should allow you to shuffle and draw cards. Include a \"plastic\" card, placed randomly in the deck. Later, when the plastic card is dealt, shuffle the cards before the next deal." ] }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import random\n", + "\n", + "class Base:\n", + " # Logging levels\n", + " SILENT = 6\n", + " DEBUG = 1\n", + " INFO = 2\n", + " WARNING = 3\n", + " ERROR = 4\n", + " CRITICAL = 5\n", + " \n", + " def __init__(self, level=INFO):\n", + " self.level = level\n", + " \n", + " def message(self, level, *args):\n", + " if level >= self.level:\n", + " print(*args)\n", + "\n", + "class Card(Base):\n", + " __suits = [\"Clubs\", \"Diamonds\", \"Hearts\", \"Spades\", \"ShuffleCard\"]\n", + " __values = list(range(2, 11)) + [\"Jack\", \"Queen\", \"King\", \"Ace\"]\n", + "\n", + " def __init__(self, suit, value=None):\n", + " Base.__init__(self)\n", + " self.__suit = suit if suit in self.__suits else None\n", + " self.__value = value if value in self.__values or suit == \"ShuffleCard\" else None\n", + " \n", + " if self.__suit is None:\n", + " self.message(self.ERROR, \"Error, bad suit:\", suit)\n", + "\n", + " if self.__value is None and self.__suit != \"ShuffleCard\":\n", + " self.message(self.ERROR, \"Error, bad value:\", value)\n", + "\n", + " def value(self):\n", + " return self.__value\n", + " \n", + " def suit(self):\n", + " return self.__suit\n", + " \n", + " def numerical_value(self):\n", + " # Special Handling of aces - they can be 1 or 11\n", + " # Here we return 1, and handle the Ace as 11 in the hand evaluation\n", + " if self.__value == \"Ace\":\n", + " return 1\n", + " elif self.__value in [\"Jack\", \"Queen\", \"King\"]:\n", + " return 10\n", + " else:\n", + " return self.__value\n", + " \n", + " def count_value(self):\n", + " \"\"\"Return the card counting value based on Hi-Lo strategy\"\"\"\n", + " if self.__suit == \"ShuffleCard\":\n", + " return 0\n", + " if isinstance(self.__value, int) and 2 <= self.__value <= 6:\n", + " return 1 # Low cards increase the count\n", + " elif isinstance(self.__value, int) and 7 <= self.__value <= 9:\n", + " return 0 # Neutral cards don't affect the count\n", + " else: # 10, J, Q, K, A are high cards\n", + " return -1 # High cards decrease the count\n", + " \n", + " def shuffle_card(self):\n", + " return self.__suit == \"ShuffleCard\"\n", + "\n", + " def __str__(self):\n", + " if self.shuffle_card():\n", + " return \"Shuffle Card\"\n", + " else:\n", + " return str(self.__value) + \" of \" + self.__suit\n", + "\n", + " __repr__ = __str__\n", + "\n", + "class Deck(Base):\n", + " __suits = [\"Clubs\", \"Diamonds\", \"Hearts\", \"Spades\"]\n", + " __values = list(range(2, 11)) + [\"Jack\", \"Queen\", \"King\", \"Ace\"]\n", + "\n", + " def __init__(self, n_decks=6):\n", + " Base.__init__(self)\n", + " self.__n_decks = n_decks\n", + " self.__cards = []\n", + " self.reset()\n", + " \n", + " def reset(self):\n", + " \"\"\"Reset the deck with new cards and shuffle card\"\"\"\n", + " self.__cards = []\n", + " for _ in range(self.__n_decks):\n", + " self.__cards.extend(self.__make_deck())\n", + " \n", + " # Add shuffle card at random position in the last quarter of the deck\n", + " # This simulates a \"cut card\" or \"plastic card\" in casino play\n", + " deck_size = len(self.__cards)\n", + " position = random.randint(int(deck_size * 0.75), deck_size - 1)\n", + " self.__cards.insert(position, Card(\"ShuffleCard\"))\n", + " \n", + " def __make_deck(self):\n", + " deck = []\n", + " for suit in self.__suits:\n", + " for value in self.__values:\n", + " deck.append(Card(suit, value))\n", + " return deck\n", + " \n", + " def shuffle(self):\n", + " random.shuffle(self.__cards)\n", + " \n", + " def deal(self):\n", + " if len(self.__cards) > 0:\n", + " return self.__cards.pop()\n", + " else:\n", + " # If we run out of cards, reset and shuffle the deck\n", + " self.reset()\n", + " self.shuffle()\n", + " self.message(self.INFO, \"Deck has been reset and shuffled\")\n", + " return self.__cards.pop()\n", + " \n", + " def cards_remaining(self):\n", + " return len(self.__cards)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -43,6 +166,13 @@ "3. Begin with implementing the skeleton (ie define data members and methods/functions, but do not code the logic) of the classes in your UML diagram." ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -50,6 +180,13 @@ "4. Complete the implementation by coding the logic of all functions. For now, just implement the dealer player and human player." ] }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -57,6 +194,13 @@ "5. Test. Demonstrate game play. For example, create a game of several dealer players and show that the game is functional through several rounds." ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -71,6 +215,13 @@ " * Hit if sum is very negative, stay if sum is very positive. Select a threshold for hit/stay, e.g. 0 or -2. " ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -78,6 +229,27 @@ "7. Create a test scenario where one player, using the above strategy, is playing with a dealer and 3 other players that follow the dealer's strategy. Each player starts with same number of chips. Play 50 rounds (or until the strategy player is out of money). Compute the strategy player's winnings. You may remove unnecessary printouts from your code (perhaps implement a verbose/quiet mode) to reduce the output." ] }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Card Counter is out of chips!\n", + "\n", + "Final chip counts:\n", + "Card Counter: 0 chips\n", + "Computer Player 1: 0 chips\n", + "Computer Player 2: 0 chips\n", + "Computer Player 3: 0 chips\n" + ] + } + ], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -85,6 +257,13 @@ "8. Create a loop that runs 100 games of 50 rounds, as setup in previous question, and store the strategy player's chips at the end of the game (aka \"winnings\") in a list. Histogram the winnings. What is the average winnings per round? What is the standard deviation. What is the probabilty of net winning or lossing after 50 rounds?\n" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -92,12 +271,33 @@ "9. Repeat previous questions scanning the value of the threshold. Try at least 5 different threshold values. Can you find an optimal value?" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "10. Create a new strategy based on web searches or your own ideas. Demonstrate that the new strategy will result in increased or decreased winnings. " ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -116,7 +316,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.6" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/Labs/Lab.7/Lab.7.ipynb b/Labs/Lab.7/Lab.7.ipynb index a77b220ad..97206eb49 100644 --- a/Labs/Lab.7/Lab.7.ipynb +++ b/Labs/Lab.7/Lab.7.ipynb @@ -11,7 +11,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, "source": [ "## Exercise 1: Reading\n", "\n", @@ -55,25 +57,35 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " % Total % Received % Xferd Average Speed Time Time Time Current\n", - " Dload Upload Total Spent Left Speed\n", - "100 879M 0 879M 0 0 8322k 0 --:--:-- 0:01:48 --:--:-- 6914k-- 0:00:04 --:--:-- 28.0M 0 --:--:-- 0:00:36 --:--:-- 8380k- 0:01:02 --:--:-- 3841k 9488k 0 --:--:-- 0:01:03 --:--:-- 3333k--:--:-- 0:01:08 --:--:-- 4464kk 0 --:--:-- 0:01:22 --:--:-- 6746k 0 --:--:-- 0:01:30 --:--:-- 10.0M-:--:-- 0:01:31 --:--:-- 9675k01:40 --:--:-- 5977k\n" + "--2025-04-01 16:38:25-- http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz\n", + "Resolving archive.ics.uci.edu (archive.ics.uci.edu)... 128.195.10.252\n", + "connected. to archive.ics.uci.edu (archive.ics.uci.edu)|128.195.10.252|:80... \n", + "200 OKequest sent, awaiting response... \n", + "Length: unspecified\n", + "Saving to: ‘SUSY.csv.gz’\n", + "\n", + "SUSY.csv.gz [ <=> ] 879.65M 2.85MB/s in 6m 23s \n", + "\n", + "2025-04-01 16:44:48 (2.30 MB/s) - ‘SUSY.csv.gz’ saved [922377711]\n", + "\n" ] } ], "source": [ - "!curl http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz > SUSY.csv.gz" + "!wget http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -82,16 +94,26 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], + "execution_count": 171, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "gzip: SUSY.csv.gz: No such file or directory\n" + ] + } + ], "source": [ "!gunzip SUSY.csv.gz" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 172, "metadata": { "scrolled": true }, @@ -100,11 +122,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "total 5148104\r\n", - "-rw-r--r--@ 1 afarbin staff 389K Oct 18 13:44 Lab.7.ipynb\r\n", - "-rw-r--r--@ 1 afarbin staff 5.8M Oct 18 12:45 Lab.7.pdf\r\n", - "-rw-r--r--@ 1 afarbin staff 228M Oct 18 12:39 SUSY-small.csv\r\n", - "-rw-r--r-- 1 afarbin staff 2.2G Oct 18 13:43 SUSY.csv\r\n" + "total 2.5G\n", + "-rw-r--r-- 1 cterrones cterrones 962K Apr 3 00:32 Lab.7.ipynb\n", + "-rw-r--r-- 1 cterrones cterrones 5.9M Mar 19 11:17 Lab.7.pdf\n", + "-rw-r--r-- 1 cterrones cterrones 228M Apr 3 00:31 SUSY-small.csv\n", + "-rw-r--r-- 1 cterrones cterrones 2.3G Apr 1 16:44 SUSY.csv\n" ] } ], @@ -121,18 +143,20 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, + "execution_count": 1, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.000000000000000000e+00,9.728614687919616699e-01,6.538545489311218262e-01,1.176224589347839355e+00,1.157156467437744141e+00,-1.739873170852661133e+00,-8.743090629577636719e-01,5.677649974822998047e-01,-1.750000417232513428e-01,8.100607395172119141e-01,-2.525521218776702881e-01,1.921887040138244629e+00,8.896374106407165527e-01,4.107718467712402344e-01,1.145620822906494141e+00,1.932632088661193848e+00,9.944640994071960449e-01,1.367815494537353516e+00,4.071449860930442810e-02\r\n", - "1.000000000000000000e+00,1.667973041534423828e+00,6.419061869382858276e-02,-1.225171446800231934e+00,5.061022043228149414e-01,-3.389389812946319580e-01,1.672542810440063477e+00,3.475464344024658203e+00,-1.219136357307434082e+00,1.295456290245056152e-02,3.775173664093017578e+00,1.045977115631103516e+00,5.680512785911560059e-01,4.819284379482269287e-01,0.000000000000000000e+00,4.484102725982666016e-01,2.053557634353637695e-01,1.321893453598022461e+00,3.775840103626251221e-01\r\n", - "1.000000000000000000e+00,4.448399245738983154e-01,-1.342980116605758667e-01,-7.099716067314147949e-01,4.517189264297485352e-01,-1.613871216773986816e+00,-7.686609029769897461e-01,1.219918131828308105e+00,5.040258169174194336e-01,1.831247568130493164e+00,-4.313853085041046143e-01,5.262832045555114746e-01,9.415140151977539062e-01,1.587535023689270020e+00,2.024308204650878906e+00,6.034975647926330566e-01,1.562373995780944824e+00,1.135454416275024414e+00,1.809100061655044556e-01\r\n", - "1.000000000000000000e+00,3.812560737133026123e-01,-9.761453866958618164e-01,6.931523084640502930e-01,4.489588439464569092e-01,8.917528986930847168e-01,-6.773284673690795898e-01,2.033060073852539062e+00,1.533040523529052734e+00,3.046259880065917969e+00,-1.005284786224365234e+00,5.693860650062561035e-01,1.015211343765258789e+00,1.582216739654541016e+00,1.551914215087890625e+00,7.612152099609375000e-01,1.715463757514953613e+00,1.492256760597229004e+00,9.071890264749526978e-02\r\n", - "1.000000000000000000e+00,1.309996485710144043e+00,-6.900894641876220703e-01,-6.762592792510986328e-01,1.589282631874084473e+00,-6.933256387710571289e-01,6.229069828987121582e-01,1.087561845779418945e+00,-3.817416727542877197e-01,5.892043709754943848e-01,1.365478992462158203e+00,1.179295063018798828e+00,9.682182073593139648e-01,7.285631299018859863e-01,0.000000000000000000e+00,1.083157896995544434e+00,4.342924803495407104e-02,1.154853701591491699e+00,9.485860168933868408e-02\r\n" + "0.000000000000000000e+00,9.728614687919616699e-01,6.538545489311218262e-01,1.176224589347839355e+00,1.157156467437744141e+00,-1.739873170852661133e+00,-8.743090629577636719e-01,5.677649974822998047e-01,-1.750000417232513428e-01,8.100607395172119141e-01,-2.525521218776702881e-01,1.921887040138244629e+00,8.896374106407165527e-01,4.107718467712402344e-01,1.145620822906494141e+00,1.932632088661193848e+00,9.944640994071960449e-01,1.367815494537353516e+00,4.071449860930442810e-02\n", + "1.000000000000000000e+00,1.667973041534423828e+00,6.419061869382858276e-02,-1.225171446800231934e+00,5.061022043228149414e-01,-3.389389812946319580e-01,1.672542810440063477e+00,3.475464344024658203e+00,-1.219136357307434082e+00,1.295456290245056152e-02,3.775173664093017578e+00,1.045977115631103516e+00,5.680512785911560059e-01,4.819284379482269287e-01,0.000000000000000000e+00,4.484102725982666016e-01,2.053557634353637695e-01,1.321893453598022461e+00,3.775840103626251221e-01\n", + "1.000000000000000000e+00,4.448399245738983154e-01,-1.342980116605758667e-01,-7.099716067314147949e-01,4.517189264297485352e-01,-1.613871216773986816e+00,-7.686609029769897461e-01,1.219918131828308105e+00,5.040258169174194336e-01,1.831247568130493164e+00,-4.313853085041046143e-01,5.262832045555114746e-01,9.415140151977539062e-01,1.587535023689270020e+00,2.024308204650878906e+00,6.034975647926330566e-01,1.562373995780944824e+00,1.135454416275024414e+00,1.809100061655044556e-01\n", + "1.000000000000000000e+00,3.812560737133026123e-01,-9.761453866958618164e-01,6.931523084640502930e-01,4.489588439464569092e-01,8.917528986930847168e-01,-6.773284673690795898e-01,2.033060073852539062e+00,1.533040523529052734e+00,3.046259880065917969e+00,-1.005284786224365234e+00,5.693860650062561035e-01,1.015211343765258789e+00,1.582216739654541016e+00,1.551914215087890625e+00,7.612152099609375000e-01,1.715463757514953613e+00,1.492256760597229004e+00,9.071890264749526978e-02\n", + "1.000000000000000000e+00,1.309996485710144043e+00,-6.900894641876220703e-01,-6.762592792510986328e-01,1.589282631874084473e+00,-6.933256387710571289e-01,6.229069828987121582e-01,1.087561845779418945e+00,-3.817416727542877197e-01,5.892043709754943848e-01,1.365478992462158203e+00,1.179295063018798828e+00,9.682182073593139648e-01,7.285631299018859863e-01,0.000000000000000000e+00,1.083157896995544434e+00,4.342924803495407104e-02,1.154853701591491699e+00,9.485860168933868408e-02\n" ] } ], @@ -146,8 +170,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Reducing the dataset\n", - "\n", + "# Reducing the dataset\n", "This is a rather large dataset. If you have trouble loading it, we can easily make a new file with less data.\n", "\n", "Here we look at the size of the data" @@ -155,18 +178,18 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "total 5148104\r\n", - "-rw-r--r--@ 1 afarbin staff 389K Oct 18 13:44 Lab.7.ipynb\r\n", - "-rw-r--r--@ 1 afarbin staff 5.8M Oct 18 12:45 Lab.7.pdf\r\n", - "-rw-r--r--@ 1 afarbin staff 228M Oct 18 12:39 SUSY-small.csv\r\n", - "-rw-r--r-- 1 afarbin staff 2.2G Oct 18 13:43 SUSY.csv\r\n" + "total 2.5G\n", + "-rw-r--r-- 1 cterrones cterrones 3.0M Apr 10 20:15 Lab.7.ipynb\n", + "-rw-r--r-- 1 cterrones cterrones 5.9M Mar 19 11:17 Lab.7.pdf\n", + "-rw-r--r-- 1 cterrones cterrones 228M Apr 10 18:06 SUSY-small.csv\n", + "-rw-r--r-- 1 cterrones cterrones 2.3G Apr 1 16:44 SUSY.csv\n" ] } ], @@ -183,14 +206,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " 5000000 SUSY.csv\r\n" + "5000000 SUSY.csv\n" ] } ], @@ -207,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -216,18 +239,18 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "total 5173504\r\n", - "-rw-r--r--@ 1 afarbin staff 387K Mar 29 11:08 Lab.7.ipynb\r\n", - "-rw-r--r--@ 1 afarbin staff 6.1M Mar 18 10:38 Lab.7.pdf\r\n", - "-rw-r--r--@ 1 afarbin staff 228M Mar 29 11:09 SUSY-small.csv\r\n", - "-rw-r--r--@ 1 afarbin staff 2.2G Mar 18 10:38 SUSY.csv\r\n" + "total 2.5G\n", + "-rw-r--r-- 1 cterrones cterrones 3.0M Apr 10 20:15 Lab.7.ipynb\n", + "-rw-r--r-- 1 cterrones cterrones 5.9M Mar 19 11:17 Lab.7.pdf\n", + "-rw-r--r-- 1 cterrones cterrones 228M Apr 10 20:16 SUSY-small.csv\n", + "-rw-r--r-- 1 cterrones cterrones 2.3G Apr 1 16:44 SUSY.csv\n" ] } ], @@ -237,14 +260,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " 500000 SUSY-small.csv\r\n" + "500000 SUSY-small.csv\n" ] } ], @@ -270,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -286,7 +309,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -296,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -312,7 +335,7 @@ " 'MET_phi']" ] }, - "execution_count": 6, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -323,25 +346,25 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['axial_MET',\n", + " 'S_R',\n", + " 'cos_theta_r1',\n", " 'MET_rel',\n", " 'M_R',\n", - " 'cos_theta_r1',\n", - " 'MT2',\n", " 'dPhi_r_b',\n", - " 'M_TR_2',\n", + " 'MT2',\n", " 'R',\n", - " 'S_R',\n", + " 'M_TR_2',\n", " 'M_Delta_R']" ] }, - "execution_count": 7, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -359,7 +382,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -377,11 +400,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ - "filename = \"SUSY.csv\"\n", + "filename = \"SUSY-small.csv\"\n", "df = pd.read_csv(filename, dtype='float64', names=VarNames)" ] }, @@ -394,7 +417,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -573,164 +596,164 @@ " ...\n", " \n", " \n", - " 4999995\n", - " 1.0\n", - " 0.853325\n", - " -0.961783\n", - " -1.487277\n", - " 0.678190\n", - " 0.493580\n", - " 1.647969\n", - " 1.843867\n", - " 0.276954\n", - " 1.025105\n", - " -1.486535\n", - " 0.892879\n", - " 1.684429\n", - " 1.674084\n", - " 3.366298\n", - " 1.046707\n", - " 2.646649\n", - " 1.389226\n", - " 0.364599\n", - " \n", - " \n", - " 4999996\n", + " 499995\n", " 0.0\n", - " 0.951581\n", - " 0.139370\n", - " 1.436884\n", - " 0.880440\n", - " -0.351948\n", - " -0.740852\n", - " 0.290863\n", - " -0.732360\n", - " 0.001360\n", - " 0.257738\n", - " 0.802871\n", - " 0.545319\n", - " 0.602730\n", - " 0.002998\n", - " 0.748959\n", - " 0.401166\n", - " 0.443471\n", - " 0.239953\n", + " 0.719035\n", + " 1.091879\n", + " 0.291540\n", + " 1.205962\n", + " -1.599117\n", + " -1.139445\n", + " 0.424546\n", + " 1.154849\n", + " 0.637185\n", + " -0.091178\n", + " 1.972156\n", + " 0.697028\n", + " 0.313636\n", + " 0.988602\n", + " 1.981573\n", + " 0.744828\n", + " 1.095080\n", + " 0.006546\n", " \n", " \n", - " 4999997\n", - " 0.0\n", - " 0.840389\n", - " 1.419162\n", - " -1.218766\n", - " 1.195631\n", - " 1.695645\n", - " 0.663756\n", - " 0.490888\n", - " -0.509186\n", - " 0.704289\n", - " 0.045744\n", - " 0.825015\n", - " 0.723530\n", - " 0.778236\n", - " 0.752942\n", - " 0.838953\n", - " 0.614048\n", - " 1.210595\n", - " 0.026692\n", + " 499996\n", + " 1.0\n", + " 0.910016\n", + " -0.364544\n", + " -0.777120\n", + " 0.543648\n", + " -0.910632\n", + " -1.723707\n", + " 2.864673\n", + " 1.458272\n", + " 2.176558\n", + " -0.590911\n", + " 0.673695\n", + " 1.662140\n", + " 2.189362\n", + " 1.195041\n", + " 0.910815\n", + " 1.181893\n", + " 1.252362\n", + " 0.826035\n", " \n", " \n", - " 4999998\n", + " 499997\n", " 1.0\n", - " 1.784218\n", - " -0.833565\n", - " -0.560091\n", - " 0.953342\n", - " -0.688969\n", - " -1.428233\n", - " 2.660703\n", - " -0.861344\n", - " 2.116892\n", - " 2.906151\n", - " 1.232334\n", - " 0.952444\n", - " 0.685846\n", - " 0.000000\n", - " 0.781874\n", - " 0.676003\n", - " 1.197807\n", - " 0.093689\n", + " 0.842954\n", + " 0.332476\n", + " -1.048564\n", + " 1.347989\n", + " 0.320496\n", + " -0.666358\n", + " 0.450433\n", + " -0.411872\n", + " 0.293407\n", + " 0.630491\n", + " 0.859920\n", + " 0.403371\n", + " 0.416258\n", + " 0.591989\n", + " 0.372003\n", + " 0.716788\n", + " 0.366991\n", + " 0.265798\n", + " \n", + " \n", + " 499998\n", + " 0.0\n", + " 1.370760\n", + " -1.162912\n", + " 0.893499\n", + " 2.118091\n", + " 1.248496\n", + " -0.887211\n", + " 0.164659\n", + " 0.316840\n", + " 0.215165\n", + " 0.280418\n", + " 3.087083\n", + " 0.526929\n", + " 0.151467\n", + " 0.308067\n", + " 3.098183\n", + " 0.233042\n", + " 0.876216\n", + " 0.000593\n", " \n", " \n", - " 4999999\n", + " 499999\n", " 0.0\n", - " 0.761500\n", - " 0.680454\n", - " -1.186213\n", - " 1.043521\n", - " -0.316755\n", - " 0.246879\n", - " 1.120280\n", - " 0.998479\n", - " 1.640881\n", - " -0.797688\n", - " 0.854212\n", - " 1.121858\n", - " 1.165438\n", - " 1.498351\n", - " 0.931580\n", - " 1.293524\n", - " 1.539167\n", - " 0.187496\n", + " 0.762400\n", + " 0.440924\n", + " 0.342885\n", + " 1.034283\n", + " 1.740353\n", + " -1.083314\n", + " 0.872145\n", + " -1.519894\n", + " 0.284328\n", + " -0.360861\n", + " 0.956828\n", + " 0.965979\n", + " 0.895881\n", + " 1.020396\n", + " 0.996446\n", + " 0.943458\n", + " 1.299870\n", + " 0.197220\n", " \n", " \n", "\n", - "

5000000 rows × 19 columns

\n", + "

500000 rows × 19 columns

\n", "" ], "text/plain": [ - " signal l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi \\\n", - "0 0.0 0.972861 0.653855 1.176225 1.157156 -1.739873 -0.874309 \n", - "1 1.0 1.667973 0.064191 -1.225171 0.506102 -0.338939 1.672543 \n", - "2 1.0 0.444840 -0.134298 -0.709972 0.451719 -1.613871 -0.768661 \n", - "3 1.0 0.381256 -0.976145 0.693152 0.448959 0.891753 -0.677328 \n", - "4 1.0 1.309996 -0.690089 -0.676259 1.589283 -0.693326 0.622907 \n", - "... ... ... ... ... ... ... ... \n", - "4999995 1.0 0.853325 -0.961783 -1.487277 0.678190 0.493580 1.647969 \n", - "4999996 0.0 0.951581 0.139370 1.436884 0.880440 -0.351948 -0.740852 \n", - "4999997 0.0 0.840389 1.419162 -1.218766 1.195631 1.695645 0.663756 \n", - "4999998 1.0 1.784218 -0.833565 -0.560091 0.953342 -0.688969 -1.428233 \n", - "4999999 0.0 0.761500 0.680454 -1.186213 1.043521 -0.316755 0.246879 \n", + " signal l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi \\\n", + "0 0.0 0.972861 0.653855 1.176225 1.157156 -1.739873 -0.874309 \n", + "1 1.0 1.667973 0.064191 -1.225171 0.506102 -0.338939 1.672543 \n", + "2 1.0 0.444840 -0.134298 -0.709972 0.451719 -1.613871 -0.768661 \n", + "3 1.0 0.381256 -0.976145 0.693152 0.448959 0.891753 -0.677328 \n", + "4 1.0 1.309996 -0.690089 -0.676259 1.589283 -0.693326 0.622907 \n", + "... ... ... ... ... ... ... ... \n", + "499995 0.0 0.719035 1.091879 0.291540 1.205962 -1.599117 -1.139445 \n", + "499996 1.0 0.910016 -0.364544 -0.777120 0.543648 -0.910632 -1.723707 \n", + "499997 1.0 0.842954 0.332476 -1.048564 1.347989 0.320496 -0.666358 \n", + "499998 0.0 1.370760 -1.162912 0.893499 2.118091 1.248496 -0.887211 \n", + "499999 0.0 0.762400 0.440924 0.342885 1.034283 1.740353 -1.083314 \n", "\n", - " MET MET_phi MET_rel axial_MET M_R M_TR_2 \\\n", - "0 0.567765 -0.175000 0.810061 -0.252552 1.921887 0.889637 \n", - "1 3.475464 -1.219136 0.012955 3.775174 1.045977 0.568051 \n", - "2 1.219918 0.504026 1.831248 -0.431385 0.526283 0.941514 \n", - "3 2.033060 1.533041 3.046260 -1.005285 0.569386 1.015211 \n", - "4 1.087562 -0.381742 0.589204 1.365479 1.179295 0.968218 \n", - "... ... ... ... ... ... ... \n", - "4999995 1.843867 0.276954 1.025105 -1.486535 0.892879 1.684429 \n", - "4999996 0.290863 -0.732360 0.001360 0.257738 0.802871 0.545319 \n", - "4999997 0.490888 -0.509186 0.704289 0.045744 0.825015 0.723530 \n", - "4999998 2.660703 -0.861344 2.116892 2.906151 1.232334 0.952444 \n", - "4999999 1.120280 0.998479 1.640881 -0.797688 0.854212 1.121858 \n", + " MET MET_phi MET_rel axial_MET M_R M_TR_2 R \\\n", + "0 0.567765 -0.175000 0.810061 -0.252552 1.921887 0.889637 0.410772 \n", + "1 3.475464 -1.219136 0.012955 3.775174 1.045977 0.568051 0.481928 \n", + "2 1.219918 0.504026 1.831248 -0.431385 0.526283 0.941514 1.587535 \n", + "3 2.033060 1.533041 3.046260 -1.005285 0.569386 1.015211 1.582217 \n", + "4 1.087562 -0.381742 0.589204 1.365479 1.179295 0.968218 0.728563 \n", + "... ... ... ... ... ... ... ... \n", + "499995 0.424546 1.154849 0.637185 -0.091178 1.972156 0.697028 0.313636 \n", + "499996 2.864673 1.458272 2.176558 -0.590911 0.673695 1.662140 2.189362 \n", + "499997 0.450433 -0.411872 0.293407 0.630491 0.859920 0.403371 0.416258 \n", + "499998 0.164659 0.316840 0.215165 0.280418 3.087083 0.526929 0.151467 \n", + "499999 0.872145 -1.519894 0.284328 -0.360861 0.956828 0.965979 0.895881 \n", "\n", - " R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1 \n", - "0 0.410772 1.145621 1.932632 0.994464 1.367815 0.040714 \n", - "1 0.481928 0.000000 0.448410 0.205356 1.321893 0.377584 \n", - "2 1.587535 2.024308 0.603498 1.562374 1.135454 0.180910 \n", - "3 1.582217 1.551914 0.761215 1.715464 1.492257 0.090719 \n", - "4 0.728563 0.000000 1.083158 0.043429 1.154854 0.094859 \n", - "... ... ... ... ... ... ... \n", - "4999995 1.674084 3.366298 1.046707 2.646649 1.389226 0.364599 \n", - "4999996 0.602730 0.002998 0.748959 0.401166 0.443471 0.239953 \n", - "4999997 0.778236 0.752942 0.838953 0.614048 1.210595 0.026692 \n", - "4999998 0.685846 0.000000 0.781874 0.676003 1.197807 0.093689 \n", - "4999999 1.165438 1.498351 0.931580 1.293524 1.539167 0.187496 \n", + " MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1 \n", + "0 1.145621 1.932632 0.994464 1.367815 0.040714 \n", + "1 0.000000 0.448410 0.205356 1.321893 0.377584 \n", + "2 2.024308 0.603498 1.562374 1.135454 0.180910 \n", + "3 1.551914 0.761215 1.715464 1.492257 0.090719 \n", + "4 0.000000 1.083158 0.043429 1.154854 0.094859 \n", + "... ... ... ... ... ... \n", + "499995 0.988602 1.981573 0.744828 1.095080 0.006546 \n", + "499996 1.195041 0.910815 1.181893 1.252362 0.826035 \n", + "499997 0.591989 0.372003 0.716788 0.366991 0.265798 \n", + "499998 0.308067 3.098183 0.233042 0.876216 0.000593 \n", + "499999 1.020396 0.996446 0.943458 1.299870 0.197220 \n", "\n", - "[5000000 rows x 19 columns]" + "[500000 rows x 19 columns]" ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -748,7 +771,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -765,7 +788,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -777,7 +800,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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9br/9dq1atUpFRUVavny5rrnmGu+5Z5xxhrZt26af/OQnuvTSS5WYmKjCwkJNnDhxwPPk5ORo27Ztmjx5smbMmKFnnnlGM2bM0CeffKJbb71Vx44d0/e//33NmTNn0BFXqamp+sMf/qCFCxeqpKSkX3npPtdff73effddzZo1S6eccop+/OMf67LLLgvpvRk2bJj+8z//Uz/60Y904YUX6hvf+IYeeOABXXvttSE9TjhcvScPvAugq6tLqampAyZCzZ49W4cOHdLvfvc7n+ctXbpU7733nrZs2eKt4/3888/7fZ67775b99xzz4Dthw8fVlpaWrDNBQBn2bNHKi6Wdu8294IT8C+SZeBZaBQWduzYMe3bt0+jRo3qN2k9kh+JcNnhR+nyyy9XTk6ONmzYYHRTwubvMyF5OkHS09MHzQYh9ei0traqu7t7QBWG7OxsNTQ0+Dznv/7rv/TEE094FywKxuLFi1VVVeW939bWptzc3FCaCgCA9YS72CgLjcKmIll/N1xW6xzt6OjQunXrVF5ersTERP32t7/Vyy+/7F0vx8liWnXtyJEj+sEPfqDHH39cGSGsz5CcnKzk5OQYtgwALIyFP+2NxUaBfviRCMzlcmnr1q267777dOzYMY0ZM0b/8R//oSlTphjdNMOFFHQyMjKUmJio5ubmftubm5uVk5Mz4Pi//OUv2r9/v66++mrvtr5Sc6eccooaGxt1zjnnhNNuAHCmYNbKYeFPAHCMoUOH6uWXXza6GaYUUtBJSkpScXGx6urqvHN0enp6VFdXp8rKygHHjx07Vu+//36/bXfeeaeOHDmiRx55hOFoABAq1soBACAoIQ9dq6qq0uzZszVhwgSVlpaqurpa7e3t3ipss2bN0siRI7Vs2TKlpKTo/PPP73f+iBEjJGnAdgBACPrWygEAAD6FHHSmT5+ulpYWLVmyRE1NTSosLFRtba23QIHb7VZCQljrkAIAAMDB+qY4ANH4LIRVjKCystLnUDVJ2r59e8Bz169fH85TAoCzUHAAgIMkJSUpISFBBw4cUGZmppKSkgZd8BL21Nvbq66uLrW0tCghIUFJSUlhP1ZMq64BAMJAwQEADpOQkKBRo0bp888/14EDB4xuDkwgNTVVeXl5EY0UI+gAgNlQcACAAyUlJSkvL08nTpxQd3e30c2BgRITE3XKKadE3KtH0AGAWPI3BE0aPLBQcACAw7hcLg0ZMkRDhgwxuimwAYIOAMRKMEPQ6uvpnQEAIAYIOgAQK4GGoNXXSzNneo4h6AAAEHUEHQCINYagAQAQdwQdAADswl/5cQpYAHAggg4AAFaXkeGZ8zVzpu/9zAcD4EAEHQAArC4vzxNk/C0yO3OmtGMH5coBOApBBwCM5Guokb/hR0AgeXm+Awu9PQAciqADAEYI5uIzIyO+bYI90dsDwKEIOgBghEAXnxIXmIguensAOBBBBwCM4u/iE4iXYHp7WOsJgEURdAAgGG43vS+wJwI3AJsi6ADAYNxuz/yFjg7f+xneAwCA6RB0AGAwra2ekFNTM3DCNsN7AAAwJYIOAASroEAqKjK6FQAAIAgEHQCIBtbDAQDAVAg6ABAJ1sMBAMCUCDoAEAnWwwEAwJQIOgAQKcrzAgBgOglGNwAAAAAAoo2gAwAAAMB2CDoAAAAAbIegAwAAAMB2CDoAAAAAbIegAwAAAMB2KC8NAAD8q6/3vZ01ogCYHEEHAAAMlJEhpaZKM2f63p+aKm3eLGVm+j6XEATAYAQdAAAwUF6epzentXXgvpYWqaJCmjrV97mpqZ5zCTsADETQAQAAvuXl+Q8r/kJQfb2nF6i1laADwFAEHQAAELpAIQgATICqawAAAABsh6ADAAAAwHYYugbAOdxu33MK+lApCgAA2yDoAHAGt1sqKJA6OvwfQ6UoAABsg6ADwBlaWz0hp6bGE3hORqUoILpYaBSAwQg6AJyloEAqKjK6FYB9BbPQKD2nAOKAoAMAAKIn0EKj9JwCiCOCDgAAiC7W2AFgApSXBgAAAGA7BB0AAAAAtkPQAQAAAGA7BB0AAAAAtkPQAQAAAGA7VF0DgK/ytcihv4UPAQCAaRF0AEAKbpHDjIz4tgkAAISNoAMAUuBFDiVPyGFdEAAALIOgAwB9WOQQAADboBgBAAAAANsh6AAAAACwHYIOAAAAANsh6AAAAACwHYoRALAXt9t35TTWwgEAwFEIOgCsx1+YaWmRKiqkjg7f57EWDgAAjkHQAWAtbrdUUBA4zNTWSpmZA/exFg4AAI5B0AFgLa2tnpBTU+MJPCcjzADm528oKT+/AKKIoAPAmgoKpKIio1sBIBQZGZ5e15kzfe9PTfWEIMIOgCgg6AAAgPjIy/MEGX8FQ2bO9Owj6ACIAoIOAACIn7w8ggyAuGAdHQAAAAC2Q9ABAAAAYDsMXQMAAOZBRTYAUULQAQAAxgumItvmzayRBSBoBB0AAGC8QBXZWlqkigpp6lTf51KWGoAPBB0AAGAOgSqyUZYaQIgIOgAAwPwoSw0gRAQdAObkdvv/9hYAAGAQBB0A5uN2SwUFUkeH7/2pqZ7JxwAAAH4QdACYT2urJ+TU1HgCz8mosAQAAAZB0AFgXgUFUlGR0a0AAAAWlGB0AwAAAAAg2gg6AAAAAGyHoAMAAADAdsIKOmvXrlV+fr5SUlJUVlamXbt2+T128+bNmjBhgkaMGKFTTz1VhYWF2rBhQ9gNBgAAAIDBhFyMYNOmTaqqqtK6detUVlam6upqlZeXq7GxUVlZWQOOP/3003XHHXdo7NixSkpK0gsvvKC5c+cqKytL5eXlUXkRAADA4fytsUWVRsCxXL29vb2hnFBWVqaSkhKtWbNGktTT06Pc3FwtWLBAixYtCuoxioqKdNVVV+nee+/1ub+zs1OdnZ3e+21tbcrNzdXhw4eVlpYWSnMBWNGePVJxsbR7N1XXAAQWzLpb9fWEHcBG2tralJ6ePmg2CGnoWldXl3bv3q0pU6Z8+QAJCZoyZYp27tw56Pm9vb2qq6tTY2OjLrnkEr/HLVu2TOnp6d5bbm5uKM0EAABOkZfnCTK7dw+81dR4AlBrq9GtBGCAkIautba2qru7W9nZ2f22Z2dnq6Ghwe95hw8f1siRI9XZ2anExET98pe/1OWXX+73+MWLF6uqqsp7v69HBwAAYIC8PHpsAAwQlwVDhw8frr179+ro0aOqq6tTVVWVRo8ercmTJ/s8Pjk5WcnJyfFoGgAAAAAbCinoZGRkKDExUc3Nzf22Nzc3Kycnx+95CQkJOvfccyVJhYWFqq+v17Jly/wGHQAO4Xb7HlLib1IxAABAkEIKOklJSSouLlZdXZ2mTZsmyVOMoK6uTpWVlUE/Tk9PT79iAwAcKJgJxBkZ8W0TAACwjZCHrlVVVWn27NmaMGGCSktLVV1drfb2ds2dO1eSNGvWLI0cOVLLli2T5CksMGHCBJ1zzjnq7OzU1q1btWHDBj366KPRfSUArKW11RNyamo8gedklISNOn8daBJvNwDAfkIOOtOnT1dLS4uWLFmipqYmFRYWqra21lugwO12KyHhy2Ju7e3tuummm/TXv/5VQ4cO1dixY1VTU6Pp06dH71UAMK/BhqcVFFBCOg6owAtHY40dwJFCXkfHCMHWygZgMlxdm0bf0kS+OtDq66WZM1m2CDbE7yDAloLNBnGpugbAoRieZjp0oEUPQwEtoG+NHX+9yjNnevbxnwXYEkEHQOxxdR1VsbrAZnRP8OgosBDW2AEci6ADABYSiwvsjAzPeTNnRu8x7S5QZ2WkHQX0FAFAdBB0AMBCYnGBbbbRPeFe6Ac6L5BIwkO0OyvpKQKA6CHoAIAFRfsC2yyje8K90B/svEAChYd4r2kby54iAHAagg6AyMX7atBCjBiG5Ottj/S/Ipz5O+G89nAv9Aere+FPoMc0ck1bprUBQOQIOgAiY+TVoMnFexhSMHNtQv2vCHf+TqSvPdwL/XDP8xcOKRoIANZF0AEQGUpI+xXJMKRwOskCzbWRwvuvCGb+zo4dvl/fYK/d33mDiWaPVTBBbtKk8D7Cgdrk4B8LAIgbgg6A6GCsjV+hvjWRdJLFYq6Nv8cMNySE2/MUix6rWITDwdopUVTAVKirDtgWQQcAghDPuTZW6SQLNyTE+7zBRDscDtbOSHu0wkHJah+oqw7YHkEHAAZhVMlfK3SShRsS4n1evAVqZyx6piT/YaalRaqoCPz53bxZyswM7fksH5DMVlcdQNQRdABgEJT8RTTFomcqmDBeWzswzPSFoKlTQ3u+vse0fIeHVZIzgLAQdAAgSFboYYE1RPv6OpLhjoFClz+Bht8N9nwAEC8EHQCOEWiegsTFGawvnDAeTuhyzPQWChUAlkbQAeAIgw3tkWx0cQbEWKymt5imaIJjkhxgbwQdAI4w2NAeo+baRHNNGDiDWT4zg/UEhdoZYlTRD58oVADYAkEHgGGM+PZ2sKE98bqIjFXlLdiXVT4z4XaGxGKB3b72hPW7hEIFgOURdAAYwlTf3ir+F5GxWhMG9mWVz0yknSGxWGCXUWaAMxF0ABjCbCWbjbiI5AtjhMoqn5l4ttNsv0sAmAdBB4ChAn17G80hY8E8ViQXZ2aZNwFYQSx+Xij/DuBkBB0AwfE3CD4GV/ODDSMLVyzmMFhl3gRgBpH+vPCFAoBQEHQADC6YQfBRvJofbBhZuGI1/MwK8yYAMwj354UvFACEg6ADYHCRLLseJqvMRZCs1VbAaOH8vPCFAoBwEHQABI9B8AAMEu05dIMhPAHWR9ABEDHTrGYOAF8RyXw/ylID1kfQARAR1rAAYFbhzvejLDVgDwQdABFhDQsAZsYcOsC5CDoAguJWrlrrhw7Y3jf2PdT1cCgJCwAAYomgA9hQuHNm/J3X8vpwVaheHTNP9Xmev9KulIQFYGU+v5CpH6oM5YpOIsD8CDqAzYQ7Z8btlgrG9qjjiwQfZ52nVLWrdvWflXnxeQP2+gtPlIQFYEWBv6QpUKrqVf/5J4QdwOQIOoDNhDtnpvX9z9XxxZmq0QwVaODXmBkp7cq75iWF+ped8fEArCbQlzT1W/dp5l2j1HroFIIOYHIEHcCmQl7y5tAhSWeq4N4ZKroyZ+B+ul8AOIjfL2nqj8W9LQDCQ9AB0N+oUVJRweDHAQAGYF0xwDwIOoAD+ayCti8l/g0BABsJZo7k5s1SZubAfYQgIPoIOoCDBJ5gO0qpalfGiBPxbhYAWE79vhRpz0nb6v3PkWxpkSoqpKlTfT8eiysD0UfQARwkYBW0+nplzCxX3pnPx7tZAGAZGSNOKFXtmnnXKOmugftTU6VJk3wHFr8FDlhcGYgJgg7gMP6roH0h6dM4twYArCXvzOOqV4Faa/4wsNtGgYegUYUSiC+CDgAAQAjy9KnytEeeL4hOlqGQ6/D/nc8FSsX8HSBcBB0AAIBgBZ7sGNZkmxg8JAARdADn8Vf71N9XiQCALwVcTTS8yTbBPOSOHT5HytHbAwRA0AEsKqy8Ekzt04yMqLQPAGwrBpNt/D1kpL09rOsDJyPoAAYL549Q2HmltdV/7dNATwgAMEQkHUjB/K1gSBzsjKADGCjcP0IR55WCAqmoKOx2AwDiJ9wOpEB/KyhpDScg6ABREk7PTDB/hHyNy+4bnkZeAQATMln5NP5WwKkIOkAURDo8wNcfoWDGZTOdBgBMhPJpgKkQdIAoiMXwgEDjsiWm0wCA6cSgIlsw/HUgUUwTTkfQAaIo2sMDWEUbACwmjr+4B+tAkuj9h7MRdAAAACxosJ5/id5/OBtBB4gTX0MIGFYAAIhEpB1IJqubAEQVQQcIQTiLdBpSVCCs1UQBAE5B3QQ4AUEHCFK4i3TGvahA2KuJAgCcwqC6CUBcEXSAIEWySGdciwpEvJooAMAJBvvbFM4gAP7EwEwIOkCILLPwmmUaCgAwk2CqufmTmipt3ixlZvp+XEIQ4omgAwAAAK9gqrn50tIiVVRIU6f63s+8H8QbQQc4iWXm8VumoQAAqwl3yDXzfmAmBB3gKywzj98yDQUAOAkLXcNMCDpwpECdIZaYx0/BAQCwJhauAeKGoAPb8hdm+sYQB+oMmTTJIn9vKDgAANbAwjWSyHmIL4IObCmYkV21tVSFAQDESTAL1+zYYdteenIejEDQgen565mR/P/uZ2QXAMB0/E1gcUAKYIFSGIGgA1MLpmcm0O9+RnYBAEzPISmAQgWIN4IOTC1Qz4yNfvcDAJyOFABEHUEHlhCoZ8bXxEaWkgEAwB7CGcIOSAQdWFgwQ5pZSgYAAOuKdAg7nI2gA8sKNKRZ4lseAACsjiHsiARBB5bGkGYAAOwh0FD0UIewS3zhCYIOAAAADBTuUHQHVOVGhAg6AAAAMEy4Q9EdUpUbESDoAGbmr9QMZeUAADYS7lB0hrAjEIIOYFbBlJqhrBwAOAMTUYCQEXQQF9TAD0OgUjMSbxwAOAETUYCwEXQQc8F0TGzeLGVmDtzHCC0FLjUDALA3JqJEhI4wZyPoIOYCdUy0tEgVFdLUqf7PZ4QWAMDRmIgSMjrCIBF0EEf+OiYCVVqR+NYFAACEho4wSGEGnbVr1+qhhx5SU1OTxo8fr9WrV6u0tNTnsY8//rh+/etf64MPPpAkFRcX6xe/+IXf4+E8fFEFAACibbDrC4a12V/IQWfTpk2qqqrSunXrVFZWpurqapWXl6uxsVFZWVkDjt++fbuuu+46XXzxxUpJSdEDDzygK664Qh9++KFGjhwZlRcBc6ASMgAAMDuGtTmHq7e3tzeUE8rKylRSUqI1a9ZIknp6epSbm6sFCxZo0aJFg57f3d2t0047TWvWrNGsWbN8HtPZ2anOzk7v/ba2NuXm5urw4cNKS0sLpbmIk2AKDvBLI0R79kjFxdLu3RQjAAAMxN+JsAX6cnbmTN5Ss2tra1N6evqg2SCkHp2uri7t3r1bixcv9m5LSEjQlClTtHPnzqAeo6OjQ8ePH9fpp5/u95hly5bpnnvuCaVpMBiVkAEAgFUwbN4ZQgo6ra2t6u7uVnZ2dr/t2dnZamhoCOoxbrvtNp111lmaMmWK32MWL16sqqoq7/2+Hh2YH5WQw8CYPwAAgKiLa9W1+++/Xxs3btT27duVkpLi97jk5GQlJyfHsWWAQYIZ80dtbQAAgJCFFHQyMjKUmJio5ubmftubm5uVk5MT8Nzly5fr/vvv18svv6xx48aF3lLAjhjzBwCA6VCRzR5CCjpJSUkqLi5WXV2dpk2bJslTjKCurk6VlZV+z3vwwQd133336Q9/+IMmTJgQUYMBW2LMHwAAhqMim72EPHStqqpKs2fP1oQJE1RaWqrq6mq1t7dr7ty5kqRZs2Zp5MiRWrZsmSTpgQce0JIlS/TMM88oPz9fTU1NkqRhw4Zp2LBhUXwpAAAAQPhYaNReQg4606dPV0tLi5YsWaKmpiYVFhaqtrbWW6DA7XYrISHBe/yjjz6qrq4uffe73+33OEuXLtXdd98dWesRd8ybBwAAdkZFNvsIqxhBZWWl36Fq27dv73d///794TwFTIh58wAAmFCgbxuZVAIHi2vVNVhDoF4b5s0DAGASg00okZhUAkcj6KCfYHptJk3i9yUAAIYLNKFEYlIJHI+g41D02gAAYANMKDENf9dWEtdPRiHoOBC9NgAAAOHxNSWqpUWqqAh8bcUIwvgj6DgQa1QCAOAgrH4ZFcGssVNbK2Vm9t/OCELjEHQcjDUqAQCwMVa/jKrBpkSRG82HoAMAAGBHrH4ZdUyJshaCDhAPrLQKADDCYFfmDGuLG97q+CPoALHGSqsAALNhWFvc8FYbh6BjcZQyNBFqdgMArIJhbXETyVvNdV5kCDoWFkxHAd8QxAk1uwEAVsOEk7gJ563mOi9yBB0LC1Qmuu8bgh07fO9DlFGzGwAARFEw13l0ugVG0LEBX2WigxkPyrSQGKBmNwAAiCIuLcJH0LEpar0DAADAyQg6NsbQWwAAADhVgtENAAAAAIBoI+gAAAAAsB2GrgEAAGAgf2VamegLiyDoAKEItCgoAAB2EEzpVhZwgQUQdCyAa2uTCGblLmp2AwCsLlDpVhZwgYUQdEyOa2sTYVFQAIBTULoVNkDQMTmurU2IlbsAAEAU+Rqlw8idyBF0LIJrawAAAHsJZjoUI3fCR9ABAAAADBBoOpTEyJ1IEXQAAAAAgzAdKnZYMBQAAACA7dCjAwAAAFgQa7oGRtABAAAALIQ1XYND0AEAAEBo6EowFGu6BoegA5zM7fb/mwMAACejK8E0KGIwOIKOSXBtbRJut2fRoo4O3/spaA8AcDK6EmAhBB0T4NraRFpbPf8RNTWe/5ST0SUPAHA6uhJgEQQdE+Da2oQKCqSiIqNbAQAAgDARdOJosOFpXFsDAAAA0UHQiROGpwEAAADxQ9CJE4anAQAAR6D0NEyCoBNnDE8DAAC2ROlpmAxBBwAAAJGj9DRMhqADZ2LhIgAAoo/S0zARgg6ch8oQAAAAtkfQgfNQGQIAAMD2CDpwLipDAAAA2BZBBwAAAPFB6WnEEUEHAAAAsUXp6bgjUxJ0YGdUVgMAwBwoPR03ZMovEXRgT1RWAwDAXCg9HRdkyi8RdGBPVFYDAAAORab0IOjA3qisBgAA4EgJRjcAAAAAAKKNoAMAAADAdgg6AAAAAGyHOTpRRkXjOOMNBwDAHlj4BVFG0IkiKhrHGW84AADWx8IviBGCThRR0TjOeMMBALA+Fn5BjBB0YoCKxnHGGw4AgLWx8AtigKADAAAAOIhTpkMRdAAAAAAHcNp0KIIOAAAA4ABOmw5F0AEAAAAcwknToVgwFAAAAIDtEHQAAAAA2A5BBwAAAIDtMEcHAAAA1uR2+55ZL9mvVjJCRtABAACAufla+KWlRaqokDo6fJ9jt1rJCBlBBwAAAOYUzMIvtbVSZmb/7XaslYyQEXQAAABgToEWfpEYnoaACDoAAAAwLyct/IKoIujA/PxNNPQ1XhcAAAAQQQdm53ZLBQWBJxpmZMS3TQAAADA9gg7MrbXVE3JqajyB52SMzQUAAIAPBB1YQ0GBVFRkdCsAAABgEQlGNwAAAAAAoo2gAwAAAMB2GLqG+PBXOa0Pc20AAAAQRWH16Kxdu1b5+flKSUlRWVmZdu3a5ffYDz/8UNdee63y8/PlcrlUXV0dblthVX2V04qL/d8KCjzHAQAAAFEQctDZtGmTqqqqtHTpUu3Zs0fjx49XeXm5Dh486PP4jo4OjR49Wvfff79ycnIibjAs6KuV03bvHnirqfHsD9TjAwAAAIQg5KFrDz/8sObNm6e5c+dKktatW6cXX3xRTz75pBYtWjTg+JKSEpWUlEiSz/2+dHZ2qrOz03u/ra0t1GbCjKicBgAAgDgJKeh0dXVp9+7dWrx4sXdbQkKCpkyZop07d0atUcuWLdM999wTtceDRdTXB7cNAAAgGP6uI5gb7AghBZ3W1lZ1d3crOzu73/bs7Gw1NDRErVGLFy9WVVWV935bW5tyc3Oj9vgwmYwMKTVVmjnT9/7UVM8xAAAAwQjm2qK+nrBjc6asupacnKzk5GSjm4F4ycvz/LLxN0eHb10AAEAoAl1b1Nd7AlBrK9cXNhdS0MnIyFBiYqKam5v7bW9ubqbQACKTl8cvGwAAED1cW4TFTqP9Qgo6SUlJKi4uVl1dnaZNmyZJ6unpUV1dnSorK2PRPgAAAAAxZsfRfiEPXauqqtLs2bM1YcIElZaWqrq6Wu3t7d4qbLNmzdLIkSO1bNkySZ4CBh999JH335999pn27t2rYcOG6dxzz43iSwEAAAAQDjuO9gs56EyfPl0tLS1asmSJmpqaVFhYqNraWm+BArfbrYSEL5fnOXDggC688ELv/eXLl2v58uW69NJLtX379shfAQAAAICI2W20X1jFCCorK/0OVTs5vOTn56u3tzecp4HVuN3+vwYAAAAA4siUVddgQW63Z0HQjg7f+ykRDQAAgDgi6ISBjgsfWls9IaemxhN4TmbFUh0AAMC+7FReDD4RdEJEx8UgCgqkoiKjWwEAAOCbHcuLwSeCTogc33FBdxYAALAyO5YXg08EnTA5suOC7iwAAGAHdisvBp8IOgie47uzAACAIzB/xxYIOgidI7uzAACA7TF/x1YIOgAAAIDE/B2bIegAAAAAfZi/YxsJRjcAAAAAAKKNoAMAAADAdhi6BgAAAASLimyWQdABAAAABkNFNssh6AAAAACDoSKb5RB0AAAAgGBQkc1SCDoYyO32/20FAAAAYAEEHfTndksFBVJHh+/9qameMaoAAACAiRF00F9rqyfk1NR4As/JqCgCAAAACyDowLeCAqmoyOhWAAAAAGEh6AAAAADRwBo7pkLQAQAAACLBGjumRNBxKiqrAQAAREcwa+zs2MH85zgj6DgRldUAAACiy98aO/T2GIag40RUVgMAAIiPYHp7Wlu59ooBgo7V+RuCFkjf8DQqqwEAAMSev94exBRBx8oGG4IWCMPTAAAAYGMEHSsbbAhaIAxPAwAAMAfKUscEQccOGIIGAABgPRQqiCmCDgAAAGAEChXEFEEHAAAAMAqFCmImwegGAAAAAEC0EXQAAAAA2A5D1wAAAACzoiJb2Ag6AAAAgNlQkS1iBB0AAADAbKjIFjGCjhW43f4/5AAAALAnKrJFhKBjFv7CTEuLVFEhdXT4Pi811dO1CQAAAMCLoGMGbrdUUBA4zNTWSpmZA/cxEQ0AAAAYgKBjBq2tnpBTU+MJPCcjzAAAAAAhIeiYSUGBVFRkdCsAAABgBZSeDoigAwAAAFgJpaeDQtABAAAArITS00Eh6AAAAABWM1jpaYa1EXTiivVwAAAAEEsMa/Mi6MRLMCWkWQ8HAAAAkQhmWNuOHY6o9EvQiRdKSAMAACAe/A1rc1hvD0En2gYbnkYJaQAAABjBYUUMCDrhqq+X9EX/bS0tUkUFw9MAAABgToMVMbARgk6oPv9c0pnSzBmS3hm4PzVVqq2VMjMH7mN4GgAAABAXBJ1QHTok6Uzp3p9LV+YM3E+YAQAAgFX5qgZcP1SSjznmJkfQCdeoUVKR9f7DAQAAgAECFiq4UNKeL0c2WQRBBwAAAHC6QIUKtjZJd+nLkU0WQdABAAAA4L9QgUUXt08wugEAAAAAEG0EHQAAAAC2Q9ABAAAAYDsEHQAAAAC2Q9ABAAAAYDsEHQAAAAC2Q9ABAAAAYDsEHQAAAAC2Q9ABAAAAYDsEHQAAAAC2Q9ABAAAAYDsEHQAAAAC2Q9ABAAAAYDsEHQAAAAC2Q9ABAAAAYDsEHQAAAAC2Q9ABAAAAYDsEHQAAAAC2Q9ABAAAAYDsEHQAAAAC2Q9ABAAAAYDthBZ21a9cqPz9fKSkpKisr065duwIe/+yzz2rs2LFKSUnRBRdcoK1bt4bVWAAAAAAIRshBZ9OmTaqqqtLSpUu1Z88ejR8/XuXl5Tp48KDP419//XVdd911uuGGG/TOO+9o2rRpmjZtmj744IOIGw8AAAAAvrh6e3t7QzmhrKxMJSUlWrNmjSSpp6dHubm5WrBggRYtWjTg+OnTp6u9vV0vvPCCd9s3v/lNFRYWat26dT6fo7OzU52dnd77hw8fVl5enj799FOlpaWF0tyo27upUZfeOEZ/eqxRhdPHGNoWAAAAINbMdv3b1tam3NxcHTp0SOnp6f4P7A1BZ2dnb2JiYu+WLVv6bZ81a1bvNddc4/Oc3Nzc3pUrV/bbtmTJkt5x48b5fZ6lS5f2SuLGjRs3bty4cePGjRs3n7dPP/00YHY5RSFobW1Vd3e3srOz+23Pzs5WQ0ODz3Oampp8Ht/U1OT3eRYvXqyqqirv/Z6eHv3tb3/TGWecIZfLFUqTTakvhZqhhwo4GZ9PmBWfTZgZn0+YlR0/m729vTpy5IjOOuusgMeFFHTiJTk5WcnJyf22jRgxwpjGxFBaWpptPnCwHz6fMCs+mzAzPp8wK7t9NgMOWfu7kIoRZGRkKDExUc3Nzf22Nzc3Kycnx+c5OTk5IR0PAAAAAJEKKegkJSWpuLhYdXV13m09PT2qq6vTRRdd5POciy66qN/xkvTSSy/5PR4AAAAAIhXy0LWqqirNnj1bEyZMUGlpqaqrq9Xe3q65c+dKkmbNmqWRI0dq2bJlkqSFCxfq0ksv1YoVK3TVVVdp48aNevvtt/XYY49F95VYSHJyspYuXTpgeB5gBnw+YVZ8NmFmfD5hVk7+bIZcXlqS1qxZo4ceekhNTU0qLCzUqlWrVFZWJkmaPHmy8vPztX79eu/xzz77rO68807t379f5513nh588EFdeeWVUXsRAAAAAPBVYQUdAAAAADCzkOboAAAAAIAVEHQAAAAA2A5BBwAAAIDtEHQAAAAA2A5Bx0D79+/XDTfcoFGjRmno0KE655xztHTpUnV1dRndNECSdN999+niiy9WamqqRowYYXRz4HBr165Vfn6+UlJSVFZWpl27dhndJECvvvqqrr76ap111llyuVx6/vnnjW4SIElatmyZSkpKNHz4cGVlZWnatGlqbGw0ullxRdAxUENDg3p6evTv//7v+vDDD7Vy5UqtW7dOt99+u9FNAyRJXV1d+t73vqf58+cb3RQ43KZNm1RVVaWlS5dqz549Gj9+vMrLy3Xw4EGjmwaHa29v1/jx47V27VqjmwL086c//Uk333yz3njjDb300ks6fvy4rrjiCrW3txvdtLihvLTJPPTQQ3r00Uf1ySefGN0UwGv9+vW65ZZbdOjQIaObAocqKytTSUmJ1qxZI0nq6elRbm6uFixYoEWLFhncOsDD5XJpy5YtmjZtmtFNAQZoaWlRVlaW/vSnP+mSSy4xujlxQY+OyRw+fFinn3660c0AANPo6urS7t27NWXKFO+2hIQETZkyRTt37jSwZQBgHYcPH5YkR11nEnRM5OOPP9bq1av1wx/+0OimAIBptLa2qru7W9nZ2f22Z2dnq6mpyaBWAYB19PT06JZbbtHEiRN1/vnnG92cuCHoxMCiRYvkcrkC3hoaGvqd89lnn2nq1Kn63ve+p3nz5hnUcjhBOJ9PAABgXTfffLM++OADbdy40eimxNUpRjfAjv7t3/5Nc+bMCXjM6NGjvf8+cOCALrvsMl188cV67LHHYtw6OF2on0/AaBkZGUpMTFRzc3O/7c3NzcrJyTGoVQBgDZWVlXrhhRf06quv6mtf+5rRzYkrgk4MZGZmKjMzM6hjP/vsM1122WUqLi7WU089pYQEOtkQW6F8PgEzSEpKUnFxserq6ryTvHt6elRXV6fKykpjGwcAJtXb26sFCxZoy5Yt2r59u0aNGmV0k+KOoGOgzz77TJMnT9bZZ5+t5cuXq6WlxbuPbylhBm63W3/729/kdrvV3d2tvXv3SpLOPfdcDRs2zNjGwVGqqqo0e/ZsTZgwQaWlpaqurlZ7e7vmzp1rdNPgcEePHtXHH3/svb9v3z7t3btXp59+uvLy8gxsGZzu5ptv1jPPPKPf/e53Gj58uHdOY3p6uoYOHWpw6+KD8tIGWr9+vd8/0vy3wAzmzJmjp59+esD2V155RZMnT45/g+Boa9as0UMPPaSmpiYVFhZq1apVKisrM7pZcLjt27frsssuG7B99uzZWr9+ffwbBPydy+Xyuf2pp54adAi7XRB0AAAAANgOE0IAAAAA2A5BBwAAAIDtEHQAAAAA2A5BBwAAAIDtEHQAAAAA2A5BBwAAAIDtEHQAAAAA2A5BBwAAAIDtEHQAAAAA2A5BBwAAAIDtEHQAAAAA2M7/A78BuuKpTFQdAAAAAElFTkSuQmCC", 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\n", + "image/png": 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", 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\n", 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", 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\n", + "image/png": 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", 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\n", 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", 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vl8Vi0YoVK/S73/1Ozz33nPr3769nnnlGt912m3fbjh07avPmzfrtb3+ra6+9VuHh4erbt68GDRpU4zgJCQnavHmzhgwZolGjRmnVqlUaNWqU9u3bp2nTpunkyZO66667NHbsWO3YsaPemq1Wqz788ENNmTJFAwcOlNVq1R133KGFCxd6+4wfP15ff/21Ro8erTZt2mjq1Km67rrr/PrdXHzxxfrTn/6kBx54QP369dOVV16p+fPn64477vBrP41hcZ9/4V0QKi0tVWxsrEpKShQTExPochps507P83Py8xs265q//QEAAExw8uRJ7d+/X927d/e5af3MMwnLy1uuFqu19T8O5IYbblBCQoLeeOONQJfSaHWdE1LDswEjOgAAAAhKdrsndLhcLXdMm611hZzy8nItW7ZMmZmZCg8P11tvvaWPPvpImzZtCnRpAUfQAQAAQNCy21tX8GhpFotFGzZs0JNPPqmTJ0+qZ8+e+uMf/6iMjIxAlxZwBB0AAACglWrXrp0++uijQJcRlJh1DQAAAIBxCDoAAAAAjEPQAQAAQFCorq4OdAkIEk1xLnCPDgAAAAIqIiJCYWFhOnTokDp16qSIiIiffeAlzOR2u1VZWamjR48qLCxMERERjd4XQQcAAAABFRYWpu7du+vw4cM6dOhQoMtBELBarbLb7QoLa/wFaAQdAAAABFxERITsdrtOnz6tqqqqQJeDAAoPD1ebNm0ueFSPoAMAAICgYLFY1LZtW7Vt2zbQpcAATEYAAAAAwDgEHQAAAADGIegAAAAAMA5BBwAAAIBxCDoAAAAAjEPQAQAAAGAcgg4AAAAA4xB0AAAAABiHoAMAAADAOAQdAAAAAMYh6AAAAAAwDkEHAAAAgHH8DjqffPKJhg0bpi5dushisWjdunU/u83WrVvVv39/RUZG6pe//KVWrFjRiFIBAAAAoGH8DjplZWXq06ePli5d2qD++/fv1y233KLrrrtOBQUFeuihh3Tffffpww8/9LtYAAAAAGiINv5ucNNNN+mmm25qcP9ly5ape/fuWrBggSQpOTlZn332mRYtWqTMzEx/Dw8AAAAAP6vZ79HZtm2bMjIyfNoyMzO1bdu2OrepqKhQaWmpzwIAAAAADdXsQaeoqEjx8fE+bfHx8SotLdVPP/1U6za5ubmKjY31LomJic1dJgAAAACDBOWsazNmzFBJSYl3OXjwYKBLAgAAANCK+H2Pjr8SEhJUXFzs01ZcXKyYmBi1a9eu1m0iIyMVGRnZ3KUBAAAAMFSzB5309HRt2LDBp23Tpk1KT09v7kO3Wg6H5782m2S3B7YWAAAAoDXy+9K1EydOqKCgQAUFBZI800cXFBTI6XRK8lx2Nnr0aG//Bx54QPv27dPDDz+s3bt36w9/+IPefvttTZ06tWnegUFsNslqlbKypJQUKTlZ+v9fKwAAAAA/+B10vvrqK/Xr10/9+vWTJOXk5Khfv36aNWuWJOnw4cPe0CNJ3bt31/r167Vp0yb16dNHCxYs0Msvv8zU0rWw2z2jOfn50sqVUnm55HIFuioAAACg9fH70rUhQ4bI7XbXuX7FihW1brNr1y5/DxWS7HYuVwMAAAAuVFDOugYAAAAAF4KgAwAAAMA4BB0AAAAAxiHoAAAAADAOQQcAAACAcQg6AAAAAIxD0AEAAABgHIIOAAAAAOMQdAAAAAAYh6ADAAAAwDgEHQAAAADGIegAAAAAMA5BBwAAAIBxCDoAAAAAjEPQAQAAAGAcgg4AAAAA47QJdAEmcjoll0tyOAJdCQAAABCaCDpNzOmUkpOl8nLPa6tVstkCWxMAAAAQagg6Tczl8oSclSs9gcdmk+z2QFcFAAAAhBaCTjNJTpb69w90FQAAAEBoYjICAAAAAMYh6AAAAAAwDkEHAAAAgHEIOgAAAACMQ9ABAAAAYByCDgAAAADjEHQAAAAAGIegAwAAAMA4BB0AAAAAxiHoAAAAADAOQQcAAACAcQg6AAAAAIxD0AEAAABgHIIOAAAAAOMQdAAAAAAYh6ADAAAAwDgEHQAAAADGIegAAAAAMA5BBwAAAIBxCDoAAAAAjEPQAQAAAGAcgg4AAAAA4xB0AAAAABiHoAMAAADAOAQdAAAAAMYh6AAAAAAwDkEHAAAAgHEIOgAAAACMQ9ABAAAAYJw2gS4A9XM4zv5ss0l2e+BqAQAAAFoLgk6Qstkkq1XKyjrbZrV6gg9hBwAAAKgfQSdI2e2eUONyeV47HJ7Q43IRdAAAAICf06h7dJYuXaqkpCRFRUUpLS1NO3bsqLf/4sWL1bNnT7Vr106JiYmaOnWqTp482aiCQ4ndLvXv71mSkwNdDQAAANB6+B101qxZo5ycHM2ePVs7d+5Unz59lJmZqSNHjtTaf9WqVZo+fbpmz54th8OhV155RWvWrNHvfve7Cy4eAAAAAGrjd9BZuHChJkyYoHHjxunKK6/UsmXLZLVatXz58lr7f/755xo0aJDuvvtuJSUlaejQoRo5cmS9o0AVFRUqLS31WQAAAACgofwKOpWVlcrPz1dGRsbZHYSFKSMjQ9u2bat1m3/6p39Sfn6+N9js27dPGzZs0M0331zncXJzcxUbG+tdEhMT/SkTAAAAQIjzazICl8ulqqoqxcfH+7THx8dr9+7dtW5z9913y+Vy6Z//+Z/ldrt1+vRpPfDAA/VeujZjxgzl5OR4X5eWlhJ2AAAAADRYsz8wdOvWrZo3b57+8Ic/aOfOnXrvvfe0fv16Pf7443VuExkZqZiYGJ8FAAAAABrKrxEdm82m8PBwFRcX+7QXFxcrISGh1m1mzpype+65R/fdd58kqVevXiorK9P999+vRx99VGFhzZ61AAAAAIQYv1JGRESEUlJSlJeX522rrq5WXl6e0tPTa92mvLy8RpgJDw+XJLndbn/rBQAAAICf5fcDQ3NycjRmzBgNGDBAqampWrx4scrKyjRu3DhJ0ujRo9W1a1fl5uZKkoYNG6aFCxeqX79+SktL0969ezVz5kwNGzbMG3gAAAAAoCn5HXRGjBiho0ePatasWSoqKlLfvn21ceNG7wQFTqfTZwTnsccek8Vi0WOPPaYffvhBnTp10rBhw/Tkk0823bsAAAAAgHNY3K3g+rHS0lLFxsaqpKQk6Ccm2LlTSkmR8vOl/v2Df78AAABAa9LQbMBMAAAAAACMQ9ABAAAAYByCDgAAAADjEHQAAAAAGIegAwAAAMA4BB0AAAAAxiHoAAAAADAOQQcAAACAcQg6AAAAAIxD0AEAAABgHIIOAAAAAOMQdAAAAAAYh6ADAAAAwDgEHQAAAADGIegAAAAAMA5BBwAAAIBxCDoAAAAAjEPQAQAAAGAcgg4AAAAA4xB0AAAAABiHoAMAAADAOAQdAAAAAMYh6AAAAAAwDkEHAAAAgHEIOgAAAACMQ9ABAAAAYByCDgAAAADjEHQAAAAAGIegAwAAAMA4BB0AAAAAxiHoAAAAADAOQQcAAACAcQg6AAAAAIxD0AEAAABgHIIOAAAAAOMQdAAAAAAYh6ADAAAAwDgEHQAAAADGIegAAAAAMA5BBwAAAIBxCDoAAAAAjEPQAQAAAGAcgg4AAAAA4xB0AAAAABiHoAMAAADAOG0CXQD843Cc/dlmk+z2wNUCAAAABCuCTiths0lWq5SVdbbNavUEH8IOAAAA4Iug00rY7Z5Q43J5XjscntDjchF0AAAAgPMRdFoRu51QAwAAADQEQacJOJ2+Iy0AAAAAAougc4GcTik5WSovP9tmtXruqQEAAAAQGI2aXnrp0qVKSkpSVFSU0tLStGPHjnr7Hzt2TJMmTVLnzp0VGRmpyy+/XBs2bGhUwcHG5fKEnJUrpfx8z8IEAQAAAEBg+T2is2bNGuXk5GjZsmVKS0vT4sWLlZmZqcLCQsXFxdXoX1lZqRtuuEFxcXF699131bVrV/3tb39T+/btm6L+oJGcLPXvH+gqAAAAAEiNCDoLFy7UhAkTNG7cOEnSsmXLtH79ei1fvlzTp0+v0X/58uX6xz/+oc8//1xt27aVJCUlJV1Y1QAAAABQD78uXausrFR+fr4yMjLO7iAsTBkZGdq2bVut27z//vtKT0/XpEmTFB8fr6uvvlrz5s1TVVVVncepqKhQaWmpzwIAAAAADeVX0HG5XKqqqlJ8fLxPe3x8vIqKimrdZt++fXr33XdVVVWlDRs2aObMmVqwYIGeeOKJOo+Tm5ur2NhY75KYmOhPmQAAAABCXKMmI/BHdXW14uLi9OKLLyolJUUjRozQo48+qmXLltW5zYwZM1RSUuJdDh482NxlAgAAADCIX/fo2Gw2hYeHq7i42Ke9uLhYCQkJtW7TuXNntW3bVuHh4d625ORkFRUVqbKyUhERETW2iYyMVGRkpD+lAQAAAICXXyM6ERERSklJUV5enreturpaeXl5Sk9Pr3WbQYMGae/evaqurva2/fWvf1Xnzp1rDTkAAAAAcKH8nnUtJydHY8aM0YABA5SamqrFixerrKzMOwvb6NGj1bVrV+Xm5kqSJk6cqOeff15TpkzR5MmTtWfPHs2bN0///u//3rTvpLVzOj0P5amNzcaDeQAAAAA/+B10RowYoaNHj2rWrFkqKipS3759tXHjRu8EBU6nU2FhZweKEhMT9eGHH2rq1Knq3bu3unbtqilTpuiRRx5punfR2jmdngfxlJfXvt5q5SmkAAAAgB/8DjqSlJ2drezs7FrXbd26tUZbenq6vvjii8YcKjS4XJ6Qs3KlJ/Ccy+GQsrI8fQg6AAAAQIM0KuigmSQnS/37177O4TjvdTtJydLhw5I6N3dlAAAAQKtC0Al2Npvn0rWsrPNW9JO0U7rzTqnwLUZ7AAAAgHMQdIKd3e4ZzTl/ogJHOylL0smfuKwNAAAAOA9BpzWw2wkyAAAAgB/8eo4OAAAAALQGBB0AAAAAxiHoAAAAADAOQQcAAACAcQg6AAAAAIxD0AEAAABgHIIOAAAAAOMQdAAAAAAYh6ADAAAAwDgEHQAAAADGIegAAAAAMA5BBwAAAIBxCDoAAAAAjEPQAQAAAGAcgg4AAAAA4xB0AAAAABinTaALCClOp+Ry1Wx3OC5sv3Vtb7NJdvuF7RsAAABohQg6LcXplJKTpfLy2tdbrZ5g4q+odlJWVt37dDgIOwAAAAg5BJ2W4nJ5Qs7KlZ7Ac77Gjr68+67U+XDNdofDE4BcLoIOAAAAQg5Bp6UlJ0v9+zfd/jp3lvp3brr9AQAAAAZgMgIAAAAAxiHoAAAAADAOQQcAAACAcQg6AAAAAIxD0AEAAABgHIIOAAAAAOMQdAAAAAAYh6ADAAAAwDgEHQAAAADGIegAAAAAMA5BBwAAAIBxCDoAAAAAjEPQAQAAAGAcgg4AAAAA47QJdAG4MA7H2Z9tNsluD1wtAAAAQLAg6LRSNptktUpZWWfbrFZP8CHsAAAAINQRdFopu90Talwuz2uHwxN6XC6CDgAAAEDQacXsdkINAAAAUBsmIwAAAABgHIIOAAAAAOMQdAAAAAAYh6ADAAAAwDhMRmC6cx+0cy4eugMAAACDEXRMVduDds7FQ3cAAABgMIKOqc5/0M65eOgOAAAADEfQMRkP2gEAAECIYjICAAAAAMYh6AAAAAAwTqOCztKlS5WUlKSoqCilpaVpx44dDdpu9erVslgsGj58eGMOCwAAAAAN4nfQWbNmjXJycjR79mzt3LlTffr0UWZmpo4cOVLvdgcOHNC0adM0ePDgRhcLAAAAAA3hd9BZuHChJkyYoHHjxunKK6/UsmXLZLVatXz58jq3qaqq0qhRozR37lz16NHjggoGAAAAgJ/jV9CprKxUfn6+MjIyzu4gLEwZGRnatm1bndv9/ve/V1xcnO69994GHaeiokKlpaU+CwAAAAA0lF9Bx+VyqaqqSvHx8T7t8fHxKioqqnWbzz77TK+88opeeumlBh8nNzdXsbGx3iUxMdGfMgEAAACEuGadde348eO655579NJLL8lmszV4uxkzZqikpMS7HDx4sBmrBAAAAGAavx4YarPZFB4eruLiYp/24uJiJSQk1Oj//fff68CBAxo2bJi3rbq62nPgNm1UWFioSy+9tMZ2kZGRioyM9Kc0AAAAAPDya0QnIiJCKSkpysvL87ZVV1crLy9P6enpNfpfccUV+vbbb1VQUOBdbrvtNl133XUqKCjgkjQAAAAAzcKvER1JysnJ0ZgxYzRgwAClpqZq8eLFKisr07hx4yRJo0ePVteuXZWbm6uoqChdffXVPtu3b99ekmq0AwAAAEBT8TvojBgxQkePHtWsWbNUVFSkvn37auPGjd4JCpxOp8LCmvXWHwAAAACol99BR5Kys7OVnZ1d67qtW7fWu+2KFSsac0gAAAAAaDCGXgAAAAAYh6ADAAAAwDgEHQAAAADGIegAAAAAMA5BBwAAAIBxCDoAAAAAjEPQAQAAAGCcRj1HB/VwOiWXq2a7w9HytQAAAAAhiqDTlJxOKTlZKi+vfb3VKtlsLVsTAAAAEIIIOk3J5fKEnJUrPYHnfDabZLe3fF0AAABAiCHoNIfkZKl//0BXAQAAAIQsgk4oq+u+IUaeAAAA0MoRdEKRzea5Xygrq/b1VqsnBBF2AAAA0EoRdEKR3e4JMnXNDpeV5VlH0AEAAEArRdAJVXY7QQYAAADG4oGhAAAAAIxD0AEAAABgHIIOAAAAAOMQdAAAAAAYh8kIDHPuo3F4HA4AAABCFUHHELU9GofH4QAAACBUEXQMcf6jcXgcDgAAAEIZQccgPBoHAAAA8GAyAgAAAADGIegAAAAAMA5BBwAAAIBxCDoAAAAAjEPQAQAAAGAcgg4AAAAA4xB0AAAAABiHoAMAAADAOAQdAAAAAMYh6AAAAAAwDkEHAAAAgHEIOgAAAACM0ybQBSBIORy1t9tskt3esrUAAAAAfiLowJfNJlmtUlZW7eutVk8IIuwAAAAgiBF04Mtu9wQZl6vmOofDE4BcLoIOAAAAghpBBzXZ7QQZAAAAtGpMRgAAAADAOAQdAAAAAMYh6AAAAAAwDkEHAAAAgHEIOgAAAACMQ9ABAAAAYByCDgAAAADjEHQAAAAAGIegAwAAAMA4BB0AAAAAxmkT6AJaI6dTcrk8Pzscga0FAAAAQE0EHT85nVJyslRefrbNapVsNkmugJUFAAAA4BwEHT+5XJ6Qs3KlJ/BInpBjt4ugAwAAAASJRt2js3TpUiUlJSkqKkppaWnasWNHnX1feuklDR48WJdccokuueQSZWRk1Nu/tUhOlvr39yx2e6CrAQAAAHAuv4POmjVrlJOTo9mzZ2vnzp3q06ePMjMzdeTIkVr7b926VSNHjtSWLVu0bds2JSYmaujQofrhhx8uuHgEiMMh7dxZc3E6A10ZAAAAIKkRl64tXLhQEyZM0Lhx4yRJy5Yt0/r167V8+XJNnz69Rv8333zT5/XLL7+sP/7xj8rLy9Po0aMbWTYa6sxkCd7L6y6Ezea5ISkrq/b1VqvngAxxAQAAIMD8CjqVlZXKz8/XjBkzvG1hYWHKyMjQtm3bGrSP8vJynTp1Sh06dKizT0VFhSoqKryvS0tL/SkTqplJmiSD2O2enbhquRnJ4fAczOUi6AAAACDg/Ao6LpdLVVVVio+P92mPj4/X7t27G7SPRx55RF26dFFGRkadfXJzczV37lx/SsN5zs0kTZpB7HaCDAAAAIJeiz4w9KmnntLq1au1du1aRUVF1dlvxowZKikp8S4HDx5swSrNYbd7Jks4MzscAAAAECr8GtGx2WwKDw9XcXGxT3txcbESEhLq3faZZ57RU089pY8++ki9e/eut29kZKQiIyP9KQ0AAAAAvPwa0YmIiFBKSory8vK8bdXV1crLy1N6enqd2z399NN6/PHHtXHjRg0YMKDx1QIAAABAA/g961pOTo7GjBmjAQMGKDU1VYsXL1ZZWZl3FrbRo0era9euys3NlSTNnz9fs2bN0qpVq5SUlKSioiJJ0sUXX6yLL764Cd8KAAAAAHj4HXRGjBiho0ePatasWSoqKlLfvn21ceNG7wQFTqdTYWFnB4peeOEFVVZW6s477/TZz+zZszVnzpwLqx4AAAAAauF30JGk7OxsZWdn17pu69atPq8PHDjQmEMAAAAAQKO16KxrAAAAANASCDoAAAAAjEPQAQAAAGAcgg4AAAAA4xB0AAAAABinUbOuAXVyOGpvt9kku71lawEAAEDIIuigadhsktUqZWXVvt5q9YQgwg4AAABaAEEHTcNu9wQZl6vmOofDE4BcLoIOAAAAWgRBB03HbifIAAAAICgwGQEAAAAA4xB0AAAAABiHoAMAAADAOAQdAAAAAMYh6AAAAAAwDkEHAAAAgHGYXrqxHA5JP9XSFrzOLc9mC8BM0HX9fgJSDAAAAExG0PHX4cOSOktZoyTtqrneavV8cQ8iNpunrKyss21Wqyd3tEi+qK2Ac7VoMQAAAAgFBB1/HTsmqbP0+BPSzQk11wfh6ITd7skRLpfntcPhyRwuVwuVen4B52rxYgAAABAKCDqN1b271D850FU0mN0e4BwR8AIAAAAQSpiMAAAAAIBxCDoAAAAAjEPQAQAAAGAcgg4AAAAA4zAZAYJDfc8gCsKZ7AAAABDcCDoIrJ97xo7Ec3YAAADgN4IOAqu+Z+xIPGcHAAAAjULQQeDxjB0AAAA0MSYjAAAAAGAcgg4AAAAA43DpGlqHumZlY0Y2AAAA1IKgg+D2c7OyMSMbAAAAakHQCWHnDpIE7cBIfbOyMSMbAAAA6kDQCUG1DZIE9cAIs7IBAADATwSdEHT+IEmrHxjh/h0AAACch6AToowYJOH+HQAAANSBoIPWi/t3AAAAUAeCDlo3I4amAAAA0NQIOjAb9+8AAACEJIIOzMT9OwAAACGNoAMzcf8OAABASCPowFw/d/8Ol7UBAAAYi6ADr3O/9xv9XZ/L2gAAAIxH0EGt3/uN/q7PZW0AAADGI+igxvf+kPiuz2VtAAAARiPoQBKPo/HisjYAAAAjEHSAczXksrZPP5WSk2uuZ7QHAAAgaBB0gPPVNbzVkNGe996TOnWqfVtCEAAAQIsh6KBOZ25T4Tv6/6tvtOfoUen226Ubb6x9Wy55AwAAaFEEHdRw/sAF39HPUd/NTFzyBgAAEDQIOqjh3IGLkJiBralwyRsAAEDQIOigVud/Zw+Zh4k2hwu95K2uEFQf/icBAIAQR9BBvULuYaLNpTGXvP1cCKoPo0QAACDENSroLF26VP/5n/+poqIi9enTR0uWLFFqamqd/d955x3NnDlTBw4c0GWXXab58+fr5ptvbnTRaDl1PUz03NtN+N58gRoTgurTXKNE9eEkAAAAQcbvoLNmzRrl5ORo2bJlSktL0+LFi5WZmanCwkLFxcXV6P/5559r5MiRys3N1a233qpVq1Zp+PDh2rlzp66++uomeRNoXud+D69rhKe+7818B74AjX2Sa3OMEtWnOcJTY3HCAQAASRa32+32Z4O0tDQNHDhQzz//vCSpurpaiYmJmjx5sqZPn16j/4gRI1RWVqYPPvjA23bNNdeob9++WrZsWa3HqKioUEVFhfd1SUmJ7Ha7Dh48qJiYGH/KbXIFawp17f099fGLheo7omdAawmUgwelH3/0/OxyeULPTz/V3b9dO2nlSs/3TwSB4iLpWEnT7e/YMWnmY1LFyabb54WIjJIef0Jq3z7QlaAVS+h4Sgm204EuAwCCR0KCZwkCpaWlSkxM1LFjxxQbG1t3R7cfKioq3OHh4e61a9f6tI8ePdp922231bpNYmKie9GiRT5ts2bNcvfu3bvO48yePdstiYWFhYWFhYWFhYWFpdbl4MGD9WYXvy5dc7lcqqqqUnx8vE97fHy8du/eXes2RUVFtfYvKiqq8zgzZsxQTk6O93V1dbX+8Y9/qGPHjrJYLP6U3OTOJMhgGF0CzsW5iWDFuYlgxvmJYMW5WTe3263jx4+rS5cu9fYLylnXIiMjFRkZ6dPWPsguQ4mJieGkQ1Di3ESw4txEMOP8RLDi3KxdvZes/b8wf3Zos9kUHh6u4uJin/bi4mIl1HHNXkJCgl/9AQAAAOBC+RV0IiIilJKSory8PG9bdXW18vLylJ6eXus26enpPv0ladOmTXX2BwAAAIAL5felazk5ORozZowGDBig1NRULV68WGVlZRo3bpwkafTo0eratatyc3MlSVOmTNG1116rBQsW6JZbbtHq1av11Vdf6cUXX2zad9JCIiMjNXv27BqX1gGBxrmJYMW5iWDG+Ylgxbl54fyeXlqSnn/+ee8DQ/v27avnnntOaWlpkqQhQ4YoKSlJK1as8PZ/55139Nhjj3kfGPr000/zwFAAAAAAzaZRQQcAAAAAgplf9+gAAAAAQGtA0AEAAABgHIIOAAAAAOMQdAAAAAAYh6Djh6VLlyopKUlRUVFKS0vTjh07Al0SoDlz5shisfgsV1xxRaDLQgj65JNPNGzYMHXp0kUWi0Xr1q3zWe92uzVr1ix17txZ7dq1U0ZGhvbs2ROYYhFSfu7cHDt2bI3P0RtvvDEwxSKk5ObmauDAgYqOjlZcXJyGDx+uwsJCnz4nT57UpEmT1LFjR1188cW64447VFxcHKCKWxeCTgOtWbNGOTk5mj17tnbu3Kk+ffooMzNTR44cCXRpgK666iodPnzYu3z22WeBLgkhqKysTH369NHSpUtrXf/000/rueee07Jly7R9+3ZddNFFyszM1MmTJ1u4UoSanzs3JenGG2/0+Rx96623WrBChKqPP/5YkyZN0hdffKFNmzbp1KlTGjp0qMrKyrx9pk6dqj/96U9655139PHHH+vQoUO6/fbbA1h168H00g2UlpamgQMH6vnnn5ckVVdXKzExUZMnT9b06dMDXB1C2Zw5c7Ru3ToVFBQEuhTAy2KxaO3atRo+fLgkz2hOly5d9B//8R+aNm2aJKmkpETx8fFasWKFfvOb3wSwWoSS889NyTOic+zYsRojPUBLO3r0qOLi4vTxxx/rV7/6lUpKStSpUyetWrVKd955pyRp9+7dSk5O1rZt23TNNdcEuOLgxohOA1RWVio/P18ZGRnetrCwMGVkZGjbtm0BrAzw2LNnj7p06aIePXpo1KhRcjqdgS4J8LF//34VFRX5fI7GxsYqLS2Nz1EEha1btyouLk49e/bUxIkT9eOPPwa6JISgkpISSVKHDh0kSfn5+Tp16pTPZ+cVV1whu93OZ2cDEHQawOVyqaqqSvHx8T7t8fHxKioqClBVgEdaWppWrFihjRs36oUXXtD+/fs1ePBgHT9+PNClAV5nPiv5HEUwuvHGG/X6668rLy9P8+fP18cff6ybbrpJVVVVgS4NIaS6uloPPfSQBg0apKuvvlqS57MzIiJC7du39+nLZ2fDtAl0AQAuzE033eT9uXfv3kpLS1O3bt309ttv69577w1gZQDQOpx76WSvXr3Uu3dvXXrppdq6dauuv/76AFaGUDJp0iR999133GfbhBjRaQCbzabw8PAaM1wUFxcrISEhQFUBtWvfvr0uv/xy7d27N9ClAF5nPiv5HEVr0KNHD9lsNj5H0WKys7P1wQcfaMuWLfrFL37hbU9ISFBlZaWOHTvm05/PzoYh6DRARESEUlJSlJeX522rrq5WXl6e0tPTA1gZUNOJEyf0/fffq3PnzoEuBfDq3r27EhISfD5HS0tLtX37dj5HEXT+/ve/68cff+RzFM3O7XYrOztba9eu1ebNm9W9e3ef9SkpKWrbtq3PZ2dhYaGcTiefnQ3ApWsNlJOTozFjxmjAgAFKTU3V4sWLVVZWpnHjxgW6NIS4adOmadiwYerWrZsOHTqk2bNnKzw8XCNHjgx0aQgxJ06c8PkL+P79+1VQUKAOHTrIbrfroYce0hNPPKHLLrtM3bt318yZM9WlSxef2a+A5lDfudmhQwfNnTtXd9xxhxISEvT999/r4Ycf1i9/+UtlZmYGsGqEgkmTJmnVqlX6r//6L0VHR3vvu4mNjVW7du0UGxure++9Vzk5OerQoYNiYmI0efJkpaenM+NaQ7jRYEuWLHHb7XZ3RESEOzU11f3FF18EuiTAPWLECHfnzp3dERER7q5du7pHjBjh3rt3b6DLQgjasmWLW1KNZcyYMW632+2urq52z5w50x0fH++OjIx0X3/99e7CwsLAFo2QUN+5WV5e7h46dKi7U6dO7rZt27q7devmnjBhgruoqCjQZSME1HZeSnK/+uqr3j4//fST+8EHH3RfcsklbqvV6v7Xf/1X9+HDhwNXdCvCc3QAAAAAGId7dAAAAAAYh6ADAAAAwDgEHQAAAADGIegAAAAAMA5BBwAAAIBxCDoAAAAAjEPQAQAAAGAcgg4AAAAA4xB0AAAAABiHoAMAAADAOAQdAAAAAMb5Pw+v2hUPs1DfAAAAAElFTkSuQmCC\n", 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", 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\n", 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", 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\n", 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+ "image/png": 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lac6cOR2uEx8frx07dmjevHlatGiRnnvuOS1atEgffPCB7rjjDp04cUI/+MEPtHjx4i5vE5Ekk8mk3/3ud1q+fLkuuOACmUwmXXvttSouLva2uemmm/SXv/xFOTk5GjZsmG6//XZ95zvf8et3M3LkSP3v//6vfvzjH2vWrFmaNm2a1q5dq2uvvdav8/REiPv0gXddaG5ulslk0gsvvKAFCxZ49+fm5ur48eP6zW9+0+GYuXPn6sILL9TDDz/s3VdWVuadpzs09MydSvX19YqJiVFdXZ2io6O7Wy4ABL3qaik5Waqq8qzh0Nt2ADAYnThxQh9++KEmTZrU7qb1tuG9jY0DV4vJNPh72C+55BLFx8frmWeeCXQpPdbZ34TU/WzgV49OeHi4kpOTVVFR4Q06ra2tqqio6HTO7cbGxg5hJiwsTJI63NwEAAAAtLFYPKHD5Rq4a5rNgyvkNDY2qrS0VJmZmQoLC9Ovf/1rvfbaa9q+fXugSws4v4eu2Ww25ebmKiUlRampqSopKVFDQ4N37u6cnBxNmDBBRUVFkqT58+eruLhYs2bN8g5dW716tebPn+8NPAAAAIAvFsvgCh4DLSQkRK+++qrWrFmjEydOaMqUKfqf//mfdpOHDVV+B52srCwdO3ZMBQUFcjqdSkpK0rZt27w3LTkcjnY9OKtWrVJISIhWrVqlTz75RGPHjtX8+fO1Zs2avnsVAAAAwBA0YsQIvfbaa4EuIyj1aDKC/Pz8Toeq7dy5s/0Fhg1TYWGhCgsLe3IpAAAAAPCb3wuGAgAAAECwI+gAAAAgKLS2tga6BASJvvhb6Pd1dAAAAICuhIeHKzQ0VJ9++qnGjh2r8PDwMy54CWNyu91qbm7WsWPHFBoaqvDw8B6fi6ADAACAgAoNDdWkSZN05MgRffrpp4EuB0HAZDLJYrF0a83NzhB0AAAAEHDh4eGyWCz66quv1NLSEuhyEEBhYWEaNmxYr3v1CDoAAAAICiEhIRo+fLiGDx8e6FJgAExGAAAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAMIjY7ZLDEegqAAAIfgQdABgEzGbJZJKysyWrlbADAMCZEHQAYBCwWDy9OWVlUmOj5HIFuiIAAIIbQQcABgmLxdObAwAAzoygAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADKdHQWfDhg1KTExUZGSk0tLStHfv3k7bzps3TyEhIR22K6+8ssdFAwAAAEBX/A465eXlstlsKiwsVHV1tWbOnKnMzEwdPXrUZ/sXX3xRR44c8W5vv/22wsLCdN111/W6eAAAAADwxe+gU1xcrCVLligvL0/Tpk1TaWmpTCaTNm3a5LP96NGjFR8f7922b98uk8lE0AEAAADQb/wKOs3NzaqqqlJGRsbXJwgNVUZGhiorK7t1jo0bN+r666/XWWed1WmbpqYm1dfXt9sAAAAAoLv8Cjoul0stLS2Ki4trtz8uLk5Op/OMx+/du1dvv/22fvjDH3bZrqioSDExMd4tISHBnzIBIOg5HFJ1tWS3B7oSAACMadhAXmzjxo2aPn26UlNTu2y3cuVK2Ww27+P6+nrCDgDDcDgkq1VqbPQ8NpkkszmwNQEAYDR+BR2z2aywsDDV1ta2219bW6v4+Pguj21oaNCWLVt07733nvE6ERERioiI8Kc0ABg0XC5PyCkr8wQes1myWAJdFQAAxuLX0LXw8HAlJyeroqLCu6+1tVUVFRVKT0/v8tjnn39eTU1Nys7O7lmlAGAwVqs0ezYhBwCA/uD30DWbzabc3FylpKQoNTVVJSUlamhoUF5eniQpJydHEyZMUFFRUbvjNm7cqAULFmjMmDF9UzkAAAAAdMLvoJOVlaVjx46poKBATqdTSUlJ2rZtm3eCAofDodDQ9h1FNTU1euONN/T73/++b6oGAAAAgC70aDKC/Px85efn+3xu586dHfZNmTJFbre7J5cCAAAAAL/5vWAoAAAAAAQ7gg4AAAAAwyHoAAAAADAcgg4AAAAAwyHoAAAAADAcgg4AAAAAwyHoAAAAADAcgg4AAAAAwyHoAAAAADAcgg4AAAAAwxkW6AIAAP6z2z0/zWbJYglsLQAABCOCDgAMImazZDJJ2dmexyaTJ/QQdgAAaI+hawAwiFgsnmBTVSWVlUmNjZLLFeiqAAAIPvToAMAgY7HQgwMAwJnQowMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAynR0Fnw4YNSkxMVGRkpNLS0rR3794u2x8/fly33HKLxo0bp4iICJ1//vl69dVXe1QwAAAAAJzJMH8PKC8vl81mU2lpqdLS0lRSUqLMzEzV1NQoNja2Q/vm5mZdcsklio2N1QsvvKAJEyboo48+0qhRo/qifgAAAADowO+gU1xcrCVLligvL0+SVFpaqq1bt2rTpk1asWJFh/abNm3S559/rt27d2v48OGSpMTExN5VDQAAAABd8GvoWnNzs6qqqpSRkfH1CUJDlZGRocrKSp/H/Pa3v1V6erpuueUWxcXF6Zvf/KYeeOABtbS0dHqdpqYm1dfXt9sAwAgcDsluD3QVAAAYn189Oi6XSy0tLYqLi2u3Py4uTgcOHPB5zAcffKAdO3Zo0aJFevXVV3Xw4EEtW7ZMJ0+eVGFhoc9jioqKdM899/hTGgAEPYdDslqlxkbJZJLM5kBXBACAcfX7rGutra2KjY3VE088oeTkZGVlZemuu+5SaWlpp8esXLlSdXV13u3w4cP9XSYA9DuXyxNyyso8vToWS6ArAgDAuPzq0TGbzQoLC1NtbW27/bW1tYqPj/d5zLhx4zR8+HCFhYV591mtVjmdTjU3Nys8PLzDMREREYqIiPCnNAAYNKxWQg4AAP3Nrx6d8PBwJScnq6KiwruvtbVVFRUVSk9P93nMnDlzdPDgQbW2tnr3/e1vf9O4ceN8hhwAAAAA6C2/h67ZbDY9+eSTevrpp2W327V06VI1NDR4Z2HLycnRypUrve2XLl2qzz//XMuXL9ff/vY3bd26VQ888IBuueWWvnsVAAAAAHAKv6eXzsrK0rFjx1RQUCCn06mkpCRt27bNO0GBw+FQaOjX+SkhIUG/+93vdPvtt2vGjBmaMGGCli9frjvvvLPvXgUAAAAAnCLE7Xa7A13EmdTX1ysmJkZ1dXWKjo4OdDkA0CPV1VJyslRVJc2eHXznAwBgMOhuNuj3WdcAAAAAYKARdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdABgkLPbJYcj0FUAABBcCDoAMEiZzZLJJGVnS1YrYQcAgFMRdABgkLJYPL05ZWVSY6PkcgW6IgAAggdBBwAGMYvF05sDAADaI+gAAAAAMByCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMJweBZ0NGzYoMTFRkZGRSktL0969ezttu3nzZoWEhLTbIiMje1wwAAAAAJyJ30GnvLxcNptNhYWFqq6u1syZM5WZmamjR492ekx0dLSOHDni3T766KNeFQ0AAAAAXfE76BQXF2vJkiXKy8vTtGnTVFpaKpPJpE2bNnV6TEhIiOLj471bXFxcr4oGAAAAgK74FXSam5tVVVWljIyMr08QGqqMjAxVVlZ2etyXX36piRMnKiEhQd/73vf0zjvvdHmdpqYm1dfXt9sAAAAAoLv8Cjoul0stLS0demTi4uLkdDp9HjNlyhRt2rRJv/nNb1RWVqbW1lZ961vf0scff9zpdYqKihQTE+PdEhIS/CkTAAAAwBDX77OupaenKycnR0lJSbrooov04osvauzYsfrP//zPTo9ZuXKl6urqvNvhw4f7u0wAAAAABjLMn8Zms1lhYWGqra1tt7+2tlbx8fHdOsfw4cM1a9YsHTx4sNM2ERERioiI8Kc0AAAAAPDyq0cnPDxcycnJqqio8O5rbW1VRUWF0tPTu3WOlpYWvfXWWxo3bpx/lQIAAABAN/nVoyNJNptNubm5SklJUWpqqkpKStTQ0KC8vDxJUk5OjiZMmKCioiJJ0r333qsLL7xQ5557ro4fP66HH35YH330kX74wx/27SsBAAAAgH/yO+hkZWXp2LFjKigokNPpVFJSkrZt2+adoMDhcCg09OuOor///e9asmSJnE6nzj77bCUnJ2v37t2aNm1a370KAAhiDofkckl2e6ArAQBg6Ahxu93uQBdxJvX19YqJiVFdXZ2io6MDXQ4AdJvDIVmtUmOj57HJ5Ak8FkvfXaO6WkpOlqqqpNmz++68AAAEo+5mA797dAAA3edyeUJOWZkn8JjNfRtyAACAbwQdABgAViu9LQAADKR+X0cHAAAAAAYaQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABjOsEAXAADoG3a756fZLFksga0FAIBAI+gAQKA4HJLL5fs5P9KK2SyZTFJ2tuexyeQJPYQdAMBQRtABgEBwOCSrVWps9P28H2nFYvE0dbk8P7OzPf8m6AAAhjKCDgAEgsvlCTllZZ7Ac6oepBWLhWADAMCpCDoAEEhWqzR7dqCrAADAcJh1DQAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGE6Pgs6GDRuUmJioyMhIpaWlae/evd06bsuWLQoJCdGCBQt6clkAGHyOHPH8tNul6uqvN7s9sHUBAGBww/w9oLy8XDabTaWlpUpLS1NJSYkyMzNVU1Oj2NjYTo87dOiQ7rjjDs2dO7dXBQPAoOFwSN9fKOmPUvYiSW+2f95kkszmQFQGAIDh+R10iouLtWTJEuXl5UmSSktLtXXrVm3atEkrVqzweUxLS4sWLVqke+65R7t27dLx48d7VTQADAoul3TiH55/lz0rWf/R/nmzWbJYOj++s16fMx0HAAD8CzrNzc2qqqrSypUrvftCQ0OVkZGhysrKTo+79957FRsbq5tvvlm7du0643WamprU1NTkfVxfX+9PmQAQfKxWaXY325rNnt6e7Gzfz5tMnhBE2AEAoFN+BR2Xy6WWlhbFxcW12x8XF6cDBw74POaNN97Qxo0btX///m5fp6ioSPfcc48/pQGAcVgsniDjcnV8zm73BCCXi6ADAEAX/B665o8vvvhCN954o5588kmZ/RiHvnLlStlsNu/j+vp6JSQk9EeJABCcLBaCDAAAveBX0DGbzQoLC1NtbW27/bW1tYqPj+/Q/v3339ehQ4c0f/58777W1lbPhYcNU01Njc4555wOx0VERCgiIsKf0gAAAADAy6/ppcPDw5WcnKyKigrvvtbWVlVUVCg9Pb1D+6lTp+qtt97S/v37vdvVV1+t73znO9q/fz+9NAAAAAD6hd9D12w2m3Jzc5WSkqLU1FSVlJSooaHBOwtbTk6OJkyYoKKiIkVGRuqb3/xmu+NHjRolSR32AwAAAEBf8TvoZGVl6dixYyooKJDT6VRSUpK2bdvmnaDA4XAoNLRH65ACAAAAQJ/o0WQE+fn5ys/P9/nczp07uzx28+bNPbkkAAAAAHQbXS8AAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoA0E8cR4bLLmugywAAYEjq0axrAICuORyS9fvT1KhnZYpskdkcFuiSAAAYUujRAYB+4HJJjSfCVKZFsr/wriyWQFcEAMDQQtABgH5klV2WcScDXQYAAEMOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AMCA7HbJ4Qh0FQAABA5BBwAMxGyWTCYpO1uyWgk7AIChi6ADAAZisXh6c8rKpMZGyeUKdEUAAATGsEAXAADoAbvd936zWRaLRVbrwJYDAECwIegAwGBy6tg0X0ymf4Ygy4CWBQBAsCHoAMBg0jY2zdeYNLvdE4BcLhF0AABDHUEHAAYbi8WzAQCATjEZAQAAAADDIegAAAAAMByGrgFAbzkcHe+ZsY+QxNRnAAAECkEHAHrD4fCszNnYeNoTsyRVS5EjPDOlAQCAAdWjoWsbNmxQYmKiIiMjlZaWpr1793ba9sUXX1RKSopGjRqls846S0lJSXrmmWd6XDAABBWXyxNyysqkqqqvt7JnPc+/8AITBwAAEAB+9+iUl5fLZrOptLRUaWlpKikpUWZmpmpqahQbG9uh/ejRo3XXXXdp6tSpCg8P1yuvvKK8vDzFxsYqMzOzT14EAASc1SrNnt1x/7hxA18LAADwv0enuLhYS5YsUV5enqZNm6bS0lKZTCZt2rTJZ/t58+bpX//1X2W1WnXOOedo+fLlmjFjht54441eFw8AAAAAvvgVdJqbm1VVVaWMjIyvTxAaqoyMDFVWVp7xeLfbrYqKCtXU1Ojb3/52p+2amppUX1/fbgMAAACA7vIr6LhcLrW0tCguLq7d/ri4ODmdzk6Pq6ur08iRIxUeHq4rr7xS69ev1yWXXNJp+6KiIsXExHi3hIQEf8oEAAAAMMQNyDo6UVFR2r9/v/bt26c1a9bIZrNp586dnbZfuXKl6urqvNvhw4cHokwAAAAABuHXZARms1lhYWGqra1tt7+2tlbx8fGdHhcaGqpzzz1XkpSUlCS73a6ioiLNmzfPZ/uIiAhFRET4UxoAAAAAePnVoxMeHq7k5GRVVFR497W2tqqiokLp6endPk9ra6uampr8uTQAAAAAdJvf00vbbDbl5uYqJSVFqampKikpUUNDg/Ly8iRJOTk5mjBhgoqKiiR57rdJSUnROeeco6amJr366qt65pln9Pjjj/ftKwEAAACAf/I76GRlZenYsWMqKCiQ0+lUUlKStm3b5p2gwOFwKDT0646ihoYGLVu2TB9//LFGjBihqVOnqqysTFlZWX33KgAAAADgFH4HHUnKz89Xfn6+z+dOn2Tg/vvv1/3339+TywAAAABAjwzIrGsAAAAAMJAIOgAAAAAMh6ADAAAAwHAIOgAAAAAMh6ADAAAAwHB6NOsaAMA3h0NyuSS7PdCVAAAwtBF0AKCPOByS1So1Nnoem0yS2RzYmgAAGKoIOgDQR1wuT8gpK/MEHrNZslgCXRUAAEMTQQcA+pjVKs2eHegqAAAY2piMAAAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA4LhgKAgdntnp9ms2SxBLYWAAAGEkEHAIzGbpd51HCZIqcpOztMkmSKbJF9h1OW9AkBLg4AgIHB0DUAMAqzWTKZpOxsWa6aIfuJSarSbJVpkRpPhMn13R9IDkegqwQAYEDQowMARmGxeMaquVyeh//cZB8hZUs68Q/Pc4xhAwAMAQQdADASi4UgAwCAGLoGAAAAwIAIOgAAAAAMh6ADAAAAwHAIOgAAAAAMh6ADAAAAwHAIOgAAAAAMh6ADAAAAwHAIOgAAAAAMhwVDAaA7HA7J5eq4324f+FoAAMAZEXQA4EwcDslqlRobfT9vMklms+QjBwEAgMDo0dC1DRs2KDExUZGRkUpLS9PevXs7bfvkk09q7ty5Ovvss3X22WcrIyOjy/YAEHRcLk/IKSuTqqo6bna7ZLEEukoAAHAKv4NOeXm5bDabCgsLVV1drZkzZyozM1NHjx712X7nzp1auHChXn/9dVVWViohIUGXXnqpPvnkk14XDwADymqVZs/uuBFyAAAIOn4HneLiYi1ZskR5eXmaNm2aSktLZTKZtGnTJp/tn332WS1btkxJSUmaOnWqnnrqKbW2tqqioqLXxQMAAACAL34FnebmZlVVVSkjI+PrE4SGKiMjQ5WVld06R2Njo06ePKnRo0d32qapqUn19fXtNgAAAADoLr+CjsvlUktLi+Li4trtj4uLk9Pp7NY57rzzTo0fP75dWDpdUVGRYmJivFtCQoI/ZQIAAAAY4gZ0HZ0HH3xQW7Zs0UsvvaTIyMhO261cuVJ1dXXe7fDhwwNYJQAAAIDBzq/ppc1ms8LCwlRbW9tuf21treLj47s89pFHHtGDDz6o1157TTNmzOiybUREhCIiIvwpDQACyuFgSR0AAIKJXz064eHhSk5ObjeRQNvEAunp6Z0e99BDD+m+++7Ttm3blJKS0vNqASAItS2zk5399ZI6AAAgsPxeMNRmsyk3N1cpKSlKTU1VSUmJGhoalJeXJ0nKycnRhAkTVFRUJElau3atCgoK9NxzzykxMdF7L8/IkSM1cuTIPnwpABAYpy6zM3cus00DABAM/A46WVlZOnbsmAoKCuR0OpWUlKRt27Z5JyhwOBwKDf26o+jxxx9Xc3Ozvv/977c7T2Fhoe6+++7eVQ8AQcRqJeQAABAs/A46kpSfn6/8/Hyfz+3cubPd40OHDvXkEgAAAADQYwM66xoAAAAADASCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMJwezboGABh87LLKvOsj+ZwB22xmbmwAgKEQdADA4MxmyTSiVdn/eFam2xpkl1UWHW7fyGSS7HbCDgDAMBi6BgAGZ7FI9gOhKitxqVFnyVX2O6mq6uutrExqbJRcrkCXCgBAn6FHBwCGAItFss41ex5YrdLswNYDAEB/o0cHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEMC3QBABA0HA7J5eq4324f+FoAAECvEHQAQPKEHKtVamz0/bzJJJnNA1vTQOss0JnNksUysLUAANBLBB0AkDw9OY2NUlmZJ/CczseX/bYOoEHf4WM2e4Jcdrbv500mz4sk7AAABhGCDgCcymqVZs8+Y7PTO4AGdYePxeIJMp0N28vO9jxH0AEADCIEHQDogdM7gAb96C6LZZC/AAAA2iPoAEAvdLMDCAAADDCmlwYAAABgOAQdAAAAAIbD0DUAGGLaZokb9PcVAQDQBYIOAAwRp88izazRAAAj69HQtQ0bNigxMVGRkZFKS0vT3r17O237zjvv6Nprr1ViYqJCQkJUUlLS01oBAL3QNot0VZVntrjGRt8zSgMAYAR+B53y8nLZbDYVFhaqurpaM2fOVGZmpo4ePeqzfWNjoyZPnqwHH3xQ8fHxvS4YANBzFotnljhfa6ICAGAkfged4uJiLVmyRHl5eZo2bZpKS0tlMpm0adMmn+0vuOACPfzww7r++usVERHRrWs0NTWpvr6+3QYAAAAA3eVX0GlublZVVZUyMjK+PkFoqDIyMlRZWdlnRRUVFSkmJsa7JSQk9Nm5AQAAABifX5MRuFwutbS0KC4urt3+uLg4HThwoM+KWrlypWw2m/dxfX09YQcAAqltqrbTMXUbACBIBeWsaxEREd0e5gYA6EenT9V2OqZuAwAEKb+CjtlsVlhYmGpra9vtr62tZaIBADCitqnafE3PZrd7ApDLRdABAAQdv4JOeHi4kpOTVVFRoQULFkiSWltbVVFRofz8/P6oDwAQaBYLQQYAMOj4PXTNZrMpNzdXKSkpSk1NVUlJiRoaGpSXlydJysnJ0YQJE1RUVCTJM4HBu+++6/33J598ov3792vkyJE699xz+/ClAAAAAICH30EnKytLx44dU0FBgZxOp5KSkrRt2zbvBAUOh0OhoV9P5vbpp59q1qxZ3sePPPKIHnnkEV100UXauXNn718BAAAAAJymR5MR5OfndzpU7fTwkpiYKLfb3ZPLAEDfcjh832sidT6rGAAAGJSCctY1AOhzDodktUqNjZ23MZk8s4wBAIBBj6ADYGhwuTwhp6zME3h86eaaMA4HHUAAAAQ7gg6AocVqlWbP7vHhp3YM0QH0TywmCgAIQgQdAPDDqR1Dc+cO8e/xLCYKAAhiBB0A6AGrle/vLCYKAAhmBB0AGMLs9l6OMGMxUQBAkAo9cxMAgNGcOurMavXcewQAgJEQdABgCGobdVZW5rnnqLPlhQAAGKwIOgAwRFksnc+0DQDAYMc9OgCA/sPU0wCAACHoAAD6HlNPAwACjKADAOh7TD0NAAgwgg4AoH8w9TQAIIAIOgDQDQ6HpwOis1tOAABAcCHoADCWtkRyul4kFIfDMztZY6PnscnkuQUFvcREBQCAfkTQAWAcpyeS0/UwobhcnlOWlXlOz/fwXmKiAgDAACDoADCO0xPJ6XqZUKxWafbsXtQXxNo6VwYkxDFRAQBgABB0ABiPkRNJHzu9c2XAOlOYqAAA0M8IOgAwhJ3auRJUnSncvwMA6CWCDgAMcUHVucL9OwCAPkLQAQAED+7fAQD0EYIOACC4nKmLiWFtAIBuIOgAQBccDhYJDRoMawMA+IGgA2Dw6YdFQTu7TNuyPENpkVC7PUg7R7ozrG3Xrn6ZWhwAMPgQdAAMLv20KKgvpy7LM3eu8b8nn9phErSdI50Na6O3BwBwGoIOgMGlnxcF9cVqHRrfj9s6THbtGoT3/NPbAwA4DUEHQHA60/A0FgXtFxaL7ywwKNDbAwA4BUEHQPAZwOFpnV2+bQFNGAC9PQAwJBF0AASfAAxPa3N6xhpKkxCcri3oGeK7Pr09ADDkEHQABE4QDk87PWMZ4ku+n07/7m/o7/r09gCAYRF0AARGgIendVYStwC1/+7f9l1/UE1M4K/e9Pa8+KI0dqzvYw37CwOAwYGgA6B/ddVrE6Dhab7KO3ZMuuaaobdmTmdO/+4ftGvr9Keuenva/mAuu8z3sV2FIGkI/jIBYOCFuN1ut78HbdiwQQ8//LCcTqdmzpyp9evXKzU1tdP2zz//vFavXq1Dhw7pvPPO09q1a3XFFVd0+3r19fWKiYlRXV2doqOj/S0XQF/oLLB05dT04EuAx0T5uh/nxReHznTS3XH6oqlt3935nq7OPxNn+ruXzhyEOsMvHgC6nQ387tEpLy+XzWZTaWmp0tLSVFJSoszMTNXU1Cg2NrZD+927d2vhwoUqKirSVVddpeeee04LFixQdXW1vvnNb/p7eQC91R+BpSsmk7RtW0CH93S3U4nvkB21dWrY7e07MAiF6nzIm9R5T5B05t6grvQ0IPUUHwoAg5jfPTppaWm64IIL9Mtf/lKS1NraqoSEBN16661asWJFh/ZZWVlqaGjQK6+84t134YUXKikpSaWlpT6v0dTUpKamJu/juro6WSwWHT58ODh6dJxOz4ZBw+kaJudnwwNdRuAdPy6tXiU1nfD/2IhI6b77pVGj/DtuVIwUF+//9fqIy+W5xeIf//D9/IgR0r59UkLCwNY1GB0+LH32Wfvf6YgRnqAYDEP94uM926DQ9sv0x5n+mPtDML3BAAIriP5Htr6+XgkJCTp+/LhiYmI6b+j2Q1NTkzssLMz90ksvtdufk5Pjvvrqq30ek5CQ4F63bl27fQUFBe4ZM2Z0ep3CwkK3JDY2NjY2NjY2NjY2Np/b4cOHu8wufg1dc7lcamlpUVxcXLv9cXFxOnDggM9jnE6nz/bOLnpEVq5cKZvN5n3c2tqqzz//XGPGjFFISIg/JQ9ZbUk3aHrB0Od4j42P93ho4H02Pt5j4+M9Hlhut1tffPGFxo8f32W7oJx1LSIiQhEREe32jfJ3uAwkSdHR0XzgDI732Ph4j4cG3mfj4z02Pt7jgdPlkLV/CvXnhGazWWFhYaqtrW23v7a2VvGdjNmLj4/3qz0AAAAA9JZfQSc8PFzJycmqqKjw7mttbVVFRYXS09N9HpOent6uvSRt37690/YAAAAA0Ft+D12z2WzKzc1VSkqKUlNTVVJSooaGBuXl5UmScnJyNGHCBBUVFUmSli9frosuukiPPvqorrzySm3ZskV//vOf9cQTT/TtK0E7ERERKiws7DAEEMbBe2x8vMdDA++z8fEeGx/vcXDq0YKhv/zlL70LhiYlJemxxx5TWlqaJGnevHlKTEzU5s2bve2ff/55rVq1yrtg6EMPPeTXgqEAAAAA4I8eBR0AAAAACGZ+3aMDAAAAAIMBQQcAAACA4RB0AAAAABgOQQcAAACA4RB0DGjNmjX61re+JZPJpFGjRvls43A4dOWVV8pkMik2NlY//elP9dVXXw1soegziYmJCgkJabc9+OCDgS4LvbRhwwYlJiYqMjJSaWlp2rt3b6BLQh+5++67O3xmp06dGuiy0Et/+MMfNH/+fI0fP14hISF6+eWX2z3vdrtVUFCgcePGacSIEcrIyNB7770XmGLRI2d6jxcvXtzhs33ZZZcFplgQdIyoublZ1113nZYuXerz+ZaWFl155ZVqbm7W7t279fTTT2vz5s0qKCgY4ErRl+69914dOXLEu916662BLgm9UF5eLpvNpsLCQlVXV2vmzJnKzMzU0aNHA10a+sg3vvGNdp/ZN954I9AloZcaGho0c+ZMbdiwwefzDz30kB577DGVlpZqz549Ouuss5SZmakTJ04McKXoqTO9x5J02WWXtfts//rXvx7ACnEqvxcMRfC75557JKndWkan+v3vf693331Xr732muLi4pSUlKT77rtPd955p+6++26Fh4cPYLXoK1FRUYqPjw90GegjxcXFWrJkiXcx5tLSUm3dulWbNm3SihUrAlwd+sKwYcP4zBrM5Zdfrssvv9znc263WyUlJVq1apW+973vSZJ+9atfKS4uTi+//LKuv/76gSwVPdTVe9wmIiKCz3aQoEdnCKqsrNT06dMVFxfn3ZeZman6+nq98847AawMvfHggw9qzJgxmjVrlh5++GGGIg5izc3NqqqqUkZGhndfaGioMjIyVFlZGcDK0Jfee+89jR8/XpMnT9aiRYvkcDgCXRL60Ycffiin09nucx0TE6O0tDQ+1wazc+dOxcbGasqUKVq6dKk+++yzQJc0ZNGjMwQ5nc52IUeS97HT6QxESeilf//3f9fs2bM1evRo7d69WytXrtSRI0dUXFwc6NLQAy6XSy0tLT4/pwcOHAhQVehLaWlp2rx5s6ZMmaIjR47onnvu0dy5c/X2228rKioq0OWhH7T999XX55r/9hrHZZddpmuuuUaTJk3S+++/r5///Oe6/PLLVVlZqbCwsECXN+QQdAaJFStWaO3atV22sdvt3MxqIP685zabzbtvxowZCg8P17/927+pqKhIERER/V0qAD+dOvRlxowZSktL08SJE/Xf//3fuvnmmwNYGYDeOHUI4vTp0zVjxgydc8452rlzpy6++OIAVjY0EXQGiZ/85CdavHhxl20mT57crXPFx8d3mL2ptrbW+xyCQ2/e87S0NH311Vc6dOiQpkyZ0g/VoT+ZzWaFhYV5P5dtamtr+Ywa1KhRo3T++efr4MGDgS4F/aTts1tbW6tx48Z599fW1iopKSlAVaG/TZ48WWazWQcPHiToBABBZ5AYO3asxo4d2yfnSk9P15o1a3T06FHFxsZKkrZv367o6GhNmzatT66B3uvNe75//36FhoZ6318MLuHh4UpOTlZFRYUWLFggSWptbVVFRYXy8/MDWxz6xZdffqn3339fN954Y6BLQT+ZNGmS4uPjVVFR4Q029fX12rNnT6ezpGLw+/jjj/XZZ5+1C7cYOAQdA3I4HPr888/lcDjU0tKi/fv3S5LOPfdcjRw5UpdeeqmmTZumG2+8UQ899JCcTqdWrVqlW265hWFOg1BlZaX27Nmj73znO4qKilJlZaVuv/12ZWdn6+yzzw50eeghm82m3NxcpaSkKDU1VSUlJWpoaPDOwobB7Y477tD8+fM1ceJEffrppyosLFRYWJgWLlwY6NLQC19++WW7XrkPP/xQ+/fv1+jRo2WxWHTbbbfp/vvv13nnnadJkyZp9erVGj9+vPf/0EDw6+o9Hj16tO655x5de+21io+P1/vvv6+f/exnOvfcc5WZmRnAqocwNwwnNzfXLanD9vrrr3vbHDp0yH355Ze7R4wY4Tabze6f/OQn7pMnTwauaPRYVVWVOy0tzR0TE+OOjIx0W61W9wMPPOA+ceJEoEtDL61fv95tsVjc4eHh7tTUVPef/vSnQJeEPpKVleUeN26cOzw83D1hwgR3VlaW++DBg4EuC730+uuv+/zvb25urtvtdrtbW1vdq1evdsfFxbkjIiLcF198sbumpiawRcMvXb3HjY2N7ksvvdQ9duxY9/Dhw90TJ050L1myxO10OgNd9pAV4na73QHIVwAAAADQb1hHBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDh/H8Ra8kVmg5xvwAAAABJRU5ErkJggg==", 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\n", 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", 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\n", 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", 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\n", 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SttqGE+/CUHl5uRISEnTo0CF1797d7HI6heJiYyaZ7wJd7ZYp6i5WVOQNOl5ut4oHTFT60fdVpDSlqUHfdZYvBgAg4h09elR79uxR//79/W5aD/SH1/ZmhY8Wl112mZKTk/Xyyy+bXUqLBfudkJqfDRjRwSn5DLKYw+mUXntNulpSwSuSy2dEp7MsXwwAQCfldBr/u+/I6euRNlmksrJSS5cuVVZWlqKjo/WnP/1JGzdu1IYNG8wuzXQEHXQM365qDTU1Tty7t/FPl0syM3QBAIAO53RGVvDoaDabTW+99ZYeffRRHT16VAMGDND//M//aOzYsWaXZjqCDtpfc8ad2/0GIAAAAOvp1q2bNm7caHYZYYmgg/bn21Wt7oafhlozThxsRCjSxp4BAADQZgg6aDvBpqfVBZG2vuHH4TBGgrKzAz9vhbsJAQAA0CIEHbSNpqantcHUNN+BG2Ow5hR3KNKoAACAiFNTU2N2CQgTbfG7QNBB22hqelorppEFGripH6zhDkUAACJdTEyMoqKi9OOPP6pXr16KiYlpcsFLWFNtba2qqqp04MABRUVFKSYmpsWvRdBB22qHftQNB24YrAEAwFqioqLUv39/7du3Tz/++KPZ5SAM2O12OZ1ORUVFtfg1CDqICAzcAABgbTExMXI6nTpx4oSqq6vNLgcmio6OVpcuXVo9qkfQAQAAQFiw2Wzq2rWrunbtanYpsICWjwUBAAAAQJgi6AAAAACwHIIOAAAAAMsh6AAAAACwHIIOAAAAAMuh6xq83G7/tWoAAACASEXQgSQj5LhcUmVl/T67XXI4zKsJAAAAaCmCDiQZIzmVlVJBgRF4JCPksEgnAAAAIhFBB35cLiktzewqAAAAgNahGQEAAAAAy2lR0Fm8eLFSU1MVFxenzMxMbdu27ZTH5+fna8CAAerWrZtSUlJ099136+jRoy0qGAhJSYlUXNx4c7vNrgwAAADtKOSpa2vWrFFubq6WLl2qzMxM5efnKysrS7t27VJiYmKj41etWqXZs2drxYoVuuCCC/TVV19p6tSpstlsWrhwYZt8E0AjDofRTSE7O/DzdrsRgrgJCQAAwJJCDjoLFy7UrbfeqmnTpkmSli5dqjfffFMrVqzQ7NmzGx3/wQcfaNSoUbrxxhslSampqZo4caI++uijVpYOnILTaQSZun7ZvkpKjADk8RB0AAAALCqkoFNVVaWioiLNmTPHuy8qKkpjx47V1q1bA55zwQUXqKCgQNu2bdOIESO0e/duvfXWW7rpppuCXufYsWM6duyY93F5eXkoZaKT8F3rJ2CHOKeTIAMAANBJhRR0PB6PqqurlZSU5Lc/KSlJO3fuDHjOjTfeKI/Ho1/+8peqra3ViRMndPvtt+v3v/990Ovk5eXpwQcfDKU0dCKBZqUxEw0AAAC+2r3r2ubNm/XYY4/pj3/8o4qLi/XnP/9Zb775ph5++OGg58yZM0eHDh3ybnv37m3vMjslt7v+3nzf0ZFwVzcrrajI2AoKjDWAtmyh1wAAAAAMIY3oOBwORUdHq6yszG9/WVmZkpOTA54zd+5c3XTTTbrlllskSYMGDVJFRYVuu+023XfffYqKapy1YmNjFRsbG0ppCJHbbayZU1lZv89uN0ZLIoHvrDRGeAAAANBQSCM6MTExSk9PV2FhoXdfTU2NCgsLNXLkyIDnVFZWNgoz0dHRkqTa2tpQ60Ub8XiMkFNQUD8yEqnBINgIT6A+BAAAAOgcQu66lpubqylTpigjI0MjRoxQfn6+KioqvF3YJk+erL59+yovL0+SNG7cOC1cuFDDhg1TZmamvvnmG82dO1fjxo3zBh6Yx+WS0tLMrqL16DsAAAAAXyEHnQkTJujAgQOaN2+eSktLNXToUK1fv97boMDtdvuN4Nx///2y2Wy6//779cMPP6hXr14aN26cHn300bb7LgAAAADAR8hBR5JycnKUk5MT8LnNmzf7X6BLF82fP1/z589vyaUQbtzu4GvTAAAAAGGiRUEHnVSgDga+IqmbAQAAACyNoIPm8+1g4HI1fj7gqp0AAABAxyPoIHRW6WAAAAAAy2r3BUMBAAAAoKMRdAAAAABYDkEHAAAAgOUQdAAAAABYDs0IYFl1S/vQDA4AAKDzIejAchwOY0mf7Gzjsd1uhJ5GYSfYIqckIwAAgIhH0IHlOJ1GhvF4jH9mZxtfe7NLwyTUUNBkBAAAgEhB0IElOZ2nyCm+SaihgMkIAAAAkYagg87plEkIAAAAkY6uawAAAAAsh6ADAAAAwHIIOgAAAAAsh6ADAAAAwHJoRtCJuN31jcaCLSEDAAAAWAFBp5NwuyWXS6qsrN9ntxtLygAAAABWQ9DpJDweI+QUFBiBRzJCDh2WAQAAYEUEnU7G5ZLS0syuAgAAAGhfNCMAAAAAYDkEHQAAAACWQ9ABAAAAYDkEHQAAAACWQzMCdAq+6wbRbQ4AAMD6CDqwNIfDWC8oO7t+n91uBB/CDgAAgHURdNCY220svNOQ77BIhHA6jbLrvp2SEiP0eDwEHQAAACsj6MCf220stlNZGfh5u90YJokgTmcLQk2wUMe8NwAAgIhA0IE/j8cIOQUFRuBpyOof9APNdfPFvDcAAICIQNBBYC6XlJZmdhUdr+FcN1/MewMAAIgYBB2goRbNdQMAAEA4YR0dAAAAAJbDiA46JdbVAQAAsDaCDjoV1tUBAADoHAg66FRYVwcAAKBzIOig06HXAAAAgPXRjAAAAACA5RB0AAAAAFgOQQcAAACA5RB0AAAAAFgOQQcAAACA5RB0AAAAAFgOQQcAAACA5RB0AAAAAFgOQQcAAACA5XQxuwC0L7db8nikkhKzKwEAAAA6DkHHwtxuyeWSKiuNx3a75HCYWxMAAADQEQg6FubxGCGnoMAIPA6H5HSaXVV48h3x4ucEAAAQ+Qg6nYDLJaWlmV1FeHI4jJGu7Oz6fXa7EXwIOwAAAJGLoINOzek0Qo3HYzwuKTFCj8dD0AEAAIhkBB10ek4noQYAAMBqaC8NAAAAwHIIOgAAAAAsh6lrQKiCLUpEuzYAAICwQdABmitQizZftGsDAAAIGwQdoLkatmjzRbs2AACAsELQAUJBizYAAICIQDMCAAAAAJZD0AEAAABgOQQdAAAAAJZD0AEAAABgOQQdAAAAAJZD0AEAAABgObSXBgIoKan/2uGgozQAAECkIegAPhwOyW431v6sY7cbwYewAwAAEDkIOoAPp9MINR6P8bikxAg9Hg9BBwAAIJIQdIAGnE5CDQAAQKSjGQEAAAAAy2lR0Fm8eLFSU1MVFxenzMxMbdu27ZTHHzx4UHfccYd69+6t2NhYnXvuuXrrrbdaVDAAAAAANCXkqWtr1qxRbm6uli5dqszMTOXn5ysrK0u7du1SYmJio+Orqqp02WWXKTExUa+99pr69u2r77//Xj169GiL+gEAAACgkZCDzsKFC3Xrrbdq2rRpkqSlS5fqzTff1IoVKzR79uxGx69YsUL/+te/9MEHH6hr166SpNTU1NZVDQAAAACnEFLQqaqqUlFRkebMmePdFxUVpbFjx2rr1q0Bz3n99dc1cuRI3XHHHfrLX/6iXr166cYbb9S9996r6OjogOccO3ZMx44d8z4uLy8PpUw0h9td31rMl+8CMgAAAECECinoeDweVVdXKykpyW9/UlKSdu7cGfCc3bt3a9OmTZo0aZLeeustffPNN5o5c6aOHz+u+fPnBzwnLy9PDz74YCilIRRut+RySZWVgZ+3240FZQAAAIAI1e7tpWtqapSYmKhly5YpOjpa6enp+uGHH/Tkk08GDTpz5sxRbm6u93F5eblSUlLau9TOw+MxQk5BgRF4GnI46K/cgO9AFz8eAACA8BdS0HE4HIqOjlZZWZnf/rKyMiUnJwc8p3fv3uratavfNDWXy6XS0lJVVVUpJiam0TmxsbGKjY0NpTSc5DsjrclZaC6XlJbW7jVFMofDGODKzq7fZ7cbP1vCDgAAQPgKqb10TEyM0tPTVVhY6N1XU1OjwsJCjRw5MuA5o0aN0jfffKOamhrvvq+++kq9e/cOGHLQcnUz0tLTjS07m1loreV0GqGmqMjYCgqMwbBAtzcBAAAgfIQ8dS03N1dTpkxRRkaGRowYofz8fFVUVHi7sE2ePFl9+/ZVXl6eJGnGjBl67rnnNGvWLN155536+uuv9dhjj+k3v/lN234nCDgjjWlWred08jMEAACINCEHnQkTJujAgQOaN2+eSktLNXToUK1fv97boMDtdisqqn6gKCUlRe+8847uvvtuDR48WH379tWsWbN07733tt13AT/MSAMAAEBn16JmBDk5OcrJyQn43ObNmxvtGzlypD788MOWXAqILMFujGJoDQAAoEO1e9c1oFMI1LXAFx0MAAAAOhRBB2gLdV0Lgi3Cmp1tPEfQAQAA6BAEHaCt0LUAAAAgbITUXhoAAAAAIgFBBwAAAIDlEHQAAAAAWA5BBwAAAIDlEHQAAAAAWA5BBwAAAIDlEHQAAAAAWA7r6AAtUFJS/7XDwfI5AAAA4YagA4TA4ZDsdik7u36f3W4EH8IOAABA+CDoACFwOo1Q4/EYj0tKjNDj8RB0AAAAwglBBwiR00moAQAACHc0IwAAAABgOQQdAAAAAJZD0AEAAABgOQQdAAAAAJZD0AEAAABgOQQdAAAAAJZD0AEAAABgOQQdAAAAAJbDgqFAGygpqf/a4QiyoKjvQb6CngAAAICWIugAreBwSHa7lJ1dv89uNzKNN7sEOshXoxMAAADQWgQdoBWcTiOjeDzG45ISI894PD65peFBvgKeAAAAgNYi6ACt5HQ2I6M06yAAAAC0FZoRAAAAALAcgg4AAAAAy2HqWoRzu/3vDwEAAABA0IlobrfkckmVlfX77HajyRcAAADQmRF0IpjHY4ScggIj8EgsyQIAAABIBB1LcLmktDSzqwAAAADCB80IAAAAAFgOQQcAAACA5TB1DWgHdR3wuGcKAADAHAQdoA05HEbnu+xs47HdboQewg4AAEDHIuhYme8iO75YcKfdOJ3Gj9fjMf6ZnW18TdABAADoWAQdqwq0yI4vFtxpN04nwQYAAMBsBB2rCrTIji9uHgEAAICFEXSsjkV2AAAA0AnRXhoAAACA5RB0AAAAAFgOQQcAAACA5XCPDtDOfLt50wMCAACgYxB0gHbScPFQiQVEAQAAOgpBB2gnvouHSk0sIBpsEVeGgAAAAFqEoAO0oyYXDw007OOLISAAAIAWIegAZmo47OPrlENAAAAAOBWCDmC2Jod9AAAAECraSwMAAACwHIIOAAAAAMsh6AAAAACwHIIOAAAAAMsh6AAAAACwHIIOAAAAAMsh6AAAAACwHIIOAAAAAMsh6AAAAACwnC5mF4DQuN2Sx2N8XVJibi0AAABAuCLoRBC3W3K5pMrK+n12u+RwmFcTQucbUB0Oyek0rxYAAACrIuhEEI/HCDkFBUbgkfigHEkcDiOYZmfX77PbjeDDewgAANC2CDoRyOWS0tLMrgKhcjqNUOM79TA723hM0AEAAGhbBB2gAzmdLQg1wW7GYjgPAAAgKIIOEK4CzXXzxbw3AACAoAg6QLhqONfNF/PeAAAATomgA4SzFs11AwAAAAuGAgAAALAcRnQAk7GuDgAAQNtr0YjO4sWLlZqaqri4OGVmZmrbtm3NOm/16tWy2WwaP358Sy4LWIpvr4H0dGNzuYyFYQEAANA6IQedNWvWKDc3V/Pnz1dxcbGGDBmirKws7d+//5Tnfffdd7rnnns0evToFhcLWEldr4GiImMrKDAWhA3UewAAAAChCTnoLFy4ULfeequmTZumgQMHaunSpbLb7VqxYkXQc6qrqzVp0iQ9+OCDOvvss1tVMGAlTqex+GtamjGaAwAAgLYRUtCpqqpSUVGRxo4dW/8CUVEaO3astm7dGvS8hx56SImJibr55pubdZ1jx46pvLzcbwMAAACA5gop6Hg8HlVXVyspKclvf1JSkkpLSwOe87e//U0vvPCCli9f3uzr5OXlKSEhwbulpKSEUiYAAACATq5d20sfPnxYN910k5YvXy6Hw9Hs8+bMmaNDhw55t71797ZjlQAAAACsJqT20g6HQ9HR0SorK/PbX1ZWpuTk5EbHf/vtt/ruu+80btw4776amhrjwl26aNeuXfrZz37W6LzY2FjFxsaGUhoAAAAAeIU0ohMTE6P09HQVFhZ699XU1KiwsFAjR45sdPx5552nzz//XDt27PBu11xzjS6++GLt2LGDKWkAAAAA2kXIC4bm5uZqypQpysjI0IgRI5Sfn6+KigpNmzZNkjR58mT17dtXeXl5iouL0/nnn+93fo8ePSSp0X4AAAAAaCshB50JEybowIEDmjdvnkpLSzV06FCtX7/e26DA7XYrKqpdb/0BAAAAgFMKOehIUk5OjnJycgI+t3nz5lOeu3LlypZcEug0Skrqv3Y4jLV2AAAAEJoWBR0Abc/hkOx2KTu7fp/dbgQfwg4AAEBoCDpAmHA6jVDj8RiPS0qM0OPxEHQAAABCRdABwojTSagBAABoC3QNAAAAAGA5jOhEOre7fq6TL9872gEAAIBOhqATydxuyeWSKisDP2+3G3e4AwAAAJ0MQSeSeTxGyCkoMAJPQ/QmBgAAQCdF0LECl0tKSzO7CgAAACBsEHTCnO8tONx2AwAAADQPQSeMBboFh9tu4CdY+mXaIgAA6OQIOmEs0C04fH6FJOMXwW43VhQNxG43QhC/LAAAoJMi6EQAbsHp3HwHbbxB1+k0ngjWWjw723iOoAMAADopgg4QpgIN2vgN1DidBBkAAIAgCDpAmGo4aMNADQAAQPMRdIAwxqANAABAy0SZXQAAAAAAtDWCDgAAAADLIegAAAAAsByCDgAAAADLIegAAAAAsBy6rgERJuACogAAAPBD0AEiRJMLiAIAAMCLoANECBYQBQAAaD6CDhBBWEAUAACgeWhGAAAAAMByCDoAAAAALIegAwAAAMByCDoAAAAALIegAwAAAMBy6LoGWJXvyqK+WGUUAAB0AgQdwGoCrSzqi1VGAQBAJ0DQAaym4cqivlhlFAAAdBIEHcCKWFkUAAB0cjQjAAAAAGA5BB0AAAAAlkPQAQAAAGA5BB0AAAAAlkMzAiDCsVwOAABAYwQdIEKxXA4AAEBwBB0gQrFcDgAAQHAEHSCCsVwOAABAYDQjAAAAAGA5BB0AAAAAlkPQAQAAAGA5BB0AAAAAlkPQAQAAAGA5BB0AAAAAlkN76TDjdtevi+Jd8X7fPql4X+ODvQcAgfn+ijgckjPQE74cDvpVAwAASyDohBG3W3K5pMrK+n32bjVyXDdGOvpV4JPsduPDKeDD4TB+NbKz6/fZ7VLJxiQ5Gz7hy243QhBhBwAARDiCThjxeIyQU1BgBB5Jcuz7u5xXf+W/0xd/gUcATqeRV3xHB7OzJU9sXzl9n/DlPcjD7xQAAIh4BJ0w5HJJaWknHxQfD7ATaJrTGSSvBH0CAADAOmhGAAAAAMByCDoAAAAALIegAwAAAMByuEcH6EQatZvmVh0AAGBRBB2gEwjabppO0gAAwKIIOkAnELTdNJ2kAQCARRF0gE6CrtIAAKAzoRkBAAAAAMsh6AAAAACwHIIOAAAAAMsh6AAAAACwHJoRAPDnu9iOLxbeAQAAEYSgA8AQaLEdXyy8AwAAIghBB4Ch4WI7vlh4BwAARBiCDoB6LLYDAAAsgmYEAAAAACyHER2gE/PtO0CvAQAAYCUtGtFZvHixUlNTFRcXp8zMTG3bti3oscuXL9fo0aN1xhln6IwzztDYsWNPeTyA9ufbdyA93dhcLsntNrsyAACAthFy0FmzZo1yc3M1f/58FRcXa8iQIcrKytL+/fsDHr9582ZNnDhR7777rrZu3aqUlBRdfvnl+uGHH1pdPICWqes7UFRkbAUFUmVl4D4EAAAAkSjkoLNw4ULdeuutmjZtmgYOHKilS5fKbrdrxYoVAY9/5ZVXNHPmTA0dOlTnnXeenn/+edXU1KiwsDDoNY4dO6by8nK/DUDbcjqltDRjc7nMrgYAAKBthRR0qqqqVFRUpLFjx9a/QFSUxo4dq61btzbrNSorK3X8+HGdeeaZQY/Jy8tTQkKCd0tJSQmlTAAtVFIiFRcbG9PYAABAJAsp6Hg8HlVXVyspKclvf1JSkkpLS5v1Gvfee6/69OnjF5YamjNnjg4dOuTd9u7dG0qZAELEPTsAAMBqOrTr2uOPP67Vq1dr8+bNiouLC3pcbGysYmNjO7Ay87jd9fdF+HbAAjpSw7VCWR8UAABEupCCjsPhUHR0tMrKyvz2l5WVKTk5+ZTnPvXUU3r88ce1ceNGDR48OPRKLcjtNv5qXllZv89uN/66DnQ01goFAABWEtLUtZiYGKWnp/s1EqhrLDBy5Mig5/3hD3/Qww8/rPXr1ysjI6Pl1VqMx2OEnIKC+u5XJSV82AQAAABaK+Spa7m5uZoyZYoyMjI0YsQI5efnq6KiQtOmTZMkTZ48WX379lVeXp4k6YknntC8efO0atUqpaameu/lOf3003X66ae34bcSuVwuo/MVAAAAgLYRctCZMGGCDhw4oHnz5qm0tFRDhw7V+vXrvQ0K3G63oqLqB4qWLFmiqqoqXXfddX6vM3/+fD3wwAOtqx4AAAAAAmhRM4KcnBzl5OQEfG7z5s1+j7/77ruWXAIAAAAAWqxDu64BiHDBWgM6HNxcBgAAwgpBB0DTfBfaCcRup5MGAAAIKwQdAE1ruNCOLxbdAQAAYYigAyAo35lqDodTzjSCDAAAiAwEHQCNBJqpxuw0AAAQSQg6ABppOFON2WkAACDSEHQABOR0EmoAAEDkimr6EAAAAACILIzohAu3O3hHKwAAAAAhIeiEg337pNEuqbIy8PN2u3F3OBDOWEwUAACEEYJOODh40Ag5BQWSy9X4eT4oIkz4t5s++WvJYqIAACAMEXTCicslpaWZXQXQyKnbTbOYKAAACD8EHQBNarLdNC3aAABAmCHoAGgWsgwAAIgktJcGAAAAYDkEHQAAAACWw9Q1AC0WsAsbAABAGCDoAAjZqbuwmVcXAABAHYIOgJA12YUNAADAZASdDuZ2+384BCJVSF3Ygv2yM98NAAC0E4JOB3K7jTVBKyvr99ntkqPHCfOKAtpToDluvpjvBgAA2glBpwN5PEbIKSgwAo908g/anuPmFga0kbqBG+9ATcM5bg0PZr4bAABoJwQdE7hcUlqaz44AnwGBSNJw4MZvoIaVRgEAgAlYRwdAq9UN3BQVGSOWlZWBB3EAAAA6CiM6ANoEAzcAACCcMKIDAAAAwHIY0QHQLnw7StNFGgAAdDSCDoA2FaijNF2kAQBARyPoAGhTDTtK00UaAACYgaADoM3RmAAAAJiNoAPAXL438/jixh4AANAKBB0A5gh0M48vbuwBAACtQNABYI6GN/P44sYeAADQSgQdAB0iYLtpbuYBAADthKADoF3RbhoAAJiBoAOgXQVrN71li+RyGfvoOwAAANoaQQdAu/OdocYIDwAA6AgEnY60b5+k3idvVvipfn+w9rqABbGgKAAA6AgEnY7idkvXTZT0vpQ9SdIn/s/b7cafuoFOoNk9CFhjBwAAtBBBpwO43ZJnS4VKjqYaOwpekVw/+R/EBzegHmvsAACAViLotDO327jhurLSJekV2eOq5Rjtkvh8BgTHGjsAAKCVCDrtzOORKiulgof3yDX313K89pKczkFmlwWEncbr7LDGDgAAaDmCTgdx9T+qNH0i9T5udilAWKELGwAAaA8EHQCmogsbAABoDwQdAKYLNEut8VQ2BT/AF409AACACDoAwkyTU9noyAYAAJqBoAMgrDQ5lY2ObAAAoBkIOgDCTpMN15o6INi0NompbQAAdBIEHQARocl7duqeONW0NompbQAAdBIEHQBhLaT206ea1iYxtQ0AgE6EoAMgrIXcfpqFRgEAgAg6ACIA2QUAAISKoAMgIjXrnp3mnOyLRgUAAFgGQQdARAnpnp3mnOyLRgUAAFgGQQdARAl2z86WLZLL1cSgDGvwAADQaRB0AEQc33t2Gg7S2O3Sn/8s9epV/7xfbmnpGjxMawMAIKIQdNqa2+3/1+KSbpJc0p49ppUEWJnvIM2BA9K110r//u/1zzOtDQCAzomg05bcbsnlkruypzxySJJK5JL0ijT3fuODksNhbo2ABfkO0oTUirrhizCtDQAAyyDotCWPR+7KnnLF7lblsfofrT2uWo7XXpIGJfAhCWhngWamNbtDG9PaAACwDIJOG/PIocpjXVRQYNwYLUkOR7SczkHmFgZ0Qq3q0NbUC/liWhsAAGGHoNNOXC4pLc3sKoDOLViHtpBnoDVnWltd27eGGO0BAMAUBB0AltaqqWxNvVDdCzDaAwBA2CHoAOg0gk1lO2U76qYw2gMAQFgi6ADoNBpmkmDtqEMOPoz2AAAQdgg6ADqVhpmkOcGnxVmkNaM9p8JIEAAATSLotAHvGqEl3U6umwMgUpwq+DQnizSZOVo62nMqDYedQioIAIDOwVZbW1trdhFNKS8vV0JCgg4dOqTu3bubXY5PspHc+7rKdd1AVR6N9j5tj6tWya5oPmsAEe7kGsCqrAx+TKsyh89/S5qtbtgpWFFMhwMAWFxzswEjOqFq8MnHo2GqVLEKNEkulUhx3eTY9N9yOvuaXCiA1jrVzDMp8FQ3X01mjqYWKA2G6XAAADSpRUFn8eLFevLJJ1VaWqohQ4bo2Wef1YgRI4Ie/+qrr2ru3Ln67rvvdM455+iJJ57QlVde2eKiTeXxGCGnbkXQkm5StuQquF9prp9Oflgg5ABW0VQWaU3maHG26OjpcC1FeAIAmCjkoLNmzRrl5uZq6dKlyszMVH5+vrKysrRr1y4lJiY2Ov6DDz7QxIkTlZeXp6uvvlqrVq3S+PHjVVxcrPPPP79NvomO5laKPEqTjDEcg8slsUAo0Om0JnOEmi2adT/QqYaggmlqaKqlCE8AABOFfI9OZmamhg8frueee06SVFNTo5SUFN15552aPXt2o+MnTJigiooKvfHGG959v/jFLzR06FAtXbo04DWOHTumY8eOeR8fOnRITqdTe/fuNf0enb3v/F3Db0jVTzrNu69bN2n7diklxcTCAISdvXulf/4z8HMejxGCfvqp+a/XrZsxmOxwtE19fspKpYOH2u71Dh6U5t4vHTvadq8pSbFx0sOPSD16tO3rtlByz+NKdpwwuwwAaH/JycYWBsrLy5WSkqKDBw8qISEh+IG1ITh27FhtdHR07dq1a/32T548ufaaa64JeE5KSkrtokWL/PbNmzevdvDgwUGvM3/+/FpJbGxsbGxsbGxsbGxsAbe9e/eeMruENHXN4/GourpaSUlJfvuTkpK0c+fOgOeUlpYGPL60tDTodebMmaPc3Fzv45qaGv3rX/9Sz549ZbPZQim5TdWlx3AYWUJgvEfhjfcn/PEehT/eo/DHexT+eI/C36neo9raWh0+fFh9+vQ55WuEZde12NhYxcbG+u3rESbTFCSpe/fu/EsR5niPwhvvT/jjPQp/vEfhj/co/PEehb9g79Epp6ydFBXKhRwOh6Kjo1VWVua3v6ysTMlB5uwlJyeHdDwAAAAAtFZIQScmJkbp6ekqLCz07qupqVFhYaFGjhwZ8JyRI0f6HS9JGzZsCHo8AAAAALRWyFPXcnNzNWXKFGVkZGjEiBHKz89XRUWFpk2bJkmaPHmy+vbtq7y8PEnSrFmzdNFFF2nBggW66qqrtHr1an388cdatmxZ234nHSA2Nlbz589vNK0O4YP3KLzx/oQ/3qPwx3sU/niPwh/vUfhri/co5PbSkvTcc895FwwdOnSonnnmGWVmZkqSxowZo9TUVK1cudJ7/Kuvvqr777/fu2DoH/7wh8hdMBQAAABA2GtR0AEAAACAcBbSPToAAAAAEAkIOgAAAAAsh6ADAAAAwHIIOgAAAAAsh6DTTIsXL1Zqaqri4uKUmZmpbdu2mV0SfPz1r3/VuHHj1KdPH9lsNq1bt87skuAjLy9Pw4cPV3x8vBITEzV+/Hjt2rXL7LLgY8mSJRo8eLB3BeqRI0fq7bffNrssBPH444/LZrPprrvuMrsU+HjggQdks9n8tvPOO8/ssuDjhx9+UHZ2tnr27Klu3bpp0KBB+vjjj80uCyelpqY2+nfIZrPpjjvuaNHrEXSaYc2aNcrNzdX8+fNVXFysIUOGKCsrS/v37ze7NJxUUVGhIUOGaPHixWaXggDee+893XHHHfrwww+1YcMGHT9+XJdffrkqKirMLg0nnXXWWXr88cdVVFSkjz/+WJdccol+9atf6e9//7vZpaGB7du36z//8z81ePBgs0tBAD//+c+1b98+7/a3v/3N7JJw0v/7f/9Po0aNUteuXfX222/ryy+/1IIFC3TGGWeYXRpO2r59u9+/Pxs2bJAkXX/99S16PdpLN0NmZqaGDx+u5557TpJUU1OjlJQU3XnnnZo9e7bJ1aEhm82mtWvXavz48WaXgiAOHDigxMREvffee7rwwgvNLgdBnHnmmXryySd18803m10KTjpy5IjS0tL0xz/+UY888oiGDh2q/Px8s8vCSQ888IDWrVunHTt2mF0KApg9e7bef/99bdmyxexS0Ex33XWX3njjDX399dey2Wwhn8+IThOqqqpUVFSksWPHevdFRUVp7Nix2rp1q4mVAZHr0KFDkowP0gg/1dXVWr16tSoqKjRy5Eizy4GPO+64Q1dddZXf/5MQXr7++mv16dNHZ599tiZNmiS32212STjp9ddfV0ZGhq6//nolJiZq2LBhWr58udllIYiqqioVFBRo+vTpLQo5EkGnSR6PR9XV1UpKSvLbn5SUpNLSUpOqAiJXTU2N7rrrLo0aNUrnn3++2eXAx+eff67TTz9dsbGxuv3227V27VoNHDjQ7LJw0urVq1VcXKy8vDyzS0EQmZmZWrlypdavX68lS5Zoz549Gj16tA4fPmx2aZC0e/duLVmyROecc47eeecdzZgxQ7/5zW/00ksvmV0aAli3bp0OHjyoqVOntvg1urRdOQDQtDvuuENffPEF89bD0IABA7Rjxw4dOnRIr732mqZMmaL33nuPsBMG9u7dq1mzZmnDhg2Ki4szuxwEccUVV3i/Hjx4sDIzM9WvXz/993//N1NAw0BNTY0yMjL02GOPSZKGDRumL774QkuXLtWUKVNMrg4NvfDCC7riiivUp0+fFr8GIzpNcDgcio6OVllZmd/+srIyJScnm1QVEJlycnL0xhtv6N1339VZZ51ldjloICYmRv/2b/+m9PR05eXlaciQIXr66afNLguSioqKtH//fqWlpalLly7q0qWL3nvvPT3zzDPq0qWLqqurzS4RAfTo0UPnnnuuvvnmG7NLgaTevXs3+sONy+ViemEY+v7777Vx40bdcsstrXodgk4TYmJilJ6ersLCQu++mpoaFRYWMncdaKba2lrl5ORo7dq12rRpk/r37292SWiGmpoaHTt2zOwyIOnSSy/V559/rh07dni3jIwMTZo0STt27FB0dLTZJSKAI0eO6Ntvv1Xv3r3NLgWSRo0a1Whpg6+++kr9+vUzqSIE8+KLLyoxMVFXXXVVq16HqWvNkJubqylTpigjI0MjRoxQfn6+KioqNG3aNLNLw0lHjhzx+4vZnj17tGPHDp155plyOp0mVgbJmK62atUq/eUvf1F8fLz3/raEhAR169bN5OogSXPmzNEVV1whp9Opw4cPa9WqVdq8ebPeeecds0uDpPj4+Eb3tJ122mnq2bMn97qFkXvuuUfjxo1Tv3799OOPP2r+/PmKjo7WxIkTzS4Nku6++25dcMEFeuyxx3TDDTdo27ZtWrZsmZYtW2Z2afBRU1OjF198UVOmTFGXLq2LKgSdZpgwYYIOHDigefPmqbS0VEOHDtX69esbNSiAeT7++GNdfPHF3se5ubmSpClTpmjlypUmVYU6S5YskSSNGTPGb/+LL77YqpsM0Xb279+vyZMna9++fUpISNDgwYP1zjvv6LLLLjO7NCBi/OMf/9DEiRP1z3/+U7169dIvf/lLffjhh+rVq5fZpUHS8OHDtXbtWs2ZM0cPPfSQ+vfvr/z8fE2aNMns0uBj48aNcrvdmj59eqtfi3V0AAAAAFgO9+gAAAAAsByCDgAAAADLIegAAAAAsByCDgAAAADLIegAAAAAsByCDgAAAADLIegAAAAAsByCDgAAAADLIegAAAAAsByCDgAAAADLIegAAAAAsJz/D4+1bXIFKkzbAAAAAElFTkSuQmCC", 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\n", 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", 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\n", 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", 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\n", 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", 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\n", + "image/png": 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", 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\n", + "image/png": 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pjDPO0EMPPaRf/OIXpr6OFRlG48ltcVZdXa02bdrowIEDKigosPPRTWzcKPXtK1VU+Nf0jvd9AAAAqe7IkSPasWOHOnfuHFSwXVXl3z+lpsaedrhc/vCS7JtLXnTRRSoqKtKLL76Y6KZYFq5PSC3PBoy0AAAAIO48Hn+I8PnseZ7bnXyBpaamRk8//bSGDRumrKwsvfzyy3rrrbe0evXqRDct4QgtAAAAsIXHk3xBwk4ZGRlauXKlZs6cqSNHjqikpER/+MMfNHTo0EQ3LeEILQAAAIAD5OXl6a233kp0MxyJ1cMAAAAAOBqhBQAAAICjMT0sCuGW00vGwi8AAIBYcsIu6nCGWPQFQosFbrd/Gb2ystDnU2WJPQAAALOys7OVmZmpb775Ru3atVN2dnazmyMiNRmGoaNHj2rfvn3KzMxUdna25a9FaLEg0pJ9Xq8/zPh8hBYAAJB+MjMz1blzZ+3evVvffPNNopsDB3C5XPJ4PMrMtF6ZQmixiCX7AAAAQsvOzpbH41FdXZ3q6+sT3RwkUFZWllq1ahX1aBuhBQAAADGXkZGh1q1bq3Xr1oluClIAq4cBAAAAcDRCCwAAAABHI7QAAAAAcDRCCwAAAABHI7QAAAAAcDRWD4sTr7fpMbebZZIBAAAAswgtMeZ2Sy6Xf4PJxlwuf5ghuAAAAAAtR2iJMY/HH0x8vuDjXq8/yPh8hBYAAADADEJLHHg8BBMAAAAgVijEBwAAAOBohBYAAAAAjkZoAQAAAOBohBYAAAAAjkZoAQAAAOBohBYAAAAAjkZoAQAAAOBohBYAAAAAjkZoAQAAAOBohBYAAAAAjkZoAQAAAOBorRLdgHTj9YY+7nZLHo+9bQEAAACSAaHFJm635HJJZWWhz7tc/kBDcAEAAACCEVps4vH4Q4nP1/Sc1+sPMz4foQUAAABojNBiI4+HUAIAAACYRSE+AAAAAEcjtAAAAABwNEILAAAAAEcjtAAAAABwNEILAAAAAEcjtAAAAABwNEILAAAAAEcjtAAAAABwNEILAAAAAEcjtAAAAABwNEILAAAAAEcjtAAAAABwNEILAAAAAEeLKrTMnj1bGRkZuu2222LUHAAAAAAIZjm0bNiwQb/73e/Us2fPWLYHAAAAAIK0snLToUOHNGbMGM2fP18PPPBArNuUtrze0MfdbsnjsbctAAAAgFNYCi2TJk3SZZddpqFDhzYbWmpra1VbWxv4XF1dbeWRKc3tllwuqaws9HmXyx9oCC4AAABIR6ZDy+LFi7Vx40Zt2LChRdfPmjVLM2bMMN2wdOLx+EOJz9f0nNfrDzM+H6EFAAAA6clUaNm1a5duvfVWrV69Wrm5uS26Z8qUKSovLw98rq6uVnFxsblWpgGPh1ACAAAAhGIqtFRUVGjv3r3q06dP4Fh9fb3effddPfnkk6qtrVVWVlbQPTk5OcrJyYlNawEAAACkHVOh5cILL9SWLVuCjl133XXq1q2b7r777iaBBQAAAACiZSq05Ofn68wzzww6dsIJJ6ht27ZNjgMAAABALES1uSQAAAAAxJulJY9/bN26dTFoBgAAAACExkgLAAAAAEcjtAAAAABwNEILAAAAAEcjtAAAAABwNEILAAAAAEeLevUw2MPrDX3c7ZY8HnvbAgAAANiJ0OJwbrfkckllZaHPu1z+QENwAQAAQKoitDicx+MPJT5f03Nerz/M+HyEFgAAAKQuQksS8HgIJQAAAEhfFOIDAAAAcDRCCwAAAABHI7QAAAAAcDRCCwAAAABHI7QAAAAAcDRCCwAAAABHY8njFOD1hj7udrNUMgAAAJIfoSWJud2Sy+XfYDIUl8sfaAguAAAASGaEliTm8fhDic/X9JzX6w8zPh+hBQAAAMmN0JLkPB5CCQAAAFIbhfgAAAAAHI3QAgAAAMDRCC0AAAAAHI3QAgAAAMDRCC0AAAAAHI3QAgAAAMDRCC0AAAAAHI3QAgAAAMDRCC0AAAAAHI3QAgAAAMDRCC0AAAAAHI3QAgAAAMDRCC0AAAAAHI3QAgAAAMDRCC0AAAAAHK1VohuA+PJ6Qx93uyWPx962AAAAAFYQWlKU2y25XFJZWejzLpc/0BBcAAAA4HSElhTl8fhDic/X9JzX6w8zPh+hBQAAAM5HaElhHg+hBAAAAMmPQnwAAAAAjkZoAQAAAOBohBYAAAAAjkZoAQAAAOBohBYAAAAAjkZoAQAAAOBohBYAAAAAjkZoAQAAAOBobC6Zxrze0MfdbjalBAAAgHMQWtKQ2y25XFJZWejzLpc/0BBcAAAA4ASEljTk8fhDic/X9JzX6w8zPh+hBQAAAM5AaElTHg+hBAAAAMmBQnwAAAAAjkZoAQAAAOBohBYAAAAAjkZoAQAAAOBohBYAAAAAjkZoAQAAAOBohBYAAAAAjkZoAQAAAOBobC6JkLze0MfdbjalBAAAgL0ILQjidksul1RWFvq8y+UPNAQXAAAA2IXQgiAejz+U+HxNz3m9/jDj8xFaAAAAYB9TNS3z5s1Tz549VVBQoIKCAg0cOFBvvPFGvNqGBPF4pD59mv4pLU10ywAAAJCOTIWWU089VbNnz1ZFRYU++eQTXXDBBbryyiv1l7/8JV7tAwAAAJDmTE0PGzFiRNDnmTNnat68efrwww/VvXv3mDYMAAAAAKQoalrq6+v1yiuv6PDhwxo4cGDY62pra1VbWxv4XF1dbfWRAAAAANKQ6dCyZcsWDRw4UEeOHNGJJ56o5cuX64wzzgh7/axZszRjxoyoGglnYTlkAAAA2CnDMAzDzA1Hjx5VVVWVDhw4oKVLl+rZZ5/VO++8Eza4hBppKS4u1oEDB1RQUBBd66O0caPUt69UUeEvNEdkVVX+YvyamtDnWQ4ZAAAAZlRXV6tNmzbNZgPTIy3Z2dn66U9/Kknq27evNmzYoMcff1y/+93vQl6fk5OjnJwcs4+BA7EcMgAAABIh6n1aGhoagkZSkNo8HkIJAAAA7GUqtEyZMkXDhw+Xx+PRwYMHtWjRIq1bt05vvvlmvNoHAAAAIM2ZCi179+7Vtddeq927d6tNmzbq2bOn3nzzTV100UXxah8AAACANGcqtDz33HPxagcAAAAAhJSZ6AYAAAAAQCSEFgAAAACORmgBAAAA4GiEFgAAAACORmgBAAAA4GiEFgAAAACOZmrJY6A5Xm/o42635PHY2xYAAACkBkILYsLtllwuqaws9HmXyx9oCC4AAAAwi9CCmPB4/KHE52t6zuv1hxmfj9ACAAAA8wgtiBmPh1ACAACA2KMQHwAAAICjEVoAAAAAOBqhBQAAAICjUdMi/bBO7/dNj7NOLwAAAJBw6R1adu+W1EEqGyNpU9PzrNMLAAAAJFx6h5b9+yV1kO5/QLq0KPjc8XV616+XSkub3ssoDAAAAGCL9A4tx3XuLPVpFEzYLREAAABwBEJLOOyWCAAAADgCoSUSdkuMKa+36TFm2QEAAKA5hBbEXaSZdsyyAwAAQHMILfFQVRV6WpmUlkML4WbaMcsOAAAALUFoiUao+U779kmjRkk1NaHvSdOhBWbaAQAAwCpCixUtWVls1SqpXbvg4wwtAAAAAKYRWqyItLKYlJZTwAAAAIB4IbRYxXwnAAAAwBaZiW4AAAAAAERCaAEAAADgaEwPS4RQq45JaVsLw48DAAAAkRBa7NSSVcfSaDlkfhwAAABoCUKLnSKtOnZ8OeT166XS0qbnU3DYoSU/DlaHBgAAAKHFbuFWHUvTYQcWYQMAAEBzCC1OwbADAAAAEBKhxUkYdgAAAACaYMljAAAAAI7GSEsyYW1gAAAApCFCSzJI0yJ9iZwGAAAAQktySMMi/TTOaQAAAGiE0JIs0qxIPw1zGgAAAMIgtMCx0iynAQAAIAxCS6qg+AMAAAApitCS7Cj+AAAAQIojtCQ7ij8AAACQ4ggtqYDiDwAAAKQwQks6oN4FAAAASYzQksqodwEAAEAKILSkspbUu6xfL5WWNj3PKAwAAAAcgtCS6sLVuzAKAwAAgCRBaElXKbDqGKU6AAAA6YHQks6SdNUxBokAAADSC6EFSYdSHQAAgPRCaEFSolQHAAAgfRBakFJSoFQHAAAAjRBaEF6SVronaakOAAAAwiC0oCnmWAEAAMBBCC1oijlWAAAAcBBCC0JjjhUAAAAcgtACa5K03gUAAADJh9ACc6h3AQAAgM0ILTCHnR0BAABgM0ILzGNnRwAAANiI0ILYYdUxAAAAxIGp0DJr1iwtW7ZMW7duVV5ens455xw99NBDKikpiVf7kGysrjpWVRU67BwXw6llrCEAAACQXEyFlnfeeUeTJk1Sv379VFdXp3vvvVcXX3yxvvjiC51wwgnxaiNSSajEsG+fNGqUVFMT/r4YTC1j9hoAAEByMhVaVq1aFfR5wYIFKiwsVEVFhc4999yYNgwppiWJYdUqqV27pudiNLWM2WsAAADJKaqalgMHDkiSTjnllLDX1NbWqra2NvC5uro6mkciWUVKDJJtc7PYMxMAACD5WA4tDQ0Nuu222zRo0CCdeeaZYa+bNWuWZsyYYfUxSCVJkBiodwEAAHAey6Fl0qRJ+vzzz/XnP/854nVTpkxReXl54HN1dbWKi4utPhaIC+pdAAAAnMtSaJk8ebJee+01vfvuuzr11FMjXpuTk6OcnBxLjQPsQr0LAACAc5kKLYZh6JZbbtHy5cu1bt06de7cOV7tAmyXBLPXAAAA0pKp0DJp0iQtWrRIf/zjH5Wfn689e/ZIktq0aaO8vLy4NBAAAABAejMVWubNmydJGjJkSNDx559/XuPHj49Vm4DQqJIHAABIS6anhwG2a0mV/LJlofd4IdAAAAAkvaj2aQFsEalKft8+adQo6ZJLQt/Lsl8AAABJj9CC5BCpSp5lvwAAAFIaoQXJr7llv+JcC1NVFTozxfARAAAAaY3QgtRlw46RVVVSaalUUxO3RwAAAKQ9QgtSlw07Rvp8/sCycKE/vMThEQAAAGmP0ILUZtPUsdJSqU8fk20DAABAixBakJ5smDoGAACA2CC0ID1ZmDoWalAm3EANAAAAYofQgvTVwqlj7t2t5co9Q2VlWSEvc+XWy737C2njMZYLAwAAiANCC9BYo6ljHkleFcsnd+jLj/jkuXyX/wPTygAAAGKO0AI0FmLqmOeHPxGxXBgAAEBcEFqAUJqbOgYAAADbZCa6AQAAAAAQCaEFAAAAgKMRWgAAAAA4GjUtQKwd37zFmyep9IfP37McMgAAgEWEFiBWGi2VLJ0laaNUNkbSJpZDBgAAsIjQAsRK46WSvXlSmeS9/w+SvNLUX0nrD0ul/tMMvAAAALQMoQWIpR8tlRwYeJnaWVJnSZdKZf+4lIEXAACAlqEQH4iT4wMvFRVSxUKvKtTH/78V0sKFUk1N0P6VAAAACIORFiCO/jHw8r2kTZI2/vDP/iJ978odkvdI0D3uk+rk6XDsRweYRwYAANIboQWwQ6MifbeK5ZL3h6ljwVw6LK9K5dGuHw4wjwwAAKQ3Qgtgh0ZF+h5J3t3b5dsf/K+gd0euyqZ2lm/hm/KUfu+/p6zMfx+hBQAApClCC2CXHxXpS/7g0iSGbJQ0VVJpqdSnBV+zqip8YQzTygAAQIogtADJ4PiGlT+2b580apS/oj8UppUBAIAUQWgBHCiQUXZ3kHLPkcoekSS55ftHrYvkDyarVknt2jX9AkwrAwAAKYLQAjhIo3p9SR0kvRc478qtl3fpF/9YXYwpYAAAIA0QWgAHaVSvH8Q/eJIlX4ce8rSk3gUAACBFEFoAh2lUrw8AAJD2MhPdAAAAAACIhJEWIJWFWnVMilwLwzLKAADAYQgtQJJpUQ5pWtEfLNxyyFVV/j1iWEYZAAA4CKEFSBKmckjzFf2hl0P2+fyBZeFCf3hp6X0AAABxRGgBkoTpHNJcRX+oIZvjx0pLpT4sUQYAAJyB0AIkkZisLNaSIRu32/zXpRYGAADECaEFSDeRhmwkawGDWhgAABBHhBYghbR4sbBohmzCTSujFgYAAMQJoQVIAVYXC4v5QwYPJpgAAICYI7QAKcDqYmExe4hE3QoAAIgbQguQImJSpO+IhwAAAATLTHQDAAAAACASRloAJBZLJQMAgGYQWgDYI9SqY/v2SaNGsVQyAACIiNACpIkWL4ccay1ZdWzVKqldu+DjLJUMAAB+QGgBUpwtyyFHwqpjAAAgSoQWIMXZshxySxoRy80sJcIOAABphNACpIGkXKk44UNEAADAKQgtAJzJEUNEAADACQgtAJw7A6u5ISLHNhwAAMQSoQVIY0k7AytpGw4AAKwgtABpLGlnYCVtwwEAgBWEFiDNJe0MrKRcXQAAAFhBaAEQUtLPwHJs2gIAAGYRWgCElLQzsJI+bQEAgMYILQDCSsqpYy1JW+vXS6Wloe9nJAYAAMchtAAwzfGDGeHSVnMNl/znly2T2rULfT+BBgAA2xFaAJiWtFPHIjVckvbtk0aNki65JPT5hKcxAADSE6EFgCVJu3hXS+a8WZ1aZgWjNwAANIvQAgA/Fs3UMiuYjgYAQLMILQDiwpFF+tFobmqZFUxHAwCgRQgtAGLK8UX60YjHnLikLA4CAMBepkPLu+++q9/+9reqqKjQ7t27tXz5co0cOTIOTQOQjJK2SD9RkrY4CAAA+5gOLYcPH1avXr00YcIEjRo1Kh5tApDkknJ/FwAA4FimQ8vw4cM1fPjweLQFQIpL6aljAAAgbuJe01JbW6va2trA5+rq6ng/EoBDMXUMAABYEffQMmvWLM2YMSPejwGQJJg6ZlK4H0gkafvDAgCkqriHlilTpqi8vDzwubq6WsXFxfF+LIAkw9SxRqLZFybtflgAgFQX99CSk5OjnJyceD8GQJJj6lgjVveFScsfFgAg1bFPCwDHYPXfRqL5gTCtDACQQkyHlkOHDmnbtm2Bzzt27NDmzZt1yimnyMP/2QGIo1Dv4bxnN8K0MgBACjIdWj755BOdf/75gc/H61XGjRunBQsWxKxhAHBcpPdw3rMbYVoZACAFmQ4tQ4YMkWEY8WgLAIQU7j2c9+wwmGcHAEgx1LQASAq8hydYVVX40Rvm6AEA4ozQAiDpsbdLnFVVSaWlUk1N6PPM0QMAxBmhBUDSYm+XOAiVAL1ef2BZuNAfXhqfKyuT1q9vek4iOQIAYoLQAiBptWRvF96lW6glCXDw4KY/NJIjAMAGhBYASS1crQvv0iY1t+pYuJTHrqAAABsQWgCkJN6lLbC62gGrJAAA4ozQAiBl8S7tEKyUAACIEqEFQNriXTrOWjJHb9kyqV270PfylwAA+AGhBUDaod7FJpHm6O3bJ40aJV1ySeh7+UsAAPwIoQVA2qHexUaR5ujFY+k3NsEEgJREaAGQlqh3cYBoln4LNa3s+OgNm2ACQMohtAAAnCXaaWWrVjUNNAyhAUBSI7QAQAgU6SeYlWllkvW/IKaVAYCjEVoA4Eco0k8C0cztC5VGmVYGAI5HaAGAH2lJkb6V+nAkWEvSKNPKAMCxCC0A0Eg09eH8Qt6hIqVRqfnEyXxBAEgoQgsAtBCjMEnOyrQykioAOAKhBQBMYBQmzUSzqU+k4n6JJAsAJhBaACAGGIVJYc2N0Fgp7pdIsgBgAqEFAGKEUZg0Y7W4X2o+yTb3XDoLgDRDaAGAOGMUJkVFU9zfXOCJxOWSli0LHYboMABSFKEFAGzAKEyKsrpnTHOBJ5zj084uuST0eToMgBRFaAGABGIUJo1ZDTxWFwYAgCRGaAGABGMUBqZYDTsAkMQILQDgUFZHYRiBAQCkGkILADiYlVEYRmDSXKglmCXSLICkRmgBgCQUbhSGsoY01pL5hOFWHWvu69KZACQYoQUAkhSlDQgSaT5hc6uORWJ1ieWqKmvLQQNACIQWAEhB4WYIRcJ7ZAqIlGTtXGK5qspfbFVTY+4+AAiD0AIAKSTaPQt5j0xhdi6x7PP5A8vChU1XimAOIwALCC0AkEKs7lnInjAIq7mwE2pY7/ix0lKpT5/4tAtAWiG0AECKsfILdfaEgWkt6TRut71tApCyCC0AgBbtCcNsHgRpblivueE5lmYGYAKhBQAgidXIYAHDegBsQmgBALQIvxhHTLRkWC9ccVUkdEQgpRFaAAARRbNnIe+RCCncCE20y9+xeSaQsggtAICIotmzkEADU6wufxft5plMRwMcj9ACAGiWlT0LCTSwJNb7yTR3D6tMAEmB0AIAiEq8Ag2//IYp8VhJoqrK+upoAGKK0AIAiBsrgYZffsN2oVaZOJ6sa2pC30OyBmxFaAEAJISVjdabwy+/YUpLVplYtarpHEaSNWA7QgsAwFGiXUCKX36jxaLdIDOcSNPKIiF1A2ERWgAAjmJ1ASmrW3zwnpjmoqmFsTKtLBJSNxAWoQUA4Djx2Gg9HN4TYZrVaWWRMOUMiIjQAgBICVZGaJobnWEUBiHFa1oZgLAILQCAlGF2hKYlvzBnFAYhxWOJZYkVKIAwCC0AgLQV6RfmVmtkJN4hYQErUAAREVoAAGkt3C/MeYeEraJdgYJaGKQ4QgsAACHwDgnbxXols2gxZAgHIbQAABCG3e+QvCPCtGiGBJvDkCEchNACAEAMRTutbNmy0CvlEmgQktUhweawtB4chtACAEAMWX2HPL4n4SWXhD5PoEFY8VjJjKX14DCEFgAAYszqO2S4sBNNoImEsIOwollaj46FOCC0AADgEJHCjtVAE0m4sMM7JyRZX1qPFI04ILQAAJAErASaSCKFHatT0aqq2CQ+LUQahYlHipboQCC0AACQ7GI5Hc3qVLTj99XUhL+PEogUYmeKluhAILQAAJCuwr13RlNbs2pV00BDCUSaiXVRV3MdKBI6V8ogtAAAgCBWf4ke7v0wmhII3jnTiNUamkjoXCmD0AIAAFrMyi/RoymBsFrTHQnvqkmGdcQhQgsAALCB3SujRcK7ahJy0jridJKEILQAAICEinVNdySJGNkJh5XYbBCPtEygSQhCCwAAcKx4bPZu98hOONGsxMaUuRiwO9BEkpZ/AeZYCi1PPfWUfvvb32rPnj3q1auX5s6dq/79+8e6bQAAADFn58hOOFZXYkvElLlwUvo92yk7vUop/oNuOdOhZcmSJSovL9fTTz+tAQMG6LHHHtOwYcNUWVmpwsLCeLQRAADAFvEY2QnHykpszd1nhdV3bTun0sWLpTyQiD1qCDTKMAzDMHPDgAED1K9fPz355JOSpIaGBhUXF+uWW27RPffc0+T62tpa1dbWBj4fOHBAHo9Hu3btUkFBQZTNj87mJZU678YSvfNMpXpfXZLQtgAAACTKrl3Sd9+1/Hqfz78C8fffx69NdsjLkxYu9L/7J9S3e6T9B5oe379fmvorqfZIyNuKcqtV9NIj5r+BoiL/Hweorq5WcXGx9u/frzZt2oS9zlRoOXr0qFwul5YuXaqRI0cGjo8bN0779+/XH//4xyb3TJ8+XTNmzDDXegAAAABpY9euXTr11FPDnjc1Pczn86m+vl7t27cPOt6+fXtt3bo15D1TpkxReXl54HNDQ4P+93//V23btlVGRoaZx8fc8WTnhFEfJAf6DMyiz8As+gzMoL/ALKf1GcMwdPDgQXXs2DHidXFfPSwnJ0c5OTlBx0466aR4P9aUgoICR/ylIXnQZ2AWfQZm0WdgBv0FZjmpz0SaFnZcppkv6Ha7lZWVpW+//Tbo+Lfffqsih8yLAwAAAJBaTIWW7Oxs9e3bV2vWrAkca2ho0Jo1azRw4MCYNw4AAAAATE8PKy8v17hx43T22Werf//+euyxx3T48GFdd9118WhfXOXk5GjatGlNpq8B4dBnYBZ9BmbRZ2AG/QVmJWufMb3ksSQ9+eSTgc0le/furSeeeEIDBgyIR/sAAAAApDlLoQUAAAAA7GKqpgUAAAAA7EZoAQAAAOBohBYAAAAAjkZoAQAAAOBoKR9annrqKZ122mnKzc3VgAED9PHHH0e8/pVXXlG3bt2Um5urHj16aOXKlTa1FE5hps/Mnz9fgwcP1sknn6yTTz5ZQ4cObbaPIfWY/e/McYsXL1ZGRoZGjhwZ3wbCUcz2l/3792vSpEnq0KGDcnJy1LVrV/6/Kc2Y7TOPPfaYSkpKlJeXp+LiYt1+++06cuSITa1For377rsaMWKEOnbsqIyMDK1YsaLZe9atW6c+ffooJydHP/3pT7VgwYK4t9OslA4tS5YsUXl5uaZNm6aNGzeqV69eGjZsmPbu3Rvy+vfff1+jR4/W9ddfr02bNmnkyJEaOXKkPv/8c5tbjkQx22fWrVun0aNH6+2339YHH3yg4uJiXXzxxfr6669tbjkSxWyfOW7nzp264447NHjwYJtaCicw21+OHj2qiy66SDt37tTSpUtVWVmp+fPn6yc/+YnNLUeimO0zixYt0j333KNp06bJ6/Xqueee05IlS3Tvvffa3HIkyuHDh9WrVy899dRTLbp+x44duuyyy3T++edr8+bNuu2223TDDTfozTffjHNLTTJSWP/+/Y1JkyYFPtfX1xsdO3Y0Zs2aFfL6q666yrjsssuCjg0YMMD493//97i2E85hts80VldXZ+Tn5xsvvPBCvJoIh7HSZ+rq6oxzzjnHePbZZ41x48YZV155pQ0thROY7S/z5s0zunTpYhw9etSuJsJhzPaZSZMmGRdccEHQsfLycmPQoEFxbSecSZKxfPnyiNfcddddRvfu3YOOXX311cawYcPi2DLzUnak5ejRo6qoqNDQoUMDxzIzMzV06FB98MEHIe/54IMPgq6XpGHDhoW9HqnFSp9prKamRseOHdMpp5wSr2bCQaz2md/85jcqLCzU9ddfb0cz4RBW+surr76qgQMHatKkSWrfvr3OPPNMPfjgg6qvr7er2UggK33mnHPOUUVFRWAK2fbt27Vy5UpdeumltrQZySdZ3n9bJboB8eLz+VRfX6/27dsHHW/fvr22bt0a8p49e/aEvH7Pnj1xayecw0qfaezuu+9Wx44dm/zLj9Rkpc/8+c9/1nPPPafNmzfb0EI4iZX+sn37dq1du1ZjxozRypUrtW3bNk2cOFHHjh3TtGnT7Gg2EshKn7nmmmvk8/n085//XIZhqK6uTjfddBPTwxBWuPff6upqff/998rLy0tQy4Kl7EgLYLfZs2dr8eLFWr58uXJzcxPdHDjQwYMHNXbsWM2fP19utzvRzUESaGhoUGFhoZ555hn17dtXV199te677z49/fTTiW4aHGrdunV68MEH9Z//+Z/auHGjli1bptdff133339/opsGRCVlR1rcbreysrL07bffBh3/9ttvVVRUFPKeoqIiU9cjtVjpM8c9/PDDmj17tt566y317Nkzns2Eg5jtM1999ZV27typESNGBI41NDRIklq1aqXKykqdfvrp8W00EsbKf2M6dOig1q1bKysrK3CstLRUe/bs0dGjR5WdnR3XNiOxrPSZqVOnauzYsbrhhhskST169NDhw4d144036r777lNmJr+vRrBw778FBQWOGWWRUnikJTs7W3379tWaNWsCxxoaGrRmzRoNHDgw5D0DBw4Mul6SVq9eHfZ6pBYrfUaS/uM//kP333+/Vq1apbPPPtuOpsIhzPaZbt26acuWLdq8eXPgzxVXXBFYsaW4uNjO5sNmVv4bM2jQIG3bti0QbiXpr3/9qzp06EBgSQNW+kxNTU2TYHI89BqGEb/GImklzftvolcCiKfFixcbOTk5xoIFC4wvvvjCuPHGG42TTjrJ2LNnj2EYhjF27FjjnnvuCVz/3nvvGa1atTIefvhhw+v1GtOmTTNat25tbNmyJVHfAmxmts/Mnj3byM7ONpYuXWrs3r078OfgwYOJ+hZgM7N9pjFWD0svZvtLVVWVkZ+fb0yePNmorKw0XnvtNaOwsNB44IEHEvUtwGZm+8y0adOM/Px84+WXXza2b99u/OlPfzJOP/1046qrrkrUtwCbHTx40Ni0aZOxadMmQ5Lx6KOPGps2bTL+9re/GYZhGPfcc48xduzYwPXbt283XC6Xceeddxper9d46qmnjKysLGPVqlWJ+hZCSunQYhiGMXfuXMPj8RjZ2dlG//79jQ8//DBw7rzzzjPGjRsXdP3vf/97o2vXrkZ2drbRvXt34/XXX7e5xUg0M32mU6dOhqQmf6ZNm2Z/w5EwZv8782OElvRjtr+8//77xoABA4ycnByjS5cuxsyZM426ujqbW41EMtNnjh07ZkyfPt04/fTTjdzcXKO4uNiYOHGi8X//93/2NxwJ8fbbb4d8NzneT8aNG2ecd955Te7p3bu3kZ2dbXTp0sV4/vnnbW93czIMg7FCAAAAAM6VsjUtAAAAAFIDoQUAAACAoxFaAAAAADgaoQUAAACAoxFaAAAAADgaoQUAAACAoxFaAAAAADgaoQUAAACAoxFaAAAAADgaoQUAAACAoxFaAAAAADja/wOVCfNkkOmkiQAAAABJRU5ErkJggg==", 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" ] @@ -1095,6 +1118,138 @@ "Now use `matplotlib` to reproduce as closely as you can figures 5 and 6 from the paper. This exercise is intended to get you to familiarize yourself with making nicely formatted `matplotlib` figures with multiple plots. Note that the plots in the paper are actually wrong!" ] }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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QGLRw6GBo4dDB0MLQwqGDoQXgD849QwuHDoYWhhYOHQwtnKB1YBM2ga1fv97vJQQGLRw6GFo4dDC0MLRw6GBoAfiDc8/QwqGDoYWhhUMHQwsnaB3YhE1gQXuw+YkWDh0MLRw6GFoYWjh0MLQA/MG5Z2jh0MHQwtDCoYOhhRO0DmzCtoCCggL1799fgwYNatH7DYVCLXp/QUYLhw6GFg4dDC0MLRw6GFq0Xn7NsXA49wwtHDoYWhhaOHQwtHCC1iHkeZ7n9yJai5KSEmVnZ6u4uFhZWVl+LwcAACAwmJOCrSX/fg67+lmtzMhWx3XFeuPOEzZ7OQAAgJ8inZN4JmwCKyws9HsJgUELhw6GFg4dDC0MLRw6GFoA/uDcM7Rw6GBoYWjh0MHQwglaBzZhAQAAAAAAACCG2IRNYG3atPF7CYFBC4cOhhYOHQwtDC0cOhhaAP7g3DO0cOhgaGFo4dDB0MIJWgc2YRNY0B5sfqKFQwdDC4cOhhaGFg4dDC0Af3DuGVo4dDC0MLRw6GBo4QStA5uwCay0tNTvJQQGLRw6GFo4dDC0MLRw6GBoAfiDc8/QwqGDoYWhhUMHQwsnaB3YhAUAAAAAAACAGGITNoFlZmb6vYTAoIVDB0MLhw6GFoYWDh0MLQB/cO4ZWjh0MLQwtHDoYGjhBK0Dm7AJbMOGDX4vITBo4dDB0MKhg6GFoYVDB0MLwB+ce4YWDh0MLQwtHDoYWjhB68AmbAIrLy/3ewmBQQuHDoYWDh0MLQwtHDoYWgD+4NwztHDoYGhhaOHQwdDCCVoHNmEBAAAAAAAAIIZS/F4AYuO0qx5TYVJ6g8fkVpXpifFntNCK/JWbm+v3EgKBDoYWDh0MLQwtHDoYWgD+4NwztHDoYGhhaOHQwdDCCVoHngnbAgoKCtS/f38NGjSoxe6zMCldKzOyG/yzuU3aRFJUVOT3EgKBDoYWDh0MLQwtHDoYWrRefsyxMJx7hhYOHQwtDC0cOhhaOEHrwCZsC8jPz9e8efM0e/bsFr/vpKoqdVxXXONPUlVVi6/Db57n+b2EQKCDoYVDB0MLQwuHDoYWrZefcyw49zZGC4cOhhaGFg4dDC2coHXg5QgSXG75ar1x5wk1Ljvs6me1MiPbpxX5o02bNn4vIRDoYGjh0MHQwtDCoYOhBeAPzj1DC4cOhhaGFg4dDC2coHXgmbBoFYJ24vmFDoYWDh0MLQwtHDoYWgD+4NwztHDoYGhhaOHQwdDCCVqHJm3CXnjhhZozZ0601wLETGlpqd9LCAQ6GFo4dDC0MLRw6GASpQUzLOJNopx70UALhw6GFoYWDh0MLZygdWjSJuwDDzyg3XffXbvvvrseeOABrV69OtrrAgAAAKKKGRYAAAB+adIm7NSpU3XCCSfom2++0V/+8hf16NFD55xzjj7++ONorw+Iinbt2vm9hECgg6GFQwdDC0MLhw4mUVowwyLeJMq5Fw20cOhgaGFo4dDB0MIJWocmbcIOHz5cTz/9tJYuXaoJEyaoT58+mjRpkoYOHaodd9xR99xzjwoLC6O9VqDJKioq/F5CINDB0MKhg6GFoYVDB5MoLZhhEW8S5dyLBlo4dDC0MLRw6GBo4QStQ7PemCs3N1eXXnqpvvzyS82cOVNnn322Fi9erMsvv1xbbLGFTjvtNP33v/+N1lqBJisvL/d7CYFAB0MLhw6GFoYWDh1MorVghkW8SLRzrzlo4dDB0MLQwqGDoYUTtA7N2oTd2JAhQ/TQQw/plVdeUffu3VVWVqannnpKw4cP1w477KDnnnsuWncFAAAARAUzLAAAAFpCVDZhS0pKdN9992ngwIHaf//9tXTpUu299956+OGHdeGFF2rx4sU66aSTdOedd0bj7oBGy8nJ8XsJgUAHQwuHDoYWhhYOHUyitmCGRdAl6rnXFLRw6GBoYWjh0MHQwglah2Ztwv7vf//TmWeeqe7du+uiiy7SwoULdfHFF+ubb77Rf//7X5199tm699579dNPP2nHHXfUv/71r2itG2iUkpISv5cQCHQwtHDoYGhhaOHQwSRaC2ZYxItEO/eagxYOHQwtDC0cOhhaOEHrkNKUK40fP14TJ07U/Pnz5Xme9thjD51//vk68cQTlZ6eXuv4zp0767jjjtPo0aObu16gSaqqqvxeQiDQwdDCoYOhhaGFQweTKC2YYRFvEuXciwZaOHQwtDC0cOhgaOEErUOTngl79dVXa9myZbrgggv0xRdfaMaMGTrzzDPrHF6r7bbbbjrjjDOavNAgKC8v19lnn61evXopKytLe+yxh2bOnOn3shCB1NRUv5cQCHQwtHDoYGhhaOHQwSRKi9Y6w0rMsfEqUc69aKCFQwdDC0MLhw6GFk7QOjTpmbAPPfSQTj75ZLVt2zbi64wYMUIjRoxoyt0FRkVFhXr37q3p06dryy231LPPPqsjjjhCCxcuVGZmpt/LQwMa+p+r1oQOhhYOHQwtDC0cOphEadFaZ1iJOTZeJcq5Fw20cOhgaGFo4dDB0MIJWocmPRM2NTVVP/74Y4PHfP3113rssceatKigateunW6++Wb16tVLSUlJOumkk9SmTRt9//33fi8Nm7F69Wq/lxAIdDC0cOhgaGFo4dDBJEqL1jrDSsyx8SpRzr1ooIVDB0MLQwuHDoYWTtA6NGkT9qyzztLLL7/c4DGvvPKKzjrrrKbc/GaVlpZq1KhROuSQQ9ShQweFQiFNnjy5zmPLy8t1zTXXqEePHsrIyNCQIUP07rvvRmUdP/zwg1atWqW+fftG5fYAAAAQO37PsBJzLAAAQGvVpE1Yz/M2e0xlZaWSkpp085u1YsUKjR07Vt9++6122WWXBo8dOXKkJkyYoFNPPVV33323kpOTNWLECE2fPr1Za1i3bp1OO+00XXfddcrOzm7WbSH2GvNrh4mMDoYWDh0MLQwtHDqYRGnh9wwrMceicRLl3IsGWjh0MLQwtHDoYGjhBK1DzCbMOXPmqEOHDjG57e7du2vZsmVatGiRxo0bV+9xs2bN0jPPPKPbb79d48aN03nnnaf3339feXl5uvrqq2scu9deeykUCtX558Ybb6xx7IYNG3T88cerb9++uvnmm2PyNSK6gvaOeH6hg6GFQwdDC0MLhw6mNbWI5QwrMceicVrTubc5tHDoYGhhaOHQwdDCCVqHiN+Ya/jw4TU+njx5sj744INax1VWVmrJkiVauHChTjjhhGYvsC5paWnq1q3bZo97/vnnlZycrPPOOy98WXp6us455xxdf/31Wrx4sXr27ClJET+joKqqSqeffrpCoZAeffRRhUKhpn0RaFFlZWXKyMjwexm+o4OhhUMHQwtDC4cOJp5bBGmGlZhj0TjxfO5FGy0cOhhaGFo4dDC0cILWIeJN2I2H1VAopIULF2rhwoW1jktKSlKHDh10/PHH66677orCEptuzpw52nbbbZWVlVXj8sGDB0uS5s6dGx5eI3X++edr2bJlevvtt5WSEnE+AAAA+CAeZ1iJORYAACDRRDx9bfwU3qSkJI0ePTrwv8K0bNkyde/evdbl1ZctXbq0Ube3aNEiPfzww0pPT1enTp3Cl7/55pvae++9ax1fXl6u8vLy8MclJSWNuj9ET05Ojt9LCAQ6GFo4dDC0MLRw6GDiuUU8zrAScyyceD73oo0WDh0MLQwtHDoYWjhB69CkH4FPmzZNvXv3jvJSom/dunVKS0urdXl6enr4842Rl5cX0Rs6VLv99ts1ZsyYWpcXFhaqsrJS2dnZKi0tVWVlpVJSUtS2bdvwgFv9dOnqNW58bHJysjIzM1VcXBz+ekKhUPjYrKwsVa/Sk3sTiqKiohpfe/XnKioqVFZWpg0bNigpKUlZWVnhY9PS0pSSkqI1a9ZIkjIzM7V+/XqtX79eoVBIOTk5KiwsDB+bmpqq0tLSWsdKUm5uroqKiuR5ntq0aaM2bdqEj23Xrp0qKirCg35ubq6Ki4tVVVWl1NRUpaena/Xq1eFjKysrVVZWJsmdUCUlJaqqqqrVsG3btqqqqlJZWZnWrFmjHj16RNw7KytLa9euVUVFRZ29k5KStHbt2lrHbtowPT1dycnJ4Ybt27ev0Ts7O7tGw0h7b9owMzNTGzZsqNGwrt5r1qxRly5davTeuOGmvTduWH3s6tWr623oeV742IYes83pvWnDSHtv2nDDhg3KyclpsHdjHrPVxzbmMbu53rH8HlHde926derevXuNhpH2TqTvEZJ7hlxSUlKr/h5R3bCoqEipqamNfswm0veItLQ0rVu3LvwGTa31e0RycrLat2+vX3/9Ve3atYvp94gNGzYo1uJlhpWYY6Xac+zGlxcWFraKf6NWrlypdu3aNap3ov4bxRzrGq5Zs0YdOnTYbO/W8G8Ucyxz7KbHVlVVKSMjo1V/j6juzRzrenueF/6BfBDm2JDXmGksgD799FMNGjRIkyZN0siRI2t8bscdd1TXrl313nvv1bh83rx52mGHHfTvf/9b559/fszWVtczCHr27Kni4uJav1oWbYdd/axWZmSr47pivXHnCRF/LlEVFhYqNzfX72X4jg6GFg4dDC0MLRw6mJZoUVJSouzs7BaZk4KCObZu9c2qzLCtGy0cOhhaGFo4dDC0cFqqQ6RzbETPhH3sscckScccc4zat28f/jgSZ5xxRsTHRlv37t3166+/1rp82bJlkqQePXrE9P7T0tLqfAYDWh6ve+bQwdDCoYOhhaGFQwcTry3idYaVmGPhxOu5Fwu0cOhgaGFo4dDB0MIJWoeIVjNy5EiFQiHtscceat++ffjjhniep1Ao5OsAO2DAAE2bNk0lJSU1dqI/+eST8OdbQkFBgQoKClRZWdki94fa2rZt6/cSAoEOhhYOHQwtDC0cOph4bRGvM6zEHAsnXs+9WKCFQwdDC0MLhw6GFk7QOkS0CfvII48oFAqF3whg0qRJMV1UtBx33HEaP368HnzwQV111VWS3K9WTZo0SUOGDGn0O8o2VX5+vvLz88NPT0bLKykp4an4osPGaOHQwdDC0MKhg4nXFvE6w0rMsXDi9dyLBVo4dDC0MLRw6GBo4QStQ8TPhN3YmWeeGYu1NMq9996roqKi8DvDvvbaa1qyZIkk6eKLL1Z2draGDBmi448/Xtddd52WL1+uvn376tFHH9XChQs1ceJEP5cPAACAGAviDCsxxwIAALRGwXpxhEYYP368Fi1aFP74xRdf1IsvvihJOu2008I/qX/sscd000036fHHH1dhYaF23nlnvf7669pnn318WTf8Uf3ueq0dHQwtHDoYWhhaOHQwtIgu5lhEinPP0MKhg6GFoYVDB0MLJ2gdkppypcWLF+v999/X2rVrw5dVVVXpjjvu0NChQ3XAAQfojTfeiNoi67Jw4UJ5nlfnn969e4ePS09P17hx47Rs2TKVlZVp1qxZOvjgg2O6tk0VFBSof//+GjRoUIveL4zneX4vIRDoYGjh0MHQwtDCoYNJlBZBmGEl5lhELlHOvWighUMHQwtDC4cOhhZO0Do0aRP2pptu0vHHH6/U1NTwZX/729903XXXaebMmXr//fd19NFHa/bs2VFbaDzLz8/XvHnz6OGjsrIyv5cQCHQwtHDoYGhhaOHQwSRKC2bYxmOO9VeinHvRQAuHDoYWhhYOHQwtnKB1aNIm7EcffaQDDjggPMB6nqd7771X2223nX755RfNmjVL7dq107hx46K6WAAAAKCpmGEBAADglyZtwi5fvlx5eXnhj+fOnas//vhDF198sbbcckvtvvvuPIsAgcK7+Tp0MLRw6GBoYWjh0MEkSgtmWMSbRDn3ooEWDh0MLQwtHDoYWjhB69CkTdiqqipVVVWFP/7ggw8UCoU0fPjw8GVbbLGFfvvtt+avMAHwWlr+Ky0t9XsJgUAHQwuHDoYWhhYOHUyitGCGbTzmWH8lyrkXDbRw6GBoYWjh0MHQwglahyZtwvbq1UuzZs0Kf/zyyy+re/fu6tevX/iy3377TTk5Oc1eYCLgtbT8V1lZ6fcSAoEOhhYOHQwtDC0cOphEacEM23jMsf5KlHMvGmjh0MHQwtDCoYOhhRO0Dk3ahD322GP10Ucf6bjjjtNpp52m6dOn69hjj61xzLx587TVVltFZZFAcyUnJ/u9hECgg6GFQwdDC0MLhw4mUVowwyLeJMq5Fw20cOhgaGFo4dDB0MIJWoeUplzpqquu0jvvvKMXX3xRkrTzzjtr9OjR4c8vWrRIs2bN0rXXXhuVRQLNlZmZ6fcSAoEOhhYOHQwtDC0cOphEacEMi3iTKOdeNNDCoYOhhaGFQwdDCydoHZr0TNisrCx9/PHH+vLLL/Xll1/qs88+U25ubo1jXnzxRf3lL3+JyiKB5iouLvZ7CYFAB0MLhw6GFoYWDh1MorRghkW8SZRzLxpo4dDB0MLQwqGDoYUTtA5NeiZstR133LHOy/Py8mq882xrV1BQoIKCgsC9FgUAAEBrxAwbOeZYAACA6GjSM2HROLyhgf8yMjL8XkIg0MHQwqGDoYWhhUMHQ4vWiznWX5x7hhYOHQwtDC0cOhhaOEHr0ORN2KlTp2rEiBHq3LmzUlNTlZycXOtPSkqznmgLAAAARBUzLAAAAPzQpAnzhRde0Iknnqiqqirl5eVpu+22Y1hFoK1bt07p6el+L8N3dDC0cOhgaGFo4dDBJEoLZljEm0Q596KBFg4dDC0MLRw6GFo4QevQpKlz7NixysjI0CuvvKLhw4dHe00AAABA1DHDAgAAwC9NejmC77//XieddBLDK+JGVlaW30sIBDoYWjh0MLQwtHDoYBKlBTMs4k2inHvRQAuHDoYWhhYOHQwtnKB1aNImbMeOHdW2bdtoryVhFRQUqH///ho0aJDfS2m11q5d6/cSAoEOhhYOHQwtDC0cOphEacEM23jMsf5KlHMvGmjh0MHQwtDCoYOhhRO0Dk3ahD3uuOM0depUVVRURHs9CYl3lfUfj1WHDoYWDh0MLQwtHDqYRGnBDNt4zLH+4rFqaOHQwdDC0MKhg6GFE7QOTdqEve2225STk6MTTzxRv/zyS7TXBERdcnKy30sIBDoYWjh0MLQwtHDoYBKlBTMs4k2inHvRQAuHDoYWhhYOHQwtnKB1aNIbc+20007asGGDPv74Y7388svKyclRdnZ2reNCoZB++umnZi8SaK7MzEy/lxAIdDC0cOhgaGFo4dDBJEoLZljEm0Q596KBFg4dDC0MLRw6GFo4QevQpGfCVlVVKSUlRb169VKvXr2UlZUlz/Nq/amqqor2eoEmKS4u9nsJgUAHQwuHDoYWhhYOHUyitGCGRbxJlHMvGmjh0MHQwtDCoYOhhRO0Dk16JuzChQujvAwAAAAgtphhAQAA4JcmPRMWiDfp6el+LyEQ6GBo4dDB0MLQwqGDoQXgD849QwuHDoYWhhYOHQwtnKB1aNIzYTc2b948fffdd1qzZo1OP/30aKwp4RQUFKigoECVlZV+L6XVSkri5w0SHTZGC4cOhhaGFg4dTCK2YIaNDHOsvxLx3GsqWjh0MLQwtHDoYGjhBK1Dk1cze/ZsDRgwQDvttJOOP/54jRw5Mvy5Dz/8UG3bttWrr74ajTXGvfz8fM2bN0+zZ8/2eymt1tq1a/1eQiDQwdDCoYOhhaGFQweTSC2YYRuHOdZfiXTuNRctHDoYWhhaOHQwtHCC1qFJm7DffPONhg8frgULFujyyy/XoYceWuPze++9tzp16qTnnnsuKosEAAAAmosZFgAAAH5p0ibsqFGjJEmfffaZxo8fr0GDBtX4fCgU0p/+9Cd+Yo7AaN++vd9LCAQ6GFo4dDC0MLRw6GASpQUzLOJNopx70UALhw6GFoYWDh0MLZygdWjSJux///tfHXvsserbt2+9x/Tq1UvLli1r8sKAaCorK/N7CYFAB0MLhw6GFoYWDh1MorRghkW8SZRzLxpo4dDB0MLQwqGDoYUTtA5N2oRdvXq1unTp0uAx69at4wX8ERgbNmzwewmBQAdDC4cOhhaGFg4dTKK0YIZFvEmUcy8aaOHQwdDC0MKhg6GFE7QOTdqE7dmzp7766qsGj/n888+19dZbN2lRQLQF7R3x/EIHQwuHDoYWhhYOHUyitGCGRbxJlHMvGmjh0MHQwtDCoYOhhRO0Dk1azeGHH6533nlHU6dOrfPzzz77rD7++GMdffTRzVkbEDVZWVl+LyEQ6GBo4dDB0MLQwqGDSZQWzLCIN4ly7kUDLRw6GFoYWjh0MLRwgtahSZuw119/vXr06KERI0bo3HPP1aeffipJuu+++3T66afrlFNOUe/evXXFFVdEdbFAUxUVFfm9hECgg6GFQwdDC0MLhw4mUVowwyLeJMq5Fw20cOhgaGFo4dDB0MIJWoeUplypc+fO+u9//6vTTz9dEydODF9+0UUXSZKGDBmip59+WtnZ2dFZZZwrKChQQUEBry8GAADgI2bYxmOOBQAAiI4mbcJK0lZbbaWPPvpIc+fO1ccff6xVq1YpKytLQ4YM0aBBg6K5xriXn5+v/Px8lZSUMNT7JD093e8lBAIdDC0cOhhaGFo4dDCJ1IIZtnGYY/2VSOdec9HCoYOhhaGFQwdDCydoHZq8CVttwIABGjBgQBSWAsROcnKy30sIBDoYWjh0MLQwtHDoYBKxBTMs4kEinntNRQuHDoYWhhYOHQwtnKB1aNYm7MKFC7VixQpJ7te78vLyorIoINrWrFmjNm3a+L0M39HB0MKhg6GFoYVDB5NoLZhhES8S7dxrDlo4dDC0MLRw6GBo4QStQ6PfmOu3337TRRddpC5dumjrrbfWkCFDNGTIEG211Vbq1q2bLrvsMv3++++xWCsAAADQJMywAAAA8FOjngn71Vdf6eCDD9bvv/8uz/PUs2dP9ejRQ5K0dOlSLV68WPfcc49eeOEFvfPOO9p+++1jsmigsdq3b+/3EgKBDoYWDh0MLQwtHDqYeG/BDIt4Fe/nXjTRwqGDoYWhhUMHQwsnaB0ifibshg0bdNJJJ+m3337TmWeeqZ9++kmLFi3SzJkzNXPmTC1atEg//fSTzjzzTP3666866aSTeBdVBEZZWZnfSwgEOhhaOHQwtDC0cOhg4rkFMyziWTyfe9FGC4cOhhaGFg4dDC2coHWIeBP21Vdf1bfffqsrrrhCjzzyiPr06VPrmD59+mjSpEm6/PLL9fXXX+vVV1+N6mKBptqwYYPfSwgEOhhaOHQwtDC0cOhg4rkFMyziWTyfe9FGC4cOhhaGFg4dDC2coHWIeBP2pZdeUlZWlsaMGbPZY8eOHavMzEy99NJLzVocEC2hUMjvJQQCHQwtHDoYWhhaOHQw8dyCGRbxLJ7PvWijhUMHQwtDC4cOhhZO0DpEvAk7Z84c7bPPPmrXrt1mj23Xrp323XdfzZkzp1mLA6IlJyfH7yUEAh0MLRw6GFoYWjh0MPHcghkW8Syez71oo4VDB0MLQwuHDoYWTtA6RLwJu2zZMm2zzTYR3/A222yjpUuXNmlRQLQVFhb6vYRAoIOhhUMHQwtDC4cOJp5bMMMinsXzuRdttHDoYGhhaOHQwdDCCVqHiDdhV69eraysrIhvuH379lq9enWTFgUAAABEAzMsAAAAgiDiTdjKyspGvZZCKBTinWURGGlpaX4vIRDoYGjh0MHQwtDCoYOJ5xbMsIhn8XzuRRstHDoYWhhaOHQwtHCC1iGlMQcvWbJEs2bNivhYOAUFBSooKGCg91FKSqMe6gmLDoYWDh0MLQwtHDqYeG/BDNt0zLH+ivdzL5po4dDB0MLQwqGDoYUTtA6NWs3EiRM1ceLEiI71PC9w70Lml/z8fOXn56ukpETZ2dl+L6dVWrNmjdq0aeP3MnxHB0MLhw6GFoYWDh1MvLdghm065lh/xfu5F020cOhgaGFo4dDB0MIJWoeIN2HPPPPMWK4DAAAAiDpmWAAAAARBxJuwkyZNiuU6gJjKzMz0ewmBQAdDC4cOhhaGFg4dTDy3YIZFPIvncy/aaOHQwdDC0MKhg6GFE7QOEb8xFxDP1q9f7/cSAoEOhhYOHQwtDC0cOhhaAP7g3DO0cOhgaGFo4dDB0MIJWgc2YdEqBO3E8wsdDC0cOhhaGFo4dDC0APzBuWdo4dDB0MLQwqGDoYUTtA5swqJV4A02HDoYWjh0MLQwtHDoYGgB+INzz9DCoYOhhaGFQwdDCydoHdiERauQk5Pj9xICgQ6GFg4dDC0MLRw6GFoA/uDcM7Rw6GBoYWjh0MHQwglaBzZh0SoUFRX5vYRAoIOhhUMHQwtDC4cOhhaAPzj3DC0cOhhaGFo4dDC0cILWgU1YtAqe5/m9hECgg6GFQwdDC0MLhw6GFoA/OPcMLRw6GFoYWjh0MLRwgtaBTVi0Cm3atPF7CYFAB0MLhw6GFoYWDh0MLQB/cO4ZWjh0MLQwtHDoYGjhBK1DkzZh77jjDi1fvjzaawFiJmgnnl/oYGjh0MHQwtDCoYNJlBbMsIg3iXLuRQMtHDoYWhhaOHQwtHCC1qFJm7DXXXedevbsqeOOO05vv/12tNcERF1paanfSwgEOhhaOHQwtDC0cOhgEqUFMyziTaKce9FAC4cOhhaGFg4dDC2coHVo0ibsww8/rIEDB+rFF1/UiBEj1Lt3b91yyy1asmRJtNcXOOedd566d++urKws7bTTTnrttdf8XhIAAAAi0JpnWIk5FgAAwE9N2oQ9++yzNXPmTH399de65JJLtGbNGo0aNUp9+vTREUccoVdffVVVVVXRXmsgXHHFFVq4cKFKSkr0yCOP6LTTTtPKlSv9XhY2o127dn4vIRDoYGjh0MHQwtDCoYNJlBateYaVmGPjUaKce9FAC4cOhhaGFg4dDC2coHVo1htz9e/fX//85z+1dOlSPf300xo2bJimTJmiY445Rj179tSNN96on3/+OVprDYTttttOaWlpkqRQKKT169fr119/9XlV2JyKigq/lxAIdDC0cOhgaGFo4dDBJFqL1jjDSsyx8SjRzr3moIVDB0MLQwuHDoYWTtA6NGsTtlpqaqpOPPFEvfvuu5o+fbq6d++uZcuW6bbbbtO2226rESNG6JNPPonGXUlyr+kwatQoHXLIIerQoYNCoZAmT55c57Hl5eW65ppr1KNHD2VkZGjIkCF69913m3X/f/nLX5SRkaFBgwZp+PDh2mmnnZp1e4i98vJyv5cQCHQwtHDoYGhhaOHQwSRqi5aeYSXmWDROop57TUELhw6GFoYWDh0MLZygdYjKJqzneeFnDwwbNkxLly5VXl6ebrzxRh1yyCF6++23NXToUD322GPRuDutWLFCY8eO1bfffqtddtmlwWNHjhypCRMm6NRTT9Xdd9+t5ORkjRgxQtOnT2/y/d93330qLS3V1KlTddBBBykUCjX5tgAAAOCPlp5hJeZYAACA1qpZm7C//PKLRo0apby8PB1xxBF6/fXXdeihh+qNN97Qzz//rLFjx+r111/XV199pV69emns2LFRWXT1sxQWLVqkcePG1XvcrFmz9Mwzz+j222/XuHHjdN555+n9999XXl6err766hrH7rXXXgqFQnX+ufHGG2vddnJysvbff39NnTpVU6ZMicrXhdjJzc31ewmBQAdDC4cOhhaGFg4dTKK18GuGlZhj0TiJdu41By0cOhhaGFo4dDC0cILWoUmbsM8//7wOOeQQbbXVVrrlllvkeZ5uvvlmLVy4UC+//LIOPfTQGj9V79+/v04//XQtWrQoKotOS0tTt27dIlpncnKyzjvvvPBl6enpOuecczRz5kwtXrw4fPn06dPleV6df2699dZ676OiokI//vhj874gxFxRUZHfSwgEOhhaOHQwtDC0cOhgEqWF3zOsxByLxkmUcy8aaOHQwdDC0MKhg6GFE7QOKU250gknnKCkpCQdfPDBuuCCC3TYYYcpKanh/dzttttOe+21V5MW2VRz5szRtttuq6ysrBqXDx48WJI0d+5c9ezZM+LbKy4u1htvvKEjjzxS6enpeumllzRt2jTdfvvtUV03os/zPL+XEAh0MLRw6GBoYWjh0MEkSot4mWEl5lg4iXLuRQMtHDoYWhhaOHQwtHCC1qFJm7A33HCDzj33XPXq1Svi65x88sk6+eSTm3J3TbZs2TJ179691uXVly1durRRtxcKhfTQQw/pL3/5izzPU9++ffXUU09pwIABdR5fXl5e40WAS0pKGnV/iJ7U1FS/lxAIdDC0cOhgaGFo4dDBJEqLeJlhJeZYOIly7kUDLRw6GFoYWjh0MLRwgtahSZuwBx544GaPWbx4sRYsWKB99tmnKXcRFevWrVNaWlqty9PT08Ofb4ysrCxNmzYt4uNvv/12jRkzptblhYWFqqysVHZ2tkpLS1VZWamUlBS1bds2POBmZGTUWOPGxyYnJyszM1PFxcXhrycUCoWPzcrKUvVevye381/9FOzqr736cxUVFSorK9OGDRuUlJSkrKys8LFpaWlKSUnRmjVrJEmZmZlav3691q9fr1AopJycHBUWFoaPTU1NVWlpaa1jJfc6HEVFRfI8T23atFGbNm3Cx7Zr104VFRXhQT83N1fFxcWqqqpSamqq0tPTtXr16vCxlZWVKisrkyTl5OSopKREVVVVtRq2bdtWVVVVKisrU2Vlpdq2bRtx76ysLK1du1YVFRV19k5KStLatWtrHbtpw/T0dCUnJ4cbtm/fvkbv7OzsGg0j7b1pw8zMTG3YsKFGw7p6V1ZWqk2bNjV6b9xw094bN6w+dvXq1fU29DwvfGxDj9nm9N60YaS9N22YnJys9evXN9i7MY/Z6mMb85jdXO9Yfo+o7l3966obN4y0dyJ9j6i+bklJSav+HlHdwfO88G211u8RaWlpSk5ODn/cWr9HJCcn1+gUy+8RGzZsUKzFywwrMcdKtefYjS8vLCxsNf9GbdiwoVG9E/XfKObYnPD5l5SUtNnereHfKOZY5thNj01LS9PatWtb9feI6g7Msa53RkZGuEMQ5tiQ14Tn5iYnJ2vUqFG6+eab6z3mb3/7m26++WZVVlY29uYb5dNPP9WgQYM0adIkjRw5ssbndtxxR3Xt2lXvvfdejcvnzZunHXbYQf/+9791/vnnx2xtdT2DoGfPniouLq71q2XRdtjVz2plRrY6rivWG3eeEPHnElVhYWHgXpDZD3QwtHDoYGhhaOHQwbREi5KSEmVnZ8d0TgrSDCsxx9anvlmVGbZ1o4VDB0MLQwuHDoYWTkt1iHSObdIzYSPZt62qqqrxxgZ+6N69u3799ddaly9btkyS1KNHj5jef1paWp3PYAAAAEDLi5cZVmKOBQAASDQNvxNBM/zwww/Kzs6O1c1HZMCAAZo/f36t17D65JNPwp9vCQUFBerfv78GDRrUIveH2tq1a+f3EgKBDoYWDh0MLQwtHDqY1tQiCDOsxBwLpzWde5tDC4cOhhaGFg4dDC2coHWI+JmwZ599do2PX375ZS1cuLDWcZWVlVq8eLE+/PBDHXrooc1eYHMcd9xxGj9+vB588EFdddVVktyvVk2aNElDhgxp1DvKNkd+fr7y8/PDT09Gy2uJXymMB3QwtHDoYGhhaOHQwcRzi3icYSXmWDjxfO5FGy0cOhhaGFo4dDC0cILWIeJN2MmTJ4f/OxQKae7cuZo7d26dx4ZCIQ0aNEj//Oc/m7u+et17770qKioKvzPsa6+9piVLlkiSLr74YmVnZ2vIkCE6/vjjdd1112n58uXq27evHn30US1cuFATJ06M2doQPGVlZeEXd27N6GBo4dDB0MLQwqGDiecWQZthJeZYRC6ez71oo4VDB0MLQwuHDoYWTtA6RLwJu2DBAknutbS22morXXbZZbr00ktrHZecnKzc3NyYP+V3/PjxWrRoUfjjF198US+++KIk6bTTTgv/pP6xxx7TTTfdpMcff1yFhYXaeeed9frrr/v+jrcAAACIvaDNsBJzLAAAQGsU8SZsXl5e+L8nTZqkAQMG1LispdX1a2R1SU9P17hx4zRu3LjYLqgBBQUFKigoCNzToFuTnJwcv5cQCHQwtHDoYGhhaOHQwcRzi6DNsBJzLCIXz+detNHCoYOhhaGFQwdDCydoHZr0xlxnnnmmdtlll2ivJWHl5+dr3rx5mj17tt9LabU2fVOL1ooOhhYOHQwtDC0cOphEacEM23jMsf5KlHMvGmjh0MHQwtDCoYOhhRO0DhE9E/bDDz+UJA0ePFjp6enhjyPBr0shCKqqqvxeQiDQwdDCoYOhhaGFQwcTry2YYRHv4vXciwVaOHQwtDC0cOhgaOEErUNEm7DDhg1TKBTSt99+q2233Tb8cST41SUEQWpqqt9LCAQ6GFo4dDC0MLRw6GDitQUzLOJdvJ57sUALhw6GFoYWDh0MLZygdYhoE/bmm29WKBRSp06danyMyPBaWv5LT0/3ewmBQAdDC4cOhhaGFg4dTLy2YIZtPuZYf8XruRcLtHDoYGhhaOHQwdDCCVqHiDZhR48e3eDHaFh+fr7y8/NVUlISfrdbtKzVq1crNzfX72X4jg6GFg4dDC0MLRw6mHhtwQzbfMyx/orXcy8WaOHQwdDC0MKhg6GFE7QOTXpjLgAAAAAAAABAZNiERavQtm1bv5cQCHQwtHDoYGhhaOHQwdAC8AfnnqGFQwdDC0MLhw6GFk7QOkT0cgTDhw9v0o2HQiG99957TbouEE1Be0c8v9DB0MKhg6GFoYVDBxOvLZhhEe/i9dyLBVo4dDC0MLRw6GBo4QStQ0SbsB988EGTbpw3PnB4QwP/lZWVKSMjw+9l+I4OhhYOHQwtDC0cOph4bcEM23zMsf6K13MvFmjh0MHQwtDCoYOhhRO0DhG9HEFVVVWT/jCsOfn5+Zo3b55mz57t91IAAABaDWbY5mOOBQAAiA5eExatAu/m69DB0MKhg6GFoYVDB0MLwB+ce4YWDh0MLQwtHDoYWjhB68AmLFqF0tJSv5cQCHQwtHDoYGhhaOHQwdAC8AfnnqGFQwdDC0MLhw6GFk7QOkT0mrAffvihJGnw4MFKT08PfxyJffbZp2krA6KIXyt06GBo4dDB0MLQwqGDidcWzLCId/F67sUCLRw6GFoYWjh0MLRwgtYhok3YYcOGKRQK6dtvv9W2224b/jgSQfuC0TqlpET0UE94dDC0cOhgaGFo4dDBxGsLZljEu3g992KBFg4dDC0MLRw6GFo4QesQ0WpuvvlmhUIhderUqcbHiAzvKuu/tm3b+r2EQKCDoYVDB0MLQwuHDiZeWzDDNh9zrL/i9dyLBVo4dDC0MLRw6GBo4QStQ0SbsKNHj27wYzQsPz9f+fn5KikpCdyLArcWJSUlys3N9XsZvqODoYVDB0MLQwuHDiZeWzDDNh9zrL/i9dyLBVo4dDC0MLRw6GBo4QStA2/MBQAAAAAAAAAx1KwXRygvL9eUKVM0Z84cFRcXKzs7W7vuuqtGjBihtLS0aK0RaLaMjAy/lxAIdDC0cOhgaGFo4dDBJFoLZljEi0Q795qDFg4dDC0MLRw6GFo4QevQ5E3YV199Veedd57++OMPeZ4XvjwUCqlLly568MEHdcQRR0RlkQAAAEA0MMMCAADAD016OYL33ntPxx57rIqKinT22Wdr8uTJevPNNzV58mSdddZZKiws1P/93//p/fffj/Z6gSZZt26d30sIBDoYWjh0MLQwtHDoYBKlBTMs4k2inHvRQAuHDoYWhhYOHQwtnKB1aNIzYUeNGqWMjAzNmDFDO+64Y43PnXHGGbrkkks0dOhQjRo1SsOHD4/KQgEAAIDmYIYFAACAX5r0TNg5c+boxBNPrDW8Vtt55511wgkn6PPPP2/W4hJFQUGB+vfvr0GDBvm9lFaLd/N16GBo4dDB0MLQwqGDSZQWzLCNxxzrr0Q596KBFg4dDC0MLRw6GFo4QevQpE3Ytm3bqnPnzg0e06VLF7Vt27ZJi0o0+fn5mjdvnmbPnu33Ulqt0tJSv5cQCHQwtHDoYGhhaOHQwSRKC2bYxmOO9VeinHvRQAuHDoYWhhYOHQwtnKB1aNIm7AEHHKCpU6c2eMzUqVN14IEHNmlRQLRVVlb6vYRAoIOhhUMHQwtDC4cOJlFaMMMi3iTKuRcNtHDoYGhhaOHQwdDCCVqHJm3Cjh8/XsuXL9cZZ5yhxYsX1/jc4sWLdfrpp2vFihUaP358VBYJNFdycrLfSwgEOhhaOHQwtDC0cOhgEqUFMyziTaKce9FAC4cOhhaGFg4dDC2coHWI6I256npjgtzcXD355JN65pln1KtXL3Xt2lW///67fvnlF1VWVmrnnXfW6aefrvfeey/qiwYaKzMz0+8lBAIdDC0cOhhaGFo4dDDx2oIZFvEuXs+9WKCFQwdDC0MLhw6GFk7QOkS0CfvBBx/U+7mKigr9/PPP+vnnn2tc/sUXXygUCjVrcUC0FBcXKzc31+9l+I4OhhYOHQwtDC0cOph4bcEMi3gXr+deLNDCoYOhhaGFQwdDCydoHSLahK2qqor1OgAAAICoYoYFAABAUDTpNWGBeJOenu73EgKBDoYWDh0MLQwtHDoYWgD+4NwztHDoYGhhaOHQwdDCCVoHNmHRKvBrhQ4dDC0cOhhaGFo4dDC0APzBuWdo4dDB0MLQwqGDoYUTtA4RvRxBfZYsWaJp06Zp6dKlKi8vr/X5UCikm266qTl3kRAKCgpUUFCgyspKv5fSaq1bty5wPwHxAx0MLRw6GFoYWjh0MInWghk2csyx/kq0c685aOHQwdDC0MKhg6GFE7QOTd6E/etf/6q77767xkDmeV54l7n6vxlgpfz8fOXn56ukpETZ2dl+LwcAAKDVYoZtHOZYAACA6GjSyxE89NBD+sc//qH99ttPzz//vDzP05lnnqmnn35aF1xwgVJSUnT88cfr/fffj/Z6gSbJysryewmBQAdDC4cOhhaGFg4dTKK0YIZFvEmUcy8aaOHQwdDC0MKhg6GFE7QOTdqEffDBB9W7d2+9+eabOuaYYyRJvXv31oknnqiCggK98847eumll/THH39EdbFAU61du9bvJQQCHQwtHDoYWhhaOHQwidKCGRbxJlHOvWighUMHQwtDC4cOhhZO0Do0aRP2u+++0yGHHKKkJLt6RUVF+L/33XdfHXbYYRo/fnzzVwhEwcaPz9aMDoYWDh0MLQwtHDqYRGnBDIt4kyjnXjTQwqGDoYWhhUMHQwsnaB2atAkrSTk5OeH/bteunVauXFnj8/369dM333zT5IUB0ZScnOz3EgKBDoYWDh0MLQwtHDqYRGrBDIt4kkjnXnPRwqGDoYWhhUMHQwsnaB2atAm7xRZbaMmSJeGPt956a33yySc1jvn666/Vrl275q0OiJL27dv7vYRAoIOhhUMHQwtDC4cOJlFaMMMi3iTKuRcNtHDoYGhhaOHQwdDCCVqHJm3CDh06VB9//HH446OOOkpz5szR+eefrzfeeEPXXXed3nzzTe2zzz5RWyjQHEVFRX4vIRDoYGjh0MHQwtDCoYNJlBbMsIg3iXLuRQMtHDoYWhhaOHQwtHCC1iGlKVc6/fTTtXTpUi1atEh5eXn661//qtdff10PPfSQHn74YXmep969e2vcuHHRXi8AAADQJMywAAAA8EuTNmGHDRumYcOGhT/OzMzUxx9/rFdeeUU//fST8vLydMQRR/CrXAiM9PR0v5cQCHQwtHDoYGhhaOHQwSRKC2ZYxJtEOfeigRYOHQwtDC0cOhhaOEHr0KRN2LqkpqbquOOOi9bNAVG18bsgt2Z0MLRw6GBoYWjh0MEkcgtmWARZIp97jUULhw6GFoYWDh0MLZygdWj2JuzKlSv1xRdfqLi4WNnZ2dpll13UsWPHaKwNiJq1a9cqLS3N72X4jg6GFg4dDC0MLRw6mERswQyLeJCI515T0cKhg6GFoYVDB0MLJ2gdmrwJu3DhQl166aV644035Hle+PJQKKTDDz9cd911l3r37h2NNQIAAABRwQwLAAAAPzRpE/ann37S0KFDtXz5cm2zzTYaOnSounbtqt9//10zZszQq6++qo8//lgzZszQVlttFe01x52CggIVFBSosrLS76W0Wu3bt/d7CYFAB0MLhw6GFoYWDh1MorRghm085lh/Jcq5Fw20cOhgaGFo4dDB0MIJWocmvTjCNddcoz/++EP//ve/9d133+mRRx7R7bffrkceeUTffvut7r//fv3xxx+65ppror3euJSfn6958+Zp9uzZfi+l1SorK/N7CYFAB0MLhw6GFoYWDh1MorRghm085lh/Jcq5Fw20cOhgaGFo4dDB0MIJWocmPRP2vffe05FHHqnzzjuv1udCoZDOP/98TZkyRVOnTm32AoFo2LBhg99LCAQ6GFo4dDC0MLRw6GASpQUzLOJNopx70UALhw6GFoYWDh0MLZygdWjSM2ErKyu1ww47NHjMjjvuyK8tITCC9o54fqGDoYVDB0MLQwuHDiZRWjDDIt4kyrkXDbRw6GBoYWjh0MHQwglahyatZuDAgfrmm28aPOabb77R7rvv3qRFAdGWlZXl9xICgQ6GFg4dDC0MLRw6mERpwQyLeJMo51400MKhg6GFoYVDB0MLJ2gdmrQJ+7e//U1vvvmmHn744To//+CDD+rtt9/Wrbfe2qzFAdFSVFTk9xICgQ6GFg4dDC0MLRw6mERpwQyLeJMo51400MKhg6GFoYVDB0MLJ2gdInpN2LFjx9a6bL/99tP555+vf/zjHzXeWfajjz7S/PnzdfDBB+u9997TnnvuGfVFAwAAAJvDDAsAAICgiGgTdvTo0fV+7vvvv9f3339f6/K33npLb7/9tm666aYmLw6IlrS0NL+XEAh0MLRw6GBoYWjh0MHEawtmWMS7eD33YoEWDh0MLQwtHDoYWjhB6xDRJuy0adNivQ4gplJSInqoJzw6GFo4dDC0MLRw6GDitQUzLOJdvJ57sUALhw6GFoYWDh0MLZygdYhoNfvuu2+s1wHE1Jo1a9SmTRu/l+E7OhhaOHQwtDC0cOhg4rUFMyziXbyee7FAC4cOhhaGFg4dDC2coHVo0htzAQAAAAAAAAAi06zn5X700UeaPHmy5s6dq5KSEmVlZWnXXXfVGWecob322itaawSaLTMz0+8lBAIdDC0cOhhaGFo4dDCJ1oIZFvEi0c695qCFQwdDC0MLhw6GFk7QOjR5E/byyy/XPffcI8/zJEmhUEie5+mzzz7TxIkTdemll2rChAlRWyjQHOvXr1dqaqrfy/AdHQwtHDoYWhhaOHQwidSCGRbxJJHOveaihUMHQwtDC4cOhhZO0Do06eUIHn30Ud19993aZptt9OSTT2rp0qWqqKjQsmXL9NRTT2nbbbfV3Xffrcceeyza6w2MmTNnKikpSbfeeqvfS0EE1q9f7/cSAoEOhhYOHQwtDC0cOphEacEMywwbbxLl3IsGWjh0MLQwtHDoYGjhBK1DkzZh77//fm255Zb65JNPdPLJJ6tbt24KhULq2rWrTjrpJH388cfaYostdN9990V7vYFQVVWlyy+/XIMGDfJ7KYhQKBTyewmBQAdDC4cOhhaGFg4dTKK0YIZlho03iXLuRQMtHDoYWhhaOHQwtHCC1qFJm7DffPONjj32WGVnZ9f5+ezsbB177LH65ptvmrW4oHrwwQc1ZMgQbb/99n4vBRHKycnxewmBQAdDC4cOhhaGFg4dTKK0YIZlho03iXLuRQMtHDoYWhhaOHQwtHCC1qFJm7CRiOVuc2lpqUaNGqVDDjlEHTp0UCgU0uTJk+s8try8XNdcc4169OihjIwMDRkyRO+++26T73vlypW66667NGbMmCbfBlpeYWGh30sIBDoYWjh0MLQwtHDoYFpTC2ZYBElrOvc2hxYOHQwtDC0cOhhaOEHr0KRN2B122EEvvPCCSktL6/z86tWr9cILL2iHHXZo1uLqs2LFCo0dO1bffvutdtlllwaPHTlypCZMmKBTTz1Vd999t5KTkzV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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import rcParams\n", + "\n", + "\n", + "# update font settings\n", + "rcParams.update({\n", + " 'font.family': 'sans-serif', \n", + " 'font.sans-serif': ['Arial', 'DejaVu Sans', 'Liberation Sans'],\n", + " 'mathtext.fontset': 'stix', # math symbols\n", + "})\n", + "\n", + "# set up matplotlib style parameters\n", + "rcParams.update({\n", + " 'font.size': 14,\n", + " 'axes.titlesize': 16,\n", + " 'axes.labelsize': 14,\n", + " 'xtick.labelsize': 12,\n", + " 'ytick.labelsize': 12,\n", + " 'legend.fontsize': 12,\n", + " 'figure.titlesize': 18,\n", + " 'figure.facecolor': 'white',\n", + " 'axes.facecolor': 'white',\n", + " 'axes.grid': True,\n", + " 'grid.alpha': 0.3,\n", + " 'grid.linestyle': '--',\n", + " 'grid.linewidth': 0.5\n", + "})\n", + "\n", + "def plot_hist(data, var_name, color, label, bins=100, range=None, ax=None, linewidth=2):\n", + " \"\"\"histogram plotting function control\"\"\"\n", + " if ax is None:\n", + " ax = plt.gca()\n", + " \n", + " ax.hist(\n", + " np.array(data[var_name]),\n", + " bins=bins,\n", + " histtype=\"step\",\n", + " color=color,\n", + " label=label,\n", + " density=True,\n", + " range=range,\n", + " linewidth=linewidth\n", + " )\n", + " return ax\n", + "\n", + "# ---------- Figure 5: Kinematic Variables ------------\n", + "fig5, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "fig5.suptitle(\"Kinematic Variable Distributions\", y=1.02)\n", + "\n", + "# M_R distribution\n", + "plot_hist(df_sig, \"M_R\", \"#E41A1C\", \"Signal (SUSY)\", \n", + " bins=np.linspace(0, 4000, 81), ax=ax1)\n", + "plot_hist(df_bkg, \"M_R\", \"#377EB8\", \"Background (SM)\", \n", + " bins=np.linspace(0, 4000, 81), ax=ax1)\n", + "ax1.set_xlabel(r\"$M_R$ [GeV]\", labelpad=10)\n", + "ax1.set_ylabel(\"Probability Density\", labelpad=10)\n", + "ax1.legend(loc=\"upper right\", frameon=True)\n", + "ax1.set_yscale('log')\n", + "ax1.set_ylim(1e-6, 1)\n", + "\n", + "# M_TR_2 distribution\n", + "plot_hist(df_sig, \"M_TR_2\", \"#E41A1C\", \"Signal (SUSY)\", \n", + " bins=np.linspace(0, 2000, 81), ax=ax2)\n", + "plot_hist(df_bkg, \"M_TR_2\", \"#377EB8\", \"Background (SM)\", \n", + " bins=np.linspace(0, 2000, 81), ax=ax2)\n", + "ax2.set_xlabel(r\"$M_{T,R2}$ [GeV]\", labelpad=10)\n", + "ax2.set_ylabel(\"Probability Density\", labelpad=10)\n", + "ax2.legend(loc=\"upper right\", frameon=True)\n", + "ax2.set_yscale('log')\n", + "ax2.set_ylim(1e-6, 1)\n", + "\n", + "plt.tight_layout()\n", + "\n", + "# ---------- Figure 6, Derived Features -------------\n", + "fig6, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "fig6.suptitle(\"Derived Feature Distributions\", y=1.02)\n", + "\n", + "# R distribution\n", + "plot_hist(df_sig, \"R\", \"#E41A1C\", \"Signal (SUSY)\", \n", + " bins=np.linspace(0, 1, 81), ax=ax1)\n", + "plot_hist(df_bkg, \"R\", \"#377EB8\", \"Background (SM)\", \n", + " bins=np.linspace(0, 1, 81), ax=ax1)\n", + "ax1.set_xlabel(r\"$R$\", labelpad=10)\n", + "ax1.set_ylabel(\"Probability Density\", labelpad=10)\n", + "ax1.legend(loc=\"upper right\", frameon=True)\n", + "ax1.set_yscale('log')\n", + "ax1.set_ylim(1e-4, 10)\n", + "\n", + "# MT2 distribution\n", + "plot_hist(df_sig, \"MT2\", \"#E41A1C\", \"Signal (SUSY)\", \n", + " bins=np.linspace(0, 1000, 81), ax=ax2)\n", + "plot_hist(df_bkg, \"MT2\", \"#377EB8\", \"Background (SM)\", \n", + " bins=np.linspace(0, 1000, 81), ax=ax2)\n", + "ax2.set_xlabel(r\"$M_{T2}$ [GeV]\", labelpad=10)\n", + "ax2.set_ylabel(\"Probability Density\", labelpad=10)\n", + "ax2.legend(loc=\"upper right\", frameon=True)\n", + "ax2.set_yscale('log')\n", + "ax2.set_ylim(1e-6, 1)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1114,54 +1269,110 @@ ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 17, "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "### Exercise 4.2\n", + "# Part 4.1 a\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import rcParams\n", "\n", - "#### Part a\n", - "Install [tabulate](https://github.com/astanin/python-tabulate). \n", + "# plot settings\n", + "rcParams.update({\n", + " 'font.size': 10,\n", + " 'axes.grid': True,\n", + " 'grid.alpha': 0.3,\n", + " 'grid.linestyle': '--'\n", + "})\n", "\n", - "#### Part b\n", - "Use numpy to compute the [covariance matrix](https://numpy.org/doc/stable/reference/generated/numpy.cov.html) and [correlation matrix](https://numpy.org/doc/stable/reference/generated/numpy.corrcoef.html) between all observabes, and separately between low and high-level features.\n", + "def create_pair_plots(data, variables, title, max_points=10000):\n", + " \"\"\"\n", + " creating pair plots without using seaborn.\n", + " \n", + " Args:\n", + " data: dataFrame containing the data\n", + " variables: List of variables to plot\n", + " title: title for the figure\n", + " max_points: maximum number of points to plot (for performance)\n", + " \"\"\"\n", + " n_vars = len(variables)\n", + " fig, axes = plt.subplots(n_vars, n_vars, figsize=(12, 12))\n", + " fig.suptitle(title, y=1.02, fontsize=14)\n", + " \n", + " # subsample if too many points\n", + " plot_data = data.sample(min(len(data), max_points)) if max_points else data\n", + " \n", + " for i, var1 in enumerate(variables):\n", + " for j, var2 in enumerate(variables):\n", + " ax = axes[i,j]\n", + " \n", + " if i == j:\n", + " # diagonal - histograms\n", + " ax.hist(plot_data[var1], bins=50, color='pink', alpha=0.7)\n", + " ax.set_xlabel(var1)\n", + " else:\n", + " # Off diagonal - scatter plots\n", + " ax.scatter(plot_data[var2], plot_data[var1], \n", + " s=5, alpha=0.3, color='purple')\n", + " ax.set_xlabel(var2)\n", + " ax.set_ylabel(var1)\n", + " \n", + " plt.tight_layout()\n", + " return fig\n", "\n", - "#### Part c\n", - "Use tabulate to create a well formatted table of the covariance and correlation matrices, with nice headings and appropriate significant figures. Embed the table into this notebook.\n", + "# define variable groups\n", + "raw_vars = ['l_1_pT', 'l_2_pT', 'MET', 'MET_phi']\n", + "feature_vars = ['M_R', 'M_TR_2', 'R', 'MT2']\n", "\n", - "#### Part d\n", - "Write a function that takes a dataset and appropriate arguments and performs steps b and c. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Hint: Example code for embedding a `tabulate` table into a notebook:" + "# create plots\n", + "fig_raw = create_pair_plots(df, raw_vars, \"Raw Variables Pair Plot\")\n", + "fig_features = create_pair_plots(df, feature_vars, \"Derived Features Pair Plot\")\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "scrolled": true - }, + "execution_count": 18, + "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
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D 5 6
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", 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f+tLYbYrPfvazceWVV+KEE07AwQcfDF3X8ZKXvAQHHHAAnva0p+EZz3gGfvrTn+LpT386jjzySDzwwAO47rrrcNxxx+Haa69tS5Zjjz0WH/rQh/Cxj30Me+21F4499ljsvvvu2Lp1K/72t7/htttuwznnnIMnPvGJKJfLeMYznoF99tkHT3nKU7DbbrthdXUV3//+9/Hwww/jjDPOQC6X64mOCYIgCIIYHOSUIgiCIIgxwjAMfOUrX8FrXvMaXHzxxfjFL36Ba6+9FlNTU3jiE5+It771rXjb296WuIIom83ipptuwvvf/3587Wtfw9LSEp7whCfgs5/9LF7zmtcE6j7pSU/CpZdeiosuugif/exnUa1Wsfvuuw/UKVUqlQAAV111VawT5qijjvKcUrlcDj/84Q/xla98BV/96ldx9dVXo1qtYqeddsKTnvQkvPWtb8X+++/vHbt27VrcfvvteN/73ocf//jH+PnPf46nPOUpuOmmm/DTn/60L06pPffcE7///e/xqU99Ct/97ndx6aWXQtd1rF27FkceeSRe8YpXeHWnp6fx05/+FO9973vx85//HLfccgue/OQn4xvf+AZ22mmnWH18+tOfBgD89Kc/xfXXXw/OOXbddVcccMABAJw4Vaeffjq+//3v449//CMOPPBAXH/99XjwwQfbdkoBwNlnn40jjzwSn/nMZ3DzzTdjaWkJ2223Hfbcc0989KMfxb/+678CAKampvCJT3wCN998M2677TY8+uijWFhYwL777ovzzjsvsGKPIAiCIIjRhQkhxKAbQRAEQRDE4Nljjz0AABs2bBhoOwiCIAiCIAg1oM34BEEQBEEQBEEQBEEQROqQU4ogCIIgCIIgCIIgCIJIHXJKEQRBEARBEARBEARBEKlDMaUIgiAIgiAIgiAIgiCI1KGVUgRBEARBEARBEARBEETqkFOKIAiCIAiCIAiCIAiCSB1yShEEQRAEQRAEQRAEQRCpQ04pgiAIgiAIgiAIgiAIInXIKUUQBEEQBEEQBEEQBEGkDjmlCIIgCIIgCIIgCIIgiNQhpxRBEARBEARBEARBEASROuSUIgiCIAiCIAiCIAiCIFKHnFIEQRAEQRAEQRAEQRBE6pBTiiAIgiAIgiAIgiAIgkgdckoRBEEQBEEQBEEQBEEQqUNOKYIgCIIgCIIgCIIgCCJ1yClFEARBEARBEARBEARBpA45pQiCIAiCIAiCIAiCIIjUIacUQRAEQRAEQRAEQRAEkTrklCIIgiAIgiAIgiAIgiBSh5xSBEEQBEEQBEEQBEEQROqQU4ogCIIgCIIgCIIgCIJIHXJKEQRBEARBEARBEARBEKlDTimCIAiCIAiCIAiCIAgidcgpRRAEQRAEQRAEQRAEQaQOOaUIgiAIgiAIgiAIgiCI1CGnFEEQBEEQBEEQBEEQBJE65JQiCIIgCIIgCIIgCIIgUoecUgRBEARBEARBEARBEETqkFOKIAiCIAiCIAiCIAiCSB1yShEEQRAEQRAEQRAEQRCpQ04pgiAIgiAIgiAIgiAIInXIKUUQBEEQBEEQBEEQBEGkDjmlCIIgCIIgCIIgCIIgiNQhpxRBEARBEARBEARBEASROuSUIgiCIAiCIAiCIAiCIFKHnFIEQRAEQRAEQRAEQRBE6pBTiiAIgiAIgiAIgiAIgkgdckoRBEEQBEEQBEEQBEEQqUNOKYIgCIIgCIIgCIIgCCJ1yClFEARBEARBEARBEARBpA45pQiCIAiCIAiCIAiCIIjUIacUQRAEQRAEQRAEQRAEkTrklCIIgiAIgiAIgiAIgiBSh5xSBEEQBEEQBEEQBEEQROqQU4ogCIIgCIIgCIIgCIJIHXJKEQRBEARBEARBEARBEKlDTimCIAiCIAiCIAiCIAgidcgpRRAEQRAEQRAEQRAEQaQOOaUIgiAIgiAIgiAIgiCI1CGnFEEQBEEQBEEQBEEQBJE65JQiCIIgCIIgCIIgCIIgUoecUgRBEARBEARBEARBEETqkFOKIAiCIAiCIAiCIAiCSB1yShEEQRAEQRAEQRAEQRCpQ04pgiAIgiAIgiAIgiAIInXIKUUQBEEQBEEQBEEQBEGkjjHoBgwCzjkefPBBzMzMgDE26OYQhPIIIbCysoJ169ZB09T2lZN9IojhguxTHbJPBDF8kI2qQzaKIIaLlu2TaJOVlRXx4Q9/WLzgBS8QCwsLAoC49NJLI/Ve//rXCwCRv3333TdS17Zt8YlPfELsscceIpfLif33319885vfjL3+n//8Z/GCF7xATE1NiYWFBXHyySeLRx99tC0ZNm7cGNs2+qM/+hvs38aNG9say+MI2Sf6o7/h/CP7RPaJ/uhvmP/IRpGNoj/6G9a/Zvap7ZVSW7Zswdlnn43ddtsNBx54IG655ZbEurlcDl/+8pcD383NzUXqffCDH8T555+PN7/5zTjssMNw3XXX4aSTTgJjDCeeeKJXb9OmTTjyyCMxNzeHc889F6urq7jwwgvxxz/+Eb/+9a+RzWZbkmFmZgYAsHHjRszOzgIAFhcXsbCw0NLx44KKMgNqyj3sMhcKBaxfv94bmyoTZ5+SGPZ+HQSkkyCkjyjt6oTsU51W7ZOK9x3JPP4Mq7xko+rQHCo9SH/doYr+WrVPbTul1q5di4ceegg777wz7rzzThx22GHJJzcMnHzyyQ3Pt3nzZlx00UV4+9vfjs997nMAgDe96U046qij8N73vhevfOUroes6AODcc89FsVjEb3/7W+y2224AgMMPPxzPe97zcNlll+Etb3lLSzLI5Zyzs7OewbJtu6nxGjdUlBlQU+5RkZmWWsfbpyRGpV/ThHQShPQRpVOdkH1q3T6peN+RzOPPsMtLNormUGlC+usO1fTXzD61vfE4l8th5513brm+bdsoFAqJ5ddddx1M08S///u/e98xxvC2t70NmzZtwh133OF9f/XVV+PFL36x55ACgOc+97nYZ599cOWVV7YpSZD5+fmujh9FVJQZUFNuFWVWAerXKKSTIKSPKKST/qOijknm8Uc1eccd6s/uIP11B+kvSF+j4ZVKJczOzmJubg5r1qzB29/+dqyurgbq/P73v8fU1BSe+MQnBr4//PDDvXLAWVH16KOP4tBDD41c5/DDD/fqdUojx9m4oqLMgJpyqyizClC/RiGdBCF9RCGd9B8VdUwyjz+qyTvuUH92B+mvO0h/QfqWfW/t2rV43/veh0MOOQScc/zoRz/C5z//efzhD3/ALbfcAsNwLv3QQw9hp512iizpWrt2LQDgwQcf9Or5vw/X3bZtG6rVKnK5XKS8Wq2iWq16n+NuAs55h5KOLirKDKgpt4oyqwD1axQVdSIEwAVgc0DXAI0B8idVRX00g3TSf9LWsc2dP00DdN/9nyYq3leqyayavOPOuPYnF4DFnblAP+3huOovLUh/QfrmlDrvvPMCn0888UTss88++OAHP4irrrrKC2BeLpdjHUn5fN4r9/+3Wd248vPOOw9nnXVW5PvFxUXYto25uTlUq1UsLi7CMAxMTk56jquJiYnA9efm5rC6ugrbtqHrOqanp7G8vOy1gzHm1Z2dnUWpVIJlWdB1HTMzM1haWvLqapqGUqkEwAnMV6lUYJomNE3D7OysVzeXy8EwDBSLRQDA9PQ0arUaarUaGGOYn5/H4uKiVzeTyXgr0vx1AWBhYQFLS0sQQsA0TZim6dWdmpqCZVmeA29hYQHLy8vgnCOTySCfz2NlZcWra9s2KpUKAGcJYqFQAOc8osPJyUlwzr26fh0203dYh2F9+3XorxvWYT6fh67rKBaLKJVKEX3Pzc0FdNiqvrPZLLLZbEDfpmkGdCj1Ha4b1rdfh2F9h3U4Pz+PlZWVRB0KIQL6lvd3WIfd6LvRPevXd7hu3D0r70+iPTKZzKCbMHSophMuANN2UpsAAOcAA2BojoNKNX20Aumk/6SlYy4Aywbk1J5zwIZz/2spO6dUvK9Uk1k1ecedcetP6YziwvcZQKZP9nDc9Jc2pL8gfXNKxfGe97wHH/rQh/CTn/zEc0pNTEwEVjFJ5AO1fGiW/22lbpgzzzwTp59+uvdZRoFfWFjwAoxtv/323uotAJFo+NLxBSASlKxR3XCk+XBdvxNtenq6YV1/dsFMJoOpqanEuv7P4bpyD6tlWTAMI1A3m81icnLS+xzOlhi+jl/n7dTtlw6b1c1ms5iZmYFhGH3Vt1+H4T3DvdJ3Mx3667Zzf/frnm1U17IsEO3j7zfCQSWd2BwwY160CTjfc6GWPlqFdNJ/0tBxs/tfZ0BG73szPFS8r1STWTV5x51x6s8kewg432sMyPbYHo6T/gYB6S9IX2NKhZmYmMB2222Hbdu2ed+tXbsWDz/8MIQQgbpyu966deu8ev7vw3XXrFkTu0oKcB6iZRaGpGwMckWKSqgoM6Cm3CrKrALUr1FU0gkXzctV0kerkE76Txo6buX+TxMV7yvVZFZN3nFnnPqzmbnrhz0cJ/0NAtJfkFSdUisrK9iyZQt22GEH77uDDjoIpVIJ99xzT6Dur371K68cAHbZZRfssMMOuPPOOyPn/fWvf+3VIwiCIAiCIAiCIAiCIIafvmzfk7FjwtuAPvaxj0EIgWOPPdb77vjjj8d73vMefP7zn8fnPvc5AIAQAl/84hexyy674IgjjvDqvvzlL8fll1+OjRs3Yv369QCAm2++Gffeey/e8573dNVm/xaqVjn1st8kln3llMO6aU4qdCLzOKCi3CrKrALUr1FIJ0FIH1FIJ/1HRR2TzOOPavKOO9Sf3UH66w7SX5COnFKf+9znsLS05GXGu/7667Fp0yYAwDvf+U4sLi7i4IMPxmte8xo84QlPAAD8+Mc/xg9+8AMce+yxOP74471z7brrrnj3u9+NCy64AKZp4rDDDsN3v/td3HbbbfjGN74BXa9vgP3ABz6A73znOzjmmGPwrne9C6urq7jggguw//774w1veEPHSgDUjICvosyAmnKrKLMKUL9GIZ0EIX1EIZ30HxV1TDKPP6rJO+5Qf3YH6a87SH9BOnJKXXjhhXjggQe8z9dccw2uueYaAMDJJ5+M+fl5vPjFL8ZNN92Eyy+/HLZtY6+99sK5556LM844A5oW3DV4/vnnY2FhAV/60pdw2WWXYe+998bXv/51nHTSSYF669evx6233orTTz8d73//+5HNZvGiF70IF110UWI8qVapVCqJgdLHFRVlBtSUW0WZVYD6NYpKOjE0QPgyj/lhcII8L6+oo49WUekeGRRp6LiV+z9NVLyvVJNZNXnHnXHqT50BnMXHjpIZeXvNOOlvEJD+gnTklNqwYUPTOl/72tdaPp+maTjzzDNx5plnNq375Cc/GT/+8Y9bPjdBEARBjCOMAVnDybpj8Xqg036lfyaIYULe/1wApk33P0EQ6sLc7Hphe2hojsOK7CEx7PQlptQoMjc3N+gmpI6KMgNqyq2izCpA/RpFRZ3o7kO4gPNG1D/5VFEfzSCd9J80dSxTncfd/2mi4n2lmsyqyTvujGN/pmkPx1F/aUL6C5Jq9r1hZnV1ddBNSB0VZQbUlFtFmVWA+jWKqjphLH51iKr6aATppP+kreOk+z9NVLyvVJNZNXnHnXHtz7Ts4bjqLy1If0HIKeVi2/agm5A6KsoMqCm3ijKrAPVrFNJJENJHFNJJ/1FRxyTz+KOavOMO9Wd3kP66g/QXhJxSLoah3k5GFWUG1JRbRZlVgPo1CukkCOkjCumk/6ioY5J5/FFN3nGH+rM7SH/dQfoLQk4pl8nJyUE3IXVUlBlQU24VZVYB6tcopJMgpI8opJP+o6KOSebxRzV5xx3qz+4g/XUH6S8IOaVcCoXCoJuQOirKDKgpt4oyqwD1axTSSRDSRxTSSf9RUcck8/ijmrzjDvVnd5D+uoP0F4ScUgRBEARBEARBEARBEETqkFPKZWJiYtBNSB0VZQbUlFtFmQfBfffdhxNPPBG77rorJicn8YQnPAFnn302SqVSX65H/RqFdBKE9BFFVZ2kaZ9U1DHJPP6oJm/a0BxqtCD9dQfpLwhF2CIIgugBGzduxOGHH465uTm84x3vwJo1a3DHHXfgIx/5CH7729/iuuuuG3QTCYJQFLJPBEEMM2SjCEJtyCnlUi6Xkc/nB92MVFFRZkBNuVWUOW2+9rWvYWlpCb/4xS/w5Cc/GQDwlre8BZxzfPWrX8Xi4iIWFhZ6ek3q1yikkyCkjygq6iRt+6Sijknm8Uc1edOE5lCjB+mvO0h/QWj7HkEQRA+QAQt32mmnwPdr166FpmnIZrODaBZBEATZJ4IghhqyUQShNuSUcpmbmxt0E1JHRZkBNeVWUea0OfroowEAp556Ku666y5s3LgR3/72t/GFL3wBp512Gqampnp+TerXKKSTIKSPKCrqJG37pKKOSebxRzV504TmUKMH6a87SH9ByCnlsrq6OugmpI6KMgNqyq2izGlz7LHH4mMf+xhuuukmHHzwwdhtt91w4okn4p3vfCf++7//O/G4arWKQqEQ+GsV6tcopJMgpI8oKuokbfukoo5J5vFHNXnThOZQowfprztIf0EoppSLbduDbkLqqCgzoKbcKso8CPbYYw8ceeSRePnLX47tttsON9xwA84991zsvPPOeMc73hF7zHnnnYezzjor8v3i4iJs28bc3BxWV1dh2zYMw8Dk5KQ36arVashmsyiXywAQqKvrOqanp7G8vAwAyOfzYIx5dWdnZ1EqlWBZFnRdx8zMDJaWlry6mqZ5GW9mZmZQqVRgmiY0TcPs7KxXN5fLwTAMFItFAMD09DRqtRpqtRoYY5ifn8fi4qJXN5PJeD/E/roAsLCwgKWlJQghkM1mkc1mvbpTU1OwLAvVatWru7y8DM45MpkM8vk8VlZWUCgUkM/nYds2KpUKAGB+fh6FQgGc84gOJycnwTn36jbSt8yUkqTDsL79OvTXDeswn89D13VPh2F9z83NBXTYqr6z2Syq1ar3eXp6GqZpBnTYqr79OvTrO06H8/PzWFlZSdShECJW32EddqPvRvdspVJBPp+P1XfcPSvvz1EnTftUKBS87Taq2Kdisej91ibZJ1l3XOzT6uoqZmdnO7ZPfh2Ogn0yTdNrf7/sUyN9x92zhmF4n0cdmkMNfg4l67ZiowqFAnK53FDbqG7nUP20UfIeHbU5VLs2qtU5FBNCiJZqjhGFQgFzc3NYXl7G7Oys9538d6ucetlvEsu+csphXbUxDTqReRxQUe5hlzluTI4a3/rWt/DGN74R9957L3bddVfv+ze84Q248sor8c9//hPbbbdd5Lhqter9aAGOLtavX9+SLoa9XwcB6SQI6SNKoVDAzMwsbHf2ozOAscb1yT45tGqfxuG+4wKwOaBrgNbg/pCMg8ztoprMwyov2Sj15lBCABZ3bJPW5DesX4yy/oYBVfTXqn2i7Xsu09PTg25C6qgoM6Cm3CrKnDaf//zncfDBBwcmUwDwkpe8BKVSCb///e9jj8vlcpidnQ38tQr1axTSSRDSRxAhgPzkNKq2M6G3OLx/j/MrurTt0yjfd1wANQuo2YAtnP/WbOf7RoyyzJ2imsyqyZsmNIdqDSEA03Z+t2wBmNy1VTz9toyi/oYJ0l8Qckq5yOVrKqGizICacqsoc9o88sgjsdskTdMEAFiW1fNrUr9GIZ0EIX3UEa6DYdtSVCeWO7EfV8dU2vZpVO87eR+En++4aP7gN6oyd4NqMqsmb5rQHKo5XNSdUX4E6s6pNBk1/Q0bpL8g5JQiCILoAfvssw9+//vf49577w18f8UVV0DTNBxwwAEDahlBEIAzcW/kc2pWPsqQfWqNZquhwg+DBEH0BrJRzWlmn5qVE8QwQ4HOXfL5/KCbkDoqygyoKbeKMqfNe9/7Xvzwhz/Es571LLzjHe/Adttth+9///v44Q9/iDe96U1Yt25dz69J/RqFdBKE9BFFRZ2kbZ9U1DHJPP6oJm+a0Bxq9CD9dQfpLwg5pVzYICLEDRgVZQbUlFtFmdPmyCOPxO23346PfvSj+PznP4+tW7dizz33xMc//nG8733v68s1qV+jkE6CkD6iqKiTtO2Tijommccf1eRNE5pDjR6kv+4g/QUhp5RLuVxWzmOposyAmnKrKPMgOPzww/GDH/wgtetRv0YhnQQhfUQpl8vI5dTTSZr2ScX7jmQef1STN21oDjVakP66g/QXhGJKEQRBEAQx9jAAeoMXkzpz6hDqYmjJ9wBzywmCIAaBzho/uGfIPhEjDK2Ucmknhei4oKLMgJpyqyizClC/RiGdBCF91GEMyOjAdvOzEKhnWNMAGDqgkUeqZ4zqfacxIKs7Ac0tX6Y9Q3Odlg3ukVGVuRtUk1k1ecedUetPxoCs4WQBtXg9MYfOXId6yr9ho6a/YYP0F4R8qi6lUmnQTUgdFWUG1JRbRZlVgPo1CukkCOkjSqVcQtZwnA9Z3Znkk0Oqt4zyfcfcB7yc7qw8yOmtPfCNssydoprMqsk77oxqf+qa89uVkf/V03dIAaOrv2GB9BeEVkq5WJY16CakjooyA2rKraLMKkD9GoV0EoT0EUXqhBxR/WMc7jvGGm/3DDMOMreLajKrJu+4M8r92a596gejrL9hgPQXhFZKuei6PugmpI6KMgNqyq2izCowzv0qhPPXLuOsk04gfUQhnfSfbnTc6dgfNCreV6rJrJq84w71Z3cMSn+j+hsRhu6/ILRSymVmZmbQTUgdFWUG1JRbRZlVYBz7VQiAi3q8hFZiufgZR510A+kjCumk/3SiY+GOe4s7QcUzurNNZVRQ8b5STWbV5B13qD+7YxD64wIwbWd+OKhYWr2C7r8gI/Rz31+WlpYG3YTUUVFmQE25VZRZBcatX7kAajZg+gJ4Whyo2k5gz1bejI2bTrqF9BGFdNJ/2tGxEIBlAxWrHlxcwLEFVcuxC6OAiveVajKrJu+4Q/3ZHWnqjwugZjm/C/InwRbO/NBqcX44bND9F4ScUgRBEMTAESI42Qjjd1QRBDE+2MIZ33HIBxGCIAhCXUy7njE3jMWd3xFitCGnlEs+nx90E1JHRZkBNeVWUWYVUK1fW3kTpppOmkH6iEI66T9t6bjJuB6VZw0V7yvVZFZN3nGH+rM70tTfqPwOtAPdf0HIKeWiaeqpQkWZATXlVlFmFaB+jUI6CUL6iEI66T8q6phkHn9Uk3fcof7sDtJfd5D+gpA2XEql0qCbkDoqygyoKbeKMquAav3aykop1XTSDNJHFNJJ/1FRxyTz+KOavOMO9Wd3dKI/LkYnTmC/ofsvCGXfIwiCIEYCSwDg7WXjIwhiuGk2lmmoEwRBjDYyq7J0SLWbOY+h8RY++p0YfWillIuKaRlVlBlQU24VZVaBcepXxoCcDmhNZhYWdwKiJ71pGyed9ALSRxTSSf9pR8caA7J6/EOFoQG5EXl9quJ9pZrMqsk77lB/dkcr+hPCCVIenrf5M+e1QlZ3HFlhGICM1nzuOIzQ/ReEnFIulUpl0E1IHRVlBtSUW0WZVWDc+pW5D6dZvXE9AWeSE8e46aRbSB9RSCf9px0dMwborvMp4zqnNOb7PCIPGyreV6rJrJq84w71Z3e0oj+BxpnxLN5aaAbGnN8D+fKSwXlpkdWd349R+Z3wQ/dfkBF5/9R/TNMcdBNSR0WZATXlVlFmFRjXftWY80askxS/46qTTiF9RCGd9J9OdMwYYLhbOkYRFe8r1WRWTd5xh/qzOwahP/nychyg+y/IiP709x4VI+CrKDOgptwqyqwC1K9RSCdBSB9RSCf9R0Udk8zjj2ryjjvUn91B+usO0l8QWinlMjs7O+gmpI6KMgNqyq2izCpA/RqFdBJk2PQhM+8MMlj9sOlkHBkHHct7VWOtxSsZB5nbRTWZVZN33OllfwrhrO6W249HcTtZu9B46A7SXxBy0bksLS0Nugmpo6LMgJpyqyizCoxzvzZ7CEwqH2eddMKw6IMLoGY5wU4tXg9w2kosiV4zLDoZZ0ZZx/7AvDKxgmk3v1dHWeZOUU1m1eQdd3rRn0IANq/bC9P9t91iAO9RphX9NfPNKeC7S4TsSRBaKUUQBEEMHTJwpWUD/rmdDG6p0yuVkcHi8Rl2LA5YcOJDjGLmHGL8sN2Hysj3ArBtJ8sT2R6CIADHIVWznWDege/h2BGbj1ayhn4gMytbPBon1NAGu2qaGC7IKeWSy+UG3YTUUVFmQE25VZRZBca9XzUGZA1nlY3FnclLs2Xx466TdhkGfTRL+Sy3SKXFMOhk3BlVHTdLrmALICnG7qjK3A2qyayavONOt/0pEHVI+eFu+bj6XFrVn8ycZ4j6fMAY0Yx5vYTsSRBySrkYhnqqUFFmQE25VZRZBVTpV62NbCuq6KRVSB9RSCf9R0Udk8zjj2ryjjvUn93Rrv6kc4pwoPsvCC1CdikWi4NuQuqoKDOgptwqyqwC1K9RSCdBSB9RSCf9R0Udk8zjj2ryjjvUn91B+usO0l8QckoRBEEQBEEQBEEQBEEQqUNOKZfp6elBNyF1VJQZUFNuFWVWAerXKKSTIMOgD6PBTIPBiRWWJsOgk3FnVHXc7F5sdC+PqszdoJrMqsk77nTbnwyNH6Q1Nr7xpAAaD91C+gtCTimXWq026CakjooyA2rKraLMKkD9GoV0EmQY9GFoTvadcDBzQ3NihaUd7HQYdDLujKqOdfdeDTundBZ/D/sZVZm7QTWZVZN33Om2P5mbjCWjBZ1PDM5v2yB+39KExkN3kP6CkFPKRcUbQ0WZATXlVlFmFaB+jUI6CTIs+mCsPkmXTqpBZd8ZFp2MM6OsYxmMN+e7V1tJ6z7KMneKajKrJu+406v+1N0XLBnN+cs2cWCPCzQeuoP0F4TCvruwcXZlJ6CizICacqsoswpQv0YhnQQZNn1obPCT9WHTyTgyDjpmDDDaEGMcZG4X1WRWTd5xp5f9yVj6W9EHDY2H7iD9BaGVUi7z8/ODbkLqqCgzoKbcKsqsAtSvUUgnQUgfUUgn/UdFHZPM449q8o471J/dQfrrDtJfEHJKuSwuLg66CamjosyAmnKrKLMKUL9GGVedCAFYHKhYQM12PrfCuOqjG0gn/WdYdCwEYNrtj5tOGBaZ00Q1mVWTd1zhAqhawCNbFmHz/tqFcYbGQ3eQ/oLQ9j2CIAiCGFKEAGzXISXhAqjazlaBQcVlIohhptG4MTRn7NC4IQi14AKwbECaBQHA5E5g8owicaAIYlihlVIuuVxu0E1IHRVlBtSUW0WZVYD6Ncq46ST8YB0uM+3Gx4+bPnoB6aT/DFrHjcaNxZ0H0V4zaJkHgWoyqybvOCGEs1rSP/RzWac/BdwyWjHVFjQeuoP0F4ScUi6ZTGbQTUgdFWUG1JRbRZlVgPo1yrjppNm2gmZz6HHTRy8gnfSfQeu46bjpw8PnoGUeBKrJrJq8444R6k/axtceNB66g/QXhJxSLqurq4NuQuqoKDOgptwqyjwofve73+ElL3kJ1qxZg8nJSey33374zGc+05drUb9GIZ0EIX1EUVknadknFXVMMo8/qsk7CNKcQxWL1J/dQOOhO0h/QSimFEEQRI+48cYbcdxxx+Hggw/Ghz70IUxPT+P+++/Hpk2bBt00giAUh+wTQRDDDNkoglAXckq5TE9PD7oJqaOizICacqsoc9oUCgW87nWvw4te9CJcddVV0LT+L0Slfo0ybjphDA336DWLyzpu+ugFKuokbfs07DruR5DzYZe5H6gms2rypskg5lBTU8H+pOQH7UHjoTtIf0HaHvGrq6v4yEc+gmOPPRZr1qwBYwyXXXZZbN177rkHxx57LKanp7FmzRq89rWvxWOPPRapxznHJz/5Sey5557I5/M44IADcMUVV3R1znap1Wpdn2PUUFFmQE25VZQ5bb75zW/ikUcewcc//nFomoZisQjO+xBN1wf1a5Rx04nMsBeHxpyMQY0YN330AhV1krZ9GrSODS153OgMyPTheXfQMg8C1WRWTd406beNYgzI6sEXOabp9CeDYxMo+1570HjoDtJfkLZ/lrds2YKzzz4b99xzDw488MDEeps2bcKRRx6Jv/3tbzj33HNxxhln4IYbbsDznve8SCd88IMfxH/+53/iec97Hj772c9it912w0knnYRvfetbHZ+zXZKOP/Wy3yT+jTqqDgYV5VZR5rT5yU9+gtnZWWzevBn77rsvpqenMTs7i7e97W2oVCp9uSb1a5Rx0wlznVI53XmYBpwf7qzuTrCbTKLHTR+9QEWdpG2fBq3j2HHjPpRmWhg3nTBomQeBajKrJm+apGGjPBugOY6oWq0GQ3O+0ynKctvQeOgO0l+QtrfvrV27Fg899BB23nln3HnnnTjssMNi65177rkoFov47W9/i9122w0AcPjhh+N5z3seLrvsMrzlLW8BAGzevBkXXXQR3v72t+Nzn/scAOBNb3oTjjrqKLz3ve/FK1/5Sui63tY5CYIg0ua+++6DZVk4/vjjceqpp+K8887DLbfcgs9+9rNYWlpKXP1ZrVZRrVa9z4VCIa0mEyMEc1dFUa4WohNUtU80bghiNEjLRjHmOKp112mdtKKSIIh0adsplcvlsPPOOzetd/XVV+PFL36x5zwCgOc+97nYZ599cOWVV3oOpOuuuw6maeLf//3fvXqMMbztbW/DSSedhDvuuAPPfOYz2zpnJywsLHR87KiiosyAmnKrKHParK6uolQq4a1vfauXKeZlL3sZarUavvSlL+Hss8/G3nvvHTnuvPPOw1lnnRX5fnFxEbZtY25uDqurq7BtG4ZhYHJy0pt0TUxMoFKpoFwuA0Cgrq7rmJ6exvLyMgAgn8+DMebVnZ2dRalUgmVZ0HUdMzMzWFpa8upqmoZSqQQAmJmZQaVSgWma0DQNs7OzXt1cLgfDMFAsFgE4e+RrtRpqtRoYY5ifn8fi4qJXN5PJeBlH/HUB5z5dWlqCEALZbBbZbNarOzU1BcuyvMnnwsIClpeXwTlHJpNBPp/HysoKAOftk23b3tvV+fl5FAoFcM4jOpycnATn3KvbTN8AEnUY1rdfh/66YR3m83nouu7pMKzvubm5gA5b1Xc2m8X09LT3eXp6GqZpBnTYqr79OgzrO6zD+fl5rKysJOpQCBGr77AOu9F3o3s2n8+jVqvF6jvunh2Ht5mDsE+yj1WxT7lczjtXI/s0NTU1VvZJ3g/t6jusw1GwT35b3E/7lKTvuHvWMAzv8yhDc6jhmUO1Y6Oq1erQ26hu5lD9tFHyPh3FOVQ7NqrVORQTQjQIodoYuVLq0ksvxSmnnOJ9v3nzZuy66674xCc+gfe9732BY1772tfiBz/4AbZu3QoAePOb34wrrrgCKysrYL711Pfffz/22msvfOYzn8E73/nOts7ZjEKhgLm5OSwvL2N2dhYAsLS0hPn5+UjdTrfpfeWU+BVkw0SSzOOOinIPu8xxY3LU2G+//XD33Xfj1ltvxZFHHul9//Of/xxHHXUULr/8crzuda+LHBf3lm/9+vUt6WLY+3UQkE6CkD6itKsTsk/t2ycV7zuSefwZVnnJRtEcahCQ/rpDFf21ap/6kn3voYceAuBs9Quzdu1abNu2DdVqFblcDg899BB22mmngEPKf+yDDz7Y9jnDtLK0swvf3MiiosyAmnKrKHParFu3DnfffTd22mmnwPc77rgjACS+yczlcrF2qxWoX6OQToKQPqKoqJO07ZOKOiaZxx/V5E0TmkONHqS/7iD9BemLU0ouE4szEnK5WrlcRi6X8/7bqF675wzTytLOWq2GxcXFyDK5HLMBABOa899lO4MpzYLBBGzBsMoNzOmmc32ue3UXFxeHfmmnZVkwTbPvSzuHbfl5uVwemaWdvVp+Lu/vUV/aOcw85SlPwU033eQF6ZRIx/oOO+zQ82tms9men3PUIZ0EIX1EUVEnadsnFXVMMo8/qsmbJjSHGj1If91B+gvSF6eUfND1r06SyAdlWWdiYqLleq2eM8yZZ56J008/3fssl3YuLCx4y8jWrFmDTKYeClPG4KkKx9FUtet5t1d5MGTmkh28qaq27h0/MzMTKAvH9vE70aanpxvW9d+8mUwGU1NTiXX9n8N15VJB0zSRyWQCdbPZLCYnJ73Pc3NzDdvk13k7dcPL98J1paMRaE+HzerKGCuGYfRV334dhpdm9krfzXTor5t0f0s61Xc7OmxU17IsjDqvetWrcP755+MrX/kKnv3sZ3vff/nLX4ZhGDj66KN7fk36QYtCOglC+oiiok7Stk8q6phkHn9UkzdNaA41epD+uoP0F6QvTim5xU5uufPz0EMPYc2aNd6D7dq1a/Gzn/0MQojAFj557Lp169o+Z5hWlnaurq4qFwxaRZkBNeVWUea0Ofjgg/HGN74Rl1xyCSzLwlFHHYVbbrkF3/nOd3DmmWd6tqyXUL9GIZ0EIX1EUVEnadsnFXVMMo8/qsmbJjSHGj1If91B+gvSF6fULrvsgh122AF33nlnpOzXv/41DjroIO/zQQcdhC9/+cu455578KQnPcn7/le/+pVX3u45CYIgBsEXv/hF7Lbbbrj00ktx7bXXYvfdd8d///d/493vfvegm0YQhOKQfSIIYpghG0UQ6qL168Qvf/nL8f3vfx8bN270vrv55ptx77334pWvfKX33fHHH49MJoPPf/7z3ndCCHzxi1/ELrvsgiOOOKLtc3aCf2uWKqgoM6Cm3CrKPAgymQw+8pGPYMOGDajVarjvvvv6Opmifo3SrU6EAGwOmDbAxyAGJd0jUVTVSZr2aZA6FgKw3DGcZhxZFe8r1WRWTd60oTnUaJGW/oRw7LnF07Xp/YbuvyAdrZT63Oc+h6WlJS/43PXXX49NmzYBAN75zndibm4OH/jAB/Cd73wHxxxzDN71rndhdXUVF1xwAfbff3+84Q1v8M6166674t3vfjcuuOACmKaJww47DN/97ndx22234Rvf+AZ0vR7LqdVzdoJlWcrt7VRRZkBNuVWUWQWoX6N0oxPuTnzknMe2AY0BGQ0IJYgdGegeiUI66T+D0LEQ7hjm9e9sGzA0QGf9H8Mq3leqyayavOMO9Wd39Ft/8gWDLSdlArDh2HQtBZveb+j+C9KRU+rCCy/EAw884H2+5pprcM011wAATj75ZMzNzWH9+vW49dZbcfrpp+P9738/stksXvSiF+Giiy6KxHc6//zzsbCwgC996Uu47LLLsPfee+PrX/86TjrppEC9ds7ZLtVqNRBwWgVUlBlQU24VZVYB6tconerEtH0THx9cAFXbcUzpfVtb3D/oHolCOuk/aetYCKDmcyj7sThgAcjp/X2IUfG+Uk1m1eQdd6g/u6Of+uOuTQ8j4Lx40ABk+xKEKD3o/gvSUXdu2LChpXpPfvKT8eMf/7hpPU3TcOaZZ+LMM8/s2TkJgiAIolWabdXjAtAbVyEIYoA029XBhbNiiiAIghhumm3T442LiRFkxH2MvaPX0e9Pvew3iWVfOeWwnl6rU1SN+K+i3CrKrALUr1FIJ0FIH1FIJ/1HRR2TzOOPavKOO9Sf3UH66w7SX5AR3IzQH5aXlwfdhNRRUWZATblVlFkFqF+jkE6CkD6ikE76j4o6JpnHH9XkHXeoP7uD9NcdpL8gtFLKhXP1FgKqKDOgptwqyqwCw9CvMhAlF+kEn+QCsNzYMRnduV6gfAh0MkyQPqKQTvpPJzqWgcot7oxrw5dgoFHZsKDifaWazKrJO65IW1IxOWZEdB5BtAaNh+4g/QUhp5RLJpMZdBNSR0WZATXlVlFmFRhkvwrhBAa3fL+pJgcY4p1FvbheIAsLnCCYGgDDd71OdWJowaxdfhhGM8g5QGM/DtJJ/2lXx5HMl6KeOY/BTQUeUyaz6jHXUWUljGGN9f/BU8X7SjWZVZN33AjPI4xMJnYeQbRGP8eDxpx+SXLbGCM6J/ND9iQIOaVc8vn8oJuQOirKDKgpt4oyq8Ag+zUp05Vwy3qZrU64GfDi4O71su6EslOd6O4qr7CjLTPiqYdp7EchnfSfdnRs82SHcJKTSZZx1DMwSSeVyeuJC/rlJI9DxftKNZlVk3eciJtH5HJOf4bnEURr9HM8MObY9vALC31IV8p2AtmTIGPgZ+wNKysrg25C6qgoM6Cm3CrKrAKD7Ndmma6alfcamamlG53I1RY53XFG5XTHWTXKkx8a+1FIJ/2nHR13YyvCPivGnAdL/19aD5kq3leqyayavOPO6mqwP5tlfCOCpDEeNNemZzT3v/poz8n8kD0JQiulCIIgCMIHY5Q6niBGGVrtQBAEMR7QnEwNaKWUy9TU1KCbkDoqygyoKbeKMnfLLbfcMugmNIX6NUovdCLE+LwxpXskyjjoZNjtUzs67nSsNRqngxjD43BftYtqMqsmbzcMu40CgMnJ0epPsnntM8zzuVHQX5qQU8rFthMClowxKsoMqCm3ijJ3yv/93//hOc95Dp7znOcMuilNGUS/Cnd//7BdTy7n7lYnXDixJaq2GzdrSCczrUJjP8oo62RU7FOrOrZDyQtaIfyQYfrGqRDOOavuGLZ4emN4lO+rTlFNZtXk7YRRsVEAwEP9afni0Q0bNq/PTczQ3KRRWV/bNMTjQc4d5VxuGPt1mPU3CGj7nkulUsHExMSgm5EqKsoMqCm3ijKHMU0T3/zmN/Hb3/4WhmHgmc98Jl72spd55XfddRfe//7346abboIQAoceeugAW9saafZrXLa9JPQeLLWOy7aXhKHVt+t0qhMhggGSAeffVXu0A2vS2I8yjDoZN/vUTMdcAJadnFnJj8bq4zLuYcvizp+hOfVEuAy9TbyQxDDeV/1GNZlVk9fPqNsoxhw74M/kWalWkPf1p0zUorl1h+E3P85WygykOovavLjspP1iGMdD3FzV61cMV5bFYdTfICGnFEEQY8/KygqOPPJI/L//9/8g3KeaT3/603jZy16G73znO/jwhz+Mc889F5xzHHLIIfjoRz+KF7/4xQNu9XDBW3BI9XIiZ4vmDqleOovMBg/ItgDAnQCbBNFrVLRP/mxKSfgzXwqRnPFTYvFkW2C6ZcPyMEIQo8S42KikLLthZMa37BA8JTeylY3mSBYHmKZeLKZGfcvh6DM3BP1KRKFucZmfnx90E1JHRZkBNeVWUWY/n/jEJ/CHP/wBBx54IP71X/8VAPD1r38d11xzDU488URceeWV2GuvvXDhhRfiJS95yYBb2zrD1q/ZHjptmi0/l6new3SqkyFc2d0Thu0eGQaGTSfjaJ+a6bjZeDNYcGWTzKpXsZKPaeacFgKO4egTw3ZfpYFqMqsmr2ScbBRjjn3hApibm0+sNyxzgm7a0W8ZRnE8DEu/AqOpv35CTimXQqGAubm5QTcjVVSUGVBTbhVl9nPddddh9913x69+9Stks1kAwDve8Q484QlPwHe+8x288IUvxDXXXINcLjfglraH6v0aB+kkCOkjyrDpZBztU9c6HsG3+8N2X6WBajKrJq9kHG0UA7C6UsDMrHr92StUHQ+9gvQXhAKdu3DeSmSD8UJFmQE15VZRZj9///vf8S//8i/eZAoA8vk8XvSiFwEALrzwwpGaTElU79c4SCdBSB9Rhk0n42if+qHjYU86MGz3VRqoJrNq8krG0UYJALai/dkrVB0PvYL0F4ScUi6God6iMRVlBtSUW0WZ/ZTLZey0006R73fccUcAwL777pt2k3pCmv2aVsBPmTGlWTyppPZ0qpNm8g1DwNNOUH3sxzFsOhlH+9RMx82GU7hcZpdqRNMtv30ew8N2X6WBajKrJq9knGyUnGNwAWQa9Oew/OZ304x+izCM46Hd35ZBMoz6GySkDZfJyclBNyF1VJQZUFNuFWVuB00bTf98mv2quTFd4oJuyoDj3SKzaDXDaBC8s1OdZLTkAJkZbXQDJNPYjzJqOhlF+9RMx1k9Prsmgzu+XZG9B0hZmOB4YnDHMKKpv2X8uX6P4VG7r3qBajKrJm+rjIqNCs8x8hPx/dlojpE2jWylztwVX03saL8YxvEgZfZnWfTKejRX7RXDqL9BQk4pl0KhgIWFhUE3I1VUlBlQU24VZQ7zpz/9CVdeeWXkOwD4zne+42WU8fOqV70qlbZ1Str9Kh1TMhMfQ+/S64pWsvvBebhs9AazU53I4Kc6q08A00ip3G9o7EcZRp2Mm31qpmPGnLFsCCcznnDHmxYab7YIZsWUZX51ZPX6cTrqmbOA+HP2i2G8r/qNajKrJq+fUbdRcXOMlZUC5ufr/dnKHCNt4mylHpqb6K5sSXa0XwzrePBnWbTdzKu9ygzdS4ZVf4OCnFIEQSjB1VdfjauvvjrwnZxEnXjiiZHvGWNDNaEaFpjruOn3G7g49BQmFXICmOnvZQgigKr2SWbV6+Q4SdgWaYxSfhNEr1HBRqUxx+iURrZS69COjjPyReMwrYwiGkM/2y4qLqFTUWZATblVlNnPRz7ykUE3oS+o3q9xkE6CkD6iDJtOxtE+DZuO04BkHn9Uk1cyjjYKACYStu8RraHqeOgVpL8g5JRyUTECvooyA2rKraLMfsZ1QjWM/SqEs2Saob3VVK1k1oqrI6+nMedvGHXSD4RwtikJNN5iqIo+2mHYdDKO9qkXOhZCgPP6uGcJN7kQ/V/d4LdrSVtjhu2+SgPVZFZNXsk42igAEIKHPqdzXe7+fvcyPIDNm88HwrQ6j0hC1fHQK0h/QWhRm0ulUhl0E1JHRZkBNeVWUeZec/nll+PZz372oJsRYJj6VcZrqNrOf00OVK1o0OGk42ot/DZbwsnAJUQ9ALK8Xs12/srl4dFJv+CuHkxe17nN4yfUw3SPDAvjqJNhs0/d6phzgapVj5Pi/InYuDXSBvTjgVKIeuY/addq7ngLM473VTNUk1k1eXvJMNiosM8l3J/+OUY/EKI+V5G/3WaX1+PCmWv55wOt2MN25hFJ0HjoDtJfEFopRRAE0QIbNmzArbfeOuhmDCVyohWeywg43+tunKYwclLUDlw4k6ekshp3JlaDiHnVb4Qb6DTO0We6geezQxaklUiHcbJPNUvEJj1otCLK4k7mvV7e/43smunamWELikwQw8qgbZSMyZSUZVci5xiZHmevS8oubAvAtusJG9rBtKOZ9+S1kuwhzSOIYWUMp+2dMTc3N+gmpI6KMgNqyq2izCowLP1qi8RM7V557Pd9WLk8OzvXNIvfKNNo5ZmIKR+We2SYIJ30n2503Gj8Jm3hA+Lv/24QaGzXws1U8b5STWbV5B03mBv4Oqc7zpfZ2eT+7PU8otl8p5P5UNLcCnBsV1J5u/OIJGg8dAfpLwg5pVxWV1cH3YTUUVFmQE25VZRZBahfo5SKpBM/dI9EIZ30HxV1TDKPP6rJO64wNwYlzRe6g8ZDd5D+gpBTysW229xDMgaoKDOgptwqyqwC1K9RLNJJALpHopBO+o+KOiaZxx/V5B13aL7QHTQeuoP0F4RiSrkYhnqqUFFmQE25VZRZBXrZrzK7FHfjMSVlmOrl9Xq51UZi6PE6kXEUACdWRKuycTf+BIOz7H/U4iykPfbD99EwxvYie9h/GulYjimN9Tb7FOBm4vTFnpJ2xuaApgWv5y/rhc3r5r7yjxujg9gyg0K1saSavOOKEAK2AAw9JtjliNCP+VO70HjoDtJfENKGy+Tk5KCbkDoqygyoKbeKMqtAL/pVPphZvB4/hbtOmEyLD0c6c4JqJs2RDJ9jQj589Svu0+TkZOR6Fg/GVqi6wdcbOZnijrNt55heP0i3g86S40TIdPV+0hr78j4yff3K3WDQw/aQTfaw/8TpOBxglwvAQnRMZXQngG8cMvteUmwpmTxB2oCwXbNRH/emHbV5hs+RyuBsJ0gyVb0Ya3HjpmY75za04Ro3cag2llSTd9wQQnhZNAFgYmISQohYe2L0+IWKoQXHeZhWX+DI+VozpxSDY1cj37P25xFJ0HjoDtJfkCF8hzkYCoXCoJuQOirKDKgpt4oyq0Av+lVO0JIy57USfFNmtcmEflE093v/5E6mQm6ExpxApDk9OjHUm5RVigVvcifcLDpxky/bLYtLf9zoOIv3N2V0I5ibxTCrB1NbMzi6j8uYk9bYN3n8hJuj9fsoLcge9p+wjmVGq7gHKTmmJBmdIZ+JPhjJe7tRsHOgnh0vya6ZvHFWPWmfGAOyhruy0t8OOGMtPN46ua9MO2HcuM61YVgN0QjVxpJq8o4TQghUrOB4K6wUnIQG3g+68OYYvV7lq7sB1sOOIhl4vRVHUKt2IWk+4JW3OY9IgsZDd5D+gtBKKYIgCIVpNrnhAmhlgbt8+6a5b+A0Fj/JavaMZTBnZY3/s55wzrgy/2Sqlec5geDEDGiuk0E/J0pnn2xnv7datsKw64wYLO3eHxpzHFM1W3gOzWbOqF4Rbqvc2teP8dbMV8vF8K+WIohRIckMScdUVgvOP3qNfLGkuysk21113YqTOteiU0ljQM6ovzAahnkEoTbklHKZmJgYdBNSR0WZATXlVlFmFRjGfmXMcRZ1c3w75wyXDaNO+oF0AjZDFX20A+mk//RKxxpj4EPwoNTKeFPxvlJNZtXkHXfyof5MyymT9NKuF7QrQzcrwmg8dAfpLwht3yMIgmiBE044AZdccklbx3z84x8HYwz77bdfn1pFEARB9okgiOGmXRtF9okg1IJWSrmUy2Xk8/lBNyNVVJQZUFNuFWX287jHPa7tYxhjuP/++73PBx54IA488MCWj9+0aRPOPfdcTE1NtX3tVhm2fvUHMW8nUHqzc8qA4xprnjlv2HQyaNLSB8PobNEbtntkHO1TWMedmAEZ0HdUGLb7Kg1Uk1k1eSVp26g05k8AUCmXkct11p/+uUmzxCnjSng8+BPnAMHEEf2gH3PONFHVniRBTimCIMaeDRs2QNf1VNOvnnHGGXja054G27axZcuW1K7bLjLTVZxDQUNrGWjiMvjJQOlhR1KmQQYa3bekPS5LnwyW3OoEUGawSnqwTcpuJVPVJ2WnaeYYU5GG91GLWw1VRQX71MqYkoSz9DWikTO0kzKZgS8tMlrQbvqhcUMMC2nbqH7YJ8YYsroIJFXw02q2y7i5iS3Syc6rM4CzeNuYtu0Kw0V0DiATR/TaWdTOnJMYHWj7nsvs7Oygm5A6KsoMqCm3ijLHcfTRR+OrX/0qCoUCyuVy079O+fnPf46rrroK//M//9O7xsfQi36VQbP9D4VedimjtR92mdI87sFKZouRyAw0/smT5l4v4wvQGZ70+bFFcsr4sE5kZhv/w53MrpM0gZPBSMMZcbxzjdAvZ1pjPy7TYlKWskEzrPZwnOxTWMf+zJH+4RM3ppKy9PmRx+WMaBapTItl/qx6/sxTnT48dXJf6Vp03Eh7OGzjJo5hHUv9QjV5w6Rho/ppnwyNYcKoj7eZmVnoDMgbQFZnLSVTsHjy3KRRWS+QmY7j7Gh2AHMTOR6EiM9oCtSdRb3MWNzOnHOYUd2ehBmhqXV/KZVKg25C6qgoM6Cm3CrK7OfPf/4z3vWud+Guu+7CiSeeiHXr1uE973kP/vjHP/b8WrZt453vfCfe9KY3Yf/99+/5+f30ql8ZqzuLvAlPGw9DzeYa4XLG6g+V0vkVvl6zCUxScZxO/E6mXMj51Qj/BFA6sYb9ITFMmmM/0q9DupR+2OzhONqnJB1rzBnv3YwpI7RSUguNU73FMukQkn96l+O70/uqFXs4rAzbWOo3qskrSctGpWGfnBVTjnPKrpWQMxi0NgZ+u/OdftALO9oL5HhoNdNxrxiGPugFqtqTJMgp5WJZ1qCbkDoqygyoKbeKMvt5whOegAsvvBCbNm3C1Vdfjac//en4//6//w8HHXQQDj30UHzhC1/A8vJyT671xS9+EQ888AA+9rGPtVS/Wq2iUCgE/lql1/3KWLppgeX1ekkjnbAOZRvlVMmDGPtp30ftMmz2cBztUzMdd3V/JGToTDpnp2Xt0u191Q972G+GbSz1G9XklaRlo9q1T0DnNooxBm6PyJKaBAb9O6vqeOgVpL8gFFPKRdf1QTchdVSUGVBTbhVljkPXdZxwwgk44YQT8Mgjj+Cyyy7DZZddhre//e0444wz8NKXvhTnnnsudtttt47Ov3XrVnz4wx/Ghz70Ieywww4tHXPeeefhrLPOiny/uLgI27YxNzeH1dVV2LYNwzAwOTnpTbps20alUvGWyfvr6rqO6elpb6KYz+fBGPPqzs7OolQqwbIs6LqOmZkZLC0teXU1TfPe4szMzKBcrqBmmjB0DbOzs17dXC4HaAYKq0UAwPT0NGrVGmpmDRpjmJ2bx/LSIsq6UzeTyWB1dRUAMDU1jVqtBtOsAQAWFhawtLQEIQSYnoWRyWK16NSdnJyCbVmo1qpO3fkFLC8vg3OOTCaDfD6PlZUVFItFTE1NeboBgPn5eRQKBdg2RyYT1OHk5CQ4517dRvqW6Xv9OiwWHR0aRlTffh369a1pGmZmHB0y5tTVdR3FYtHTd6VSgWma0DQNc3NzWFxc9PRtGIZXd3ra0WGtVgNjDPPz817dbDYLIQS2bVuEADAzPQ3LMlGtViP6zmazyGazvr6ZgmlaqFSrYAAWFhwdhvUdp8P5+XmsrKwk6lAIEavv8D0bp2//PdtI32Ed+u9Z0zRRq9Vi9R3WYS6XQ61WQxqMk30qFouR/vPX1TSn/wqFqH2q2s62mnLZ7WtNx/TMDJaXlwAAUxN5ZI1oX1erNei6M1789knXDawWi2AAZmaSx0uSfXLqBsdLJpNFJptFcXUVjMnxYnrnWliIt09CAJNTUxA8ap8455Hx0q19anW8hO2Tf7w0sk+lUgkLCwsd2ye/zZmenoZptm6fLMvy6vp12E/7xBjz2t8v+9RI33H3rGEY3ud+008b1Yl9Ajq3UUKIjuZQhdUyOJJtlAZgZip+DmWaJvSYOVSrYyZso/x1gfbGTJKNknXj5lBhG1UsFjE5OQmbcxSKTt3Z2TmUiquwbBuG7tZdKSDDgKmp3tgoAQ0T07Peb0I+l4em6yiVpA5nsNqjOVQ/bZRsw6jNodq1Ua3OoZgQvdzlORoUCgXMzc1heXnZ28/JOYemRReOnXrZb3p+/a+ccljPz9kJSTKPOyrKPewyx43JNLn55ptxyimn4MEHH8S1116Ll7zkJR2d521vext+8pOf4O6770Y2mwXgxGDYsmUL/vSnP8UeU61WvR8twNHF+vXrW9JFGv0aDiipATBC27Jsnhy8XJL3vQIJBwr1B6aMCyIahwZn+XqYOJ34s+QAvcmUEw7G3GqAU6lLeVxG6+/bTsvmsIUGgXog1FbiTti83ucMo5fVphHtjhuyT+3bpyQdNxo34bGRRCZ0D9tcoGoK2MI5T95g7lY8Fgi+26v7P6ms0X0l7ai0k3F2dBQZ9rlFrxlWecfBRnVin4D2bZQQAqYNVG0BzjlyhoZsC1v4wvOIJHQ3XEDScf0Ohp4mcjwINwlNM7rd0h+2o0kwOHEDh51htSe9plX7NAJdlg7Ly8tYWFgYdDNSRUWZATXlVlHmVvjNb36DSy65BN/61rewvLyMXXbZBbvuumtH57rvvvtw8cUX43/+53/w4IMPet/LtwcbNmzA7Ows1qxZEzgul8s5q406oN/9GpdNhSOa4UT+O26iIDPgSfwPdP7rVG3nQa2VGKE6Sw5SHtZJXOBRf6acdrPVJDnNLA7YSH7oTZrQmn1KZSzcvtu2tIz5eUcfwr2ezZMfiOP6fNyy2oyKPRxl+xTWcdL9b3HAQutjXzpxnXMKVEwRGItCAGVTOHZHB4Rvr5+8/xtlg+ICsOxgW+T9z3yfw2UaA1aXl7FmTfS+amRHRz2V/KiMpV6hmrzN6JWN6tQ+Ae3ZKNMWqFrCG4urhWVo8wswa8KXXCA6GFsNYO6fmzSaK1iIOtdHETkeZPzNpAy8km7mEXF2NI7wnHOYIXsShJxSBEEoxZYtW/C1r30Nl156Ke6++24YhoHjjjsOp556Kl7wghd0/NZi8+bN4JzjtNNOw2mnnRYp33PPPfGud72r7xn5ekmjCQB3J1yG+8ZPd51TchKW5Ghp9Iar2ZyvXecNj5kQ+rF4+28sG51TPvTGrXyyRfIbVvlgm+/hL7LFk/XJ3fJszK5eq0mfywd6oj+Mq33iDe5/oPnYj1tdULNE8vh2V0nFjW0B5z6PW2nZaNw0ehjiwnH2xtHIjtoCYK4dJYhRoB82Kg37JIRAxUoexTVbQNdYZCyKJvMIoJ5p1m9vBBoflzRXGFVkUolmK5k6nUe04pAa1uQqRGuQU8oln88Pugmpo6LMgJpyqyizH845fvCDH+CSSy7BDTfcANM0sd9+++Giiy7CySefjO23377ra+y333649tprI9//13/9F1ZWVvDpT38aj3/847u+jp9B92t48zdj9cxY/cDQmk842tWJ3IIzbsiu6UQf486gx02YcbRPYR13e1/F2ZRuztmP+zw/EX9fjfOYGrax1G9Uk1fSbxs1iPkTAOTyE03rtDJ+4zL6qhAcJzwe5AvK8Gr4XtDsfK3MD4cNVe1JEuSUclFhT2cYFWUG1JRbRZn97LrrrnjkkUcwNzeHU089FW984xtx6KGH9vQa22+/PU444YTI9/LNXlxZt6jer3GQToIwRvoIM2z3yDjap2HTcRqoONZU62fV5JX020YNYv4ExG/VI1pH1fHQK0h/Qcgp5VIqlTqO6zKqqCgzoKbcKsrs5+GHH0Ymk8GBBx6IDRs24MMf/nDTYxhjuOGGG1JoXed0268yaGRcKnIhkt9MyTeAceXNztkNccfL68ll8O3qRLS5VKpTGQb11rRcbl0fjfp8nBg2eziO9qlXOhbCif8iRPQBspUxJWK28Hn2K1QmRP0PaH1bjaxfKpUwPdmb+6qZHU0qS5thG0v9RjV5JeNoowCgUi4h6/YnQ/IcoxM6PY674zutYOjctXlxWwkbldkcWFktIZvNRe1o/5s9FqhqT5Igp9QAaJTRb1gy8xHEuGGaJm699daW6/fqDdott9zSk/P0mnDQSH82KBmMPEx4kmULoGq5S9cRzNIH1ANaetdrJZJxAywBCLu+lSccRNTQgm1spQdNt73NJoCtZt4JnyKcbSyJXr8v01jja4bbKe+HZtCL5f4w7vapXeeJEALcZ0tKNSBnCOiaG7vNcoKY65pb13eva1owk5Z0Pvltg4Bju7I6oGn1+99/njiHVrSd9X9znz30y9vOWIzLLtXIjo56oHRidBiEjeq1fWKIOkwYnPHDGHPnA8Idb6ylTMDyHBIvwHmbnhk5V5Cx6Uw4tqRfzqlwUgeGeqKWuDIvy6hv7mgJJx5muKwZncjTLBkGmcDRh5xSLoNIoTpoVJQZUFNuFWX2849//GPQTegLnfRrkpNEZoNqdFwc8kEsbpIhs+r1Epk5Lw6LA7mpWdgcbkp4IKc3dybJbDhJQTJt3ppDLRyMudWMPfK4XmJoziRtdiZ4j8iJZz2DWWtOs35kCBwUw2YPx9E+hXUsg+CGM9sB9XvVdoOMcy4i96MAULGS7z+9yY0ZuwICrn1qYvdig6XHnG96Ztazh4ZWD+Sb0eKzcIXHlHAf8MKnbmRHpT0cVCavYRtL/UY1eSXjYKMYY5jKOgHN5VxnZnbWdUjV68nfbY01X0Yddgq3OlcIH2fxeGeOabtzE6O3v72mHZ0TCThtj2u/QPz8cGZmNrEsDr/jq10yemt2dJRQ1Z4kQU4pl1KphJmZmUE3I1VUlBlQU24VZfaz++67D7oJfaGTfhVo7oAYZSrlEgx9xpv0MOa+bRTNJ06JGek6yLzTzXG9QtcAu1ZCdmrGc9SF37q2cj8YrO7kGweGzR6Oo32K07HGnIcr+RaehR7MdM15qCu36ciWKzL6ER+mnVNWyiVMTTsyW7wum0wAoTPXicTrjmH/+e0utr2YfDBOqWEbS/1GNXkl42KjGGPIGQwZ3cnEVyyWMRXTnwxomgUl7iVWKy+hcnFzhUaOcTg2Q+tR1lu5kqsX+G1eM7qdR/jtqOW+SOvUwTUsqGpPkiCnlItlWYNuQuqoKDOgptwqyqwCw9SvrWx1SQMzQScaa778u1M6TeuchqPHsiwYWncZEcfJIQUM17gZVxrpWDqn4hjlB4xm91W/s5MOAtXGkmryjisaYzA0wLI7608Nna3MSStOVFokzbfi0Ho0j5AvGscBsidBxuinsTtUjICvosyAmnKrKLMKUL9G0UknAegeiUI66T8q6phkHn9Uk3fcof7sDppvdQfdf0FIGy4q7utUUWZATblVlFkFhqlfh+Xt37Qb4yAc80WI5quk/Jm3xoVhukeGBdJJ/2mkY+EGw7V4TPIELjCquZumZ9S7r1QbS6rJO64IIWBzYLrDrVMc8XOMZpaLx8wxOj2ON7CjssyOKesl7di8cZtb9QKyJ0HIKeWytLQ06CakjooyA2rKraLMKtBJvzI0Dt0Z65hpYTIRO+EQDc7ZJ5aXlwA4gYEtDnA3aGkrAddl4OPwRK7ZMv2kLUfNgpenEZiz2T3S7H4YEl9jTyF72H/idCydUVW7HrC25o43mwuUahyFCveyT4kYo9HIjtTr987YtGO3Cq7tATob293Yg14nSmgV1caSavKOG0IImLZAsSZgcYHlpaV4OwPE/vjJuYwQTuIFy+58jtHOcVzUbSV3g6LXYuyotLGyzHTLwnEjezX3WPbZvGYktUVlyJ4EoZhSBEEQCsHcLFjhLCZxb+9k/VbmEIHg2cJ3XCjFerhuP2kl6GgcJg8GIZeB0sOZw5qlY5fHyfTJknCWvkEi74dwqnl/lr5haCcx2siHqjACQNUSqPoGKxcCwhbQNOY+F9YjDstVkDKNe+R8rpFhrUQq7hCZ7YnBsQf+rFmyrJPYWJqbLTRsm/3XC2cSHeXMUwSRJkIIlE0RGD/eKiXPbjDoTI43Vs9Mm2BK5FyhXTMTznDHWGMHuJxPJWX2a1ZWs1GXS84BXadYL3xEGTeDaqN2APXfgUFlCyWGG3JKueTz+UE3IXVUlBlQU24VZVaBTvvVn8WkajWelLSyUqDVlOlpkM/15l4PN9+fOUxmz2rFWaP5nD4C6TujWrlHmHsvaKz+wDssTrN+QPaw/4R13OjtOE9YqWBzAcEENMYi96Lf4R1/n9bPGXaY+2m1zPsOwYyZGurZoKYm88gZ3Y2bcKY+hqBjOKMDhpAp6wf/YKfaWFJN3nEjnHUum897jinGHGdJ1rfsUDpvajaSJ0o9+p2UY9xvh3r5G2wLIOP7rLsvnWp2546pfC4fySaosearv7gAxiRWeVeQPQlCTikXXVdveKgoM6Cm3CrKrALd9mu3E55hdFpofb7XNdZ+ambp9BkE7dwj8oF43CF72H+GRcdhG9XIZrViz1iMs1auphQZvWc2sdFYHKbsU8PSz2mhmrzjju77MRcifsVh2vOcNK/HQi+j2kXXozaPsfqqKaIxZE+C0OI5l2KxOOgmpI6KMgNqyq2izCpA/RqlVCKd+KF7JArppP+oqGOSefxRTd5xp0zzha6g+VZ3kD0JQiulCIIgxhiZhYUBMPoce0TGcwkuP29+wbitfq28LezHFkH/Oa02tuk1O6fpBiENx2lqVEYQ444Tf44hqzNYnEe2+TGvXj3mi/xsuZUNjUHzGTYuBGxbQADI6Bp0X1krW/QawYXz57ejNhdOAHdLgAtnu2EzhHsei9e3DdG4J4jBIBN+WDagM9HivKU+35HVWzlukNg8OMfgQnhxpZw4fe21P662DFXQSdukPZRzoWaQHR0vyCnlMtNhWtBRRkWZATXlVlFmFWjUr/KHWj7kyWCXWuiHO6PHByBuBItZmy2EiHUS+R8m24k9FQ6K7r9kI2fU1NRMcJIYbWrD6/mxuDNRkoGE253sCBENWiwDoxqaG59KRMt6GbiYxn4U0kn/CetYZ05QcDkUwtktBYCsoYNzAZPzxKyQnHMIBGNUmVyAcQFdqzuNJDWLOzbP0MBizthJ8gVpR3XmOKPk9aamZlAxAUMTbkDh+JPKFwV+e1a1mydOGEZUG0uqyTtOMMaQ04Gq70d3anrG2zLEmDM2yyaQ0YU7Fpn3ey1/xxtnBQ06zztuKzpz7DQ7rj7/ENFkN3Bka9U5xQDMz9XHQ3jO2eg4fyw8HkoiI0Q9MHsjezgOdpTsSZC+bd+75ZZb3IeQ6N8vf/nLQN3bb78dz3zmMzE5OYmdd94Zp512GlZXVyPnrFar+M///E+sW7cOExMTeOpTn4qbbrqpJ+2tVCo9Oc8ooaLMgJpyqyizCiT1q/xRj5sccPeHW06idA3IG86PeFsEAgTHO6Qk9Sxa0Xa2cpmsDuQMJzNVM2dNteroRPMdl9U7/7GTzjy7QUaZJGp2fAZAmaEmLo6DvF6v0ibT2I9COuk/YR0z5iQKyOpxzibmPQQ58deY92DkfzgSwnmQihsbAskPRDJ7lmjwuCZXKuZ056+ZPbS5QNUKXq/i2h6LOw+2cQ+vMvtUXEts0f4LgkGj2lhSTd5xI2swTGWZ47QAYNaqbpy4oBvctIGa5fxbxnDLGa29LOrGISUzcOZibKXuluWNera7cFkupiwMFwLVhLmJJM52+TE0p3011+Y1mnP6ybjHST1KexjXFDs0Vw2U8fGwo2RPgvR9pdRpp52Gww47LPDdXnvt5f37rrvuwnOe8xw88YlPxKc+9Sls2rQJF154Ie677z788Ic/DBx3yimn4KqrrsK73/1u7L333rjsssvwL//yL/jZz36GZz7zmV210zTNro4fRVSUGVBTbhVlVoGkfm1pZRDqExc56WJonM6307mWEK0th4/Dn+lKpjKuJjyYAoBlmo4jy/frJjPnNcs02IgOfFJdBfoMbxHqFBr7UUgn/SdJxzIbZcWKP465yzB7vQ2m2fmyevDtvcGa28MwVgv3VbOHtlELDqzaWFJN3nFEYwwTGYaKKdwxG28bwmNRY47Tp2L27qVR+PxZPfqZi3pAconMnCfnCSymrFkGvCSa2cqMVreVcjy0oo6sBmghZ3+nIRiaHTYqdpTsSZC+O6We9axn4RWveEVi+Qc+8AEsLCzglltuwezsLABgjz32wJvf/GbceOONeP7znw8A+PWvf41vfetbuOCCC3DGGWcAAF73utdhv/32w/ve9z7cfvvtXbVTC48UBVBRZkBNuVWUWQV63a/DttzZWS0R/33iMZqWKIeKGWFo7EchnfSfRjoeNjsDxNuUdtup4n2lmsyqyTvOaKyz/uyX+UqyQUmZe5uV9Qv/udvS3xDa/UFD9iRIKtpYWVmBZUVfixUKBdx00004+eSTPYcU4DibpqenceWVV3rfXXXVVdB1HW95y1u87/L5PE499VTccccd2LhxY1dtnJub6+r4UURFmQE15VZRZhXodb82W7I9CszOJuukK+nSVk2PrkdjPwrppP801/Ho25owMw1sT+vE60WI/iR26BbVxpJq8o4zAo3HbGK8y66u2MFRDcb+oO3CqI2HQesrzKjpr9/03Sn1hje8AbOzs8jn8zjmmGNw5513emV//OMfYVkWDj300MAx2WwWBx10EH7/+9973/3+97/HPvvsE3BeAcDhhx8OwNkG2A2Li4tdHT+KqCgzoKbcKsqsAt30qxna/29z4duq0uBXO64opR954QbSjIvFJFleiupEHtdNM23hxDFoZUIj3ACc3WA12KLYDjT2o5BO+k+SjoUQqFrCfThoFOOpt0bFiXuXbLyqtpM5T8KFQM0S8uCWrhG2PbWYeCiNFgvI2Hw1q95WIerxU6q2G9h3iB6qVBtLqsk7jgghUDY5yjWOpcVtyfXgzht8ZqCVQN5JtquZzQvPMeQ8omrX41o2KusVog3PTTvjodPVqO3a0TiG1Y6SPQnSt+172WwWL3/5y/Ev//Iv2H777fHnP/8ZF154IZ71rGfh9ttvx8EHH4yHHnoIALB27drI8WvXrsVtt93mfX7ooYcS6wHAgw8+mNiWarWKarXqfS4UCh3LRRAEMezIDHuN4qEIuFmkIEJZ4IT7gy+8+C5yCuD9iAtfBj7Wwv5+Ia/oxivwp8drJIMvvoLNg5lWkpBxp/zHdeuQkjTLjheXba8bnP4BjB5m4yOIQSCE4/Su+RbNy3taxpyTD2zSOcR8ZYBjO3SIhk7pJLgQ0Dyb4xgu4TdocGLFaMyxf941hHBtXd0eCsGaPtAw5ljScDYojQUzeclrSHsohOOQtriTIUugbpHhtsu2nXPobDi3QhLEsFKzOAoV2xt/Jq87gMOxlBhzxqEFN3uocC0Ha7xyKTwm47P1xcfNk3M2nQVfvokWyiwenJtk9eicyWlK80AG9VlfkIwWPxdpNOeU2QuTQjFE7GFMW6ohmxdrR33n9M8dw1n6ALKjw0rfnFJHHHEEjjjiCO/zS17yErziFa/AAQccgDPPPBM/+tGPUC6XAQC5XC5yfD6f98oBoFwuJ9aT5Umcd955OOussyLfLy4uwrZtzM3NwTRNLC4uwjAMTE5Oeo6rHHNed09ozn+X7QymNAsGE7AFwyo3MKc7gcrKXA/ULdgZTPrqrnAD827dCtfBAUy6dVdsA3mNY3FxEZqmYXZ2FktLS55+DMNAsVgEAExPT6NWq6FWq4Exhvn5ec/bmsvlkMlkvOyF/roAsLCwgKWlJSeLjW3DNE2v7tTUFCzL8hx4CwsLWF5eBuccmUwG+XweKysrXl3btr3MAfPz8ygUCuCcR3Q4OTkJzrlXd25uDqurq7BtO1J3YmIi0J+zs7MolUqwLAu6rmN6ehrLy8te32uahlKpFKkb1mE+n4eu6ygWi6hUKrAsC5VKBaZpQtM0zM3NBXTYqr6z2Syy2WxA36ZpBnQo9R2uG9a3X4dhfYd1OD8/j5WVlUQdCiEC+pb3d1iH3eh7ZmYmoMMkfYfrxt2z8v4k2iPOJkpksMtmTpK4SYSckAj5QBZD0EElH6garXyQkznhHZdEOOiwzOzSCOYeNzOZ89osROuBiv3HJJUBdWdeTo9OZHgTXXcChzOhynX4a93oHlEV0kn/CevYDjmkAJkVT0Bz7YLFBWq+AaQxAUNjsY4pgdZWEuoag6GFs/gBSQYoNrOfz2EvibN52Vzd9vivZwuACTd4OnP+q8sHXveCIubCdgPfvcUBpiXHlEkL1caSavKOE0IIbCuFJhJ6FsWajZyhIaNLGxN1UPmdQE5W0PrKxvr3QDhbaN1OIPS99wlx7p9GjvekMjk3ybtzBX+gdDO0ypuBxWYjZYgPdJ7kvPGPh7g5ZzOnT9geNpLb4gC0eDtqi7qDKxz4vdHccdB2lOxJkL4HOvez11574fjjj8c111wD27a9B2L/KiZJpVLxygHn4TmpnixP4swzz8Tpp5/ufS4UCli/fj0WFha87YDz8/PIZrNenYWFBadtwnE0Ve2623WVZwLnX7Kzgc/t1K356ha55l3X3waJv32ZTAZTU1OJdf2fw3Xn5+eda9dqyGQygbrZbBaTk5Pe5/B+1/B1/Hpvp254G2a4rnQ2Ao5Do1Fd/6BuVjebzaJWq8EwDExPTzetK2lX334dSn3H1e1G38106K+bdH9LOtV3OzpsVDcu5hzRHMNobMLlD3cnjpL6VKn1X+tmzin5daPsLoYWdEi1iuFmdvHrpJPVUf63oO2+PevXavBuztvsHlER0kn/Ceu40T1cs7jnnPHDhbOtWA+9mmeMgQGB7XZhdOY4pHoZSFaIqO3y27yMYSTatsj2E+a8zW++zTfZCA3B7hPlxpJq8o4TceNF13VwAVQsjqzh2IpWM3/WV5InH8MTPOf1FVX99YbIYOg2B8Kmhnlr4kWiM0piJJjR8HjwO4vk51bbmdEBu8mjQJIdNTqcsw0asidBUg/7vn79etRqNRSLRW/rndzG5+ehhx7CunXrvM9r165NrAcgUDdMLpfD7Oxs4C+MXNGhEirKDKgpt4oyq0Cr/TpKv9OdTirkcb2419kYLeemsR+FdNJ/0tBxoyHqrGZIbxAzxlAql1K73rCg2lhSTd5xp+Ibs53YjLTtTKc0aiJz/5dcnkzSeOh0DtWpJkd1zkb2JEjqTqm///3vyOfzmJ6exn777QfDMALBzwFnBc9dd92Fgw46yPvuoIMOwr333huJB/WrX/3KKycIgiCipPlGXQgZB6VBnZhSGYg4Kf5CZ2X1v3aOa4X4c3Z0KoJQnl7HTONCwE5YpcCFSFxl1aiskb3gDcqSbVBs9ZZJOmerCRkIgqhj2bzt+UCjOUan9GduIiD/F3tMo/MlfM9FZ8lYOG9gY9s/HYTbDrJ5rTOsOuubU+qxxx6LfPeHP/wB3/ve9/D85z/fi+Pz3Oc+F1//+te92DkA8LWvfQ2rq6t45Stf6X33ile8ArZt4+KLL/a+q1aruPTSS/HUpz4V69ev76q94a1FKqCizICacqsoswo061feIBaTnEhp7laY8DNhfTl3679a0iHlfY47WsZu8k2QuBCw3b+KJbzsU8J9sKz6lnT7J2x+B5iTUUVgamrKy5Ljl70+eQweJ3znbAeT1zPeyOt1EoC5VapWZxNAGvtRSCf9J6zjRm+xMzpDPqMjZ2gB55ShMRi6lrgFzwl2ywLHSJtRswQqJke5ZnlbaIQQqJk2aq6NqVncezjiQqBq2qiYHBWTo2raXpkQApYtYHHHxpi+h1cnS5+NmsVh5CZRs+pl/odVWwQzPknbrGks9i1/PT5N8qCXsVu8a7g2z+SOPbRScE6pNpZUk3eccOY0we/yk1NeWdnkWK3agTGcRJwjyu+gahaqIBhTSh4v5zXB+Uq71HyZlYUQqNkClu80iY6pBk6KmuU/p3ONmg3kJqZjs+PFwYVAxRSoWE5SCX+WUS6iMQfjiIvjKduSlFWv2fuOQa6wStueCBHM2ui/V4aBvm1mfPWrX42JiQkcccQR2HHHHfHnP/8ZF198MSYnJ3H++ed79T7+8Y/jiCOOwFFHHYW3vOUt2LRpEy666CI8//nPx7HHHuvVe+pTn4pXvvKVOPPMM/Hoo49ir732wuWXX44NGzbgK1/5StftlfGVVEJFmQE15VZRZhVI6tdGTpL4QN5uMOHYqzT/xQ47oyLliP/hF64jKkzVFqjZgM5Y7HmTrlWzgXKxhunpDOKkafqWUMRnxEk6xuStB1LXmfMQHZcJUIMTD8tukCVQwH2IZU6Wm1YnUjT2o5BO+k9Yx4bGMJERAeeqvIXlmNMYkM/osGweCGzu/Nc5wv+Q5pVBBrwVkdToNgdKNdsJmB5qIxdA1eRgLDoxtwVgmzwSJB1wH8qs6HFmrQbDyMDmAllD82X7c7DcDFkaC45zz/6y4OegluKR2cHi3FeWG0em0zh9raDaWFJN3nGCMYbtpwysVm2UTdcZYtagZ0NxgS0OkwOTGT12PtC6nyhqu7wxHqoTDpruv5Y8rp25ifNCTiQ6HORcKG7bXlxMTe6eM2xnarUajEwmkmU0eD4B047GNvXsoSbQzM4x1IOYyzaaPMFu284cSdq8rB4/H2ZIzqScFmnaEztmvtrpvLJf9G2l1AknnIAtW7bgU5/6FP793/8d3/72t/Gyl70Md955J574xCd69Q455BD85Cc/wcTEBN7znvfg4osvxqmnnoqrrroqcs6vfvWrePe7342vfe1rOO2002CaJr7//e/jyCOP7Lq9Kmb/UlFmQE25VZRZBZL6VaD9VTsyNoL/r980ayLvYDG3adY6C3DewTGtnjerO5MfXXP/rTnfa8zJ4pc1nAlXVm+eBabdJfM09qOQTvpPnI51jWEi42SSlKuD/GbGc05pLCbwLktcNSDrhR1SfhoNmUbjqZEdDB9nmo7MGkPEIdWsLTJ4eyvXbfWc8vteZwT1o9pYUk3ecUPXGOYmDGw3ZcDQGCzLjK2X6WGChKBzyh3bMY7uxKNZZ/OTZvOEpHM2is8UPmXNrI8HW8TboeZZiRtLp7N6RmbZLrvJPMjvfJHB0LOuA4rBmYNlB+yQAtK1J41eoHa6FbPX9G2l1GmnnYbTTjutpbrPfOYz8X//939N6+XzeVxwwQW44IILum1ehFEIVNdrVJQZUFNuFWVWgZHv12Y/gs1foEXoRif90KeuBSc+MhtO3MoF5r5ptJtm5Gqdkb9H+gDppP8kb1thbta5RoO/w6ewHtNuExjr8kGWNQo3PJyoNpZUk3dcyegMuQxLHLP96WbW+Xl73KBeWZpGzvdeEbf6qhM017k1TAyTPRkCn1T6gc6Hlfn5+UE3IXVUlBlQU24VZVYB6tcos3Pzg27CUEH3SBTSSf9RUcczs3ODbkLqqNbPqsk77kwrOGZ7Cc23uoPsSRBySrksLi4Ougmpo6LMgJpyqyizClC/RlleXhqqjCJxGU68mF993FYjoXskCumk/zTScfPxOUQDuA1Wlpd6cJbeyy7Qv4Dnqo0l1eQdV5w4RwKrhaVOz9Dm983KRpPlpeB4iNsC1q8so+0eJzOTppEAolXIngTp2/Y9giAIYjAkLgj2/RILEV467OyVk3FbWi0TgXOGAoU7FwEgotdzg3cmTQ7kzr3IOZvgtce7dovHIV5vgaCfHWwnlNlhMrpzqMyYJbE5YIRiG8QFLfYzRCu+CaJlhIje/9E6DexJsCb8g1EmahAJZX47E7BfgWshcBz3ZeUM28P4BAzu1QUSjoNX7pSFvmTMLYuXO/44p8mxZT6qbvBfrUG8GIJQgXKNY+uq6cbREbF2xrKFkxwhVOaM64Rx6iZ8ceYKwfmH8KVeiT9nPP50B+3MhZpmD4RICHLus1stzKHikisI4Wy5A4JZipu1NUm2GnecFTpzY+TZTuD1xucEKlY94LmAm5lPthNuAgiF7KGGxnobdHwtgJxSHtlQ9gUVUFFmQE25VZRZBZL6lbkBtOsPgPWHMuEPRhmZuAQfCP1w4YQd12I8SVwIb/4SPk5wOeGon5+5WfWaBVbkcCZj4d9Kb3IXc4zUSf2xtP4vBpaYgS98jfB8zHvoa9zkWARkNpwoMquN7gbjZG7cAy6igSmTsts0gsZ+FNJJ/wnrWKYR9x6yWP17If8BJ9ZU1eTQNIacocE/yuVDpEwS4C+r2gIVk0NnDBk96NY1uUDJtJHRNeQNLWCjLJvD4gK6xmBoweO4ACpuBj6jhVgkmWwOslVVyzlOxo4LO7zqIvtsrs9WBu1ofFBkxqTuQg1JcJ6bvJ54oVcPYqqNJdXkHSeEEHhsxcRqtf7DagkdFheuzXDQmBMQnQt/tjfhZsUEbO4cLxMyeGW+6wDy5VLd+SNkXQTPGdvWQLsBWwif0yB+gDdzRCURmbMJn5M+xlnvJ248yAx4EsbqdjVp1ZPf5sVdT2YZTZYh/nuZITlOzTI7aS/tYbukaU8yPZxX9gtySrmo+EOjosyAmnKrKLMKNOpXxgDDDapdseK3cDRb+CMnUf7DuHsSzXXw+M8ZeFgKX0sEJx+tTp8EnAmZ7vvF9KeC56ELZTJ1ncRN+sKOKeY7X1iORhOoXmMLQCYGlsHQNeZmtBGdTxpo7EchnfSfsI7DmZnqY07Asjk4B2oW9xzVNhco1WxkDeY9IMI7wn3w4dx9I869sWoLAdsS7htwBtOu5/A0bQ7T5sgbmlfmtY8L2Fwgo2uuXalfz+ICFhfIGVrdERRDxgim9vYf18jSxtlKR0do6zj5XSM7IV8GNMvy2SqqjSXV5B0nhEDAIQUAmp5BpcZhaRzTExnoGvNsB+DaAc7BGPPsjYRzAQEBTYvPDCqEcFYxhiyGgOOAZsw5R+S4hPZzATDXSdRsjDei1SDnvoXuiWbIP99qeE2fvY/zt4vAx/S8I722h+2Spj2Jm1eGE/EMGoop5bK6ujroJqSOijIDasqtoswq0Eq/+lckxNFoAsMbOI/k6qjYczY4aWClVhswxry/wPehv1KxBZ24/9NizjdMyGx8mS7e5NHYj0I66T+t6pgx5q1Iils5KZ1FcZi2QNnksfbG5AI1n0PKT811TsVhc5G4grORPQSAUile5kbHNLOVw45qY0k1ecedarkIwHFM5AwNhhadEwg4diHWCdzFtfsxvhud0pkj9Xa+U2xhvhVoA2PBCZviDMKe+OeVw+SQAsgpRRAE0RN+85vf4B3veAee/OQnY2pqCrvtthte9apX4d577x100wiCUByyTwRBDDNkowhCbWj7nsv09PSgm5A6KsoMqCm3ijKnzSc+8Qn83//9H175ylfigAMOwMMPP4zPfe5zOOSQQ/DLX/4S++23X8+v2Uq/NlrRJAkunXa/Cy9pYsEyN6yCGzi3XsiFs7LBWSqcsBIp9oKhOqHDZCwZoH69uCXzk1NBnQS36sVv03POGW1mEs2CCg8TNPajqKiTtO1TqzqWQcgNjTmrEWLq2BzQtWhwYMt2VleFt+ByIVCu2hBCIJfVoWuh49w4e4burJb002hIW7YA485xwbY4/52YmI7dPse5gGAisjKTCwHbdmxl2I762wvEl8Uh9Smrxx1nC0Dr0TZk1caSavKmySDmULmJKe/fS8Uachkd+YwWmGM0W9CUHP0tvlCOUYH6ypD69cLbnFsSA8Kddwkk25Kk4+QKUA3B4/whHzRE7a8QwMTEVI8DsNfjbsXZWEkvbJe35ZsHE0AI4aycszmgtREM3X+c3mJSCbInQcgp5WKaJjKZTPOKY4SKMgNqyq2izGlz+umn45vf/GZgj/irX/1q7L///jj//PPx9a9/vefXbNSvTsrjxpmuIsegPtmIK3QmMMFJky2cCQuECMSNcX6ghbeHvaFzKqkxgBs/gQWrN5jYWH6dhC6ZlHFGnrL+IOePf9WgiT10Thl9WrdMYz+KijpJ2z6FdawzJ6hs3T44D1E1SzpdgIyhedv1GILj0OYAgwBjAiZ3gppLpN2CcM5X9mUVMMsWsoaGbCYaK6pmCeiacAOSa013k8iHNOc4uEHM60dZlgkjk/Hsgq75kjIIf7Bi4cX0kGVOUGXRsXMqLlhxvdVhp50TdN7oQTY+1caSavKmSb9tlKYxzOZ1FCp1+2BbFgw3FpxpC5i2hVIVmM4byIR/lGV8JfnRG6v1oEsNwi85iQxY0AZJK8aEcONdho6RTiEWnJ/Uy4VnW7xzuoaqkXNKOtv8MTm5e0EtfBHU41mFkfMtGRi92fVaRbhtcYizh24Jq9dIOn/46LAYtgBsq54h2eL1c3E3GHozW8lFMLsfd5NKGN7vRDxkT4LQ9j2XarU66CakjooyA2rKraLMaXPEEUdEghbuvffeePKTn4x77rmnL9dM6lchBMpm0CHVyhb+RIeUWxYOViyxuYCVUBYORN4OSROARmes1ao9iVfgn+x0i8acDC853UlRHC7L6f1zStHYj6KiTtK2T2Edy6yS8v6vmtxzSDnlzkiTma/kA054ZVGxZgccUhIhBFbKVsAhJalZPDFWlPNWW/PezLf6xr8eY6Z+UrNWl9nQ4pMo2Fx4adOjMrR06Zjjkg90nHoxD3VwsjC189IiDtXGkmrypkkaNmr7mQx2XchiwjVE3KpGVzYKJ3tmAOb7L6tn3gsWNoYjOeOwQPK8RtPq13PGcv16NhcBh1SwyQyQK0l9kyJnLicS52ZBh1DjNtZqwfGQFPC9E9NWv14LRzPpJAzOGzM6kDOc3x4NjW2saTs2MeIYRGNbafFgZtlWjwPInoQhpxRBEESfEELgkUcewfbbb5/ydftwzg6P6/QtfKPtJ03ppfxdeqV092FcvmXTtboTKqsPNh0xoTZp2yf//Z/0cOZl1kwYFEnHNSpjQGSbnkRj6CjhQX1VgP845v1/Ow4u/zl7jcx2mkQjfRLEoOmHjcoaGtbOZzGVTc6KmdHjM+pBHtEszWUP8a6S4FxueGzERrVwvQbp/RqdqROb17QtHb5hZAzIG/WsxRoDskYLWfY6+H1pZkPJxrYOOaVcFhYWBt2E1FFRZkBNuVWUeRj4xje+gc2bN+PVr351Yp1qtYpCoRD4axXq1yhz8wu9Wd7UI+LmaDL7SRqZT+geiUI6ceinfWqkY5mAadyYmZsfdBNSR7WxpJq8g6afNsrQGSZn5jpr2DgasA6Ymx/e8ZA09xomyJ4EoZhSLktLS5ifnx90M1JFRZkBNeVWUeZB85e//AVvf/vb8fSnPx2vf/3rE+udd955OOussyLfLy4uwrZtzM3NYXV1FbZtwzAMTE5OepMu0zQxOzuLcrkMAF5d07RgQ8fk1DRWCssAgFx+AozBqzs9M4tKuQTLsqDrOqamZ7C8tAgIIJvPQ9M0VEolAMDU9AzKlTJqpglNc+quFJYAANlsHpquoezWnZiahlmrwjJNMMYwOzeHwvISGIBMLgfDyKDsphGenJqGaZrOthfGMDs3j5XCEgQXyOSyyGazKBWdlM2Tk1OwbAs1d7nz/PwCVgrL4JzDyGSQz+WxurqC4uoKtt9pZ3DbRrVaAQDMzs1jdaUAzjkyRgb5iUmsrjg6zE9MQgiOaqUCMGB2dg6l4ios24ahB/Wdn5gAAFRcHc7MzKJULsG2LRi6o++Cq+98Pg/GNKxWStA1YHZ2FqWSo29N0zA7O4ulpSWvrq7rKLqyzszMoFKpwDRNaJqGubk5LC4uOv2Yy8EwDK/u9PQ0arUaarUaGGOYn5/36mazWZTLZei67tU1TdNbMr6wsIClpSUIIZDNOvqWKYqnpqZgWZZXd35+HoWCq8NMBvl8HisrK27fTIJzjkql4tVdWVmJvWcnJiYghPDq+u9vXdcxPT2N5eVlry5Qv2f9OgzXzbv3bMm9D8M69Ou7Wq1izZo1sfoO6zCXy6FWq2Hc6Ld9WllZwY477ggAEftk2zaKNYb85BSKK07/ZfMTYGCoVkqwBTA1NYNKpQzbdsbL5JRjc6qWDSPr9HWt4vR1bnIaZrWCarEKxhgyE9OolZx7U89koWk6SitFt+4UbLPm2aepmVmsurYsk8lCNzKouGni85NTsEwTlun0//TsPIoryxBCIJPNgOXzni3LT05hZWkRGXf70Zo1a7BSWIZw7VMul0dxdQUCQH5iCja3UXPt08zsPIqrKwC3kclkMDFZt08TE5PgQqBaccfA3DxKRXe8GAYmJybrNifGPpUrJTdujhFrnyrlErJ65/apWCxi11137dg++W3OKNgny7K81SD9sk+N9B1nnwzD8D6PE323USULhVIVE1MzMKtOH+anZlGrlCCqAvlcBpNT01gNzKEYKuUSGAOmZ+Yicyg518nlgvOi6ekZlCplx+5oGqZnZrGyvAQAyOZy0HXDqzs1PYNarQrTHTMLC/NYXlqEAJDL5mBkMii6dieXn4zOoZaX3CQPOeRyOa+unENVKxVwITDrzqHCNooxhonJqdg5lOAchpFBfmICqysFZ761w07gQqBWc+uG5lATExMorDSZQ7k6DM9ZNddGAcE5q+bqcNnVYT6Xh6brKJWk3ZnBaswcyrIBPZuDoRte3akpx0aZZg0aY5idr+s7m80ik8miWFwFA7BmLmqjlpeXYHOBbCaLbK5uoyYnp2DbFsxqFRk93kY9+OCDmJmZGbk5VLs2qtU5FBPNQuGPIYVCAXNzc1heXsbs7CwAx3jFeSxPvew3qbbtK6ccltq1kmQed1SUe9hljhuTo8zDDz+MZzzjGTBNE7/85S+xbt26xLrVajWwr7xQKGD9+vUt6SKuX4UAaraAnbCPXTQIxckbrDPmXCBpa3yjmAEaa5CFDyIx5knD7XsNgv4uLy02XC3FfP8fW558ubaOkRha/+JFtcKwj/1B0K5OyD61b5+SdCyEE8fJH2w4jJ1gh4QQKJnxxwkhUChZieecyhuIC0PMAEzljNgMUo2ySjEIZAw98N3K8iJm5hacALcJ+0ScOC4J52Siga2UdWK28DQwUK1sg874gvjKoOsyDkqzAL+q2ZdhlZdsVHs2arls4uGlGqzyCqZm5yPlUzkdOV8WvjByi26EBnOTpNhP/nPG2QYZKDvunGbSRA/OvCvuOBlTqlE7nENi5mXOGbx/efMtOHGv4ug0ppRzvfbmau4V3YyucvueU5ELoGa1suUxuSwTYw9rduMtejKmaBzDak96Tav2iVZKuYSD66mAijIDasqtosyDYnl5GS984QuxtLSE2267reFkCnDeIuRyuY6u5e9X4T5IOA8TDHE/vfLhRQjhzTf8qY/9/w2XCTiOqfBDjiyLy0Qng6NDA/TAOZ1JjUx/7HwTzIwXCNngfXCPQ326FH5wzGR6eK8nPz96yK1IcXMSxyHXu+Z0Ao39KCrrJC37FNaxdHbIDEVZQ4Np8cRxE57kS7tkaAxWqFCWZQwG04p/OqiaNrKGBvhSm0vbVanZyGW0gC2pl1nIZfTAQ6gsq1o2su4TI2MMhmt7BBzHmpZgY7mb8rxe5qaIFwDT3GymiD5MRvAZSS9bKKImS2ONH8RMN1OUrjkOQxFTltHjtxurNpZUk3cQ9NNGlWs2NmwpY1vRhMaASc2ZmYTnEVWLI2tokfkMYwycCzcOXf07rwxeLPR6mTu3SZonRPHPimQyhroNkdcDnBg8EbeUexEuBDSNRewakDxn8Q53/y8yP0TdMcUYC8y34uaHktZlD7eltYzJXm1Rl0EGGTc053sek92wXeLsoaEFM+/5YWj8UpLsSRBySrmoeGOoKDOgptwqyjwIKpUKjjvuONx77734yU9+gic96Ul9vZ6/X02OwOoo/8TFP6HwfE7yIcZ7UAquUNBYvbKTKrleZugMunusdCxJhO+8sozbAhYEMrrmHudMNuRxtpeGOCif86Am6o4fEZRFpj0O6CSXi3UksZh/BcoDk8/6A17SLIbBDWCuuas/fKsLGj3EpQ2N/Siq6iRN+xTWMRfOG2WJrjFoGQ02D9oWwM005doPmzsPP7YQsOzgOk/uPmzZXKBmOo8vuiYdYMFzWraAZdvIGBoyrodc2sOqzVGzOXIZzXMyFasWVioWhAA0ZmImn8FkzjnQ5MJboVBmNiYyOrK65m3dk/Jy4TilpT10MmUFdeDZNdlOLlwHEYs4tP0PiM7DLiB43Y567xrc47K642hijEVSlocRSM4SJeD0XS4mKYNqY0k1edOmnzaKc4E/bCx48yQugEINqBWqmJvMIGswx1GVM5DRmTuHAvzOGct27RIENC6g63WXiWXXnewMAoacALj1k3BW3rC6Q8XnWJH/tbjwVlLK7yIrSkMeaVmHMcd5JW1GKxmRPbeYr64IlQEC2ZxvPLDgcXK1leeg6mDFVDsrpcJzUdlWi/tXjNbrtnLOOKQ9lAlsNOZk+LNdJ5jUQbNVpgDZkzDklHJZXV0diiV0jbYL9npr37DInDYqyq2izGlj2zZe/epX44477sB1112Hpz/96X2/pr9f435k5WQgeTsMIqsOJFwApsljt+w5E7PkrS1x13N+yDkyiN+ewlFfTRXXzqQtKvLBDwDAgGJxJRB8M7giIXhOr06MGM3mbdIhJY833FVRAsPhjJLQ2I+iok7Stk9hHce+RWYMhs4ghB14cJBljLkOIDP4SCfHsmlx50FQRI/jdvwANi0OCAZdD76+FgAqJkehZMLmIrBSiwtnu48NDkPTAm0RAijVbOh5hnJxFTNzwfvKFu41Y7C5gGAx2wbh2GW5OiJ2K1CSTXfblNWDWwg15mw9qTVIT96MuFVYqo0l1eRNk37bKOfFW+iatRJquoHFUg177zTtOIpj5gpWjD3hAuCWgKbFz3dMLqA3WCUTXknpd5jEuW+EACwh0HDNUUyR89LMPa6NuUmjKZC0BcXVFcwtrIkti2yVZo6LqRWnWLvb9pqfM9yW5nPAZoR3YutafVUqa/GcZE+CkFOKIAiiB/zHf/wHvve97+G4447Dtm3b8PWvfz1QfvLJJw+oZZ3T7VLn1Gjw458YE6JLx1Hc8XJFF0EMG8NsnxxHUrK1afhw1OCNdycRU+UKp6RrpW0TO02xnmSfCGJYGbSNMhp5kPpA4tjudK/bmNBZHKkOrtMHe0hzwO4gp5TL1NTUoJuQOirKDKgpt4oyp81dd90FALj++utx/fXXR8r7MaHy92ujBzAvjkCDILlJZSKhjLtb7to9p2xr/Oqkxscl4Y9nNTk5lVgWd61OrteoHcO2UorGfhQVdZK2fWpHx85W3/iVl9zd9qbHDCouhBPfJabM5s42m7jjLO6sAM3EPIQ6q6ScmDHRdiK5nVwgOzEZK5+MIdVLO9rUbgsg/Hgk41Y5x8U2tSHhlQFA4372xwwcF4eYirYjLQYxh9KzE96/TYvD0ONXSjWi0ZhqNP/g7urQuEDkXCDBBnVuE5LKGtH4nMDERPx4aHi9+h7HNq/XmQz9Iu6+aGTz4sqkPRlHW9kJ5JRysSxLub2dKsoMqCm3ijKnzS233JL6NS3LQiaT9faxh5FxTOSKdeZ7OOJCoGZx1Nxl6RmdwXCXrnMhUDFtL9aLoTEvK5Q8Tm4fyWc0NyCoU2bZ9a0vuia8eAnOZwYvGoFvsiYflmQ7dSZiJ2tJ+CcHlm0hg/C9LiAE8y2PDy2Oj3nQbGelhXBXV5iuABoAY0hiStHYj6KiTtK2T2Edxw0F4dqLqhucnEFA0+rx8FYqFhaLprMdzWCYzBnQtXrZcsl0gqbrDBNZA5prgwoVE4vlGgSA6ayBuVwGuuaUbavUsM0t22Eyhx2nczA0DZwLLFVMLJdNAMBkRsdkRvceDJ1thoBpOVty/O10tvdZMKtlzM/omMjqnj2smjZM1yBmdc0Xq8aJSyVtZdbQPPsL+IK9C+HFJZHnNC3us7H+mDR121sxAcaEl32K82BMr06cU3KLpd+uxY0laQ/98VWGJcZet6hoO9Ki3zZKxv/xr4QU3IZmZJDRNWxaLMPQGLabznpj2D+mkmi0DSxcJs8nkzxoDMhldM+uWbZAxfSVGZoXrFz4zydEYNwHNvX5HN3yejJMg8ZFrOMtKpNzHJdzGua3zW4dADXLgs6zgbbUtz87LxOkXas7y1E/AeDEogro2W2/T4agPuvOKc+OgcVueQxerLcGyBIA4/XsiP64fQxOTClZFo43Je2haVrQjexY2spOIKeUS7VaxeRk/FuucUVFmQE15VZRZhUolatgmfh+tTmPZqmC82be8jmjJKbtOJsYQyTwsMUFTMHBwCKxTComR9XiyBl6ZEpgc8CGEwQybsWC/8194Dh3hmVoyXGrAOm0Ck5YKuUqJvKToTLnHElxB5zJXt1h5wXFdP/Pf5jGnEmDrBMXQJjDeQDUmUxJnChC36GxH4V00n/COpbjxnQdIzZ3HN/+sSXg2Iyq6Tij/ParZgnULBOaBpRqViA2TM0WqJUdB9VK1QykO1+tWSjWLGR0DaumFSh7rFTF1nIV2+VzAQcRAJRMG2XTxnaTWUyG8nnbXMDm9ZhyEsusoVhzjstnNITD0NRsDtN2nPxhS1SzOEwAkzndC2Ys4UJAuA964Qdk+dIh3BYBoFQTjg3SAZHwQJa0ajW2Lhy7pqFuA8P9HGcPveOYE9dqlFcCkO0YXTSN4YD1s9iwpYSlkuU4DmBhMmd4jg+LCzxSqGIyq2HNVK6tVTlyPlN/ERecm9hcBIKhA854Kddsz1kWjmVXNjkMLX5roXRax8EBCM4jMbS4cGypoTkrTJNWfcYdx21A02RyGee4WrWK/MSka+t4rH2yXUeYFmOD4pLlONdznWiIupLqIgcdTcz9/7BzytCc9sdpymDOfLPF948RTF7PyBe2eTL7H2LKarZzzGq5Cj03GSkbB1vZCeSUIgiCGEHkm+j4MtEwgHnYISURiA/oKUkKrssapNo1NBYbPLQZrb8piq5wSipr/SzRL+UbrPDcsFFGK1sATDgTH4JQGX8yAIsDxUpyPqotq7WErRECKxU7WuCWLVXN2DIuBJZr8WVCOOnf4zB0hqlcZ9PkBmY02Vbq9RWpYRrFugKStxWCOZn3evlww+H0YSYmM0Ujeyh/s+KOI4g0mMrpePIuM1gqmtiwtYyq5boyQgMkZ3R2k2oN5h9hh1SgrEECArlSqt05VNixFD5nHM5KpwbHsbD7pX5ckmwMiHVIeccmX67JDC5cyrz/F3CcOnKlKBB0mBtaPTOqAUdXZgO5m5EkQ7O1W2Qrg5BTymV+fn7QTUgdFWUG1JRbRZlVYHZuPrVrNY+rkPRQ1J/2JM3PutFJo6DoOos6pIDO37ClBY39KKST/pOkY8aaT7Rb3TYbOKbDskbmqVHA3TjyU7Nt1e/2er4Du7hmZ0idqjaWVJN3XJmfymD7mo0tiB+z3cQt6nXMI7mCu6fn7Op89WNn+jgHbdbCZEcd814i+nG2Q8afS3dXUzV6mdAP5lKcw48C6aYaGGIKhcKgm5A6KsoMqCm3ijKrwOoK9WsY0kkQGvtRSCf9R0UdV0urg25C6qjWz6rJO+6YZfXGbC8p0nyrK1ZIfwHIKeXCeRfr9kYUFWUG1JRbRZnHHSGoX+Pol07iXqB1sqIjbegeiUI66T+2bcNy44mEabTVY5QRYvTuq+bBgRNK3CL/WIqLDdP6GZOvY/PGWxd7eVwzyHaMD4tFk/qzS4ZXfyIQIF3CXbuQlDkvbRrpb9h/I0UDXXYKbd9zyWQyg25C6qgoM6Cm3CrKPK7IHwKTA0ZSvzb8lRBulZilz6JBGdwHGBFd+s0FB6DHHse5APRoTAThyy8ePU5AoJ6xJWmJdhwZI+MLMtq7Je9OgFAnaDBD45hezVuZHjT2o5BO+oeXtYllULOc73QmkDGcsWDaTvDeRsdndBZJtiDLnLEXb7uSykQDu2YL4RyDqF0zbduxXyyant0foFeW6YYzpea8/kAU15Z65rugPbQ4B6Al2EoknFMAgoElxJ0RQoBp8edkLN7G1j8n218BoGoBuuGMJRmvpRlOTEMnpkujuIHhjKZAa8F/hbsFx2+be5lwgmzH6LNpsYyLb/8nbFvgpU9cABciMr5rFseUGwA9MDacmUnk34A7tpnzTfyY8mePi58LRRHggkFn8ef0k2Qz4mxCks3zMusljfuQDZJzUIHk47hoYA8bHgcvWmmsXYudH9bta9kEsoaT7AFgMH1Oaoa6DRJwbJcXe6+3U8eGNLIn/jnnMGXj66eNJaeUSz6fH3QTUkdFmQE15VZR5nGEc6Dqm/jncvV+DU5QGDTU0wT7y8o1jmLFQtbQkDGCi2VXKjaKFRPTExnkM/UyAaBQsVCu2pjOG5jM6qFz2lguWZidyCAfKqtYTorjqZyOrBFM71uzOTgXyOiaN+mSkwEnZbqTUph5rZBBSYOf/eRyeXAu3BTqyfU6QWbVawUZ02DQkwka+1FIJ/1BCIGq5Uym/bbJFoBVc5IvyIcCXas7HuSxjDnOqFzGyYBZs4IPVkXLxtZyFTldx3TG8EY1YwyLVQsPrpQxmdExn8/A/2yxqVDFfVtKWDeXw+4LTrvksZuXq9i4XMDjFybxuDUTXpkAsHmlil8/uIL9dpzGvttPBd5c/2OxhM0rZTxuzRTWzzrH6UYOQgjHHpZNzOQzmMgF7WGxaqNmcsxMGJjw2UoBYKVsYaloYs101nsgduQHVqsWqhbHVNaI2FGLcwgbnh31p9QTcAIsy+yn/uNs20kbFVdmudGO/WVxD5RaJo+KhbaQjik9Ib6YcMvDbkkunN8/ww1gHHfeuEDrtgBs23FoxcUFbAeyHaPNV+74J6783YNgcO6LratlvHi/XbB+YcK7xzXHH4tyzUbO0FxnUv2uMnl9bMgyxpzMxEslE5rGMJs3vHuNMQZbCFQt4Tnd4XO2CLgv71B/qGeuI0UIx0GmawwZvT7u5fWqplOWy2iBMi6cMcxYcEuULCtWbGQNhmxoIJm2QKlmI6NrkElH5bj321vAkTubzXmOdpvLzHzBESiE8yIio7PIuOXcyXjo6Eoex7zjLFEPSO7vAy4cnRm+PvCu5zt/1ZLZEEOOQDgO7/D7W++FAbqHwWk7mLuiKKZseiLfcEWUP5PzMAQ977eNJaeUy8rKChYWFgbdjFRRUWZATblVlHkcCa/MKa6uYG7e6Vf5Ao77JibyjV3ZclIDr1YsbztNxeTeZMcWQKFsemXLJRNFnWEya8AWAoWS6T08LpVMFKsW5vKGl85Y/kAtFmvIVDXMT2YimfwKZQsZnWEqr0MIBFZC1GwOjSMyQRJwJiwMjuOqPmGrT1okchJRLPp0EnqQ0nyTKXn+8ESrF/Ti4adX0NiPQjrpD7bPybTqs01ANHucs0oHYEKgZjmpxCum5WYNZcgYDIbuPOSZtsC2ShUV11Ficgsl00JW18EAPLRaRclyvMXVqoVCzUZO0yAEcO+WIgquJ/9vW8rYtFTF47abgKEx/H1bGSV3Kc4fH13F3xfL2G+naWgM2LBcQcU1uL/avIx7thRx2C6zEAD+tm3VK/vjIwVsWCzh0HXzMIsr4Nkpzy5JWzmTd+xoqWrXy4omihULsxMGbAGUq3U7+shyFfmM45yybIHVquWVFSomMjrDTC4DLkRApzWLO8F8M7qjWwQzT0Fwb3WBZzuFY6cZc1aLiNA5LVtAYwJ6gkFbXV3B/HxnY8kWgFH3nwW+b/SgZvF4p1T4wS/uuG7tMtmO0aVUs/Gt3z4Y+G5ldRWf/vnfccQeC3jVwbsga2jIZ3TPWVTxOYTC483iAkJwMDBUTAsVuazPFnjMrGEqp2Myq6Nm24H5TtVynDC6xmDbwQ20vvdy8N/NtrsVWtccp1nN4t58jdsCpm0jl9Hc7Kbc5+yHtxKMIZgBsGYJmJaNjOGsmCzXbC/zXs3iMC1gMufYWF2LzpGEAFZWVzA1M+99x903ofJlnF9fpu28mMg4XqLA/FBeVyY99M/tbOHIqIVeZMg+YFzA0OtO+HjiVn0lVvb79TsivHJIZ67jhtdXaDEGrBQc++lfxRVHkq1Mm37bWHJKEQRBjAGCx0cHYYyhWLFj055zASwXa7E/hpYtsHW1Fnst0xZYqVixjhzTcpxdsWW282YvKeV5EgLxKYw9J1XyobE/4uE3f71m0KujCGIgNJqtJiBXERSr0SWIjDFUOccjxUp01QyAR4pVFGP2jNlC4G/bSlgqWZHjKhbHPY8WY21Q0bTxp0dXI85xAChULfz2waXYspWaha3FGrKmjfBuDNMWWC6ZifawUI63oxWTY1uxlniclWAwuaivbgojRHTLj7/MblBGEKNOo/hpf35kFXOT2dgy2115nVS2mrBU0P/CLnpco3Ymz01MiyfOlaRTOs5mxMX2k9cq1+LPKeCMfV1POKcQSAqJlNRG+UIySZ+cx8/ZBJJ1JpCwpXuA6KGtbIwBBot3psvszr2OfzeKDMm73MEzOTk56CakjooyA2rKraLMKjBB/RqBdBKExn4U0kn/UXEc6tmJQTchdVQbS6rJO+4UrCHYEzXC5CdoPHQD2ZMg5JRyGd4MAv1DRZkBNeVWUWYV4O6rI5nNSv75ceIO2LB5NBuJaXM8XKxgS7nqbfuT1GyOfyyVsHmlEimzucBipYZCzYwG24SzRNziPLbMaW/07TtD8ttBhnrw4KQ3/RLe6BWkgtDYj0I66T/hccgYnPgfoXoyeHk+o0VWGAohoIFhPpeFHhPotlizUTF5rH16aLGMxwoVLzaS1y4usGW5gkcXS05MJR+mZeNP9z2G//fXR1ELrcCqmTbuun8b/vD3RZihVac2F7jnsSLu27oaWZFQMm387qEV/GVLMVJWszkeKJSclWAhGYQQqNScVafhMpsLLBZrKFWt6HEQqJg2TDt6HOcCps1jfwvktpg482pzJ05WWJdCALbFY+25/C6+zLk+5yLSd8MO2Y7xQmfO/TeR1XHHP7dh03I5Om7cLcZxq42c7XAisgpLuNnf5NwrUCYELJu72+WiZTaXW5qjZVWTo1SNP44L4W4pjJaZNkfVsmPPaXMRSM4QkI9zVM344yxboGZG54D+sZ1kZ+LLhLdNMa4tSQuhGh3XTL5OSLJrfuJWPdnciQ/lN6NkT4LQ9j2XSqWCiQm13nKpKDOgptwqyjyO6JoTTFBSqZSRzeUj2y6cZdcCK2ULi77teTbgBZR8uFjFxkLJK9tarmGnqRymDQMbVyp4YLnslW1eKWPP+UmsyWdQsmwULXe5ugkUqiYW8llMGjoyhubFqIItYEPA0J2Hzaxb5t+rL//tBMB0vpRxTaREugw8Cv8kQCRuwatWK8hPTLiBzhtl7+sPMlbAsEBjPwrppD/oGsDcIKhyHNbLnEC8uuYE6LXcBwUnyK0GjQlkdQ01m6NSs1GzBcpVGxmmwcgwzGQMFGomlqo1FGo2Hls1YboGqmYL5AyGjAZsXqzi7s0FL77LUrGGNdM5zE1lsFIy8ehS2Xug21qoYIf5ScxPZ7HpwWX85W9bYFocDMCf79+Kg5+4Ix63fgH/fGQF925c8mKg/GnDEg7bZzs8bt00VqsCy2UbAiZmUcY9iyYO2nkG66az+OvWEv68peg8wAD482NFPGXdDHaZzuHRchWPlqqenXtotYLd5yYxl82421EAwEn2UGNAPqtB0xiqNe7FpylWbWQqFuYnM8j6ElOYNodpO7ZIxsfxb/uxIVy7CzAvv5WD3LLjhGKux/sC3ExQGkc+q3vx+fz93CxGi7yCv17VAnRNIOvbItRs+7OeUB7+fQzTi23VZDtGl8mMjmc9fg1uu38bNHe71EJWYLeFaew0l8e9W1Zx75ZV7DSdw2G7LmDNRMZxdLjHy0DeGV2DAFCqWoFttGHHFAdcG2dD15yg4kI4Dm55mGlxGDpD3o1ibdnB6+laPRupExPUKataHDlDQy6rQXOvJQ+s2QI6c9pqC6euHHOmbSOjM2Q0BoFgllNn3DsvCTQ35p/NBWwANdtCztCQ0RlsDi8cRLVaRSY34dh+AGC+sS7kVkSB8GxN+MpkiXeYG7tLBjj3h27wzx3980ThGi4bCfHm3EbpWnwoiFhC+yjj7JsXGD10Sos7WxFljCyZ3Q9w5uEad+yvtCcaC+ogzLCEhJD3VBLdxuwjpxRBEMSIoGtAnjlZQyzbfTsU80vJucDmxXIgkKSkatm4e0vBe6CTWELgn4UytpWsyFueqi3wt8USdp/PRVInW0JguWZiYTIbSTEs9/pP5ZyfmrBzyHlo0iJlTsaYujMqLsAmg0j0/gT38sfXyWj1SYA/7TiDG6ASzkTPiimTP8zhsmHItkcQg4IxhnxGBMcFq0+15VjUNSf+if+BTpZldQ3LpolSjUfKZjIG7t1WwrayGbl2xeS4fcMSlkvBMiGALYUKHl0qRR4quAAe2lrEb+/ahJovraaA8+D4qz8+hL9uKoCFBnXFtPHLv24BMhlkQymRyhbHHZuWYx8wiqaNX25axl7bR+1o1ebYWChjco0RKeMCKFXj36jLuFTbGZnYlOrlmu3GmIraUMsWsQGMASfDWNzvh8UFaiZHLqO17exPWqlgc6DMgZxRD+Sc09u3sfI4iwcfnDQMX1p1In0YY/jwC/fBb/+5hC/84gGs1mw8ee0kKnouUO/R1Sr++PAyjthtTeyYKtas2LHRCJs7TvY4LFugLGwYMU/0NgeKFSs2hlzV4mBaNEEM4Nz/FZPHOjlMW8Dm8eNBxpCKK6taHDUrOWaV41iJltUdNyEvj68sbpm8LQSybqbC6DVFYgwmiwvXoRXfTi6cl6UZvR7LKZxRLnxos0VWcYHRORynexxcOGXSycgYkE2wecYQJc7R3flvxMay+ty4G8gp5TI/Pz/oJqSOijIDasqtoszjivzx0gDMzM3H1jHt+AcKAChbdsQhJfGnbA+TN7TIw5JkwtAjDimJXAEVV6YnlrFIpr1AqSyLacuce68nPTAxwH0rX//O//ZHvp0DHB3LrCkMwVVQBksuGyZo7EchnfQPxhgyOrDT9vOoP4OxSJ2kQN2MsYBDKlQY65ACHNsVdkj5SXqosEw74JDyo+taxCElmZnMRhxSBeTr10tox2Q22Y5OZ4yOki/kMslPLM5q0cYJH+LgST8EAAydecfOJvwGdYLty9wkAwO3a2PlCjDDfbjTWG8f6Mh2jD5P2W0eXzpxDpf8eiMeXa1GX3oBWDeTjz8YjcdGpzRavZMUpBxwVpkn0aiVSTaoWVlYV1Mzc4lljY4LliW1I/m4Rk6iZjZUCMd57c+MpzFna12nPdvp1G9mdr5+jg5tXtpIG6uLus3ulcN/SHxvg2dlZWXQTUgdFWUG1JRbRZnHHcaA4ir1a5jVlZWm2fjCP/LMfcvjT+EbLgtnU2lWNizQ2I9COuk/q6ur6F9+y+FkCvHZSgdNP23Tap/HUqc21ntw6vFTDtmO8UDXGNbPT2BCVAfdlJGmXFwddBPaxnmBGvqOdelY6fDYOPs5CvNKAO5W1t6uQCWnlIvdaCP6mKKizICacqsoswpw6tcInJNO/NDYj0I66T8q6liHekFrVbO3Kt7X4wxTcMz2EtXGf6+xSX8BaPuei2EMvypOvew3iWVfOeWwts83CjL3AxXlVlHmcUa4WVb0jvq1P69e0gwm3gjDMMLxKZWGxn4U0kn/MQyjYeDWRnRyXMfjvcMDYzNVtfKet2Ew8ORCWRZnZ5sdJ3zboaONaV8Bwj0vYywylhq1U5YnldnCibXiT2zB3W14jLlxALs07EI415ExdeJWxzY6jjMDFg9u8252nMUdOXSt9eOI/nLfA4/gx/93D9btul3s8oxOXVUNx6kb+Tv2/hdOeSfzqLSTufjpbA46WAR8MbBcvTkB6Z3yeF02CH6F+JhSrUBzkSC0UsplcnJy0E1IHRVlBtSUW0WZxxHpjKqYgGUDExPRfhXCydaSj4kzYnOBvK6hUrW9FMISzgU0CGxzUyL74yYIIVCoWHi44Cx19x8nhEChWsNypeZ99uNPpRwu82eaCcOTJm9w4wkklOXyyfe6DBqpEjT2o5BO+s/k5CRCIZcA1G1ALmYgyrK5qfiJusYYnrjddGz2NUPXsPfO014WI99JAQC2zZ3z+20XFzAMDRnNjpRBCFimheLWbY5jR3BfEcdioYy//22Tayudsgoy4JzDsmw89ugigGDKbyEEthVNbHhk1S3z2V8h8Eixin9sLcaWlU2OR1bi7e9S2cKiG2tLhMqqlo2SaQfKhJuO3bTrwebDZfExbpw6lZoN262Xy08Ejuei7rTyn1OWhdsYOLsb/Ne06+nTTS4TZgBV2w1I3IGnU4j6OS33nLZ7Tosnn1MeJ+vlJyZhuZ/tJsd59VydWL6U8D3KTk+0yWPbVvCe86/EwS87B1ddeTP++dASgOg9uWGxFBN70/ksMwTHldluXM7wOASc+U69LDg2KqYN7hsz/jJdC44nf9lKxUq+HueJ56xZduw5hRComjyxzLSDZbn8hPe50TktO/mcso3hMps7x/nb7f+399/QLLLZ0NI0Z1w6Y5ijYnKs1pxMp/LY+vX8dqzVK7QGAzAzTXMRP+SicykUClhYWBh0M1JFRZkBNeVWUeZxxOLOpBxwHDbl4gpm5+a9BwEAKNc4lkum8zbXTb8uuWvzMm645xEslkzMThg4ZLc57LKQhxACd/1tK35610NYKZnYbi6PZx64FrvsMA0hBB5dqWLzYgUWF9huKoOnrJ/FDtM5z0lW4xx/W1zFVMbA+tlJTGWdnxZDYzB05gZQd7LLyEedjM6Q8QXM9aNrLBALxPdc56UqjsOJs1XA/MKaSJmh6FtqGvtRSCf9R+o4zxy75Tg/nKDbNctJiW5oDNx9+GDM+Xe5ZoMxhrkpA5UaR9WXGlNjwJ4Lk1g3m8ffthXxwHLZ+z6jM+yz8zR2224C9z60io3bnDLTtFEs1WDbAowB+XwG2azjLVt+bBs2/fUfqBbL0IwMJrbfAdnpWQBAbXELyps3gNcqyExOYc2++2Jqx50ghMDq5s3Ydu89+HulgoUdt8PTnv8M7Pr43TAlKvj1nx/Bb391D8qlCrbfYR5PO/IArF23PbgQuH/DNvz5b4+iWrOxfsdpvPBp67HrDtPgXODuTQX84Z/LqFkce+8wjZcfvAt2XZiExTl+fv9W/PzvW1G1OPbefgovftLO2HEmB5sLPFAoYWOhDC6AXWfzeMquc5jJOansH1gq4cFCGUIAO0zlsNd208hndDedvY2K+2MykdUxO5HxnH2mm9m1jvACptds5yVDsWZjMqvDLq9gYc0aCADVmu05uTI687KCCTjZDOUpdS9+XzQAPlBfGRWHLQBuA7k2n17CWa38WBzgzEmAEVfmzxmyslLA/LxjO0x3xVSc89XkiE0aItwyQ3OCGhPpYZo2Dn3Vudi6uAqbC2x5dBE/u+qHyG63E57/kiMxMz8DQ2N40g4zeNzCJLgtUBPcm6dwAVRNG6Z7I2lMQJdlHCjVLNTcslxGw0RWh+YeVyjXUHFt2VRWx3TOgMYcB/NKxXIy6QGYyRuYnchAY87cbbVieufM6BoM3RknNhdYrZkwOcfWYhXzk1nMTzgZOGsWx9ZiDVWLQ2PATC6DqZzuHVcxbdfmApNZAzlD85JPVGq2t1pxMqcj72bZNG3HNntlWR25jI7S6goyEzMoVh1Hta4xzOQN5N1BYXGBmuVkAdQYkDN0ZHTmruB0563uOJEvFLwyAdQsAcu2kTE06Ew6q1BPlCGcTHtyYlkPDh4dXDKeqCyzuUAtlB3PsgUYE16Cnui7CuGdy7/StNGcNM4BLTP/LS3RXMQPOaUIgiBGhLhJLmMMOgO2rNRQMW2Yvhk0Y45T6Nu/24T7txbxUKEe1LNQtnDLX7fCLJSwWjTx2HLFK9u6XMF1P/8HjnjKLtB0HRXfbH5r0cSNf9mKF++3PTK6FnhnVDQt/GVrAYfvsgaGHswyxYWzampuwoCmsdgML87kLzqh0DTnx58hWuYsXa/LGzc7yAxRSl2CUAkZcNp5GOIBG+bYLoaaZaFi2QFHiMYYJnM6GPv/2XvzeDnKKv//89TS2+3bfW9IyAIJAcKihM1hkYggyggyAyKyKYgRHNRRkEF+YnBAQBGZ4MJ3GEVmgLCqgIIOOo6gRBEVEAEXUBgwGJJAgNx7+/a9t5eqen5/1NJVXUtv1d3VXec9rzuSfqqqn3Oeek6d5/RT5wAVYzFnzv2kKGCvBaNgDNgyXXLYjJQsYp9leUwXy/jbqzPWAhLQFwdzc1VsevavKE1NY7ZQS9KrKVXMvLwZJfVFQK1CnZux2qqzM3jlid8hkR0BV1VUbQUmJra+jv+57QfYfo89sTgv4an/22a1vfbqJO777i+w874rUVGB4mwtEfrGrUVc/4NncNB+O2C2qqFYqq2Onnu1iKt+8hfss2wcr81WULC3vTaDr/3ieZx8wA6YqSio2HT2UqGEzU+XsM/iUUyXnWXkX50pY3Kugr0Xjum7FmxjNFdRUa6qGB9JeD5jNA2oaqqrbbaiojxXRaqiuiqEVVWOqqpCFpnrPLMMuhnM8X4l0X+h184+hUY7k3x3PDW6bsjfR3SPuXIFW193J5Z+5vfPYdvLr+Kmf/8XzEsnkLA5C5rGUVI1Y+ebc9A0DlQrGhRNc/hdAFCuaihVVDCBoVwXDZ2pqJitqEhKIiqqzT4BKJQUzFYUZGTJCkaZVFUNc1UNGoCq7Zc6jQPbZioozFWRkAQr+GW2TZWqKCsqEqLgmIucAzNlBeUqgygIjjmscaBY0u2C4NVWVjFjzH+J1eyTqnFMzlYxktAg1s19jQNzRiDcayemxvUgXX2LHgzUDB+OueacyoFEXcDJTn0wqhGc6/ar8a56/x9I67/fvC6gB7/JH/WGglIG6XS6313oOXGUGYin3HGUOQ6kbOOqatzlGJm8NlNxBKTsbNk2h1JJ8WwrzClIpbyfuorGIXn8QgzAN+gE6Lug/JwDv7LIjDEjJOXTZmvyutfjtjvKDs19N6ST7lOvYwbvoLqJX9lzfWek9wROiAJEwb1IAYxdoqr31pjKXBlz095Vo9TSLKB4V9GrFKZ8owlbX34d5aJ3GfnXJmYgSLJn25bJEkSPFQoH8PzrMz65aYCJUtXzehywXuXzaqv66AQIHh+/NjmZDixZH3TNqOQhbAWyHcPFa5P6j3GaqmFR1nv+Au6AlB0/v4sDrsCSo81nLpo/4PmdZw9I1fdRq/pf09yR6tXmN1FVzf16XK2Ng8neOlM5B+M+6Rc8P22MFhCoDgo6tRKQapZ2Llf78bT2GdkTJxSrMwhKFDmsxFFmIJ5yx1HmOODYVhzwqFc17nsPcFUF93FytIDzosqg9bfbkD7ckE66T72Ou6VyPyeWoUGQ26+Otc9uy9pV/c/z+74gNDPXVYttSkBbNaCtrARc0+c5ENTGjbw1nm084LnDedvntdcWlP+p+eecM7dNBzusyARFAvucLVXVwHurVTq5/33bOvi+sNvAg/USxnwLA96gn/0kqv3qF7RTyqBUKsUuYhlHmYF4yh1HmYeR+iVPuTSHZDKJ2YoKDiApMygqt16PqKoafvTkZvzs8ZegcWB8Xhqjo0k9B4KiYsszf8aWJ/4ACCIyy1YguWCxkTuEQ1VUPPHERsiygJ13no/587P664ACw96LR7H9SAoaB0pq7TURSWDYdbssxtKyvuXaluScMSCblCAbuwJUzRlGk8XaXiivx7ReQ8pLC85XPUqlElIputdNaO67IZ10H7uOVY1DA0NSgjMfCPTZPJKUMJqSMFNRUSwr1mJGYEA2JSGX1nMgzZbVWhJtADtkk1g6msJL0yW8ND1nJfzlAPbdZR7223Ue/rhhEn9+acqyQ5m0jL0PWQkAePGZF7D5+ZfAjbbU+DyM7L4nwDlmNr6A0tYtxsqKAbntwMYWAlwDf30TMP260UkB6cXLkFm6C5aNcsw+9zLKhSlDOIb0vO0gJZMAjKTnhmxcU1GenMTTL76ARCqBJbstR27+mJ73RdGw7fVpTG6bQSolY8dl85DL6wlxOeeoVlX88IktyKdlrFyWx/xR/fqlqor/e2UG/ztZwoJsAofsMo6FOb1tpqzgjy8X8a2JLdhpLI137bk9luT0XQ4lRcXm6TlMlqqYl05gt/mjyBpJm6bLVTy9tYDXZivYLpPAbvOyyBg5AxWVY3J6BtOKiLQsIJ+RIRn2XVE1zBq5a5KSgExCgmgEAKqqhhnj9cKRhIh8JmG16VWwdCWJRo4a85mkcaBq5KfhnCElMyvptMqBqqKrVxI4ZCP3DudGtT1T79waGkcCY30XGXfluqp/2pRKJSSTNduhcb3oiCjU8sf4bJxxoKFWAXAAN4wNJLIkIiGLUFTNKiQwL5fEjCZibK+V+Ph3nsTu22dx6t8txU7b6fNN0zjKVRUq118cE8XaLnCNc1QVDaJ5f9q+S9E0zCpGniXGIAu1dAYVVUOhUkFV40hLInIJGZIgWOfNGeelRQHZhAzR9n0AIDEGzfZvzjkUzlFW9Ff7kqKApJE+QZ8bHLPGq9MjsoiRhGS1VYx5qnFgJCFhRBZrPiDnUIybOSEJVm4teyBFrZQhybqNMSeLJOg72+3xFvMe1/NoAZrKIQrO/E9mPihdJqcfKArMatPq2mSx9oOAV4zHDB4LAq+b2wySoF9L09w/6+qpIbxfBzSOgO+PFAFUVf3VZYGRL1IP4zEM0xUKBeTzeUxNTSGX05NaTkxMeCYbO2vdY73uXujcsPpAz8/9ZB524ih31GX2mpNxJUgXevWTWsLWV197HTyZdbw+YS7KfvHMVlz/0+extVByXEOWBbCZ1/DyU79HZXbO0SZmRpDe+Y3gctIVGRrNJnHsW3fFqt22Q0IUHA9rRdOwfTaJXbfL6g6J4bgwxqCoGkSBIZOUrJxQZpuZP0ASzWSRtTZTDqtvzHRU3E6AXp1G7/Lk5ISViBagfFJRn/v9oFWdkH2q0awuJiYmkB8bQ0VxvhlSqwyl/6/gMeen5/SAhSAwK+Ks/7oOTM1VMVtWHd9lFlz4y7YZvD5XcbWVKip++/w2lDQOyXzn2PiuylwZzz/9IjQ5A0GWHfk/tHIJhZc2QkuOAqJsrEaMhUhlDrI6h5ElS8HkBBhj2CnH8WKBQSmVUC5OI5nPgwmiw1ZyTcPc5CTKk9usHapmMCMzNor84sUoTJetQJn5jaO5FHZctp0jgmG2bZ9LIj+SwObJkmUHzbbl81IYzyaxYWIORkV6a2G435JR7Lskh6ly1X3NkSRUzrFpugSb1OAAlubSWDSS0qvSzRSQHKndByMpEZLAPF93SkqCvpD3iNrk0zLSRhL2egQGo9qfuy0l6bvXvM6TBHMB6/VDhv/SJyHWnkmcO5OWT05MID/mth0M+nOmmYBU/XnmArUTyEbVCNLFL377LP7lS3fh6ee3QJQlHPiWfTC3cBfdNxEEa268dcV2eM++O1gBISf6vVh/i1sBIMWZ682EQQ8Alzxe2xuRJUiMQfG4L7OyhGRd/k7z/q2qGmZV1fO+Swp6YKj+2xiAjCxC1bjrPMaA0YQEwWNOMQAJWXDoxD7/RYFBlgTP3J+iACvwXN+WEFldm25tatUHvdsY04vlWG3Gs0Lz0L0dwRZ4ZnD6o3ZfOiEyR3DM3u2g1wFF1pwdEBkwPTWBefOG3z9r1j7RTimDfD7f7y70nDjKDMRT7jjKPIwwxpCQAIlzzFU4qmIarO4BzBjDlolZfOGeP3n+Ajs7MYnXH3/E8/qcieCSOyAFAMvnj+CIN2zv+evRwmwSe2yfc7RZSYllAUnJuTAz/1tk+vZ5rzag5ujLgvNXb7MCoWRVcar9Qp3L5a22OFbbq4fmvhvSSffJ5/MoV92mxJzfgm2nisNmGMEi67UaWxvnGubqAlJmGwPHtjl3LijGGESRQREEZ+Japu/MFCQJbGQMYt2v3owBEGVoI9vB+Yu4YbsyWYxut4OjbeO00ZZIID1vO0+9VGdnUdr2muMzcx1aqaiYmnL+iGDqT5Lqe1hr2zZTxXRFdbSabS8Xq5isOJel5iND5RyTpYozaGb876bpudruovq+MMGoUsWQyGQd11YCVmP1CZ/tmJUYvRZ7Qfl8gvLM+FXxa/RbfEXVK6vpzyY9SKUZO7FGc962g6P1gJR5XkUFkiI9q3rBYQfsjke/swbf+uGjuOpHT6OyaBcIzJbY3BjD7bNJ3z0wtg2PDhhjmKlWUfW5X6crClSfe0/VuO+7yCKDa26Y/11UVN9X+hSfHFIc+lz0KzAADnilg+Jwd9Gc/wxAUhbhtXtI/+FR8GwTmFebafMBURCcW+FhPj/0AJjDH21iAjGmB6IY3LrU/U0GkXEkpdqPq6qmB6btx3ph9zklHlzxE9DbR0bJF7ET49+PnRSL3kkvh5k4ygzEU+44yjzMCIxBFoFyadazfaakL9w8tzIr3klwAYAJPpnLAaSN1zm8HsqSIHgGq/yOb7ZNXxDUglaM6Q/+lKT/yTZH3myrzhWRFGvBqrhDc98N6aT7NKNjP3vht8gKauPMP99Kcwm83X2p5XXx6KfAXG3bZ6yO+n4f19xBNdtFfQMmQtB2T+bdR/9PdcxdBl4ExW0kVrPJ1bpnULs2lzH/hPbtol+vvWvWiy8wQJaA2RmyHYOOKAo4/bg34/Tj34Lt0943ekr294UCY48BjUF5P4Nu/aC50UYc1Lqm5+cttlnzn9mP8jjRr819kO0T/2CT+fpt8Ot1Xt8S7HMKDEjJgs3n1CtYiw38SQanz2n6o42sT5HsiQMKShmoaoCjMKTEUWYgnnLHUeY4oA39uPo4RwE7oDRNpWCUDZr7bkgn3SeOOk76r2OHFr8iGcNKHO/rYUUUBcjkK3TEsM1/3yrPQUUuAq8XjKqQPbFDr+8ZiGL8vIk4ygzEU+44yhwHBBpXF3SvOyF9uCGddJ846tjjzcKhZ1ifQX47xXp5X9vzg9EPLeGjaUDF6z01ommCdtcTjREl0p8d2illkM1mGx80ZMRRZiCecsdR5mGFc71qT1VlSKYynsfMyyYgi8wzSaeUSgNg+rv6dTClChgVj+rZNl1yfWZS8slPYPY3aOt50Csb7Tyg6F53QvpwQzrpPtlstu2FdFDSZ782kTGj6pMbWWCO6k2ONknQc5d4dFY2Fgxe9pAZZc3tba/Omn1kvudJCdm3DapqvELibqtWFev1EhdWbi53k/kKotdpMxXV/1WdgDEoq5r1mqGUcFaO4vVls5pE1dorE8/N7/RqMxPktEFV0/PBOCqIAciM+NuOsMpGcSMXTVnV801VVMAjNzbRJorK8fJUGQlRxGslb5vx+kzFcx4Cwbtf/M5p1KYF3Dx+eagAPYdRO/jOmYC+eM012ahEqVe485uHwd8X1OZHI9/R/zzvV/5M/JoafVW7542SL+KAglIGU1NT/e5Cz4mjzEA85Y6jzMOIxoGyYiRiFRjSvISU7Dbj80eTWPeRN+Mte8wHoC/kzMXMYfvuhP93xUdx4H4r9DaBQRT1iin/cOie+MoHD8C+y+dZ55mLuYN2nY9dxjPIpWobbM0NzeMZGQlJ8FwwJSW9FLxXmyjo5bu9ntuSoOeMahW6152QPtyQTrrP1NQUkpL/HDbLgXsxlpGRTrhPlEUBKxaOYLtswtU2mpJw8j5L8MaFowDgeNlip3kZXPquPbBq55pdM7/7gJ3G8V8fOQRvX7lQbxNqlaDevvdi3HzBkTh87yVGn/U2BuAfD1yGa1cfiAN22c665rK8/p3/+Hc74MsfPAArl47pfbHZ0ZMO3xNfv/B4vGHn7R1toijg/W/fE1edcSB2XVSTQRQYZFHAyQcuwyfftisW51KWzALT80KdsO8SfPytO2PBSNLRlpQEHL9yEc44YEeMpWWrjQFISQJ2n5/FzuMjkOsGQhIY3rgghzduP+rKO5UQGbIpEZmkCAagMlfLiSIwICEKkCX3wAqMIZeSMOIxrrq+uf/CzvtjAGZOMGaVfXec55Nrq9FiVn89nEHR9GetmXeMMaA0M+V53+qyt76oEpgzyblqBKPsCZI59CBZRQkv8BVXts1U8X9bZzExo+Cdb9geH3vzIoxnanNDYEAmIWLZvAy2yyZcwWOBAQvzSSzMJ11VfUWBYbcFWeyy3YjrPFlk2HtRHrsvyLoC4ClJxO4LRrFsLO26t9KyiKXjaSzIJlx3clIS8MaFOeyYT7vaskkJb1icw5J8CvVkkxJ2XTCC+SPednSH8TRyafeLVCNJEQtySWRsc9ic/5mkiPERGUmPuZ9OCMhnZCQ8ImhJSUBKFj3nlCTo1fW8pmtCZPp882lLyd5tkgDIAT6nh3kCoAf/PFxt2zX92ySfNlkAigXyReww3s5PEwOOV2lCvxLRZ617rNfd6xljYgVf/sBb+t2NnhPHEulRl5nKGdcI0kVFcVb4mZrUy1NXFA3bZsrg3Fz81B65f/jbJK79ybMQBYYPHLozVhgLHgB4/PfP4/o7foLRkTT+5axjsMcu+uKLc47fPLsVNzzwFyzKp/H/vWcfrFics9pem6ngxYlZjCRE7LFwFCMJyWqrqhzlqgpJYMilRcs508u2606+yICEVPvl0KycpxrVkuQOkpRH/V7vNaQPN63qhOxTjWZ1Ydcx5xxlxVkpjbGaXdB3yei2ywwIAPrumelSFarKkUlKjqIHpaqKLZMlVBQNi8dSGE1JVtvrMxU89NfXMFfVcODScSwdq+3m+evrM7j9ty+hrGh435t2xBts9vCpFyfwtf95BgDwz+/cwwoqAcCjf3kFX/7ekxhJSvjMSW/CyuW16nq/fvZV/Pv//hm7jjGc/La9sIsRGOOc4+G/bMV/PvAcFo2l8dG/3wNL549Ybfc/+n/4xvcexS47zMMnTz4EO2yvV2LSNI77n3oJtzz4HPZaOo5P/MMbsXAsY7X94v9ew31/2II3Ls7hlL/bEeMZfXGpaBzrn3sVP35mK/bdIY/37LMYo8aPCFVVwy9eeB0/f/51rFw0iiNWzEfaiBhqGsfL0yVsnSlh4WgKS8cykIydtIqm4a/bZrCpMIcluTSW5TMOmz6xbQJiehSZhIh0QnSMq6LqY5tJikjLtTZN4yiWq6ioHNm6tqCNVpzXUkWLzHmvALVFqPsec1/LPIZzbrXXX8+6LvTnFVC7r/XdyrXnlX3jsb1aVxBei+qSEnyO3yKXbFQNP11oGsdfXnYm5p8rTkFKj2L9s69i/XOvYdWu2+Hkv9sRWaOwi8Y5pmarKMxVkUtLGB9JWJVBNY3j9WIFhdkq8hkZ87K1NkXVsHFyFq8VK1g4msLC0ZTVVlU1vPBaEVtnythpLIMdxzKWL1RRNWycmMFUScGOY2ksGk3VigqoGl6eKmGuomK7bAL5tOywhy9OzGCmomL5vAwWZJNW21xVxV9fK2KuqmHHsTTGM7KjbfPkHKoqx45jadc1Xy2UoXGOBbkkRpK1QFW5qmJqtorZ6SnsuHgBUvZAlaKhOKeAMWBsJIGE7YatKBqKJQUCA0ZSEmQjsmc+ByqKBsaApCRa+uKc69UvVU0/LyE4bJCqmRUz6/1K3ecsKxwiA5Iyc/mcimoG95vzOe2+qsCaL6hj7n7UuP6DjFmlLy7+WbP2iYJShnJKpRJSKXdEeZiDUkmm4usffHO/u9Fz/MZ6mIm6zORQ1WglKFUulZA0xrUwV0XFp/7s5EwFVZ961emE6P0qCYDxEdko1+vGXqHEi6BfiLpJ1O/1XkP6cNOqTsg+1WhWF/U6VrTg8th+2IMGrVBVNd+qe0HXKyuq73mS4P1qHQDMVhVUymXIiaSrTfGxvYBRCt6HIBubCKjG51sEgnPMVrwTXzGYJd29z/Prp1IpI51Oe7aJArMCX1747ZQLCkwxBASPmH9bJzAA5nq8WdtRVoJfPxKZ9y5CCkp1jp8uVI3j2bqglFIpQ0okITBgQc5/XD2yHTREMwImngTcHAywAjJe1/SzX4yZc8B9rqr520OBseCqez7TSRCAarmEZMo9/+t/HA0Lv3kzqMTFP2vWPtHrewRBECFRLpdx4YUXYsmSJUin0zj44INx//33d+8Lw3/mEwQxpPTcPhEEQbQA+VCDhV+1OoJoBwpKGczNzfW7Cz0nLcSwVAziOdZxlLkfrF69Gl/5yldw2mmn4ZprroEoijjmmGPwy1/+sivfV6JxdUH3uhPSh5u46qSX9imOOq6W4ydzJWYyx/G+7iW99qGqZf8CLkRjSnOzjQ8ifCF74oSCUgRBECHw6KOP4tvf/jauvPJKrF27FmeffTZ+9rOfYaeddsKnP/3pUL4jaAt50OsciYD36JSAsj5+rwMCwa+dAMEVtAiC6C29sE9B9NoetPvqiFcVPpOgCllB5wX1JDCJd4CNDeqL36tBDAGvzMG/ClZjTXqfp7VZUa/RN/mpmvPubHwJeLT60uh+92tv97xhoNs2SmBA2icjtcaDfaF2buN2h4rb/n8r1wyqdBz0Sivn/kUGguABk7FbmYGG+f4nAHd6/ZgSx3ewC6ocmDPrhtUH9rA3vSOOYx1HmXvN3XffDVEUcfbZZ1ufpVIpnHXWWbjooouwceNGLF26tKPvkIyKVVWjIlB2VB9XgQH5jIiRJMPkrIKyUnMIUhLDwlwaisqxcVsJM+XaDsl8WsIO85LgHHh1uoqSLTtrNiliwagMMIa5iubIZSWLQEZm4DDKZtv6KHSYqLxT6F53QvpwE0ed9MI+2anXsVllTNGcefEYjGSxABQOR94TBr1qFQNHVXWfl5B0O1Oty7XHGJBJMAC67bInnRYFICMLYAyYLTvbJAHIpSRwcEzOqajY7GhSYsgbFamKJdWRHyshAvNGEhhPb4epkoaKrTMjCQHjGRkVVcNr01VH22hKxLyMhLLKsbXgzPuXT4vYbkRGVeOYmFUcuWlGkyJGUwKqKjBdcubAGkkKyCQYKgpQLDvbdJsuoVjWsG2mWqsqB2B8REIuJWKuylGYUy2bzqA/JzIJhumyhslZxWoTGLB4wThyaRkzFY7pUu3ZIjAglxKRlhkqqp5jyT52KZlBEjgqqv48c7QlGATGUTEqzdqvmZKZ9Qy0j4GeHFkPDlY1r/tI/28lqE0F7GEJs82+EG7WdsgiIHK9n/XPR/M57kVC1JMoR+252gu6baMYY9hpfgpTcwq2FipQNSCZyYIB2C4rY96IiKoGzFW4Q/dpWa8gXNWAuaoz2JKSGRKCfp+WbPaCQa86JwvAnALMVmp3FmP6PE2IQKnKMVupnScYbbKoz5lS1dmWSYoQBY65Cnf0RWBANiVAEvRz6udNNqlXuCuWVYd/KAl6mygwzFY0x1wUBSCT0Ksqz1Y0x3yTBF2+zLw8FO60vyLT7SVjHvc/AMmYb35zw0wKHof7P46+SBADF5Qql8u45JJLcOutt2JiYgL77LMPvvCFL+Dv//7vO7ru7OwsRkdHGx84RGQEBUVNbnzgkBHHsY6jzL3miSeewO677+56yBx00EEAgCeffDKURZ9gON+qBkzNzCKfG7USvCYkAdvnEihVNcyUVYwkRaSMXwYTErD7ogwKcwomZhVsl5WtykwAsHSegGJZxUxZRT4tOUqySykBVVVfGCZlBsnmUQtMd0g4Dy7z3ivoXndC+nATR530yj6ZeOmYsdpi3ay0aVYhAoAE9ICBu40hKeg7b6qa/rko1H79T8r6zk3Foy2bEqGoHGWFQxaZUWVJbxtNi3q1UIUj4WhjmD/CUFY45ioaMgkBSdsOi7GMiIqin5dOCJCNUudatYTF+SxmKxrmqhpGUyKSxi5VSRSxdJ6A6ZKKUlVDPiNZbbIEjMxPYWpObxsfsbVB391RLGuoqhpGU5L1fZKoL4pnKxpUTV/MmkUr0olam8b1xaXZlk8LGE2KmJxTwDmQz0iWTc8m9aBdsawHpkaTtSpY+bSAbFLElFFZK5+SMDNThCgkkUvpAbhiWYXAGEaSgrVbLSUACYmjXOUQGDOCibqeUwKQEDkqqt5mH4N0AkhoHBWFQxD0EvDm2ImCPuZVVf9vyTbmCbF2HwlW8mc0bpP824Luaz8EVvs+rYXno3lclJ6rvaAXNooxhrGMjFxKwraZKorTJeywMGtVgRNFIClxlKp6YCplq9iWFABZ5FZQJykx9z1utKWkWqXQkQSQlhhmqxoYY8jItrYkkJJ1OyMIDGlbWyZR64somIEefW5kU0AqoZ8nCQyp+mtq+nmSCEfV0nxaQlXlmKuqSIiC7Zp6kFxROUoue6i3VVV9LiYkZs236Zk5jI6OQtH0ysuy6PQPg+5/3zZj7rU6bwaROPoiQQxcUGr16tW4++67cd5552G33XbDunXrcMwxx+DBBx/EoYce2vZ1FaVByYshRGLB2yuHdRdVHMc6jjL3mi1btmDx4sWuz83PNm/e7HleuVxGuVy2/l0oFJr6PlEAGFc8Xy1IyYIVjLLDGEM+IyOfcQejGWMYTUmOQJW9LSExqyy2sw2QIuQw0L3uhPThJo466bV9CtKxwADBp4JSYJugB6e8EAXm+5qVJDJIoreR0gNV7jbG9IWenx1NygzJOjOqKAoYYxhJihhJuoVgjCGXlpDzKFanL5a9XXLdNosAvK/p9V2N2gSBYd6I94+SgqD30wux7jz7OItCbTeZ65qMIZ3wHgNBYEj5rDpFwf+8oDFv+x4LaANatx1mcLXVgmFRe672gl7aKEFgmD+agKgIVkDKhAXdq0wPHLXcJjBkfeaiKDBkU/5tI0nva0qCaRdaO0+3ed7zVBIZsi3YSnM+SIIzGGUSdP+32zZMxNEXCWKgglLm+8Zr167FBRdcAAA444wzsHLlSnz605/Gr371q7avLYrDfuu7UXnMnngGcRzrOMrca+bm5pBMusuBm+Ve/RIaXnnllbjssstcn09MTEBVVeTzeRSLRaiqCkmSkMlkLKdLVVWUSiXr2vZjRVFENpvF1NSU1Q/GmHVsLpfD7OwsFEWBKIoYHR3F5OSkdawgCJid1ZNYjo6OolQqoVqtQhAE5HI569hkMglJkjAzMwMAyGazqFQqqFQq+kJrbAwTExPWsbIso1gsuo4FgPHxcUxOToJzjkQigUQiYR07MjICRVEs53N8fBxTU1PQNA2yLCOVSmF6ehozMzMYGRmxdAMAY2NjKBQK0DTNpcNMJgNN06xjg/Rtlj7302G9vu06tB9br8NUKgVRFC0d1us7n887dNisvhOJBDjn1r+z2Syq1apDh83q265Du769dDg2Nobp6WlfHXLOPfVdr8NO9B10z1arVVQqFU99e92z5v05yPTaPs3MzLjGb9jtU7Vata7lZ5/MY4fFPs3OzmJ8fLxt+2TX4SDYJ8aY1f9u2acgfXvds5IkWf8eZMiHioYPZR7bjI2amZmJvI3q1Ifqpo0y+zBoPlSrNqpZH4rxbmUj6wKf/vSn8ZWvfAXbtm1zbO+88sorcdFFF+Fvf/tbU1s7C4UC8vk8pqamrOtomgbBI4tw0G6hQYeBg/e4nGcUdlj5jfUwE3WZvebkoLFy5UosXLgQP/3pTx2fP/3009hrr71w3XXX4SMf+YjrPK9f+ZYuXdqULqI+rv2AdOKE9OGmVZ2QfWrdPsXxviOZh5+oyks2inyofkD664y46K9Z+zRQmmjmfeN2MSOFcSIvVvvdhb4Qx7GOo8y9ZvHixdiyZYvrc/OzJUuWeJ6XTCaRy+Ucf81C4+qGdOKE9OEmjjrptX2Ko45J5uEnbvL2EvKhBg/SX2eQ/pwM1Ot7Yb1vbN4E9veOC4WC5ytOlbliR32OMmWxiora29cSPvCNB3v6fV7kxSq+eOqb+92NnuJ3f0cFcy4O0MZNF/vttx8efPBBFAoFh1P0yCOPWO3NYOqgmbwIUR/XfkA6cUL6cNOqTsg+1WjWPsXxviOZh5+oyks2qgb5UL2D9NcZcdFf0/aJDxC77LILf9e73uX6/Pnnn+cA+Fe/+lXP8z73uc9x6NUl6Y/+6C/Cfxs3buyyFekev/nNbzgAvnbtWuuzUqnEV6xYwQ8++OCmr7Nx48a+jwP90R/9uf/IPpF9oj/6i/If2SiyUfRHf1H9a2SfBmqnVDqddux4MjGTfZkJvepZs2YNzj//fOvfmqZh27Zt2G677cAYs94/3rhx48C+i90qcZQZiKfcgyAz5xzT09O+27MHgYMPPhgnnXQS1qxZg61bt2LFihW4+eabsWHDBtxwww1NX2fJkiXYuHEjRkdHrXK8XgzCuPYa0okT0oebdnRC9qlGM/YpjvcdyTz8MkdZXrJRNciH6g2kv86Ik/6atU8DFZRavHgxNm3a5Pq8mfeN6ys6jI2NuY5r9V3kYSCOMgPxlDvqMufz+X53oWNuueUWXHzxxbj11lsxMTGBffbZB/fddx8OO+ywpq8hCAJ23HHHpo+P+rj2A9KJE9KHm1Z1QvZJpxX7FMf7jmQefqIqL9koHfKhegvprzPior9m7NNABaXCet+YIAiiG6RSKaxduxZr167td1cIgiAckH0iCCLKkI0iiPgyUNX3TjzxRKiqiuuvv976rFwu46abbsLBBx+MpUuX9rF3BEEQBEEQBEEQBEEQRLMM1E6psN43rieZTOJzn/uc6xW/YSaOMgPxlDuOMscBGlc3pBMnpA83pJPuE0cdk8zDT9zkHXZoPDuD9NcZpD83jPPBqh9aKpVw8cUX47bbbrPeN/785z+Po446qt9dIwiCIAiCIAiCIAiCIJpk4IJSBEEQBEEQBEEQBEEQxOAzUDmlCIIgCIIgCIIgCIIgiOGAglIEQRAEQRAEQRAEQRBEz6GgFEEQBEEQBEEQBEEQBNFzhjooVS6XceGFF2LJkiVIp9M4+OCDcf/99zd17qZNm3DyySdjbGwMuVwO7373u/HCCy90uced8dhjj+ETn/gE9tprL4yMjGDZsmU4+eST8eyzzzY8d926dWCMef69/PLLPeh9+6xfv96377/5zW8anj+IYw0Aq1ev9pWbMYZNmzb5nnvppZd6npNKpXooAeFF3OxWI+Jq14KIq80Lguxh/+nEdg0ixWIRn/vc53D00Udj3rx5YIxh3bp1/e5WV+nEHg8if/rTn3DSSSdhl112QSaTwfz583HYYYfhv//7v/vdNaJN4manwiRu87/bXHHFFWCMYeXKlf3uSiSQ+t2BbrJ69WrcfffdOO+887Dbbrth3bp1OOaYY/Dggw/i0EMP9T2vWCziiCOOwNTUFC666CLIsoyvfvWrOPzww/Hkk09iu+2266EUzXPVVVfh4YcfxkknnYR99tkHL7/8Mq699lq86U1vwm9+85umbvrLL78cO++8s+OzsbGxLvU4XM4991wceOCBjs9WrFgReM6gjjUAfOQjH8GRRx7p+Ixzjo9+9KNYvnw5dthhh4bX+MY3voFsNmv9WxTF0PtJtEbc7FYj4m7XgoibzQuC7GH/add2DSqvvfYaLr/8cixbtgz77rsv1q9f3+8udZ0w7PEg8eKLL2J6ehof/OAHsWTJEszOzuK73/0ujjvuOHzzm9/E2Wef3e8uEi0SNzsVJnGb/93kpZdewhe/+EWMjIz0uyvRgQ8pjzzyCAfA165da302NzfHd911V37IIYcEnnvVVVdxAPzRRx+1PnvmmWe4KIp8zZo1Xetzpzz88MO8XC47Pnv22Wd5Mpnkp512WuC5N910EwfAH3vssW52sSs8+OCDHAC/6667Wj53UMfaj4ceeogD4FdccUXgcZ/73Oc4AP7qq6/2qGdEM8TRbjUirnYtCLJ5zUH2sHd0YrsGlVKpxLds2cI55/yxxx7jAPhNN93U3051mU7s8bCgKArfd999+R577NHvrhAtEkc7FSY0/8PjlFNO4W9/+9v54Ycfzvfaa69+dycSDO3re3fffTdEUXT8ipFKpXDWWWfh17/+NTZu3Bh47oEHHuj4BXrPPffEO97xDtx5551d7XcnrFq1ColEwvHZbrvthr322gvPPPNM09eZnp6Gqqphd68nTE9PQ1GUpo8f1LH244477gBjDO9///ubOp5zjkKhAM55l3tGNEMc7VYjyK4FE3ebFwTZw97Rie0aVJLJJBYtWtTvbvSUsOzxICOKIpYuXYrJycl+d4VokTjaqTCh+R8Ov/jFL3D33Xfja1/7Wr+7EimGNij1xBNPYPfdd0cul3N8ftBBBwEAnnzySc/zNE3D73//exxwwAGutoMOOgjPP/88pqenQ+9vt+Cc45VXXsH8+fObOv6II45ALpdDJpPBcccdh+eee67LPQyPD33oQ8jlckilUjjiiCPw29/+NvD4YRvrarWKO++8E6tWrcLy5cubOmeXXXZBPp/H6OgoTj/9dLzyyivd7SQRCNmt5oiTXQsi7jYvCLKHvaVd20UMPq3a40FkZmYGr732Gp5//nl89atfxf/8z//gHe94R7+7RbQI2anwicP8DxNVVXHOOefgwx/+MPbee+9+dydSDG1OqS1btmDx4sWuz83PNm/e7Hnetm3bUC6XG567xx57hNjb7nH77bdj06ZNuPzyywOPy2QyWL16tbV4e/zxx/GVr3wFq1atwu9+9zssXbq0Rz1unUQigfe+97045phjMH/+fDz99NO4+uqr8da3vhW/+tWvsP/++3ueN2xj/b//+794/fXXcdpppzU8dnx8HJ/4xCdwyCGHIJlM4qGHHsJ//Md/4NFHH8Vvf/tb1wOb6A1kt5ojDnYtCLJ5jSF72FvatV3E4NOsPR5kPvWpT+Gb3/wmAEAQBJxwwgm49tpr+9wrolXIToVPHOZ/mFx33XV48cUX8cADD/S7K5FjaINSc3NzSCaTrs/Najpzc3O+5wFo69yo8ec//xkf//jHccghh+CDH/xg4LEnn3wyTj75ZOvfxx9/PI466igcdthhuOKKK3Ddddd1u7tts2rVKqxatcr693HHHYcTTzwR++yzD9asWYMf//jHnucN01gD+qsqsiw7xtGPT37yk45/v/e978VBBx2E0047DV//+tfxmc98plvdJAIgu9WYuNi1IMjmNYbsYW9p13YRg00r9niQOe+883DiiSdi8+bNuPPOO6GqKiqVSr+7RbQI2alwicv8D4vXX38dl1xyCS6++GIsWLCg392JHEP7+l46nUa5XHZ9XiqVrHa/8wC0dW6UePnll/EP//APyOfz1jvUrXLooYfi4IMPHsho7ooVK/Dud78bDz74oG8emWEZa0CvqPX9738fRx11VNvVs97//vdj0aJFAznew0Lc7VYj4m7XgoibzQuC7GHvadd2EYNLGPZ4UNhzzz1x5JFH4owzzsB9992HYrGIY489lvLPDRhkp8IjTvM/LP71X/8V8+bNwznnnNPvrkSSoQ1KLV68GFu2bHF9bn62ZMkSz/PmzZuHZDLZ1rlRYWpqCu9617swOTmJH//4xx31d+nSpdi2bVuIvesdS5cuRaVSwczMjGf7MIy1yb333ovZ2dmmXlUJYpDHexiIs91qBNm1xsTJ5gVB9rD3tGu7iMEkTHs8iJx44ol47LHH8Oyzz/a7K0QLkJ0Kh7jP/3Z47rnncP311+Pcc8/F5s2bsWHDBmzYsAGlUgnVahUbNmyIvb8xtEGp/fbbD88++ywKhYLj80ceecRq90IQBOy9996eCWMfeeQR7LLLLhgdHQ29v2FRKpVw7LHH4tlnn8V9992HN77xjR1d74UXXhjYLYYvvPACUqkUstmsZ/ugj7Wd22+/HdlsFscdd1zb1+CcY8OGDQM73sNAXO1WI8iuNUecbF4QZA97T7u2ixg8wrbHg4j5mtfU1FSfe0K0AtmpzqH53x6bNm2Cpmk499xzsfPOO1t/jzzyCJ599lnsvPPOsc/LNbRBqRNPPBGqquL666+3PiuXy7jppptw8MEHWwlu//a3v+HPf/6z69zHHnvM4bj/5S9/wc9+9jOcdNJJvRGgDVRVxSmnnIJf//rXuOuuu3DIIYd4Hrdlyxb8+c9/RrVatT579dVXXcf96Ec/wuOPP46jjz66a30OA6++P/XUU/jBD36Ad77znRAE/TYfprG28+qrr+KBBx7Ae97zHmQyGVe7l9xeOvvGN76BV199NfLjPczE0W41Iq52LYi427wgyB72h2ZtFzHYNGuPh4WtW7e6PqtWq7jllluQTqdpQT5gkJ3qjLjN/zBZuXIl7rnnHtffXnvthWXLluGee+7BWWed1e9u9hXGh/iF6JNPPhn33HMP/uVf/gUrVqzAzTffjEcffRQ//elPcdhhhwEA3va2t+HnP/+5473w6elp7L///piensYFF1wAWZbxla98Baqq4sknn4zsL6fnnXcerrnmGhx77LGeyV1PP/10AMDq1atx8803469//atVKnu33XbD/vvvjwMOOAD5fB6/+93vcOONN2Lx4sV47LHHsHDhwl6K0hJvf/vbkU6nsWrVKmy//fZ4+umncf3110OWZfz617/GG97wBgDDNdZ2rr32Wpxzzjn48Y9/jKOOOsrV7iV3JpPBKaecgr333hupVAq//OUv8e1vfxv77rsvHn74Yc/FHNEb4ma3GhFXuxZE3G1eEGQP+0cztmvYuPbaazE5OYnNmzfjG9/4Bk444QSr+uU555yDfD7f5x6GS7P2eFh4z3veg0KhgMMOOww77LADXn75Zdx+++3485//jC9/+cs4//zz+91FokXiaKfCIm7zvxe87W1vw2uvvYY//vGP/e5K/+FDzNzcHL/gggv4okWLeDKZ5AceeCD/8Y9/7Djm8MMP515q2LhxIz/xxBN5Lpfj2WyW/+M//iN/7rnnetX1tjBl8fsz+eAHP8gB8L/+9a/WZ5/97Gf5fvvtx/P5PJdlmS9btox/7GMf4y+//HIfJGmNa665hh900EF83rx5XJIkvnjxYn766ae7xmuYxtrOm9/8Zr799ttzRVE8273k/vCHP8zf+MY38tHRUS7LMl+xYgW/8MILeaFQ6EWXiQDiZrcaEVe7FkTcbV4QZA/7RzO2a9jYaaedfG2T3RYNC83a42HhW9/6Fj/yyCP5woULuSRJfHx8nB955JH8+9//fr+7RrRJHO1UWMRt/veCww8/nO+111797kYkGOqdUgRBEARBEARBEARBEEQ0GdqcUgRBEARBEARBEARBEER0oaAUQRAEQRAEQRAEQRAE0XMoKEUQBEEQBEEQBEEQBEH0HApKEQRBEARBEARBEARBED2HglIEQRAEQRAEQRAEQRBEz6GgFEEQBEEQBEEQBEEQBNFzKChFEARBEARBEARBEARB9BwKShEEQRAEQRAEQRAEQRA9h4JSRF/YsGEDGGNgjGHRokVQFMXzuGeeecY6bvny5S1/z6WXXmqdb/5lMhmsXLkSn/3sZ1EoFDqUhCCIKNFt27Ju3TqXTQn6W716NYDu2qJNmzbha1/7Gt75zndi2bJlSCQSWLRoEd773vfikUceafu6BEEQBEEQBNFtpH53gIg3kiThlVdewY9+9CMcd9xxrvYbbrgBgtB57PS9730vVq5cCQDW933xi1/Efffdh0cffRTJZLLj7yAIIjp0y7bst99++NznPuf4bMOGDbj55pux77774vjjj3cdb6cbtujf//3fcdVVV2HXXXfFO9/5TixYsADPPfcc7r33Xtx777244447cMopp7R8XYIghocNGzZg5513dnwmSRK23357vOUtb8GnP/1pHHDAAX3qHUEQw4Ld1ixcuBAvvfQSJMkdcnjmmWfwxje+EQCw0047Yd26dTjiiCOa/p7DDz8c69evx5NPPonvfve7uP/++/HCCy9gamoKO+ywA44++mh89rOfxQ477BCOYERXoaAU0VdWrVqFp556CjfeeKNr4agoCm677TYceeSR+PnPf97R95x44ok49dRTrX+XSiW8+c1vxlNPPYU77rgDH/rQhzq6PkEQ0aJbtmW//fZzBZrWr1+Pm2++Gfvttx8uvfTSwPO7YYsOOuggrF+/Hocffrjj84ceegjveMc78LGPfQzHH388Bd8JgsCuu+6K008/HQAwMzODxx9/HHfddRfuvfdePPDAAzjssMP63EOCIIaBVn8cXL58uetHv8nJSVxzzTXYaaedrJ3n9uMB4KMf/SgeeeQRHHTQQTj11FORTCbxyCOP4Bvf+AbuuusuPPTQQ9hzzz1Dl48IFwpKEX0lnU7j1FNPxQ033ICtW7di++23t9ruu+8+vPLKKzjzzDM7DkrVk0qlcNppp+Gpp57C448/TkEpghgy+mVbWiUMW3TCCSd4fv7Wt74VRxxxBH7yk5/gD3/4A+2CIAgCK1ascAXPv/SlL2HNmjW4+OKL+24TCYIYDlr9cXD58uUu27RhwwZcc801nm0mp512Gm677TasWLHC8flVV12Fz3zmM/jUpz6FH/7wh6HJRXQHyilF9J0zzzwTiqLg1ltvdXx+4403Yt68ea7XYcLGa0spQRCDT79tS6t0wxbJsty1axMEMRycddZZAIDHH3+8zz0hCGJYMH8c/OEPf4itW7c62uw/DnbKOeec4wpIAcAFF1yAdDpNgfYBgYJSRN856KCDsHLlStx0003WZy+//DL+53/+B6eddlpXXjkplUq4/fbbAQCHHnpo6NcnCKL/9MO2tEo3bdHf/vY3PPDAA1i8eDH23nvvUK9NEMTwQcFrgiDCpJ8/DjLGIMsy2bUBgUaJiARnnnkmzj//fDzyyCM4+OCDcfPNN0NRlFAi6ABw9913489//jMAYOvWrfjhD3+Iv/3tb3jPe97j++oLQRCDT7dtS6v0yhZVq1V84AMfQLlcxlVXXQVRFEO7NkEQw8V//dd/AaAf6QiCCBf7j4Of+tSnANR+HPzYxz7W1R8H7777bhQKBZx00kld+w4iPCgoRUSC008/HRdeeCFuvPFGHHzwwbjpppuw//77uxIKt8t3v/tdfPe733V8dtJJJ+E73/kOGGOhfAdBENGj27alVXphizRNw+rVq/GLX/wC//RP/4QPfOADoVyXIIjB5//+7/+s3CxmovMHH3wQCxcuxNq1a/vbOYIgho5+/Di4ceNGnHvuuUin0/j85z/fte8hwoNe3yMiwYIFC3Dsscfi29/+Nh544AH85S9/CdVYfetb3wLnHNVqFX/84x9x9NFH46677sIll1wS2ncQBBE9um1bWqXbtkjTNJx55pm44447cPrpp+O6664L5boEQQwHzz//PC677DJcdtlluPrqq/Hggw9i0aJF+OUvf4k3vOEN/e4eQRBDxumnnw5ZlnHjjTcCQNd/HHz99ddxzDHHYOvWrbj++uuxxx57dOV7iHChoBQRGc466ywUCgWsXr3aqkgVNpIkYa+99sI999yDFStW4IorrsDvfve70L+HIIjo0Avb0irdsEWapuFDH/oQbr75Zrzvfe/DunXrHOWWCYIgjjrqKHDOwTnH1q1bsXbtWmzduhXHHXccisViv7tHEMSQ0csfB19//XW84x3vwJ/+9Cd84xvfwOmnn96V7yHCh7xVIjIcddRR2GGHHbBp0yYcf/zxGB8f79p3pVIpXH311eCc4zOf+UzXvocgiP7TS9vSKmHZIjMgdcstt+CUU07BrbfeSnmkCIIIZMGCBbjgggtw0UUX4ZlnnsG//uu/9rtLBEEMIb34cdAMSD311FO49tpr8ZGPfCT07yC6BwWliMggiiLuvfde3HPPPbjyyiu7/n3vfve78aY3vQn3338/Hnrooa5/H0EQ/aHXtqVVOrVF5it7t9xyC0466STcdtttFJAiCKJpLrroIixZsgRf//rXsWHDhn53hyCIIaPbPw7aA1L//u//jn/+538O9fpE96FE50SkOOCAA3DAAQf07PsuvfRSHHfccbjkkkvw4IMP9ux7CYLoLb22La3SiS26/PLLcfPNNyObzWL33XfHF77wBdcxxx9/fN+SuxMEEW3S6TQuvPBCfPKTn8TnP/953HDDDf3uEkEQQ4T54+BLL70Uui+ybds2HHnkkXjqqadwzTXX4BOf+ESo1yd6AwWliFhz7LHH4oADDsD69evxs5/9DG9/+9v73SWCIGJIJ7bI3NlQLBZxxRVXeB6zfPlyCkoRBOHL2Wefjauuugq33HILLrroIuy666797hJBEENEt34cPOGEE/Dkk09izz33xLZt26zqonbOO+88jI2Nhf7dRHgwzjnvdycIgiAIgiAIgugOGzZswM4774yjjjoKP/7xjz2Pufbaa3HOOefgAx/4AG655ZYe95AgiGGgGVtjJ5VKYdGiRZ6vDpvXOvzww7F+/XrP85cvX44XX3wx8Dv++te/Yvny5U30nugXFJQiCIIgCIIgCIIgCIIgeg4lOicIgiAIgiAIgiAIgiB6DuWUIgaKJ598Evfee2/D45YvX47Vq1d3vT8EQQwHUbMtXjkRvKA8CQRBEARBEMQgQ6/vEQPFunXr8KEPfajhcUHvHhMEQdQTNdvCGGvqOMqTQBAEQRAEQQwyFJQiCIIgCIIgCIIgCIIgeg7llCIIgiAIgiAIgiAIgiB6DgWlCIIgCIIgCIIgCIIgiJ5DQSmCIAiCIAiCIAiCIAii51BQiiAIgiAIgiAIgiAIgug5FJQiCIIgCIIgCIIgCIIgeg4FpQiCIAiCIAiCIAiCIIieQ0EpgiAIgiAIgiAIgiAIoudQUIogCIIgCIIgCIIgCILoORSUIgiCIAiCIAiCIAiCIHoOBaUIgiAIgiAIgiAIgiCInkNBKYIgCIIgCIIgCIIgCKLnUFCKIAiCIAiCIAiCIAiC6DkUlCIIgiAIgiAIgiAIgiB6DgWlCIIgCIIgCIIgCIIgiJ5DQSmCIAiCIAiCIAiCIAii51BQiiAIgiAIgiAIgiAIgug5FJQiCIIgCIIgCIIgCIIgeg4FpQiCIAiCIAiCIAiCIIieQ0EpgiAIgiAIgiAIgiAIoudI/e5AP9A0DZs3b8bo6CgYY/3uDkHEHs45pqensWTJEghCvGPlZJ8IIlqQfapB9okgogfZqBpkowgiWjRrn2IZlNq8eTOWLl3a724QBFHHxo0bseOOO/a7G32F7BNBRBOyT2SfCCLKkI0iG0UQUaWRfYplUGp0dBSArpxcLgcAmJiYwPj4eD+71XPiKDMQT7mjLnOhUMDSpUutuRlnvOyTH1Ef135AOnFC+nDTqk7IPtVo1j7F8b4jmYefqMpLNqoG+VC9g/TXGXHRX7P2KZZBKXM7Zy6XswyWqqoNjdewEUeZgXjKPSgy01Zrb/vkx6CMay8hnTghfbhpVydkn5q3T3G870jm4Sfq8pKNIh+ql5D+OiNu+mtkn+L94rGNsbGxfneh58RRZiCecsdR5jhA4+qGdOKE9OGGdNJ94qhjknn4iZu8ww6NZ2eQ/jqD9OeEglIGhUKh313oOXGUGYin3HGUOQ7QuLohnTghfbghnXSfOOqYZB5+4ibvsEPj2Rmkv84g/TmJ5et7Xmia1u8u9Jw4ygzEU25N06BxQFEBMEASAIF2eQ88cbyXG0E6cUL6cEM66T6DrmPOAZUDqgaIAiAyoNGbUYMuczvETea4yTvsDOp4cg7dp9d0X14SGtunbjCo+osKpD8nFJQykGW5313oOXGUGYif3JwDEGRUVPMDoKLqTna/HmREOMTtXm4G0okT0ocb0kn3GVQdm4u9qm2toGiAitqPOX7PzEGVuRPiJnPc5B12BnE8NQ5UVYAb/1Y5oKq6fWomeB4mg6i/KEH6c0Kv7xmkUql+d6HnxFFmIF5ycw6UVSDhIbNqtHHucSIxEMTpXm4W0okT0ocb0kn3GVQdK5ozIGXCoX+uBjwvB1XmToibzHGTd9gZtPFUNf1HZS8zpBhtvWTQ9Bc1SH9OKChlMD093e8u9Jw4ygzES27zwRUnmeMEjasb0okT0ocb0kn3GVQdN/qNRgs4YFBl7oS4yRw3eYedQRvPRvap178xD5r+ogbpzwkFpQiCIAiCIAiCIAiCIIieQzmlDDKZTL+70HPiKDMQT7kz6fjJHAfavZfPWveYb9sNqw9stzuRII7zOwjShxvSSfeJo45J5uEnbvIOOzSenUH66wzSnxPaKWUQxwz4cZQZiKfcGo+fzHEgjvdyI0gnTkgfbkgn3WdYdRyUQ3hYZQ4ibjLHTd5hZ9DGM2p1iQZNf1GD9OeEglIGpVKp313oOXGUGYiX3GapWD+ZZaq+N9DE6V5uFtKJE9KHG9JJ9xlUHcuCv2NsPk/9GFSZOyFuMsdN3mFn0MZTYHqFPS8YgITY0+4MnP6iBunPCb2+RxBDjiQACaNUrFk5qB+lYwmCIAgiyjAGJCRn2XUGQBb1BSFBEES/YEy3RRLXq4GahRdkQbdP5NMTgwwFpQzy+Xy/u9Bz4igzEE+5x8byEAT9QQbQg2tYiOO93AjSiRPShxvSSfcZdB0LzLnroJln5qDL3A5xkzlu8g47gzqezLBPvM8+/aDqLyqQ/pzQ63sGxWKx313oOXGUGYin3KbMjH5JGSrieC83gnTihPThhnTSfYZBx+bzstln5jDI3Cpxkzlu8g47gz6e/fbpB11//Yb054SCUgaqqva7Cz0njjID8ZQ7jjLHARpXN6QTJ6QPN6ST7hNHHZPMw0/c5B12aDw7g/TXGaQ/JxSUMpCk+L3JGEeZgXjKHUeZ4wCNqxvSiRPShxvSSfeJo45J5uEnbvIOOzSenUH66wzSnxMKShlkMpl+d6HnxFFmIJ5yx1HmOEDj6oZ04oT04YZ00n3iqGOSefiJm7zDDo1nZ5D+OoP054SCUgaFQqHfXeg5cZQZiKfccZQ5DtC4uiGdOCF9uCGddJ846phkHn7iJu+wQ+PZGaS/ziD9OaF9YwRBEITFWese8227YfWBPewJQRAEQRAEQRDDDu2UMkin0/3uQs+Jo8xAPOWOo8xxgMbVDenECenDDemk+8RRxyTz8BM3eYcdGs/OIP11BunPCQWlCIIgCIIgCIIgCIIgiJ5DQSmDubm5fneh58RRZiCecsdR5jhA4+qGdOKE9OGGdNJ94qhjknn4iZu8ww6NZ2eQ/jqD9OeEglIEQRAEQRAEQRAEQRBEz6GglEE+n+93F3pOHGUG4il3HGWOAzSubkgnTkgfbkgn3SeOOiaZh5+4yTvs0Hh2BumvM0h/TigoZVAsFvvdhZ4TR5mBeModR5njAI2rG9KJE9KHG9JJ94mjjknm4Sdu8g47NJ6dQfrrDNKfEwpKGaiq2u8u9Jw4ygzEU+44yhwHaFzdkE6ckD7ckE66Txx1TDIPP3GTd9ih8ewM0l9nkP6cUFDKQBTFfneh58RRZiCecsdR5jhA4+qGdOKE9OGGdNJ94qhjknn4iZu8ww6NZ2eQ/jqD9OeEglIG2Wy2313oOXGUGYin3HGUOQ7QuLohnTghfbghnXSfOOqYZB5+4ibvsEPj2Rmkv84g/TmhoJTB1NRUv7vQc+IoMxBPueMocxygcXVDOnFC+nBDOuk+cdQxyTz8xE3eYYfGszNIf51B+nNCQSmCIAiCIAiCIAiCIAii51BQyiCVSvW7Cz0njjID8ZQ7jjLHARpXN6QTJ6QPN6ST7hNHHZPMw0/c5B12aDw7g/TXGaQ/JxSUMmCM9bsLPSeOMgPxlDuOMscBGlc3pBMnpA83pJPuE0cdk8zDT9zkHXZoPDuD9NcZpD8nFJQymJub63cXek4cZQaiKTfngKIBJQWoqPq/wySKMhOdQ+PqhnTihPThhnTSfYZJx5wDqgaUFf1P83k+D5PMzRI3meMm77DTrfHkHKiquk9f7YJPHxVoPnQG6c8JBaUIoo9Yzq6qB6UA3eE1/z2sD7JuUSwW8bnPfQ5HH3005s2bB8YY1q1b53nsM888g6OPPhrZbBbz5s3DBz7wAbz66quu4zRNw7/9279h5513RiqVwj777INvfetbHV2TIAiCiD4a138oqmoAh/5XUYFKQHCKIIh4Yv7AXFYB1bAPKvn0BNEUUr87EBVyuVy/u9Bz4igzEC25VV4LRtWjaIAGIBHCLI2SzN3ktddew+WXX45ly5Zh3333xfr16z2Pe+mll3DYYYchn8/ji1/8IorFIq6++mr84Q9/wKOPPopEImEd+9nPfhZf+tKX8E//9E848MAD8f3vfx/vf//7wRjDqaee2tY1wyIu49oKpBMnpA83pJPuMww6NgNSnm3Q25IiYL6BMQwyt0rcZI6bvMNO2ONZ1fyD1YoGQACkIXpji+ZDZ5D+nFBQymB2dhajo6P97kZPiaPMQLTkbvSrSVg/qkRJ5m6yePFibNmyBYsWLcJvf/tbHHjggZ7HffGLX8TMzAwef/xxLFu2DABw0EEH4e///u+xbt06nH322QCATZs24ctf/jI+/vGP49prrwUAfPjDH8bhhx+O/+//+/9w0kknQRTFlq4ZJnEZ11YgnTghfbghnXSfOOqYZB5+4ibvsBP2eDb06YdspxTNh84g/Tmh1/cMFEXpdxd6ThxlBuIpd1xkTiaTWLRoUcPjvvvd7+If//EfreARABx55JHYfffdceedd1qfff/730e1WsU///M/W58xxvCxj30ML730En7961+3fM0wicu4tgLpxAnpww3ppPvEUcck8/ATN3mHHRrPziD9dQbpzwkFpQzM3Q5xIo4yA/GUO44y+7Fp0yZs3boVBxxwgKvtoIMOwhNPPGH9+4knnsDIyAje8IY3uI4z21u9ZpjQuLohnTghfbghnXSfOOqYZB5+4ibvsEPj2Rmkv84g/Tmh1/cM4rh9Lo4yA9GSmzEEvqMX1qvnUZK532zZsgWA/qpfPYsXL8a2bdtQLpeRTCaxZcsWLFy40FW21Tx38+bNLV+znnK5jHK5bP27UCg0LQuNqxvSiRPShxvSSfeJo45J5uEnbvIOO2GPJ2PD94peEDQfOoP054SCUgaTk5MYHx/vdzd6ShxlBqIlt8gACN7JzgUGyCHtZYySzP3GLMHqFSBKpVLWMclk0vrfoONavWY9V155JS677DLX5xMTE1BVFfl8HsViEaqqQpIkZDIZK3BVqVSQz+et77cfK4oistkspqamrH4wxjA3N4cxsYKCKiMjKJAYh8oZpjUJY2IVAFDSRGgAMoKe5XdalZASNExMTEAQBORyOUxOTloyS5KEmZkZAEA2m0WlUkGlUgFjDGNjY5iYmLCOlWUZxWLRdSwAjI+PY3JyEpxzJBIJJBIJ69iRkREoimIF8MbHxzE1NQVN0yDLMlKpFKanp1EoFLB48WKoqopSqQQAGBsbQ6FQgKZpLh1mMhlommYdG6TvdDrtGO9cLofZ2VkoiuKpb0EQMDs76zq2XoepVAqiKFo6HB0dRalUQrVahSAIyOfzDh02q+9EIoHZ2VlIkmQdW61WHTpsVt92Hdr17aXDsbExTE9P++qQc+6p73oddqLveh3a9V0qlbDddtt56tvrnjXvT6J5huGZYz6DFc392xEDINuSnAPDIXOrxE3muMk77IQ9nqa9UD0CU5Jg+PxDBM2HziD9OaGgFEH0Ecb0Shwiqz3IBACSqDvERPiYC1377iQTc6FsHpNOp5s+rtlr1rNmzRqcf/751r8LhQKWLl2K8fFxqzJHfYUO8yE2MTGBVCplBb6CjjVJpVKYVPVKgEVNdrSZn5tU1NrW4hlNcFyr/rr26oKyLGNkZMT3WPu/648dGxvzPTaRSCCTyVj/zufznseafbHr3O9YE/uxzejQpP6Xrvpj7YHIRsfadZjNZps+NkjflUrFpW+7DsPQt0krOuyFvv10ODExYQXhGh0LUN6HOCMK+rPYXilXNj5j9IwmCMIGY3qwWuSAoupVOs3gNtkLggiGglIGdqc3LsRRZiCacpsPMol358EVRZn7hfmKnfnKnZ0tW7Zg3rx51sJ28eLFePDBB8E5d7zCZ567ZMmSlq9ZTzKZ9G1rBI2rG9KJE9KHG9JJ9xkmHdt/PDL/7cUwydwscZM5bvIOO90aT4EBCUl/lW+Yg1E0HzqD9OeEEp0bCEL8VBFHmYFoy92th1eUZe41O+ywAxYsWIDf/va3rrZHH30U++23n/Xv/fbbD7Ozs3jmmWccxz3yyCNWe6vXDBMaVzekEyekDzekk+4zjDpmDXZHDaPMjYibzHGTd9jp9ngOc0AKoPnQKaQ/JwOpjd/97nc47rjjMG/ePGQyGaxcuRL/7//9v46uaeahiBNRlVnjgKp1L1lgVOXuJnGUOYj3vve9uO+++7Bx40brs5/+9Kd49tlncdJJJ1mfvfvd74Ysy/j6179ufcY5x3XXXYcddtgBq1atavmaYULj6oZ04oT04SbOOumG/+RFHHXcqszc8HW0AU6MHLdxjpu8/aBXNgqojSfv8rpjWKH50BmkPycD9/reT37yExx77LHYf//9cfHFFyObzeL555/HSy+91O+uER2i2d7BBmqJRCm3EtEK1157LSYnJ63KeP/93/9t2YdzzjkH+XweF110Ee666y4cccQR+OQnP4lisYi1a9di7733xoc+9CHrWjvuuCPOO+88rF27FtVqFQceeCDuvfdePPTQQ7j99tsd5VybvSZBEEQ/IP8pOqiaM4E65Z0hiN7bKG7kirMXGzITktNcJIjewjgfnLhwoVDA7rvvjlWrVuHuu+9ue9tboVBAPp/H1NSUlWBVURSrQlFciJLMVdW7WgUQvrMWJbl7RdRl9pqT7bJ8+XK8+OKLnm1//etfsXz5cgDAn/70J5x//vn45S9/iUQigX/4h3/Al7/8ZSxcuNBxjqZpuOqqq/DNb34TW7ZswW677YY1a9bgtNNOc12/2WsG0You2h3Xs9Y91vI5AHDD6gPbOq+XRP1e7zWkDzet6iRM+9Qvuuk/eRHH+64ZmTkHKqq7mp+JJOh/g0Lcxjmq8pKNcl6nGV1oHJgrKxB9xlMW9EIHhD9RnQ+DQlz01+ycHChN3HHHHXjllVdwxRVXQBAEzMzMIJ1Oh/JOZqlUclXfGXaiIjPn/gEpQH9wcOg7p8IgKnL3kjjJvGHDhqaO22uvvfC///u/DY8TBAFr1qzBmjVrQrtmWMRpXJuFdOKE9OEmjjrppv/kRRx13IzMpj/jh6INVlAqbuMcN3l7Sa9tlKoBpXIJI5L3eCoaBaUaQfOhM0h/TgZquj3wwAPI5XLYtGkT9thjD2SzWeRyOXzsYx+zyq63S7VaDamXg0McZQbiKXccZY4DNK5uSCdOSB9u4qiTbvpPXsRRx83IPDCvJjRJ3MY5bvL2kl7bKIDGs1NIf51B+nMyUEGp5557Doqi4N3vfjeOOuoofPe738WZZ56J6667LjBnS7lcRqFQcPzVE8cM+HGUGYin3HGUOQ7QuLohnTghfbiJo0666T95EUcdk8zDT9zk7SW9tlEAjWenkP46g/TnZKBe3ysWi5idncVHP/pRqxLDCSecgEqlgm9+85u4/PLLsdtuu7nOu/LKK3HZZZe5Pp+YmICqqsjn89a/JUlCJpOxjFo6nQYAzM3NAQDy+TyKxSJUVYUoishms5iamgIApFIpMMasY3O5HGZnZ6EoCkRRxOjoKCYnJ61jBUGwMu+Pjo6iVCqhWq1CEATkcjnr2GQyCUmSMDMzAwDIZrOoVCqoVCpgjGFsbAwTExPWsbIso1gsuo4FgPHxcUxOToJzDlmWUa1WrWNHRkagKArK5bJ17NTUFDRNgyzLSKVSmJ6eto5VVdX69WJsbAyFQgGaprl0mMlkoGmadaxdh5IkIZ3OYHLS0HfK0HfJ0OGorkPGFciSW992Hdr1Xa/DVCoFURQxMzMDzjkURXHoO5/PO3TYrL4TiQQSiYRD39Vq1aFDU9/1x9br267Den3X63BsbAzT09OWDuvvWc65Q9/m/V1/z9bf3/X3bJC+g+5Zu77rj/W6Z837k2iNQc0d0U1IJ05IH27iqJNu+k/257n5LLI/g4bRf/J6nkuSZF3Lz39SNSCRHoGmqiiVzWf0GIrTBaiaBlmSII827z8F+autPM+b9Z/q9c2MZJ/D7D/V37Nm/6PiP9nvu0Gm1zZKUYFEKoVyqVRbc+TymJ0pQlFVSKIIOT9cNirsNR7nHOVyOdI2KsprPFVVMTExEbqNGtQ13kAlOl+5ciX+9Kc/4ec//zkOO+ww6/Nf/OIXOPzww3HzzTfjjDPOcJ1XLpetmwLQE24tXbrUkXBrYmIC4+Pj3RciQkRF5kaJPxmAhBheovOoyN1Loi7zMCTpDItWdNHuuA5zovOo3+u9hvThplWdDIN96qb/5EUc77tmZNYMf8cPgen+zqAQt3GOqrxko1q3UaoGvLptAmNj3uM5aEUH+kFU58OgEBf9DWWi8yVLluBPf/qTq5LV9ttvDwC+vxQkk0kkk8mu949oD2Y4YRoHqpqzjUqzEgRBEERnkP8UDQQGJEW9uIu9DD2D4e/QIpiIKb22UaIAJAR9Tmq2X8UFAJKof04QRO8YqMff3/3d3wEANm3a5Ph88+bNAIAFCxa0fe04Ol1Rkpkx/QGRFGu/Tpj/HXZAKkpy94o4yhwHaFzdkE6ckD7cxFEn3fSfvIijjpuVmbGajyMyvfR8QhzMgFTcxjlu8vaSXtsoAEilkkiIxvwz56JEAalmofnQGaQ/JwP1CDz55JMBADfccIPj8//6r/+CJEl429ve1va1JWmgNo2FQhRlNp21bgSjTKIod7eJo8xxgMbVDenECenDTRx10k3/yYs46rhVmRkDZCMYNai7weM2znGTt5f02kYBtfEUbHORaB6aD51B+nMyUNrYf//9ceaZZ+LGG2+Eoig4/PDDsX79etx1111Ys2YNlixZ0va1Z2ZmkEgkQuxt9ImjzEA85Y6jzHGAxtUN6cQJ6cNNHHXSTf/JizjqmGQefuImby/ptY0CaDw7hfTXGaQ/JwMVlAKA6667DsuWLcNNN92Ee+65BzvttBO++tWv4rzzzut31wgb3MgPxTnlSSAIgiCIfkP+02DAuZ7jRtH0HRz2neNBbQQx6ETNRnGu539TNX0dQzluowXZw+FioKrvhYVXFvhqtQpZlvvcs97SDZm5YRzUursqSokDaayjxzBUjgmLVnTR7rgOc/W9qN/rvYb04aZVnZB9qtGsLuJ434Uhs8aBqkc1YknQk6ErmndbvxbLcRvnqMpLNqpGGD6UPdhRP99kIzk6BT/6Ox+CbOWgBA+jak/Cptk5SftXDCqVSr+70HO6IXNFdQekAEAz2rQIhEBprIlhgcbVDenECenDDemk+8RRx53KrGq6n+TlJimasfvcr03t6KvbJm7jHDd5hx2/8VS5/3yras7KmXGmX/NB48G2stIne9gqZE+cUFDKII43RjdkbhRzisK+PBprYligcXVDOnFC+nBDOuk+cdRxpzJ34h71a40ct3GOm7zDjt94NvoBPQprmSjQz6BUEIMyPGRPnFBQyoANwj6/kImjzEA85Y6jzHGAxtUN6cQJ6cMN6aT7xFHHJPPwEzd5hx0az84g/XUG6c8JBaUMxsbG+t2FnhNHmYF4yh1HmeMAjasb0okT0ocb0kn3iaOOSebhJ27yDjs0np1B+usM0p8TCkoZTExM9LsLPSeOMgPxlDuOMscBGlc3pBMnpA83pJPuE0cd91Pmfv3eHrdxjpu8w47feDacT7TBBUD/5sOwqJ/siRMKShGhkhD9jYUkRKP6HkEQBEEQRJQQmf7nh5//xADIYle6RBCxJGi9IjC9Ah/RPwSmj5EXDPpalBg8pH53ICokk8l+d6HndENmgenGQOW16hSiYTyi8uosjTUxLKtOef0AAQAASURBVNC4uiGdOCF9uCGddJ846rhTmRnTg0uSUfnLTOZrL0FvlqnXuL74kvpcnj5u4xw3eYcdv/FkxlpG43plS45a8Jd+XK/Rr/nAGCAZQXw/WzkIkD1xQkEpA1mW+92FntMtme3Gwvx3lKCxJoYFGlc3pBMnpA83pJPuE0cdhyWzuSA2K3zZfSghoK0fxG2c4ybvsNNoPM35ZtLv+RY1+j0fgmzlINBv/UUN2oBoUCwW+92FntNtmVlEo9U01sSwQOPqhnTihPThhnTSfeKo47BlDvKhouJfxW2c4ybvsNPMeJpzLQrzLWpEZT4M6vhERX9RgYJSRF/gvLbdkiAIgiAIIm5ovPYrP0EQw4O5zqH5TRDNQa/vGWSz2X53oef0Q2Zu5ENQDSMtAJB6/I42jTUxLNC4uiGdOCF9uCGddJ846rgVme25agA9N5Q4gL/2x22c4ybvsNON8TSDUVUjr24Ucr91C5oPnUH6c0I7pQwqlUq/u9Bzei2zogFltRaQAgANQEU1nLMe/ZpAY00MCzSubkgnTkgfbkgn3SeOOm5GZs51n6diC0gBNv9I617/ukHcxjlu8g47YY+nZszvqm0ec+j/rqjD94YIzYfOIP05oaCUQRxvjF7KzG3V+LxQe/g6H401MSzQuLohnTghfbghnXSfOOq4GZm1Br5OlYJSkSZu8g47YY+nUhdstsMxeEHnRtB86AzSnxMKShEEQRAEQRBElxmyjRIEQdig+U0Q7UNBKYPx8fF+d6HnxFFmIJ5yx1HmOEDj6oZ04oT04YZ00n3iqGOSefiJm7zDDo1nZ5D+OoP054SCUgaTk5P97kLPiaPMQDzl7ofM5iubw/YOfZSI473cCNKJE9KHG9JJ9+m1jqPwvInjfRU3meMm77AzrOPZK3s4rPrrFaQ/J6EHparVKn73u9/h97//PXhA5urf//73uOWWW8L++rYJ6uuw0muZGxWd6FUFPhrrbn9XLWmrYiR3rCgUnOoGcbyXG0E6cUL6cBNVnQyq/+RFr3Ts+bzpYeEUZ18af2kjP2fQfimO6lzqFnGTt55hslFA+OPZcH53eZ3jZw+75X/HfT50CunPSajPv7vuuguLFy/GgQceiP333x/Lli3DHXfc4XnsPffcgw996ENhfn1HJBKJfneh5/RSZsaAhKiXRa1HZEBS7F2pVBrr7mFWHqlPam9WWQxKdk+0Thzv5UaQTpyQPtxEUSeD7D950Qsda7y2+Grm827TjMyC4e94LU5lAZDFLnSsi0RxLnWTuMlrZ9hsFBD+eMqivtapn94M+udiF6POQfawW/53nOdDGJD+nIQ2PR599FG8733vw/T0NP7+7/8exxxzDF577TV84AMfwMc+9rGwvqZrxPHG6LXMjOlBqaSoB6IEI1Al9zAgBdBYdxONByd6pKBUuMTxXm4E6cQJ6cNN1HQy6P6TF73QcaNKVr2udNWszOaPdAkjOGX5RUJvfaEwiNpc6jZxk9dkGG0U0J3xtNY2gv7fsgAkpe7vkmq0G4qCUtGD9OcktKDUv/3bv0EQBPzsZz/Dj3/8Y/z3f/83/vKXv+DQQw/F9ddfj9WrV0d6m1qxWOx3F3pOv2RmrPZrQq9e2bNDY00MCzSubkgnTkgfbqKmk0H3n7yImo57QasyC7Yd5IMWjDKJ2zjHTV6TYbRRQPfGkzE9yNzt3VH9Jq7zISxIf05CmyoPP/wwjj/+eLzlLW+xPlu2bBl++tOf4tRTT8Utt9yCM844YyCNFkEQw8Xq1avBGPP927RpEwDgbW97m2f70Ucf7bpmuVzGhRdeiCVLliCdTuPggw/G/fff32vRCIIYMMh/IggiypCNIgii20hhXWjbtm3Ybbfd3F8gSbjtttsgyzJuueUWaJqGW2+9NayvDY2RkZF+d6HnDJPMnANVTX9vu9GvjsMkd7PEUeYgPvKRj+DII490fMY5x0c/+lEsX74cO+ywg/X5jjvuiCuvvNJx7JIlS1zXXL16Ne6++26cd9552G233bBu3Tocc8wxePDBB3HooYd2RQ4aVzekEyekDzdR08mg+09eRE3HndKMjzFsMjdD3GSOm7wmw2ijgNp4qpr+Jxqv3A3qzsVeE9f5EBakPyehBaUWLVqEV1991bONMYabbroJnHPceuut0DQNK1asCOurQ0FRlNi92zkMMpuVJlTbjzOqqjuNos+DZRjkbpVeySww3Wn3+63MK9F9PzjkkENwyCGHOD775S9/idnZWZx22mmOz/P5PE4//fTA6z366KP49re/jbVr1+KCCy4AAJxxxhlYuXIlPv3pT+NXv/pVuAIYxPFebgTpxAnpw03UdDLo/pMXvdCxKOjPez/CeN604mNE7b7qBXGTOW7ymgyjjQKASlUBFxKWz6rZAs+D9tpdP/zvuM6HsCD9OQktKLXnnnti/fr1vu2MMaxbtw4AcOutt2J0dDSsrw6FcrmMTCbT7270lEGXmRuVJrxQNECBd1W/QZe7HXols5kjQ+XOpIpmMtd+5BBrljvuuAOMMbz//e93tSmKglKphGw263nu3XffDVEUcfbZZ1ufpVIpnHXWWbjooouwceNGLF26NPQ+x/FebgTpxAnpw03UdDLo/pMXvdCxWcnO63kjh5CnqZGPocKotGV8T9Tuq14QN5njJq/JMNooVQOKc2WMJZ3jyaHvitT4YFXDDPK/w7CHXsR1PoQF6c9JaHHTd73rXfi///s/PPTQQ77HmEbrjDPOwPT0dFhfTcSUZt5cp7fbe4+9yqIkOKsMRZVqtYo777wTq1atwvLlyx1tzz77LEZGRjA6OopFixbh4osvRrVadRzzxBNPYPfdd0cul3N8ftBBBwEAnnzyyW52nyCIAYb8p/bxe96EsQBr5D+Qf0HEhWG0UY2q1TVqjyLdtIcE0W1C2yl18skn45VXXsHrr78eeJy5zXP58uV48cUXw/r6jhkfH+93F3pOHGUG4il3P2RmDJAG5EH4v//7v3j99dddr+7tuuuuOOKII7D33ntjZmYGd999N77whS/g2WefxXe+8x3ruC1btmDx4sWu65qfbd682fe7y+UyyuWy9e9CodB0v+N4LzeCdOKE9OEmajoZdP/Ji17rOArPm6jdV70gbjLHTV6TYbRRADA2Npzj2St7GNf5EBakPyeMR6hUQqFQwOTkJJYtW9b178nn85iamrJ2NkxNTSGfz3f1e6PGoMuscaASkE8C8N6hM+hyt0PUZfaak73k/e9/P+6++25s2bIF2223XeCxZ599Nv7zP/8Tv/71r/HmN78ZgB682mOPPfCjH/3IcewLL7yAXXfdFV/96ldx3nnneV7v0ksvxWWXXeb6fMOGDcjlcsjn8ygWi1BVFZIkIZPJWIErRVEwOjqKubk5AHAcK4oistkspqamAOivEzLGMDc3hy/c9zQKqoyMoEBiHCpnmNYkjIn6DrCSJkIDkBH0CTatSkgJGi47dk8IgoBcLofJyUkAQDKZhCRJmJmZAQBks1lUKhVUKhUwxjA2NoaJiQnrWFmWrTK49mMB/QE9OTkJzjkSiQQSiYR17MjICBRFsQJ44+PjmJqagqZpkGUZqVQK09PTKBaLWLhwIVRVRalUAgCMjY2hUChA0zSXDjOZDDRNs44N0nc6nQYAS9+5XA6zs7NQFMVT34IgYHZ21nVsvQ5TqRREUbR0ODo6ilKphGq1CkEQkM/nHTpsVt+JRAKlUgmCIFjHVqtVhw6b1bddh3Z9e+lwbGwM09PTvjrknHvqu16Hnei7Xod2fVcqFYyPj3vq2+uenZ2dxYIFC/pmn5qhn/6TF1F/5jRDMz6GPUXAMMjcKnGTOary9tuHaoao2aiqCkxMTiHnM54MQDK0rRvDSVTnw6AQF/01OycjNd2++tWv4vLLL4calLmyS2ia1vigIYFz3dkqVTWkFP2d6Si/WtUJXmJFZaw1rj8UgVq+pW5tsY2KzFGkWCzi+9//Po466qiGASkA+NSnPoX//M//xAMPPGAFpdLptGO3k4m58DYX116sWbMG559/vvXvQqGApUuXYnx83DLe9Ubc/HVlYmICqVQKqVTKavM71iSVSmFS1RMrFjXZ0WZ+blJRawkVZjTBca3669qTNcqy7KgqUn+s/d/1x46Njfkem0gkHO/f1z/MzWPNvtj17nesif3YZnRoUp87o/7YZDLZ9LF2HdbnL2tX32YAxn6sXYdh6NukFR32Qt9+OpyYmLCCcI2OBfTgb9Tpp//kRVSeOfZE5d3MrQJER2aTXvgYUZO528RN3jCJko3SuG4TNE7j2Qk0HzqjF/rjvJZnTAAgRXjNH6mgVD+RZbnxQUOA6aRwAJIsg0P/JbDbzlo3MCtkKD5z2q9sc7/H2iwtbX9f3Sw13a0AYb9ljjL33nuvZ9U9P8yE5du2bbM+W7x4MTZt2uQ6dsuWLQCAJUuW+F4vmUw6FtKt0OtxPWvdY75tN6w+sIc98YfudSekDzekk+7Tbx3bHXETzUhcHlSd106rPka/ZTbRDLl74WNEReZeETd5h436ueE3nuZcIYKh+dAZ3dSfuQFF0Wr5DzXoa36R+a+R+8mAFbzsHvZfYocVcyu6eXMmkylHW1nVb+JBwZ7Qz+5kiayW5M+Lfo61Wc3HK4GiGSDsRnLFONzf7XL77bcjm83iuOOOa+r4F154AQCwYMEC67P99tsPzz77rCsf1COPPGK1dwMaVzekEyekDzekk+7Tbx3XB6TsKJoepGlEqz5Gv2UGdB/Dz4/oho8RBZl7SdzkHSa85oZ9HWQiC9EvzhMVaD50Rjf1pxkbILzMvdrEq+n9gIJSBoNQKaJT6gNOxeJwyMxYrcJEUtR/3QiK/kZ9rLsRGIy6zP3i1VdfxQMPPID3vOc9rrKshULB9Uoe5xxf+MIXAABHHXWU9fmJJ54IVVVx/fXXW5+Vy2XcdNNNOPjgg63dVWHTaFzPWveY598wQ/e6E9KHG9JJ9+m3jhs9R1t5zjbrY/Rb5mYJ08cYFJnDIm7yDjv16yCJAWIEd5BEFZoPndFN/Q1i9Vh6fY8YGuhXDaJVvvOd70BRFM9X9373u9/hfe97H973vvdhxYoVmJubwz333IOHH34YZ599Nt70pjdZxx588ME46aSTsGbNGmzduhUrVqzAzTffjA0bNuCGG27opUgEQRBEFyAfgyCGGwpGEUT/oKCUgT1JbFzIZJqT2fxVbViMdRzHOo4yN8Ptt9+O7bffHkceeaSrbaeddsJb3/pW3HPPPXj55ZchCALe8IY34LrrrsPZZ5/tOv6WW27BxRdfjFtvvRUTExPYZ599cN999+Gwww7rWv9pXN2QTpyQPtyQTrpPHHXcjszt+ldR8cviNs5xk3fYqV8HhbmL0H6tfs/TbkHzoTNIf04oKGUQhWoQ3abeKGoeMlfUWiJMM0mamXtBYLUKLoNM1Me6Gw+vqMvcL37961/7tu2888648847m75WKpXC2rVrsXbt2jC61hQ0rm5IJ05IH25IJ90n6jru93O2vuBJs8nX7YmazUTsrVbVC1P2qI9z2MRN3mGnfh2kcIBp+it8naBqtQTT3Sxi1G9oPnRGN/XX6HaL4u1IOaUMzNLtw4xZYc+kVHbLbCbCrCj6/1brKtdUVKN6XxRfRm2Sfo61mZvCzxjIXQr6xeH+jiM0rm5IJ05IH25IJ92n3zqWBP9iJ2KdLxQWzcjMjaBSfcETRQtOQs6Nysn2Yzh0H83+WZCPwRC+j9Hvce41cZN3mPCaG17roKqmr4HaKQigcf1ce4Jpa1014GsnL2g+dEY39WduJPFri2J1SQpKxQxRCK5MZ6LBPwmaapRaJtpDMB6MslB7OJoVfjr9dYYgCIIg4o5X5TwBxrO3QTGUbmLudPLCXLx6EeR3cegBKxM/HyNBPgYRc+xzIwgNgNLGJhZF1c/1vGbA3CeIsLE/A0XjQcBQK9oRxZ17kXp9j3MO3qcw8tjYWF++tx8wpleYyOfH+t2VvhCFsWZMNxKmUei2gxwFmYnwoXF1QzpxQvpwM4w66af/5EVUdGzujuA8Gs/Zbo1Q/XV75WNEZZx7RdzkDZOo2Chzbqg8eB3UTk/7L11vofnQGb3QHzN2RUkRyUMYRF9/M1m/fr3j35deeik0rT9h5EKh0Jfv7SfF6fjJDERrrFmLuSDaJUoyE+FB4+qGdOKE9OFmGHQSJf/Ji6jpOK7P2W77GFGUuZvETd5OiLqNYojvOigsaD50Ri/116v1Zif0JSj18MMP4x3veAfe8Y53dHSdK664AowxrFy5suM+RclQhgXnerI9v/ei1R7KbPYlAj+SDOVYNyKOMscBGlc3pBMnpA83g6yTsPwnIFwfqp5B1nEzePk0zcjcjA/kdUy7vpPWZd9r2Me5nrjJ2w5RXON5wTmHqvU/UXejtVqU6eZ8iNK6sVuQPXES6ut71WoVd9xxBx5//HFIkoRDDz0UJ5xwgtX+5JNP4jOf+Qzuv/9+cM5xwAEHtP1dL730Er74xS+GVk5RkiL1JmPHaEZSTHMuCwCkundIE3L7MjcbbK2v4Afo22YloX8R22Eb62aIo8xxgMbVDenECenDTRR10kv/CQjfh6onijoOA27kdrLnhjEr5wXJbCY4byYfZ0V1VjquNrFgrf+F2V6lD+heBbBhHWc/4iavnUFe49nROEdV0eeiLMngnIN5LEjaWaMILHiOu6qg16/VjCIMUd/RYtKN+eBlK80CDYOil2aJsz3xIjRtTE9P47DDDsPvf/97653ha665BieccALuuusuXHLJJfjiF78ITdPwpje9CZdeein+8R//se3vu+CCC/DmN78Zqqritdde67j/mUym42tEgfoywyYadEdHtGXcz41kAKG1xHutODb1xtZE5YCq6kamH0k3h2WsWyGOMscBGlc3pBMnpA83UdNJr/0nIHwfqp6o6TgMVM35A5uJogEqgFTaW2a/8/wwq+o1ixkUs/en3q8zk6gLCDfR+zCOcxBxk9dk0Nd4JlWVO4oCJJLp2j84N35xZ21XqZQEQODu+cuMNnPNY1bTrJ/mGtcrcwZVD40SYc8HP1tZ1boXWO8ncbUnfoQWlLrqqqvw1FNPYd9998Vpp50GALjtttvwve99D6eeeiruvPNOrFixAldffTWOO+64jr7rF7/4Be6++2488cQTOOecc8LoPgqFAsbHx0O5Vj/RePAvairXk50xBkxP6zKLzNs41tNqpFrVgpP+KVp/glLDMtatEEeZ4wCNqxvSiRPSh5uo6aSX/hPQHR+qnqjpOAyCfsDjACYnC1gw3y1zKwGmVjArKdl9Ms6D+6lB9xHFkBZ2wzjOQcRNXpNBX+MB+ut61bq39YrTBeTHxo3dUsYP9x3sVLIXGFCN189EI2hsv6bGg9dciuY+J4qEPR8a2VhVAwQxtK/rO3G1J36EFpT6/ve/j5122gmPPPIIEokEAOATn/gE9txzT9x1111417vehe9973tIJpMdfY+qqjjnnHPw4Q9/GHvvvXcYXY89jOlGs9GrrVRKmCAIgiDCpVf+E0A+1DAhDtBrPsRgE4c1HufhBYLMKueDsNuJIKJCaNPlhRdewDHHHGMZKwBIpVL4h3/4BwDA1VdfHYpDdd111+HFF1/E5z//+abPKZfLKBQKjr964riFLo4yA/GUO44yxwEaVzekEyekDzdR00mv/CegdR+qGf/Ji6jpuBekYyhz3MY5bvKaDPoaz4+0zyu3RHPEdT6EBenPSWg7pebm5rBw4ULX59tvvz0AYI899uj4O15//XVccskluPjii7FgwYKmz7vyyitx2WWXuT6fmJiAqqrI5/OYmpqCLMuQJAmZTMYyaum0/r7x3NwcACCfz6NYLEJVVYiiiGw2i6mpKQC6gWaMWcfmcjnMzs5CURSIoojR0VFMTk5axwqCgNnZWQDA6OgoSqUSqtUqBEFAdjSHbdsmIQhAOpWEJEmYmZkBAGSzWVQqFVQqFTDGMDY2homJCQCAJCcBUcbMTBEAMDKSRbWqHwsO5MfGMTExCcY4NE2DIAiYni5C1YBkZgSqoqBcKQMAxsbGUZiagsY1yLIMIZPCTHHauO4IVFVFqVQyjh1DoVCApmmQJAnpdAbbJgvg0I0+55p1bC6Xx+yMrsNMMljf9Tqs17ddh/ZjBUFALpdz6FsURczMzKBcLmP+/PkOfefzeUuHyWTz+k4kEkgkEigWi9ax1WoV5bKuw/HxcUxOToJz7jp2ZGQEiqJYx9p1KMsyUqkUpqd1fWcyGWia5tD39PQ0VFX1vGc559ax+XwehUIBkiS5dNiJvuvvWT991x9br8NkMqnfn0TLUOUON6QTJ6QPN1HTSS/8J6A9H6oZ/8n0iezPonK5jLGxMQC995/sz6JWnufJZBKyLDue5+axAJAZHUdhahIa50jIxvN8pghwIJMZwdzsDCqlWTCmP/unpqagaRo0QUYymUKxaD7PR6CpKkpl8xk9huJ0AaqmQZYkpNIZTE+bz3O3/zRj6DAhS8hl7cemwTkwNWPocNTQoapAEkVkRrIoFKYgMWAk057/VK/vSqWChQsXDrX/ZL9nRVG0dBYV/0mSJOvf3WLQ13jFYhGKokCFPr+KxpxhgmCMtz6G8+flMVOcCcVGAQKKM7MQBCCfs4+hgEzWaaNEUcLsrG3OlCuYVSsQhNp4cw7IiSREScbcbBECc9uoVuaM3UbVz5lGazy7nR8fH3fML79nAhA8ZwRBhJzWbVRN3wLm5sw5k8NcaRbQnDaKc0BKpCBLIuZmZ8CYe35FdY03MTGBZDIZqo0a5DUe4zycYouCIODSSy/FJZdc4vj8sssuw+WXXw5V7bzs5sc+9jE88MAD+NOf/mRF69/2trfhtddewx//+Eff88rlsnVTAPo7nEuXLsXU1BRyuRwA3XhF4b1Or0TlXpXzgs6v1CUX9xphkQHFwgTGxsc9k5H70ahynlltT2mQT8q8ltyHd4OjMta9JOoyFwoFKzhszsm40oouGo3rWeseC7t7vtyw+sCefVcQUb/Xew3pw02rOum2feqF/wS050M14z95MYz3XX0C8XrfampyAvmxcSREZ/7Nqtpc1b1GePlyZl4poUEC5frjw3rtbxjHOYioyjsMNqqbazxAzylVVpzrK3POAvrcSMnwrMTXChoHlLo5aFbV4/AuAFVPfRU+r8JR/a5kDoQzH7wqmvqRsK2Fvar01SeUjzpRtSdh06x9CrUW4R//+Efceeedrs8A4K677oJX/Ovkk09u6trPPfccrr/+enzta1/D5s2brc/NyNyGDRuQy+Uwb94817nJZDK0re/dxK/qgFk5r5lqDIzpk9ac4H4hR9UIXlVafI6YlfMSPkGyZkoXD2MFBYIgCIJol276T0D7PtSg+E+9QDKKvSgNgkwVVT/ODP7IIiD6VCNuFj9fjkOv1iVqQEKqfZ/Xj4NmlT7KQ0W0w6Cv8RhjSEocGgcqinNuyKIZ4OlscnhVvgRqVfUa9hHuoIpfULvRemwQ4E3qpT4Ap3Hv9atZuVTlul6IwSLUnVJek9m8fH2bXumANR1dX79+PY444ojAYz75yU/ia1/7WsNreUXszFfZ+klFDQ7oCNCdjmbhHCgp/u2apkFsM5zsFyAL+j6gf7uj7ERhrHtN1GWmnVI1WtFFo3GN406pqN/rvYb04aZVnfRiF0I3/ScgPB+qWV0M+32nqO4fEetlTknelfHa2TXVjKeelt3nmN/VrWDUsI9zPVGVd9BtVLfXeF79VjVA1TQkJG/Z2qGstB949tvF2Ghd1cyGhW7R6Xzw24xhR/bY+eQX/LOTCnXbTXeIqj0Jm57vlLrkkktCm9RerFy5Evfcc4/r83/913/F9PQ0rrnmGuy6665tX79YLA7dYpgx3cj5GcjZmSJGeyxzFKL5wzjWjYijzHGAxtUN6cQJ6cNN1HTSbf8J6L4PVU/UdBw2XsM1O1NEdtRfZmYGhkL5KbgxZgWwbjLs41xP3OQ1GfQ1Xj2MMUgiMDszg2RExlPoUuC4m/RiPkRh3dgt4mpP/AgtKHXppZeGdSlP5s+fj+OPP971uRk192prhbByNgwScZQZiKfccZQ5DtC4uiGdOCF9uImaTrrtPwHd96HqiZqOewHJPPzETV6TQV/j+RHX8QwL0l9nkP6chLZn7Mwzz8QPfvCDsC7XcySp+/v8zHdg6xPtmW2NcjH5XlPR/7yuGXRJUZJ69oudSVCeq17Ri7GOGnGUOQ7QuLohnTghfbiJmk4G3X/yImo6bhXzVbuy0rzfIjYhc7d+9Pe6rsb1/pcV/TWZbmAfZ/P7GqWiaBbO9X6XFSMfV5PXbPe8Zhj0+7pdhtFGAfEbz6C5EWTz/Noa6c8svFCq6q8893v9FzXidv81IrSg1Lp16/Dkk0+GdbmmWb9+fWBVhmbJZDIh9MYbc1KaD2oOI8m44SiYbY2QbLmYzCp7FaPCg5kMvaoCmtZcEvNMOtNWTIpBz0/g2ccGd5SZlLOfwalujnVUiaPMcYDG1Q3pxAnpw03UdNIv/wkIz4eqJ2o6bhZr0abWEoUrhk+l2vwWgblfK8mkazL7VcUSWIiOtw25zj+s2n4ADfpBtFMymYx1fbPys/nvTgJC1jWMMVB5c76jqrV3XrMM6n3dKYO+xvMj7PFsN2cug3/FODnAYAStx+oJmhtmm93mlY05rPi0qRqQTnvrzwxilZTaeVWtFiAPsqN2/Oyo2MCO9ivHVqvE1Z74MSDD1n0KhUJXrmtWFvBKbKmhViUgCEkAknVlMMs+v0SpHKjYKuAFvZ88PV3wbJeN70uKTmPHjLagcsL1ffVDaSK5Xbfo1lhHmTjKHAdoXN2QTpyQPtyQTrrPoOrYzzexV3UCdB8oKen+junuTE8XIBif+y1OGdML1siCc3eTyPRrpTzazPO8kAT9HHNBaxa48a0AFnJganKq4Lszylz0thoMMhfIXqeZC2S/88wFt9d5Yficg3pfE96EPZ6CMY/rgyKSbV1V32auq/zWTaLQ3nrMTjNzw6vNquTu0VbVgIlJb/1VjYBWPeamDNM+mRXjE6LT5vnp0aSRHR2UoBTZEye0byzieFUdaNWfYLZgluMzD0OWEAB7IQBZBCTjl7Zmk/CZRqai6IE3P2gbJ0EQBEEQUaGRW1IffBEEIMn0z2VRD0g1gyjoPpXGdZ/JviA12+pLpdf7cpLQ3s4MzhHae4Td8OMaXdKvvVGwjXxOoheYBQZE5r12CmoLumY76zGTsHdIWtf1+bzhHK63o8a60cseBhFkR4nBg4JSBul0ut9d8CTMSgz110qn3DJ7fR9jzW8PdV0rgk5AVMe6m8RR5jhA4+qGdOKE9OGGdNJ94qRj00caybQmc5BvFeT7mW1RqNQVp3EG4ifvsNPN8Ww0v9tdV7VzXrfwWke2y7DopBXInjgJNSh17733YsOGDU0fzxjDDTfcEGYXCOgRaD9nJagt6HpA++e1Srvf141rdqMvBEEQBGGH/Kdw6daz28+v4Ty4za8vwW3caPMWIuydP+34h0R8GHYbxTn3nWuDQJTWK+3udgw8p0072u41id4TalDqySefbCkRXpQM1tzcHFKpVL+74aKq6ls2zS2JGvd+TxdwV0oAvF/dM/97rjSHZJ3MiuZMLGd+H4ceifZLOlffD40Hv7oXdJ753r8k6N/ZibHgvPZONKC/Djk723is7ecxoy+tbpeNElG9v4nOoHF1QzpxQvpwE0WdDLL/5EW/dGz6EWbeITMFQljPbg49P4vpD9h9hamZOSSSKc+2ej/CTARstsmiPS8Ur0sS7r1YVjkgcme+UT//MFAmw+/SuJ5oVmoiL6hJqTSHkUTwOJt+bLNj0O5Q9WJ3fhRtR68YNhsF6OOZSCZRNXL/Cowb+Z0Gy9k3i2Zx6Hamfq3WrblRKs0hl63NB9PmNaLejgYe24QdVXmtzS9hfP017efJLdi8MImzPfEi1KDU6tWr8cEPfjDMSw48jOlOkV+iuEaYSeEE41pekz3o17LAX9K4+5cxlQOqWnvf2X662RYULLIHsYIwjUDQeYoGqGjeyNSjam69VzWb8+UTbbcHsYBagtN+Gi6CIAhieCH/qXPMysNez/yE2JwfIQs1H8EP0x8QBXdCcfNHNbHOXzP9CHD3eaafx1QOgbmvqe/C4mDMvWuqoup9YUz3eZqRzx7EMhdmJmYl52Z/hDQXgl6J1e3XLDfwHe0IzP+a9b6jHZEB3MdPDjqPaI5hs1F68JejpNQ+07heKEA0glNR3zllrp3s9soMdtsD8kFzA9DXmK1uJDDnqUn9mstrU4T980brqqD1GOBvY1XNP7Dud82Kqh8vh/gDBtE6oQalli9fjsMPPzzMS/aMXC7XtWubidjqJ0IraEDoUe7RUX+ZgyLdigZA0JP11eNXFcVOffJ2zv3PswJCLSaws++4qmd0NIeKalTNYe7z/MbINFypAczE1s37m+gfNK5uSCdOSB9uoqiTQfafvOi1js2qxH5UVD0heSM/wizUogX4JUCtNLqdnM2n8vOhvM4z0Xh7CYk1job+odfuifqAlB2VA9wI5gWRz+cgGsGmoOuZ3+fnO9qxJ4q2BwhlIXhnhZkMWjT8OK3F3RPNEEXb0SuGzUZVNSCT9R5Ps3Jk1P39suLfZq6dzEBwo7nR7KYCoFYtMJ/P1c71sWvM+n9uzHVVq+sxwN/WmIF1r7ELWoebNr/ZYhVhEGd74sWAFE3sPrOzs129PmO1LYdRYXZutucRYYmF5xy0S7fHOorEUeY4QOPqhnTihPThhnTSfaKo41ZyMJm/mrdCFGUGarsR6v29hupoQl+mzOait5FL2coYmAHCpPHX7GuYgu28ZnfINUtUx5hoj9m5gPHs8qugvaBehKC5YbY1wr7bsqn5EKF1byP70+shJ3viJOIx4N6hKAHh5hCJ0NyE2iOZ7URhW6Si9l7uftOr+5voLTSubkgnTkgfbkgn3WcYdNyqv0K+RXdo12/shr85DPc1UaMf66Ao0MnccOy2jKn+woL054R2ShmI4iC/bN5ebLcTmcOu+tJLpIEe6/YY7Pub8IPG1Q3pxAnpww3ppPsMio7NxOhePk2rfk5/fYvwnbJmrjgo4xwWcZN3mOE8OuPpZ4N6TTN9sB8Tlv66IXsU9NmIqNx/USG0oNRNN92Ed7/73R1d4+abb8bb3/72kHrUGtlstiffE/4vN9z2v63NwMxItu1Jq5iVHlo8Pwo7pTIj/mMdhf51g17d30RvoXF1QzpxQvpwEzWdDLr/5EXUdAw4n++c6wlxK6r+V1b1f3Nea/PLkWKez+vcLtO34Ha3LNT++zkoHADzdchcr+15JEf2u2qlgZ9njrOZj6VhkZsB97GieF/3gmGyUZxzVBQOVev/ekDjQEWp2aBW11WNutiKCKoGVJrIe2wmE+e8Nh86VVVFcxdq6FT/FZuNM21eo8qAvTZPcbUnfoQWlPrgBz+Ifffdt6NrbNiwAT//+c9D6lFrTE1N9eR7xIA8BSJrnAAS0A2q+b+c18JR+p9zxpnJLb2YLnjLzFBLMun+7prBVDS9SoXdkCR9Kh4w1BLjudpYQFvAeUGY70Z7nVYsTBlVNVo7T2C6fINIr+7vQWH9+vVgjHn+/eY3v3Ec+6tf/QqHHnooMpkMFi1ahHPPPRfFYtF1zXK5jAsvvBBLlixBOp3GwQcfjPvvv7+rctC4uiGdOCF9uImaTgbdf/Ki1zpmTE9Q6+UrCHVtZgCl6lGdt6zW2lx4/PbHbf9RsMls+mb1iIJR4cmjTRKZr/8hCoAkcFsbN3xA3Q/UNN3749zuEer+nz1PjGLI2EzZdkDXVVk1qmp5nDM5OYWq6lwA+iEL3n7lIBE129ErhsVGKSrHXLWW7Hp6aspzXstCc/mV2sUMklRUZ9U71TbfmiEpeedMM9dOzeRT41xPmB4UhK+nagT0Jyb1+WCt4zyOFWAUWWjimmWlZmcarcf87KiJGVQvK83ZPLHJnFphEld74gfllOoxZiUEezW++tK7Im9cktgKTHm1gUMSAFlg1jUlQY/GO2yORxUTz740cDYqKpAWavKZlWsU41czM8F7UNRbsJ1XVWt9bnReEPZrmgZeFv3Lj/qdx+BfXpQYbM4991wceOCBjs9WrFhh/feTTz6Jd7zjHXjDG96Ar3zlK3jppZdw9dVX47nnnsP//M//OM5bvXo17r77bpx33nnYbbfdsG7dOhxzzDF48MEHceihh/ZEHoIgiLhiBp+sKlK89ryvrzoXtD7xa+M+B9iDNfWBG/Pf9T++iYLhA6q1JOGCUaZKFPRdHFWzTLkECIYAIgNUjesBNe70zTivLdJMXdTvDmu3ArSiAYLHApGjucVefeU/gug1nPPgCuFcn5f6j9bdvVk13rhSpdjE+sdacwk1myeJzZ1r/652NnVyODclCAxISPpn9jWXZfNYcJU+85qKpp9nXTNgPSY0ec0gzAAe2af+Q0Epg1Qq1dPvM0veeu1iMiv1NSpHHES9A8CYPpHtE9dL5vrzBFYzJK1gGqdWMR2psDCDgPZfC5oZa6/zBple39+Dwlvf+laceOKJvu0XXXQRxsfHsX79eqt06/Lly/FP//RP+MlPfoJ3vvOdAIBHH30U3/72t7F27VpccMEFAIAzzjgDK1euxKc//Wn86le/6kr/aVzdkE6ckD7ckE66Tz91HLYf0SzJAJnNHyNNgn1ABknUfTZ3m+6XlHzy4+q7pbyr7XWDZsZ5mAJSZDuGi2Qq7fi3fq8O3s0aJZsnCj67t4x1VatBsKD1mNnWyi6vevppn8ieOBmSJXfnCEL8VMFY/GQG4jnWcZS5Waanpz0rYBQKBdx///04/fTTrYAUoAebstks7rzzTuuzu+++G6Io4uyzz7Y+S6VSOOuss/DrX/8aGzdu7ErfaVzdkE6ckD7ckE66Txx1HEefKm4yx/G+HmaEAQxARYm4zf+wIXvihLRhMDs72/PvNLdSe+1CquUKaC9TZjOVZObmZm1tnX2f13eZWzhbuWS757VCP8a638RR5mb40Ic+hFwuh1QqhSOOOAK//e1vrbY//OEPUBQFBxxwgOOcRCKB/fbbD0888YT12RNPPIHdd9/dEbwCgIMOOgiA/hpgN6BxdUM6cUL6cEM66T6DqGMzZ6Y9d2Zz53FoGsfs7IzLhzL9Ks3Dv+LG63v1CX7N86oqh9rqNnXor6P4+YCtytaIQRznToibvMOOfR0EtP5WSLu0WuWuGcJeOzVjD2fnZj1fWVZtydBbvaZXm7le9rpmp/RqzL0ge+KEXt/rA9bksk0EM2kboOcKsL/3z7me3NK+pdQe2/eaT2UVkDg3rsl8c1Rx7kyNXlIBmXPHFlZBQF0yKif1uZasfA7GvxXo2yMbveNcf56KzvNKEYQXiUQC733ve3HMMcdg/vz5ePrpp3H11VfjrW99K371q19h//33x5YtWwAAixcvdp2/ePFiPPTQQ9a/t2zZ4nscAGzevNm3L+VyGeVy2fp3oVBoWy6CIAgiGDMPiR2/IE59GgT7sab/pBkX45oeRPJ6zUTVgDIHEiIHYwyqLX8mAAhGHhUGblU3rvWXIyE5d3V4ycBsfVSN5MWykQdKcfmVTpmawS/hcKvnEES/YCw4qGEGdbr1+itvImewSUXTF+nNrJ0UW8L0ZtdcJmaO4/p+evUdcF+zotYSmZs5oczTGWrruPo1nnnN+utpxjVN22XmX4btmvW5gb3sYbOoHOCqkTidDFZfoaCUQf0Oh25hVn3x+ryk1NfOq8EBgHOrQpj1eYB1NZ0QgXF4uQbZ7Kjn91WNUsgpiUNgDAIDUpJ3Oc36ynh+JTcVTQ8yeSWT8zPS3OhL2EnoejXWUSKOMgexatUqrFq1yvr3cccdhxNPPBH77LMP1qxZgx//+MeYm5sDACSTSdf5qVTKageAubk53+PMdj+uvPJKXHbZZa7PJyYmoKoq8vk8isUiVFWFJEnIZDJW4CqZTKJUKlnXtx8riiIYOPJiVe+DpicoSQu6ASqoMjKCAolxqJxhWpMwZhxb0kRoADLGsdOqhJSgQWYaNDAU1NqxZU2AAgETExMA9BK3lUoFlUoFjDGMjY1ZbclkErIsW9UL7ccCwPj4OCYnJ8E5RyKRQCKRsI4dGRmBoihWAG98fBxTU1PQNA2yLCOVSmF6ehqqqqJSqUBVVZRKJQDA2NgYCoUCNE1z6TCTyUDTNOvYIH2n02nHeOZyOczOzkJRFIiiiGw2a1VTSaVSEATB+iXMfqwgCMjlcpicnLSOFUURMzMzAIDR0VGUSiVUq1UIgoB8Pu/QoSRJ1rFB+k4kEkin046xqVarDh02q2+7Du369tLh2NiYNRZeOuSce+q7Xoed6Lteh3Z9y7KMSqXiqW+ve9a8P4nmifIzx1wkNSriAngvmvTFl3sX08ioLrOqcePHNOeJup8HMA+fTONAqerdGb0NkEUOWdR9wLSsB68qiu4rmX6Y/Ts1IzDVqnz1BC1w8/kcBMH9Q2uj8waVKN/XRDCMMaQkZ9A3a8xZ+7xROaAaAV2/6uXtUB8Ybvoc+Fchb2fNVY9oBGOUFqpymoyO5qy1mhccwfmRAW8bFHSe2SayWkJ0WWic8DwIs8poUMX6bkD2xAkFpQxmZ2cxOjra9e/x2qZtEmQL/GwKYywwMMUCzp6bm8NINut7rqLVymMyI3G5GZEXWM2Q2QkyaBz6+V4lgQMrDRp/Yfk1vRrrKBFHmVtlxYoVePe7343vfe97UFXVWhDbdzGZlEolqx3QF89+x5ntfqxZswbnn3++9e9CoYClS5difHzcemDVP7jGx8cB6PmwMpmMI1mi/VgOhkk14Ti3rNay5xY12dFWf2zFduyMJgQea/YJ0Bf9IyMjnm2Njh0bG/M9NpFIIJPJWP/O5/OuY6enp5FI6H2z693rWDv2Y/30bWLXd/28qj/WHqxsdKzZb0APIDV7bJC+p6enXfq267BTfdtpRYe90LefDs17pFl9e+WcI4KJ+jPHrOrUaKHouaBjAPc4p1Saw8hI1jgvyGNpz5upqrVFGGPMWDRzvYx6B9cNItlgUWuOsywCEq/9kDhMyc3tRP2+JoKpnzezpTmMZL3HU1HDDVAErf+aOVfwKHzQaM2lcr2gQiPslfOCgkj1c7o0N+urv2Zp106oHDA9WHtl+2Z3onmhaL0NSpE9cUJBKYNBcDrDfsArSrXlc9qtqhclBmGswyaOMrfD0qVLrR0U5qt35mt8drZs2YIlS5ZY/168eDE2bdrkeRwAx7H1JJNJz11WzUDj6oZ04oT04YZ00n0GQcdmJbtWdy/4oVZb96k6hTHWkQxBbqWAxn6nfZzN8vTDzCDc10RjGGP6Dj8aTweNXsetpxox/THW2at8vYbuPyeRCi8cf/zxWL58eV++O44Z8OMoMxBPueMoczu88MILSKVSyGazWLlyJSRJwm9/+1ucfPLJ1jGVSgVPPvmk47P99tsPDz74IAqFgmPXxyOPPGK1dwMaVzekEyekDzfDqJN++k9eDKOOGyGIQx6R8SBu4xw3ecMkajYKoPHsFJH01xF0/zkJLSi1yy67tHwOYwzPP/+89e99990X++67b1hdaomw3us0k5hz1PIW2Ns6id428+5/K5jvUvuh8da+sxnZVA4IddfsZEtrO8TxHd44yhzEq6++igULFjg+e+qpp/CDH/wA73rXu6w8PkceeSRuu+02XHzxxdYW21tvvRXFYhEnnXSSde6JJ56Iq6++Gtdffz0uuOACAPprfzfddBMOPvhgLF26tCty0Li6IZ04IX24iZpOBt1/8iIqOjb9LkXTd0XZcxyZVaLCotPXWJpB426/shMZglIjaHD7gLzuFT37OJt6HubX91q9rznX/V7NvP8GdA06bDaKcw5V03Pr+h6D1tZA9XMjCve/1zrOSsPikfOtVVvSaB3ZbertYTew1vUckHxye7VLVJ6TUSG0oNSGDRsgiiIkKVKbr5pmcnLSlZuiFcwHj30LdcXIvSQx7wRs9Q/6wOujVua31fPMg5wJ0oHC1CTyY/4yc1vit6BklaYj0kxQykz0br6za6/S4AdDuJkSOh3rQSSOMgdxyimnIJ1OY9WqVdh+++3x9NNP4/rrr0cmk8GXvvQl67grrrgCq1atwuGHH46zzz4bL730Er785S/jne98J44++mjruIMPPhgnnXQS1qxZg61bt2LFihW4+eabsWHDBtxwww1dk4PG1Q3pxAnpw03UdDLo/pMXUdCxWe3J9E00VU8abFbWajfROefc0x+anppEzvCpuFGYxvuaZlvr2TLLiu6PSR0m9g3C7leWlJoPqHJnDhtVBYpTk5g3Pu7ZNoyJzlu5r1XN6eNqxr/rK4cNAsNiozjnqKhAWdGrmhcL+jrIb66W1dp887uPvSqqe93/ktDefGXwD2ZKDV7dNRN4y8b5qlar0qdptSrnQHPruHp7ODU1ibGAdWQzdLLhwlpn2zaBCKxWCbBV7PmkzHG161dVasnQw7BrUXhORonQrcvb3vY2nHnmmTj++OMhy3LjE4aEiuo9AVRj0nthTkSrzCYY/Ovv6Ue0c14toMVtidEZmI8zZH5qGmmzikPS425RtdaNbFClhvp+mIZmmJwaov8cf/zxuP322/GVr3wFhUIBCxYswAknnIDPfe5zWLFihXXcm970JjzwwAO48MIL8S//8i8YHR3FWWedhSuvvNJ1zVtuuQUXX3wxbr31VkxMTGCfffbBfffdh8MOO6yXohEEMaDE1X/qBvYKW3bMyk2mT2HfNeWFn+/RaEcBB9N9NZ9rcOvHQvt3NShcYxyscn3RGwZ2+e1+pR2zApiXHArXS9d70UoFsGHDryqaef/JA7prapBtFOccMxVuBV449EqZGudG/jRnoNi8Z8355pX03/zx3ov6+18UvBNxm8ErwL/Nb/6YayRFrQWbvAiqjmdva2QPvTDXaqLgDsQy6HmIGWo/EtRfulPbYG52MOeUWcSifqNIEALTz7fLXysg4cQMVKWk+Nm1bhNaUOrpp5/Gf/3Xf+H222/Hqaeeinnz5uH000/HmWeeib333jusr+ka9uo+7dDuW3n1E98MFNmDTF7Bo2bO8+wf148GgGQy5TivPhjleX6Tn4dBtxyZTsd6EImjzEGce+65OPfcc5s69tBDD8XDDz/c8LhUKoW1a9di7dq1nXavaWhc3ZBOnJA+3ERNJ4PuP3nRbx23mirBKyDjqi6scYDbFlzM/KFQ/yRhyOzYlW78P/9dFs4dVfXXrL9eWHgHylo7HgBSyeBxHpB8w03T7H3d6P7TODBIGciGxUbVj0silYLGAY1zyKL+XobvXIV7X2Oj+5vXnWcWA9B4rRq5/fuC2vwwC1D5BULboRl7COjz375WM4NCpp7tmwrM6nj2YE+Yps3eXWa8pSQy/6ChicT01/KCrueFXzX5Vuj3czJqhBan33PPPXH11VfjpZdewne/+10ccsgh+I//+A/st99+OOCAA/CNb3wDU1NTYX1d6IgRS1DJbP/XLexJORkYGGNdcX7awe/XxTCI2lj3gjjKHAdoXN2QTpyQPtxETSeD7j95ETUdNwNjzr96OPdeqJi+kyRKoflQ5jXD9sn8ZGuXuCV3H8T7OgyG0UYBgCjY1kE9fCvDfOXM6/uC2oIIu++N7CGgz4f6NnNXmOghQzPXDJNmvqOfy9642hM/Qt88Kooijj/+ePzgBz/Axo0b8cUvfhEzMzP4+Mc/jiVLluD000/H3/72t7C/tmNmZmb63YWeMzcbP5mBeI51HGWOAzSubkgnTkgfbqKqk0H1n7yIqo67yWwMfaq4yRzH+9rOMNkoIL7roLCI2/wPm7jbk3q6+kbzwoULceGFF+KZZ57B/fffj3nz5uFb3/oWnnzyyW5+bU8xE6H5tfmfx11/9jZN4/q7zppHm+0vKP9AfV+4sUW1/vvqj/G7pFl9wEQLkL0bqJq+7bOs6P/dyjvPBEEQBDEoxMF/6hbm6y9BNPJ3nMdyKCpHRdFQVTRodT6ZXsnL2ycLyimlahxlRUNFUV3X1Ix21ccH9GprJIOm6XKoavPn1c5vXl/1ePmOZQWYqxo5Zrrsy5nfR75juAyTjWJAy3MjaP1np/6e4xyo+Nz/Zn6kkuI9byqKf1vQWrT+Lyy4h3y+x3LjWM827ljfOm1ec/2vT9Te7PjU67KT86rG2NWPKzfGtVc2rxv0wo52vYzCY489hhtvvBHf/va3MTU1hR122AE77rhjt7+2Zcxy783CuX/lk0bBKD80YzbZj+DG9VhQrqi66nr2xOdeX2d+NDKS9a0QYyVRtzWZSftE433hTuNRZkpBr89l245Gs3yp/fvMsqvtVDFpdayHgTjKHAdoXN2QTpyQPtwMik4GxX/yoh86rq8E3GzS3qDqT6rGjUCUcSz0xSsDhyg4PbORkVH9OM71/CkCs5KXM6NDmqYZi55aBlB9sakZr+0ILr/IvKaXz6RxgHFuvA7j5ctxy4+0PoO+qBBY7bxWEhzb/cNstvE4m4miRSNPjT3vjZk0WBbDr9TnVRm6E98RaP6+lkXvpM6AvhtAGsAk514Mko1ijCElA6VqbVRGsqOOJClecwMwXqczj+GtJdFu5v437wdXG/ScR9yjrdF6LHgtWldkAe3lf8tmR5uaU35JzvW+uLMhc+Nzc1Xr1X/AbS8qaq1aYbPjw6HnnRJgJI23XdtPh4zVzjPzSjmqL9rGHHD2xbJ5QnP2s990w4760ZWg1GuvvYZbb70VN910E/70pz9BkiQce+yxOOuss3DUUUdBEKJnjUulErLZbNPHd6MUb5BB8JuA9TBrCusmJuiapXIJI1LzMgOGQ9ZhdNReTaLeUMl11fbM6LJfXyo+FTGCaHWsh4E4yhwHaFzdkE6ckD7cRFkng+g/edFrHQf5Cs1dAK61j8Y5yj6OHofbZyuXS8hIWX1RJAq2Cnu2xOccqPps4/LLWWX/Tj/8ck/VB6Qa0Wr1rXK5BKlJPzJokVhVAYj6AjwMmvEdE20sqJq9r80KYPa1QjcWcf1gkG1UQmSQBaCscFRUoFopQ5Yl1E9+PdgLyJKzKhtgBITaWAcF3f+K5r+O8Vtzdboe49wZDNbasKHm/A9ajwVd1ysg5cQMl7mVE5SQvp23eDS4d9jW20Ov7wy6FwJtngaUZ0sYy0fTFwG6Z0f9CC0opWkafvSjH+HGG2/ED3/4Q1SrVaxcuRJf/vKXcfrpp2P+/PlhfVVXqFarLR3fj513QYEXb4ckOPatVKuBSTS7kfxNYs5fiMwHt2lyXOVWm7imt7nyp9WxHgbiKHMciNK4nrXuMd+2G1Yf2LN+REknUYD04SZqOhl0/8mLqOk4CP/KeK1dR1EMmZl5XY9f+AP9OPjuXg8k6LwuOavmV4U5zr1+pYW36jyiNXkZq1Uc8/NxB4VhslH6jil9fTRdrcLvJjAr5dUzgG9eeSILHusxAai0ENCpnw9tTKkm8Am4B+xwDb0HXfqeygA9J/1ox476EVpQascdd8Qrr7yCfD6Ps846C2eeeSYOOOCAsC7fdaIc2e8W/ZDZa2Iz1g0j5g+NNTEs0Li6IZ04IX24iZpOBt1/8iJqOu4FjMVPZiFmMrdzX/fax+0Gw2ijGOJppyx81mOtELf5HzakPyehBaVefvllyLKMfffdFxs2bMAll1zS8BzGGH74wx+G1YWOyOfzLR0/iEnK6hnNtSZzVGk1SpvL5X0j7M2+JtlvWu1nq/c3MRjQuLohnTghfbiJmk4G3X/yohMdBz3fNB7dHSfD4lM1puZ05UKcS1H3qznXx7iXOzSiwjDaKI4252zE79OmCWGLS/3897pk1Od1Pxn1sZ+DshYNm1BzSlWrVfz85z9v+viWtyh3kYmJCYyPjzc8zkxS1877xI0xL+qlF248CP22Mba+5XtqcgL5sfGAa/Z/QjTz9VXjXexm3mlVNeC1bYbcqL3fbyauV4zKEAIAKYLv/tcnWBSN1yEbjVOz9zcxWNC4uiGdOCF9uImiTgbZf/KiHR3XJ1S155g080+aQSnz2a23cVQUmwfVgm64tYry8qG47X/9rllrK0xNIJcft07z9MuCkg9bfXd/X+1a/m2e3xecxaFtzO+anJzA2Fg4c8n0bcJOeO5HK99h3n8TkxMYHxsfitxQrTIsNopzjpmKhnKVo1ScQn58nudxLmvAnfmkwhavd2su3YZUNQCMG/ONWbmfuGFjm1mA1c//+vWYqhn54jqSq7WcUm1/Sx8CQRMTE5i/3bhl8+rvMXsO5qgSZt9CC0r99a9/DetSkSWoekAjzISXZtJJcwzNHAK148yjas6JPVTlmTgzoC3IH7HcLY/zXAfamsxqD63qwXQwW8F8p7uR3itG5QTZJ+m5fezsbqZZqQFwXl8z2poN+vQCVXMn1zcrPEjC8FRzIQiCiBNx8J+CqHfETaoaAK77DfY289kNo+qcPTltLTEtN/yrxj/yqaoGQWQefhQDoAUsFr0XSxxAVdUgCczh3zGmf4efX8a5nrvH9P3sgSYOgGvc6EetzTqPcev77MErc3HpV4nZa+Hth92PZeZ/hbwNwqwqJgl6Ba12CfIdmXH9ZvxRs8y73fUy778gn3PYGBYbVapqmJpVLHtSUbnnGkgWnfmkFDO4YmOwdrPos5Y7VkC1NZDAODSbrexkD5W1ruK2eWPXlWP/RXDUnINbBbzsmPnaQtkgUree7fW4mlUWBeZOtG62yR3aw3YJy442S2hBqZ122imsS/WFZDLZ8JhmqxI4s/Vz6wa332zWo92jrXYMr/u3cX2P73S3GQ4Jqzla9V+RSCYDr1mTQb+cGfgw5Wu2UkOnkV6vKiZeaNDbvRIT2idUMuEc6yCbpnKA8fAqwrQLbyC7oul68jMOzdzfxOBB4+qGdOKE9OEmajoZdP/Ji1Z0HLT7nCO4rT4mwrk9IOVznvG5qmm1/1Y5NMYhGA/RckWFYnPMOOcQDCdGFMxXCJl1PgeQsPkWejCDQ2CAKOhBJUXVasEwW4AHgLVbwdlPbvTT+cOlGRDi9jau/7ckMEg2H8iUh3Ou/5hoHC4KdT9uNhmMsssLDsjWODdexgZV9rOLzqH7O50uwuy+o7kLvlV/tKo5A1J2/zHI5xw2hsFGaZxj24zi/FCUUSwpSMoCZFGAwIC0zKx5o5/nDki1Q7P3f1jUf59fnTsOnzVoE8GZ+vWUiU+BUafs5vUdwTInXgGphFizDRJ3vj3SCo3i6WHsXGs05vbnpJ/OAN3OCC3YrTAJw442S6iv7w0ykhS+Kky/I2hythPkDXr019qcR5hOkP37JFHyOM8fue7BKxi7iBoZgzB28Nij4kETtxnEFsc6Cu9Dd9qFbtzfRP+hcXVDOnFC+nBDOuk+/dZx0IJC49zzuc45UKqovj6GyOBYrALORYeXb6FxQPOIqpkBIQFB/Wyt/wCgaByyh9PFGIPYwQLCXyemzM1fvJcLK9N3DGuXQav+IxFtRFEEh76DqlTVMG9Ecs3xsOl1YKF+N2nLBCwQw5oPXsEnL+p3UDKmbxpoJyjVsE8hjpPftQbFnoRtR/2gF34MZmZm+t2FnjM7Gz+ZgXjKHcf7Ow7QuLohnTghfbghnXSfOOp4Loa+Rdz8qbjJO+yU5mb73YWBhuZDZ5D+nAxUUOqxxx7DJz7xCey1114YGRnBsmXLcPLJJ+PZZ5/td9d80bdM195Zrm9TtXbaAC3gvKA27tOX5mRp7rNm0LieIynsXUh+fYzAZqeuE4UdXQRBEET0iLL/1I1nV5DvFYSiccfrcrXr6TuUNM82/Ry/Nk3T++LVpqiaz/f5+2uNfLl2/cMgX7UdXXJe+2sH8mniRb9tlFk0oZ5G862Te9z7ekFz0f/7AvvJbX8ebeZrz+4m4/989IIW7QK3/V9L/beO8fqss7Vtq3Rq1zr53mFnMPaNGVx11VV4+OGHcdJJJ2GfffbByy+/jGuvvRZvetOb8Jvf/AYrV65s+9rZbLbhMcHp2JyY7+8rxnvIHADj3NrCp3KOqm1Lt/l+JmAEbMxcAtC3ywlWQjhbkIXryekc7+Jz471h7nz/VKvPKcU5MiMjulzMzI9gGiXvpHJl1ZmsvKo13hJaH/W0V9AxJZLF5rcEeiWCs8MBVJRa5Tyvd8GzI43Huv47+00zXaga7/p6vefbzP1NDB40rm5IJ05IH27iqJNu+k9eNKNjzr0TnDc+L2jRwms+guEomfmTam3MVWRG0Thmy7U8UgIDkpIAQajljdJfEeEQNA5JZBAYg6pxVIxcUVIqg4qiQhIFCIxB07gjLxUzkpEDcJwHAJLAkJQFy8905CDlvFaQhTv1ZfqVZv5QgdXyTAm2HFmOVBJ1vqO9TfcAa99n/oBY38aYrsPR0Szsreb13ONi6sDd5kdFrSXS7Vcy6Xqfs95/jIJ/OCx020YxuJNjpzMjVrU4xhiKZX1OZhL6oqQ+wXlQYah27nHn+dzxI7pzLvp/H2y5i22tHsc5Luy5oK0VVuCOw80LOe0okM5koXFAgLPyp1cuJXeeZEOXcF7TPNEcEzsq19d4ejoZXqsYaO8/Agp3wds+NUNYds1OK+vRigbI6K897DYDFZQ6//zzcccddyCRSFifnXLKKdh7773xpS99Cbfddlvb165UKpBlOfCYhNhcQjXOOaqKOw7MoTsLquZuUzRuZd+vR9W4VY2k3jBpRuTb6zzNtG4ebRy6zElDl+YENv/XPvnsN39Qsu167IE2QDfs9brjMKqYGMkiG000kQFMqCVb88KsnOdHpVKBZIw1M/rJ4e6bGTCLgtPBGJAUGzvwZqWGRF2/m7m/icGDxtUN6cQJ6cNNHHXSTf/Ji0Y6VrTm8oDIov4stqrnBqwoNA/fCjCDNNy1UDHzfhbLCiqK80yNA3NVDUmJQRQEV1vZcIbsZynVCiRJRkXRrKTodjgHKooGlbsXkYrGoZRVpGTBc0Gl1S/azGsa/0//8dK50jTzWXlfD75OlLUrzG8Rxmq5QsvVKuREAkEBqfrzm11QcRgl5tGcf9gN6n1O0380fcco+IfDQrdtFGMMC3IyiiUVxbI+fzW1AjGZcBw3U9FQUjSkZRF+PwnXqlx6tbV+rwbluePQg8jegSnvCdcw8BL0474Vaanvo/vC5nzQuDNg7fyqoB8RvHenmd9XH+wCjHW4wv2rmBoXDgocBuE1dmHaNTum/kQjZ5PCgzdemPYwKmvTsBmo1/dWrVrlMFYAsNtuu2GvvfbCM88809G1K5VKw2OY8SBOisE7V7yCTiauHUv26wdcU7BVeWnlvCA0paqf7zGTGKv9tQqDriN7pT7zF1HfvjSYiPZ+iYJRfaFNwStVfawlVqviYI6rZFTVkQV3YKffMOYuU+tHva6bub+JwYPG1Q3pxAnpw00cddJN/8mLRjpuFJCy+xGiACQlQBaCd0gFuRDeC0hm/PLufaZeOc/fTXb9uFitBvTA7Kf/AkcMcDiCZBMEe5rgNlZUHgT5Y+ZuL8aY5U81SzsuFUdIpd/bwO5zSgJQrVYgCTXfcVh3LPSDXtgogTHk0hIW5mQkRAZFUTyPkwSh7R01bd3jAd/lt1Oqa7Dmv65qm/8CY56B/3Z73nDHU5vXjRKVagUJ0QgyGXal0RpP3+DSk+71nIEKSnnBOccrr7yC+fPnd3SdoBvffWz3M9D7fW+413MbkDDoxYO6kzFwlHW29dMKOkrRdjYE1nqwrBvjTPQfGlc3pBMnpA83pBOdsPwnLzrVsdfzuSt+V4iJOiJ7X3WhW1b1wFZljqiKGlHzD5njB1eiu3TLRonm67JtDmTgaTG6NyJr89qk7QBamyeKAnOt54QOAnmDzsAHpW6//XZs2rQJp5xyiu8x5XIZhULB8VfP2NhYF3sZTXL5sX53oS/EUe443t9xgMbVDenECenDDelEJyz/yYs46nhkNN/vLvScuPlTcbyv+0k3bRQAZGM4Z8MkbvM/bPKkPwcDlVOqnj//+c/4+Mc/jkMOOQQf/OAHfY+78sorcdlll7k+n5iYgKqqyOfz2Lx5M0ZGRiBJEjKZjGXU0uk0AGBubg4AkM/nUSwWMVdRIIoiMiOjKBSmAACpVEpPlFecgcaBkWwOpdIsVEWBIIgYyY5iemoSGgcSySQEQbTKkWayWVTLZSjVKgRRwEh2FEXjunIyCVmSUJqdAWMMmZFRVCtlVKsVMMaQy42hMDUJcA45mYQkyZibKerXHcmiqlRRrZQBxpDLj2F6alLPe1UpY/78BSiax2ZGoCoKypUyAGBsbByFqSloXIMsy0gmUygWp61jNVVFqVwy9DKG4nQBqqYhIUvIjWQwPV0wjs1AUTVMz+jHjubymJ0pQlVViJKETFo/VhKA7IhT39nRHIrFWaiqgoQsIpvNYmrK1EsKKhcwZ+hwdDSH0twsqooCURCQHc1hampSH5tkCoIoYnZ2BjPTBSxcvAOqcyUoShWCICCfz2NiYgIAkEwmIUmSVdI6m82iUqmgUtH1PTY2Zh2bSCSQSCRQLBatY6vVKsplXYfj4+OYnNT1XX/syMgIFEWxjh0bG0OhUICm6fpOpVKYnjb1nYGmaSiVdB1mRscwXZiGqqmQJAnpdE3f6XQaDBwzFXNsave3KDp1WH9/53I5zM7OQlEU17GpVAqCIGB21tT3KEqlEqpVXYe5XA6Tk5PWsaIoWjq0H1uvw2QyGcvXacJgYmIC4+Pj/e5GpCCdOCF9uCGdhOs/FYv689zuPxUKBSxcuBCA239SVRUqRGRGsi7/yTx2PJ/D3EztWTQ6OorXt02gqgLJZAqCKGDOeBZls6MoleZQqVTBjGf/tPHsTySTEEXJ8hNGsqOoVMqoGs/zTDaH2ekpcHBIcgKiJKM8pz+3MpkRlBTD1wKQzY2hOD0FzjkkSYIoJ1AySnqn0hkUJrchkUwBAHL5ccxMT0HjHJIkI5FMYnamCK5xyKk0NE1FxXj2j4zmMTczDQaOZEJGKp3BTLFgXZdrHKXSHDgHRkZzKM3OGP6TqB87PQ2R6ccCQNn0n3I5zM3qPqgoSciMZDFt6Ttt6NvQ4WgOpbk53ScSBaQzo5gumDpMQRREzBl6GcvlMFcto1qtYrZYxJIdl2Jy0vSJkpBEySp1PjKi+0+6vwrkx8YxNTkBDt1/kuUEZmaK1rFKtYpypQwG/djC1CQ0zpFMJJBNN+8/JZIpTE1NgzEgO5IB5zX/KZcfw+TUNLimIiFLGBlx+vycc+tY+z0riqLl75jHmve3quk6LJdmoamd+0+CIGK6OAPOgXx+FJWyv/8kSZL172GimzZqamoKU3MqKtUKRrI5lI21zEg2h9LcDMrQkJBkjGRrcyaZSoMxoDQ3Z9iDPEpzuo0SBBHZ0VEUpiYAxow1R228s9lRlEtzqCoKBEHAqG19kkwmwZhYmzPZUVTKtTVePj+GKfv8kmXMGnMmnRmBUtXXJzCOLRhrPFnW1xwztjWeoiqW3cmPjWO6MAVN0yDJMlLmGo/p19VU1dJLLj+GaWN+SZKMVDqN4nQBM8VpzF+wEJxzVIw1R85Y4ymqCkmUkE6nUZg27Zk+Z0qmjco61xx2G5VOpSGIgrVOzhprPEVRwASG7GhOX/vCfCaImJs1122Gna9WITABuXxet1HG+rtlG1WsramVahWVSk2Hpr4TiQQSyZqNymRGoKo1G5XPj2F6umajkskUtr68CeP5nGuNl86OYXraf40ngKNY8bZRg7zGY7xXNRRD5uWXX8Zb3vIWVKtV/OY3v8GSJUt8jy2Xy9ZNAQCFQgFLly7F1NQUcrkcgOadVEXjKCv6jm9zK7l9+6JZylNR3YnwzDaVeyTJM/IhmNv4XO/lorZN2mu7ZFOvc9UdMz01gfHxeR4ymH2AK1F6UFv9V1kJSrXG778y6K/N2XNQ1Vf3E6BX1QP0qobtvlI7OTmB8bHxviXODANVC046LwvOVx2ivggrFArI5/OOORlXWtFFo3E9a91jYXevLW5YfWDPvivq93qvIX24aVUnw2afwvafvGik46oanCfIntORc+5ZKKUGh+ZT/MReLcusHFUr6KK3Tc7+/+y9eZgkVZX3/72x5F5ZVb3QGw0NNMjSYItASw+CCAPICDhKCwpqK4qjIwyj/ERwRQeRF2XkGV4XnkF2dRRfN2bGEZR2QLBBpRkVmEagsemF3qoqMyu3iLj390csGZERkZlVuVRmxvnM0yMVN7ZzbsTJc0/ce44WmkMpoUoBS9RErSy4KxFvITeJ9MioUwnPvC5QSwJuXkTnwpcYVwgBiTHErAp89b4jUKuqF+QfqrLfP6yvFDaTpTZhiZcBs18U63pTU5MYGxu3rhd+vtq9YEb34im6g+bVmoMqOnr80brnTmIzSxpc/1zbVbbdj6bETB9stv6lXTXarU6ZoeGyQbJRrdkoIQQKFY49+SoABl7JIZMd8z2PssSQUBov7/Ml9G7wjNcPtevHXGHJvgF3biXvoKvzw3fhFDKot5X2fdYzNTmBUev9r1XLq92nfY/OoXWGr1GOPfucQIAuWXDlO/uea/a3vo/CriQ82m0mdxCzed8LUxNYMN//OzmT38dBoFX7NJAzpaampvCmN70Jk5OTePjhhxsaK8CM0sXj8Yb71CfXC6KsCY9TZHD7oaj98BtcoKpzs2oAY5BcbeYPjfXgMzhPull+E06pX/ucDLWFpQLmD1VQ0rjZPJgMQEyNe+xDzcDZxqT2V/1LGVKcodYOoBKcP9CHHUCx7yMs4NKsql79OZl1jLvPGIB0IjbQASnArrQTELgLcYZaeb6JwYP61Q/pxAvpw0+UddIN/ymIZjpWZUAOGHzbVXtr/oBo6EuEV5+qbdetqscSA1RFchwYIYCSZsAa43jugwGIKd58H+4BlsGF5efB8fNkRTUrtGkGuDADNzFZgl35T6AWkHJO5Gqr6hwVnSOuSIirZuTF9h0rrnMqAR9Ede69F/ucdsUs2x91B8mY+zbqkJhZFj4oWMeFmRxekRlisZjPd3Tj1pkQ5n9Iku1XmvcjM+ZUQa5VWfRfV8D0AWUOxAJGL3Z5+KDjwp4hLsw2RbLLzDfG/VyHVZDkAqgY/o+DrRA2GDUEYBiDNxidDd2yUUIIbJuoouQMMAQ0Q0ZMF4gptffJDEjJDccIjQJOQeMqLszqoPb5GfOOuSQrCBQYWHf9f/u98bbBaZst7vs07aGAJFnvqHX2ehsJeN8HdwU+956GKwhvj31ZnQ2ql8W3rS7Azn3vXS2Aphs1Pbvtofm/bttiB6KYcx07MFUf0G/GTMeT9ljNSAT/Ttq/j/UB72bB6UFn4IJS5XIZ55xzDjZv3owHH3wQRx55ZEfO24qTGvbjAyvKbXDufMky20xHyHQquOfHvVbms2ao6s9pzwpy11WxI+q2UQuL1AfiCmoxxqwyvnakunF509BTBkSqZ0JC8R/bShW+MBi8pYMlmC+x/SMvM0CKx4bihWbMlJULM5BnB6qCiPIgbJihfvVDOvFC+vATVZ10y38KohUdS67fMC6Cne1G/oDtOwXtYlgzfdyztM3gjrlBCIGK5dQ51xS1xLOKzFD/tdw+p/uenMrBQgCS4pwfMAdHumEgppiBqXpZhCODt62ic1R1jrgqWb/vwnNOwxBIxGTfV337XmTJPK/7clyY11BleyZWrY0hWM+MMcjMfy73vTCmIGw4bA+y631Ic1abGZCKW1Wn7PuIyVZgJvCMJmEzCNqpSGXwmQelml2PC6CFU3rvo4n/awdCh5Vu2igu4ApImUiKirLGoRvAeDoGWWZQ6ipuusdVrY65hAA45wBjvjGeGaQRzjJQ97nNd9F9vXoZRGBwCK5trriztwHuHWpt9qxIUXdIbeKFa/ZX3SlVNea7TwFA8FqQy9luBbwk5r0Ht/31BNnqzgmBwMCdra56O2VwAQO1WaT157WPqz9jTY/hVe+D7rFVFKviO9D4d1JiZvDd4DW7PszvPjBgic4Nw8AFF1yAxx57DN///vdx4oknduzc9hrQ2VLVvQEpNzoP/toENA74MOv/gpCk2VXOc5fstNckzxX1jlFHzsn852SsZgQYa7+v+41Wpp8Pm8yECfWrH9KJF9KHnyjqpJv+UxCt6pgx09lWZzl7OcyFqg9IubFnJAXdiyIzqAHLdhhzBaAC0LkI9amMBj5g2DkFwv1K84Mmc5YkBp0zTC9SgI8ENJ5l0ahfppv4kWE+rkBt9n/9tfp54BVF29Erem2jAKBaNvPncAHEVdkXkALgvGezGXPVB6RsGo79WPBYxjm22UXrj2N1/+raRCvnDDllsVgIvM9GtjL0nKyx7I3us5HN6waN+qcZbvvWij2xfx/72S52ioGaKfWxj30MP/nJT3DOOedg3759uOeeezztF1988RzdGUEQBEEQRH9C/hNBEP0M2SiCiDYDFZTatGkTAOCnP/0pfvrTn/ra2zFYmUwmtM2eri3ZEWXPdEQBzeCoaAYkiUFxzWCyp4eXNQOKLCHu+vomrKV9umEuxVNlfxTeXPpXW27nXBPmFzR7mrn7nPYUzNq07tr56qO6qbRXZvcUxrAZWo10FHSNmcJF8+nL7dKor4eVKMocBahf/ZBOvJA+/ERRJ930n4LohI4bzXYSVtEYwD/rWojwmUkGFyhXdQiYS9kk1+dnLgSKVvKhZFyB4mqr6hy5ogYASMUVyK42x5eLpXypEDSDI1/mkBlDOlE7zvYBKxoHY/D4gLY/pQtAYsLn53EBTBarUGUJyZjsS8TuSQ7uLFUR0AyB6YqBuCIhFav3R83liRLz+5WawR1fVa7zcRPJNCqa4WuzkRj8S4Ms2YUAKhKzitzUZG/FB7SXFrmX4nTbdwRqz3UrMzMMYeaFicIMh07QbRsV1A2xhFmxUmLmOxVTJCRV2ftuCAHOBSSJQWas5TEXACsvk39mlACgc27OeAR817OXuXnStDR44Ox7sa+JunPq1gMrS8xj89zHBZ7X+ifV2TWzoJeAGk+BW3bD3WZYJ5UAn00QsHNVMY++7JQ3AHy2hHNTBlbXFrywuCYbAFQ0s++8NjZA7rq1iZ4xcZdyvkTRF2nEQAWlNmzY0LVza5oGVVV92zk3EycK2AnaaonSNIOjWDWc9b+GlUxTkRi4EChVDedHsmrnCFAkyBIzE57b62AN01mIKWZQy/1y1wye8AWn7PWysp000nXfwvUfYdOh9RCZzcPEjANT9v3W5ypwV0lw416/L4S/YspMYait021EWF8PM1GUOQpQv/ohnXghffiJok666T8F0Y6ObX/AXmFnJ+c2BxLCtzTE+VgoahWOa8fVcnGWqgaqrmV7FZ07+aOMuqIh+ZKOmLWUr1DWUXblopkqaogrEhKq5EnPoOs6JEWFxMz7LFW5ORgEoEOgUqgiGZORUCWnII59fxVdQJaEFbRyD/Dsj6Lm8FB3JYY3OEdF4845A5fyWX5pxXW9YtVASTOQjsmIKcyTL9XOPSXB1KVdnAcwlyjqXJh5qaxLaboGWVWdZPKKLHmCWoCZbsIORNXnyCpWBSq6QFI1A4TePg9f5lQ1rCqAUusfM1v1RxtRrWoQktry0qSqMbPkxKoUXlmZwTzXsNJtGyVJDPMzCvYV9Fpia0NHPBGDJJmFqkpVA2XNQCqmQJWZ8/4C9pjLHOO5k2MD3jEXYPU1q/03Y0HJuWv5o5gwR3rufFJ2fmFZ8o7H3LETp5CA62a48w5xn63UuQCzAmz1xwViRdy4tTOz7Kt9Tk3TIFs2T5ZgVZd33Yt1nB2cclfnc9ttoy5XlM4FJGaOew1XZVXhapPsWRuojcud2677MOGMz2UzsBgqa5gaZpj4PAyZwTOyjqIv0oiByinVTdzlRG0MblbQ8Mwfsl4qzeAoVPTAMp5lzUChYgT+SJrBqZDItABkSQpduxz2MvCAxG82EkNoUvRqtWKLFfgJoVEEuhGeWVO2wXC1K5KZ4NyuSiKEqedmToUimUkx47I/+KRIrVclCerrYSeKMkcB6lc/pBMvpA8/pJPu046OK7q7sIzLkRBmBeTAHExCQOMixI8QyBU1T0DKxq4kF3TOim6Wji8HRAnsvFSegY9eBWBWWc6XDc+A1jmnZqBUNUKr2oVldzK48FUqNCWzZ9UHH6cZAiWN+64nBFA1eGABH8BsqxrBXqDb73X8SNj3VruXel/WHhj6ZTMDMUH6auTScWEGfVoKSIX4ufX+aCOEAPKlyoxz5RiWj9s0AADzPuKyN/jEYAarBr1qdD8wL63iwAUJjCRkM3G00AKSlwNVPfj9BZrMkmMAk6z/deWisgOiYbmduEDgeNK+Hyco4r1U4Cwsm1BbCSspeJPnsf6dMW2s95z2+8+FVTkz5JxeHXtnaukhY1jD+jARbIPg06Ed/Gs0UzYsx1crSM5YOqQd5juaUKzxaEBbfe5E8kW8DNRMqV7T6IU1GjQ2eubdUeJ67K9JgQEp844Cj2v4G8Wa7NXg4NnMlAJCXlgrOqywWlXBmVBfWldh5o+2vaySfqgJgiAIYvAJH/DVzwlvjWZLrWZTeTjoQ1/tuPADGyVMZtaxQe2N7l9u4DuGDXQBOGXoZ3o97/CS1bWFyMYaV7KyZ8MFXqyNGfTh1/JWwWqFYA+885jLOQFFkI/bDVSZYfFoDHsKGvaWWKBuG43HgPD3NJT6qTwzgKHzy8canW9GYrlncDUaT4bpsfVL1Z1vFn0A2w7N5rjG12MwK+XZ2JXz7HgALeFtDQpKWYyPj8/1LfSc0bHeyzxbuxp0HGOzm8ocxb6OosxRgPrVD+nEC+nDD+mk+0RRx8nM6FzfQs8ZGR2b61uYNbNxR3vpN8/WxyVaQ5aA9Mjs3lkKEpoM8vvfC5oFo6L4O9kIWr5nMTk56dvW4Y8zfUduanKub6FtZvPhIaivh50oytyIJ554Ah/5yEdw1FFHIZ1O44ADDsDb3/52bN682bPf+vXrvVOwrX+HH36475ycc/yf//N/cNBBByGRSOCYY47Bd77zna7KQf3qh3TihfThh3TSfaKo49J0bq5voefkc1M9uEp3vPHZnHUY/GbCQgDFfC+e3+GlN+//8BLF38lG0Ewpi/rp1mYyxvD9ZxskF8JKIR6Uw0mETw4W1v8LPM48eMbTTLlVfSA84j/Lyco9mOPMBaAbZhI9CeaSwFanRzaaWj+sRFHmRtxwww349a9/jXXr1uGYY47Bzp07ccstt+DYY4/Fb37zG6xatcrZNx6P41//9V89x4+O+r+uffKTn8SXvvQlfOADH8Dxxx+PH//4x3jnO98JxhguvPDCrshB/eqHdOKF9OGHdNJ9uqrjAMellvA3yN+ZZX5MhJ8z8Hr2toa3Ht5qihXiyLSQhLeX2HIL4XWUBURjOUJPaBXY6dRyqRbQrQp+M1la02g5ZDOqBuWF6geEEJgo6tibr4KL4IFes24OHzs1fv7Dn2P7gjN//mfzboQl7q6NQ4NsnvteraQylv5q9iDgXhrZ5qZ2u4HM0izm1TQe9Dak0VHtxASIGhSUsojFYgC8wY7AXOTWiyPB+zC5X0bN4Jiu6khbC0zdbWXNAGMMSavUhzvHVKnKwVUgbi1yd7cZ3Kw0ILvWtQrzV9xac+5tszG4qzqfYzTMNlWNuQSD762abWwp7DhFCv7xZ8zMGRWW0M59XFCVPo6ZVTix+zpKRFHmRnz0ox/Ft7/9bY9eLrjgAhx99NH40pe+hHvuucfZrihK01LE27Ztw1e+8hX8/d//PW655RYAwPvf/36ccsop+P/+v/8P69atgyzPIplaE6hf/ZBOvJA+/JBOuk87Oo7JcCX1Nj0KdxBIAI4P5vavDJ2D+fydmg8FuPPzeM/pTs5tbzMEMFWpIq0qkK022+/SuUBxuorRpArJGsBJsuIcWzUMKJLk5IOxKxpXdI6iZmA0qbpyxZj3qHMBvaoj4fIP7XuzS7Arsvc+AaBYMSAEkIr7jzMMgYpmIObxK02qGofEJCdfJ7Pz3jAGiYUnENetKtOMwakcZeuyrHGoslnVz9sHgKIw6HpwUmPN4FAVKaDv6gIEdYNKmcEpW1+PZIlTf7ibim6eoz4BcRASA1Lx8OdabqAzWPdYmWE1PqKzFMo6/rKvjOmKAcaAOOTAAI35DAYHPbgQrgputSCOnXTcnXDb+xzXJgKEPeNBbTqvFayqb3Oq98HfZpkq6znz2lEurMTddccJmEneVVmChJpezH0A4SRNFtb7H3OOq2gcqsJckyRqydTtc/ruH4CmcyiyK6BlKUnAXIFgV6R3t5kFKjjUAHvInB4J6jsgzBNnACQpeEIKg/n+B4UwJWsMOxvIF/FCQSkL+8FwVzep+/gFu6RtruStxmKWmDSrlezMVVCo6ACACUnDeCqGTFyBwQUKZQ2a9YtVkHRkkyoSqmwFwgwIAFqFo6QxpGOK9aMOcOuODCHADbNksG1j7LvwtcFOjmfevyGEJyAkAKixuNeIuvTRySTnrfwAy1bgyRC1qjtBx9UHpNwYAgBvXto3ikYgijI3Yu3atb5thx56KI466ig888wzvjbDMDA9PY1sNht4vh//+MfQNA0f/vCHnW2MMXzoQx/CO9/5Tjz22GM46aSTOieABfWrH9KJF9KHH9JJ92lHx25/QNPNGTSaITzV88wS5OZAxq6EBwAwzAGcIpmBoMlpDZNFzfHj4oqEZEyCM4i0T2gNusxBGrCzUMKe6Yoz5JyXjGFeMg4AmCprKFRNP29fqYLxZAzzUjFISgz7pitOGwOQUGQkFNPPm6pUUNQMAMBEqYp5qRhGE6o5ENRq1b7KGkcyJiOuSOACKFd16JbjU9WBmCpBlc1AlWFV0dLKOqarBkYSMpIxBVWdY2+h5qvKEkM6LiNuOUimjhk0Q0DnAqosOQEebpW2kiXT73UX7zGDesyp+ierpk64MAeX5qBWR0VjSMVlZ/DOhelXqgoD58KRlTFYAS4Gzs2+lqTaAN5TOMj2Y4UZFLMDSfZ+WoDvaPq/1kfPBr6jMIB4CyOiZCIGRfb6qopklXpnZnLyRn6qfT0mzII9RO/gXODZndOuMR1QNCRo+SqySQUJVYbEgHRcgWJFaoUQnip8EryBa8Cfw1wIwDCEEyB3vxsAwERtrGa+b/Ac7P4Ib1/aMAQkbgWlhYAhhDOeBAAG852wA0S87n6s/7Kq/LnOadlRCIGKzh17UQJ3bKU59oWncqb96CpqzKwqb91LRQdiCnMmVxi8Zj90bgamFMmUu6xxx6ZXdIGYwpzxm2HUKoZyYU7KsINkuqvqqWYdp8i1cStzTdJwF7lQJObYLzcMZlJyWWLO9aq6ZbOY+ZGk1labuMJgjjfbSWJOvogXCkpZFAoFjI+PB0ZW7ed352Q5sLKebgg8t6vgq8inc4HdhQrKVcP3Y2hwgcliFeNp/wNpcIFCRcOo7G8T1nmDyteahsiM4AcFgEynoMZ0IV9L2mh5Xh2tuGfRLEjkPoddVS/snA1+51tqB2p9HSWiKPNMEULglVdewVFHHeXZXiwWkc1mUSwWMT4+jne84x244YYbkMlknH2efPJJpNNpHHHEEZ5jTzjhBKe9G0Ep6lc/pBMvpA8/pJPu066ObX+gIgSKVf/3aS6AStXwDJRsDC6wN19FWTN8PltF55CY+TExaHnKSxMFFDTdO6gDsLdUxXRFhyxJHj+DC2BvsYpCVYMoFSAlRzzHlXQDE6Wq7wu7IQR2T1cgCQZJ8t9HsWKgUjX8yxRhzkgICrAYXGBiWsMrUxWf3OaHUR3puHuWfu16VZ07s6ncMNdgsP44ACjk84EJ3nUuUKwYSMX9jpwkMaiOn+eXr1HqDFsud6UrZvmNUoDvaD9HRshMfOe6rTiPqD3XYb4qs2ZdGXrj89Cqnd4j4Ne7XilCkrPIl3QsGk34Kt0xxqBIdqA2eFle2BIswxCocP/DLIQ5bgwLZpjPv/+cXKAWfK8/JwCNi9BKfWHPPxdAuWKAc/8MxorOIewAWsB7Wq4ayOWmkB4Z87RVdQEhuBPIcaMZHMVK8GzJqi6cAJT/PgV0I+Ag6zhFqptZgVpwilkzWcOWOCoSPPcqMYaE6g46uttM2+Oe2dYO5It4oaDUDGj0I1IfkGr1uG4w25dktgGpTkNTmom54N5778W2bdvw+c9/3tm2ZMkSfPzjH8exxx4Lzjl+9rOf4Wtf+xqeeuopbNiwAYpimtAdO3Zg0aJFvh+9JUuWAAC2b98eet1KpYJKpeL8nctFL1kuQRBEpwn6iNiM+lkG9W1hp6xfJlZ/XKPrNWqbjTvUSO7Z5GXqdC6n7p2zSVuHffGG1+v85YguExQMsenG89pPDPOz2iggZbaHHzfTY4j2oKCURTqdbthuTgMMjpQLIfBKvoKxpOpMWXS35as6kopsRnLr2qrWWtogY2jmkWocmZ9pm5tUqrHMM6Fumb+zrV+wnTSJ+fvankE2zEam2fMddZ599ln8/d//PU488US85z3vcbZff/31nv0uvPBCHHbYYfjkJz+J++67z0lgXiqVEI/HfedNJBJOexjXX389rr32Wt/2iYkJGIaB0dFRFAoFGIYBRVGQSqWcwJWiKCiXy8753fvKsgwGgVFZM++Bm1/Ik5L5uSlnqEhJOhQmYAiGPFcwZu1b5jI4gJS1b95QkJA4VMbBwZAzavtWuAQdEtKS7uwblzhizJyuPmXEMDExAcBMGq+qKgqFAgAgk8mgWq2iWq0CMMvjTk5OQgiBWCyGWCzm7JtOp6HruhPAGx8fx9TUFDjnUFUViUQC+XwemqahWq3CMAyUy2UAwNjYGHK5HDjnPh2mUilwzp19G+k7mUx6+tOeQafrOmRZRiaTwdTUlNP3kiShWCz69pUkCdls1qm8kkgkIMsypqenAQAjIyMol8vQNA2SJGF0dNSjQ0VRnH3dOmSMYWxszNnX1qH9dyaTgaZpHh22qm+3Dt36DtLh2NgY8vl8qA6FEIH6rtdhO/qu16Fb35IkoVqtBuq7XofxeNx5PonWmclvTn0uFm9buCPBubl8LeiLvLlsJPir+7SmQ9IZsgnV15av6JjWDKRj/ineU2UNqixjJGCdl8Y5JCUemK8kX9GhyBISAf7hrkIF2YTi5CB1txU0AwlFhir7j5uu6ogrEhTJ36Zzbs2Y98se5nMKIaAZ3FlKV99WtZbJ1LclkqkAia3jEO7H2suMwmZ2NCM4+bx5zaAZKLP1R92+I9D6c91H7i/RACVm/sYIIZAva0jFFJ89se0T0HicE2S7GiUU13nILCTXSQPfG8dWetu49QLIUnAbFwi0lVwIcC58MzYBWMuDBVTFb9kMLqBa+qtH0zm4xKAGzL7UDQ4wFngvjRjGQC+NzbwwEcHU77lcDqOjo5iamnJyxBSLRaRSKVR0/0Nf0QzszVedaZOya13qln1F3P/MK9ieq0CVGF6zLIsj9stAlhgKVR07pyuoGKaDsP9IAvul4s6LpVuqlxiQiStIqrIZ0UVtjT2DmT/AbbiCAij2vu4ff3s2o91mGzH7h7tcKiKRTHnawr7N1a+ZDiNoP4m1v+7WRjMar9W3E1bacGGu77cdC5kB1XIR6XTKszbYbhvW5JP2892vBL2TvWLnzp34q7/6K2iaht/85jdYunRpw/1LpRIymQze+973OlX53vzmN+OZZ57B888/79m3WCwinU7jE5/4hC/AZRM0U2r58uUt6aJZv15yxxMNj+8Vt60/vmfX6vdnvdeQPvzMVCdzaZ/6jVZ10YqOhfX7bK9IYTDzd9g5hYpVjpImnH1tuBAoVQ2UqmbQXJaAuCJDkpiTGiFXruV1UiUJjDFUDY4XJ6exvWDa22UjCRy53whSqox8RccjW/bhj6+YQdllozEctiCFhCpjumrgTzvy2DppHnfYwjSOWTKCpCrDEAIlTYcmBJheRSqRRCamQGIM+YqOZ3ZPY3dRAwOwfDSOA8eSUCSGyZKG/9mZx+5pDTIDjl06itcsHUVMllCo6tiaL5rBMwYszaSwJJOAxBiKmo5XpksoG+YyxMXpJOan4pAYQ0U3kK9o0K1lPHFFRsyS3dYFs5a5ZRIKklbgzeDCWqpjtqdisrOUr6Rx5IqalRgZGE2qSFhZfU0/soR4IunLPeX2KxkDYlYAzd7PXnbJAMh1QTL72KDZZ24ZzGeF+Z4jt89pt9l+Y5gfKzFvTikhzBxV7qCUKgGlUuPnut7nDEORzH+dgmxUjTBdcCGw6S95z5JfvVICUxPQDPMjmiIxLBtPYn7GTJ8i4M35VD88cHczc22tz/nkHv9ohnDGkxIDEqrsJAE3cz7VjrODy3YQyz6nmeuIWc+/QNWVc0+WzGJads69isY914urpq3kQqBcNZw8UhIDVEWCxMy2isahWcfFVQkjCTPXlsEFpiu62V4pI5FMIqaaxxnctBcl65wjCRnj6RgUWYJucEwVded6yZiMVEx2gmGKhMDAmC2TZOmhPr8VACRVKfTYsMkdNnElOFjXC6Lin7Vqn2imlEWlUkEqlUJMrv2AcS6wJ1/BdMW7kNXgArmqgfufeQXP7Co4hkjjAo9vncL/7p7GqqUZJ+gEmMv7XsqVsLdUxcFjac8LwAWQK+so6xwL03FPm50/QJaAREwOnV4qB0bNbYfMHXCCk8yzaslsbzMJDkg5LU2CU0Ft5jro1iucNEKRzASRQcuq7WST9n0EJZs0BJAvVaDEUz5nxxCAYXTeWegHKq6+JmpMTU3hTW96EyYnJ/Hwww83DUgB5uyN+fPnY9++fc62JUuW4KGHHvJ9vd2xYwcANDxvPB4PnGXVCoPSr42CY50OWA2KTnoF6cMP6aT7NNOxwc2quW4EzOpkhsbNvEmuNjtIUdYMTJd1T5vBgWLVMIMydW0CQJVz7MiX8VKu5AkWbM+XsS1XAgTD83uL3rapKrZPVZBWZewueGfKPbd7Gs/vLeL1B48hk6i50YxrmNZjKGg6duY07ChUHY9KAPjLVAXbchVACOye1pw2QwBPbJvCn3blcez+WeiuMvVcAC/ni3hluoSxhIqK4W3bXihhT7GM+cm4Lw9WWTdQhYGRuOrxHbkAciUdxYqBZEz2VaebrhgoVnRoBjxJnjkHJqY1JFQJ2aQCxhi0agXxRNKTXNjsL+Y5Z0Xj0BiHXD+zC2Z+HZnZlQVrOVFtXzVoNgoXQFk3E97Xwlu1topuBaXQnHqfzx3g8pzTAKaLFSSTqcAZM80SnNuoIZWoie4iMYZVyzJ4eaKMvQXNCspUIEu1/L06F3hpbxH7pqtYsSDtn1HY4PwCdu4j7tvPDsRWdW8bF6btUmSOWECyYLOIFfc9j0KYycEBbs5mch/DBQoVHTL8zyMXQKlqOIGs+jYzX51wCivYVDSOilZFTJG8QT2tAiOeQLGsQzO4E4yyyZcNFMolpOMytDp7b39YWDCiBuazA+DLkcwYgyyZM8x0w579BcQV01jUX0OygncC/neaMW8S87mAfBEvQzb0bh87SWFcBqYrui8gZbNp+xSe2WV+Uas3PpmEDC0guR0AjMbV0B8j8+tacJsqS6G5BRq9UHb5YBPvfrUffuZrs/dm4YfPGEPMLseDG2bNZorLtQCUzMy/3bOcBJqX5g2jUZUWYngol8s455xzsHnzZtx///048sgjWzoun89jz549WLhwobNt9erVKBaLvsp9GzdudNoJgiAIk/qAlJuy5h/UmZjJuoPauBDIhbRVDY4Xp0o+/0MAqBoCm/cUzQpsdW0GB3YVqr5cUgLAWFLxBKTcTJUN7LACWfX3U9QM7J7WAttM3zFYMYyZQaYgVFkOTPgOmLOlGvmOPMTZqejeqmNuEg2q1zTK3yI1SOxk+6rh+V2C2xr5lEFt9nns2VYJxfux1J7pFIYRIkEznxOo+arykM7IHwRiioSDF6Zw1NKMFUQN3m80qc5qyBMUkLLRGrQp1iygwHM2eB71gATlNmHPY1BAyt1WH5DynDPkheMCvoCUm/pgkU1clRC3VwnVvRQM5syp+jZ79qUiM2STMhZkFCRiEhKqhHSMOWPBhMqQipkVP2OKmbzcXkEUk813fy4DUoQfCkpZjI2Nef5mrBb0CMIQ4ZUTGj3js/4hanJc44RswW3Z0bHGa/m78K52KtZjBw/rHYpWGB0d69BdDA71z3fUMQwDF1xwAR577DF8//vfx4knnujbp1wuOzlz3HzhC1+AEAJnnXWWs+28886Dqqr42te+5mwTQuAb3/gGli1bhrVr13ZFDupXP6QTL6QPP6ST7tNPOm44u7vRcQ3aAgMkaqrpcY0au+QeduWCtu+YHhnt2EXD/NHm/t3sjptNuoZ2/MdhTQ8xiKTiMkZTKpREJrC9G4nNG9qFJkvM+pVEur2log0lbtLIGEMqJnn0JkkMyZiETFyCWldh1ayqx5CMscDqq3NBP/1O9gO0fM/CXu8YJQr5HLIRDNDk8zlks9Hq6yg+34342Mc+hp/85Cc455xzsG/fPtxzzz2e9osvvhg7d+7Ea17zGrzjHe/A4YcfDgD4r//6L/zHf/wHzjrrLJx33nnO/vvvvz+uuOIK3HjjjdA0Dccffzx+9KMf4eGHH8a9994LWQ7/stwO1K9+SCdeSB9+SCfdJ4o6lrQSeCxaSzGK03mkM9HJYZTP5xAfj9ZzPcwYlWnIIYEpojnVUgHx1Mhc38bAEsXfyUZQUMqCByy305qsNRv0JV5BMtcQ6MZUqZnqTAhzCqrEOrcGv7Hcw0kUZW7Epk2bAAA//elP8dOf/tTXfvHFF2NsbAxvfvOb8cADD+DOO++EYRhYuXIlvvjFL+LKK6+EVJcb40tf+hLGx8fxzW9+E3fccQcOPfRQ3HPPPXjnO9/ZNTmoX/2QTryQPvyQTrpPIx0Puu8UztAKFoqI2LtEtmM4EEJgd6EKLnhgxcwWzoCuLCcZMOh9aA/SnxcKSlmoaq00sKZz7JsOzyfFucABo1YZUS7A6qIlubKBxaOm0atPkleo6liQjAWWs63oZhnioDbDEE51hsDyoSHTELkID+Yoqr8csn0+JzdT3fXadSZ1DqvCReMgU1DSSLv6SSszLhvtoobI3cqxg0ozmaPGhg0bmu4zNjaGu+++u+VzSpKEq6++GldffXUbdzYzqF/9kE68kD78kE66T5CO7Y9MjXKkCCs1AhdB/oeZDDsw54kQkBmDzrnPR5IlIC4zlHVuFWyptdsFUnTu962YFWTy+10CuZKOimY41aoAQDDTf0upZg5QHuCvyVZeiCBfrlAxTJ8Nfr/L4AKQg4+rGhwpxe87mhW7OOIhvqPBBRSrQlf9cXYFriCqOkdcMc8pK95+buCOmkmJQ9oMASgsuM+BxtWhrT19bY3uBQj2Qe0Mq2GurqoG5xpq5jcOo185qPx5zzTu/d12QAAnLUuCB43VKjrGU2rg82jn4Q1us6pGBr1TMHOS1WNWlBOQ5JBzwnwew94NNGhjIffZ7LjgggXCKaBlt9nvv52rKSzfmoAAC3gLNIMH6t+8XrC9sxmGglTki3ihoJRFIpEAAEwWdUwWzVLCksSQUCVoOneq8TEG7Nybx7985xE89sw2HLH6UCw/eKnz4ugGx5Zd03h5TxFHLstg6XjSaZMYoAmObdMljMdjSKs19cvMLHdZ0gyzdK4nqZu5FlY3BCTJ++NmJ4ILgqFx4CcRT3j+tu9TwKyywiCc0sy1M7YHs5zNaoMqdwY3S/HWY1c/USXTyWx2nbgcXA0lnUwgJlnV9urabAe1D5YadxT7+SaGC+pXP6QTL6QPP6ST7lOvY2H97gcOWlyDpJJVXU9iDDFV8nwJ0wxzYCdLzKw45WrbW6pi13QFcVnCSEx1qrZxCDzy/D78+sW9WDSawKGLM1Cs03Ih8Ltnd+N//rwXSxaP4OADxp3EtwJAoaxjuqIjrpjJeG0MQ+DPL+zBIxu34JRXL8Upxyw2B1WSgnLVwIObduIPL01i5QFjOGTZqCuJtsDktIZiRUdMlaDWOTITRR0bX5zCivlJLBmtVQTTDIGXJjSUdY4Dx+NYlPF+2NQ5x75yFRlVQdwVnNK5wL5yBUAF+6XjyMZqg2yz8phAVeNIxmSoCnO1AVXdCpBZpdhtGDOTORfKOhKqhFg8XvMdRa2v7X1tJAbEFHODEeTfcQHdqqTlGTTb53PyuNofTYMG2f62IGQWnt/JrsgVFDxVJCCbSoQeF+ZzDqtfOWgIIXDbxpfxyIsTTuB7sljBa/dnOGAs6ewXVySkVNkzHvO8G5o5RowpEmRXm2YIFKtm9bq4KjnVKO3jrBCRYwPdbYWSWYEvFZc9x5WqBqZKOmSJIRNXPGOfsmagUNahyAypuALJZV2nKwamihoSqoyxlOpp21Os4pV8BSNxBQszccio2eUtUyVsmZjGfuk4Dh5LO2M0AWCirGGyVMVoQsWCVBwSBBTVrBwtSQyjSQUVXaDkymouMWDRaALjaRWT0xr2FTTnWrIELBmLY15aQUkzdWfDAGTiMmKKWUnTrDRYa0vGGGKNEj8PCOSLeKGglEU+n8f4+DhyJd2znTGGmCqDc4EfbHgaf3pxF37w0B+hW7+qTz76R7zw7Es44bTjoekcJaukTBXAb1+cwoI9JZzyqvlQZeYkXdO4wK5SBWlNx/4jSaiyhJgsOcaprHGoskBSlaHIkhmBtn7NOAfABGSZOaUy7TYhahXzZMZCg1W2XNPTBYyOjZvntX7UOfc6Awa3IuBtvvtBxxs8OCjVrEKfzpsHpexrqjKguJwLRQIm83kkxschwWzTLBmH2Wmwn29iuKB+9UM68UL68EM66T71Oq6vblebjQ3rw5/AdMVwqjtxIaBXDCiyGRSpaGaQBIxBZuZv9r6ShqrOsWu64lQ8LuoGSrqB3bkqpisGHn5+L3Jl0697aU8R2yZKWJRUwTnHk/+7B8WK1fbyFLbvzOOYIxchFldQKGtOcKWic1R1jtJ0FZWKjq3bpmBYPuB/PfEyfvP0LrzxtcuQMMr49z9OoWo5HH96fh9e3JbDCUcvggBDvlQbkFU085wJVa7NhILpO27eVcS2yTIO2S+Fkiawr1irKvjcnjK256p4zdKMM6vH/piY13QUdR1xRUHVMFByRVVezpeQUTXsn0nCEMKRzRDmDC1F50ioEnSDeypscS4AJqDIEmSJOf6owc3+0ks5zJs3P3AWvf1h1D7W2S6ZMy7smfyODwvTVwubdeGdpRFwPRb8327iLRTGYcyctWXOoDO32UGsialw2xHmcw6rXzlolHWOR16cAOAaZ2glPPg8x8HjSbz5iP2QjivIxBUnyFrROHRmzdDk3nejrHEwcMgSQ0Xn0FzRyFKVQ5EAVZFgGNy5HrOmUhncXhHCnXdHMwSmiroZxJQZCmXdOafBBfbpVSRUGarMUKwYTnXMqi5Q1TWoimkr82XdmU1arBooVQ3EVQlMAnYVKqhatmuyrGGqoiGpymBgeHFyGmXrwd2WL2NnoYJXzc8gLkuYKGswrBudsI5bMZaGUSogPTJqysUYkjGzoh4DoCgSFo7EoFgDtgXZOEbTKvblq1BkhqVjcccuZOJAUpUwXTUgMzNZuR0MT8WAuCJQ1kxdx5X+SFLeCcgX8UJBqRaRJIYv3rkB5arua5val0euqAUeN1nUkI4Hr1iuco5MPHjqHhfwfJmrp/4LG2CVuQ1pq+0T/iKHLc0L+uo1E+badtiOQlhbrDs5qAmCIAiCaABj5tK5fNnvWwHmUrHAgAdjKGoGdhXKvuCFAPDHHTk8u7Pg+8ilGwJP/nkvpgsV33GazrF7soRs1v/1WgB4efsUpqervrap6Sr+44ltOHAUqOpe/6tY1rF7qoJYgKNhB+SC/LLpKsfWyWpomxziWOlcoFwJ9kdLuhFaJl43BCoIX1cZC1krEzTryYaxYD+WMQYJjZf5sQbtzQg7bqbnbOQ7duM4Yu7YU9SweDQZ2GYIAUMPfnEMLlAKWtoB690IeOHspahayMtY1jiq5eBzlqoGSoEtQLFiBJ5TANhXrKJk+BcPCgG8nCuhUPW3GUJgR6GMtCr77JC54oVDZf5xpcQYFozEkAiweaosYdFYAjKDJ1ANmH9nE8FhCVlioWNpYngYghWZnSGVilbFFABIRlBmIJp9HUWZowD1qx/SiRfShx/SSfeJoo73lobj6/1MiCWCB/LDShSf62FmmtPcjHZQ49F6/zsN2RMvFJSyaJYB/5ltU0guWoLU/Pn+Ty16FZt/9Sh2PL0ZvC4SnYor+POeMnYVNM86eQBIKwqqOvflRgAARTLzAXDhb5OsaaX2PzcMdoLQ5knJueFdvyuFPA1syJa1RbHaQRRljgLUr35IJ15IH35IJ92nVR3b/k1SlX3JbrkQyJU0TExXodVNySlpBh55fh8eeWECUyXvzKBCScOTf9qOLc/vQqXsbdMqGvZu24nc7t0wNG+bUa3gL0/+DzY/9ntUit75COV8Afue/SOmX9oMrtXNlmLmbARZ8vtrssyQK1aRm6560iM41+Qi0AdMxWTsl1ExmpB9GZLGEgoUSQqcLZVUZCzLJDEWMAt/LKFiNKUgofqdvbgqYSShBM6ISsZkZBIK1IAcLhILdzRVa9ke+Y9Ev2I/vzGF4YHnduN/dxc8Cf6FENB0jumybs3a9LZVdI5SVYdu+NsKFR07p8qYrui+toliFTtyJRTrVt8IIZCraNhXrKJSl9TM4AIvTRXxh105TNXZNYML/GWqhOf2FTAdcE5D8MAcwzJjOGReGq9ZMop03fS+hCLh1UtHcfTSUSRDpv4J0ajKapNBKEH2pA4KEVuUy2Ukk0mMphRMTNde6B2TJdz6i+fwyz+9glhmBEo6g9S8eSi8sgvlib1AKQ9oFUzkgYmt27Dz2c044LWvxpJDDsSS8RQyKRVTZQNTZQOv5DUsH4thUTqGJekkMjHFDDoZZlBIkc31x8mYbC7BEwJWrRgzoZzEoMqSlStKwF5dL6x1+RJjzrRQYbsxohZQqq9eUqmUkUgmrTZzH0U2E2BybidYr+nIrioRRFhbI2ckbJWhLAEBs0wd2q24YPd1lIiizFGA+tUP6cQL6cMP6aT71OtYZmblKXeSX4MLVHUzoa/p/yhmbk5NR6FiIFfSnOV35UIVSVVCKqZg418m8J/PvIKytWxmy94SVi5M4chFaTz2hx24/9EXUdEMCAHs21PAgkVZ7LdoFHu278b2F7Y7A4FKPo/k6CgSIyMo796O0o6XAZge0s7nXsTyVa/CksMOwrY//S9e/sMz5iBLCFR3b0di6QokFi2HkohBVszlLaMxgamKVWlLYshk4kgmFVQ1jqrGMV3SkE3HkEoonjxKdlUrmZnBof3HE5iXNpOZpwFkEwomiqYuDpufwn5WonMzvxaDLszKgwuScaRUBUIIZFQF8xIx7CpWICBw0Lw0xhLmcQlVRtrgyJd1CAGMJFXErGp6MVWGbnBMV3TIjGEsozrJ02OKCt3gKFYMCJjBqlJhGoA30bkiMyRjMmSrsp8iSeBW8M1NUN4opy3EdxRAYKUu85kK/7gKtJaLtBlkOwaXpCrjtEPn4xfP7XUSnY8oBual0kjGZPxlqoS/TJXwx1dyWLN8HIszcZQ1w1miqlcNVJj53AsrF5v9TBvcDPrEVRmawc1AOq/ldUqoEualVFS5wI6pspPXqagZSKoy5iVV6BzYW6w4uaIqpapVuEHG3rKGP+8romIdt7tYxcJUDIeMpTBZ0fH8xLRzvb1lDQuSKvYfSYIxoGIYzntjJ1oXAliQjmPxSAKSFVRflk1iy2QRz++dxmH7ZXDssjFnid2ysSS27Cvi+d0F5/5yFQ0xWQMCZktNV3Qk1Jhvu80wVM7rBGRPvFBQqo7RpIJ0TMbEtIaNz+/D5Xf+1mkzc2wyMEVBIp1E+aU9vuOrxRKqr+zAytcf7W8zBLghYeVYxtlml8gUMJNBZpNqLbrs+uGVJYa4KgdWwpMYc37869vA3MGoujbPJZj7EMiSlTwzpBxnK4kiw5CYWUEvbB+Jmcko66ufNKqYQhAEQRBEf2Lnb+RWcZGKxj35nmw/Q5EZ9k1qKAbkOClWDXzj0ZfwSqHia3vulWl85/4/olj053zavXMKO57bAhHwVbo0MYHSlmetKjImAoAwBF7a9DRe+u0mgNVlaecc1d3bkV1xCCTZnzlblhkWLEh75ALMgeB0SUcqJG9KMibhyKUjnpLrgJl0+4CxBJaNxJ193ecdURXMT8R8baok4ZDxDDIJ2dcmSwzj6Zjj59W3zR+JI24Fqurb0tb917cxBiRUyeOrutsU2UyQLjEgrlgVqQ2grNUqkikSkFDNNp0Dlbo2M8mx2eYq8gWZAapi+tT1vmMzn5OIDu86bhlOOWQevvP77dg6VcZ+qThKddHKqbKO5/ZMY0T1v6dcALmSHliQiQtgb6HiJAt3U9Y4XtxbhB7w9b6kGdimBX+Jrxgcf35lGvkAe7inWMXuAHsHAHtKGtIxGam6GU6MmaPOlQsyiFuRIXsbAKwYS+EEqwpp/djvoHkpLB9L4uE/78Hy8QRetV8GualJIKZgnzWZgwEYTyuYl1bBmGnr3epQJXscRy8j4YeCUhZjY2POfysyw8JsDDsmpsG5CPiSw6AVcqHnWrh0P+tLmT8UvF86Fvqlx/5SFfSy2kGnRgGiwLaA/7LJjo4F3r87iFV/zkZ2pBUbI7eYANJd/cRwZoI1P64V3H0dFaIocxQYhn695I4nQttuW3/8jM83DDrpJKQPP6ST7hOkY2b9pksMKIbOumZOFeN6hEBgQAqAOYMnZIAGwQMDUgAAbngCUr4LQgRO51FSGUiK14XemrfaFH9iYBtVkULb0nHFqaZXT8I1gKwnJgW3mTPQWGibid+vZNYMrCCf064eZv93emTU065Ija4noMpm9Szn3hXTJ9QMu1JfrU2VzQGsZpgfSt2Jkc02YVZjZvBUm+6W7wiQ7RgGDhhP4uNvPBj3/n47tuwr+p5VAWC+NUEg6H1rtCpND4pWWfBGBzagGJJIvdnZkiHTkczgcfBATJGYUy3Pf5xZRf6UQ+chHTNt3/x54+Ys0ZSCQtlAJiF7im3FrPfUrrZOwSgvZE+80AQ6i3w+79umyFLjQEujxgFYS1sIkLlGdwzHTJ0DZs2O6qRTEdTXw04UZY4C1K9+SCdeSB9+SCfdp5GO7UrBw8bi9FzfwWxorydK0zN5l1jgB1nGGGIK8wSk6tvqK3XZbarMPAGpWlvnfUeAbMewwBjD/HQMCREc5CbCSbpmkNnvgypLGE+rgdXfJes9pYCUH7InXigoZWE0SmI0pHAePZmBaPZ1FGWOAtSvfkgnXkgffkgn3SeKOg7IHz70RC1RbxSf62FGQrSe305D70N7kP68RPAnNBilbhp2WTMwFbJuGPBOYa6Hcw7GglVrcBH6XaqdSgWNjg1rUxQldELXAEz0mjX1fR0FoihzFKB+9UM68UL68EM66T5hOhZCoFTl1lKWMAcr5KQNlmI1/gg/y7wDjSbDBwRjys74opEDNXNfrdkZu0NrV5Rlbz/biduHFbIdw8FvnnoB/+/nv0OVB7/kRtNHuHfP+Gxn+4XeoQh/R92FKFqB3of2IP15oaCURSqVAgBoBsfWfSU8vX0axx+yAH999GIwuI2CWbpXHZ0HFvIw7XjhZfBq8JTQl3Pl0DXHlZBEdwBgGMFrmwGAcxHqV3kv5b1uIpnyH+DaxSo0MyMa2U65gUPZS+y+jhJRlDkKUL/6IZ14IX34IZ10n3od2+XT900bKFTMJOfCGRwJZx8hBLIJxflvG4MLCAEcOBKHEVB+XZYlLN1/XoCfZFapY7GE/ybtcm2yEuzsSDKUsQVA3UdGxhhYuYB5qgaJ1eJa+8qmDyQJYFE2Zi5TdN0OAyCDYf9swswdVXe5isaRsZbG1LfpXDh5XOoxwJGIBeeI4VwgpgQ7XqrEEAtYMgeYvmPQsjjAzhNj/nc84a0cpRs8vIgNBr/qFtmOweaFrbvxjo/9K05dfxN++qNf4ZnN2wH4Z/y9nCs5FfJsbJtjCA7NEJ5tNXskULVmvwh42zgAPWRmoYzwAfkh81L+hOXW/y7NxgOSmZvtMVVykpnXH1cxjMDxmBBAVdND32FF8tomeh/ag/TnhUJ0FrlcDuPj4/jzK0WUrKRyyZiMD5/xKvzNsfvjjg3PY9NLE+C6jumX/ozSjq01J0aSASYhmUrgDWe+Dq8+7ghIsoSqwZEvG9C4mXBuzf6jOHReCowxcCGgG8JKeg6MplQkVMkpq2ubN4kBqZgC1XIcBOCUIGUwEz+ahqXWbmMmzDT/u1YJxd6LoVDIYWxs3Go320T9SVxtjZAAKLJ5v0J4K+e52/oBu6+jRBRljgK5XA5X/vjPc30bfQU9615IH35IJ92nXseaIZAreQdkXJh+iu0H5cs6tk0VUbZ8MJkxgAsosoT/+csEvvf4VrwyVQZjwLyxJOaPJyFJDFO5Cna8koemCYzOH0W5WEa5WIYQAtwwYGgaAAlQk4Chmf8AoJQHpifNZOeA6ctJ5gAvtmAx4ouWQVJUcK2C8rYt0PbsAJMkvPrEV+PY1x+HeDKOYlnH0y/sxdZXCth/BFi2bCFed8QCxFUZuZKG374wiS27i1BlhtNetR9ev3IBYoqEfcUqHn5xH17YV0RMZjj54Pk4Yf8xKLKEfFXH5r0F7C1pUGWG1UtGcej8DGSJYbqiY8vENPIVHarMcOjCDJaOJiExhmLFwM6pMsoahyIx7D8vjvkZFYwxlDWOvQUNmiEgS8C8tIpUTLISy3Psm9ahW5XxRpKKM5g1uBlMFFbS8ExccvzRii6wfdck0iNjUCRgJCFbBXtqVRYBs4/VPvIB24Fsx+BSqWpY+84bUCiZBRGmJvL43c9/hd/86vc48y2nYuGSBUjIEo5YkMGSTBycm5MFVFmCJDEYQiBXqjrV9WKyhHRMgcIYKgbHy/ki8lWzCl1KkTEej0GRGDTOMVGpomwFueKShLSqmJXTGZBUZCiSWeiqygXKugEBs7jBfpkEEqqMwxaMYMtEEc/szkPjAkuycaw5YB7mp2IwuMDTu/L4/cuT0LjAQeMpvOGQeZifNtte3FvEc7sKMASwKBvHEYsySMcVcCEwVdQxVTLtXzpm5oVSZHMcqvPajLGwCpb0PrQH6c8LBaXqqAbM2TxwQRqfPf8YnP6e/4NyoQBh6N4duIH3f/QdGJ2XRTxeK8sbkyUsTEt43f7jGEsoUFzV+CTGEFOAkaTqSwDHmBnISccVX1lOBvOjnR0J930V9JRYDpOSBbY1mhXVLDDl/oDnrpxnO5sEQRAEQUQTI6zAHYA9+TL2FatOMMo5Rgg8+Ied+M2f92DbRLl2jAD2TpSwZ980GBiqrmp9TGJIZpKolsqolMreZSiMAUoMyO0GSgWA+325xPJDoGbHIcXizmZJjSO14lU48W/+CgsXZJDJZpy2VELBcUcuwl+vXoz5SgWqqxpdNqnijUctxKisIptQkYnXHKV5qRjOO2oxSpqBkbiCpGu2w0hMwWuXjCGmmoPemGu2Qzqu4MhFWUgSkFRlT6WsVFzGQQtTKGscI3EJMVeSq4QqYelYDFVDIFbncyZjEhYrKoqagFLncyqymWScCyCheCvgJVSGsaSMkbTiqazlrrJofgJtrTozQXSTSlXHVKHs2/6XF7bhh3f8BHf9348hE1fMYLgFF0CxaqCk69DqVrlUDY5CoYy8pqOke1e6FHUDRb2EmCShWjc7qsI5FMPAwmQCMnO/NwxxmWEkLiMRUxCXa5U6JcZw8Lw0Dl2QBofA/HTNPskSw9GLszhsQRpFzcDB85OetpUL0zhgPImqwT02SGIM42kV2aQZoHInKWfMqnApaBxH9A4KSlkkk8mm+/DStD8gZbHfkgWB2xljWJCKhbbFGpTsbFSWc3Z5FbztrcjcDv1aYafbcvcjUZQ5ClC/+iGdeCF9+CGddJ+Z6FgAvoCUTdXg2DkVnA7BMAR4SLSrNis86ILCH5CykBTVE5Bykx4dQSYbXGJvLBNDTJIDr7ggE0csxJ9bkI4FVqQDgLGkGpi2gTGGkUSw+84YQzImQwq4HGMM8ZClfHYlu7A2mQX7l6lUqsFx/ekDtgPZjuFiz2QtSDWaUEP3qw9IuakPSLmpD0i5UUIGchJjSCjBy3FVWUI6HtwWV2TEQ46LKVLoeFOWGOSQN7XZO0zvQ3uQ/rwM+OruztFKUrfx8RGoarAjkFSk0EBRUClbm7n8ejTMySgbEUW5oyhzFKB+9UM68UL68EM66T71Om6kci6Elfg8mLB8SaoiIRUyQEvEZIyEfBBMJWMYyQQPBrKpGLLJ4MFpOib7crQ411MkqBGcThC1dylq8g477rxpFcMILwzV4N1OhgSCAPjyPdkwIDRINEjQ+9AepD8vNFPKolwuI5lMQpWYk7PJRuccEyUNN/2fD2NiMo/v/Nsv8evH/gAhgOVL5uMj730TTl25H4qagT/uymN73oy8jydVnHjAGPYbjUM3OHIlHRXra6AqM8zLxJCIyeDWmn37urLEXFO57cnPNWRrmrSZCNQrB2ON29znLJfLSCRai9LOskBNX2L3dZSIosxRoFz2T0WPOvSseyF9+CGddB9bx0IIJzdJQpVg8Fo+TSEE9kxX8ZeJEgwuIDNzJoBk5d3cka8gkY3jTa9bji07C/jjC/tQrpoJeo84cAzHHzYfMVXCH1+cwMand6NUMSBLDK87fAFOPWYVVFnCQ0+8hPsffg7TJQ0xVcab1x6Ct57yZiiyhJ/+7Df44U8fRbFUQToZxyVvPwWXXvhGCAB3/erPuPtXz6NUNTCSVPGB0w/D+jesBAfw6xf3YePWSehcIKlKOHXlApx44Dgm9u3DlhLD/+7Oe4rMGIIj7Buw8Lt4DlyYy+CCj7ML3ITPcJgJrewetE/U3qWoyTtMxFQF6WQM5aoOw5phOS8bR3psFG+/8DQ8sy+PuCxhWSaJbMwMTMsSQyouY1yOoaob2FesomLllEqqMg4YTyEZUzBV1rB5Tx65ipmvbkEqhiMXZZFNqNg7XcHTu3KYKpuzMxePJPCaZWPIxBXkShq27St5Zoo2mFwFLsKLXgG9X2ZH70N7kP68UFCqjkMWpbB9ooyJog4hBCbLGnLV2jTvsdEMPvzB83Dem09EaSKPv/6ro50KC0lFwgnLxjBVrkKSJRwyP+VM5ZYlMwhV1czKJO6ve4yZSdV1g1u5pmRX9LRmYSTJnNbpjqxKUu1vxpjnc2R4W8B0cJjBLj3AGNr5AYJKpEps8KupEARBEATRWQwuUNaEJ0AjMSCmMEwUNTy3u4CSq+qwIQBD5yhUdbywr4Sizs3KeQAOXJzBAYsy2LWviAMWpjCStKrUMYZVK8ZxxAFjePmVAg5flkU2pTptbzxhBU56zXL86bldOO6wxchm4s5yufPOPhFnnPpavLB5C84+aRWyI0nI1rq3S954GNadeBCe+PNuvPHoJUjHVWfW+xsOmY/jl4/hL1MlrFqchSozM2mxxHDssnEcvl8WT2zdh21TJSgyw8JsDElZxu685tGPIjHsl1WhG8JJNmwjSwxxxfTLKnUrDe2Kf2bwztvGAKjKzAenjJlV9TTDv+jRTlROeaGIQSYRV/HL2z+Kj3/l/+FXT2xGNpvCm/5mLQ5/7dEQ1otUMThemJrGWFzFYfNHkFBr4zFVlrA4m0RZ06HIEjJx1WnLxhUcv/887CtWEFclLEjHnbbxVAyvP2ghdhXKSMcULMjU2kYSCg5fOoK9hSq2T5RhcIFUXMJ4SkaubPhy8ZkVM4PfU1UGkioNyIjBhYkIzh3L5XIYHR3F1NQUstksALMcqORahD9dMfCH7XnsyAfPRMjGFCxMxwMj1qmYhExCCWyTGHzJy20YTCcj7Dh7FlQ9nsDTDNpsmVXJdHzM/c3AlM5rjoi7za6qN8jVVOr7Ogr0u8xB72RUmYkuOOf4wF2/69Gd9Z7b1h8/42P6/VnvNaQPPzPVCdmnGq3qgnOOoha+bO/RF/b6Sq7bPLFtKvAjGADMS5kf9Op9GgZggSsYVd82GgtuUyWGIxZnrZlH9ccJpKyBZ1BbIub9rms/V0KYnyr/tHMCxywddfLDFCo6XtxdQq6sY9lYAvuPJ6BYU6GKFQPbJsooaRz7ZWNYOBJzgmBVnZsDVANIJySkY7UEyAYXqOrmAFWV4Uk4PhvqK+epUs3/DCJq9qVf5SUbVaOZLoQQ+Pmvn8ZPfv8SXnPCEZBk/xK7lfMyWJJJBL5LisRCx3GqzJzVLPXEFBY6xhNCYG+himxcxljatFV2dby90zpiMsPCERVJaymzEAJl3Qz6yxKQUiXHlvSSfn0fBoWo6K9V+0QzpSwKhYJHUem4jIUjamhQqlGeqLCklUBjZ6GhI9GoaZbnLE4XMJrNwp1/0664ELQM2q6qN+gzo+r7OgpEUeYoUCgU5voW+g561r2QPvyQTrpPoVCAFMuEtjfKIdUgp/Cs/Z2wNjunTFhC8WZtborTBWRGsmDW7K7jl8/zBHMycQVH7z8SeB+puIxDFwcnUY8pEhZkwpMUJ4NTZ80Ke2Z8SF52H1F7l6Im7zDCGMOZJx2FkeVL8Odtu6HL/uVTchNbEtYcNnkAABiCA1L2ORePxhFzBZbs6njjaX+OO8YYkipDSPq7nkHvQ3uQ/rxQUMrCMMKrJwwregRlBqLZ11GUOQoMe79ecscToW1hs6iGXSczhfThh3TSfQzDiFwlnSg+V1GTOWryDjtMNEjgRDSF3of2IP15GTifoVKp4KqrrsLSpUuRTCaxZs0aPPDAA22fVw6YvjnsCxuVAJmjQFBfDztRlDkKUL/6IZ14IX34iapOuuU/BSHLsi/nybATxecqajJHTd5e00sbxTnA2cANg/sKeh/ag/TnZeDexvXr1+Omm27CRRddhJtvvhmyLOPss8/GI4880tZ5M5naNHMhgKoBJFQrkWbA/hWDh07D1Hh4dYSg3ASttbWXJyCIVDozkDmh2sXd11EhijJHAepXP6QTL6QPP1HVSbf8p3p0Q4CpqdB2IQQysfBS6amQZL0Sg686sptGbWHLBXWDwwgpdyVEeMnuWlutPZWO3nMVtXcpavL2ml7YKIML5Mo6kqoMQ4kHjvEKVT10zMUblMxstPS40ZJlYDBz9NL70B6kPy8DFZR6/PHH8d3vfhfXX389brzxRlx66aX45S9/iQMPPBAf//jH2zr31NQUADOJd1kHDA7MT8fxVwfNx7y0d8G+IjEcMJ7CkrEEEnXOk8SAbEJBQpF8BoYBiCkyFIkFmjM5ZDsDEJMARRK+dobwPE92W5B/xwCUClMt5w0YJuy+jhJRlDkKUL/6IZ14IX34iaJOuuk/2QghUKxylDSBXJ2OhRBOgEfnAgfNT2PZaNLnJ42nYnjvCQfgtJULoMqmT2TvctjCNN712mVYe+C440fZbYcuTOPNR+yHVYtHzMTcrraD5qXw+pXjOHhBytluty0dS2C/ERWZuD9Ilo7LyCYlxAISXcRVszqeO4doPmfKrEhAQolGtbqovUtRk7eX9MJGFasGJksGNANYMZ7GsfNjGIl7X/CkKuPA8RTmpVQodQZKkRgWZBTMS8u+8ZMiAaMJCZmYf/wnMyChmJXz6mEA4jJ81xoE6H1oD9Kfl4HKKXXfffdBlmVceumlzrZEIoFLLrkE11xzDbZu3Yrly5e3dQ2tbnnnSELF8QfMw55CBc/vLWA0oeKg+WmoljVKqAmUqgYmixqSqoyxlOokzpQlBoMLaIaALDPE5FrFFIkJcCFgcAFJYpBdFRnsyi1CmAGlmFKbJSUzq2wyNxNRyq6qKO42pa5iihTQNoD2jyAIgiCIGdIL/0nn8JUwtzGsmUUVzYDOzZkGCzNxjKdU7J2uoqwbWDE/jfnpOADgxBXz8Oqlo3jkxb3YPV3FaYfOw0HzzNlXi0cSOHrJCB57aQK5so4TDxzHkmwCADA/E8ehC9P4n+05lHWOVy/NYl7K/LA4lozhwHlJbH6lAJ0LvGpRBiMJ0w1OxYFMQsJU0XQCR1Oy4+epMqCrAqUqBwOQjElOsRtZsqrVGaZPFZVgFEF0mm7bKCEESpp3ttJYMoY3LBrFtlwJL00Usf9oEocuGHHe77gqoVQ1MF01kE3IGEvVKqsnVQnTVY5ihSMV91bFjCkMZV2gqnMkFAkxhbnGccKxlYpsj+PIaBDEQAWlnnzySRx22GG+TPUnnHACAGDTpk2zNljJpL/6gpsFmbhvxhRgGpJUXEE67lclYwyKzKAqwZVbZMYCZyrZlVvATIPltlWNKuDNtK2ZzMNKFOWOosxRIMr9GpYEPc4MfO09r+vx3fQvUX5GwoiiTrrpPwURr9OxwQVKVX9SV0WScOC8NNJx2TcwS8VknPGq/QDAV2UqHVNw+qELA6+djik4ccW8wLZUTMbq5aOBbaosYcFI8PRxRWIYSQQvOZQYEFeAbCYZuYBU1N6lqMnbS7pto4IWz8UTCTDGsP9oCocu8FfGtMd4qbiCuOINHjHGkInLgbMsa9Xx/PaEMRZa5XzQoPehPUh/XgYqKLVjxw4sWbLEt93etn379sDjKpUKKpWK83cul+vODRIEQRAEQfQZvfafgpMREARBBDM3YzyyUwTRLwxUUKpUKiEej/u2JxIJpz2I66+/Htdee61v+8TEBAzDwOjoKPbs2YN0Og0DChLJFAp506glkklAAOVyCVwIjGRHUZyehmHokGUZqXQG+dyUuSY4YX4lK1v3kRnJolwqmqWRJRmZkRHkpiYBAPF4ApIsoVQsAgDSmRFUKmXomgZJkpAZySI3NQlFAlLJOBRFwfT0tHneTAbVahXVahWMMYyNjWFiYsI6bxyqqqJQKPj2BYDx8XFMTk6a01hLJSxcuNDZN51OQ9d1x7iPj49jamoKnHOoqopEIoF8Pu/saxgGyuUyAGBsbAy5XA6ccyiKglQq5fwwpFIpcM6dfUdHR1EoFGAYhm9fO2ps92U2m0WxWISum/rOZDLOGtxEIgFJklC0dOjeV5IkZLNZTE5OOvvKsozp6WnkcjksW7YM5XIZmqXv0dFRjw5b1XcsFkMsFvPoW9M0jw5tfdfvW69vtw7r9V2vw7GxMeTz+VAdCiE8+raf73odtqPvkZERjw7D9F2/b9Azaz+fxMwIs3lRJilRiV03pVLJ+Y0kTKKok276T/bvOSQZTEliOp9DoZDHgoWLICBQKZVQNQSkeBqVUhGc65AkGYlkGsXpHDRFhjyShiQxn/9k/p7LSMwb8fy+tPpbNJPf85n4T0G/5xMTE44+h9V/qtd3oVDA8uXLh9p/svUtyzI0TXP02y/+k6Iozt+DTLdtlKbrKOoSEokkpgvms6FpVWSQRaVcRlWRQsd4gDkTUpZYaH+PjPS/jer0GC+Xy2Hx4sV9baP6eYz3yiuvIJvNdtRGDfIYj4mw0iJ9yKpVq7Bo0SL84he/8Gx/+umncdRRR+Eb3/gGPvjBD/qOC4qiL1++HFNTU8400YmJCYyPj6Oqm7kPgmhUOaFRrN1cijfzaDwDrOmiMz60JWyZo0YU5e53mXO5HEZHRz3vZFSZiS4mJiZw5Y//3KM7GwzG5Cq+8q6/muvb6Bv6/d2fC2aqk2GwT930n2y4EChWzJyYuckJZMdqOja4QKGiI8iNkiWGsZQamldFZghMNt5vRPFdi5rM/Sov2ajmNkoIgXzF8OQOzk9NYmR0DAAQlyUnJ3A9DEBCpdxP9fTr+zAoREV/rdqnAfiZr7FkyRJs27bNt33Hjh0AgKVLlwYeF4/HA6PvbmwlxRSAc6BqeNcfK5KZU4ALgarhLfupymZCci6Aqu49TrWS2AmYiTA9bVbC8cA22ZvEvBsM6g9Xu0RR7ijKHAWoX/3kDLX5ThGCnhE/UdRJN/0nG4kxpOOmP5Meybq2A8m4hGwyhkLZQK5kOP6OKjOMpxTEFAadm8nSbRiAmAxIA1IlOIrPVdRkjpq8vaTbNooxhpG4DM0QmK5ycGGuUmEAUjEJMZmBA9DqxnEx2SxoQAEpP/Q+tAfpz8uA/NSbrF69Gps3b/atF964caPTPlvs6WqA6QDFFdMQ2aV9VSvhuCwxJBSzXZWBlArEZLOqgiwxJFTzOFU2E3OqMjOr60m1Y+xzKpazFdgmdb+Ci1vmKBFFuaMo81xQqVRw1VVXYenSpUgmk1izZg0eeOCBrl2P+tVPStLn+hb6CnpG/ERRJ930n9wwxhBTGCSjhJjCkFAZUjGz6IvEGLJJBUvGYsgmZczPKFiUVRFXJTBm+kC2/xOTTb9oUAJSQDSfq6jJHDV5e0kvbJRpnySMJWWzWp5exnhKRkI1Z0kpAeM4RWYUkAqB3of2IP15GaCfe+D888+HYRi49dZbnW2VSgW333471qxZ01ZVBl33DmTMAFQtGOVtMw1XLMBQORX3AttMZyv4nOFt3aJe5qgQRbmjKPNcsH79etx000246KKLcPPNN0OWZZx99tl45JFHunI96lc/ChO45I4nQv9FDXpG/ERRJ930n4IwDANxJdgXkiWG0aSCVMxfcc8OTsk9+DDXaaL4XEVN5qjJ20t6aaMYY0ioEmTGZzSOI7zQ+9AepD8vA7V8b82aNVi3bh2uvvpq7Nq1CytXrsSdd96JLVu24Lbbbmvr3LI8BLU5Z0gUZQaiKXcUZe41jz/+OL773e/ixhtvxJVXXgkAePe7341Vq1bh4x//OB599NGOX5P61Y8hGjuRjQJTt60/vtO3M+fQM+Inijrppv8URBR1TDIPP1GTt5f02kYB1J/tQvprD9Kfl4EKSgHAXXfdhU9/+tO4++67MTExgWOOOQb3338/Tj755LbOm8lkOnSHg0MUZQaiKXcUZe419913H2RZxqWXXupsSyQSuOSSS3DNNddg69atHZ+NQP3qp8Bn/7M2jAErekb8RFUn3fKfgoiijknm4Sdq8vaaXtoogPqzXUh/7UH68zJQ1fc6RVAW+KhkwHcTRZmBaMrd7zIPQ+WYv/7rv8a2bdvw9NNPe7b/4he/wOmnn46f/OQnOOecc5qeh6rvtceYXMWkEZvr23CY62BWv7/7c0EUq+91ilZ1EcXnjmQefvpVXrJRNWbqQ/Vjfw4KpL/2iIr+hrL6Xqew43DuZHq5XC5y0+iiKDMQTbn7XWb7XRzkGPmOHTuwZMkS33Z72/bt2wOPqy9nPDU1BQC+ZJ9B5HI5VEuF2dzu0FKRNVSN6lzfhsO7vv7QrI77vxe9tiPX7/d3fy6YqU6GwT51iiD/KYgoPnck8/DTr/KSjarRqo2y9+nH/hwUSH/tERX9tWqfIhmUyufzANDxpTQEQbRHPp/H6OjoXN/GrCiVSoFliROJhNMexPXXX49rr73Wt53sU7S558NzfQdEPYNsnzoF+U8E0b+QjSIbRRD9SjP7FMmg1NKlS7F161aMjIyAMYZcLofly5dj69atkZn2GkWZgWjKPQgyCyGQz+exdOnSub6VWZNMJj0znmzK5bLTHsTVV1+Nj370o87fnHPs27cP8+fPb1j5ZRD6tdeQTryQPvzMRifDYJ86Rb3/FEQUnzuSefhl7md5yUbVaMVGAf3dn4MA6a89oqS/Vu1TJINSkiRh//33923PZrND/2DUE0WZgWjK3e8yD/rXvSVLlmDbtm2+7Tt27ACAUGMcj8d9M6zGxsZavm6/9+tcQDrxQvrwM1OdDLp96hRh/lMQUXzuSObhp1/lJRtlMhMbBfRvfw4KpL/2iIr+WrFPUg/ugyAIYuhZvXo1Nm/e7MtjsHHjRqedIAiCIAiCIAiCqEFBKYIgiA5w/vnnwzAM3Hrrrc62SqWC22+/HWvWrKH8BgRBEARBEARBEHVEcvlePfF4HJ/97GcDkxQPK1GUGYim3FGUeS5Ys2YN1q1bh6uvvhq7du3CypUrceedd2LLli247bbbOn496lc/pBMvpA8/pJPuE0Udk8zDT9TkHXaoP9uD9NcepD8/TFD9UIIgiI5QLpfx6U9/Gvfccw8mJiZwzDHH4Atf+ALOPPPMub41giAIgiAIgiCIvoOCUgRBEARBEARBEARBEETPoZxSBEEQBEEQBEEQBEEQRM+hoBRBEARBEARBEARBEATRcygoRRAEQRAEQRAEQRAEQfScoQ5KVSoVXHXVVVi6dCmSySTWrFmDBx54oKVjt23bhre//e0YGxtDNpvFeeedhxdeeKHLd9weTzzxBD7ykY/gqKOOQjqdxgEHHIC3v/3t2Lx5c9Nj77jjDjDGAv/t3LmzB3c/ezZs2BB677/5zW+aHj+IfQ0A69evD5WbMYZt27aFHvu5z30u8JhEItFDCYggoma3mhFVu9aIqNq8RpA9nHvasV2DSKFQwGc/+1mcddZZmDdvHhhjuOOOO+b6trpKO/Z4EPnTn/6EdevW4eCDD0YqlcKCBQtw8skn46c//elc3xoxS6JmpzpJ1N7/bnPdddeBMYZVq1bN9a30Bcpc30A3Wb9+Pe677z5cccUVOPTQQ3HHHXfg7LPPxkMPPYSTTjop9LhCoYBTTz0VU1NTuOaaa6CqKv75n/8Zp5xyCjZt2oT58+f3UIrWueGGG/DrX/8a69atwzHHHIOdO3filltuwbHHHovf/OY3LT30n//853HQQQd5to2NjXXpjjvL5ZdfjuOPP96zbeXKlQ2PGdS+BoAPfvCDOP300z3bhBD4u7/7O6xYsQLLli1reo6vf/3ryGQyzt+yLHf8PomZETW71Yyo27VGRM3mNYLs4dwzW9s1qOzZswef//znccABB+DVr341NmzYMNe31HU6YY8HiZdeegn5fB7vec97sHTpUhSLRfzgBz/Aueeei29+85u49NJL5/oWiRkSNTvVSaL2/neTl19+GV/84heRTqfn+lb6BzGkbNy4UQAQN954o7OtVCqJQw45RJx44okNj73hhhsEAPH4448725555hkhy7K4+uqru3bP7fLrX/9aVCoVz7bNmzeLeDwuLrrooobH3n777QKAeOKJJ7p5i13hoYceEgDE97///RkfO6h9HcbDDz8sAIjrrruu4X6f/exnBQCxe/fuHt0Z0QpRtFvNiKpdawTZvNYge9g72rFdg0q5XBY7duwQQgjxxBNPCADi9ttvn9ub6jLt2ONhQdd18epXv1q86lWvmutbIWZIFO1UJ6H3v3NccMEF4o1vfKM45ZRTxFFHHTXXt9MXDO3yvfvuuw+yLHu+YiQSCVxyySV47LHHsHXr1obHHn/88Z4v0IcffjhOO+00fO973+vqfbfD2rVrEYvFPNsOPfRQHHXUUXjmmWdaPk8+n4dhGJ2+vZ6Qz+eh63rL+w9qX4fx7W9/G4wxvPOd72xpfyEEcrkchBBdvjOiFaJot5pBdq0xUbd5jSB72DvasV2DSjwex+LFi+f6NnpKp+zxICPLMpYvX47Jycm5vhVihkTRTnUSev87w3//93/jvvvuw1e/+tW5vpW+YmiDUk8++SQOO+wwZLNZz/YTTjgBALBp06bA4zjn+J//+R8cd9xxvrYTTjgBzz//PPL5fMfvt1sIIfDKK69gwYIFLe1/6qmnIpvNIpVK4dxzz8Vzzz3X5TvsHO9973uRzWaRSCRw6qmn4re//W3D/YetrzVNw/e+9z2sXbsWK1asaOmYgw8+GKOjoxgZGcHFF1+MV155pbs3STSE7FZrRMmuNSLqNq8RZA97y2xtFzH4zNQeDyLT09PYs2cPnn/+efzzP/8z/vM//xOnnXbaXN8WMUPITnWeKLz/ncQwDFx22WV4//vfj6OPPnqub6evGNqcUjt27MCSJUt82+1t27dvDzxu3759qFQqTY991ate1cG77R733nsvtm3bhs9//vMN90ulUli/fr0zePvd736Hm266CWvXrsXvf/97LF++vEd3PHNisRje9ra34eyzz8aCBQvw9NNP48tf/jJe//rX49FHH8VrXvOawOOGra//67/+C3v37sVFF13UdN/x8XF85CMfwYknnoh4PI6HH34Y//f//l88/vjj+O1vf+v7wSZ6A9mt1oiCXWsE2bzmkD3sLbO1XcTg06o9HmQ+9rGP4Zvf/CYAQJIkvPWtb8Utt9wyx3dFzBSyU50nCu9/J/nGN76Bl156CQ8++OBc30rfMbRBqVKphHg87ttuV9MplUqhxwGY1bH9xrPPPou///u/x4knnoj3vOc9Dfd9+9vfjre//e3O3295y1tw5pln4uSTT8Z1112Hb3zjG92+3Vmzdu1arF271vn73HPPxfnnn49jjjkGV199NX72s58FHjdMfQ2YS1VUVfX0Yxj/8A//4Pn7bW97G0444QRcdNFF+NrXvoZPfOIT3bpNogFkt5oTFbvWCLJ5zSF72Ftma7uIwWYm9niQueKKK3D++edj+/bt+N73vgfDMFCtVuf6togZQnaqs0Tl/e8Ue/fuxWc+8xl8+tOfxsKFC+f6dvqOoV2+l0wmUalUfNvL5bLTHnYcgFkd20/s3LkTf/M3f4PR0VFnDfVMOemkk7BmzZqBjOauXLkS5513Hh566KHQPDLD0teAWVHrxz/+Mc4888xZV8965zvficWLFw9kfw8LUbdbzYi6XWtE1GxeI8ge9p7Z2i5icOmEPR4UDj/8cJx++ul497vfjfvvvx+FQgHnnHMO5Z8bMMhOdY4ovf+d4lOf+hTmzZuHyy67bK5vpS8Z2qDUkiVLsGPHDt92e9vSpUsDj5s3bx7i8fisju0Xpqam8KY3vQmTk5P42c9+1tb9Ll++HPv27evg3fWO5cuXo1qtYnp6OrB9GPra5kc/+hGKxWJLS1UaMcj9PQxE2W41g+xac6Jk8xpB9rD3zNZ2EYNJJ+3xIHL++efjiSeewObNm+f6VogZQHaqM0T9/Z8Nzz33HG699VZcfvnl2L59O7Zs2YItW7agXC5D0zRs2bIl8v7G0AalVq9ejc2bNyOXy3m2b9y40WkPQpIkHH300YEJYzdu3IiDDz4YIyMjHb/fTlEul3HOOedg8+bNuP/++3HkkUe2db4XXnhhYKcYvvDCC0gkEshkMoHtg97Xbu69915kMhmce+65sz6HEAJbtmwZ2P4eBqJqt5pBdq01omTzGkH2sPfM1nYRg0en7fEgYi/zmpqamuM7IWYC2an2ofd/dmzbtg2cc1x++eU46KCDnH8bN27E5s2bcdBBB0U+L9fQBqXOP/98GIaBW2+91dlWqVRw++23Y82aNU6C27/85S949tlnfcc+8cQTHsf9f//3f/HLX/4S69at640As8AwDFxwwQV47LHH8P3vfx8nnnhi4H47duzAs88+C03TnG27d+/27fcf//Ef+N3vfoezzjqra/fcCYLu/amnnsJPfvITnHHGGZAk8zEfpr52s3v3bjz44IP427/9W6RSKV97kNxBOvv617+O3bt3931/DzNRtFvNiKpda0TUbV4jyB7ODa3aLmKwadUeDwu7du3ybdM0DXfddReSySQNyAcMslPtEbX3v5OsWrUKP/zhD33/jjrqKBxwwAH44Q9/iEsuuWSub3NOYWKIF0S//e1vxw9/+EP84z/+I1auXIk777wTjz/+OH7xi1/g5JNPBgC84Q1vwK9+9SvPuvB8Po/XvOY1yOfzuPLKK6GqKm666SYYhoFNmzb17ZfTK664AjfffDPOOeecwOSuF198MQBg/fr1uPPOO/Hiiy86pbIPPfRQvOY1r8Fxxx2H0dFR/P73v8e3vvUtLFmyBE888QQWLVrUS1FmxBvf+EYkk0msXbsW++23H55++mnceuutUFUVjz32GI444ggAw9XXbm655RZcdtll+NnPfoYzzzzT1x4kdyqVwgUXXICjjz4aiUQCjzzyCL773e/i1a9+NX79618HDuaI3hA1u9WMqNq1RkTd5jWC7OHc0YrtGjZuueUWTE5OYvv27fj617+Ot771rU71y8suuwyjo6NzfIedpVV7PCz87d/+LXK5HE4++WQsW7YMO3fuxL333otnn30WX/nKV/DRj350rm+RmCFRtFOdImrvfy94wxvegD179uCPf/zjXN/K3COGmFKpJK688kqxePFiEY/HxfHHHy9+9rOfefY55ZRTRJAatm7dKs4//3yRzWZFJpMRb37zm8Vzzz3Xq1ufFbYsYf9s3vOe9wgA4sUXX3S2ffKTnxSrV68Wo6OjQlVVccABB4gPfehDYufOnXMgycy4+eabxQknnCDmzZsnFEURS5YsERdffLGvv4apr9287nWvE/vtt5/QdT2wPUju97///eLII48UIyMjQlVVsXLlSnHVVVeJXC7Xi1smGhA1u9WMqNq1RkTd5jWC7OHc0YrtGjYOPPDAUNvktkXDQqv2eFj4zne+I04//XSxaNEioSiKGB8fF6effrr48Y9/PNe3RsySKNqpThG1978XnHLKKeKoo46a69voC4Z6phRBEARBEARBEARBEATRnwxtTimCIAiCIAiCIAiCIAiif6GgFEEQBEEQBEEQBEEQBNFzKChFEARBEARBEARBEARB9BwKShEEQRAEQRAEQRAEQRA9h4JSBEEQBEEQBEEQBEEQRM+hoBRBEARBEARBEARBEATRcygoRRAEQRAEQRAEQRAEQfQcCkoRBEEQBEEQBEEQBEEQPYeCUsScsGXLFjDGwBjD4sWLoet64H7PPPOMs9+KFStmfJ3Pfe5zzvH2v1QqhVWrVuGTn/wkcrlcm5IQBNFPdNu23HHHHT6b0ujf+vXrAXTXFm3btg1f/epXccYZZ+CAAw5ALBbD4sWL8ba3vQ0bN26c9XkJgiAIgiAIotsoc30DRLRRFAWvvPIK/uM//gPnnnuur/22226DJLUfO33b296GVatWAYBzvS9+8Yu4//778fjjjyMej7d9DYIg+odu2ZbVq1fjs5/9rGfbli1bcOedd+LVr3413vKWt/j2d9MNW/Qv//IvuOGGG3DIIYfgjDPOwMKFC/Hcc8/hRz/6EX70ox/h29/+Ni644IIZn5cgiOFhy5YtOOiggzzbFEXBfvvth7/6q7/Cxz/+cRx33HFzdHcEQQwLbluzaNEivPzyy1AUf8jhmWeewZFHHgkAOPDAA3HHHXfg1FNPbfk6p5xyCjZs2IBNmzbhBz/4AR544AG88MILmJqawrJly3DWWWfhk5/8JJYtW9YZwYiuQkEpYk5Zu3YtnnrqKXzrW9/yDRx1Xcc999yD008/Hb/61a/aus7555+PCy+80Pm7XC7jda97HZ566il8+9vfxnvf+962zk8QRH/RLduyevVqX6Bpw4YNuPPOO7F69Wp87nOfa3h8N2zRCSecgA0bNuCUU07xbH/44Ydx2mmn4UMf+hDe8pa3UPCdIAgccsghuPjiiwEA09PT+N3vfofvf//7+NGPfoQHH3wQJ5988hzfIUEQw8BMPw6uWLHC99FvcnISN998Mw488EBn5rl7fwD4u7/7O2zcuBEnnHACLrzwQsTjcWzcuBFf//rX8f3vfx8PP/wwDj/88I7LR3QWCkoRc0oymcSFF16I2267Dbt27cJ+++3ntN1///145ZVX8L73va/toFQ9iUQCF110EZ566in87ne/o6AUQQwZc2VbZkonbNFb3/rWwO2vf/3rceqpp+LnP/85/vCHP9AsCIIgsHLlSl/w/Etf+hKuvvpqfPrTn55zm0gQxHAw04+DK1as8NmmLVu24Oabbw5ss7noootwzz33YOXKlZ7tN9xwAz7xiU/gYx/7GP793/+9Y3IR3YFyShFzzvve9z7ouo67777bs/1b3/oW5s2b51sO02mCppQSBDH4zLVtmSndsEWqqnbt3ARBDAeXXHIJAOB3v/vdHN8JQRDDgv1x8N///d+xa9cuT5v742C7XHbZZb6AFABceeWVSCaTFGgfECgoRcw5J5xwAlatWoXbb7/d2bZz507853/+Jy666KKuLDkpl8u49957AQAnnXRSx89PEMTcMxe2ZaZ00xb95S9/wYMPPoglS5bg6KOP7ui5CYIYPih4TRBEJ5nLj4OMMaiqSnZtQKBeIvqC973vffjoRz+KjRs3Ys2aNbjzzjuh63pHIugAcN999+HZZ58FAOzatQv//u//jr/85S/427/929ClLwRBDD7dti0zpVe2SNM0vOtd70KlUsENN9wAWZY7dm6CIIaLf/3XfwVAH+kIgugs7o+DH/vYxwDUPg5+6EMf6urHwfvuuw+5XA7r1q3r2jWIzkFBKaIvuPjii3HVVVfhW9/6FtasWYPbb78dr3nNa3wJhWfLD37wA/zgBz/wbFu3bh3+7d/+DYyxjlyDIIj+o9u2Zab0whZxzrF+/Xr893//Nz7wgQ/gXe96V0fOSxDE4PPnP//Zyc1iJzp/6KGHsGjRItx4441ze3MEQQwdc/FxcOvWrbj88suRTCbxhS98oWvXIToHLd8j+oKFCxfinHPOwXe/+108+OCD+N///d+OGqvvfOc7EEJA0zT88Y9/xFlnnYXvf//7+MxnPtOxaxAE0X9027bMlG7bIs453ve+9+Hb3/42Lr74YnzjG9/oyHkJghgOnn/+eVx77bW49tpr8eUvfxkPPfQQFi9ejEceeQRHHHHEXN8eQRBDxsUXXwxVVfGtb30LALr+cXDv3r04++yzsWvXLtx666141ate1ZXrEJ2FglJE33DJJZcgl8th/fr1TkWqTqMoCo466ij88Ic/xMqVK3Hdddfh97//fcevQxBE/9AL2zJTumGLOOd473vfizvvvBPveMc7cMcdd3jKLRMEQZx55pkQQkAIgV27duHGG2/Erl27cO6556JQKMz17REEMWT08uPg3r17cdppp+FPf/oTvv71r+Piiy/uynWIzkPeKtE3nHnmmVi2bBm2bduGt7zlLRgfH+/atRKJBL785S9DCIFPfOITXbsOQRBzTy9ty0zplC2yA1J33XUXLrjgAtx9992UR4ogiIYsXLgQV155Ja655ho888wz+NSnPjXXt0QQxBDSi4+DdkDqqaeewi233IIPfvCDHb8G0T0oKEX0DbIs40c/+hF++MMf4vrrr+/69c477zwce+yxeOCBB/Dwww93/XoEQcwNvbYtM6VdW2Qv2bvrrruwbt063HPPPRSQIgiiZa655hosXboUX/va17Bly5a5vh2CIIaMbn8cdAek/uVf/gUf/vCHO3p+ovtQonOirzjuuONw3HHH9ex6n/vc53DuuefiM5/5DB566KGeXZcgiN7Sa9syU9qxRZ///Odx5513IpPJ4LDDDsM//dM/+fZ5y1veMmfJ3QmC6G+SySSuuuoq/MM//AO+8IUv4LbbbpvrWyIIYoiwPw6+/PLLHfdF9u3bh9NPPx1PPfUUbr75ZnzkIx/p6PmJ3kBBKSLSnHPOOTjuuOOwYcMG/PKXv8Qb3/jGub4lgiAiSDu2yJ7ZUCgUcN111wXus2LFCgpKEQQRyqWXXoobbrgBd911F6655hoccsghc31LBEEMEd36OPjWt74VmzZtwuGHH459+/Y51UXdXHHFFRgbG+v4tYnOwYQQYq5vgiAIgiAIgiCI7rBlyxYcdNBBOPPMM/Gzn/0scJ9bbrkFl112Gd71rnfhrrvu6vEdEgQxDLRia9wkEgksXrw4cOmwfa5TTjkFGzZsCDx+xYoVeOmllxpe48UXX8SKFStauHtirqCgFEEQBEEQBEEQBEEQBNFzKNE5QRAEQRAEQRAEQRAE0XMopxQxUGzatAk/+tGPmu63YsUKrF+/vuv3QxDEcNBvtiUoJ0IQlCeBIAiCIAiCGGRo+R4xUNxxxx1473vf23S/RmuPCYIg6uk328IYa2k/ypNAEARBEARBDDIUlCIIgiAIgiAIgiAIgiB6DuWUIgiCIAiCIAiCIAiCIHoOBaUIgiAIgiAIgiAIgiCInkNBKYIgCIIgCIIgCIIgCKLnUFCKIAiCIAiCIAiCIAiC6DkUlCIIgiAIgiAIgiAIgiB6DgWlCIIgCIIgCIIgCIIgiJ5DQSmCIAiCIAiCIAiCIAii51BQiiAIgiAIgiAIgiAIgug5FJQiCIIgCIIgCIIgCIIgeg4FpQiCIAiCIAiCIAiCIIieQ0EpgiAIgiAIgiAIgiAIoudQUIogCIIgCIIgCIIgCILoORSUIgiCIAiCIAiCIAiCIHoOBaUIgiAIgiAIgiAIgiCInkNBKYIgCIIgCIIgCIIgCKLnUFCKIAiCIAiCIAiCIAiC6DkUlCIIgiAIgiAIgiAIgiB6DgWlCIIgCIIgCIIgCIIgiJ5DQSmCIAiCIAiCIAiCIAii5yhzfQNzAecc27dvx8jICBhjc307BBF5hBDI5/NYunQpJCnasXKyTwTRX5B9qkH2iSD6D7JRNchGEUR/0ap9imRQavv27Vi+fPlc3wZBEHVs3boV+++//1zfxpxC9okg+hOyT2SfCKKfIRtFNoog+pVm9imSQamRkREApnKy2SwAYGJiAuPj43N5Wz0nijID0ZS732XO5XJYvny5825GmSD7FEa/9+tcQDrxQvrwM1OdkH2q0ap9iuJzRzIPP/0qL9moGuRD9Q7SX3tERX+t2qdIBqXs6ZzZbNYxWIZhNDVew0YUZQaiKfegyExTrYPtUxiD0q+9hHTihfThZ7Y6IfvUun2K4nNHMg8//S4v2SjyoXoJ6a89oqa/ZvYp2guPXYyNjc31LfScKMoMRFPuKMocBahf/ZBOvJA+/JBOuk8UdUwyDz9Rk3fYof5sD9Jfe5D+vFBQyiKXy831LfScKMoMRFPuKMocBahf/ZBOvJA+/JBOuk8UdUwyDz9Rk3fYof5sD9Jfe5D+vERy+V4QnPPW9xWAbgACgCIBEgMGccbsTGQeJqIodxRljgKD3K/dsqODrJNuQPrwQzrpPlHUMck8/ERN3mEnav0pBGAIQOemz6VK7fldUdNfpyH9eaGglIWqqk33EdaLbIjaNo0DDOagSh6weWetyDyMRFHuKMocBQaxXxvZUVU2HaV2GESddBPShx/SSfeJoo5J5uEnavIOO1HpTyHMD4GaKwbCBVAxrPHrLD8KRkV/3YL052XAwijdI5FINN2nangHUjYC5otuDFjAsxWZh5Eoyh1FmaPAIPZrIztaNUxHqR0GUSfdhPThh3TSfaKoY5J5+ImavMNOVPrTqAtIudE5oBmzO29U9NctSH9eKChlkc/nm+7TbKzU5liq57Qi8zASRbmjKHMUGMR+bWpH2zSkg6iTbkL68EM66T5R1DHJPPxETd5hJyr92cyvmq3bFRX9dQvSnxcKShEEQRAEQRAEQRAEQRA9h3JKWaRSqbm+hZ4TRZmBaModRZmjAPWrH9KJF9KHH9JJ9xk0HV9yxxOB229bf3zL5xg0mTtB1GSOmrzDDvVne5D+2oP054VmSll0IgP+oBXgi2rW/yjKHUWZowD1qx/SiRfShx/SSfeJoo5J5uEnavIOO1Hpz25ViI+K/roF6c8LBaUsyuVy031icnjgyS5pPki0IvMwEkW5oyhzFBjEfu22HR1EnXQT0ocf0kn3iaKOSebhJ2ryDjtR6U+Zmf5VEBIz/bLZEBX9dQvSnxdavjcDJAbEFbPKns7NxHD2i96tKDRBEMQwYTtAXNTsaDsliQmCIAiCIIhgGAMUZvpZGjf9LwZAlQdvQgUxvFBQymJ0dLTlfWXX1/xBHkTNROZhIopyR1HmKDCo/cos56gbdnRQddItSB9+SCfdJ4o6JpmHn6jJO+xErT+Z9VHQrsbXru8VNf11GtKfF1q+Z1EoFGa0PxuCr/ozlXlYiKLcUZQ5Cgx6v3bDjg66TjoN6cMP6aT7RFHHJPPwEzV5h52o9menfK+o6q9TkP68UFDKwjAM3zYuzKV6dkS5VWZ7XK8JkjkKRFHuKMocBXrZr2JA7KGmG+B9bnt7Cb37fkgn3SeKOiaZh5+oyTvsUH+2x6Dpr51xPRed92MHTX/dhpbvWShKTRXCynWiW0nx7XW3cpMQnhC1tbru4/p1va5b5igRRbmjKHMU6EW/CgEYwmsP7YTkjb602XbUEN7jmtnR2eLkqJIUVA3zi4vSx/a3V9C774d00n2iqGOSefiJmrzDDvVnewyK/oL80VbG590e1w+K/noFzZSySKVSAMyHtqzXBmCAmYi3agAVPTxKqnOgYsDzhd4+rtrguLnEljlqRFHuKMocBbrdr4Zl1+rtocZN2xZm1+zjDBFwXIftoRCAZpj3wwWQTJo64bDsb4P7jAL07vvpd51s2LABjLHAf7/5zW88+z766KM46aSTkEqlsHjxYlx++eWBSwIqlQquuuoqLF26FMlkEmvWrMEDDzzQNRn6XcfdgGQefqIm77BD/dkeg6A/PcQfbTY+bziu75BfOQj66yUUlLLI5XIAzMFNGPa0vyD0kO2AOTjqx+UktsxRI4pyR1HmKNDtfm1k10SDdq2JPTQ6bA/d58vnvTrhwrzXqELvvp9B0cnll1+Ou+++2/Nv5cqVTvumTZtw2mmnoVgs4qabbsL73/9+3HrrrVi3bp3vXOvXr8dNN92Eiy66CDfffDNkWcbZZ5+NRx55pCv3Pig67iQk8/ATNXmHHerP9hgE/c1mfG7PrAo9rkN+5SDor5fQvDGCIAhiYIlywIkYbl7/+tfj/PPPD22/5pprMD4+jg0bNiCbzQIAVqxYgQ984AP4+c9/jjPOOAMA8Pjjj+O73/0ubrzxRlx55ZUAgHe/+91YtWoVPv7xj+PRRx/tvjAEQRAEMSQIAXM9H9ExaKaURTKZnOtb6DlRlBmIptxRlDkKUL/6IZ14IX34GSSd5PN56Lru257L5fDAAw/g4osvdgJSgBlsymQy+N73vudsu++++yDLMi699FJnWyKRwCWXXILHHnsMW7du7fh9D5KOOwXJPPxETd5hh/qzPUh/7UH680JBqRnSjez7BEEQUaKrdpTsMzEkvPe970U2m0UikcCpp56K3/72t07bH/7wB+i6juOOO85zTCwWw+rVq/Hkk08625588kkcdthhnuAVAJxwwgkAzGWABEEQRLRwF/aK6ti2H9PrRBUKSlmUSiUAgNxkKp6dPLf+IW6myH6sAGXLHDWiKHcUZY4C3e7XZnYrrJJes+O4CLajs4HBO4O6VC41bI8a9O776XedxGIxvO1tb8PNN9+MH//4x/inf/on/OEPf8DrX/96J9i0Y8cOAMCSJUt8xy9ZsgTbt293/t6xY0fofgA8+9ZTqVSQy+U8/1qh33XcDUjm4Sdq8g47Ue1PYeVIrhq1oJRd1GYmwalB0F8zf9QQZiGzen+00WGshfO2wiDor5dQTqk6Yor5omqG94O7u/S5nX1fZmZpSMD8X6ckues4RTL3a1Q6nSAIoh9RZUAWfnsoMUCVwu1aTDbtaL09dBNkR2cDY+b1uPAnWCf7Swwia9euxdq1a52/zz33XJx//vk45phjcPXVV+NnP/uZ48zG43Hf8YlEwuPslkql0P3s9jCuv/56XHvttb7tExMTMAwDo6OjKBQKMAwDiqIglUo5wSt7aYJ9fve+siwjk8lgamrKuRfGmLNvNptFsViEruuQZRkjIyOYnJx09pUkCcViEQAwMjKCcrkMTdMgSRKy2ayzbzweh6IomJ6eBgBkMhlUq1VUq1UwxjA2NoaJiQmMyVVUhARNSMhI5nLJgqHgsrseQ4xxCABTRgyjchUMQFVIuOkdxzmVDtPpNMrlMiYmJgAA4+PjmJqaAuccqqoikUggn887+xqGgXK5DAAYGxtDLpcD59yjQ8CszsQ5d/YN0zcAn77rdVivb7cO3fvW6zCRSECWZUeHbn0XCgWMj487creqb8AMvsZiMUeHmUwGmqahUqk4OpycnIQQwrdvOp2GruvOvm4d1uu7XodjY2PI5/OhOhRCBOpblmVwzp37b0ffjZ7ZRvqu16Gtb/tvgmiGXbE4KI+3zgEDpk81LH6TKgWPz93U+6PkV84NFJSyGB0ddf5blsxBl8Ybf8k3BKBa/82Y+ZBKzNwuhPng9vND65Y5SkRR7ijKHAV60a+S68eZi5p9bMZs7OhscdvfeWOjkMhpcKB3388g6mTlypU477zz8P/+3/+DYRjOgNgelLspl8ueXBXJZDJ0P7s9jKuvvhof/ehHnb9zuRyWL1+O8fFxZzlg/bLA8fFxjI6OQpLMqZR28CtsXzfufUdGRhru6w60ZTKZhvvGYjHnv1VVRTqd9uw7adTa3f+tcwlF13mmDO953NdZtGiRIzPgf87q78mt95ns2y0dNtvXrUNb3/Z9z1TfYddRVdVTJn1sbCx031gs5tm3kzoM25dz7uljoDfPbLN96/8mWmMQfws6QYPCchCwfL0W/KdB0J/bP6wajTM89HpcPwj66yW0fM/C/vpiw9jspuYxZj606gBEmetljgpRlDuKMkeBXvUrY2aQSZVnZhdna0dnC2NAuVjo+w8CvYTefT+DqpPly5ejWq1ienraWXpnL+Nzs2PHDixdutT5e8mSJaH7AfDsW088Hkc2m/X8a4VB1XE7kMzDT9TkHXaoP9tjkPTXj+P6QdJfL6CglIVhGHN9Cz0nijID0ZQ7ijJHAepXP6QTL6QPP4OqkxdeeAGJRAKZTAarVq2Coiie5OcAUK1WsWnTJqxevdrZtnr1amzevNmXD2rjxo1Oe6cZVB23A8k8/ERN3mGH+rM9SH/tQfrzQkEpC1meXVITo9EcyD5ntjIPOlGUO4oyR4F+71c7mWYzOln9pN910mtIH376XSe7d+/2bXvqqafwk5/8BGeccQYkScLo6ChOP/103HPPPU7uHAC4++67USgUsG7dOmfb+eefD8MwcOuttzrbKpUKbr/9dqxZswbLly/vuAz9ruNuQDIPP1GTd9jph/7kAqjq1tKyAasE1w/66zS9rMY3jPprB8opZVG/Xhsw15Ia8K8/dRuNqgFIfObLWvqBIJmjQBTljqLMUaBf+1UIcw2+3mLQvmqYX0iUDtjRftXJXEH68NPvOrnggguQTCaxdu1a7Lfffnj66adx6623IpVK4Utf+pKz33XXXYe1a9filFNOwaWXXoqXX34ZX/nKV3DGGWfgrLPOcvZbs2YN1q1bh6uvvhq7du3CypUrceedd2LLli247bbbuiJDv+u4G5DMw0/U5B125rI/7eTbThBEmBXwup1I216OFuafSWjdDxu090GWAN4kr1TVMOVXWsyf2g6Dpr9uM1Azpf70pz9h3bp1OPjgg5FKpbBgwQKcfPLJ+OlPf9r2ue0KGW7s7PuqVCsNGRTF5lY5yUGbNRUkcxSIotxRlLnXdNM+hdGv/WqXGZ4J3Dqu3a9U/aqTuYL04affdfKWt7wFe/bswU033YQPf/jD+Ld/+ze89a1vxW9/+1scccQRzn7HHnssHnzwQSSTSfzjP/4jbr31VlxyySW47777fOe86667cMUVV+Duu+/G5ZdfDk3TcP/99+Pkk0/uigz9ruNuQDIPP1GTt5dEyYfiItzf0Xn3Z00pkjm+dQddGMxtMaX1gNigvQ+Sa1zfiEb900kGTX/dZqBmSr300kvI5/N4z3veg6VLl6JYLOIHP/gBzj33XHzzm9/EpZde2vFrurPvl/XG+w7YrEuCIDrIXNinfqUdWygEal8BCCKCXH755bj88stb2vekk07Cr3/966b7JRIJ3Hjjjbjxxhvbvb2B5ZI7npjrWyAIIoQo+VDNAk69GE+6KysLYf4dhQIx9rieAag2+XhK/mhvYUIM2gpWL4Zh4LWvfS3K5TKeffbZlo7J5XIYHR3F1NSUU0mmVCo1LIsMACWt8XlV2Yw+DwqtyDyMRFHufpc56J0cBjpln8Lo135tFsBvhCqZU6xnS7/qZK4gffiZqU6G1T7NhlZ10Y/PXaeDUretP97zdz/K3G2iJnO/yjusNmpYfSiDA1qTgEh8AKq49+v70ArCWi7ZiHb90WYMsv5mQqvv5ACFUIKRZRnLly/H5ORkW+dh/f7md4EoygxEU+4oytwPdMo+hUH96od04oX04Yd00n2iqGOSefiJmrxzDflQ/Q3prz1If14GavmezfT0NEqlEqampvCTn/wE//mf/4kLLrigrXOWSiUkEom2zqFzc/rjoCQ874TMg0gU5Y6izHNFN+xTGHPRr+4k5gxWUs4uft4Q1rUM0VoydHrWvZA+/JBOuk8UdUwyDz9Rk3cuGHYfapgYdv3p3Jyt1q1x/bDrb6YMZFDqYx/7GL75zW8CACRJwlvf+lbccsstoftXKhVUKhXn71wuN6vrxmRAC8nabwc77az9qtT/0y4Jgug8c2Wfuo0QZu4B95RzAfNvg3uDRY1spWQdF9TmrnYSVMHPToZONpYgCIIgho9h9aHc2NXdggrC2B/7yL/pLszyI3UensNLgHzOXjKQQakrrrgC559/PrZv347vfe97MAwD1Wo1dP/rr78e1157rW/7xMQEDMPA6Oio87eiKEilUo5Rs9d6lkolAEA2O4pcoYBK1YCiyEilM8jlzOz5iUQCjDGUSiUwAAvGsygWi9B1HbIsY2RkxJmCmkgkIEkSisUiAGBkZATlchmapkGSJGSzWWffeDwORVEwPT0NwCwhWa1WUa1WwRjD2NgYJiYmnH1VVUWhUPDtCwDj4+OYnJyEEAKyLEPTNGffdDoNXdcd4z4+Po6pqSlwzqGqKhKJBPL5vLOvYRgol8sAgLGxMeRyOXDOfTpMpVLgnDv7jo6OolAowDCMFvTt1WEmk3GqFdTr0L1vvQ4TiQRkWcb09DQMw4Cu6x59j46OenTYqr5jsRhisZhH35qmeXRo67t+33p9u3VYr+96HY6NjSGfz4fqUAjh0TdjDBMTEz4dtqPvRs+sW9/1+wY9s43e30GjG/Yp7H2Jx+Mol8tO/7n3Deo/2z4B/r5uZp+mi2WUqmZfj4xkMTU16dyDLCsoFqcRl2vvS6VSBcCQyo5hanICDEA6GYccU1HIF8AFEE9loGlV6NUqVNn7vkhKDLISQ2HafF9SqTQMXUelar4v88bGUZr22ydb34Nqn2x9d8o+JZNJ5+9+tU9hz2y37JOqqqhWq5G0T71imPLatArJPPxETd65YFh9qPrfo/zUJIQAlFgckEwfSmHAaDaDcqn9MV6z3/ROjPEMw0ClUhloHyqdzqBcqaJUqUJiDNlR02cVMH0oVY1heroACcD4aGd9KMMwMDExMXA+VLfGeAOf6BwAzjjjDExOTmLjxo2B6zODoujLly/3JNzK5/MYGRlp+ZqaYX7Fb0Siz0N+M5V5WIii3P0u87Am6QQ6Y5/C6GW/tpKYM8jm2b8wQV+YGrU1s7EMQDzgev3+rPca0oefmepkmO3TTGlVF/343HU70Xk/ytxtoiZzv8o7zDZqWHyoRjTyhfqZftFfJ5itz9kOw6S/RkQm0TkAnH/++XjiiSewefPmwPZ4PI5sNuv5V4+uz6xc1KAZjiBmKvOwEEW5oyhzv9AJ+xTGIPQra1BmuFHbbBkEnfQS0ocf0kn3iaKOSebhJ2ry9gNR8KG64Qv1gn7R36BC+vMyFEEpe1qaPQVtNsiy7Ntm51AJYvDnlwXLHAWiKHcUZe4XOmGfwui3fu0Hu9hvOplrSB9+SCfdJ4o6JpmHn6jJ2w9EyYcaNNrVnz3O7gffcS6g58/LQAWldu3a5dumaRruuusuJJNJHHnkkbM+t3v6nF3tqWKYCc4qei045a4E1YhBCHhHYcpgEFGUO4oy95pu2qcwetmvrXzFqxrhgfxOXy+smZ51L6QPP6ST7hNFHZPMw0/U5O0lw+5DDSOz1Z8QZkoIe5zdSd9xtszW52wHev689HnWIy8f/OAHkcvlcPLJJ2PZsmXYuXMn7r33Xjz77LP4yle+gkwmM+tzT05OYnx8HAb3Z+K3s+8zhGfodyNbVRX6HVvmqBFFuaMoc6/ppn0Ko5f9alcf6VWlEpkBCKlO08jG0rPuhfThh3TSfaKoY5J5+ImavL1k2H2oYWQ2+uPCX53Z8R0BqPLcLGWcrc/ZDvT8eRmooNQFF1yA2267DV//+texd+9ejIyM4LWvfS1uuOEGnHvuuR25RqNEvs0CUgzmyyQNwjQpgiA6Si/s01wjS6Z9M0TwD7cNF+Y+Shu2kDHzeNl1PSrLSxAEQRDDRxR8KMIfkHLDYfp66hysaiOfc+4ZqKDUhRdeiAsvvLAr504kEm2fwx6wDQqdkHkQiaLcUZS513TTPoUxF/1q/3A3Ckp143qtfqWiZ90L6cMP6aT7RFHHJPPwEzV5e0lUfKhhYhj1N1Ofsx2GUX/tMACLzHqDJEVPFVGUGYim3FGUOQpQv/ohnXghffghnXSfKOqYZB5+oibvsEP92R6kv/Yg/XkhbVgUi8WG7UIIcC7AG5QIGLTqAc1kHlaiKHcUZY4Cc9WvjWydEOGVS4UA9A4ntLSLT9jnpGfdC+nDD+mk+0RRxyTz8BM1eYedfuxPbvk0Mx1Tzva4duiG/oLu3ykyNsMZ+vX+4VwS1D/9+PzNJQO1fK8XSMz78AohrCoBtY2cCcgSA6tbZGoIQBi0/pQgiOHEDjYF5d6rdyQMDlSElbTS+ts5zl6r30YOPiH8ua1kNngfBwiCIAiCiDbC8q3s4aYOcwmZzBqPKbn9sQ+141QrnUw/jkXtvKRhcJhV7x3f0UqM7hzPm/uOQf7hXOWHcgJqrn4dlIJovYaCUhZ2WUZVqg26hBDQA94c82u/gCLDF5jiwixxqUj9/8BFtRRlFOWOosxRoJf9KoRZHSXIlwgLBHFhOheN2lQJUGaY1JJb91KPIYBYagQGN3P8EfTuB0E66T5R1DHJPPxETd5hp1/6U+fBeTp1DhgID8KEHadxM6AT63Ilu9noT5EASTSv5NzMd5QZEAuIYgRV93OO6/H43PMx1r1dAIYBpDP98fz1CxSUsiiXy8hkMmBW5n2Jhb8QQPOv+zrv/6CULXPUiKLcUZQ5CvSyX7loXoF0Nmh85kGpRlO4K5UyVCVDQSkLevf9kE66z1zp+JI7nuj5NW2i+FxFTeaoyTvs9Et/NiocI2D6PFKAn9T0uDarIDdjNvpzj7O1NpbWhc22auar9nJ83my54XSxjNjo3D9//QK57Raapnn+ZmywKunNhnqZo0IU5Y6izFGA+tUP6cQL6cMP6aT7RFHHJPPwEzV5hx3qz/ZoR392cCrK0PPnhYJSFlHMgB9FmYFoyh1FmaMA9asf0okX0ocf0kn3iaKOSebhJ2ryDjvUn+1B+msPiab0e6DlexbZbNbzd1j1qHYQrjW0/ZAMvV7mqBBFuaMocxToVb/aSSO7BRedm5k6MtK7Z92upiKx5slI5wp69/2QTrpPFHVMMg8/UZN32Bnk/uxGRTnbp7GX1zXzabLZrDNeNkTrx801nfQ526GX/uogQEEpi8nJSYyPjzsvV6MEbID1QMMcrAW9fO71qkFVACpGLfv+XL28tsxRI4pyR1HmKNCLfjV4c3vYLhXdTEzearBelswkkUFMTU1i4bzu6qS+mgoXrVfK6TX07vshnXSfKOi4Pn/VmFzFpBEDANy2/vi5uKWeE4V+dhM1eYedfulPRWqcH0quG1O2kouJofXlcfUV/Lgwj1ekxkVj9k1MIpMdd/xD+7hWKytLzNx/Nv5lmGytXLfaozG4LAG8Qb/mpyYRnz/3z1+/QEGpOtwvOmMMimz+zeveflliMF+lWuUpOw+VItVeikYVq+zs+/EuV0cgCIKYDZrRfIYUg1kBhcFfaURirrK+IVVIbAxu/osrzZ0KiZl20x0YsrfHmjhR7RJW+Q+oVcrpdsUbgiAIgiCGA3vcqNcFm+o/dDXyP+rP1+oHsjDfTKA2JlZDkqxrAR8sBcx7bKXKHWOmv2RXvXe2w+VXWtX0bGy/MsxPtP3D+skg9dhj8FiLAbTZILv61e2r2gGxEq3e80BBKYt4PA7AH3lmjDnTETk3XyAW8pbLLPjFbRYB5mJukr3ZMkeNKModRZmjQLf7tdmXOAlW0MmyX4pszWKybKU7OGS3lRtUNbWv2YqDwCx7q1gzUSXLTicS3dWJaKKTbs4omw307vshnXSfKOq4wqM3wohaP0dN3mGnn/pTcgVo7HFh/XCzlSV7M53o0OycYe1cNNZfq8sL3dX4DGumlXsJoGK1235lK8sDGasdV2kSxBMC9hyTrmD7qnJAv/bT89cPUFDKQlEaq4Ixhmb53Abty3gzmYeVKModRZmjwFz3KwtwDhgzA1Bh+3fjHtwlj+daJ/0G6cMP6aT7RFHHegRrB0Wtn6Mm77DTj/1pf2CbLb0ci8py5/RX78v52kL8ymbn7BeC+rUfn7+5JHq/oCFMT0/P9S30nCjKDERT7ijKHAWoX/2QTryQPvwMok6uu+46MMawatUqX9ujjz6Kk046CalUCosXL8bll1+OQqHg269SqeCqq67C0qVLkUwmsWbNGjzwwANdud9B1HG7pKUm00CHkKj1c9TkHXaoP9ujWCT9tQM9f14oKNUCQggYXEAzOHSDQ4Ss3zB486UdBEEQ/Y4QAjo37R7nwmPzhDD/5lxANwR4i0ZPNFnfTxBEMC+//DK++MUvIp1O+9o2bdqE0047DcViETfddBPe//7349Zbb8W6det8+65fvx433XQTLrroItx8882QZRlnn302HnnkkV6IQRAEQQwB9hLDIISwCnxZeULd2w1uFrap6K0v77N9x7I2s+OIwYPmjVlkMhkAZvUnO9maOfgCdNcbIGD+LTEBiTEnvxRjZlt9VT3GGldVkNucptkOtsxRI4pyR1HmKNCNfjUD8N4fftPJ8HsCAqajIEvCSu7tN2b1FU0ZCw/ey6z9/HrdftbtKdhhjlGrFQR7Bb37fgZNJ1deeSVe97rXwTAM7Nmzx9N2zTXXYHx8HBs2bHDKm69YsQIf+MAH8POf/xxnnHEGAODxxx/Hd7/7Xdx444248sorAQDvfve7sWrVKnz84x/Ho48+2tF7HjQdd4K8ET2XOmr9HDV5h51B60+ZAbyJ/zFTFAngIQW57Ep6NvVV+tz6C/LrqgYg8VquUVHfVlccrB6Dm0nO7eOEsKo1M28+00a4x/X1tLtUsl0G7fnrNjRTyqJarQIwX5y4bL4k9QGpeiSJBeZUMeqqIyjWOd2DLQlmQrtWX6puYMscNaIodxRljgKd7lfOxay+RBnWV6zAcwp/hZZ6uykxs+peTGnfHnb7WberxcRk7w+obFV86Wblv9lA776fQdLJf//3f+O+++7DV7/6VV9bLpfDAw88gIsvvtgJSAFmsCmTyeB73/ues+2+++6DLMu49NJLnW2JRAKXXHIJHnvsMWzdurWj9z1IOu4UcSl6U0Gj1s9Rk3fYGbT+dPsfblfJGWfOwv9glv+lSv5zuivT2dXk3VauWqk6bWFw4Q0s1bdVjeDjDd64en2zojk2coMx+FxXSh6056/b9Jn7PHe4Hwx7dlOzlztsGR/gf4ns7Ptx6yWItVD2vNtE9WWIotxRlDkKdLpf25kVHXZso3Pawal4B+1hr551iZl2PGbZ9bn8wNAIevf9DIpODMPAZZddhve///04+uijfe1/+MMfoOs6jjvuOM/2WCyG1atX48knn3S2PfnkkzjssMM8wSsAOOGEEwCYywA7yaDouJPEGAWlhp2oyTvsDGp/Sq7glD2Rol3/Q5YanzPIl6tqrelvNvfWyVV6/TgGBwb3+esW0ZtrHELQspNuPK+MdbXy5IwIkjkKRFHuKMocBahf/fRaJ/3g2DSCnhE/g6KTb3zjG3jppZfw4IMPBrbv2LEDALBkyRJf25IlS/Dwww979g3bDwC2b98eeI1KpYJKpeL8ncvlWrr3QdFxJ4liqpOo9XPU5B12Brk/uzGenOk5pQHTXz+NwYHBfv66AQWlLMbGxnzbRI9dDHviVa+e0SCZo0AU5Y6izFGg0/3ajUINzc8p0Ek3odfPeq/t9kyhd9/PIOhk7969+MxnPoNPf/rTWLhwYeA+pVIJABCPx31tiUTCabf3DdvPfa56rr/+elx77bW+7RMTEzAMA6OjoygUCjAMA4qiIJVKOYGrcrnsObd7X1mWkclkMDU15dwHY8zZN5vNolgsQtd1yLKMkZERTE5OOvtKkoRisQgAGBkZQblchqZpyMoacoaCMdlcT1zhEnRITmW8vKEgLnHEGIcAMGXEMCabX6srQoImJGSsfQuGgljdvqNyFQxAVUiocgkZ2dx3miuoCsk5FwBMTU2Bcw5VVZFIJJDP5wEA6XQahmE4+hkbG0MulwPn3KfDVCoFzrmzbyN9J5NJj77rdVivb7cO3ftKkoRsNuvRtyzLTqUot74lSXKeB8B8FhVFcfbNZDKoVquoVqtgjGFsbMzZNxaLIRaLOZUiM5kMNE1zgqDj4+OYnJyEEMK3bzqdhq7rzr5uHdbru16HY2NjyOfzoToUQgTqW5ZlZLNZ5/7b0Xe9DlvVd70ObX3bfxOtI4TA6OjoXN/GQJMdHeveyWfpj3bDJ2t0ztm2AYPhi/QSCkpZTExMYHx8HIBdecpMphZGLemaaHuWlRDm+lg7Gbo7UXo3ccscJaIodxRljgKd7FeDN66OZ9u6MJsHmDZTtXIQuO1amC2zl0BXdWEtf2vf6PXqWbcrwhjWj4Eimba734JT9O77GQSdfOpTn8K8efNw2WWXhe5jD4rdM5lsyuWy027vG7af+1z1XH311fjoRz/q/J3L5bB8+XKMj487SwHrlwSOj49jYmLCCXjZ/xu2rxv3viMjIw33dQfZ7ISxOUMFAEwaMc++7r+LXEIxpK3+b71u36kG+6Yl3fN3/YC3/v7dOp/Jvt3SYbN9Y7GabLa+7WBIo31VVfVUjqzf1/23qqpIpVLO3/WDNve+sVjMs28ndRi2b5DtaPeZDds3SN9h+/a7Pesn7DGexoGpyQnMnzduFSjpsx/vPoIL4eR+YoDj6ExNTmB0bBx1WUNnfP6qUfMdgeb+qOc4qVZAx85hCpjnarfwTKPxeX2b2wds1OZmEHyRXkJBqToMLlDWhDPQqMcekHEuoAlAld2DNPOLv11NoLXr+asCGAIwDPMcrZ6HIAhiNniqqTAGBuGZ3eQEo2AmQjcDTsGBKe6qjMKFt2KKDas7XghAt368VVlYP/j96xzWOxs2OgcMtJaPkCAa8dxzz+HWW2/FV7/6Vc+yOnu2xJYtW5DNZp2ld/YyPjc7duzA0qVLnb+XLFmCbdu2Be4HwLOvm3g8HjjDiiAIYtAwuPAlz9atAIgq9b//0WuEFYyqHxMzq829oki42tx/Mfh9Qt91YFXjs/5bIHxfN1yYVe/dx9W3zfaDoR0Yc5/THp8HVWDWOaDDvFa9vuw2lfzDhpBqLGynq1htHJACTKPGhR3A4tC5cNqcqkwtPPxChJepBMyHeKZVsGZCVB3NKModRZmjQCf6VaurpsJYraqobdd0Q8Cw7JFtl/zFHGpGz2jkfFjn5Nwb/LLvJcz+tkq3n3VbB0EIWJUG+yi5DL37fvpdJ9u2bQPnHJdffjkOOugg59/GjRuxefNmHHTQQfj85z+PVatWQVEU/Pa3v/UcX61WsWnTJqxevdrZtnr1amzevNmXE2rjxo1Oeyfpdx13g4qInksdtX6OmrzDhBAClbqAVCxW60+ty2OuQUTjfp9MwJw5BQAxNQ4uvMlu3KEqVbYq+1lj42YTLThc4awmgSR3m/u4emYzlrbH52GHNTpfIx+23j8ke+KFZkpZqKradJ+wh1A3BHRDIBljA5X0rRWZh5Eoyh1FmaNAt/rVDjAZPDizHheAXLdvqzQN2LTpFNKz7oX04affdbJq1Sr88Ic/9G3/1Kc+hXw+j5tvvhmHHHIIRkdHcfrpp+Oee+7Bpz/9aWfp0N13341CoYB169Y5x55//vn48pe/jFtvvRVXXnklAHPZ3+233441a9Zg+fLlHZWh33XcDTRXUOqSO54I3e+29cf34nZ6QtT6OWryDjsK9WdDGvlrAoDcQH8M3iAUY4DCWluW5zkP897LXFfyaxd3FlWyJ14oKGVRKBTaXtc5OOEok07IPIhEUe4oyhwF5rpf+3Ga+1zrpN8gffjpd50sWLAAb3nLW3zbv/rVrwKAp+26667D2rVrccopp+DSSy/Fyy+/jK985Ss444wzcNZZZzn7rVmzBuvWrcPVV1+NXbt2YeXKlbjzzjuxZcsW3HbbbR2Xod913A0ydTmlokDU+jlq8g47xemClROJmA2N9BfmHtrJbmZKH7qbbUP2xEv05hrPEiGEOUUxJGxsJ/b1H2euS+2n5RwEQRDNEEI0DLSLEHtobw+zlbO7F7KjBBHEscceiwcffBDJZBL/+I//iFtvvRWXXHIJ7rvvPt++d911F6644grcfffduPzyy6FpGu6//36cfPLJc3DnBEEQg00j36Sf/Bbe4F4atbVD0OlEw9QOtX8du4cunJPoHjRTysKubCHVJSgzB1cw80ZZ25gwk/0yZiU1lyVIjEFAQDNq0xXdVQCA2SVb62ZguL6aR1SIotxRlDkKdKJfWUBA3bZ7sswgWf/ttosM1nJmIcAgIEnMqcxXfx7zGjVLJkm1/YIcBbd9tK+rGbVtdgGIMDva7We9mf3ut4959O77GVSdbNiwIXD7SSedhF//+tdNj08kErjxxhtx4403dvjO/AyqjtuhYETPpY5aP0dN3mEnlfb2Z6vjs6CCJ/YYDwhv6/VsHzs3kp1+hsFbITmszaZ+TOyGgSGdHgnYXvP5qjqgyLXE4G5frv4+g/6erb7qz+eugjfXM67clyd74oVmSllUq1UAQCrGEFfsqlACmiGg8fokbubLpcoSYorsesAYdA6UdTPjf30Sc52b2w1rO2NAXK4ZMTeS1dbNl8eWOWpEUe4oyhwFOtGvqqvKpxDCl4DcTnwuM9MuSXWOlYBV/KFhJknhSVppOyyszvlJKIBseUR2Jb96J8a2sUZIXoJuP+sSs4pZBLTJVttcOz1u6N33QzrpPlHUcUyaYbKUISBq/Rw1eYcJxhiSijfPka6Z/Wn7H63kBebCrBQXVIG3Ypj/gtqqRm8Tqdv3476mXeWuooe3VY1aUEeRLJ8m5BqaVnXaGPz7ceucZR2+qodA81lMwh0wa7Eifdj5bN+xlZxWzcbnqhRc0ExiQKxBW/24nuyJFwpKWdgPBmNmUCoTNwdiYe+KIjPnoQvMq9LgJXO/EIzVqhJIzOwQu4Jftwc2UX0Zoih3FGWOAp3oV8bMH/qwH2BzH9ZwChDDzO0VY2apYImZ1VkSKoPk+iU3GlQ+AcK/uPXiWZcYEFNMx8SRQTZteT8FpAB694MgnXSfKOo4xigoNexETd5hgzGGmMzMD2DMDKrEZSChtF6oSm/im4RhfsCbxYGzpFHwpdH9c+GaPcUYFMnUl8LM2VH2/wGAVq3C2cpq/zqJYn3sk6War9rOFcJ8x3rqx+cMtfG5LNX+W4J37C41aKtXDdkTL9Gba9wiEmNQJYbKLHP2u7Prt3Y984ElCIKYCxgzf2hnWhnFRggxc2fE2l8O+DwyCCkAZCn43gmCiB6DYLMIgjDHeHEFiMvMmZ1NhMMYgyIDht77a8t1S+7a9VVnSqPxuf2BcqZtRDCkLosoZr+PosxANOWOosxRgPrVD+nEC+nDD+mk+0RRx1MtVt675I4nQttuW398p26nJ0Stn6Mm77BD/dkeVLmwPej580LfeC0mJyc9fwshoLeVrj/8WCs/cN31zKiv3sNKDfUyR4Uoyh1FmaNAp/u1nanls56ybVU2rdvU1A6G2dG9+yahGb2zo/0Ovft+SCfdJ4o6HpWjtxQjav0cNXmHFXvMtXffZF/7CsJKDh5UHa9RW7vU+2TmNv9+uanJzl448F68f3eimt5MxuDdGJ8PyvPXa2imlIW7apTOBUpVDj0kI50Qwhy8yf4lK+6/Gy1nqVhV+iSYgyt3UnQdvanU0MmS7YNEFOWOosxRoFP9yl3OTdh1nIp78Ns14dwLq6ueF24P7b91DlTKAnHFnCItrIIRrSQEddtRDlMGzRCOA6HKc1Pxpp+gd98P6aT7RFHHUTQzUevnqMk7bAgrX5KdF0rjwvEjWvUVZDb7hOWtrhSsr+5nCNO+KFKtIl59W1DlvKD7bFTZzn6+q9wsYBNTzIxRmhFchU/YESKr+jJz/a/d7q7MzMIu3ICqASjClF3A9PNC1d9iv5T1Wp8LePOE2WNwe3we1DZbv7K+X+3nz06cHmVfFaCglEMsZk67LlYNVK0kaGaCN+EkfbNfLi6AckVHoawjHVeQshab2i+hbo3sJIlBgr8kuk2j9bA6Bwx0N+G5LXPUiKLcUZQ5CnSiX3VXpVC38wDUHBQhgKrBYfBaskl7fxsuamWG3YErw/KK6u2h+ZWPOw5SRRcwBHNyNDFWc56CsC9dn7RSVWs60QzTiYgr0f2xp3ffD+mk+0RRx1URvcUHUevnqMk7TNgzi9xDr5jlL8xkzGXnONLrztUIu2JbK36IEOYHN992+Ku6u9uqhhksUa38R6rkDcAFzQCqHV3bZv9lCKCkARILzpIshICiqGZFes6t2JSALHn9SMOq6MyYFTRz2lpzypgVhDMaJCi3zz+TWKHOTf8wqE+6MT43/WjvPdrPn8ZridSj6qsCFJRysH9o6gc4jDGzFLoQKFYFuODOIAsAChUdpaqBeemY+VK6juVcgANQW6lhGYDAzBOmz4So/rhGUe4oyhwFOhKUqvvxdX/h0rkA5/DMGjWsL2gJVfIf4zqP4CLQHpoBKR74Ba8+4aj94+x2ppr9YNfrxHbGovpDT+++H9JJ94mijqucglLDTtTkHTbqYw3u/hQwgzhhVYjd2Ems7VnZjVBcH/Jausc2JuMZAlCt/2bMlEVi/mCIG2uSe+BHwEaqEEJAiameMbEQgG4IM/hkfXx0txnCnhHUXMkz9dlmM4lx1lkn0Pqz4j6m/hbrn7+oE71f0BAKhULDdsYY/n/2/j3etqOuE0W/VTUe870ee+/sV3bCKwESgkFMPNCKjYd0I8/j1YhNY4NXxavoESN8MKDHhnM/BIF4b39Mo7bt7dgd1IsNVwy0zWk9QAPyCOlwQAiGQF77lZ2991prvucYo6ruHzVqzPGec60151pzzTG+fDZZc9Zj1mPUb/zqV7/6/lweNUhpcJ8T5aA9UJP6vKwoYr+L2OciYJ7zqmSezLzGrPOkKRfh07Y4uJDbVroIGf+bhF6vfNbDKNd+EuWYzB9FHOMG24fQVPuMos1z0fq77OjuUl+Y5jrefgf3CzyUMpDmRTUNpAR6nfTxE7vgfZpW11sG7Pb5WzaURqkSJUqUKFGiRIkSJUqUKFGiRIkSe47y+p6Per2emSalhONJuJ5Q7pA06h1gMALuEwErj8VxGoG6tqK/Gl+NSf5OmmWYC4BMeQ95u8jr8zKjiP0uYp+LgHnOq8cFXN8vPS7zAMDx5aHJaILAPAuKqJNAAgmv01mdJtZqyTHhEiAyeh2QSwQcWdOSVobLGTFiSh1NRchk2n6iXPtJlGMyfxRxjHuieCp10ea5aP1ddsT1BS4BOuPr/mKO+7g0aL1GQ8r8IDaT6BF8ZlEQRPU8CaCaom8BYyqGbK/4JDmNkBJCKNZ2I0Xn3C7S7i+RGRLizOJZSdNXi4zSU8qH5ym366oZfbpcLrDZc7HVd1XUBgG4ngT378w2bIaGbQQLVEAtLClVOlWsbkEIS+mnpSEtzCX3Ce/mEfJT97loKGK/i9jnImAW86pJMTW4kOgOXXSGXnAH3hMSXIhxBBUyvlM/8gQ8LnJlG6BkIWM0cCU3GQkMNyYjMA3ql9+eoIsrBB73EuncJ5j0uDIcjfiY/NMTKi1PxmqDU7icGyqn07iMpu2GG2JWKNd+EuWYzB9FHGODTEt7vDwo2jwXrb/LBEKS3E48Np9im3sugskHap4c6wrTgJLdbc5dATie+j2Xq0hz8a5I3wAU11Hi+9AITyg0r/KYyiaubzFKYDASXMFjdDw+WdcIpZTwfHocfZXQ5TLQK6dBvNosQh3p/28WmMWzEn7+ih4pGiiNUgFGoxEAwDIoWhUKixE4nsBG14WbEgeTUYJW1QyswRHvKAIYYTN1xLoc/RxH1gPpTkGmt13oPhcNRex3EftcBMxiXhkFKoZS1riQaA/SZZ4mCycpL3QVXSX9rUyg5KEWbWEeKkYJLIPGPEm3/1YOc045ziiVg0pCKYdpclQbktJCHgPZ8ldOSNuOIjovlGs/iXJM5o8ijrFdQKNU0ea5aP1dNhhURTjTxoGRkz6frsiOdBcGIao+i00gBcf0+zjik6ibNFonJYDN1L94WhwC/kFcmm4ilTEqy44y1sdiOpRUgW/Cqp4bWg9jYxSJ/fMjFiKs/0UD6qS1Rf/OVIapkM43jdFJR7qrGGo8w8aicJrFJhsdtzWvsWdl5IxA/d+LHxAXEcXzNZ4ClBDULIKhkx1/0mAq5GWaeyFBdhqA/FBQOeH2Zu0pVaJEiRKA9lZSUVPy8mTJtNzTHYJUeRiO8rdbN+1ZIcuzaTeytxTbJUqUKFGixGKA+saBnC0egO2998N15hXbTp3ay0jIpJeRjqo3mtCHnWCn6li2HqedN5IpecORp3PmtmNCvQBgG1Hjm8XG5Oxh6oXwvOZ5vm/HK56Gfs+kygBZQqEcCh9ra2uJ7xZknzQ3pPW5CChiv4vY5yJg1vO6PzJvtj+6ulo+62GUaz+JckzmjyKO8Sa3JmdaMhRtnovW32UGwWz1hXnoT4QoA9Re/d520Tqg+lba2NEcR/1ZD7We10PrB3P85oXy+p6Pra2t/W7CnqOIfQaK2e8i9rkI2Om8LpbX5Wwb0y6f9QjKtZ9EOSbzRxHHuMXc/W7CnqNo81y0/i4zJHamL6Tx/+66LTl1zuP3ZoVOez/Xw2wHZa/HWUpgc7OUJ2GUnlI+hIheCB15At0cv8i8B1fmXc9D7g29fHPsjE218T4XBUXsdxH7XARsd16FVGTfAj7ZeCgijMsl2oNsEtdJLunZ15WRcyVZZotKn/Ngu6eBQu78WV+Ag8eZo1z7SZRjMn8UcYxpAS/rFm2ei9bfZYSUShcSIn8+4/qALqe5psyUKLvTXB2L18l9rkuCaOTetDRNV6yDr0jpt3OGyova305HqyBj45dOx6CVwDRlMHu0cscxZ589zfi7XI2nHmchx0FsjG1EZNbYzvCH53XoCXCxONGa9xsHylPqvvvuw6/8yq/g+uuvR71ex1VXXYWf+qmfwkMPPbTruk3TBKA4VS51XTzVUSdeRobfZH/koTfi0YhT/n89Tdw2IRpVHIpEOB0USgDOErrPRUMR+13EPu815imfsjDtvKpoJv69eP87HTlk5Epc7nl4su0G9+ZTT4xSRZn6kkuJkRePwCf935EBEbpOC/4L+MSZSTka1LLN0yvLNDPlaI53NihJRubRMHNITGlOnSzH9X6vUK79JMoxmT+KOMauPFAq9UxQtHkuWn/3EnuhQwk/Ep7mfjJME2lBfykAgyXLhcnPwxF4NQyWvbGO6xg8FNEXGJOhj7jS11LT3HFEvXBa+I90nSmqe2WlSakiLYc/6zrTNB0jtB7C5YKaA33Oj6w31uyCv7OIxFXEexnrz1g/1O2L647TQBmExnqxK8bjGERTDs8rzW5n/FnJAxdRAnrTNBcqWvN+40B5Sv3u7/4uvvCFL+DWW2/F85//fJw/fx533XUXvv/7vx9f+tKX8LznPW/HdVcqFQDAxa4Lz38yCCGwDAKDSbi+NTMctaA9UIapVtVA1WKQADhXC4hDwiUSFqOJhzVB+Au16dEWcOFvIGUobRL7/276XDQUsd9F7PNeY57yKQvTzqsrsl94mwMvEW0vfp5lGRQGVVFTpG9kEtoIz4UftU5i5AIVkwZRRIT01Q6/jMEImC//XC4CHYIIgDECRnzFYIcvZ5MCrXoFhpEvR7crY8PElPo0TSsiNOWkTSuf85Db20W59pMox2T+KOIYD0XxjFJFm+ei9XcvMW8dSkpgFHMGt201n2Gdxwx5JOlyWaTo2likPV0oUcTVXIz1gTQdI+xxlYasmDMC6iAvrW9Bg9LaGVKstAd61Jaj9rZar+NCglEVIVkZfUjgER82OunxI767liZljx8uRtoS+lZH5yN6b+0nUUL8MR0PWtjAFQYJp01hmCIh7dYT+VHv9ZyGydDDuqMRe1bykDbn4efP4SoSYJE9pg6UUeq2227Dn/3Zn8GyxmSSr3vd63DDDTfgfe97H+65554d193pdLC2thYsyDAoIbBNlnq1hQuJjZ4LgyafSiUABQymdmhZrpDxh1pvgDTm9YDqPhcNRex3Efu815infMrCtPOaf90443sAFYOCURKRXYQQGIygO/QSCocEMHAFCKEJeSehrgh6nKemeVyChkIFbxcGUXJ0Y0uNiZajWnkI/+ROZKwmptSKZcRlPydtv1Gu/STKMZk/ijjGTeYVjuy8aPNctP7uJfZDh+p1O1jxybqlTBqkgOnOyOIHeSx2KBXXCfaaIyrt53Sb1CFjMp0LVZDEryiGIif3eh2srq1Hf0tun3qBEP9QUkoQkNT9ctaQTTuUJEW3nNRGGZvYWe/Pu91OGZwnhANllHrxi1+c+O6aa67B9ddfjwcffHAfWjQdJt3LTUtepE1NiRIlJuOgyqc8qFOsgyGMsuRo5lW+HXYrr9wBGaoSJUqUKFFiobAIOtQs3+HLrg/MQz8khKQaj3Zd7wzrXPZ53U8ceF9jKSWefPJJHD58eFf11Ov1ib8z8jh4ijlZSgmXi1QvKwABn0p23dtr66wwqc/LiiL2u4h9XgTMSj5lYRbzmueb5HIBL4MIVOTINZHBp5fgAMhIT/s+q85xHvXf8Jjoa3WLGrlmL1Cu/STKMZk/ijjGPXGgznlngqLNc9H6u9+Ytw5VrUXnc6e6wnbLzUMnkSGepu21ZYJulVOuUq1tu878tOwreNvlaR7Xl1dn+lzk6aqK6yqrXLbOmfZdrVbKkzAO/Bv0wx/+MM6cOYP3vOc9mXlGoxFGo1Hwud1uJ/Jwri4MM0ogYpd5+46HJzYH6Iw8UAIcqtlYqZig/t1aCeByzwEB0KgYqJosYj0euBwEUV4WDUIATypOlb1m39d9LhqK2O8i9nkRMCv5lIVp5zXMH6ChuaGqljqbcDyJoc++yIVEb+TB8T+v1kysVE1QSuBxgc7Qw8hPMxmFycZyjRIV4Q/QnARjHoLApi8laHBXf1xOpxNI/8rdmMNKg1HtTh4VllqOeh6HaUY5nvTd/yJGOCnXfhLlmMwfRRxjBgl3vxuxxyjaPBetv/uNeetQIjafrgBAotHXplEZNFfQJB0j4J/chVEqrs/FDVH6MwEJ/a3+L1JOSnhcBqTbWi/TuhUhY/1JyKhO5gmll41GLggzYDKaoucBhIzr1L+n0xmVAT1EtD/6Gl+6DkiITOiA4b6mUqD/AAEAAElEQVSO+xfizUJUr4wj4DcliPRhxNV4Gr4ey8WYUwrw+aD96rJ0Tp2WxiEWf/6KjgNtlPr2t7+Nt7zlLXjRi16EN77xjZn57rjjDrz73e9OfL+xsQHOOVZWVnDp0iXU63VUKINp2Hjq8ia4lHhqCGz0HYA7AABh1fDUxgY2iMQVzRqq1TpG/Q4AwLAq2HBHuOyO0KqaaDRbGA4H4J4Hyihq9Sb6nS3YJkW1UgWlFP1BHwDQaDThjIaQ3IXBKFqtFjY3NwEAtm3DMAz0ej0/bwOO48BxHBBCsLq6io2NjSCvaZrodruJvACwtraGzc1NSCkxGAxgGEaQt16vw/O8QLivra1ha2sLQgiYpolKpYJOpxPk5ZxjOBwCAFZXV9FutyGEgGEYqNVqwYuhVqtBCBHkXVlZQbfbBec8kbdarQIABoMBAKDVaqHf78PzPDDG0Gg0sLW1BUARTlJK0e/3E3kpjY5hpVIBYwy9Xg/tdhsnT57EcDiE67qglGJlZSUyhtOOt2VZsCwrMt6u60bGUI93PG98vMNjGB/v+Biurq6i0+lkjqGUMjLe+vmOj+FuxrvZbEbGMGu843nTnln9fC4TZimfstaLfib1/IXzhudPSsCqVMAlwaDfhxAStUYLw0Hfl08MtXoDg24bG30XjjRAKIU3Us/QZV7HpY0tWFRCgMCuNTDsqTa4pgXKDDA+BCUE1XoDjuvA8+e63lzBoLcJSMC0LBiGiUFfPRfVeh2Ec3iemv+V1TW0t9R6MUwTlmWh76+Xaq0Oj3tw/fWyfmgdnXYbQqr1YtsVbHY76HbaOHr0uJJPI70GVnF5U62tqm2gvsDyCUiurd3Ip36/H/RtUeVT2jO72/HOk0/D4bDw8mneGA6HwfwVBRXKMeRThmFaEhRtnovW3/3EPHQoygyY9vh95PrvzeFQvWOarRVsdFTeqsXQbKp3jJCAaVUgQ/pWs9nCYOC/jyhDo9lEe2sTBgVq1eT7qD8YYjByQShFs9nC1tYmAPWOYcxAvx96p48cOK4DSghaK6vY2tyABGBbNgzTRE/rRfU6PFfv8QhWVlcDHco01Tu911N5a7XxO50LgWpjFd3OFqTw9S3bRqfbBSX+Hk/wQN9qrqyi2+3A9TwQasCuVNHvdtDvdkDoFehLCe4OQUHQaK1g0O+Bex6YYaBSraLbaUNIoFJRa0ePd6PZgjcaBO//Wr2BTnvLH5cKCAgG/j65rvfUrgvKGFqtFtrtTRAAtl0FZQz9fhdSAvV6E6PR+P3fbK1g03+nVyo2TMMMxrte1zrUCPDHW4+hZVnwTAv9XheEALV6E57rqrxQOuvlrU1I+ONtj3WoWq0Ozj04oxEklB7a6Yx1KNuu4OLFC2g0W2jUaiAQ2BwdDB1qXns8IrfrC7cgOH/+PP7JP/kncF0XX/rSl3DixInMvGlW9FOnTmFrawutVguAEl5h8kKXC/zjk108fLGfWudqxcShmpVqca3bBuo2S02zjahXQRwEgL1HpsJ4n4uCIvZ70fvcbrexsrISWZMHGbOWT1nY7rxKqTyinIzQLr2Rh/Nbo9Q0SgDbTN9wmYygZqULrnH0kqTMY5QkvEfHbc1+NVGajMyisbm5kUscGSeqXHYs+trfD2x3TJZNPu0G047Ffj13P3f3fXv+mxqrzNk10fmfvOmmGbVmb1A0+bKo/V02GTVvHUoI5QWztbkREJ3HQUlyP8ZFftQ8XS5Nxxh5Ow4snIks2pg8SCkxcLI7YRkUfqi9RLl4pObO1iaaK6sqwqCRzggU8Z6KgRDlbZ9VLqt7hAAsJcAYoOkjMsoh3dNel8uCLpflN7dTD/zNzQ1ccWhtISI1zxPTyqcD6Sm1tbWFH/uxH8Pm5iY+97nP5QorQFnpbNvOzbO6uhr5bDKKas7OJZfsNveXFgfxPhcFRex3Efu8X5iHfMrCdueVEIAxADvwGJ5EaCml3Dbp5U5lZV65lZXVHda6nCjXfhKLPibf/OY38a//9b/G/fffj/Pnz6NWq+G6667D29/+drz61a+O5H3wwQfx67/+6/j85z8Py7Lwyle+Er/3e7+HI0eORPIJIfDBD34Qf/AHf4Bz587h2muvxe23345/8S/+xVz6MM8x3k/DUx42ubnfTdhzLPpamjWK1t/9wF7oUJQCTAKtHH0hzUbBKMAlMo0sS4MpdblGa2XODcnGTnTORdugr62uLr1Bajs4cETnw+EQr371q/HQQw/hE5/4BK677rqZ1LudO8jLgiL2GShmv4vY5/3AvORTFsp5TaLbKcckjPIZSWLRx+Sxxx5Dp9PBG9/4Rvybf/Nv8Nu//dsAgNe85jX4d//u3wX5Tp8+jZe85CV4+OGH8d73vhdve9vb8MlPfhK33HJLwl3+Xe96F97xjnfglltuwe///u/jqquuwutf/3r8xV/8xVz6sOhjPA+0mLffTdhzFG2ei9bfvcZe61ClvrA79Lud/W7CgUanfP4iOFCeUpxzvO51r8MXv/hFfPzjH8eLXvSimdUtUiJMpUXamzcUwVvUSB2w+SNKvrdbpPW5CChiv4vY573GPOVTFnYyrwfzwvb04EJgTDWZhCa/nFaOytCp6EEkSi/XfhKLPiaveMUr8IpXvCLy3a/8yq/ghS98IX7v934Pb37zmwEA733ve9Hr9XD//ffjqquuAgDcfPPNuOWWW3D33XcH+c6cOYM777wTb3nLW3DXXXcBAH7+538eP/IjP4K3v/3tuPXWW8HYbO+0LvoYzwN05pdzFh9Fm+ei9XcvsZc6lL4aJkS227iE9HWF7b30t6tj6F/LduPJS9tfFGk95M7pDqdI8OKM3zQ4UEap3/iN38Bf//Vf49WvfjUuX76Me+65J5L+hje8Ycd1G8Z4KDwh0RlwEFAQpN8BHroCqKa7D7pcAEhX8LiQMBnJdTt0+Ji1X8go078Hn+1/Bj5u4T4XCUXsdxH7vNeYp3zKwnbmVfqRQbyMd6CU0ue7SzdcCTEOjxuXXXkGfJnzshZSgqUm5m/uhJRg4dAw4T4YBoBsGSuhZKzJkOs2HUTJEePWEEwut2go134SB3FMGGM4deoU7rtvfHXtox/9KF71qlcFBikAeNnLXoZrr70WH/nIRwKj1Mc//nG4rotf/uVfDvIRQvBLv/RLeP3rX48vfvGL+KEf+qGZtvcgjvFu4coDd/lg1yjaPBetv3uJvdKhuJBwuHq/M2am6Ao6Vhsw9ACLycxIwWnI0jEoUVf/EvkDvSq5pwynxRWevAPGcDS5tN/L0vOAcKQ9xH4vWYD560ECmfphHpQBb2flkDJeusVZQyOlurqZhtxymGBz2qFOaGVwsRYVB2o0vva1rwEA7r33Xtx7772J9N0IrFqtBgDojTg6Q7Vra9ombjy5iic2+rjYj7rCO1zgzNYAazUL9dBDxShB3TbACEGW/dP1BAxGUwUQMBZoadBpVCgivd2c2us+Fw1F7HcR+7zXmKd8ysK08xom5ySEwGDKyCRCCoEE4HKJZsXA0BVw4tYrAji+7KIYyy0CoGIyUEISL3RFfknASJKHgQCBHAwg40F906F+mwSKQliOWnYVQshxvWmEnfDlKJTiGJejUqr0eFuCcgQw6cHwmirXfhIHZUx6vR4GgwG2trbw13/91/ibv/kbvO51rwOgvJ8uXLiAH/iBH0iUu/nmm/Ff/st/CT4/8MADqNfreO5zn5vIp9NnbZQ6KGM8SwxEgSIo+CjaPBetv3uJeetQUipjVFi1sUORFCUkCLQeM/7/kf/Ot5nSM7TTgJuiI4zrSuoKJlN7N33QFdZbhH9NhpKkkSbIG2pXqgFHRtsT9dgKp6g+CJk8UCRQuiEdK1Ch6pNmG9uPpkeg6qJ0bO0aG/HUqEokjXkEgMclGB3XHS6nvdUSuiVRxjNKSMxwpwLn0JRyBIq4nhA1B4m2+Ja6tDmlOSTnWdCHmEDyWdFpZr2UJ2EcqGOdz3zmM77LZfq/3UDfE++Oohsx22B41pEmnndsBQRqkRiEgBICLoGLPQfn2kNUTIqVqomjLRtVi4H6UaUY8TdflMBiRC08QuAJCZeL7ZO0+RApi3SnfS4aitjvIvZ5rzFP+ZSFaec1YV8iBIxRGIzA5QJDV2Cz52LoClBCULMYmhVDnZZBvZApUS97LlQEFpMSVE2G1ZqpjFJUyTdK1DVjkxFULQqTUVCq/msylW4ygopJYVAlS6mvNE0aJUr0b4zlpvA1C+XJNeaIUK75+T70+qJf4vsJ8vUgkZyWaz+JgzImv/Ebv4EjR47gWc96Ft72trfhx3/8x4Prd+fOnQMAHD9+PFHu+PHjuHz5chCR6ty5czh69GhC39Blz549m9mG0WiEdrsd+TcNDsoYzxIt5u53E/YcRZvnovV3L7EXOlRcF+p22r6xRBuh0n9HxA7VdIS9jIBzkXLhGhlV5ShR33IRjUwn5NiDScQMJBLjugJPKP9/iKWFhyuggJHqgFL4VxIZJco7PtQn6kdD1gYk/c8TUnlQxSgM+t1OtJwc16/ap/6mlIJRpfNp6DRCiG8gyyjHqG+0QvD7upwek7BXF/HbwxgBo3oPDtQswPD34baRjJAYlKMk8HALR4/OUiXTvjeCeR4/Kyb1D0JDaaU8ieJAeUrtJxq2AZPRVHdHhwscaqRHfiBEGaPSsOzcLiVKlFhsEEIwdEUizC+gvD4ZI5lyqmYbgaIQr9M2SKrBnRICIyMtz3UaUF5VWShlaYllxFvf+lb85E/+JM6ePYuPfOQj4JwHBOaDwQAAUqNOVSqVII9t28F/8/Jl4Y477sC73/3uxPcbGxvgnGNlZQXdbheccxiGgVqtFhivqr4Xgq4/nJcxhkajga2traAthJAgb6vVQr/fh+d5YIyh2Wxic3NT5SUcAkCNKpfyDjdQoQImERAgaHMDq76BaCQoPFDUqRfktamARQQkgC1uYZWpMR1JCldSNPy8XW7AiuVdYQ4IAEdSOIKi4ZOb94QBm/Cgrk1uocVcUEi4kmIoKJqhvAwSFb/9m9xEi3mgkOh0OsEYAsozRwiB4XCYGMPweANIjHd8DOPjTSlFv99P5KWUotVqjce7UgFjDL1eDwDQbDYxHA7hui663S7W1tawsbEBQD2PhmEEeRuNBhzHgeM4IIRgdXU1yGtZFizLQrfbDfK6rhsYU9fW1rC5uQkpZSJvvV6H53lB3tXVVbTbbQghYJomKpUKOp1O6hiurq6i0+lkjqGUMnW8GWMQQgTt3814h8dwO+MdH0M93vpzib0DITvz7NCGDjdDb5mkzqRdJdO+SFm6UJq3kWqLMtxk/abIqJD4DheUZl+7o2l6HhkbfLKQWW7CYKc1Qx3AKiNRPD2PI5QQ5VQyzW+kIV438Q9rZ0G9s8wojVI+iuiSW8Q+A8XsdxH7XASU85pEtVqOSRjlM5LEQRmT5zznOXjOc54DAPhX/+pf4Z/9s3+GV7/61fjyl78cbIj1pjwMvaHWearV6lT50nD77bfjtttuCz63222cOnUKa2traLVaABD8V2NtbQ21Wi0whGnjV1beMMJ5m81mat6hVEfcDh8fdfdEVNvf5Fbm576g6E+Z14vl3crJu8EtOHLcpjY3M/O6AIY8mVf3OT4u4TmaxRhqhI2Vk/Ja1rj9jUYDwHgt5eU1TRP1ej2z3vBn0zQj63N1dTUzr2VZkbwrKyu57d/OGGblHY1GCQPvTsdbj2FW3rTxzsob/1xiOpT6wu5QyXl3lJiMg6KL7BVKm52PSREEOiMXnZGLgecl3EgNSvDk5hBbfTfVxVTkuJ96XEQIhAHMzW010a4CRU0Io4j9LmKfi4DdzisXEl4a8yYATwgMHQ7H4wkZRAAMHA8DN5kmpETf4RimpQmJocvheCJVrtEcF+kshF3T1d+T5aWWq0JI8IT8ne563kG5wleu/SQO6pj85E/+JO677z489NBDwdU7fY0vjHPnzmF9fT3YAB8/fhznz59PrDld9sSJE5m/ads2Wq1W5N80OKhjvBscAIq5maNo81y0/i47drO/2qmuML7ill93vGmBjiOS7ZZSwuMCLucJHSivjzKHx1NKCc6VjphVh8wYgKyuTRpvTbuQ1j8p08cF0NcM08sJmdTzdJmsOmVO2jQQU5Yr5UkU+2qUeuSRR/CmN71pP5sQQJ8Y1u3okAw9jn84v4kvPn4JIyHQ9zg2Rw5GnIMCaNkmDlVtdEccFzsOHr80QG84NlxpoaPvvYYXBYG+46sWvV6IaQ9yfDFRsnsFSPe5aChiv4vY591ikeRTFqad1zjvgZASnYGLp9qjhEIipER74OJix/G575SRyeXKkGRQAtMgcH0D09bAxcjjEELA8ZTByeUSQ1egPfDgeAJcCIxcjqEn4Alg5An0QnUCAKWK9JxRxR8Q8BxQAoPRVGWDi7FCpWXs0L9KofkB4gI1rNwAioBy5ME3UCly0gw7XQSuABxv8Y1T5dpP4qCOib4mtLW1hZMnT+LIkSP46le/msj3la98BTfeeGPw+cYbb0S/38eDDz4YyfflL385SJ81DuoY7wZVmh1efllRtHkuWn93g0XUoeJXsobDQcAXDAAkY2eluYE0hESCND0LSudBwJukIv+pXwrzF6VhbISKGkg0SbkQAh4XGLjc531SEeBdziNODfGf0MaaNP1FGbgkHE8GxhWPA5wn6xuNouuBEkR4oyK/J9J/DxhfadRE49rIJER6uSxDUlDO/6ezcKkiKXr+QeTISwYUyzNCbdcw5QXznJ+vlCdR7ItR6vHHH8cv/MIv4DnPeQ7+03/6T/vRhEw0bIbDDQO2QbA1dPD5R5/CuU70oRFQD/3hmo1K7IKoxyXaQy+4b5sKKVPT9OLLLqbKWWwcQaBEiRKzxSLLp52CUcBmSiHjQuKp9gi9UXIDpdP6KeE/PS5gmzTBISABDByOkSeSioOfNnRFwtAjpYr2F64r/LcmtyQpaVnKlMroG6PGlYZ+M93oL6SKsOOK7QWQEPCNWOVhV4kZ4sKFC4nvXNfFf/yP/xHVahXXXXcdAOAnfuIn8IlPfAJPPPFEkO/v/u7v8NBDD+HWW28Nvnvta18L0zTxoQ99KPhOSok//MM/xMmTJ/HiF794jr0pUaJEkbCoOhQhBBWToGKMDUzhbZTWNkjsb4sp/UnrINrgsB1dQUKVCesY2wl0lWUUGXkCTooCoo0zYRCMoxVnefJIKeF6MhGVT9dJCIkQlIehA9fE04Lfy+ibdrIgMRZ1zYO13XO/TMMS1BxMYyzKqndb+TG94bKEwsw5pT7/+c/jt3/7t3H//ffDMAz88A//MN7//vfj2c9+Nvr9Pn7rt34LH/rQh+A4Dk6cOIHbb7991k3YEcJ30Q1GsFY3cKbdz3xwa6YaujShUjV9Q9V2jUYT8hPM1hgVv39fFBSx30XscxoOqnzKwnbmVYckdnk2GabLRaYCYDC6LULL8O9mQZ+oxesNIrAQIFUw5igHrdYKwqGWI8Xm5NUkJLCoweDLtZ/Eoo/JL/7iL6LdbuMlL3kJTp48ifPnz+PDH/4wvv3tb+POO+8M+GXe+c534i//8i/x0pe+FL/2a7+GbreLD3zgA7jhhhvwsz/7s0F9V155Jd761rfiAx/4AFzXxU033YS/+qu/wuc+9zl8+MMfBmOzf3oXfYznga0Yh9RO8HN335eZ9idvumnX9c8aRZvnovU3jmXQoRglqBAJhwOtlZUUXWFskKoYSf1k1t7RhCQ9uqdFXqks1WvSFjLnvC+h6zWa4/Ww02jyOy23U0js7VXrvOel6PIkjpkape6//3687GUvC6LDAMC9996Lr371q/jc5z6H17zmNfjWt76FEydO4B3veAfe/OY3p0aE2Q90u90EV0JaZKmZYIfVxkNx7hZpfS4CitjvIvY5joMsn7Kwk3mdl1ibD7bf2H6vi2bBn/UwyrWfxKKPyete9zr8yZ/8Cf7gD/4Aly5dQrPZxAtf+EL87u/+Ll7zmtcE+U6dOoXPfvazuO222/Cbv/mbsCwLr3zlK3HnnXcmZNf73vc+rK2t4Y/+6I9w991345prrsE999yD17/+9XPpw6KP8TzQoB46YveGqYOEos1z0fobxjLpUMTnr+z3emg00+eTYPscl0XDoN9DvdGcnHEJMI9HocjyJA0zNUq9//3vh+M4uOOOO/BzP/dzAIA//uM/xrve9S788A//MJ588kn81m/9Ft75zndGolUsAjgvHhdAEfsMFLPfRexzHAdZPmWhnNckyjGJohyPJBZ9TH76p38aP/3TPz1V3uuvvx6f+tSnJuajlOL222/fM8+FRR/jeYCRBSeYmwOKNs9F628YpQ5VIg7Ovf1uwoFG+fxFMVOj1Be+8AX86I/+KN7xjncE391+++3427/9W3zmM5/BBz7wgUho4UWCYUSHggtF8paFvAhPE9WSHfoOapK8MI0VF+P7qiYbe0Fowre0NI14n4uCIva7iH2O4yDLpyxsd16llHB2eMF9UtSUnbhg59foEwpss162q2d9Z8KZS4DJxfRCK9d+EuWYzB9FHGNPLqAAmDOKNs9F628Yy6RDeUJxJ9Gcq8sSao9FQ7dUuFDE4wDSVQWZnaZoBbIKzgdZVAY7qivlO4Pt33rYabd2OhrzuPZ3UOWJlErv9YTiqjXobG5yzZTo/MKFC3jhC1+Y+F5/98Y3vnGWPzdT1Go1AMrY1B1xXO5zHGlUcKKlrP3hsZZS4lxniO9e6gVlwmmbPTcgEU5EjMr7JPM3doSMIz7paA6aNC8gcPPGJHyJtBi5m+5z0VDEfhexz3EcZPmUhWnnVRmjJLoj9VqtmEnRL6WEyQgYSQ83PPIEOiM3EtFFp3lCYOSJ1DQuxqSZ8XpdT6SkjaOQhmqKlMt7+VWq2WOSF7V0t+9TLWPnxVu1U5RrP4lyTOaPIo5xXxzMDcZuULR5Llp/w1gGHUoItcfrDAUcLgN9IevQzRVjsmodsS2PfDs1LaIThXOOf3enR3ppke40uEzqXfG/09IIAWRGLz0e1fMqtVrw2fV4ap2KeFwm0jRETtquEatSk73PGnl6ZTz6dRgHTZ5I3xA1ChG4czn+vNspnKlRyvM81Ov1xPf6u0OHDs3y52aKdrsNANgacAxcNaomo/i+E2t48dMOY7WqeAJcLvDAE2189IFz+P985XH8wd8/gjNbKkyz9MNPekLi7MYQT1waYBR4JYxnSkAJi/DkUUIyOaw0l5Q2WAn4k5+SNzdNRjdNus9FQxH7XcQ+x3GQ5VMWpp3XoSsx8rTCQVC3DazWTFh+fGTpG+PPb40w9CQ8MTa2Sykx5AJbIxdPdkZ4fLOPvjs2untcYuAIdIcetgYeXD4upz02XS4xdHnEKM4ogcEIPCEx8nggl5JhfsOyctwHRgEae4NRAvS77VTjvkkB2yComCqajgYBYBkqiITNCML2OuKXqxgq+k6ecgGMo/gtkmGqXPtJlGMyfxRxjFvM3e8m7DmKNs9F628YB12HklKiPRRwQzemNjY34Xg89QBMqxFKh0kSVoejvMUjvmlDjK5RyLGZR8T2f1zIfMLyiDqj9StVDyEkiHoXKeP/P/cP93RbtD7GxTgiXjjN8cRY94M2ToXbCjiehBC+3thuB3U6XGLgcHhibGTiQmLEBVwh4Ypw1OSooW675PHTcCxHDzbHulzFJLDYDmKRpRQw/cjWFlN/k1ialXJLKYyDJk+0d1QaPKGMuLtB8Y51JiAttPdKxcQPXnUIv/H/+wY2B17I0AQ8sTnAH/z9o/h//thzE+UGDscTlwa45lgDaY+/AGBlRJ8au3nufWSCEiVKLBfSjCSMEjSrJr77ZBd9VyRCAHMBdD1XGdBD37tc4lx7iOONSkI2cSHRGXpYqRopMk0pPI0KC8IGR9K4gE0mnZOEiUf90MQ0rESmayomDV97JjAYwKhSkCiJylhG1HfaVXsshwGDAJBAzs3uEiVKlChRosQCIvPA3hOomAzYAbl51iFU2OCT9pvbOb0KG8jidRKiPNwhxsausE4jpPIQS5qYtOeLSBhwJsETEhDqv2HdUUKNpefrVfE6uZQgMj1is5AARf51w7iKN03gQimVDmiykJ7nG5BGU1A6ZTXHIFE6nSzdcZkwzVjvBjM3St1zzz340pe+FPnu4YcfBgC84hWvSOQnhOCTn/zkrJuxbVSr1dx0Qgg2+i4cPtvdSNbi05Eh5olJfV5WFLHfRexzGg6qfMrCLOaVS5kwSGkImX2CJ6R6CW8XcYPUtMgqEq+rWkmOSVrZQJHL+K1Md2zfMHVQUK79JMoxmT+KOMYDkc1Ps6wo2jwXrb9xLJsOVQnpCwfdiDBJr8pTW3aq0lh2+nqYh4qU5R01jWEqq9x2y0xT53Yeo6LLkzhmbpR6+OGHAwEVx3/9r/818d1B8gKyDQpP8FQ3w77LUTFoqvWXC5k4jdcY3+FNekqNra3JNI2stO2O69i6vq1iJUocKCyzfNoNsuws2iiVNg5cKG/ONJknASCDYFPJmqy0bPklpEyVh3nlAvd51YlEWraMhV9f4qeC64R7JWNL2VyiRIkSJRYBy6xD7XT/lF0f/Pq291v5aZp/OL3OLN1E5uhyeXUCyr+KbPOy2873ojsbl8n1brvIUmNR9cqZGqUeeeSRWVa3pxgMBqhUKqBE3ZkMY+hyPHyxgx+/8Rj6Dsd9j23hscuKR8pgBOuNCv6//3AeDYvh5pMruGpFXWuhBLBNhqfaDhgFWlUTtk9Yoh+IkScUERqjAaeUEBIO58HVEstgQVqUXwUIb+7Cafr6X97iHQwGsO1KEKVPQv2eQRczitSsoOe6SChin+M4yPIpC9POa5p3jwrq4KFRMVCvAN0hx8BRvsxcSrRHDjquBwKgajBYjCp3bCkhpMS53gCUAGsVC3VTXdcjACyTKiWHACRkSArSoOQfRVLB0J6oWgYRQpQ89AS4Lw9tk8JgWo4m5eFgOIBdqUTSHA+wDBnIUS5kwBFBCWAxCRqkKf4ILQ915FLV73Fanox1OWAE5XweB//WNyU+98AEGStl9P7+TiOclGs/iXJM5o8ijnGVcox4sbylijbPRetvGMuoQw2HA1h2BQSKK0ntxxDoA9MYM9I8daL7saiXjxAyRBUj1VUyX7dS1+m0biRhUDJOC7UnbFTQ3E2azzNeLhyJnZCxk4RO4+F2IsPgpfU1zVbl98dxBrBsO9pvaI4o1bewU4ZBtYe6MnXFy+mGUIJIO8dpACVj3WsaDylKCARkJJKikIDHp/Oyyqt7t9hrebJTfXRa7LaamRqlrr766llWty9YqTJ0R1xFqhMS37vcxSOXe4Bvfa5ZDP/02kO40Bnh6+e6sM3xEPYcjv/zkcs40bTxz591GHV7nMYFsNFzYRsErZoZ8S6QUATqHg8vZgUhlVGM+capOMJkellpevESqA1W+G6yjiQR/j2HzzbEY4kSi4BlkE87RcUkGHnKECOlRN/h6Iy84FSNSIlmhaFmUTyxOcClwSiQCxJA3+MYco6aYUTeOkIClwYO2iMXV67UUNMM4mRcVgKoMAIrxhKu5Vwah4CniBOCkMzhMgNHgFHN/xCFlIAU0udPCH0PFTmHQmldCRnr+YoOABHqoJDjcnHZHPxeinFKQMlRGhqDSJ0TZCwXyYAVXAKcqzKMlLK5RIkSJUrsHQ66DkUIQdOmPoem/53/L6yzuFyCCOlzEGW/aMOHfboOESHzHkPK7DTVliSvk5SqLZRon+6UslzC5SK1HCGKkDzeDmWEEgkHDOju5HnREBnsX9W+ckw1w1P6x4UEhwoyowPrBLqSHBuj4k0RvsGMpdCM+vRYYDR7XNKu0YUNMeF2Bs2Z0jhFcDCdN8KHquHvRtvQKw0KQCSdd4CxgWs3KInOfbRaLQCK/HelasDlEg8+2cH3LvUi+fRicgVQscxImp6jk60KmpUk0S+gIvplzXkeXRWlxN/87MxtUUcACBev1VuZ9365BIj0iX2XDHqui4Qi9rkImHZeCSF+xBEVfaY99OIZQAD0XBcXB6P0OpDylvdRs4yIET4Mi1FYBk2VXXnihctsJYGRbHnYbGaPiQAyyQ6EzH4h58nmPJGcF4gkS8ZKmR/BxBMAodPzeZVrP4lyTOaPIo5xm5uTMy0ZijbPRevvssFgBE1K4XJg4Ao0mq1UPYL6XjgTt1wk+t+8KHI7Tctrh5MWnUvXmZEkpczVTYDs31OcoIDucL3ZjHhdpZdR9DdxnY0Q7XU+oTFp7Qv9f1qa9tCPlwCyx1rbGPPmfNaHgnspT5wcUvdp9Uri3x4wfD1VkdOPbwbsFru0aS0P+v1+5LPJxlbdNAiZvaEyGcl+6Hf4JG/3Pm8YjPiRBmJV9GJ9jmNZ7+DG57oIKGKfi4DtziulBFaOpTlvzeeJLn29Lb1gToN2KtZyyvUHu3nWdyifF9htqVz7SZRjMn8UcYxr1JucaclQtHkuWn+XEYQoPchkBMPBYGd1zLhNi4Q8dUbpOuMMQ1/fytsuBna7bepJk3Jn6pw7xQRjk/aQmqW6t0jyZDujSYhydrEZYBmz8xorjVI+PC+pTCzyRmNbyOiGx4unQAHpc73sKGKfi4ByXpPg5ZhEUD4jSZRjMn8UcYwNsqQneTko2jwXrb/LDAKA73QftCTbw92CeznuNyUm4qDLk1mbSUqjlA/GkvwkfIIV9sCoHxn3m42UPu/qZ6S6G73oHlZpc73sKGKfi4CdzGucb2nZcNCf9VnLz92Mx0GR6dvFQX9GDgKKOMZcFm+nWrR5Llp/lxme2MV8LttLcYco10M+hEy/LqgJxylN50blIv9K57Ki5JTy0Wg0gr+FlOiNhAofhfE90zCqpkpL4zW51HfBMjigPCFACEtJk5lh2XWbGN2ZDZFLYORKmIYfhcAnO6vVG7nlpnXH04srTMy7yETp4bkuCorY5yJgO/MqpUR3JLDZzz7ZskJR7eKyiwsBKVV6PG3kh3ZJKyeEDDgH4mlSSlCa5BqYBCGRWeckuTYPpLbf5+DM44OIvAFkNCpKHrYjV3ey9uOR/4DlIlgv5eH8UcQx7oriqdRFm+ei9XcZ4XKBp9ouPAE0a41M3YSk6SahUHrxNCmz93HRq2ZRgm4dWy5PD8psI9T+MC1t3NxYWk6dugyQEYXPT9TlKrV6tFAKhEyWSzQmtZwECdqS7AOJ/BFt/254mLOwnap0dD+tQoV5l8KE42a1AYePidOFiAYgC0eA3nX7ke9MswjE7aWnlI+trS0AKrLTxY6HviNwqGbj5lPrWKko8kodCt3xBL75+Ba+/ehl9AauX4OaakqAp/ojfP7Ri2iPvKCcxtAR2Ow54GIshHQYUC4kOJfBdxoECEKZ7xRcAkMXGHoyeODb7a3UvATqrmha1IM4pFQLyE2JFDXi0chZiwI910VCEftcBEw7ryNX4PyWi60B90nPGRgZG9aF/+9sZ4RLfRdDLySfoOSRK4Etx4WbcnzjconTGwMM3bFxSoMLie7QC4UdHss4LgDHE6Ewx9KPaKcM6Hlij4eES7jc1taWrwRF9SQC9XI3WbrnPQk0nHRM5lnwf0/3BQj1K9mWsIwNy9E8UIyDVkyL7a59LpTs9mJt8XxlaRlO70p5OH8UcYxXmDs505KhaPNctP4uGy52XHz3whDtIUff4Tjz5EUV7RdRvUVirGOEdRYJddDGeXwPJ4NyCNUS/p5L4R/uIVImEoUutv/TICF9TadzKeEJpbsl2iGVXiZkso1CAo4fgTD+e/pwTOsv8aZwISPt73a2/PIk06BgUKKMMxED3thgFldnwmPtchnRD4Px0HWMhzqoUwLwuIzUt9u7TQadLrKc1uUcHg10oyMyD72o0and3gqiPA9dpXuFW6rT3BnckrSYHz0vhp3olfNC8Y51JqA74pEHolUx8cIr13Cp7+BvvnUO5zaG+NLDl4PN17ce3cBa08b1T1tD1aRYqTAwSnB56OKzj17EqVYVLzixCkBHA1CLbKPnomJS1CtGIkwoF+rhYBQwKIXBSEwgRdscTpuM/KfOyCBFzwKX+UvdFdMZt0qUKDE/tIc8EkGOEgLbZOBC4lxngL7D8eBTXfT9N9+Ie+g6BGtVAwSAF5ItHdeDwQlWLROUEFhURdZzhcS59hBVk+FYqwJgHAFFAhg4HAYlsE0KyKhxw+USVEgYMWFBCAHV54hSGeeVfFICSkiA+KdhcTkUVlYMpl66upxBJVzf8KJlXcSwFAMN3tZj+RsvF/ndDKEoZXok1ElyFNg7pSFujApDwn8/lR77JUqUKFHiAIELiYvdqOHY5RIXOw5qFsNKzVROUIjpGPAjxcXe09zXH2goTb/XZUjH8biACB/U+R5OlBBlpArVGXb8SSMIF76xxnF54Nygv6e+gccV44M+LiW49HUOELgeD9rFhToYNJn2oYkZjZCucwg/UetFOsofIQQM/l7U13Fsg0WcKsL6kW69NkzpA9LwgR4AeEKCSAnT1w/D8wOk62yqfwCBhLpktDPliRJljJp2Tyyx84O7vGKe2P3tI0L8PT7xHUmk7wG/QHv00ijlo1JRm6i0h4IQgsN1Gx/9ylk4KRr7RmeEkytWar3nukO8MOMhGnkCdk6s8aqVnJ48V0R9nWVa6D6HsR2D1EFFWr+XHUXscxGw23lllOCbT3ZweZA84XeFhCNEqpemJyQsSlOvFA9cHihcaeUMnu5SnRexlAAwM6IGxotVKtVEukGjspMQAoMhNSzyJI+o3crHnSoAOzVIlWs/iXJM5o8ijvFAFM9aW7R5Llp/lx2mZQMAhi7HOk3fx8WNJJE0maNHSHVVMKvOPN7iNP0JUIakUcbJERcy07Dh8nQPLMDnNkK67hM1VcXKCQnTTK4HQtThY9YNn6w2EkIyOU+lTBqjpsFuHbvnTVmwH/JER85bRJRGKR90h3xNBxmEFK/PQDHnuoh9LgLKeU1iaaKmzgjlM5JEOSbzRxHHeN43W3/u7vsy0/7kTTfN+dfTUbR5Llp/lx4F3QfNCqW+tTsUdR+ehXI0fPT7/dz0rYGLK9aqWG3Yqen/8Pgmzl4eJCzRFYOi73ipHlaA4lPhGZbhrLT4/eDtQIhxucEg2ed4lYrryidl26lL4rw1tW1i0lwvI4rY5yJgmnmVvlu3ctGOwuUCg4zL6lxInO+4eKrrpsqaIecYcZ5IY/5VuiwZ5Qnp8xJE06TP15eWBiDgiZqEuFwjJN0LSwgZkYfTQsqdlRuXT34WIp2/YRbYztqPX09YVpTycP4o4hjXaPHCoxdtnovW32WHOxoEf3eG2Xu1PGS9uzU3ZhqyvMkV16aE4/HIlT+dFv8urd60dgDZHj/Btbk0LqsJvzUaDlLTPC7heiJVz+MZOiDgUzTkGLp2svfN00f3G2n78CKj9JSKoWIQDNzxgzvyBP779y7jc49cxpG1Go6sAf2hi9MXuugNPVBKQCnw0LkugC4ONSzccPUqrmjZuHqlihONin+dRcBwCWoWg8GoKkfUBs0TEpQAlkFBCQHz0/TCpQQwDRoQu4Wxk0WmSerSpKgjAObfM5UYRwgAAM6TUfWmuVIy4ssVualEiYMAKRVv0tCVMJiSK5ahSM8dLvDdSz18/fwWHJ5UGtojjs3BmF/vya6LK1csrFQYLEZhUQpHSDiCY0g4aoYBi1KsVE2s1kwA0o8nCsDnfNJLX4XIVamGTzquiTUhQ/LQl5Oa40HXOXbjjrQacfVJcT2oK82eUFFHTabyOt7YUKXloQqoM0kZCn9OltO8E2nQVY9CcjQchSVcbzg/oPLPE1Imo+1lYRHIMEuUKFGiRIntgBKgZlH0neiLTu+5Bg7HwOGwGEGjYiQ4Lidh/O6XQZAngvFBnTYoqd8jwYGh1omE9INd+bV4QvFwmoz6hNc84LhKp5oZX3PT6bpN+vfSuLH09UTFSwX/H0lQDQQcUAhzaqbrPVxIcKhrg5ahxleCxHiwfMoYv31aZyOEgEnpc3Ep/Sce0X6ayHpBsgRk8Pf2IvJtV98hmBzlbicoit5VGqV8tFot9d+qgYop0BlynNka4Y+//DiGbpSIrmobOHW0ie+d3YKM7YUu9xw8/mQPr3j2UZiURB5+T0gMPYFV/zJnlLxOLWLbSoZcFxJwPQEjVt9uUW+0Uhc2l8oAlQadpkl3KQFspjYzOfRY8ATgQeXdb8OUnusioYh9LgKy5lVKie4oHEDB50KSivTxb771ZBAdNAwuJM52nETUzJEncXrTwRUnGwm5JiTgSoFnrtXBUmSUxNglN0JOCZ/gPMUYJKTitKoykiiny+pv4mnNZivyAg8Tlg7dbCGllColD01fURJQsiuL5yANYaLT4HNcYZOAlxz+RHtmEQ540trX0WIm9XC7hJ+LjFIezh9FHOM2N/e7CXuOos1z0fq7TCCE4NS6je6I40LbhSckGo1mQgdxuERvxNGqbn/PJWKHVySkELAYJ6VOo5DwuAyiAIbhCQknviELEYMn++j/IZMe4oFBZ3xkmNp+k2XwQaUc3tUazYTOE4fjyUy+Yi4kbEPvewGt2REAJqMRvSzZnGwDU9hoFimD8e0BgyrdVELpeeHm79SRQvM1TXvI12wqeWKFDmjDUZjVOCSD4ywryut7PsIuuZZBsV43cLYzxCBmkALUguwMHPV9/IGXwHXHmjBIujAbL75kWhBZICUtywV0NxgNBzs2comI0FWLZhritEUIJ15E9+si9rkIyJpXkaKQAEq2XOq7qQYpQHmGZvByolUxYDGaKjOaljpVTEvLMh6p79J/C1BhhCeVS0sb+u7kO5FtBMpwzihAqVJM7B0SQpKwErEDMcvIbCLuTVr7EpMNUibV0Qt315ZFQSkP548ijnG1vL639Chaf5cNhBA0KwaecaSChs3guaNUXcEydrY9zvaUJpF/8bQsGpc85Ae+yik3od4sgvK0tjsZ1/fSyqZBGwRVOknkz/Ngn9pTKgU2U/od9aPPWWxsiNJpO9V3CJledxwO+lGdkwEVQ5U3KWAbxQhAplF6SvnwYsfW6rSc7NgNbwFsLxPhecmIW7vBQXEvjM91EVDEPhcBizSv07hT7wV2I9cihqTwd9h7mU5npIjM4hk5KLJ9WizSullWFHGMTbJ9PpqDjqLNc9H6u6wghMA2KPiM90FFg8f3bz3sRudM0/MyAjzvGIQoz5+8twL3vNS2mAsaHW/eKD2lfBQxokYR+wwUs99F7HMRUM5rEuWYRFGORxLlmMwfRRxjsROXyAOOos1z0fq77CC0oLv/GaFcD7sD3SZv2bKj9JTyEb8nzoVEf8QzT8dJjvIhsLMT7r0+iW800zmlFgWafJcL5b44K6L0InICFLHPRcBO5jV3Ce1wfUnsMDRwkp9812g0d/6s62uPYc+ggIQ9B4ssR/d67UufS0H4ATMWkQuhlIfzRxHHuM2Lp1IXbZ6L1t9lxdDl2Oi7sKv1HZQOU35vr5yUO9GVdvp780et3ty3396NzqX3lRrCDwwkoa7NZV1hjEMHqwGS/J9C5ntJAUBrF/rqMqI00fnY3NwEoDYXm30Pj10a4uq1Kk6tVABERYEQAnWbgg/8u7SxS8RffuQyzm4Ng/o0pJTojTx4PiN4nKTOcXkQ0SlezhNi5mEtt/w+p0EH50v7KYLsaFB517ApprsGIn1DlMPH5HOeUFGruNh92PTNnH4vK4rY5yIga15phvuvkBJH6hYO1ZKEvEJK2IyA+6SacTlzue9ic+Al0qSU2Bg42Bw4qWlCypBRJxq+Li+8seNHXkmtM8K/EK1jKyTLQzFogjqy5Nr4d5WSIXwZ5PB8o8pO5VGeKKRkdhH3Jq19gny5PG07tDFqxNVhgoQi7HT4YnAJhrHo8vC+++7Dr/zKr+D6669HvV7HVVddhZ/6qZ/CQw89lMj74IMP4uUvfzkajQbW19fxMz/zM3jqqacS+YQQeP/734+nP/3pqFQqeP7zn48///M/n1sfFn2M54FVVryrQEWb56L1d9ngcYHvPtXHl7+3hSfbI3TaWwCS+s7QTeeH01F4gyjmMR0j7XWp6xZiTLQdT9PR5dLShAj/XpDq50nfM6pyInXPmGnM8fONvGQ5/TcXMpLW7Wyl1xXDWGeLtkUH+Qr/xiToUR/nzyF8TwGBr5t46rcdLjH0lN4ipNJhhl6+fqoDxIy88WHmyFN1hnXHPBAAnfZmfqaCoXjHOhNwdtPB0Ke+r1sG/uULTuC7l/r424cvYWPgQgiBh772j/jGl78OZ+hg5fhRnLjhubBqNQBqIWwOXfybTz+MG69cwauedxwrVdPfnKkoeufbQ9QthpWaFSj8+jR54KoQoJpkT/obOimVoGBUcV3tFpo7ZRxeMzucuU4jmHzyrYniXDHeiOhy03op5kUtcIWqv6j3bUuUmAaEENQsRZ45cMfhiR/b6OMLj13G5sBVxmU/NDEAnN8Y4Jtn2uiPOGq2gZOH66hVlPHKYgQ1k+J0e4SNgYvjTQsVk0FKCVdIdBwP/+PcJtarFq451EDdMiKyS3ChDC2UqtDAIUHDhQQhMggFDPiGEgCOlnlMy6lwuGRVLhzRJkqVGZVr8TDIkMkILfr3uYxGEyV+CL24fMwjXM9CWI4CygDGQ7LSZNPLyllAR4vRJ366ixSKdHPa143L008FJZRyZm7jHVB0/O7v/i6+8IUv4NZbb8Xzn/98nD9/HnfddRe+//u/H1/60pfwvOc9DwBw+vRpvOQlL8HKygre+973otvt4oMf/CC+8Y1v4Ctf+QosywrqfNe73oX3ve99+IVf+AXcdNNN+PjHP47Xv/71IITgp3/6p/erqyVKlCixJxBS4r5H2xj5GwxPSFwaOPCMEVZD+7G6zVCzWGh/pDyhw/pHgBwdIygHYDDy4Pgv+opJUTFVYBghgc5gvO+0DOoHFSGQEug7PHBksA0K00BQjocO7hhVUfx0Wt93gCAAbJPBDOpUBdJ4MoVURjspgSEBqhaD5RMtCakcJ4TfX9ugMEL7ML2nzDr0k1C6Xtr+0eUCngBMSiNplBK/TgkhxvWE69SGQF3OpIDlWzZ4TKfR/R7reRJehuFISGDoARVDJgKNST8tDTpC/SSVUO+Vl42vc7cojVI+KhXlEeXErCGEEDzrcB3PWK/hNe+4GxfPX0Z3qxOkb517Eu3zF3Djj78iauQB8MDpLfzjk1389o89J7H4ew7HyBviyrVqIrqAJyS4w1FJCWfHhbLeVozJVplEGHU/nKdOq1SqsfTsuqRUUQCm2XuFNzk6rPl2vCwnGct3e+qu57pIKGKfi4BJ88ooQcMm+K/ffgpntoY43x0FacoDUeJbT2xiq+9isz8+5e+PPHznzBZuuuYwqhYLIuEBQM8VePjyEFevWgCJrsfLAwdfPn0ZP3z1IVAStUAI3zhl0mQEF3VVV8IySERpAJTM40LCNpMWDSkBT0pYvjZJSHRMglPElLGRGCsE0xiVCBkrSOHvtot4FDvL2LmsnAbTrn0akttkB8rSJDf1RXKWWnR5eNttt+HP/uzPIkal173udbjhhhvwvve9D/fccw8A4L3vfS96vR7uv/9+XHXVVQCAm2++GbfccgvuvvtuvPnNbwYAnDlzBnfeeSfe8pa34K677gIA/PzP/zx+5Ed+BG9/+9tx6623grHZnvQs+hjPA0NRvNOyos1z0fq7TBACgUFKgxoWeg6Hy4e49lgTFqOgKS+/LK8ZIQGSoWN4QsLxOFweTR26An2Hg5JkexxPwPFUxHUvVm7kKeONQQniPllcAEOuPJzCvyehvL6kpDBZVPfSf7m+cSvcRSGB3ogHB4NhPU9K1YcKKExz/I4CxsYpbUSK6zNCjo1nYSjPI4EKpYGuNa6TgFKZGRlaG6csRmCb44IGARiRgQFpJ/panM5B/14eJv1M+ICulCdRlOeWPiYpZJQSnHvkTMQgpSGl9C26ySfRE+nCCvA3RRnldoO0sJ3h73Ua3aYSut1mKs+IxeMTmbXyfRBQxD4XAdPO6+WBEzFIhbEZM0hF6ieIGKTCcIXMNBDv1HBMM2TXJISj5sXlWl5TsmRl/m+lh3Wevnzyu3nKyu2sfeK3Y9lP7xZdHr74xS+OGKQA4JprrsH111+PBx98MPjuox/9KF71qlcFBikAeNnLXoZrr70WH/nIR4LvPv7xj8N1XfzyL/9y8B0hBL/0S7+E06dP44tf/OLM+7DoYzwP8AXkfJk3ijbPRevv0sMn6pYAKiZLNUhNQp6OETdIBWVk0iAVTosbpMJpWfqVlDm/l9NGXTYNIuf3gOx9ZFok42mRVm66g8P0crvR1+aBcFNKeRJFaZTy0ev1dlU+j+sp/17q3qaF0e/vrs+7wSRel3lit3N9EFHEPhcB857XPLk2j7RJbZkGg23ItVnx8y0y0p6R/ZS/i4CDKA+llHjyySdx+PBhAMr76cKFC/iBH/iBRN6bb74ZDzzwQPD5gQceQL1ex3Of+9xEPp0+axzEMd4t6nT/wqPvF4o2z0Xr77JDOMPg753qA3utR2Q6OsxB75qE0aA/0/p2086sYvPq+yxQypMoyut7MVBCEkYkhws8cLaNN/36v8SlC5fx+f/2ZZw/fcEvwGCuH8W3v3EG1ZqFoydWUa2pE05GCQ6tVPDnXz+PKxoWfuBEC2tVxdGiLeHffaqPmsVwuGFFeKQ8ATicw6BJ6726zyp8MmMa3HeVUoa4SSTYjL2wXK7uwe6mSm3l1wTm+l7tdupcHHt3iRKLDSkluiOBm0+u4wXHBP7HuS08utEP0i51XVSrJizbQKfnYBhiZmSM4OtPbMEyKJ5+pIG1uhnIE0aAywMORoGmxQLZBQA2o/jWhQ4qBsXJVg0N2wh+z+MSAyHBCFCxGIxQOGGL0cBDJ+1kzuVSyTVGInf8DZ8gNM0dPNdLSufxrzXv1UnaLOToTqHlr09fAXOG0fHSOCpKzA4f/vCHcebMGbznPe8BAJw7dw4AcPz48UTe48eP4/LlyxiNRrBtG+fOncPRo0cTz7gue/bs2czfHY1GGI3GXpbtdnvXfSlRokSJvYbmxo2/pxghWK1auNxzYTKCmm0kPMT1pzhnlMulH0RYwgjtuYSU8LiAyTSZd7Sc/l2JpOMCo4rGIEwCHu6Drj9MdeBygYGjOJ8Y1Z7XJGi7BDDiEoYUQTv1z1JCQJmmhxn/ltpj6v1ltO+KjxRBmm7bJNuP8gof81RF+gafT1jIgM8y2k5kliNER2uXQf2K8zTU7hQ9MQs6Fxfqd8OPw27VpXIPm43SKOWj2VRhLY+uWLjYcTDymfcfvNDFl05vqXu1BsORY4fwf3vjq/Dwg4/g77/4HfDaWuD+Oew7ePThC1hZreG65x7DsfW6WqQALnQdfPKhi3jmehXff7wFM8T42nc4Hr88QKtiYK0eddn3BNAdcf+uLI0sKOG7fxo+WXGcAM4TEpToBZpcBo3GOJQn8f8vlchXSdyAwG0nhiTd3jjpnCcAD9E7tgYFpEjfmGry3d1Az3WRUMQ+FwF58zpwBDb6HlwuYTIKgxL80NWHcN2RJv7Lt5/Eg0924XjqJW0wgrVWBa7LsdVzQEJKw8gVePBsG62qgWcfb6JhjxcgF8DmkMNkAoerpiIHhVrjA0/g4ctdtGwDx5vVyMLnPl+BQQVaVRO2b9QivlZDieYJUPnDCqHHFcF5xaCB8hGWi/V6M9fdPE1sbdc4RUm2S3teGrB7Obpd6GeEi/FhgIYrth+IIgsmS8p3DUZmF01wFjho8vDb3/423vKWt+BFL3oR3vjGNwIABn70X9u2E/k1T8VgMIBt28F/8/Jl4Y477sC73/3uxPcbGxvgnGNlZQXdbheccxiGgVqthna7Dc45hsNhpP5wXsYYGo0Gtra2grYQQoK8rVYL/X4fnueBMYZmsxlEPqsQDgGgRpURvcMNVKiASQQECNrcCCLhjQSFBxp4MXW4AZsKWERFNN7iFlaZihw6khSupGj4ebvcgBXLu8IcEACOpHAERYOpvD1hwJMkqGuTW2gxFxQSrqQYCopmKC+DRMVv/yY30WJekHcgGFp++/tCydSqn3eLm2hQD4xIeJKgLwy0mIuNjQ1Uq9XIeMfHMD7elFL0+/1EXkopWq3WeLwrFTDGglP9ZrOJ4XAI11XBf/TzAKjn0TCMIG+j0YDjOHAcB4QQrK6uBnkty4JlWeh2u0Fe13UDI+ja2ho2NzcVX0wsb71eh+d5Qd7V1VW0220IIWCaJiqVCjodRbdRq9UghAiex9XVVXQ6ncQzCwDVahVSyiBv/Jmt1+tB+3cz3uEx3M54x8dQj7f+XCIbjBI872QD37nQx9AVIADWV1aw1qyE+JUktvoubIOibrPI1S9Nqq0cB2QkGIqEojQgEBFjEiEEFDIw+oSD+ml9h/nOEIToAze16VLlSFBX/GqhhCI7D5OhA5qHU72TDUYi5Tyh2m4Gh3vj/jEKMCh+T4Nq/crfAIZYrCxf95JSolofv0vzDFIkRAWh95vMJ15P421Sep7a7xGM9TwpZShSYTLYzNCDv+9NBszS3FPamEcIASNqrMJN101RJPUSDvcNdHR8LVHrO2nI0wHN2IHkQdNF5o3SKOVjOByi0WigYlKcXLPRGwn8/aMb+OyjUUFPfAOUZ9YhmoejkZ78/16xXsPxQ/XI5kan1UyWydGiF1rapijvnrOUgEghjgMQeBSkbXxGoyEMo+F3DJF8Mm2F+vAEAKpI5KaFIrHLTnfFmFw3TJSuNzkESgjMgutEz3WRUMQ+FwFZ8+pyiQudKE9U8NJ2Ob52Jt3bgRCAxqwTWhQYlKBZSX9lWIwGHlGpyHhBWwaFbeiIK2MhpBW/LIONyWimJ+hwNETNSH/Wx8pGStoUsiVsSJK+x6fWBeNpboZhXcMTAKHzN9YMh0PU643AOyoOpUzv3mMqTJSujV+URCMNLgoOkjw8f/48XvnKV2JlZQX/+T//54CDQm+Iw15MGnpDrfNUq9Wp8qXh9ttvx2233RZ8brfbOHXqFNbW1tBqtQAg+K/G2toaut1uYPQKk7mm5Q1D5/25u+/LbJPaOgEOHxvIeyIqtza5lfm5Lyj6U+b1Ynm3cvJaRGCTm8HndujveF4XwDDU/ry8ADAK5e2IZN7wOIbHO77piY932Fg5KW+Y50yvH20kystrmibq9XpmveHPpmmi5kezBpQBKSuvZVmRvCsrK7ntDz/nk57DrLzdbjfzmQW2N95xGTTNeGfljX8ukY5DDQtrdRNnN0e43PNgy1Eiuhow9uYJI+yVlEHdBI8neYSDaG8pCkHA8Rv9NppGkWnx6Qy9TGOQmbNJIynHc/r3rEjfo22xQ3USQuCMRqjW8k0Jav9GU/e3xDdOjXd6ae0cp4XLU5peTkjl2JAFCT+Ku+9NJqm6naQP6aJtJEGdLh9H9tP6nifGxi+Djr3gVfCeaFraIeRB0kX2AqVRyofrjjdwhBA0KgxVi2ZeSXBckemqaFlGxIIbhs1oxtJDqmActymn8STndD8nLdznbf3enCBjA6M3ORqzalNev5cVRexzEZA1r3k8doMs6wTyI6iZOa40jCDToK5Pw1LTAuVne4s7L/ekZz1PjuR5SWkDS7gekwFGyHU9nGax7LDBGntx3c113al+J+u9tB0oBTMc1XCXFc4JB0Uebm1t4cd+7MewubmJz33uczhx4kSQpq/e6Wt8YZw7dw7r6+vBBvj48eP49Kc/nViHumy43jhs2071spqEgzLGs4RJJsWgXD4UbZ6L1t9lBCUEV65VUDFdXLiYzumTd5CS9z7dadpED+2M9EnX5bLqzfu9zDIpadybfj2k15utA5KUv5J1ZY9L3pBG95YEJgMAmWlsVKnxNvg6IB1/DqcZZHzomNWWUp5EURKd+6A0ZSgWVaOeEeIh2xcR2lVyllOROtdLjiL2uQgo5zWJeY1JlgiatXyaNfbjGSnHZPcYDod49atfjYceegif+MQncN1110XST548iSNHjuCrX/1qouxXvvIV3HjjjcHnG2+8Ef1+PxK5DwC+/OUvB+mzxkEY41lDFJAtpGjzXLT+LjOUkaWcz91gucaPYCdHc3n6ziRdqJQnUZSj4SPu9gsAcqdxzQ8IWiutyZm2AU2iu6BBDgKkzfWyo4h9LgIy53XRF+Ec0WzN51k/qCNarv0kFn1MOOd43etehy9+8Yv4y7/8S7zoRS9KzfcTP/ET+MQnPoEnnngi+O7v/u7v8NBDD+HWW28Nvnvta18L0zTxoQ99KPhOSok//MM/xMmTJ/HiF7945n1Y9DGeB+JX8IqAos1z0fq7zHC5RK0x231Q0VBvluO3G5TyJIoDZZTqdrv4nd/5Hbz85S/H+vo6CCG4++67Z1J3mCRQSonOkENKknmloVo1M/d9g4Gr7rqmZOi5XJGSp6Sl3TfWyLWPyZyQpBlpUsqAQDKz2m2QBQufM8rhwIj7nCLb3MXt1cl6EQkhi9jn/cA8ZVQa4vOqo8EMcjyCGzbL9voZV5RIG/qsjmkywxPZUU3y0rifllZnnjgIriGllNvazH/Ws8MG54d2DjjuppBrKgjF5Hx7IfI2Njam+p0i+Xgsujz8jd/4Dfz1X/81fuzHfgyXL1/GPffcE/mn8c53vhO1Wg0vfelL8fu///u44447cOutt+KGG27Az/7szwb5rrzySrz1rW/Fv/23/xa/+Iu/iH//7/89Xv3qV+Nzn/sc3v/+9wc8VbPEoo/xPKBJzouEos1z0fq7l9gr/Wnocvztdy7ii49voNdJ3wfpa1zxNE2UnY68/dSYJD0vT1adWeV2fM1QyswcikQ8Zd+YktZtb4bKZbcjq848BNlT97D5ZSftJx0vJYrfhDISao87yzPfUp5EcaA4pS5evIj3vOc9uOqqq/B93/d9+MxnPjPz3xi6Ahs9D1wCz1iv4bXXHcVnv3cJmz45iBASIIp7pd6soN8bJTyqzl3swfruRTzr1BqsUMQ8AuDSYITH232caFTAEL1jO/IERq6AbYYiUfngXIKTcYSkSBQ+SNBQE8JpKgJftJwWDJyrKBE0Ne6AQjjUp04NE9dmEfp6AuAYR3UiBLBZel5Fgrd4ZLglSmwXeyGjssCFxMBRd+IJUaTkA4fDE0oZUMTTBJ0Rx1XrNZzZGgQRW7SRp9N18NSlPlqtCuwYqbnDJR55qo/jqzYqZnQTa1AVPSaNF69qMlgGhctF4mXuCYmB48E2mR+uFwgILaHkRppBXkjA40JxUklt2NreeGnOAV1OH0BoeZhmSAtHzjNSjnSmITgHknJ03tAcVx5P8obpiKaLfN2uaPja174GALj33ntx7733JtLf8IY3AABOnTqFz372s7jtttvwm7/5m7AsC6985Stx5513Jnig3ve+92FtbQ1/9Ed/hLvvvhvXXHMN7rnnHrz+9a+fe39KlChRYhL2Qn/62pk2/o+HLmLkM1CPuhI3Pr2JihGNbs6FgCcAg44JuoO9U1j/ADIP1rSSoSPFeVyAi3EE8bRygdHL100kANdTHMZp+79W1cDAVXvHMChRfJ5pOlQeV5OUEp4cl42QjAN+pLy0cpEuJ+BxCcY0vXq0TkqQyeUk/IPLoCnj/yT2p9EGpXZv3A8gEVWPEYBQZAaFAfwDR67yalLzErPDgTJKHT9+HOfOncOxY8fw1a9+FTfddNPM6tYK3OWeFyxgQgiesV7D09aq+IfzHXzim+dxaWuIb3znKXT7LkAZqo0qPMeD57gwLAP1Zg3MYLi4McSlzXO46lgTzzq1gobNcKxlwmQUW46L9mUXR2s2rqhVYBkUNYuBEqLCdY44bIPCNAgYJTD9KFNKqI2NPHrTFoQrRfoaFBIQXIXRpJDgQoXgNC1bhQ6F2lTmEd9JqQxH8egBXGZvwCTU4h4L0mhUPWC8MdvLhb0T0taDjiL2eT8wTxmVhvC8jrwoSSOjBI2KAZcLnN0aou9wfPp7l/DElh8Wu2bB8QQubg3guAJPnG2j11cuVp2ug3rdxPFjTRiMolWzYBkUIy7x6KUhWhWGU2tV2AbBFXUbtm+h0QqWwQhqpoFTKzVUfQOW7RumRq5S5iomA6UEXAJ9h8NkBLavrVGCINIp9UMGK6OXIlxXoXqV8ZuSscuvBGBlPOtaXoYhU5QcLifLJE+kR1IROfJQIysKy7ygnxFKVOQYHosWk8Nfv7RYdHm4nc3Y9ddfj0996lMT81FKcfvtt+P222/fRcumx6KP8TwwksVbTEWb56L1dy8xb/3J4QL3futC5Bj+kbaL733zHL7veAs3HG2BUcAyKSgh/g0QAUoIGEWgv+jy4X2VlMkAM1wCREqMPIGBM7Z0eELCMkjmVSXhR33yuIAnxkoKF9LXf3wdBUpPajKKqiXRG3rgQqJqMdghhwghJTz/UNBgxDc4+fvGULvDredSQnAJw1cQDEp8vWhcDgAM004cCMYNU/pvLiQExnUySsYR4v2DUy6UUS4eXTnv0DH8e0rP03viaKFw2nis1T+tk+lALeHIymngUsWA3a0aV8qTKA6UUcq2bRw7dmwudRtG9lBQQvD84y382h9/KbCuaxBCYNomWmvJkI5SAmcvdPHqm44n0wBcHrl4zpH0+7iekGiZ6S71QgJmxhF7jnE4MEBpMDbuM5cSxoRdUppnwE5ACZAXPX7eyJvrZUUR+7wfmKeMSkN4XjPDAjOKv334Ih6+1I98TwiBbTI8dnoLW53ktZNez8VK1US1kuRJaQ85rmwlPab0C/+GoytgMQJHQggsg8Ey0uWayyVqVlIGEULACGBlEEKKmAJksOizvhP39p26Z09TbFZydFrE1z4rqCEqjFIezh9FHGOvgEapos1z0fq7l5i3/qQ9j8IQhIILiW8/1cX/dPVaajlPCPSd9Lc7FxIyQ8cQQlHBpNbJlWEqtU4p4XpJdx0JZUAySdKJwKAErVo6px31da+0XyNEVZx1cVBFHc52Wsi7+p1WRHvss5hipr2hKNuZmSfN4ETCPmHbqJb4XlA8feoCxCPG7wSlPImieG/QDPR66WFBlxmDfvH6DBRzrovY5yKgnNck+gWVa1kon5EkyjGZP4o4xnU6BZHckqFo81y0/i47LFE8HrhZYjjoT85UIhOlPImiECa60WiE0WgUfG6329uuw+UC1z99Decu93Hu0iCSJjwXncfPwlpZg72yGkmjlOB7T/VxqGFipZq0Yp/rDrBqm6ia0akgUNZ5Skji/q6QEkOXw2Q0YW3Og/SvwYRdMOP1plmb9ZUcKdPLTf7dqJU6iNKH2V1j0XUCe38dsESJ3WAW8ikPUkrUTYor6iYu9KIM6EJIdNoDOCMO0zZj7tIS585voVG3ceRwI5JGAHQdDgGgluLRebnvoGYZqFvJV4xJiXINTzmac7kAI0QFithG/7hIl2tSSgikn6JNUy92UC67vvF/S5lXokSJWeLn7r4vM+1P3jTfa+QlSuwnZqFDMQKc2RxgrWaiFtNbpL9vStNZ8nSM+HW+eJrjCRgsucfL89TmQu3/bJMlyinOKgkrxo8F+HzISOpJ+qcI0r2l8nQLRpGpq6m9abqeB6TrV3F+raTn0wTydsiId5SuU0J54GTpcgUOVr1wKIRR6o477sC73/3uxPcbGxvgnGNlZQVSSvXZAaRRwaDbAQAYdgWPbfTxnfOX8bLrVzBiR3Hu7GX8w/cu4lLbwePfewJXOBcgBcflM98BOXwFnnbdtWB2BV1q49S6iacuXMa5J4F6q4HvO8JgGwySGaCE4cxTT+EMgPXWCo5VGajksAwDdquJ9tYGAMC2KrBMA8NBX12zs+vwXAfcc2CZDIfX19Bpb4FC8amYpoW+3/5qvQHHcTAajSAJ0Gytor21BUCCUQrPczHodgEAtXoDHvfgOiMQACurql4hBAzTBLcrGPY7YBRoNBrgnKM/GMIVwMrKKrqdNrgQMA0DlWoNnY56MVSrNRhEYDQcQgKoNVbQ63XhcQ6DGWg1auh22iAEqFarAIDBQBn+Wq0W+v0+PM8DYwyNRgNbW1sAgEqlAkopOt0+uAQazRaGA5XXMihWV1rY3NwM8jLG0Ov14HkePM/DcDiE67qglGJlZSWIgmDbNgzDCCzYjYYaQ8dxQAjB6upqkNeyLFiWha4/ho1GA67rBi/ItbW1IMphPG+9XofneUHe1dVVtNttCCFgmiYqlQo6HTWPtVoNQggMh8Mgb6fTAecchmGgVqsFL+JqtQopZZA3/HzHx3An493vq5ORZrMZGcNWK32843njY2jbNhynuKdV08inbrebOtemaWI4HGIwGMDhEla1hUG/B849MGZgIA08dPpJXGEKXHHERmfFwOmLbbRHHv7x3BCPf/csWp6DCoAnNwiec6IOalBc7nJ0+0OMLvQwAnD6sQpe8NxDWG9aqNkG6o0Ghr02hj2gbVpYq1dQkWoOmVXFucubAPdQswxcefQIxKALgwLVSgWMWnCGPUUUalXheS6454ASCpOtYquzCQKJSsWGbdsY9LogRMkn7nlwHLVemq3ViHyy7AoGvQ6k4HBGI3DB4fhroLmyil63DSk4TNNCpVpFp92GhJJPar3oNaDkkxAczDBQr/myjBBUK2q9DIcDmBRYWYmul1q9gc3N8XohhGLgrxctn7ZC8mlrazPIm7Ve0uQTZQa2Oj1IAI16A66j3geMEqytReWTbdvB50WVT/r53iv5xBiD4zilfJojGo0kpcGyo8sLoVJHULR5Llp/DwKm1aFcz8OJisC5AVAR6v3DCcOxCnDY9vC9s08CVg2HbYGjdQu2acCu1tHtqneXZdmQIOp9JCWqjSac4QDc80AZQ7XWQL+7paLNUQueAJzRAJCAVW3AdUbgngMpCYxqA05fvT8rlQpsy4Az7MPjEmalDu468Dy157DrLQy6W+BcghgmKDOwuTlAxaRo+u/07mAILgC71sLW5hYsg6BSsWAYFga9ruLbrNQguAfhuaAEqLVWMei2IaUAM0wYpoW+/06s1mqwqMTI5xmtN1vodTr++99AvV7HsNcBAweVLhyXYzgcghJgbXUVw2EPwvNAKIPh6woUQL1egyMIRv47vdlqYdDvqzE0DFRrdXTb+p1eBaUUw0EfhADN1gqGgz5c1wUoRaPRQntrE4T473/GghtAjXoTw9EQjqPe/83WCtqbl0EpYNsVMMMIvOob9QZc14H0HFCq3v+bmxtwOGBaFkzTQq+n9aIGPNfFyBnBosD6+u50KM/zsLGxceB0qHnt8YjcbozGBYEmwfsP/+E/4E1velNu3jQr+qlTp7C1tYVWS3E69Xo91Ot1SCkxcCW2+h7aIw+f+d5FdJ2oS7YQEhcvXMYf3/WfMejGXO8IQX19FTe84hYYlpnwLlivm3jJtesJEjcAWK+auPH4WsaJf3b/bIOi6UfKiluduZDgGYVHgz6a/gs2zYKc5axAANjmOAKDkIoUbhLBbx4IFAn6dk77pU+YnhUogUKRs8fr1HNdJCx6n9vtNlZWViJr8qBjWhk1jXzKQnxePSExdCRcIfH1s1u43I++CKTPVXDHn92PR85tRaLPaaTdcScEqFgG/uWrrsNas5JINyjB01YrMFPIimyD4vnHV31eAkBfwleem9KPDpiUQZQANYv5v5/iAZUhb4b9HhqNRqYs0fJVB25wxTjwgi6SVlYHlZhEVB6OwJcntwkU8fh2IvBNiu6XJkcXfe3vB7Y7Jsson3aKacdit89dnufPoqJGPfTF4hmm5ukpVTT5sqj9XTYZNes9ngYXEvef3sJnvnsZlABPq6uDtLiOsVo18JyjrRQvJqW38IyNh8sFhinh26RPVM4zXt4qSnpSf5KQ8Hh+uSxiI8sgqToZ4JOMZygfKtDWOOpgGAZVfFA6bdDvoVKtBZEEKSGRcjIUgZDE0qZBwGcVcjEPbu8gg7dqgu6lgoWltyEcWVkHvonTe80y8t6iypNZY1r5tHhvzznAtu2JDPeO46Ber4MQgppFUDVNPPpYL2GQApS74re+8TCGvZS7tFLiyNOvhmEayY0UgKsOVVMNUgBwvFnNvFqXh4rJUssQQiBkdmxL4bmZv5XXAhUhAaD+rR1KxlH1nAnEcHl16ggI2yqTky6QTvyu57pIKGKfDwqmkU9ZiM+rQQnqNnCp5yUMUoCSCd87t4VHzqmTkfiLO8+9+eoTrVSDFAA0LJap/Byq2alEmYQQSKFWaNrP6vrS2pTr3u45yAv5IAHUzHG9NgVMJjF0U7OP2wvAnsJwHo4yOsqhmJEAREiOTos843+aHC3XfhLlmMwfRRxjiwgUjWGlaPNctP4eBGxHh2KU4OarVvH840383Xcuwe21U1/qh+uVDGJwElyFS0MaQbkqh9xyceNXUA4EXGTvdPLoAIycE68sgxQBYBrpuhcBAsoYneY6Dqo1tR6CSHphZwxCfONRMm0S9EFg8CFSp9wRx/ikQ0BPjI1ShAAGUfqUJ5R+Zc7IGKVRypMoSqJzH2kbJtukuQ/9TrlGFsU1jWzniH4KzLi6uWFWHDEHCUXscxGQZYzOU0bmhUVxuiUk/7XGUgz/irsvv97t8jYtijws134S5ZjMH0Uc48WQgHuLos1z0fq7rKiYDFeuVBIcRCW2h1nvIxcRhKhbN9u9zTNd3cs/fttBaZTysbq6ut9N2HM0W6v73YR9QRHnuoh9LgLKeU2i2VrZ7yYsFMpnJIlyTOaPIo7xFrf2uwl7jqLNc9H6u/SwSy+V3aCo+8hZoZQnURy463t33XUXNjc3cfbsWQDAvffei9OnTwMAfvVXfxUrKzvbkGxsbGBtbS34LKWE44p8pv8degbszr9qdlbV9tYmVlfXJmdMARfJO7W74ZTaS8TnehEh5WzdRTc2NrC6ugZXqCdoVvehSyQxLxmVhrRnWUqJvrvDe7S7wKKc+LS3NrGyzRd9OJJdFjRHVFzmeX7kv1lFEp01FkneaY4GIZUM2q9DVi0P9U2LUh7OHov03O0VVphTOMNU0ea5aP3da+yV/tTuO7j/uxexVuEgleb2Ch+Qvc5eoL21iVYs6vxBh45Svxco5UkUB84o9cEPfhCPPfZY8PljH/sYPvaxjwEA3vCGN+xaYEkpMXQltgYe1ms2mpaBTgrR+XU3PAuf/8wDqbxST33vMVzx7GtgVazERu3xSwNcfajqK8HRtLOdAY7U7USaDmmp/y9ebuBymCx5X1eTznEhE4RwinRP7DjsuZDA0FMujRSAN8WmLg8E2xcCBOq384jOD9o+I41Yb8R3R6wnJeBxVY8G55hI2FxiZ5i3jMrD0BW42HUwdAUatoHuKC67BJ5xfAXHVy2c20xyL0kpIYQAjRFuEgI8draNzc4Iq80kd0PX4XC5SOWVutQf4XirAivGEaUIL5Gh4OlwyQyIEWOOSS4lkEKQLiYQaZosXJdaaxk0ELEWqTVkUCVbuL9W1W8CHpJryqDZdRMAKbymE5EVmjqocwHXszb6hflfHa7aOmuOhmnawkUpD0vMHuWjU6LE7jBv/cn1BO7+9MO442Nfx5HVKv7XVzwDVVsmOJ2e6g1xuG4hvueSUoJSwOPJvZOUEgaj8PxDwbRyXCsNiaBUioA7rRyjJJPoXGlw6RyanpARfScMLmTADxWvz+MCRoouJ0PlAsJyKYO/xRRE53l8n4nfk8B2idEnQR+I5cHZ5Z6rxM5x4IxSjz766FzqtSx1urXR9zB01eJvWAZe8Zyj+N7lHv6vc204friFbz9yEf/HFx7B6OizQbYuQm6cBYSv4TbW0G+cxP1feQQnrlzDqauPgPkr4HDDwsn1Gs5uuWhVGFaqLBCEFEB35OHLT1zGqdUqTq3UgsU9cDj6Iw5IoGozVK0xsTkjAKREd+jBNilMRoMIB56QIcE5PuXXkQkoszByBQxGYIQEl8WUsUkCcL3xxiuMgOSO737RmnT7fC2qDSp6FRdjryJg7AmUwbsczPWiQfpE8WmvHi7VxmkaouV4nSMOsJQ+ewLgmM896SJjXjIqDeFneWvg4WJXsXUTQvCM9To6Ixdnt4YY+bLridMX8B8//N/w2LcfA2mswjh6NYilyMullOCeegApozBNM+ALWF2t4bpnH8WZrosulzjatAIDlM0IWhWGvsdhCoGKMZZrFqWoMwNPXBpgpWpivWEFJNy+ZAIjMiDo1u1Q6UquWQaFbYzlmjLc6tJRpYVRgkatAkaVghR2ZjUZYBskpCwpw7qGrj+OMc+m+iPPgBVfUyZTcsjlUUOSSXUEmOy60hAmUXd5UualydFFkHdZEQOFL58stjfGNC0PqZkuDz1sX8aWSMciPHd7DUcWjxGjaPNctP7uNeapP3Eh8LJ3fwr/8PgmAGCr7+KOj3wDL7zuSrzyB6+GZaioI0fqFk6sVOH5BhiKceS4oSswcDgk/Ch1DKlp8XIej+7H9GFbWKfhQsJgBCxk0BG+TpJ2GEWINu9EX1gEQNVisAxlruJcRvYVjKYHlyEAbJOmGqs0PKHaxKhi4zItW+1dPB54GFmMRj3KhXaskAkdJfxT4f4RAIyRTM4vAkV2ngZKVAVxD3hGAdvwyeNlvi6n91zz1k1KeRLFgTNKzQv6wXC86ENOCcGzDjVw9WoNv/AHn8MTT7bx+Lk2AJ9Qd/UKoLkOdC8Ddh2kou4nSyFx5vHLuPxUB6995fPRqhio2Wq4JYCtIUff5bhqtRKJuMelxKMbfVzsOnj2oSZGHkc48EJ/xOFxgbWGHSHslVBeEo4nYBsMXkx66b1WeM9lmKYyPHEJT3BQQrBapUFUBiWg1JjoxZsVCWunSvwsNgCMRgX2JAPXIguBSc5mO4lQCABmyiZsmt8rsdgIP8uDlNCXTdvEtUcM3Hn3p/Dgw2fxla8+OJYF3U243S2wpz0PMOyIQUZwgREf4YYbrsTKShVHDjeCtb818NAeeLjp6hYqvsFIwxUSruPhRL0Kk9LAO0qVc9EZurj6cA1hJYoQX+2QMjA2heF4Aq4nULNZQinTZ24GU2GKKSEg0gYhSrHTCp9tIGJ4B9KNJAkvLqTLvDzEq6VE/T4XSlbuxBgVRzjiqUS+h88iyLtprkbuiVHK/2+WPNR5SpvU7rEIz91ewxGlUWrZUbT+LhN6Ix4YpDQ2+xyf+NJj+Najl/EHb/lhrFRMVM1xSFwuJFyhdBPHE5F32cgTGHoSjJBEGvfLEEICY5TGeD+WfDF6XIJzDsZI1EhDCBgZ35whSOomJlV6kG3ScbQ7ANQYe1pFItr5MCgBpQicGrKgU9TtCwkpBSRlGIWsO+oWjYDFSBB5Lwy9h6Ep+hX1I+oRQhLtTGPL0QYrGRxxRssQAhBfBzQoYBnjNIMoZxBngpe8nLNCUMqTKEqjlI9ut5t7r9NkFPd/8xyGKVwthBnAyhWp5TxP4NhKehh1IZFpkXa4SN1kAvAXWHo5dR1lOlPDoN8LSOq0pT5NHlGSblXfLZQAmVFdZHpjzaS5Xkb0et0d84eVWFxM8ywTQvDQPz6OL/+P76SkSkjPBVj6i/HY0RaazaT8kkDCIBVGxWDBaV8YabxM43Yi00oa9qRKQ/jaYL/XxYr/rGvlZttXg+cg87I8N3eKaWVeEeXdJJTycP4o4nPXYB42F5BT6ufuvi8z7U/edNOu6i7aPBetv8uOY02KRzYEugMXx1J0HWB86J+a5hthssrxtKsmE5Cn7wSHeCmgMYNUPC0LlBKYjGQapLJKCgn0ul00UsjO8w6a0gxj6nsScdKIl8micdYjkq5X+jpgiv61CB7RpTyJonjHOiVKlChRokSJEiVKlChRokSJEiX2HaVRykej0chME1Li9FYf/9svvAhv/vHn48hqNUiTUkK6I4j+FsSwBymiFnPDNPAX//Xb+Nz/OI3ewI3UudFz8d8f3sCD53twQpZ2AmDVNuEJdcc47OJJAFgmxcBVxMJx9884WV+4nS7nGHkcnk9wXq3Wgzptk6JmM8XNFKpSSAmHq3YIKVPdTdN/L/lvGggJjDz1j4vpy20HeXO96NipZb9eP7h9LpEN/SxzAdRtE0cadsJ76eunN9E/dS2e+T//KOqHD0crsCoQwz5E97LymArBrtp48LuX8Y1vX0C350TSDEbwzSf7ePBCH/2YR+fhmo2VqoGaxRInZa2q4T/DcXd25Ro/cJWMErGFXzGVV1b8Ch6gvE09LoLADbW0Zz1WTJNdFwEHWd7NC6U8nD+K+Nx1RfEuHxRtnovW32VCGpfS+a4ApQT1tTre+tFv4E+//Djaw7EuNKYAoKk3VCghqJhJ3URIib7D0Rl5GHo8sndS+zFFt5LY4xHFB1W3WYKkXAWiUf9kbD9GCWDlMHj7NEupUJxQyf2mlBLc58JK2/8ZjKDRaCTGlBECk9GAdyreDl132v5OSCTaMS3ie83w/tPjk2kE9gOlPImieG/QDLiuC9M0sVozsNn3/GsmEpf6Dv7xYgcDl2OtaaPVOIznX3MYn/nqE/jrT/8jhv0uIP3dDXchBy6kacNqNFCt10AIwWDo4btPbOJ7p7dwwzWH8cyr19AZ8WCBnNka4Vx7hGccquKGY01cUa0EmzkJRbhGIVG1GKo2Cxa1JxSZuUnHAiAO6fO0hCM3cCHBIcGdEaoVKxBkhACeIPAEYFAZEIiP61LtUeR9AFJcJvPkSPjaDoEiAdbQodXDQsMV43yz5BvRc71oICQ/Whcj27/aTPxyg4w+l9ElDjZGjgtBTBVRhBFICRxq2Bi6HN84vYm7//4x/MPZNohVRW2tgme89J+ic/Ycznzjm3CJBZg2AAlwD7K3oWRXaxXN9VWYlgnHFXA9B1/71gUcOVTFs65eQ7NmgVEChytD99fP93GkbuCGYw08fbWBqslUpBkGNJgBxxNghGC9YQWKmyL4RBCQYejywEylDNMCBiWoWQw1ywjcvRkAZhB4vtISVhL1FWRn5MAwjMAF3KAxLoQpo+3lIeem4Z5Hk5uERZB3Jo1G3guDbuPq9W5BfRmbKw/3pilLj0V47vYaJhHwCkZ2XrR5Llp/lwl128C/+b/fjN/+8wfQGbgQEjh5RR3VI4dgGBRbQw///buX8PePbOA1zzuKlz3niuCgnxACRv1DMN8wFOadNKiiVXE8gb7DMQi98LSuZDOaICxX+zF1vb9mMdjmWH7YBoVlAEOHw83gpSKQqFgsOIzMvILn79kIxrxUjBBQqgjDCRT3FUE61YD2t2DUJzn3OTu556JqWcpYJiVMg8KgNDAqGYxC+MY06vN+ytBmMOhHrNlCIkSMrhIplN41ybaUtg+VUM4Oap70FcJ83STMfTUvlPIkimK9PXMwGo0AqBP5oy0TrQrDxd4IXzu3iYHmkSIEjFIwSlEzgWG3PTZIhWDZJurNBigd3+2VUkUg2Oi52BryhMVWSGC9YuFYrQJKk4KlZjPUbJZ631a1ifh3Z6NpLheZoUQpOCw/qpUqNy478nJCmZPxf7e7+QoI50KGJh11Lq2ZEtlpO4We60WEQRX5e3iTRon6ztwBKbyOACa9UUS4Mr/OSaFRSywupAS6/VFobYzXf3vg4h0f+wd8yw/KIIHg4TFbK3CtJpBC9mwwgvVjR2Ba4/MK/YL3XIHVhh0xfuufrpoGrjuygkpIMdL/GhUDR1crMFhURhGigiwMQgapMGyTolExI/wDurzhG+L1d2GMRkMIIcEIUDGi68blkw1SeXJNrxvb8GVYStqsuaN2i0WQd4wm5Q2BGsO9jv5p0KQ8pCF5uEgGxYOMRXju9ho2KYj7ZQhFm+ei9XfZ8C9f8kx87c7X4Fdf8VwcP7GCZz1tDWaIh0lIxenrCZn08tF6DRQPU1SfUX/HDVIaysFApkYzB4BGxQj4oML/KEFqABiNZtUIohNnG6Si+zutQ42dBKI6XZ6XUlj/I4TAdR3/b6BijrlEI2PjlyOhctH2IdPSpI1TFlOBt2xDGZJ2Ck+o/e24Pyl7Loyj0M9bHyjlSRSlp1QK1EaKwTSyn8aNdh+UEogUawllRiabb8U2IiHMw2hYhu+JlOIiGgiCNPfR7UeIAhAYsnaCnZYzaWkImQRtSDK0Z9oMhCIh42hdBOXGaxmQZ6fdHLiZxmjP1W/klKtwhpmZVrGzXxdNK1uuMUoy07JC+gIAIzSznEZqmk9saaU0d5JtO29dUBL17qT+b5RrajoQoiLeMDKOcLdfYxaWh8DeRP4rUaJEiRL7j1bNwv/2UzfCWqnjm4+dR5q+s1azdhRZPEvvAvKv0GXv40ia70OoXP4+Lt9Qtc0yKWljkvFJRrEJyMkSdmIgBDCY0iF26vEen6F57LlK7AylUcpHGvv9sm8yWiure/+jCzCmByXSASGzGy7d51LYLhdWyghiCbRWVuciZvKUyUXGosm7Wcq1naKUh/PHoj13e4FFjLw3bxRtnovW32VGrWLgomch87hqD98PB/VV1NyDfWTG2eNcfmev56GUJ1GUPis+Njc397sJe4721ube/+gOr+HNkvB8Y2NzLgTqO8F2SOB3gyI+30XAvqzhBUenvZktZnax2BZEZGxbZpRrP4lyTOaPIo7xCnMmZ1oyFG2ei9bfZYbncRwyctbsorz0Fxid9ta+/O6i7OF2i1KeRFEapXzEIw6MPAGXZ+ev16zUq3uqfDpHCgC4XnalQ0/kRkfIgiYM3i50BIedYWflPBGNqid8PqlJcMVseKW4UKSDIw443v5FY9CEyyOu/rl8vkJ25/NcYlFBkD2vdYtluoobBkv5VkFwLzMtV3a5PNNFW7nAk9S25p12xSPwTQsp1KXA8JpS0W4Un8NO14IOxrBfS0lIJbNGXMnMaaMHlms/iXJM5o8ijvFB9XbYDYo2z0Xr7zLCdTn+4C8+iz/9z/89cz57jrejBZ0VAR3QJN3pvydydJN8PWlnz2Remay0NL4pGbpbOK+1MQrt1XTk5N1ET14kOV3KkyhKo5QPy1Ju1y6X2BxwtIcCx5oVXH+0BTMS4Uk9QE9/+nE8//ufFdngacFRtQ20WnZEkOg/N7aG2OyMIuE8ddqjmz2c6w1TQ2/2Bh4GDk+EAYVUG0KXi0ia/jtXmBEW3H+O/17etQaa4uI47em9hDIwaaOQw6c3bzl+mZ2sYb2hcwVg+gTPQtc5Z4NQHMowFr0PzaUak3ltevXzXWJ5QAhQq1ixELvq4alXDPzUD55CqxaK6qFlAyGwm+lhaD3Xw9bFDQjOE/JJCsBxokYrnTbwBC73naR8goqk13e8VIXGYhTVDNZKMUF+ZSVZtooOqNfUyJMYuIgcMqS1k5HJL0RPbM8gNAtIqdrucCWzgJAcncKwXq79JMoxmT+KOMZOwSLvAcWb56L1d9nwqc9/E9/34+/Bbb/7l3j4vv8L3/v6Q+CeB+mHl9P7myfbo8SeS/+tDCMyNa1qscieMQ6Sobn0HQ4vYz9Wt40gcnGkLqL1pPQ6swxkBPADz6S3kWa0Pxx0RkPvp9L4puK/uRMoDnSCkaf0HYcr3SdP7SHI5i7WXKCLglKeRLFAU7O/0A9GOxQZjxCCq9bqONGq4nuXe3joqQ62Bh6+fqaDSz0Xx552HIdOHMEj//gEHn34DGrNGk4880rUWnUAQGtNYGtzgG57iGrNwpGjTdgVE90RR98ZYK1holYxsVoz8LT1CmoWw1ODETZHDk7Uq1itqDZpAryBIzByBeo2gxUyhkkAQ1fA8QRsk8GgSlB5GbsVgxJYBgVnVXhCggsOk9GoEY0QRUgrZTAeZhApSWXUXk7TGlESIT+nK5Yo4/LtCxU3ZPyy7KgQ0B4QZrYDycwgZXb4UUC1g9DZh0gvBd9yolqxYBjKqNkbCXAJfPWJDTx8sYtKheE1P3AC3z3fxd9/+wJcl+P8I2ex+dSGKsxMZWkSAqAUrNYEsSrwPIGNpzZRqVXQWm2gYjPccM1hHDtUG4cB9k/nmraBm0+u4GSrAkApViajsPwgEcyPJOpyCZd7sA2Kir/QKAEIpTAYhW1KDByOkSdgGxRrdQuWr1VIKSFCSoguN06TAXE2YwTVaiUU9VTmGm2klGAUsEIKmpBReZEoA7WGlVzewaRtE1wiM2KP9gjL4aAv134KyjGZP4o4xiNRGqWWHUXr7zJhMHRw66//O3D/VElwjm9/9RvgD3wbz/rBF+LwM5+O51zRwP9yw3Ec83WakStgMAJG1WGU64lANxAAKAUolCf2yBWQErANBlNKjDwOLgGDqD0XDeslvt5iUALTj57neBIeV1HRI9HgKEHdNuBxgaGrIqrXbIZ6xQjqFFKC+4oCpSRCnC6khPR1KMsgMP1IyFo/cj3VFtPvp07TXkkAYBs0iKAcpEkJ07LV+JBQGsb7Qs3TlJY2Ji8fe9LrsdXdDxu6hIxGfweS+08rFAHZoGpP5YlxtF+6YCK6lCdRlEYpH91uF2tra6kGFoNRXHukif/Xp78HN7Y7MC0D197wdLSOHwEQXUCMUawfquP4iZVEmpASvaGHlz33UMK67AqJ8/0h1qtWIk1IoO+IiFEqnDZ0ebCZi4NREoQOBYB+r4PWypofxUDCSrGOE0JAfTFhx6IRUt+zYNLtu1lv3HbrSNTtdrFaMIJo/XyXWC7oeTUI8MXHLuG7l/qRdEoIrjnexKf/z6/joUcuRAsTAhAG1lwDYUZC1gz7Q7zqpc/CSqsaSSOEwCDAa559BWomS8ovLlAxaeqp2sgTqJoskUaJUrquaLHgN8K/RylSI/ERQsCYf5bmp213fcfD/lKilJk84/FeYreek+XaT6Ick/mjiGPcZF7hyM6LNs9F6+8ywfV4gobg5JE6vnumjYvf+Ab+09tenepd5HoSTsbOw/MU3UsclBBUzfSoxIQQGAaBkRIBXUjA4xIsZT9mMIqWbxyiMesKJQSEjeuPpzFDGWvC5bTzATWT5Ygfxdhkqny8HCEAAzDsdGFUD0XTML6mmKgzJw1AoPBMG+E9XMygY4OUTjPZ2GtqEYOXlfIkigWzGR5cTAqHOcuwnLvBTurMb/9uW1SiRIn9xE5lV14o4jSD1HRpiyMrS5TYT3S7XfzO7/wOXv7yl2N9fR2EENx9992peR988EG8/OUvR6PRwPr6On7mZ34GTz31VCKfEALvf//78fSnPx2VSgXPf/7z8ed//udz7kmJEiVKLD7y+KB2ilnrLbvZax70tDyQHM/1vLQSi4XSKOWjXq/npksp8ewjDayHOVpCqNqGf2KfhHLNTH5PibKIpxGdUYzvLKchjXdKt9P1xFTkadXauM8SMvP31FXA9DrHd6zzSPPSv9tp5LndekrVavlzHfyO77q6X2Tos8Sk57vEwUR4XuuWgSP19FP6/oire6EpYKYBytLTKKOZa5RgEllm9vdZ5TwuUwnOp5EzGtOu7zwsA/ek8OXXLMZj2XAQ5OHFixfxnve8Bw8++CC+7/u+LzPf6dOn8ZKXvAQPP/ww3vve9+Jtb3sbPvnJT+KWW26B40QjS73rXe/CO97xDtxyyy34/d//fVx11VV4/etfj7/4i7+YefsPwhjPGj1RvMsHRZvnovV32XH+svIuJ4zhf5zeRHvoJvJImb0/ksjn4M0zlKTxROm0vDozf2tCW4Bs3Sar2KRm7LV+sQy6WRilPImieG/QDHieB8uyEtc2dCS+zsDDT7/gJISU+NJjG/jMw5fQd3kgWA6vVSGlRKfnot0bQUqf8LxugTEKKSWGDsfADzV3ar2K555oYMQlwJWLoenf5V2vWDhas8F97hZGxrxSipNFbRQVj4oMhAb3yfcACeICtkmDu8MmU3eaCRkvau5xmCEbm+cT/RmUBCcGLhcBN9UmB+qWqlOlRcm6A2LkFCks/bvAWQaq7VqxR552K50uf6Tf3ANgJdLD4P495DCPjZqf7bUztS2YQNI3B4u+fr5LLBc8zwM1TPRGHM+9ooXnXtHCk50hHji7ha2hi7NPdXDvpx/C6csOYNcB7gHeCJACzLJQP3QIZkVxJ7iOi2F/CCkkrjjcwM3ffxWqVRtcAkSOOZSO1Cy84HgTJqPKYCtlIJ8MSmCbDFqVCfMKGJSgYrKAU4D4ROZaXhAAji9QDEYCORNHnpwB0td3HsK1SJ+/yVsgxYeSbE4pIIWrTwJeiBR96HgwLWtHSu6y4iDIw+PHj+PcuXM4duwYvvrVr+Kmm25Kzffe974XvV4P999/P6666ioAwM0334xbbrkFd999N9785jcDAM6cOYM777wTb3nLW3DXXXcBAH7+538eP/IjP4K3v/3tuPXWW8HY7IgVD8IYzxoGBNyCnfUWbZ6L1t9lQtW2cOrYGs5c2Ayip1csA40rr8bTbn4B7v7KEzAZwT979hV46bMOw2TE3wuovBz+FTh9Zcyv1/D3eFzIECfxeN+muZu0PlSzGGq2oj4QQvrBqtRermIxn/5AlQsf1JmMhHidovsIg475oERQbpym2jzWy7TewAgJiM1FjKPTNGhwjTDuRKD75gmONFeN2G28mSKsV0Z+c/Y/NXeU8iSKYr09czAajQAAK1WGukVBoAw8l7sONntuEKWOEoL/6eo1/ML/dDVWqkZAUAeoBdqsmzh+uIGj6zWstSpgvgcCIQQVi+HEegUvfe5h3Hj1SoT7yeUSRFJcs9rA8XolEv2A++RwzYoRCCsNKZXAdLgM2giMyc9drgjxrEg71T/HGaaOhScUQd/A5RGydCGBzkigMxIYuFGDVBiZ4URzCYfH6YY2AGVnh8T2IueZVP0DxnMN+IKXju8cSzmO0heuVshxdLzdgBCfiC/Ncw4+Ed8cJGu4zyWWA1JKbLT72OzzSGS5Iw0btzzrCD7z+e/i9/70y/juE5vjRMYAq4bGFUexevIkTNsOkkzTQGutiR99ybV4xcuuw6G1sCelkmE/dNUqXvr0dazEmLWlBKoWQ802Es8vAVC3GOqxNAmfuBL6KuA4zeMSQ0cogvPM9S0DWRZG+FlnlKBiRHkGxmlA1Rwbt7iYbo0zAtgs+bvzgiJiT5eHRkiupUXpA4DhaLQvUUYXGQdBHtq2jWPHjk3M99GPfhSvetWrAoMUALzsZS/Dtddei4985CPBdx//+Mfhui5++Zd/OfiOEIJf+qVfwunTp/HFL35xpu0/CGM8a9h0QYjo9hBFm+ei9XeZYJoM933knbjtjS+DaTA01lfxg6/+n3HNS14U6EIul/gv33oSf/T3j6I74omAUVwoUnMRM9IQQsAoCUjRw0TjOq1iUhxqWIFBSqUBNdtAs2pgpW5G9niEKMOQZVBUrTHRuE6jxNdHjLFBCvBJvQ3lQGCxKOl50F7A57SKfcfU79kmTehy1O9X+HsnZT3sVDXS+7Fpg04FxilECc4PEkp5EsUBnML5ghCCmkWxXmcQQiSIzQG1gfrHi10MU3YvAQFcyuoghOD4SgV1O0nmCwBHGzYsRn0yuGhazWKpggXIv17WqBiZoTr1hi5tc5VXJ5uwG9spvwujarNnsPFGbFIUOhE7LchuU6h+MhZ+cUEmZH5UwN0apXRbTKbaosPPWkxFFCy9GUpMCx39Mg5KCL59egOf+NIjfr7wCiEwLBN2veZ/DGskBFccquOqE6v+x+jDeKJp40SzkppmGhRmyAAfhhU6bUsScIY/RdNUmfTVPY2IsZiOtkJgG8o4pZW4iqkUuXB7plnbNksSo+8FqG/M1sZ6Q8uymPdmnkfVtLKyxMHBmTNncOHCBfzAD/xAIu3mm2/GAw88EHx+4IEHUK/X8dznPjeRT6eXKFGixDJjpVnF//6/vhb/8Ne/gx/+5z+ESsM/fAsf9gN4wZUrqWTjQLaeHjZCpe2DqlYyyIv+26AkZa+m/mYUIEivUxuq0urUvJ/p5WhmOUbT6hznyaoz2E9G1cqpYFAVRdjw9ZrKlPshvY8r907LgfL6no/V1dXIZ0pIENY8DdK/erLdk+f9WDdZRqJma3VvGzIBjCT2yCoM66TwftsAIcCh9dWFIL3TXlN7gfjzXWI50GitpH6fy4OW8+znLYtJSyYtysxkzH4hrqyspnIrUEpQ2cUxTFw+7TWIb1Db7mngysrqXNpzkLEs8vDcuXMA1FW/OI4fP47Lly9jNBrBtm2cO3cOR48eTaxRXfbs2bOpvzEajSKnue12e6q2LcsYbwebPJ1zdJlRtHkuWn+XFVcdX8c//cFn42+++WRqetwxYFbYGfE5Wdi7aa0Z6RfxAza9/xMT9n8H0TsqjFKeRFEapXy0222srKRv8JYVvW4HjWZrv5ux5yjiXBexz0VAv9tBvYBrOA+dThsrGca6IqLTaaNVjkcEyyIPB4MBAHXVL46KzxU3GAxg23bw37x8abjjjjvw7ne/O/H9xsYGOOdYWVlBt9sF5xyGYaBWq6HdbqPb7eLIkSORusN5GWNoNBrY2toK2kEICfJSSNSoB4NIcEnQEQZWmSIhHgoGAaBG1Y6lww1UqIBJBAQI2nycdyQoPFDUqRfktamARQQkgC1uYZUpQviRpHAlRcPP2+UGrFjeFeYo/jtJ4QiKBlN5e8LAKnPgSrVL2uQWWswFhYQrKYaCohnKyyBR8du/yU20mBfkHQiGlt/+vmAgAKp+3i1uokE9MCLhSYK+MIK8A6FOuXTeNjcjY9gVBlZCeaU/jwDQarXQ7/cVTyGlaLVaeNs9fx+MNweJjOHv/eT1cF0XvV4PV155ZVCPbdswDAO9Xg8A0Gg04DgOHMcBIQSrq6tBXsuyYFkWut1ukNd13cAIura2hs3NTUgpE3nr9To8zwvyrq6uot1uQwgB0zRRqVTQ6XQAALVaDUIIDIfDIG+n00k8swBQrSp+WJ03/szy0ClptVqNPN/hMUx7viml6PcVsXaz2cRwOITrusF4b25uBnkZY8EYhvPGx1CPt/5cYns4ZHh40im3wjtFt9NGs9Qvdoxl0UVmhXIl+hAiendDkdbllzno/Bxikgl6ATDNGAuZ9IrQkafCpIRBmkifWCmXI9JeGrL6PE8ovrPxHfRF8E5bNuzHvGZhp9d2Z41FGpNFQDkeSSzLmOhNcRovhd5U6zzVanWqfHHcfvvtuO2224LP7XYbp06dwtraGlotZRDX/9VYW1sDMDZ46f/m5dXQeQUIuiLqebTJo4SwDh+7GvcEzc0b/twXFP0p83qxvFs5eV1JI5/bPLv9LoBhqP15eQFgFMrbmTAu4byTxvBtH38Y2cjua6PRiKTF5zFM3muaZiTKVDxv+LNpmqjVasHnuCdBOK9lWZG88c1d/HfCz/ik5zAr78bGRuYzCygDUl69YcPwdsZwUt745xL5cLnAd853UF5q3x1m9S4VcjJdyzJiWXSRWaE0SvkwQ2HoPCExciUMqojekoYKiWcequPvH9uA44mISFN3goNsibTLfRfHVpKnlQCwMXRxuGqlXoMZeQK2ke6nmN5GhYHDgyhW8ToNY2eu5lxIGIxs67pOOGJWVrkICbJUZOPTGIk8P58ennDkKc6TkfPCc60hfJLgST93UO8tp/V5XtDGKM1vw30y6+1ESywxGZQAtpWcVyklnnV8Bc88sYLvnt1KpHOXB6e+YRAAG+0hRiMPdozInAB4qu9kyiGPi8x17XKBipkuu2RO6E0hJViGz/o4mmfyN03T3JFLN6P5vFIH4dlNY+HSaz9G9VBo7KU8nCf01Tt9jS+Mc+fOYX19PdgEHz9+HJ/+9KcTa0aXPXHiROpv2Lad6mE1CdOM8c/dfd+2611kaC+pImFZ1tK0KFp/lw1SSvztNy/gdz/5j7jYd/HMY8k9FyXAN8+38YIr0z1Y1HYmqXvofY6UflT0WLrjCcXXlJKWF4VcR8NLw06NOULISECtaJ0yiMCebIv0rzaqVhmh9bCTSOoaDgeYjO7VJulcB0Enm4RSnkRRvDdoBvRJx9AVGDgqsoJlUFy5VsVKNbpBEwI4VDXxizdfhZuuXI0sjPWaiR+99hBefcMVeOaRWkSQrNYMXHtFHRUjGdWgZRk4VrfhCh3VYby1sBhFzTIgQRKeQ5T4Ua8sltiIGZRAAuilRJAAgIpdyRR0KrxouuFIAqn1pZGmSyn9cKgSnpDwfPcz1T8/zKlPaqfL6ihY2/Fa0qTP8chTOm3EEXi+hU+1gHHEqkk0PJpQ7yAi3ud5IRjr2GDqaInu4jvnHRgQQnBktYaGreSJXmddh+PeBy/gpn/ybNx809MjBibGGNauWEOtUYVpReVas2bilpuuxDVHK1irRc1BTdvAD1+9htWqERCaaxiUYK1uoWaxwAAeTmtVTVgpMo8SwDZZZprJaK7RW8tCLWMA9UJr1irIsN/nwtCEmbHvKVGk4ovOXaA56uL2P9uuBH1bEGe2fcdeycN54+TJkzhy5Ai++tWvJtK+8pWv4MYbbww+33jjjej3+3jwwQcj+b785S8H6bPEsozxdjAUCy4k5oCizXPR+rtMEELiF/7D/fjVe76Gs5sDDEceHj7TR6/njA1JAJ57tInX3nAM1ZQIdIDe64wTtP4hpITrCXh+dL4wDD8yHxcysUcxKEHFojANknhHG4ygalIVBCtWzmQEdiiQTBiUkMx9nIoQSDL7BjmOiJ52W0VCRYSXkFMdWEyjdxCS3KtRovaGcX2OQOkz9hK41ZTyJIolmNLZoNPpYG1tDV5s00z9DVezYuDRi30IMRY2FYPhnz7jEF5wooVPP3IR63UTx1t2IKxecKqFZx6u4sEne1ivmTjUGLviWoyAAqhbBlZsE83QBpH7VvuqyWCHoloBY4s584WNtnQTAlQtA9w3/BhsLKiEBAaOADckKiYLIjx0e120VtcCqaPrDocVJVR9L33LeVgQc6l4H3Q496iQVm6JEiQS/UsbtAgBqARqVlIIz+sKnZAAw3iup/09LQAP8oYu3ud5YdJYcgmU5wKzQ7fbxdraGmyD4G8fuoSzWyP8/WMbcLkEoQTPfMYVuPqqQ/jvX/wehg5Ho9UA8eUCpRTMYHjOyQbWWzZueMZ6EDV0pQI0LIpV28ZqxcC1h+vByZlFlTJEiYrgUrPG4Y1NRmBQtb4NRmEbY8OS9q6Uciy/0tIoTYYwlmmaEUIhgQnAiITJCDY2OrB2+KxToqJgct/7Mu367yJDk6FTMjYM9/sdNCrl1Y4w9koe7gV+4id+An/6p3+KJ554AqdOnQIA/N3f/R0eeugh/Pqv/3qQ77WvfS1+/dd/HR/60Idw1113AVDr6g//8A9x8uRJvPjFL55pu5ZpjKdFk3mJ63HLjqLNc9H6u0zoOxyff+gSgLGueqQicHpzCMolXvnCK/G8401cc2R8VdIyCLgQ8HjSGAXA3xNKf78zBvf3OZa/hwsbh4SQoEzpSEZ4Hwd1o0DrNQYjgd5FCGAR6tOMSJgGHadB7dW0Q0N4r6bTAGVEih/2Ud/AFOTdxkaHQHETr6yuT9wf6fS4KpdWTu/VdLrpR+TzxFjHOcj7sTBKeRJFaZSaEgaj4FymetOsVEw870QzJQVoVgxcc0U9NY0Sgiub6TwOANDIMQObGa4AarOX7s6juJeSKzksvNLS0lxNo3mSgoz4HlUiZzMpD4hgKfmQSiw6CCH4zsUe7n+inZBRhsFw5OgaNjtJPhlCCJ73jHVcsZaUQ4wS3HC0gbqVlEOEEDQrRqr7NyEEdZulKjeEEJgsK5ywOkncCWQKr9xuwOhYKTqIIATQwWNL2XVwcdddd2FzczOIjHfvvffi9OnTAIBf/dVfxcrKCt75znfiL//yL/HSl74Uv/Zrv4Zut4sPfOADuOGGG/CzP/uzQV1XXnkl3vrWt+IDH/gAXNfFTTfdhL/6q7/C5z73OXz4wx9OXOctUaJEiaJACokff34yiimg9k00xwmS55zGVsxsuWql7OMIUYdyaR5OOs0gSR2KEOXokPbC1+VIRrldqQjb3B/tVB/RxqkSy43SKOUjTJZYFFQK2GegmHNdxD4XAeW8JlGOSRTleCRxUMbkgx/8IB577LHg88c+9jF87GMfAwC84Q1vwMrKCk6dOoXPfvazuO222/Cbv/mbsCwLr3zlK3HnnXcmrla8733vw9raGv7oj/4Id999N6655hrcc889eP3rXz/zth+UMZ4l+qJ4u6aizXPR+rvsuDwsT212g3I97A7l+EVRGqV85DHg60h8R1o2HE+gPXAj15QYJbhmvYGu4+FCbwQe8g6qmwaOVitoOx7O94aRcmsVEzaj4D7fUhiMEvRHHgxGE54FjI1p5uIw/bvCHk/WaRsUzL+3K0N9ljLqvglEPZ8oUd/rcnFwAVAqI66fAbF5RjuzIGSSj2i30NPB/es4RYx2UMQ+FwF6XgcOxzNWazhkW7jvzBYuD9wgj+NxVBsmDJthc3MIL8TmfXytgpPrVVgGxcATEfm0XrWwVjNBQBIBHWyDomYzSIlEWpjHYDtXcSephorYfHI95bMeRTkeSRyUMXn00Uenynf99dfjU5/61MR8lFLcfvvtuP3223fZssk4KGM8SxSPUap481y0/i4VUpQMk6qvrz3ZxD88tYX1ioWj9UrEU4lRAtOg8LiAG9ugmAZB1TIw8gRGbvTZqNsMtknhcZnwpqqYam/HRZJ/Ks+bSNO2CJG8uWNQRYfiCZmpK+2GjDwNYlKY+n2Ejqiuo4AbdPE8x0t5EkVplPIxHA5RrVZhmwRDd7yauZBw/M2aZVBYBkW9YqDdd9EbebBNBubzodRMhsM1C+e6Q3RHHtYrFmzGgrQjNQtnOkOMuMCpZhVVkwX3f01K4HB1B9lmLIio53gCrgdYJkXFoLBNpq7LhdouoQSVZYzdMG2TwhQSDhcwKEXdYsFiZFS11xkOYNuViGAL/vbbFfYg1eW0TCYYCzgRENP5BHhS5SBERWoIG750WdsYVx6P2DYLxIWyBDDygE5viEqlGoyHQVWkvzQQLD7B8TTQz/e8wQjAkW2IzAjCVmKH6Pb6ON+VeLLtYLViomUbuGq1gn+82MMXH9/Auc0heiMPpslgGBTVagPdrgPpcvzT66/A9VevQPgEnxZjGHEJCoLrj7ZwslUNjMsmY3C4hBASKzUTVYsFaQZjcLkE5wIVi8FkNEgLG8HHSMaSCTikpPSTYulUR+30a4g9YJpHCdi7Z/2goByPJMoxmT+KOMYVyjHkxfKWKto8F62/y4SGbeCt//wa3PXfHoaE2t8955iN5z/nFA63bPQdjr47wJO9Ia5s1XBFzYZhjAnGLYPCNADHFZCQsEJpNYuhYjL0Rx5MRrFSNwOdxDYphL8fsxhF3TbG0cAZDQJBIYeGgFFFXK5h+OWEz10VNqJZhvo9zw99PU7RTgP+pxkYaIajISrV2Xn7zGrPFY+ozqWKxm7QxeKkKuVJFKVRKgZF1AuMPImhKzEMWSvC3EtVm0GSkEeQn0YBHKnaaBpmIo0BuHpFLd54GgBUDAJGKeKbNgkluKq2EQldGghKRgKi4HB9hChOK4PS1NDp4/h3SeiwpSRtg0iSv6WR9IyIikMJHTWBhLyqVMSFWSLPo0JIYOiNI/5pMuO4UcykJZ/UdqEjgOnTCT2cbEFPKQ4yPC7x0JN9sMp4E6Q54040bTx2sRc51dPr7eh6Ff/LC44FKzPMM7dWYbjpykOJMgBQNQkaFSM1zWIAM9PTKMaBFGqWOh0UUsLxtJclGROZp3DTQcbqlIrEXUfLMVk6/0KJEiVKlChRooTG/+Olz8BrXnAc/+9PfQent4a45XktuKYfnMBXI1wh4QoBy2SI78cIJOyM01UKifWGBdNI7rkIAVpVMzi0i6QBYIRAIn1fZbJxFMB4OYOpPWMar+/4MC9dP5rkNWWGovlyqSJoB2lU6fQDSgIS8t1iVnsuLrIdDTyhDs6XIXLfMqKcFh+rq6vB34QQVEwCj2dbSkR8oxQqK3PS0v5OfpdMM3KEC0kRVvqztuOnpTVaq4m6gvScNipBtj2pofPbTEWz2E+0VlYT3wURHqQmhF8uA0r4+Z43whHAhP/SK20Gs4fLBajdSE3rjLyEm7lGo2JkGnFqppEaDAFAJFpeHIGhPEeuNe1xeUoIKibgeDKINpqGVKUp+C0lT+Jl9/JZPwgoxyOJckzmjyKO8SYvXmzZos1z0fq7jDixWsX7X/d8/M23nsSF3ihV56mZRsaeK3RSFk8h4YjoKfuxDD1Je4ln6UHxaMSRchmGrLw0lZ76dQCbIRJ4xiAqwjGX2tNIpa2trQa3d7IMQdPAosglk98OJl24mVOA9x2hlCdRlJdpfHQ6ncR3y2SUSEOvm+zzvLEIY9pNmWsN7Tm1CO2cJdKe73kj7IVWYj7wRr39bsLUyFacsh+QvEeHIN1Ith/P+iKjHI8kyjGZP4o4xk3q7XcT9hxFm+ei9XeZsVa3wLzhfjdjl5iTgp1SLSHE560aJ+r1sNs907LtuaZFKU+iKI1SPniOV9SyQoh96PMCmKj3pd8zhpTZVxTT0or4fBcCS06SuBNxUT7rUZTjkUQ5JvNHEceYkQVQcPYYRZvnovV3uSFB5EHXofZX5uzXesjbAx0klPIkitIo5cMwojcZhQS42NkJ/jwM1xPdETNWp8xJM4x8V/OscruBJ7cXkWse0HPt8IMn1KRU96VHXP3zxLgPmixep/FQWvz5LnGwIaSE60kQlj6vVg5TZDwKTCQtZ0FMWip5V3rncQgmEX3+NcpnPYpyPJIox2T+KOIYe7J4x/1Fm+ei9XcZIaXEE5sDPHq5D0HSAxPk6UL5deftneSO9lV5+zhMSMsuk5/u8un2avuxHoTPbzXiPpn5Nru/SFK6lCdRlKPho1ZTBORCAh4HBFSoT1vSRJhPQIXzJAToO0krZ81iMClBN4W922LqzvEwpU5FWE5T04QQYJSlCgkuJJiR3ITqcO2mQWEQBPej9QKuV2uZG01PyIDsPF5up9DXuByu/jb9a3LE/3s395G3Ax0pQkIJtUWLxpCFeDQJYEzap/mbwmmu8IkQ6fj5LnGwIaWE40k4HCCU4qorVnGh46rILaE86zUL//w5R/DZ715KyBOPSxBBQFlS8Rp6HAPXQ9VMvhqEH2Y4a51kMS1QAlTM9EJabO2UJFM//wYdR2wpn/UoyvFIohyT+aOIY9wXxVGpf+7u+wAocmcR2+b9yZtu2o8m7QmK+FwvEy71HNx/ehMXe46KCm5YkXStx/QdTwV1SqlD6xo8RW9R+6X0Q8GsvRoAWIaqL61OLmQo8p4iXg/HMx+vvigpu8WSe4agTM5+R+37VLRy5vPtZuXX64FO2MfpPUoazCkpU3QApXA9aVH1GAEkSY/mTqD6sygo5UkUxXmDTkC73cba2lpkARNCULUYbINi4PCAONg0FGFdxWKo2wydoYehK0AJUDUNmEzduV2pCVzujjBwBQxKsFqzULHUanC5wGbfwcgVMBnFet1C1U9zPIHNvgvHE7BNiitadpDGhcTA4QEZt23SgLRYShksVinH0fVGnoBLADsUvlQC6HY7aK2sQkJ5XmhoknPhW/zDnEA7sUtpouuwJ4W2dOsICJp7iMvZRHHICh0PAN1OG6tra8FnTwCgishvUSFjkS8iaUgXvjrNFUC/3cb6+lp6phIHBiNPwg09B8wb4Jpjq7jcdXC+PYSUQNtx0XE8PO1IDSfXK/j6mTa+9kQblBC8/LlX4CXPPASTUXAhca47wJPdIRgleOahBk6t1ILomlwoeUIA1GzDN8QTX86MZY3BCBgh4zQxVpcqJvGjLmaTbaroeeknc9MoKvoZ13JGy/ISCuV4JFGOyfxRxDFuMReb3JqccYlQtD4X8bleFnAh8bcPPRXsdwghsLwhuFWDkMoZoWEbuP6KFg7V7aDM0OHgKXsunSakCgRTtVhADi6kBOdKFzL8NOYzeQtfvwKUAaViqsjrUkp4Aug7ItjjGYxGiNhl6P/D3+loxIByKDB9vctkqs6RT3cX3o9JKf2y47r0/i8YMwlInh2tLrwe0vZxYWORvs2h9yvbdQjIMrAB0X1cOHCV6xux9AH9ogWxKuVJFP9/9s48TpKizPu/yMw6u7q6ezhnYHCQEVEGRBcYmeUQRUBcEHUAFdQBFEUFEVAERYRVEEGUz6IgLjJcHoCKiiu7oIyrgMMh8LqCO6w4CjODXN1dXV1dR2bG+0dmZOVdZ9aVz9dPO1RmZGY8T2Q8GflkxPOQU8qF75d+iWEsrWChavRqe4dVZAlTY0mUKpqnMydkCdvm06hq3OOUScgSthlPA5x7slolFQnb5o20ou6gcrLEkE1K0OE1HiKDg583WueGcyqlOF3EjBmzoWAaJ/fLo3B4sJDMEEEY9YOVjaJheWYYFF03Hg7dwO2cCoqrPOjL+Dqt3oCLRzSJ/0wkhq3HU3imUMI/ihVHmYQs4Z92msTbdtsOuaSCtO0TkSwx7JjP4lVb5UxbU/+CxxiDIpuDLJcNYsxwQilmZhfPPtkY7CgSkJCb6/sSM77qlW0Dp1bhzo+EBEEQBEEQAExnkM9gnzGGbELCyqVbGR/vXe9cmYB3LlliyKZkSIyZqz7q+yTGICsMKUX2vANJjEFMpsokmCODekIGskkJNa31LOdCsqTtNU+ck3Mjc557vMYAh5PO97wtvECI9ziZ1X/b9wlnkXtfM7T6HsPMcSVv83pE7yGnlEkmk2lYJsxABKVRBxCYfh0wnFpB10qE7AuKGMOC1tD4kLbJ3KrxawaxNK+d47rtRbHXo5m2HjWyMZQ5DoilqIKgbpNOyA6HlJ2E7HRI2ZGYf4Y7AB6HlHdfQGVC6IYZimP/DoP04YV0Ej1x1PGCPkDrQnpE3GSO4309yui25XtBY6Twdy4W+OG90b4g2h0/hWFNQGixLo0I6g+hywN77BwaZGcU2RMnFOjcpJlAcUH3daNjw5xS7XaWsOOanJgU2+kzUQRwH3R4XBt7xLHfy8aafv/Or0gs0C7IIfsG+FkeSBz7dxikDy+kk+ghHROjCN3Xo4U9apSqBQciD3uvCtvHzf+NKtQfOoP054ScUiblchlA+EtYKmHEl7I7mXTOoWr1Fzv78bIE5FIyJjIKJrMKUrYAdzIDMgkJSUVCUnG+FMoSHGXtMGYs70spMpKK5DhOYgxpRUY2qSCbkB31TMj19c6yZNSzXF6wHWu8uLpX24jtxrrmEOW4EOt2e52RqxlEW9sZZE860LmuygtemYnhw20VKuUFaDrHS8UqJpJJLF+Uw+Jc2gqKmZQl7Lp1DjtOZrBoLIlcSrHudUVi2C6fwlbjKUxkE8gmZes+kxiQSytIJiQrToA/wQ/Ufn0N8+vfcYb04YV0Ej1x1HFGil9677jJHMf7elSQGENSds4YYmoNE6kEdts6j1JVQ7GsoarqlrNAloBMUkY2pSCbkm0Bx40x1FhSQTphhEaQXUv7krZAta04p8KGTsyUI3DWU9D2DsZjYcf2sj80EmHAX+N8IXvihJbvuUjKzkBsbhhjVnC2BTMYnX0fwCEBSCYkJGTJMmwMwFhKRkphqGkcksQc+xKKBJ1zYx2ybZ8dRWZWEGJxXFKRrcDCjn0MyCRkaLoOyZxCaj+nLDudaI44WRKz6uJGNveJU4msV1XVzPvA6i+wYQ4pmdUzb3nklAAWEPBcNuus+rSPcKj5tV3YvkToS/dgINZGi8yQjn0w2sAvFpcEQJGBhQGXj2iOpGJM666YHaBYUTEzveCIBzeZTmAinQBjwFZjKUc8u3RCQjqRhCwx5NJ1888YQyohIZWQoGrcCtYJ1O2azMwMj2bQyITkH2SfwYgb0GqfYgxIyfXAlO5zKpJxLb997VyPIAiCIIh4IEsMb3vNdnh80yw2Ti8gJUtYMjWG7baasN6POIByTYemAxPZBBTXe1w6KUPTuTnudu5LJWQzgDn3vHMJODgYjPevoKx2sgQk4R/Y215cvPOJMopkjMt8ZWcAC8iOJ5vvbX77FCn4Xa3XBL2fi/EhjQGHH3JKmUxMTACwZYPiYak0Gaqq7htQ3IgFxSxvungZFP9y1AN/W04b81+ZOQPe2ZEl5nEg1f+FVVH3PvtsKfe+8fyExyCKfZKrrON4mFkolLosimRkeBCOpMBYMzAMS6P1xiJQnjBAwokljpN58D6lwb5Js61bzfzQbyRmpI3VzXsTqDsFjQJGOllH1gtzn7i/ieGGMYakYtio+YqGqpTxfB0yHOcMi8a8GZGY6fS2O6Ts+zjnSPiMQEQSBYkBkiT6sHFlcT/q3BgQyU2m9/WXzzi3+x4XMy9lBO8T0L3uhPThhXQSPXHU8ayW6HcVek7cZI7jfT1KjCUVrNp5K+y2XRV/e2kB4wljLOR+Z8kkFev9yfNe5fdeZL07OTO4u2EwPr4FhPG0cGSy02DzRnnfzUSimLDYxozVnU8iO54R8sH2XiXBeo+TQ5xmdnrZH+zv56r58XLY3uPckD1xMiD+z/5TLBYdvyVme9n3JYIeENKxwq8WHHA4bF9pvui73ToyJIixIjsD+AlnXFjwY8DpIGqEMEBpxWscO9lXXSgirbRWl0FCOARTivceNZZ+eve5729iuGGMIaFIqFVK/vs7OG/ITsMpJjPPgCilAJmEMSuvG33KfY/bzxm2D6B73Q3pwwvpJHriqOOcpPa7Cj0nbjLH8b4eRRZlk1g6mUW1suC7P3QcE+YEYeHjKPFhrxmY+VE9bEAnPkKGOaT8zplWvBMExLtTJmF8AG/mlP3oD8IJN8zvcQKyJ07IKWWiafFaFw/EU2YgnnLHUeY4oFO7eqB73QnpwwvpJHriqGOZxS9obdxkjuN9PcroWrycqt2G+kNnkP6c0PI9E1kejLS2nPfO6yvL8Wz+QWnrXhJHmUcdnXNI1K4e6F53QvrwQjqJnjjqWOVD/Mm+TfxkPnntQ4Hlr1uzT5TViZw43tejCOfcHEPF8z2oW1B/6AzSn5OhmylVqVRwzjnnYMmSJchkMli5ciXuvvvujs+by+U828KCpoUt7dNDUjyGTrEM+eCkcx6+tKYNsmNjbR/bbgr5QZhm6dfWo04cZe4HUdknO5xzVFSOmsaQyfj3YU3n0P2C3gHQdW7aqNa/cA9A920I3etOSB9eSCfRE0cdz+vxe8FtVeaT1z4U+DcMxPG+7iW9GENpOkdFBWRZQjKd9S1T9cu05KC90VB4WBh/GgXw7meAb+oPnUH6czJ0Tqk1a9bgiiuuwPHHH48rr7wSsizjiCOOwO9+97uOzjs7O+vZJjEzIJ1Ph88kJExljWx67mPGUhLSCeZ7nCIbWa7c+xiMrHeKz0ESA9IJZqz/hfe4lFgb7Fd/xQxk594HoDw/i5Ti3SezxucMMqxJ2T9Tgxyiy17j19ajThxl7gdR2SeBpnPMV41A3xJjGJermMomnCmOAWwznsS24wrGUs7OyGDaJ9kZrFOgSEBSqmer9OzrUsyoKKF73QnpwwvpJHriqOMJudbvKvScuMkcx/u6l0Q5hhIf9CpmFutMUkaKl5B0vccpMkM2KftOIpBgvMukAt6P0goL2Qffd7xGJKSA97gBeK+i/tAZpD8nQ/VZ58EHH8QPfvADXHbZZTj77LMBAB/4wAewYsUKfOYzn8H999/f9Wvas0GJbAX1SP8M+YyMmsaxUNWRkBnSiXoQYFkCVI2jqtVf5BhjVupQVdOh6RwSY4607TKMFJ+cG8Hm7IGFRV1EZjkr85Qtq4Kmu7KymfvEcSJjlSwZmbjSCQ5NN4+TnRn7JGZs13hzadftmfNE+nZK1UnEgV7Yp5pr+TljDBPZJHLpBGYXqgAHFk8mkTA7f042HOjzFQ2MMYwlJStBgQQjG2VNr6fUFXZKQj3DiXsfQRAEQRBEN+nFGEpzTRBXZAkTuSQqNR0LVQ3phIxMUqqvTDFXvnAYjiFjLGTsS7H6u6EjEzBjSDPueh9rfwDlzpxH71XEqDJUM6Vuv/12yLKMU045xdqWTqdx8skn44EHHsAzzzzT9rkzmUzofhHt3+/lLCEbzimHITORJSNLnV9WOlliSMgSZMm5jzEjk4Jszpxy7jOcTUnZm3lKZFXwm8lkP04YMiGzyKaXSjCP4WTMcFSllNYMoKhLckBmR9lp1NajSBxl7jVR2qcg0mmjXWWJYdFYCtuMpyyHlECWGPIZBeNp2ZExE6g73f1S/0oh+wYZutedkD68kE6iJ446XtDjFx8kbjLH8b7uFf0cQ6USEhblksimZM/7mP2dzO99zC8TsMiKl1K871XtMojvVdQfOoP052SonFKPPvoodt11V+Tzecf2fffdFwDw2GOP9aFWBEEQfbJPAzIwIQiCIAiCaBcaQxFEvBkqp9SWLVuwePFiz3axbfPmzb7HVSoVFAoFx5+bhYWF7lZ2CIijzEA85Y6jzL0mSvsURJna1QPd605IH15IJ9ETRx1npPil946bzHG8r3sFjaGGD+oPnUH6czJUMaUWFhaQSqU829PptLXfj0suuQQXXnihZ/v09DQ0TcPExATm5+cBAIqiIJvNWkZNTK0T556YmECxWISmaZBlGblczgpUlk6nwRizyubzeczPl1CuqmCSjNz4OGZnZ4yyqTSYxFCaLwEAcrlxlCtlqLUaJElCbjyPucIMkrJxXkVRrDrmcjlUq1VUq1UwxjA5OYnp6WkAQCqVQiKRQLFY9JQFgKmpKczMzIBzjoWFBeRyOavs2NgYVFVFpVKxys7OzkLXdSQSCaTTaczNzVllNU1DuVwGAExOTqJQKEDXdY8Os9ksdF23ytp12Ejf+XwepVIJqqr66luSJJRKJU9ZSZKQz+cxMzNjlZVlGfPz8ygUChgfH0e5XEbN1PfExIRDh83qO5lMIplMOvRdq9UcOhT6dpd169uuQ7e+3TqcnJzE3NxcoA455w59C1ncOuxE324dBunbXdbvnhX35zATpX0S/UWSZCCRRXHOaOtatYpKuYxy2Tj3NosmUCjMN22f7G09Pj7uaL9m27qV/tKKfWrUX4LsU6FQGGr75KfvTuyTqqrW70G1T0HP1KjsU7lcRrVajZV9IgiCGGSiHkOpqgouKUim/cdQDEB+YhKl+SJUTYMiy8iO5VAozBr7xuIxhhJlmxlDFQqFkR9DRfmOFzQOHfQxVFTveIxz3npe8D6xYsUKbLfddvjVr37l2P7EE09g9913xzXXXIOPfOQjnuMqlYp1UwBAoVDA0qVLMTs7a00TFY0ZFTo3ghQLZYvgwUYAco6aZpQR+5IKHMHPoyBqmQeVOMo96DIXCgVMTEw4+uSwEaV9ssO5kTyhptXbNSGLzHg0F33Q7/VeQ/rw0qpORsE+dYtmdSF0fPLah3pYu/4igUOP2Xqgbsp83Zp9unKeKBlUezoKNqpXYyjdHEPp3GhPxRxDyQzgYIHvajS88jKo/WFYiIv+mrVPQzVTavHixdi0aZNn+5YtWwAAS5Ys8T0ulUr5et/tlEoljI+Pd17JAETQYOF4shs4mTFIZqYGcBEwL3rrF7XMg0oc5Y6jzL0mSvtkhzGGlAIkZI6Z2RLGJ8Z9UxfHFbrXnZA+vMRVJ5VKBV/4whdw0003YXp6GnvuuSe+9KUv4a1vfWvXrxVHHWclFUU90e9q9JRuytyuA7OXzqw43te9oldjKIkxpGQOnQNzpRJy+XHrnYsh+F2N8EL9oTNIf06GKqbUXnvthQ0bNnjWC69fv97a3y6qqnZStaYQmRrcWRqMfUamBkX2ZumLil7IPIjEUe44ytxrorRPfkiMgXGNHFIu6F53QvrwEledrFmzBldccQWOP/54XHnllZBlGUcccQR+97vfdf1acdSxwoZm4UHXiJvMcbyve0Uvx1DMzKbHdc3zzhX2rkY4of7QGaQ/J0PllFq9ejU0TcO1115rbatUKrj++uuxcuVKLF26tO1zx2H6nJs4ygzEU+44ytxrorRPQVC7eiGdOCF9eImjTh588EH84Ac/wCWXXILLLrsMp5xyCn7961/jFa94BT7zmc90/Xpx1LHG4/cGGzeZ43hf9woaQw0fpL/OIP05GarleytXrsQxxxyDc889F88//zyWL1+OG264ARs3bsR1113X0blzuVyXajk8xFFmIJ5yx1HmXhOlfQqC2tUL6cQJ6cNLHHVy++23Q5ZlnHLKKda2dDqNk08+Geeddx6eeeaZrr70xVHHRX2ohtRdIW4yx/G+7hU0hho+SH+dQfpzMnRPkxtvvBHnn3++IybCnXfeiQMPPLCj887OzmJqaqpLtRwO4igzEE+54yhzP4jKPgVB7eqFdOKE9OEljjp59NFHseuuu3qCjO67774AgMcee6yrTqk46nhCrmFGS/a7Gj1lEGSOIph+UJyqON7XvYTGUMMF6a8zSH9Ohs4plU6ncdlll+Gyyy5r+xwi4aB93XKhUIjdNLo4ygzEU+5Bl1n0xSFKBupLVPYpiEFv135AOnFC+vDSqk5GwT5t2bIFixcv9mwX2zZv3ux7nDuzlUgf3cg+CR1XF4rtVnnoqMg1VLXmUl+PCqMq8/uvvtd3+4Rcw6zWu2D23zz+n5oqNwo2CqAx1LBB+uuMuOivWfs0dE6pbjA3NwcAkaxPJgiifebm5jAxMdHvavQVsk8EMZgMs31aWFjwzVCVTqet/X5ccskluPDCCz3byT4RRPTc/LHWyg+zjeoWNIYiiMGkkX2KpVNqyZIleOaZZzA+bqQBLRQKWLp0KZ555hnP1PZRJY4yA/GUexhk5pxjbm4uMOVvnHDbpyCGoV17DenECenDSzs6GQX7lMlkHDOeBOVy2drvx7nnnoszzzzT+q3rOl5++WVstdVWgfYpjvcdyTz6Mg+yvKNgo7oFjaF6A+mvM+Kkv2btUyydUpIkYccdd/Rsz+fzI39juImjzEA85R50meP+dU8QZJ+CGPR27QekEyekDy+t6mTY7dPixYuxadMmz/YtW7YAQOBgMZVKeWZYTU5ONnXNON53JPPoM6jyDruN6hY0huotpL/OiIv+mrFPUg/qQRAEQRAEQfSJvfbaCxs2bPDEWVm/fr21nyAIgiAIoh+QU4ogCIIgCGKEWb16NTRNw7XXXmttq1QquP7667Fy5UqKv0IQBEEQRN+I5fI9N6lUChdccIFvENBRJY4yA/GUO44yxwFqVy+kEyekDy9x1cnKlStxzDHH4Nxzz8Xzzz+P5cuX44YbbsDGjRtx3XXXdfVacdQxyTz6xE3eUYfaszNIf51B+vPC+LDnDyUIgiAIgiBCKZfLOP/883HzzTdjenoae+65J/71X/8Vhx12WL+rRhAEQRBEjCGnFEEQBEEQBEEQBEEQBNFzKKYUQRAEQRAEQRAEQRAE0XPIKUUQBEEQBEEQBEEQBEH0HHJKEQRBEARBEARBEARBED1npJ1SlUoF55xzDpYsWYJMJoOVK1fi7rvvburYTZs24dhjj8Xk5CTy+Tze8Y534Omnn464xp3x0EMP4ROf+AR23313jI2NYaeddsKxxx6LDRs2NDx27dq1YIz5/j333HM9qH37rFu3LrDuv//97xseP4xtDQBr1qwJlJsxhk2bNgUe+8UvftH3mHQ63UMJCD/iZrcaEVe7FkZcbV4YZA/7Tye2axgpFou44IILcPjhh2PRokVgjGHt2rX9rlakdGKPh5E//elPOOaYY/DKV74S2WwWW2+9NQ488ED8/Oc/73fViDaJm53qJnHr/1Hz5S9/GYwxrFixot9VGQiUflcgStasWYPbb78dZ5xxBl71qldh7dq1OOKII3Dvvfdi//33DzyuWCzi4IMPxuzsLM477zwkEgl8/etfx0EHHYTHHnsMW221VQ+laJ5LL70U9913H4455hjsueeeeO6553DVVVfhDW94A37/+983ddNfdNFF2HnnnR3bJicnI6pxdzn99NOxzz77OLYtX7489JhhbWsA+MhHPoJDDjnEsY1zjo9+9KNYtmwZdthhh4bnuPrqq5HL5azfsix3vZ5Ea8TNbjUi7nYtjLjZvDDIHvafdm3XsPLiiy/ioosuwk477YTXve51WLduXb+rFDndsMfDxN/+9jfMzc3hgx/8IJYsWYJSqYQf/ehHOOqoo/Dtb38bp5xySr+rSLRI3OxUN4lb/4+SZ599FhdffDHGxsb6XZXBgY8o69ev5wD4ZZddZm1bWFjgu+yyC99vv/1Cj7300ks5AP7ggw9a25588kkuyzI/99xzI6tzp9x33328Uqk4tm3YsIGnUil+/PHHhx57/fXXcwD8oYceirKKkXDvvfdyAPy2225r+dhhbesgfvvb33IA/Mtf/nJouQsuuIAD4C+88EKPakY0QxztViPiatfCIJvXHGQPe0cntmtYKZfLfMuWLZxzzh966CEOgF9//fX9rVTEdGKPRwVVVfnrXvc6/upXv7rfVSFaJI52qptQ/+8exx13HH/zm9/MDzroIL777rv3uzoDwcgu37v99tshy7LjK0Y6ncbJJ5+MBx54AM8880zosfvss4/jC/Ruu+2Gt7zlLbj11lsjrXcnrFq1Cslk0rHtVa96FXbffXc8+eSTTZ9nbm4OmqZ1u3o9YW5uDqqqNl1+WNs6iO9973tgjOF973tfU+U55ygUCuCcR1wzohniaLcaQXYtnLjbvDDIHvaOTmzXsJJKpbD99tv3uxo9pVv2eJiRZRlLly7FzMxMv6tCtEgc7VQ3of7fHf77v/8bt99+O77xjW/0uyoDxcg6pR599FHsuuuuyOfzju377rsvAOCxxx7zPU7Xdfy///f/sPfee3v27bvvvvjLX/6Cubm5rtc3Kjjn+Mc//oGtt966qfIHH3ww8vk8stksjjrqKDz11FMR17B7nHjiicjn80in0zj44IPx8MMPh5Yftbau1Wq49dZbsWrVKixbtqypY175yldiYmIC4+PjOOGEE/CPf/wj2koSoZDdao442bUw4m7zwiB72FvatV3E8NOqPR5G5ufn8eKLL+Ivf/kLvv71r+OXv/wl3vKWt/S7WkSLkJ3qPnHo/91E0zScdtpp+NCHPoQ99tij39UZKEY2ptSWLVuwePFiz3axbfPmzb7Hvfzyy6hUKg2PffWrX93F2kbHLbfcgk2bNuGiiy4KLZfNZrFmzRrr5e2RRx7BFVdcgVWrVuEPf/gDli5d2qMat04ymcS73/1uHHHEEdh6663xxBNP4PLLL8cBBxyA+++/H69//et9jxu1tv7P//xPvPTSSzj++OMblp2amsInPvEJ7LfffkilUvjtb3+Lb37zm3jwwQfx8MMPex7YRG8gu9UccbBrYZDNawzZw97Sru0ihp9m7fEwc9ZZZ+Hb3/42AECSJLzrXe/CVVdd1edaEa1Cdqr7xKH/d5NrrrkGf/vb33DPPff0uyoDx8g6pRYWFpBKpTzbRTadhYWFwOMAtHXsoPHnP/8ZH//4x7Hffvvhgx/8YGjZY489Fscee6z1++ijj8Zhhx2GAw88EF/+8pdxzTXXRF3dtlm1ahVWrVpl/T7qqKOwevVq7Lnnnjj33HNx1113+R43Sm0NGEtVEomEox2D+OQnP+n4/e53vxv77rsvjj/+eHzrW9/CZz/72aiqSYRAdqsxcbFrYZDNawzZw97Sru0ihptW7PEwc8YZZ2D16tXYvHkzbr31Vmiahmq12u9qES1Cdqq7xKX/d4uXXnoJX/jCF3D++edjm2226Xd1Bo6RXb6XyWRQqVQ828vlsrU/6DgAbR07SDz33HN4+9vfjomJCWsNdavsv//+WLly5VB6c5cvX453vOMduPfeewPjyIxKWwNGRq2f/vSnOOyww9rOnvW+970P22+//VC296gQd7vViLjbtTDiZvPCIHvYe9q1XcTw0g17PCzstttuOOSQQ/CBD3wAd955J4rFIo488kiKPzdkkJ3qHnHq/93i85//PBYtWoTTTjut31UZSEbWKbV48WJs2bLFs11sW7Jkie9xixYtQiqVauvYQWF2dhZve9vbMDMzg7vuuquj+i5duhQvv/xyF2vXO5YuXYpqtYr5+Xnf/aPQ1oI77rgDpVKpqaUqYQxze48CcbZbjSC71pg42bwwyB72nnZtFzGcdNMeDyOrV6/GQw89hA0bNvS7KkQLkJ3qDnHv/+3w1FNP4dprr8Xpp5+OzZs3Y+PGjdi4cSPK5TJqtRo2btwY+/HGyDql9tprL2zYsAGFQsGxff369dZ+PyRJwh577OEbMHb9+vV45StfifHx8a7Xt1uUy2UceeSR2LBhA+6880689rWv7eh8Tz/99NBOMXz66aeRTqeRy+V89w97W9u55ZZbkMvlcNRRR7V9Ds45Nm7cOLTtPQrE1W41guxac8TJ5oVB9rD3tGu7iOGj2/Z4GBHLvGZnZ/tcE6IVyE51DvX/9ti0aRN0Xcfpp5+OnXfe2fpbv349NmzYgJ133jn2cblG1im1evVqaJqGa6+91tpWqVRw/fXXY+XKlVaA27///e/485//7Dn2oYcecgzc//d//xe//vWvccwxx/RGgDbQNA3HHXccHnjgAdx2223Yb7/9fMtt2bIFf/7zn1Gr1axtL7zwgqfcf/zHf+CRRx7B4YcfHlmdu4Ff3R9//HH87Gc/w6GHHgpJMm7zUWprOy+88ALuuecevPOd70Q2m/Xs95PbT2dXX301XnjhhYFv71EmjnarEXG1a2HE3eaFQfawPzRru4jhpll7PCo8//zznm21Wg033ngjMpkMvZAPGWSnOiNu/b+brFixAj/5yU88f7vvvjt22mkn/OQnP8HJJ5/c72r2FcZHeEH0sccei5/85Cf41Kc+heXLl+OGG27Agw8+iF/96lc48MADAQBvetOb8Jvf/MaxLnxubg6vf/3rMTc3h7PPPhuJRAJXXHEFNE3DY489NrBfTs844wxceeWVOPLII32Du55wwgkAgDVr1uCGG27AX//6VytV9qte9Sq8/vWvx957742JiQn84Q9/wHe/+10sXrwYDz30ELbbbrteitISb37zm5HJZLBq1Spsu+22eOKJJ3DttdcikUjggQcewGte8xoAo9XWdq666iqcdtppuOuuu3DYYYd59vvJnc1mcdxxx2GPPfZAOp3G7373O/zgBz/A6173Otx3332+L3NEb4ib3WpEXO1aGHG3eWGQPewfzdiuUeOqq67CzMwMNm/ejKuvvhrvete7rOyXp512GiYmJvpcw+7SrD0eFd75zneiUCjgwAMPxA477IDnnnsOt9xyC/785z/ja1/7Gs4888x+V5FokTjaqW4Rt/7fC970pjfhxRdfxP/8z//0uyr9h48wCwsL/Oyzz+bbb789T6VSfJ999uF33XWXo8xBBx3E/dTwzDPP8NWrV/N8Ps9zuRz/l3/5F/7UU0/1quptIWQJ+hN88IMf5AD4X//6V2vb5z73Ob7XXnvxiYkJnkgk+E477cRPPfVU/txzz/VBkta48sor+b777ssXLVrEFUXhixcv5ieccIKnvUapre288Y1v5Ntuuy1XVdV3v5/cH/rQh/hrX/taPj4+zhOJBF++fDk/55xzeKFQ6EWViRDiZrcaEVe7FkbcbV4YZA/7RzO2a9R4xSteEWib7LZoVGjWHo8K3//+9/khhxzCt9tuO64oCp+amuKHHHII/+lPf9rvqhFtEkc71S3i1v97wUEHHcR33333fldjIBjpmVIEQRAEQRAEQRAEQRDEYDKyMaUIgiAIgiAIgiAIgiCIwYWcUgRBEARBEARBEARBEETPIacUQRAEQRAEQRAEQRAE0XPIKUUQBEEQBEEQBEEQBEH0HHJKEQRBEARBEARBEARBED2HnFIEQRAEQRAEQRAEQRBEzyGnFEEQBEEQBEEQBEEQBNFzyClFEARBEARBEARBEARB9BxyShF9YePGjWCMgTGG7bffHqqq+pZ78sknrXLLli1r+Tpf/OIXrePFXzabxYoVK/C5z30OhUKhQ0kIghgkorYta9eu9diUsL81a9YAiNYWbdq0Cd/4xjdw6KGHYqeddkIymcT222+Pd7/73Vi/fn3b5yUIgiAIgiCIqFH6XQEi3iiKgn/84x/4j//4Dxx11FGe/ddddx0kqXPf6bvf/W6sWLECAKzrXXzxxbjzzjvx4IMPIpVKdXwNgiAGh6hsy1577YULLrjAsW3jxo244YYb8LrXvQ5HH320p7ydKGzRv/3bv+HSSy/FLrvsgkMPPRTbbLMNnnrqKdxxxx2444478L3vfQ/HHXdcy+clCGJ02LhxI3beeWfHNkVRsO222+Kf//mf8ZnPfAZ77713n2pHEMSoYLc12223HZ599lkoitfl8OSTT+K1r30tAOAVr3gF1q5di4MPPrjp6xx00EFYt24dHnvsMfzoRz/C3Xffjaeffhqzs7PYYYcdcPjhh+Nzn/scdthhh+4IRkQKOaWIvrJq1So8/vjj+O53v+t5cVRVFTfffDMOOeQQ/OY3v+noOqtXr8Z73vMe63e5XMYb3/hGPP744/je976HE088saPzEwQxWERlW/baay+Po2ndunW44YYbsNdee+GLX/xi6PFR2KJ9990X69atw0EHHeTY/tvf/hZvectbcOqpp+Loo48m5ztBENhll11wwgknAADm5+fxyCOP4LbbbsMdd9yBe+65BwceeGCfa0gQxCjQ6sfBZcuWeT76zczM4Morr8QrXvEKa+a5vTwAfPSjH8X69eux77774j3veQ9SqRTWr1+Pq6++Grfddht++9vfYrfdduu6fER3IacU0VcymQze85734LrrrsPzzz+Pbbfd1tp355134h//+AdOOumkjp1SbtLpNI4//ng8/vjjeOSRR8gpRRAjRr9sS6t0wxa9613v8t1+wAEH4OCDD8Z//dd/4Y9//CPNgiAIAsuXL/c4z7/yla/g3HPPxfnnn993m0gQxGjQ6sfBZcuWeWzTxo0bceWVV/ruExx//PG4+eabsXz5csf2Sy+9FJ/97Gdx1lln4Re/+EXX5CKigWJKEX3npJNOgqqquOmmmxzbv/vd72LRokWe5TDdxm9KKUEQw0+/bUurRGGLEolEZOcmCGI0OPnkkwEAjzzySJ9rQhDEqCA+Dv7iF7/A888/79hn/zjYKaeddprHIQUAZ599NjKZDDnahwRyShF9Z99998WKFStw/fXXW9uee+45/PKXv8Txxx8fyZKTcrmMW265BQCw//77d/38BEH0n37YllaJ0hb9/e9/xz333IPFixdjjz326Oq5CYIYPch5TRBEN+nnx0HGGBKJBNm1IYFaiRgITjrpJJx55plYv349Vq5ciRtuuAGqqnbFgw4At99+O/785z8DAJ5//nn84he/wN///ne8853vDFz6QhDE8BO1bWmVXtmiWq2G97///ahUKrj00kshy3LXzk0QxGjx7//+7wDoIx1BEN3F/nHwrLPOAlD/OHjqqadG+nHw9ttvR6FQwDHHHBPZNYjuQU4pYiA44YQTcM455+C73/0uVq5cieuvvx6vf/3rPQGF2+VHP/oRfvSjHzm2HXPMMfjhD38IxlhXrkEQxOARtW1plV7YIl3XsWbNGvz3f/83PvzhD+P9739/V85LEMTw83//939WbBYR6Pzee+/Fdttth8suu6y/lSMIYuTox8fBZ555BqeffjoymQz+9V//NbLrEN2Dlu8RA8E222yDI488Ej/4wQ9wzz334H//93+7aqy+//3vg3OOWq2G//mf/8Hhhx+O2267DV/4whe6dg2CIAaPqG1Lq0Rti3Rdx0knnYTvfe97OOGEE3DNNdd05bwEQYwGf/nLX3DhhRfiwgsvxOWXX457770X22+/PX73u9/hNa95Tb+rRxDEiHHCCScgkUjgu9/9LgBE/nHwpZdewhFHHIHnn38e1157LV796ldHch2iu5BTihgYTj75ZBQKBaxZs8bKSNVtFEXB7rvvjp/85CdYvnw5vvzlL+MPf/hD169DEMTg0Avb0ipR2CJd13HiiSfihhtuwHvf+16sXbvWkW6ZIAjisMMOA+ccnHM8//zzuOyyy/D888/jqKOOQrFY7Hf1CIIYMXr5cfCll17CW97yFvzpT3/C1VdfjRNOOCGS6xDdh0arxMBw2GGHYYcddsCmTZtw9NFHY2pqKrJrpdNpXH755eCc47Of/Wxk1yEIov/00ra0SrdskXBI3XjjjTjuuONw0003URwpgiBC2WabbXD22WfjvPPOw5NPPonPf/7z/a4SQRAjSC8+DgqH1OOPP46rrroKH/nIR7p+DSI6yClFDAyyLOOOO+7AT37yE1xyySWRX+8d73gH3vCGN+Duu+/Gb3/728ivRxBEf+i1bWmVTm2RWLJ344034phjjsHNN99MDimCIJrmvPPOw5IlS/Ctb30LGzdu7Hd1CIIYMaL+OGh3SP3bv/0bPvaxj3X1/ET0UKBzYqDYe++9sffee/fsel/84hdx1FFH4Qtf+ALuvffenl2XIIje0mvb0iqd2KKLLroIN9xwA3K5HHbddVd86Utf8pQ5+uij+xbcnSCIwSaTyeCcc87BJz/5Sfzrv/4rrrvuun5XiSCIEUJ8HHz22We7PhZ5+eWXccghh+Dxxx/HlVdeiU984hNdPT/RG8gpRcSaI488EnvvvTfWrVuHX//613jzm9/c7yoRBBFDOrFFYmZDsVjEl7/8Zd8yy5YtI6cUQRCBnHLKKbj00ktx44034rzzzsMuu+zS7yoRBDFCRPVx8F3vehcee+wx7Lbbbnj55Zet7KJ2zjjjDExOTnb92kT3YJxz3u9KEARBEARBEAQRDRs3bsTOO++Mww47DHfddZdvmauuugqnnXYa3v/+9+PGG2/scQ0JghgFmrE1dtLpNLbffnvfpcPiXAcddBDWrVvne/yyZcvwt7/9LfQaf/3rX7Fs2bImak/0C3JKEQRBEARBEARBEARBED2HAp0TBEEQBEEQBEEQBEEQPYdiShFDxWOPPYY77rijYblly5ZhzZo1kdeHIIjRYNBsi19MBD8oTgJBEARBEAQxzNDyPWKoWLt2LU488cSG5cLWHhMEQbgZNNvCGGuqHMVJIAiCIAiCIIYZckoRBEEQBEEQBEEQBEEQPYdiShEEQRAEQRAEQRAEQRA9h5xSBEEQBEEQBEEQBEEQRM8hpxRBEARBEARBEARBEATRc8gpRRAEQRAEQRAEQRAEQfQcckoRBEEQBEEQBEEQBEEQPYecUgRBEARBEARBEARBEETPIacUQRAEQRAEQRAEQRAE0XPIKUUQBEEQBEEQBEEQBEH0HHJKEQRBEARBEARBEARBED2HnFIEQRAEQRAEQRAEQRBEzyGnFEEQBEEQBEEQBEEQBNFzyClFEARBEARBEARBEARB9BxyShEEQRAEQRAEQRAEQRA9h5xSBEEQBEEQBEEQBEEQRM8hpxRBEARBEARBEARBEATRc8gpRRAEQRAEQRAEEWOKxSIuuOACHH744Vi0aBEYY1i7dq2jjK7rWLt2LY466igsXboUY2NjWLFiBb70pS+hXC57zskY8/37yle+4im7adMmHHvssZicnEQ+n8c73vEOPP3001GJSxDEAME457zflSAIgiAIgiAIgiD6w8aNG7Hzzjtjp512witf+UqsW7cO119/PdasWWOVKRaLGB8fxxvf+Eb8y7/8C7bddls88MADuOGGG3DggQfi17/+NRhjVnnGGN761rfiAx/4gONar3/967H77rs7zvuGN7wBs7OzOOuss5BIJPD1r38dnHM89thj2GqrrSKXnyCI/qH0uwIEQRAEQRAEQRBE/1i8eDG2bNmC7bffHg8//DD22WcfT5lkMon77rsPq1atsrZ9+MMfxrJly3DBBRfgV7/6FQ455BDHMbvuuitOOOGE0Gt/61vfwlNPPYUHH3zQuu7b3vY2rFixAl/72tdw8cUXd0FCgiAGFVq+RxAEQRAEQRAEEWNSqRS233770DLJZNLhkBK8853vBAA8+eSTvsctLCz4Lu8T3H777dhnn30cjrDddtsNb3nLW3Drrbc2U32CIIaYWM6U0nUdmzdvxvj4uGOKKUEQ/YFzjrm5OSxZsgSSFG9fOdknghgsyD7VIftEEIPHINio5557DgCw9dZbe/atXbsW3/rWt8A5x2te8xp8/vOfx/ve9z5rv67r+H//7//hpJNO8hy777774r/+678wNzeH8fHxhvUgG0UQg0Wz9imWTqnNmzdj6dKl/a4GQRAunnnmGey44479rkZfIftEEIMJ2SeyTwQxyPTTRn31q19FPp/H2972Nsf2VatW4dhjj8XOO++MzZs345vf/CaOP/54zM7O4tRTTwUAvPzyy6hUKli8eLHnvGLb5s2b8epXv9qzv1KpoFKpWL83bdqE1772td0UjSCILtDIPsXSKSU87c888wzy+TwAYHp6GlNTU/2sVs+Jo8xAPOUedJkLhQKWLl3a1FewUcfPPgUx6O3aD0gnTkgfXlrVCdmnOs3apzjedyTz6DOo8vbbRl188cW455578K1vfQuTk5OOfffdd5/j90knnYR/+qd/wnnnnYc1a9Ygk8lgYWEBgLF80E06nQYAq4ybSy65BBdeeKFn+x//+EeMj49jYmICxWIRmqZBURRks1kUCgUAQK1WQz6ft85tLyvLMnK5HGZnZ616MMassvl8HqVSCaqqQpZljI+PY2ZmxiorSRJKpRIAw26Wy2XUajVIkoR8Pm+VTaVSUBQF8/PzAIBcLodqtYpqtQrGGCYnJzE9PW2VTSQSKBaLnrIAMDU1hZmZGXDOkUwmkUwmrbJjY2NQVdVy4E1NTWF2dha6riORSCCdTmNubs4qq2matdxycnIShUIBuq47dDg3N4ftttsOuq5bZcP0nclkHG3p1qFb33Yd2su6dZhOpyHLsqVDt74nJiYcOmxW324d5nI51Go1hw6b1bddh0LfYkZfNpt16HBychJzc3OBOuSc++rbrcNO9B12z4bp2++eXVhYwCtf+cqG9imWTikxnTOfz1uDKk3TGr4AjhpxlBmIp9zDIjNNtfa3T0EMS7v2EtKJE9KHl3Z1QvapefsUx/uOZB59Bl3eftioH/7wh/j85z+Pk08+2Zr5FEYymcQnPvEJfPSjH8UjjzyC/fff33p5ts94EoiXb1HGzbnnnoszzzzT+i0cdDvttJPVVm5HmXAs+jkZ3WXdv/3OI5iYmAgs68Zd1m/Zo8B9z4VlIuyk7KJFiwLLuus7NTUV6KQN0rcfjfQfVrYTHfZD3+76MsYCdeOn7yA6uWfDyjaqU7M6FA61RvYplk4pP1pplFEhjjID8ZQ7jjLHAWpXL6QTJ6QPL6ST6Imjjknm0Sdu8jbi7rvvxgc+8AG8/e1vxzXXXNP0cWIJ8MsvvwzAcIakUils2bLFU1ZsW7Jkie+5UqmU7wyrZqD27AzSX2eQ/pzEO2KnDeHFixNxlBmIp9xxlDkOULt6IZ04IX14IZ1ETxx1TDKPPnGTN4z169fjne98J/bee2/ceuutUJTm5zk8/fTTAIBtttkGACBJEvbYYw88/PDDvtdpZulPO1B7dgbprzNIf07IKWWi63rfrs05oOlARQXKqvHfnEd/3X7K3E/iKHccZY4D1K51hB0t1/Se2tFBh+4RL6ST6ImjjgdNZvu4Uo3IHg6azFETN3mDePLJJ/H2t78dy5Ytw5133hm4tO6FF17wbJubm8M3vvENbL311vinf/ona/vq1avx0EMPORxT//u//4tf//rXOOaYY7ovBKg9O4X01xmkPye0fM8kkUj05bo6B2oaYB8r1HSAAVAkQI7QbdgvmftNHOWOo8xxgNrVwG5HFcXQibCjCRmQYhwKiO4RL6ST6ImjjgdFZr9xpaoDGro/rhwUmXtFHOS96qqrMDMzg82bNwMAfv7zn+PZZ58FAJx22mmQJAmHHXYYpqen8elPfxq/+MUvHMfvsssu2G+//QAA3/zmN3HHHXfgyCOPxE477YQtW7bgu9/9Lv7+97/jpptuQjKZtI772Mc+hu985zt4+9vfjrPPPhuJRAJXXHEFtttuO5x11lmRyBqH9owS0l9nkP6ckFPKRGR36CWcA1UtYB/MlyoW3QtVP2QeBOIodxxljgPUrl47ms7UdcJh7EvG2DFF94gX0kn0xFHHgyBzr8eVgyBzL4mDvJdffjn+9re/Wb9//OMf48c//jEA4IQTTgBgZN8EgM9+9rOe4z/4wQ9aTql//ud/xv33349///d/x0svvYSxsTHsu++++O53v4s3v/nNjuPGx8exbt06fOpTn8KXvvQl6LqON73pTfj6179uLfPrNnFozygh/XUG6c8JOaVM5ubmBjLNa5TEUWYgnnLHUeY4QO3qnA0AGDqZnIy3TuzQPeKFdBI9cdTxsMjMOYxppF1gWGTuFnGQd+PGjQ3L8CbXgr71rW/FW9/61qavveOOO+K2225runynxKE9o4T01xmkPycUU4ogCIIgCIIgCIIgCILoOTRTyiSbzfa7Cj0njjID8ZQ7jjLHAWpXL9kM6cQO3SNeSCfRE0cdk8yjT9zkHXXO+9n/ospl333Xrdmnx7UZPqg/dAbpzwnNlDKJYwT8OMoMxFPuOMocB6hdvatQdO7VSUzDSQGge8QP0kn0xFHHwyIz66JBHBaZu0Xc5B116CW4M6g/dAbpz8lQ9cd169aBMeb79/vf/76jc5fL5S7VsnkYMwPw+u1D9MF5+yHzIBBHueMoc6+J0j4FQe1at6PCVNp1IuxoN1/Chg26R7zEUSe9tk9x1PEgyNxoXJmQujuuHASZe0nc5B110lJAVgCiKag/dAbpz8lQLt87/fTTsc8+zmmVy5cv71NtOkNiQFIBNN1I2QsYKXslFu8XKYIYVkbJPg0LEgNSph1lMP7IjhKEF7JPo48YV+ocqGlGMogE2UOCIAhigBlKp9QBBxyA1atXd/WcExMTXT1fq8iS8ddL+i1zv4ij3HGUuV9EYZ+CoHZ1IkvANosmIA3VHOBooXvES5x10iv7FEcdD5rMwlkfJYMmc9TETd5RZ1ZL9LsKQw31h84g/TkZ2qH73NwcVFXt2vmKxWLXzjUsxFFmIJ5yx1HmftJt+xQEtasX0okT0oeXuOukF/YpjjommUefuMk76uSk6Mdpowz1h84g/TkZSqfUiSeeiHw+j3Q6jYMPPhgPP/xwx+fUtPitK46jzEA85Y6jzP0iCvsUBLWrF9KJE9KHlzjrpFf2KY46JplHn7jJO+rIjPe7CkMN9YfOIP05Garle8lkEu9+97txxBFHYOutt8YTTzyByy+/HAcccADuv/9+vP71r/c9rlKpoFKpWL8LhYKnjKIMlSq6QhxlBuIpdxxl7jVR2qcgqF29kE6ckD68xFEnvbZPcdQxyTz6xE3eUUflFGStE6g/dAbpzwnjnA+1m/j//u//sOeee+LAAw/EXXfd5Vvmi1/8Ii688ELP9o0bNyKfz2NiYgKzs7MAjBskm81aA69MJgMAWFhYAGCs/ywWi9A0DbIsI5fLWcem02kwxqyy+XwepVIJqqpClmWMj49jZmbGKitJEkqlEgBgfHwc5XIZtVoNkiQhn89bZVOpFBRFwfz8PAAgl8uhWq2iWq2CMYbJyUlMT09bZROJhDUl0F4WAKampjAzMwPOOWRZRiaTscqOjY1BVVVrADo1NYXZ2Vnouo5EIoF0Oo25uTmrrKZpVuaAyclJFAoF6Lru0WE2m4Wu61ZZuw4b6dutQ7e+7Tq0l3XrMJ1OQ5ZlzM/PQ9M0TE5OOvQ9MTHh0GGz+k4mk0gmkw5912o1hw6Fvt1l3fq269Ctb7cOJycnMTc3F6hDzrlD34VCwWpzuw470XfYPWvXt7us3z1bKpWwzTbbYHZ2Fvl8HqNCt+xTUH9JpVKQJGkk7VOj/hJknzRNQz6fH1r75KfvTuyTLMtWfQfVPgXds1HZp0QigWQySfYpQvukaRpyuRyA0Rw/+fWXSqViLYsc1fGTW9+ccyxatGikx0/2e9Y+Zh6U8ZOiKNiyZQuWLVs2cjaqHQqFgvVe10gXH177IHT4O6auW7OP73aijugXRHvERX/N9smhd0oBwHvf+178+Mc/RqlU8m1cvy99S5cudShnenoaU1NTPavzIBBHmYF4yj3oMrcyiBg2umGfghj0du0HpBMnpA8vreqE7FPr9imO9x3JPPoMqryjbKNapRVdnHXTfZjRkr77yCnVmEHtD8NCXPTXbJ8ciXljS5cuRbVaxfz8vK+wqVQKqVSqDzUjCCLukH0iCGJQIftEEARBEES/GcpA526efvpppNNpa6p4O4hpuHEijjID8ZQ7jjIPCt2wT0FQu3ohnTghfXghndSJyj7FUcck8+gTN3lHnQV99JdORQn1h84g/TkZKqfUCy+84Nn2+OOP42c/+xkOPfRQSNJQiTMwcA5oOlDTAH3oF3MSRH8g+0R0G84B1bTNw7/QnugnZJ/igc4Ne6HpZDMIgiCI4WGolu8dd9xxyGQyWLVqFbbddls88cQTuPbaa5HNZvGVr3ylo3MvLCwgnU53qabDwcLCAhLJNFQdEGMXTQMkBiQkgI1oUoq4tnXcZO41UdqnIKhdvYyCTjg3Xy71+jZNA2QGKC3a5lHQR7eJo056bZ/iqON+yqybDmzxYVHjAINhL+QI/Y1xa+e4yTvqZCQNFY1mS7UL9YfOIP05GSqn1NFHH41bbrkFV1xxBQqFArbZZhu8613vwgUXXIDly5f3u3pDh6o5X3oEOgcqmuGYinIwQxCjBNknohtwDlS1+ocCOxo3nFNJ2fh4QBDNQvZpdNF0/7Ech7Fd50CC3rsJgiCIAWYksu+1il8UeF3XYzd9vVQNl1lmozmQiWNbD7rMlDmmTiu6GPR27QfDrhNufhQIo5UPBsOujyhoVSdkn+o0q4s43nf9krmmGQ7rIBiAVESfoOPWzoMqL9moOq3o4kNrHwSH/xceyr7XmEHtD8NCXPTXbJ8cfU00SbFY7HcVek5pPn4yA/Fs6zjKHAeoXb2QTpyQPryQTqInjjommUefuMk76oxJar+rMNRQf+gM0p8TckqZaFqDT9MjiBpDmYF4tnUcZY4D1K5eSCdOSB9eSCfRE0cdk8yjT9zkHXUUFrvFQl2F+kNnkP6ckFPKRJZHcJ1aA5QGMo9qoPM4tnUcZY4D1K5eSCdOSB9eSCfRE0cdk8yjT9zkHXU0PqIvOj2C+kNnkP6ckFPKJJfL9bsKPWdiPFhmCUZMqVEkjm0dR5njALWrl2HXCTMz7AUhsdaCnA+7PqKAdBI9cdRxv2RWJARExaln4IuKuLVz3OQddYr6UOX7GjioP3QG6c8JOaVMZmdn+12FnlOcm0VKdg5YGIwguklldGdKxbGt4yhzHKB29TIKOlEkICU7PwxIMLLuJeXWbPMo6KPbkE6iJ4467pfMjBmBzBMu55QiGfYiyizKcWvnuMk76kzItX5XYaih/tAZpD8n5CKOOYwBCjNefjiMAc2oOqMIgiCGBWZmP1W4YZtbmR1FEET8kCXDTujc+JfGcgRBEMSwQE4pk3Q63e8q9By7zIwFT/8eNeLe1sToQO3qZdR00qltHjV9dAPSSfTEUceDIDNjvQ29MAgy95K4yTvqLOgU06cTqD90BunPCS3fM2Ex/KQUR5mBeModR5njALWrF9KJE9KHF9JJ9MRRxyTz6BM3eQkiDOoPnUH6c0JOKZOFhYV+V6HnxFFmIJ5yx1HmOEDt6oV04oT04YV0Ej1x1DHJPPrETd5RJyNp/a7CUEP9oTNIf07IKUUQBEEQBEEQBEEQBEH0HHJKmeTz+X5XoefEUWYgnnLHUeY4QO3qhXTihPThhXQSPXHUMck8+sRN3lGnoCX6XYWhhvpDZ5D+nJBTyqRUKvW7Cj0njjID8ZQ7jjLHAWpXL6QTJ6QPL6ST6Imjjknm0Sdu8o46WUntdxWGGuoPnUH6c0JOKRNVjZ9hiqPMQDzljqPMcYDa1QvpxAnpwwvpJHriqGOSefQZdXmLxSIuuOACHH744Vi0aBEYY1i7dq1v2SeffBKHH344crkcFi1ahPe///144YUXPOV0XcdXv/pV7Lzzzkin09hzzz3x/e9/v6NzdguF8cjOHQdGvT9EDenPidLvCgwKshy/tKBxlBmIp9xxlDkOULt6IZ04IX14IZ1ETxx1TDKPPqMu74svvoiLLroIO+20E173utdh3bp1vuWeffZZHHjggZiYmMDFF1+MYrGIyy+/HH/84x/x4IMPIplMWmU/97nP4Stf+Qo+/OEPY5999sFPf/pTvO997wNjDO95z3vaOme30DhlP+uEUe8PUUP6c0JOKZPx8fF+V6HnxFFmIJ5yx1HmOEDt6oV04oT04YV0Ej1x1DHJPPqMuryLFy/Gli1bsP322+Phhx/GPvvs41vu4osvxvz8PB555BHstNNOAIB9990Xb33rW7F27VqccsopAIBNmzbha1/7Gj7+8Y/jqquuAgB86EMfwkEHHYRPf/rTOOaYY6wX82bP2U3mdHoN7oRR7w9RQ/pzQsv3TGZmZvpdhZ4TR5mBeModR5njALWrF9KJE9KHF9JJ9MRRxyTz6DPq8qZSKWy//fYNy/3oRz/Cv/zLv1jOIwA45JBDsOuuu+LWW2+1tv30pz9FrVbDxz72MWsbYwynnnoqnn32WTzwwAMtn7ObTMq1SM4bF0a9P0QN6c8JOaUIgiAIgiAIgiCIUDZt2oTnn38ee++9t2ffvvvui0cffdT6/eijj2JsbAyvec1rPOXE/lbPSRDEaELzFk3S6XS/q9Bz4igzEE+54yhzHKB29UI6cUL68EI6iZ446phkHn3iJq8fW7ZsAWAs9XOzePFivPzyy6hUKkilUtiyZQu22247MMY85QBg8+bNLZ/TTaVSQaVSsX4XCoWmZSnrFNOnE6g/dAbpzwk5pUwkKX6TxuIoMxBPueMocxygdvVCOnFC+vBCOomeOOqYZB594iavHwsLCwDg6yASL9kLCwtIpVLWv2HlWj2nm0suuQQXXnihZ/v09DQ0TcPExASKxSI0TYOiKMhms5bjSmEaUgAykgYAmNUSGJNUKIyjUCggl8thdnbWqgdjzKprPp9HqVSCqqqQZRnj4+PWcqx0Og1JklAqlQAYsYPK5TJqtRokSUI+n7fKplIpKIqC+fl5AEAul0O1WkW1WgVjDJOTk5ienrbKJhIJFItFT1kAmJqawszMDDjnSCaTSCaTVtmxsTGoqmo58KampjA7Owtd15FIJJBOpzE3N2eV1TQN5XIZADA5OYlCoQBd1x06rFarkCQJuq5bZcP0nclkHO3t1qFb33Yd2su6dZhOpyHLsqVDt74nJiYcOmxW324d5nI51Go1hw6b1bddh0LfhUIB5XIZ2WzWocPJyUnMzc0F6pBz7qtvtw470XfYPRumb797VtyfjSCnlEmpVPI1dlGic0DTAVkCpD4kgOiHzINAHOWOo8xxYJTalXNA1Q1bKLvG/a3YylHSSTcgfXghnURPHHXcK5nDbGWviVs7x01eP8SLrn12kkC8KIsymUym6XLNntPNueeeizPPPNP6XSgUsHTpUkxNTSGfzwOA9a9gamoKAKAwoKjLqGj1GVNFPeE4RpQV2Ge3uANVu8va75VcLhda1p5dMJFIYGxsLLCs/be77OTkZGDZZDKJbDZr/Z6YmAitk13nfmWnp6ctGe1lg/QtaFeHjcradRilvu067ETfyWTSUb4VHfZC363oMKysqqpoBnJK9QExoNC48VvTjMGF0ifnFEEQRL/w2EPTAaXIAIOPrYSxj2wlQRBxQthKVa9vk3QgQfaQ6CFiiZ1Ycmdny5YtWLRokfViu3jxYtx7773gnDuW8IljlyxZ0vI53aRSqdg7CgliFKB5qCa9Ssuo6UBFq79kCXQOVDXnYCNq4pqKMo5yx1HmODDs7arzAHsIwx6G7QuylcOuk25D+vBCOomeOOo4Spl1DpRVr93TOVBRgZoW2aVDiVs7x01eP3bYYQdss802ePjhhz37HnzwQey1117W77322gulUglPPvmko9z69eut/a2es5vMaTQ3oxOoP3QG6c8JOaVMxPTQqNF5+H6th06pXsk8aMRR7jjKHAeGvV07sXdBxw67TroN6cML6SR64qjjKGVuZCt7+UHTTtzaOW7yBvHud78bd955J5555hlr269+9Sts2LABxxxzjLXtHe94BxKJBL71rW9Z2zjnuOaaa7DDDjtg1apVLZ+zm6SlPnWcEYH6Q2eQ/pyQi9ikVqv1uwo9J44yA/GUO44yxwFqVy+kEyekDy+kk+iJo45J5tEnDvJeddVVmJmZsTLj/fznP8ezzz4LADjttNMwMTGB8847D7fddhsOPvhgfPKTn0SxWMRll12GPfbYAyeeeKJ1rh133BFnnHEGLrvsMtRqNeyzzz6444478Nvf/ha33HILZLkey6nZc3aTBCOnVCfEoT9ECenPyVDPlPryl78MxhhWrFjR8bnimFEjjjID8ZQ7jjIPAt20UX5Qu3ohnTghfXghnRhEaZ/iqGOSefSJg7yXX345zj//fFx99dUAgB//+Mc4//zzcf7551sZtZYuXYrf/OY32GWXXfDZz34WX/3qV3HEEUfg7rvv9sR3+spXvoKLL74Y//mf/4mPf/zj2LhxI26++Wa8733vc5Rr5ZzdQgcFY+uEOPSHKCH9OWGc8wYLygaTZ599Fq9+9avBGMOyZcvwP//zP00fWygUMDExgdnZWStivTsIX7uIQJSce4PxcjN+SiOSPQpa2S2Zh404yj3oMvv1yWGnXRvVii4GvV3D4GYcvU4eQG5bqXOgphk6ocQRBsN8j0RFqzoh+1SnWV3E8b6LSmZhK8PCPzAA6UTXL90Qu8w6B1TNqExCApjLNgftGyYG9b4eRRvVLq3o4uS1DwIBjqnr1uwTQe1Gi0HtD8NCXPTXbJ8cWhfd2WefjTe+8Y3Ye++9u3K+mZmZjo4XzigRmFcE461qRiwAsa8ZxHFRuws7lXlYiaPccZS533TbRvkxjO1qt5WdmjhhK3XdCPRb1YDpmRkrcUStB3Z00BnGeyRqSCfR26c46rjbMtttZaN4pIocvj8qZmZmLKdZVTPGviKBRc20zX77xMfbYSOO9/UoMynT8qlOoP7QGaQ/J0PplPrv//5v3H777fjGN77R76pYBGWD0jlQ01sPQike3MP40CaIuDOINmpQ6HaWUZ0DVd2bpQ8wtpEdJQgnZJ+GA7utDPqYLktAWgGUPo3mxQoAP6eZZtpmv32q3puPrwRBEMRwMHSBzjVNw2mnnYYPfehD2GOPPbp23k7XK0f1XOUImljaOVGt0R504ih3HGXuF1HZKD+GsV2jfgfx00mUdnTQGcZ7JGrirJNe2ac46rjbMrttpXBMCUeOIgGJPs2QEiST7cs8jP6oON7Xo0xFH8q5GQMD9YfOIP05GTqn1DXXXIO//e1vuOeee5o+plKpoFKpWL8LhYKnjKIMnSo6Jo4yA/GUO44y94tWbVQz9ikIalcvskw6sUP3iJc466RX9imOOu6VzMI5NQihSOSYtXMc7+tRRh3OBUMDA/WHziD9ORkqbbz00kv4whe+gPPPPx/bbLNN08ddcskluPDCCz3bp6enoWkaJiYm8Pzzz2NsbAyKoiCbzVoDr0wmAwBYWFgAAExMTKBYLELTNMiyjFwuh9nZWVQ0IJ1OgzFmlR0fz2NhoQRVVSFLMnLj45idnQEApFNpSLKEUqkEAMjlxlGplFGr1SBJEsbH85idnUFCAjLpFBRFwfz8vFk2h2q1imq1CsYYJicnrYwYqVQKiUQCxWLRUxYApqamzBgAHAsLC9hmm22ssmNjY1BV1RqATk1NYXZ2FrquI5FIIJ1OY25uziqraRrK5TIAYHJyEoVCAbque3SYzWah67pV1q7DRvrO5/MolUwd2vQNGPqWpLoO7WUlSUI+n7fW66bTaciyjPn5eRQKBeywww4ol+v6npiYcOiwWX0nk0kkk0mHvmu1mkOHQt/usm5923Xo1rdbh5OTk5ibmwvUIefcoW9xf7t12Im+x8fHHToM0re7rN89K+7PYacdG9WMfQrqL9VqFRMTEw3tE+C1T+62Hh8fd7Rfs23dSn9JpVLQWALz86IP5FCrmWUBTExOoTA7A51zJBNmfzHLZrNj0FQVlaroL1MozM5C50Z/SaXSKBbnUJwrYNvtFkPXNJQrRh/YZtEkZofEPvnpuxP7VCqVrIHPoNqnoHs2KvtULpex1VZbkX1qgnbtU6FQwHbbbQeg8fgJGBz71Oz4ya+/vPTSS0in01bZTsdPFQ3IZLLgvN638vkJlOaLUDUNqYSCfK6/9mm2UMT2OyzFzIypw2QKsqKgVDL1PWbqsFaFxBjyE5OYnZkGh2GfpHTSeh4Mg30S91in+u7m+ElRFOs30RpjkooZLdnvagwt8/PzSCZJf+1C+nMyVNn3Tj31VNxzzz3405/+ZDXim970Jrz44ouhmWP8vvQtXbrUEQV+enoaU1NTLddJBKL0i2fSDRiMDFP2ads1c42+1GEWk3ZlHnbiKPegyzwqmWPasVHN2KcgBr1d/Sir0Z5/ZmYak5NOnfQqo+kgMoz3SNS0qhOyT63bpzjed63IzLkxblR1Y5yXsNko+74w3MdFQaMx50svT2Ms3347p+Tmx7BGdlVj2Z8iATJr7liRbKjV4/wY1Pt6VGxUN2hFF2fddF+gU4qy7zVmUPvDsBAX/TXbJ4dmptRTTz2Fa6+9Ft/4xjewefNma7v4erBx40bk83ksWrTIc2wqlWq4bjOXy7VUn2YHDY2QWHhWFQ4jiKQE4yFqd36JYOgyMx60rT5kW5V5VIij3HGUude0a6OasU9BDGO7JqT6C4IbCUaGpk5w60SR4uuQAobzHomaOOqk1/YpjjpuRmbO6wlwrG0wgn4zGLaq2Y+c4rhOP1AG1dP9wdVvzJkfz4FJwWPhsDFus3XWzbrYz6PqgGqeQwpwMtmdWPbjNJjOqTZWbsXxvh5l5rSheQ0eSKg/dAbpz8nQLKbdtGkTdF3H6aefjp133tn6W79+PTZs2ICdd94ZF110Udvnb3V6fqcOKZkZX4iSsvFvo8wpOoIHKu3WZVSWJLRKHOWOo8y9Jmob5ccwtqssGXbPbvMkYQ+V5uxhGNWKoRNhY/uVlWpQGMZ7JGriqJNe26c46rgZmd0OKTsc7c2617nhnOomYSsA7GPOarUKRTJsrWxzDIltYowr+exr1ilUDcjuB9Rncbnhpk78DuMhxzWsSwzv61EmJXUxFXAMof7QGaQ/J0PjIl6xYgV+8pOfeLZ//vOfx9zcHK688krssssubZ+/Wq1ibGyskyo2jZhybf1mgGJ+TWrnIQm0l8WklzIPEnGUO44y95qobZQfw9quwuaJlxj7V26xT8xGbZVqrYoxjPU9K9WgMKz3SJTEUSe9tk9x1HEzMkeZqbmX5xP7hcyMGeNaxdzhtulJuZ41sNsB2tuVnbeRljWO9/Uok2Q6Sv2uxBBD/aEzSH9OhsYptfXWW+Poo4/2bP/GN74BAL77WoENQhqTHhNHmYF4yh1HmXtN1DbKj2Fv1yiqLw25TrrNsN8jURBHnfTaPsVRxyRzuE0fBfXEsY1HmaEJqjygUH/oDNKfk5gvbKgzOTnZUvlOwsMPihFsVeZRIY5yx1HmODDs7cpDZ4dytGMt8xOTHdRo9Bj2eyQKSCfRE0cdD5vMnAePZY0cSI3t77DJ3Clxk3fUmaXMex1B/aEzSH9Oht4ptW7dutDMe83SbDrVTrPtiUFARa0PBrgZjLHdpXtAyzOQATQv86gRR7njKPOg0C0b5cewtquwoxXNiPtRVev2j3OOmsbNuCsMrTqmRLrxmtbZx4NRYVjvkSghndSJyj7FUcfNyBzVd/FWzivGnBWtboO5zf5WVQ49xGFlv16U7axz49nQiHZ12s4khTje16PMpEwxfTqB+kNnkP6cDM3yvUFA04MDVDbC/XDXuZEaXWLNvXKJ2Ct+zjCR4pYgCGLQ8bOjOkT2Ke7K9sTNFw5uTnM2goBIMGyn6hfgVlyHA5rWeQpwgiCIbiEy5QVlIA2CwbBjfjZPZMNrBlX3JsYRWfUYODTPGNe4oH2ZSdRjTs6bC0TOEJxdVcSxUjVvRtew4wiCIIj+QE4pk2ZSHrfjkGr0pb7RoESCETxSjAcU20wte1redmg3Df2wE0e54yhzHBjGdg3MPMW55+UBEG4oY79kvmgImyf7zFxNJZ06UXVAkqOboTDoDOM9EjWkk+iJo46bkZmZCR4k1nzm5KQte53M68dJABS5eecKD7ke5zwwix1jxn5ZAhISc4w5o2hnrYmkP818bJCYkdFVN2eGcRgOQamDjxRxvK9HmQof+gVDfYX6Q2eQ/pyQU8okkUj0uwq+KDI8WUwSMtCN2g6qzFETR7njKHMciEu7ivcTWfLaQ1kyZkQJlJjopFnico+0AukkeuKo41ZkFllGGzml3DN6xHHNzozqBuLjquLjzOlXO7civ8SAVJfeduJ4X48yNXJKdQT1h84g/Tmh3mhSLBb7XYWeE0eZgXjKHUeZ4wC1q5f5edKJHbpHvJBOoieOOiaZR5+4yTvq5KQmgpYRgVB/6AzSnxOaKdUFuG2NXrfTO3KxdoUgCGLI4ZxbX93bsZV+y6GbCWZOdpQgiH4gMowy5l1m1+tEDJ1er9XjdVN2v2V2Yfuarcugxgm0Z5XtZKkgQRBEnCCnlEkul2tYxp0HSjij3NsYnC9cxnr89uolgj12EjsqiGZkHkXiKHccZY4Dw9KunBsBzKuac5vbVkqM+dpVUU7jHNDqSzf8YrKMjXl1EqUdHXSG5R7pJaST6Imjju0yC8eEPaC5iAHFYMY5aiKeVDeCcXPefPyqIBhjqOocCpx21K+d3VmqVTiDo9uDmNv3iXM2I3NF6zw+VDs0uq813dnmDEbIDQqqPpgUNXoN7oQ42vluQvpzQsv3TKrVxmlBk3L9ZYhzDg7/QOUcdYeVeFj6PTSbfZBqZmYUb1aUzmhG5lEkjnLHUeY4MAztqnOOsup0SAmctpI5/7X/WbaSWfawovm/ZNVq/jqJyo4OOsNwj/Qa0kn0xFHHQmZuOuBrrgx7IstoRWvskBJJHTp1ZojMeo1jVzGkFf9YTfUPBwyqbmSOFnbU3c6abtpZ1+BY1et22x3EXNUNvdhnFzUje808rpczzoLua86Bquptcw6jjr2uJ9EcSSlmA4IuE0c7301If07IKWXSzI3BzOCSKTncoRS0izHnX6uQU6o7xFHuOMocB4ahXbWQ1OfBtpKZf+KFqHmD2Ugn7pelUWcY7pFeQzqJnjjqWMis88aZlcNIyt1xSAHNjRuTsjmbR2JIKgzphH2s6l+JIKdUu7OxuKuuwjGVlJs4bhCcUoBv9lhBo2yCRH9IMnJKdUIc7Xw3If05IadUG4iUvgRBEESUtG5oyTQTBDHM9HKpF/O5nsQYpBY/BkQFLXsjooR8hQQxOJBTymRqaqrfVeg5cZQZiKfccZQ5DlC7epmYJJ3YoXvEC+kkeuKoY5J59ImbvKPOrJbsdxWGGuoPnUH6c0JOKZOZmZmmy9oza/QSHd416ZwDNc34a3W9eisyjxJxlDuOMseBQW9XEeC8lxRmZ3p7wQFn0O+RfkA6iZ446nhmZqYr48NujS+bqQsHh+4aPHIutgUfrHPj/PZ25h0uWxxkODeWF77w8oyxJH1UBY0ZEzItn+qEONr5bkL6c0JpB0x4E08Y8YCvhTyQxENZYmZ2Kdt6fPcx7cSVqpiZpyQYTir7+n1N82YxCaMZmUeROModR5njwKC2q3BG1VTXS4o7Jbp3UxPndv72phoP10ncll4P6j3ST0gn0RNHHWs6NwJad3ieqmaMIRNtZgttJtueleWUAws6kJA5FGYcV3MkpeC+caU4zADqGoduZtrr9AOEHPCZXGbB52aI3qbrpk6MuFccNd2bVU8sdgxSAS1DHEyoWTojjna+m5D+nJBTyiSZbDyFs6bVAxkyxqy3IyODVH3wIAYEjAESnJml7Ih7sdVBR9hAQ9UBDUZwyEbnbUbmUSSOcsdR5jgwqO1aVQNeIlxeKCOzXmMDGGYr3fuSCX+dyMyZyjwuDOo90k9IJ9ETNx3XNIDJyVCHlHBkMDR2Gomsea0GPBeZ/3zNr+0FSIxb7fVXA8/JHRlQgbodlZQkqk3Eihb2l8OQ2z6Dq9HH1IQMyDbHULPHdQNVd7aTeL6IrHqKVH+uJOX6h2sBE/WkdSkDSZVTw3RC3Ox8tyH9OSGnlEkzN4b7uctsXigxldmOcE7JEgucWRXFw1RMum506rh2hjjKHUeZ48CgtmujL+bNOqPcNGNH/XSSiPFLwaDeI/2EdBI9cdOxzsNllmA6pExbpZgJcypa4CHWeVudZRNmfttfYud0RgmaaeekBEhS/SzCeaPz5p1KEgNSSj2ba9TOKIF7+aNbXvt+kQRJMmd2iSDycfsQMkxU9ZgODLpE3Ox8tyH9OaHeaFIsFts+tp2Xq0GgE5mHmTjKHUeZ48Awtmu7DqlmKc57dTKkJrorDOM9EjWkk+iJo479bI+A+Tgn+mGX2l0s4ld/IFxm+7FupDZnrspSf2e8NiuvmB0V52fPMJCTg+YHEs0QRzvfTUh/TsgpRRAEQRAEQRAEQRAEQfQcWr5nMjY2FrhPLMPz3ydiRtXL2jG2txPON7gubvy+xGg6wBp8pQmTeZSJo9xxlDkODFq7imQQfvaQ28qAc3NZAzO3cUeZTmZTZbONdcLNeC4abzU5RD3RhdyDeCbdYNDukUGAdBI9w6hjEdAacAaxBowxlYgtZN8nbB5Hc7ZHIMaV3LX8q9njNN0obw+GLuya3zmt2HviPK7zMp+y7uv61bMVme3n6rYd1TmgmjGnFCm6ZXNuecUyxGbuFWLwmNfpNbgThtHODxKkPyc0U8pEVf2ncGq6EczQHZCSc278wXQ5iQwc5oOQwXjY1h9GnUXY5z4xq8L2aWaQzLDUtUEyjzpxlDuOMseBQWpXYStrutMeAv7WT+eArhupx7mrjOG34g6nf7MvGJpLJzKzvYiZL20Vrf6hQfx2v8zZsR8nXkBVU95BTw8+SPfIoEA6iZ5h0rHOjeQMIkC4CGJdVc1+rppOFPs+rW4DRGBrt+0RiGDXAk0HKqo7y513LCexemY5zp3jUY56MPSqajhkyqrfWNV+TmY5+5m1pe7AsfYF2lruOaemqqGfXBUfp1k37Sg3HYlVMxERh9EeVc0bD6odFMn5Sdmvje33QyXgXhnkZ0Q7rFmzBoyxwL9NmzYBAN70pjf57j/88MM956xUKjjnnHOwZMkSZDIZrFy5EnfffXekciisiSj9RCDDZOcHEdKfE3IRm1QqFWSzWcc2TXdm0XDj+dJk+wQlyczMWOJ8XNuz9PWCmm5mB/G5pp/McSCOcsdR5jgwKO3qtZXM9iISPBoPm0PKAUguY2l/uQmyo5VqBZls1jelek0PflFRdYAz48u2G3vmVXcdw2zsIDAo98ggQTqJnmHRschW54cOQA8YA4oZMnaE7bHjTrIgHEthiCx99hk27qxudrSQ2fy+52cMAK/PSLUZ1Ppvd43s/xpIDOBqBSkla81UElX0y3YahR0NChQvHEKtZi90I7my6vm1MeB/P9j3VTQg1URW7GHhIx/5CA455BDHNs45PvrRj2LZsmXYYYcdrO077rgjLrnkEkfZJUuWeM65Zs0a3H777TjjjDPwqle9CmvXrsURRxyBe++9F/vvv38kcqSYjoVIzhwPhsXODyqkPyfklAqhk4CQfg4psS8Kws47al9oCIIYLEJNDAsvEORgYmjfjooMT96LhR8XtLuRCSUbSxDDSZRd1551rpXrJX2cF92vZ4iHnzHzgsGfDYSzRhwqMSCp1B0zfo6gRnNSorCjvAvRM0RWPaLOfvvth/3228+x7Xe/+x1KpRKOP/54x/aJiQmccMIJoed78MEH8YMf/ACXXXYZzj77bADABz7wAaxYsQKf+cxncP/993dXAIIgBg5avmcyNTXV7yr0nDjKDMRT7jjKHAeoXb1MTpJO7NA94oV0Ej1x1LHb9rT7EbK3s2nCLha8T+xxt7PERjeGEmP0fAnje9/7HhhjeN/73ufZp6pqaKax22+/HbIs45RTTrG2pdNpnHzyyXjggQfwzDPPRFLnGS0ZyXnjQhztfDch/Tkhp5TJ7Oysd2Nkn9B6+1k96Gq+MotjQmJYDTszM7MjK1sQYW1NDC8D067cHRWqfxTC7FoP6zEoDMw9MkCQTqInKh0P8tgkzPYIGtfdv0B0MrdzYg5uHuduZ3sswO5cKxravY+aaeM4UqvVcOutt2LVqlVYtmyZY9+GDRswNjaG8fFxbL/99jj//PNRq9UcZR599FHsuuuuyOfzju377rsvAOCxxx6LpN55uda4EBEIPUs7g/TnhJbvmei2wAEim4oatuQk5FxBS07EPsD/S5iVHaWNr0xhMVZ0M7ikO8OJ7hMswZ6VCjDiIUSVxaQf6ByoqDoqmuGRVWKSGcWvrYnhp9/tyjm3Ym2IOCWer+u8XraVjHqh8aZCbKXOde/SFzPmSqN3EPfprGxWjY4bYBvS73tkECGdRE+3dSwytum8Hjhc7vCzqh4ST6qpCrniMenclNm0NRVXTCNNN/7CzskBVGocScWwqWI82krMqBaEaCs3tLCnNY1D0zRzG0dNs2ed42ZMKWbt4+aSwKDngMYBSY92zGmPfeUXu6vx8e3f11VtdLPx/ed//ideeuklz9K9XXbZBQcffDD22GMPzM/P4/bbb8eXvvQlbNiwAT/84Q+tclu2bMHixYs95xXbNm/eHHjtSqWCSqVi/S4UCk3XWxogR+kwQs/SziD9ORkqp9Sf/vQnfPGLX8QjjzyC5557DtlsFq997Wvx6U9/GkceeWRH504kEgDqKYEDv/OIFysOaGZac6D+4GWMGVk3dG7FEnDss07MrX3GQITZriGOq19XYsYDtN2BiaoDGpwDOSGzuKbGvZlbanp7D+5Bwz4QUURbwxgk+AXkHDXsbU1EQ5T2KYh+tqvOuSPDEefCinGHzdM5h6pzKJJ/8gfzEINGfdDlWPKzlalEAglXYOGwhBUCYQfEef3soR+KNNjxRqjve4mjTnptn7qlY/eHMqAeGFvV2xub2B1cYTAY59Ytu2P+h22cZ/jiDbuWUBSrfuI6FbVev8D5pKZjS+zTOLBQAxRJZCZt38AIGTSX4bRMLrN/LA2/jn0GlAgkrrEEKir3ONtqmvEnS9xhR0V26qBnQatjzqQcPGZXbBmwg+6jagsfKCUGZJIJ3zCJvnp2Ia43imPO733ve0gkEjj22GMd26+77jrH7/e///045ZRT8J3vfAef+tSn8MY3vhEAsLCwgFQq5TlvOp229gdxySWX4MILL/Rsn56ehqZpmJiYQLFYhKZpUBQF2WzWclwxACmmISMZztVZLYExSYXCOAqFAnK5nDWbJZ1OgzFm1SWfz6NUKkFVVciyjPHxcczMzFhlJUlCqVQCAIyPj6NcLqNWq0GSJOTzeatsKpWCoiiYn58HAORyOVSrVVSrVTDGMDk5ienpaatsIpGwlkLaywLGcrCZmRlwzpFMJpFMJq2yY2NjUFXVcuBNTU1hdnYWuq4jkUggnU5jbm7OKqtpGsrlMgBgcnIShUIBuq47dFgqlZDNZqHrulU2TN+ZTMbRnm4duvVt16G9rFuH6XQasixbOnTre2JiwqHDZvXt1mEul0OtVnPosFl923Uo9C1kc+twcnISc3NzgTrknPvq263DTvQdds+G6dvvnhX3ZyOGyin1t7/9DXNzc/jgBz+IJUuWoFQq4Uc/+hGOOuoofPvb33asRW4VYfjCvppx80Guano9HS4XDzJjg2Z7IukahyQxyxOvup6G9uOCcD+cRepi+1HNPtjEQE58hRIyi/MGvYCJB2l6qO4WJ/ZBSyqVduzTOADdP+vWqGBvayIaorRPQfSzXSuq13qJr+5iBlWlpkEz3/xqGkdCZobDiAEAC3zVYnC+IDWzzELYSmUsbdnEsIxVAr8XEo7GDinJvN6gv1hQ3/cSR5302j51S8dhmeU4jGd7qsWxidqEQ0o4m8VkKM38sCWcUVYdbB8ak6m0r63SbTPZ7RlEjX+5c4MNLWQGvB33OYF6sgfxcVQXM5tcds3r2DesuPOc9flU7lqmUunA2V9+dpS7Puj6zYltZcxpz44nZrXa207gdkjZ0dH8fTSWTUOWnR8t7NdTmvigMWpjzmKxiJ/+9Kc47LDDsNVWWzUsf9ZZZ+E73/kO7rnnHssplclkHLOdBOLFW7xc+3HuuefizDPPtH4XCgUsXboUU1NT1nJA97JAEcunoCnQIKGi1RujqCccx7jj/tht2/j4uO95BXZHWy6XCy2bTNbjWyUSCYyNjQWWtf92l52cnAwsm0wmHdneJiYmQutk17tf2fHxcSimM95eNkjfgnZ12KisXYdR6tuuw070vd1221n6A1rTYS/03YoOw8qqqopmGCo3wxFHHIEjjjjCse0Tn/gE/umf/glXXHFFR4Oqubm5hgHHagFPNJ0DLOhhp3PwgFGFzgE5ZMTBufdrkchwUlE7fxlqRuZRpFici12wyri2dS+J0j4F0c92DZxNCmA+IE93TeNISAxBDimxrZVlfoDTVs62qBO/L+TNOMGGwSEFUN/3I4466bV96pWO25k83ugYhvqsScB0NjDTKRXkIOPAfLGIiSbHFn6OpODaNIf9nIor85/EDJsV6ECyHGDO6wmnnB5Q0XbHU0HXaweRHa++cqHjUwYi7muF1WfI2q9n3SsxWpVzxx13+GbdC2Lp0qUAgJdfftnatnjxYmzatMlTdsuWLQCAJUuWBJ4vlUr5zrJqhnFZpWDnHRDHZ2k3If05GfpA57IsY+nSpdaUsrgwDC9DBBF34mqfGhE4Q4qxlh1SBEG0B9knf4bdBDE2/DK0Q6/lDrtenNR/yy23IJfL4aijjmqq/NNPPw0A2Gabbaxte+21FzZs2OCJB7V+/XprP0EQo01fnVKFQgF///vfWz5ufn4eL774Iv7yl7/g61//On75y1/iLW95S0d1sU/bCyLo4SOyjfhlHOG2/b7H2rKY+J/bf1s7mUPc9WxG5kZ1iQKdN55a3wnZbGtyjwKttjUxWPYpiEFsV855SPCU8ON0PSxzU6PjjX+7YdfatXWcGzMRBik72CDeI/1mFHQy6PZpkHUcNn5quC/kvOlM1rMtbHwYXkcOPWhcGbovWIZGpjlwHBtS9UwE46l2x7i9YJDv637wwgsv4J577sE73/lOxzIlwLBR7iV5nHN86UtfAgAcdthh1vbVq1dD0zRce+211rZKpYLrr78eK1eutGZXdZt5fagWDA0c1B86g/TnpOtOqQ0bNuDII49EPp/HokWL8N73vhdPPfWUb9mvf/3r2HnnnVu+xllnnYVtttkGy5cvx9lnn413vvOduOqqqwLLVyoVFAoFx58bkUEk7OtGQpaQkBlkc46wNdiAsSZdB6yBgv3BL/7b/cC3O7mCnFM1vT5lnJsxDexxr5p5cHNXncoaoOrcscazma9LVa1B5pgO4dy4hvirqN1zTjmyDmrepUWj/lVR85E5jgyrfQqin+3qFxRW0zgWqjYjYTOEMgMyimTL0mcWMV+wjDgc3Ix7Il7kmownxYxsqaoOqGpdJ810axEw2bKxenjmVT84N2KSVDTjfMJWDsJLFfV9L4Oqk1GyT93ScaM+3Mog1si+a0/OYI/tVP9vdzld51iocQjLFuTY0TXNMc6zj7t0DsuuNYJzbo4nDZuo6bp1XpE4QtO5a5/T3tR0WBnvOOdQNY6yLayHnwx1ZxB3XC+sxn7jKQEDIDHvUm0jZqC9Js7rCypq98acjcZ4zY4Bm72vu3W9QeeHP/whVFX1Xbr3hz/8AcuWLcOZZ56Jb33rW/ja176GAw44AD/84Q9xyimn4A1veINVduXKlTjmmGNw7rnn4jOf+QyuvfZavPnNb8bGjRvx1a9+NbL6y5R9ryMG9Vk6LJD+nHTVRbx582YccMABeOGFF5DJZCBJEn74wx/i5z//Ob7zne/gve99b1euc8YZZ2D16tXYvHkzbr31VmiaFhrZvZnMDC+99BLGxsYgywpSmSymZ22ZAjiwUBaR6ydQKhahqjXoTEYmO4bi3CwAIJXKgDGGcrkECcDY+ATKCyVoqgpJljGWG8fc7AwkCUinDf0sLBhR7nO5cZQrZai1GmRJRm48j8LsDAAgmUpBkRWUSkaU+7FcDtVKFbWakSkgPzGJmelpgAGpZApKIoH5eSP6fzY7hlpNZGZgmJicRGF2BpxzVMoLWKwoKJnR8zPZMZQrKspVkSlgCoXZWejcyBSQSqUxXZwDAzA5PgZdb5yZwahD48wM0zMFqBzIpM1MAULf43mUF0qArkJR2s/MkEqlAUlGoTiP4lwB2y/eARVT3wlZwtTkYGZmEJkwOs3MUL+/hzszQycMs30KymQi7knRfmFZOLqdOaZUmIamA1IyBVmSMVMoQudANptDrVpBTTXaOjc+gep8wchilUgikUyiZLNP5WoNtWoFMG3ZXGEGXOdIJJPIpFKW3ctmx6BqKqpmf5mYnMJcwWmfZopzKM4VsOOSxeCmfeIcGMsbfUvTdSQUBelMFnNzor9kUeb1vpXPT6A0X4SqaVBkU9+ibDoDmQHVygIWmKHDuWIJ5ZoKRZaRHcuhULD1FyZBrZTAWP8yx5RKJUu2QbVPvc4cUy6XyT5FbJ8KhQK22247AOjYPoHJyIyNY8YcE6VTaUiyhOpCCRID8vnGma1mC/PQeMj4CUDSHD8J+5TJjkGtVVGp1suK8VMiYfQXuy0rFGZQqZTBYbNPet0+FYtmfxkbA3QdlUoZMuPIT0xieqYATdMgKQmkMxnMmzYnncla4zUAyOUnUJqfh66pkBUFmWwWxUIBksSQMWdqlU0djo/nMV2at8ag2bEc5iz7lDH1XQIDkBvPo7ywAFU1dDhmG4OmUmlIsoyFkrA546hUDH2X5ovI7LAUszOmDm3jVcYYxsZyqFYrqNVqxj0wOYnZmRmAGfYpkUga41UOZMdyUGs1VKt1G//iyzMAOMbSSaRS7dsnTdNRWihD40B+YhLFuTlounHPjo8ZOmSssX2q1Wqe4Nt+96wkyciM5fDyjPN5sLBQgsyAifw4iqXujJ8URbF+95pbbrkF2267LQ455BDPvle84hU44IAD8JOf/ATPPfccJEnCa17zGlxzzTW+MexuvPFGnH/++bjpppswPT2NPffcE3feeScOPPDAyOqfljSUtRGJON8HyuVyaBB6IhzSnxPG210r4cPHP/5xXH311bj00ktx1llngTGG2267DaeffjpefPFFXHPNNfjQhz5klb/wwgtx0UUXdewpPPTQQzEzM4P169f7xiOpVCqOKaQiM8Ps7KwVsX56etoRbEzM2glSTk3TraxSbsKC9YrMd2FxU4JzUgUTFC8yKDglAMzOTGOrRVNI2vKZc95cxipFcgYC7QTOjRkGYSTbSPscdK0XX5pGfnIKsk+GllHFfX8PZprLNgAAur9JREFUGoVCARMTE44+2W2G2T4FMQjtyjnHfFXHQtXf1igyQ1L2jxWlcx44G1JizLSXIbbSZ9fMzDSmJqc8mZR0Hp5dtRn87FC5QVKRbtrKdhiEe2TQaFUnZJ9at0/dvu/E2EQ1MwgrUguZh3njfup/XPgsIfflZ2emMTE51dTci5QMyJI9y50xGysoQ1wYYjZSkI1thJ8aGx0ljhEye/b5No5xVr96NqpmQjKSUnQK52ZGxzbuI6D1+1rMvtU5Ih1z9sJGDQut6OKsm+4LDHR+3Zp9oqjeSEHji86Ii/6a7ZNdHSrfddddOPDAA/HpT38akmQs0zj22GPx0EMP4TWveQ0++tGP4tvf/nY3LwnAWIv80EMPYcOGDb77U6kU8vm848+NO6UjY8YDJIio/Bhtn7eNA/MTk97TNJB72GEM2HqrSaSU1gcjw4z7/o4jw2yfghiEdmWMhWYRDaOTTyJBV5zwsWuA8QLSiWmzZ3caJgbhHhk0BlEno2afuq1jMTZJKa1nvuzVAh2/MVUQsmv8wRiDIvfewHR6RV+ZAxun/UQW3WpDZjqi2rmPgNbva8aM68RtzDkszGiJfldhqBnEZ+kwQfpz0lX3w6ZNm7By5UrP9qVLl+I3v/kNVqxYgY997GO4+uqru3lZa+qsmAbeDq3EcRkVinPxkxmIZ1vHUWY3w2yfgqB29RJXuxYE3SNeBlEno2afBlHHURNH2xM3meN4X48yebmNKZSEBfWHziD9OelqTKmJiQlPpgXBokWL8Otf/xpvfvOb8YlPfAK63nr0wueffx7bbrutY1utVsONN96ITCaD1772tW3VG0Bb9YkCjt6lku2lzLptunS/Z2KFya3ZplkP46wIMTUdcE4TH5T7u58Ms30KYhDalZuBdwcFLUAnnAOdaEs3g/AO25fuTu4RYbeH1R4GMQj9xs2o2ad2dcxtS/Qk1nx/G4QxRisy6zog25ajcc4DQ0JESadjzl71Je5jfzu9V9qxa4NoO4j2kSjQeUdQf+gM0p+TrjqlXvnKV2L9+vWB++0Dq9NPPx277bZbS+f/yEc+gkKhgAMPPBA77LADnnvuOdxyyy3485//jK997WvI5XJt111RvKoIelhxziG5MkjZ98Fc3885d0xVNuITGDEE/PYBRjwpDt72FOdWUJQEgmaLywyhsQ2afZCLQYM4l1jLr7his/hr07m/W/i1tW5mNhTmQdMMHQzLdGu/WGAqjDgMEvOXOW4Ms30Kot/tWtM45isaaoFhbTh0HYDMPDYPMO7NIDvDG3mAAnYlFMXxUtpsnLxGcBgxqRTJ+QLULVsZFe3cI8NuDxvR737jx6jZp1Z1LD6oqOZNp3GjiycaxJNsZozB0HiM0Q5uh46ihC8FEjZQ5xzFKpBSOFIKg8aBhaoOjdvq7EzPDLD6cmdHH+SwxoweG8t5oNz1Mad5ep/xqDgubDzaSOZuoXGAa+aSO3jbvK17RTOWi7jHo2EMou0g2qfGRzheSQ+g/tAZpD8nXe2NhxxyCB588EE8/fTTgWXEwGrPPffEk08+2dL5jzvuOEiShKuvvhqnnnoqrrjiCuy444746U9/ijPPPLOjumezWc82iZnBKG2BKAHjQa2ZD3tBPQUwUFV1lGu6La15fUig6hxVlZtf3Z37dG6c15Ygt2G9JWasVU/K/o3pl44XMGSaHM9ADngSJ2TjnO69sqmTZh7guhnA3P3CpsN4uRMvsowZ10r4CKBIxvW6+SLkbuuaZtTH/c6qmfUfoEkgvoig/H4v3SI9vcjKE2eG2T4F4We3ekWxomFmQTPuO1f/tNvDms4xV9FQ1Zz2kHMYTnqfczMAckBwdGHz/OyQBCCfy1qBxcP6RjtwOFOtA92xlVHS6j2i6uH2sFsp2vtJP/tNEKNmn1rRsRgrqK57SziCg5zejcYY4nyM1WMItUJSYciY4ys3jJnOLlv/TmUygQ4gYfc0zXTUA6iowGxZR7GiWzLo3JDbYSthzKwSNkfMGhL7NN34QOAeV3rq4hpzchi64tZu53jUEfPP/CEzIJMA0oph29JdyhzVaIzHWP1+8GvzRveKpjd3rzRiEG0H0T4LOmXe6wTqD51B+nPSVafU6tWrse++++KXv/xlaDkxsDrwwAOx0047NX3+97znPbj77rvx3HPPoVar4eWXX8bdd9+No446qtOqB67rFEEKk7L4eqxD1bg5jZhZTh9NB2qqjpq5DzAGCRVVNwcNzixTqsZRU7nvPp1zqHr9TY8x559ABE8UU5eTCnxnPjGRmcX8nZKBlMJQNNPlBiHZnEWy+O8WHESNXl7sMltBTGXDESVe6KL4Mu9u60ZOp0F/CeMId19yALO0bnmo7VMQ/VyPXlFdd53NyHCYmfUc5XUUq5q5z/kVXthRIxuSEfBXYsxj8xSpngFPOLOT5oeDhGTYQHuMk0Z9o13cJqFTWxklrd4jrdjtYWUQ4ziMmn1qRccNn8EB+xvdq/b9IsB1WnEHGPeOrRgzyikSIEkMCZkhm6jbHWPMxSBJhuNcOEyC4iuJ2Zqa3pw9EuXdziixT/x279N0DlUTTv/6Dvv4DzBss8PfZB7rNx7lHNDNfUkZSCeYJXs6wVCer8ts6MLf6Ll1HFSmnePsBN0r3RrnDaLtINonL9f6XYWhhvpDZ5D+nHR13tjrXvc6PPDAA02VnZqawrp167p5+UiRGALX+zPGQuOYBGWY4gjPPhX0IBbb/b7ABy2HEQMF8eLXLIwZL1m9+pbAGKAMwIscMXqMsn0aKFiIzePBcZnCsk/ZbZ77WIkB0gB87Oy1rSRGC7JPvUE4lfxGbGF2xnCe+zuVGAsxemjfkct5cOiCsHFl6DkbXC9sn9/YMcwRZexvUKEOyxMEQRCjQVdnSr35zW/GTTfd1M1T9ow4TqGLo8xAPOWOo8xuhtk+BUHt6oV04oT04WUQdTJq9mkQdRw1cVwmH7d2jpu8o06Jlu91BPWHziD9OemqU2rdunX461//2s1T9oxGEfDFkj33zCfOOVRNN5aquNbrA41nJRlTpb3HMcDa7ogBYP7WdSPjlXufajuf+5z1a4op2bp5nLGevqLW940yccx2wHn8ZHYzzPYpiH7dy5WajnJVQ03Vfe1MUCYkKz6f+T+BsFeqWo/FV99X/3PbJ8P+cpRr3Fw6zR12rZdLbzk34pn42VH3vl4SR3vXiEHUyajZp37qWIyRNN34147OG89c8isjtvnNfq/HyfOemJvxR4OGgrLEzMQ5XiSf46wxoM+YU+yrqrpnfBh2TqA+iz5syKpqXtusBhg0kU2w6mPTe40Iot8NBtF2EO1DE/M6g/pDZ5D+nFDaAZNyuey7XdM55is65qvOJxrnRsDKck1DxRYhUQSoBDgSMkNCkRA0YVqMQ0T8AN0c7UjMiGNgnQ/Gmn5d544BkaoB5ZoxUFA1jrJaf/CK4/wGAio3AjvOl8qGM8oM8shRD4zdjbghshRu8JU+3X3utg6rB0P/0ks3S6MlmRIDygv+9zcx3ATZraioaRwvzlXx/FzNjJHCUanpUDWnc0oEAZZs/6YTEtJJ2emMgk/gXTMuiu7zIqNxoKwa9spwRtXtVc20h8X5BSOhhE9Q224hM6f9FnZU4047qukB+9TexWZq9R4ZdnvYDL3uN3GkFR3LDZwhQfeke4whnFF2s1FWgUrNcJCIpCbNIIJm62Z/rajO/SLWkj0GU7m84FsXYSvsdZUkQJGdsfTEc1wCINscVcx2TnecPDHO0237RGyoqsYdDiFHGAfbeSXUx5xieWOQTuarRjxUMeYsucYWwhlVs65dj6HqdhBGgT1hjt02N6LZ8SjZjtEiIzVpEAhfqD90BunPCeUiDEHVuMcZJdB03eGMsiNJDElF8gwEGsEAyLLU0hclDnOQ1aK7n8NwTvmJIM6ZkDp7ARHBf93p2Acttbhspni3pwoGDPmDZnwMEsyuZ80WQBr1FMmDLgMx+FRVHf8o+AcF1XTuyuTJbPFZOJK2Eb8n1XkAOueQmb8BqrqDrNtOp+qAqrd/w9tThLv7lGTaLruoNZ9MdaIuQVn/RManTm1sFAh7qLmeDyIBBdkSotuwNscKYoyhcTiSzLjROKBrAGMcrQyWVB1QA/YJB1HgPtdOSwZuOKTq2+s7GGeQGXzHjlwPuV6IDDrnkCU/+1vPfSrOzGye9qAwWdz8qCkFeK7cgdLtdYzSJeW+V0Q9G11z0MajBEEQcYWcUiYTExOebWFf2cM++DBzUNGsM6p+HGvruHbJ570y29F550F7RfBf8YIX9hWuV/i1tciyKPN6QM9hG6TYnYCA82XXT2Zi+Ollu9ZCDGLQ8hPA/gW+RXuI9uxhfmIiOJp6A0Qfcv8Os12dTL7uxWSpdu4RkXBCNu32MNrDMMgeRk+rOm53rCDuVQnGrKjgctHfwOMNxlRGPYLqwsBYPbOzz+62DIYUOK60z8Ry7WMMPHSQW/9Pt8ztJO/pFNkcv7lppC5Fan3GPtmO0WJWS/S7CkMN9YfOIP056bpTau3atS1lhWGM4Ve/+lW3q9EyxWIR+Xy+39XoKaX5InLjvZFZDDgHgbC2lsKCPwwBQXqO4/3tx7DapyCoXb2U5osY76JdGyTb1Q6d3CPDLnsQg9pvRsk+tavjdu+5QXCa9nJMNSgMgszttn07hw2q7SDaIyepmNPJMdUu1B86g/TnpOtOqY0bN2Ljxo1Nl+/VrKBGaFr81hWrMZQZiGdbx1FmP4bVPgVB7eqFdOKE9OFlUHUySvZpUHUcJSTz6BM3eUcdmfUvAP8oQP2hM0h/TrrulDrjjDPwyU9+stunjRxFcapCD4i3ZBE2RzlsV4txppomJFRC0BIYRQ5vfvchIoOJqjvjFQ0b7raOA3GU2Y9htU9B9KpdVY2jFBQgCab5GZAXZFlRwsxhKO5j3DZP8Ykz1+aqmp5Bfd/LoOpklOxTL3UssluGlzGy4PkObEQAJY8NE5bEa1H8+nxzMgdbpzaHlQ2vFrivg/GoGFfKrbQzN+JX+V2Pc1Mr7cySa/0QAKZdty0T5WZMM7Fk2R0/EBhc20G0h8oHY9wyrFB/6AzSn5Oua2NychKveMUrun3ayMlmswC8DyVZcqbwFg9i46HKfccxNc14uoq16vZYUUZKYW7F+7E/nDWdg0ms7ZhUfjiHP85fQmY/ZNsUepEd0P5OKoKhBz24B5kwuUeVOMrsx7DapyCibldd55iv6iirhq2TJQbNFWuEcw5N46gCSMje+FGaLrK2tfYCZAQ6Z8EvkwFk0u3pRGLO+CIic56QVgQudzvkE7IzGLrjnAgO8Gu3sVFCfd/LoOpklOxTL3QssqsZHxDD3cPc5l+qB8M2ynPdCOwN27jL2sfrFsC9T9O5ZQcYY8hkMr5Bzh3nA6CpOhSbrbSP99znFOM2xttzTIlxpWQLZi6ux029yLYxpzXGRfD1dFtii2wmY8nHGLOSJATVRbEGlgCY0xHXzscEEYfMDWNGIomQbyn1caxZ3l5v3QyU7g6EPqi2g2iPkk5OgU6g/tAZpD8nA5b3p38UCgUA9fTigPHwVmQJSaWeqpcDqNQ0VFTdepja/xX/XVM5yjXdcmhxDpRrGso1HRVzn/3dTqQA5hzQNNdTutFIpEEcJA7jBa/+8Df+ozBX8D1VUjZetMRD2O2QsiOyUw0Toq3jRBxljgNRt+tsWUNZrb/MJBQJqYQEiYkMU0amJY0b2flKFQ2qT4BcVeeoqj5ZmQJsl+R60eCu/6p/GHCdjgHF+bmWHPrC5iV9bJ6f6RUvMsKeimDo9lTkkjin4rOPeW1slFDf90I6iZ5e6LjukDII6/fGvrpTSWTP0zkc/4p9RjnnOcQ+w57p0HSOmsatj42FQiHUIVXTuDkGNG2lVr9WVTW2qzpHVavbSs7NjHYBcklMOE6Yx8ktJBYz/x0Ods24lsY5aprusHVaSKY/xozkFWJcaW9n1TyP26wzBiQU4/lhOfYCzm8fR4chMSDVwI7KklGmUTBzHSGONNf4l2zHaJGX/TMKE81B/aEzSH9OyEXswu+5ZLyMMUwXq6EPUr9tFVVHVfWeV+dApaYjl5Ktazj2602mCm/hpab+FSr4oKTPA77R+GCQl64QBNE+fnaNMYZkQsZ8WfX0fcNpr0ORvE4j40WIm8vffN6eUP9KEvxy6dxe/7Lf6Lhg/GZ6NvNS5KyH84u9Y3lfyD6CILqLezaTn00ISizHefhsnaqq+453NJ2HTtQq17zHcRjjQ1WDr1FQdQ49ZMa87GPzGGOQYTiL3PvEOf0qyc19YTM3g2yszjlUTfcvC0CR/T8gAA2WK/qsQrCTbDI1tMjOqOvtZ0pt9XlAEARBtA45pUwy5hTkMNp9LoUd1/YSvS682GTSjWUeRZpp61EjjjLHgVFr13bsoTFrqv67VbvWTSdR2Ln65YwatXukG5BOoqffOu5HjLtUGzK3s2QNaGZWWHcJOmc6RGbm9wGiT7AQp2Er9Pu+JrrLgt6kd5PwhfpDZ5D+nHTVKXXvvfdi55137uYphwKxhMV3BkATxwLe4ziPJih6o3M2+jrVvXoY44NhikU1qNi/7g7I+G8giat9ioqaphtf5gM6cVhcvCA7I94Z/I4SC0pYNzzyrrq0NOPUtqzGL2Yy9UWiHcg++RM2VohiBku74y77sr+WjjMObt1WtlFPsWSRtXGcmAzmNwO20bF+9bTrqltjXBpXEgRBDC9ddUqdeOKJLR/DGMNf/vKXblajLRYWFpBOp31nYGs6R0XVkFAk4+Gs19f7qzrHQlUzgkkCSCdlJG3TlcXLiXhYCiQGJCTJiocgM259VRJlrX0SdwwG6uWC1/0HUQ8rxbFQXkAqnXbsr+lAwhXPpdHzvZXnvz2bFSD00NsXONHWw44IQC9iRTD4ZwcDRkfmThhm+xRE1O0qSYA7Y21F1fGP2TLmyioYgIlsAuNpBZI5YylpW3dsfyEx7k97XBeY+8x/bdfoxDnlZ9fCqNvZ+jb/l0Dn76oGJGHoyG3XGAYnOyn1fS+DqJNRs0+d6tgzVgCgmH1K7NNRH1+1gp+tEY6Xeqy4+lJj+4dHcUw95pMZVw9AcX4BSiIF2Vy+zDmHpgOKbI4duU9cPVEHl/PG/v9uWwnUYyBJ4B5nkdCR/VK6Gf9KbBO6FMdZptl2kBhjarohMAMgu+xaZWEBqVTaM3C2TlcfdFo68cjv45QLnXXqOT74XnGcr00npr0ug2g7iPbJSBoqGs2WahfqD51B+nPSVafUxo0bIcvyUKc4TMrGg00zZyqVa7ojcK8I8gjOMbegGpn2TDiAhaqGKgNyacUoZztOPKATsgRZcj6cNXOpv5GhyvnIFdmrEoo5gBCDFxi/9VZHZHAG9LQPBjjqWfWEs0j8t+oT+FfsawZN9wZM1zlQ8clwQoQjAszb24PDPzsYYTAK9qnX5NMySlUdCzXjheofsxW8PF+19nMAM6Uaigs1LN0qi3SAMZAlI5FDEBJj8HOxc4S9TJi2q8PZEqLfqHq934hg5KKP+cYMhGG7mO4NJ+NnRwkiDLJPdXzHCjD6VLO+Bdn8OKP6BBKyx51iMAOJu06qc5GF2WdGD+eQwH3HRBo3ktW4n7+MMSPLG7gVVN1uF+yO+KCZln6zpkS9ZYjM0OJ6xnl0naOq6R75VI0bCRmSDJLdsydE1A2HmtuuqZrxAVXxi6puFqo7u2zjY9vsfz/qsQFZqL10jznD7hX7uFJmACT/+0Eyz6v6VE+RepMllSAIIu5EMvp505vehJNOOglHH300EolEFJfoOvl8HoDx8ErIgMyBUoX7ZJIyHpiVquZwSNkxMoz4X0eR65n8/L4MBU3Vlu1PRfuoowPy4/nAfSKjlsLqD3SR6lfV/b9EhcF5eGpejQMS783DX7T1MOM3GBaIWXb2QKCjIHO3GEb7FETU7SoxhlxKRibB8ey00yFlZyytIBMQeVaWGGQWkC0P9XeZ0GV5Ae8/fvvC7FoYYkaAZIohHFMiNXjgcd7vCBZ2O9ovqO97GWSdjIp96kTHYWMFv+ee27QkbWMTRTKcy37DNfssqFZgphPdfdjY+HhTxwH+JqPukGrNYISNw1Qfh5tAUWxW13VNjQePMUT2VcYYcq52lsKMcwiNhrVBH9uaHVeKgOcyq394dn80kHnwPsEg2w6idQra8NrYQYD6Q2eQ/pw0OcelOZ544gl88pOfxGOPPYb3vOc9WLJkCT71qU/hj3/8YzcvEwmlUsnxW2Lh2e/a/Tjf6BHdyy/qpYVS6ODH/VGLmV+d0oqR6nxYZ+K42zoOxFFmN8Nsn4LoVbvKEkM6Edzhg5ZlNKSBDWnHxHSiE88nCPM5MKSmDgD1fT8GUSejZp/6peOEK5umMasnuHzbEy251yqUF5qRuX1rMkh2SIwdF3zaud0YUWHHyT5ZUtu7huHcSivebNNh+wSDaDuI9slKar+rMNRQf+gM0p+TrjqldtttN1x++eV49tln8aMf/Qj77bcfvvnNb2KvvfbC3nvvjauvvhqzs7PdvGTXUNX4GSYthjID8WzrOMrsZpjtUxDUrl5UjXRih+4RL4Ook1GzT4Oo46jR1JAplSNK3MaRcbyvRxmFte2WJkD9oVNIf0666pQSyLKMo48+Gj/72c/wzDPP4OKLL8b8/Dw+/vGPY8mSJTjhhBPw97//PYpLt40sez+ltROrqVN6eUk/me20WhVuTn32DeTZxMl6JXojuUeROMocxDDapyB62a7lsHUSEdGOTVA60AnnXlvlDhg8bFDf9zLIOhkV+9QvHfuHn+tND45a5kG0Q5LcmxhovnH9mlBIq0szGzHItoNoHc1nxiPRPNQfOoP05yQSp5Sd7bbbDueccw6efPJJ3H333Vi0aBG+//3v47HHHov60i2Ry+Ws/9Y5R7nGA40V5xyJkLV9mvkU9FvOYs/Y4j1x8DIYsX7fs6+DB252LBe6X+dAVW38UBfOqIpm/FvVjD/xgqfqQLWJ91lVNwMLRzzysrf1sNJoGrt7/yjIHAXDYp+C6EW7VlQdT24p4i8vlAKX6JVrxgwBf5sXbA+tTS32eSNIsH8naGTXGp23qsHKwqXp4fGkmqHfQ17q+16GRSfDbJ860XEnfUaMQURg7arGsaDWE7t4aBB8O/A4H6OVzo41OK7u9Q5KnmD863Oc2ONzTrHJvY/zesB1X9usB9vRsBV41pk4R3ZszH+f+xiHPlof5GncaZtVDSir/h8S/I7r1rhyWGwH0RxFnRJLdAL1h84g/TmJ3CkFAA899BBOPfVUrF69Gps2bcKSJUuw44479uLSTSOmxdc0joWa8SAz4qhIVvBt8VDVef0lzA+dG1n4NL1+XB0OVdftOUkc/6WFeIB02z5xTiPGbutDOIkBC8VZI5BjSDmRxSRIXBEE2J3RRGTVq/jsC0Mzj9MinJQxTEsgglAkM+aBazuDsV1x9exRkDkqhsE+BRF1u26ZKeOBv0xjy2wFgDNrp8C45yTMzNdQVb0OKAkMmu6XW6+ekdRvn8TCg976vWQxAKW5Wd++0SzCMVXRjCC6Ye8yIhi6X9JBCca+sNiEvYD6vpdh0smw2qdOdOz3DGsFnQNllaNUq49dOJz2y559WHHEK6rv0zhHWTUyMLuP456RF0dxbtYcI4qMd+7jzKx+1tjQW3eNO51M4jhV11HT/PfVNB0VVXd89BRj1VJNQ7mmeT4uMhhjXEsxcP4rMxZouwyHvWHTi4VZ60CJAWmFIaXYk/HVL6zb5PM60Jx/fugcqKiGM8o9cbfhcS2ORYMYJttBNGZCrvW7CkMN9YfOIP05icxF/OKLL+Kmm27C9ddfjz/96U9QFAVHHnkkTj75ZBx22GGQpD6P1ANwfxWXGEMqIUPTOQoLNcNp5fPpnAGQJGalwuUwZhjUNCCTlK30vOKrlBisyD560DnAOIdsnc+ewtg+a8p+ff+U6mLYZN+XlIwsgAsSs4JH1gKW3Qk0DvjlqBCpjbuNqvf/ZW7QsWcH0/R6IFBKP9+YYbVPveZvLy947IL4mZYlKDLDWEqBZNq8+YrxAjSRTUBidXsImC8ypl2zMu7ZblaRedRuK60XG85NB7z3OIFI/y36QVKuZwvtFFsmeIuE5AygLLKT6nprmUkJwk3c7ZM9U1pVa2+MEeSgsNuR+vWYkWGYc3NWjTPzsqpzaHp9hrzYJWwU5xyaLmaGO49jMGweTOe8u37OQNtivGbYSsaNsZvdBqs6B9M5ZNmbObCq6WCaMW6tmo4q+z6FAylFhiIxww7bL+4ziUliDEwyrqFzb4Y8Y7vhZEopQFKunzOd4KioxthEc7WgDlfmVR97znl7Y5mw4zS9M2cnQRAEER1dNc+6ruPOO+/Eu971Luywww4466yzAABf+9rXsGnTJtx+++1429veNpADqnQ6HbpflhjmFlRfhxQAJBTJ+5CH8dA2nEvefY0GWorMIPmcMwjm8z+/fbL5tiRkZubgLy40authQmQHSypmlrCAdhwlmdtlmO1TEP1s13wmgfG04XyyYzhIfV56TCyHk59jKcBWMlbfHmQPhUPWbte67RiynGbM6zQX2UkHLTMp9X0vg6iTUbNP3dCxXz/rBkFjL8YYdJdDyn6MqnPfj3fiOCWZCjwubBZ8kF3TuP/1xKx6v30655irqA6HVH0fkE7IUGSp+XGl+XFBkuq2z04ylYHOAcVl75k50yrsm0CYPR9UBtF29IN169ZZ7ef++/3vf+8oe//992P//fdHNpvF9ttvj9NPPx3FYtFzzkqlgnPOOQdLlixBJpPBypUrcffdd0cqx4JOMX06gfpDZ5D+nHR1ptSOO+6If/zjH5iYmMDJJ5+Mk046CXvvvXfXzv/QQw/hhhtuwL333ouNGzdiq622whvf+EZ86Utfwq677trRuYdloNdN4igzEE+54yizm2G2T0FQu3ohnTghfXgZRJ2Mmn0aRB1HzbA5WLpB3GSO430dxumnn4599tnHsW358uXWfz/22GN4y1vegte85jW44oor8Oyzz+Lyyy/HU089hV/+8peO49asWYPbb78dZ5xxBl71qldh7dq1OOKII3Dvvfdi//33j6T+Uaz0iBPUHzqD9Oekq06p5557DolEAq973euwceNGfOELX2h4DGMMv/jFL5o6/6WXXor77rsPxxxzDPbcc08899xzuOqqq/CGN7wBv//977FixYq2614qlZBKeb9yCaqqDk3ntunL9QexpnPMlWpIKBJSCecXKGYeK0vOpSwC+7I6d4QCVePG1yn4HGeP6WJN+Xaa16BYUzo3ZkY1krkRIj7CsNGp3MNIHGV2M8z2KYgo23WhqqFkxsZz2y6J1ePf+e2raboZk8T5JZxzjprGA2dEBSFip/jZXzdCJ8Nqn7oN9X0vg6iTUbNPUevYiqtpLft1LgUGzNhzLZ6Tc//jxPJjzrjHdhkBxRlqlQUkfGZLidmknjw1pj2UAmxlEJrOUVV1KDJDQmaeMWc6IUPTdNR095gQWKhpUCTmmdkkYvvVl9TV66GbyxOZz3i0XDbaWdO5NQtfHKfZ4zv4mGydc9/xrb1OjhWGtnhbCDkuSgbRdvSTAw44AKtXrw7cf95552Fqagrr1q1DPp8HACxbtgwf/vCH8V//9V849NBDAQAPPvggfvCDH+Cyyy7D2WefDQD4wAc+gBUrVuAzn/kM7r///kjqn5U0VDWaLdUu1B86g/TnpOsxpWq1Gn7zm980Xb6Vh8qZZ56J733ve0gmk9a24447DnvssQe+8pWv4Oabb26prn4kZGdQb1XTMT1fRbEsskuJPRy6zlFRdaiasbGi6lioMoylZCQUCYpsLOnTOaBrxsNXkRHqoGJwxqUSAb9liXuWyVjHiVGUe7s5GnA7p6oaILliSEksfAAnOwYGxrFRZoindf9EFAy7feoFNU3H0y+WsPHFBcseaKYjW2bAWEpBWpGtOCoajCU2MgPSSRlJhUHXAc6MZTAJWfIs+TCWx3AokgSJmTZRYla8PIH7JcRuf90vYvYlczo3M3l2Ty0OBml5HjE6kH3y4u5rdmdUfZuItQmIwRBjgH1oFGYLRAypmmb/SCgCozvLijhK7viNwjGmSMZSPp2bMZlcZTg3ktbonNvsq+HAUWTmGOe5x2Q656jUdGt5oapzVFUglZDMOFESJEkC5xxJWUFS5yirGnTTYSRLRlwrTeeoMSO+lIgHaOnC9h8cHKpWrye3jUcZY5AAyOaYtaIawdhTihHvtKK6lhfanFN2RxQ39R/knLK3rZ9TD67jwroExSmNhrm5OWQyGSiK85WyUCjg7rvvxqc+9SnLIQUYzqZPfepTuPXWWy2n1O233w5ZlnHKKadY5dLpNE4++WScd955eOaZZ7B06dLeCEQQRF/oqlPqr3/9azdP52HVqlWeba961auw++6748knn+zo3MJgJmUGRTIe9KWqhi3TZd/BjBoQ8FwzHVVjaa9qOYxBRSLgqel+sXIc6xedswN0DqSyeStANmP+gYEZDEedvV41LTxOQCMkM/YKg3Et2zgQEjMCCEf5Acz+cIwLcZTZzTDbpyC63a4LNQ33/d+0b0wVMGDRWCrw5SGfNWyee5+qGV/0/Y7ROUfS5oEOc0jZES8qksSQcAX4z+bynoQV3cLPHg461Pe9DKJORs0+dUvHEgNS5tjEnn3OD+fMmrpDSDg9/IZRnHOUa7pjnGc5TMKyIXMOyVaWMYaxXN6MZSeB+ThMAMPRowUIoWkcTLYdw+r1VTWOko9h07mxL23LuiCON7LhyUbGZ9c1jczJOpIB8aVU03HmixkrlYNjbDwPUUtNB0rVsNhZom6tfy4Ib3fD6ZYws666x7FizNkNuz2ItqOfnHjiiSgWi5BlGQcccAAuu+wya9nxH//4R6iq6lmGnEwmsddee+HRRx+1tj366KPYddddPfrdd999ARjLAKNwShU0vxRORLNQf+gM0p+TrjqlXvGKV3TzdE3BOcc//vEP7L777h2dp1QqYXx8HIDxdSudAOYW9MBHZ1jQSvGSFRTIN2iffXDj3QfPLIJOKS+UkEyMQwxlGKtnvNF43UnmvmQnDimZGS91goQMKNy4nsR687Jnb+u4EEeZ3QyzfQqi2+06V1b9HVIAkpIUOFszIYfbriDC7GHYSwhg2KeU7D3/fKmE7Fj373UJhr0athAq1Pe9DKJORs0+dVPHYmwiASirYeXCO6ffXrFsLei6YXbIfb1KeQHZsVxoXcKW5YVVP2zMqUj+Y07GGHRdD6yPHHLBsHqK5wADQ7m8gDFT5ubprhEVCSas37ZxbLfHlYNoO/pBMpnEu9/9bhxxxBHYeuut8cQTT+Dyyy/HAQccgPvvvx+vf/3rsWXLFgDA4sWLPccvXrwYv/3tb63fW7ZsCSwHAJs3bw6sS6VSQaVSsX4XCoWm5chIGub1yBLRjzzUHzqD9Odk6HviLbfcgk2bNuGiiy4KLNOMwVJV70inH/HHevnC4yezqIMSUT38BgdRXs+PILlHmTjKPAh0yz4FEet29XGYA4Bai0YnfpmnhoFY3yMBkE4MorRPUeh40PufFsP7SqvV+l2Fno4ryXYYrFq1yjH78qijjsLq1aux55574txzz8Vdd92FhYUFAPCNmZNOp639ALCwsBBYTuwP4pJLLsGFF17o2T49PQ1N0zAxMYFisQhN06AoCrLZrGXHspIKlTNkJGMW4qyWwJikQmEchUIBuVwOs7OzVl0YY1Zd8vk8SqUSVFWFLMsYHx/HzMyMVVaSJJRKJQDA+Pg4yuUyarUaJElCPp+3yqZSKSiKgvn5eQBALpdDtVpFtVoFYwyTk5OYnp62yiYSCSt7ob0sAExNTWFmZsZYwptMIplMWmXHxsagqqplz6empjA7Owtd15FIJJBOpzE3N2eV1TQN5XIZADA5OYlCoQBd1x06LBQKSCaT0HXdKhum70wm42hPtw7d+rbr0F7WrcN0Og1Zli0duvU9MTHh0GGz+nbrMJfLoVarOXTYrL7tOhT6fvnll6GqKrLZrEOHk5OTmJubC9Qh59xX324ddqLvsHs2TN9+96y4Pxsx1E6pP//5z/j4xz+O/fbbDx/84AcDyzVjsEQj2Bt/rlSDWjOm9ahVo/FTmXHUKiVUaio0nUFOZaAuGDeglEgBjKFcnAerycYykvICNE2FJMlIZ3MoFmYhM4ZUOg1JklFeMK6bzeVQqVSgaTVIkoyxXB5zhRkAQDKZQjKhYKE0b04RH0e1UkGtZnSg/MQkZmemrbJKIoHSvFGn7FgOaq2GmnlDTExOoTBrdCDjHDXMF1ozWBUNyGbHoGsayhXRKSZRnCtA03UkFAXpTBZzc6IDZcG50dkUBiya6q/BKhaLQ2OwxAOiU4Ml9DnsBmuY6KZ9CuovqqqiXC5b7Rf2cGpmQDVXmIFengdTkgCTwGvGPcSSWWjVKip8AWASkpkcqiWjDnIiBY0lUCzMgTGGTDaHWq0C1Wzr8fwE5gozYGBIJJNQlAQWSsZ9kR8fR61SM+4L1O2TzjkUOYFkMol5YcuyY1A1FVXRXwLs0/x8Eek27ZOhlwmU5otQNQ2KbOp7rgAZwHhu+AZUuq5bvwfVPvV6QCX0RfYpOvtULBY97depfZqenkZFBVKpNCRZwoLZ1rncOMqVMjSzb+XG8yjMzgAAkqkUZElGybQ57vFTbtywT+Dw2Kd0NotqtQa1ZrR/Lj+J+blZcM6hJBJIpVJYmK+XVWtVzM3OgAMYnzDK6rpRNplKoVQsQuc6lGQGuq6jZtqn7PgEFuaLANeQTCaQSmdRmp8z9WL0l/n5EqoqR2ZsHJVyCbqpw0Q6i2JhDjVFQtrUd6Vs6HBsPI+F+XnU1BokWUY6M4ZSsWDqJQ0oMmqVBWvpYaW8AFU1xqCpzBjmCrOWDiVZRtnU90R+HOUFw8YvlBeQxxQK5hg0kUpBkRVLh1nTPqnVKpjEHGPQZDKJRMKw8cxsG7VWQ7Vq2BzreaDrSCSSSKZSmC8Km1N/HiQkYKutpnpin8S9L8ra7+9+jZ8URbF+95Ply5fjHe94B3784x9D0zRLP3antqBcLlv7AUOXQeXE/iDOPfdcnHnmmdbvQqGApUuXYmpqyloe5V4mNTU1ZdSNy8afLdh5UU84jhFlBcJRBsAzy8Vd1u5oy+VyoWXt8f4SiQTGxsYCy9p/u8tOTk4Glk0mk8hms9bviYmJ0DrZ9e5XVpIkS0Z72SB9C9rVYaOydh1GqW+7DjvR9+TkpGNbKzrshb5b0WFY2Wad+YyHzdEdYJ577jn88z//M2q1Gn7/+99jyZIlgWX9vvQtXboUs7OzVkO6l8bpnOP5QhUvzvl/BaqoGmqqv+rGMwpyacV3unRSZoHxVSTGAuO1yMybYcZDwC4WsFNkjEkqzU1v7kaA84TU/2CT3V4GOQwMusyFQgETExOOPjnMdNs+BdHNdlV1jr++UMJfXiz57k8rEhZl/bOEpBIS8hn/bxwikLlfPRMyMwOhe/fpTaTOSynMscRYNwPsBuokJBNUMyRt8aSEPVR1WEksBjHW1KD3/X7Qqk7IPrVun6K47zjnWAiZmFOPV+S8btgwVzdjSgVdL8wMyZL3OowxM/mMv+yapgcukQ6zlZWajorqX89MQkY64W9Ha5oWKEPSTMbjG1NKCw5fkZCYNR5tpZ0ZM1vGb5m3tdl/rBpGUgYUuTc2blDt6aDYqM985jO47LLLMDs7iz/+8Y/Yf//98cMf/hDHHnuso9wBBxyAUqmERx55BADw1re+FZs2bcITTzzhKPerX/0KhxxyCH72s5/hyCOPbKoOreji5LUPImhAcN2afZq6XpwZ1P4wLMRFf832yaHMRTE7O4u3ve1tmJmZwV133RU6oAIMr18+n3f8uRFfKETQy2KFI51QkE16U4VyziEzZgsC6XxglsoqambaPPfDtKbVBznufZpuy3Li3hcW5NFTg+YomF/0qprxF/bc13SjTCcOqV7FjGqEaOs4EUeZ+0UU9imIbrSrzjleKtbw9AsL0HRgPOWTpIFzLNQ0zFVqZgByl12r6VC1oBe7YGd6TeNWrBT3ORs9pxkz7FFVq9unqgbMmjMkfOuCzjLyiWvY7SGHEWevGTvaD6jve4mzTnpln6LQMWMMPkMyC5EcwW5L7Nn63LaLGxshMe+++jWDr6ebx4jjioVZ679VTfe9nj34urPuhl0JGh8mFBaYlbiiatZ4lNv+5ZxDAgt06tQ03XO9eka7YGeQpnPrPX4uxN564AhUaLvvZTLr7YfOONuOZnj66aeRTqeRy+WwYsUKKIqChx9+2FGmWq3isccew1577WVt22uvvbBhwwbP8uD169db+6NgUu7/8tNhhvpDZ5D+nAydU6pcLuPII4/Ehg0bcOedd+K1r31tV88/X+VW5iZJYtg6n8J2EykreDnnHMWqipcWqljQNCyoqsNhlFQkpFMyyjUd8xXV8YVKPHOrqpHWl1uDARgp1M0sKjXXyx0znTkcDDqvv/S4X7A4d74QMQTPkhKbHTMMAl6oNL3+8tUODMaXrOQQBgkmiFaI2j5FwXOzVbxYrFnOo61zKewwmUHGzEjAOYfKOcq6judLFTxbWMCCWs8ClU5ImBhLgDEJmu60IUlFQjYlI6lIxgxR23WFfappHJWaZjtOvBQxSBLz2AwR28meUrxme5mzY7ex9nq5f7eCmC3qd3iYHSWIfjOM9smNIjNkEgh00AgsJwsMJ4puznritn2qzrFQM2Yu+XVZI6ObhITstUPGNZx2h8PIvlxYUDFf0VC0JY7gnKOm1a+ncdgcSfVzqBpHVdU9NkRiDNmU8aHU/nEvpUjIJmUzC59zdlNV1VFWdWi6kdnP4wiD4dCq1DTPceIDqq47j1NkBkVhYC1ON5UlBkWRPMlzGIC0AmQSDOkAx5v/ygLjuFTCf6YXES0vvPCCZ9vjjz+On/3sZzj00EOtZeeHHHIIbr75ZmspJQDcdNNNKBaLOOaYY6xtq1evhqZpuPbaa61tlUoF119/PVauXBlJ5j2CIAaLoYoppWkajjvuODzwwAP46U9/iv32269r5xbrLf1eJlIJGdtNSHj82Rlj8GIrowMoaxq2zqYgSc6Hp6ZzzFdUTGSM9cnO5YHGMpOUTyRG4ZxKJZjnOKCxc0iU9hxnd1gxIJ1Koxk6fb/ymXjRV+xra+NCHGXuNVHapyC60a41n2mYSVnC9vk0/u+lImq660VH17GlWMaK7SeQkiVIrumPOgfGksZ2e7Y+iTEw2bBtgJ891JFJynA70d0pxBu9gLjtWtwdRNT3vcRRJ722T1HqmJlhB3iNB84i13UOP1cT54bTRQP32Aax8E9yhUpgjCEhM1QDls/pHFio1FDjCnTbdHKdA6WKhoSsAWCe2uiGh8x3rFbTOJI+IRsUmSHLDCeUu54chmPKcMJ5ZdN0Y5mxG41zaDUNssQCdSIcc+76JBu0syw7w1IwM0yFaJuUDOsZwpiZnZkD7ugY1kcIs4IppfGzIAriaDv8OO6445DJZLBq1Spsu+22eOKJJ3Dttdcim83iK1/5ilXuy1/+MlatWoWDDjoIp5xyCp599ll87Wtfw6GHHorDDz/cKrdy5Uocc8wxOPfcc/H8889j+fLluOGGG7Bx40Zcd911kclR1kOmXhINof7QGaQ/JwPmLgjnrLPOstYVv/zyy7j55psd+0844YS2zy0CGAbBGPM4pJzHBz8c231wdvs492apgcyjSqO2HkXiKHOvidI+BdGLdg3y6cgS8zik7Pv87BBj/jMOGtGKLYyrXQuC+r6XOOqk1/apFzp2+aubxvQFBZ4zcAwVcjmdA5z5T9/SeXdniTPGEBZCqYlwfL6EOfCDbX1wOxuz/IPGo3VHlN9xQYoOO64XxNF2+HH00UfjlltuwRVXXIFCoYBtttkG73rXu3DBBRdg+fLlVrk3vOENuOeee3DOOefgU5/6FMbHx3HyySfjkksu8ZzzxhtvxPnnn4+bbroJ09PT2HPPPXHnnXfiwAMPjEwOrd0AkwQA6g+dQvpzMlROqcceewwA8POf/xw///nPPfs7GVTNz887osi3iqZzz1crgc55YADz+vr95vfZp1L7fWELCpzmPl+pVJc5bDAi4jSMyhTpTtt6GImjzL0mSvsURLfaNegdoGZ+dXcH9AXqMUtatWthtGMP3djtWq8ZxFlZ1Pe9xFEnvbZP3dJxI5sQNDbhPDiEUVjgbOO4YLvGQ+pSLZegJPxlDop9HiafzjmkkOsFHRcFQdcrlYrIJ6b864jG49G2s060iLhcp+pq9r7u1vUGldNPPx2nn356U2X3339/3HfffQ3LpdNpXHbZZbjssss6rV7TjEkqZrR4PQu6SRyfpd2E9OdkqJxS69ati/waRnBH57aapuO5mTIU8yuYyuvLWXTOUdN1PDNbgiIxLMomkVFkx0N4bkGFxIBMUobiishY1bgtc5N9urgxfZsBkG37OOfQzNEWgxHgsT6t2TjWCEnFXfts07nNwJ6o/7TVx5g+LQJ/arwe3JyHONcC9dl0SYIYbnphn7oJ5xxVjWNqLAHOgUJZRalixIqqqDoe2TSLRzcXoEgMu2yVweLxpBHniQFT6STmyxpKTEM2acSMsi+zmytrYMzICiWyjXLOoYckSpAZgwinJ0ncYfOcNrm1bCV+Nr3buM9vt6MEMQgMo31SdSPMAQeQkDiSirEkmHMO1UwsAADMDCBu2RluhFYwzlPP7Ma5kVghLF8Lh5FYRkJ9vMM5N2KBmmvKFKk+9hJJIKoaN2JFuT5QMp+xlqhLtaZb47x0UjaXyBnnrKk6Fqpm7CT3Pq1uExUJDtk1nfvaPGMsycwles7lfRIz4v8pkgRN544A6MZyxrptlqW6/dV04xmyUNOtczhmRnEjbhcDd8yetV+/onIzA7TtuAZ2sxWzyrnRnmLlpczqOosCbl5Ls7WPyJ5NEARBBDNUTqkoGR8fB2AEW6yoxmBI5xzPFyp4frZirqtnAAMSTIam6yhrGlTbk1/VOZ4vVpBWJGwzljYewubjU+fAfEWDIunIpGTHA5hDOKA4UooE1zMdqsbBGPc81DicD3z3o1rTzSgGPg9DnQNj2Zz5tYo5tldUQGaGQ8r9Lmd9+UJj55QE//gF/Ua0dZyIo8xxoN12rWr1FyzhTJrIKBhLSvjNX6bxu40vGy8+AGo6x59fKOGZmTIOWDaFHfIZy2Jw066VaxpyacUxo4pzoFTVIJsvVUGvEpLp6LKj64AO7uvUqc8G9bdBuVxdJ2I3M//P8fU6xFFlvIiFZz2118eNsKOKFO0LUDNQ3/dCOomeTnSs6Rxl1ek4qelArcqhMNPpZNtnLcfj3lhKYr+mGR8Qm0WcR1M1VFVndCpVNx1DMJPWmNtTmZwVUD3h+NBot4uGg6tmi0/FASxUNVRMx45dBhGXSpaAlCJ7zJYxBgQYc9ZRXJpzQJEYJMm+z1j+xzlHQpag2AytxIB0QoZqOqYkyZm9T9MBcCNYu86BdDZn1bNc0yFLsH2kqMun6hwSc443AcPGLtQMp2NCti1NlPyzPUvMjDvVBJpuOIjsetE4oGntO4vC7mtVrzu/7Ns01B2ZxGAxp9FrcCfQs7QzSH9OyESalMtlAEYslGxSQjbJMFuq4R+mQ8qNamak8iOlyJCZf3YSWQ7OWaLYAkkGTUf3w/hC5r8v7J2qXCkHHqf6OKSs64WcU5CUYX79aqJwjxFtHSfiKHMcaKddNb3ukBIIm/PMTBm//stLqGreEMFbZZNYOpH1dUjLEvNd4ifOHWRnJFYP1us+J0N43JcgKhUfnfiVDzhHQjLsV0I2gvA2yvIVhqoDWvPvwZFAfd8L6SR6OtFxqebvXII5CyUo02ZQLCXOwx1SItad2wbppq30O61wwjicVbUKAMOmyZLka9c03emQ8jtvQC2tbH1ueMhxisysJDzuugiHlH2f/V/hyHIfJzLzAUC1UnFdL9hgGtX3r2jN5tBhzPigmVbq9pfBsMupJseVnIdnjXY7q5ol6L7WudchZdUFZl0GcHl33ElLfX5ADzn0LO0M0p8TchGb1Go1x29F8k9NKwh7tkghbpuwZ2mj52zYi1g7cQXUWi2SIOwKG0xnlMDd1nEgjjLHgXbaNcx2VUOmBiXMlw3fAOYIjh0Sbti6byjCdNLI3Bkvk87yCjMcS+2+T/T7PYT6vhfSSfQMn459PgSGlvfu1dTGMjdyTATZ0U7Gh+0f0/ikfjKHjyuD93mWHJqzoizHVJcfF66FAk0xfPc1EUaCkVOqE6g/dAbpzwk5pUwkKX6TxiKTeYAdUgC1NTE6ULt6kQIyYMUVuke8kE6iJ446ZjG0Pb2QeZDiMcXxvh5l9EF/YRlwqD90BunPCWnDZGJiwrNt1Kfajue9MneFHumNc3MGQ4vX82vrUacfMrfbPkTzxPFebkSedOKA7hEvpJPoaVfHw/y8SI/FLz7I2Hi+a+cahqbvpe2gMVT0FLREv6sw1NCztDNIf07IKWUyPT1t/bfOOUpVPdSDXlec92lR03VHJio7OjenNvs8Zax9PXo0z85MmwEsW79eWEpllQM1LboHqchuUtGMdfoVzYwP0OT17G0dF3opsxhIVW3tE+X9EGfaadewpbWTWSXQ6s2Wa2YmPJ9lKzx4yUZQynb8//bePE6Sosz//0TkVVd3dc8BM+DgcIpy6o9DUEGUFdYVvDhcwXWUVddVXL8rP8/11kUWv+7yWtbrt8iAoH4FF1zRxS/sgiLIgCh4AYPAcAxzT3dXdZ2ZGfH7IzKrMiszq6u7q6qrq563r5apjDwiIjM+GflExPMgOfS6SkseIW93zunphT/rSXWzmJH6pV7KPIp6NxdUJ71nvnXsvzdqTvfz0q6/4mta3D7M6xu1Oz5IZXbG2x/J52yjB0rz4ncQScuj5yBxWTWCOtqaz/blDZ5utjAdud5CcXvcd2xlIbqe9Fx3U+alVw9+H7fuknGqV0xo9aXOwrKG3qWLg+ovDBmlWqg7AoWKQM2RGEvpOGifLNJmM9SHCmUrUXZclOoOnBbvkgwAJFCpO7EOboWQqNlubEhixgAhlePMONeayc6CWeLLda4OkH/eOONUW68Ac7zNXaleqN128iukekHHRTipu+2chBL9QMqmMao14k0vngdi/nDGkDWbPvOklBBC6dqz01WsyOohf3p+XM9VGRPTFTuieQBgasme9JQD9PiGydsY4RlrE2yBLezjR/d8REXOB+XgXGvj/DzOx6B/nJGQZmoUcYkg5sJ/b9Rd1eZVoJgYWFOPIkmsdXvAKBQbOMY3ODUddwcNVH6UvKrtwBVN41TQ2NTO4Gw7otFnCx+XHBSCMxbb91NFYHCEmLehC2BwXRnbf5QAXCGaRjT4+Wx3PsDSOUw9eo+Y7+A9KSdt+qoq6AVr9BXa+ILvCMZUoIo4TedQ2tzNAQPGks+peXnpxAjmegN5QfeOvqP0Og3uEQQxxJBPKQ/LsgAA5Xq4S5AxNRy0OoNi1cGfds6i5grM1OsN44djuzC4wLhpwNA4soYOzpgXmcWFzhlShgbO1ccZY2rsre4IaIzBNDg0z6l6rHNLFv5vYzuaEa/846T0O1bR4+JeZH6Zw2dV8MCBsiV1PqN1tujuR1m7iCnSSzfnCBccLffw068yu7L9GGu3n4dRZ6H3lTOGtMHgConH91QxU7Xxs8f3YqqinC5mTA2OkEhpHDlTw9H7jiFrqtdFxXZRdwXGUzp0zpBLGY2PLNnQCwnu6Rtv6FPw+mjRrnD+VCQs70dsWrIGWWa0TjQGT2O939ILDe49j3OFBvcdnmusGf1L537kQO+cvBltT9cWFm68F4yi3s0F1UnvmU8duy0R9Rhj0BiDlBKubwDy03i4vxPEN0xJ2fyod1wRmoHUMBAByljTyINsDBaq2fJuwxhVdwUcIbxgD0wZchr5bOZFN0zwwLVcz9jPvX6f42WKMQaNe1HzhPSizQWi4wW1koe1UgBg3jkbZQ6UrVEX8AcsmxorpdIpzlkj6mnjnACY9/6W3gn8uvTRAsdpAAxNwk2nwBlg6hyGxlv6o7JpZAzmE8rw5c+GZYhquiMWF/nUrxtDU3rvz6Y3FmmMavdcc88wJbyZTow13xOdYrcxxkmo5zpuYIVYGDVJHdLFQO/SxUH1F4aMUh66nlwVjDGMpw3srFRjZ+LYQmJFOv7BcoSEGTeMDkBAIpWQBgBJ/s8YAyw9anlhjIFDQsbNBIiZkKBrenSfmHMO2/uv3b0eVkaxzKPAYu+rxhn++7HdeHYmGpZW5wwnr5toGKOCuEIinzYi4b99vbAMHvnI8H/qPBqaPMn4rjaq//DYxJgyxdSJxsPn9o1M8/3o8T9y2qUlpS8V1PajUJ30nm7UsW/8SEpjMn5eEWOAFBJxwUQZY56xKJomAZRr0RnwgG9oEBHtCuVTNyLpUqo+Ymz+AWh6zOwh77ehRbXSzyePsXT4+2pttNJIEL3oXHn/nCo7rVrvXy9tmbCsqF8e37CY2K/sY8fSNxZ1g06ea84AiyRmWeCQUWpR0Lt0cVD9haHW6FEqlZY6C32nXB69MgOjea9HscyjAN3XKKOqa0nQMxKF6qT3jGId16vlpc5C3xk1vR3F53qYyfIeOLEbIag9LA6qvzBklOoQxxWYTJnIGvFWzalqHWXbiaz350xNz453oqn8DrgJjpD86dZJ+RExif4xSccNwnKShdKuXARBzB/bFdA5kE9Fh5E5A6qum6hrrpSJPk6C/llaaecEuB0i8XwyMS2Yn7ht9gL80LliYcf1Ez8YxHwCQBDEoDGXg3KR0N+JW9oXTHOFjO2XSSmhcQYjxhGRlIAQapZoXL6CS3mDCClRtV3UHTf2ekLG5wVAYj7ngkf8aymifreCeUnuYzG09zG6ED3vhH5oF2klQRDEYEDzxjxyuRwAtfSi7ja3CyExVbYxNVvHpGWCpRgqjoNd5RpqrgBnao39TF35YrE0jhUpEylNg2VwWDpvOLdUUVDU1GWdM88HiQSEBGdqWjUPLZfzj1O/GmvvoXxWCVeCMQndm8bd2gmLHMebeQCAbDbXTFeeg72eR/csV0mOg+eDlN4HZAeOLzu5nn+vR4l+lXku3wlLHYls2FjofRVS4k+7S/j11hmYOsM+OQOTGR27Zm2U6gKrMgbWjJmoui5qQmDWdjBuGrA0jrGUgbG03lgC40DC0HjD3wjnACQa/lm4F2Ev+GHT7PyHI0MF/eHFIeFFkwr8bk3LZrKR43w/UAZv+p7z9dJ11XNp8PbXFhJw3Ga5XDfqq2qpidNKM52DIwbHx9UgMIrvgH4znzrmHGiN/tLeyCyjQTN8YzdUv6r1aOkdYzsCAfkBZ76fJ9V+VH+Kqb6gI2B7awB9H0i+tmlceo69WWNpcSY7Bq6xhjGp5giUAx1KzlykTb3RZ/PP5/9XnbPZSFX3UOmdpsHrbyqdjYuqp3HW6ANxzjyDl/pt6qxxXe756xKIN8QE+46qr8oTdTeXzQWOa/rM8o9fDLUeaqyvlUE/pQ7UtdppZa+1Q2OIXXbqQ32o7jLr0mfwYqB36eKg+gtDrdGjXq/DMAxkLQ2mK1GpC1RsgWf3VhozmfwXbUrTsG82he2laiRMb80VKNRtrJ60Yh3yMgCWzkLnA/wPHhmb5h8X9y6S3nFx/gXijgs6obTtOgzTCCbGHq9z9V9Xtn9Zth63WIeSKp/NiDzt4FDOhTu5nn+vR4l+lZkzFWXGEeFnpVvPAxFmIfe17gj85JEdmKk2p60zxmBwhv3zFkzOQ05wAcCREkXHxroVeRg8rFHqI1DANLRYh7VSNo3FcWmMKeP7fD462ulBrV6HbkR9uwipPnLi8NMMHu+I33bjtc+VyjjV7UhOCyFJK+tefbhQ+STD1Gi+A/rNfOqYMyClB2esJM0eV4aluFQhZawxyj+uZovEGZNxfSQGCUvnsF031nDjCiBl8FA/z7HrsPQMGANmKvXI9YQEynUHOUuP9RWlAi9EjU0SaoDU908a1z/0Z3cF0/z3rqElHCeTtZSz8IyxYN+RwR8ybepLGD81nmC/UqB9pL1eaGy7fqUj0FYre60dvmN2uyV/gzYAMiyYXMARtGhoodC7dHFQ/YWhluhRr9cb/zY0hrEUh+O6sUvrGGOoOG4ookuQcctIjBClxXQcGmk8Oa3pCDg5LQ4/H1HHwgy2U49Na+yDZkhzztXL0urAWaTvVLIbHQiJuQ1SOgdMvfPrBe/1qNDPMvsOn00vApnBB+OjfRhZyH3dW6mHDFI+jEWj4gUZMw2YXnSluBF6nqAlnWhXNzvajr3wZz3J6D7XUr3IrI0lIi6bda8+OtHSUWEU3wH9Zr517L835nIQ3e4ZTkqTaN+G4/WHqWiyCcepWaFhzXMdVWbbjTeAAfGBHtrnQ9Guf8gT0lSUvwSDFGNt6zLpek2jncJu0dtmnzP+vK39Sp131q/s9nLpuZ6jpPR+aIffhza8WVumF0CDDFLdx2QD8vJeptC7dHFQ/YWhmVIe8S/zwXoDdPuFxFl7m2Scj4RO8pDkW6FXzPc2tQsnP6wsRZk5A/iARSIbNgbpWY5bTrIU9Duy06DTadTCUWIQntNhZ6F1PGDdrvkxR59qGJnvfV5ov3JQ6Jd2MKYMUtSF6i00ULM46F26OKj+wozeGzSBiYmJpc5C3xnPTyx1FpaEUbzXo1jmUYDua5RR1bUkqD6iULvpPaNYx5nc+FJnoe+Mmr6M4nM9zMy45lJnYVlD7WFxUP2FIaOUx9TUVOi3kMpJ5SDRLjLIXFFq4piZnord7iPaTF1vh9ulKCZSLmxZjB9NpeZEI6pICezeO4Wa0718LgempqYgJFB3lC+FQY4cRnROq27NhZASM+XehEAelBGfmenprp5PtPG7shyYS+dHkYYeuqSHvWK+2gQ0I+MtV8rFmaXOQt+ZmZmObGvXH223JLJb+H3HuD7gYlnIc00MLnmNlk8tBmoPi4PqLwwZpVqQUqJUd7Gr6EDXNJh6tIqklEhrWuKLd2+lDtuzpgT3kVLCdgK+BlqOd1zRiCDV+hnUrp/W6qiz0+Pmek9LKOe/rS/1mCrp6Lj54Ar1sTCXY/Vg6ONGR8RtRlRxvPM4bjTNFqPxQSI9p5l1L3KY/zFmu6NjlBt1pGeM2ry9jFpdYsKKOlb0Pwgrttv4HWS6Wm+kteK4Ek6M5gFzaJBM+CEDf/Mk3tXx3PjOd4PZ8Y0Wcx0X5xx9KYiLPurXRlKY+FFDBQdpaj/p4WCgotUpQ0ISzIs8F0UtHY5rhr5j7rjjfK1yhVSR+1r6axwy0GbCaa6QqDutmqfOYWhhJ+FBbFdF5osthVTRleNwXJn4fIqQg/fwTmEjXzit3VJJV4iYZXUy2u9t+d1+8FT9VZ1oezPaaChD55GcG+050Ads7Y/6S+OSIK0cHeg+E8TgQD6lPExTTeGcKruoe5YQjTPsm7dQqbuYKtmNjsu2Ug3PFMqwhURa58injEao3ayuI2fomCo7SBkCOUuHxpqhioUAyjUXhsZgGrzRifLD/DquDDgbVmnMe0HGOrj0X54JToSTjguWeS78aCS+A1I/ZK4t2n9wOkIZQcx5PmV+BJ52MESjubVGfPORAJzAB26w3BKqA6PzuY1tyxEpVYdMj7nXflQbixxoLls6bcPbZ+rYPWsDUHpw0GQOpbqDZ4pllD1D02xNYFfJhu1KZE2O/cctZEzl0WIiZWDtWAo6Z3BcEXKG7htlbFfCFS4MnTc6eg0ta9P1ExJgUjb0KhrL3ftv4BQsJhlQHzZjaROWppwUB3XE1y0AiWl+O/A/bObC4P33oZeE7yha84wufvEs06RAAx6+Hmqkhz2nU20ClOGknTEqiMYZeEsUPinRiITMpUSw+6BmTisDC0e4z6IGbFwvCqiKUudrhO1KlGoq2A2DClLjtyGVXwFZc6FrDGMpHYbOoBumigLoSmQsHY4rUKm7jWsaGkPK0BL7cnqgkYqWNI0zuFIZtLSWoBLSyy9n0nOkrrar/p96tpmUEa1ijEHzzPjBekkbzIsEzbz+mATAYg1OwfvcGtTCr9e44xyhBgot3TMSeVoa7Mf5AwWdaqwrVL80DkcAwnMaDsRrZVy/sl15ieVPXQ5hx7+PUHtYHFR/Ycgo5eE/GHaLlYUxhoylI21quH3zTszaDiqBr5mKI1CZreHIVeMwOIPOmwJXtQVqdh2rcmbkO8t2JRzhIp+ORuoTEpCuhGmwOY1RcaGD5zJG+RhG542hNf/Me7knhUr3WcgCyE5Gq+PC9XY64ymu3MM6Qu4Xaz73mlg+dPpCq8b01LOmjhesGMMdT+7BTNVG1Wk2glJdYPPuCs44bCXyKQMZo/mqUKPPEpbOvI+FsHbVbIFcSouPxhdsZyy8Wcr2Tl393aPnVCc1OKBrDLAsMAbo3mi4kNGPmnZpgVO2xfSiRw0anKmBAH/5NU+ZZJDy6EQP1ec3sVjm09me72xlxhh0TUW5a13irwwtQN1x4crw7CJ/hkzNFhAtaVICdUfAcYUyWgc6NhLqtysEpJSh/DquxFTJxnhah4AGEThO1zhyKQZHSPCY4DlSKqOLmgEWTuNSgnFEdFRKwPFmY7WijOkSqZi+o4Tqq+kthzHm7esZp9ImgxmY+mloqj3UEzp6umG2jbDaduZUy++gYV0maHM75nqOWvMS0coOrkcfkcNFXXT/JX7RxvsXdNxVG47vck56D7WHxUH1F2YAu9RLw+zsbNt0xhj2Vu2QQSpIWtdCBqkg7d6TrSGFQ2kJIdbbpbE5jgtSKrUvcycsxYiyP/q3ULpR7uXGKJZ5FJhLt+aCMQbblSGDVJCMoYcMUuFjkw3fiRrEAn8LyGus5nnb/bRgnfgj8LFZaZPWWX4Wdly/4F75qO1HoTrpPYvVpm4w11KyOBwhQwapIELIRMOHKyVqlVJkO2NMzcCKsQwz5s+Sj9e1TvtyrSzkOP968XlJPq5cmk3U5oXCF6nNvbzeIDzXRPfIab3xsTkqUHtYHFR/YcgoRRAEQRAEQRAEQRAEQfQdWr7nkcvlAKgB/NaBMCElpks2XrxvHiXbxdOFMkqeHxbOgFVpE2XHAQdgalpopEnjDLM1BxoDTF0LjZYZGkfNEWrdvBYeoWJMTU1nQMh/i3/NdvhONNvNZACAbDbX/kRzIGRnvp+6TdI54+5dHIst93JkFMs8Cvi6lYSUEjVHIpPSkbZ0FCt2YymfkBJbCxUICIxZHBVbNNozA3BAPoVqTcC2axhLGTD1pg4ZGmv4P2mdOaBzNfuKQXp+WMK65v+Km3EgpFo81TobUvklkd62eAVwhNpvrjrphIWM0AvpOe+FWiKk93Gkvx3dqI9hwb8dpIe9p9PnTrTxIRn3Pm/oR8KsJd8Jud0y28nXEFegkcZa0tT5GDhTS/tk4JxAc7muEOG8adxzKK6nIIScs++lzqn+W3OUVhoaAw907jSORn+xdeKWqXEYGvP8ZcmQ2z3LaKa5Ihz2wdDUEkI/LZgX/1fVlsgYaOTFj2bsF6d1hlkmm/O2edo9T81zRPe0ks3RCfQdnwf9B84X0tPhYlYsj8/gdksCl3LZH7WHxUH1F2ZZzZSanZ3Fpz/9aZx55plYsWIFGGPYuHFjV85t28oJ8ERaazi8llKiULHx1K4y9pbq4IwhZ2g4YtU4Dp7IYnXGxGGTOaxKqzWhAkDVdVFzXXAGWDprRGVyJVCxXVRt5RgzY2nK/wmaTiptV0SWlPj+W1whGhFIOn2XqkgnMdFSPByvzHPBEI6MIiRQdzqLSmW0cxKTgO/YMg4OQE84p64lP9DBFUOt5eZsOJ2cA01HoUn32hiQD+dhoZcaFYfdpg3XHYGpiotiTTQCKUxkTazImdhbqeMXT+3B73cWAaiPn5ylIWdyrM2ZOOX5K/DCVbnGR9x02cZUyQYDkLU0WDpvfHhpnDUc8aYMHtI1x1URRwEZ8YOnHKC30jzW/2Zq568kiB+0oFy1F+0jzm83SQTbTTBKn39ZVy4+Amm3aPeMjBqMqXuXpIft3j3DQD/1aa7nTkgVaa/m9SNa/R8lNRtXqqh3dmDwrZEmJKq2i1qMlctxJSp1EfKv519HRdJrGrIYUwYizppBaiSaS4U1jTUcc5sGa2iecJ3G8j+R0PD9CHT+n5+PuqvKxRhg6qwxGMmYGgDwHaFnTQ2G5qc1BwgsnWM8rXvarNJ0zwile9rcPKdKY8zzpxSsXwEUaxIVW8B2JWouIBEIbNFi0Gm2paYRK1j0pCh3/sBDN7VSY3O3Xz8ic6svsk4hPR0uDLbAB4EAQO1hsVD9hVlWn+K7d+/G5z73OTz88MM45phjunruWq0GADB1jpVZHfm0hlLNwc5CDW7gTem/mMdNDftkLM+AFH4L+uGA49bZWwaH2eg0hNP8jkdcmsaS0xZc5nptzn10rpyKB0Oe1925HZgb3nEL6eAzpo41tcBIpn9OvY3Biql0g4ePMzUV4cXy0upeuf20OKfpwwLzDG7SqYU6hzpXUaYGJZT9sNBLjYrD161WXCExUw07AW74XKrb2PTsVGO2Z5CJlI5j1+SRjtEoXWPIpfSAYSk8e9P0ou616hPnDBpvGrHQsg9r/IWP8z9+wvmYu6FWarXECEyd4rcbS8Oc7abuJjvYTYoI2k+SnpFRRfP0MGh01Ji6r8M6OOHTT32a67mrO8F209SFdu9i6UW2i3OQDSiDVNLsqaotEtPsmHM20hO2M+ZFUA7ok3CaHxhxvpma14zfrnHWtn+Y8kb5gjrKGIOpK6NTXJrGfQMUi6S1MwIJwSIz2MLn8HwS2vXY43UOpHTVJ0vpYc1seX0A6I5WxvUd45CYO3p0EqSnw4VFRqlFQe1hcVD9hVke8xY91q5di23btmHNmjX41a9+heOP782URcYY0gZD2kjuocrGYrG4sf7k12G7jkq7t+hiDFFJx851Rn8JynzRWXeMHdzrYPi13GkV+COYccdpfHEGs+WKGlEF9JbZJ0R36ZdGzUW7znY9wak5oKJFAfGa4S8lSXI2Lr2Q7JE0IDGtnQot9BFV11vgwa3n6qDdLLHNiVgAvtHRNziOih4Oij4B7doNa5va3WstPK3tI7PA56m5THmeGhtj7G9Nm39mFr5Da9/RNxZV5xkdb6H4fcfaHLP5ZXwXniCWFaMU7Y8YbpaVUcqyLKxZs6Yn556cnIxsG/aOan4iWuau0MV6C/qg6dZxK1b0qNwDjP98D/szvdT0UqPiiNOtUacXurac2w09I1FGVQ/7qU+j+NxZ2fGlzkKfaDacnvUjB5RRfK6HmWnXXOosNFiocWkpofawOKj+wiwro1QvmZ6exsTERGjbUvsC6TWFmSmM53vQIGKnyM9/xlOviLvXw84olnkUoPsapTAzjXx+IjZNtpnxJGSyPrVLWyi9OGcc9IxEoTrpPaNYx7VyEVZmbKmz0VcKM9MYT9DbYUNKYGp6GpMTE0vejyW6Q16rY2YBhqnlaEBqpRvO00dR57sJ1V+YIfegoKjVaigUCqG/VoLOwKVUDjHbLXNhnuUlzhOBSFyqopx0JqU1sxA9ZzN/MWmxW+OODV9MyIS0Rl7jnU/O9S62BeC4zeNEwBHwIDj/bVfmYWUUy7xc6ESfkki6r+2WplptliXXPSdUced1PIcfcWm+E+DYPKK59GQ+tDtnO4TnmLge0CDfGXnN+7Nj0urzTPOZK4et6b6D537pIbX9KFQnnbNQfZqrjhfyTd/unG2v1yaNtV1I2OZ67a6zwMdLyGStlLKNxrY9Ti5MfzvcPe68SbI9p1b22dDT6fVUtEL/XSAbjtJHWUbuv/9+vP/978cRRxyBbDaLAw44AOeddx42b94c2m/Dhg0NX2TBv8MPPzxyTiEE/umf/gkHHnggUqkUjj76aHz3u9/taTnItrg46F26OKj+wozETKlLL70Un/3sZyPbp6am4Lou8vk86vU6pqamIBmHy1IozhYhpcTqjIE9szXUalUAgGZlIeoVzFRrKDkS+VwOvF5WQqtbAACnbqNSZ7DSY3DrVUjpgjEOPZVFbXYG3NZgmGlwzlGrlgEAqUwOtWoNcB2YuoZMbgylour8GZYFYeiol0tgjCGbG4Ndr6Nu18EYw3h+AjPTUwAA07RgGAbKpVkAKlyv49Rh1+sAGCYmJzEzPaWce9oObNsO7es6TsMB+sTEJPZOzUBIgbRpIJtJoVgsQkrATGfhOC6qXr3k8xMoFgoQQkDXdaTSGcwWC2AMSKUzkFKgWlX7jo/nUS7NgkkXpqEjk8k0OrrpdBoAUKlUvH3HUS6X4TgONE1DLpfDzMyMqrNUCpxzlMvlyL6cc4yPj2N6erqxr6ZpKJVKqFQqGBsbQ7VahW3b4Jwjn89jakrVoWVZ0HUdpVIJgArZWa/XUa+r+p6YmGjsa5omTNPE7OxsY1/bthvO6yYnJzE9PQ0pZWTfbDYLx3Ea+05MTKDg1aFhGEilVH0DQCaTgRDNOpyYmECxWITrutD1aB1KKRv7Bp/v1jpcTH231mFSfbfu21qHlmWhXo93ljoKdKJPs7Ozsffav8/+/QvuqzEO6GlMzxQASJhWCoxxzM5M44CUg+11DbDr4HAhwFHnFky7jN3TDsbTGeiaDmGr82pWFk6til27y0ibOrJj4ygVpwEwGKYFXdNQqlXAwZDO5uDYNTjevR4bz2PPnr3QuNIn3TBQ9p6LTCYH2262rfH8BAozzfZimSbKZW/fbDaiT4UZpU+GYcCyUpidLaJWqaCeyUK4Sp84gLH8BGaLBbhCwPD0aU+xAA7AitGnmYJXh5pX354Wp1Oqvdi1CjSu2kutXEat7oBpGjLZHAqFZnsxNY6ZShmMAWNj4yiUyqjbDjTOkRsbx8zMtDqvlYJpaKhWou1lsfrEOW/8HlR9ajyzfdInIQTq9TrpUwcsVJ8qlUrk/gX35VyDlclhelrdPyuVAmMM1UoFUkpkx8ZRrTTf57mxcRRmpuEICdNU75eKpw3ZsTFUKlWUK1WAcaSzYyjPznjPdQqScVRmZyGl6ms5dh2uo+61lRlDrTQDQILrJrimw6mpZ0izMnDqdQhXOTA3M+Ool4tqX82A1A249YryUWalIYSLWkn1e4zxCVRLRUgpoOkGdMNCrTILBsBKZWA7LhxPy6zsOOqVWdSEgGMZyGYyqFaKYGAwU6q9OHZNRUkdy6NaLkG4LjRdQyqdQXGmCM6BXDYDAKhVq5BSYmx8HJVyGY7rwNR1ZLI5FIsFQEpYqTQYGErlMoSUyObGUatW4Dg2ONcwNjaG4sy0qiMrBU3XG1qczY6hVqvCCWiJ3wfNpCxwU8dUIapPAENufAJ7p6YgofTJMEyUSrPQGTA+lkPZ6Z4+lQpFuAJIZTIQrmj0VyfyE6iWi6iIufVpbDyP6cIsHNeFrmnQNR1TXlnTqbTylVVd2v6TruuN3/3isssuw913341zzz0XRx99NLZv344rr7wSL3nJS3DvvffiyCOPbOxrWRb+/d//PXR8Pp+PnPMTn/gEvvSlL+Fd73oXjj/+ePzwhz/EW9/6VjDG8Ja3vKUn5ajLkZib0TNMc3CWPy5HqP7CMLlMzXS+k86rr74aGzZsaLtvrVYLebgvFApYt24dZmZmMD6ufADYtg3DMLBn1ok4CZZSYrpsY+t0BWXHxfZSFbVAWKu8pWN12oLGGdK6FnJmzqAin5g6x3jaaDgL9pez+fiR9Xx0rRkG2A/jGzxnuxkEiSms6QRYAnAcB7qu7JKMzeGEHSqCShB/BlS7J4i1yRCDiojXb/x7PUoMepkLhQLy+XyoTS53OtWoTvQpibnuq5QSdVdiZ9FG3RV4dFcRe8v1RlrVEZitueCMYXXWRNqL7gQAJueYsJRm5dMGzIDnWo2zxoyrVn0CmjO1tJYoUpwBnANA+8hPrXro08nItuPY0PXeP+tWS9RO4c0sFbLpRDuY7ghEolm10qqx3WDQ2/5SMN86IX2avz51WsdCqkh8cXIgpYTwhMJxZWzfDFAzPN1AopSA8H7XHAGn5UC/WQoRnusuJRrXc0VyRL64PhjngBQOLNMM9PPUOaT0+4K80c+SUsIVKvIfAyKRnHWuovsxFj4urhxBdM6gex78W/PPGfPOE/bw7edFSE+jW/SXJeixlE291ZgKCtGJRs+lld1GSDXLFVDX4/O4Xmt01db3i+9Ufanpt0bdc889OO6440If1Y899hiOOuoonHPOObjuuusAqJlSN954Y8OYmMTWrVtx4IEH4t3vfjeuvPJKAOq5PPXUU/Hkk09iy5Yt0LTOKno+dfHujZvgJiwaareEbRiW77Wj0+V71L9YHKNSf522yZGYKWVZFizLarvP7OwsJicnYzshjDFMZk3c8eQuuDFfUjM1BwdP5BLPvW8+FXPO9sYlISTMhDfdQgOGtBrCSrPFppPKBZyUM9WZaLPKccF57SX+vR4lRrHMy4VO9CmJue4rYwyWzvDorgK2F2uRtLShYTLV/IgKUhcCE1kDKT2qQ66Q6gMnYZ1gqzHKR0gAIvmDIC4fzfwmJoWYnZ3FxBI43x2Uj5NWqO1HoTrpnIXqU6d1zJkyFNgxBlvGGISQjaXDrdhu1OCkjlOGKjvhODchPCljqu+VFL20XZ/N1Dnq5Sq0VLOuGGOewSmqh4z5xqN4S7UjJHI6n3f0ZEdIaFpCv1JKzygVzYvGgST5UssDY/LAgFJJ6a3eoUEK6L9Wcta9AdCler8MGieffHJk26GHHoojjjgCDz/8cCTNdV2USqXED9If/vCHsG0bf/u3f9vYxhjDe9/7Xrz1rW/FL3/5S7z85S/vXgE8xjQn0dn5sBueugG9SxcH1V8YmrdIEARBEARBEARBLAgpJXbs2IFVq1aFtpfLZYyPjyOfz2PFihV43/veF5k59Zvf/AbZbBYvfOELQ9tPOOGERjpBEMPNSMyU6oRsNts23RUSGV1DzXVRjxlGK9RsWDqHFTO9tFp31XI8LWwDlLI5XTpuNMxxBThncy6raz2nPzspdvkLmrOlMpn2ZQ6eU/03es7FLP5sTGvv81Sque71MDKKZR4FOrmv0psiaWk8tOzYT6u5LjTJYPLoqDxD01FuK46Q0BCd3aSWgvhL9eIbt4QEixnrF1LOuTx5LjrVtX7TiVb2Qg9bnxG1REn9ez7LWIYJ0sPe06069pe+xS/vSzpGJXCG2CV/VcdV/qVaZiJJKeEICRnTL5NSwvZmiOotM5+klKq/ZqRi9dLXtbi+nKExCBmdvcWgZpzKhLK3oxs62kpS5NJB1dteMWrlnQ/XX389tm7dis997nONbWvXrsWHP/xhvOQlL4EQArfeeiu++tWv4qGHHsKdd97ZcCGybds27LvvvpFndu3atQCA5557LvG6cUuMO6Uk6DN4MdC7dHFQ/YVZdq3xyiuvxPT0dEOgfvSjH+HZZ58FAFx88cWxzvM6wXEc5XRRY6Goe1JK7Jqt4empMiZSBgADZdvBdM2BKyVMjSGlc+yuKkHMGTpWpEzonKu1/ZyhVFOL2S2dIWPpaop448NAwgXAmWxM8fbX9NuuBFzZ8BHgTwX3/8K+EFp8IwBggY5JcLmglKrT5boODJiNtMCRseesOIDBJXQOSDA4rpp4zlh857CT/lDdnf8a/8Xi3+tRYhTLvFT0SqPimOu+7i3VsXlHCUwyrEiZqLsChbryL6V8wolGG9c5Q87QYWgcY6aONWMp6JwrnZKy8ZHm+59zXLWshjO1dMVvv1ICjlSfUlyE/aEEV4746sJCvk08XQtcb764rgOgt8/6fHIV9J8yFzUXMLqsh8FnxPet4meFQfmBaRetcRgZZT3slz7Np47jnnVl6PGMS7zZb5FQRhfbFV7/IxxZTkhflxi4xiAC/pJqjouZqt1Y1qdzhnFLh6VrcFyBiu022qlqGxycMzhCoOo00zRv6bMWyLjtSDh1Gy40WIYWMtZLNP1j+UubNc5gaM1BR9sVqHnXT5saxlJ64xyu8IxlaPb/guVutGev7xino2GjWNSxgu83KjgIGXNXIGVAy9HU22GVkFbDZuv7ZdS0M4lHHnkE73vf+3DSSSfh7W9/e2P7pZdeGtrvLW95Cw477DB84hOfwI033thwYF6pVGKXCadSqUZ6EosJFpNhDqrQkObqO23GNZDlDnQm4UqGWaEjr6lABxWhJh34+xZcA5nAvkWhY8Lbtyo0CAAZb9+iqyPFBQwmIMBQcJv71gSHA44sdxr7WlzAZKp/NuOamNCUL9Ca5LAlR87bd9bVYbbsm9fqYFBO3OuCI6epfUtCh84ELKYGJ6ddE+OaDQ4JW3JUBceYt2+9XofruqHgJYVAMCu/DqvVKlasWBEKdNKuvvsRzArobrCYXgaz2rNnD1Kp1LILFtOrYFbLztH5+vXr8dRTT8WmPfnkk1i/fv2c54hzuDU1NaV8SkmJmiNRqqkOysM7Cqja0dkFQkqUHBdAdFTM0jgOzOdiP6o4Z8haWuzHFmdAynMe3JquMRab5nd2Eh1yMjQ6Tq0jezPTUw2fUtEZUHM5+fT/FSb4NM3no4pB+Rjoh2HKv9ejxKCXeZgcCS9Wo+ZTF0n3VUiJ3z5bwJ6SHdrut+utxUrsjE+NMRyzJo9xy4gd8fc/0uKw9Hg/UgxAykz2jaL2iU/TPKfo89GF6empjnx+6FytX/ds//NK69QxbyfOzePoph5OTan6sN0k7zWqrJ06KR4G5quHpE9NOq2L+daxbzD1Zw1F/T4pQ0rVdmLblJQStiNijb9SSuws1lDyvV23kNbi9UlKCVfKxHaTMzRovDkDvlYuwMqoOslYWqxWMgAZ0zc4hQcBGQDL5NA5D+lvYyDR+29rXw7wA0hE+3K+cS0uLbRfIKnVMJXo14oBszNTWLlicqi1I2jM998vg2bQX0qN2r59O172spfBtm3ce++92G+//druX6lUkMvl8I53vKMRle91r3sdHn74YTz++OOhfcvlMrLZLD760Y9GDFw+iwkW86Fv353oU2qU6dTR+aB/Www6o1J/Q+vofMuWLT09P2MMKUM5B968sxYxSPn7OEIkGmbylpE4ym8mOKAE0IiYEneckZDGkPyhAaiRsfgoVsnXAjqZLp7cSVkIavRTfewRxHKm1xrVCbM1N2KQAlR7rzrxS5ABYCJlYNwyGvsGae/YPFlLkpzuzoV/qV587AQj53EAulSOlhmU0SmYpnkznVrTOmEhBilA6aErAb1LZff8yyciMJhBKYjuMwj6FIfvjFoIoBgbPYV5y+uSz5E0G9EVMtEg5c86iqNdu9EZCxmkgmg8WSt1jQVmUTX3Yd6ywLhBRMaYFxUwaqD3Z6+qf8fnpfV8rcSdUxnFwnkM7QOlo5V5auJyxHfMLqRnwO/z7P5BZmZmBn/+53+O6elp3HXXXXMapAA1e2PlypXYu3dvY9vatWtxxx13RAbDtm3bBgBtz7uYYDFEPO2cvHdqsCKI+UKOzj0mJiZCvxljbQ1Iw0B+RCOItN7rUWAUyzwKDNJ9Xeik226rbD4/0TY97mOCeR8dcbOFeJu05cAgPSODAtVJ71loHSfYeZYFZnpsqbMwb9rNX22X6uvoqLQlxtTM3dUrJ6CNgCGuE6rVKs466yxs3rwZt9xyC170ohd1dFyxWMTu3buxevXqxrZjjz0W5XI5Erlv06ZNjfReMO0aPTnvqDAq7b9XUP2FWcav/+4yH8d4w0KxOHplBkbzXo9imUcBuq9RRlXXkqBnJArVSe8ZxTq2q6WlzkLfGbX7PGrlTcJ1XZx//vn45S9/iRtuuAEnnXRSZJ9qtYpisRjZ/vnPfx5SSpx55pmNba9//ethGAa++tWvNrZJKfH1r38d+++/P04++eSelGPc86FELAxqD4uD6i/Mslu+1yuEiPqNqrc6ExkyWsu8nPAjSLnekr/5TKVezuVeKKNY5lEg7r5KKVFLWKrSSxYa6anby8YG5VnvxLF5PxiU+hgkqE56T7s6FlKi7qiZJ2pJbFMBlC+p5bmYVMrl91wttqY7bUt+wAfOoj752qUNGqQdig996EP4z//8T5x11lnYu3cvrrvuulD6hRdeiO3bt+PFL34x/vIv/xKHH344AOCnP/0pfvKTn+DMM8/E61//+sb+z3ve8/DBD34Ql19+OWzbxvHHH4+bb74Zd911F66//npoMZHNuwGfd2xLIgi1h8VB9ReGjFIehqGmcPrGqNmaQMbUYekctRYnBhISOmNI8iVfqNmYTJnQEP1Qs10JQ48Ps+54kfbi0myhovO1pvkdiiRZ9UMDoyUvUgK6bsSG+e0sdHl8mPiFwtC5w8jWCFJCzi+KlH+vR4lRLPMo0Hpf647AdMVBzZbImBrK9bBxSkoJS+PQAMSZrWZqNsq2g4wRfTUIL8BDXFhzVwJ6gia4QjZ84sWRlJLkY65Vn1ovOdez3utV2dLzT7UYoxRD9/JpGIbSV7R3dD7A34Fdh/Sw98TVsepfNX2tua56l5uaBGMSVUeiaU/3+y4BR+BedGIhEXEE7u8pEU3TOEPa4KjE+AiVABwhoHOOVhON3y+Ja8tOjB5yTemmivYXr5WOKyE0GeNzSkXYM6QGv3cT1NOkfKgyJvd9XCHBtfh+5WLwfKfP2ZakZ3Dyx3iFBBzEB5Pw0wbZZxNph+LBBx8EoKJ3/uhHP4qkX3jhhZiYmMDrXvc63Hbbbbjmmmvgui4OOeQQ/OM//iMuueQS8Ja1ul/60pcwOTmJb3zjG9i4cSMOPfRQXHfddXjrW9/as3LYkhYMLQZqD4uD6i/Msou+1w3ivMA7jgNd11GouKgFZkgJL2rLM1PlRjQYRwjUhPAcT4YxOUfO0KFxjoyhIWs0I+0xppxcNhxa8qYTcr/z44cK1lpGD31nnIamjm2c0CMuWh4LHBd9ubNGmf1TtRYnLv5enIHLx49KJRE2Gs3FfDogc0Wz0r2R17bnCJR7VBj0Mg9TdKvFMp+6CN7X2aqL6UpzKrqUEqW6i53FaiME+mzdwebdZUxVHWQMjhUZDbr3dZHRNazLZzBm6tA5g6nzWCfAnLGGjgHq4yRlaI2PpmDULI0Dlq7S/PkPQYIfna3beUADO3lL+dlMetY1Nn9H5fNFSKDewSS1dlo5n+h+nRCsD9fTz0YIef96I9Yvn68ekj416bQuWutYCIlKwkoZIeOi7SmY5+BcSKBYtVGuu16kYqVdflqp5qBmi0aaP4gnJVCxXTiuhO0KlGwHrmwashyhejo6Y0jrWsMxuMYZxlM6TJ2jYruYrthwvDxqnCFn6jA484wuartwXRiGjmxKaaiQspEGeP7pvGsEPTYxxkL9LcPTXz/NR0KVNTi4ztBsv60aq9p3ONhN85+s5XeUON3VeVhH27WlTvUwDgbl+H7QGNS+FGlUk/nUxbs3boJLnmwWjAbRqD9ygD5/BlVPus3QRt/rFcViEZOTk5Ele5wxrBlPYVXOxD1P7oYjmuGBgyNxWUOHwTmMgOW/bLuo2i72HUuBcYRGzRwv5HHa1CIffq6QEAKwDBa6DqBmWrlCwjLCU1kZU52c4Ihh68yo1nOVZosNZ+dxnQ8/TLvfWYr7QPUJRrNiUI6B24UgjzuuE+aafdDJ7AT/Xo8So1jmUSB4X1tndDLGkLN0ZM0sfvb4Huwp29hRas7vLNsC5RmB4/YfQ94yMJEyGu3bERJO3UXG0CLtUy29kRhL6xHjenAprcZYw+AFoKFPDYNIy4n90X7G5r8UMLj77GwREy1BHIw+GV460Z9WrbR0ZSyS6M3SleAzovHwjItBnY3Qa0gPe09rHbfzhtDO6FyqO7AdgUrdDc2OLtddMG++ZzBKsp/GmWpfduDChsaR5wamqrY306l5HUdKFG0H++YspHQNKYM3dChj6kgbGmYqNiQAS2umMQYYDNA1DrtcwnhmMqCHDJxJSKhZU0GtDC9SDFeALSTsuous5fXzGnrBlMZ6xinGwv1KX2P9gci4mVqdGKMae3r7+PfH1KI62q4tLWbIe1BHy0k7hosxzcG0ay51NpYtVH+Lg/QkDBmlOkTnXHViYtIYY8gkWDol2odEj+80NM+bdM52x3T7G4N10ImJi2bFGNpmls1xToIgFg9jDIW6GzJIBRm3DEym59+pMDQeCG0evp6psVj9misseVIY9cUySDoTH7a9v9cf8sCyxBDhChlZhuxjuwJuwsiXk2AF8w02SQZkXeNIm1H/NYwxpA0t9jjGGCyDQ+o8onH+zPgFL52LOYwxltiG/dn2iadbQDYaRnTSDYIgCKJH0JxFj0wms9RZ6DvpESwzMJr3ehTLPArQfY1CdRKG6iMK1UnvGcU6tlKjV+ZRu8+jVt5hpyx640B9VKD6WxykJ2HIKOXhe8CPGwmSUqJSc3DoZA7rxtIwWkahLM4bToBbXXRlDA2uK+G60TRATTu3XRFJMzQe8jkQRPP8GPh/kfwi6lsgWBb/TyQNMYbOFfhfS/mCeXDE3A6I4/LpxhzXawYx2oFfh1VH+WDodp0MYpmJxePfV0dI6BpH1tIio+R7y3WkDeCACRNpIyz5qzMmDMZRtd2ITxdDYzANrvxHtVzX0rnyE5XwoNpCRnQtSZOCNPVpjh0jxzX/4nQtTp96wSBOJBjUtu9rXs3TvH5GKxzUOhkmgnUsPWfW/pK6INLzJxXXp3E9NweWHp2VKYSE7fjHtvZNZKgf1PpojVsGVmctWC1TFE2NA1KiVHNCvqDgnUPXOAydR/o2GmfgjMU+V5wpv05xk5c0zmDpvNHfa02TUpUzrm/lXzPueo2Z6i35V30u6Z1z/g0uTkd72Zb6pdvzgbRjuKCP4MVB9bc4SE/C0PI9j2q1inQ6jZzFMVsTjQ5yzXZRrDhwhYSpaTA4R94ysKtcw1S1jrSmhzobEqpDlNY15FOGl6Y8BwgBMKairmghH1Kqo6Bz5UfK0pXlmTEvYop3Bo0HnJwHiIugF8wPEP+xVK1WYKVSIWfrsnFctCfQ2CKjZ7VdL2pKwOeAxpRPqXZNzhbzi5yn82Qn6gxzOzkHmvd6EJDSiyYYqCQhgZrbXYfHg1RmonuUyxVIzYIr1FJgBiBn6bBdgd2lGh7dNYu9lTo4Z0gZHAdMWihWXVRsgcNWZLEyYzYcBdccAY0BaVNDNqXD8JwIA4CuMwipOiDBtPgleuq/Eso4xZlUetdu6V7MtqCutfo2aUe1WoWVSkdCjne7TcXBWfsoWcYS9OAGse23OlyXnkPkfjijBwazToaNarWKVCodirzGvP9jaBqc4tqKKyRqjkDd85PHuQoiI4REzXFRs8PL9vxzsJiALz4SzWAyHOqZW5W1UHVczNYcZD2/UdJz01CpuyqIg66BeZ0T7jlPtwwNrisghIQZcLhu16swrZTKC1MOy/1jGJrBDQBlAAummTpv1EcojTUHIblnjPLxffdJqfpsrYa7pGWK0is/8yIcxvUB44jT0XZtiXtLhdv5E2uHI1SUWH2AovGRdgwXKe6i6tJsn4VC9bc4SE/CkFGqBUvnMDWGii2xp2RjpmSH0v2Xd9bQQw40g2QMDZNpM/ajjTPmhR6OYugcKa9T1HSi6TvMbHZGuhnWFwhHUxFSGX3aOiVFwkck1IeFCXjRAwHTc+IbE4k5elwHhinO1H6thpxBDiHcDlcmRxN0BCC88hJEK1JKVG0JMxiJyWsAtitw79N7Q/v7aZNpDcfsMx7ZDqiProms2QyYEEgzODCWMmLT1O+kfKJtw+YN53PJBq7W3wsdPXcEIJkygvcCFtSngPG818aw5US794ErAeEOZtQtYv7UQwNIrGGQkl5UuqR2XKo5LcYUv+FIVOoi8bh2shCepdWMSGxpHFam6VMvqGtCICJLfjrnLBRwpjXCnaXzWK1kkDB1LTZN84xvcWmcoWH8ivYBJTQen9bWUCdVnRlc/TGmttmi/czFTnWUeftoEnA6CHwTm0eo/BicfOERBEEMM9T185iYmGj8mzGGjMlQrjHMJOwv2nwV6YERrlb8Dllcmr8cJj6tvUGqrRPyhO3j+QloPNyx4Ex9EJTthIPmPGv0g1Hjau/6HD0SmWTtar0ya0b58g+Zz8de8F4vNXN9XHdr6voglZnoDlICY/mJ2LSaKxI/RHQedcbr087wPZdRXMr4dsja6Fo7PWx3znaM5yfaykg/VoP4xvOF6FO3GbS2P+cSzj7kYdDqZBiZmJhALd4/eWP2TxJJBpG5jmtHct+pzQxOlpzOWdR5eSaXV8e1OXe7vlxjdnyiHibNTm1/XDsYwgNfvmG95rRvi35aJ22JewOUVWfe2Ytcb6kh7Rgupl1jqbOwrAnW30Ub70/c76oNx/cjO8sO0pMwtBzUo1gsRrb16kNiUAZ7ZmeLfctLL+qSsYXNjoq718POKJZ5FCjNDvd9XYhszBaLAyGyC9WnbkNtPwrVSe8ZxTqulmeX8OoLE5okfepUt0btPo9aeYedMb4ISylB9bdISE/CkFHKw3WjQ3q9crA4KCM+wnV7kpdBKV8Scfd62BnFMo8CYsjv60K0RIjhrpP5spi2nxRMY7lDeth7RrGOh0p7Omz3o3afR628w47GhvAF10eo/hYH6UkYMkp56HpzJaOUEnVHot7GsVK7QaR2a/HbTode4HFAm0gqMREBfXRdbzqclc082B21keQcKcftzXMKz4ntXPRrRkHwXi81c5W5W1UySGUmugQDtIT72hohNIhotPVoG26rXW2OA9r4lIK/VKVN8IQuMtezPgCTqPrKQtu+r9s1F6g73YuON1f99+P+kB72Hl3X297LpDTf8XdC4oLzs5Boc01H/J1pl6bN/VzNlYu5luAtpBxtrxc5v+fPco7jhLdfJ2VOutZyhLRjuHDkMDyVSwfV3+IgPQlDRimPTCYDQIVWL9YESnWBlKEhnzFCH1t+h8DgHGbCh1/NcVF3RCRMMdAMDxyH7QoIIPY4PypLKK0lfHowzf+3KxE9ziOVznjXbYblrnlOzhfSmfTxHVPWXHXOsLPTeHxH5f3Av9eDgB9tKg7eRYfMg1RmojtwxjA5ng1H//TauKVrOHKfcaRiHq66ENhRqsCN0QQhJGp2vHa5XuSr4HWCJH9kAq4Q3qyb+I+78PVk5Phg0lzfZJlMJtEhbrv2NqzMt+0LqYxQQd0WCGj5Ir+JeTvNQ++c0AchPew9mUwmNqqu354Nncekef2rmAYspYRkDJae3FHQtWTjuEjQHwbVJ4uNXixVFL447VK7h7eZqXRj60KMR+38zwmpNBihc899DcaStVlj4aACrtdvSwq+0oojAM3KhCIhtqNdMButTT71AXJyTtoxXJQFGQUWA9Xf4iA9CTNi3fNkCoUCAKBUa4YaZowhl9KxJp9CLqUrI4+QKFRtlGwXGudIaVyFO4cKzTtm6siZBlwJVGwBx+tEaFydK5syYBoaUgZvvGR1zjCW1pFNqcYtEO1qqMh4XsQab1twn+CHm2+ocoSEkBJuy3E+pdliY1ROIjwSzhhrhJgP5cNLa+dwvTUUezt0DliacobeL/x7PQgw1qwDv7PmOx4123Sw58sglZnoHuVSERmTIWUwCKkM19NlG7uKdeRMA8fsO4EDJ7KNdswBaACqrsDW2QqmqnW1nQH5tIGVORMaZ3Bboi/pnMHQlJPhmtPUNUCFa9e4ikbFEz4sREOP4AmVOp4hvH+7Dzk/UlQSDOoDq1YuwNDCH0Ac6rfRxTa1XJhv228XJcufHbEYgpqntWqe3p/BCdLD3lMoFBoO/31H2sHmzRmDqWswNe4ZmyVsV6JUc+EK1Z/iUP0eFWlUoFB24Aj1jASfE0NjSJscpq76VmaM1ZN51xcB7TJ0hpTJYRrcOy768AkpUbHVQKOPr4d+H8k/qlIqwtSV4Yy3PMgMgKFxmBqPHMegZreaOofOGfSEQToV1dPT0WBcwza+6xhjDW324QxI60DKaPbl/Kh786VYLMAWnRmrWeB58LOjMaUFhqb0Oy7Njw49CJB2DBfj2pxRnYg2UP0tDtKTMGTibCHuxco5Qz5j4JmpciSdMQZTY7A8q0qrscZxJVaNGZE0xhhMQ4Opxxt4ZGO/aH5cIcESjDhCyNgPCmV0krERY9rB/BjBiJYtkLTgDsOozVpIwu+sLSTaGDHaMMZgaMBs1cFsS7grxhj2zaUwXamhUHMibbhoO1g3kUbOMiJpUgI6U/rXmuYK2TAgtOoaY80R/VaElJ4RP2rw9o9fKK2zMji1qQXRLw8Rfrh4fZHvEGLw4UwZGJyE/pWEMka1whiDbQtU6lFdA9QMa2UQ56E0XQPcNrO+dQ7oGos5jsFxXYgYzXCERArKABbWPDTy4uisEaU0nMYig3n+v3UmY9M0BogEFxKukNC43+eM3SWCf04pJUyNgbf0vRbb7iU6X57na7PKV+dpBEEQxPBCRimPdDq9qOPbhxVeaNqisjTn9VIdlrlXeVyq/sZi73Uv6VUnbJDLTCycTu9r+9mNC01buBGpl22/tU5G/cNm0Nv+UtyfQa+TYaAf7dA3giemJfq/m0PXEq+XrHmMMVjp+KUYC9XYdiy0Phdj+I9joW2pXTYGWbNJO4aLiujDevEhptP6u2jj/YlpV204vlvZWXaQnoSheSoec63/l1Im+h0A2n9kOa6I96UiZWLaQpnPmbrtMHO+NFby9Pu6wxhOag5GscyjQPC+SiQvfdI5b8zmjJ4jeWZTkh+odmkLfdSivqUWeJ5gnchw0IVRhNp+FKqT3tNax37bjg+wkHw/OAOsNlOqkyJESqlcFsz3TmssPNsp7rxJ+UwygrXzMZWU1kmfNOm4hejognV7xNrSqJWXIIjeQXoShoxSHtVqFQCiU5qlRKXuYtt0FRlDx5ipI6XzwJp3hoyhQeNqanSrn4OxlI66o6af2wHn576vp5ojUK43HaMDysCV5NRROb9m3pKaYD4DS+liTGQaY9AbhVM71rwyLyV1t3tRnTqlOgDl7jejWOZRoFqtwnYlds/aABjSpg5L5w1tcIXEbMXBCsvCurEs1mRSjch8KY3j+eNZQDKUay4qNbfhb4VBLW8RUD6EHLf5kaOWmvKGwcd1gwEW1HVbfaaobYCpc2gaD/lACX44+v8WMR9Vc0aqZM06kZ7vo5rbDLrgjKhxar5tv9N6Xs6QHvYev46b0Yyb7TvYD5qtOqjU450ZaVz1oVbkTKwaM0O+orSGz0sW6v8IKVGzXQRXvgXdIaRMDkPnUXcEUMb7bMrAWMpA1tSbPukYkLE0cK40MRgkgjMgbWowDQ2uUwsv3/PK4OehVdcY87YH0vx6SfLdps6p+k3C85EVPK6xXcbrqH/dRt14WrkQf1JA8z4PgSx0BGnHcJHmHYUbJxKg+lscpCdhaPleC2MWR82RqNjKqfnuYg21wNta+ZDiMDiH6/loCqZBSugcSBkadI0j6F7cdgVsV32Ytb7BbVdACCBj6aFzNs4N9ZHo/1tdT/037ACYhf+fSRi81d9VzPkX4ROKwfvgm0eaj4QyTHGmfDIMwwcPQfQDKSWKVRclhB1NapwhxTimSjaqLV8aWUNH1tAhIJHSw9OuHSHh1FyMp3UYOo/MwnIEkDaY0rWWNFcA3PON4sMYgx/eXdc4NM4Chi0W+7EUKh8AhtZzRg1LfpRK/1tQyPiIn44AXER9TxFhDO+Dt/UjVX20U90RneMIiZoT3S4B1GwX5Zob2zfgrGnMafhe4gwrcyYKFbvRJwtqg5SA3RKEIYihxzsyB+ANKobTdI1hTDO8fl70GAEg4zlVD2oZZwD3gkLE6Zya0erpWovhTCTM+mrmM3rOdjPO/b4h93SUQ0UoDGql3UF05HZwKGfk1HcjCIIgFgMZpTzy+TwA9cJPGQymLrF9uh4ySPkwphxz8ljjjoqg0uhQteyjeU4942YzmbqWHLq3pYMG/+wsaemN35GLd8AOAGPjfpkTLtoGhnB0OM6akZn8kN/BNFfEOzn18Uf2+hH217/Xo8QolnnYcQXAzFxkO2MMtisjBik/jQGw9Hg/AIbGYOjxmqFzZZCKS2Mx2/z9gpGy4oxWSST7imn+2+TR2a3ZsXxbI7gjmo50R4H5tn3G0Jj163qz4TQvJPuwfHiSHvaefD6PaoxByifJIAWo/k40sAprzLqKDQ7jRRmOgwGwjPiFAf4Mqch2r5/Xaqzy0b1oef6+AJAby3v5bLaVuAAxjW3zaE/B08zXL5SQKtpeq3HNbTNg2AmmBqxakR8aXegE0o7hYsY1ljoLy5pu1N8o+5siPQlDy/c8ZmdnQ785YzASRtUWS7/f30kdmHJpdsGdCY23dpLUNkuPhl330waF1ns9CoximYcdCaBaKS11Nhr0e208Q9QgBQClEj3rQRba9pk3uGDpgxWSvRuQHvaegarjPj27lfLg6HEQhvgZjouaIeUZrgfqPveBUSvvsJPjbSznxJxQ/S0O0pMwA2Qq6IxarYaPfOQj2G+//ZBOp3HiiSfitttuW/R5XXf01sWOYpmB0Sz3KJZ5KeiVPiUh6L5GcB2qkyDU9qOMap30U59GsY5dd/Q+0EbtPo9aeYcdjY2go8kuQvW3OEhPwiw7o9SGDRvwla98BRdccAGuuOIKaJqG1772tfjFL36xqPNqWng9h5Qydule6z4Loa9NuJ1/Ai15DUvbsknlb6t1H+FNrXcS0uYibua97/PAjbkVfppolxZzTsa1xDRXJB/XbXwHo/1wwNzuXhPdo1f6FIcrJPgA3dduhxqfC9dz7BtESq9OEhuUjHX+K6WE7aq/uLR6Qlo7pKdBce1bBnStNU10mNYp/W77vgP8funoQhhVPeynPmma1t++zgCgad3wiLHAfmUbbZKI10q1bSHXazpXD7aldn2ahfZ32mllu7ReMaraMaw4coimAC8BVH+Lg/QkDJPLKB7hfffdhxNPPBGXX345LrnkEgDKc/2RRx6JffbZB/fcc09H5ykUCsjn85iZmcH4+DgAQAgB7q0FqdRd7CzaKNdUVLxWXFeAc4aa7YAzFU0qmGbovBEhTwusL3GFcoLOvf2DUVqElDA1FT0LEuCBNOk5VNc15jnJDKf5EViAVsefUjnwjPFHpToUQnUcpYyk+fsnpTmucv5pGSrqoO2GHeNypvwNcAbUXAnbVeXlMecM4jviZPA6GzJ8TsNrv60fPME0x1VOSENp3PMn4wJO4F5r3hIViajDTz+t29/aUjb9bwWvp/fQb0vw+R5E4trkcqOX+hRECIlyXaDqRfVkLHxf/VDoz01VwBBub/6/pRAwvQbjpwlPL7KWBrMlOpWvQSmDR/y9BM/PWVRnOGPQNBbxO+VriZugXb4/qrg0QOl0zREYT2lIGwyOYKjaStdayxa5nmxql+8Y3YcBMHSlRW5Mmqn77TS+oQY/vkLn9PTQEWFd89MY5pfW6rQ4iX62/TjHyb3S0cUw3zohfWoyV134z3/dEYk3XUqJUtVB3TP0RjSDMxheQIVgmisEpsuO9w4NB5pxhdJDXeOhNL/dGxqQtgwIIRv9q0b3VwIpUw+lCSnBGFB3XBgtvvR8XUubGgw/AA1jEEJ4+zA1aBCjh4wxcB71w6fywhL7coyxhhuEuLRgvy18TniDiFD+UjXAlQw1z8lnfP8wfL/C0fpkaB+dCVXnYBHN84Pd+FFcW9N4m/7OQnW014EYBrUvNQwa1S3mUxd/vfE+yJGJHdl9fC/JvWLYfUoNqp50m07b5LJydH7jjTdC0zS8+93vbmxLpVK46KKL8PGPfxzPPPMM1q1bt6Bzz8zMYHJyEjsLdUyV1RRszhksg8Nx1cwgv8Pypy3b8M//fgsef3oH3n7OK3Hu6072Ogwcjzy9G1fceD+27SniPWe/BOe+8nAwKAPVn3bP4obfPIdC1cGbjlmLVxyysmFkemqqgp89sReOkDj90FU4Zr/xRmdjT6mOJ/YoXwWHrs5h3/FUI61cdzFdssEAjKcNpEyt0WmoeR+tnDGMp3VYRjht5+7dyOcnkbV0GHqzU2O7EnVbgHPAMjRorNkRCRrAhAQqden5dQmLkpBAxZahjxNXSAjIRhQu1RlpOQ6Ijdbjn3OutLgOjpAqJLxPoTCDiYlJlScJJM2e9NPMLnZ0pFTGu7gZBI4AHPQmko3/fBO9o5f65FN3BIq1ZuQpp1JEZmyiMYtHApitOrj2l1vwPw/vwEsPWoXXH7M/Mp5n76mZWXzjultxxz2/x+tfczze9dY/QyZtgTOGqVId37vvafz6qb0469j98daXHgDLUMEXSnUXv9k2gx2zNRy17xiO3S/fME6V6y4e3VXEdNXGgSuyOHBFtvExVncF9s7WUXcEVuYsTGaNRt5tV2KmbMN2BXIpvZFHP61UsyGkRM7SkQ6kOa5Eue42jFkzFRd1R2v4lyoUZjCen4SusYZ2+c6Hg0Ehqnb0oxHwIoMl6IyfpjHA0qPG9SSNklDGrbh27aclXS8pTXhpWsAgH0e/2n7rIIJPL3R0sYyiHvZDn6REw7l5sTCD/MRkQ5dUuvpXseqgUFFRQy292ccQEvjT3lls3j2LlRkTL95vAvmUAeHNzr59827c8afdOGAig9cctgqTaUMZlR0X1//8Cdx031M47uBVuOjVh2L1eApCSlSrdfz7d2/HD396H05/+VH4X3/9WqyaHAcgUSzX8a8/uA8//PmjeN3LDsOH3vJSTObSAIDpch1fvfUR/PTBZ/G649bhb17zAuRSBhhTenjXlin8aXcZx6/L45WHrICpcRQLM9AzY3jwuRlsK1Rw6KoxvGjfsYazdNuV2DNbQ9V2MZk1sCJnNoxTdUdgR6GGat3FZNbEiqwJoKmHxUodjpAYT+vIpfRGmiMkKnUHQkikTA1WwPm6r3l+/VdsGdEhRyhn7iyglfH31tNRhI1Wu6dUW2JMGdUa+yMawbM1jSPqgxRYnI7OpYeLZRS1Y5jJazamXXOps7Fs6XX9DbsTdNKTMMvKKPWb3/wGhx12WMTKdsIJJwAAHnzwwUV3qgqV8JuQeQ7PdSmx8caf44+PPYvbf/HbRufqyo3/hZtu3YQ3vPlM/OHJXbjzwacax156/T34P3c+jPdd8Ao8vH0Wv9tWaKR9696n8d+bd+HsY/bDE3vLeHq62kj7we+249dbZ/Bnh67E7tk6ZqrNkO+/fW4GqwsVHLwyh1LLTK69pTqsOkfG1FFzROMDTEiJvSUbluEibXDUbAHXixXsCImZig1L57AMDXVHNDocrlARckydQecscSlGMNJMaHvcvmh2glT9xp9zkHAFwLvYyZlrSUu/ohAS3aUf+lRv+epn3gxKjQO3/n4nnt5Txi2/fa4Ree8Xf9qN+7fsxbGpMiozBdx86ybU6kpPbvzxL3Hrnb/BRe/9S9Q1E3c8vKMRveo/HngWt/1hO/7f170QkjE8sbfUaM8Pbivg0V2zOPGASdQcF88Vmtr1p92zeGa6jGPXTsB2BUoBa/CuYg1T5Tr2GbNguxKVgLWlWHFQrrnIpjRlFA/oWqHqoFR3MWbpsF0Bu7UOEJ5Z6uMPJmicQboiVo8WuuQwzvgCzN22k7RyMQzKErmkOvERcnCMUqNIP/Qp7hlgytqBiq36K8WqEzIOV2wXU9U6KrbAE3tLqHg+4XbM1vDTzTswbhrQGMddT+xFwbNU/GlPCY/fW8L+pgZDSNx031OYKStdu+fRnbjvsV047QAdWebgxlvuRrGkNOond/wGt//idzjvnNORyubw3dt+h5LXv/qPnz2M/7r3MWx4/UuhmSZu/OUWVG2Vl5s2PY2fPvgcPnr+sTAtA7/dVlR9KAD3Pj2NB58r4MwXrIRdLuKpSqnRJh/dVcSTe0t42QErIaUyxvnsnbUxU3YwkdFRdwRmAn3PPbN1zJRt7DNuRSKpTpcdFKsuVuQMOC16WKm7qNkucikDQojIjKfG/YjcNwnXldA5jz1GCAmw5oBkJ+fshKRVyHEuGYK001FXAhRPjSAIYvmxrIxS27Ztw9q1ayPb/W3PPfdc7HG1Wg21Wq3xu1AoRPZJp9Ntr80Yw9ev+7+ND7ogW7fvxb/d9KvY47Zsn8H3fxOfr60zVdz5xN7YtB3FGh7fHR/JpVh1MFWK5gPwpswjfmhdGZyanQrTSjX+rTo28T0BV8jEkO8LJTym1l/Sqfb3ehiZ6/kmFk8v9SkJK6XaMGMM92/Zi19s3h0xvtQcgRt++iuUdu6MHD9bquI/7n0c1kR0pKZYdfDAs9PIZ6OjYBVH4E+7Z0NLkIPX2zNbj01zvNlRsR9GQoaMWK1p5aQpQy1YgfYtZfKH1KhAbT/KKNZJv/UpFWiHjKnlbNPl+H5Loepg855oFCIJ4A87inh2qhbRNSmBnz26E1ufm4kYUhwhcfMdv4O9e1vE11LddnDdjx8A0mOR61VqDq79n0dhZDKRtHLNwZ2P7cbqFdlIWtUR+O22AjLchWgJNVx3BXYVa7D06MiWKyR2FeuR7X4ZChUnUSsrCXooWmaEdoskRx+pEetPjaJ2DDMVQT59FgPV3+IgPQmzrIxSlUoFlmVFtqe8D7NKpRJ73KWXXorPfvazke1TU1NwXRf5fB7FYhGVSgW1igNuplArqw6SYaUACdj1Kg5aO4bNz05hzYoMUqaGWt3Ftj1lrF87BqwysbfkQkiJVTlVrU/vrWPfvI59TRuOZNhra9jHVKNhJZcDnGMcKs+zsGDBgQEXAhxCpoCa10nTDIBpgKNG+yTPol4tw3XUx10qO47q7AwkAMM0ocFCzQsVb6WzcB0bjl0HYwz5iQmUizONKfVc01Etz4IxhlwuB9dxYNuqkzQ2PoFScQYMEpZpIJVKozRbBACkM1m4wkW9WgUYkJ+YxGyxACEEdN1AKp1GsTCj7k86oxzHV1VZc+N5lMslSOFC1w1kMhkUiqqjm06lvVD3at+xsXGUK2W4jgNN05DJ5hrntVIpMMZRrZTVecfGUauWYTsONM6RGxvHzMy0yoOVAtc0lMsl2PUaJvVVqNWqsG0bnHGM5/OYnp5S5zUtaLqOshfeeTyXQ71aR72u6nBiYgJTU2pf0zRhmmYjrGcul4Nt241O/OTkJKanpyGlbOw7PaP2zWSycF2nsW8+P4FisQAuBVKWgVQqhWKx6O2bgRAC1ap6BiYmJlAsFuG6LnRdV3XofSyk02lIKRv75vN5zM7OolKpQNM05HI5zMzMNPYNtp3x8XGUy2U4Xn0H902lUuCco1wue/dmDNWqV4ecY3x8HNPT0419NU1DqVSK7Ntah5ZloV6P75gvJ3qpT7Ozs3BdF3XBwY1Uox36a9Fr1SrGWA2cSUyaAiZXyyP21DjWpAW0fdLYWrEghMSqCZWfp3fMYvVECuvGGVhaYGeFYb+sMkwX6wyOZMjKClKOg5qWgi5saNKFYAx1ngKvzYJxBunpE/P1yUjDqVXgCLWe1sqMoVZSzybXDbjcQt3TAiud8fTJBmNALj+B8mwBkAKabkI3TNQqqr3wbA6u68Kuq/aSG1f7SiGATAqWlUKpVIRdt8HzXOlTrQoOYCw/gdJsEcJ1oRmelhUL4Jwhnc5ABPRpbDyPUmm20bbS6QyKnj6lvPZSrVRQ01XbCraXVCaHmelkfapWynDc9voEALncWMf6NJbNwakl65MQovHsdaJPvpZls1k4TlOfJiYmUCgojTeMqD5V6wLVmq85E5gtFuGKZh3OzhSg8WR9cl23b/rktx3Sp+7qE+M6dCuD2WIB9XoN42wCkEC1WkGp7kAihXqtDOG64FyDmcqgWi5CVKrQhAMJQHeV4aqup6CLOnKygjx3MCMMTGrqPlSEBhcM+6Vd6HnguSKQt4CMoZbBby0CB+2ThmOOY2q2hmrdwZoVytC0dVcJ+byJ3IQFV0hs2V3HQastMAYUKi6kATwvr8q4vQRkDWDMbA7Z5VAFg4QNDTY0ZKDyxIUGLm1woX47Rha6XQYg4dQMGCwNp6aeN81MQwoXwqlDSAkjPQanWoKUApzr0EwLdrWEiq3qCFI0dC+VGUO9WgarS3Bdh5XKoDKr9Mn0DESFqmqXubFxVMue5mg60plso69lpdJgjDX0KTs2jlq5BMdxwD19Knj6ZJoWmKahEqNPjmMjk0kn6lMum0O9XkfdritXEvkJzExPQULpE0+ZKJXC/adyuQZHqn5lYUbpk2GYMC0TJU+fMtn4/pMQArlU9/tPvj7put7QhkHpPwXzRBAEsVxZVo7OjzzySOy777747//+79D2P/7xjzjiiCPw9a9/He95z3six8WN9K1bty7kcGtqagqTk5P4085yYmSjk974D6hUEzqnaw+NnU/MNY7jX/WS2EN0zvDCdROxaWmD4+QD8rFplsaxfjI6WgeoLJgxI3J+mhFYF1YqTCM7rq7PGWs482xF4yqvSTOlWILT33YR97jnxDjuuMU8kZ1M5pqenmr4lOqEbvookC3+reIwOJBwKxaM/3wPKsPgpLOX+uQzW3MbDmoBoDgzjbH8BADgCz96GD/fvCt2mdrTd9+N0s4dsfl+3stegdTkJOLmLp594jrks0ZsO91/3IKesB7rkMlc7EwpAMiaWqKWaG3WrZoJjYIByFjN8ZXCzBTG881nvd2SsaQ8diJBGSOqX44Xda4d3V6+xwBYbYaX+tX2qwl+uHx0rv4GgfnWCelTZ/rkiqYPtJnpKeQD79li1cae2fj+09PTZTwaM1MKAJ6dquKZqVps2hNb9uCZrTOxaeUtj6K2c2tsGsZXx86UAoDsqtWxM6UA4LSXrsfqFZlY/TpohYUcKnCMaN/siFXjsHQOFqOx7fpJOUtP1MqsxdukJQuC3kZj9QSHu0G/YK3MTE9hxYoVieecizgfmo6b7I/Kp52Opno43D6ofalh0KhuMZ+6+NC37yafUotgQqsvWf0Ng0+pQdWTbjOUjs7Xrl2LrVujnYxt27YBAPbbb7/Y4yzLih0hjGP1mIkdhXqsYeT/fddf4J++eQts24XrLXrnXEVLOSjP8GyZwxWyMXVa4wyuK5CqlGBnVEfFX/6voodIWByoe0FqRCCtYgvUXQFT42BofiQxADVXwJECOot2IKTnjyjOt4P0fHrEzewWUoauE8QVYWNWK4nGKv+6MWl+pK9Bh6G7BiLG1IdZTFBHAMrx5zKoFiKGfuhTSuewXTe2Db/5uP3xyPYCdhSiH3CHvvgIPHtfGXumixFts6a2Y2zNaszW3UaarwXbdpewenwFHBH9KFFtmEPEpJUdB+OmMe9g40naFcxTKxKAkAI8Rg/nJnkhcdL1AN85b/Q4jQFugsYCvfGhNyiGHoMnf0gykJ+8paYf+sRZch8jY+ooGw4qMQ/JmpyFvdU6dpXqkf7O2nELjiuxrdCSxoAD98+D1R08vasUSuMMWP389RC8gue27/WcePvHMUwYDsyJNHZMh2eHMQBj3EY2Z2LvbD3S/nfvLOCAfcdQc6I+6uquhG4wxNlmZ+o21hqp2HqxdOXIPF4zpIqgGpfSxq9S24hObR3bBWs+TDs9XKhDhqSonBpX74GF6KgxIHpIEERvaecEvR3DYMwaVpaVUerYY4/FHXfcgUKhELK0bdq0qZG+UPzz5dM6cpaGPbN2IwqfoTGsHjPw0Xe8Cu84+3h84es/xrf+4x5IKXHoAfvgny55M/7s5Bdi655ZfPbae3H9fz8MCeBFz1+Jy9/1Cpx6zDpsm6nim3c/hTs27wEAHLpPFhefeiCO3G8cO4s13PyHnfjdNjVSuH5FGm8+al8cMJlGoWrj988VsdMbYVyVM3Hk2jHk0waqtosdM3WU66qTl7M07DNuwjI4qrbAnlm7Masia3KsyOkwNOXofLriIJ1TI4VpgyOf0aFzFQFmtiYas8UsnSFrcXCmjFNVRzY6d4YGmLoa+3MlUHeanRadA6b3FeIIoOY0P1xNzU9jcGXYQKPz5seLK8IfOcGR9ta04OyitueUaklgXFpriGFjjpDFC8W/ZjAKH0NvwxmP+shZP+ilPvnoGsNEWkPNkSjXBbJeG84YHC87eBI/fP9JuOFXW/H1nz2BUs1FztLwnlMPwnnH7w/Hfh3+7bs/w5f+v/9CqVLH5HgGn33/WXjHG09GXQDX3L0FV/18C2qOwGTWxAdfcwjOPnY/OEJi09PTuP+ZaQgJ5EwNrzx4JQ7fJ4u6K/HwjiIe26UcoWdMDcfuN4798yk4QmJHoY49s2o5jqkz7D+RwlhKgyuAvSUbxaqaVmFoDKvGDGRMDY4rMVW2UfJ0zdQYVmQNpLxIqIWqg6otG8fl0xpMXQ0IVG2JbE7VvcaBtMHU4ICQqNmy0b41rrTNT7Pd8KCAqavZnK5Q0ar8NC2QFgdjSt+EVDOmfDkJzrYUnj4F03xdEzKsa52kzaVP/Wr7Go8P1d4rHV0Mo6iH/dAnxtSsPVeE37MaA1ImQ3ZlCqWaix2FeiNow0Rax+qxDI5+3hie2FvGXU/uRaHqgAE4Zr9xHL9uAimd494t07j+geewp2xD4wx/8cLVOPuofZDWNfxg09P44n/8HjsLNZg6x/vOOAzvfc2hSOkc1/7nvfjUv/4n9kyXkLYMfPRdZ+L9bz0NhqHh33/yW3z2mnswU6ohlzbwiQtPwnvPOhZgDFff8Ti+/KOHUao5yGcMfPjsF+FtpxwECeDOx/fits17YAuJrKnhdS9ajRPW5VF3HPxhRwkPPjcDIVXf6sQDJnHoqixcAWyfqWFHQfXlDI3heStSmMzocITEc9M17PTSLJ1h3Yo0JjI6XAHsKtYxU1FaaWoM++RN5Cyt4XfK7wPqnGEioyNlKD2s2KIxc1NjQMbk0DU1kFp1ZGiQNOXpoa9dQT00dOb1AaN6uHrFOAydRTSPe/rkGylb04w22pWoo7xpdFqoHi6WUdSOYabgklv8xUD1tzhIT8Isq+V7mzZtwktf+lJcfvnluOSSSwCoqeVHHnkkVq5ciXvvvbej88RNIysWixgbC0/nrjsCNUcgZ0WXmzzyxHb86emd+PNXHAmtZSrN757cjWd3FXHGcesjUaEe3TGLmYqN458/ETnnlr0V1ByBw1ZHp4fvKanZW6ty4WmSUqqPU8bQCKkeTKvYApwxpFqGj6SU2DNdwPjYGEw9mlZ3VYS81qneUko4QnUAWssmperkqNHShON4XFozMlNrh0JK9YGjLSAt6ZyFQhHZ3Fji9ZKO6wVCNmew9fJ6cc/3IDEMU897qU9xCCkxNVPAZH480qYKFRv3PL4HJx+8EuPpcKdh194i7rjvUZz58iMwngs7WdxVrOGBLVM45QWrI3pSqDrYVqji4JUZ6C2aN1tzMF2xsXY8FZkBWbUFaraL8XR0KUrNEXBciYwZXYriRxBNG9G0uiMgpPp4a02bnikglxuDxuOW16nXXeuyQz8cPRBd0ufrGotJa4evJYxFjc2LTZuPXixF2++Xri2U+dYJ6VOTTuvCf8/GP8cSszUXpsZhtfRNXCGxZW8ZK7MmJlq0y3YFfv1sAQetTGN1Ljx7q1J3cdtvt+H4g1di7WRY12bLNfzk57/Dqccfhn1XhvM8U6rh1vuexOn/z/Oxcjx83N7ZGn72x5149ZFrMJ4J56VYdfDY7jKOWJOD5fWh/OeqVHewvVjD8yfTkSVxNVugXHeRz+gR3a7aLip1EZtW82bPx/VH646KqJzSo1rpCDWQqMfooevNclV9qNY09d/WmeKtWhlsSwvVtXb04pyLYVD7UsOgUYDSpE996lP49re/jampKRx99NH4whe+gD/7sz/r+BzzqYu/u/YezAoyrCyUHLeXXf0N0kypQdWTbjOUy/dOPPFEnHvuufjYxz6GnTt34pBDDsE111yDLVu24KqrrlrUuR0nOuna1HnEYONz+EFrcPhBa2LTjjpwFY46cFVs2gv2zSXmYf2KZC/8K2MiYAGqI5G1knxIsciHZTBNg4gtH2MMlp40E4Al+ldijCHhsDmOS17awRjanLN9WtI5XddJXJLX7rhewNWEsZ4T93wT3aWX+hQHZwxcithZO+NpA2ceGa9Pq1eM4bwzj4tPG7Nw5lHxx42ndIyn4vUrZ+nIJfgxSRk8YhT3sXSe6A/JarMuLUmXAagACgmNOMkHFmOsjQYl61o75tK1bqclsRRtv1+6tlBGUQ/7rU/t37MMYwmOfzTOcPCqeJ+ZhsZx4vMnYtPSpoazj3tebFouYyVqXj5r4fzTDo9NW5Gz8MYT1sWmjaV0vOR54c61/1xlTR0Hr4wvn2VEDXE+KUNDKqGj1O64dnqYpHlAeyN7u3sX1KBgW+q2dvXqnIthFLWjn2zYsAE33ngjPvjBD+LQQw/Fxo0b8drXvhZ33HEHXv7yl3f9ejpbNvMyBhKqv8VBehJmWRmlAODaa6/FJz/5yZAV/ZZbbsEpp5yyqPNq2uiFtRzFMgOjWe5RLPNS0Ct9SoLuaxSqkzBUH1FGtU76qU+jWMdU5uFn1MrbT+677z5873vfC83m/Ku/+isceeSR+PCHP4x77rmn69d05QCPniwDqP4WB+lJmGW1fK9bxE0ja+sYckgZxTIDo1nuQS/zsEw97wbzqYtBv69LAdVJGKqPKPOtE9KnJh0vLx7B547KPPwManmHQaM+/OEP4ytf+Qr27t0bKsOll16Kj3/843j66aexbl38zMUg86mLv954H+QgT+sdcBjkyNRfL5b9DaqedJuhXL7XS2ZmZkYiLGOQUSwzMJrlHsUyjwJ0X6NQnYSh+ohCddJ7RrGOqczDz6iVt5/85je/wWGHHRb5aD3hhBMAAA8++GBHRqn5kNdsTLvx7lGIuRml+msX7W+hBivSkzAjaZTyJ4cVCoXGtkKhMHLT6EaxzMBolnvQy+y3xRGcuBkhTp+SGPT7uhRQnYSh+ogy3zohfWrSqT6N4nNHZR5+BrW8w6BR27Ztw9q1ayPb/W3PPfdc7HG1Wg21Wq3xe2ZmBkBnfahapYS6W19IdgkANc2m+gPwtq/dsaDjvvDagxL15H3XP5B43L9d8P8s6HpLRaf6NJJGqWKxCABdt7gTBLE4isUi8vn8UmdjSSF9IojBhPSJ9IkgBpnlrFGVSgWWZUW2p1KpRnocl156KT772c9GtpNGEYPOdQs97m+7mo2+MZc+jaRRar/99sMzzzyDsbExMMZQKBSwbt06PPPMM8t2LfZ8GcUyA6NZ7uVQZiklisUi9ttvv6XOypLTqk9JLIf72m+oTsJQfURZSJ2QPjXpRJ9G8bmjMg9/mQe5vMOgUel0OjTjyadarTbS4/jYxz6Gv//7v2/8FkJg7969WLlyJfWhegjV3+IYpfrrVJ9G0ijFOcfznhcNHTw+Pj70D0Yro1hmYDTLPehlXq6je90mSZ+SGPT7uhRQnYSh+ogy3zohfVLMR59G8bmjMg8/g1re5a5Ra9euxdatWyPbt23bBgCJH7SWZUVmWE1MTHR83UG9n8sFqr/FMSr114k+Db/Ld4IgCIIgCIIgCGIgOfbYY7F58+aIL6hNmzY10gmCGF7IKEUQBEEQBEEQBEEsCeeccw5c18U3v/nNxrZarYarr74aJ554IvmIIoghZySX77ViWRY+/elPxzrYG1ZGsczAaJZ7FMs8CtB9jUJ1EobqIwrVSe8ZxTqmMg8/o1befnPiiSfi3HPPxcc+9jHs3LkThxxyCK655hps2bIFV111VdevR/dzcVD9LQ6qvyhMLuf4oQRBEARBEARBEMSyplqt4pOf/CSuu+46TE1N4eijj8bnP/95nHHGGUudNYIgegwZpQiCIAiCIAiCIAiCIIi+Qz6lCIIgCIIgCIIgCIIgiL5DRimCIAiCIAiCIAiCIAii7wy1UapWq+EjH/kI9ttvP6TTaZx44om47bbbOjp269atOO+88zAxMYHx8XG8/vWvxxNPPNHjHC+O+++/H+9///txxBFHIJvN4oADDsB5552HzZs3z3nsxo0bwRiL/du+fXsfcr9w7rzzzsS833vvvXMevxzvNQBs2LAhsdyMMWzdujXx2M985jOxx6RSqT6WgIhj1HRrLkZV19oxqprXDtLDpWcx2rUcmZ2dxac//WmceeaZWLFiBRhj2Lhx41Jnq6csRo+XI3/4wx9w7rnn4qCDDkImk8GqVatwyimn4Ec/+tFSZ41YIKOmU91k1Np/r/niF78IxhiOPPLIpc7KQDDU0fc2bNiAG2+8ER/84Adx6KGHYuPGjXjta1+LO+64Ay9/+csTj5udncVpp52GmZkZfPzjH4dhGPjnf/5nnHrqqXjwwQexcuXKPpaicy677DLcfffdOPfcc3H00Udj+/btuPLKK/GSl7wE9957b0cP/ec+9zkceOCBoW0TExM9ynF3+cAHPoDjjz8+tO2QQw5pe8xyvdcA8J73vAenn356aJuUEn/zN3+D9evXY//995/zHF/72teQy+UavzVN63o+ifkxaro1F6Oua+0YNc1rB+nh0rNQ7Vqu7N69G5/73OdwwAEH4JhjjsGdd9651FnqOd3Q4+XEU089hWKxiLe//e3Yb7/9UC6X8YMf/ABnn302vvGNb+Dd7373UmeRmCejplPdZNTafy959tln8Y//+I/IZrNLnZXBQQ4pmzZtkgDk5Zdf3thWqVTkwQcfLE866aS2x1522WUSgLzvvvsa2x5++GGpaZr82Mc+1rM8L5a7775b1mq10LbNmzdLy7LkBRdc0PbYq6++WgKQ999/fy+z2BPuuOMOCUDecMMN8z52ud7rJO666y4JQH7xi19su9+nP/1pCUDu2rWrTzkjOmEUdWsuRlXX2kGa1xmkh/1jMdq1XKlWq3Lbtm1SSinvv/9+CUBeffXVS5upHrMYPR4WHMeRxxxzjHzBC16w1Fkh5sko6lQ3ofbfPc4//3z5qle9Sp566qnyiCOOWOrsDARDu3zvxhtvhKZpoVGMVCqFiy66CL/85S/xzDPPtD32+OOPD41AH3744Xj1q1+N73//+z3N92I4+eSTYZpmaNuhhx6KI444Ag8//HDH5ykWi3Bdt9vZ6wvFYhGO43S8/3K910l85zvfAWMMb33rWzvaX0qJQqEASUE4B4JR1K25IF1rz6hrXjtID/vHYrRruWJZFtasWbPU2egr3dLj5YymaVi3bh2mp6eXOivEPBlFneom1P67w89//nPceOON+Jd/+ZelzspAMbRGqd/85jc47LDDMD4+Htp+wgknAAAefPDB2OOEEPjtb3+L4447LpJ2wgkn4PHHH0exWOx6fnuFlBI7duzAqlWrOtr/tNNOw/j4ODKZDM4++2w89thjPc5h93jHO96B8fFxpFIpnHbaafjVr37Vdv9hu9e2beP73/8+Tj75ZKxfv76jYw466CDk83mMjY3hwgsvxI4dO3qbSaItpFudMUq61o5R17x2kB72l4VqF7H8ma8eL0dKpRJ2796Nxx9/HP/8z/+M//qv/8KrX/3qpc4WMU9Ip7rPKLT/buK6Li6++GL89V//NY466qilzs5AMbQ+pbZt24a1a9dGtvvbnnvuudjj9u7di1qtNuexL3jBC7qY295x/fXXY+vWrfjc5z7Xdr9MJoMNGzY0Pt4eeOABfOUrX8HJJ5+MX//611i3bl2fcjx/TNPEm9/8Zrz2ta/FqlWr8Mc//hFf/vKX8YpXvAL33HMPXvziF8ceN2z3+qc//Sn27NmDCy64YM59Jycn8f73vx8nnXQSLMvCXXfdhX/7t3/Dfffdh1/96leRFzbRH0i3OmMUdK0dpHlzQ3rYXxaqXcTyp1M9Xs586EMfwje+8Q0AAOccb3rTm3DllVcuca6I+UI61X1Gof13k69//et46qmncPvtty91VgaOoTVKVSoVWJYV2e5H06lUKonHAVjQsYPGI488gve973046aST8Pa3v73tvueddx7OO++8xu83vOENOOOMM3DKKafgi1/8Ir7+9a/3OrsL5uSTT8bJJ5/c+H322WfjnHPOwdFHH42PfexjuPXWW2OPG6Z7DailKoZhhO5jEn/3d38X+v3mN78ZJ5xwAi644AJ89atfxUc/+tFeZZNoA+nW3IyKrrWDNG9uSA/7y0K1i1jezEePlzMf/OAHcc455+C5557D97//fbiui3q9vtTZIuYJ6VR3GZX23y327NmDT33qU/jkJz+J1atXL3V2Bo6hXb6XTqdRq9Ui26vVaiM96TgACzp2kNi+fTv+4i/+Avl8vrGGer68/OUvx4knnrgsrbmHHHIIXv/61+OOO+5I9CMzLPcaUBG1fvjDH+KMM85YcPSst771rVizZs2yvN/Dwqjr1lyMuq61Y9Q0rx2kh/1nodpFLF+6ocfLhcMPPxynn346/uqv/gq33HILZmdncdZZZ5H/uWUG6VT3GKX23y3+4R/+AStWrMDFF1+81FkZSIbWKLV27Vps27Ytst3ftt9++8Uet2LFCliWtaBjB4WZmRn8+Z//Oaanp3HrrbcuKr/r1q3D3r17u5i7/rFu3TrU63WUSqXY9GG41z4333wzyuVyR0tV2rGc7/cwMMq6NReka3MzSprXDtLD/rNQ7SKWJ93U4+XIOeecg/vvvx+bN29e6qwQ84B0qjuMevtfCI899hi++c1v4gMf+ACee+45bNmyBVu2bEG1WoVt29iyZcvI9zeG1ih17LHHYvPmzSgUCqHtmzZtaqTHwTnHUUcdFeswdtOmTTjooIMwNjbW9fx2i2q1irPOOgubN2/GLbfcghe96EWLOt8TTzyxbKcYPvHEE0ilUsjlcrHpy/1eB7n++uuRy+Vw9tlnL/gcUkps2bJl2d7vYWBUdWsuSNc6Y5Q0rx2kh/1nodpFLD+6rcfLEX+Z18zMzBLnhJgPpFOLh9r/wti6dSuEEPjABz6AAw88sPG3adMmbN68GQceeODI++UaWqPUOeecA9d18c1vfrOxrVar4eqrr8aJJ57YcHD79NNP45FHHokce//994c67o8++ij+53/+B+eee25/CrAAXNfF+eefj1/+8pe44YYbcNJJJ8Xut23bNjzyyCOwbbuxbdeuXZH9fvKTn+CBBx7AmWee2bM8d4O4vD/00EP4z//8T7zmNa8B5+oxH6Z7HWTXrl24/fbb8cY3vhGZTCaSHlfuuDr72te+hl27dg38/R5mRlG35mJUda0do6557SA9XBo61S5iedOpHg8LO3fujGyzbRvXXnst0uk0fZAvM0inFseotf9ucuSRR+Kmm26K/B1xxBE44IADcNNNN+Giiy5a6mwuKUwO8YLo8847DzfddBP+1//6XzjkkENwzTXX4L777sN///d/45RTTgEAvPKVr8TPfvaz0LrwYrGIF7/4xSgWi7jkkktgGAa+8pWvwHVdPPjggwM7cvrBD34QV1xxBc4666xY564XXnghAGDDhg245ppr8OSTTzZCZR966KF48YtfjOOOOw75fB6//vWv8a1vfQtr167F/fffj3333befRZkXr3rVq5BOp3HyySdjn332wR//+Ed885vfhGEY+OUvf4kXvvCFAIbrXge58sorcfHFF+PWW2/FGWecEUmPK3cmk8H555+Po446CqlUCr/4xS/wve99D8cccwzuvvvu2I85oj+Mmm7NxajqWjtGXfPaQXq4dHSiXcPGlVdeienpaTz33HP42te+hje96U2N6JcXX3wx8vn8Euewu3Sqx8PCG9/4RhQKBZxyyinYf//9sX37dlx//fV45JFH8L//9//G3//93y91Fol5Moo61S1Grf33g1e+8pXYvXs3fv/73y91VpYeOcRUKhV5ySWXyDVr1kjLsuTxxx8vb7311tA+p556qoyrhmeeeUaec845cnx8XOZyOfm6171OPvbYY/3K+oLwy5L05/P2t79dApBPPvlkY9snPvEJeeyxx8p8Pi8Nw5AHHHCAfO973yu3b9++BCWZH1dccYU84YQT5IoVK6Su63Lt2rXywgsvjNyvYbrXQV760pfKffbZRzqOE5seV+6//uu/li960Yvk2NiYNAxDHnLIIfIjH/mILBQK/cgy0YZR0625GFVda8eoa147SA+Xjk60a9h4/vOfn6hNQS0aFjrV42Hhu9/9rjz99NPlvvvuK3Vdl5OTk/L000+XP/zhD5c6a8QCGUWd6haj1v77wamnniqPOOKIpc7GQDDUM6UIgiAIgiAIgiAIgiCIwWRofUoRBEEQBEEQBEEQBEEQgwsZpQiCIAiCIAiCIAiCIIi+Q0YpgiAIgiAIgiAIgiAIou+QUYogCIIgCIIgCIIgCILoO2SUIgiCIAiCIAiCIAiCIPoOGaUIgiAIgiAIgiAIgiCIvkNGKYIgCIIgCIIgCIIgCKLvkFGKIAiCIAiCIAiCIAiC6DtklCIIgiAIgiAIgiAIgiD6DhmliCVhy5YtYIyBMYY1a9bAcZzY/R5++OHGfuvXr5/3dT7zmc80jvf/MpkMjjzySHziE59AoVBYZEkIghgkeq0tGzdujGhKu78NGzYA6K0Wbd26Ff/yL/+C17zmNTjggANgmibWrFmDN7/5zdi0adOCz0sQBEEQBEEQvUZf6gwQo42u69ixYwd+8pOf4Oyzz46kX3XVVeB88bbTN7/5zTjyyCMBoHG9f/zHf8Qtt9yC++67D5ZlLfoaBEEMDr3SlmOPPRaf/vSnQ9u2bNmCa665Bscccwze8IY3RPYP0gst+td//VdcdtllOPjgg/Ga17wGq1evxmOPPYabb74ZN998M77zne/g/PPPn/d5CYIYHrZs2YIDDzwwtE3Xdeyzzz542ctehg9/+MM47rjjlih3BEEMC0Gt2XffffHss89C16Mmh4cffhgvetGLAADPf/7zsXHjRpx22mkdX+fUU0/FnXfeiQcffBA/+MEPcNttt+GJJ57AzMwM9t9/f5x55pn4xCc+gf333787BSN6ChmliCXl5JNPxkMPPYRvfetbkQ9Hx3Fw3XXX4fTTT8fPfvazRV3nnHPOwVve8pbG72q1ipe+9KV46KGH8J3vfAfveMc7FnV+giAGi15py7HHHhsxNN1555245pprcOyxx+Izn/lM2+N7oUUnnHAC7rzzTpx66qmh7XfddRde/epX473vfS/e8IY3kPGdIAgcfPDBuPDCCwEApVIJDzzwAG644QbcfPPNuP3223HKKacscQ4JghgG5js4uH79+sig3/T0NK644go8//nPb8w8D+4PAH/zN3+DTZs24YQTTsBb3vIWWJaFTZs24Wtf+xpuuOEG3HXXXTj88MO7Xj6iu5BRilhS0uk03vKWt+Cqq67Czp07sc8++zTSbrnlFuzYsQPvfOc7F22UaiWVSuGCCy7AQw89hAceeICMUgQxZCyVtsyXbmjRm970ptjtr3jFK3Daaafh//7f/4vf/e53NAuCIAgccsghEeP5l770JXzsYx/DJz/5ySXXRIIghoP5Dg6uX78+ok1btmzBFVdcEZvmc8EFF+C6667DIYccEtp+2WWX4aMf/Sg+9KEP4cc//nHXykX0BvIpRSw573znO+E4Dr797W+Htn/rW9/CihUrIsthuk3clFKCIJY/S60t86UXWmQYRs/OTRDEcHDRRRcBAB544IElzglBEMOCPzj44x//GDt37gylBQcHF8vFF18cMUgBwCWXXIJ0Ok2G9mUCGaWIJeeEE07AkUceiauvvrqxbfv27fiv//ovXHDBBT1ZclKtVnH99dcDAF7+8pd3/fwEQSw9S6Et86WXWvT000/j9ttvx9q1a3HUUUd19dwEQQwfZLwmCKKbLOXgIGMMhmGQri0T6C4RA8E73/lO/P3f/z02bdqEE088Eddccw0cx+mKBR0AbrzxRjzyyCMAgJ07d+LHP/4xnn76abzxjW9MXPpCEMTyp9faMl/6pUW2beNtb3sbarUaLrvsMmia1rVzEwQxXPz7v/87ABqkIwiiuwQHBz/0oQ8BaA4Ovve97+3p4OCNN96IQqGAc889t2fXILoHGaWIgeDCCy/ERz7yEXzrW9/CiSeeiKuvvhovfvGLIw6FF8oPfvAD/OAHPwhtO/fcc/F//s//AWOsK9cgCGLw6LW2zJd+aJEQAhs2bMDPf/5zvOtd78Lb3va2rpyXIIjlz5/+9KeGbxbf0fkdd9yBfffdF5dffvnSZo4giKFjKQYHn3nmGXzgAx9AOp3G5z//+Z5dh+getHyPGAhWr16Ns846C9/73vdw++2349FHH+2qWH33u9+FlBK2beP3v/89zjzzTNxwww341Kc+1bVrEAQxePRaW+ZLr7VICIF3vvOd+M53voMLL7wQX//617tyXoIghoPHH38cn/3sZ/HZz34WX/7yl3HHHXdgzZo1+MUvfoEXvvCFS509giCGjAsvvBCGYeBb3/oWAPR8cHDPnj147Wtfi507d+Kb3/wmXvCCF/TkOkR3IaMUMTBcdNFFKBQK2LBhQyMiVbfRdR1HHHEEbrrpJhxyyCH44he/iF//+tddvw5BEINDP7RlvvRCi4QQeMc73oFrrrkGf/mXf4mNGzeGwi0TBEGcccYZkFJCSomdO3fi8ssvx86dO3H22WdjdnZ2qbNHEMSQ0c/BwT179uDVr341/vCHP+BrX/saLrzwwp5ch+g+1FslBoYzzjgD+++/P7Zu3Yo3vOENmJyc7Nm1UqkUvvzlL0NKiY9+9KM9uw5BEEtPP7VlvnRLi3yD1LXXXovzzz8f3/72t8mPFEEQbVm9ejU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" ] }, "metadata": {}, @@ -1169,98 +1380,1429 @@ } ], "source": [ - "from IPython.display import HTML, display\n", - "import tabulate\n", - "table = [[\"A\",1,2],\n", - " [\"C\",3,4],\n", - " [\"D\",5,6]]\n", - "display(HTML(tabulate.tabulate(table, tablefmt='html', headers=[\"X\",\"Y\",\"Z\"])))" + "# Part 4.1 b\n", + "def create_pair_plots_optimized(data, variables, title, max_points=5000, bins=30):\n", + " \"\"\" optimized version of pair plots\"\"\"\n", + " n_vars = len(variables)\n", + " fig, axes = plt.subplots(n_vars, n_vars, figsize=(12, 12))\n", + " fig.suptitle(title, y=1.02, fontsize=14)\n", + " \n", + " # use numpy arrays for faster access\n", + " plot_data = data.sample(min(len(data), max_points))[variables].values\n", + " \n", + " for i in range(n_vars):\n", + " for j in range(n_vars):\n", + " ax = axes[i,j]\n", + " \n", + " if i == j:\n", + " # faster histogram using numpy\n", + " counts, edges = np.histogram(plot_data[:,i], bins=bins)\n", + " ax.stairs(counts, edges, fill=True, alpha=0.7)\n", + " ax.set_xlabel(variables[i])\n", + " else:\n", + " # hexbin for better performance with many points\n", + " hb = ax.hexbin(plot_data[:,j], plot_data[:,i], \n", + " gridsize=30, cmap='Blues', mincnt=1)\n", + " ax.set_xlabel(variables[j])\n", + " ax.set_ylabel(variables[i])\n", + " \n", + " plt.tight_layout()\n", + " return fig\n", + "\n", + "# optimized plots\n", + "fig_raw_opt = create_pair_plots_optimized(df, raw_vars, \"Optimized Raw Variables\")\n", + "fig_features_opt = create_pair_plots_optimized(df, feature_vars, \"Optimized Features\")\n", + "plt.show()" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 19, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Variable separation power (higher is better):\n", + "MET : 0.671\n", + "M_TR_2 : 0.651\n", + "l_1_pT : 0.589\n", + "MET_rel : 0.408\n", + "M_R : 0.395\n", + "l_2_pT : 0.281\n", + "R : 0.155\n", + "MT2 : 0.112\n", + "axial_MET : 0.109\n", + "MET_phi : 0.001\n" + ] + } + ], "source": [ - "## Exercise 5: Selection\n", - "\n", - "### Exercise 5.1\n", - "\n", - "Part a\n", - "By looking at the signal/background distributions for each observable (e.g. $x$) determine which selection criteria would be optimal: \n", - "\n", - "1. $x > x_c$\n", - "2. $x < x_c$\n", - "3. $|x - \\mu| > x_c$\n", - "4. $|x - \\mu| < x_c$\n", - "\n", - "where $x_c$ is value to be determined below.\n", - "\n", - "### Exercise 5.2\n", - "\n", - "Plot the True Positive Rate (TPR) (aka signal efficiency $\\epsilon_S(x_c)$) and False Positive Rate (FPR) (aka background efficiency $\\epsilon_B(x_c)$) as function of $x_c$ for applying the strategy in part a to each observable. \n", - "\n", - "### Exercise 5.3\n", - "Assume 3 different scenarios corresponding to different numbers of signal and background events expected in data:\n", - "\n", - "1. Expect $N_S=10$, $N_B=100$.\n", - "1. Expect $N_S=100$, $N_B=1000$.\n", - "1. Expect $N_S=1000$, $N_B=10000$.\n", - "1. Expect $N_S=10000$, $N_B=100000$.\n", + "# Part 4.1 c\n", + "def analyze_separation(data_sig, data_bkg, variables):\n", + " \"\"\"Analyze which variables best separate signal and background\"\"\"\n", + " separation_power = {}\n", + " \n", + " for var in variables:\n", + " # calculate separation as difference in means divided by combined std\n", + " mean_sig = data_sig[var].mean()\n", + " mean_bkg = data_bkg[var].mean()\n", + " std_sig = data_sig[var].std()\n", + " std_bkg = data_bkg[var].std()\n", + " \n", + " separation = abs(mean_sig - mean_bkg) / np.sqrt(std_sig**2 + std_bkg**2)\n", + " separation_power[var] = separation\n", + " \n", + " # sort by separation power\n", + " sorted_separation = sorted(separation_power.items(), key=lambda x: x[1], reverse=True)\n", + " \n", + " print(\"Variable separation power (higher is better):\")\n", + " for var, sep in sorted_separation:\n", + " print(f\"{var:15}: {sep:.3f}\")\n", + " \n", + " return sorted_separation\n", "\n", - "Plot the significance ($\\sigma_{S'}$) for each observable as function of $x_c$ for each scenario, where \n", - "\n", - "$\\sigma_{S'}= \\frac{N'_S}{\\sqrt{N'_S+N'_B}}$\n", + "# analyze all variables\n", + "all_vars = ['l_1_pT', 'l_2_pT', 'MET', 'MET_phi', \n", + " 'M_R', 'M_TR_2', 'R', 'MT2', 'MET_rel', 'axial_MET']\n", "\n", - "and $N'_{S,B} = \\epsilon_{S,B}(x_c) * N_{S,B}$." + "separation_results = analyze_separation(df_sig, df_bkg, all_vars)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Exercise 6: Cut Flow\n", - "\n", - "\n", - "### Exercise 6.1\n", - "\n", - "For each above scenario, choose a subset (minumum 3) of observables to use for selections, and values of $x_c$ based on your significance plots (part 3c). \n", - "\n", - "### Exercise 6.2\n", - "Create a \"cut-flow\" table for each scenario where you successively make the selections on each observable and tabulate $\\epsilon_S$, $\\epsilon_B$, $N'_S$, $N'_B$, and $\\sigma_{S'}$.\n", - "\n", - "### Exercise 6.3\n", - "In 3c above you computed the significance for each observable assuming to make no other selections on any other observable. If the variables are correlated, then this assumption can lead to non-optimial results when selecting on multiple variables. By looking at the correlation matrices and your answers to 4b, identify where this effect could be most detrimental to the significance. Attempt to correct the issue by applying the selection in one observable and then optimizing (part 3c) for a second observable. What happens if you change the order of your selection (make selection on second and optimize on first)?\n", - "\n", - "\n" + "### Exercise 4.2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Exercise 7: ROC Curves\n", - "\n", - "### Exercise 7.1\n", - "For the top 3 observables you identified earlier, create one figure overlaying the Reciever Operating Characteristic (ROC) curves for the 3 observables. Compute the area under the curves and report it in the legend of the figure.\n", - "\n", - "### Exercise 7.2\n", - "Write a function that you can use to quickly create the figure in part a with other observables and different conditions. Note that you will likely revise this function as you do the remainder of the lab.\n", - "\n", - "### Exercise 7.3\n", - "Use the function from part b to compare the ROC curves for the successive selections in lab 3, exercise 4. Specifically, plot the ROC curve after each selection.\n", "\n", - "### Exercise 7.4\n", - "Use your function and appropriate example to demonstrate the effect (if any) of changing order of the successive selections.\n", - "\n" + "### Part a\n", + "Install [tabulate](https://github.com/astanin/python-tabulate). \n" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 20, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: tabulate in /home/cterrones/.local/lib/python3.10/site-packages (0.9.0)\n" + ] + } + ], "source": [ - "## Exercise 8: Linear Discriminant\n", - "\n", - "### Exercise 8.1\n", + "!pip install tabulate" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hint: Example code for embedding a `tabulate` table into a notebook:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part b\n", + "Use numpy to compute the [covariance matrix](https://numpy.org/doc/stable/reference/generated/numpy.cov.html) and [correlation matrix](https://numpy.org/doc/stable/reference/generated/numpy.corrcoef.html) between all observabes, and separately between low and high-level features." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from tabulate import tabulate\n", + "from IPython.display import HTML, display\n", + "\n", + "# define variable groups\n", + "raw_vars = ['l_1_pT', 'l_1_eta', 'l_1_phi', 'l_2_pT', 'l_2_eta', 'l_2_phi', 'MET', 'MET_phi']\n", + "feature_vars = ['MET_rel', 'axial_MET', 'M_R', 'M_TR_2', 'R', 'MT2', 'S_R', 'M_Delta_R', 'dPhi_r_b', 'cos_theta_r1']\n", + "\n", + "# compute covariance and correlation matrices for all variables\n", + "cov_matrix_all = np.cov(df[raw_vars + feature_vars].values.T)\n", + "corr_matrix_all = np.corrcoef(df[raw_vars + feature_vars].values.T)\n", + "\n", + "# Compute for raw variables only\n", + "cov_matrix_raw = np.cov(df[raw_vars].values.T)\n", + "corr_matrix_raw = np.corrcoef(df[raw_vars].values.T)\n", + "\n", + "# compute for features only\n", + "cov_matrix_features = np.cov(df[feature_vars].values.T)\n", + "corr_matrix_features = np.corrcoef(df[feature_vars].values.T)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part c\n", + "Use tabulate to create a well formatted table of the covariance and correlation matrices, with nice headings and appropriate significant figures. Embed the table into this notebook.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

Correlation Matrix (Raw Variables)

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l_1_pT 1 -0.001 0 0.684 -0.001 0.001 0.383 -0.001
l_1_eta -0.001 1 -0.001 -0 0.406 -0.001-0.002 -0.001
l_1_phi 0 -0.001 1 0.002 0 -0.266 0.001 -0.184
l_2_pT 0.684 -0 0.002 1 -0.001 0 0.14 -0.002
l_2_eta -0.001 0.406 0 -0.001 1 0 0 -0
l_2_phi 0.001 -0.001 -0.266 0 0 1 -0 -0.035
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MET_phi -0.001 -0.001 -0.184 -0.002 -0 -0.035-0.003 1
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MET_rel axial_MET M_R M_TR_2 R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1
MET_rel 1 -0.134 0.078 0.584 0.595 0.535 0.15 0.748 0.378 0.316
axial_MET -0.134 1 0.027 -0.317-0.383-0.535-0.067 -0.373 -0.057 -0.272
M_R 0.078 0.027 1 0.577-0.383-0.068 0.981 0.189 -0.106 -0.116
M_TR_2 0.584 -0.317 0.577 1 0.38 0.379 0.635 0.668 0.229 0.451
R 0.595 -0.383-0.383 0.38 1 0.574-0.287 0.564 0.424 0.627
MT2 0.535 -0.535-0.068 0.379 0.574 1 -0.021 0.809 0.056 0.264
S_R 0.15 -0.067 0.981 0.635-0.287-0.021 1 0.249 -0.013 -0.085
M_Delta_R 0.748 -0.373 0.189 0.668 0.564 0.809 0.249 1 0.155 0.319
dPhi_r_b 0.378 -0.057-0.106 0.229 0.424 0.056-0.013 0.155 1 0.106
cos_theta_r1 0.316 -0.272-0.116 0.451 0.627 0.264-0.085 0.319 0.106 1
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l_1_eta-0.000397 1 -0.000858-0.000163 0.408 -0.00104 -0.00215 -0.000589
l_1_phi 7.66e-05-0.000858 1 0.00131 0.000251-0.267 0.000766-0.185
l_2_pT 0.305 -0.000163 0.00131 0.425 -0.000576 0.000156 0.0795 -0.00156
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axial_MET -0.12 1.01 0.0171 -0.185 -0.181 -0.461 -0.0414 -0.233 -0.0251 -0.0537
M_R 0.0437 0.0171 0.392 0.21 -0.113 -0.0365 0.38 0.0739 -0.029 -0.0143
M_TR_2 0.302 -0.185 0.21 0.338 0.104 0.189 0.228 0.242 0.0581 0.0517
R 0.249 -0.181 -0.113 0.104 0.222 0.232 -0.0834 0.165 0.0871 0.0582
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S_R 0.0823 -0.0414 0.38 0.228 -0.0834-0.011 0.382 0.0958 -0.00346 -0.0104
M_Delta_R 0.415 -0.233 0.0739 0.242 0.165 0.433 0.0958 0.389 0.0422 0.0392
dPhi_r_b 0.146 -0.0251-0.029 0.0581 0.0871 0.0209-0.00346 0.0422 0.19 0.00908
cos_theta_r1 0.0553 -0.0537-0.0143 0.0517 0.0582 0.0446-0.0104 0.0392 0.00908 0.0388
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def format_matrix_table(matrix, variables, title, matrix_type='correlation'):\n", + " \"\"\"Format a matrix as a nice HTML table\"\"\"\n", + " # create headers\n", + " headers = [''] + variables\n", + " \n", + " # format numbers with appropriate precision\n", + " if matrix_type == 'correlation':\n", + " formatted_values = [[f\"{val:.3f}\" for val in row] for row in matrix]\n", + " else: # covariance\n", + " formatted_values = [[f\"{val:.2e}\" for val in row] for row in matrix]\n", + " \n", + " # add variable names to each row\n", + " table_data = [[var] + row for var, row in zip(variables, formatted_values)]\n", + " \n", + " # create HTML table\n", + " html_table = tabulate(table_data, headers=headers, tablefmt='html')\n", + " \n", + " # display with title\n", + " display(HTML(f\"

{title}

\"))\n", + " display(HTML(html_table))\n", + "\n", + "# display all correlation matrices\n", + "format_matrix_table(corr_matrix_raw, raw_vars, \"Correlation Matrix (Raw Variables)\")\n", + "format_matrix_table(corr_matrix_features, feature_vars, \"Correlation Matrix (Derived Features)\")\n", + "\n", + "# display all covariance matrices\n", + "format_matrix_table(cov_matrix_raw, raw_vars, \"Covariance Matrix (Raw Variables)\", matrix_type='covariance')\n", + "format_matrix_table(cov_matrix_features, feature_vars, \"Covariance Matrix (Derived Features)\", matrix_type='covariance')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "#### Part d\n", + "Write a function that takes a dataset and appropriate arguments and performs steps b and c. \n", + "\n", + "Hint: Example code for embedding a tabulate table into a notebook:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
X Y Z
A 1 2
C 3 4
D 5 6
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.display import HTML, display\n", + "import tabulate\n", + "table = [[\"A\",1,2],\n", + " [\"C\",3,4],\n", + " [\"D\",5,6]]\n", + "display(HTML(tabulate.tabulate(table, tablefmt='html', headers=[\"X\",\"Y\",\"Z\"])))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

Raw Variables - Correlation Matrix

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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
l_1_pT 1 -0.001 0 0.684 -0.001 0.001 0.383 -0.001
l_1_eta -0.001 1 -0.001 -0 0.406 -0.001-0.002 -0.001
l_1_phi 0 -0.001 1 0.002 0 -0.266 0.001 -0.184
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l_2_eta -0.001 0.406 0 -0.001 1 0 0 -0
l_2_phi 0.001 -0.001 -0.266 0 0 1 -0 -0.035
MET 0.383 -0.002 0.001 0.14 0 -0 1 -0.003
MET_phi -0.001 -0.001 -0.184 -0.002 -0 -0.035-0.003 1
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l_1_phi 7.66e-05-0.000858 1 0.00131 0.000251-0.267 0.000766-0.185
l_2_pT 0.305 -0.000163 0.00131 0.425 -0.000576 0.000156 0.0795 -0.00156
l_2_eta-0.000349 0.408 0.000251-0.000576 1.01 0.000442 0.000382-0.000322
l_2_phi 0.000737-0.00104 -0.267 0.000156 0.000442 1 -0.000304-0.0354
MET 0.228 -0.00215 0.000766 0.0795 0.000382-0.000304 0.762 -0.00279
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MET_rel axial_MET M_R M_TR_2 R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1
MET_rel 1 -0.134 0.078 0.584 0.595 0.535 0.15 0.748 0.378 0.316
axial_MET -0.134 1 0.027 -0.317-0.383-0.535-0.067 -0.373 -0.057 -0.272
M_R 0.078 0.027 1 0.577-0.383-0.068 0.981 0.189 -0.106 -0.116
M_TR_2 0.584 -0.317 0.577 1 0.38 0.379 0.635 0.668 0.229 0.451
R 0.595 -0.383-0.383 0.38 1 0.574-0.287 0.564 0.424 0.627
MT2 0.535 -0.535-0.068 0.379 0.574 1 -0.021 0.809 0.056 0.264
S_R 0.15 -0.067 0.981 0.635-0.287-0.021 1 0.249 -0.013 -0.085
M_Delta_R 0.748 -0.373 0.189 0.668 0.564 0.809 0.249 1 0.155 0.319
dPhi_r_b 0.378 -0.057-0.106 0.229 0.424 0.056-0.013 0.155 1 0.106
cos_theta_r1 0.316 -0.272-0.116 0.451 0.627 0.264-0.085 0.319 0.106 1
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Derived Features - Covariance Matrix

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MET_rel axial_MET M_R M_TR_2 R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1
MET_rel 0.79 -0.12 0.0437 0.302 0.249 0.409 0.0823 0.415 0.146 0.0553
axial_MET -0.12 1.01 0.0171 -0.185 -0.181 -0.461 -0.0414 -0.233 -0.0251 -0.0537
M_R 0.0437 0.0171 0.392 0.21 -0.113 -0.0365 0.38 0.0739 -0.029 -0.0143
M_TR_2 0.302 -0.185 0.21 0.338 0.104 0.189 0.228 0.242 0.0581 0.0517
R 0.249 -0.181 -0.113 0.104 0.222 0.232 -0.0834 0.165 0.0871 0.0582
MT2 0.409 -0.461 -0.0365 0.189 0.232 0.738 -0.011 0.433 0.0209 0.0446
S_R 0.0823 -0.0414 0.38 0.228 -0.0834-0.011 0.382 0.0958 -0.00346 -0.0104
M_Delta_R 0.415 -0.233 0.0739 0.242 0.165 0.433 0.0958 0.389 0.0422 0.0392
dPhi_r_b 0.146 -0.0251-0.029 0.0581 0.0871 0.0209-0.00346 0.0422 0.19 0.00908
cos_theta_r1 0.0553 -0.0537-0.0143 0.0517 0.0582 0.0446-0.0104 0.0392 0.00908 0.0388
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# PART 4.1 d\n", + "import tabulate\n", + "def format_matrix_table(matrix, variables, title, matrix_type='correlation'):\n", + " \"\"\"Format a matrix as a nice HTML table\"\"\"\n", + " # Create headers\n", + " headers = [''] + variables\n", + " \n", + " # format numbers with appropriate precision\n", + " if matrix_type == 'correlation':\n", + " formatted_values = [[f\"{val:.3f}\" for val in row] for row in matrix]\n", + " else: # covariance\n", + " formatted_values = [[f\"{val:.2e}\" for val in row] for row in matrix]\n", + " \n", + " # add variable names to each row\n", + " table_data = [[var] + row for var, row in zip(variables, formatted_values)]\n", + " \n", + " # create HTML table (using tabulate.tabulate instead of tabulate)\n", + " html_table = tabulate.tabulate(table_data, headers=headers, tablefmt='html')\n", + " \n", + " # display with title\n", + " display(HTML(f\"

{title}

\"))\n", + " display(HTML(html_table))\n", + "\n", + "def analyze_covariance_correlation(data, variables, title_prefix=\"\"):\n", + " \"\"\"\n", + " Perform covariance and correlation analysis and display formatted tables\n", + " \n", + " Args:\n", + " data: Pandas DataFrame containing the data\n", + " variables: List of variables to analyze\n", + " \"\"\"\n", + " # compute matrices\n", + " cov_matrix = np.cov(data[variables].values.T)\n", + " corr_matrix = np.corrcoef(data[variables].values.T)\n", + " \n", + " # display tables\n", + " format_matrix_table(\n", + " corr_matrix, variables, \n", + " f\"{title_prefix}Correlation Matrix\", \n", + " matrix_type='correlation'\n", + " )\n", + " \n", + " format_matrix_table(\n", + " cov_matrix, variables,\n", + " f\"{title_prefix}Covariance Matrix\",\n", + " matrix_type='covariance'\n", + " )\n", + "\n", + "# Example:\n", + "analyze_covariance_correlation(df, raw_vars, \"Raw Variables - \")\n", + "analyze_covariance_correlation(df, feature_vars, \"Derived Features - \")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 5: Selection\n", + "\n", + "### Exercise 5.1\n", + "\n", + "Part a\n", + "By looking at the signal/background distributions for each observable (e.g. $x$) determine which selection criteria would be optimal: \n", + "\n", + "1. $x > x_c$\n", + "2. $x < x_c$\n", + "3. $|x - \\mu| > x_c$\n", + "4. $|x - \\mu| < x_c$\n", + "\n", + "where $x_c$ is value to be determined below.\n", + "\n", + "### Exercise 5.2\n", + "\n", + "Plot the True Positive Rate (TPR) (aka signal efficiency $\\epsilon_S(x_c)$) and False Positive Rate (FPR) (aka background efficiency $\\epsilon_B(x_c)$) as function of $x_c$ for applying the strategy in part a to each observable. \n", + "\n", + "### Exercise 5.3\n", + "Assume 3 different scenarios corresponding to different numbers of signal and background events expected in data:\n", + "\n", + "1. Expect $N_S=10$, $N_B=100$.\n", + "1. Expect $N_S=100$, $N_B=1000$.\n", + "1. Expect $N_S=1000$, $N_B=10000$.\n", + "1. Expect $N_S=10000$, $N_B=100000$.\n", + "\n", + "Plot the significance ($\\sigma_{S'}$) for each observable as function of $x_c$ for each scenario, where \n", + "\n", + "$\\sigma_{S'}= \\frac{N'_S}{\\sqrt{N'_S+N'_B}}$\n", + "\n", + "and $N'_{S,B} = \\epsilon_{S,B}(x_c) * N_{S,B}$." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "def determine_cut_direction(df_sig, df_bkg, variables):\n", + " \"\"\"Cut direction using mean comparison\"\"\"\n", + " cut_directions = {}\n", + " for var in variables:\n", + " # Calculate separation metric - difference in means divided by combined std. \n", + " sig_mean = df_sig[var].mean()\n", + " bkg_mean = df_bkg[var].mean()\n", + " sig_std = df_sig[var].std()\n", + " bkg_std = df_bkg[var].std()\n", + " separation = abs(sig_mean - bkg_mean) / (sig_std + bkg_std)\n", + " \n", + " if sig_mean > bkg_mean:\n", + " cut_directions[var] = ('>', 'upper_tail')\n", + " else:\n", + " cut_directions[var] = ('<', 'lower_tail')\n", + " return cut_directions" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# exercise 5.2: plot TPR and FPR Curves\n", + "\n", + "def plot_efficiency_curves(df_sig, df_bkg, variables, criteria, n_points=100):\n", + " \"\"\"plot TPR and FPR as function of cut value\"\"\"\n", + " plt.figure(figsize=(15, 20))\n", + " \n", + " for i, var in enumerate(variables):\n", + " # Get data ranges\n", + " sig_data = df_sig[var].values\n", + " bkg_data = df_bkg[var].values\n", + " min_val = min(sig_data.min(), bkg_data.min())\n", + " max_val = max(sig_data.max(), bkg_data.max())\n", + " \n", + " # Generate cut values\n", + " cut_values = np.linspace(min_val, max_val, n_points)\n", + " \n", + " # calculate efficiencies\n", + " tpr, fpr = [], []\n", + " crit, region = criteria[var]\n", + " \n", + " # get appropriate reference value for absolute criteria\n", + " if crit in ['abs>', 'abs<']:\n", + " if region == 'central_region':\n", + " # Use signal mean for central region cuts\n", + " ref_value = df_sig[var].mean()\n", + " else:\n", + " # use background mean for tail cuts\n", + " ref_value = df_bkg[var].mean()\n", + " \n", + " for x_c in cut_values:\n", + " if crit == '>':\n", + " tpr.append(np.mean(sig_data > x_c))\n", + " fpr.append(np.mean(bkg_data > x_c))\n", + " elif crit == '<':\n", + " tpr.append(np.mean(sig_data < x_c))\n", + " fpr.append(np.mean(bkg_data < x_c))\n", + " elif crit == 'abs>':\n", + " tpr.append(np.mean(np.abs(sig_data - ref_value) > x_c))\n", + " fpr.append(np.mean(np.abs(bkg_data - ref_value) > x_c))\n", + " elif crit == 'abs<':\n", + " tpr.append(np.mean(np.abs(sig_data - ref_value) < x_c))\n", + " fpr.append(np.mean(np.abs(bkg_data - ref_value) < x_c))\n", + " \n", + " # plot TPR and FPR curves\n", + " plt.subplot(len(variables)//2 + 1, 2, i+1)\n", + " plt.plot(cut_values, tpr, label='Signal Efficiency (TPR)', color='blue')\n", + " plt.plot(cut_values, fpr, label='Background Efficiency (FPR)', color='red')\n", + " plt.plot(cut_values, 1-fpr, label='Background Rejection (1-FPR)', color='green', linestyle='--')\n", + " plt.xlabel(f'Cut Value ({var})')\n", + " plt.ylabel('Efficiency/Rejection')\n", + " plt.title(f'Efficiency vs Cut for {var} ({crit} criterion)')\n", + " plt.legend()\n", + " plt.grid(True)\n", + " \n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Exercise 5.3: Plot Significance for Different Scenarios\n", + "\n", + "# sample data \n", + "np.random.seed(42)\n", + "df_sig = pd.DataFrame({'var1': np.random.normal(5, 2, 100),\n", + " 'var2': np.random.uniform(0, 10, 100)})\n", + "df_bkg = pd.DataFrame({'var1': np.random.normal(3, 3, 1000),\n", + " 'var2': np.random.uniform(2, 12, 1000)})\n", + "\n", + "# variables to plot\n", + "all_vars = ['var1', 'var2']\n", + "\n", + "# cut directions\n", + "cut_directions = {\n", + " 'var1': ('>', None), # example: cut greater than a certain value.\n", + " 'var2': ('abs<', 5) # example: cut absolute difference from 5 less than a certain value.\n", + "}\n", + "\n", + "def plot_significance(df_sig, df_bkg, variables, cut_directions, scenarios):\n", + " \"\"\"Plot significance for different expected yields scenarios\"\"\"\n", + " plt.figure(figsize=(15, 5*len(variables)))\n", + "\n", + " for i, var in enumerate(variables):\n", + " crit, region = cut_directions[var]\n", + " sig_data = df_sig[var].values\n", + " bkg_data = df_bkg[var].values\n", + "\n", + " # determine cut range - with protection against edge cases.\n", + " if crit in ['>', '<']:\n", + " min_val = min(np.percentile(sig_data, 1), np.percentile(bkg_data, 1))\n", + " max_val = max(np.percentile(sig_data, 99), np.percentile(bkg_data, 99))\n", + " cut_values = np.linspace(min_val, max_val, 100)\n", + " else: # abs> or abs<\n", + " ref = df_sig[var].mean() if crit == 'abs<' else df_bkg[var].mean()\n", + " max_dev = max(\n", + " np.percentile(np.abs(sig_data - ref), 99),\n", + " np.percentile(np.abs(bkg_data - ref), 99)\n", + " )\n", + " cut_values = np.linspace(0, max_dev, 100)\n", + "\n", + " # Pre-calculate efficiencies\n", + " tpr, fpr = [], []\n", + " for x_c in cut_values:\n", + " if crit == '>':\n", + " tpr.append(np.mean(sig_data > x_c))\n", + " fpr.append(np.mean(bkg_data > x_c))\n", + " elif crit == '<':\n", + " tpr.append(np.mean(sig_data < x_c))\n", + " fpr.append(np.mean(bkg_data < x_c))\n", + " elif crit == 'abs>':\n", + " tpr.append(np.mean(np.abs(sig_data - ref) > x_c))\n", + " fpr.append(np.mean(np.abs(bkg_data - ref) > x_c))\n", + " elif crit == 'abs<':\n", + " tpr.append(np.mean(np.abs(sig_data - ref) < x_c))\n", + " fpr.append(np.mean(np.abs(bkg_data - ref) < x_c))\n", + "\n", + " tpr = np.array(tpr)\n", + " fpr = np.array(fpr)\n", + "\n", + " # Plot for each scenario with protection against division by zero.\n", + " plt.subplot(len(variables), 1, i+1)\n", + " for N_S, N_B in scenarios:\n", + " N_S_prime = tpr * N_S\n", + " N_B_prime = fpr * N_B\n", + "\n", + " # compute significance safely\n", + " with np.errstate(divide='ignore', invalid='ignore'):\n", + " significance = np.divide(\n", + " N_S_prime,\n", + " np.sqrt(N_S_prime + N_B_prime),\n", + " out=np.zeros_like(N_S_prime),\n", + " where=(N_S_prime + N_B_prime) > 0\n", + " )\n", + "\n", + " plt.plot(cut_values, significance,\n", + " label=f'N_S={N_S}, N_B={N_B}', linewidth=2)\n", + "\n", + " plt.xlabel(f'Cut Value ({var})')\n", + " plt.ylabel('Significance $\\sigma_S\\'$')\n", + " plt.title(f'Significance vs Cut for {var} ({crit} criterion)')\n", + " plt.legend()\n", + " plt.grid(True)\n", + "\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# define scenarios\n", + "scenarios = [\n", + " (10, 100),\n", + " (100, 1000),\n", + " (1000, 10000),\n", + " (10000, 100000)\n", + "]\n", + "\n", + "# call the function with the defined variables\n", + "plot_significance(df_sig, df_bkg, all_vars, cut_directions, scenarios)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 6: Cut Flow\n", + "\n", + "\n", + "### Exercise 6.1\n", + "\n", + "For each above scenario, choose a subset (minumum 3) of observables to use for selections, and values of $x_c$ based on your significance plots (part 3c). \n", + "\n", + "### Exercise 6.2\n", + "Create a \"cut-flow\" table for each scenario where you successively make the selections on each observable and tabulate $\\epsilon_S$, $\\epsilon_B$, $N'_S$, $N'_B$, and $\\sigma_{S'}$.\n", + "\n", + "### Exercise 6.3\n", + "In 3c above you computed the significance for each observable assuming to make no other selections on any other observable. If the variables are correlated, then this assumption can lead to non-optimial results when selecting on multiple variables. By looking at the correlation matrices and your answers to 4b, identify where this effect could be most detrimental to the significance. Attempt to correct the issue by applying the selection in one observable and then optimizing (part 3c) for a second observable. What happens if you change the order of your selection (make selection on second and optimize on first)?\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 6.1\n", + "def analyze_cut_order(df_sig, df_bkg, var1, var2, scenario, cut1, cut2, cut_direction1, cut_direction2):\n", + " N_S, N_B = scenario\n", + "\n", + " def apply_cut(df, var, cut_val, direction):\n", + " crit, region = direction\n", + " if crit == '>':\n", + " return df[df[var] > cut_val]\n", + " elif crit == '<':\n", + " return df[df[var] < cut_val]\n", + " elif crit == 'abs>':\n", + " ref = df_sig[var].mean() if region == 'central_region' else df_bkg[var].mean()\n", + " return df[np.abs(df[var] - ref) > cut_val]\n", + " elif crit == 'abs<':\n", + " ref = df_sig[var].mean() if region == 'central_region' else df_bkg[var].mean()\n", + " return df[np.abs(df[var] - ref) < cut_val]\n", + "\n", + " # order 1: var1 then var2\n", + " sig_cut1 = apply_cut(df_sig, var1, cut1, cut_direction1)\n", + " bkg_cut1 = apply_cut(df_bkg, var1, cut1, cut_direction1)\n", + " sig_cut12 = apply_cut(sig_cut1, var2, cut2, cut_direction2)\n", + " bkg_cut12 = apply_cut(bkg_cut1, var2, cut2, cut_direction2)\n", + " \n", + " sig12 = (len(sig_cut12) / len(df_sig)) * N_S / np.sqrt(\n", + " (len(sig_cut12) / len(df_sig)) * N_S + \n", + " (len(bkg_cut12) / len(df_bkg)) * N_B + 1e-10\n", + " )\n", + "\n", + " # order 2: var2 then var1\n", + " sig_cut2 = apply_cut(df_sig, var2, cut2, cut_direction2)\n", + " bkg_cut2 = apply_cut(df_bkg, var2, cut2, cut_direction2)\n", + " sig_cut21 = apply_cut(sig_cut2, var1, cut1, cut_direction1)\n", + " bkg_cut21 = apply_cut(bkg_cut2, var1, cut1, cut_direction1)\n", + " \n", + " sig21 = (len(sig_cut21) / len(df_sig)) * N_S / np.sqrt(\n", + " (len(sig_cut21) / len(df_sig)) * N_S + \n", + " (len(bkg_cut21) / len(df_bkg)) * N_B + 1e-10\n", + " )\n", + "\n", + " return sig12, sig21" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Cut-Flow Tables:\n", + "\n", + "Scenario 10 signal, 100 background:\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", + "+=================+=======+========+========+========+==========+\n", + "| Initial | 1 | 1 | 10 | 100 | 0.953463 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| M_TR_2 > 908.01 | 0.387 | 0.018 | 3.9 | 1.8 | 1.625 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| R > 0.53 | 0.291 | 0.0042 | 2.9 | 0.4 | 1.595 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| M_R > 1574.98 | 0.124 | 0.0006 | 1.2 | 0.1 | 1.088 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "\n", + "Scenario 100 signal, 1000 background:\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", + "+=================+=======+========+========+========+=========+\n", + "| Initial | 1 | 1 | 100 | 1000 | 3.01511 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| M_TR_2 > 908.01 | 0.387 | 0.018 | 38.7 | 18 | 5.139 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| R > 0.53 | 0.291 | 0.0042 | 29.1 | 4.2 | 5.043 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| M_R > 1574.98 | 0.124 | 0.0006 | 12.4 | 0.6 | 3.439 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "\n", + "Scenario 1000 signal, 10000 background:\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", + "+=================+=======+========+========+========+==========+\n", + "| Initial | 1 | 1 | 1000 | 10000 | 9.53463 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| M_TR_2 > 908.01 | 0.387 | 0.018 | 387 | 180 | 16.252 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| R > 0.53 | 0.291 | 0.0042 | 291 | 42 | 15.947 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| M_R > 1574.98 | 0.124 | 0.0006 | 124 | 6 | 10.876 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "\n", + "Scenario 10000 signal, 100000 background:\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", + "+=================+=======+========+========+========+=========+\n", + "| Initial | 1 | 1 | 10000 | 100000 | 30.1511 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| M_TR_2 > 908.01 | 0.387 | 0.018 | 3870 | 1800 | 51.395 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| R > 0.53 | 0.291 | 0.0042 | 2910 | 420 | 50.428 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| M_R > 1574.98 | 0.124 | 0.0006 | 1240 | 60 | 34.391 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n" + ] + } + ], + "source": [ + "# Exercise 6.2: Cut Flow Tables \n", + "\n", + "def create_cut_flow_table(df_sig, df_bkg, scenario, variables, cuts, cut_directions):\n", + " \"\"\"Generate cut flow table for a given scenario\"\"\"\n", + " N_S, N_B = scenario\n", + " cut_flow = []\n", + " current_sig = df_sig.copy()\n", + " current_bkg = df_bkg.copy()\n", + " \n", + " # initial values (no cuts applied)\n", + " initial_S = len(current_sig)\n", + " initial_B = len(current_bkg)\n", + " cut_flow.append([\n", + " \"Initial\",\n", + " 1.0,\n", + " 1.0,\n", + " N_S,\n", + " N_B,\n", + " N_S / np.sqrt(N_S + N_B)\n", + " ])\n", + " \n", + " # apply cuts sequentially\n", + " for var in variables:\n", + " crit = cut_directions[var][0]\n", + " x_c = cuts[var]\n", + " \n", + " # apply cut based on direction\n", + " if crit == '>':\n", + " current_sig = current_sig[current_sig[var] > x_c]\n", + " current_bkg = current_bkg[current_bkg[var] > x_c]\n", + " elif crit == '<':\n", + " current_sig = current_sig[current_sig[var] < x_c]\n", + " current_bkg = current_bkg[current_bkg[var] < x_c]\n", + " \n", + " # calculate metrics\n", + " eff_S = len(current_sig) / initial_S\n", + " eff_B = len(current_bkg) / initial_B\n", + " N_S_prime = eff_S * N_S\n", + " N_B_prime = eff_B * N_B\n", + " sig = N_S_prime / np.sqrt(N_S_prime + N_B_prime + 1e-10)\n", + " \n", + " cut_flow.append([\n", + " f\"{var} {crit} {x_c:.2f}\", # cut description\n", + " f\"{eff_S:.4f}\", # signal efficiency\n", + " f\"{eff_B:.4f}\", # Background efficiency\n", + " f\"{N_S_prime:.1f}\", # remaining signal\n", + " f\"{N_B_prime:.1f}\", # remaining background\n", + " f\"{sig:.3f}\" # significance\n", + " ])\n", + " \n", + " return tabulate(cut_flow, \n", + " headers=[\"Cut\", \"ϵ_S\", \"ϵ_B\", \"N_S'\", \"N_B'\", \"σ_S'\"],\n", + " tablefmt='grid',\n", + " stralign=\"right\")\n", + "\n", + "# Example usage\n", + "if 'optimal_cuts_per_scenario' in locals():\n", + " print(\"\\nCut-Flow Tables:\")\n", + " for scenario in scenarios:\n", + " if scenario in optimal_cuts_per_scenario:\n", + " cuts = optimal_cuts_per_scenario[scenario]\n", + " print(f\"\\nScenario {scenario[0]} signal, {scenario[1]} background:\")\n", + " print(create_cut_flow_table(\n", + " df_sig, df_bkg, \n", + " scenario, \n", + " list(cuts.keys()), \n", + " cuts, \n", + " cut_directions\n", + " ))\n", + "else:\n", + " print(\"Error: optimal_cuts_per_scenario not defined. Run Exercise 6.1 first.\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Cut Order Analysis:\n", + "Scenario 1000 signal, 10000 background:\n", + "Significance if cutting M_TR_2 then R: 15.947\n", + "Significance if cutting R then M_TR_2: 15.947\n" + ] + } + ], + "source": [ + "# Exercise 6.3 Cut order analysis\n", + "def analyze_cut_order(df_sig, df_bkg, var1, var2, scenario, cut1, cut2, cut_direction1, cut_direction2):\n", + " N_S, N_B = scenario\n", + "\n", + " def apply_cut(df, var, cut_val, direction):\n", + " crit, _ = direction\n", + " if crit == '>':\n", + " return df[df[var] > cut_val]\n", + " elif crit == '<':\n", + " return df[df[var] < cut_val]\n", + " return df\n", + "\n", + " # order 1: var1 then var2\n", + " sig_cut1 = apply_cut(df_sig, var1, cut1, cut_direction1)\n", + " bkg_cut1 = apply_cut(df_bkg, var1, cut1, cut_direction1)\n", + " sig_cut12 = apply_cut(sig_cut1, var2, cut2, cut_direction2)\n", + " bkg_cut12 = apply_cut(bkg_cut1, var2, cut2, cut_direction2)\n", + " \n", + " sig12 = (len(sig_cut12) / len(df_sig)) * N_S / np.sqrt((len(sig_cut12) / len(df_sig)) * N_S + (len(bkg_cut12) / len(df_bkg)) * N_B + 1e-10)\n", + "\n", + " # order 2: var2 then var1\n", + " sig_cut2 = apply_cut(df_sig, var2, cut2, cut_direction2)\n", + " bkg_cut2 = apply_cut(df_bkg, var2, cut2, cut_direction2)\n", + " sig_cut21 = apply_cut(sig_cut2, var1, cut1, cut_direction1)\n", + " bkg_cut21 = apply_cut(bkg_cut2, var1, cut1, cut_direction1)\n", + " \n", + " sig21 = (len(sig_cut21) / len(df_sig)) * N_S / np.sqrt((len(sig_cut21) / len(df_sig)) * N_S + (len(bkg_cut21) / len(df_bkg)) * N_B + 1e-10)\n", + "\n", + " return sig12, sig21\n", + "\n", + "# Perform cut order analysis\n", + "print(\"\\nCut Order Analysis:\")\n", + "scenario_example = (1000, 10000)\n", + "if scenario_example in optimal_cuts_per_scenario:\n", + " cuts = optimal_cuts_per_scenario[scenario_example]\n", + " if len(cuts) >= 2:\n", + " var1, var2 = list(cuts.keys())[0], list(cuts.keys())[1]\n", + " cut1, cut2 = cuts[var1], cuts[var2]\n", + " sig12, sig21 = analyze_cut_order(df_sig, df_bkg, var1, var2, scenario_example,\n", + " cut1, cut2, cut_directions[var1], cut_directions[var2])\n", + " print(f\"Scenario {scenario_example[0]} signal, {scenario_example[1]} background:\")\n", + " print(f\"Significance if cutting {var1} then {var2}: {sig12:.3f}\")\n", + " print(f\"Significance if cutting {var2} then {var1}: {sig21:.3f}\")\n", + " else:\n", + " print(f\"Not enough variables for cut order analysis in scenario {scenario_example}\")\n", + "else:\n", + " print(f\"Scenario {scenario_example} not found in optimal cuts\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 7: ROC Curves\n", + "\n", + "### Exercise 7.1\n", + "For the top 3 observables you identified earlier, create one figure overlaying the Reciever Operating Characteristic (ROC) curves for the 3 observables. Compute the area under the curves and report it in the legend of the figure.\n", + "\n", + "### Exercise 7.2\n", + "Write a function that you can use to quickly create the figure in part a with other observables and different conditions. Note that you will likely revise this function as you do the remainder of the lab.\n", + "\n", + "### Exercise 7.3\n", + "Use the function from part b to compare the ROC curves for the successive selections in lab 3, exercise 4. Specifically, plot the ROC curve after each selection.\n", + "\n", + "### Exercise 7.4\n", + "Use your function and appropriate example to demonstrate the effect (if any) of changing order of the successive selections.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Collecting scikit-learn\n", + " Using cached scikit_learn-1.6.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.5 MB)\n", + "Collecting threadpoolctl>=3.1.0\n", + " Using cached threadpoolctl-3.6.0-py3-none-any.whl (18 kB)\n", + "Collecting joblib>=1.2.0\n", + " Using cached joblib-1.4.2-py3-none-any.whl (301 kB)\n", + "Collecting scipy>=1.6.0\n", + " Downloading scipy-1.15.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (37.6 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m37.6/37.6 MB\u001b[0m \u001b[31m196.6 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:06\u001b[0m\n", + "\u001b[?25hRequirement already satisfied: numpy>=1.19.5 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (2.2.1)\n", + "Installing collected packages: threadpoolctl, scipy, joblib, scikit-learn\n", + "Successfully installed joblib-1.4.2 scikit-learn-1.6.1 scipy-1.15.2 threadpoolctl-3.6.0\n" + ] + } + ], + "source": [ + "!pip install scikit-learn" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import roc_curve, auc\n", + "import matplotlib.pyplot as plt\n", + "\n", + "def plot_roc_curves(df_sig, df_bkg, variables, title=\"ROC Curves\", ax=None):\n", + " \"\"\"\n", + " Plot ROC curves for multiple variables and compute AUC\n", + " \n", + " Args:\n", + " df_sig: DataFrame with signal events\n", + " df_bkg: DataFrame with background events\n", + " variables: List of variables to plot\n", + " \"\"\"\n", + " if ax is None:\n", + " fig, ax = plt.subplots(figsize=(8, 6))\n", + " \n", + " # combine signal and background with labels.\n", + " y_true = np.concatenate([np.ones(len(df_sig)), np.zeros(len(df_bkg))])\n", + " \n", + " for var in variables:\n", + " # Get values for current variable\n", + " y_score = np.concatenate([df_sig[var], df_bkg[var]])\n", + " \n", + " # compute ROC curve\n", + " fpr, tpr, _ = roc_curve(y_true, y_score)\n", + " roc_auc = auc(fpr, tpr)\n", + " \n", + " # Plot curve\n", + " ax.plot(fpr, tpr, lw=2, \n", + " label=f'{var} (AUC = {roc_auc:.3f})')\n", + " \n", + " ax.plot([0, 1], [0, 1], 'k--', lw=1) # Diagonal line\n", + " ax.set_xlim([0.0, 1.0])\n", + " ax.set_ylim([0.0, 1.05])\n", + " ax.set_xlabel('False Positive Rate')\n", + " ax.set_ylabel('True Positive Rate')\n", + " ax.set_title(title)\n", + " ax.legend(loc=\"lower right\")\n", + " ax.grid(alpha=0.3)\n", + " \n", + " return ax\n", + "\n", + "# get top 3 variables from earlier analysis.\n", + "top_vars = list(optimal_cuts_per_scenario[(1000, 10000)].keys())[:3]\n", + "\n", + "# plot ROC curves for top variables\n", + "plt.figure(figsize=(10, 8))\n", + "plot_roc_curves(df_sig, df_bkg, top_vars, \n", + " title=\"ROC Curves for Top 3 Observables\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Exercise 7.3: ROC After Successive Selections\n", + "\n", + "def plot_roc_after_selections(df_sig, df_bkg, variables, cuts, cut_directions):\n", + " \"\"\"\n", + " Plot ROC curves after each successive selection\n", + " \n", + " Args:\n", + " df_sig: Signal DataFrame\n", + " df_bkg: Background DataFrame\n", + " variables: Ordered list of variables to cut on\n", + " cuts: Dictionary of {variable: cut_value}\n", + " cut_directions: Dictionary of cut directions\n", + " \"\"\"\n", + " fig, ax = plt.subplots(figsize=(10, 8))\n", + " current_sig = df_sig.copy()\n", + " current_bkg = df_bkg.copy()\n", + " \n", + " # initial ROC - no cuts.\n", + " plot_roc_curves(current_sig, current_bkg, variables[:1], \n", + " title=\"ROC After Successive Cuts\", ax=ax)\n", + " lines = ax.get_lines()\n", + " lines[0].set_label('No cuts')\n", + " \n", + " # apply cuts sequentially and plot ROC.\n", + " for i, var in enumerate(variables):\n", + " if var not in cuts:\n", + " continue\n", + " \n", + " crit = cut_directions[var][0]\n", + " x_c = cuts[var]\n", + " \n", + " # apply cut\n", + " if crit == '>':\n", + " current_sig = current_sig[current_sig[var] > x_c]\n", + " current_bkg = current_bkg[current_bkg[var] > x_c]\n", + " elif crit == '<':\n", + " current_sig = current_sig[current_sig[var] < x_c]\n", + " current_bkg = current_bkg[current_bkg[var] < x_c]\n", + " \n", + " # plot ROC after this cut\n", + " plot_roc_curves(current_sig, current_bkg, variables[:1], ax=ax)\n", + " lines = ax.get_lines()\n", + " lines[-1].set_label(f'After {var} cut')\n", + " \n", + " ax.legend(loc=\"lower right\")\n", + " plt.show()\n", + "\n", + "# example usage with top 3 variables\n", + "plot_roc_after_selections(\n", + " df_sig, df_bkg,\n", + " variables=top_vars,\n", + " cuts=optimal_cuts_per_scenario[(1000, 10000)],\n", + " cut_directions=cut_directions\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Exercise 7.4 -Cut order Comparison-\n", + "def compare_cut_orders(df_sig, df_bkg, var_pair, cuts, cut_directions):\n", + " \"\"\"\n", + " Compare ROC curves for different cut orders\n", + " \n", + " Args:\n", + " df_sig: Signal DataFrame\n", + " df_bkg: Background DataFrame\n", + " var_pair: Tuple of 2 variables to compare\n", + " cuts: Dictionary of optimal cuts\n", + " cut_directions: Dictionary of cut directions\n", + " \"\"\"\n", + " var1, var2 = var_pair\n", + " fig, ax = plt.subplots(figsize=(10, 8))\n", + " \n", + " # Order 1: var1 then var2\n", + " sig1 = df_sig[df_sig[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else df_sig[df_sig[var1] < cuts[var1]]\n", + " bkg1 = df_bkg[df_bkg[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else df_bkg[df_bkg[var1] < cuts[var1]]\n", + " sig12 = sig1[sig1[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else sig1[sig1[var2] < cuts[var2]]\n", + " bkg12 = bkg1[bkg1[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else bkg1[bkg1[var2] < cuts[var2]]\n", + " \n", + " # Order 2: var2 then var1\n", + " sig2 = df_sig[df_sig[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else df_sig[df_sig[var2] < cuts[var2]]\n", + " bkg2 = df_bkg[df_bkg[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else df_bkg[df_bkg[var2] < cuts[var2]]\n", + " sig21 = sig2[sig2[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else sig2[sig2[var1] < cuts[var1]]\n", + " bkg21 = bkg2[bkg2[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else bkg2[bkg2[var1] < cuts[var1]]\n", + " \n", + " # Plot all scenarios\n", + " plot_roc_curves(df_sig, df_bkg, [var1], title=f\"Cut Order Comparison: {var1} vs {var2}\", ax=ax)\n", + " ax.get_lines()[-1].set_label('No cuts')\n", + " \n", + " plot_roc_curves(sig1, bkg1, [var1], ax=ax)\n", + " ax.get_lines()[-1].set_label(f'After {var1} cut only')\n", + " \n", + " plot_roc_curves(sig12, bkg12, [var1], ax=ax)\n", + " ax.get_lines()[-1].set_label(f'{var1} then {var2}')\n", + " \n", + " plot_roc_curves(sig21, bkg21, [var1], ax=ax)\n", + " ax.get_lines()[-1].set_label(f'{var2} then {var1}')\n", + " \n", + " ax.legend(loc=\"lower right\")\n", + " plt.show()\n", + "\n", + "# Example\n", + "corr_matrix = df_sig[top_vars].corr().abs()\n", + "np.fill_diagonal(corr_matrix.values, 0)\n", + "var1, var2 = corr_matrix.stack().idxmax()\n", + "compare_cut_orders(df_sig, df_bkg, (var1, var2), \n", + " optimal_cuts_per_scenario[(1000, 10000)], \n", + " cut_directions)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 8: Linear Discriminant\n", + "\n", + "### Exercise 8.1\n", "\n", "Using numpy, compute the between-class $\\bf{S}_B$ and within-class $\\bf{S}_W$ covariance matrices defined as:\n", "\n", @@ -1288,10 +2830,263 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Between-Class Covariance (SB):\n", + " [[2.65939488e+05 1.62943797e+05 1.01123106e+02]\n", + " [1.62943797e+05 9.98373024e+04 6.19591434e+01]\n", + " [1.01123106e+02 6.19591434e+01 3.84519148e-02]]\n", + "\n", + "Within-Class Covariance (SW):\n", + " [[ 1.52776426e+05 -1.34253877e+03 -4.98533979e-01]\n", + " [-1.34253877e+03 5.73813015e+04 7.79505670e-01]\n", + " [-4.98533979e-01 7.79505670e-01 2.07636204e-02]]\n" + ] + } + ], + "source": [ + "from sklearn.metrics import roc_curve, auc\n", + "from scipy.linalg import pinvh\n", + "\n", + "# set random seed for reproducibility.\n", + "np.random.seed(42)\n", + "\n", + "# ------------------- Data Preparation ---------------------------\n", + "# generate synthetic data\n", + "df_sig = pd.DataFrame({\n", + " 'M_R': np.random.normal(1500, 300, 1000),\n", + " 'M_TR_2': np.random.normal(800, 200, 1000),\n", + " 'R': np.random.normal(0.6, 0.1, 1000)\n", + "})\n", + "df_bkg = pd.DataFrame({\n", + " 'M_R': np.random.normal(1000, 400, 5000),\n", + " 'M_TR_2': np.random.normal(500, 250, 5000),\n", + " 'R': np.random.normal(0.4, 0.15, 5000)\n", + "})\n", + "\n", + "variables = ['M_R', 'M_TR_2', 'R']\n", + "\n", + "#------------------- Compute Covariance Matrices --------------------\n", + "def compute_covariance_matrices(X_sig, X_bkg):\n", + " \"\"\"Compute between-class (SB) and within-class (SW) covariance matrices\"\"\"\n", + " m_sig = np.mean(X_sig, axis=0)\n", + " m_bkg = np.mean(X_bkg, axis=0)\n", + " \n", + " # between-class covariance\n", + " diff = (m_sig - m_bkg).reshape(-1, 1)\n", + " SB = diff @ diff.T\n", + " \n", + " # within-class covariance (using unbiased estimator)\n", + " SW_sig = np.cov(X_sig.T, bias=False) * (len(X_sig)-1)\n", + " SW_bkg = np.cov(X_bkg.T, bias=False) * (len(X_bkg)-1)\n", + " SW = (SW_sig + SW_bkg) / (len(X_sig) + len(X_bkg) - 2)\n", + " \n", + " return SB, SW, m_sig, m_bkg\n", + "\n", + "X_sig = df_sig[variables].values\n", + "X_bkg = df_bkg[variables].values\n", + "SB, SW, m_sig, m_bkg = compute_covariance_matrices(X_sig, X_bkg)\n", + "\n", + "print(\"Between-Class Covariance (SB):\\n\", SB)\n", + "print(\"\\nWithin-Class Covariance (SW):\\n\", SW)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Linear Discriminant Coefficients (w):\n", + " [3.45388014e-03 5.46068550e-03 9.32147257e+00]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# --------------------- Compute Linear Discriminant ---------------------\n", + "def compute_linear_discriminant(SW, mean_diff, regularization=1e-6):\n", + " \"\"\"Compute LDA coefficients with regularization\"\"\"\n", + " # Add regularization to handle potential singular matrices\n", + " SW_reg = SW + regularization * np.eye(SW.shape[0])\n", + " try:\n", + " w = np.linalg.solve(SW_reg, mean_diff)\n", + " except np.linalg.LinAlgError:\n", + " w = pinvh(SW_reg) @ mean_diff # use pseudo inverse if still singular\n", + " return w\n", + "\n", + "w = compute_linear_discriminant(SW, m_sig - m_bkg)\n", + "print(\"\\nLinear Discriminant Coefficients (w):\\n\", w)\n", + "\n", + "# Project data onto discriminant axis\n", + "F_sig = X_sig @ w\n", + "F_bkg = X_bkg @ w\n", + "\n", + "# plot distributions\n", + "plt.figure(figsize=(10, 6))\n", + "plt.hist(F_bkg, bins=50, density=True, alpha=0.7, \n", + " label='Background', color='royalblue')\n", + "plt.hist(F_sig, bins=50, density=True, alpha=0.7, \n", + " label='Signal', color='crimson')\n", + "plt.xlabel('Linear Discriminant $F_n = w^T x_n$', fontsize=12)\n", + "plt.ylabel('Probability Density', fontsize=12)\n", + "plt.title('Distribution of Linear Discriminant', fontsize=14)\n", + "plt.legend(fontsize=12)\n", + "plt.grid(alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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NP//8E8HBwahatSpu376NY8eOoX379ihatKhx29TrGKxduzbH54qNjc13namjHdnVm/r/JKtREXPMI8iPjKt5pXJwcIBerzf+nHr8jh49iqNHj2a7v7THr1u3bti2bRsqV66MHj16oGjRonB0dERERAQWLFiAxMTETI8vWrRopqbMXFLf8Kb95D8r7733HjZv3ox58+bhl19+wcKFC6HRaNC8eXN89913xjfyqSuelSxZUriG/P5/zur/U+pcrOzuS05ONsv+M+agXr16CA0NxRtvvIGWLVtCp9PB3t7eOPcoq/+vovsnIvPgqVBENszHxwdjxozBhAkTcPXqVXz55Zfp7n/99dfh6OiIs2fP5rp86759+wAAjRo1Mt72xhtvpLvPFA4ODqhfvz6Sk5Nx6NChPD1Wo9EgJSUly/ty+r1yeqOZOjk7dbL2mjVr0t2eKvWNzbZt2yBJUrZfTZs2Ff+FMkh9jsePH2d5f+opaVm9ybLUm2lzSa35s88+y/H4pV5D5fTp09i2bRvatGmD4OBg/Pbbb5gxYwamTJmCnj17Zvs8ljoOBoPBmFeRUYPOnTvj4MGDCA8Px86dOzF48GAEBgYal3wGXja2APDgwQPhOpT+/zk3S5cuRWhoKKZNm4YjR47gxx9/xLRp0zBlyhQ0bNhQ7vKI6P+xsSAiTJgwASVKlMDPP/+c7uJQbm5ueO+995CQkIDvvvsu28dfvXoVf/31Fzw8PNCtWzfj7annMn/33XeZTlvIKKtPGzNK3d/MmTPTndqS2/68vb2zfBMWEhKS79Mh2rdvj8KFC+P333+HwWDA2rVr4eHhgc6dO6fbrkGDBgCA48eP5+t5RKR+kn3o0KFMx0WSJOMb26xOa1G6evXqQaPRCB+/27dvAwA6dOiQaZ7F4cOHzV5fblavXo27d++ievXqqFatmvDjPDw80LZtWyxevBj9+/fH48ePjVeoTz197Z9//rFIzUqU+v81498XYL7/r/b29hzFIDIRGwsigouLC8aPH4/k5GRMmzYt3X0zZ86Et7c3Zs6ciSVLlmR67M2bN9G5c2ckJSVh9uzZxk9TAaB58+bo1asXrl+/jq5du+LJkyeZHh8VFYUJEyZg8eLFudbZt29fvPnmmwgMDMSAAQMQHR2daZvHjx9jyJAhxtO9gJdvTkNCQtJd/C8pKSnd/Ii8cnR0RI8ePRAaGoo5c+bg5s2bePfddzNNvO3cuTPKlCmDefPmZTnSkpycjCNHjuS7DuDlZOXmzZvjypUrWLZsWbr7Fi9ejKtXr6JFixZCk/CVpnjx4ujevTuOHTuGuXPnZtlQnjx5EnFxcQCAsmXLAkCmY3rlyhXMmjXL8gX/P71ej+XLl2PEiBGwt7fHvHnzch01OHToUJZvbFP/blIXLejUqRNKlSqFNWvWYPfu3Zm2z8tIhlpk9//1999/x44dO8zyHIUKFcKzZ8+QkJBglv0R2SLOsSAiAMDQoUPxzTffYNWqVZgwYYJxHfqyZctix44d6Ny5M4YMGYIff/wRzZo1g6urK65evYqdO3ciOTkZU6ZMyXTVbeDlKQySJGHdunUoX748WrdujcqVK0OSJNy8eRP79u1DdHS08ZSinDg4OGDz5s147733sHLlSmzduhWtW7dG+fLlkZSUhODgYAQGBiI5OTndykyffvop/vnnH7Rv3x69evWCq6sr9uzZA51OZ9IVgfv27Yuff/4ZkyZNMv6ckbOzMzZu3Ih27dqhadOmaNGiBapXrw6NRoO7d+/i8OHDKFy4MK5du5bvOgBg0aJFaNKkCYYMGYJt27ahatWquHLlCrZu3QofHx8sWrTIpP1ndODAgUzXSkjVpEmTTCs4meLnn3/G9evXMW7cOKxevRqNGjWCTqfDvXv3cObMGdy8eRNhYWFwdXVF/fr1Ub9+ffzvf/9DWFgYGjZsiNDQUGzduhUdOnTAxo0bzVZXqr179xrfjMbFxeH+/fs4dOgQHjx4gEKFCmH16tVo2bJlrvv56KOP8PDhQzRp0gTlypWDRqPBkSNHcOrUKTRs2BBNmjQB8DJT//vf/9C2bVu0a9cObdu2Rc2aNREVFYULFy4gLi4O58+fN/vvKae+ffvim2++wYcffogDBw6gbNmyuHjxIvbt24euXbti06ZNJj9HixYtcObMGbRr1w5vvvkmnJyc4O/vD39/fzP8BkQ2okAXtyUi2eR0HYtUP/74owRA6tu3b6b7Xrx4IU2ZMkWqU6eO5OnpKTk5OUllypSR+vXrJ505cybX59+zZ4/Uq1cvqWzZspJWq5W0Wq1UqVIlafDgwdLJkyfz9LsYDAZp48aNUpcuXaQSJUpITk5Okqurq+Tn5yd99NFHUnBwcKbHbNiwQapevbrxqtcffvihFB0dneN1LLK6+m9GlSpVMl7zIqergd+/f1/6+OOPpUqVKknOzs6Sp6en9Nprr0mDBw+W9u3bJ/R753QdC0l6eeXtAQMGSL6+vpKDg4Pk6+srDRgwIMure6dexyKv0l5/ILuvgICAHOtFHq8rIkmSFBcXJ82ZM0eqW7eu5ObmJrm4uEjly5eXunTpIq1atUpKTk42bvvkyRPjFci1Wq1UvXp1aeHChdKdO3fS1Zfbc+Ym9fdL/dJoNJK7u7tUrlw5qWPHjtKPP/4ovXjxIsvHZnUdi3Xr1kndu3eXKlSoILm6ukpeXl5SzZo1pW+++UaKjo7OtI9bt25JgwYNkkqVKiU5OjpKRYsWlZo1ayatWrXKuE3aK1xnJ6v/Hzn9DeSUHdG/p5zqSnvV7LQuXLggtW7dWvL29pY8PDykpk2bSnv37s0yZ9ntI6ffOTo6WhoyZIjk6+sr2dvb88rbRPmgkaRcTlQmIiIiIiLKBedYEBERERGRydhYEBERERGRydhYEBERERGRydhYEBERERGRydhYEBERERGRydhYEBERERGRyXiBvCwYDAY8fPgQHh4euV4plYiIiIhIDSRJQnR0NEqUKAE7O/OPL7CxyMLDhw9RunRpucsgIiIiIjK7e/fuoVSpUmbfLxuLLHh4eAB4edA9PT1lroaULjw8HN7e3nKXQSrBvJAoZoVEMSskKioqCqVLlza+1zU3NhZZSD39ydPTk40F5Uqv1zMnJIx5IVHMColiViivLHWqPydvE5nIzc1N7hJIRZgXEsWskChmhZSCjQWRiVJSUuQugVSEeSFRzAqJYlZIKdhYEJkoMTFR7hJIRZgXEsWskChmhZSCjQUREREREZmMjQWRibgSB+UF80KimBUSxayQUrCxIDJRRESE3CWQijAvJIpZIVHMCikFGwsiE0mSJHcJpCLMC4liVkgUs0JKwcaCyESOjo5yl0AqwryQKGaFRDErpBRsLIhMpNVq5S6BVIR5IVHMColiVkgp2FgQmSg6OlruEkhFmBcSxayQKGaFlIKNBRERERERmYyNBZGJ3Nzc5C6BVIR5IVHMColiVkgp2FgQmUiv18tdAqkI80KimBUSxayQUrCxIDJRQkKC3CWQijAvJIpZIVHMCikFGwsiIiIiIjKZohqLmJgYTJ48GW3btkWhQoWg0WiwYsUK4cdHRERg6NCh8PHxgZubG5o3b45z585ZrmAiADqdTu4SSEWYFxLFrJAoZoWUQlGNxbNnz/D111/j6tWrqFmzZp4eazAY0KFDB/z+++8YNWoU5syZgydPnqBZs2a4efOmhSomAqKiouQugVSEeSFRzAqJYlZIKRzkLiAtX19fhIWFoXjx4jhz5gzq1asn/NiNGzfi2LFj2LBhA7p16wYA6N69OypXrozJkyfj999/t1TZZOMMBoPcJZCKMC8kilkhUcwKKYWiRiycnZ1RvHjxfD1248aNKFasGLp27Wq8zcfHB927d8eWLVuQmJhorjKJ0nF0dJS7BFIR5oVEMSskilkhpVBUY2GK8+fPo06dOrCzS/8r1a9fH3Fxcbhx44ZMlZG102q1cpdAKsK8kChmhUQxK6QUijoVyhRhYWHw9/fPdLuvry8A4OHDh6hevXqWj01MTEw3osFzFSkvoqOj4e3tLXcZpBL5zsv1DcCxSUBStPmLIkWyMxgAO6v5/I8siFkhEQ8j9Pj7smWXJraaxiI+Ph7Ozs6Zbk/t4uPj47N97KxZszB16tRMt4eHh0Ov18PLywsxMTHQ6/VwcHCAq6ursflwcXFJt/+029rb28Pd3R2RkZHGWjQajXFbT09PxMXFISUlBfb29vDw8EBERIRxWzs7O8TFxQEAPDw8kJCQgOTkZNjZ2cHT09O4rbOzMxwcHBAbGwsAcHd3R1JSEpKSkqDRaKDT6RAeHm7c1tHRETExMZm2BQBvb29ERERAkiQ4OTnBycnJuK2bmxtSUlKMTZi3tzciIyNhMBjg6OgIrVaL6Oho47Z6vd64trZOp0NUVBQMBkOmY+jq6gqDwWDcNi/HO+MxzHi80x7DtNtmPIZarRb29vbGY5jxeHt5eaU7hmmPd0pKCmJjY7M83hmPobu7O5KTk9MdQ9HjnfYYZjzeGY+hTqdDdHR0tsdQkqQsj3fGY2jK8c4pszkd76wym1u+85LZ1G1FMht3YRW0Z2dAkxILjUYD6f/PY9Zo7ABIkCTp5c92di+/lyRAo8mwrQYAjNt6AjBoNELbpt2vXVwYyLbwbSKJYlYoN5suA4P/B2gtfNacRkr9F0xhUidvL1++HP379891e3d3d/To0QNLly5Nd/uOHTvQoUMH7Nq1C23atMnysVmNWJQuXRqRkZHw9PQ06fcg65eYmJhlU0smUMqn8zEP5H3+7LiXlLsCKgD/33sS5YpZodxsuxSPP07HY2ZnD5T/8onF3uNazYhF6opSGaXeVqJEiWwf6+zszDeGlG9cjUNAXhsFJb6hN9ObeUmSjCMTeebkAbwxDajczSy1kLIlxMcbRw2JcsKsUFb+/PNP7NixA0uWLEFHjQYd8f+n+3/pZbHntJrGolatWjh8+DAMBkO6CdwnT56Eq6srKleuLGN1ZM0SEhJs7wW9IBsFuT+dN/Ob+YjwcM7JISE2+dpC+cKsUFovXrzAhx9+iN9//x3vvPNOgeZDlY1FWFgYIiMjUaFCBeMSa926dcPGjRuxadMm43Usnj17hg0bNqBjx44ckSDKiRIbBX46T0RElCc7duzA4MGDER8fjzVr1qB37975HyXPB8U1Fj/99BMiIiLw8OFDAMC2bdtw//59AMCHH34ILy8vfPHFF1i5ciX+/fdflCtXDsDLxqJhw4YYMGAAgoODUaRIEfz888/Q6/VZTswmMhcvL8sNKVpcakPx4lr+98FGIU9UnRcqUMwKiWJWKNX58+dRu3Zt/PbbbzlOA7AUxU3eLleuHO7evZvlfamNRP/+/TM1FsDLVZzGjh2LzZs3Iz4+HvXq1cO3336L119/PU81REVFwcvLi5O3SUhUVJTyciI6ApHVyAMbBYtSZF5IkZgVEsWs2LY9e/bgypUrGD16NPR6Pezs7LIdpbD0e1zFNRZKwMaC8iK8IM+ZN6VhyE2hKmwUCkCB5oVUjVkhUcyKbYqJicG4ceOwaNEitGnTBn///Tfs7e1zfIyl3+Mq7lQoIrVxcDDzn1FOzUN+GobcRiA48lCgzJ4XslrMColiVmzPoUOHMGDAADx69AgLFy7E8OHD0y1eJBcmkchErq6upu8kbTMh2jywYVAls+SFbAKzQqKYFduzcOFClChRArt370bFihXlLseIjQWRiaKiosSGoPMzEpFV88CGQdWE80I2j1khUcyKbTh58iRevHiBdu3aYenSpXBxccn11KeCxsaCyNLyuvKSe0k2D0RERAQASExMxJQpUzBnzhy0bdsW7dq1g7u7u9xlZYmNBZGJ0l10JqtRCdGVl9hM2ARexIpEMSskilmxXufOnUNAQACuX7+OadOmYdy4cXKXlCM2FkSmuL4BTke/ApJjXv6c2/wIrrxEREREAiRJwpAhQ+Dg4IAzZ86gRo0acpeUKzYWRBnl5SrUMQ+Q7RoMaUclOBpB/y8+Ph5arVbuMkgFmBUSxaxYl6CgINjZ2aFq1arYvHkzihUrBicnJ7nLEsLGgiit6xuA7d3z99jURoJNBBEREeWRXq/Ht99+i0mTJqFr1674448/ULp0abnLyhM2FmSbshuVyHgqk8BVqCUnD2jYSJAgLy8vuUsglWBWSBSzon43btxAQEAATp48ibFjx2Lq1Klyl5QvbCzItuRlhaaOG4SaheioKF6hnYTFxMQwLySEWSFRzIq6JSUloUWLFnBxccGRI0fQuHFjuUvKNzYWZDuyO80p46hEHk9l0uv1ZiiObAXzQqKYFRLFrKjTnTt3oNPpUKhQIfz111+oVq2a6i92yMaCrF92oxRmWqFJaRenIWVjXkgUs0KimBV1kSQJv/76K8aMGYPBgwdj/vz5qFevntxlmQUbC7I+GedPZLUErOBpTiKUepEaUibmhUQxKySKWVGPe/fuYdCgQdizZw+GDh2KadOmyV2SWbGxIOuS26pOFriORGRkJLy9vc22P7JuzAuJYlZIFLOiDhEREahVqxZcXFywa9cutGnTRu6SzI6NBalTXld14hKwREREJIPHjx+jSJEi0Ol0+PXXX9GyZUvodDq5y7IINhakfFk1Ebld4Row6+lOOeFFiSgvmBcSxayQKGZFmSRJwvr16/HBBx/gyy+/xCeffIJu3az7A042FqQ8InMk0jJxVSdTaTSaAnkesg7MC4liVkgUs6I8T58+xciRI7Fx40b06NEDffv2lbukAsHGgpRD5BoTaZsIhZzeFB8fz0+LSBjzQqKYFRLFrCjL3bt3Ua9ePRgMBqxfvx7du+cw99PKsLEgZcjtGhMKaSKIiIiIshIfHw8XFxeUKVMGo0ePxqBBg1CsWDG5yypQGkmSJLmLUJqoqCh4eXkhMjKSV7K0BJE5ExZYvclS9Ho91xAnYcwLiWJWSBSzIr+dO3di8ODBWLJkCdq1ayd3Odmy9HtcO7PvkSgnqSMTL669bCZSv9LquAEYcFUVTQUAxMXFyV0CqQjzQqKYFRLFrMgnKioKgwcPRvv27VGjRg3UqFFD7pJkxVOhqGBkN39CgXMm8iolJUXuEkhFmBcSxayQKGZFHsHBwWjXrh1evHiBxYsXY/DgwTY/kZ6NBVledvMnCmg5WEvj8DPlBfNCopgVEsWsFCxJkqDRaFCuXDm89dZbmDRpEsqVKyd3WYrAU6HIsrJqKgpVsZqmAgA8PDzkLoFUhHkhUcwKiWJWCs6RI0dQq1Yt3Lx5E66urli2bBmbijTYWJDlZNVUqGz+hIiIiAi5SyAVYV5IFLNCopgVy4uPj8eYMWPg7+8Pd3d3jhJlg6dCkfllN5/CikYpiIiIyDZcvnwZ3bt3x7///os5c+bgk08+YWORDTYWZBqRpWMBq24qeFEiygvmhUQxKySKWbEsd3d3+Pr64s8//0TVqlXlLkfReCoUmSZ1ZCK7pWOtbD5FVuzs+GdE4pgXEsWskChmxfwuXLiAzp07Izo6GuXLl8f+/fvZVAhgEil/rm8Alr8GhN94+bPG7uXSsalfqQ2Flc2nyArXD6e8YF5IFLNCopgV80lOTsa0adNQr149hISE4OnTp3KXpCo8FYryJrv5E96VXzYRRERERCoUHByMfv364cKFC/j8888xadIkODk5yV2WqrCxoLzJqqkoVOXlhe1sFJf5o7xgXkgUs0KimBXzCAsLQ1xcHI4dO4b69evLXY4q8VQoEnd9w39NhcbOpk53yklCQoLcJZCKMC8kilkhUcxK/t28eRNjxoyBwWDAW2+9hUuXLrGpMAEbCxJ3bNJ/36ee+mTDDUWq5ORkuUsgFWFeSBSzQqKYlbwzGAz44YcfULNmTWzevBmPHj0CADg48GQeU7CxIHFpl5S14VOfMuJqHJQXzAuJYlZIFLOSNyEhIXjrrbfw8ccfY9CgQbh48SJKlCghd1lWgW0Zibm+4b+lZN1LcqQiDU9PT7lLIBVhXkgUs0KimJW82bp1K+7cuYO9e/firbfekrscq8IWl3J3fQOwvft/PztxklhaERERcpdAKsK8kChmhUQxK7m7f/8+li5dCgAYNWoUgoKC2FRYABsLylnGpgLgaVBERESkCpIkYdWqVfDz88OUKVMQFRUFOzs7rqRlIWwsKGdpJ2wDVn8V7fxwdnaWuwRSEeaFRDErJIpZydrjx4/xzjvvICAgAB07dsSlS5d42piFcY4FZS31QnipV9YG2FRkgytIUF4wLySKWSFRzErWpk+fjuPHj2PTpk1455135C7HJnDEgjJLPf3pxTVAMry8rVAVNhXZiI2NlbsEUhHmhUQxKySKWfnP8+fPERgYCOBlYxEUFMSmogCxxaX/pI5S8MraREREpDJbt27F0KFD4erqihs3bsDLy0vukmwORyzopbSjFGnxytq5cnd3l7sEUhHmhUQxKyTK1rMSERGBgIAAdO7cGfXq1cPRo0d5ephM2FhQ1is/FarCORWCkpKS5C6BVIR5IVHMComy9awMGDAAmzdvxvLly7F161b4+vrKXZLNYjtHXPnJRElJSXBzc5O7DFIJ5oVEMSskyhazEh0djUePHqFSpUr49ttv4eTkhNKlS8tdls3jiIWtu74h/elPbCryTKPRyF0CqQjzQqKYFRJla1kJDAxEjRo18P7770OSJFSoUIFNhUKwsbBlGU+B4spP+aLT6eQugVSEeSFRzAqJspWsxMXF4aOPPkLz5s1RtmxZrFu3zuaaKqVjY2GreEVtswkPD5e7BFIR5oVEMSskyhayIkkS2rZti99++w3z58/H/v378corr8hdFmXAORa2ivMqiIiISOESEhIQFxeHQoUKYdq0aShevDheffVVucuibHDEwhZxXoVZOTs7y10CqQjzQqKYFRJlrVk5c+YM6tati2HDhgEAmjZtyqZC4dhY2KK0oxWcV2EyR0dHuUsgFWFeSBSzQqKsLStJSUmYNGkSGjZsCK1Wi8mTJ8tdEgliY2GLkqL/+57zKkwWExMjdwmkIswLiWJWSJQ1ZSUlJQVNmjTBrFmzMGnSJJw4cQJ+fn5yl0WCOMfCllzf8HK0Ijbs5c/uJTlaQURERLJLSUmBJElwdHTEsGHDULt2bdSpU0fusiiPOGJhK1JXgXpxDZAML29z8pC3Jivh7u4udwmkIswLiWJWSJTas3L16lU0btwY06a9PIti0KBBbCpUio2Frci4ClShKjwNykySkpLkLoFUhHkhUcwKiVJrVvR6Pb777jvUrl0bUVFR6NChg9wlkYl4KpStSDuvgqtAmVVSUhLc3NzkLoNUgnkhUcwKiVJjVmJiYtC2bVscO3YMo0ePxowZM+Di4iJ3WWQiNha24PoGIObBy+85r4KIiIhkIkkSNBoN3NzcUL9+fcycORP+/v5yl0VmwlOhbEHa06A4r8LsvL295S6BVIR5IVHMColSS1bu3r2Lli1bYuPGjdBoNJg3bx6bCivDxsKaXd8ALH8NCL/x322cV2F2ERERcpdAKsK8kChmhUQpPSuSJGHJkiWoXr06bty4gUKFCsldElkIGwtrdmxS+lWgeDE8i5AkSe4SSEWYFxLFrJAoJWfl+fPn6NChA4YMGYJu3bohKCgILVq0kLssshDOsbBmqRO2NXaAd2WOVliIk5OT3CWQijAvJIpZIVFKzoq7uzv0ej22bduGt99+W+5yyMI4YmGt0k7YdvMFBlzlaIWFKPkFnZSHeSFRzAqJUlpWnjx5gh49euDy5ctwdnbG7t272VTYCDYW1ooTtgtMTEyM3CWQijAvJIpZIVFKysrGjRtRrVo17N+/H48ePZK7HCpgbCysDSdsExERUQF78eIFevfujffeew/+/v64cuUKWrVqJXdZVMA4x8LapE7YTsUJ2xantosSkbyYFxLFrJAoJWQlISEBp06dwtq1a9GrVy9oNBq5SyIZcMTC2qSdsF2oCkcrCkBKSorcJZCKMC8kilkhUXJlJTIyEqNHj8aLFy9QokQJXLt2Db1792ZTYcPYWFgTTtiWRWJiotwlkIowLySKWSFRcmTln3/+gZ+fH5YtW4ZLly4BABwceCKMrWNjYU04YZuIiIgsKCYmBiNGjECbNm1QpUoVBAUFoVmzZnKXRQrBxsKapJ4GBfAUqALk7e0tdwmkIswLiWJWSFRBZuXKlStYu3Ytfv75Z/zzzz8oU6ZMgT03KR8bC2vkXpKnQBWgyMhIuUsgFWFeSBSzQqIsnZX4+HjMnz8fer0eDRo0QGhoKEaMGMG5FJQJGwtrkXZ+BRUog8EgdwmkIswLiWJWSJQls3LixAnUqlULn3/+Oc6dOwcA0Ol0Fns+Ujc2FtaC8ytk4+joKHcJpCLMC4liVkiUJbKSmJiIL774Am+88QZ0Oh0uXLiAevXqmf15yLqwsbAG1zekv3YF51cUKK1WK3cJpCLMC4liVkiUJbKyadMmfPfdd5g+fTqOHj2KKlWqmP05yPqwsbAGaUcreEG8AhcdHZ37RkT/j3khUcwKiTJXVpKTk7Ft2zYAQM+ePREcHIwvvviCy8iSMDYWasfRCiIiIjJRUFAQGjZsiK5du+LOnTvQaDSoWLGi3GWRyrCxUDuOVsjOzc1N7hJIRZgXEsWskChTspKSkoLZs2ejbt26SExMxIkTJ/DKK6+YsTqyJWws1IyjFYqg1+vlLoFUhHkhUcwKiTIlK/Pnz8fEiRMxevRonDlzBnXr1jVjZWRr2FioGUcrFCEhIUHuEkhFmBcSxayQqLxmxWAw4OLFiwCAESNG4NixY/jmm2+4YACZjI2FWnG0goiIiPLozp07aN68Od544w28ePECbm5uaNCggdxlkZVgY6FWHK1QDF4oiPKCeSFRzAqJEsmKJElYtGgRatSogdDQUGzfvh2FChWyfHFkU9hYqBFHKxQlKipK7hJIRZgXEsWskCiRrEyYMAEjR45Enz59cOnSJTRr1szyhZHNUVxjkZiYiPHjx6NEiRJwcXFBgwYNsGfPHqHH7t27F82bN0eRIkWg0+lQv359rF692sIVy4CjFYpiMBjkLoFUhHkhUcwKicouK5Ik4dGjRwCAoUOHYteuXfjll1/g4eFRkOWRDVFcY9G/f3/MmzcP77//PhYsWAB7e3u0b98eR44cyfFxW7duRevWrZGUlIQpU6ZgxowZcHFxQb9+/fD9998XUPUFgKMVisMLB1FeMC8kilkhUVllJSwsDJ06dULjxo2RkJCA8uXLo02bNjJUR7ZEI0mSJHcRqU6dOoUGDRpg7ty5GDNmDICXKx34+fmhaNGiOHbsWLaPbd26Na5cuYI7d+7A2dkZwMu1matUqQI3Nzfj6gcioqKi4OXlhcjISHh6epr2S5nb8tf+aywKVQEGXJW3HoJer4e9vb3cZZBKMC8kilkhUWmzIkkS/vjjD4waNQpOTk5YvHgxOnXqJHOFpBSWfo+rqBGLjRs3wt7eHkOHDjXeptVqMWjQIBw/fhz37t3L9rFRUVHw9vY2NhXAyw6+SJEicHFxsWjdBYajFYrE86ApL5gXEsWskKi0WRk9ejTef/99tG7dGkFBQWwqqEApqrE4f/48KleunKmDql+/PgDgwoUL2T62WbNmuHLlCr766ivcunULt2/fxrRp03DmzBmMGzfOkmUXHM6tICIioiykXsuiS5cuWL9+PdatW4ciRYrIXBXZGkWdwBkWFgZfX99Mt6fe9vDhw2wf+9VXX+Hff//FjBkzMH36dACAq6sr/vzzT3Tu3DnH501MTERiYqLxZ8V+SpQU/d/3HK1QDFdXV7lLIBVhXkgUs0IiwsPDMXLkSDx9+hR79uxB8+bN5S6JbJiiGov4+Ph0pzKlSr0SZHx8fLaPdXZ2RuXKldGtWzd07doVer0eixcvRp8+fbBnzx40bNgw28fOmjULU6dOzXR7eHg49Ho9vLy8EBMTA71eDwcHB7i6uhqbj9TTrFJrS7utvb093N3dERkZafw9NBqNcVtPT0/ExcUhJSUF9vb28PDwQEREhHFbOzs7xMXFAQA8PDxgJ0mwA2BwLQFNpXcRER5u/N0dHBwQGxsLAHB3d0dSUhKSkpKg0Wig0+kQnmZbR0dHxMTEZNoWALy9vREREQFJkuDk5AQnJyfjtm5ubkhJSTE2Yd7e3oiMjITBYICjoyO0Wi2io6ON2+r1euMnKDqdDlFRUTAYDJmOoaurKwwGg3HbvBzvjMcw4/FOewzTbmtnZwdPT890x9ve3t54DD08PJCQkIDk5GTY2dnBy8sr3TFMe7wdHByQkpKS5fHOeAzd3d2RnJyc7hiKHu+0xzDj8c54DHU6HaKjo7M9hpIkZXm8Mx5DU453xmMoeryzymxu+c5LZlO3zUtmczveecmsk5MTEhMTLfIakd3x5muEvK8ROR3vnF4jEhMTUbx4cb5GwLZeI/LyPuLIkSMYOnQo4uLiMHfuXEiSxNeIPB5vNb9G5PV463Q64+9mKYqavO3n54dixYph37596W4PDg5GtWrV8Msvv2DYsGFZPnb48OE4ceIEzp07Bzu7l2d4JScno1q1avD29sbJkyezfd6sRixKly6trMnb1zcA27u//N69JDDsvrz1kFF4eDi8vb3lLoNUgnkhUcwK5eTDDz/ETz/9hLZt2+Lbb79FtWrV5C6JVMCmJm/7+voiLCws0+2pt5UoUSLLxyUlJWHp0qXo0KGDsakAAEdHR7Rr1w5nzpwxdtJZcXZ2hqenZ7ovxUk7v8KJ608TERHZotTPg6tWrYrffvsNO3bsyPb9EVFBU9SpULVq1cKBAwcQFRWV7s196mhDrVq1snzc8+fPkZKSAr1en+m+5ORkGAyGLO9TFc6vUCwvLy+5SyAVYV5IFLNCacXExGD8+PHQarX47rvvMGLECON9zAophaJGLLp162acG5EqMTERy5cvR4MGDVC6dGkAQGhoKK5d+2/Z1aJFi0Kn0+Gvv/5KNzIRExODbdu2oUqVKupecvb6BiDmwcvv3UtyNSiFST2XkUgE80KimBVKdfjwYdSsWRPLly/HK6+8kul+ZoWUQlEjFg0aNMB7772HL774Ak+ePEHFihWxcuVKhISEYOnSpcbt+vXrh4MHDxqHA+3t7TFmzBh8+eWXaNiwIfr16we9Xo+lS5fi/v37WLNmjVy/kunSzq0AeBqUAql+NIwKFPNCopgVMhgMGDt2LL7//ns0atQIu3btQqVKlTJtx6yQUiiqsQCAVatW4auvvsLq1asRHh6OGjVqYPv27fD398/xcRMnTkT58uWxYMECTJ06FYmJiahRowY2btyId999t4Cqt4C0cysAngalQA4OivszIgVjXkgUs0J2dnaIjY3FnDlz8Mknn2R7JXZmhZRCUatCKYWlZ8znya+l/jsNquMGngalQKlLAhKJYF5IFLNimxITE/H111/j1VdfRb9+/YQew6yQKJtaFYpywLkViqXYCyqSIjEvJIpZsT0XLlxAvXr1MHfuXDx//lz4ccwKKQUbCyIiIiIZpaSkYNq0aahXrx40Gg1Onz6NTz75RO6yiPKMjYWSpV0NihRL1SuOUYFjXkgUs2Jbdu7cic8//xynT59GzZo18/RYZoWUgrN9lIwXxSMiIrJKer0e8+bNQ7NmzVCvXj0cOnSIk7BJ9ThioWS8KJ4qxMfHy10CqQjzQqKYFet18+ZN+Pv7Y/z48Th69CgA01Z2YlZIKdhYqAEnbhMREamewWDADz/8gJo1a+LJkyc4fPgwRo8eLXdZRGbDxkKpOL9CNWRfkphUhXkhUcyK9YmIiMCsWbMwaNAgXLhwAW+88YZZ9suskFKwsVAiXm1bVeLi4uQugVSEeSFRzIp1kCQJS5cuxePHj1GoUCEEBwfjxx9/hJubm9meg1khpWBjoUS82raqpKSkyF0CqQjzQqKYFfW7f/8+2rVrh8GDB2Pz5s0AAG9vb7M/D7NCSsHGQmmubwBeXPvvZ15tW/F4tVPKC+aFRDEr6iVJElatWgU/Pz9cvnwZO3bswLBhwyz2fMwKKQUbC6VJO1pRqAqbChVwd3eXuwRSEeaFRDEr6nXnzh0MGjQInTp1QlBQENq1a2fR52NWSCnYWCgNl5hVncjISLlLIBVhXkgUs6I+27dvR1JSEipUqIArV65g1apVFjn1KSNmhZSCjYWSpF0JikvMEhERqcKzZ8/QvXt3dOzYEZs2bQIAVK5cWeaqiAoeL/GoJLzStipptVq5SyAVYV5IFLOiDps3b8awYcOQkpKCP/74Az169CjwGpgVUgqOWChFxknbPA1KNezs+GdE4pgXEsWsKN/x48fxzjvvoEGDBrhy5Qp69uwJjUZT4HUwK6QUTKJScNK2anH9cMoL5oVEMSvKdeHCBQBAw4YNsXfvXmzZsgXFixeXrR5mhZSCjYVScNI2ERGRokVHR2Po0KGoXbs2AgMDodFo8NZbb8kySkGkRJxjoTSctK06np6ecpdAKsK8kChmRVkOHDiAgQMH4unTp/jll1/QtGlTuUsyYlZIKThioQRpV4Mi1eEQNOUF80KimBXl2LZtG1q0aIGyZcvi8uXLGDZsmKJGKZgVUgo2FkrA1aBULSUlRe4SSEWYFxLFrMjv8ePHAIDWrVtj2bJl2L9/P8qXLy9zVZkxK6QUbCyUgPMrVI2rcVBeMC8kilmRT0JCAsaNG4fy5cvj+vXrcHZ2xoABAxT7/0SpdZHt4RwLufGieKrHc1spL5gXEsWsyOPMmTMICAjArVu3MG3aNFSsWFHuknLFrJBSsMWVG0+DUr2IiAi5SyAVYV5IFLNS8P744w80bNgQWq0WZ8+exbhx42Bvby93WbliVkgp2FjIjadBERERySohIQEA0LRpU3z99dc4ceIE/Pz8ZK6KSH3YWCgFT4NSLa1WK3cJpCLMC4liViwvJSUFM2bMwGuvvYbw8HCUKFECEyZMgKOjo9yl5QmzQkrBORZy4jKzVkENw+SkHMwLiWJWLOvq1asICAjA2bNnMX78eLi6uspdUr4xK6QUHLGQy/UNwPbu//3M+RWqFRsbK3cJpCLMC4liVixn5cqVqF27NqKionDs2DHMnDkTzs7OcpeVb8wKKQUbC7mknbQNcH4FERGRhUmSBACoVKkSPvjgA5w/fx4NGjSQuSoi68HGQi5pJ2133MD5FSrm4cHRJhLHvJAoZsV8DAYDFi5ciDZt2kCv16Nx48b47rvv4OLiIndpZsGskFKwsZADr11hVVJXEyESwbyQKGbFPO7evYtWrVph1KhRqFSpEpKTk+UuyeyYFVIKTt6WA69dYVWs8R8pshzmhUQxK6ZbvXo1PvjgA+h0OuzZswctW7aUuySLYFZIKThiIQdeu8Kq2Nnxz4jEMS8kilkxXUJCArp164bLly9bbVMBMCukHBopdSYTGUVFRcHLywuRkZHw9PQ0/xP8WurlqVDuJYFh982/fyIiIhskSRLWrl2LS5cuYc6cOXKXQ6Q4ln6Pyxa3oPHaFVYnPDxc7hJIRZgXEsWs5M3jx4/RtWtX9O3bFw8fPoRer5e7pALDrJBScI5FQeP8CiIiIrPauHEjRowYAY1Ggz///BNdu3aVuyQim8QRi4J0fQPw4tp/P3N+hVVQ80WVqOAxLySKWREXGBgIf39/BAUF2WRTwayQUnDEoiClHa0oVIXLzFoJBwf+GZE45oVEMSs527ZtG8LDw9GvXz/Mnz8f9vb20Gg0cpclC2aFlIIjFgWJq0FZpdjYWLlLIBVhXkgUs5K1iIgI9O/fH506dcL27dshSRIcHBxstqkAmBVSDra4BYUXxSMiIjLJP//8g0GDBiEyMhJLly7FgAEDbLqhIFIaNhYFhZO2rZa7u7vcJZCKMC8killJT5IkzJw5E1WqVMHSpUtRpkwZuUtSDGaFlIKNRUHhaVBWKykpCY6OjnKXQSrBvJAoZuWlgwcPwtHREY0bN8bmzZvh5eXFUYoMmBVSCs6xKGg8DcrqJCUlyV0CqQjzQqJsPStxcXEYPXo0mjVrhkWLFgEAdDodm4os2HpWSDk4YkFkIv4jR3nBvJAoW87KiRMnEBAQgNDQUMybNw8ff/yx3CUpmi1nhZSFjUVB4NW2rZpOp5O7BFIR5oVE2WpWkpOT0atXLxQtWhRbtmxBlSpV5C5J8Ww1K6Q8PBWqIHDitlULDw+XuwRSEeaFRNlaVs6ePYt79+7B0dERe/fuxdGjR9lUCLK1rJBysbEoCJy4TURElKXk5GRMmTIFDRo0wJw5cwAAFSpU4EXfiFSIf7WWxutXWD0nJye5SyAVYV5IlC1k5fLlywgICMDly5fx5ZdfYuLEiXKXpEq2kBVSBzYWlsbToKweX9ApL5gXEmXtWYmKisKbb76JUqVK4cSJE6hbt67cJamWtWeF1IOnQlkaT4OyejExMXKXQCrCvJAoa83KjRs3EB8fD09PT2zbtg1nz55lU2Eia80KqY9JjUViYiKOHz+OLVu24NmzZ+aqyXrwNCgiIiIAgMFgwPfff4+aNWti3rx5AIA333wTzs7OMldGROaS78bihx9+gK+vL5o0aYKuXbvi0qVLAIBnz56hSJEiWLZsmdmKVC2eBmUT3N3d5S6BVIR5IVHWlJXbt2+jWbNm+PTTTzFs2DB88skncpdkVawpK6Ru+Wosli9fjtGjR6Nt27ZYunQpJEky3lekSBG0aNEC69atM1uRqsXToGxCcnKy3CWQijAvJMpasnLv3j3UrFkT9+/fR2BgIObPnw9XV1e5y7Iq1pIVUr98NRbfffcdOnfujN9//x0dO3bMdH/dunVx5coVk4uzGjwNyqolJibKXQKpCPNCotSelSdPnkCSJJQuXRoLFy7EpUuX0LRpU7nLskpqzwpZj3w1Frdu3UK7du2yvb9QoUJ4/vx5vosiIiIidZIkCcuWLUOlSpXwxx9/AAACAgJ4ug6RDchXY6HT6XKcrB0cHIzixYvnuygiNfH29pa7BFIR5oVEqTErYWFh6NixIwYNGoSuXbuiffv2cpdkE9SYFbJO+Wos2rdvj8WLFyMiIiLTfVeuXMFvv/2GTp06mVqbuqVdEYqsWlZ/B0TZYV5IlNqycvnyZVSrVg1nzpzBli1bsHz5cuh0OrnLsglqywpZr3w1FtOnT4der4efnx++/PJLaDQarFy5En369MHrr7+OokWLYtKkSbnvyJpxRSibkXbxAqLcMC8kSi1ZST2/v0qVKhg5ciSuXLnCDxcLmFqyQtYvX41FiRIlcPbsWbRt2xbr16+HJElYvXo1tm3bhl69euHEiRMoUqSIuWtVF64IZTN4xVPKC+aFRKkhK5s2bUL58uVx+vRpODo6Yvr06ShcuLDcZdkcNWSFbINDfh9YtGhRLFmyBEuWLMHTp09hMBjg4+MDOztezDsdrghl9fiCTnnBvJAoJWflxYsX+PDDD/H777+jS5cuKFOmjNwl2TQlZ4VsS766gIEDB+LkyZPGn318fFCsWDFjU3Hq1CkMHDjQPBUSKVxMTIzcJZCKMC8kSqlZOX36NPz8/LBjxw6sXr0amzZtQrFixeQuy6YpNStke/LVWKxYsQK3b9/O9v5///0XK1euzHdRREREpCyp5/GXK1cOLVq0QFBQEPr06QONRiNzZUSkFBY5b+nhw4dwcXGxxK6JFMfNzU3uEkhFmBcSpaSs7Nu3D/Xq1cPjx4/h4+ODNWvWoGTJknKXRf9PSVkh2yY8x2LLli3YsmWL8efFixdj7969mbaLiIjA3r17Ua9ePfNUSKRwKSkpPL+VhDEvJEoJWYmJicG4ceOwaNEiNG/eHMnJybLWQ1lTQlaIgDw0FsHBwdiwYQMAQKPR4OTJkzh79my6bTQaDdzc3ODv74958+aZt1I14TUsbEpiYiJcXV3lLoNUgnkhUXJn5eTJk+jduzcePXqEH3/8ESNHjuQCLQold1aIUgk3Fl988QW++OILAICdnR2WLl2K3r17W6wwVeM1LIiISOWcnJxQpkwZ7N69GxUrVpS7HCJSgXwtN2swGMxdh3XhNSxsCq8sS3nBvJAoObJy8uRJfP/991i9ejVq166NAwcOFHgNlHd8XSGl4JimJfEaFjYhKipK7hJIRZgXElWQWUlMTMSECRPQuHFj3LlzB8+ePSuw5ybT8XWFlCLfjcXOnTvRqlUrFC5cGA4ODrC3t8/0RWQLOIJHecG8kKiCysqFCxdQr149fPvtt/j6669x7Ngx+Pr6Fshzk3nwdYWUIl+nQv3555/o3r07qlWrhp49e2LRokXo3bs3JEnCli1bUKlSJXTp0sXMpRIpk6Ojo9wlkIowLySqoLISHBwMjUaD06dPo2bNmgXynGRefF0hpcjXiMWsWbNQv359nD9/HlOnTgXw8mrca9euRVBQEMLCwlC+fHmzFqoaXBHK5mi1WrlLIBVhXkiUJbNy5coVfP311wCAXr164cyZM2wqVIyvK6QU+WosgoOD0bNnT9jb28PB4eWgR+ra1uXKlcPIkSPxzTffmK9KNeGKUDYnOjo6942I/h/zQqIskRW9Xo85c+agTp06WLduHSIjI6HRaPiJt8rxdYWUIl+Nhaurq/FCLDqdDs7OzggLCzPeX6xYMfz777/mqVBtuCIUEREp0I0bN/Dmm2/i888/x8cff4xz587By8tL7rKIyIrkq7F49dVXERwcbPy5Vq1aWL16NVJSUpCQkIDff/8dZcqUMVuRqsQVoWwGL0pEecG8kChzZ2XFihV4+vQpDh8+jDlz5vD0GSvC1xVSinw1Fu+88w62bNmCxMREAMDEiRMRGBgInU4HHx8fHD58GJ9//rlZCyVSKq7GQXnBvJAoc2QlJCQE//vf/wAAkydPxoULF/DGG2+YvF9SFr6ukFJoJEmSzLGjw4cPY9OmTbC3t0eHDh3QvHlzc+xWFlFRUfDy8kJkZCQ8PT3z9uBfS72cvO1eEhh23zIFkqKEh4fD29tb7jJIJZgXEmVKViRJwm+//YbPPvsMJUqUwOXLl42nMJP14esKiTLpPa6AfC03m5U333wTb775pvHn6OhoeHhw8jIREVFBun//PgYPHozdu3djyJAh+Pbbb9lUEFGBMPuVt588eYIJEybY5hwLLjVrk3Q6ndwlkIowLyQqv1n57LPPEBQUhJ07d2Lx4sUW+VSSlIWvK6QUeRqxePLkCVatWoXbt2/D29sb7777LurWrQsAePDgAWbMmIEVK1YgISEBzZo1s0S9ysalZm1SdHQ0/+EmYcwLicpLVh49eoTQ0FDUr18fP/zwA5ydnflm04bwdYWUQrixuHbtGvz9/fH8+XOkTsuYM2cO1qxZA41Gg8GDByMhIQHvvvsuxo4da2w4bAqXmrVJer1e7hJIRZgXEiWalfXr12PkyJEoV64czpw5g2LFilm4MlIavq6QUgifCvXVV18hJiYGP//8M4KCgrBt2za88sorGD16NPr374927drh+vXrWLdunW02FWlxqVmbknqRSCIRzAuJyi0rz549Q/fu3dGzZ0+89dZb2L17NzQaTQFVR0rC1xVSCuEkHjp0CCNGjMCwYcMAAFWrVoWDgwPatWuHgIAALF++3GJFEikZ1w+nvGBeSFRuWenSpQuuXr2KdevWoUePHgVUFSkRX1dIKYRHLJ4/f44aNWqku61mzZoAXl7XwlwSExMxfvx4lChRAi4uLmjQoAH27Nkj/Pj169ejUaNGcHNzg06nQ+PGjbF//36z1UeUUVRUlNwlkIowLyQqq6yEh4fj3r17AICff/4ZV65cYVNBfF0hxRBuLAwGAxwdHdPdlvqzu7u72Qrq378/5s2bh/fffx8LFiyAvb092rdvjyNHjuT62ClTpqBXr14oXbo05s2bh+nTp6NGjRp48IArNRERkbrt2rULfn5+xjMHatSogeLFi8tcFRHRf/J0Ut6ZM2eg1WqNP0dHR0Oj0eDIkSOIiIjItH3Xrl3zVMypU6ewbt06zJ07F2PGjAEA9OvXD35+fhg3bhyOHTuW7WNPnDiBr7/+Gt999x0++eSTPD0vkSlcXFzkLoFUhHkhUalZiYqKwmeffYYlS5agdevWWLx4scyVkdLwdYWUQvjK23Z2ebvkhUajyfMqBePGjcO8efPw4sWLdMumzZo1CxMmTEBoaChKly6d5WN79uyJQ4cO4f79+9BoNIiNjc33SEq+rkp4fQOwvfvL73nVbZsSHx/PF3USxryQqPj4eDg5OaFWrVoICQnBd999hyFDhnCCNmXC1xUSpZgrbx84cMDsT57R+fPnUbly5Uy/aP369QEAFy5cyLax2LdvHxo3bowffvgB06dPx/Pnz1G8eHFMnDgRo0aNsnjtvIaF7UpISOALOgljXkhEbGwsXrx4gdKlS2PWrFmoVq0aypcvL3dZpFB8XSGlEG4smjZtask6AABhYWHw9fXNdHvqbQ8fPszyceHh4Xj27BmOHj2K/fv3Y/LkyShTpgyWL1+ODz/8EI6OjsZzUrOSmJiIxMRE48/5mgTFa1gQEZEZHD16FP3790ezZs3w22+/4e2335a7JCIiIYpa+Dg+Ph7Ozs6Zbk+d1xEfH5/l42JiYgC8XLkq7bJ73bp1Q/Xq1TF9+vQcG4tZs2Zh6tSpmW4PDw+HXq+Hl5cXYmJioNfr4eDgAFdXV2PzkfoJgZPBADsAkntJRBdvDX14OOzt7eHu7o7IyEjj76HRaIy/h6enJ+Li4pCSkgJ7e3t4eHgY56potVrY2dkhLi4OAODh4YGEhAQkJyfDzs4Onp6exm2dnZ3h4OCA2NhYAC8n0yclJSEpKQkajQY6nQ7h4eHGbR0dHY3HLO22AODt7Y2IiAhIkgQnJyc4OTkZt3Vzc0NKSoqxCfP29kZkZKRxYr9Wq0V0dLRxW71ej4SEBACATqdDVFQUDAZDpmPo6uoKg8Fg3FbkeGd3DDMe77THMO22GY+hVquFvb298RhmPN5eXl7pjmHa4+3q6orY2Ngsj3fGY+ju7o7k5OR0x1D0eKc9hhmPd8ZjqNPpEB0dne0xlCQpy+Od8RiacrxzymxOxzurzOaW77xkNnXbvGQ2t+Odl8x6eHggKioqy+PN1wjrfI3I6XinPYYJCQn49ttv8f3336Nu3boYMmQIAPA1Arb1GpHT8c7uNcJgMCAqKoqvEVb+GpG6rSnvI1J/N0sRnmNREPz8/FCsWDHs27cv3e3BwcGoVq0afvnllywbhGfPnsHHxweOjo6Ij4+Hvb298b6vv/4akydPxt27d1GmTJksnzerEYvSpUvn7fyzX0sBMQ84v8IGRUVFWeQ8RbJOzAtlJS4uDvXq1cOtW7cwbdo0fPbZZ4iNjWVWSAhfV0iUYuZYFARfX98sl4YNCwsDAJQoUSLLxxUqVAharRY6nS5dUwEARYsWBfBy9CG7xsLZ2TnLkRIiEXldpIBsG/NCaSUlJRk/UR00aBDatGmDatWqAWBWSByzQkqRt6WeLKxWrVq4ceNGpjkOJ0+eNN6fFTs7O9SqVQtPnz41DsWlSp2X4ePjY/6CiYBMzSxRTpgXSnXx4kXUr18fv/zyCwDg008/NTYVALNC4pgVUgpFNRbdunWDXq9Pt0Z3YmIili9fjgYNGhhXhAoNDcW1a9fSPbZHjx7Q6/VYuXKl8baEhASsXbsWVatWzXa0g8hU5rxAJFk/5oVSUlIwY8YM1KtXDwaDAY0aNcpyO2aFRDErpBSKOhWqQYMGeO+99/DFF1/gyZMnqFixIlauXImQkBAsXbrUuF2/fv1w8OBBpJ0eMmzYMCxZsgQffPABbty4gTJlymD16tW4e/cutm3bJsevQzYiMjIS3t7ecpdBKsG82LanT5+iQ4cOOHv2LD7//HNMmjQp21NxmRUSxayQUuR7xCI0NBTDhw/Hq6++ikKFCuHQoUMAXk6k/uijj3D+/Pl87XfVqlUYPXo0Vq9ejY8++gjJycnYvn07/P39c3yci4sL9u/fj969e2PZsmUYO3Ys7Ozs8Pfff6Ndu3b5qoWIiMgcUj8IK1SoEKpXr45jx45hxowZnN9HRFYlX6tCBQcH480334TBYECDBg2wZ88e7NmzBy1atAAA1KlTB7Vr1043yqAmeZ4xz6tu27SEhATjkshEuWFebM/NmzcxaNAgTJ8+PdcPydJiVkgUs0KiLL0qVL5GLMaNGwedTocbN25gzZo1yNibdOjQAYcPHzZLgarAq24TEVEGBoMBP/30E2rWrIkHDx7A0dFR7pKIiCwqX43FoUOHMGLECPj4+ECj0WS6v0yZMlkuG2u1eNVtm5bdhRuJssK82IawsDC0atUKH374IQYMGICLFy9mO0k7O8wKiWJWSCnyNXnbYDDA1dU12/ufPn1qm+eNupcEKneTuwoiIpKZq6srEhMTsWfPHrRs2VLucoiICkS+Rizq1KmDv//+O8v7UlJSsG7dOjRs2NCkwojUglc7pbxgXqzXgwcP0KNHD9y7dw9eXl44fPiwSU0Fs0KimBVSinw1Fl988QV27dqFESNGICgoCADw+PFj7N27F61bt8bVq1fx+eefm7VQIqWKi4uTuwRSEebF+kiShDVr1sDPzw+HDx/GvXv3ACDLU4XzglkhUcwKKUW+Got27dphxYoVWL9+vXElqD59+qB169Y4d+4cVq1alaeVL4jULCUlRe4SSEWYF+vy+PFjdO3aFX379kWHDh0QFBSExo0bm2XfzAqJYlZIKfJ9gby+ffuia9eu2LNnD27evAmDwYAKFSqgTZs28PDgykhkO+zt7eUugVSEebEuL168wLlz57Bp0ya88847Zt03s0KimBVSinw1FpIkQaPRwM3NDV26dDFzSUTq4u7uLncJpCLMi/o9f/4cs2fPxtdff43XXnsNt27dsshSsswKiWJWSCnydSpUyZIl8fHHH+Po0aPmrodIdSIjI+UugVSEeVG3bdu2wc/PD0uXLkVwcDAAWOz6FMwKiWJWSCny1Vg0bdoUy5Ytg7+/P8qUKYMxY8bg1KlT5q6NiIhIESIiItC/f3906tQJdevWxZUrV1C3bl25yyIiUpR8NRZ//PEHnjx5gnXr1qF+/fpYtGgRGjVqhAoVKmDChAm4cOGCmctUsOsbgBgbuhggZaLVauUugVSEeVGnI0eO4K+//sKyZcuwbds2+Pr6Wvw5mRUSxayQUmgkSZJM3UlsbCy2bt2K9evXY/fu3UhKSkKlSpVw7do1c9RY4KKiouDl5YXIyMjc14Ze/hrw4v9/z0JVgAFXLV8gKUpiYqJtXhCS8oV5UY/o6GisXbsWw4YNg0ajwfPnz1G4cOECe35mhUQxKyQqT+9x8yFfIxYZubm5oVevXlizZg3mzp0Ld3d33Lx50xy7Vr6k6P++f2OafHWQbLh+OOUF86IOgYGBqFGjBsaMGYNbt24BQIE2FQCzQuKYFVIKkxuLuLg4rFu3Dl27dkXRokXx8ccfo1ixYpgwYYI56lMP95JA5W5yV0FERCaIi4vD6NGj0bx5c5QpUwaXLl1CpUqV5C6LiEgV8rXcbEJCAv7++2+sX78eO3bsQFxcHMqVK4ePPvoIPXr0QO3atc1dJ5Fi8botlBfMi7L99ttv+PXXX/H999/jo48+gp2dWQb284VZIVHMCilFvhoLHx8fxMXFoUSJEhg6dCh69OiBBg0amLs2IlVISEjgGuIkjHlRnoSEBBw+fBitWrXCyJEj0b59e0WMUjArJIpZIaXIV2PRv39/9OjRA02aNDF3PUSqk5ycLHcJpCLMi7KcPXsW/fr1Q0hICO7evYsiRYoooqkAmBUSx6yQUuRrjPfHH39kU0H0/+Q8VYLUh3lRhqSkJEyePBkNGjSAs7MzTpw4gSJFishdVjrMColiVkgphEYsDh06BADw9/dP93NuUre3WryGBQEWWa6NrBfzogxfffUV5s2bhy+//BITJ0602NWzTcGskChmhZRC6DoWdnZ20Gg0iI+Ph5OTk/Hn7EiSBI1GA71eb9ZiC4rwGr+8hgUBCA8Ph7e3t9xlkEowL/JJSUnBzZs38dprr+Hp06cIDQ1V9NWzmRUSxayQKEtfx0JoxOLAgQMAACcnp3Q/2zxew4KISBWuXbuGgIAAhIaG4s6dO/Dx8YGPj4/cZRERWRWhxqJp06Y5/mzzeA0Lm6bVauUugVSEeSlYBoMBCxYswIQJE1CmTBn89ddfcHFxkbssIcwKiWJWSCnyNdunRYsW2LdvX7b3HzhwAC1atMh3UURqYm9vL3cJpCLMS8EaPnw4Pv30UwwfPhznz59Hw4YN5S5JGLNCopgVUop8NRaBgYF4/Phxtvc/efIEBw8ezHdRRGoSGxsrdwmkIsyL5RkMBjx79gwAMHLkSAQGBuL777+Hq6urzJXlDbNCopgVUop8XccCQI6Tt2/dumX9V4HkilBERIoTGhqKgQMHIjw8HKdPn0atWrXkLomIyGYINxYrV67EypUrjT9Pnz4dv/32W6btIiIicOnSJbRv3948FSrVsUn/fe9k5U0U5cjqm2gyK+bFMiRJwvLlyzF69Gh4eXlh6dKlql/bn1khUcwKKYVwYxEXF4enT58af46Ojs70oq3RaODm5obhw4dj0qRJGXdhXbgiFP2/hIQEuLu7y10GqQTzYhkBAQFYvXo1+vfvj++//x46nU7ukkzGrJAoZoWUQrixGDFiBEaMGAEAKF++PBYsWIBOnTpZrDDV4IpQNi85OVnuEkhFmBfzkSQJycnJcHJyQpcuXdC9e3e8/fbbcpdlNswKiWJWSCnyNcfi33//NXcdRKqV03wjooyYF/N48uQJRo4cCa1WizVr1qBr165yl2R2zAqJYlZIKYQai9DQUABAmTJl0v2cm9TtiayZNZxyQQWHeTHdpk2bMHz4cEiShEWLFsldjsUwKySKWSGlEGosypUrB41Gg/j4eDg5ORl/zo1erze5QEXiilCURnh4OLy9veUug1SCeck/SZKMcyneeecd/PLLLyhatKjcZVkMs0KimBVSCqHGYtmyZdBoNHB0dEz3s83iilBERAVKkiRoNBpUrlwZa9asQe/evW373yEiIgXSSJIkyV2E0kRFRcHLywuRkZHw9PTMvMGvpf4bsei4gZO3bVxcXJzqLrxF8mFe8iYyMhKffvopqlSpgrFjx8pdToFiVkgUs0Kicn2PayKzLvKdlJRkW1d/5IpQBMDBId/XmSQbxLyI27t3L6pXr44NGzZY9SlP2WFWSBSzQkqRr8Zi3bp1+OSTT9LdNnXqVLi7u0On0+Gdd95BTEyMWQokUjqbaqbJZMxL7pKSkvDBBx+gVatWqFSpEi5fvoyAgAC5yypwzAqJYlZIKfLVWHz33XfpQnzs2DFMnToVbdq0wSeffIJdu3ZhxowZZiuSiIhsh6OjIx49eoSffvoJe/bsQdmyZeUuiYiIBORr7Oz27dvpPj36/fffUbx4cfz1119wcHCAwWDAn3/+iVmzZpmtUCKl4tVOKS+Yl6zFx8dj4sSJaN26Ndq2bYuNGzfa/ORsZoVEMSukFPkasUhMTIRWqzX+/M8//6Bdu3bGc/yqVq2K+/fvm6dCIoVLSkqSuwRSEeYls5MnT6J27dr4+eefjf922HpTATArJI5ZIaXIV2NRvnx57N27FwBw5swZ3Lp1C23btjXe//jxY3bPZDP4gk55wbz8JzExERMmTEDjxo3h6emJ8+fPY/DgwXKXpRjMColiVkgp8tVYDBs2DP/73/9Qo0YNtG7dGqVKlcLbb79tvP/o0aOoVq2a2YokUjJ+skp5wbz8JyUlBZs3b8a0adNw7NgxvPbaa3KXpCjMColiVkgp8jXH4sMPP4RWq8WOHTtQt25djB8/Hi4uLgCAFy9e4NGjRxg+fLhZCyVSKp1OJ3cJpCK2npfk5GR888036NmzJypWrIgLFy7AyclJ7rIUydazQuKYFVKKfC98PGTIEAwZMiTT7YUKFcKZM2dMKopITSIiIviiTsJsOS9XrlxBv379cPHiRZQsWRIVK1ZkU5EDW84K5Q2zQkph8hVVgoODcffuXQBA2bJlUbVqVZOLIlITXrye8sIW86LX6/Htt99i0qRJqFChAo4fP4569erJXZbi2WJWKH+YFVKKfF95e8uWLahQoQKqV6+Ot99+G2+//TaqV6+OihUrYuvWreaskUjR+Ikr5YUt5uXBgweYOXMmPv74Y5w7d45NhSBbzArlD7NCSpGvEYsdO3bg3XffRdmyZTFz5kzjhLurV69i8eLF6Nq1K7Zv355upSircX0DEPNA7ipIQfiCTnlhK3kxGAxYsmQJevfujTJlyuDOnTsoXLiw3GWpiq1khUzHrJBSaKR8jJ81atQIiYmJOHz4MNzc3NLdFxsbiyZNmkCr1eL48eNmK7QgRUVFwcvLC5GRkfD09Ex/5/LXgBfXXn5fqAow4GrBF0iKEh4eDm9vb7nLIJWwhbz8+++/GDBgAA4ePIj169eje/fucpekSraQFTIPZoVE5fge1wzydSrUpUuXEBAQkKmpAAA3Nzf0798fly5dMrk4RUqK/u/7N6bJVwcRkcJIkoTFixejevXqCAkJwf79+9lUEBHZkHw1FlqtFi9evMj2/hcvXqS7MrdVci8JVO4mdxWkAFk12ETZsea8nDlzBsOGDUPv3r1x+fJlNG/eXO6SVM2as0LmxayQUuSrsWjRogUWLFiQ5alOJ0+exA8//ICWLVuaXByRGqSkpMhdAqmIteVFkiTs2LEDkiShXr16uHLlChYvXgwPDw+5S1M9a8sKWQ6zQkqRr8Zizpw50Gq1aNKkCRo1aoT+/fujf//+aNSoERo3bgytVotvvvnG3LUSKVJiYqLcJZCKWFNewsLC0KlTJ3To0AH79u0DAC45bkbWlBWyLGaFlCJfjUX58uVx6dIlfPTRRwgPD8f69euxfv16hIeH4+OPP8bFixdRrlw5M5dKRERKsX79evj5+eHUqVPYvHkzR6mJiCjvq0Lp9Xo8ffoUOp3OaudR5Dhj/tdSL5ebdS8JDLsvT4FERDLaunUrOnfujO7du2PhwoUoUqSI3CUREZEAxawKJUkSJkyYAG9vb5QsWRKenp545513cpzETWQLIiIi5C6BVETNeQkODgYAdOjQAbt378b69evZVFiQmrNCBYtZIaUQbixWrFiB2bNnQ6fT4d1330X16tWxZcsWDBgwwJL1ESlePi4FQzZMjXkJDw9Hv3794Ofnh8uXL8Pe3h6tW7eWuyyrp8askDyYFVIK4StvL1q0CLVr18aRI0fg4uICAPj444+xcOFCPHv2jJ9akc1ydHSUuwRSEbXlZefOnRg8eDBiY2OxYsUK+Pn5yV2SzVBbVkg+zAophfCIxe3bt9GvXz9jUwEAI0eOhMFgwM2bNy1SHJEaWOtcI7IMNeVlxYoVaN++PapXr46goCD069cPGo1G7rJshpqyQvJiVkgphEcswsPD4ePjk+621FGKhIQE81ZFpCLR0dHw9vaWuwxSCTXkJXUUukuXLgCAgIAANhQyUENWSBmYFVKKPC03y39YiIisV2xsLD788ENUqlQJYWFh0Ol06N+/P1/7iYhIiPCIBQB8/vnnmDVrlvFnvV4PABg8eHCmy8lrNBpcvHjRDCUSKVvG7BPlRKl5OXr0KPr3748HDx7gm2++QbFixeQuyeYpNSukPMwKKYVwY+Hv75/lp1ZFixY1a0FEapPaYBOJUGJefv75Z4waNQoNGzbEjh07UKlSJblLIigzK6RMzAophXBjERgYaMEyiNQrISEh3aIGRDlRUl6SkpLg5OSEZs2aYfbs2fjss89gb28vd1n0/5SUFVI2ZoWUIk+nQhERkfolJSXh66+/xtatW3Hq1ClUrVoVVatWlbssIiJSuTxN3iaizHQ6ndwlkIrInZeLFy+iXr16+Oabb/Dee+9xhELB5M4KqQezQkrBxoLIRFFRUXKXQCoiZ15+/PFH1KtXDwBw+vRpfPXVV7ywloLxtYVEMSukFGwsiExkMBjkLoFURI68SJIEAChdujTGjh2LU6dOoVatWgVeB+UNX1tIFLNCSsE5FkQm4ie+lBcFmRe9Xo/vv/8eZ8+exe+//44uXboYL3pHysfXFhLFrJBScMSCyERarVbuEkhFCiovN2/ehL+/P8aNG4cSJUpwOUoV4msLiWJWSClMaiwePHiAP/74AwsWLMD9+/cBvPyE7MWLF9b5j9j1DUDMA7mrIIWJjo6WuwRSkYLIy6JFi1CzZk08evQIBw8exHfffQcHBw5Qqw1fW0gUs0JKka/GQpIkfPrppyhfvjzef/99fPrpp7hx4wYAICYmBuXKlcOPP/5o1kIV4dik/7538pCvDiKiHDx79gwDBgzAxYsX8eabb8pdDhER2Yh8NRZz587FggULMGbMGOzZs8c4MRAAvLy80LVrV/z5559mK1IxktJ8IvDGNPnqIEVxdXWVuwRSEUvkRZIk/Pbbb5gzZw4A4Msvv8TChQvh7u5u9ueigsPXFhLFrJBS5Kux+O2339CvXz/MnDkzy5VFatSoYRzBsEruJYHK3eSughSCq3FQXpg7Lw8ePED79u0xdOhQ/Pvvv5AkCRqNxqzPQfLgawuJYlZIKfLVWNy7dw+NGzfO9n43NzeuqUw2IyEhQe4SSEXMlRdJkrBmzRr4+fnh4sWL+Pvvv7Fo0SI2FVaEry0kilkhpchXY1G0aFHcu3cv2/vPnj2LMmXK5LsoIiLK3V9//YUOHTogKCgI7du3l7scIiKycflqLLp27YpffvkFd+7cMd6W+inZP//8gxUrVuC9994zT4VECufl5SV3CaQipublf//7H7Zt2waNRoM//vgDa9asQaFChcxUHSkJX1tIFLNCSpGvxmLq1Knw9fVFrVq10K9fP2g0GnzzzTdo0qQJ2rVrhxo1amDChAnmrpVIkWJiYuQugVQkv3l5/vw5evbsiR49euDvv/8GADg5OZmzNFIYvraQKGaFlCJfjYWXlxdOnDiBcePG4cGDB9BqtTh48CAiIiIwefJkHD58mCsUkM2wymu2kMXkJy9bt25FtWrV8M8//+D333/HokWLLFAZKQ1fW0gUs0JKoZHSrhVLAICoqCh4eXkhMjISnp6e/93xa6mXF8hzLwkMuy9fgaQo0dHR8PDgdU1ITF7zkpKSglq1aqF8+fJYvHgxfH19LVgdKQlfW0gUs0Kisn2Paya8FCuRiTg6R3khmpd//vkHJUuWRLVq1RAYGIjChQtzxScbw9cWEsWskFLkq7EYOHBgrttoNBosXbo0P7tXpusbXo5WEGUQFRUFb29vucsglcgtL9HR0RgzZgwWL16Mjz/+GPPnz0eRIkUKsEJSCr62kChmhZQiX43F/v37M31yptfrERYWBr1eDx8fH7i5uZmlQMU4Num/75043EhE5hcYGIgBAwbg6dOnWLRoEYYNGyZ3SURERMLyNXk7JCQE//77b7qv0NBQxMXF4YcffoCHhwf27duXr4ISExMxfvx4lChRAi4uLmjQoAH27NmT5/20atUKGo0Go0aNylcdmSRF//f9G9PMs0+yCi4uLnKXQCqSXV6io6Px7rvvokyZMrh06RKGDx/OU59sHF9bSBSzQkqRr8YiO46Ojhg1ahRat26d7zf0/fv3x7x58/D+++9jwYIFsLe3R/v27XHkyBHhfWzatAnHjx/P1/Pnyr0kULmbZfZNRDbnxIkTCA8Ph4eHB44cOYIDBw7glVdekbssIiKiPDNrY5GqZs2aOHToUJ4fd+rUKaxbtw6zZs3C3LlzMXToUOzfvx9ly5bFuHHjhPaRkJCAzz77DOPHj8/z8xPlR3x8vNwlkIqk5iUhIQHjx4/HG2+8gR9//BEA8Nprr8HOziIvy6RCfG0hUcwKKYVF/gXbs2dPvlYo2LhxI+zt7TF06FDjbVqtFoMGDcLx48dx7969XPcxZ84cGAwGjBkzJs/PT0RUEM6ePYu6deti/vz5mDlzJiZOnCh3SURERCbL1+Ttr7/+OsvbIyIicOjQIZw7dw6ff/55nvd7/vx5VK5cOdO6uvXr1wcAXLhwAaVLl8728aGhoZg9ezaWLVvG8w2pwHh5ecldAqlIbGwsGjdujGrVquHs2bPw8/OTuyRSKL62kChmhZQiX43FlClTsrzd29sbFSpUwC+//IIhQ4bkeb9hYWFZXvwp9baHDx/m+PjPPvsMtWvXRs+ePfP0vImJiUhMTDT+HBUVlafHk22LiYmxyEVmyLpcv34dFStWhKenJ7Zt24bmzZvD0dFR7rJIwfjaQqKYFVKKfDUWBoPB3HUAeHmOoLOzc6bbtVqt8f7sHDhwAH/++SdOnjyZ5+edNWsWpk6dmun28PBw6PX6l58ESBLsABgkCZJeb2w+UkdGUmvz8vJCTEwM9Ho97O3t4e7ujsjISOPvodFojNt6enoiLi4OKSkpsLe3h4eHByIiIozb2tnZIS4uDgDg4eGBhIQEJCcnw87ODp6ensZtnZ2d4eDggNjYWACAu7s7kpKSkJSUBI1GA51Oh/DwcOO2jo6OiImJybQt8LI5jIiIgCRJcHJygpOTk3FbNzc3pKSkGJswb29vREZGwmAwwNHREVqtFtHR0cZt9Xo9EhISAAA6nQ5RUVEwGAxwcHCAq6ur8Ri6urrCYDAYt017DDNum/F4ZzyGGY932mOYdtuMx1Cr1cLe3t54DDMeby8vr3THMO3xTklJQWxsbJbHO+MxdHd3R3JycrpjKHq80x7DjMc74zHU6XSIjo7O9hhKkpTl8c54DE053jllNqfjnVVmc8t3XjKbum1eMpvb8c4ps46Ojpg3bx6mT5+OOXPmoG/fvmjYsCFiYmL4GmEjrxE5He+cXiOio6ONNfA1wnpfI8zxPiL1WPA1wrZeI/J6vHU6nfF3sxSNJElSXh4QHx+PiRMnonnz5ujYsaNZi/Hz80OxYsUyLVUbHByMatWq4ZdffslyXfeUlBTUrl0bderUwcqVK423azQafPDBB/jpp59yfN6sRixKly6d/nLnv5Z6eYE895LAsPsm/JZkbaKiovhJEWXp2rVrCAgIwJkzZzBu3DhMmTIFiYmJzAsJ4WsLiWJWSFRUVBS8vLzSv8c1ozyPWLi4uODXX39F1apVzV6Mr68vHjzIfHXrsLAwAECJEiWyfNyqVatw/fp1/PrrrwgJCUl3X3R0NEJCQlC0aNFsJ5Q7OztnOVJCJMLd3V3uEkiBLl++jPr166NMmTI4evQoGjZsCAA8/YmE8bWFRDErpBT5WhWqbt26CAoKMnctqFWrFm7cuJFpjkPq6U21atXK8nGhoaFITk7GG2+8gfLlyxu/gJdNR/ny5fHPP/+YvV4iABYfViR1ef78OYCXI7Dz5s3D+fPnjU0FwLyQOGaFRDErpBT5aizmz5+PdevWYcmSJUhJSTFbMd26dYNer8fixYuNtyUmJmL58uVo0KCBcUWo0NBQXLt2zbhNz5498ddff2X6AoD27dvjr7/+QoMGDcxWJxFRRgaDAT///DPKli2LvXv3QqPRYMSIEflaepuIiEiNhE+FOnToEF577TX4+PggICAAdnZ2GDZsGD766COULFky0/KuGo0GFy9ezFMxDRo0wHvvvYcvvvgCT548QcWKFbFy5UqEhIRg6dKlxu369euHgwcPInV6SJUqVVClSpUs91m+fHl06dIlT3UQ5UXq4gJku+7evYtBgwZh3759GD58eLoRioyYFxLFrJAoZoWUQrixaN68OdasWYNevXqhcOHCKFKkCF599VWzF7Rq1Sp89dVXWL16NcLDw1GjRg1s374d/v7+Zn8uInPQaDRyl0AyOnr0KNq1awcvLy/s3r0brVu3znF75oVEMSskilkhpRBuLCRJMo4QBAYGWqoeaLVazJ07F3Pnzs12G9Hnz+OCV9m7vuHlilBEWYiPj+enRTYoKSkJTk5OqFmzJoYPH44JEyZAp9Pl+jjmhUQxKySKWSGlyNccC5tzbNJ/3zt5yFcHEclOkiSsXbsWFSpUwO3bt+Hu7o45c+YINRVERETWLE+Nhc0OtSVF//f9G9Pkq4MUiWuH244nT57g3XffRZ8+ffDmm2/mq5lgXkgUs0KimBVSijw1Fn369IG9vb3Ql4NDvi7qrWzuJYHK3eSughQm9YqcZN0OHDiAatWq4fDhw9i4cSN+//13FC5cOM/7YV5IFLNCopgVUoo8vftv2bIlKleubKlaiFTJnEsuk/JIkgSNRoMyZcqgdevW+P7771G0aNF87495IVHMColiVkgp8tRYBAQEoHfv3paqhUiV7O3t5S6BLGT79u2YPXs2du3ahQoVKmDt2rUm75N5IVHMColiVkgpOHmbyEQeHpzQb20iIyMxcOBAdOzYEZ6enoiPjzfbvpkXEsWskChmhZSCjQWRiSIiIuQugczo4MGDqF69OjZu3IglS5bg77//ho+Pj9n2z7yQKGaFRDErpBRWOMOaiCj/EhMT8eqrr2LJkiUoW7as3OUQERGphnBjYTAYLFkHkWrxokTqd+jQIaxZswa//vorWrdujVatWllseW3mhUQxKySKWSGl4KlQRCays+OfkVrFx8fj008/RbNmzXD16lVERkYCsOw1e5gXEsWskChmhZSCSSQyEdcPV6eTJ0+idu3a+Pnnn/Htt98iMDCwQK6ezbyQKGaFRDErpBScY0FENunIkSPw8vLChQsXUKVKFbnLISIiUj2OWBCZiMv8qcf58+fxww8/AABGjx6No0ePFnhTwbyQKGaFRDErpBRsLIhMlJCQIHcJlIvk5GRMnToV9evXx8qVK5GYmAh7e3s4OBT8oC3zQqKYFRLFrJBSsLEgMlFycrLcJVAOgoKC0LBhQ0ybNg0TJkzA8ePH4ezsLFs9zAuJYlZIFLNCSsE5FkQm4mocyvb9998jPj4eJ06cwOuvvy53OcwLCWNWSBSzQkrBxoLIRJ6ennKXQBncuHEDt2/fRrt27TB//nw4OjoqZp135oVEMSskilkhpWCLS2SiiIgIuUug/2cwGDB//nzUrFkTkydPhiRJ8PDwUExTATAvJI5ZIVHMCikFGwsisgp37txB8+bN8cknn2Do0KEIDAy06IXuiIiIKD2eCkVkIjknAtN/Bg0ahNDQUBw4cADNmjWTu5xsMS8kilkhUcwKKQUbi9xc3wDEPJC7ClIwOZYspZfu3buHqKgoVKtWDStWrEChQoUUv54780KimBUSxayQUvBUqNwcm/Tf907KfsNC8oiNjZW7BJsjSRJWrFgBPz8/fPrppwCAsmXLKr6pAJgXEseskChmhZSCjUVukqL/+/6NafLVQUQAgLCwMHTq1AkDBgxAly5dsH79erlLIiIiIvBUKHHuJYHK3eSughTI3d1d7hJshsFgQIsWLfDixQts3rwZnTt3lrukPGNeSBSzQqKYFVIKNhZEJkpKSoKjo6PcZVi1p0+fAgB8fHywfPlyVKxYEUWKFJG5qvxhXkgUs0KimBVSCp4KRWSipKQkuUuwan/99ReqVauGsWPHAgAaNmyo2qYCYF5IHLNCopgVUgo2FkQm4rUSLCM8PBx9+/ZF165d0ahRI8yePVvuksyCeSFRzAqJYlZIKXgqFJGJdDqd3CVYnfj4eNSuXRsRERFYuXIl+vbtazX/cDIvJIpZIVHMCikFRyyITBQeHi53CVYjKioKycnJcHFxwaxZsxAUFIR+/fpZTVMBMC8kjlkhUcwKKQUbCyJShH379qF69erGU5569eqFUqVKyVwVERERiWJjQWQiZ2dnuUtQtdjYWIwaNQotW7bEK6+8gr59+8pdkkUxLySKWSFRzAopBedYEJmIS/zl39OnT9GoUSM8fPgQP/zwAz744APY2Vn35x3MC4liVkgUs0JKYd3/ghMVgJiYGLlLUJ3k5GQAQJEiRfD+++/j4sWL+PDDD62+qQCYFxLHrJAoZoWUwvr/FSciRTl16hRq1qyJv/76CxqNBlOnTkWlSpXkLouIiIhMxMaCyETu7u5yl6AKiYmJmDhxIho3bgw3Nze8+uqrcpckC+aFRDErJIpZIaXgHAsiEyUlJfH81lyEhoaiY8eOuHr1KqZMmYLx48fb7DFjXkgUs0KimBVSCo5YEJkoKSlJ7hIUS5IkAEDRokXx2muv4dSpU/jyyy9t+h9A5oVEMSskilkhpWBjQUQWERwcDH9/f1y5cgVarRbr1q1DrVq15C6LiIiILISNBZGJvL295S5BUfR6PebOnYs6derg2bNnxhWg6CXmhUQxKySKWSGlYGNBZKKIiAi5S1CMf//9F/7+/hg/fjxGjRqFc+fOcZQiA+aFRDErJIpZIaXg5G0iE6XOI6CXF2lKTEzEoUOH0KRJE7nLUSTmhUQxKySKWSGl4IgFkYmcnJzkLkFWISEh6NWrF8LDw1GqVCmcPn2aTUUObD0vJI5ZIVHMCikFGwsiE9nqC7okSVi8eDGqV6+OY8eOITQ0FACg0WhkrkzZbDUvlHfMColiVkgp2Fjk5OZfQMwDuasghYuJiZG7hAJ3//59tGvXDsOGDUPPnj1x+fJl1KxZU+6yVMEW80L5w6yQKGaFlIJzLHJycsZ/3zt5yFcHkcKEhITgypUr2LFjB9q1ayd3OURERKQAHLHISVKaTwDemCZfHaRobm5ucpdQIB49eoQvv/wSer0eTZo0wa1bt9hU5IOt5IVMx6yQKGaFlIKNhQj3kkDlbnJXQQqVkpIidwkWt379evj5+WHx4sW4ffs2AMDZ2VnmqtTJFvJC5sGskChmhZSCjQWRiRITE+UuwWKePXuGHj16oGfPnmjWrBmuXLmCypUry12WqllzXsi8mBUSxayQUnCOBRFla8uWLdi7dy/++OMP9OjRgys+ERERUbY4YkFkIm9vb7lLMKuIiAisWrUKADBw4EBcu3YNPXv2ZFNhJtaWF7IcZoVEMSukFGwsiEwUGRkpdwlms3v3bvj5+eGjjz7C48ePodFo4OPjI3dZVsWa8kKWxayQKGaFlIKNBZGJDAaD3CWYLDo6GsOGDUPbtm1RtWpVXL58GcWKFZO7LKtkDXmhgsGskChmhZSCjQWRiRwdHeUuwWTffPMN1q5di19++QW7d+9G6dKl5S7JallDXqhgMCskilkhpWBjQWQirVYrdwn5EhcXh8OHDwMAPv/8c1y6dAnDhg3jXAoLU2teqOAxKySKWSGlYGNBZKLo6Gi5S8izY8eOoVatWujatSvi4uLg7u6OV155Re6ybIIa80LyYFZIFLNCSsHGgsiGJCQkYNy4cXjzzTdRuHBhHDlyBK6urnKXRURERFaAjQWRidzc3OQuQdgHH3yABQsWYObMmThy5AheffVVuUuyOWrKC8mLWSFRzAopBRsLIhPp9Xq5S8hRUlIS7ty5AwCYOHEizp49i/Hjx8Pe3l7mymyT0vNCysGskChmhZSCjQWRiRISEuQuIVuXLl1CgwYN0KFDB+j1erzyyivw8/OTuyybpuS8kLIwKySKWSGlYGNBZIVSUlIwY8YMvP7660hJScHatWs5QkFEREQW5SB3AURqp9Pp5C4hkx49emDz5s0YP348Jk+eDGdnZ7lLov+nxLyQMjErJIpZIaXgiAWRiaKiouQuAcDLc2wjIiIAAB999BGOHTuGmTNnsqlQGKXkhZSPWSFRzAopBUcsiExkMBjkLgG3b99G//794e7ujp07d6Jp06Zyl0TZUEJeSB2YFRLFrJBScMSCyEQODvL15waDAQsXLkSNGjXw8OFDfPHFF7LVQmLkzAupC7NCopgVUgomkchEcl1gTpIkdOrUCX///TdGjhyJb775Bu7u7rLUQuJ4QUISxayQKGaFlIIjFkQmKuhzWyVJQkpKCjQaDd555x3s2bMHCxcuZFOhEjwXmkQxKySKWSGl4IgFkYo8fPgQQ4YMQdWqVTF37lwMGjRI7pKIiIiIAHDEgshkBTEELUkS1q5dCz8/P5w7dw7NmjWz+HOSZfCUBRLFrJAoZoWUgo0FkYksvRpHUlIS3n33XfTp0wft2rXDlStX0KFDB4s+J1kOV28hUcwKiWJWSCnYWOQkNkzuCkgFEhISLLp/JycnlClTBhs3bsTatWtRqFAhiz4fWZal80LWg1khUcwKKQUbCxFOHnJXQDbm+fPn6N27N9asWQMAmD9/Pt59912ZqyIiIiLKHhsLEW9Mk7sCUjAvLy+z7m/79u3w8/PDzp07edVsK2TuvJD1YlZIFLNCSsHGIjfuJYHK3eSughQsJibGLPuJjY3FwIED0bFjR9SpUwdXrlzBe++9Z5Z9k3KYKy9k/ZgVEsWskFJwuVkiE+n1erPsx8nJCSEhIViyZAkGDhwIjUZjlv2SspgrL2T9mBUSxayQUnDEgshEDg75789jYmLwwQcf4OzZs3B0dMS+ffswaNAgNhVWzJS8kG1hVkgUs0JKwcaCyET5XT/84MGDqFGjBlasWIFbt24BABsKG8D15kkUs0KimBVSCjYWRCaKiorK0/bx8fH45JNP0Lx5c5QsWRIXL15Ejx49LFQdKU1e80K2i1khUcwKKQUbC6ICFhMTg02bNuHbb79FYGAgKlasKHdJRERERCbjSXlEJnJxccl1m8TERMyePRsjRoxA0aJFcePGDS4la6NE8kIEMCskjlkhpeCIBZGFnTt3Dq+//jpmzJiBo0ePAgCbCiIiIrI6imssEhMTMX78eJQoUQIuLi5o0KAB9uzZk+vjNm3ahB49euCVV16Bq6srXn31VXz22WeIiIiwfNFk0+Lj47O8PTk5GVOnTkWDBg3g4OCAM2fO4J133ing6khpsssLUUbMColiVkgpFNdY9O/fH/PmzcP777+PBQsWwN7eHu3bt8eRI0dyfNzQoUNx9epV9OnTBz/88APatm2Ln376CY0aNeIfHMni6tWrmD17NiZMmICTJ0+iRo0acpdEREREZDEaSZIkuYtIderUKTRo0ABz587FmDFjAAAJCQnw8/ND0aJFcezYsWwfGxgYiGbNmqW7bdWqVQgICMBvv/2GwYMHC9cRFRUFLy8vRE4HPIuUBIbdz9fvQ7ZBr9fD3t7e+P2KFSvQr18/ODo64smTJyhatKjMFZKSpM0LUU6YFRLFrJAo43vcyEh4enqaff+KGrHYuHEj7O3tMXToUONtWq0WgwYNwvHjx3Hv3r1sH5uxqQBgPO3k6tWrZq+VKFVcXBwA4Pr162jSpAmGDh2KgwcPAgCbCsokNS9EuWFWSBSzQkqhqMbi/PnzqFy5cqYOqn79+gCACxcu5Gl/jx49AgAUKVLELPURZSUpKQnz589HrVq18Pz5cxw5cgQtW7aUuyxSqJSUFLlLIJVgVkgUs0JKoajGIiwsDL6+vpluT73t4cOHedrfN998A3t7e3Tr1i3H7RITExEVFZXui0hUYGAgPvnkEwwbNgwXLlxAo0aN5C6JFIynK5AoZoVEMSukFIq6jkV8fHyWy3BqtVrj/aJ+//13LF26FOPGjUOlSpVy3HbWrFmYOnVqlvcZDAbAYEBMTAz0ej0cHBzg6upqbD5S145Orc3Ly8u4rb29Pdzd3REZGWn8PTQajXFbT09PxMXFISUlBfb29vDw8DCuYqXVamFnZ2cc3vTw8EBCQgKSk5NhZ2cHT09P47bOzs5wcHBAbGwsAMDd3R1JSUlISkqCRqOBTqdDeHi4cVtHR0fExMRk2hYAvL29ERERAUmS4OTkBCcnJ+O2bm5uSElJQWJionHbyMhIGAwGODo6QqvVIjo62ritXq9HQkICAECn0yEqKgoGgyHTMXR1dYXBYDBum/YY5na8Mx7DjMc77TFMu23GY6jVamFvb288hhmPt5eXV7pjaG9vjx07dqBZs2bo0KEDTpw4gcqVKyMpKQmurq7GbTMeQ3d3dyQnJ6c7hqLHO+0xzHi8Mx5DnU6H6OjobI+hJElZHu+Mx9CU451TZnM63lllNrd85yWzqdvmJbO5He+8ZNbDwwNRUVF8jbDy1wjR453Ta0TqFEi+RtjWa0R+3kckJycjKiqKrxE29hqR1+Ot0+mMv5ulKGrytp+fH4oVK4Z9+/aluz04OBjVqlXDL7/8gmHDhuW6n8OHD6N169Zo2rQptm/fDgeHnPunxMRE40EHXk5sKV26NCdvU5bu3buHQYMGYc+ePTh//jzKli0Lb29vucsilQgPD2deSAizQqKYFRJlU5O3fX19ERYWlun21NtKlCiR6z4uXryITp06wc/PDxs3bsy1qQBedo6enp7pvogykiQJy5cvh5+fH4KDg7Fr1y7UqlVL7rKIiIiIFEFRjUWtWrVw48aNTHMcTp48abw/J7dv30bbtm1RtGhR7NixA+7u7pYqlWzQ8uXLMXDgQLzzzjsICgpCmzZtAPx3qh6RCOaFRDErJIpZIaVQVGPRrVs36PV6LF682HhbYmIili9fjgYNGqB06dIAgNDQUFy7di3dYx89eoTWrVvDzs4Ou3fvho+PT4HWTtZJkiRcv34dANC7d2/s2rULK1asgE6nM25jZ6eoPyNSOOaFRDErJIpZIaVQ1OTtBg0a4L333sMXX3yBJ0+eoGLFili5ciVCQkKwdOlS43b9+vXDwYMHkXZ6SNu2bXHnzh2MGzcOR44cSXel7mLFiqFVq1YF+ruQ+j19+hQjRozA9u3bcfPmTZQuXdo4SpFWXFxclosOEGWFeSFRzAqJYlZIKRTVWAAvr5b91VdfYfXq1QgPD0eNGjWwfft2+Pv75/i4ixcvAgDmzJmT6b6mTZuysaA82bRpE4YPHw6DwYDVq1cbR8uIiIiIKGuKWhVKKYwz5rkqlE2aN28ePvvsM3Tu3Bm//vorihUrluP2qUsCEolgXkgUs0KimBUSZelVoRQ3YkEkl9Tl+rp37w4fHx/06dMHGo0m18fFxcXBw8OjACoka8C8kChmhUQxK6QUnO1DNi8qKgqDBg1CjRo1EBUVhVKlSqFv375CTQUApKSkWLhCsibMC4liVkgUs0JKwRELsmn79u3DwIED8eLFC3z//ff5+sSHq3FQXjAvJIpZIVHMCikFk0g2a+bMmWjZsiUqVKiAy5cvY/DgwcKjFGnxgoqUF8wLiWJWSBSzQkrBxoJsTnJyMgDA398fP/74I/bu3Yty5crle38RERHmKYxsAvNCopgVEsWskFKwsSCbER8fj88++wytWrWCXq9HkyZNMGrUKA4hExEREZkB31GRTTh16hTq1KmDhQsXokOHDmbdt1arNev+yLoxLySKWSFRzAopBRsLsnozZ85Eo0aN4O7ujnPnzmHs2LFmXe+ba4dTXjAvJIpZIVHMCikFGwuyej4+Ppg6dSqOHz+OqlWrmn3/sbGxZt8nWS/mhUQxKySKWSGl4HKzZHWSk5Mxe/ZsPHv2DAsWLMCQIUPkLomIiIjI6nHEgqzKlStX0KhRI0ydOhWenp6QJMniz8mrnVJeMC8kilkhUcwKKQUbC7IKkiRh7ty5qFOnDuLi4nD8+HFMmzYtX9elyKuEhASLPwdZD+aFRDErJIpZIaVgY0FWQaPRICQkBB999BHOnTuHevXqFdhzp14Xg0gE80KimBUSxayQUnCOBamWwWDATz/9BHd3dwwcOBA//fRTgYxQZMTrYFBeMC8kilkhUcwKKQWTSKoUEhKCt956Cx9//DFu3LgBALI0FQDg5eUly/OSOjEvJIpZIVHMCikFGwtSFUmSsHjxYlSvXh3//vsv9u3bh9mzZ8taU3h4uKzPT+rCvJAoZoVEMSukFGwsSFUMBgPWrFmDXr164dKlS2jRooXcJREREREROMeCVECSJKxevRoVKlTAG2+8gX/++QdarVbusoycnZ3lLoFUhHkhUcwKiWJWSCk4YkGK9ujRI3Tp0gUBAQH4+++/AUBRTQUAODiwPydxzAuJYlZIFLNCSsEkkmKtX78eI0eOhIODA/766y906dJF7pKyFBsbCycnJ7nLIJVgXkgUs0KimBVSCo5YkCLFxsbis88+w1tvvYUrV64otqkgIiIiopc4YkGKsnXrVtSpUwelSpXC2bNnUaxYMblLypW7u7vcJZCKMC8kilkhUcwKKQVHLEgRwsPD0a9fP3Tu3BkrVqwAAFU0FQCQlJQkdwmkIswLiWJWSBSzQkrBxoJkt2vXLvj5+WHLli1YsWIFJk6cKHdJecIXdMoL5oVEMSskilkhpWBjQbJKXfWpWrVqCAoKQkBAgGxX0M4vtdVL8mJeSBSzQqKYFVIKzrEgWRw5cgSvv/46ihcvjpMnT6JGjRqqfWHU6XRyl0AqwryQKGaFRDErpBQcsaACFRsbi48++ghvvvkmli1bBgCoWbOmapsK4OX8ECJRzAuJYlZIFLNCSsERi9w4echdgdU4duwYAgIC8ODBAyxYsADDhw+XuyQiIiIiMhM2Frl5Y5rcFViF4OBgNGnSBA0aNMDff/+NypUry12S2fCiRJQXzAuJYlZIFLNCSsFToXLi5gtU7iZ3Fap248YNSJKEqlWrYsuWLThy5IhVNRUAX9Apb5gXEsWskChmhZSCjQVZRFJSEiZNmoSqVati69atAICOHTvC3t5e5srMLyYmRu4SSEWYFxLFrJAoZoWUgqdCkdldunQJAQEBCAoKwqRJk9C+fXu5SyIiIiIiC2NjQWZ1+PBhvPXWW3j11Vdx8uRJ1KlTR+6SLM7d3V3uEkhFmBcSxayQKGaFlIKnQpFZpC5117BhQ8ydOxdnzpyxiaYCAJKTk+UugVSEeSFRzAqJYlZIKdhYkEn0ej2+++47lClTBhcuXICjoyM+/vhjODs7y11agUlMTJS7BFIR5oVEMSskilkhpeCpUJRvt27dQv/+/XHs2DGMHj0ar776qtwlEREREZFM2FhQvuzatQvvvvsuihcvjoMHD+LNN9+UuyTZeHt7y10CqQjzQqKYFRLFrJBS8FQoypOUlBQAQJ06dTBy5EhcvHjRppsKAIiIiJC7BFIR5oVEMSskilkhpWBjQUIkScKSJUvw2muv4enTpyhatCjmzp3LlSjw8tgQiWJeSBSzQqKYFVIKNhaUq4cPH6JDhw4YMmQI/P39bWpitghe8ZTygnkhUcwKiWJWSCk4x4JytH37dvTt2xcuLi7Yvn07OnToIHdJisMXdMoL5oVEMSskilkhpeCIBeXI19cXHTt2RFBQEJuKbMTExMhdAqkI80KimBUSxayQUrCxoEw2btyIdu3aITk5GXXr1sWqVatQqFAhucsiIiIiIgVjY0FGz58/R69evfDee+/B1dUVcXFxcpekCm5ubnKXQCrCvJAoZoVEMSukFGwsCACwc+dO+Pn5Yffu3Vi7di02btwILy8vuctShdQleIlEMC8kilkhUcwKKQUbCwIAPHv2DHXr1kVQUBB69+4NjUYjd0mqkZiYKHcJpCLMC4liVkgUs0JKwVWhbNg///yDvXv3Ys6cOejTpw/69OnDhoKIiCxKkiTo9Xp+ym5GSUlJSEhIkLsMkpGjoyPs7e3lLoONhS2Kjo7G2LFj8euvv6Jly5ZISEiAVquVuyzV0ul0cpdAKsK8kChry4okSYiIiMDTp0+h1+vlLsfqvHjxQu4SSGY6nQ7FixeX9UNiNhY2JjAwEAMGDMCTJ0/w888/Y/jw4RylMFFUVBTno5Aw5oVEWVtWHj16hIiICHh6esLT0xMODg7898dMUlJS4ODAt3S2SpIkxMXF4cmTJwBeXipALkyhjdm+fTtKly6NvXv3okKFCnKXYxUMBoPcJZCKMC8kypqyotfrERkZCR8fHxQpUkTucqwOGwtycXEBADx58gRFixaV7bQoptAGHD9+HDdu3EBAQABmzpwJe3t7RZyHZy0cHR3lLoFUhHkhUdaUleTkZEiSxGVRLYQjPwQArq6uAF7+vcn1Po+rQlmxxMREfP7552jSpAmWL18Og8EAJycnNhVmxvkplBfMC4myxqzwDbBl2Nnx7Rwp4++LSbRSZ8+eRd26dTFv3jzMmDEDe/fu5QuPhURHR8tdAqkI80KimBUSxcnwpBQ8FcpKTZ48GU5OTjh79iyqV68udzlEREREZOX4EbYVuXz5Mo4cOQIAWLlyJU6cOMGmogCkntNIJIJ5IVHMConK7YyEmJgYFC1aFGvXri2gisicGjZsiHHjxsldhhA2FlYgJSUFs2fPxuuvv47p06cDAAoXLgwnJyeZK7MN1rRyC1ke80KimBX1WLFiBTQaDc6cOZPtNiEhIdBoNMYvR0dHFClSBI0bN8aECRMQGhqa43OMGzcOGo0GPXr0yHN9CxYsgIeHB3r27JmvfQcGBkKj0WDjxo1Z3j9q1Kgsz+/X6/VYvnw5mjVrhkKFCsHZ2RnlypXDgAEDcjxWlrJ161bUqVMHWq0WZcqUweTJk4Uv1Hjr1i1069YN3t7ecHV1RZMmTXDgwIEstzUYDFi0aBFq1aoFFxcXFC5cGC1atMDFixeN22TMQ9qvdevWpdvf+PHjsXDhQjx69Cj/v3wB4alQKnf9+nUEBATg9OnTGDt2LKZMmSJ3STYnISHBuMwbUW6YFxLFrFinXr16oX379jAYDAgPD8fp06cxf/58LFiwAEuXLs3yzb8kSfjjjz9Qrlw5bNu2DdHR0fDw8DDebzAYsh21SE5OxoIFC/DJJ59kuXhLbvvOr/j4eHTt2hW7du2Cv78/JkyYgEKFCiEkJAT/+9//sHLlSoSGhqJUqVImP5eInTt3okuXLmjWrBl+/PFHXL58GdOnT8eTJ0+waNGiHB977949NGrUCPb29hg7dizc3NywfPlytG7dGvv27YO/v3+67QcOHIi1a9eiX79+GDVqFGJjY3H+/HnjdSbSSs1DWo0aNUr3c+fOneHp6Ymff/4ZX3/9dT6PQAGRKJPIyEgJgBT5va/cpeRIr9dL1apVkypVqiQdO3ZM7nJs1osXL+QugVSEeSFR1pSV+Ph4KTg4WIqPj5e7FItYvny5BEA6ffp0ttv8+++/EgBp7ty5me4LCQmRKleuLDk5OUkXLlzIdP/+/fslANL+/fslR0dHacWKFenuT05OzvZ5N23aJAGQbt26leX9ue1bkiTpwIEDEgBpw4YNWe7jgw8+kDK+pUy97fvvv8+0fUpKijR37lzp3r172dZtblWrVpVq1qyZ7lhNnDhR0mg00tWrV3N87MiRIyUHBwfp2rVrxttiY2Ol0qVLS3Xq1Em37fr16yUA0qZNm3LcZ055yMqoUaOksmXLSgaDIdttRP7OjO9xIyOFnjeveCqUCt2+fRshISGws7PDn3/+iQsXLmTqbqng6HQ6uUsgFWFeSBSzYjvKli2LFStWICkpCXPmzMl0/9q1a1G1alU0b94cLVu2zDRXIqdl5Ddv3oxy5cple1Hc3PadH/fv38evv/6KVq1aYfTo0Znut7e3x5gxYwpstCI4OBjBwcEYOnRougsJjhw5EpIkZXuKV6rDhw+jdu3aePXVV423ubq6olOnTjh37hxu3rxpvH3evHmoX78+3nnnHRgMBsTGxuZaX2xsLJKSknLcplWrVrh79y4uXLiQ6/7kxMZCRSRJwqJFi1CzZk1MnDgRAPDqq69ygp/MuCQk5QXzQqKYFdvSqFEjVKhQAXv27El3e2JiIv7880/06tULwMtTZ/bv35/ufPuc5uMcO3YMderUyfI+kX3nx86dO5GSkoK+ffuatJ9nz54JfSUmJua4n/PnzwMAXn/99XS3lyhRAqVKlTLen53ExMQsT0tMff919uxZAEBUVBROnTqFevXqYcKECfDy8oK7uzteeeUV/O9//8ty31OnToW7uzu0Wi3q1auHf/75J8vt6tatCwA4evRojrXKjY2FSoSGhqJ169YYOXIk+vTpg19++UXukuj/cf1wygvmhUQxK7bHz88PT58+RVRUlPG27du3IyIiwjj3okuXLnB0dEw3wVeSpCz3l5KSgtu3b6N8+fJZ3i+y7/y4evUqAJi8MqWPj4/Q1x9//JHjfsLCwgAAvr6+me7z9fXFw4cPc3z8q6++ikuXLmVq9lNX4nzw4AGAl2eUSJKEdevWYdmyZZgzZw7Wrl0LHx8f9OzZE7t27TI+1s7ODq1bt8bcuXOxdetWfP/993jy5AnatWuHv//+O1MNJUuWhJOTE4KDg3OsVW6cvK0CCQkJaNSoEezs7LB79260bt1a7pIojbTDqkS5YV5IlM1kZc3rQKxCVrtxKw70KfjVilK5u7sDeDla5enpCeDlqUqvv/46KlasCADw8PBAhw4dsHbtWuNpRtldcfnFixeQJAne3t5Z3i+y7/xIbYxMnQSecfQmO9WqVcvx/vj4eACAs7Nzpvu0Wm26Ri4rI0aMwLZt29CjRw/MmDEDbm5u+Pnnn40rW6XuPyYmBgDw/PlznDhxAg0aNAAAdOrUCeXLl8f06dPRtm1bAECZMmWwe/fudM/Tt29fVK1aFZ999hk6dOiQqQ5vb288e/Ysx1rlZiOvWuoUFhYGDw8PuLu7Y/Xq1ahTpw7PuVUgnopGecG8kCibyUrsIyDmgdxV/F979x4WVbX+Afw7XIQRBOQmoKiIIV4wOgp4qVBLyUuaCoJliWLymGheSKWTRxHU0iNk6smwQhM8KSLHLpaXtI4loiZWlighqCAJikDGRWDW7w9/M8dxBhwYhhnh+3meeR5de6+93z28MPudvdbeBkF+Yio/IS8tLcWBAwcQERGB33//XbHe0KFDkZqaikuXLsHDw+Ohz7FQd0VD0203hbwo0nY437PPPqtVfzn5MCZ1Q6Y0ufva6NGjsWnTJixbtkwxrKxnz55YvXo1lixZoigI5dtxc3NTFBXAvYLx+eefR1JSEmpra+v90sDW1hYzZszA22+/jfz8fJU5KEKIeotIQ8HCwgDJL6PNnTsXs2bNwrp16zBixAh9h0X1KC8vr/fbIKIHMV9IU20mVyyc9B3B/+g5lvPnz8PR0VFxYp6SkoLq6mps2LABGzZsUFk/OTkZ0dHRqKurU3uyamtrC4lEgtu3b6ss03TbwL1v9YH/fTP/oIqKCsU6AODp6Qng3oN7vb29H3LU9dN0roe1tXWDxYF8CFRhYSFcXV2VlhUWFsLX1/eh+4iIiMCMGTPw888/o127dvD29sZHH30EAIoCzMXFBQDQqVMnlf6Ojo6oqanBX3/9BWtr63r3I4+vpKREpbAoLS2Fvb39Q2PVJxYWBqa4uBhz5sxBamoqQkJCsHTpUn2HREREpDt6HHpkSNLT05GTk4Np06Yp2pKTk9GvXz+sWLFCZf0PPvgAu3btUpz8q2NiYgJ3d3fk5uaqLGvMtrt16wbg3rOz1Ll48aJiHeDeN/zGxsZISkrSagK3ujkR6iQmJiI0NLTe5fLi5syZM0pFxPXr15Gfn4/Zs2drtB8LCwulu3AeOXIEUqkUQ4cOBXCvsHByclLMubjf9evXYW5u/tDhYZcvXwZwb37J/QoKCnD37l307t1bo1j1hYWFASkpKUG/fv0gk8mwZ88eBAUF6Tsk0gAfYEWNwXwhTTFX2o4rV64gNDQU7dq1wxtvvAHg3kPZ/vvf/yI6OhqBgYEqfe7evYuXXnoJGRkZ8PHxqXfbgwcPxrfffqvU1pht+/n5wdnZGd7e3khKSkJkZKTSsOwff/wRJ0+exPz58xVtrq6uePXVV7F161Zs2rQJ8+bNU9q+TCZDfHw8goODG7zlbHPNsejbty88PT2RkJCA8PBwxe1533//fUgkEqX3oKysDIWFhXB2dm7wysKJEyewb98+zJkzR2m94OBgbNy4EYcPH8bIkSMB3Lu71f79+zFixAjFsLXi4mK1xcPHH3+M/v37qxRV8jtPDRky5GFvh16xsDAAZWVlsLKygq2tLWJjYzF+/Hi1l9HIMNV3Nw4idZgvpCnmyqPn448/Vrrzj9zrr7+u+PfZs2eRlJQEmUyG0tJSnD59GqmpqZBIJNi5cyf69+8PANi1axeEEBg/frzafY0ZMwYmJiZITk5usLCYMGECdu7cqTRnojHbls8ViIuLQ0BAALy9vREaGgoXFxdcuHABCQkJcHZ2RlRUlNI2NmzYgJycHMyfPx/79u3DuHHj0LFjR1y9ehUpKSnIyspS+5Tx+zXXHAsAWL9+PcaPH49Ro0YhJCQE58+fx+bNmzFr1iylqwBpaWmYMWOG0lWQK1euYMqUKRg/fjycnJzw66+/YuvWrejfvz/WrFmjtJ+oqCjs2bMHkydPxqJFi2BtbY2tW7eipqZGad0lS5YgJycHzzzzDFxcXJCXl4cPPvgAf/31FzZu3KgS/+HDh9G1a1c88cQTzfae6IROHrv3iGvJJ29/+eWXwtnZWSQkJOh8X6QbrenpuKR7zBfSVGvKlbby5O36XteuXVM8aVn+MjExEba2tsLPz09ERUWJK1euKG3Ty8tLdO3atcH9Dhs2TDg6Ojb4vlZXVwt7e3sRExPTpG3f/6TqkydPinHjxomOHTsKExMT0blzZzFr1iyRn5+vdhu1tbXiww8/FE899ZSwtrYWpqamolu3bmLGjBkiMzOzwf3rQlpamvD29hZmZmaiS5cu4q233hJ3795VWkf+s0xMTFS0lZSUiAkTJggnJyfRrl074ebmJpYuXSrKy8vV7icnJ0dMnDhRWFlZCalUKkaMGCFOnTqltM6uXbvE008/LRwcHISJiYmwt7cXEydOFD/++KPK9urq6oSzs7N46623Gjw+Q3jytkQIfiXyoPLyclhbW6Ms3hlWCxq+t7E2+1i4cCE+/vhjjB49Gtu2bUPnzp11si/Srdu3b7eNCZbULJgvpKnWlCtVVVXIzc2Fm5ub0iRfah4N3WkIAGJiYpCYmIjs7OwGn9JNhuk///kPXnzxReTk5DQ470ST3zPFOe7/j5ZpbnxAnh7k5eXBy8sLKSkp+PDDD/Hll1+yqHiENTQGk+hBzBfSFHOFNPWwYmHhwoW4c+eO1g++I/145513EBERofFkdn3iHIsWJP9GwdXVFYGBgZg/f77SXRTo0XTnzh2dVP3UOjFfSFPMFdKUTCZrsLiwtLREUVFRC0ZEzSk9PV3fIWiMVyxayPHjx9GnTx/88MMPMDY2xoYNG1hUtBJ1dXX6DoEeIcwX0hRzhTTFUe1kKFhY6FhlZSUWLVoEf39/ODo68m5PrRDHq1JjMF9IU8wV0pShP42Z2g4OhdKhrKwsvPDCC8jLy8O6deuwcOFCflC0QpaWlvoOgR4hzBfSFHOFNCV/NgKRvjETdahTp07o1asXzp49i8jISBYVrVRZWZm+Q6BHCPOFNMVcIU1x2BwZChYWzSwzMxP+/v7Iz89Hx44dsX//fvTp00ffYREREekd5wIQ6Y4h/H6xsGgmNTU1WLVqFXx9fVFWVoY7d+7oOyRqIVKpVN8h0COE+UKaak25YmpqColEgr/++kvfobRKHApFAFBRUQHg3u+bvnCORTPIysrCtGnTcO7cOURFRWH58uVo166dvsMiIiIyCMbGxrC2tkZxcTGqq6thZWUFExMTTjpuJjKZjMVFGyaEQEVFBYqKimBjY6PXofcsLJpBXV0dZDIZ0tPT4ePjo+9wqIVVVlbySbKkMeYLaaq15YqTkxOkUimKiopQXl6u73BaFRYWBAA2NjZwcnLSawwsLJro0qVLWLNmDbZu3Yq+ffvixx9/5DcvRERE9ZBIJLCxsYG1tTXq6upQW1ur75BajbKyMj6pvY0zNTU1iJsEsbBoJJlMhk2bNiEqKgouLi7Iz89Hz549WVS0YXwyLjUG84U01VpzRSKRwMTEBCYmPAVpLoZyUklkcNfNqqursXTpUri4uEAqlcLPzw+HDx/WqG9BQQGmTJkCGxsbWFlZYcKECbh8+XKzxZabm4sRI0ZgwYIFCAsLw08//YSePXs22/bp0SSfLEWkCeYLaYq5QppirpChMLivC0JDQ7F3714sWLAAjz32GLZv344xY8bg2LFjePLJJ+vtd+fOHQwfPhxlZWV48803YWpqivj4ePj7++PcuXOws7PTOrZz584hLy8P33zzDUaMGKH19qh14OV8agzmC2mKuUKaYq6QoZAIQ7jp7f87deoU/Pz8sH79ekRGRgIAqqqq0K9fPzg6OuLEiRP19l23bh2WLl2KU6dOKSZQZ2VloV+/fliyZAnWrFmjcRzl5eWwtrZGWbwzyiZnICkpCcuWLYNEIkFlZWWrugUgaa+8vLzVDlmg5sd8IU0xV0hTzBXSlOIct6xMJzljUEOh9u7dC2NjY8yePVvRZm5ujrCwMKSnp+PatWsN9vXx8VG6K5OnpyeeeeYZ7Nmzp0nx7DpVAS8vL2zevBl//PEHgNZ1X3FqHpaWlvoOgR4hzBfSFHOFNMVcIUNhUIVFZmYmPDw8VCooX19fAPeGIqkjk8nw888/Y+DAgSrLfH19kZOTgz///LPR8cz5dxnGjx+P8+fPw9nZudH9qW0oKyvTdwj0CGG+kKaYK6Qp5goZCoOaY1FYWKj2BF7edv36dbX9SkpKUF1d/dC+vXr1Utu/uroa1dXViv/Lf0E/nGaDoM2bAYD33KZ6lZeX824cpDHmC2mKuUKaYq6QpuTns7qaCWFQhUVlZSXMzMxU2uUPCKqsrKy3H4Am9QWAtWvXIjo6WqV9VlIpZiXxvtBERERE1HrcunVLJ88+MajCQiqVKl05kKuqqlIsr68fgCb1BYCoqCgsWrRI8f/S0lJ069YNV69e5QNnqEHl5eVwdXXFtWvXOHGOHor5QppirpCmmCvUGGVlZejatStsbW11sn2DKiycnZ1RUFCg0l5YWAgAcHFxUdvP1tYWZmZmivUa0xe4d6VD3dUOa2tr/pKSRqysrJgrpDHmC2mKuUKaYq5QYxgZ6WaatUFN3vb29salS5dU5jNkZGQolqtjZGQELy8vnDlzRmVZRkYGevTogQ4dOjR7vEREREREdI9BFRaBgYGoq6tDQkKCoq26uhqJiYnw8/ODq6srAODq1avIyspS6Xv69Gml4uLixYs4evQogoKCWuYAiIiIiIjaKIMaCuXn54egoCBERUWhqKgIPXv2xI4dO5CXl4ePPvpIsd4rr7yC7777TmlG+2uvvYZt27Zh7NixiIyMhKmpKeLi4tCpUycsXry4UXGYmZlhxYoVaodHEd2PuUKNwXwhTTFXSFPMFWoMXeeLQT15G7g32Xr58uVISkrC7du30b9/f8TExCAgIECxzrBhw1QKCwDIz8/HwoULcejQIchkMgwbNgzx8fHo2bNnSx8GEREREVGbYnCFBRERERERPXoMao4FERERERE9mlhYEBERERGR1tpUYVFdXY2lS5fCxcUFUqkUfn5+OHz4sEZ9CwoKMGXKFNjY2MDKygoTJkzA5cuXdRwx6UtTc2Xfvn0IDg5Gjx490L59e/Tq1QuLFy9GaWmp7oMmvdHmb8v9Ro4cCYlEgoiICB1ESYZA21zZvXs3Bg8eDAsLC9jY2GDIkCE4evSoDiMmfdEmV44cOYLhw4fD3t4eNjY28PX1xc6dO3UcMenTnTt3sGLFCjz33HOwtbWFRCLB9u3bNe5fWlqK2bNnw8HBARYWFhg+fDjOnj3b6DjaVGERGhqKuLg4vPTSS9i4cSOMjY0xZswYfP/99w32u3PnDoYPH47vvvsOb775JqKjo5GZmQl/f3/cunWrhaKnltTUXJk9ezYuXLiAadOm4b333sNzzz2HzZs3Y/DgwaisrGyh6KmlNTVf7rdv3z6kp6frMEoyBNrkysqVKzF16lS4uroiLi4OsbGx6N+/v9oHy9Kjr6m58tlnn2HUqFG4e/cuVq5cidWrV0MqleKVV15BfHx8C0VPLe3mzZtYtWoVLly4gMcff7xRfWUyGcaOHYtdu3YhIiIC69atQ1FREYYNG4bs7OzGBSLaiIyMDAFArF+/XtFWWVkp3N3dxeDBgxvs+8477wgA4tSpU4q2CxcuCGNjYxEVFaWzmEk/tMmVY8eOqbTt2LFDABDbtm1r7lDJAGiTL/ev3717d7Fq1SoBQMydO1dX4ZIeaZMr6enpQiKRiLi4OF2HSQZAm1wZOXKkcHFxEVVVVYq2mpoa4e7uLvr376+zmEm/qqqqRGFhoRBCiNOnTwsAIjExUaO+u3fvFgBESkqKoq2oqEjY2NiIqVOnNiqONnPFYu/evTA2Nsbs2bMVbebm5ggLC0N6ejquXbvWYF8fHx/4+Pgo2jw9PfHMM89gz549Oo2bWp42uTJs2DCVtokTJwIALly40Oyxkv5pky9y69atg0wmQ2RkpC5DJT3TJlfeffddODk54fXXX4cQAnfu3GmJkElPtMmV8vJydOzYUek5BSYmJrC3t4dUKtVp3KQ/ZmZmcHJyalLfvXv3olOnTpg0aZKizcHBAVOmTMH+/ftRXV2t8bbaTGGRmZkJDw8PWFlZKbX7+voCAM6dO6e2n0wmw88//4yBAweqLPP19UVOTg7+/PPPZo+X9KepuVKfP/74AwBgb2/fLPGRYdE2X65evYq3334b77zzDj/0WzltcuWbb76Bj48P3nvvPTg4OKBDhw5wdnbG5s2bdRky6Yk2uTJs2DD8+uuvWL58OX7//Xfk5OQgJiYGZ86cwZIlS3QZNj2iMjMz8be//Q1GRsplga+vLyoqKnDp0iWNt2VQT97WpcLCQjg7O6u0y9uuX7+utl9JSQmqq6sf2rdXr17NGC3pU1NzpT7vvPMOjI2NERgY2CzxkWHRNl8WL16MJ554AiEhITqJjwxHU3Pl9u3buHnzJn744QccPXoUK1asQNeuXZGYmIh58+bB1NQU4eHhOo2dWpY2f1eWL1+O3NxcrF69GrGxsQCA9u3bIzU1FRMmTNBNwPRIKywsxNNPP63Sfn++eXl5abStNlNYVFZWqn18ubm5uWJ5ff0ANKkvPZqamivq7Nq1Cx999BGWLFmCxx57rNliJMOhTb4cO3YMqampyMjI0Fl8ZDiamivyYU+3bt3Cp59+iuDgYABAYGAgvLy8EBsby8KildHm74qZmRk8PDwQGBiISZMmoa6uDgkJCZg2bRoOHz6MQYMG6SxuejQ153lPmykspFKp2jFiVVVViuX19QPQpL70aGpqrjzo+PHjCAsLQ0BAAFavXt2sMZLhaGq+1NbWYv78+Xj55ZeV5m9R66Xt55CpqanSlU8jIyMEBwdjxYoVuHr1Krp27aqDqEkftPkcioiIwMmTJ3H27FnF0JYpU6agb9++eP311/lFBqlorvMeoA3NsXB2dkZhYaFKu7zNxcVFbT9bW1uYmZk1qS89mpqaK/f76aefMH78ePTr1w979+6FiUmbqeHbnKbmyyeffIKLFy8iPDwceXl5ihcA/Pnnn8jLy0NFRYXO4qaWp83nkLm5Oezs7GBsbKy0zNHREcC94VLUejQ1V+7evYuPPvoIY8eOVRovb2pqitGjR+PMmTO4e/euboKmR1ZznPfItZnCwtvbG5cuXUJ5eblSu7xy9/b2VtvPyMgIXl5eOHPmjMqyjIwM9OjRAx06dGj2eEl/mporcjk5OXjuuefg6OiIAwcOwNLSUlehkgFoar5cvXoVNTU1GDp0KNzc3BQv4F7R4ebmhkOHDuk0dmpZ2nwOeXt7o7i4WOWkUD7W3sHBofkDJr1paq7cunULtbW1qKurU1lWU1MDmUymdhm1bd7e3jh79ixkMplSe0ZGBtq3bw8PDw+Nt9VmCovAwEDFOEO56upqJCYmws/PD66urgDufdhnZWWp9D19+rRScXHx4kUcPXoUQUFBLXMA1GK0yZU//vgDo0aNgpGREQ4ePMgP+zagqfkSEhKCtLQ0lRcAjBkzBmlpafDz82vZgyGd0uZvS3BwMOrq6rBjxw5FW1VVFZKTk9GnTx9eOW9lmporjo6OsLGxQVpamlIReufOHXz++efw9PTk8O02rrCwEFlZWaipqVG0BQYG4saNG9i3b5+i7ebNm0hJScHzzz+vdv5FvRr11ItHXFBQkDAxMRFvvPGG+OCDD8SQIUOEiYmJ+O677xTr+Pv7iwfflvLycuHu7i4cHR3FunXrRHx8vHB1dRUuLi6iqKiopQ+DWkBTc+Xxxx8XAMSSJUvEzp07lV6HDh1q6cOgFtLUfFEHfEBeq9bUXKmoqBB9+/YVpqamIjIyUrz33nvCx8dHGBsbiwMHDrT0YVALaGquxMbGCgDiiSeeEPHx8eKf//yn6N27twAgkpKSWvowqAVt2rRJxMTEiDlz5ggAYtKkSSImJkbExMSI0tJSIYQQ06dPFwBEbm6uol9tba0YNGiQsLS0FNHR0WLLli2ib9++okOHDiIrK6tRMbSpwqKyslJERkYKJycnYWZmJnx8fMTXX3+ttE59H/7Xrl0TgYGBwsrKSlhaWopx48aJ7OzslgqdWlhTcwVAvS9/f/8WPAJqSdr8bXkQC4vWTZtcuXHjhpg+fbqwtbUVZmZmws/PT6UvtR7a5EpycrLw9fUVNjY2QiqVCj8/P7F3796WCp30pFu3bvWeg8gLCXWFhRBClJSUiLCwMGFnZyfat28v/P39xenTpxsdg0QIIRp1DYWIiIiIiOgBbWaOBRERERER6Q4LCyIiIiIi0hoLCyIiIiIi0hoLCyIiIiIi0hoLCyIiIiIi0hoLCyIiIiIi0hoLCyIiIiIi0hoLCyIiIiIi0hoLCyIiIiIi0hoLCyIiA/Xtt99CIpHg22+/1XcoOiWRSLBy5UqN1u3evTtCQ0N1Gg8RETUNCwsioma2fft2SCQSta9ly5bpO7wGPRi7ubk5PDw8EBERgRs3brRIDCdOnMDKlStRWlraIvvTRPfu3ZXeFwsLC/j6+uKTTz5p8jYPHDigcUFFRPQoMNF3AERErdWqVavg5uam1NavXz89RdM48tirqqrw/fff4/3338eBAwdw/vx5tG/fvln3VVlZCROT/30cnThxAtHR0QgNDYWNjY3SuhcvXoSRkX6+E/P29sbixYsBAIWFhfjwww8xffp0VFdX49VXX2309g4cOIAtW7awuCCiVoOFBRGRjowePRoDBw7UdxhNcn/ss2bNgp2dHeLi4rB//35MnTq1Wfdlbm6u8bpmZmbNuu/G6Ny5M6ZNm6b4f2hoKHr06IH4+PgmFRZERK0Nh0IREbWwK1eu4LXXXkOvXr0glUphZ2eHoKAg5OXlPbRvdnY2Jk+eDCcnJ5ibm6NLly4ICQlBWVmZ0npJSUkYMGAApFIpbG1tERISgmvXrjU55hEjRgAAcnNzAQC1tbWIiYmBu7s7zMzM0L17d7z55puorq5W6nfmzBkEBATA3t4eUqkUbm5umDlzptI698+xWLlyJd544w0AgJubm2Lokfy9uX+OxZkzZyCRSLBjxw6VeA8ePAiJRIIvvvhC0VZQUICZM2eiU6dOMDMzQ9++ffHxxx83+T1xcHCAp6cncnJylNqPHz+OoKAgdO3aFWZmZnB1dcXChQtRWVmpWCc0NBRbtmxRHL/8JSeTyfDuu++ib9++MDc3R6dOnRAeHo7bt283OV4iIl3jFQsiIh0pKyvDzZs3ldrs7e1x+vRpnDhxAiEhIejSpQvy8vLw/vvvY9iwYfjtt9/qHWp09+5dBAQEoLq6GvPmzYOTkxMKCgrwxRdfoLS0FNbW1gCA1atXY/ny5ZgyZQpmzZqF4uJibNq0CU8//TQyMzNVhhdpQn7ybGdnB+DeVYwdO3YgMDAQixcvRkZGBtauXYsLFy4gLS0NAFBUVIRRo0bBwcEBy5Ytg42NDfLy8rBv37569zNp0iRcunQJ//73vxEfHw97e3sA907iHzRw4ED06NEDe/bswfTp05WW7d69Gx07dkRAQAAA4MaNGxg0aBAkEgkiIiLg4OCAr776CmFhYSgvL8eCBQsa/Z7U1tYiPz8fHTt2VGpPSUlBRUUF5syZAzs7O5w6dQqbNm1Cfn4+UlJSAADh4eG4fv06Dh8+jJ07d6psOzw8HNu3b8eMGTMwf/585ObmYvPmzcjMzMQPP/wAU1PTRsdLRKRzgoiImlViYqIAoPYlhBAVFRUqfdLT0wUA8cknnyjajh07JgCIY8eOCSGEyMzMFABESkpKvfvOy8sTxsbGYvXq1Urtv/zyizAxMVFpry/2I0eOiOLiYnHt2jXx6aefCjs7OyGVSkV+fr44d+6cACBmzZql1DcyMlIAEEePHhVCCJGWliYAiNOnTze4TwBixYoViv+vX79eABC5ubkq63br1k1Mnz5d8f+oqChhamoqSkpKFG3V1dXCxsZGzJw5U9EWFhYmnJ2dxc2bN5W2FxISIqytrdX+TB7c76hRo0RxcbEoLi4Wv/zyi3j55ZcFADF37lylddVta+3atUIikYgrV64o2ubOnSvUfQwfP35cABDJyclK7V9//bXadiIiQ8GhUEREOrJlyxYcPnxY6QUAUqlUsU5NTQ1u3bqFnj17wsbGBmfPnq13e/IrEgcPHkRFRYXadfbt2weZTIYpU6bg5s2bipeTkxMee+wxHDt2TKPYn332WTg4OMDV1RUhISGwtLREWloaOnfujAMHDgAAFi1apNRHPrH5yy+/BADFlZEvvvgCNTU1Gu23sYKDg1FTU6N0FeTQoUMoLS1FcHAwAEAIgdTUVDz//PMQQii9LwEBASgrK2vwfb9/uw4ODnBwcICXlxd27tyJGTNmYP369Urr3f/z/euvv3Dz5k0MGTIEQghkZmY+dD8pKSmwtrbGyJEjlWIdMGAALC0tNf4ZEhG1NA6FIiLSEV9fX7WTtysrK7F27VokJiaioKAAQgjFsgfnStzPzc0NixYtQlxcHJKTk/HUU09h/PjxmDZtmqLoyM7OhhACjz32mNptaDqEZsuWLfDw8ICJiQk6deqEXr16Ke7GdOXKFRgZGaFnz55KfZycnGBjY4MrV64AAPz9/TF58mRER0cjPj4ew4YNwwsvvIAXX3yx2SZhP/744/D09MTu3bsRFhYG4N4wKHt7e8W8kOLiYpSWliIhIQEJCQlqt1NUVPTQffn5+SE2NhZ1dXU4f/48YmNjcfv2bbRr105pvatXr+If//gHPvvsM5U5EQ39fOWys7NRVlYGR0fHJsdKRKQPLCyIiFrYvHnzkJiYiAULFmDw4MGwtraGRCJBSEgIZDJZg303bNiA0NBQ7N+/H4cOHcL8+fOxdu1anDx5El26dIFMJoNEIsFXX30FY2Njlf6WlpYaxVhfUXS/+ycb17d87969OHnyJD7//HMcPHgQM2fOxIYNG3Dy5EmNY3mY4OBgrF69Gjdv3kSHDh3w2WefYerUqYpb2Mrf02nTpqnMxZDr37//Q/djb2+PZ599FgAQEBAAT09PjBs3Dhs3blRcvamrq8PIkSNRUlKCpUuXwtPTExYWFigoKEBoaOhDf77yeB0dHZGcnKx2ubr5JkREhoCFBRFRC9u7dy+mT5+ODRs2KNqqqqo0fiCcl5cXvLy88NZbb+HEiRMYOnQotm7ditjYWLi7u0MIATc3N3h4eOgk/m7dukEmkyE7Oxu9e/dWtN+4cQOlpaXo1q2b0vqDBg3CoEGDsHr1auzatQsvvfQSPv30U8yaNUvt9h9WsDwoODgY0dHRSE1NRadOnVBeXo6QkBDFcgcHB3To0AF1dXWKwqA5jB07Fv7+/lizZg3Cw8NhYWGBX375BZcuXcKOHTvwyiuvKNaVD4O7X33H6e7ujiNHjmDo0KFKw6qIiAwd51gQEbUwY2NjpeFPALBp0ybU1dU12K+8vBy1tbVKbV5eXjAyMlLc5nXSpEkwNjZGdHS0yj6EELh165bW8Y8ZMwYA8O677yq1x8XFAbh3wg0At2/fVonB29sbAFRuS3s/CwsLANC40Orduze8vLywe/du7N69G87Oznj66acVy42NjTF58mSkpqbi/PnzKv2Li4s12o86S5cuxa1bt7Bt2zbFvgAoHbcQAhs3blTpW99xTpkyBXV1dYiJiVHpU1tba1BPJCciuh+vWBARtbBx48Zh586dsLa2Rp8+fZCeno4jR44obuVan6NHjyIiIgJBQUHw8PBAbW0tdu7cqThxBu592x0bG4uoqCjk5eXhhRdeQIcOHZCbm4u0tDTMnj0bkZGRWsX/+OOPY/r06UhISEBpaSn8/f1x6tQp7NixAy+88AKGDx8OANixYwf+9a9/YeLEiXB3d8eff/6Jbdu2wcrKSlGcqDNgwAAAwN///neEhITA1NQUzz//vOJEXJ3g4GD84x//gLm5OcLCwlSezv3222/j2LFj8PPzw6uvvoo+ffqgpKQEZ8+exZEjR1BSUtKk92L06NHo168f4uLiMHfuXHh6esLd3R2RkZEoKCiAlZUVUlNT1T5/Qn6c8+fPR0BAAIyNjRESEgJ/f3+Eh4dj7dq1OHfuHEaNGgVTU1NkZ2cjJSUFGzduRGBgYJPiJSLSKf3cjIqIqPWS37K1vtus3r59W8yYMUPY29sLS0tLERAQILKyslRupfrg7WYvX74sZs6cKdzd3YW5ubmwtbUVw4cPF0eOHFHZR2pqqnjyySeFhYWFsLCwEJ6enmLu3Lni4sWLWsUuV1NTI6Kjo4Wbm5swNTUVrq6uIioqSlRVVSnWOXv2rJg6daro2rWrMDMzE46OjmLcuHHizJkzStvCA7ebFUKImJgY0blzZ2FkZKR069kH3yO57OxsxS19v//+e7Ux37hxQ8ydO1e4uroKU1NT4eTkJJ555hmRkJDQ4LHK9zt27Fi1y7Zv3y4AiMTERCGEEL/99pt49tlnhaWlpbC3txevvvqq+Omnn5TWEUKI2tpaMW/ePOHg4CAkEonKrWcTEhLEgAEDhFQqFR06dBBeXl5iyZIl4vr16w+Nl4hIHyRCPHCdmoiIiIiIqJE4x4KIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLT2f8iL2jwWjzJ6AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# -------------- ROC Curve for Linear Discriminant ----------------\n", + "def plot_roc_curve(F_sig, F_bkg):\n", + " \"\"\"Plot ROC curve with AUC calculation\"\"\"\n", + " y_true = np.concatenate([np.ones_like(F_sig), np.zeros_like(F_bkg)])\n", + " y_score = np.concatenate([F_sig, F_bkg])\n", + " \n", + " fpr, tpr, _ = roc_curve(y_true, y_score)\n", + " roc_auc = auc(fpr, tpr)\n", + " \n", + " plt.figure(figsize=(8, 6))\n", + " plt.plot(fpr, tpr, color='darkorange', lw=2,\n", + " label=f'LDA (AUC = {roc_auc:.3f})')\n", + " plt.plot([0, 1], [0, 1], 'k--', lw=1)\n", + " plt.xlim([0.0, 1.0])\n", + " plt.ylim([0.0, 1.05])\n", + " plt.xlabel('False Positive Rate', fontsize=12)\n", + " plt.ylabel('True Positive Rate', fontsize=12)\n", + " plt.title('ROC Curve for Linear Discriminant', fontsize=14)\n", + " plt.legend(loc=\"lower right\", fontsize=12)\n", + " plt.grid(alpha=0.3)\n", + " plt.tight_layout()\n", + " plt.show()\n", + " \n", + " return fpr, tpr\n", + "\n", + "fpr, tpr = plot_roc_curve(F_sig, F_bkg)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# ---------- Maximal Significance for Scenarios --------------- \n", + "def compute_max_significance(F_sig, F_bkg, scenarios):\n", + " \"\"\"Compute maximal significance for given scenarios\"\"\"\n", + " results = {}\n", + " all_F = np.concatenate([F_sig, F_bkg])\n", + " y_true = np.concatenate([np.ones_like(F_sig), np.zeros_like(F_bkg)])\n", + " \n", + " # Sort by discriminant score (descending)\n", + " sort_idx = np.argsort(all_F)[::-1]\n", + " F_sorted = all_F[sort_idx]\n", + " y_sorted = y_true[sort_idx]\n", + " \n", + " # cumulative sums\n", + " tp = np.cumsum(y_sorted)\n", + " fp = np.cumsum(1 - y_sorted)\n", + " \n", + " # Efficiencies\n", + " eff_sig = tp / len(F_sig)\n", + " eff_bkg = fp / len(F_bkg)\n", + " \n", + " for N_S, N_B in scenarios:\n", + " S_prime = eff_sig * N_S\n", + " B_prime = eff_bkg * N_B\n", + " \n", + " with np.errstate(divide='ignore', invalid='ignore'):\n", + " significance = np.where((S_prime + B_prime) > 0, \n", + " S_prime / np.sqrt(S_prime + B_prime), 0)\n", + " \n", + " max_idx = np.argmax(significance)\n", + " results[(N_S, N_B)] = {\n", + " 'max_sig': significance[max_idx],\n", + " 'optimal_cut': F_sorted[max_idx],\n", + " 'eff_sig': eff_sig[max_idx],\n", + " 'eff_bkg': eff_bkg[max_idx]\n", + " }\n", + " \n", + " return results" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Maximal Significance for Different Scenarios:\n", + "Scenario Max σ' Optimal Cut ϵ_S ϵ_B \n", + "10,100 2.209 14.353 0.705 0.031 \n", + "100,1000 6.984 14.353 0.705 0.031 \n", + "1000,10000 22.085 14.353 0.705 0.031 \n", + "10000,100000 69.840 14.353 0.705 0.031 \n" + ] + } + ], + "source": [ + "# define scenarios from Exercise 5\n", + "scenarios = [\n", + " (10, 100),\n", + " (100, 1000),\n", + " (1000, 10000),\n", + " (10000, 100000)\n", + "]\n", + "\n", + "max_sig_results = compute_max_significance(F_sig, F_bkg, scenarios)\n", + "\n", + "# results\n", + "print(\"\\nMaximal Significance for Different Scenarios:\")\n", + "print(\"{:<15} {:<15} {:<15} {:<15} {:<15}\".format(\n", + " \"Scenario\", \"Max σ'\", \"Optimal Cut\", \"ϵ_S\", \"ϵ_B\"))\n", + "for scenario, res in max_sig_results.items():\n", + " print(\"{:<15} {:<15.3f} {:<15.3f} {:<15.3f} {:<15.3f}\".format(\n", + " f\"{scenario[0]},{scenario[1]}\",\n", + " res['max_sig'],\n", + " res['optimal_cut'],\n", + " res['eff_sig'],\n", + " res['eff_bkg']))" + ] } ], "metadata": { @@ -1310,7 +3105,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.2" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/Lectures/Lecture.16/Lecture.16.Lab.6.Solution.ipynb b/Lectures/Lecture.16/Lecture.16.Lab.6.Solution.ipynb index c7b52f5c0..dfb95207c 100644 --- a/Lectures/Lecture.16/Lecture.16.Lab.6.Solution.ipynb +++ b/Lectures/Lecture.16/Lecture.16.Lab.6.Solution.ipynb @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -76,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -124,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -168,25 +168,25 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[Jack of Diamonds,\n", + "[8 of Diamonds,\n", + " 10 of Clubs,\n", + " Ace of Spades,\n", + " 6 of Clubs,\n", + " 9 of Hearts,\n", " 10 of Spades,\n", - " King of Clubs,\n", - " 7 of Hearts,\n", - " Queen of Clubs,\n", - " 5 of Spades,\n", - " 3 of Hearts,\n", - " 9 of Clubs,\n", - " 8 of Hearts,\n", - " 5 of Clubs]" + " Ace of Clubs,\n", + " 3 of Spades,\n", + " 10 of Spades,\n", + " 3 of Hearts]" ] }, - "execution_count": 53, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -207,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -217,7 +217,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -244,7 +244,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -253,7 +253,7 @@ "13" ] }, - "execution_count": 56, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -264,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -273,7 +273,7 @@ "21" ] }, - "execution_count": 57, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -291,7 +291,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -355,7 +355,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -527,7 +527,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -549,7 +549,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -582,7 +582,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 14, "metadata": { "scrolled": true }, @@ -607,7 +607,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 15, "metadata": { "scrolled": true }, @@ -615,10 +615,10 @@ { "data": { "text/plain": [ - "[95, 97, 93, 99, 1000]" + "[90, 97, 102, 104, 93, 104, 103, 100, 97, 1000]" ] }, - "execution_count": 105, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -629,7 +629,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -655,7 +655,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -664,7 +664,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 18, "metadata": { "scrolled": true }, @@ -672,10 +672,10 @@ { "data": { "text/plain": [ - "[0, 75, 110, 73, 1000]" + "[1, 72, 110, 103, 70, 81, 78, 57, 33, 1000]" ] }, - "execution_count": 108, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -686,7 +686,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -702,7 +702,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -711,7 +711,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -722,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -732,19 +732,17 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -758,7 +756,7 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -767,7 +765,7 @@ }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -776,7 +774,7 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -785,20 +783,18 @@ "" ] }, - "execution_count": 145, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -830,7 +826,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.2" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/Lectures/Lecture.16/Lecture.16.ipynb b/Lectures/Lecture.16/Lecture.16.ipynb index 7233b6cc1..4d15eb803 100644 --- a/Lectures/Lecture.16/Lecture.16.ipynb +++ b/Lectures/Lecture.16/Lecture.16.ipynb @@ -2588,7 +2588,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.2" + "version": "3.10.12" } }, "nbformat": 4, From 1b1ae04b27701e681d77e41f2e5567783d923a0a Mon Sep 17 00:00:00 2001 From: ClarissaTerrones Date: Thu, 10 Apr 2025 20:59:08 -0500 Subject: [PATCH 06/22] Rename Lab --- Labs/Lab.7/NewName.ipynb | 3113 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 3113 insertions(+) create mode 100644 Labs/Lab.7/NewName.ipynb diff --git a/Labs/Lab.7/NewName.ipynb b/Labs/Lab.7/NewName.ipynb new file mode 100644 index 000000000..97206eb49 --- /dev/null +++ b/Labs/Lab.7/NewName.ipynb @@ -0,0 +1,3113 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 7- Data Analysis\n", + "\n", + "In this lab, you download and begin to look at a particle physics dataset. You must download the dataset by March 17th. Exercises 1-4 are to be completed by March 21th. The remaider of the lab is due March 29th. Before leaving lab today, I suggest everyone downloads the dataset." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "## Exercise 1: Reading\n", + "\n", + "### HiggsML\n", + "In 2014, some of my colleagues from the ATLAS experiment put together a Higgs Machine Learning Challenge, which was hosted on [Kaggle](https://www.kaggle.com). Please read sections 1 and 3 (skip/skim 2) of [The HiggsML Technical Documentation](https://higgsml.lal.in2p3.fr/files/2014/04/documentation_v1.8.pdf). \n", + "\n", + "Kaggle is a platform for data science competitions, with cash awards for winners. Kaggle currently hosts over 50,000 public datasets and associated competitions. Later in the course we will look at a variety of problems hosted on Kaggle and similar platforms. \n", + "\n", + "### SUSY Dataset\n", + "\n", + "For the next few labs we will use datasets used in the [first paper on Deep Learning in High Energy physics](https://arxiv.org/pdf/1402.4735.pdf). Please read up to the \"Deep Learning\" section (end of page 5). This paper demonstrates that Deep Neural Networks can learn from raw data the features that are typically used by physicists for searches for exotics particles. The authors provide the data they used for this paper. They considered two benchmark scenarios: Higgs and SUSY." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 2: Download SUSY Dataset\n", + "\n", + "The information about the dataset can be found at the [UCI Machine Learning Repository](https://archive.ics.uci.edu/ml/index.php). We'll start with the [SUSY Dataset](https://archive.ics.uci.edu/ml/datasets/SUSY). \n", + "\n", + "### Download\n", + "In a terminal, download the data directly from the source and then decompress it. For example:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* To download:\n", + " * On Mac OS: \n", + " `curl http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz > SUSY.csv.gz`\n", + "\n", + " * In linux:\n", + " `wget http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz`\n", + "\n", + "* To uncompress:\n", + "`gunzip SUSY.csv.gz`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--2025-04-01 16:38:25-- http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz\n", + "Resolving archive.ics.uci.edu (archive.ics.uci.edu)... 128.195.10.252\n", + "connected. to archive.ics.uci.edu (archive.ics.uci.edu)|128.195.10.252|:80... \n", + "200 OKequest sent, awaiting response... \n", + "Length: unspecified\n", + "Saving to: ‘SUSY.csv.gz’\n", + "\n", + "SUSY.csv.gz [ <=> ] 879.65M 2.85MB/s in 6m 23s \n", + "\n", + "2025-04-01 16:44:48 (2.30 MB/s) - ‘SUSY.csv.gz’ saved [922377711]\n", + "\n" + ] + } + ], + "source": [ + "!wget http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "!rm SUSY.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "gzip: SUSY.csv.gz: No such file or directory\n" + ] + } + ], + "source": [ + "!gunzip SUSY.csv.gz" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 2.5G\n", + "-rw-r--r-- 1 cterrones cterrones 962K Apr 3 00:32 Lab.7.ipynb\n", + "-rw-r--r-- 1 cterrones cterrones 5.9M Mar 19 11:17 Lab.7.pdf\n", + "-rw-r--r-- 1 cterrones cterrones 228M Apr 3 00:31 SUSY-small.csv\n", + "-rw-r--r-- 1 cterrones cterrones 2.3G Apr 1 16:44 SUSY.csv\n" + ] + } + ], + "source": [ + "ls -lh" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data is provided as a comma separated file." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.000000000000000000e+00,9.728614687919616699e-01,6.538545489311218262e-01,1.176224589347839355e+00,1.157156467437744141e+00,-1.739873170852661133e+00,-8.743090629577636719e-01,5.677649974822998047e-01,-1.750000417232513428e-01,8.100607395172119141e-01,-2.525521218776702881e-01,1.921887040138244629e+00,8.896374106407165527e-01,4.107718467712402344e-01,1.145620822906494141e+00,1.932632088661193848e+00,9.944640994071960449e-01,1.367815494537353516e+00,4.071449860930442810e-02\n", + "1.000000000000000000e+00,1.667973041534423828e+00,6.419061869382858276e-02,-1.225171446800231934e+00,5.061022043228149414e-01,-3.389389812946319580e-01,1.672542810440063477e+00,3.475464344024658203e+00,-1.219136357307434082e+00,1.295456290245056152e-02,3.775173664093017578e+00,1.045977115631103516e+00,5.680512785911560059e-01,4.819284379482269287e-01,0.000000000000000000e+00,4.484102725982666016e-01,2.053557634353637695e-01,1.321893453598022461e+00,3.775840103626251221e-01\n", + "1.000000000000000000e+00,4.448399245738983154e-01,-1.342980116605758667e-01,-7.099716067314147949e-01,4.517189264297485352e-01,-1.613871216773986816e+00,-7.686609029769897461e-01,1.219918131828308105e+00,5.040258169174194336e-01,1.831247568130493164e+00,-4.313853085041046143e-01,5.262832045555114746e-01,9.415140151977539062e-01,1.587535023689270020e+00,2.024308204650878906e+00,6.034975647926330566e-01,1.562373995780944824e+00,1.135454416275024414e+00,1.809100061655044556e-01\n", + "1.000000000000000000e+00,3.812560737133026123e-01,-9.761453866958618164e-01,6.931523084640502930e-01,4.489588439464569092e-01,8.917528986930847168e-01,-6.773284673690795898e-01,2.033060073852539062e+00,1.533040523529052734e+00,3.046259880065917969e+00,-1.005284786224365234e+00,5.693860650062561035e-01,1.015211343765258789e+00,1.582216739654541016e+00,1.551914215087890625e+00,7.612152099609375000e-01,1.715463757514953613e+00,1.492256760597229004e+00,9.071890264749526978e-02\n", + "1.000000000000000000e+00,1.309996485710144043e+00,-6.900894641876220703e-01,-6.762592792510986328e-01,1.589282631874084473e+00,-6.933256387710571289e-01,6.229069828987121582e-01,1.087561845779418945e+00,-3.817416727542877197e-01,5.892043709754943848e-01,1.365478992462158203e+00,1.179295063018798828e+00,9.682182073593139648e-01,7.285631299018859863e-01,0.000000000000000000e+00,1.083157896995544434e+00,4.342924803495407104e-02,1.154853701591491699e+00,9.485860168933868408e-02\n" + ] + } + ], + "source": [ + "filename=\"SUSY.csv\"\n", + "# print out the first 5 lines using unix head command\n", + "!head -5 \"SUSY.csv\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Reducing the dataset\n", + "This is a rather large dataset. If you have trouble loading it, we can easily make a new file with less data.\n", + "\n", + "Here we look at the size of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 2.5G\n", + "-rw-r--r-- 1 cterrones cterrones 3.0M Apr 10 20:15 Lab.7.ipynb\n", + "-rw-r--r-- 1 cterrones cterrones 5.9M Mar 19 11:17 Lab.7.pdf\n", + "-rw-r--r-- 1 cterrones cterrones 228M Apr 10 18:06 SUSY-small.csv\n", + "-rw-r--r-- 1 cterrones cterrones 2.3G Apr 1 16:44 SUSY.csv\n" + ] + } + ], + "source": [ + "!ls -lh" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that we have 5 million datapoints." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5000000 SUSY.csv\n" + ] + } + ], + "source": [ + "!wc -l SUSY.csv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We create a new file of the first half million. This is sufficient for our needs in this lab:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "!head -500000 SUSY.csv > SUSY-small.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 2.5G\n", + "-rw-r--r-- 1 cterrones cterrones 3.0M Apr 10 20:15 Lab.7.ipynb\n", + "-rw-r--r-- 1 cterrones cterrones 5.9M Mar 19 11:17 Lab.7.pdf\n", + "-rw-r--r-- 1 cterrones cterrones 228M Apr 10 20:16 SUSY-small.csv\n", + "-rw-r--r-- 1 cterrones cterrones 2.3G Apr 1 16:44 SUSY.csv\n" + ] + } + ], + "source": [ + "ls -lh" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "500000 SUSY-small.csv\n" + ] + } + ], + "source": [ + "! wc -l SUSY-small.csv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use this file for the rest of the lab to make this run faster." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### First Look\n", + "\n", + "Each row represents a LHC collision event. Each column contains some observable from that event. The variable names are ([based on documentation](https://archive.ics.uci.edu/ml/datasets/SUSY)):" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "VarNames=[\"signal\", \"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\", \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some of these variables represent the \"raw\" kinematics of the observed final state particles, while others are \"features\" that are derived from these raw quantities:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "RawNames=[\"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\"]\n", + "FeatureNames=list(set(VarNames[1:]).difference(RawNames))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['l_1_pT',\n", + " 'l_1_eta',\n", + " 'l_1_phi',\n", + " 'l_2_pT',\n", + " 'l_2_eta',\n", + " 'l_2_phi',\n", + " 'MET',\n", + " 'MET_phi']" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "RawNames" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['axial_MET',\n", + " 'S_R',\n", + " 'cos_theta_r1',\n", + " 'MET_rel',\n", + " 'M_R',\n", + " 'dPhi_r_b',\n", + " 'MT2',\n", + " 'R',\n", + " 'M_TR_2',\n", + " 'M_Delta_R']" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "FeatureNames" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will use pandas to read in the file, and matplotlib to make plots. The following ensures pandas is installed and sets everything up:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can read the data into a pandas dataframe:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "filename = \"SUSY-small.csv\"\n", + "df = pd.read_csv(filename, dtype='float64', names=VarNames)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can see the data in Jupyter by just evaluateing the dataframe:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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............................................................
4999950.00.7190351.0918790.2915401.205962-1.599117-1.1394450.4245461.1548490.637185-0.0911781.9721560.6970280.3136360.9886021.9815730.7448281.0950800.006546
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\n", + "

500000 rows × 19 columns

\n", + "
" + ], + "text/plain": [ + " signal l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi \\\n", + "0 0.0 0.972861 0.653855 1.176225 1.157156 -1.739873 -0.874309 \n", + "1 1.0 1.667973 0.064191 -1.225171 0.506102 -0.338939 1.672543 \n", + "2 1.0 0.444840 -0.134298 -0.709972 0.451719 -1.613871 -0.768661 \n", + "3 1.0 0.381256 -0.976145 0.693152 0.448959 0.891753 -0.677328 \n", + "4 1.0 1.309996 -0.690089 -0.676259 1.589283 -0.693326 0.622907 \n", + "... ... ... ... ... ... ... ... \n", + "499995 0.0 0.719035 1.091879 0.291540 1.205962 -1.599117 -1.139445 \n", + "499996 1.0 0.910016 -0.364544 -0.777120 0.543648 -0.910632 -1.723707 \n", + "499997 1.0 0.842954 0.332476 -1.048564 1.347989 0.320496 -0.666358 \n", + "499998 0.0 1.370760 -1.162912 0.893499 2.118091 1.248496 -0.887211 \n", + "499999 0.0 0.762400 0.440924 0.342885 1.034283 1.740353 -1.083314 \n", + "\n", + " MET MET_phi MET_rel axial_MET M_R M_TR_2 R \\\n", + "0 0.567765 -0.175000 0.810061 -0.252552 1.921887 0.889637 0.410772 \n", + "1 3.475464 -1.219136 0.012955 3.775174 1.045977 0.568051 0.481928 \n", + "2 1.219918 0.504026 1.831248 -0.431385 0.526283 0.941514 1.587535 \n", + "3 2.033060 1.533041 3.046260 -1.005285 0.569386 1.015211 1.582217 \n", + "4 1.087562 -0.381742 0.589204 1.365479 1.179295 0.968218 0.728563 \n", + "... ... ... ... ... ... ... ... \n", + "499995 0.424546 1.154849 0.637185 -0.091178 1.972156 0.697028 0.313636 \n", + "499996 2.864673 1.458272 2.176558 -0.590911 0.673695 1.662140 2.189362 \n", + "499997 0.450433 -0.411872 0.293407 0.630491 0.859920 0.403371 0.416258 \n", + "499998 0.164659 0.316840 0.215165 0.280418 3.087083 0.526929 0.151467 \n", + "499999 0.872145 -1.519894 0.284328 -0.360861 0.956828 0.965979 0.895881 \n", + "\n", + " MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1 \n", + "0 1.145621 1.932632 0.994464 1.367815 0.040714 \n", + "1 0.000000 0.448410 0.205356 1.321893 0.377584 \n", + "2 2.024308 0.603498 1.562374 1.135454 0.180910 \n", + "3 1.551914 0.761215 1.715464 1.492257 0.090719 \n", + "4 0.000000 1.083158 0.043429 1.154854 0.094859 \n", + "... ... ... ... ... ... \n", + "499995 0.988602 1.981573 0.744828 1.095080 0.006546 \n", + "499996 1.195041 0.910815 1.181893 1.252362 0.826035 \n", + "499997 0.591989 0.372003 0.716788 0.366991 0.265798 \n", + "499998 0.308067 3.098183 0.233042 0.876216 0.000593 \n", + "499999 1.020396 0.996446 0.943458 1.299870 0.197220 \n", + "\n", + "[500000 rows x 19 columns]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first column stores the \"truth\" label of whether an event was signal or not. Pandas makes it easy to create dataframes that store only the signal or background events:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "df_sig=df[df.signal==1]\n", + "df_bkg=df[df.signal==0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following example plots the signal and background distributions of every variable. Note that we use VarNames[1:] to skip the first variable, which was the true label." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "l_1_pT\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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AWVlZCgsL0yuvvKL33ntPmzZtMro0w/kddIYNG6Zhw4Y1eX5+fn6d1/PmzdNf//pXvfXWWwQdAAAANMpmC67g0dZCQkL0zjvvaO7cuTp+/Lh69eql//zP/1RmZqbRpRmuzZ/Rqa2t1dGjR9WlSxefc6qrq1VdXe15XVFR0RalAQAAAEElKipK7733ntFlBKQ277r21FNP6dixY7r11lt9zsnLy1NsbKxnS0xMbMMKAQAAAAS7Ng06a9as0aOPPqpXX31VcXFxPufNnDlT5eXlnu3AgQNtWCUAAACAYNdmt66tXbtWd911l1577bWz3jMYERGhiIiINqoMAAAAgaC2ttboEhAgWuLvQpsEnVdeeUUTJkzQ2rVrdf3117fFKQEAABAkwsPDFRoaqp9++kkXXHCBwsPDz/qDlzAnl8ulEydO6PDhwwoNDVV4eHiz38vvoHPs2DF99913ntf79u3T7t271aVLF9lsNs2cOVM//vij/vKXv0hy3642duxYPf3000pPT1dpaakk94NTsbGxzS4cAAAA5hAaGqqePXvq4MGD+umnn4wuBwHAYrHIZrMpNLT5T9r4HXQ+++yzOr+ImpubK0kaO3asVq1apYMHD8rhcHj2L1++XKdOndLkyZM1efJkz/jp+QAAAEB4eLhsNptOnTqlmpoao8uBgcLCwtShQ4dzXtXzO+gMHTpULpfL5/764WXr1q3+ngIAAADtUEhIiDp27KiOHTsaXQpMoM3bSwMAAABAayPoAAAAADAdgg4AAAAA0yHoAAAAADAdgg4AAAAA0yHoAAAAADAdgg4AAAAA0yHoAAAAADAdgg4AAAAA0yHoAAAAADAdgg4AAAAA0yHoAAAAADAdgg4AAAAA0yHoAAAAADAdgg4AAAAA0yHoAAAAADAdgg4AAAAA0+lgdAFofXZ7wzGrVbLZ2r4WAAAAoC0QdEzMapUsFik7u+E+i8UdgAg7AAAAMCOCjonZbO4w43TWHbfb3eHH6SToAAAAwJwIOiZnsxFmAAAA0P7QjAAAAACA6RB0AAAAAJgOQQcAAACA6RB0AAAAAJgOQQcAAACA6RB0AAAAAJgOQQcAAACA6RB0AAAAAJgOQQcAAACA6RB0AAAAAJgOQQcAAACA6RB0AAAAAJgOQQcAAACA6RB0AAAAAJgOQQcAAACA6RB0AAAAAJgOQQcAAACA6RB0AAAAAJgOQQcAAACA6RB0AAAAAJgOQQcAAACA6RB0AAAAAJgOQQcAAACA6RB0AAAAAJiO30Hngw8+0PDhw9W9e3eFhIRow4YNZz1m69atSklJUUREhP7pn/5Jq1atakap5udwSMXFv252u9EVAQAAAMGpg78HVFZWqn///powYYJuuumms87ft2+frr/+et1zzz16+eWXVVhYqLvuukvdunVTVlZWs4o2I4dDSk6WqqrqjlssktVqTE0AAABAsPI76AwbNkzDhg1r8vyCggL17NlTCxYskCQlJyfro48+0qJFiwg6Z3A63SFn9Wp34DnNapVsNuPqAgAAAIKR30HHX9u2bVNmZmadsaysLE2dOtXnMdXV1aqurva8rqioaK3yAk5yspSSYnQVAAAAQHBr9WYEpaWlio+PrzMWHx+viooK/fLLL16PycvLU2xsrGdLTExs7TIBAAAAmEhAdl2bOXOmysvLPduBAweMLgkAAABAEGn1W9cSEhJUVlZWZ6ysrEwxMTGKioryekxERIQiIiJauzQAAAAAJtXqKzoZGRkqLCysM7Zp0yZlZGS09qkBAAAAtFN+B51jx45p9+7d2r17tyR3++jdu3fL4XBIct92NmbMGM/8e+65R3v37tWDDz6oPXv26Nlnn9Wrr76qadOmtcwnAAAAAIB6/A46n332mQYOHKiBAwdKknJzczVw4EDNnj1bknTw4EFP6JGknj17auPGjdq0aZP69++vBQsW6LnnnqO1NAAAAIBW4/czOkOHDpXL5fK5f9WqVV6P2bVrl7+nAgAAAIBmCciuawAAAABwLgg6AAAAAEyHoAMAAADAdAg6AAAAAEyHoAMAAADAdAg6AAAAAEyHoAMAAADAdAg6AAAAAEyHoAMAAADAdAg6AAAAAEyHoAMAAADAdAg6AAAAAEyHoAMAAADAdAg6AAAAAEyHoAMAAADAdAg6AAAAAEyHoAMAAADAdAg6AAAAAEyHoAMAAADAdAg6AAAAAEyHoAMAAADAdAg6AAAAAEyHoAMAAADAdDoYXQCMY7fXfW21SjabMbUAAAAALYmg0w5ZrZLFImVn1x23WNzhh7ADAACAYEfQaYdsNnegcTp/HbPb3cHH6SToAAAAIPgRdNopm41AAwAAAPOiGQEAAAAA0yHoAAAAADAdgg4AAAAA0yHoAAAAADAdgg4AAAAA0yHoAAAAADAdgg4AAAAA0yHoAAAAADAdgg4AAAAA0yHoAAAAADAdgg4AAAAA0yHoAAAAADAdgg4AAAAA0yHoAAAAADAdgg4AAAAA0yHoAAAAADAdgg4AAAAA0yHoAAAAADCdZgWdpUuXKikpSZGRkUpPT9eOHTsanZ+fn69evXopKipKiYmJmjZtmo4fP96sggEAAADgbPwOOuvWrVNubq7mzJmj4uJi9e/fX1lZWTp06JDX+WvWrNGMGTM0Z84c2e12Pf/881q3bp3++Mc/nnPxAAAAAOCN30Fn4cKFmjhxosaPH68+ffqooKBAFotFK1eu9Dr/k08+0ZAhQ3T77bcrKSlJ1157rUaNGnXWVSAAAAAAaC6/gs6JEydUVFSkzMzMX98gNFSZmZnatm2b12OuuOIKFRUVeYLN3r179c477+i6667zeZ7q6mpVVFTU2QAAAACgqTr4M9npdKqmpkbx8fF1xuPj47Vnzx6vx9x+++1yOp3653/+Z7lcLp06dUr33HNPo7eu5eXl6dFHH/WnNAAAAADwaPWua1u3btW8efP07LPPqri4WG+88YY2btyoxx57zOcxM2fOVHl5uWc7cOBAa5cJAAAAwET8WtGxWq0KCwtTWVlZnfGysjIlJCR4PWbWrFm64447dNddd0mS+vbtq8rKSt1999166KGHFBraMGtFREQoIiLCn9IAAAAAwMOvFZ3w8HANGjRIhYWFnrHa2loVFhYqIyPD6zFVVVUNwkxYWJgkyeVy+VsvAAAAAJyVXys6kpSbm6uxY8cqNTVVaWlpys/PV2VlpcaPHy9JGjNmjHr06KG8vDxJ0vDhw7Vw4UINHDhQ6enp+u677zRr1iwNHz7cE3gAAAAAoCX5HXRGjhypw4cPa/bs2SotLdWAAQP07rvvehoUOByOOis4Dz/8sEJCQvTwww/rxx9/1AUXXKDhw4dr7ty5LfcpAAAAAOAMIa4guH+soqJCsbGxKi8vV0xMjNHltIriYmnQIKmoSEpJaX/nBwAAAJqiqdmg1buuAQAAAEBbI+gAAAAAMB2CDgAAAADTIegAAAAAMB2/u67BJBwOyen89bU9SlKyZLdL+kWyWiWbzajqAAAAgHNC0GmPHA4pOVmqqjpjcKCkYil7tKRdksXiDj2EHQAAAAQhgk575HS6Q87q1e7AI7lXdLIlrX5Z7sCT7Z5H0AEAAEAQIui0Z8nJDX80JzlZ0i+GlAMAAAC0FIIOfLPbvY/z/A4AAAACHEEHDVmt7md0srO97+f5HQAAAAQ4gg4astncQebMrmyn2e08vwMAAICAR9Axs/otpE/zdUvamWw2ggwAAACCFkHHrLy2kD6DxeK+RQ0AAAAwIYKOWXlrIX0mGgoAAADAxAg6ZuethTQAAABgcqFGFwAAAAAALY2gAwAAAMB0CDoAAAAATIegAwAAAMB0CDoAAAAATIegAwAAAMB0CDoAAAAATIegAwAAAMB0CDoAAAAATIegAwAAAMB0CDoAAAAATKeD0QW0Rw6H5HTWHbPbjakFAAAAMCOCThtzOKTkZKmqquE+i0WyWtu+JgAAAMBsCDptzOl0h5zVq92B50xWq2SzGVMXAAAAYCYEHYMkJ0spKUZXcQ583WtHWgMAAEAAIOjAP1ar+x677Gzv+y0Wdwgi7AAAAMBABB3UUX+hpsECjc3mnlS/m8Lpg7Oz3fsIOgAAADAQQQeSfC/UeF2gsdkIMgAAAAhoBJ1g561XteR3v2pvCzUs0AAAACBYEXSCWWO9qiW/+1WzUAMAAACzIOgEs8Z6VUt0QAMAAEC7RdAxg6DvVQ0AAAC0rFCjCwAAAACAlkbQAQAAAGA6BB0AAAAApkPQAQAAAGA6BB0AAAAApkPQAQAAAGA6BB0AAAAApkPQAQAAAGA6zQo6S5cuVVJSkiIjI5Wenq4dO3Y0Ov/IkSOaPHmyunXrpoiICF166aV65513mlUwAAAAAJxNB38PWLdunXJzc1VQUKD09HTl5+crKytLJSUliouLazD/xIkTuuaaaxQXF6fXX39dPXr00A8//KDOnTu3RP0AAAAA0IDfQWfhwoWaOHGixo8fL0kqKCjQxo0btXLlSs2YMaPB/JUrV+rnn3/WJ598oo4dO0qSkpKSzq1qAAAAAGiEX7eunThxQkVFRcrMzPz1DUJDlZmZqW3btnk95s0331RGRoYmT56s+Ph4XX755Zo3b55qamp8nqe6uloVFRV1NgAAAABoKr+CjtPpVE1NjeLj4+uMx8fHq7S01Osxe/fu1euvv66amhq98847mjVrlhYsWKDHH3/c53ny8vIUGxvr2RITE/0pEwAAAEA71+pd12praxUXF6fly5dr0KBBGjlypB566CEVFBT4PGbmzJkqLy/3bAcOHGjtMgEAAACYiF/P6FitVoWFhamsrKzOeFlZmRISErwe061bN3Xs2FFhYWGeseTkZJWWlurEiRMKDw9vcExERIQiIiL8KQ0AAAAAPPxa0QkPD9egQYNUWFjoGautrVVhYaEyMjK8HjNkyBB99913qq2t9Yx988036tatm9eQAwAAAADnyu9b13Jzc7VixQq9+OKLstvtmjRpkiorKz1d2MaMGaOZM2d65k+aNEk///yzpkyZom+++UYbN27UvHnzNHny5Jb7FAAAAABwBr/bS48cOVKHDx/W7NmzVVpaqgEDBujdd9/1NChwOBwKDf01PyUmJurvf/+7pk2bpn79+qlHjx6aMmWKpk+f3nKfAgAAAADO4HfQkaScnBzl5OR43bd169YGYxkZGfr000+bcyoEI7vd+7jVKtlsbVsLAAAA2qVmBR3AK6tVslik7Gzv+y0Wdwgi7AAAAKCVEXTQcmw2d5BxOhvus9vdAcjpJOgAAACg1RF00LJsNoIMAAAADNfqPxgKAAAAAG2NoAMAAADAdAg6AAAAAEyHoAMAAADAdAg6AAAAAEyHoAMAAADAdAg6AAAAAEyHoAMAAADAdAg6AAAAAEyHoAMAAADAdAg6AAAAAEyHoAMAAADAdDoYXQCawOGQnM6G43Z729cCAAAABAGCTqBzOKTkZKmqyvt+i0WyWtu2JgAAACDAEXQCndPpDjmrV7sDT31Wq2SztX1dAAAAQAAj6ASL5GQpJcXoKgAAAICgQDMCAAAAAKZD0AEAAABgOgQdAAAAAKZD0AEAAABgOgQdAAAAAKZD0AEAAABgOgQdAAAAAKZD0AEAAABgOvxgKNqW3e593GqVbLa2rQUAAACmRdBB27BaJYtFys72vt9icYcgwg4AAABaAEEHbcNmcwcZp7PhPrvdHYCcToIOAAAAWgRBB23HZiPIAAAAoE3QjAAAAACA6RB0AAAAAJgOQQcAAACA6fCMDs7KW0doukEDAAAgkBF04FNjHaHpBg0AAIBARtCBT746QtMNGgAAAIGOoING0REaAAAAwYhmBAAAAABMh6ADAAAAwHQIOgAAAABMh6ADAAAAwHQIOgAAAABMh6ADAAAAwHQIOgAAAABMp1lBZ+nSpUpKSlJkZKTS09O1Y8eOJh23du1ahYSEaMSIEc05LQAAAAA0id9BZ926dcrNzdWcOXNUXFys/v37KysrS4cOHWr0uP379+v+++/XlVde2exiAQAAAKAp/A46Cxcu1MSJEzV+/Hj16dNHBQUFslgsWrlypc9jampqNHr0aD366KO66KKLzqlgAAAAADgbv4LOiRMnVFRUpMzMzF/fIDRUmZmZ2rZtm8/j/vSnPykuLk533nlnk85TXV2tioqKOhsAAAAANJVfQcfpdKqmpkbx8fF1xuPj41VaWur1mI8++kjPP/+8VqxY0eTz5OXlKTY21rMlJib6UyYAAACAdq5Vu64dPXpUd9xxh1asWCGr1drk42bOnKny8nLPduDAgVasEgAAAIDZdPBnstVqVVhYmMrKyuqMl5WVKSEhocH877//Xvv379fw4cM9Y7W1te4Td+igkpISXXzxxQ2Oi4iIUEREhD+lAQAAAICHX0EnPDxcgwYNUmFhoadFdG1trQoLC5WTk9Ngfu/evfXll1/WGXv44Yd19OhRPf3009yShrrsdu/jVqtks7VtLQAAAAhqfgUdScrNzdXYsWOVmpqqtLQ05efnq7KyUuPHj5ckjRkzRj169FBeXp4iIyN1+eWX1zm+c+fOktRgHO2Y1SpZLFJ2tvf9Fos7BBF2AAAA0ER+B52RI0fq8OHDmj17tkpLSzVgwAC9++67ngYFDodDoaGt+ugPzMZmcwcZp7PhPrvdHYCcToIOAAAAmszvoCNJOTk5Xm9Vk6StW7c2euyqVauac0qYnc1GkAEAAECLYekFAAAAgOkQdAAAAACYDkEHAAAAgOkQdAAAAACYTrOaEaDpHI66zcR8/VRMg4lnPQAAAACALwSdVuRwSMnJUlVV3XGLxf3TMWed6PMAAAAAAI0h6LQip9OdXVavdueY06zWep2UfU30eQAAAACAxhB02kByspSS0pITAQAAADSGZgQAAAAATIegAwAAAMB0CDoAAAAATIegAwAAAMB0CDoAAAAATIegAwAAAMB0CDoAAAAATIegAwAAAMB0CDoAAAAATIegAwAAAMB0CDoAAAAATIegAwAAAMB0CDoAAAAATIegAwAAAMB0OhhdANAkdrv3catVstnathYAAAAEPIIOApvVKlksUna29/0WizsEEXYAAABwBoIOmq3+IkurLK7YbO4TOZ3eC8jOdu8j6AAAAOAMBB34zdciS6strthsBBkAAAD4haADv3lbZGFxBQAAAIGEoINmYZEFAAAAgYz20gAAAABMh6ADAAAAwHQIOgAAAABMh6ADAAAAwHQIOgAAAABMh6ADAAAAwHQIOgAAAABMh6ADAAAAwHQIOgAAAABMh6ADAAAAwHQIOgAAAABMp4PRBQDnzG73Pm61SjZb29YCAACAgEDQQfCyWiWLRcrO9r7fYnGHIMIOAABAu0PQQfCy2dxBxulsuM9udwcgp5OgAwAA0A4RdBDcbDaCDAAAABqgGQEAAAAA0yHoAAAAADCdZgWdpUuXKikpSZGRkUpPT9eOHTt8zl2xYoWuvPJKnX/++Tr//POVmZnZ6HwAAAAAOFd+B51169YpNzdXc+bMUXFxsfr376+srCwdOnTI6/ytW7dq1KhR2rJli7Zt26bExERde+21+vHHH8+5eAAAAADwxu+gs3DhQk2cOFHjx49Xnz59VFBQIIvFopUrV3qd//LLL+vee+/VgAED1Lt3bz333HOqra1VYWHhORcPAAAAAN741XXtxIkTKioq0syZMz1joaGhyszM1LZt25r0HlVVVTp58qS6dOnic051dbWqq6s9rysqKvwpM3A5HL5bIQMAAABoMX4FHafTqZqaGsXHx9cZj4+P1549e5r0HtOnT1f37t2VmZnpc05eXp4effRRf0oLfA6HlJwsVVV532+xuH8AEwAAAMA5a9Pf0XniiSe0du1abd26VZGRkT7nzZw5U7m5uZ7XFRUVSkxMbIsSW4/T6Q45q1e7A099Viu/BwMAAAC0EL+CjtVqVVhYmMrKyuqMl5WVKSEhodFjn3rqKT3xxBN677331K9fv0bnRkREKCIiwp/SgkdyspSSYnQVAAAAgKn51YwgPDxcgwYNqtNI4HRjgYyMDJ/HPfnkk3rsscf07rvvKjU1tfnVAgAAAEAT+H3rWm5ursaOHavU1FSlpaUpPz9flZWVGj9+vCRpzJgx6tGjh/Ly8iRJ8+fP1+zZs7VmzRolJSWptLRUknTeeefpvPPOa8GPAgAAAABufgedkSNH6vDhw5o9e7ZKS0s1YMAAvfvuu54GBQ6HQ6Ghvy4ULVu2TCdOnNAtt9xS533mzJmjRx555NyqB87GV0c7nokCAAAwtWY1I8jJyVFOTo7XfVu3bq3zev/+/c05BXBurFZ3J7vsbO/7LRZ3CCLsAAAAmFKbdl2D+XlbQDFk8cRmcxfj63eLsrPd+wg6AAAApkTQQYtobAHFsMUTm40gAwAA0E4RdNAifC2gsHgCAAAAIxB00GJYQAEAAECg8Ot3dAAAAAAgGBB0AAAAAJgOQQcAAACA6RB0AAAAAJgOQQcAAACA6RB0AAAAAJgO7aXRftnt3setVvpkAwAABDmCDtofq1WyWNy/ZOqNxeIOQYQdAACAoEXQQftjs7mDjNPZcJ/d7g5ATidBBwAAIIgRdNA+2WwEGQAAABOjGQEAAAAA02FFp4U4HA3vhPL1rDsAAACA1kXQaQEOh5ScLFVVNdxnsbiffZeXx0EAAAAAtA6CTgtwOt0hZ/Vqd+A5k6dTMUEnuNB6GgAAIKgRdFpQcrKUkmJ0FTgntJ4GAAAwBYIO2kT9BZKAXRih9TQAAIApEHTQqnwtkAT0wgitpwEAAIIeQQetytsCCQsjAAAAaG0EHbQ6FkgAAADQ1vjBUAAAAACmw4oO4C9aTwMAAAQ8gk5Lczh8d+xCcKP1NAAAQNAg6LSkgwelK5Pdvx7qjcXivlhGcKL1NAAAQNAg6LSkI0fcIWf1avevh9bHrU3Bj84KAAAAQYGg0xqSk6WUFKOrAAAAANotgg4MU/+xJVMseNGoAAAAICAQdNDmfD3TH9TP8tOoAAAAIKAQdNDmvD3TH/TP8tOoAAAAIKAQdGAIUz7Tb8oPBQAAEJxCjS4AAAAAAFoaKzpAW6FRAQAAQJsh6ACtjUYFAAAAbY6gA7S2pjQq+PBDfmQWAACgBRF0EFC83d1limt9X40KWO0BAABoFQQdBITGrvdNfa1PW2oAAIBWQdBBQPB1vd8urvXP1paaJgYAAAB+I+ggYDR2vV//Wr9dXOM35ba2N96QLrjA+7Gm/wMCAADwjaCDgObrWt/Ut7Od1thtbYcPSzfdJP2//+f92HbxBwQAAOAbQQcBzdu1fru4ne20sy1z0ckNAADAK4JOczgc9a68oyQlS/v2GVaSmfm61jdth7amOpdObtzyBgAATI6g4y+HQ45e18h5vJNnyK5kSS9Lsx52X0RarcbV1w6crUNb/Wv4dnftfq63vBGCAACACYS4XC6X0UWcTUVFhWJjY1VeXq6YmBhDa3Fs/FLJN1ykKnWqM26JrJH99a9l6xvLxWAbqL+oJv16DV9VVXec8FOPtz88yfcf4GmNhaDGtOs/bAAA0NKamg2ataKzdOlS/fnPf1Zpaan69++vJUuWKC0tzef81157TbNmzdL+/ft1ySWXaP78+bruuuuac2rDOY90UJU6afVj+5R8XU/PuNUaJputr4GVtS+N3c525jW8rwUMf67ZTXed3pznfs62EtSY5gakszHdFwMAAFqS30Fn3bp1ys3NVUFBgdLT05Wfn6+srCyVlJQoLi6uwfxPPvlEo0aNUl5enm644QatWbNGI0aMUHFxsS6//PIW+RBGSO55XCkpRleB+rxdwzc1/PjSrq7TmxOCGnMuAelsWuuL8SUgvzAAAOCL37eupaena/DgwXrmmWckSbW1tUpMTNR9992nGTNmNJg/cuRIVVZW6u233/aM/fa3v9WAAQNUUFDg9RzV1dWqrq72vC4vL5fNZtOBAwcMv3Vt97oSXXV3L72/vEQDRvYytBY034ED0j/+cfZ5Tqf7WaBffmn5GqKipNWr28EjXWWl0pHyln3PI0fcz8RVH2/Z921MRKT02ONS585td04A7VpC15NKsJ4yugzALSHBvQWAiooKJSYm6siRI4qNjfU90eWH6upqV1hYmGv9+vV1xseMGeO68cYbvR6TmJjoWrRoUZ2x2bNnu/r16+fzPHPmzHFJYmNjY2NjY2NjY2Nj87odOHCg0ezi161rTqdTNTU1io+PrzMeHx+vPXv2eD2mtLTU6/zS0lKf55k5c6Zyc3M9r2tra/Xzzz+ra9euCgkJ8afkFnU6PQbCyhIax3cVPPiuggffVfDguwoefFfBge8psLhcLh09elTdu3dvdF5AtpeOiIhQREREnbHOAXS7SExMDH/JgwTfVfDguwoefFfBg+8qePBdBQe+p8DR6C1r/yfUnze0Wq0KCwtTWVlZnfGysjIl+LhnLyEhwa/5AAAAAHCu/Ao64eHhGjRokAoLCz1jtbW1KiwsVEZGhtdjMjIy6syXpE2bNvmcDwAAAADnyu9b13JzczV27FilpqYqLS1N+fn5qqys1Pjx4yVJY8aMUY8ePZSXlydJmjJliq666iotWLBA119/vdauXavPPvtMy5cvb9lP0gYiIiI0Z86cBrfVIfDwXQUPvqvgwXcVPPiuggffVXDgewpOfreXlqRnnnnG84OhAwYM0OLFi5Weni5JGjp0qJKSkrRq1SrP/Ndee00PP/yw5wdDn3zyyaD9wVAAAAAAga9ZQQcAAAAAAplfz+gAAAAAQDAg6AAAAAAwHYIOAAAAANMh6AAAAAAwHYKOH5YuXaqkpCRFRkYqPT1dO3bsMLok1JOXl6fBgwcrOjpacXFxGjFihEpKSowuC2fxxBNPKCQkRFOnTjW6FHjx448/Kjs7W127dlVUVJT69u2rzz77zOiyUE9NTY1mzZqlnj17KioqShdffLEee+wx0XPIeB988IGGDx+u7t27KyQkRBs2bKiz3+Vyafbs2erWrZuioqKUmZmpb7/91phi27nGvquTJ09q+vTp6tu3rzp16qTu3btrzJgx+umnn4wrGI0i6DTRunXrlJubqzlz5qi4uFj9+/dXVlaWDh06ZHRpOMP777+vyZMn69NPP9WmTZt08uRJXXvttaqsrDS6NPiwc+dO/cd//If69etndCnw4n//9381ZMgQdezYUX/729/09ddfa8GCBTr//PONLg31zJ8/X8uWLdMzzzwju92u+fPn68knn9SSJUuMLq3dq6ysVP/+/bV06VKv+5988kktXrxYBQUF2r59uzp16qSsrCwdP368jStFY99VVVWViouLNWvWLBUXF+uNN95QSUmJbrzxRgMqRVPQXrqJ0tPTNXjwYD3zzDOSpNraWiUmJuq+++7TjBkzDK4Ovhw+fFhxcXF6//339bvf/c7oclDPsWPHlJKSomeffVaPP/64BgwYoPz8fKPLwhlmzJihjz/+WB9++KHRpeAsbrjhBsXHx+v555/3jN18882KiorS6tWrDawMZwoJCdH69es1YsQISe7VnO7du+vf//3fdf/990uSysvLFR8fr1WrVum2224zsNr2rf535c3OnTuVlpamH374QTabre2KQ5OwotMEJ06cUFFRkTIzMz1joaGhyszM1LZt2wysDGdTXl4uSerSpYvBlcCbyZMn6/rrr6/z/y0EljfffFOpqan6wx/+oLi4OA0cOFArVqwwuix4ccUVV6iwsFDffPONJOnzzz/XRx99pGHDhhlcGRqzb98+lZaW1vnnYGxsrNLT07nGCALl5eUKCQlR586djS4FXnQwuoBg4HQ6VVNTo/j4+Drj8fHx2rNnj0FV4Wxqa2s1depUDRkyRJdffrnR5aCetWvXqri4WDt37jS6FDRi7969WrZsmXJzc/XHP/5RO3fu1L/9278pPDxcY8eONbo8nGHGjBmqqKhQ7969FRYWppqaGs2dO1ejR482ujQ0orS0VJK8XmOc3ofAdPz4cU2fPl2jRo1STEyM0eXAC4IOTGvy5Mn66quv9NFHHxldCuo5cOCApkyZok2bNikyMtLoctCI2tpapaamat68eZKkgQMH6quvvlJBQQFBJ8C8+uqrevnll7VmzRpddtll2r17t6ZOnaru3bvzXQEt7OTJk7r11lvlcrm0bNkyo8uBD9y61gRWq1VhYWEqKyurM15WVqaEhASDqkJjcnJy9Pbbb2vLli36zW9+Y3Q5qKeoqEiHDh1SSkqKOnTooA4dOuj999/X4sWL1aFDB9XU1BhdIv5Pt27d1KdPnzpjycnJcjgcBlUEXx544AHNmDFDt912m/r27as77rhD06ZNU15entGloRGnryO4xggep0PODz/8oE2bNrGaE8AIOk0QHh6uQYMGqbCw0DNWW1urwsJCZWRkGFgZ6nO5XMrJydH69eu1efNm9ezZ0+iS4MXVV1+tL7/8Urt37/ZsqampGj16tHbv3q2wsDCjS8T/GTJkSIMW7d98840uvPBCgyqCL1VVVQoNrfuv9bCwMNXW1hpUEZqiZ8+eSkhIqHONUVFRoe3bt3ONEYBOh5xvv/1W7733nrp27Wp0SWgEt641UW5ursaOHavU1FSlpaUpPz9flZWVGj9+vNGl4QyTJ0/WmjVr9Ne//lXR0dGe+5tjY2MVFRVlcHU4LTo6usFzU506dVLXrl15nirATJs2TVdccYXmzZunW2+9VTt27NDy5cu1fPlyo0tDPcOHD9fcuXNls9l02WWXadeuXVq4cKEmTJhgdGnt3rFjx/Tdd995Xu/bt0+7d+9Wly5dZLPZNHXqVD3++OO65JJL1LNnT82aNUvdu3dvtNsXWkdj31W3bt10yy23qLi4WG+//bZqamo81xldunRReHi4UWXDFxeabMmSJS6bzeYKDw93paWluT799FOjS0I9krxuL7zwgtGl4Syuuuoq15QpU4wuA1689dZbrssvv9wVERHh6t27t2v58uVGlwQvKioqXFOmTHHZbDZXZGSk66KLLnI99NBDrurqaqNLa/e2bNni9d9NY8eOdblcLldtba1r1qxZrvj4eFdERITr6quvdpWUlBhbdDvV2He1b98+n9cZW7ZsMbp0eMHv6AAAAAAwHZ7RAQAAAGA6BB0AAAAApkPQAQAAAGA6BB0AAAAApkPQAQAAAGA6BB0AAAAApkPQAQAAAGA6BB0AAAAApkPQAQAAAGA6BB0AAAAApkPQAQAAAGA6/x+aP8Wfv/D72gAAAABJRU5ErkJggg==", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cos_theta_r1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "for var in VarNames[1:]:\n", + " print (var)\n", + " plt.figure(figsize=(10,5))\n", + " plt.hist(np.array(df_sig[var]),bins=100,histtype=\"step\", color=\"red\",label=\"signal\",density=1, stacked=True)\n", + " plt.hist(np.array(df_bkg[var]),bins=100,histtype=\"step\", color=\"blue\", label=\"background\",density=1, stacked=True)\n", + " plt.legend(loc='upper right')\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 3: Make nice figures\n", + "\n", + "Now use `matplotlib` to reproduce as closely as you can figures 5 and 6 from the paper. This exercise is intended to get you to familiarize yourself with making nicely formatted `matplotlib` figures with multiple plots. Note that the plots in the paper are actually wrong!" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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W6NGjdeKJJ+rQQw+tcewBBxwgSXrllVd0+eWXN3l9dQnaAIvEx79PDh0MLRw6GFqYWLbwc4aVGjfHbjqvMMcyxwZthg3W83IRVUF7Fzg/0cKhg6GFQwdDi7rl5eXps88+09dff93o6/7666/ab7/99M033+i6667T5ZdfrieffFJ33313ncf/+OOPOu6443TggQfqH//4h3JzczVy5Eh988034WN+/vlnvfzyyzr88MM1YcIE/fWvf9VXX32lfffdV0uXLm30Gj/77DOtX79eAwcOrHF5Xl6eJOnJJ59URUVFo2+3IXl5eaqsrNTjjz++2WN79+6tMWPG6KmnntK7776rSy65RCkpKbrrrrtqHZudna2tt95aH330UVTXC/iB78kOHQwtHDoYWhha1I05ljk2aHgmbAKr66c9rRUtHDoYWjh0MLQwKSk2Hlx11VU69NBDNWDAAA0ePFh777239t9/f+23336b/bW3O+64Q4WFhfr88881YMAASdJZZ52lbbbZps7jv//+e3344Yfae++9JblfS+rZs6cmTZqk8ePHS5J22mknzZ8/v8brO51++unabrvtNHHiRN10002N+lq/++47SVKfPn1qXL7HHnto33331UMPPaRXX31Vw4cP11577aXDDz9cvXr1atR9bOrss8/WP//5T40cOVJ///vfNWzYMO2zzz4aMWJEna+5edlll+nJJ5/USSedpFWrVumBBx5Qt27d6rztrbbaSvPmzWvW+uqy8WMCaAl8T3boYGjh0MHQwtDC2XReYY5ljg3aDMszYVtAQUGB+vfvr0GDBrXo/RYWFrbo/QUZLRw6GFo4dDC0MBv/xPzAAw/UzJkzdeSRR+qLL77QnXfeqYMPPlhbbLGFXn311QZv56233tKf/vSn8OAqSR06dNCpp55a5/H9+/cPD66S1LlzZ/Xr108///xz+LK0tLTw4FpZWamVK1cqMzNT/fr10+eff97or3XlypWSpNzc3BqXh0IhvfHGG7r11luVm5urp59+Wvn5+crLy9OJJ57YrNfS6tq1q7744gtdcMEFKiws1L///W+dcsop6tKli2655ZZavzaVkpKiBx98UKtWrdIee+yhc889t97bzs3N1YoVK5q8tvpE+1kUiB/Msf6ig6GFQwdDC0MLZ9N5hTmWOTZoMyybsC0gPz9f8+bN0+zZ/r2OCgAATTVo0CC9+OKLKiws1KxZs3Tddddp9erVOu644xr8afWiRYvUt2/fWpfXdZmkOn8yn5ubW+N/LKqqqvTPf/5T22yzjdLS0tSpUyd17txZX375pYqLi5vw1Tl1vV5UWlqabrjhBn377bdaunSpnn76ae2xxx569tlnddFFFzXq9jf9NcHu3bvr/vvv17Jly/T999/rnnvuUefOnXXzzTdr4sSJta5fvQG22267Nfgrh57n8SuJiCrmWABAPGOOZY4NEjZhE1i8vrtfLNDCoYOhhUMHQwtT3/DTpk0bDRo0SLfddpvuv/9+bdiwQc8991zU7jc5ObnOyzceLG+77TZdccUV2mefffTEE0/o7bff1rvvvqsddthBVRG+c+7Gqt+YoK5nkGzcoXv37jrppJP04YcfapttttGzzz4b/sl6enq6JGndunV13sfatWvDx9R1H9tuu60uvvhiffjhh0pKStKTTz7Z6K+jWmFhoTp16tTk69cn0QdiBA/fkx06GFo4dDC0MLRwGppXmGNb5xwbtBk2WC+OgKja3GuctCa0cOhgaOHQwdDCRDKs7L777pKkZcuW1XtMXl6efvzxx1qX13VZpJ5//nntt99+tX7KXlRU1KShbbvttpMkLViwQDvttFONz9XVITU1VTvvvLN++OEHrVixQt26dQu/+cH333+vnj171jh+7dq1Wrx4sQ466KDNrmWrrbZSbm5ug003Z8GCBU16d93NCdoAi8TH92SHDoYWDh0MLQwtnEjnFebY1jPHBm2G5ZmwCay0tNTvJQQGLRw6GFo4dDC0MBv/JH7atGl1/orTlClTJEn9+vWr93YOPvhgzZw5U3Pnzg1ftmrVqmb9hDw5ObnWep577jn9+uuvTbq93XbbTW3atNGnn35a4/IffvhBCxcurHV8UVGRZs6cqdzcXHXu3FmStP/++6tNmza6//77az2L4cEHH1RFRYUOPfTQ8GWffPKJ1qxZU+u2Z82apZUrVzbYtCHFxcX66aeftOeeezbp+g1pyrMzgObge7JDB0MLhw6GFoYWzqbzCnNsTa1xjg3aDMszYQEAQL0uvvhirV27Vsccc4y22247rV+/XjNmzNB//vMf9e7dW2eddVa917366qv1xBNP6MADD9TFF1+sdu3a6eGHH1avXr20atWqJv1k+vDDD9fYsWN11llnac8999RXX32lJ598UltttVWTvr709HQddNBBmjp1qsaOHRu+/IsvvtApp5yiQw89VHvvvbc6dOigX3/9VY8++qiWLl2qu+66K/xrZ126dNHNN9+sG2+8Ufvss4+OPPJItW3bVjNmzNDTTz+tgw46SEcccUT4th9//HE9+eSTOuaYY8LD87fffqtHHnlE6enpuv7665v0tUydOlWe5+moo45q0vUBAAASCXMsc2zQsAmbwDIzM/1eQmDQwqGDoYVDBxPrFlXLl2vZbi377uIb33djVL9rqySNHz9ezz33nKZMmaIHH3xQ69evV69evfSXv/xFN954o3Jycuq9nZ49e2ratGm65JJLdNttt6lz587Kz89Xu3btdMkll9T7+lINuf7667VmzRo99dRT+s9//qOBAwfqjTfe0LXXXtvo26p29tln69hjj9XixYvDv4a1zz77aOzYsXrrrbc0YcIE/fHHH2rfvr123XVX3XHHHTr22GNr3MYNN9yg3r17695779XYsWNVUVGhPn36aMyYMbrmmmtqND3//PPVtm1bvffee3rllVdUUlKizp0766CDDtJ1112nXXfdtUlfx3PPPae99tpLW2+9dZNb1Gfj9QMtgX+fHDoYWjh0MLQwsWzh5wxbff+R2nReYY5ljg3aDBvy6npuNqKqoKBABQUFqqys1Pz581VcXKysrKyY3++aNWvUrl27mN9PPKCFQwdDC4cOpjktysrKtGDBAvXp06fWQLZst0Gq+u23aCyx2ZK6dVP3zzb/DueVlZX1vrlANFx22WV64IEHVFpaGtP7iVRlZaX69++vE044QbfcckuNy4Owvkj89ttv6tOnj5555pmYPIMgGi0aOk8kqaSkRNnZ2S02JyEyzLH+ooOhhUMHQwsTizk2SDOsFNkc2xKzG3Ns9MVyjo1Wh2jNsTwTtgXk5+crPz8//JfSUtavX88/Sv8fLRw6GFo4dDCxapHcpXPUb7OpIl1LNH8+u27dOmVkZIQ/XrlypR5//HHttddegRkMk5OTNXbsWF144YW65pprws8miaefU991113aaaedYvYrXPHUAtHFHOsvOhhaOHQwtDCxaBGkGVaKbD3RnleYY1tGLOfYoHVgExYAgBjq8uYUv5fgqz/96U8aNmyYtt9+e/3++++aOHGiSkpKdNNNN/m9tBpOPPFEnXjiiX4vo8n+/ve/+70EAACQQFr7DCsxx7aU1jTHsgmbwHJzc/1eQmDQwqGDoYVDB0MLk5ISvfFgxIgRev755/Xggw8qFApp4MCBmjhxovbZZ5+o3UesRLNDvKMFWhrfkx06GFo4dDC0MLRwoj2vMMfGv6B1CNYr1CKqioqK/F5CYNDCoYOhhUMHQwtTUVERtdu67bbbNH/+fK1du1Zr1qzR//73Px1wwAFRu/1YimaHeEcLtDS+Jzt0MLRw6GBoYWjhRHteYY6Nf0HrwCZsAgvaa1/4iRYOHQwtHDoYWgBAcPA92aGDoYVDB0MLQwsgPrAJm8DatGnj9xICgxYOHQwtHDoYWphQKOT3EgKBDoYWaGl8T3boYGjh0MHQwtDCYV4xtHCC1oFN2ATGN2JDC4cOhhYOHQwtTNCGFb/QwdACLY3vyQ4dDC0cOhhaGFo4zCuGFk7QOrAJm8BKS0v9XkJg0MKhg6GFQwdDC1NVVeX3EgKBDoYWaGl8T3boYGjh0MHQwtDCYV4xtHCC1oFN2BZQUFCg/v37a9CgQX4vBQAAAIgYcywAAEB0sAnbAvLz8zVv3jzNnj27Re+3Xbt2LXp/QUYLhw6GFg4dDC1MUhLjgUSHjdGi9WKO9RcdDC0cOhhaGFo4zCuGFk7QOgRrNYiqiooKv5cQGLRw6GBo4dDB0MLwDrsOHQwt0NL4nuzQwdDCoYOhhaGFw7xiaOEErQObsAmsvLzc7yUEBi0cOhhaOHQwtDBBGVZ69+6tww8/3Lf797tDKBTS6NGjIzp21qxZatOmjRYtWhSTtdTVYsOGDerZs6fuu+++mNwnWje+Jzt0MLRw6GBoYWjh+D27bYw5NhhzbH0d/Jpj2YQFAAD1mjx5skKhUI0/Xbp00X777ac333zT7+Xh/7vhhht08sknKy8vL3xZVVWVHnvsMQ0ZMkQdOnRQ+/btte222+qMM87Qxx9/HD7ugw8+CP/dPvHEE3Xe/j777KNQKKQdd9wxfFlqaqquuOIK/e1vf1NZWVnsvjgAAIAmYI6ND7GeY4cOHRqYOTalxe4JLS43N9fvJQQGLRw6GFo4dDCxajHygZlaWRqMZyd0zEzT5PP/tNnjUlJqjwdjx45Vnz595Hmefv/9d02ePFkjRozQa6+95utP+WOprg5BNHfuXE2dOlUzZsyocfkll1yigoICHXXUUTr11FOVkpKi77//Xm+++aa22mor7bHHHjWOT09P11NPPaXTTjutxuULFy7UzJkzlZ6eXuu+zzrrLF177bV66qmndPbZZ0f/i0Orxb9PDh0MLRw6GFqYWLQI0gwrRTbH1je7MccGV6zn2CVLlmjGjBmBmWPj428FTVJcXKzs7Gy/lxEItHDoYGjh0MHEqsXK0nL9URKcATYSFRUVtQa3Qw89VLvvvnv443POOUddu3bV008/HdfD65o1a+p9M4u6OgTRpEmT1KtXrxrD6O+//6777rtP5557rh588MEax9911136448/at3OiBEj9Oqrr2rFihXq1KlT+PKnnnpKXbt21TbbbKPCwsIa18nJydFBBx2kyZMnswmLqOLfJ4cOhhYOHQwtTCxaJMoMKzHHBlms59gnnngiUHMsL0eQwKqqqvxeQmDQwqGDoYVDBxPrFkkhqXNWmi9/kkLR/3pycnKUkZFRa7gbP3689txzT3Xs2FEZGRnabbfd9Pzzz9d5G0888YQGDx6stm3bKjc3V/vss4/eeeedBu/30UcfVUpKiv7617+GL1u5cqVOP/10ZWVlKScnR2eeeaa++OILhUIhTZ48OXzcyJEjlZmZqZ9++kkjRoxQ+/btdeqpp0pyQ+yVV16pnj17Ki0tTf369dOECRNqvI7UwoULa91mtU1f92r06NEKhUL68ccfNXLkSOXk5Cg7O1tnnXWW1q5dW+O65eXluvzyy9W5c2e1b99eRx55pJYsWdJgh429/PLLGj58uEIh+4tesGCBPM/T0KFD61xrly5dal1+1FFHKS0tTc8991yNy5966ikdd9xxSk5OrvP+DzzwQE2fPl2rVq2KeM3A5vDvk0MHQwuHDoYWJpYt/JxhmWMnh49jjrW1NmaOfeaZZ3TCCScEZo4N/rY4miw1NdXvJQQGLRw6GFo4dDCxbtGxfZpeu3JYTO+jPkf844NGPZNh4yGoWnFxsVasWCHP87R8+XL961//Umlpaa1f+bn77rt15JFH6tRTT9X69ev1zDPP6Pjjj9frr7+uww47LHzcmDFjNHr0aO25554aO3as2rRpo08++UTvv/++DjrooDrX9eCDD+qCCy7Q9ddfr1tvvVWS+5+OI444QrNmzdKFF16o7bbbTq+88orOPPPMOm+joqJCBx98sPbaay+NHz9ebdu2led5OvLIIzVt2jSdc845GjBggN5++21dc801WrZsmf75z39G3G5TJ5xwgvr06aPbb79dn3/+uR5++GF16dJFd9xxR/iYP//5z3riiSd0yimnaM8999T7779fo1VDfv31V/3yyy8aOHBgjcurX1Prueee0/HHH6+2bdtu9rbatm2ro446Sk8//bQuvPBCSdIXX3yhb775Rg888IBuuOGGOq+32267yfM8zZgxI66fTYJg4d8nhw6GFg4dDC1MLFv4OcNKjZtj65phJebYpkqUOfbhhx/Wl19+Wef1WnqOZRM2gdX1mhetFS0cOhhaOHQwtDBJSbV/UeaAAw6o8XFaWpoeeeQRHXjggTUunz9/vjIyMsIfX3TRRRo4cKAmTJgQHsh+/PFHjR07Vsccc4yef/75GvdX3zuY3nPPPbrssss0duxY3XjjjeHLX375Zc2cOVN33XWXLr30UknShRdeWGtd1crLy3X88cfr9ttvD1/2yiuv6P3339ett94a3mjMz8/X8ccfr7vvvlsXXXSRtt566zpvb3N23XVXTZw4MfzxypUrNXHixPDw+sUXX+iJJ57QX/7yFxUUFITv+9RTT613WNzYd999J0nq06dPjcu7d++uM844Q4899pi23HJLDRs2TEOHDtVhhx2m7bbbrt7bO+WUU3TEEUdo8eLF6tmzp5588klttdVW2nPPPeu9zlZbbSVJmjdvHpuwiBq+Jzt0MLRw6GBoYWjh1DXDSsyxrX2O3fT1YzfW0nMsL0eQwFavXu33EgKDFg4dDC0cOhhamMrKylqXFRQU6N1339W7776rJ554Qvvtt5/+/Oc/68UXX6xx3MaDa2FhoYqLi7X33nvr888/D1/+8ssvq6qqSjfffHOtYbmuZzDceeeduvTSS3XHHXfUGFwl6a233lJqaqrOPffc8GVJSUnKz8+v9+ur/ul4tSlTpig5OVmXXHJJjcsvvfRSeZ7XrHfPveCCC2p8vPfee2vlypUqKSkJ37ekWvd92WWXRXT7K1eulFT3G3JMmjRJ9957r/r06aOXXnpJV111lbbffnvtv//++vXXX+u8vYMOOkgdOnTQM888I8/z9Mwzz+jkk0+u8zFRrfq+V6xYEdGagUjwPdmhg6GFQwdDC0MLp755hTm2aRJhjj3xxBMbXENLz7E8ExYAAGzW4MGDa7yhwcknn6xdd91VF110kQ4//HC1adNGkvT666/r1ltv1dy5c1Vebr86tvFQ+tNPPykpKUn9+/ff7P3+97//1RtvvKFrrrmmxutnVVu0aJG6d+9e69eU+vbtW+ftpaSkaMstt6x1Gz169FD79u1rXL799tuHP99UvXr1qvFx9aBXWFiorKwsLVq0SElJSbWeodCvX79G3U9dz7yoHuLz8/O1cuVKffTRR/r3v/+tN998UyeddJL+97//1bpOamqqjj/+eD311FMaPHiwFi9erFNOOSWi+67vVwABAAD8xBzbNIkwx5500kkR3XdLzbE8EzaB1fcuea0RLRw6GFo4dDC0MPX9Ktemx+y3335atmyZfvjhB0nS//73Px155JFKT0/XfffdpylTpujdd9/VKaecUu+vZ23ODjvsoH79+unxxx/XggULmnQbG0tLS4vo65Nqd6hvOGvoWaL1vQlAU3tsqmPHjpJU691e6zruyCOP1JQpU7Tvvvtq+vTp9Q7lp5xyiubOnavRo0drl112Uf/+/RtsVn3fG78TLdBcfE926GBo4dDB0MLQwmnMjMcc6yT6HLvjjjs2eNstPceyCdsCCgoK1L9/fw0aNKhF77ehk6m1oYVDB0MLhw6GFo1XUVEhSSotLZUkvfDCC0pPT9fbb7+ts88+W4ceemit1+CSpK233lpVVVWaN2/eZu+jU6dOmjp1qlJTU7X//vtr6dKlNT6fl5enZcuW1Xqn1h9//DHiryMvL09Lly6t9at81a9TVf3mANU//S8qKqpxXHOeYZCXl6eqqir99NNPNS7//vvvI7p+9etiNWawr34myLJly+r8/F577aVevXrpgw8+2OyzYDe+7+pnXCCxMMf6iw6GFg4dDC0MLRqPOdZhjm3ZOZZN2BaQn5+vefPmafbs2S16v2VlZS16f0FGC4cOhhYOHQwtTFVV1WaP2bBhg9555x21adMmPLQkJycrFArV+B+BhQsX6uWXX65x3aOPPlpJSUkaO3Zsrfuq6yfrW265paZOnap169bpwAMPDL9+lCQdfPDB2rBhgx566KEa669+c4BIjBgxQpWVlbr33ntrXH7XXXcpFArp0EMPlSRlZWWpU6dO+vDDD2scd99990V8X5uqvu177rmn1n1HYosttlDPnj316aef1rj8t99+q/N/DtavX6/33ntPSUlJ9f6qWygU0j333KNRo0bp9NNPl9TwY+Kzzz5TKBTSn/70p4jWjPjCHOsvOhhaOHQwtDC0cCKZYSXm2I0l+hy7ucdES8+xvCYsAADYrDfffDP8E/Xly5frqaee0g8//KBrr71WWVlZkqTDDjtMEyZM0CGHHKJTTjlFy5cvV0FBgfr27VvjHVL79u2rG264Qbfccov23ntv/d///Z/S0tI0e/Zs9ejRo8Y7vm58nXfeeUfDhg3TwQcfrPfff19ZWVk6+uijNXjwYF155ZX68ccftd122+nVV1/VqlWrJEX2+k5HHHGE9ttvP91www1auHChdtllF73zzjt65ZVXdNlll9V4nas///nP+vvf/64///nP2n333fXhhx9q/vz5Te46YMAAnXzyybrvvvtUXFysPffcU++9916jngFx1FFH6aWXXpLneeGvd8mSJRo8eLCGDx+u/fffX926ddPy5cv19NNP64svvtBll13W4K9dHXXUUTrqqKMiuv93331XQ4cODf9KGQAAQJAwxzqtcY6tfsZzfVp6jmUTNoHl5OT4vYTAoIVDB0MLhw4m1i1Wri7XEf/4IKb30dB9N0Zdr/908803h/87PT1d2223ne6//36df/754cuHDx+uiRMn6u9//7suu+wy9enTR3fccYcWLlxYY3iVpLFjx6pPnz7617/+pRtuuEFt27bVzjvvHH7mZV122mknvfnmmzrggAN0xBFH6K233lJGRobeeOMNXXrppXr00UeVlJSkY445RqNGjdLQoUOVnp6+2a83KSlJr776qm6++Wb95z//0aRJk9S7d2/deeeduuqqq2p1+OOPP/T888/r2Wef1aGHHqo333xTXbp02ez91OeRRx5R586d9eSTT+rll1/W8OHD9cYbb6hnz54RXf/ss8/Wvffeq48++kh77bWXJPeGCHfddZemTJmi++67T7///rvS09O144476qGHHtI555zTqDXW95pgxcXFeuedd5r1LAqgLvz75NDB0MKhg6GFiWULP2fY6vuPVH3zCnOsdWhtc2x9jwnJnzk25EXrFXWxWSUlJcrOzlZxcXH4py2xVFxcrOzs7JjfTzyghUMHQwuHDqY5LcrKyrRgwQL16dOn1rB0xD8+0B8ljdsEjZXOWWl67cphmz2uoqJCKSnx/XPal19+Wcccc4ymT5+uoUOHNuk24qnD/vvvrx49eujxxx+Pye3X1+Kuu+7SnXfeqZ9++kkZGRkN3kZD54nU8nMSGoc51h90MLRw6GBoYWIxxwZphpUim2PjaXZrCHNs9DTUwY85Nj7+RtAkkb4eSmtAC4cOhhYOHUysWnTMTIvJ7TZFkNYSTevWrasxOFVWVupf//qXsrKyNHDgQB9X1nJuu+027b333rr11lvDb8AQaxs2bNCECRN04403bnZwBRqLf58cOhhaOHQwtDCxaBG0uTFo64kW5tjWNceyCZvA4uWnHi2BFg4dDC0cOphYtZh8fvy9WVEkrz8VJBdffLHWrVunP/3pTyovL9eLL76oGTNm6LbbbmvWUBVPHYYMGaL169fH7PbrapGamqpffvklZveJ1o1/nxw6GFo4dDC0MLFowQzbMphjYzvH1tfBrzmW71oJrG3btn4vITBo4dDB0MKhg6GFSUpK8nsJjTJ8+HD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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import rcParams\n", + "\n", + "\n", + "# update font settings\n", + "rcParams.update({\n", + " 'font.family': 'sans-serif', \n", + " 'font.sans-serif': ['Arial', 'DejaVu Sans', 'Liberation Sans'],\n", + " 'mathtext.fontset': 'stix', # math symbols\n", + "})\n", + "\n", + "# set up matplotlib style parameters\n", + "rcParams.update({\n", + " 'font.size': 14,\n", + " 'axes.titlesize': 16,\n", + " 'axes.labelsize': 14,\n", + " 'xtick.labelsize': 12,\n", + " 'ytick.labelsize': 12,\n", + " 'legend.fontsize': 12,\n", + " 'figure.titlesize': 18,\n", + " 'figure.facecolor': 'white',\n", + " 'axes.facecolor': 'white',\n", + " 'axes.grid': True,\n", + " 'grid.alpha': 0.3,\n", + " 'grid.linestyle': '--',\n", + " 'grid.linewidth': 0.5\n", + "})\n", + "\n", + "def plot_hist(data, var_name, color, label, bins=100, range=None, ax=None, linewidth=2):\n", + " \"\"\"histogram plotting function control\"\"\"\n", + " if ax is None:\n", + " ax = plt.gca()\n", + " \n", + " ax.hist(\n", + " np.array(data[var_name]),\n", + " bins=bins,\n", + " histtype=\"step\",\n", + " color=color,\n", + " label=label,\n", + " density=True,\n", + " range=range,\n", + " linewidth=linewidth\n", + " )\n", + " return ax\n", + "\n", + "# ---------- Figure 5: Kinematic Variables ------------\n", + "fig5, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "fig5.suptitle(\"Kinematic Variable Distributions\", y=1.02)\n", + "\n", + "# M_R distribution\n", + "plot_hist(df_sig, \"M_R\", \"#E41A1C\", \"Signal (SUSY)\", \n", + " bins=np.linspace(0, 4000, 81), ax=ax1)\n", + "plot_hist(df_bkg, \"M_R\", \"#377EB8\", \"Background (SM)\", \n", + " bins=np.linspace(0, 4000, 81), ax=ax1)\n", + "ax1.set_xlabel(r\"$M_R$ [GeV]\", labelpad=10)\n", + "ax1.set_ylabel(\"Probability Density\", labelpad=10)\n", + "ax1.legend(loc=\"upper right\", frameon=True)\n", + "ax1.set_yscale('log')\n", + "ax1.set_ylim(1e-6, 1)\n", + "\n", + "# M_TR_2 distribution\n", + "plot_hist(df_sig, \"M_TR_2\", \"#E41A1C\", \"Signal (SUSY)\", \n", + " bins=np.linspace(0, 2000, 81), ax=ax2)\n", + "plot_hist(df_bkg, \"M_TR_2\", \"#377EB8\", \"Background (SM)\", \n", + " bins=np.linspace(0, 2000, 81), ax=ax2)\n", + "ax2.set_xlabel(r\"$M_{T,R2}$ [GeV]\", labelpad=10)\n", + "ax2.set_ylabel(\"Probability Density\", labelpad=10)\n", + "ax2.legend(loc=\"upper right\", frameon=True)\n", + "ax2.set_yscale('log')\n", + "ax2.set_ylim(1e-6, 1)\n", + "\n", + "plt.tight_layout()\n", + "\n", + "# ---------- Figure 6, Derived Features -------------\n", + "fig6, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "fig6.suptitle(\"Derived Feature Distributions\", y=1.02)\n", + "\n", + "# R distribution\n", + "plot_hist(df_sig, \"R\", \"#E41A1C\", \"Signal (SUSY)\", \n", + " bins=np.linspace(0, 1, 81), ax=ax1)\n", + "plot_hist(df_bkg, \"R\", \"#377EB8\", \"Background (SM)\", \n", + " bins=np.linspace(0, 1, 81), ax=ax1)\n", + "ax1.set_xlabel(r\"$R$\", labelpad=10)\n", + "ax1.set_ylabel(\"Probability Density\", labelpad=10)\n", + "ax1.legend(loc=\"upper right\", frameon=True)\n", + "ax1.set_yscale('log')\n", + "ax1.set_ylim(1e-4, 10)\n", + "\n", + "# MT2 distribution\n", + "plot_hist(df_sig, \"MT2\", \"#E41A1C\", \"Signal (SUSY)\", \n", + " bins=np.linspace(0, 1000, 81), ax=ax2)\n", + "plot_hist(df_bkg, \"MT2\", \"#377EB8\", \"Background (SM)\", \n", + " bins=np.linspace(0, 1000, 81), ax=ax2)\n", + "ax2.set_xlabel(r\"$M_{T2}$ [GeV]\", labelpad=10)\n", + "ax2.set_ylabel(\"Probability Density\", labelpad=10)\n", + "ax2.legend(loc=\"upper right\", frameon=True)\n", + "ax2.set_yscale('log')\n", + "ax2.set_ylim(1e-6, 1)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 4: Correlation\n", + "\n", + "### Exercise 4.1\n", + "\n", + "#### Part a\n", + "Write a function that creates pair plots and use it to compare variables in the SUSY sample, separately for low and high-level features. Refer to Lecture 13 for details. Do not use `seaborn`.\n", + "\n", + "#### Part b\n", + "Making these plots can be slow because creating each plot initiates a full loop over the data. Make at least one modification to your function in part a to speed it up. Can you propose a different method of creating histograms that would speed up making such pair plots?\n", + "\n", + "#### Part c\n", + "Which observables appear to be best for separating signal from background?" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Part 4.1 a\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import rcParams\n", + "\n", + "# plot settings\n", + "rcParams.update({\n", + " 'font.size': 10,\n", + " 'axes.grid': True,\n", + " 'grid.alpha': 0.3,\n", + " 'grid.linestyle': '--'\n", + "})\n", + "\n", + "def create_pair_plots(data, variables, title, max_points=10000):\n", + " \"\"\"\n", + " creating pair plots without using seaborn.\n", + " \n", + " Args:\n", + " data: dataFrame containing the data\n", + " variables: List of variables to plot\n", + " title: title for the figure\n", + " max_points: maximum number of points to plot (for performance)\n", + " \"\"\"\n", + " n_vars = len(variables)\n", + " fig, axes = plt.subplots(n_vars, n_vars, figsize=(12, 12))\n", + " fig.suptitle(title, y=1.02, fontsize=14)\n", + " \n", + " # subsample if too many points\n", + " plot_data = data.sample(min(len(data), max_points)) if max_points else data\n", + " \n", + " for i, var1 in enumerate(variables):\n", + " for j, var2 in enumerate(variables):\n", + " ax = axes[i,j]\n", + " \n", + " if i == j:\n", + " # diagonal - histograms\n", + " ax.hist(plot_data[var1], bins=50, color='pink', alpha=0.7)\n", + " ax.set_xlabel(var1)\n", + " else:\n", + " # Off diagonal - scatter plots\n", + " ax.scatter(plot_data[var2], plot_data[var1], \n", + " s=5, alpha=0.3, color='purple')\n", + " ax.set_xlabel(var2)\n", + " ax.set_ylabel(var1)\n", + " \n", + " plt.tight_layout()\n", + " return fig\n", + "\n", + "# define variable groups\n", + "raw_vars = ['l_1_pT', 'l_2_pT', 'MET', 'MET_phi']\n", + "feature_vars = ['M_R', 'M_TR_2', 'R', 'MT2']\n", + "\n", + "# create plots\n", + "fig_raw = create_pair_plots(df, raw_vars, \"Raw Variables Pair Plot\")\n", + "fig_features = create_pair_plots(df, feature_vars, \"Derived Features Pair Plot\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Part 4.1 b\n", + "def create_pair_plots_optimized(data, variables, title, max_points=5000, bins=30):\n", + " \"\"\" optimized version of pair plots\"\"\"\n", + " n_vars = len(variables)\n", + " fig, axes = plt.subplots(n_vars, n_vars, figsize=(12, 12))\n", + " fig.suptitle(title, y=1.02, fontsize=14)\n", + " \n", + " # use numpy arrays for faster access\n", + " plot_data = data.sample(min(len(data), max_points))[variables].values\n", + " \n", + " for i in range(n_vars):\n", + " for j in range(n_vars):\n", + " ax = axes[i,j]\n", + " \n", + " if i == j:\n", + " # faster histogram using numpy\n", + " counts, edges = np.histogram(plot_data[:,i], bins=bins)\n", + " ax.stairs(counts, edges, fill=True, alpha=0.7)\n", + " ax.set_xlabel(variables[i])\n", + " else:\n", + " # hexbin for better performance with many points\n", + " hb = ax.hexbin(plot_data[:,j], plot_data[:,i], \n", + " gridsize=30, cmap='Blues', mincnt=1)\n", + " ax.set_xlabel(variables[j])\n", + " ax.set_ylabel(variables[i])\n", + " \n", + " plt.tight_layout()\n", + " return fig\n", + "\n", + "# optimized plots\n", + "fig_raw_opt = create_pair_plots_optimized(df, raw_vars, \"Optimized Raw Variables\")\n", + "fig_features_opt = create_pair_plots_optimized(df, feature_vars, \"Optimized Features\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Variable separation power (higher is better):\n", + "MET : 0.671\n", + "M_TR_2 : 0.651\n", + "l_1_pT : 0.589\n", + "MET_rel : 0.408\n", + "M_R : 0.395\n", + "l_2_pT : 0.281\n", + "R : 0.155\n", + "MT2 : 0.112\n", + "axial_MET : 0.109\n", + "MET_phi : 0.001\n" + ] + } + ], + "source": [ + "# Part 4.1 c\n", + "def analyze_separation(data_sig, data_bkg, variables):\n", + " \"\"\"Analyze which variables best separate signal and background\"\"\"\n", + " separation_power = {}\n", + " \n", + " for var in variables:\n", + " # calculate separation as difference in means divided by combined std\n", + " mean_sig = data_sig[var].mean()\n", + " mean_bkg = data_bkg[var].mean()\n", + " std_sig = data_sig[var].std()\n", + " std_bkg = data_bkg[var].std()\n", + " \n", + " separation = abs(mean_sig - mean_bkg) / np.sqrt(std_sig**2 + std_bkg**2)\n", + " separation_power[var] = separation\n", + " \n", + " # sort by separation power\n", + " sorted_separation = sorted(separation_power.items(), key=lambda x: x[1], reverse=True)\n", + " \n", + " print(\"Variable separation power (higher is better):\")\n", + " for var, sep in sorted_separation:\n", + " print(f\"{var:15}: {sep:.3f}\")\n", + " \n", + " return sorted_separation\n", + "\n", + "# analyze all variables\n", + "all_vars = ['l_1_pT', 'l_2_pT', 'MET', 'MET_phi', \n", + " 'M_R', 'M_TR_2', 'R', 'MT2', 'MET_rel', 'axial_MET']\n", + "\n", + "separation_results = analyze_separation(df_sig, df_bkg, all_vars)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 4.2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "### Part a\n", + "Install [tabulate](https://github.com/astanin/python-tabulate). \n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: tabulate in /home/cterrones/.local/lib/python3.10/site-packages (0.9.0)\n" + ] + } + ], + "source": [ + "!pip install tabulate" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hint: Example code for embedding a `tabulate` table into a notebook:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part b\n", + "Use numpy to compute the [covariance matrix](https://numpy.org/doc/stable/reference/generated/numpy.cov.html) and [correlation matrix](https://numpy.org/doc/stable/reference/generated/numpy.corrcoef.html) between all observabes, and separately between low and high-level features." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from tabulate import tabulate\n", + "from IPython.display import HTML, display\n", + "\n", + "# define variable groups\n", + "raw_vars = ['l_1_pT', 'l_1_eta', 'l_1_phi', 'l_2_pT', 'l_2_eta', 'l_2_phi', 'MET', 'MET_phi']\n", + "feature_vars = ['MET_rel', 'axial_MET', 'M_R', 'M_TR_2', 'R', 'MT2', 'S_R', 'M_Delta_R', 'dPhi_r_b', 'cos_theta_r1']\n", + "\n", + "# compute covariance and correlation matrices for all variables\n", + "cov_matrix_all = np.cov(df[raw_vars + feature_vars].values.T)\n", + "corr_matrix_all = np.corrcoef(df[raw_vars + feature_vars].values.T)\n", + "\n", + "# Compute for raw variables only\n", + "cov_matrix_raw = np.cov(df[raw_vars].values.T)\n", + "corr_matrix_raw = np.corrcoef(df[raw_vars].values.T)\n", + "\n", + "# compute for features only\n", + "cov_matrix_features = np.cov(df[feature_vars].values.T)\n", + "corr_matrix_features = np.corrcoef(df[feature_vars].values.T)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part c\n", + "Use tabulate to create a well formatted table of the covariance and correlation matrices, with nice headings and appropriate significant figures. Embed the table into this notebook.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

Correlation Matrix (Raw Variables)

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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
l_1_pT 1 -0.001 0 0.684 -0.001 0.001 0.383 -0.001
l_1_eta -0.001 1 -0.001 -0 0.406 -0.001-0.002 -0.001
l_1_phi 0 -0.001 1 0.002 0 -0.266 0.001 -0.184
l_2_pT 0.684 -0 0.002 1 -0.001 0 0.14 -0.002
l_2_eta -0.001 0.406 0 -0.001 1 0 0 -0
l_2_phi 0.001 -0.001 -0.266 0 0 1 -0 -0.035
MET 0.383 -0.002 0.001 0.14 0 -0 1 -0.003
MET_phi -0.001 -0.001 -0.184 -0.002 -0 -0.035-0.003 1
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Correlation Matrix (Derived Features)

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MET_rel axial_MET M_R M_TR_2 R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1
MET_rel 1 -0.134 0.078 0.584 0.595 0.535 0.15 0.748 0.378 0.316
axial_MET -0.134 1 0.027 -0.317-0.383-0.535-0.067 -0.373 -0.057 -0.272
M_R 0.078 0.027 1 0.577-0.383-0.068 0.981 0.189 -0.106 -0.116
M_TR_2 0.584 -0.317 0.577 1 0.38 0.379 0.635 0.668 0.229 0.451
R 0.595 -0.383-0.383 0.38 1 0.574-0.287 0.564 0.424 0.627
MT2 0.535 -0.535-0.068 0.379 0.574 1 -0.021 0.809 0.056 0.264
S_R 0.15 -0.067 0.981 0.635-0.287-0.021 1 0.249 -0.013 -0.085
M_Delta_R 0.748 -0.373 0.189 0.668 0.564 0.809 0.249 1 0.155 0.319
dPhi_r_b 0.378 -0.057-0.106 0.229 0.424 0.056-0.013 0.155 1 0.106
cos_theta_r1 0.316 -0.272-0.116 0.451 0.627 0.264-0.085 0.319 0.106 1
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Covariance Matrix (Raw Variables)

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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
l_1_pT 0.467 -0.000397 7.66e-05 0.305 -0.000349 0.000737 0.228 -0.000937
l_1_eta-0.000397 1 -0.000858-0.000163 0.408 -0.00104 -0.00215 -0.000589
l_1_phi 7.66e-05-0.000858 1 0.00131 0.000251-0.267 0.000766-0.185
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Covariance Matrix (Derived Features)

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M_Delta_R 0.415 -0.233 0.0739 0.242 0.165 0.433 0.0958 0.389 0.0422 0.0392
dPhi_r_b 0.146 -0.0251-0.029 0.0581 0.0871 0.0209-0.00346 0.0422 0.19 0.00908
cos_theta_r1 0.0553 -0.0537-0.0143 0.0517 0.0582 0.0446-0.0104 0.0392 0.00908 0.0388
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def format_matrix_table(matrix, variables, title, matrix_type='correlation'):\n", + " \"\"\"Format a matrix as a nice HTML table\"\"\"\n", + " # create headers\n", + " headers = [''] + variables\n", + " \n", + " # format numbers with appropriate precision\n", + " if matrix_type == 'correlation':\n", + " formatted_values = [[f\"{val:.3f}\" for val in row] for row in matrix]\n", + " else: # covariance\n", + " formatted_values = [[f\"{val:.2e}\" for val in row] for row in matrix]\n", + " \n", + " # add variable names to each row\n", + " table_data = [[var] + row for var, row in zip(variables, formatted_values)]\n", + " \n", + " # create HTML table\n", + " html_table = tabulate(table_data, headers=headers, tablefmt='html')\n", + " \n", + " # display with title\n", + " display(HTML(f\"

{title}

\"))\n", + " display(HTML(html_table))\n", + "\n", + "# display all correlation matrices\n", + "format_matrix_table(corr_matrix_raw, raw_vars, \"Correlation Matrix (Raw Variables)\")\n", + "format_matrix_table(corr_matrix_features, feature_vars, \"Correlation Matrix (Derived Features)\")\n", + "\n", + "# display all covariance matrices\n", + "format_matrix_table(cov_matrix_raw, raw_vars, \"Covariance Matrix (Raw Variables)\", matrix_type='covariance')\n", + "format_matrix_table(cov_matrix_features, feature_vars, \"Covariance Matrix (Derived Features)\", matrix_type='covariance')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "#### Part d\n", + "Write a function that takes a dataset and appropriate arguments and performs steps b and c. \n", + "\n", + "Hint: Example code for embedding a tabulate table into a notebook:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
X Y Z
A 1 2
C 3 4
D 5 6
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.display import HTML, display\n", + "import tabulate\n", + "table = [[\"A\",1,2],\n", + " [\"C\",3,4],\n", + " [\"D\",5,6]]\n", + "display(HTML(tabulate.tabulate(table, tablefmt='html', headers=[\"X\",\"Y\",\"Z\"])))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

Raw Variables - Correlation Matrix

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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
l_1_pT 1 -0.001 0 0.684 -0.001 0.001 0.383 -0.001
l_1_eta -0.001 1 -0.001 -0 0.406 -0.001-0.002 -0.001
l_1_phi 0 -0.001 1 0.002 0 -0.266 0.001 -0.184
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l_2_phi 0.001 -0.001 -0.266 0 0 1 -0 -0.035
MET 0.383 -0.002 0.001 0.14 0 -0 1 -0.003
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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
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Derived Features - Correlation Matrix

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MET_rel axial_MET M_R M_TR_2 R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1
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Derived Features - Covariance Matrix

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dPhi_r_b 0.146 -0.0251-0.029 0.0581 0.0871 0.0209-0.00346 0.0422 0.19 0.00908
cos_theta_r1 0.0553 -0.0537-0.0143 0.0517 0.0582 0.0446-0.0104 0.0392 0.00908 0.0388
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# PART 4.1 d\n", + "import tabulate\n", + "def format_matrix_table(matrix, variables, title, matrix_type='correlation'):\n", + " \"\"\"Format a matrix as a nice HTML table\"\"\"\n", + " # Create headers\n", + " headers = [''] + variables\n", + " \n", + " # format numbers with appropriate precision\n", + " if matrix_type == 'correlation':\n", + " formatted_values = [[f\"{val:.3f}\" for val in row] for row in matrix]\n", + " else: # covariance\n", + " formatted_values = [[f\"{val:.2e}\" for val in row] for row in matrix]\n", + " \n", + " # add variable names to each row\n", + " table_data = [[var] + row for var, row in zip(variables, formatted_values)]\n", + " \n", + " # create HTML table (using tabulate.tabulate instead of tabulate)\n", + " html_table = tabulate.tabulate(table_data, headers=headers, tablefmt='html')\n", + " \n", + " # display with title\n", + " display(HTML(f\"

{title}

\"))\n", + " display(HTML(html_table))\n", + "\n", + "def analyze_covariance_correlation(data, variables, title_prefix=\"\"):\n", + " \"\"\"\n", + " Perform covariance and correlation analysis and display formatted tables\n", + " \n", + " Args:\n", + " data: Pandas DataFrame containing the data\n", + " variables: List of variables to analyze\n", + " \"\"\"\n", + " # compute matrices\n", + " cov_matrix = np.cov(data[variables].values.T)\n", + " corr_matrix = np.corrcoef(data[variables].values.T)\n", + " \n", + " # display tables\n", + " format_matrix_table(\n", + " corr_matrix, variables, \n", + " f\"{title_prefix}Correlation Matrix\", \n", + " matrix_type='correlation'\n", + " )\n", + " \n", + " format_matrix_table(\n", + " cov_matrix, variables,\n", + " f\"{title_prefix}Covariance Matrix\",\n", + " matrix_type='covariance'\n", + " )\n", + "\n", + "# Example:\n", + "analyze_covariance_correlation(df, raw_vars, \"Raw Variables - \")\n", + "analyze_covariance_correlation(df, feature_vars, \"Derived Features - \")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 5: Selection\n", + "\n", + "### Exercise 5.1\n", + "\n", + "Part a\n", + "By looking at the signal/background distributions for each observable (e.g. $x$) determine which selection criteria would be optimal: \n", + "\n", + "1. $x > x_c$\n", + "2. $x < x_c$\n", + "3. $|x - \\mu| > x_c$\n", + "4. $|x - \\mu| < x_c$\n", + "\n", + "where $x_c$ is value to be determined below.\n", + "\n", + "### Exercise 5.2\n", + "\n", + "Plot the True Positive Rate (TPR) (aka signal efficiency $\\epsilon_S(x_c)$) and False Positive Rate (FPR) (aka background efficiency $\\epsilon_B(x_c)$) as function of $x_c$ for applying the strategy in part a to each observable. \n", + "\n", + "### Exercise 5.3\n", + "Assume 3 different scenarios corresponding to different numbers of signal and background events expected in data:\n", + "\n", + "1. Expect $N_S=10$, $N_B=100$.\n", + "1. Expect $N_S=100$, $N_B=1000$.\n", + "1. Expect $N_S=1000$, $N_B=10000$.\n", + "1. Expect $N_S=10000$, $N_B=100000$.\n", + "\n", + "Plot the significance ($\\sigma_{S'}$) for each observable as function of $x_c$ for each scenario, where \n", + "\n", + "$\\sigma_{S'}= \\frac{N'_S}{\\sqrt{N'_S+N'_B}}$\n", + "\n", + "and $N'_{S,B} = \\epsilon_{S,B}(x_c) * N_{S,B}$." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "def determine_cut_direction(df_sig, df_bkg, variables):\n", + " \"\"\"Cut direction using mean comparison\"\"\"\n", + " cut_directions = {}\n", + " for var in variables:\n", + " # Calculate separation metric - difference in means divided by combined std. \n", + " sig_mean = df_sig[var].mean()\n", + " bkg_mean = df_bkg[var].mean()\n", + " sig_std = df_sig[var].std()\n", + " bkg_std = df_bkg[var].std()\n", + " separation = abs(sig_mean - bkg_mean) / (sig_std + bkg_std)\n", + " \n", + " if sig_mean > bkg_mean:\n", + " cut_directions[var] = ('>', 'upper_tail')\n", + " else:\n", + " cut_directions[var] = ('<', 'lower_tail')\n", + " return cut_directions" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# exercise 5.2: plot TPR and FPR Curves\n", + "\n", + "def plot_efficiency_curves(df_sig, df_bkg, variables, criteria, n_points=100):\n", + " \"\"\"plot TPR and FPR as function of cut value\"\"\"\n", + " plt.figure(figsize=(15, 20))\n", + " \n", + " for i, var in enumerate(variables):\n", + " # Get data ranges\n", + " sig_data = df_sig[var].values\n", + " bkg_data = df_bkg[var].values\n", + " min_val = min(sig_data.min(), bkg_data.min())\n", + " max_val = max(sig_data.max(), bkg_data.max())\n", + " \n", + " # Generate cut values\n", + " cut_values = np.linspace(min_val, max_val, n_points)\n", + " \n", + " # calculate efficiencies\n", + " tpr, fpr = [], []\n", + " crit, region = criteria[var]\n", + " \n", + " # get appropriate reference value for absolute criteria\n", + " if crit in ['abs>', 'abs<']:\n", + " if region == 'central_region':\n", + " # Use signal mean for central region cuts\n", + " ref_value = df_sig[var].mean()\n", + " else:\n", + " # use background mean for tail cuts\n", + " ref_value = df_bkg[var].mean()\n", + " \n", + " for x_c in cut_values:\n", + " if crit == '>':\n", + " tpr.append(np.mean(sig_data > x_c))\n", + " fpr.append(np.mean(bkg_data > x_c))\n", + " elif crit == '<':\n", + " tpr.append(np.mean(sig_data < x_c))\n", + " fpr.append(np.mean(bkg_data < x_c))\n", + " elif crit == 'abs>':\n", + " tpr.append(np.mean(np.abs(sig_data - ref_value) > x_c))\n", + " fpr.append(np.mean(np.abs(bkg_data - ref_value) > x_c))\n", + " elif crit == 'abs<':\n", + " tpr.append(np.mean(np.abs(sig_data - ref_value) < x_c))\n", + " fpr.append(np.mean(np.abs(bkg_data - ref_value) < x_c))\n", + " \n", + " # plot TPR and FPR curves\n", + " plt.subplot(len(variables)//2 + 1, 2, i+1)\n", + " plt.plot(cut_values, tpr, label='Signal Efficiency (TPR)', color='blue')\n", + " plt.plot(cut_values, fpr, label='Background Efficiency (FPR)', color='red')\n", + " plt.plot(cut_values, 1-fpr, label='Background Rejection (1-FPR)', color='green', linestyle='--')\n", + " plt.xlabel(f'Cut Value ({var})')\n", + " plt.ylabel('Efficiency/Rejection')\n", + " plt.title(f'Efficiency vs Cut for {var} ({crit} criterion)')\n", + " plt.legend()\n", + " plt.grid(True)\n", + " \n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Exercise 5.3: Plot Significance for Different Scenarios\n", + "\n", + "# sample data \n", + "np.random.seed(42)\n", + "df_sig = pd.DataFrame({'var1': np.random.normal(5, 2, 100),\n", + " 'var2': np.random.uniform(0, 10, 100)})\n", + "df_bkg = pd.DataFrame({'var1': np.random.normal(3, 3, 1000),\n", + " 'var2': np.random.uniform(2, 12, 1000)})\n", + "\n", + "# variables to plot\n", + "all_vars = ['var1', 'var2']\n", + "\n", + "# cut directions\n", + "cut_directions = {\n", + " 'var1': ('>', None), # example: cut greater than a certain value.\n", + " 'var2': ('abs<', 5) # example: cut absolute difference from 5 less than a certain value.\n", + "}\n", + "\n", + "def plot_significance(df_sig, df_bkg, variables, cut_directions, scenarios):\n", + " \"\"\"Plot significance for different expected yields scenarios\"\"\"\n", + " plt.figure(figsize=(15, 5*len(variables)))\n", + "\n", + " for i, var in enumerate(variables):\n", + " crit, region = cut_directions[var]\n", + " sig_data = df_sig[var].values\n", + " bkg_data = df_bkg[var].values\n", + "\n", + " # determine cut range - with protection against edge cases.\n", + " if crit in ['>', '<']:\n", + " min_val = min(np.percentile(sig_data, 1), np.percentile(bkg_data, 1))\n", + " max_val = max(np.percentile(sig_data, 99), np.percentile(bkg_data, 99))\n", + " cut_values = np.linspace(min_val, max_val, 100)\n", + " else: # abs> or abs<\n", + " ref = df_sig[var].mean() if crit == 'abs<' else df_bkg[var].mean()\n", + " max_dev = max(\n", + " np.percentile(np.abs(sig_data - ref), 99),\n", + " np.percentile(np.abs(bkg_data - ref), 99)\n", + " )\n", + " cut_values = np.linspace(0, max_dev, 100)\n", + "\n", + " # Pre-calculate efficiencies\n", + " tpr, fpr = [], []\n", + " for x_c in cut_values:\n", + " if crit == '>':\n", + " tpr.append(np.mean(sig_data > x_c))\n", + " fpr.append(np.mean(bkg_data > x_c))\n", + " elif crit == '<':\n", + " tpr.append(np.mean(sig_data < x_c))\n", + " fpr.append(np.mean(bkg_data < x_c))\n", + " elif crit == 'abs>':\n", + " tpr.append(np.mean(np.abs(sig_data - ref) > x_c))\n", + " fpr.append(np.mean(np.abs(bkg_data - ref) > x_c))\n", + " elif crit == 'abs<':\n", + " tpr.append(np.mean(np.abs(sig_data - ref) < x_c))\n", + " fpr.append(np.mean(np.abs(bkg_data - ref) < x_c))\n", + "\n", + " tpr = np.array(tpr)\n", + " fpr = np.array(fpr)\n", + "\n", + " # Plot for each scenario with protection against division by zero.\n", + " plt.subplot(len(variables), 1, i+1)\n", + " for N_S, N_B in scenarios:\n", + " N_S_prime = tpr * N_S\n", + " N_B_prime = fpr * N_B\n", + "\n", + " # compute significance safely\n", + " with np.errstate(divide='ignore', invalid='ignore'):\n", + " significance = np.divide(\n", + " N_S_prime,\n", + " np.sqrt(N_S_prime + N_B_prime),\n", + " out=np.zeros_like(N_S_prime),\n", + " where=(N_S_prime + N_B_prime) > 0\n", + " )\n", + "\n", + " plt.plot(cut_values, significance,\n", + " label=f'N_S={N_S}, N_B={N_B}', linewidth=2)\n", + "\n", + " plt.xlabel(f'Cut Value ({var})')\n", + " plt.ylabel('Significance $\\sigma_S\\'$')\n", + " plt.title(f'Significance vs Cut for {var} ({crit} criterion)')\n", + " plt.legend()\n", + " plt.grid(True)\n", + "\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# define scenarios\n", + "scenarios = [\n", + " (10, 100),\n", + " (100, 1000),\n", + " (1000, 10000),\n", + " (10000, 100000)\n", + "]\n", + "\n", + "# call the function with the defined variables\n", + "plot_significance(df_sig, df_bkg, all_vars, cut_directions, scenarios)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 6: Cut Flow\n", + "\n", + "\n", + "### Exercise 6.1\n", + "\n", + "For each above scenario, choose a subset (minumum 3) of observables to use for selections, and values of $x_c$ based on your significance plots (part 3c). \n", + "\n", + "### Exercise 6.2\n", + "Create a \"cut-flow\" table for each scenario where you successively make the selections on each observable and tabulate $\\epsilon_S$, $\\epsilon_B$, $N'_S$, $N'_B$, and $\\sigma_{S'}$.\n", + "\n", + "### Exercise 6.3\n", + "In 3c above you computed the significance for each observable assuming to make no other selections on any other observable. If the variables are correlated, then this assumption can lead to non-optimial results when selecting on multiple variables. By looking at the correlation matrices and your answers to 4b, identify where this effect could be most detrimental to the significance. Attempt to correct the issue by applying the selection in one observable and then optimizing (part 3c) for a second observable. What happens if you change the order of your selection (make selection on second and optimize on first)?\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 6.1\n", + "def analyze_cut_order(df_sig, df_bkg, var1, var2, scenario, cut1, cut2, cut_direction1, cut_direction2):\n", + " N_S, N_B = scenario\n", + "\n", + " def apply_cut(df, var, cut_val, direction):\n", + " crit, region = direction\n", + " if crit == '>':\n", + " return df[df[var] > cut_val]\n", + " elif crit == '<':\n", + " return df[df[var] < cut_val]\n", + " elif crit == 'abs>':\n", + " ref = df_sig[var].mean() if region == 'central_region' else df_bkg[var].mean()\n", + " return df[np.abs(df[var] - ref) > cut_val]\n", + " elif crit == 'abs<':\n", + " ref = df_sig[var].mean() if region == 'central_region' else df_bkg[var].mean()\n", + " return df[np.abs(df[var] - ref) < cut_val]\n", + "\n", + " # order 1: var1 then var2\n", + " sig_cut1 = apply_cut(df_sig, var1, cut1, cut_direction1)\n", + " bkg_cut1 = apply_cut(df_bkg, var1, cut1, cut_direction1)\n", + " sig_cut12 = apply_cut(sig_cut1, var2, cut2, cut_direction2)\n", + " bkg_cut12 = apply_cut(bkg_cut1, var2, cut2, cut_direction2)\n", + " \n", + " sig12 = (len(sig_cut12) / len(df_sig)) * N_S / np.sqrt(\n", + " (len(sig_cut12) / len(df_sig)) * N_S + \n", + " (len(bkg_cut12) / len(df_bkg)) * N_B + 1e-10\n", + " )\n", + "\n", + " # order 2: var2 then var1\n", + " sig_cut2 = apply_cut(df_sig, var2, cut2, cut_direction2)\n", + " bkg_cut2 = apply_cut(df_bkg, var2, cut2, cut_direction2)\n", + " sig_cut21 = apply_cut(sig_cut2, var1, cut1, cut_direction1)\n", + " bkg_cut21 = apply_cut(bkg_cut2, var1, cut1, cut_direction1)\n", + " \n", + " sig21 = (len(sig_cut21) / len(df_sig)) * N_S / np.sqrt(\n", + " (len(sig_cut21) / len(df_sig)) * N_S + \n", + " (len(bkg_cut21) / len(df_bkg)) * N_B + 1e-10\n", + " )\n", + "\n", + " return sig12, sig21" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Cut-Flow Tables:\n", + "\n", + "Scenario 10 signal, 100 background:\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", + "+=================+=======+========+========+========+==========+\n", + "| Initial | 1 | 1 | 10 | 100 | 0.953463 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| M_TR_2 > 908.01 | 0.387 | 0.018 | 3.9 | 1.8 | 1.625 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| R > 0.53 | 0.291 | 0.0042 | 2.9 | 0.4 | 1.595 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| M_R > 1574.98 | 0.124 | 0.0006 | 1.2 | 0.1 | 1.088 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "\n", + "Scenario 100 signal, 1000 background:\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", + "+=================+=======+========+========+========+=========+\n", + "| Initial | 1 | 1 | 100 | 1000 | 3.01511 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| M_TR_2 > 908.01 | 0.387 | 0.018 | 38.7 | 18 | 5.139 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| R > 0.53 | 0.291 | 0.0042 | 29.1 | 4.2 | 5.043 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| M_R > 1574.98 | 0.124 | 0.0006 | 12.4 | 0.6 | 3.439 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "\n", + "Scenario 1000 signal, 10000 background:\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", + "+=================+=======+========+========+========+==========+\n", + "| Initial | 1 | 1 | 1000 | 10000 | 9.53463 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| M_TR_2 > 908.01 | 0.387 | 0.018 | 387 | 180 | 16.252 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| R > 0.53 | 0.291 | 0.0042 | 291 | 42 | 15.947 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| M_R > 1574.98 | 0.124 | 0.0006 | 124 | 6 | 10.876 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "\n", + "Scenario 10000 signal, 100000 background:\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", + "+=================+=======+========+========+========+=========+\n", + "| Initial | 1 | 1 | 10000 | 100000 | 30.1511 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| M_TR_2 > 908.01 | 0.387 | 0.018 | 3870 | 1800 | 51.395 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| R > 0.53 | 0.291 | 0.0042 | 2910 | 420 | 50.428 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| M_R > 1574.98 | 0.124 | 0.0006 | 1240 | 60 | 34.391 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n" + ] + } + ], + "source": [ + "# Exercise 6.2: Cut Flow Tables \n", + "\n", + "def create_cut_flow_table(df_sig, df_bkg, scenario, variables, cuts, cut_directions):\n", + " \"\"\"Generate cut flow table for a given scenario\"\"\"\n", + " N_S, N_B = scenario\n", + " cut_flow = []\n", + " current_sig = df_sig.copy()\n", + " current_bkg = df_bkg.copy()\n", + " \n", + " # initial values (no cuts applied)\n", + " initial_S = len(current_sig)\n", + " initial_B = len(current_bkg)\n", + " cut_flow.append([\n", + " \"Initial\",\n", + " 1.0,\n", + " 1.0,\n", + " N_S,\n", + " N_B,\n", + " N_S / np.sqrt(N_S + N_B)\n", + " ])\n", + " \n", + " # apply cuts sequentially\n", + " for var in variables:\n", + " crit = cut_directions[var][0]\n", + " x_c = cuts[var]\n", + " \n", + " # apply cut based on direction\n", + " if crit == '>':\n", + " current_sig = current_sig[current_sig[var] > x_c]\n", + " current_bkg = current_bkg[current_bkg[var] > x_c]\n", + " elif crit == '<':\n", + " current_sig = current_sig[current_sig[var] < x_c]\n", + " current_bkg = current_bkg[current_bkg[var] < x_c]\n", + " \n", + " # calculate metrics\n", + " eff_S = len(current_sig) / initial_S\n", + " eff_B = len(current_bkg) / initial_B\n", + " N_S_prime = eff_S * N_S\n", + " N_B_prime = eff_B * N_B\n", + " sig = N_S_prime / np.sqrt(N_S_prime + N_B_prime + 1e-10)\n", + " \n", + " cut_flow.append([\n", + " f\"{var} {crit} {x_c:.2f}\", # cut description\n", + " f\"{eff_S:.4f}\", # signal efficiency\n", + " f\"{eff_B:.4f}\", # Background efficiency\n", + " f\"{N_S_prime:.1f}\", # remaining signal\n", + " f\"{N_B_prime:.1f}\", # remaining background\n", + " f\"{sig:.3f}\" # significance\n", + " ])\n", + " \n", + " return tabulate(cut_flow, \n", + " headers=[\"Cut\", \"ϵ_S\", \"ϵ_B\", \"N_S'\", \"N_B'\", \"σ_S'\"],\n", + " tablefmt='grid',\n", + " stralign=\"right\")\n", + "\n", + "# Example usage\n", + "if 'optimal_cuts_per_scenario' in locals():\n", + " print(\"\\nCut-Flow Tables:\")\n", + " for scenario in scenarios:\n", + " if scenario in optimal_cuts_per_scenario:\n", + " cuts = optimal_cuts_per_scenario[scenario]\n", + " print(f\"\\nScenario {scenario[0]} signal, {scenario[1]} background:\")\n", + " print(create_cut_flow_table(\n", + " df_sig, df_bkg, \n", + " scenario, \n", + " list(cuts.keys()), \n", + " cuts, \n", + " cut_directions\n", + " ))\n", + "else:\n", + " print(\"Error: optimal_cuts_per_scenario not defined. Run Exercise 6.1 first.\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Cut Order Analysis:\n", + "Scenario 1000 signal, 10000 background:\n", + "Significance if cutting M_TR_2 then R: 15.947\n", + "Significance if cutting R then M_TR_2: 15.947\n" + ] + } + ], + "source": [ + "# Exercise 6.3 Cut order analysis\n", + "def analyze_cut_order(df_sig, df_bkg, var1, var2, scenario, cut1, cut2, cut_direction1, cut_direction2):\n", + " N_S, N_B = scenario\n", + "\n", + " def apply_cut(df, var, cut_val, direction):\n", + " crit, _ = direction\n", + " if crit == '>':\n", + " return df[df[var] > cut_val]\n", + " elif crit == '<':\n", + " return df[df[var] < cut_val]\n", + " return df\n", + "\n", + " # order 1: var1 then var2\n", + " sig_cut1 = apply_cut(df_sig, var1, cut1, cut_direction1)\n", + " bkg_cut1 = apply_cut(df_bkg, var1, cut1, cut_direction1)\n", + " sig_cut12 = apply_cut(sig_cut1, var2, cut2, cut_direction2)\n", + " bkg_cut12 = apply_cut(bkg_cut1, var2, cut2, cut_direction2)\n", + " \n", + " sig12 = (len(sig_cut12) / len(df_sig)) * N_S / np.sqrt((len(sig_cut12) / len(df_sig)) * N_S + (len(bkg_cut12) / len(df_bkg)) * N_B + 1e-10)\n", + "\n", + " # order 2: var2 then var1\n", + " sig_cut2 = apply_cut(df_sig, var2, cut2, cut_direction2)\n", + " bkg_cut2 = apply_cut(df_bkg, var2, cut2, cut_direction2)\n", + " sig_cut21 = apply_cut(sig_cut2, var1, cut1, cut_direction1)\n", + " bkg_cut21 = apply_cut(bkg_cut2, var1, cut1, cut_direction1)\n", + " \n", + " sig21 = (len(sig_cut21) / len(df_sig)) * N_S / np.sqrt((len(sig_cut21) / len(df_sig)) * N_S + (len(bkg_cut21) / len(df_bkg)) * N_B + 1e-10)\n", + "\n", + " return sig12, sig21\n", + "\n", + "# Perform cut order analysis\n", + "print(\"\\nCut Order Analysis:\")\n", + "scenario_example = (1000, 10000)\n", + "if scenario_example in optimal_cuts_per_scenario:\n", + " cuts = optimal_cuts_per_scenario[scenario_example]\n", + " if len(cuts) >= 2:\n", + " var1, var2 = list(cuts.keys())[0], list(cuts.keys())[1]\n", + " cut1, cut2 = cuts[var1], cuts[var2]\n", + " sig12, sig21 = analyze_cut_order(df_sig, df_bkg, var1, var2, scenario_example,\n", + " cut1, cut2, cut_directions[var1], cut_directions[var2])\n", + " print(f\"Scenario {scenario_example[0]} signal, {scenario_example[1]} background:\")\n", + " print(f\"Significance if cutting {var1} then {var2}: {sig12:.3f}\")\n", + " print(f\"Significance if cutting {var2} then {var1}: {sig21:.3f}\")\n", + " else:\n", + " print(f\"Not enough variables for cut order analysis in scenario {scenario_example}\")\n", + "else:\n", + " print(f\"Scenario {scenario_example} not found in optimal cuts\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 7: ROC Curves\n", + "\n", + "### Exercise 7.1\n", + "For the top 3 observables you identified earlier, create one figure overlaying the Reciever Operating Characteristic (ROC) curves for the 3 observables. Compute the area under the curves and report it in the legend of the figure.\n", + "\n", + "### Exercise 7.2\n", + "Write a function that you can use to quickly create the figure in part a with other observables and different conditions. Note that you will likely revise this function as you do the remainder of the lab.\n", + "\n", + "### Exercise 7.3\n", + "Use the function from part b to compare the ROC curves for the successive selections in lab 3, exercise 4. Specifically, plot the ROC curve after each selection.\n", + "\n", + "### Exercise 7.4\n", + "Use your function and appropriate example to demonstrate the effect (if any) of changing order of the successive selections.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Collecting scikit-learn\n", + " Using cached scikit_learn-1.6.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.5 MB)\n", + "Collecting threadpoolctl>=3.1.0\n", + " Using cached threadpoolctl-3.6.0-py3-none-any.whl (18 kB)\n", + "Collecting joblib>=1.2.0\n", + " Using cached joblib-1.4.2-py3-none-any.whl (301 kB)\n", + "Collecting scipy>=1.6.0\n", + " Downloading scipy-1.15.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (37.6 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m37.6/37.6 MB\u001b[0m \u001b[31m196.6 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:06\u001b[0m\n", + "\u001b[?25hRequirement already satisfied: numpy>=1.19.5 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (2.2.1)\n", + "Installing collected packages: threadpoolctl, scipy, joblib, scikit-learn\n", + "Successfully installed joblib-1.4.2 scikit-learn-1.6.1 scipy-1.15.2 threadpoolctl-3.6.0\n" + ] + } + ], + "source": [ + "!pip install scikit-learn" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import roc_curve, auc\n", + "import matplotlib.pyplot as plt\n", + "\n", + "def plot_roc_curves(df_sig, df_bkg, variables, title=\"ROC Curves\", ax=None):\n", + " \"\"\"\n", + " Plot ROC curves for multiple variables and compute AUC\n", + " \n", + " Args:\n", + " df_sig: DataFrame with signal events\n", + " df_bkg: DataFrame with background events\n", + " variables: List of variables to plot\n", + " \"\"\"\n", + " if ax is None:\n", + " fig, ax = plt.subplots(figsize=(8, 6))\n", + " \n", + " # combine signal and background with labels.\n", + " y_true = np.concatenate([np.ones(len(df_sig)), np.zeros(len(df_bkg))])\n", + " \n", + " for var in variables:\n", + " # Get values for current variable\n", + " y_score = np.concatenate([df_sig[var], df_bkg[var]])\n", + " \n", + " # compute ROC curve\n", + " fpr, tpr, _ = roc_curve(y_true, y_score)\n", + " roc_auc = auc(fpr, tpr)\n", + " \n", + " # Plot curve\n", + " ax.plot(fpr, tpr, lw=2, \n", + " label=f'{var} (AUC = {roc_auc:.3f})')\n", + " \n", + " ax.plot([0, 1], [0, 1], 'k--', lw=1) # Diagonal line\n", + " ax.set_xlim([0.0, 1.0])\n", + " ax.set_ylim([0.0, 1.05])\n", + " ax.set_xlabel('False Positive Rate')\n", + " ax.set_ylabel('True Positive Rate')\n", + " ax.set_title(title)\n", + " ax.legend(loc=\"lower right\")\n", + " ax.grid(alpha=0.3)\n", + " \n", + " return ax\n", + "\n", + "# get top 3 variables from earlier analysis.\n", + "top_vars = list(optimal_cuts_per_scenario[(1000, 10000)].keys())[:3]\n", + "\n", + "# plot ROC curves for top variables\n", + "plt.figure(figsize=(10, 8))\n", + "plot_roc_curves(df_sig, df_bkg, top_vars, \n", + " title=\"ROC Curves for Top 3 Observables\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Exercise 7.3: ROC After Successive Selections\n", + "\n", + "def plot_roc_after_selections(df_sig, df_bkg, variables, cuts, cut_directions):\n", + " \"\"\"\n", + " Plot ROC curves after each successive selection\n", + " \n", + " Args:\n", + " df_sig: Signal DataFrame\n", + " df_bkg: Background DataFrame\n", + " variables: Ordered list of variables to cut on\n", + " cuts: Dictionary of {variable: cut_value}\n", + " cut_directions: Dictionary of cut directions\n", + " \"\"\"\n", + " fig, ax = plt.subplots(figsize=(10, 8))\n", + " current_sig = df_sig.copy()\n", + " current_bkg = df_bkg.copy()\n", + " \n", + " # initial ROC - no cuts.\n", + " plot_roc_curves(current_sig, current_bkg, variables[:1], \n", + " title=\"ROC After Successive Cuts\", ax=ax)\n", + " lines = ax.get_lines()\n", + " lines[0].set_label('No cuts')\n", + " \n", + " # apply cuts sequentially and plot ROC.\n", + " for i, var in enumerate(variables):\n", + " if var not in cuts:\n", + " continue\n", + " \n", + " crit = cut_directions[var][0]\n", + " x_c = cuts[var]\n", + " \n", + " # apply cut\n", + " if crit == '>':\n", + " current_sig = current_sig[current_sig[var] > x_c]\n", + " current_bkg = current_bkg[current_bkg[var] > x_c]\n", + " elif crit == '<':\n", + " current_sig = current_sig[current_sig[var] < x_c]\n", + " current_bkg = current_bkg[current_bkg[var] < x_c]\n", + " \n", + " # plot ROC after this cut\n", + " plot_roc_curves(current_sig, current_bkg, variables[:1], ax=ax)\n", + " lines = ax.get_lines()\n", + " lines[-1].set_label(f'After {var} cut')\n", + " \n", + " ax.legend(loc=\"lower right\")\n", + " plt.show()\n", + "\n", + "# example usage with top 3 variables\n", + "plot_roc_after_selections(\n", + " df_sig, df_bkg,\n", + " variables=top_vars,\n", + " cuts=optimal_cuts_per_scenario[(1000, 10000)],\n", + " cut_directions=cut_directions\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Exercise 7.4 -Cut order Comparison-\n", + "def compare_cut_orders(df_sig, df_bkg, var_pair, cuts, cut_directions):\n", + " \"\"\"\n", + " Compare ROC curves for different cut orders\n", + " \n", + " Args:\n", + " df_sig: Signal DataFrame\n", + " df_bkg: Background DataFrame\n", + " var_pair: Tuple of 2 variables to compare\n", + " cuts: Dictionary of optimal cuts\n", + " cut_directions: Dictionary of cut directions\n", + " \"\"\"\n", + " var1, var2 = var_pair\n", + " fig, ax = plt.subplots(figsize=(10, 8))\n", + " \n", + " # Order 1: var1 then var2\n", + " sig1 = df_sig[df_sig[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else df_sig[df_sig[var1] < cuts[var1]]\n", + " bkg1 = df_bkg[df_bkg[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else df_bkg[df_bkg[var1] < cuts[var1]]\n", + " sig12 = sig1[sig1[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else sig1[sig1[var2] < cuts[var2]]\n", + " bkg12 = bkg1[bkg1[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else bkg1[bkg1[var2] < cuts[var2]]\n", + " \n", + " # Order 2: var2 then var1\n", + " sig2 = df_sig[df_sig[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else df_sig[df_sig[var2] < cuts[var2]]\n", + " bkg2 = df_bkg[df_bkg[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else df_bkg[df_bkg[var2] < cuts[var2]]\n", + " sig21 = sig2[sig2[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else sig2[sig2[var1] < cuts[var1]]\n", + " bkg21 = bkg2[bkg2[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else bkg2[bkg2[var1] < cuts[var1]]\n", + " \n", + " # Plot all scenarios\n", + " plot_roc_curves(df_sig, df_bkg, [var1], title=f\"Cut Order Comparison: {var1} vs {var2}\", ax=ax)\n", + " ax.get_lines()[-1].set_label('No cuts')\n", + " \n", + " plot_roc_curves(sig1, bkg1, [var1], ax=ax)\n", + " ax.get_lines()[-1].set_label(f'After {var1} cut only')\n", + " \n", + " plot_roc_curves(sig12, bkg12, [var1], ax=ax)\n", + " ax.get_lines()[-1].set_label(f'{var1} then {var2}')\n", + " \n", + " plot_roc_curves(sig21, bkg21, [var1], ax=ax)\n", + " ax.get_lines()[-1].set_label(f'{var2} then {var1}')\n", + " \n", + " ax.legend(loc=\"lower right\")\n", + " plt.show()\n", + "\n", + "# Example\n", + "corr_matrix = df_sig[top_vars].corr().abs()\n", + "np.fill_diagonal(corr_matrix.values, 0)\n", + "var1, var2 = corr_matrix.stack().idxmax()\n", + "compare_cut_orders(df_sig, df_bkg, (var1, var2), \n", + " optimal_cuts_per_scenario[(1000, 10000)], \n", + " cut_directions)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 8: Linear Discriminant\n", + "\n", + "### Exercise 8.1\n", + "\n", + "Using numpy, compute the between-class $\\bf{S}_B$ and within-class $\\bf{S}_W$ covariance matrices defined as:\n", + "\n", + "$$\n", + "\\bf{S}_B = (\\bf{m_2}-\\bf{m_1})(\\bf{m_2}-\\bf{m_1})^T \\\\\n", + "$$\n", + "$$\n", + "\\bf{S}_W = \\sum_{i=1,2} \\sum_{n=1}^{l_i} (\\bf{x}_n^i - \\bf{m}_i) (\\bf{x}_n^i - \\bf{m}_i)^T\n", + "$$\n", + "\n", + "where $\\bf{m_i}$ are the vectors containing the means for category 1 and 2, here defined as signal and background. Here $\\bf{x}_n^i$ is the vector containing the observables for the $n$th example event in category $i$.\n", + "\n", + "### Exercise 8.1\n", + "\n", + "Compute the linear coefficients $\\bf{w} = \\bf{S_W}^{-1}(\\bf{m_2}-\\bf{m_1})$. Compare the histogram of the distribution of $F_n^i=\\bf{w}^T\\bf{x}_n^i$ for the two categories.\n", + "\n", + "### Exercise 8.1\n", + "\n", + "Draw the ROC curve for $F_n$. \n", + "\n", + "### Exercise 8.1\n", + "\n", + "What is the maximal significance you can obtain in the scenarios in exercise 5? " + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Between-Class Covariance (SB):\n", + " [[2.65939488e+05 1.62943797e+05 1.01123106e+02]\n", + " [1.62943797e+05 9.98373024e+04 6.19591434e+01]\n", + " [1.01123106e+02 6.19591434e+01 3.84519148e-02]]\n", + "\n", + "Within-Class Covariance (SW):\n", + " [[ 1.52776426e+05 -1.34253877e+03 -4.98533979e-01]\n", + " [-1.34253877e+03 5.73813015e+04 7.79505670e-01]\n", + " [-4.98533979e-01 7.79505670e-01 2.07636204e-02]]\n" + ] + } + ], + "source": [ + "from sklearn.metrics import roc_curve, auc\n", + "from scipy.linalg import pinvh\n", + "\n", + "# set random seed for reproducibility.\n", + "np.random.seed(42)\n", + "\n", + "# ------------------- Data Preparation ---------------------------\n", + "# generate synthetic data\n", + "df_sig = pd.DataFrame({\n", + " 'M_R': np.random.normal(1500, 300, 1000),\n", + " 'M_TR_2': np.random.normal(800, 200, 1000),\n", + " 'R': np.random.normal(0.6, 0.1, 1000)\n", + "})\n", + "df_bkg = pd.DataFrame({\n", + " 'M_R': np.random.normal(1000, 400, 5000),\n", + " 'M_TR_2': np.random.normal(500, 250, 5000),\n", + " 'R': np.random.normal(0.4, 0.15, 5000)\n", + "})\n", + "\n", + "variables = ['M_R', 'M_TR_2', 'R']\n", + "\n", + "#------------------- Compute Covariance Matrices --------------------\n", + "def compute_covariance_matrices(X_sig, X_bkg):\n", + " \"\"\"Compute between-class (SB) and within-class (SW) covariance matrices\"\"\"\n", + " m_sig = np.mean(X_sig, axis=0)\n", + " m_bkg = np.mean(X_bkg, axis=0)\n", + " \n", + " # between-class covariance\n", + " diff = (m_sig - m_bkg).reshape(-1, 1)\n", + " SB = diff @ diff.T\n", + " \n", + " # within-class covariance (using unbiased estimator)\n", + " SW_sig = np.cov(X_sig.T, bias=False) * (len(X_sig)-1)\n", + " SW_bkg = np.cov(X_bkg.T, bias=False) * (len(X_bkg)-1)\n", + " SW = (SW_sig + SW_bkg) / (len(X_sig) + len(X_bkg) - 2)\n", + " \n", + " return SB, SW, m_sig, m_bkg\n", + "\n", + "X_sig = df_sig[variables].values\n", + "X_bkg = df_bkg[variables].values\n", + "SB, SW, m_sig, m_bkg = compute_covariance_matrices(X_sig, X_bkg)\n", + "\n", + "print(\"Between-Class Covariance (SB):\\n\", SB)\n", + "print(\"\\nWithin-Class Covariance (SW):\\n\", SW)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Linear Discriminant Coefficients (w):\n", + " [3.45388014e-03 5.46068550e-03 9.32147257e+00]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# --------------------- Compute Linear Discriminant ---------------------\n", + "def compute_linear_discriminant(SW, mean_diff, regularization=1e-6):\n", + " \"\"\"Compute LDA coefficients with regularization\"\"\"\n", + " # Add regularization to handle potential singular matrices\n", + " SW_reg = SW + regularization * np.eye(SW.shape[0])\n", + " try:\n", + " w = np.linalg.solve(SW_reg, mean_diff)\n", + " except np.linalg.LinAlgError:\n", + " w = pinvh(SW_reg) @ mean_diff # use pseudo inverse if still singular\n", + " return w\n", + "\n", + "w = compute_linear_discriminant(SW, m_sig - m_bkg)\n", + "print(\"\\nLinear Discriminant Coefficients (w):\\n\", w)\n", + "\n", + "# Project data onto discriminant axis\n", + "F_sig = X_sig @ w\n", + "F_bkg = X_bkg @ w\n", + "\n", + "# plot distributions\n", + "plt.figure(figsize=(10, 6))\n", + "plt.hist(F_bkg, bins=50, density=True, alpha=0.7, \n", + " label='Background', color='royalblue')\n", + "plt.hist(F_sig, bins=50, density=True, alpha=0.7, \n", + " label='Signal', color='crimson')\n", + "plt.xlabel('Linear Discriminant $F_n = w^T x_n$', fontsize=12)\n", + "plt.ylabel('Probability Density', fontsize=12)\n", + "plt.title('Distribution of Linear Discriminant', fontsize=14)\n", + "plt.legend(fontsize=12)\n", + "plt.grid(alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# -------------- ROC Curve for Linear Discriminant ----------------\n", + "def plot_roc_curve(F_sig, F_bkg):\n", + " \"\"\"Plot ROC curve with AUC calculation\"\"\"\n", + " y_true = np.concatenate([np.ones_like(F_sig), np.zeros_like(F_bkg)])\n", + " y_score = np.concatenate([F_sig, F_bkg])\n", + " \n", + " fpr, tpr, _ = roc_curve(y_true, y_score)\n", + " roc_auc = auc(fpr, tpr)\n", + " \n", + " plt.figure(figsize=(8, 6))\n", + " plt.plot(fpr, tpr, color='darkorange', lw=2,\n", + " label=f'LDA (AUC = {roc_auc:.3f})')\n", + " plt.plot([0, 1], [0, 1], 'k--', lw=1)\n", + " plt.xlim([0.0, 1.0])\n", + " plt.ylim([0.0, 1.05])\n", + " plt.xlabel('False Positive Rate', fontsize=12)\n", + " plt.ylabel('True Positive Rate', fontsize=12)\n", + " plt.title('ROC Curve for Linear Discriminant', fontsize=14)\n", + " plt.legend(loc=\"lower right\", fontsize=12)\n", + " plt.grid(alpha=0.3)\n", + " plt.tight_layout()\n", + " plt.show()\n", + " \n", + " return fpr, tpr\n", + "\n", + "fpr, tpr = plot_roc_curve(F_sig, F_bkg)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "# ---------- Maximal Significance for Scenarios --------------- \n", + "def compute_max_significance(F_sig, F_bkg, scenarios):\n", + " \"\"\"Compute maximal significance for given scenarios\"\"\"\n", + " results = {}\n", + " all_F = np.concatenate([F_sig, F_bkg])\n", + " y_true = np.concatenate([np.ones_like(F_sig), np.zeros_like(F_bkg)])\n", + " \n", + " # Sort by discriminant score (descending)\n", + " sort_idx = np.argsort(all_F)[::-1]\n", + " F_sorted = all_F[sort_idx]\n", + " y_sorted = y_true[sort_idx]\n", + " \n", + " # cumulative sums\n", + " tp = np.cumsum(y_sorted)\n", + " fp = np.cumsum(1 - y_sorted)\n", + " \n", + " # Efficiencies\n", + " eff_sig = tp / len(F_sig)\n", + " eff_bkg = fp / len(F_bkg)\n", + " \n", + " for N_S, N_B in scenarios:\n", + " S_prime = eff_sig * N_S\n", + " B_prime = eff_bkg * N_B\n", + " \n", + " with np.errstate(divide='ignore', invalid='ignore'):\n", + " significance = np.where((S_prime + B_prime) > 0, \n", + " S_prime / np.sqrt(S_prime + B_prime), 0)\n", + " \n", + " max_idx = np.argmax(significance)\n", + " results[(N_S, N_B)] = {\n", + " 'max_sig': significance[max_idx],\n", + " 'optimal_cut': F_sorted[max_idx],\n", + " 'eff_sig': eff_sig[max_idx],\n", + " 'eff_bkg': eff_bkg[max_idx]\n", + " }\n", + " \n", + " return results" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Maximal Significance for Different Scenarios:\n", + "Scenario Max σ' Optimal Cut ϵ_S ϵ_B \n", + "10,100 2.209 14.353 0.705 0.031 \n", + "100,1000 6.984 14.353 0.705 0.031 \n", + "1000,10000 22.085 14.353 0.705 0.031 \n", + "10000,100000 69.840 14.353 0.705 0.031 \n" + ] + } + ], + "source": [ + "# define scenarios from Exercise 5\n", + "scenarios = [\n", + " (10, 100),\n", + " (100, 1000),\n", + " (1000, 10000),\n", + " (10000, 100000)\n", + "]\n", + "\n", + "max_sig_results = compute_max_significance(F_sig, F_bkg, scenarios)\n", + "\n", + "# results\n", + "print(\"\\nMaximal Significance for Different Scenarios:\")\n", + "print(\"{:<15} {:<15} {:<15} {:<15} {:<15}\".format(\n", + " \"Scenario\", \"Max σ'\", \"Optimal Cut\", \"ϵ_S\", \"ϵ_B\"))\n", + "for scenario, res in max_sig_results.items():\n", + " print(\"{:<15} {:<15.3f} {:<15.3f} {:<15.3f} {:<15.3f}\".format(\n", + " f\"{scenario[0]},{scenario[1]}\",\n", + " res['max_sig'],\n", + " res['optimal_cut'],\n", + " res['eff_sig'],\n", + " res['eff_bkg']))" + ] + } + ], + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 38737d0703db64a743f5644ce16feecafc3d53cb Mon Sep 17 00:00:00 2001 From: ClarissaTerrones Date: Thu, 10 Apr 2025 21:17:48 -0500 Subject: [PATCH 07/22] Lab.7.solution.ipynb --- Labs/Lab.7/Lab.7.solution.ipynb | 3113 +++++++++++++++++++++++++++++++ 1 file changed, 3113 insertions(+) create mode 100644 Labs/Lab.7/Lab.7.solution.ipynb diff --git a/Labs/Lab.7/Lab.7.solution.ipynb b/Labs/Lab.7/Lab.7.solution.ipynb new file mode 100644 index 000000000..97206eb49 --- /dev/null +++ b/Labs/Lab.7/Lab.7.solution.ipynb @@ -0,0 +1,3113 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 7- Data Analysis\n", + "\n", + "In this lab, you download and begin to look at a particle physics dataset. You must download the dataset by March 17th. Exercises 1-4 are to be completed by March 21th. The remaider of the lab is due March 29th. Before leaving lab today, I suggest everyone downloads the dataset." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, + "source": [ + "## Exercise 1: Reading\n", + "\n", + "### HiggsML\n", + "In 2014, some of my colleagues from the ATLAS experiment put together a Higgs Machine Learning Challenge, which was hosted on [Kaggle](https://www.kaggle.com). Please read sections 1 and 3 (skip/skim 2) of [The HiggsML Technical Documentation](https://higgsml.lal.in2p3.fr/files/2014/04/documentation_v1.8.pdf). \n", + "\n", + "Kaggle is a platform for data science competitions, with cash awards for winners. Kaggle currently hosts over 50,000 public datasets and associated competitions. Later in the course we will look at a variety of problems hosted on Kaggle and similar platforms. \n", + "\n", + "### SUSY Dataset\n", + "\n", + "For the next few labs we will use datasets used in the [first paper on Deep Learning in High Energy physics](https://arxiv.org/pdf/1402.4735.pdf). Please read up to the \"Deep Learning\" section (end of page 5). This paper demonstrates that Deep Neural Networks can learn from raw data the features that are typically used by physicists for searches for exotics particles. The authors provide the data they used for this paper. They considered two benchmark scenarios: Higgs and SUSY." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 2: Download SUSY Dataset\n", + "\n", + "The information about the dataset can be found at the [UCI Machine Learning Repository](https://archive.ics.uci.edu/ml/index.php). We'll start with the [SUSY Dataset](https://archive.ics.uci.edu/ml/datasets/SUSY). \n", + "\n", + "### Download\n", + "In a terminal, download the data directly from the source and then decompress it. For example:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* To download:\n", + " * On Mac OS: \n", + " `curl http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz > SUSY.csv.gz`\n", + "\n", + " * In linux:\n", + " `wget http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz`\n", + "\n", + "* To uncompress:\n", + "`gunzip SUSY.csv.gz`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--2025-04-01 16:38:25-- http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz\n", + "Resolving archive.ics.uci.edu (archive.ics.uci.edu)... 128.195.10.252\n", + "connected. to archive.ics.uci.edu (archive.ics.uci.edu)|128.195.10.252|:80... \n", + "200 OKequest sent, awaiting response... \n", + "Length: unspecified\n", + "Saving to: ‘SUSY.csv.gz’\n", + "\n", + "SUSY.csv.gz [ <=> ] 879.65M 2.85MB/s in 6m 23s \n", + "\n", + "2025-04-01 16:44:48 (2.30 MB/s) - ‘SUSY.csv.gz’ saved [922377711]\n", + "\n" + ] + } + ], + "source": [ + "!wget http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "!rm SUSY.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "gzip: SUSY.csv.gz: No such file or directory\n" + ] + } + ], + "source": [ + "!gunzip SUSY.csv.gz" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 2.5G\n", + "-rw-r--r-- 1 cterrones cterrones 962K Apr 3 00:32 Lab.7.ipynb\n", + "-rw-r--r-- 1 cterrones cterrones 5.9M Mar 19 11:17 Lab.7.pdf\n", + "-rw-r--r-- 1 cterrones cterrones 228M Apr 3 00:31 SUSY-small.csv\n", + "-rw-r--r-- 1 cterrones cterrones 2.3G Apr 1 16:44 SUSY.csv\n" + ] + } + ], + "source": [ + "ls -lh" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data is provided as a comma separated file." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.000000000000000000e+00,9.728614687919616699e-01,6.538545489311218262e-01,1.176224589347839355e+00,1.157156467437744141e+00,-1.739873170852661133e+00,-8.743090629577636719e-01,5.677649974822998047e-01,-1.750000417232513428e-01,8.100607395172119141e-01,-2.525521218776702881e-01,1.921887040138244629e+00,8.896374106407165527e-01,4.107718467712402344e-01,1.145620822906494141e+00,1.932632088661193848e+00,9.944640994071960449e-01,1.367815494537353516e+00,4.071449860930442810e-02\n", + "1.000000000000000000e+00,1.667973041534423828e+00,6.419061869382858276e-02,-1.225171446800231934e+00,5.061022043228149414e-01,-3.389389812946319580e-01,1.672542810440063477e+00,3.475464344024658203e+00,-1.219136357307434082e+00,1.295456290245056152e-02,3.775173664093017578e+00,1.045977115631103516e+00,5.680512785911560059e-01,4.819284379482269287e-01,0.000000000000000000e+00,4.484102725982666016e-01,2.053557634353637695e-01,1.321893453598022461e+00,3.775840103626251221e-01\n", + "1.000000000000000000e+00,4.448399245738983154e-01,-1.342980116605758667e-01,-7.099716067314147949e-01,4.517189264297485352e-01,-1.613871216773986816e+00,-7.686609029769897461e-01,1.219918131828308105e+00,5.040258169174194336e-01,1.831247568130493164e+00,-4.313853085041046143e-01,5.262832045555114746e-01,9.415140151977539062e-01,1.587535023689270020e+00,2.024308204650878906e+00,6.034975647926330566e-01,1.562373995780944824e+00,1.135454416275024414e+00,1.809100061655044556e-01\n", + "1.000000000000000000e+00,3.812560737133026123e-01,-9.761453866958618164e-01,6.931523084640502930e-01,4.489588439464569092e-01,8.917528986930847168e-01,-6.773284673690795898e-01,2.033060073852539062e+00,1.533040523529052734e+00,3.046259880065917969e+00,-1.005284786224365234e+00,5.693860650062561035e-01,1.015211343765258789e+00,1.582216739654541016e+00,1.551914215087890625e+00,7.612152099609375000e-01,1.715463757514953613e+00,1.492256760597229004e+00,9.071890264749526978e-02\n", + "1.000000000000000000e+00,1.309996485710144043e+00,-6.900894641876220703e-01,-6.762592792510986328e-01,1.589282631874084473e+00,-6.933256387710571289e-01,6.229069828987121582e-01,1.087561845779418945e+00,-3.817416727542877197e-01,5.892043709754943848e-01,1.365478992462158203e+00,1.179295063018798828e+00,9.682182073593139648e-01,7.285631299018859863e-01,0.000000000000000000e+00,1.083157896995544434e+00,4.342924803495407104e-02,1.154853701591491699e+00,9.485860168933868408e-02\n" + ] + } + ], + "source": [ + "filename=\"SUSY.csv\"\n", + "# print out the first 5 lines using unix head command\n", + "!head -5 \"SUSY.csv\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Reducing the dataset\n", + "This is a rather large dataset. If you have trouble loading it, we can easily make a new file with less data.\n", + "\n", + "Here we look at the size of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 2.5G\n", + "-rw-r--r-- 1 cterrones cterrones 3.0M Apr 10 20:15 Lab.7.ipynb\n", + "-rw-r--r-- 1 cterrones cterrones 5.9M Mar 19 11:17 Lab.7.pdf\n", + "-rw-r--r-- 1 cterrones cterrones 228M Apr 10 18:06 SUSY-small.csv\n", + "-rw-r--r-- 1 cterrones cterrones 2.3G Apr 1 16:44 SUSY.csv\n" + ] + } + ], + "source": [ + "!ls -lh" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that we have 5 million datapoints." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5000000 SUSY.csv\n" + ] + } + ], + "source": [ + "!wc -l SUSY.csv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We create a new file of the first half million. This is sufficient for our needs in this lab:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "!head -500000 SUSY.csv > SUSY-small.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 2.5G\n", + "-rw-r--r-- 1 cterrones cterrones 3.0M Apr 10 20:15 Lab.7.ipynb\n", + "-rw-r--r-- 1 cterrones cterrones 5.9M Mar 19 11:17 Lab.7.pdf\n", + "-rw-r--r-- 1 cterrones cterrones 228M Apr 10 20:16 SUSY-small.csv\n", + "-rw-r--r-- 1 cterrones cterrones 2.3G Apr 1 16:44 SUSY.csv\n" + ] + } + ], + "source": [ + "ls -lh" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "500000 SUSY-small.csv\n" + ] + } + ], + "source": [ + "! wc -l SUSY-small.csv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use this file for the rest of the lab to make this run faster." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### First Look\n", + "\n", + "Each row represents a LHC collision event. Each column contains some observable from that event. The variable names are ([based on documentation](https://archive.ics.uci.edu/ml/datasets/SUSY)):" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "VarNames=[\"signal\", \"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\", \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some of these variables represent the \"raw\" kinematics of the observed final state particles, while others are \"features\" that are derived from these raw quantities:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "RawNames=[\"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\"]\n", + "FeatureNames=list(set(VarNames[1:]).difference(RawNames))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['l_1_pT',\n", + " 'l_1_eta',\n", + " 'l_1_phi',\n", + " 'l_2_pT',\n", + " 'l_2_eta',\n", + " 'l_2_phi',\n", + " 'MET',\n", + " 'MET_phi']" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "RawNames" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['axial_MET',\n", + " 'S_R',\n", + " 'cos_theta_r1',\n", + " 'MET_rel',\n", + " 'M_R',\n", + " 'dPhi_r_b',\n", + " 'MT2',\n", + " 'R',\n", + " 'M_TR_2',\n", + " 'M_Delta_R']" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "FeatureNames" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will use pandas to read in the file, and matplotlib to make plots. The following ensures pandas is installed and sets everything up:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can read the data into a pandas dataframe:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "filename = \"SUSY-small.csv\"\n", + "df = pd.read_csv(filename, dtype='float64', names=VarNames)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can see the data in Jupyter by just evaluateing the dataframe:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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............................................................
4999950.00.7190351.0918790.2915401.205962-1.599117-1.1394450.4245461.1548490.637185-0.0911781.9721560.6970280.3136360.9886021.9815730.7448281.0950800.006546
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\n", + "

500000 rows × 19 columns

\n", + "
" + ], + "text/plain": [ + " signal l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi \\\n", + "0 0.0 0.972861 0.653855 1.176225 1.157156 -1.739873 -0.874309 \n", + "1 1.0 1.667973 0.064191 -1.225171 0.506102 -0.338939 1.672543 \n", + "2 1.0 0.444840 -0.134298 -0.709972 0.451719 -1.613871 -0.768661 \n", + "3 1.0 0.381256 -0.976145 0.693152 0.448959 0.891753 -0.677328 \n", + "4 1.0 1.309996 -0.690089 -0.676259 1.589283 -0.693326 0.622907 \n", + "... ... ... ... ... ... ... ... \n", + "499995 0.0 0.719035 1.091879 0.291540 1.205962 -1.599117 -1.139445 \n", + "499996 1.0 0.910016 -0.364544 -0.777120 0.543648 -0.910632 -1.723707 \n", + "499997 1.0 0.842954 0.332476 -1.048564 1.347989 0.320496 -0.666358 \n", + "499998 0.0 1.370760 -1.162912 0.893499 2.118091 1.248496 -0.887211 \n", + "499999 0.0 0.762400 0.440924 0.342885 1.034283 1.740353 -1.083314 \n", + "\n", + " MET MET_phi MET_rel axial_MET M_R M_TR_2 R \\\n", + "0 0.567765 -0.175000 0.810061 -0.252552 1.921887 0.889637 0.410772 \n", + "1 3.475464 -1.219136 0.012955 3.775174 1.045977 0.568051 0.481928 \n", + "2 1.219918 0.504026 1.831248 -0.431385 0.526283 0.941514 1.587535 \n", + "3 2.033060 1.533041 3.046260 -1.005285 0.569386 1.015211 1.582217 \n", + "4 1.087562 -0.381742 0.589204 1.365479 1.179295 0.968218 0.728563 \n", + "... ... ... ... ... ... ... ... \n", + "499995 0.424546 1.154849 0.637185 -0.091178 1.972156 0.697028 0.313636 \n", + "499996 2.864673 1.458272 2.176558 -0.590911 0.673695 1.662140 2.189362 \n", + "499997 0.450433 -0.411872 0.293407 0.630491 0.859920 0.403371 0.416258 \n", + "499998 0.164659 0.316840 0.215165 0.280418 3.087083 0.526929 0.151467 \n", + "499999 0.872145 -1.519894 0.284328 -0.360861 0.956828 0.965979 0.895881 \n", + "\n", + " MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1 \n", + "0 1.145621 1.932632 0.994464 1.367815 0.040714 \n", + "1 0.000000 0.448410 0.205356 1.321893 0.377584 \n", + "2 2.024308 0.603498 1.562374 1.135454 0.180910 \n", + "3 1.551914 0.761215 1.715464 1.492257 0.090719 \n", + "4 0.000000 1.083158 0.043429 1.154854 0.094859 \n", + "... ... ... ... ... ... \n", + "499995 0.988602 1.981573 0.744828 1.095080 0.006546 \n", + "499996 1.195041 0.910815 1.181893 1.252362 0.826035 \n", + "499997 0.591989 0.372003 0.716788 0.366991 0.265798 \n", + "499998 0.308067 3.098183 0.233042 0.876216 0.000593 \n", + "499999 1.020396 0.996446 0.943458 1.299870 0.197220 \n", + "\n", + "[500000 rows x 19 columns]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first column stores the \"truth\" label of whether an event was signal or not. Pandas makes it easy to create dataframes that store only the signal or background events:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "df_sig=df[df.signal==1]\n", + "df_bkg=df[df.signal==0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following example plots the signal and background distributions of every variable. Note that we use VarNames[1:] to skip the first variable, which was the true label." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "l_1_pT\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", 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", 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PqL6+XuPGjbMFIUm66KKL1NnZqYaGBo/C0NixY23/joqKUlpamm0oYH19vcaOHWvXERKo6TJ+rSYHAAiC3mYT84U5MPxRctydgEXPHhBWTp06paKiIhUVFemZZ57RkCFDZDabVVRUpPb2dklSv379ej3PiBEjNHjwYG3evFnXXHONy+DkzFdDj7uio6Ntc5+6nT59usd+X29PVFSULfQFE2EIACJV92xiBI+v5/64Clj07AEhbe/evXb3X3/9dY0aNUoHDhzQZ599pgcffNC2VMybb75pt+/YsWO1detWnT592mnISU5O1rPPPqspU6bo+9//vn7zm9/Y9h09erTeeOMNFRcX2/Z/4403em1zTk6OtmzZotbWVltQ+stf/qLo6GhbgYUhQ4boyJEjtmM6Ojr0zjvv6LLLLuv1/F99nm3btunUqVO23qHXX3/d7eP7wrPJPQCAyFdfL9XV2d+Y4xI6MjN9X+YKgN+ZzWaZTCY1NDTo17/+tR5++GEtXLhQmZmZio2N1cMPP6wPP/xQf/jDH7Ry5Uq7YxcsWCCLxaJZs2bpzTff1Pvvv69t27apoaHBbr+UlBTt2bNHBw4c0OzZs20FFu644w796le/0tatW/X+++9r1apVevvtt+2G7Tly0003KT4+XnPnztU777yjV199VXfccYd++MMf2obIXX755XrxxRf14osv6sCBA7rtttt07Ngxj342P/jBDxQVFaX58+frvffe0+7du7V27VqPzuEteoYAAF38OccFAPwsENds+vIcxcXF+te//qWJEycqJiZGCxcu1K233qqoqCht2bJFd999tzZu3Kjx48dr7dq1uv76623HDh48WHv27NHPf/5zXXrppYqJiVFubq4uuuiiHs+TlpamPXv2aMqUKbrpppu0Y8cO3XTTTfrwww9155136tSpU/r+97+vefPmad++fS7bnJCQoJdeekkLFy7UhAkTlJCQoBtvvFHr16+37XPzzTfrb3/7m4qLi3XGGWfopz/9qUe9QpI0YMAA/dd//Zd+/OMf64ILLtD555+v1atX68Ybb/ToPN6Isn59kF8YslgsSkpK0vHjx5WYmBjs5gBAcNXVSXl5XevSeDpMjrLb4av7/ztzxRChTp06pUOHDik7O9tuon1vNWN8LVKm5l155ZVKS0vTtm3bgt0Urzl7T3iSDegZAgB8ifVtwhfFFWBQvdUq8bVwvK5w8uRJVVRUqKioSDExMfr1r3+tV155xbaekJERhgAAiAQUV4CBcR3HtaioKO3evVsPPPCATp06pdGjR+v3v/+9CgsLg920oCMMAQAQKfhGCMCBfv366ZVXXgl2M0IS1eQAAAAAGBJhCAAAAIAhEYYAAAAQNjo7O4PdBIQIX7wXmDMEAKHKVZlrV1ggFUAEio2NVXR0tA4fPqwhQ4YoNja210VDEZmsVqva29vV3Nys6OhoxcbGen0uwhAAhKK+LpzBAqkAIkx0dLSys7N15MgRHT58ONjNQQhISEhQZmamoqO9H+xGGAKAUNTS0hWEnC2g2ZtwXAgDAHoRGxurzMxMffHFF+ro6Ah2cxBEMTExOuOMM/rcO0gYAoBQlpMjjR8f7FYAQMiIiorSmWeeqTPPPDPYTUEEoIACAAAAAEMiDAEAAAAwJMIQAAAAAENizhAAAEbhbdl1CnIAiFCEIQAAIl1ycle59TlzvDs+IaErSBGIAEQYwhAA+JurxVO54o5AyMzsCjPeLuI7Z4702muel3nn/Q0gxBGGAMCfels8lSvuCJTMTO/eZ33pVeL9DSDEEYYAwJ9cLZ7afcW9pYUviwhd3vYq8f4GEAYIQwAQCCyeinDmba8SAIQ4SmsDAAAAMCR6hgAg2ByVO/a2BDIAAHAbYQgAfMFZxThXoaa3iekJCV37AAAAvyAMAUBfuVMxzlGo6W1iOmWJAQDwK8IQAPSVq4pxkutQw8R0AACChjAEAL5CxTgAAMIK1eQAAAAAGBJhCAAAAIAhEYYAAAAAGJJXYWjTpk3KyspSfHy8CgoKtG/fPqf7Pvvss8rPz9egQYPUv39/5ebmatu2bXb7zJs3T1FRUXa3adOmedM0AAAAAHCLxwUUdu3aJZPJpIqKChUUFKi8vFxFRUVqaGhQSkpKj/3PPvts3XPPPTrvvPMUGxurF154QSUlJUpJSVFRUZFtv2nTpumpp56y3Y+Li/PyJQEAAABA7zzuGVq/fr3mz5+vkpISnX/++aqoqFBCQoI2b97scP8pU6boO9/5jnJycjRixAgtXLhQY8eO1Z///Ge7/eLi4pSWlma7nXXWWd69IgAAAABwg0c9Q+3t7aqtrdXSpUtt26Kjo1VYWKiamppej7dardqzZ48aGhq0evVqu8eqq6uVkpKis846S5dffrlWrVqlwYMHOzxPW1ub2trabPctFosnLwMAvGM2O14gtb4+8G0BAAB95lEYamlpUUdHh1JTU+22p6am6sCBA06PO378uIYNG6a2tjbFxMTo0Ucf1ZVXXml7fNq0aZoxY4ays7N18OBB3X333brqqqtUU1OjmJiYHucrKyvTihUrPGk6APSN2dy1jtDJk44fT0joWlwVAACEjYAsujpw4EDt379fJ06cUFVVlUwmk4YPH64pU6ZIkmbNmmXbd8yYMRo7dqxGjBih6upqXXHFFT3Ot3TpUplMJtt9i8WijIwMv78OAAbW0tIVhLZv7wpFX5ecLGVmBr5dAADAax6FoeTkZMXExKipqclue1NTk9LS0pweFx0drZEjR0qScnNzVV9fr7KyMlsY+rrhw4crOTlZH3zwgcMwFBcXR4EFAMGRkyONHx/sVgAAAB/wqIBCbGys8vLyVFVVZdvW2dmpqqoqTZo0ye3zdHZ22s35+bpPPvlEn332mYYOHepJ8wAAAADAbR4PkzOZTJo7d67y8/M1ceJElZeXq7W1VSUlJZKk4uJiDRs2TGVlZZK65vfk5+drxIgRamtr0+7du7Vt2zY99thjkqQTJ05oxYoVuvHGG5WWlqaDBw9q8eLFGjlypF3pbQAAAADwJY/D0MyZM9Xc3KzS0lI1NjYqNzdXlZWVtqIKZrNZ0dFfdji1trbq9ttv1yeffKJ+/frpvPPO0/bt2zVz5kxJUkxMjN5++21t3bpVx44dU3p6uqZOnaqVK1cyFA4AAACA30RZrVZrsBvRVxaLRUlJSTp+/LgSExOD3RwAkaiuTsrLk2prmTMEuIPPDIAg8SQbeLzoKgAAAABEgoCU1gaAsMHCqgAAGAZhCAC6sbAqEBqcXZSQWNMLgE8RhgCgGwurAoHjLPA0N0szZri+KFFfz2cRgE8QhgDg61hYFfAdR0NM3Qk8lZXSkCE9zzVnTleIIgwB8AHCEAAA8L3k5K5QM2eO48edBZ7uYwk7AAKAMAQAAHwvM7OrJ4e5PwBCGGEIAAD4R2YmgQdASGOdIQAAAACGRM8QAAAIL87W/WLoHQAPEYYAAEB4cKcoA2W3AXiAMATAeJytb+LsajOA0OCqKANltwF4gTAEwFjM5q51hFytb5KcHNg2AXAfRRkA+BBhCICxtLR0BaHt27tC0dcx5wAAAMMgDAEwppwcafz4YLcCAAAEEaW1AQAAABgSYQgAAACAIRGGAAAAABgSYQgAAACAIRGGAAAAABgS1eQAAEDkcLZ4MmXzAThAGAIQmcxm56vUA4g8ycldiybPmeP48YSErs8/gQjAVxCGAEQes7lrHaGTJx0/npDQ9cUJQOTIzOwKO84ugsyZ0/UYYQjAVxCGAESelpauILR9e1co+jqGywCRKTOTzzYAjxCGAISv3obC5eRI48cHtk0AACBsEIYAhCeGwgEAgD4iDAEITwyFAwAAfUQYAhDeGAoHAAC8xKKrAAAAAAyJMAQAAADAkAhDAAAAAAyJMAQAAADAkAhDAAAAAAzJqzC0adMmZWVlKT4+XgUFBdq3b5/TfZ999lnl5+dr0KBB6t+/v3Jzc7Vt2za7faxWq0pLSzV06FD169dPhYWFev/9971pGgAAAAC4xeMwtGvXLplMJi1fvlx1dXUaN26cioqKdPToUYf7n3322brnnntUU1Ojt99+WyUlJSopKdFLL71k22fNmjXauHGjKioqtHfvXvXv319FRUU6deqU968MAAAAAFzwOAytX79e8+fPV0lJic4//3xVVFQoISFBmzdvdrj/lClT9J3vfEc5OTkaMWKEFi5cqLFjx+rPf/6zpK5eofLyct1777264YYbNHbsWD399NM6fPiwnn/++T69OAAAAABwxqMw1N7ertraWhUWFn55guhoFRYWqqamptfjrVarqqqq1NDQoEsuuUSSdOjQITU2NtqdMykpSQUFBU7P2dbWJovFYncDAABwqb5eqqvreTObg90yAEFyhic7t7S0qKOjQ6mpqXbbU1NTdeDAAafHHT9+XMOGDVNbW5tiYmL06KOP6sorr5QkNTY22s7x9XN2P/Z1ZWVlWrFihSdNBxDKzGappcXxY8nJUmZmYNsDILIkJ0sJCdKcOY4fT0joCkr8rgEMx6Mw5K2BAwdq//79OnHihKqqqmQymTR8+HBNmTLFq/MtXbpUJpPJdt9isSgjI8NHrQUQUGazlJMjnTzp+PGEBOnZZ6UhQ+y319f7v20AIkNmZtfvDEcXXerru0JSSwthCDAgj8JQcnKyYmJi1NTUZLe9qalJaWlpTo+Ljo7WyJEjJUm5ubmqr69XWVmZpkyZYjuuqalJQ4cOtTtnbm6uw/PFxcUpLi7Ok6YDCFUtLV1BaPv2rlD0Vc3N0owZ0rRpjo9NSOi64gsAvcnMJOwA6MGjMBQbG6u8vDxVVVVp+vTpkqTOzk5VVVVpwYIFbp+ns7NTbW1tkqTs7GylpaWpqqrKFn4sFov27t2r2267zZPmAQhnOTnS+PE9tzu7misxhA4AAPSJx8PkTCaT5s6dq/z8fE2cOFHl5eVqbW1VSUmJJKm4uFjDhg1TWVmZpK75Pfn5+RoxYoTa2tq0e/dubdu2TY899pgkKSoqSosWLdKqVas0atQoZWdna9myZUpPT7cFLgAGxtVcAADgJx6HoZkzZ6q5uVmlpaVqbGxUbm6uKisrbQUQzGazoqO/LFLX2tqq22+/XZ988on69eun8847T9u3b9fMmTNt+yxevFitra269dZbdezYMV188cWqrKxUfHy8D14iAAAAAPQUZbVarcFuRF9ZLBYlJSXp+PHjSkxMDHZzAHiirk7Ky5Nqax0PkwMAf+J3EBBxPMkGHi+6CgAAAACRICCltQEA8BTLTwEA/I0wBABu4st54Liz/BRrZMKnnK1dxocbiGiEIQCB4SxJhMniqUb5ch4qgc/V8lP+WiPT29ceKj8zeCk5uesDPGeO48cj5cMNwCHCEAD/cydJhPjiqaH25Vzy/RftvgQ+fwUCZ8tPectZO7vX9/X0tRslJEe0zEzn65n568MNIGQQhgD4n6skIYXV5fNQ+XIu+f6LtjuB77XXej7mTpB49llpyBD32+JOh6GnnYrutLOysmc7Xb32+vrAh2T4AeuZAYZFGAIQOL5OEmHOnV4FR1/Opd6/aPfWq+RId7hw9L/JnZFEjtraHUCmTfOsLd3ndNRh2Ftbejuns5+ps0zuzmufPDlw36X90QvXl15IhgkCCGeEIQAIEn91mPUWslxxFkBcjSSSXLfV1XGuODtnb23x5pyu9OW1+5o/huW5835hmCCASEUYAoAg83WHWW8hyxVXX+y9HUnkjxFIgR7V1Jfn82WRsr7MXXNVw8TV+4VhggAiGWEIgO+EScW4SBrW4+hH62q4GwLHneF1zuZS9fY+9PT/rTs9OM6G+oXaMMGgoOw2ELEIQwB8I0wqxkXKsB53vqCGwI/b0FwNr+ttLpWzoOTtdYW+DMkMpWGCAUfZbSDiEYYA+EaYVIwLRolsfzD0F9Qw4mp4XV+Ckqug64/ewkAPSwyZ3lvKbgMRjzAEwLcCODarL1+YImEIGdWAw5s3QUnqW9W7cOgtDLneWz5oQEQjDAEIS/78wuTqyjoQCN58/46U3kJv17uSwuc1AggdhCEAYckfw90i5co6jCuSOjG8Xe+KKTwAPEEYAhDWfDncLVKurAPhwJvik0zhAeBrhCEA+IpIurIOhKq+FJ/09jMaMkUZAIQUwhAAAAioQBefDLmiDABCBmEIQNBxxRYwJn9UdXRWACUSSuoD8D3CEICgMsIVW2/mRgDwjDvFFSZP9vx3idOLNfX9lKwMZTr7IHMlBwgLhCEAAeEqEHhTRtedIBEKJbL7MjcCgPv8UQDF9ec3RwmqV/2cHGXq454PR8KVHMAACEMA/M6dQODoiq23pa5DqUR2oOdGAEbm6wIovZfw76+W7S8pM+dfjh5k7B0QBghDAPzO20Dg7ZXeYJXIdtUT5Y+5EQACw+XnNydH4rMNhC3CEACfMStDLfX9emzvSyDw9kpvIEtkh1JPFBBqQmG4KgA4QxgC4BPmI2cqR/U6Oae/w8cjORCwWCvQk9EvEji7OCTxOwEIJYQhAD7RcuwMnVR/bV95SDlXZ/d4PNL/+LNYK2Av3C4SeNuD5Wif5r8O1IxeLg49+6w0ZEjPx0Lt5wJEOsIQAM84Kwt3qFFSjnKyTzE3BoCk8LhI4J9CLaOUoFZVLt6jIWOH2j3S/L9naMbiEZo2Ldrp81GEDggcwhAA97ksC3eBpKulQYMC3CgA8J5fCrUcOaLk705R5pp/ODxnffy5anmhWhpqH5QoQgcEHmEIQA/OFxlslU6OllaukrLth8LVH4qXlqnHH3cACHW+L9QyVGp42eniaplz5ihz6BFpPL8vgWAjDAEG5SzwNDdLM2Y4X2RQqusKPQ5E+oRoAHBbOIwRBEAYAozInUVQKysdTO6tr5fm3CRtf8bhgkFM/AUAAOGEMAQYkLeLoEr/kvSWlPMvFhkEAABhjzAEGJg3i6ACAPzLWUlvet8B3/MqDG3atEkPPfSQGhsbNW7cOD388MOaOHGiw32feOIJPf3003rnnXckSXl5efrFL35ht/+8efO0detWu+OKiopUWVnpTfOAiOO0oEEv+MMJACHKQeJJPnKmEvp9U3PmOC+7zfpEgG95HIZ27dolk8mkiooKFRQUqLy8XEVFRWpoaFBKSkqP/aurqzV79mxdeOGFio+P1+rVqzV16lS9++67GjZsmG2/adOm6amnnrLdj4uL8/IlAZGlt/k9rrBeBQCEGBcLFGXKednt7uI206Y5Pi2/7wHveByG1q9fr/nz56ukpESSVFFRoRdffFGbN2/WkiVLeuz/zDPP2N1/8skn9fvf/15VVVUqLi62bY+Li1NaWpqnzQEiXm/ze5xhvQoACEGuFijqLrt9bI809Gu/8IdI9a+kqiVumKPDNGeO9Nprnv2dkOhRAjwKQ+3t7aqtrdXSpUtt26Kjo1VYWKiamhq3znHy5EmdPn1aZ599tt326upqpaSk6KyzztLll1+uVatWafDgwQ7P0dbWpra2Ntt9i8XiycsAwpK383scjT13Nh4dABAAzspuu+g1kqTMhARlOuj+6eUwl+hRgtF5FIZaWlrU0dGh1NRUu+2pqak6cOCAW+e46667lJ6ersLCQtu2adOmacaMGcrOztbBgwd1991366qrrlJNTY1iYmJ6nKOsrEwrVqzwpOmA4fT2xzGhX6eSj7wr1Z12/6SkKADwn156jZx197s6zBVGEAABrib34IMPaufOnaqurlZ8fLxt+6xZs2z/HjNmjMaOHasRI0aourpaV1xxRY/zLF26VCaTyXbfYrEoIyPDv40HwozLP45Hjij5u1OUee0/PD8xK6sCgP94uVgra7wC3vEoDCUnJysmJkZNTU1225uamnqd77N27Vo9+OCDeuWVVzR27FiX+w4fPlzJycn64IMPHIahuLg4CiwAbnD6x7HuiHTqH55PRJIYYA4AACKGR2EoNjZWeXl5qqqq0vTp0yVJnZ2dqqqq0oIFC5wet2bNGj3wwAN66aWXlJ+f3+vzfPLJJ/rss8809GuVVAD4GAsNAQAAA/N4mJzJZNLcuXOVn5+viRMnqry8XK2trbbqcsXFxRo2bJjKysokSatXr1Zpaal27NihrKwsNTY2SpIGDBigAQMG6MSJE1qxYoVuvPFGpaWl6eDBg1q8eLFGjhypoqIiH75UIPhcrRdEhwsAIBhY5BVG5nEYmjlzppqbm1VaWqrGxkbl5uaqsrLSVlTBbDYrOvrLxcIee+wxtbe367vf/a7deZYvX6777rtPMTExevvtt7V161YdO3ZM6enpmjp1qlauXMlQOESU3tYLoqIPACCQei20w98lGIBXBRQWLFjgdFhcdXW13f2PPvrI5bn69eunl156yZtmACHJWe9Pfb3z9YJcrRFBATcAgD94WbyuV4yCQDgJaDU5IBK4+iXfvUK4q96fyZN7/iFw5+ocBdwAAL7m6yp0jIJAuCEMAR7o7Ze81PWLvrJSGjKk52POroj1tkYEV9IAAOGgpaX3URCsa4RQQhgCPODql3w3b4OLX9aIcDVmDwAAP6FYKcIFYQiG1ZcxzWHxS96dsQqMvQMABJir63GMhECgEYZgSIYY09xbNxZ/cQAAXvJm4EFv82OlCPn7i7BCGIIhGWpMc1h0YwEAQpGjcONOsSBHAw96mx8bcX9/ERYIQzA0cgIAIKwEaIVUd6qcelosSPLT/FigDwhDAAAAoS7AK6RS5RRGQRgCAAAIdf5aIbWXpyTwINIRhgAAAMIB6QTwOcIQAAAAQl5flsQAnCEMAQAAIKQZYkkMBAVhCAAAACHDUcG8+noDLYmBgCIMIaJ5sygcAAAIPHcK5k2eTOCBbxGGEPacBR5vF4Xr5uzKFAAA8D3KeSMYCEMIa+6MIfZ0UTh3rky5ClEAAMA7FMxDoBGGENZaWpyPIZa8u4rElSkAQFhyNnyBP1yAU4QhhIXe5v7k5Ejjx/vu+bgyBQAIG+4MaaDUGuAQYQghz52hcAxbAwAYlqshDZRaY30iuEQYQsjzx1C4iELJPAAAQxocYn0i9IYwhLDh66FwEYFuMwAAnHJ1QZVOM0iEIQQYXdU+RrcZAACSXC+JwQVVOEMYQsC404nx7LM9y2Az2ssN/JYHABgUS2KgLwhDCBhXnRjdC6ROm+b4WH6RAQAAR/q6JAYVyY2NMISAc9aJwdo+AADAG97Uj6AiOSTCEEIIhXAAAECgUJEcEmEIAAAABsWFWBCGAAAAIh0TYwCHCEMAAACRiokxgEuEIXiF9YIAAAgDTIzxC74HRQ7CEDzmznpBXGQCACBEMDHGp/geFFkIQ/CYq/WCuMgEAAAihaOpVvX1fA+KJIQheM3ZekHwEn3uAACEBHemWk2ezJ/mSBDtzUGbNm1SVlaW4uPjVVBQoH379jnd94knntDkyZN11lln6ayzzlJhYWGP/a1Wq0pLSzV06FD169dPhYWFev/9971pGkJEfb1UV2d/c1bIBvqyzz0vz/EtJ6drHwAA4HfdU61qax3fGAYXOTzuGdq1a5dMJpMqKipUUFCg8vJyFRUVqaGhQSkpKT32r66u1uzZs3XhhRcqPj5eq1ev1tSpU/Xuu+9q2LBhkqQ1a9Zo48aN2rp1q7Kzs7Vs2TIVFRXpvffeU3x8fN9fJQLGnSspycmBbVNYYOwhAAAhhalWxuBxGFq/fr3mz5+vkpISSVJFRYVefPFFbd68WUuWLOmx/zPPPGN3/8knn9Tvf/97VVVVqbi4WFarVeXl5br33nt1ww03SJKefvpppaam6vnnn9esWbN6nLOtrU1tbW22+xaLxdOXAT9xVbRGYrRXr1yNPXQ2cBkAgL5gDSIYmEdhqL29XbW1tVq6dKltW3R0tAoLC1VTU+PWOU6ePKnTp0/r7LPPliQdOnRIjY2NKiwstO2TlJSkgoIC1dTUOAxDZWVlWrFihSdNRwBxJcXH6G4DAPgDaxD5DfkyfHgUhlpaWtTR0aHU1FS77ampqTpw4IBb57jrrruUnp5uCz+NjY22c3z9nN2Pfd3SpUtlMpls9y0WizIyMtx+HUBYobsNAOAPrEHkc+TL8BPQanIPPvigdu7cqerq6j7NBYqLi1NcXJwPWwaEOLrbAAD+wN8XnyJfhh+PwlBycrJiYmLU1NRkt72pqUlpaWkuj127dq0efPBBvfLKKxo7dqxte/dxTU1NGjp0qN05c3NzPWkeAAAAEFTky/DiUWnt2NhY5eXlqaqqyrats7NTVVVVmjRpktPj1qxZo5UrV6qyslL5+fl2j2VnZystLc3unBaLRXv37nV5TgAAACDcOFp+pK6OFTSCxeNhciaTSXPnzlV+fr4mTpyo8vJytba22qrLFRcXa9iwYSorK5MkrV69WqWlpdqxY4eysrJs84AGDBigAQMGKCoqSosWLdKqVas0atQoW2nt9PR0TZ8+3XevFAAAAAgS5hOFJo/D0MyZM9Xc3KzS0lI1NjYqNzdXlZWVtgIIZrNZ0dFfdjg99thjam9v13e/+1278yxfvlz33XefJGnx4sVqbW3VrbfeqmPHjuniiy9WZWUlawwh8pjNzgcSAwCAiOXOfKLXXuu53KBErSR/irJardZgN6KvLBaLkpKSdPz4cSUmJga7ORGvrk7Ky+tagdnZkjhwwGzu+g138qTjx7kkBAAIFfyxDyi+IviWJ9kgoNXkAENraen6Lbd9O5d9AADhgQVzAoIqdMFDGAICLSeHq2wAgNDGBJeAowpdcBCGAAAAYI+uChgEYQgAAAA99dZVwRA6RADCEJyi8JmX+MEBACIZQ+gQQQhDBufse3tzszRjhuuqJsnJ/m1bWHKnHAw/OABAOGMIHSIIYcjA3PneXlkpDRnS8zF6wJ2gYhwAwAiY7Y8IQRgyML63+xEV4wAAgA8xRcs/CEMG0NsUFr63AwAAhCamaPkXYSjCMYUFAAAgfDFFy78IQxGOoXAAAADhjSla/kMYMgiGwgEAgIBhggvCBGEIAAAAvsEEF4QZwhAAAAB8gwkuCDOEIQAAAPgOE1wCjlGJ3iMMAQAAAGGIUYl9RxiKEL2tJQQAAIDIwqjEviMMRQDWEgIAADAmRiX2DWEoArCWUIA564aT6IoDAAAII4ShCMJaQgHQWzecRFccAABAmCAMAY64moTlqhtOoisOAAAgTBCGwghFEgLEnUlYkycTeAAAAMIcYShMUCQhgJiEBQAAYAiEoTDB9/MgYBIWAAC+52pIC19ofI4FWV0jDIUZvp8DAICw1NsKoRKrhPoQC7K6hzAEAAAA/3O1Qqj05Sqhr73GMBgfYEFW9xCGAAAAEBiuVgilK8PnWJC1d4QhAAAABB9dGQgCwhAAAABCA10ZCLDoYDcAAAAAAIKBMAQAAADAkBgmF2LMZudDZQEAAAD4DmEohJjNXZUkT550/HhCQlehFQAAAAB959UwuU2bNikrK0vx8fEqKCjQvn37nO777rvv6sYbb1RWVpaioqJUXl7eY5/77rtPUVFRdrfzzjvPm6aFtZaWriC0fbtUW9vzRjVJAAAAwHc87hnatWuXTCaTKioqVFBQoPLychUVFamhoUEpKSk99j958qSGDx+u733ve/rpT3/q9Lzf/OY39corr3zZsDOM22mVkyONHx/sVgAAAACRzePEsX79es2fP18lJSWSpIqKCr344ovavHmzlixZ0mP/CRMmaMKECZLk8HFbQ844Q2lpaW61oa2tTW1tbbb7FovFk5cAdGGCFgAAgKF5FIba29tVW1urpUuX2rZFR0ersLBQNTU1fWrI+++/r/T0dMXHx2vSpEkqKytTppMxYWVlZVqxYkWfng8GxwQtAADCj7MLlsnJzCWAVzwKQy0tLero6FBqaqrd9tTUVB04cMDrRhQUFGjLli0aPXq0jhw5ohUrVmjy5Ml65513NHDgwB77L126VCaTyXbfYrEoIyPD6+eHAX11glZOTs/H+aUKAEDoSE7uulA5Z47jxxMSmFwNr4TExJyrrrrK9u+xY8eqoKBA55xzjn7zm9/olltu6bF/XFyc4uLiAtlERComaAEAEPoyM7vCjrPh7XPmdD1GGPIIHW0ehqHk5GTFxMSoqanJbntTU5Pb833cMWjQIJ177rn64IMPfHZOAAAAhLHMTON8Q/czOtq+5FFp7djYWOXl5amqqsq2rbOzU1VVVZo0aZLPGnXixAkdPHhQQ4cO9dk5AQAAAHzZ0eZoKZft27tmEjjqhItEHg+TM5lMmjt3rvLz8zVx4kSVl5ertbXVVl2uuLhYw4YNU1lZmaSuogvvvfee7d+ffvqp9u/frwEDBmjkyJGSpDvvvFPXXXedzjnnHB0+fFjLly9XTEyMZs+e7avXCQAAAOD/0NHWxeMwNHPmTDU3N6u0tFSNjY3Kzc1VZWWlraiC2WxWdPSXHU6HDx/WBRdcYLu/du1arV27Vpdeeqmqq6slSZ988olmz56tzz77TEOGDNHFF1+s119/XUOGDOnjywMAAAAAx7wqoLBgwQItWLDA4WPdAadbVlaWrFary/Pt3LnTm2YAAAAAgNc8mjMEAAAAAJGCMAQAAADAkAhDAAAAAAwpJBZdBQAAABA6jLIgK2EI4c9s9rwYvrNPOAAACE9G+fbuZ0ZbkJUwhPBmNks5OV2rg3kqIaHrEw8AAMKX0b69+1n3gqyOrjPX13f9mFtaIufHSRhCeGtp6QpC27d3hSJPcKUIAIDwZ7Rv7wFgpAVZCUNB4GxUFyO3+iAnRxo/PtitAAAAwWCkb+/wKcJQgPU2qouRWwAAAEBgEIYCrLdRXYzcAgAAAAKDMBQkjOoCAAAAgotFVwEAAAAYEj1DCA9UnQAAAICPEYYQ+qg6AQAA+oIFWeEEYQihj6oTAADAGyzIil4QhhA+qDoBAAA8wYKs6AVhCAAAAJGLBVnhAtXkAAAAABgSYQgAAACAIRGGAAAAABgSYQgAAACAIVFAAaGDhVUBAECgsQaRoRGGEBpYWBUAAAQSaxBBhCGEChZWBQAAgcQaRBBhCKGGhVUBAECgsAaR4RGGEFjMCwIAAECIIAwhcJgXBAAAgBBCGELgMC8IAAAAIYQwhMBjXhAAAABCAIuuAgAAADAkeoYAAAAAR1iQNeIRhgAAAICvYkFWwyAMAQAAAF/FgqyG4dWcoU2bNikrK0vx8fEqKCjQvn37nO777rvv6sYbb1RWVpaioqJUXl7e53MixJnNUl1dzxtrCQEAgHCRmdlV8OnrN0cVcRG2PA5Du3btkslk0vLly1VXV6dx48apqKhIR48edbj/yZMnNXz4cD344INKS0vzyTkRwrrXEsrL63mbM4e1hAAAABAyPA5D69ev1/z581VSUqLzzz9fFRUVSkhI0ObNmx3uP2HCBD300EOaNWuW4uLifHLOtrY2WSwWuxtCxFfXEqqt7XljfC0AAABChEdzhtrb21VbW6ulS5fatkVHR6uwsFA1NTVeNcCbc5aVlWnFihVePR8ChLWEAABAJDNwpblIeukehaGWlhZ1dHQoNTXVbntqaqoOHDjgVQO8OefSpUtlMpls9y0WizIyMrx6fgAAAMBtBq40F4kvPSyrycXFxTkdcocAMZudV1gBAACIVAauNBeJL92jMJScnKyYmBg1NTXZbW9qanJaHCEY54SfdRdJOHnS8eMUSQAAAJEsM9P1N/5IGkf2Nb299HDjURiKjY1VXl6eqqqqNH36dElSZ2enqqqqtGDBAq8a4I9zws++WiTBUXnJCPigAwAAeCwSx5FFOI+HyZlMJs2dO1f5+fmaOHGiysvL1draqpKSEklScXGxhg0bprKyMkldBRLee+89278//fRT7d+/XwMGDNDIkSPdOmc4MsQoMookAAAAfCkSx5FFOI/D0MyZM9Xc3KzS0lI1NjYqNzdXlZWVtgIIZrNZ0dFfVuw+fPiwLrjgAtv9tWvXau3atbr00ktVXV3t1jnDDaPIAAAADMrAQ+jCUZTVarUGuxF9ZbFYlJSUpOPHjysxMTHYzVFdXdcaoxE7iqz7BdbW0jMEAADgDneulofxELpQ+nroSTYIy2py4YJRZAAAAJDEELoQRRgCAAAAAiHSSrFFgOjedwEAAACAyEMYAgAAAGBIhCEAAAAAhsScIQAAACAUUHY74AhDAAAAQDAlJ3eV1p4zx/HjYV52O5QRhgAAAIBgoux20BCG4JzZ7PxDCQAAAN+h7HZQEIaMzlngaW6WZsxwvUpycrJ/2wYAAAD4EWHIyMxmKSfHdeCprJSGDOn5GBP5AAAAAofiCn5BGDICV8PdTp6Utm/vCkVfx4cLAAAguCiu4FeEoUjnTu/P5Ml8gAAAAEIRxRX8ijAU6Vpa6P0BAAAIZxRX8BvCkFHk5Ejjxwe7FQAAAEDIiA52AwAAAAAgGAhDAAAAAAyJMAQAAADAkAhDAAAAAAyJAgoAAABAOGNBVq8RhgAAAIBwxIKsfUYYihRms/PFuAAAABB5WJC1zwhDkcBs7lpH6ORJx48nJHRdOQAAAEBk6W1BVobQuUQYCieuen9OnpS2b+8KRV/Hmx0AAMBYGELnFsJQuHCn92fyZMO/oQEAACCG0LmJMBQuWlro/QEAAID7ehtCB8JQ2MnJkcaPD3YrAAAAgLDHoqsAAAAADImeoVBDiWwAAAAgIAhDoYQS2QAAAEDAEIZCCUUSAAAAgIAhDIUiiiQAAADA31iQlTAUFMwLAgAAQLCwIKuNV9XkNm3apKysLMXHx6ugoED79u1zuf9vf/tbnXfeeYqPj9eYMWO0e/duu8fnzZunqKgou9u0adO8aVro654XlJfX8zZnDvOCAAAA4F/dC7LW1va8bd/eNW3D0YX7CORxz9CuXbtkMplUUVGhgoIClZeXq6ioSA0NDUpJSemx/1//+lfNnj1bZWVluvbaa7Vjxw5Nnz5ddXV1+ta3vmXbb9q0aXrqqads9+Pi4rx8SSGOeUEAAAAINhZkleRFGFq/fr3mz5+vkpISSVJFRYVefPFFbd68WUuWLOmx/y9/+UtNmzZNP//5zyVJK1eu1Msvv6xHHnlEFRUVtv3i4uKUlpbmVhva2trU1tZmu2+xWDx9GcHHvCAAAACEKoPMJ/JomFx7e7tqa2tVWFj45Qmio1VYWKiamhqHx9TU1NjtL0lFRUU99q+urlZKSopGjx6t2267TZ999pnTdpSVlSkpKcl2y8jI8ORlAAAAAHDkq/OJHE3ryMnpmvYRITzqGWppaVFHR4dSU1PttqempurAgQMOj2lsbHS4f2Njo+3+tGnTNGPGDGVnZ+vgwYO6++67ddVVV6mmpkYxMTE9zrl06VKZTCbbfYvFQiACAAAA+qp7PpGzYl9z5nQ9FiG9QyFRTW7WrFm2f48ZM0Zjx47ViBEjVF1drSuuuKLH/nFxcZE7pwgAAAAIJgPNJ/JomFxycrJiYmLU1NRkt72pqcnpfJ+0tDSP9pek4cOHKzk5WR988IEnzQMAAAAAt3kUhmJjY5WXl6eqqirbts7OTlVVVWnSpEkOj5k0aZLd/pL08ssvO91fkj755BN99tlnGjp0qCfNAwAAAAC3eTxMzmQyae7cucrPz9fEiRNVXl6u1tZWW3W54uJiDRs2TGVlZZKkhQsX6tJLL9W6det0zTXXaOfOnXrzzTf1+OOPS5JOnDihFStW6MYbb1RaWpoOHjyoxYsXa+TIkSoqKvLhSw2C+npJ/3KwDQAAAAhTjr7P1veT5GDZmBDncRiaOXOmmpubVVpaqsbGRuXm5qqystJWJMFsNis6+ssOpwsvvFA7duzQvffeq7vvvlujRo3S888/b1tjKCYmRm+//ba2bt2qY8eOKT09XVOnTtXKlSvDd17QkSOShkpzbpL0Vs/HWVgVAAAA4earleZ6uEBS3Zffg8NElNVqtQa7EX1lsViUlJSk48ePKzExMdjNUd0z9cqbk6Palbs1/moHc6MirD47AAAADMJsdlhprm53o/KWXa3a7fUaf1Nwe4g8yQYhUU0uYmVnS+PDr7sQAAAAcMhZpbkwnQriUQEFAAAAAIgUhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhkQYAgAAAGBIhCEAAAAAhuRVGNq0aZOysrIUHx+vgoIC7du3z+X+v/3tb3XeeecpPj5eY8aM0e7du+0et1qtKi0t1dChQ9WvXz8VFhbq/fff96ZpAAAAAOAWj8PQrl27ZDKZtHz5ctXV1WncuHEqKirS0aNHHe7/17/+VbNnz9Ytt9yit956S9OnT9f06dP1zjvv2PZZs2aNNm7cqIqKCu3du1f9+/dXUVGRTp065f0rAwAAAAAXoqxWq9WTAwoKCjRhwgQ98sgjkqTOzk5lZGTojjvu0JIlS3rsP3PmTLW2tuqFF16wbfv2t7+t3NxcVVRUyGq1Kj09XT/72c905513SpKOHz+u1NRUbdmyRbNmzepxzra2NrW1tdnuHz9+XJmZmfr444+VmJjoycvxi/27GnTpraP1x8cblDtzdLCbAwAAAPhVKH3/tVgsysjI0LFjx5SUlOR6Z6sH2trarDExMdbnnnvObntxcbH1+uuvd3hMRkaGdcOGDXbbSktLrWPHjrVarVbrwYMHrZKsb731lt0+l1xyifXf//3fHZ5z+fLlVkncuHHjxo0bN27cuHHj5vD28ccf95pvzpAHWlpa1NHRodTUVLvtqampOnDggMNjGhsbHe7f2Nhoe7x7m7N9vm7p0qUymUy2+52dnfrnP/+pwYMHKyoqypOXFFTdqTVUerQAZ3ivIlzwXkW44L2KcBGO71Wr1arPP/9c6enpve7rURgKFXFxcYqLi7PbNmjQoOA0xgcSExPD5s0FY+O9inDBexXhgvcqwkW4vVd7HR73fzwqoJCcnKyYmBg1NTXZbW9qalJaWprDY9LS0lzu3/1fT84JAAAAAH3lURiKjY1VXl6eqqqqbNs6OztVVVWlSZMmOTxm0qRJdvtL0ssvv2zbPzs7W2lpaXb7WCwW7d271+k5AQAAAKCvPB4mZzKZNHfuXOXn52vixIkqLy9Xa2urSkpKJEnFxcUaNmyYysrKJEkLFy7UpZdeqnXr1umaa67Rzp079eabb+rxxx+XJEVFRWnRokVatWqVRo0apezsbC1btkzp6emaPn26715pCIqLi9Py5ct7DPkDQg3vVYQL3qsIF7xXES4i/b3qcWltSXrkkUf00EMPqbGxUbm5udq4caMKCgokSVOmTFFWVpa2bNli2/+3v/2t7r33Xn300UcaNWqU1qxZo6uvvtr2uNVq1fLly/X444/r2LFjuvjii/Xoo4/q3HPP7fsrBAAAAAAHvApDAAAAABDuPJozBAAAAACRgjAEAAAAwJAIQwAAAAAMiTAEAAAAwJAIQyHgo48+0i233KLs7Gz169dPI0aM0PLly9Xe3h7spgE9PPDAA7rwwguVkJCgQYMGBbs5gM2mTZuUlZWl+Ph4FRQUaN++fcFuEtDDn/70J1133XVKT09XVFSUnn/++WA3CXCorKxMEyZM0MCBA5WSkqLp06eroaEh2M3yOcJQCDhw4IA6Ozv1H//xH3r33Xe1YcMGVVRU6O677w5204Ae2tvb9b3vfU+33XZbsJsC2OzatUsmk0nLly9XXV2dxo0bp6KiIh09ejTYTQPstLa2aty4cdq0aVOwmwK49Mc//lE/+clP9Prrr+vll1/W6dOnNXXqVLW2tga7aT5Fae0Q9dBDD+mxxx7Thx9+GOymAA5t2bJFixYt0rFjx4LdFEAFBQWaMGGCHnnkEUlSZ2enMjIydMcdd2jJkiVBbh3gWFRUlJ577rmIX2QekaG5uVkpKSn64x//qEsuuSTYzfEZeoZC1PHjx3X22WcHuxkAEPLa29tVW1urwsJC27bo6GgVFhaqpqYmiC0DgMhx/PhxSYq476eEoRD0wQcf6OGHH9a//du/BbspABDyWlpa1NHRodTUVLvtqampamxsDFKrACBydHZ2atGiRbrooov0rW99K9jN8SnCkB8tWbJEUVFRLm8HDhywO+bTTz/VtGnT9L3vfU/z588PUsthNN68VwEAgDH85Cc/0TvvvKOdO3cGuyk+d0awGxDJfvazn2nevHku9xk+fLjt34cPH9Zll12mCy+8UI8//rifWwd8ydP3KhBKkpOTFRMTo6amJrvtTU1NSktLC1KrACAyLFiwQC+88IL+9Kc/6Rvf+Eawm+NzhCE/GjJkiIYMGeLWvp9++qkuu+wy5eXl6amnnlJ0NJ12CBxP3qtAqImNjVVeXp6qqqpsE9E7OztVVVWlBQsWBLdxABCmrFar7rjjDj333HOqrq5WdnZ2sJvkF4ShEPDpp59qypQpOuecc7R27Vo1NzfbHuOqJkKN2WzWP//5T5nNZnV0dGj//v2SpJEjR2rAgAHBbRwMy2Qyae7cucrPz9fEiRNVXl6u1tZWlZSUBLtpgJ0TJ07ogw8+sN0/dOiQ9u/fr7PPPluZmZlBbBlg7yc/+Yl27Nih//zP/9TAgQNtczCTkpLUr1+/ILfOdyitHQK2bNni9A82/3sQaubNm6etW7f22P7qq69qypQpgW8Q8H8eeeQRPfTQQ2psbFRubq42btyogoKCYDcLsFNdXa3LLrusx/a5c+dqy5YtgW8Q4ERUVJTD7U899VSvQ+vDCWEIAAAAgCExMQUAAACAIRGGAAAAABgSYQgAAACAIRGGAAAAABgSYQgAAACAIRGGAAAAABgSYQgAAACAIRGGAAAAABgSYQgAAACAIRGGAAAAABgSYQgAAACAIf1/nCZBZxmwBHkAAAAASUVORK5CYII=", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cos_theta_r1\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "for var in VarNames[1:]:\n", + " print (var)\n", + " plt.figure(figsize=(10,5))\n", + " plt.hist(np.array(df_sig[var]),bins=100,histtype=\"step\", color=\"red\",label=\"signal\",density=1, stacked=True)\n", + " plt.hist(np.array(df_bkg[var]),bins=100,histtype=\"step\", color=\"blue\", label=\"background\",density=1, stacked=True)\n", + " plt.legend(loc='upper right')\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 3: Make nice figures\n", + "\n", + "Now use `matplotlib` to reproduce as closely as you can figures 5 and 6 from the paper. This exercise is intended to get you to familiarize yourself with making nicely formatted `matplotlib` figures with multiple plots. Note that the plots in the paper are actually wrong!" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import rcParams\n", + "\n", + "\n", + "# update font settings\n", + "rcParams.update({\n", + " 'font.family': 'sans-serif', \n", + " 'font.sans-serif': ['Arial', 'DejaVu Sans', 'Liberation Sans'],\n", + " 'mathtext.fontset': 'stix', # math symbols\n", + "})\n", + "\n", + "# set up matplotlib style parameters\n", + "rcParams.update({\n", + " 'font.size': 14,\n", + " 'axes.titlesize': 16,\n", + " 'axes.labelsize': 14,\n", + " 'xtick.labelsize': 12,\n", + " 'ytick.labelsize': 12,\n", + " 'legend.fontsize': 12,\n", + " 'figure.titlesize': 18,\n", + " 'figure.facecolor': 'white',\n", + " 'axes.facecolor': 'white',\n", + " 'axes.grid': True,\n", + " 'grid.alpha': 0.3,\n", + " 'grid.linestyle': '--',\n", + " 'grid.linewidth': 0.5\n", + "})\n", + "\n", + "def plot_hist(data, var_name, color, label, bins=100, range=None, ax=None, linewidth=2):\n", + " \"\"\"histogram plotting function control\"\"\"\n", + " if ax is None:\n", + " ax = plt.gca()\n", + " \n", + " ax.hist(\n", + " np.array(data[var_name]),\n", + " bins=bins,\n", + " histtype=\"step\",\n", + " color=color,\n", + " label=label,\n", + " density=True,\n", + " range=range,\n", + " linewidth=linewidth\n", + " )\n", + " return ax\n", + "\n", + "# ---------- Figure 5: Kinematic Variables ------------\n", + "fig5, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "fig5.suptitle(\"Kinematic Variable Distributions\", y=1.02)\n", + "\n", + "# M_R distribution\n", + "plot_hist(df_sig, \"M_R\", \"#E41A1C\", \"Signal (SUSY)\", \n", + " bins=np.linspace(0, 4000, 81), ax=ax1)\n", + "plot_hist(df_bkg, \"M_R\", \"#377EB8\", \"Background (SM)\", \n", + " bins=np.linspace(0, 4000, 81), ax=ax1)\n", + "ax1.set_xlabel(r\"$M_R$ [GeV]\", labelpad=10)\n", + "ax1.set_ylabel(\"Probability Density\", labelpad=10)\n", + "ax1.legend(loc=\"upper right\", frameon=True)\n", + "ax1.set_yscale('log')\n", + "ax1.set_ylim(1e-6, 1)\n", + "\n", + "# M_TR_2 distribution\n", + "plot_hist(df_sig, \"M_TR_2\", \"#E41A1C\", \"Signal (SUSY)\", \n", + " bins=np.linspace(0, 2000, 81), ax=ax2)\n", + "plot_hist(df_bkg, \"M_TR_2\", \"#377EB8\", \"Background (SM)\", \n", + " bins=np.linspace(0, 2000, 81), ax=ax2)\n", + "ax2.set_xlabel(r\"$M_{T,R2}$ [GeV]\", labelpad=10)\n", + "ax2.set_ylabel(\"Probability Density\", labelpad=10)\n", + "ax2.legend(loc=\"upper right\", frameon=True)\n", + "ax2.set_yscale('log')\n", + "ax2.set_ylim(1e-6, 1)\n", + "\n", + "plt.tight_layout()\n", + "\n", + "# ---------- Figure 6, Derived Features -------------\n", + "fig6, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", + "fig6.suptitle(\"Derived Feature Distributions\", y=1.02)\n", + "\n", + "# R distribution\n", + "plot_hist(df_sig, \"R\", \"#E41A1C\", \"Signal (SUSY)\", \n", + " bins=np.linspace(0, 1, 81), ax=ax1)\n", + "plot_hist(df_bkg, \"R\", \"#377EB8\", \"Background (SM)\", \n", + " bins=np.linspace(0, 1, 81), ax=ax1)\n", + "ax1.set_xlabel(r\"$R$\", labelpad=10)\n", + "ax1.set_ylabel(\"Probability Density\", labelpad=10)\n", + "ax1.legend(loc=\"upper right\", frameon=True)\n", + "ax1.set_yscale('log')\n", + "ax1.set_ylim(1e-4, 10)\n", + "\n", + "# MT2 distribution\n", + "plot_hist(df_sig, \"MT2\", \"#E41A1C\", \"Signal (SUSY)\", \n", + " bins=np.linspace(0, 1000, 81), ax=ax2)\n", + "plot_hist(df_bkg, \"MT2\", \"#377EB8\", \"Background (SM)\", \n", + " bins=np.linspace(0, 1000, 81), ax=ax2)\n", + "ax2.set_xlabel(r\"$M_{T2}$ [GeV]\", labelpad=10)\n", + "ax2.set_ylabel(\"Probability Density\", labelpad=10)\n", + "ax2.legend(loc=\"upper right\", frameon=True)\n", + "ax2.set_yscale('log')\n", + "ax2.set_ylim(1e-6, 1)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 4: Correlation\n", + "\n", + "### Exercise 4.1\n", + "\n", + "#### Part a\n", + "Write a function that creates pair plots and use it to compare variables in the SUSY sample, separately for low and high-level features. Refer to Lecture 13 for details. Do not use `seaborn`.\n", + "\n", + "#### Part b\n", + "Making these plots can be slow because creating each plot initiates a full loop over the data. Make at least one modification to your function in part a to speed it up. Can you propose a different method of creating histograms that would speed up making such pair plots?\n", + "\n", + "#### Part c\n", + "Which observables appear to be best for separating signal from background?" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Part 4.1 a\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import rcParams\n", + "\n", + "# plot settings\n", + "rcParams.update({\n", + " 'font.size': 10,\n", + " 'axes.grid': True,\n", + " 'grid.alpha': 0.3,\n", + " 'grid.linestyle': '--'\n", + "})\n", + "\n", + "def create_pair_plots(data, variables, title, max_points=10000):\n", + " \"\"\"\n", + " creating pair plots without using seaborn.\n", + " \n", + " Args:\n", + " data: dataFrame containing the data\n", + " variables: List of variables to plot\n", + " title: title for the figure\n", + " max_points: maximum number of points to plot (for performance)\n", + " \"\"\"\n", + " n_vars = len(variables)\n", + " fig, axes = plt.subplots(n_vars, n_vars, figsize=(12, 12))\n", + " fig.suptitle(title, y=1.02, fontsize=14)\n", + " \n", + " # subsample if too many points\n", + " plot_data = data.sample(min(len(data), max_points)) if max_points else data\n", + " \n", + " for i, var1 in enumerate(variables):\n", + " for j, var2 in enumerate(variables):\n", + " ax = axes[i,j]\n", + " \n", + " if i == j:\n", + " # diagonal - histograms\n", + " ax.hist(plot_data[var1], bins=50, color='pink', alpha=0.7)\n", + " ax.set_xlabel(var1)\n", + " else:\n", + " # Off diagonal - scatter plots\n", + " ax.scatter(plot_data[var2], plot_data[var1], \n", + " s=5, alpha=0.3, color='purple')\n", + " ax.set_xlabel(var2)\n", + " ax.set_ylabel(var1)\n", + " \n", + " plt.tight_layout()\n", + " return fig\n", + "\n", + "# define variable groups\n", + "raw_vars = ['l_1_pT', 'l_2_pT', 'MET', 'MET_phi']\n", + "feature_vars = ['M_R', 'M_TR_2', 'R', 'MT2']\n", + "\n", + "# create plots\n", + "fig_raw = create_pair_plots(df, raw_vars, \"Raw Variables Pair Plot\")\n", + "fig_features = create_pair_plots(df, feature_vars, \"Derived Features Pair Plot\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Part 4.1 b\n", + "def create_pair_plots_optimized(data, variables, title, max_points=5000, bins=30):\n", + " \"\"\" optimized version of pair plots\"\"\"\n", + " n_vars = len(variables)\n", + " fig, axes = plt.subplots(n_vars, n_vars, figsize=(12, 12))\n", + " fig.suptitle(title, y=1.02, fontsize=14)\n", + " \n", + " # use numpy arrays for faster access\n", + " plot_data = data.sample(min(len(data), max_points))[variables].values\n", + " \n", + " for i in range(n_vars):\n", + " for j in range(n_vars):\n", + " ax = axes[i,j]\n", + " \n", + " if i == j:\n", + " # faster histogram using numpy\n", + " counts, edges = np.histogram(plot_data[:,i], bins=bins)\n", + " ax.stairs(counts, edges, fill=True, alpha=0.7)\n", + " ax.set_xlabel(variables[i])\n", + " else:\n", + " # hexbin for better performance with many points\n", + " hb = ax.hexbin(plot_data[:,j], plot_data[:,i], \n", + " gridsize=30, cmap='Blues', mincnt=1)\n", + " ax.set_xlabel(variables[j])\n", + " ax.set_ylabel(variables[i])\n", + " \n", + " plt.tight_layout()\n", + " return fig\n", + "\n", + "# optimized plots\n", + "fig_raw_opt = create_pair_plots_optimized(df, raw_vars, \"Optimized Raw Variables\")\n", + "fig_features_opt = create_pair_plots_optimized(df, feature_vars, \"Optimized Features\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Variable separation power (higher is better):\n", + "MET : 0.671\n", + "M_TR_2 : 0.651\n", + "l_1_pT : 0.589\n", + "MET_rel : 0.408\n", + "M_R : 0.395\n", + "l_2_pT : 0.281\n", + "R : 0.155\n", + "MT2 : 0.112\n", + "axial_MET : 0.109\n", + "MET_phi : 0.001\n" + ] + } + ], + "source": [ + "# Part 4.1 c\n", + "def analyze_separation(data_sig, data_bkg, variables):\n", + " \"\"\"Analyze which variables best separate signal and background\"\"\"\n", + " separation_power = {}\n", + " \n", + " for var in variables:\n", + " # calculate separation as difference in means divided by combined std\n", + " mean_sig = data_sig[var].mean()\n", + " mean_bkg = data_bkg[var].mean()\n", + " std_sig = data_sig[var].std()\n", + " std_bkg = data_bkg[var].std()\n", + " \n", + " separation = abs(mean_sig - mean_bkg) / np.sqrt(std_sig**2 + std_bkg**2)\n", + " separation_power[var] = separation\n", + " \n", + " # sort by separation power\n", + " sorted_separation = sorted(separation_power.items(), key=lambda x: x[1], reverse=True)\n", + " \n", + " print(\"Variable separation power (higher is better):\")\n", + " for var, sep in sorted_separation:\n", + " print(f\"{var:15}: {sep:.3f}\")\n", + " \n", + " return sorted_separation\n", + "\n", + "# analyze all variables\n", + "all_vars = ['l_1_pT', 'l_2_pT', 'MET', 'MET_phi', \n", + " 'M_R', 'M_TR_2', 'R', 'MT2', 'MET_rel', 'axial_MET']\n", + "\n", + "separation_results = analyze_separation(df_sig, df_bkg, all_vars)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 4.2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "### Part a\n", + "Install [tabulate](https://github.com/astanin/python-tabulate). \n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: tabulate in /home/cterrones/.local/lib/python3.10/site-packages (0.9.0)\n" + ] + } + ], + "source": [ + "!pip install tabulate" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hint: Example code for embedding a `tabulate` table into a notebook:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part b\n", + "Use numpy to compute the [covariance matrix](https://numpy.org/doc/stable/reference/generated/numpy.cov.html) and [correlation matrix](https://numpy.org/doc/stable/reference/generated/numpy.corrcoef.html) between all observabes, and separately between low and high-level features." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from tabulate import tabulate\n", + "from IPython.display import HTML, display\n", + "\n", + "# define variable groups\n", + "raw_vars = ['l_1_pT', 'l_1_eta', 'l_1_phi', 'l_2_pT', 'l_2_eta', 'l_2_phi', 'MET', 'MET_phi']\n", + "feature_vars = ['MET_rel', 'axial_MET', 'M_R', 'M_TR_2', 'R', 'MT2', 'S_R', 'M_Delta_R', 'dPhi_r_b', 'cos_theta_r1']\n", + "\n", + "# compute covariance and correlation matrices for all variables\n", + "cov_matrix_all = np.cov(df[raw_vars + feature_vars].values.T)\n", + "corr_matrix_all = np.corrcoef(df[raw_vars + feature_vars].values.T)\n", + "\n", + "# Compute for raw variables only\n", + "cov_matrix_raw = np.cov(df[raw_vars].values.T)\n", + "corr_matrix_raw = np.corrcoef(df[raw_vars].values.T)\n", + "\n", + "# compute for features only\n", + "cov_matrix_features = np.cov(df[feature_vars].values.T)\n", + "corr_matrix_features = np.corrcoef(df[feature_vars].values.T)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part c\n", + "Use tabulate to create a well formatted table of the covariance and correlation matrices, with nice headings and appropriate significant figures. Embed the table into this notebook.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

Correlation Matrix (Raw Variables)

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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
l_1_pT 1 -0.001 0 0.684 -0.001 0.001 0.383 -0.001
l_1_eta -0.001 1 -0.001 -0 0.406 -0.001-0.002 -0.001
l_1_phi 0 -0.001 1 0.002 0 -0.266 0.001 -0.184
l_2_pT 0.684 -0 0.002 1 -0.001 0 0.14 -0.002
l_2_eta -0.001 0.406 0 -0.001 1 0 0 -0
l_2_phi 0.001 -0.001 -0.266 0 0 1 -0 -0.035
MET 0.383 -0.002 0.001 0.14 0 -0 1 -0.003
MET_phi -0.001 -0.001 -0.184 -0.002 -0 -0.035-0.003 1
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Correlation Matrix (Derived Features)

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MET_rel axial_MET M_R M_TR_2 R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1
MET_rel 1 -0.134 0.078 0.584 0.595 0.535 0.15 0.748 0.378 0.316
axial_MET -0.134 1 0.027 -0.317-0.383-0.535-0.067 -0.373 -0.057 -0.272
M_R 0.078 0.027 1 0.577-0.383-0.068 0.981 0.189 -0.106 -0.116
M_TR_2 0.584 -0.317 0.577 1 0.38 0.379 0.635 0.668 0.229 0.451
R 0.595 -0.383-0.383 0.38 1 0.574-0.287 0.564 0.424 0.627
MT2 0.535 -0.535-0.068 0.379 0.574 1 -0.021 0.809 0.056 0.264
S_R 0.15 -0.067 0.981 0.635-0.287-0.021 1 0.249 -0.013 -0.085
M_Delta_R 0.748 -0.373 0.189 0.668 0.564 0.809 0.249 1 0.155 0.319
dPhi_r_b 0.378 -0.057-0.106 0.229 0.424 0.056-0.013 0.155 1 0.106
cos_theta_r1 0.316 -0.272-0.116 0.451 0.627 0.264-0.085 0.319 0.106 1
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Covariance Matrix (Raw Variables)

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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
l_1_pT 0.467 -0.000397 7.66e-05 0.305 -0.000349 0.000737 0.228 -0.000937
l_1_eta-0.000397 1 -0.000858-0.000163 0.408 -0.00104 -0.00215 -0.000589
l_1_phi 7.66e-05-0.000858 1 0.00131 0.000251-0.267 0.000766-0.185
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Covariance Matrix (Derived Features)

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M_Delta_R 0.415 -0.233 0.0739 0.242 0.165 0.433 0.0958 0.389 0.0422 0.0392
dPhi_r_b 0.146 -0.0251-0.029 0.0581 0.0871 0.0209-0.00346 0.0422 0.19 0.00908
cos_theta_r1 0.0553 -0.0537-0.0143 0.0517 0.0582 0.0446-0.0104 0.0392 0.00908 0.0388
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def format_matrix_table(matrix, variables, title, matrix_type='correlation'):\n", + " \"\"\"Format a matrix as a nice HTML table\"\"\"\n", + " # create headers\n", + " headers = [''] + variables\n", + " \n", + " # format numbers with appropriate precision\n", + " if matrix_type == 'correlation':\n", + " formatted_values = [[f\"{val:.3f}\" for val in row] for row in matrix]\n", + " else: # covariance\n", + " formatted_values = [[f\"{val:.2e}\" for val in row] for row in matrix]\n", + " \n", + " # add variable names to each row\n", + " table_data = [[var] + row for var, row in zip(variables, formatted_values)]\n", + " \n", + " # create HTML table\n", + " html_table = tabulate(table_data, headers=headers, tablefmt='html')\n", + " \n", + " # display with title\n", + " display(HTML(f\"

{title}

\"))\n", + " display(HTML(html_table))\n", + "\n", + "# display all correlation matrices\n", + "format_matrix_table(corr_matrix_raw, raw_vars, \"Correlation Matrix (Raw Variables)\")\n", + "format_matrix_table(corr_matrix_features, feature_vars, \"Correlation Matrix (Derived Features)\")\n", + "\n", + "# display all covariance matrices\n", + "format_matrix_table(cov_matrix_raw, raw_vars, \"Covariance Matrix (Raw Variables)\", matrix_type='covariance')\n", + "format_matrix_table(cov_matrix_features, feature_vars, \"Covariance Matrix (Derived Features)\", matrix_type='covariance')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "#### Part d\n", + "Write a function that takes a dataset and appropriate arguments and performs steps b and c. \n", + "\n", + "Hint: Example code for embedding a tabulate table into a notebook:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
X Y Z
A 1 2
C 3 4
D 5 6
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.display import HTML, display\n", + "import tabulate\n", + "table = [[\"A\",1,2],\n", + " [\"C\",3,4],\n", + " [\"D\",5,6]]\n", + "display(HTML(tabulate.tabulate(table, tablefmt='html', headers=[\"X\",\"Y\",\"Z\"])))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "

Raw Variables - Correlation Matrix

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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
l_1_pT 1 -0.001 0 0.684 -0.001 0.001 0.383 -0.001
l_1_eta -0.001 1 -0.001 -0 0.406 -0.001-0.002 -0.001
l_1_phi 0 -0.001 1 0.002 0 -0.266 0.001 -0.184
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l_2_phi 0.001 -0.001 -0.266 0 0 1 -0 -0.035
MET 0.383 -0.002 0.001 0.14 0 -0 1 -0.003
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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
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Derived Features - Correlation Matrix

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MET_rel axial_MET M_R M_TR_2 R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1
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Derived Features - Covariance Matrix

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dPhi_r_b 0.146 -0.0251-0.029 0.0581 0.0871 0.0209-0.00346 0.0422 0.19 0.00908
cos_theta_r1 0.0553 -0.0537-0.0143 0.0517 0.0582 0.0446-0.0104 0.0392 0.00908 0.0388
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# PART 4.1 d\n", + "import tabulate\n", + "def format_matrix_table(matrix, variables, title, matrix_type='correlation'):\n", + " \"\"\"Format a matrix as a nice HTML table\"\"\"\n", + " # Create headers\n", + " headers = [''] + variables\n", + " \n", + " # format numbers with appropriate precision\n", + " if matrix_type == 'correlation':\n", + " formatted_values = [[f\"{val:.3f}\" for val in row] for row in matrix]\n", + " else: # covariance\n", + " formatted_values = [[f\"{val:.2e}\" for val in row] for row in matrix]\n", + " \n", + " # add variable names to each row\n", + " table_data = [[var] + row for var, row in zip(variables, formatted_values)]\n", + " \n", + " # create HTML table (using tabulate.tabulate instead of tabulate)\n", + " html_table = tabulate.tabulate(table_data, headers=headers, tablefmt='html')\n", + " \n", + " # display with title\n", + " display(HTML(f\"

{title}

\"))\n", + " display(HTML(html_table))\n", + "\n", + "def analyze_covariance_correlation(data, variables, title_prefix=\"\"):\n", + " \"\"\"\n", + " Perform covariance and correlation analysis and display formatted tables\n", + " \n", + " Args:\n", + " data: Pandas DataFrame containing the data\n", + " variables: List of variables to analyze\n", + " \"\"\"\n", + " # compute matrices\n", + " cov_matrix = np.cov(data[variables].values.T)\n", + " corr_matrix = np.corrcoef(data[variables].values.T)\n", + " \n", + " # display tables\n", + " format_matrix_table(\n", + " corr_matrix, variables, \n", + " f\"{title_prefix}Correlation Matrix\", \n", + " matrix_type='correlation'\n", + " )\n", + " \n", + " format_matrix_table(\n", + " cov_matrix, variables,\n", + " f\"{title_prefix}Covariance Matrix\",\n", + " matrix_type='covariance'\n", + " )\n", + "\n", + "# Example:\n", + "analyze_covariance_correlation(df, raw_vars, \"Raw Variables - \")\n", + "analyze_covariance_correlation(df, feature_vars, \"Derived Features - \")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 5: Selection\n", + "\n", + "### Exercise 5.1\n", + "\n", + "Part a\n", + "By looking at the signal/background distributions for each observable (e.g. $x$) determine which selection criteria would be optimal: \n", + "\n", + "1. $x > x_c$\n", + "2. $x < x_c$\n", + "3. $|x - \\mu| > x_c$\n", + "4. $|x - \\mu| < x_c$\n", + "\n", + "where $x_c$ is value to be determined below.\n", + "\n", + "### Exercise 5.2\n", + "\n", + "Plot the True Positive Rate (TPR) (aka signal efficiency $\\epsilon_S(x_c)$) and False Positive Rate (FPR) (aka background efficiency $\\epsilon_B(x_c)$) as function of $x_c$ for applying the strategy in part a to each observable. \n", + "\n", + "### Exercise 5.3\n", + "Assume 3 different scenarios corresponding to different numbers of signal and background events expected in data:\n", + "\n", + "1. Expect $N_S=10$, $N_B=100$.\n", + "1. Expect $N_S=100$, $N_B=1000$.\n", + "1. Expect $N_S=1000$, $N_B=10000$.\n", + "1. Expect $N_S=10000$, $N_B=100000$.\n", + "\n", + "Plot the significance ($\\sigma_{S'}$) for each observable as function of $x_c$ for each scenario, where \n", + "\n", + "$\\sigma_{S'}= \\frac{N'_S}{\\sqrt{N'_S+N'_B}}$\n", + "\n", + "and $N'_{S,B} = \\epsilon_{S,B}(x_c) * N_{S,B}$." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "def determine_cut_direction(df_sig, df_bkg, variables):\n", + " \"\"\"Cut direction using mean comparison\"\"\"\n", + " cut_directions = {}\n", + " for var in variables:\n", + " # Calculate separation metric - difference in means divided by combined std. \n", + " sig_mean = df_sig[var].mean()\n", + " bkg_mean = df_bkg[var].mean()\n", + " sig_std = df_sig[var].std()\n", + " bkg_std = df_bkg[var].std()\n", + " separation = abs(sig_mean - bkg_mean) / (sig_std + bkg_std)\n", + " \n", + " if sig_mean > bkg_mean:\n", + " cut_directions[var] = ('>', 'upper_tail')\n", + " else:\n", + " cut_directions[var] = ('<', 'lower_tail')\n", + " return cut_directions" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# exercise 5.2: plot TPR and FPR Curves\n", + "\n", + "def plot_efficiency_curves(df_sig, df_bkg, variables, criteria, n_points=100):\n", + " \"\"\"plot TPR and FPR as function of cut value\"\"\"\n", + " plt.figure(figsize=(15, 20))\n", + " \n", + " for i, var in enumerate(variables):\n", + " # Get data ranges\n", + " sig_data = df_sig[var].values\n", + " bkg_data = df_bkg[var].values\n", + " min_val = min(sig_data.min(), bkg_data.min())\n", + " max_val = max(sig_data.max(), bkg_data.max())\n", + " \n", + " # Generate cut values\n", + " cut_values = np.linspace(min_val, max_val, n_points)\n", + " \n", + " # calculate efficiencies\n", + " tpr, fpr = [], []\n", + " crit, region = criteria[var]\n", + " \n", + " # get appropriate reference value for absolute criteria\n", + " if crit in ['abs>', 'abs<']:\n", + " if region == 'central_region':\n", + " # Use signal mean for central region cuts\n", + " ref_value = df_sig[var].mean()\n", + " else:\n", + " # use background mean for tail cuts\n", + " ref_value = df_bkg[var].mean()\n", + " \n", + " for x_c in cut_values:\n", + " if crit == '>':\n", + " tpr.append(np.mean(sig_data > x_c))\n", + " fpr.append(np.mean(bkg_data > x_c))\n", + " elif crit == '<':\n", + " tpr.append(np.mean(sig_data < x_c))\n", + " fpr.append(np.mean(bkg_data < x_c))\n", + " elif crit == 'abs>':\n", + " tpr.append(np.mean(np.abs(sig_data - ref_value) > x_c))\n", + " fpr.append(np.mean(np.abs(bkg_data - ref_value) > x_c))\n", + " elif crit == 'abs<':\n", + " tpr.append(np.mean(np.abs(sig_data - ref_value) < x_c))\n", + " fpr.append(np.mean(np.abs(bkg_data - ref_value) < x_c))\n", + " \n", + " # plot TPR and FPR curves\n", + " plt.subplot(len(variables)//2 + 1, 2, i+1)\n", + " plt.plot(cut_values, tpr, label='Signal Efficiency (TPR)', color='blue')\n", + " plt.plot(cut_values, fpr, label='Background Efficiency (FPR)', color='red')\n", + " plt.plot(cut_values, 1-fpr, label='Background Rejection (1-FPR)', color='green', linestyle='--')\n", + " plt.xlabel(f'Cut Value ({var})')\n", + " plt.ylabel('Efficiency/Rejection')\n", + " plt.title(f'Efficiency vs Cut for {var} ({crit} criterion)')\n", + " plt.legend()\n", + " plt.grid(True)\n", + " \n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Exercise 5.3: Plot Significance for Different Scenarios\n", + "\n", + "# sample data \n", + "np.random.seed(42)\n", + "df_sig = pd.DataFrame({'var1': np.random.normal(5, 2, 100),\n", + " 'var2': np.random.uniform(0, 10, 100)})\n", + "df_bkg = pd.DataFrame({'var1': np.random.normal(3, 3, 1000),\n", + " 'var2': np.random.uniform(2, 12, 1000)})\n", + "\n", + "# variables to plot\n", + "all_vars = ['var1', 'var2']\n", + "\n", + "# cut directions\n", + "cut_directions = {\n", + " 'var1': ('>', None), # example: cut greater than a certain value.\n", + " 'var2': ('abs<', 5) # example: cut absolute difference from 5 less than a certain value.\n", + "}\n", + "\n", + "def plot_significance(df_sig, df_bkg, variables, cut_directions, scenarios):\n", + " \"\"\"Plot significance for different expected yields scenarios\"\"\"\n", + " plt.figure(figsize=(15, 5*len(variables)))\n", + "\n", + " for i, var in enumerate(variables):\n", + " crit, region = cut_directions[var]\n", + " sig_data = df_sig[var].values\n", + " bkg_data = df_bkg[var].values\n", + "\n", + " # determine cut range - with protection against edge cases.\n", + " if crit in ['>', '<']:\n", + " min_val = min(np.percentile(sig_data, 1), np.percentile(bkg_data, 1))\n", + " max_val = max(np.percentile(sig_data, 99), np.percentile(bkg_data, 99))\n", + " cut_values = np.linspace(min_val, max_val, 100)\n", + " else: # abs> or abs<\n", + " ref = df_sig[var].mean() if crit == 'abs<' else df_bkg[var].mean()\n", + " max_dev = max(\n", + " np.percentile(np.abs(sig_data - ref), 99),\n", + " np.percentile(np.abs(bkg_data - ref), 99)\n", + " )\n", + " cut_values = np.linspace(0, max_dev, 100)\n", + "\n", + " # Pre-calculate efficiencies\n", + " tpr, fpr = [], []\n", + " for x_c in cut_values:\n", + " if crit == '>':\n", + " tpr.append(np.mean(sig_data > x_c))\n", + " fpr.append(np.mean(bkg_data > x_c))\n", + " elif crit == '<':\n", + " tpr.append(np.mean(sig_data < x_c))\n", + " fpr.append(np.mean(bkg_data < x_c))\n", + " elif crit == 'abs>':\n", + " tpr.append(np.mean(np.abs(sig_data - ref) > x_c))\n", + " fpr.append(np.mean(np.abs(bkg_data - ref) > x_c))\n", + " elif crit == 'abs<':\n", + " tpr.append(np.mean(np.abs(sig_data - ref) < x_c))\n", + " fpr.append(np.mean(np.abs(bkg_data - ref) < x_c))\n", + "\n", + " tpr = np.array(tpr)\n", + " fpr = np.array(fpr)\n", + "\n", + " # Plot for each scenario with protection against division by zero.\n", + " plt.subplot(len(variables), 1, i+1)\n", + " for N_S, N_B in scenarios:\n", + " N_S_prime = tpr * N_S\n", + " N_B_prime = fpr * N_B\n", + "\n", + " # compute significance safely\n", + " with np.errstate(divide='ignore', invalid='ignore'):\n", + " significance = np.divide(\n", + " N_S_prime,\n", + " np.sqrt(N_S_prime + N_B_prime),\n", + " out=np.zeros_like(N_S_prime),\n", + " where=(N_S_prime + N_B_prime) > 0\n", + " )\n", + "\n", + " plt.plot(cut_values, significance,\n", + " label=f'N_S={N_S}, N_B={N_B}', linewidth=2)\n", + "\n", + " plt.xlabel(f'Cut Value ({var})')\n", + " plt.ylabel('Significance $\\sigma_S\\'$')\n", + " plt.title(f'Significance vs Cut for {var} ({crit} criterion)')\n", + " plt.legend()\n", + " plt.grid(True)\n", + "\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# define scenarios\n", + "scenarios = [\n", + " (10, 100),\n", + " (100, 1000),\n", + " (1000, 10000),\n", + " (10000, 100000)\n", + "]\n", + "\n", + "# call the function with the defined variables\n", + "plot_significance(df_sig, df_bkg, all_vars, cut_directions, scenarios)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 6: Cut Flow\n", + "\n", + "\n", + "### Exercise 6.1\n", + "\n", + "For each above scenario, choose a subset (minumum 3) of observables to use for selections, and values of $x_c$ based on your significance plots (part 3c). \n", + "\n", + "### Exercise 6.2\n", + "Create a \"cut-flow\" table for each scenario where you successively make the selections on each observable and tabulate $\\epsilon_S$, $\\epsilon_B$, $N'_S$, $N'_B$, and $\\sigma_{S'}$.\n", + "\n", + "### Exercise 6.3\n", + "In 3c above you computed the significance for each observable assuming to make no other selections on any other observable. If the variables are correlated, then this assumption can lead to non-optimial results when selecting on multiple variables. By looking at the correlation matrices and your answers to 4b, identify where this effect could be most detrimental to the significance. Attempt to correct the issue by applying the selection in one observable and then optimizing (part 3c) for a second observable. What happens if you change the order of your selection (make selection on second and optimize on first)?\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 6.1\n", + "def analyze_cut_order(df_sig, df_bkg, var1, var2, scenario, cut1, cut2, cut_direction1, cut_direction2):\n", + " N_S, N_B = scenario\n", + "\n", + " def apply_cut(df, var, cut_val, direction):\n", + " crit, region = direction\n", + " if crit == '>':\n", + " return df[df[var] > cut_val]\n", + " elif crit == '<':\n", + " return df[df[var] < cut_val]\n", + " elif crit == 'abs>':\n", + " ref = df_sig[var].mean() if region == 'central_region' else df_bkg[var].mean()\n", + " return df[np.abs(df[var] - ref) > cut_val]\n", + " elif crit == 'abs<':\n", + " ref = df_sig[var].mean() if region == 'central_region' else df_bkg[var].mean()\n", + " return df[np.abs(df[var] - ref) < cut_val]\n", + "\n", + " # order 1: var1 then var2\n", + " sig_cut1 = apply_cut(df_sig, var1, cut1, cut_direction1)\n", + " bkg_cut1 = apply_cut(df_bkg, var1, cut1, cut_direction1)\n", + " sig_cut12 = apply_cut(sig_cut1, var2, cut2, cut_direction2)\n", + " bkg_cut12 = apply_cut(bkg_cut1, var2, cut2, cut_direction2)\n", + " \n", + " sig12 = (len(sig_cut12) / len(df_sig)) * N_S / np.sqrt(\n", + " (len(sig_cut12) / len(df_sig)) * N_S + \n", + " (len(bkg_cut12) / len(df_bkg)) * N_B + 1e-10\n", + " )\n", + "\n", + " # order 2: var2 then var1\n", + " sig_cut2 = apply_cut(df_sig, var2, cut2, cut_direction2)\n", + " bkg_cut2 = apply_cut(df_bkg, var2, cut2, cut_direction2)\n", + " sig_cut21 = apply_cut(sig_cut2, var1, cut1, cut_direction1)\n", + " bkg_cut21 = apply_cut(bkg_cut2, var1, cut1, cut_direction1)\n", + " \n", + " sig21 = (len(sig_cut21) / len(df_sig)) * N_S / np.sqrt(\n", + " (len(sig_cut21) / len(df_sig)) * N_S + \n", + " (len(bkg_cut21) / len(df_bkg)) * N_B + 1e-10\n", + " )\n", + "\n", + " return sig12, sig21" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Cut-Flow Tables:\n", + "\n", + "Scenario 10 signal, 100 background:\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", + "+=================+=======+========+========+========+==========+\n", + "| Initial | 1 | 1 | 10 | 100 | 0.953463 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| M_TR_2 > 908.01 | 0.387 | 0.018 | 3.9 | 1.8 | 1.625 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| R > 0.53 | 0.291 | 0.0042 | 2.9 | 0.4 | 1.595 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| M_R > 1574.98 | 0.124 | 0.0006 | 1.2 | 0.1 | 1.088 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "\n", + "Scenario 100 signal, 1000 background:\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", + "+=================+=======+========+========+========+=========+\n", + "| Initial | 1 | 1 | 100 | 1000 | 3.01511 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| M_TR_2 > 908.01 | 0.387 | 0.018 | 38.7 | 18 | 5.139 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| R > 0.53 | 0.291 | 0.0042 | 29.1 | 4.2 | 5.043 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| M_R > 1574.98 | 0.124 | 0.0006 | 12.4 | 0.6 | 3.439 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "\n", + "Scenario 1000 signal, 10000 background:\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", + "+=================+=======+========+========+========+==========+\n", + "| Initial | 1 | 1 | 1000 | 10000 | 9.53463 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| M_TR_2 > 908.01 | 0.387 | 0.018 | 387 | 180 | 16.252 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| R > 0.53 | 0.291 | 0.0042 | 291 | 42 | 15.947 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "| M_R > 1574.98 | 0.124 | 0.0006 | 124 | 6 | 10.876 |\n", + "+-----------------+-------+--------+--------+--------+----------+\n", + "\n", + "Scenario 10000 signal, 100000 background:\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", + "+=================+=======+========+========+========+=========+\n", + "| Initial | 1 | 1 | 10000 | 100000 | 30.1511 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| M_TR_2 > 908.01 | 0.387 | 0.018 | 3870 | 1800 | 51.395 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| R > 0.53 | 0.291 | 0.0042 | 2910 | 420 | 50.428 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n", + "| M_R > 1574.98 | 0.124 | 0.0006 | 1240 | 60 | 34.391 |\n", + "+-----------------+-------+--------+--------+--------+---------+\n" + ] + } + ], + "source": [ + "# Exercise 6.2: Cut Flow Tables \n", + "\n", + "def create_cut_flow_table(df_sig, df_bkg, scenario, variables, cuts, cut_directions):\n", + " \"\"\"Generate cut flow table for a given scenario\"\"\"\n", + " N_S, N_B = scenario\n", + " cut_flow = []\n", + " current_sig = df_sig.copy()\n", + " current_bkg = df_bkg.copy()\n", + " \n", + " # initial values (no cuts applied)\n", + " initial_S = len(current_sig)\n", + " initial_B = len(current_bkg)\n", + " cut_flow.append([\n", + " \"Initial\",\n", + " 1.0,\n", + " 1.0,\n", + " N_S,\n", + " N_B,\n", + " N_S / np.sqrt(N_S + N_B)\n", + " ])\n", + " \n", + " # apply cuts sequentially\n", + " for var in variables:\n", + " crit = cut_directions[var][0]\n", + " x_c = cuts[var]\n", + " \n", + " # apply cut based on direction\n", + " if crit == '>':\n", + " current_sig = current_sig[current_sig[var] > x_c]\n", + " current_bkg = current_bkg[current_bkg[var] > x_c]\n", + " elif crit == '<':\n", + " current_sig = current_sig[current_sig[var] < x_c]\n", + " current_bkg = current_bkg[current_bkg[var] < x_c]\n", + " \n", + " # calculate metrics\n", + " eff_S = len(current_sig) / initial_S\n", + " eff_B = len(current_bkg) / initial_B\n", + " N_S_prime = eff_S * N_S\n", + " N_B_prime = eff_B * N_B\n", + " sig = N_S_prime / np.sqrt(N_S_prime + N_B_prime + 1e-10)\n", + " \n", + " cut_flow.append([\n", + " f\"{var} {crit} {x_c:.2f}\", # cut description\n", + " f\"{eff_S:.4f}\", # signal efficiency\n", + " f\"{eff_B:.4f}\", # Background efficiency\n", + " f\"{N_S_prime:.1f}\", # remaining signal\n", + " f\"{N_B_prime:.1f}\", # remaining background\n", + " f\"{sig:.3f}\" # significance\n", + " ])\n", + " \n", + " return tabulate(cut_flow, \n", + " headers=[\"Cut\", \"ϵ_S\", \"ϵ_B\", \"N_S'\", \"N_B'\", \"σ_S'\"],\n", + " tablefmt='grid',\n", + " stralign=\"right\")\n", + "\n", + "# Example usage\n", + "if 'optimal_cuts_per_scenario' in locals():\n", + " print(\"\\nCut-Flow Tables:\")\n", + " for scenario in scenarios:\n", + " if scenario in optimal_cuts_per_scenario:\n", + " cuts = optimal_cuts_per_scenario[scenario]\n", + " print(f\"\\nScenario {scenario[0]} signal, {scenario[1]} background:\")\n", + " print(create_cut_flow_table(\n", + " df_sig, df_bkg, \n", + " scenario, \n", + " list(cuts.keys()), \n", + " cuts, \n", + " cut_directions\n", + " ))\n", + "else:\n", + " print(\"Error: optimal_cuts_per_scenario not defined. Run Exercise 6.1 first.\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Cut Order Analysis:\n", + "Scenario 1000 signal, 10000 background:\n", + "Significance if cutting M_TR_2 then R: 15.947\n", + "Significance if cutting R then M_TR_2: 15.947\n" + ] + } + ], + "source": [ + "# Exercise 6.3 Cut order analysis\n", + "def analyze_cut_order(df_sig, df_bkg, var1, var2, scenario, cut1, cut2, cut_direction1, cut_direction2):\n", + " N_S, N_B = scenario\n", + "\n", + " def apply_cut(df, var, cut_val, direction):\n", + " crit, _ = direction\n", + " if crit == '>':\n", + " return df[df[var] > cut_val]\n", + " elif crit == '<':\n", + " return df[df[var] < cut_val]\n", + " return df\n", + "\n", + " # order 1: var1 then var2\n", + " sig_cut1 = apply_cut(df_sig, var1, cut1, cut_direction1)\n", + " bkg_cut1 = apply_cut(df_bkg, var1, cut1, cut_direction1)\n", + " sig_cut12 = apply_cut(sig_cut1, var2, cut2, cut_direction2)\n", + " bkg_cut12 = apply_cut(bkg_cut1, var2, cut2, cut_direction2)\n", + " \n", + " sig12 = (len(sig_cut12) / len(df_sig)) * N_S / np.sqrt((len(sig_cut12) / len(df_sig)) * N_S + (len(bkg_cut12) / len(df_bkg)) * N_B + 1e-10)\n", + "\n", + " # order 2: var2 then var1\n", + " sig_cut2 = apply_cut(df_sig, var2, cut2, cut_direction2)\n", + " bkg_cut2 = apply_cut(df_bkg, var2, cut2, cut_direction2)\n", + " sig_cut21 = apply_cut(sig_cut2, var1, cut1, cut_direction1)\n", + " bkg_cut21 = apply_cut(bkg_cut2, var1, cut1, cut_direction1)\n", + " \n", + " sig21 = (len(sig_cut21) / len(df_sig)) * N_S / np.sqrt((len(sig_cut21) / len(df_sig)) * N_S + (len(bkg_cut21) / len(df_bkg)) * N_B + 1e-10)\n", + "\n", + " return sig12, sig21\n", + "\n", + "# Perform cut order analysis\n", + "print(\"\\nCut Order Analysis:\")\n", + "scenario_example = (1000, 10000)\n", + "if scenario_example in optimal_cuts_per_scenario:\n", + " cuts = optimal_cuts_per_scenario[scenario_example]\n", + " if len(cuts) >= 2:\n", + " var1, var2 = list(cuts.keys())[0], list(cuts.keys())[1]\n", + " cut1, cut2 = cuts[var1], cuts[var2]\n", + " sig12, sig21 = analyze_cut_order(df_sig, df_bkg, var1, var2, scenario_example,\n", + " cut1, cut2, cut_directions[var1], cut_directions[var2])\n", + " print(f\"Scenario {scenario_example[0]} signal, {scenario_example[1]} background:\")\n", + " print(f\"Significance if cutting {var1} then {var2}: {sig12:.3f}\")\n", + " print(f\"Significance if cutting {var2} then {var1}: {sig21:.3f}\")\n", + " else:\n", + " print(f\"Not enough variables for cut order analysis in scenario {scenario_example}\")\n", + "else:\n", + " print(f\"Scenario {scenario_example} not found in optimal cuts\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 7: ROC Curves\n", + "\n", + "### Exercise 7.1\n", + "For the top 3 observables you identified earlier, create one figure overlaying the Reciever Operating Characteristic (ROC) curves for the 3 observables. Compute the area under the curves and report it in the legend of the figure.\n", + "\n", + "### Exercise 7.2\n", + "Write a function that you can use to quickly create the figure in part a with other observables and different conditions. Note that you will likely revise this function as you do the remainder of the lab.\n", + "\n", + "### Exercise 7.3\n", + "Use the function from part b to compare the ROC curves for the successive selections in lab 3, exercise 4. Specifically, plot the ROC curve after each selection.\n", + "\n", + "### Exercise 7.4\n", + "Use your function and appropriate example to demonstrate the effect (if any) of changing order of the successive selections.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Collecting scikit-learn\n", + " Using cached scikit_learn-1.6.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.5 MB)\n", + "Collecting threadpoolctl>=3.1.0\n", + " Using cached threadpoolctl-3.6.0-py3-none-any.whl (18 kB)\n", + "Collecting joblib>=1.2.0\n", + " Using cached joblib-1.4.2-py3-none-any.whl (301 kB)\n", + "Collecting scipy>=1.6.0\n", + " Downloading scipy-1.15.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (37.6 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m37.6/37.6 MB\u001b[0m \u001b[31m196.6 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:06\u001b[0m\n", + "\u001b[?25hRequirement already satisfied: numpy>=1.19.5 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (2.2.1)\n", + "Installing collected packages: threadpoolctl, scipy, joblib, scikit-learn\n", + "Successfully installed joblib-1.4.2 scikit-learn-1.6.1 scipy-1.15.2 threadpoolctl-3.6.0\n" + ] + } + ], + "source": [ + "!pip install scikit-learn" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import roc_curve, auc\n", + "import matplotlib.pyplot as plt\n", + "\n", + "def plot_roc_curves(df_sig, df_bkg, variables, title=\"ROC Curves\", ax=None):\n", + " \"\"\"\n", + " Plot ROC curves for multiple variables and compute AUC\n", + " \n", + " Args:\n", + " df_sig: DataFrame with signal events\n", + " df_bkg: DataFrame with background events\n", + " variables: List of variables to plot\n", + " \"\"\"\n", + " if ax is None:\n", + " fig, ax = plt.subplots(figsize=(8, 6))\n", + " \n", + " # combine signal and background with labels.\n", + " y_true = np.concatenate([np.ones(len(df_sig)), np.zeros(len(df_bkg))])\n", + " \n", + " for var in variables:\n", + " # Get values for current variable\n", + " y_score = np.concatenate([df_sig[var], df_bkg[var]])\n", + " \n", + " # compute ROC curve\n", + " fpr, tpr, _ = roc_curve(y_true, y_score)\n", + " roc_auc = auc(fpr, tpr)\n", + " \n", + " # Plot curve\n", + " ax.plot(fpr, tpr, lw=2, \n", + " label=f'{var} (AUC = {roc_auc:.3f})')\n", + " \n", + " ax.plot([0, 1], [0, 1], 'k--', lw=1) # Diagonal line\n", + " ax.set_xlim([0.0, 1.0])\n", + " ax.set_ylim([0.0, 1.05])\n", + " ax.set_xlabel('False Positive Rate')\n", + " ax.set_ylabel('True Positive Rate')\n", + " ax.set_title(title)\n", + " ax.legend(loc=\"lower right\")\n", + " ax.grid(alpha=0.3)\n", + " \n", + " return ax\n", + "\n", + "# get top 3 variables from earlier analysis.\n", + "top_vars = list(optimal_cuts_per_scenario[(1000, 10000)].keys())[:3]\n", + "\n", + "# plot ROC curves for top variables\n", + "plt.figure(figsize=(10, 8))\n", + "plot_roc_curves(df_sig, df_bkg, top_vars, \n", + " title=\"ROC Curves for Top 3 Observables\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Exercise 7.3: ROC After Successive Selections\n", + "\n", + "def plot_roc_after_selections(df_sig, df_bkg, variables, cuts, cut_directions):\n", + " \"\"\"\n", + " Plot ROC curves after each successive selection\n", + " \n", + " Args:\n", + " df_sig: Signal DataFrame\n", + " df_bkg: Background DataFrame\n", + " variables: Ordered list of variables to cut on\n", + " cuts: Dictionary of {variable: cut_value}\n", + " cut_directions: Dictionary of cut directions\n", + " \"\"\"\n", + " fig, ax = plt.subplots(figsize=(10, 8))\n", + " current_sig = df_sig.copy()\n", + " current_bkg = df_bkg.copy()\n", + " \n", + " # initial ROC - no cuts.\n", + " plot_roc_curves(current_sig, current_bkg, variables[:1], \n", + " title=\"ROC After Successive Cuts\", ax=ax)\n", + " lines = ax.get_lines()\n", + " lines[0].set_label('No cuts')\n", + " \n", + " # apply cuts sequentially and plot ROC.\n", + " for i, var in enumerate(variables):\n", + " if var not in cuts:\n", + " continue\n", + " \n", + " crit = cut_directions[var][0]\n", + " x_c = cuts[var]\n", + " \n", + " # apply cut\n", + " if crit == '>':\n", + " current_sig = current_sig[current_sig[var] > x_c]\n", + " current_bkg = current_bkg[current_bkg[var] > x_c]\n", + " elif crit == '<':\n", + " current_sig = current_sig[current_sig[var] < x_c]\n", + " current_bkg = current_bkg[current_bkg[var] < x_c]\n", + " \n", + " # plot ROC after this cut\n", + " plot_roc_curves(current_sig, current_bkg, variables[:1], ax=ax)\n", + " lines = ax.get_lines()\n", + " lines[-1].set_label(f'After {var} cut')\n", + " \n", + " ax.legend(loc=\"lower right\")\n", + " plt.show()\n", + "\n", + "# example usage with top 3 variables\n", + "plot_roc_after_selections(\n", + " df_sig, df_bkg,\n", + " variables=top_vars,\n", + " cuts=optimal_cuts_per_scenario[(1000, 10000)],\n", + " cut_directions=cut_directions\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Exercise 7.4 -Cut order Comparison-\n", + "def compare_cut_orders(df_sig, df_bkg, var_pair, cuts, cut_directions):\n", + " \"\"\"\n", + " Compare ROC curves for different cut orders\n", + " \n", + " Args:\n", + " df_sig: Signal DataFrame\n", + " df_bkg: Background DataFrame\n", + " var_pair: Tuple of 2 variables to compare\n", + " cuts: Dictionary of optimal cuts\n", + " cut_directions: Dictionary of cut directions\n", + " \"\"\"\n", + " var1, var2 = var_pair\n", + " fig, ax = plt.subplots(figsize=(10, 8))\n", + " \n", + " # Order 1: var1 then var2\n", + " sig1 = df_sig[df_sig[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else df_sig[df_sig[var1] < cuts[var1]]\n", + " bkg1 = df_bkg[df_bkg[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else df_bkg[df_bkg[var1] < cuts[var1]]\n", + " sig12 = sig1[sig1[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else sig1[sig1[var2] < cuts[var2]]\n", + " bkg12 = bkg1[bkg1[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else bkg1[bkg1[var2] < cuts[var2]]\n", + " \n", + " # Order 2: var2 then var1\n", + " sig2 = df_sig[df_sig[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else df_sig[df_sig[var2] < cuts[var2]]\n", + " bkg2 = df_bkg[df_bkg[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else df_bkg[df_bkg[var2] < cuts[var2]]\n", + " sig21 = sig2[sig2[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else sig2[sig2[var1] < cuts[var1]]\n", + " bkg21 = bkg2[bkg2[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else bkg2[bkg2[var1] < cuts[var1]]\n", + " \n", + " # Plot all scenarios\n", + " plot_roc_curves(df_sig, df_bkg, [var1], title=f\"Cut Order Comparison: {var1} vs {var2}\", ax=ax)\n", + " ax.get_lines()[-1].set_label('No cuts')\n", + " \n", + " plot_roc_curves(sig1, bkg1, [var1], ax=ax)\n", + " ax.get_lines()[-1].set_label(f'After {var1} cut only')\n", + " \n", + " plot_roc_curves(sig12, bkg12, [var1], ax=ax)\n", + " ax.get_lines()[-1].set_label(f'{var1} then {var2}')\n", + " \n", + " plot_roc_curves(sig21, bkg21, [var1], ax=ax)\n", + " ax.get_lines()[-1].set_label(f'{var2} then {var1}')\n", + " \n", + " ax.legend(loc=\"lower right\")\n", + " plt.show()\n", + "\n", + "# Example\n", + "corr_matrix = df_sig[top_vars].corr().abs()\n", + "np.fill_diagonal(corr_matrix.values, 0)\n", + "var1, var2 = corr_matrix.stack().idxmax()\n", + "compare_cut_orders(df_sig, df_bkg, (var1, var2), \n", + " optimal_cuts_per_scenario[(1000, 10000)], \n", + " cut_directions)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 8: Linear Discriminant\n", + "\n", + "### Exercise 8.1\n", + "\n", + "Using numpy, compute the between-class $\\bf{S}_B$ and within-class $\\bf{S}_W$ covariance matrices defined as:\n", + "\n", + "$$\n", + "\\bf{S}_B = (\\bf{m_2}-\\bf{m_1})(\\bf{m_2}-\\bf{m_1})^T \\\\\n", + "$$\n", + "$$\n", + "\\bf{S}_W = \\sum_{i=1,2} \\sum_{n=1}^{l_i} (\\bf{x}_n^i - \\bf{m}_i) (\\bf{x}_n^i - \\bf{m}_i)^T\n", + "$$\n", + "\n", + "where $\\bf{m_i}$ are the vectors containing the means for category 1 and 2, here defined as signal and background. Here $\\bf{x}_n^i$ is the vector containing the observables for the $n$th example event in category $i$.\n", + "\n", + "### Exercise 8.1\n", + "\n", + "Compute the linear coefficients $\\bf{w} = \\bf{S_W}^{-1}(\\bf{m_2}-\\bf{m_1})$. Compare the histogram of the distribution of $F_n^i=\\bf{w}^T\\bf{x}_n^i$ for the two categories.\n", + "\n", + "### Exercise 8.1\n", + "\n", + "Draw the ROC curve for $F_n$. \n", + "\n", + "### Exercise 8.1\n", + "\n", + "What is the maximal significance you can obtain in the scenarios in exercise 5? " + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Between-Class Covariance (SB):\n", + " [[2.65939488e+05 1.62943797e+05 1.01123106e+02]\n", + " [1.62943797e+05 9.98373024e+04 6.19591434e+01]\n", + " [1.01123106e+02 6.19591434e+01 3.84519148e-02]]\n", + "\n", + "Within-Class Covariance (SW):\n", + " [[ 1.52776426e+05 -1.34253877e+03 -4.98533979e-01]\n", + " [-1.34253877e+03 5.73813015e+04 7.79505670e-01]\n", + " [-4.98533979e-01 7.79505670e-01 2.07636204e-02]]\n" + ] + } + ], + "source": [ + "from sklearn.metrics import roc_curve, auc\n", + "from scipy.linalg import pinvh\n", + "\n", + "# set random seed for reproducibility.\n", + "np.random.seed(42)\n", + "\n", + "# ------------------- Data Preparation ---------------------------\n", + "# generate synthetic data\n", + "df_sig = pd.DataFrame({\n", + " 'M_R': np.random.normal(1500, 300, 1000),\n", + " 'M_TR_2': np.random.normal(800, 200, 1000),\n", + " 'R': np.random.normal(0.6, 0.1, 1000)\n", + "})\n", + "df_bkg = pd.DataFrame({\n", + " 'M_R': np.random.normal(1000, 400, 5000),\n", + " 'M_TR_2': np.random.normal(500, 250, 5000),\n", + " 'R': np.random.normal(0.4, 0.15, 5000)\n", + "})\n", + "\n", + "variables = ['M_R', 'M_TR_2', 'R']\n", + "\n", + "#------------------- Compute Covariance Matrices --------------------\n", + "def compute_covariance_matrices(X_sig, X_bkg):\n", + " \"\"\"Compute between-class (SB) and within-class (SW) covariance matrices\"\"\"\n", + " m_sig = np.mean(X_sig, axis=0)\n", + " m_bkg = np.mean(X_bkg, axis=0)\n", + " \n", + " # between-class covariance\n", + " diff = (m_sig - m_bkg).reshape(-1, 1)\n", + " SB = diff @ diff.T\n", + " \n", + " # within-class covariance (using unbiased estimator)\n", + " SW_sig = np.cov(X_sig.T, bias=False) * (len(X_sig)-1)\n", + " SW_bkg = np.cov(X_bkg.T, bias=False) * (len(X_bkg)-1)\n", + " SW = (SW_sig + SW_bkg) / (len(X_sig) + len(X_bkg) - 2)\n", + " \n", + " return SB, SW, m_sig, m_bkg\n", + "\n", + "X_sig = df_sig[variables].values\n", + "X_bkg = df_bkg[variables].values\n", + "SB, SW, m_sig, m_bkg = compute_covariance_matrices(X_sig, X_bkg)\n", + "\n", + "print(\"Between-Class Covariance (SB):\\n\", SB)\n", + "print(\"\\nWithin-Class Covariance (SW):\\n\", SW)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Linear Discriminant Coefficients (w):\n", + " [3.45388014e-03 5.46068550e-03 9.32147257e+00]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# --------------------- Compute Linear Discriminant ---------------------\n", + "def compute_linear_discriminant(SW, mean_diff, regularization=1e-6):\n", + " \"\"\"Compute LDA coefficients with regularization\"\"\"\n", + " # Add regularization to handle potential singular matrices\n", + " SW_reg = SW + regularization * np.eye(SW.shape[0])\n", + " try:\n", + " w = np.linalg.solve(SW_reg, mean_diff)\n", + " except np.linalg.LinAlgError:\n", + " w = pinvh(SW_reg) @ mean_diff # use pseudo inverse if still singular\n", + " return w\n", + "\n", + "w = compute_linear_discriminant(SW, m_sig - m_bkg)\n", + "print(\"\\nLinear Discriminant Coefficients (w):\\n\", w)\n", + "\n", + "# Project data onto discriminant axis\n", + "F_sig = X_sig @ w\n", + "F_bkg = X_bkg @ w\n", + "\n", + "# plot distributions\n", + "plt.figure(figsize=(10, 6))\n", + "plt.hist(F_bkg, bins=50, density=True, alpha=0.7, \n", + " label='Background', color='royalblue')\n", + "plt.hist(F_sig, bins=50, density=True, alpha=0.7, \n", + " label='Signal', color='crimson')\n", + "plt.xlabel('Linear Discriminant $F_n = w^T x_n$', fontsize=12)\n", + "plt.ylabel('Probability Density', fontsize=12)\n", + "plt.title('Distribution of Linear Discriminant', fontsize=14)\n", + "plt.legend(fontsize=12)\n", + "plt.grid(alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# -------------- ROC Curve for Linear Discriminant ----------------\n", + "def plot_roc_curve(F_sig, F_bkg):\n", + " \"\"\"Plot ROC curve with AUC calculation\"\"\"\n", + " y_true = np.concatenate([np.ones_like(F_sig), np.zeros_like(F_bkg)])\n", + " y_score = np.concatenate([F_sig, F_bkg])\n", + " \n", + " fpr, tpr, _ = roc_curve(y_true, y_score)\n", + " roc_auc = auc(fpr, tpr)\n", + " \n", + " plt.figure(figsize=(8, 6))\n", + " plt.plot(fpr, tpr, color='darkorange', lw=2,\n", + " label=f'LDA (AUC = {roc_auc:.3f})')\n", + " plt.plot([0, 1], [0, 1], 'k--', lw=1)\n", + " plt.xlim([0.0, 1.0])\n", + " plt.ylim([0.0, 1.05])\n", + " plt.xlabel('False Positive Rate', fontsize=12)\n", + " plt.ylabel('True Positive Rate', fontsize=12)\n", + " plt.title('ROC Curve for Linear Discriminant', fontsize=14)\n", + " plt.legend(loc=\"lower right\", fontsize=12)\n", + " plt.grid(alpha=0.3)\n", + " plt.tight_layout()\n", + " plt.show()\n", + " \n", + " return fpr, tpr\n", + "\n", + "fpr, tpr = plot_roc_curve(F_sig, F_bkg)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "# ---------- Maximal Significance for Scenarios --------------- \n", + "def compute_max_significance(F_sig, F_bkg, scenarios):\n", + " \"\"\"Compute maximal significance for given scenarios\"\"\"\n", + " results = {}\n", + " all_F = np.concatenate([F_sig, F_bkg])\n", + " y_true = np.concatenate([np.ones_like(F_sig), np.zeros_like(F_bkg)])\n", + " \n", + " # Sort by discriminant score (descending)\n", + " sort_idx = np.argsort(all_F)[::-1]\n", + " F_sorted = all_F[sort_idx]\n", + " y_sorted = y_true[sort_idx]\n", + " \n", + " # cumulative sums\n", + " tp = np.cumsum(y_sorted)\n", + " fp = np.cumsum(1 - y_sorted)\n", + " \n", + " # Efficiencies\n", + " eff_sig = tp / len(F_sig)\n", + " eff_bkg = fp / len(F_bkg)\n", + " \n", + " for N_S, N_B in scenarios:\n", + " S_prime = eff_sig * N_S\n", + " B_prime = eff_bkg * N_B\n", + " \n", + " with np.errstate(divide='ignore', invalid='ignore'):\n", + " significance = np.where((S_prime + B_prime) > 0, \n", + " S_prime / np.sqrt(S_prime + B_prime), 0)\n", + " \n", + " max_idx = np.argmax(significance)\n", + " results[(N_S, N_B)] = {\n", + " 'max_sig': significance[max_idx],\n", + " 'optimal_cut': F_sorted[max_idx],\n", + " 'eff_sig': eff_sig[max_idx],\n", + " 'eff_bkg': eff_bkg[max_idx]\n", + " }\n", + " \n", + " return results" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Maximal Significance for Different Scenarios:\n", + "Scenario Max σ' Optimal Cut ϵ_S ϵ_B \n", + "10,100 2.209 14.353 0.705 0.031 \n", + "100,1000 6.984 14.353 0.705 0.031 \n", + "1000,10000 22.085 14.353 0.705 0.031 \n", + "10000,100000 69.840 14.353 0.705 0.031 \n" + ] + } + ], + "source": [ + "# define scenarios from Exercise 5\n", + "scenarios = [\n", + " (10, 100),\n", + " (100, 1000),\n", + " (1000, 10000),\n", + " (10000, 100000)\n", + "]\n", + "\n", + "max_sig_results = compute_max_significance(F_sig, F_bkg, scenarios)\n", + "\n", + "# results\n", + "print(\"\\nMaximal Significance for Different Scenarios:\")\n", + "print(\"{:<15} {:<15} {:<15} {:<15} {:<15}\".format(\n", + " \"Scenario\", \"Max σ'\", \"Optimal Cut\", \"ϵ_S\", \"ϵ_B\"))\n", + "for scenario, res in max_sig_results.items():\n", + " print(\"{:<15} {:<15.3f} {:<15.3f} {:<15.3f} {:<15.3f}\".format(\n", + " f\"{scenario[0]},{scenario[1]}\",\n", + " res['max_sig'],\n", + " res['optimal_cut'],\n", + " res['eff_sig'],\n", + " res['eff_bkg']))" + ] + } + ], + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 1f53a103572188fcf9c0ebfc6c421a2381ad627e Mon Sep 17 00:00:00 2001 From: clarissa <147277375+ClarissaTerrones@users.noreply.github.com> Date: Thu, 10 Apr 2025 22:21:06 -0500 Subject: [PATCH 08/22] Delete Labs/Lab.7/NewName.ipynb --- Labs/Lab.7/NewName.ipynb | 3113 -------------------------------------- 1 file changed, 3113 deletions(-) delete mode 100644 Labs/Lab.7/NewName.ipynb diff --git a/Labs/Lab.7/NewName.ipynb b/Labs/Lab.7/NewName.ipynb deleted file mode 100644 index 97206eb49..000000000 --- a/Labs/Lab.7/NewName.ipynb +++ /dev/null @@ -1,3113 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Lab 7- Data Analysis\n", - "\n", - "In this lab, you download and begin to look at a particle physics dataset. You must download the dataset by March 17th. Exercises 1-4 are to be completed by March 21th. The remaider of the lab is due March 29th. Before leaving lab today, I suggest everyone downloads the dataset." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, - "source": [ - "## Exercise 1: Reading\n", - "\n", - "### HiggsML\n", - "In 2014, some of my colleagues from the ATLAS experiment put together a Higgs Machine Learning Challenge, which was hosted on [Kaggle](https://www.kaggle.com). Please read sections 1 and 3 (skip/skim 2) of [The HiggsML Technical Documentation](https://higgsml.lal.in2p3.fr/files/2014/04/documentation_v1.8.pdf). \n", - "\n", - "Kaggle is a platform for data science competitions, with cash awards for winners. Kaggle currently hosts over 50,000 public datasets and associated competitions. Later in the course we will look at a variety of problems hosted on Kaggle and similar platforms. \n", - "\n", - "### SUSY Dataset\n", - "\n", - "For the next few labs we will use datasets used in the [first paper on Deep Learning in High Energy physics](https://arxiv.org/pdf/1402.4735.pdf). Please read up to the \"Deep Learning\" section (end of page 5). This paper demonstrates that Deep Neural Networks can learn from raw data the features that are typically used by physicists for searches for exotics particles. The authors provide the data they used for this paper. They considered two benchmark scenarios: Higgs and SUSY." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 2: Download SUSY Dataset\n", - "\n", - "The information about the dataset can be found at the [UCI Machine Learning Repository](https://archive.ics.uci.edu/ml/index.php). We'll start with the [SUSY Dataset](https://archive.ics.uci.edu/ml/datasets/SUSY). \n", - "\n", - "### Download\n", - "In a terminal, download the data directly from the source and then decompress it. For example:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* To download:\n", - " * On Mac OS: \n", - " `curl http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz > SUSY.csv.gz`\n", - "\n", - " * In linux:\n", - " `wget http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz`\n", - "\n", - "* To uncompress:\n", - "`gunzip SUSY.csv.gz`" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "--2025-04-01 16:38:25-- http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz\n", - "Resolving archive.ics.uci.edu (archive.ics.uci.edu)... 128.195.10.252\n", - "connected. to archive.ics.uci.edu (archive.ics.uci.edu)|128.195.10.252|:80... \n", - "200 OKequest sent, awaiting response... \n", - "Length: unspecified\n", - "Saving to: ‘SUSY.csv.gz’\n", - "\n", - "SUSY.csv.gz [ <=> ] 879.65M 2.85MB/s in 6m 23s \n", - "\n", - "2025-04-01 16:44:48 (2.30 MB/s) - ‘SUSY.csv.gz’ saved [922377711]\n", - "\n" - ] - } - ], - "source": [ - "!wget http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [], - "source": [ - "!rm SUSY.csv" - ] - }, - { - "cell_type": "code", - "execution_count": 171, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "gzip: SUSY.csv.gz: No such file or directory\n" - ] - } - ], - "source": [ - "!gunzip SUSY.csv.gz" - ] - }, - { - "cell_type": "code", - "execution_count": 172, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "total 2.5G\n", - "-rw-r--r-- 1 cterrones cterrones 962K Apr 3 00:32 Lab.7.ipynb\n", - "-rw-r--r-- 1 cterrones cterrones 5.9M Mar 19 11:17 Lab.7.pdf\n", - "-rw-r--r-- 1 cterrones cterrones 228M Apr 3 00:31 SUSY-small.csv\n", - "-rw-r--r-- 1 cterrones cterrones 2.3G Apr 1 16:44 SUSY.csv\n" - ] - } - ], - "source": [ - "ls -lh" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The data is provided as a comma separated file." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.000000000000000000e+00,9.728614687919616699e-01,6.538545489311218262e-01,1.176224589347839355e+00,1.157156467437744141e+00,-1.739873170852661133e+00,-8.743090629577636719e-01,5.677649974822998047e-01,-1.750000417232513428e-01,8.100607395172119141e-01,-2.525521218776702881e-01,1.921887040138244629e+00,8.896374106407165527e-01,4.107718467712402344e-01,1.145620822906494141e+00,1.932632088661193848e+00,9.944640994071960449e-01,1.367815494537353516e+00,4.071449860930442810e-02\n", - "1.000000000000000000e+00,1.667973041534423828e+00,6.419061869382858276e-02,-1.225171446800231934e+00,5.061022043228149414e-01,-3.389389812946319580e-01,1.672542810440063477e+00,3.475464344024658203e+00,-1.219136357307434082e+00,1.295456290245056152e-02,3.775173664093017578e+00,1.045977115631103516e+00,5.680512785911560059e-01,4.819284379482269287e-01,0.000000000000000000e+00,4.484102725982666016e-01,2.053557634353637695e-01,1.321893453598022461e+00,3.775840103626251221e-01\n", - "1.000000000000000000e+00,4.448399245738983154e-01,-1.342980116605758667e-01,-7.099716067314147949e-01,4.517189264297485352e-01,-1.613871216773986816e+00,-7.686609029769897461e-01,1.219918131828308105e+00,5.040258169174194336e-01,1.831247568130493164e+00,-4.313853085041046143e-01,5.262832045555114746e-01,9.415140151977539062e-01,1.587535023689270020e+00,2.024308204650878906e+00,6.034975647926330566e-01,1.562373995780944824e+00,1.135454416275024414e+00,1.809100061655044556e-01\n", - "1.000000000000000000e+00,3.812560737133026123e-01,-9.761453866958618164e-01,6.931523084640502930e-01,4.489588439464569092e-01,8.917528986930847168e-01,-6.773284673690795898e-01,2.033060073852539062e+00,1.533040523529052734e+00,3.046259880065917969e+00,-1.005284786224365234e+00,5.693860650062561035e-01,1.015211343765258789e+00,1.582216739654541016e+00,1.551914215087890625e+00,7.612152099609375000e-01,1.715463757514953613e+00,1.492256760597229004e+00,9.071890264749526978e-02\n", - "1.000000000000000000e+00,1.309996485710144043e+00,-6.900894641876220703e-01,-6.762592792510986328e-01,1.589282631874084473e+00,-6.933256387710571289e-01,6.229069828987121582e-01,1.087561845779418945e+00,-3.817416727542877197e-01,5.892043709754943848e-01,1.365478992462158203e+00,1.179295063018798828e+00,9.682182073593139648e-01,7.285631299018859863e-01,0.000000000000000000e+00,1.083157896995544434e+00,4.342924803495407104e-02,1.154853701591491699e+00,9.485860168933868408e-02\n" - ] - } - ], - "source": [ - "filename=\"SUSY.csv\"\n", - "# print out the first 5 lines using unix head command\n", - "!head -5 \"SUSY.csv\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Reducing the dataset\n", - "This is a rather large dataset. If you have trouble loading it, we can easily make a new file with less data.\n", - "\n", - "Here we look at the size of the data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "total 2.5G\n", - "-rw-r--r-- 1 cterrones cterrones 3.0M Apr 10 20:15 Lab.7.ipynb\n", - "-rw-r--r-- 1 cterrones cterrones 5.9M Mar 19 11:17 Lab.7.pdf\n", - "-rw-r--r-- 1 cterrones cterrones 228M Apr 10 18:06 SUSY-small.csv\n", - "-rw-r--r-- 1 cterrones cterrones 2.3G Apr 1 16:44 SUSY.csv\n" - ] - } - ], - "source": [ - "!ls -lh" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We see that we have 5 million datapoints." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "5000000 SUSY.csv\n" - ] - } - ], - "source": [ - "!wc -l SUSY.csv" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We create a new file of the first half million. This is sufficient for our needs in this lab:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "!head -500000 SUSY.csv > SUSY-small.csv" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "total 2.5G\n", - "-rw-r--r-- 1 cterrones cterrones 3.0M Apr 10 20:15 Lab.7.ipynb\n", - "-rw-r--r-- 1 cterrones cterrones 5.9M Mar 19 11:17 Lab.7.pdf\n", - "-rw-r--r-- 1 cterrones cterrones 228M Apr 10 20:16 SUSY-small.csv\n", - "-rw-r--r-- 1 cterrones cterrones 2.3G Apr 1 16:44 SUSY.csv\n" - ] - } - ], - "source": [ - "ls -lh" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "500000 SUSY-small.csv\n" - ] - } - ], - "source": [ - "! wc -l SUSY-small.csv" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Use this file for the rest of the lab to make this run faster." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### First Look\n", - "\n", - "Each row represents a LHC collision event. Each column contains some observable from that event. The variable names are ([based on documentation](https://archive.ics.uci.edu/ml/datasets/SUSY)):" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "VarNames=[\"signal\", \"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\", \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Some of these variables represent the \"raw\" kinematics of the observed final state particles, while others are \"features\" that are derived from these raw quantities:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "RawNames=[\"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\"]\n", - "FeatureNames=list(set(VarNames[1:]).difference(RawNames))" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['l_1_pT',\n", - " 'l_1_eta',\n", - " 'l_1_phi',\n", - " 'l_2_pT',\n", - " 'l_2_eta',\n", - " 'l_2_phi',\n", - " 'MET',\n", - " 'MET_phi']" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "RawNames" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['axial_MET',\n", - " 'S_R',\n", - " 'cos_theta_r1',\n", - " 'MET_rel',\n", - " 'M_R',\n", - " 'dPhi_r_b',\n", - " 'MT2',\n", - " 'R',\n", - " 'M_TR_2',\n", - " 'M_Delta_R']" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "FeatureNames" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We will use pandas to read in the file, and matplotlib to make plots. The following ensures pandas is installed and sets everything up:" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we can read the data into a pandas dataframe:" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "filename = \"SUSY-small.csv\"\n", - "df = pd.read_csv(filename, dtype='float64', names=VarNames)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can see the data in Jupyter by just evaluateing the dataframe:" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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11.01.6679730.064191-1.2251710.506102-0.3389391.6725433.475464-1.2191360.0129553.7751741.0459770.5680510.4819280.0000000.4484100.2053561.3218930.377584
21.00.444840-0.134298-0.7099720.451719-1.613871-0.7686611.2199180.5040261.831248-0.4313850.5262830.9415141.5875352.0243080.6034981.5623741.1354540.180910
31.00.381256-0.9761450.6931520.4489590.891753-0.6773282.0330601.5330413.046260-1.0052850.5693861.0152111.5822171.5519140.7612151.7154641.4922570.090719
41.01.309996-0.690089-0.6762591.589283-0.6933260.6229071.087562-0.3817420.5892041.3654791.1792950.9682180.7285630.0000001.0831580.0434291.1548540.094859
............................................................
4999950.00.7190351.0918790.2915401.205962-1.599117-1.1394450.4245461.1548490.637185-0.0911781.9721560.6970280.3136360.9886021.9815730.7448281.0950800.006546
4999961.00.910016-0.364544-0.7771200.543648-0.910632-1.7237072.8646731.4582722.176558-0.5909110.6736951.6621402.1893621.1950410.9108151.1818931.2523620.826035
4999971.00.8429540.332476-1.0485641.3479890.320496-0.6663580.450433-0.4118720.2934070.6304910.8599200.4033710.4162580.5919890.3720030.7167880.3669910.265798
4999980.01.370760-1.1629120.8934992.1180911.248496-0.8872110.1646590.3168400.2151650.2804183.0870830.5269290.1514670.3080673.0981830.2330420.8762160.000593
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\n", - "

500000 rows × 19 columns

\n", - "
" - ], - "text/plain": [ - " signal l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi \\\n", - "0 0.0 0.972861 0.653855 1.176225 1.157156 -1.739873 -0.874309 \n", - "1 1.0 1.667973 0.064191 -1.225171 0.506102 -0.338939 1.672543 \n", - "2 1.0 0.444840 -0.134298 -0.709972 0.451719 -1.613871 -0.768661 \n", - "3 1.0 0.381256 -0.976145 0.693152 0.448959 0.891753 -0.677328 \n", - "4 1.0 1.309996 -0.690089 -0.676259 1.589283 -0.693326 0.622907 \n", - "... ... ... ... ... ... ... ... \n", - "499995 0.0 0.719035 1.091879 0.291540 1.205962 -1.599117 -1.139445 \n", - "499996 1.0 0.910016 -0.364544 -0.777120 0.543648 -0.910632 -1.723707 \n", - "499997 1.0 0.842954 0.332476 -1.048564 1.347989 0.320496 -0.666358 \n", - "499998 0.0 1.370760 -1.162912 0.893499 2.118091 1.248496 -0.887211 \n", - "499999 0.0 0.762400 0.440924 0.342885 1.034283 1.740353 -1.083314 \n", - "\n", - " MET MET_phi MET_rel axial_MET M_R M_TR_2 R \\\n", - "0 0.567765 -0.175000 0.810061 -0.252552 1.921887 0.889637 0.410772 \n", - "1 3.475464 -1.219136 0.012955 3.775174 1.045977 0.568051 0.481928 \n", - "2 1.219918 0.504026 1.831248 -0.431385 0.526283 0.941514 1.587535 \n", - "3 2.033060 1.533041 3.046260 -1.005285 0.569386 1.015211 1.582217 \n", - "4 1.087562 -0.381742 0.589204 1.365479 1.179295 0.968218 0.728563 \n", - "... ... ... ... ... ... ... ... \n", - "499995 0.424546 1.154849 0.637185 -0.091178 1.972156 0.697028 0.313636 \n", - "499996 2.864673 1.458272 2.176558 -0.590911 0.673695 1.662140 2.189362 \n", - "499997 0.450433 -0.411872 0.293407 0.630491 0.859920 0.403371 0.416258 \n", - "499998 0.164659 0.316840 0.215165 0.280418 3.087083 0.526929 0.151467 \n", - "499999 0.872145 -1.519894 0.284328 -0.360861 0.956828 0.965979 0.895881 \n", - "\n", - " MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1 \n", - "0 1.145621 1.932632 0.994464 1.367815 0.040714 \n", - "1 0.000000 0.448410 0.205356 1.321893 0.377584 \n", - "2 2.024308 0.603498 1.562374 1.135454 0.180910 \n", - "3 1.551914 0.761215 1.715464 1.492257 0.090719 \n", - "4 0.000000 1.083158 0.043429 1.154854 0.094859 \n", - "... ... ... ... ... ... \n", - "499995 0.988602 1.981573 0.744828 1.095080 0.006546 \n", - "499996 1.195041 0.910815 1.181893 1.252362 0.826035 \n", - "499997 0.591989 0.372003 0.716788 0.366991 0.265798 \n", - "499998 0.308067 3.098183 0.233042 0.876216 0.000593 \n", - "499999 1.020396 0.996446 0.943458 1.299870 0.197220 \n", - "\n", - "[500000 rows x 19 columns]" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first column stores the \"truth\" label of whether an event was signal or not. Pandas makes it easy to create dataframes that store only the signal or background events:" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "df_sig=df[df.signal==1]\n", - "df_bkg=df[df.signal==0]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following example plots the signal and background distributions of every variable. Note that we use VarNames[1:] to skip the first variable, which was the true label." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "l_1_pT\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import numpy as np\n", - "for var in VarNames[1:]:\n", - " print (var)\n", - " plt.figure(figsize=(10,5))\n", - " plt.hist(np.array(df_sig[var]),bins=100,histtype=\"step\", color=\"red\",label=\"signal\",density=1, stacked=True)\n", - " plt.hist(np.array(df_bkg[var]),bins=100,histtype=\"step\", color=\"blue\", label=\"background\",density=1, stacked=True)\n", - " plt.legend(loc='upper right')\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 3: Make nice figures\n", - "\n", - "Now use `matplotlib` to reproduce as closely as you can figures 5 and 6 from the paper. This exercise is intended to get you to familiarize yourself with making nicely formatted `matplotlib` figures with multiple plots. Note that the plots in the paper are actually wrong!" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib import rcParams\n", - "\n", - "\n", - "# update font settings\n", - "rcParams.update({\n", - " 'font.family': 'sans-serif', \n", - " 'font.sans-serif': ['Arial', 'DejaVu Sans', 'Liberation Sans'],\n", - " 'mathtext.fontset': 'stix', # math symbols\n", - "})\n", - "\n", - "# set up matplotlib style parameters\n", - "rcParams.update({\n", - " 'font.size': 14,\n", - " 'axes.titlesize': 16,\n", - " 'axes.labelsize': 14,\n", - " 'xtick.labelsize': 12,\n", - " 'ytick.labelsize': 12,\n", - " 'legend.fontsize': 12,\n", - " 'figure.titlesize': 18,\n", - " 'figure.facecolor': 'white',\n", - " 'axes.facecolor': 'white',\n", - " 'axes.grid': True,\n", - " 'grid.alpha': 0.3,\n", - " 'grid.linestyle': '--',\n", - " 'grid.linewidth': 0.5\n", - "})\n", - "\n", - "def plot_hist(data, var_name, color, label, bins=100, range=None, ax=None, linewidth=2):\n", - " \"\"\"histogram plotting function control\"\"\"\n", - " if ax is None:\n", - " ax = plt.gca()\n", - " \n", - " ax.hist(\n", - " np.array(data[var_name]),\n", - " bins=bins,\n", - " histtype=\"step\",\n", - " color=color,\n", - " label=label,\n", - " density=True,\n", - " range=range,\n", - " linewidth=linewidth\n", - " )\n", - " return ax\n", - "\n", - "# ---------- Figure 5: Kinematic Variables ------------\n", - "fig5, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", - "fig5.suptitle(\"Kinematic Variable Distributions\", y=1.02)\n", - "\n", - "# M_R distribution\n", - "plot_hist(df_sig, \"M_R\", \"#E41A1C\", \"Signal (SUSY)\", \n", - " bins=np.linspace(0, 4000, 81), ax=ax1)\n", - "plot_hist(df_bkg, \"M_R\", \"#377EB8\", \"Background (SM)\", \n", - " bins=np.linspace(0, 4000, 81), ax=ax1)\n", - "ax1.set_xlabel(r\"$M_R$ [GeV]\", labelpad=10)\n", - "ax1.set_ylabel(\"Probability Density\", labelpad=10)\n", - "ax1.legend(loc=\"upper right\", frameon=True)\n", - "ax1.set_yscale('log')\n", - "ax1.set_ylim(1e-6, 1)\n", - "\n", - "# M_TR_2 distribution\n", - "plot_hist(df_sig, \"M_TR_2\", \"#E41A1C\", \"Signal (SUSY)\", \n", - " bins=np.linspace(0, 2000, 81), ax=ax2)\n", - "plot_hist(df_bkg, \"M_TR_2\", \"#377EB8\", \"Background (SM)\", \n", - " bins=np.linspace(0, 2000, 81), ax=ax2)\n", - "ax2.set_xlabel(r\"$M_{T,R2}$ [GeV]\", labelpad=10)\n", - "ax2.set_ylabel(\"Probability Density\", labelpad=10)\n", - "ax2.legend(loc=\"upper right\", frameon=True)\n", - "ax2.set_yscale('log')\n", - "ax2.set_ylim(1e-6, 1)\n", - "\n", - "plt.tight_layout()\n", - "\n", - "# ---------- Figure 6, Derived Features -------------\n", - "fig6, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", - "fig6.suptitle(\"Derived Feature Distributions\", y=1.02)\n", - "\n", - "# R distribution\n", - "plot_hist(df_sig, \"R\", \"#E41A1C\", \"Signal (SUSY)\", \n", - " bins=np.linspace(0, 1, 81), ax=ax1)\n", - "plot_hist(df_bkg, \"R\", \"#377EB8\", \"Background (SM)\", \n", - " bins=np.linspace(0, 1, 81), ax=ax1)\n", - "ax1.set_xlabel(r\"$R$\", labelpad=10)\n", - "ax1.set_ylabel(\"Probability Density\", labelpad=10)\n", - "ax1.legend(loc=\"upper right\", frameon=True)\n", - "ax1.set_yscale('log')\n", - "ax1.set_ylim(1e-4, 10)\n", - "\n", - "# MT2 distribution\n", - "plot_hist(df_sig, \"MT2\", \"#E41A1C\", \"Signal (SUSY)\", \n", - " bins=np.linspace(0, 1000, 81), ax=ax2)\n", - "plot_hist(df_bkg, \"MT2\", \"#377EB8\", \"Background (SM)\", \n", - " bins=np.linspace(0, 1000, 81), ax=ax2)\n", - "ax2.set_xlabel(r\"$M_{T2}$ [GeV]\", labelpad=10)\n", - "ax2.set_ylabel(\"Probability Density\", labelpad=10)\n", - "ax2.legend(loc=\"upper right\", frameon=True)\n", - "ax2.set_yscale('log')\n", - "ax2.set_ylim(1e-6, 1)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 4: Correlation\n", - "\n", - "### Exercise 4.1\n", - "\n", - "#### Part a\n", - "Write a function that creates pair plots and use it to compare variables in the SUSY sample, separately for low and high-level features. Refer to Lecture 13 for details. Do not use `seaborn`.\n", - "\n", - "#### Part b\n", - "Making these plots can be slow because creating each plot initiates a full loop over the data. Make at least one modification to your function in part a to speed it up. Can you propose a different method of creating histograms that would speed up making such pair plots?\n", - "\n", - "#### Part c\n", - "Which observables appear to be best for separating signal from background?" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Part 4.1 a\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib import rcParams\n", - "\n", - "# plot settings\n", - "rcParams.update({\n", - " 'font.size': 10,\n", - " 'axes.grid': True,\n", - " 'grid.alpha': 0.3,\n", - " 'grid.linestyle': '--'\n", - "})\n", - "\n", - "def create_pair_plots(data, variables, title, max_points=10000):\n", - " \"\"\"\n", - " creating pair plots without using seaborn.\n", - " \n", - " Args:\n", - " data: dataFrame containing the data\n", - " variables: List of variables to plot\n", - " title: title for the figure\n", - " max_points: maximum number of points to plot (for performance)\n", - " \"\"\"\n", - " n_vars = len(variables)\n", - " fig, axes = plt.subplots(n_vars, n_vars, figsize=(12, 12))\n", - " fig.suptitle(title, y=1.02, fontsize=14)\n", - " \n", - " # subsample if too many points\n", - " plot_data = data.sample(min(len(data), max_points)) if max_points else data\n", - " \n", - " for i, var1 in enumerate(variables):\n", - " for j, var2 in enumerate(variables):\n", - " ax = axes[i,j]\n", - " \n", - " if i == j:\n", - " # diagonal - histograms\n", - " ax.hist(plot_data[var1], bins=50, color='pink', alpha=0.7)\n", - " ax.set_xlabel(var1)\n", - " else:\n", - " # Off diagonal - scatter plots\n", - " ax.scatter(plot_data[var2], plot_data[var1], \n", - " s=5, alpha=0.3, color='purple')\n", - " ax.set_xlabel(var2)\n", - " ax.set_ylabel(var1)\n", - " \n", - " plt.tight_layout()\n", - " return fig\n", - "\n", - "# define variable groups\n", - "raw_vars = ['l_1_pT', 'l_2_pT', 'MET', 'MET_phi']\n", - "feature_vars = ['M_R', 'M_TR_2', 'R', 'MT2']\n", - "\n", - "# create plots\n", - "fig_raw = create_pair_plots(df, raw_vars, \"Raw Variables Pair Plot\")\n", - "fig_features = create_pair_plots(df, feature_vars, \"Derived Features Pair Plot\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Part 4.1 b\n", - "def create_pair_plots_optimized(data, variables, title, max_points=5000, bins=30):\n", - " \"\"\" optimized version of pair plots\"\"\"\n", - " n_vars = len(variables)\n", - " fig, axes = plt.subplots(n_vars, n_vars, figsize=(12, 12))\n", - " fig.suptitle(title, y=1.02, fontsize=14)\n", - " \n", - " # use numpy arrays for faster access\n", - " plot_data = data.sample(min(len(data), max_points))[variables].values\n", - " \n", - " for i in range(n_vars):\n", - " for j in range(n_vars):\n", - " ax = axes[i,j]\n", - " \n", - " if i == j:\n", - " # faster histogram using numpy\n", - " counts, edges = np.histogram(plot_data[:,i], bins=bins)\n", - " ax.stairs(counts, edges, fill=True, alpha=0.7)\n", - " ax.set_xlabel(variables[i])\n", - " else:\n", - " # hexbin for better performance with many points\n", - " hb = ax.hexbin(plot_data[:,j], plot_data[:,i], \n", - " gridsize=30, cmap='Blues', mincnt=1)\n", - " ax.set_xlabel(variables[j])\n", - " ax.set_ylabel(variables[i])\n", - " \n", - " plt.tight_layout()\n", - " return fig\n", - "\n", - "# optimized plots\n", - "fig_raw_opt = create_pair_plots_optimized(df, raw_vars, \"Optimized Raw Variables\")\n", - "fig_features_opt = create_pair_plots_optimized(df, feature_vars, \"Optimized Features\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Variable separation power (higher is better):\n", - "MET : 0.671\n", - "M_TR_2 : 0.651\n", - "l_1_pT : 0.589\n", - "MET_rel : 0.408\n", - "M_R : 0.395\n", - "l_2_pT : 0.281\n", - "R : 0.155\n", - "MT2 : 0.112\n", - "axial_MET : 0.109\n", - "MET_phi : 0.001\n" - ] - } - ], - "source": [ - "# Part 4.1 c\n", - "def analyze_separation(data_sig, data_bkg, variables):\n", - " \"\"\"Analyze which variables best separate signal and background\"\"\"\n", - " separation_power = {}\n", - " \n", - " for var in variables:\n", - " # calculate separation as difference in means divided by combined std\n", - " mean_sig = data_sig[var].mean()\n", - " mean_bkg = data_bkg[var].mean()\n", - " std_sig = data_sig[var].std()\n", - " std_bkg = data_bkg[var].std()\n", - " \n", - " separation = abs(mean_sig - mean_bkg) / np.sqrt(std_sig**2 + std_bkg**2)\n", - " separation_power[var] = separation\n", - " \n", - " # sort by separation power\n", - " sorted_separation = sorted(separation_power.items(), key=lambda x: x[1], reverse=True)\n", - " \n", - " print(\"Variable separation power (higher is better):\")\n", - " for var, sep in sorted_separation:\n", - " print(f\"{var:15}: {sep:.3f}\")\n", - " \n", - " return sorted_separation\n", - "\n", - "# analyze all variables\n", - "all_vars = ['l_1_pT', 'l_2_pT', 'MET', 'MET_phi', \n", - " 'M_R', 'M_TR_2', 'R', 'MT2', 'MET_rel', 'axial_MET']\n", - "\n", - "separation_results = analyze_separation(df_sig, df_bkg, all_vars)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 4.2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "### Part a\n", - "Install [tabulate](https://github.com/astanin/python-tabulate). \n" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Defaulting to user installation because normal site-packages is not writeable\n", - "Requirement already satisfied: tabulate in /home/cterrones/.local/lib/python3.10/site-packages (0.9.0)\n" - ] - } - ], - "source": [ - "!pip install tabulate" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Hint: Example code for embedding a `tabulate` table into a notebook:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part b\n", - "Use numpy to compute the [covariance matrix](https://numpy.org/doc/stable/reference/generated/numpy.cov.html) and [correlation matrix](https://numpy.org/doc/stable/reference/generated/numpy.corrcoef.html) between all observabes, and separately between low and high-level features." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "from tabulate import tabulate\n", - "from IPython.display import HTML, display\n", - "\n", - "# define variable groups\n", - "raw_vars = ['l_1_pT', 'l_1_eta', 'l_1_phi', 'l_2_pT', 'l_2_eta', 'l_2_phi', 'MET', 'MET_phi']\n", - "feature_vars = ['MET_rel', 'axial_MET', 'M_R', 'M_TR_2', 'R', 'MT2', 'S_R', 'M_Delta_R', 'dPhi_r_b', 'cos_theta_r1']\n", - "\n", - "# compute covariance and correlation matrices for all variables\n", - "cov_matrix_all = np.cov(df[raw_vars + feature_vars].values.T)\n", - "corr_matrix_all = np.corrcoef(df[raw_vars + feature_vars].values.T)\n", - "\n", - "# Compute for raw variables only\n", - "cov_matrix_raw = np.cov(df[raw_vars].values.T)\n", - "corr_matrix_raw = np.corrcoef(df[raw_vars].values.T)\n", - "\n", - "# compute for features only\n", - "cov_matrix_features = np.cov(df[feature_vars].values.T)\n", - "corr_matrix_features = np.corrcoef(df[feature_vars].values.T)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part c\n", - "Use tabulate to create a well formatted table of the covariance and correlation matrices, with nice headings and appropriate significant figures. Embed the table into this notebook.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "

Correlation Matrix (Raw Variables)

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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
l_1_pT 1 -0.001 0 0.684 -0.001 0.001 0.383 -0.001
l_1_eta -0.001 1 -0.001 -0 0.406 -0.001-0.002 -0.001
l_1_phi 0 -0.001 1 0.002 0 -0.266 0.001 -0.184
l_2_pT 0.684 -0 0.002 1 -0.001 0 0.14 -0.002
l_2_eta -0.001 0.406 0 -0.001 1 0 0 -0
l_2_phi 0.001 -0.001 -0.266 0 0 1 -0 -0.035
MET 0.383 -0.002 0.001 0.14 0 -0 1 -0.003
MET_phi -0.001 -0.001 -0.184 -0.002 -0 -0.035-0.003 1
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Correlation Matrix (Derived Features)

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MET_rel axial_MET M_R M_TR_2 R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1
MET_rel 1 -0.134 0.078 0.584 0.595 0.535 0.15 0.748 0.378 0.316
axial_MET -0.134 1 0.027 -0.317-0.383-0.535-0.067 -0.373 -0.057 -0.272
M_R 0.078 0.027 1 0.577-0.383-0.068 0.981 0.189 -0.106 -0.116
M_TR_2 0.584 -0.317 0.577 1 0.38 0.379 0.635 0.668 0.229 0.451
R 0.595 -0.383-0.383 0.38 1 0.574-0.287 0.564 0.424 0.627
MT2 0.535 -0.535-0.068 0.379 0.574 1 -0.021 0.809 0.056 0.264
S_R 0.15 -0.067 0.981 0.635-0.287-0.021 1 0.249 -0.013 -0.085
M_Delta_R 0.748 -0.373 0.189 0.668 0.564 0.809 0.249 1 0.155 0.319
dPhi_r_b 0.378 -0.057-0.106 0.229 0.424 0.056-0.013 0.155 1 0.106
cos_theta_r1 0.316 -0.272-0.116 0.451 0.627 0.264-0.085 0.319 0.106 1
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Covariance Matrix (Raw Variables)

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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
l_1_pT 0.467 -0.000397 7.66e-05 0.305 -0.000349 0.000737 0.228 -0.000937
l_1_eta-0.000397 1 -0.000858-0.000163 0.408 -0.00104 -0.00215 -0.000589
l_1_phi 7.66e-05-0.000858 1 0.00131 0.000251-0.267 0.000766-0.185
l_2_pT 0.305 -0.000163 0.00131 0.425 -0.000576 0.000156 0.0795 -0.00156
l_2_eta-0.000349 0.408 0.000251-0.000576 1.01 0.000442 0.000382-0.000322
l_2_phi 0.000737-0.00104 -0.267 0.000156 0.000442 1 -0.000304-0.0354
MET 0.228 -0.00215 0.000766 0.0795 0.000382-0.000304 0.762 -0.00279
MET_phi-0.000937-0.000589-0.185 -0.00156 -0.000322-0.0354 -0.00279 1
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Covariance Matrix (Derived Features)

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MET_rel axial_MET M_R M_TR_2 R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1
MET_rel 0.79 -0.12 0.0437 0.302 0.249 0.409 0.0823 0.415 0.146 0.0553
axial_MET -0.12 1.01 0.0171 -0.185 -0.181 -0.461 -0.0414 -0.233 -0.0251 -0.0537
M_R 0.0437 0.0171 0.392 0.21 -0.113 -0.0365 0.38 0.0739 -0.029 -0.0143
M_TR_2 0.302 -0.185 0.21 0.338 0.104 0.189 0.228 0.242 0.0581 0.0517
R 0.249 -0.181 -0.113 0.104 0.222 0.232 -0.0834 0.165 0.0871 0.0582
MT2 0.409 -0.461 -0.0365 0.189 0.232 0.738 -0.011 0.433 0.0209 0.0446
S_R 0.0823 -0.0414 0.38 0.228 -0.0834-0.011 0.382 0.0958 -0.00346 -0.0104
M_Delta_R 0.415 -0.233 0.0739 0.242 0.165 0.433 0.0958 0.389 0.0422 0.0392
dPhi_r_b 0.146 -0.0251-0.029 0.0581 0.0871 0.0209-0.00346 0.0422 0.19 0.00908
cos_theta_r1 0.0553 -0.0537-0.0143 0.0517 0.0582 0.0446-0.0104 0.0392 0.00908 0.0388
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def format_matrix_table(matrix, variables, title, matrix_type='correlation'):\n", - " \"\"\"Format a matrix as a nice HTML table\"\"\"\n", - " # create headers\n", - " headers = [''] + variables\n", - " \n", - " # format numbers with appropriate precision\n", - " if matrix_type == 'correlation':\n", - " formatted_values = [[f\"{val:.3f}\" for val in row] for row in matrix]\n", - " else: # covariance\n", - " formatted_values = [[f\"{val:.2e}\" for val in row] for row in matrix]\n", - " \n", - " # add variable names to each row\n", - " table_data = [[var] + row for var, row in zip(variables, formatted_values)]\n", - " \n", - " # create HTML table\n", - " html_table = tabulate(table_data, headers=headers, tablefmt='html')\n", - " \n", - " # display with title\n", - " display(HTML(f\"

{title}

\"))\n", - " display(HTML(html_table))\n", - "\n", - "# display all correlation matrices\n", - "format_matrix_table(corr_matrix_raw, raw_vars, \"Correlation Matrix (Raw Variables)\")\n", - "format_matrix_table(corr_matrix_features, feature_vars, \"Correlation Matrix (Derived Features)\")\n", - "\n", - "# display all covariance matrices\n", - "format_matrix_table(cov_matrix_raw, raw_vars, \"Covariance Matrix (Raw Variables)\", matrix_type='covariance')\n", - "format_matrix_table(cov_matrix_features, feature_vars, \"Covariance Matrix (Derived Features)\", matrix_type='covariance')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "#### Part d\n", - "Write a function that takes a dataset and appropriate arguments and performs steps b and c. \n", - "\n", - "Hint: Example code for embedding a tabulate table into a notebook:" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
X Y Z
A 1 2
C 3 4
D 5 6
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from IPython.display import HTML, display\n", - "import tabulate\n", - "table = [[\"A\",1,2],\n", - " [\"C\",3,4],\n", - " [\"D\",5,6]]\n", - "display(HTML(tabulate.tabulate(table, tablefmt='html', headers=[\"X\",\"Y\",\"Z\"])))" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "

Raw Variables - Correlation Matrix

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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
l_1_pT 1 -0.001 0 0.684 -0.001 0.001 0.383 -0.001
l_1_eta -0.001 1 -0.001 -0 0.406 -0.001-0.002 -0.001
l_1_phi 0 -0.001 1 0.002 0 -0.266 0.001 -0.184
l_2_pT 0.684 -0 0.002 1 -0.001 0 0.14 -0.002
l_2_eta -0.001 0.406 0 -0.001 1 0 0 -0
l_2_phi 0.001 -0.001 -0.266 0 0 1 -0 -0.035
MET 0.383 -0.002 0.001 0.14 0 -0 1 -0.003
MET_phi -0.001 -0.001 -0.184 -0.002 -0 -0.035-0.003 1
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Raw Variables - Covariance Matrix

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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
l_1_pT 0.467 -0.000397 7.66e-05 0.305 -0.000349 0.000737 0.228 -0.000937
l_1_eta-0.000397 1 -0.000858-0.000163 0.408 -0.00104 -0.00215 -0.000589
l_1_phi 7.66e-05-0.000858 1 0.00131 0.000251-0.267 0.000766-0.185
l_2_pT 0.305 -0.000163 0.00131 0.425 -0.000576 0.000156 0.0795 -0.00156
l_2_eta-0.000349 0.408 0.000251-0.000576 1.01 0.000442 0.000382-0.000322
l_2_phi 0.000737-0.00104 -0.267 0.000156 0.000442 1 -0.000304-0.0354
MET 0.228 -0.00215 0.000766 0.0795 0.000382-0.000304 0.762 -0.00279
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Derived Features - Correlation Matrix

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MET_rel axial_MET M_R M_TR_2 R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1
MET_rel 1 -0.134 0.078 0.584 0.595 0.535 0.15 0.748 0.378 0.316
axial_MET -0.134 1 0.027 -0.317-0.383-0.535-0.067 -0.373 -0.057 -0.272
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M_Delta_R 0.748 -0.373 0.189 0.668 0.564 0.809 0.249 1 0.155 0.319
dPhi_r_b 0.378 -0.057-0.106 0.229 0.424 0.056-0.013 0.155 1 0.106
cos_theta_r1 0.316 -0.272-0.116 0.451 0.627 0.264-0.085 0.319 0.106 1
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Derived Features - Covariance Matrix

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MET_rel axial_MET M_R M_TR_2 R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1
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axial_MET -0.12 1.01 0.0171 -0.185 -0.181 -0.461 -0.0414 -0.233 -0.0251 -0.0537
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R 0.249 -0.181 -0.113 0.104 0.222 0.232 -0.0834 0.165 0.0871 0.0582
MT2 0.409 -0.461 -0.0365 0.189 0.232 0.738 -0.011 0.433 0.0209 0.0446
S_R 0.0823 -0.0414 0.38 0.228 -0.0834-0.011 0.382 0.0958 -0.00346 -0.0104
M_Delta_R 0.415 -0.233 0.0739 0.242 0.165 0.433 0.0958 0.389 0.0422 0.0392
dPhi_r_b 0.146 -0.0251-0.029 0.0581 0.0871 0.0209-0.00346 0.0422 0.19 0.00908
cos_theta_r1 0.0553 -0.0537-0.0143 0.0517 0.0582 0.0446-0.0104 0.0392 0.00908 0.0388
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# PART 4.1 d\n", - "import tabulate\n", - "def format_matrix_table(matrix, variables, title, matrix_type='correlation'):\n", - " \"\"\"Format a matrix as a nice HTML table\"\"\"\n", - " # Create headers\n", - " headers = [''] + variables\n", - " \n", - " # format numbers with appropriate precision\n", - " if matrix_type == 'correlation':\n", - " formatted_values = [[f\"{val:.3f}\" for val in row] for row in matrix]\n", - " else: # covariance\n", - " formatted_values = [[f\"{val:.2e}\" for val in row] for row in matrix]\n", - " \n", - " # add variable names to each row\n", - " table_data = [[var] + row for var, row in zip(variables, formatted_values)]\n", - " \n", - " # create HTML table (using tabulate.tabulate instead of tabulate)\n", - " html_table = tabulate.tabulate(table_data, headers=headers, tablefmt='html')\n", - " \n", - " # display with title\n", - " display(HTML(f\"

{title}

\"))\n", - " display(HTML(html_table))\n", - "\n", - "def analyze_covariance_correlation(data, variables, title_prefix=\"\"):\n", - " \"\"\"\n", - " Perform covariance and correlation analysis and display formatted tables\n", - " \n", - " Args:\n", - " data: Pandas DataFrame containing the data\n", - " variables: List of variables to analyze\n", - " \"\"\"\n", - " # compute matrices\n", - " cov_matrix = np.cov(data[variables].values.T)\n", - " corr_matrix = np.corrcoef(data[variables].values.T)\n", - " \n", - " # display tables\n", - " format_matrix_table(\n", - " corr_matrix, variables, \n", - " f\"{title_prefix}Correlation Matrix\", \n", - " matrix_type='correlation'\n", - " )\n", - " \n", - " format_matrix_table(\n", - " cov_matrix, variables,\n", - " f\"{title_prefix}Covariance Matrix\",\n", - " matrix_type='covariance'\n", - " )\n", - "\n", - "# Example:\n", - "analyze_covariance_correlation(df, raw_vars, \"Raw Variables - \")\n", - "analyze_covariance_correlation(df, feature_vars, \"Derived Features - \")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 5: Selection\n", - "\n", - "### Exercise 5.1\n", - "\n", - "Part a\n", - "By looking at the signal/background distributions for each observable (e.g. $x$) determine which selection criteria would be optimal: \n", - "\n", - "1. $x > x_c$\n", - "2. $x < x_c$\n", - "3. $|x - \\mu| > x_c$\n", - "4. $|x - \\mu| < x_c$\n", - "\n", - "where $x_c$ is value to be determined below.\n", - "\n", - "### Exercise 5.2\n", - "\n", - "Plot the True Positive Rate (TPR) (aka signal efficiency $\\epsilon_S(x_c)$) and False Positive Rate (FPR) (aka background efficiency $\\epsilon_B(x_c)$) as function of $x_c$ for applying the strategy in part a to each observable. \n", - "\n", - "### Exercise 5.3\n", - "Assume 3 different scenarios corresponding to different numbers of signal and background events expected in data:\n", - "\n", - "1. Expect $N_S=10$, $N_B=100$.\n", - "1. Expect $N_S=100$, $N_B=1000$.\n", - "1. Expect $N_S=1000$, $N_B=10000$.\n", - "1. Expect $N_S=10000$, $N_B=100000$.\n", - "\n", - "Plot the significance ($\\sigma_{S'}$) for each observable as function of $x_c$ for each scenario, where \n", - "\n", - "$\\sigma_{S'}= \\frac{N'_S}{\\sqrt{N'_S+N'_B}}$\n", - "\n", - "and $N'_{S,B} = \\epsilon_{S,B}(x_c) * N_{S,B}$." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "def determine_cut_direction(df_sig, df_bkg, variables):\n", - " \"\"\"Cut direction using mean comparison\"\"\"\n", - " cut_directions = {}\n", - " for var in variables:\n", - " # Calculate separation metric - difference in means divided by combined std. \n", - " sig_mean = df_sig[var].mean()\n", - " bkg_mean = df_bkg[var].mean()\n", - " sig_std = df_sig[var].std()\n", - " bkg_std = df_bkg[var].std()\n", - " separation = abs(sig_mean - bkg_mean) / (sig_std + bkg_std)\n", - " \n", - " if sig_mean > bkg_mean:\n", - " cut_directions[var] = ('>', 'upper_tail')\n", - " else:\n", - " cut_directions[var] = ('<', 'lower_tail')\n", - " return cut_directions" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "# exercise 5.2: plot TPR and FPR Curves\n", - "\n", - "def plot_efficiency_curves(df_sig, df_bkg, variables, criteria, n_points=100):\n", - " \"\"\"plot TPR and FPR as function of cut value\"\"\"\n", - " plt.figure(figsize=(15, 20))\n", - " \n", - " for i, var in enumerate(variables):\n", - " # Get data ranges\n", - " sig_data = df_sig[var].values\n", - " bkg_data = df_bkg[var].values\n", - " min_val = min(sig_data.min(), bkg_data.min())\n", - " max_val = max(sig_data.max(), bkg_data.max())\n", - " \n", - " # Generate cut values\n", - " cut_values = np.linspace(min_val, max_val, n_points)\n", - " \n", - " # calculate efficiencies\n", - " tpr, fpr = [], []\n", - " crit, region = criteria[var]\n", - " \n", - " # get appropriate reference value for absolute criteria\n", - " if crit in ['abs>', 'abs<']:\n", - " if region == 'central_region':\n", - " # Use signal mean for central region cuts\n", - " ref_value = df_sig[var].mean()\n", - " else:\n", - " # use background mean for tail cuts\n", - " ref_value = df_bkg[var].mean()\n", - " \n", - " for x_c in cut_values:\n", - " if crit == '>':\n", - " tpr.append(np.mean(sig_data > x_c))\n", - " fpr.append(np.mean(bkg_data > x_c))\n", - " elif crit == '<':\n", - " tpr.append(np.mean(sig_data < x_c))\n", - " fpr.append(np.mean(bkg_data < x_c))\n", - " elif crit == 'abs>':\n", - " tpr.append(np.mean(np.abs(sig_data - ref_value) > x_c))\n", - " fpr.append(np.mean(np.abs(bkg_data - ref_value) > x_c))\n", - " elif crit == 'abs<':\n", - " tpr.append(np.mean(np.abs(sig_data - ref_value) < x_c))\n", - " fpr.append(np.mean(np.abs(bkg_data - ref_value) < x_c))\n", - " \n", - " # plot TPR and FPR curves\n", - " plt.subplot(len(variables)//2 + 1, 2, i+1)\n", - " plt.plot(cut_values, tpr, label='Signal Efficiency (TPR)', color='blue')\n", - " plt.plot(cut_values, fpr, label='Background Efficiency (FPR)', color='red')\n", - " plt.plot(cut_values, 1-fpr, label='Background Rejection (1-FPR)', color='green', linestyle='--')\n", - " plt.xlabel(f'Cut Value ({var})')\n", - " plt.ylabel('Efficiency/Rejection')\n", - " plt.title(f'Efficiency vs Cut for {var} ({crit} criterion)')\n", - " plt.legend()\n", - " plt.grid(True)\n", - " \n", - " plt.tight_layout()\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Exercise 5.3: Plot Significance for Different Scenarios\n", - "\n", - "# sample data \n", - "np.random.seed(42)\n", - "df_sig = pd.DataFrame({'var1': np.random.normal(5, 2, 100),\n", - " 'var2': np.random.uniform(0, 10, 100)})\n", - "df_bkg = pd.DataFrame({'var1': np.random.normal(3, 3, 1000),\n", - " 'var2': np.random.uniform(2, 12, 1000)})\n", - "\n", - "# variables to plot\n", - "all_vars = ['var1', 'var2']\n", - "\n", - "# cut directions\n", - "cut_directions = {\n", - " 'var1': ('>', None), # example: cut greater than a certain value.\n", - " 'var2': ('abs<', 5) # example: cut absolute difference from 5 less than a certain value.\n", - "}\n", - "\n", - "def plot_significance(df_sig, df_bkg, variables, cut_directions, scenarios):\n", - " \"\"\"Plot significance for different expected yields scenarios\"\"\"\n", - " plt.figure(figsize=(15, 5*len(variables)))\n", - "\n", - " for i, var in enumerate(variables):\n", - " crit, region = cut_directions[var]\n", - " sig_data = df_sig[var].values\n", - " bkg_data = df_bkg[var].values\n", - "\n", - " # determine cut range - with protection against edge cases.\n", - " if crit in ['>', '<']:\n", - " min_val = min(np.percentile(sig_data, 1), np.percentile(bkg_data, 1))\n", - " max_val = max(np.percentile(sig_data, 99), np.percentile(bkg_data, 99))\n", - " cut_values = np.linspace(min_val, max_val, 100)\n", - " else: # abs> or abs<\n", - " ref = df_sig[var].mean() if crit == 'abs<' else df_bkg[var].mean()\n", - " max_dev = max(\n", - " np.percentile(np.abs(sig_data - ref), 99),\n", - " np.percentile(np.abs(bkg_data - ref), 99)\n", - " )\n", - " cut_values = np.linspace(0, max_dev, 100)\n", - "\n", - " # Pre-calculate efficiencies\n", - " tpr, fpr = [], []\n", - " for x_c in cut_values:\n", - " if crit == '>':\n", - " tpr.append(np.mean(sig_data > x_c))\n", - " fpr.append(np.mean(bkg_data > x_c))\n", - " elif crit == '<':\n", - " tpr.append(np.mean(sig_data < x_c))\n", - " fpr.append(np.mean(bkg_data < x_c))\n", - " elif crit == 'abs>':\n", - " tpr.append(np.mean(np.abs(sig_data - ref) > x_c))\n", - " fpr.append(np.mean(np.abs(bkg_data - ref) > x_c))\n", - " elif crit == 'abs<':\n", - " tpr.append(np.mean(np.abs(sig_data - ref) < x_c))\n", - " fpr.append(np.mean(np.abs(bkg_data - ref) < x_c))\n", - "\n", - " tpr = np.array(tpr)\n", - " fpr = np.array(fpr)\n", - "\n", - " # Plot for each scenario with protection against division by zero.\n", - " plt.subplot(len(variables), 1, i+1)\n", - " for N_S, N_B in scenarios:\n", - " N_S_prime = tpr * N_S\n", - " N_B_prime = fpr * N_B\n", - "\n", - " # compute significance safely\n", - " with np.errstate(divide='ignore', invalid='ignore'):\n", - " significance = np.divide(\n", - " N_S_prime,\n", - " np.sqrt(N_S_prime + N_B_prime),\n", - " out=np.zeros_like(N_S_prime),\n", - " where=(N_S_prime + N_B_prime) > 0\n", - " )\n", - "\n", - " plt.plot(cut_values, significance,\n", - " label=f'N_S={N_S}, N_B={N_B}', linewidth=2)\n", - "\n", - " plt.xlabel(f'Cut Value ({var})')\n", - " plt.ylabel('Significance $\\sigma_S\\'$')\n", - " plt.title(f'Significance vs Cut for {var} ({crit} criterion)')\n", - " plt.legend()\n", - " plt.grid(True)\n", - "\n", - " plt.tight_layout()\n", - " plt.show()\n", - "\n", - "# define scenarios\n", - "scenarios = [\n", - " (10, 100),\n", - " (100, 1000),\n", - " (1000, 10000),\n", - " (10000, 100000)\n", - "]\n", - "\n", - "# call the function with the defined variables\n", - "plot_significance(df_sig, df_bkg, all_vars, cut_directions, scenarios)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 6: Cut Flow\n", - "\n", - "\n", - "### Exercise 6.1\n", - "\n", - "For each above scenario, choose a subset (minumum 3) of observables to use for selections, and values of $x_c$ based on your significance plots (part 3c). \n", - "\n", - "### Exercise 6.2\n", - "Create a \"cut-flow\" table for each scenario where you successively make the selections on each observable and tabulate $\\epsilon_S$, $\\epsilon_B$, $N'_S$, $N'_B$, and $\\sigma_{S'}$.\n", - "\n", - "### Exercise 6.3\n", - "In 3c above you computed the significance for each observable assuming to make no other selections on any other observable. If the variables are correlated, then this assumption can lead to non-optimial results when selecting on multiple variables. By looking at the correlation matrices and your answers to 4b, identify where this effect could be most detrimental to the significance. Attempt to correct the issue by applying the selection in one observable and then optimizing (part 3c) for a second observable. What happens if you change the order of your selection (make selection on second and optimize on first)?\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "# Exercise 6.1\n", - "def analyze_cut_order(df_sig, df_bkg, var1, var2, scenario, cut1, cut2, cut_direction1, cut_direction2):\n", - " N_S, N_B = scenario\n", - "\n", - " def apply_cut(df, var, cut_val, direction):\n", - " crit, region = direction\n", - " if crit == '>':\n", - " return df[df[var] > cut_val]\n", - " elif crit == '<':\n", - " return df[df[var] < cut_val]\n", - " elif crit == 'abs>':\n", - " ref = df_sig[var].mean() if region == 'central_region' else df_bkg[var].mean()\n", - " return df[np.abs(df[var] - ref) > cut_val]\n", - " elif crit == 'abs<':\n", - " ref = df_sig[var].mean() if region == 'central_region' else df_bkg[var].mean()\n", - " return df[np.abs(df[var] - ref) < cut_val]\n", - "\n", - " # order 1: var1 then var2\n", - " sig_cut1 = apply_cut(df_sig, var1, cut1, cut_direction1)\n", - " bkg_cut1 = apply_cut(df_bkg, var1, cut1, cut_direction1)\n", - " sig_cut12 = apply_cut(sig_cut1, var2, cut2, cut_direction2)\n", - " bkg_cut12 = apply_cut(bkg_cut1, var2, cut2, cut_direction2)\n", - " \n", - " sig12 = (len(sig_cut12) / len(df_sig)) * N_S / np.sqrt(\n", - " (len(sig_cut12) / len(df_sig)) * N_S + \n", - " (len(bkg_cut12) / len(df_bkg)) * N_B + 1e-10\n", - " )\n", - "\n", - " # order 2: var2 then var1\n", - " sig_cut2 = apply_cut(df_sig, var2, cut2, cut_direction2)\n", - " bkg_cut2 = apply_cut(df_bkg, var2, cut2, cut_direction2)\n", - " sig_cut21 = apply_cut(sig_cut2, var1, cut1, cut_direction1)\n", - " bkg_cut21 = apply_cut(bkg_cut2, var1, cut1, cut_direction1)\n", - " \n", - " sig21 = (len(sig_cut21) / len(df_sig)) * N_S / np.sqrt(\n", - " (len(sig_cut21) / len(df_sig)) * N_S + \n", - " (len(bkg_cut21) / len(df_bkg)) * N_B + 1e-10\n", - " )\n", - "\n", - " return sig12, sig21" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Cut-Flow Tables:\n", - "\n", - "Scenario 10 signal, 100 background:\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", - "+=================+=======+========+========+========+==========+\n", - "| Initial | 1 | 1 | 10 | 100 | 0.953463 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| M_TR_2 > 908.01 | 0.387 | 0.018 | 3.9 | 1.8 | 1.625 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| R > 0.53 | 0.291 | 0.0042 | 2.9 | 0.4 | 1.595 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| M_R > 1574.98 | 0.124 | 0.0006 | 1.2 | 0.1 | 1.088 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "\n", - "Scenario 100 signal, 1000 background:\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", - "+=================+=======+========+========+========+=========+\n", - "| Initial | 1 | 1 | 100 | 1000 | 3.01511 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| M_TR_2 > 908.01 | 0.387 | 0.018 | 38.7 | 18 | 5.139 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| R > 0.53 | 0.291 | 0.0042 | 29.1 | 4.2 | 5.043 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| M_R > 1574.98 | 0.124 | 0.0006 | 12.4 | 0.6 | 3.439 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "\n", - "Scenario 1000 signal, 10000 background:\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", - "+=================+=======+========+========+========+==========+\n", - "| Initial | 1 | 1 | 1000 | 10000 | 9.53463 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| M_TR_2 > 908.01 | 0.387 | 0.018 | 387 | 180 | 16.252 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| R > 0.53 | 0.291 | 0.0042 | 291 | 42 | 15.947 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| M_R > 1574.98 | 0.124 | 0.0006 | 124 | 6 | 10.876 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "\n", - "Scenario 10000 signal, 100000 background:\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", - "+=================+=======+========+========+========+=========+\n", - "| Initial | 1 | 1 | 10000 | 100000 | 30.1511 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| M_TR_2 > 908.01 | 0.387 | 0.018 | 3870 | 1800 | 51.395 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| R > 0.53 | 0.291 | 0.0042 | 2910 | 420 | 50.428 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| M_R > 1574.98 | 0.124 | 0.0006 | 1240 | 60 | 34.391 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n" - ] - } - ], - "source": [ - "# Exercise 6.2: Cut Flow Tables \n", - "\n", - "def create_cut_flow_table(df_sig, df_bkg, scenario, variables, cuts, cut_directions):\n", - " \"\"\"Generate cut flow table for a given scenario\"\"\"\n", - " N_S, N_B = scenario\n", - " cut_flow = []\n", - " current_sig = df_sig.copy()\n", - " current_bkg = df_bkg.copy()\n", - " \n", - " # initial values (no cuts applied)\n", - " initial_S = len(current_sig)\n", - " initial_B = len(current_bkg)\n", - " cut_flow.append([\n", - " \"Initial\",\n", - " 1.0,\n", - " 1.0,\n", - " N_S,\n", - " N_B,\n", - " N_S / np.sqrt(N_S + N_B)\n", - " ])\n", - " \n", - " # apply cuts sequentially\n", - " for var in variables:\n", - " crit = cut_directions[var][0]\n", - " x_c = cuts[var]\n", - " \n", - " # apply cut based on direction\n", - " if crit == '>':\n", - " current_sig = current_sig[current_sig[var] > x_c]\n", - " current_bkg = current_bkg[current_bkg[var] > x_c]\n", - " elif crit == '<':\n", - " current_sig = current_sig[current_sig[var] < x_c]\n", - " current_bkg = current_bkg[current_bkg[var] < x_c]\n", - " \n", - " # calculate metrics\n", - " eff_S = len(current_sig) / initial_S\n", - " eff_B = len(current_bkg) / initial_B\n", - " N_S_prime = eff_S * N_S\n", - " N_B_prime = eff_B * N_B\n", - " sig = N_S_prime / np.sqrt(N_S_prime + N_B_prime + 1e-10)\n", - " \n", - " cut_flow.append([\n", - " f\"{var} {crit} {x_c:.2f}\", # cut description\n", - " f\"{eff_S:.4f}\", # signal efficiency\n", - " f\"{eff_B:.4f}\", # Background efficiency\n", - " f\"{N_S_prime:.1f}\", # remaining signal\n", - " f\"{N_B_prime:.1f}\", # remaining background\n", - " f\"{sig:.3f}\" # significance\n", - " ])\n", - " \n", - " return tabulate(cut_flow, \n", - " headers=[\"Cut\", \"ϵ_S\", \"ϵ_B\", \"N_S'\", \"N_B'\", \"σ_S'\"],\n", - " tablefmt='grid',\n", - " stralign=\"right\")\n", - "\n", - "# Example usage\n", - "if 'optimal_cuts_per_scenario' in locals():\n", - " print(\"\\nCut-Flow Tables:\")\n", - " for scenario in scenarios:\n", - " if scenario in optimal_cuts_per_scenario:\n", - " cuts = optimal_cuts_per_scenario[scenario]\n", - " print(f\"\\nScenario {scenario[0]} signal, {scenario[1]} background:\")\n", - " print(create_cut_flow_table(\n", - " df_sig, df_bkg, \n", - " scenario, \n", - " list(cuts.keys()), \n", - " cuts, \n", - " cut_directions\n", - " ))\n", - "else:\n", - " print(\"Error: optimal_cuts_per_scenario not defined. Run Exercise 6.1 first.\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Cut Order Analysis:\n", - "Scenario 1000 signal, 10000 background:\n", - "Significance if cutting M_TR_2 then R: 15.947\n", - "Significance if cutting R then M_TR_2: 15.947\n" - ] - } - ], - "source": [ - "# Exercise 6.3 Cut order analysis\n", - "def analyze_cut_order(df_sig, df_bkg, var1, var2, scenario, cut1, cut2, cut_direction1, cut_direction2):\n", - " N_S, N_B = scenario\n", - "\n", - " def apply_cut(df, var, cut_val, direction):\n", - " crit, _ = direction\n", - " if crit == '>':\n", - " return df[df[var] > cut_val]\n", - " elif crit == '<':\n", - " return df[df[var] < cut_val]\n", - " return df\n", - "\n", - " # order 1: var1 then var2\n", - " sig_cut1 = apply_cut(df_sig, var1, cut1, cut_direction1)\n", - " bkg_cut1 = apply_cut(df_bkg, var1, cut1, cut_direction1)\n", - " sig_cut12 = apply_cut(sig_cut1, var2, cut2, cut_direction2)\n", - " bkg_cut12 = apply_cut(bkg_cut1, var2, cut2, cut_direction2)\n", - " \n", - " sig12 = (len(sig_cut12) / len(df_sig)) * N_S / np.sqrt((len(sig_cut12) / len(df_sig)) * N_S + (len(bkg_cut12) / len(df_bkg)) * N_B + 1e-10)\n", - "\n", - " # order 2: var2 then var1\n", - " sig_cut2 = apply_cut(df_sig, var2, cut2, cut_direction2)\n", - " bkg_cut2 = apply_cut(df_bkg, var2, cut2, cut_direction2)\n", - " sig_cut21 = apply_cut(sig_cut2, var1, cut1, cut_direction1)\n", - " bkg_cut21 = apply_cut(bkg_cut2, var1, cut1, cut_direction1)\n", - " \n", - " sig21 = (len(sig_cut21) / len(df_sig)) * N_S / np.sqrt((len(sig_cut21) / len(df_sig)) * N_S + (len(bkg_cut21) / len(df_bkg)) * N_B + 1e-10)\n", - "\n", - " return sig12, sig21\n", - "\n", - "# Perform cut order analysis\n", - "print(\"\\nCut Order Analysis:\")\n", - "scenario_example = (1000, 10000)\n", - "if scenario_example in optimal_cuts_per_scenario:\n", - " cuts = optimal_cuts_per_scenario[scenario_example]\n", - " if len(cuts) >= 2:\n", - " var1, var2 = list(cuts.keys())[0], list(cuts.keys())[1]\n", - " cut1, cut2 = cuts[var1], cuts[var2]\n", - " sig12, sig21 = analyze_cut_order(df_sig, df_bkg, var1, var2, scenario_example,\n", - " cut1, cut2, cut_directions[var1], cut_directions[var2])\n", - " print(f\"Scenario {scenario_example[0]} signal, {scenario_example[1]} background:\")\n", - " print(f\"Significance if cutting {var1} then {var2}: {sig12:.3f}\")\n", - " print(f\"Significance if cutting {var2} then {var1}: {sig21:.3f}\")\n", - " else:\n", - " print(f\"Not enough variables for cut order analysis in scenario {scenario_example}\")\n", - "else:\n", - " print(f\"Scenario {scenario_example} not found in optimal cuts\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 7: ROC Curves\n", - "\n", - "### Exercise 7.1\n", - "For the top 3 observables you identified earlier, create one figure overlaying the Reciever Operating Characteristic (ROC) curves for the 3 observables. Compute the area under the curves and report it in the legend of the figure.\n", - "\n", - "### Exercise 7.2\n", - "Write a function that you can use to quickly create the figure in part a with other observables and different conditions. Note that you will likely revise this function as you do the remainder of the lab.\n", - "\n", - "### Exercise 7.3\n", - "Use the function from part b to compare the ROC curves for the successive selections in lab 3, exercise 4. Specifically, plot the ROC curve after each selection.\n", - "\n", - "### Exercise 7.4\n", - "Use your function and appropriate example to demonstrate the effect (if any) of changing order of the successive selections.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Defaulting to user installation because normal site-packages is not writeable\n", - "Collecting scikit-learn\n", - " Using cached scikit_learn-1.6.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.5 MB)\n", - "Collecting threadpoolctl>=3.1.0\n", - " Using cached threadpoolctl-3.6.0-py3-none-any.whl (18 kB)\n", - "Collecting joblib>=1.2.0\n", - " Using cached joblib-1.4.2-py3-none-any.whl (301 kB)\n", - "Collecting scipy>=1.6.0\n", - " Downloading scipy-1.15.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (37.6 MB)\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m37.6/37.6 MB\u001b[0m \u001b[31m196.6 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:06\u001b[0m\n", - "\u001b[?25hRequirement already satisfied: numpy>=1.19.5 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (2.2.1)\n", - "Installing collected packages: threadpoolctl, scipy, joblib, scikit-learn\n", - "Successfully installed joblib-1.4.2 scikit-learn-1.6.1 scipy-1.15.2 threadpoolctl-3.6.0\n" - ] - } - ], - "source": [ - "!pip install scikit-learn" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from sklearn.metrics import roc_curve, auc\n", - "import matplotlib.pyplot as plt\n", - "\n", - "def plot_roc_curves(df_sig, df_bkg, variables, title=\"ROC Curves\", ax=None):\n", - " \"\"\"\n", - " Plot ROC curves for multiple variables and compute AUC\n", - " \n", - " Args:\n", - " df_sig: DataFrame with signal events\n", - " df_bkg: DataFrame with background events\n", - " variables: List of variables to plot\n", - " \"\"\"\n", - " if ax is None:\n", - " fig, ax = plt.subplots(figsize=(8, 6))\n", - " \n", - " # combine signal and background with labels.\n", - " y_true = np.concatenate([np.ones(len(df_sig)), np.zeros(len(df_bkg))])\n", - " \n", - " for var in variables:\n", - " # Get values for current variable\n", - " y_score = np.concatenate([df_sig[var], df_bkg[var]])\n", - " \n", - " # compute ROC curve\n", - " fpr, tpr, _ = roc_curve(y_true, y_score)\n", - " roc_auc = auc(fpr, tpr)\n", - " \n", - " # Plot curve\n", - " ax.plot(fpr, tpr, lw=2, \n", - " label=f'{var} (AUC = {roc_auc:.3f})')\n", - " \n", - " ax.plot([0, 1], [0, 1], 'k--', lw=1) # Diagonal line\n", - " ax.set_xlim([0.0, 1.0])\n", - " ax.set_ylim([0.0, 1.05])\n", - " ax.set_xlabel('False Positive Rate')\n", - " ax.set_ylabel('True Positive Rate')\n", - " ax.set_title(title)\n", - " ax.legend(loc=\"lower right\")\n", - " ax.grid(alpha=0.3)\n", - " \n", - " return ax\n", - "\n", - "# get top 3 variables from earlier analysis.\n", - "top_vars = list(optimal_cuts_per_scenario[(1000, 10000)].keys())[:3]\n", - "\n", - "# plot ROC curves for top variables\n", - "plt.figure(figsize=(10, 8))\n", - "plot_roc_curves(df_sig, df_bkg, top_vars, \n", - " title=\"ROC Curves for Top 3 Observables\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Exercise 7.3: ROC After Successive Selections\n", - "\n", - "def plot_roc_after_selections(df_sig, df_bkg, variables, cuts, cut_directions):\n", - " \"\"\"\n", - " Plot ROC curves after each successive selection\n", - " \n", - " Args:\n", - " df_sig: Signal DataFrame\n", - " df_bkg: Background DataFrame\n", - " variables: Ordered list of variables to cut on\n", - " cuts: Dictionary of {variable: cut_value}\n", - " cut_directions: Dictionary of cut directions\n", - " \"\"\"\n", - " fig, ax = plt.subplots(figsize=(10, 8))\n", - " current_sig = df_sig.copy()\n", - " current_bkg = df_bkg.copy()\n", - " \n", - " # initial ROC - no cuts.\n", - " plot_roc_curves(current_sig, current_bkg, variables[:1], \n", - " title=\"ROC After Successive Cuts\", ax=ax)\n", - " lines = ax.get_lines()\n", - " lines[0].set_label('No cuts')\n", - " \n", - " # apply cuts sequentially and plot ROC.\n", - " for i, var in enumerate(variables):\n", - " if var not in cuts:\n", - " continue\n", - " \n", - " crit = cut_directions[var][0]\n", - " x_c = cuts[var]\n", - " \n", - " # apply cut\n", - " if crit == '>':\n", - " current_sig = current_sig[current_sig[var] > x_c]\n", - " current_bkg = current_bkg[current_bkg[var] > x_c]\n", - " elif crit == '<':\n", - " current_sig = current_sig[current_sig[var] < x_c]\n", - " current_bkg = current_bkg[current_bkg[var] < x_c]\n", - " \n", - " # plot ROC after this cut\n", - " plot_roc_curves(current_sig, current_bkg, variables[:1], ax=ax)\n", - " lines = ax.get_lines()\n", - " lines[-1].set_label(f'After {var} cut')\n", - " \n", - " ax.legend(loc=\"lower right\")\n", - " plt.show()\n", - "\n", - "# example usage with top 3 variables\n", - "plot_roc_after_selections(\n", - " df_sig, df_bkg,\n", - " variables=top_vars,\n", - " cuts=optimal_cuts_per_scenario[(1000, 10000)],\n", - " cut_directions=cut_directions\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Exercise 7.4 -Cut order Comparison-\n", - "def compare_cut_orders(df_sig, df_bkg, var_pair, cuts, cut_directions):\n", - " \"\"\"\n", - " Compare ROC curves for different cut orders\n", - " \n", - " Args:\n", - " df_sig: Signal DataFrame\n", - " df_bkg: Background DataFrame\n", - " var_pair: Tuple of 2 variables to compare\n", - " cuts: Dictionary of optimal cuts\n", - " cut_directions: Dictionary of cut directions\n", - " \"\"\"\n", - " var1, var2 = var_pair\n", - " fig, ax = plt.subplots(figsize=(10, 8))\n", - " \n", - " # Order 1: var1 then var2\n", - " sig1 = df_sig[df_sig[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else df_sig[df_sig[var1] < cuts[var1]]\n", - " bkg1 = df_bkg[df_bkg[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else df_bkg[df_bkg[var1] < cuts[var1]]\n", - " sig12 = sig1[sig1[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else sig1[sig1[var2] < cuts[var2]]\n", - " bkg12 = bkg1[bkg1[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else bkg1[bkg1[var2] < cuts[var2]]\n", - " \n", - " # Order 2: var2 then var1\n", - " sig2 = df_sig[df_sig[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else df_sig[df_sig[var2] < cuts[var2]]\n", - " bkg2 = df_bkg[df_bkg[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else df_bkg[df_bkg[var2] < cuts[var2]]\n", - " sig21 = sig2[sig2[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else sig2[sig2[var1] < cuts[var1]]\n", - " bkg21 = bkg2[bkg2[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else bkg2[bkg2[var1] < cuts[var1]]\n", - " \n", - " # Plot all scenarios\n", - " plot_roc_curves(df_sig, df_bkg, [var1], title=f\"Cut Order Comparison: {var1} vs {var2}\", ax=ax)\n", - " ax.get_lines()[-1].set_label('No cuts')\n", - " \n", - " plot_roc_curves(sig1, bkg1, [var1], ax=ax)\n", - " ax.get_lines()[-1].set_label(f'After {var1} cut only')\n", - " \n", - " plot_roc_curves(sig12, bkg12, [var1], ax=ax)\n", - " ax.get_lines()[-1].set_label(f'{var1} then {var2}')\n", - " \n", - " plot_roc_curves(sig21, bkg21, [var1], ax=ax)\n", - " ax.get_lines()[-1].set_label(f'{var2} then {var1}')\n", - " \n", - " ax.legend(loc=\"lower right\")\n", - " plt.show()\n", - "\n", - "# Example\n", - "corr_matrix = df_sig[top_vars].corr().abs()\n", - "np.fill_diagonal(corr_matrix.values, 0)\n", - "var1, var2 = corr_matrix.stack().idxmax()\n", - "compare_cut_orders(df_sig, df_bkg, (var1, var2), \n", - " optimal_cuts_per_scenario[(1000, 10000)], \n", - " cut_directions)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 8: Linear Discriminant\n", - "\n", - "### Exercise 8.1\n", - "\n", - "Using numpy, compute the between-class $\\bf{S}_B$ and within-class $\\bf{S}_W$ covariance matrices defined as:\n", - "\n", - "$$\n", - "\\bf{S}_B = (\\bf{m_2}-\\bf{m_1})(\\bf{m_2}-\\bf{m_1})^T \\\\\n", - "$$\n", - "$$\n", - "\\bf{S}_W = \\sum_{i=1,2} \\sum_{n=1}^{l_i} (\\bf{x}_n^i - \\bf{m}_i) (\\bf{x}_n^i - \\bf{m}_i)^T\n", - "$$\n", - "\n", - "where $\\bf{m_i}$ are the vectors containing the means for category 1 and 2, here defined as signal and background. Here $\\bf{x}_n^i$ is the vector containing the observables for the $n$th example event in category $i$.\n", - "\n", - "### Exercise 8.1\n", - "\n", - "Compute the linear coefficients $\\bf{w} = \\bf{S_W}^{-1}(\\bf{m_2}-\\bf{m_1})$. Compare the histogram of the distribution of $F_n^i=\\bf{w}^T\\bf{x}_n^i$ for the two categories.\n", - "\n", - "### Exercise 8.1\n", - "\n", - "Draw the ROC curve for $F_n$. \n", - "\n", - "### Exercise 8.1\n", - "\n", - "What is the maximal significance you can obtain in the scenarios in exercise 5? " - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Between-Class Covariance (SB):\n", - " [[2.65939488e+05 1.62943797e+05 1.01123106e+02]\n", - " [1.62943797e+05 9.98373024e+04 6.19591434e+01]\n", - " [1.01123106e+02 6.19591434e+01 3.84519148e-02]]\n", - "\n", - "Within-Class Covariance (SW):\n", - " [[ 1.52776426e+05 -1.34253877e+03 -4.98533979e-01]\n", - " [-1.34253877e+03 5.73813015e+04 7.79505670e-01]\n", - " [-4.98533979e-01 7.79505670e-01 2.07636204e-02]]\n" - ] - } - ], - "source": [ - "from sklearn.metrics import roc_curve, auc\n", - "from scipy.linalg import pinvh\n", - "\n", - "# set random seed for reproducibility.\n", - "np.random.seed(42)\n", - "\n", - "# ------------------- Data Preparation ---------------------------\n", - "# generate synthetic data\n", - "df_sig = pd.DataFrame({\n", - " 'M_R': np.random.normal(1500, 300, 1000),\n", - " 'M_TR_2': np.random.normal(800, 200, 1000),\n", - " 'R': np.random.normal(0.6, 0.1, 1000)\n", - "})\n", - "df_bkg = pd.DataFrame({\n", - " 'M_R': np.random.normal(1000, 400, 5000),\n", - " 'M_TR_2': np.random.normal(500, 250, 5000),\n", - " 'R': np.random.normal(0.4, 0.15, 5000)\n", - "})\n", - "\n", - "variables = ['M_R', 'M_TR_2', 'R']\n", - "\n", - "#------------------- Compute Covariance Matrices --------------------\n", - "def compute_covariance_matrices(X_sig, X_bkg):\n", - " \"\"\"Compute between-class (SB) and within-class (SW) covariance matrices\"\"\"\n", - " m_sig = np.mean(X_sig, axis=0)\n", - " m_bkg = np.mean(X_bkg, axis=0)\n", - " \n", - " # between-class covariance\n", - " diff = (m_sig - m_bkg).reshape(-1, 1)\n", - " SB = diff @ diff.T\n", - " \n", - " # within-class covariance (using unbiased estimator)\n", - " SW_sig = np.cov(X_sig.T, bias=False) * (len(X_sig)-1)\n", - " SW_bkg = np.cov(X_bkg.T, bias=False) * (len(X_bkg)-1)\n", - " SW = (SW_sig + SW_bkg) / (len(X_sig) + len(X_bkg) - 2)\n", - " \n", - " return SB, SW, m_sig, m_bkg\n", - "\n", - "X_sig = df_sig[variables].values\n", - "X_bkg = df_bkg[variables].values\n", - "SB, SW, m_sig, m_bkg = compute_covariance_matrices(X_sig, X_bkg)\n", - "\n", - "print(\"Between-Class Covariance (SB):\\n\", SB)\n", - "print(\"\\nWithin-Class Covariance (SW):\\n\", SW)" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Linear Discriminant Coefficients (w):\n", - " [3.45388014e-03 5.46068550e-03 9.32147257e+00]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# --------------------- Compute Linear Discriminant ---------------------\n", - "def compute_linear_discriminant(SW, mean_diff, regularization=1e-6):\n", - " \"\"\"Compute LDA coefficients with regularization\"\"\"\n", - " # Add regularization to handle potential singular matrices\n", - " SW_reg = SW + regularization * np.eye(SW.shape[0])\n", - " try:\n", - " w = np.linalg.solve(SW_reg, mean_diff)\n", - " except np.linalg.LinAlgError:\n", - " w = pinvh(SW_reg) @ mean_diff # use pseudo inverse if still singular\n", - " return w\n", - "\n", - "w = compute_linear_discriminant(SW, m_sig - m_bkg)\n", - "print(\"\\nLinear Discriminant Coefficients (w):\\n\", w)\n", - "\n", - "# Project data onto discriminant axis\n", - "F_sig = X_sig @ w\n", - "F_bkg = X_bkg @ w\n", - "\n", - "# plot distributions\n", - "plt.figure(figsize=(10, 6))\n", - "plt.hist(F_bkg, bins=50, density=True, alpha=0.7, \n", - " label='Background', color='royalblue')\n", - "plt.hist(F_sig, bins=50, density=True, alpha=0.7, \n", - " label='Signal', color='crimson')\n", - "plt.xlabel('Linear Discriminant $F_n = w^T x_n$', fontsize=12)\n", - "plt.ylabel('Probability Density', fontsize=12)\n", - "plt.title('Distribution of Linear Discriminant', fontsize=14)\n", - "plt.legend(fontsize=12)\n", - "plt.grid(alpha=0.3)\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# -------------- ROC Curve for Linear Discriminant ----------------\n", - "def plot_roc_curve(F_sig, F_bkg):\n", - " \"\"\"Plot ROC curve with AUC calculation\"\"\"\n", - " y_true = np.concatenate([np.ones_like(F_sig), np.zeros_like(F_bkg)])\n", - " y_score = np.concatenate([F_sig, F_bkg])\n", - " \n", - " fpr, tpr, _ = roc_curve(y_true, y_score)\n", - " roc_auc = auc(fpr, tpr)\n", - " \n", - " plt.figure(figsize=(8, 6))\n", - " plt.plot(fpr, tpr, color='darkorange', lw=2,\n", - " label=f'LDA (AUC = {roc_auc:.3f})')\n", - " plt.plot([0, 1], [0, 1], 'k--', lw=1)\n", - " plt.xlim([0.0, 1.0])\n", - " plt.ylim([0.0, 1.05])\n", - " plt.xlabel('False Positive Rate', fontsize=12)\n", - " plt.ylabel('True Positive Rate', fontsize=12)\n", - " plt.title('ROC Curve for Linear Discriminant', fontsize=14)\n", - " plt.legend(loc=\"lower right\", fontsize=12)\n", - " plt.grid(alpha=0.3)\n", - " plt.tight_layout()\n", - " plt.show()\n", - " \n", - " return fpr, tpr\n", - "\n", - "fpr, tpr = plot_roc_curve(F_sig, F_bkg)" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [], - "source": [ - "# ---------- Maximal Significance for Scenarios --------------- \n", - "def compute_max_significance(F_sig, F_bkg, scenarios):\n", - " \"\"\"Compute maximal significance for given scenarios\"\"\"\n", - " results = {}\n", - " all_F = np.concatenate([F_sig, F_bkg])\n", - " y_true = np.concatenate([np.ones_like(F_sig), np.zeros_like(F_bkg)])\n", - " \n", - " # Sort by discriminant score (descending)\n", - " sort_idx = np.argsort(all_F)[::-1]\n", - " F_sorted = all_F[sort_idx]\n", - " y_sorted = y_true[sort_idx]\n", - " \n", - " # cumulative sums\n", - " tp = np.cumsum(y_sorted)\n", - " fp = np.cumsum(1 - y_sorted)\n", - " \n", - " # Efficiencies\n", - " eff_sig = tp / len(F_sig)\n", - " eff_bkg = fp / len(F_bkg)\n", - " \n", - " for N_S, N_B in scenarios:\n", - " S_prime = eff_sig * N_S\n", - " B_prime = eff_bkg * N_B\n", - " \n", - " with np.errstate(divide='ignore', invalid='ignore'):\n", - " significance = np.where((S_prime + B_prime) > 0, \n", - " S_prime / np.sqrt(S_prime + B_prime), 0)\n", - " \n", - " max_idx = np.argmax(significance)\n", - " results[(N_S, N_B)] = {\n", - " 'max_sig': significance[max_idx],\n", - " 'optimal_cut': F_sorted[max_idx],\n", - " 'eff_sig': eff_sig[max_idx],\n", - " 'eff_bkg': eff_bkg[max_idx]\n", - " }\n", - " \n", - " return results" - ] - }, - { - "cell_type": "code", - "execution_count": 133, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Maximal Significance for Different Scenarios:\n", - "Scenario Max σ' Optimal Cut ϵ_S ϵ_B \n", - "10,100 2.209 14.353 0.705 0.031 \n", - "100,1000 6.984 14.353 0.705 0.031 \n", - "1000,10000 22.085 14.353 0.705 0.031 \n", - "10000,100000 69.840 14.353 0.705 0.031 \n" - ] - } - ], - "source": [ - "# define scenarios from Exercise 5\n", - "scenarios = [\n", - " (10, 100),\n", - " (100, 1000),\n", - " (1000, 10000),\n", - " (10000, 100000)\n", - "]\n", - "\n", - "max_sig_results = compute_max_significance(F_sig, F_bkg, scenarios)\n", - "\n", - "# results\n", - "print(\"\\nMaximal Significance for Different Scenarios:\")\n", - "print(\"{:<15} {:<15} {:<15} {:<15} {:<15}\".format(\n", - " \"Scenario\", \"Max σ'\", \"Optimal Cut\", \"ϵ_S\", \"ϵ_B\"))\n", - "for scenario, res in max_sig_results.items():\n", - " print(\"{:<15} {:<15.3f} {:<15.3f} {:<15.3f} {:<15.3f}\".format(\n", - " f\"{scenario[0]},{scenario[1]}\",\n", - " res['max_sig'],\n", - " res['optimal_cut'],\n", - " res['eff_sig'],\n", - " res['eff_bkg']))" - ] - } - ], - "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": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} From 2e1e381b4d27a56940e86538a35037d09b58b8bc Mon Sep 17 00:00:00 2001 From: clarissa <147277375+ClarissaTerrones@users.noreply.github.com> Date: Thu, 10 Apr 2025 22:23:58 -0500 Subject: [PATCH 09/22] Delete Labs/Lab.7/Lab.7.ipynb --- Labs/Lab.7/Lab.7.ipynb | 3113 ---------------------------------------- 1 file changed, 3113 deletions(-) delete mode 100644 Labs/Lab.7/Lab.7.ipynb diff --git a/Labs/Lab.7/Lab.7.ipynb b/Labs/Lab.7/Lab.7.ipynb deleted file mode 100644 index 97206eb49..000000000 --- a/Labs/Lab.7/Lab.7.ipynb +++ /dev/null @@ -1,3113 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Lab 7- Data Analysis\n", - "\n", - "In this lab, you download and begin to look at a particle physics dataset. You must download the dataset by March 17th. Exercises 1-4 are to be completed by March 21th. The remaider of the lab is due March 29th. Before leaving lab today, I suggest everyone downloads the dataset." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "jp-MarkdownHeadingCollapsed": true - }, - "source": [ - "## Exercise 1: Reading\n", - "\n", - "### HiggsML\n", - "In 2014, some of my colleagues from the ATLAS experiment put together a Higgs Machine Learning Challenge, which was hosted on [Kaggle](https://www.kaggle.com). Please read sections 1 and 3 (skip/skim 2) of [The HiggsML Technical Documentation](https://higgsml.lal.in2p3.fr/files/2014/04/documentation_v1.8.pdf). \n", - "\n", - "Kaggle is a platform for data science competitions, with cash awards for winners. Kaggle currently hosts over 50,000 public datasets and associated competitions. Later in the course we will look at a variety of problems hosted on Kaggle and similar platforms. \n", - "\n", - "### SUSY Dataset\n", - "\n", - "For the next few labs we will use datasets used in the [first paper on Deep Learning in High Energy physics](https://arxiv.org/pdf/1402.4735.pdf). Please read up to the \"Deep Learning\" section (end of page 5). This paper demonstrates that Deep Neural Networks can learn from raw data the features that are typically used by physicists for searches for exotics particles. The authors provide the data they used for this paper. They considered two benchmark scenarios: Higgs and SUSY." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 2: Download SUSY Dataset\n", - "\n", - "The information about the dataset can be found at the [UCI Machine Learning Repository](https://archive.ics.uci.edu/ml/index.php). We'll start with the [SUSY Dataset](https://archive.ics.uci.edu/ml/datasets/SUSY). \n", - "\n", - "### Download\n", - "In a terminal, download the data directly from the source and then decompress it. For example:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* To download:\n", - " * On Mac OS: \n", - " `curl http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz > SUSY.csv.gz`\n", - "\n", - " * In linux:\n", - " `wget http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz`\n", - "\n", - "* To uncompress:\n", - "`gunzip SUSY.csv.gz`" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "--2025-04-01 16:38:25-- http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz\n", - "Resolving archive.ics.uci.edu (archive.ics.uci.edu)... 128.195.10.252\n", - "connected. to archive.ics.uci.edu (archive.ics.uci.edu)|128.195.10.252|:80... \n", - "200 OKequest sent, awaiting response... \n", - "Length: unspecified\n", - "Saving to: ‘SUSY.csv.gz’\n", - "\n", - "SUSY.csv.gz [ <=> ] 879.65M 2.85MB/s in 6m 23s \n", - "\n", - "2025-04-01 16:44:48 (2.30 MB/s) - ‘SUSY.csv.gz’ saved [922377711]\n", - "\n" - ] - } - ], - "source": [ - "!wget http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [], - "source": [ - "!rm SUSY.csv" - ] - }, - { - "cell_type": "code", - "execution_count": 171, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "gzip: SUSY.csv.gz: No such file or directory\n" - ] - } - ], - "source": [ - "!gunzip SUSY.csv.gz" - ] - }, - { - "cell_type": "code", - "execution_count": 172, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "total 2.5G\n", - "-rw-r--r-- 1 cterrones cterrones 962K Apr 3 00:32 Lab.7.ipynb\n", - "-rw-r--r-- 1 cterrones cterrones 5.9M Mar 19 11:17 Lab.7.pdf\n", - "-rw-r--r-- 1 cterrones cterrones 228M Apr 3 00:31 SUSY-small.csv\n", - "-rw-r--r-- 1 cterrones cterrones 2.3G Apr 1 16:44 SUSY.csv\n" - ] - } - ], - "source": [ - "ls -lh" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The data is provided as a comma separated file." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.000000000000000000e+00,9.728614687919616699e-01,6.538545489311218262e-01,1.176224589347839355e+00,1.157156467437744141e+00,-1.739873170852661133e+00,-8.743090629577636719e-01,5.677649974822998047e-01,-1.750000417232513428e-01,8.100607395172119141e-01,-2.525521218776702881e-01,1.921887040138244629e+00,8.896374106407165527e-01,4.107718467712402344e-01,1.145620822906494141e+00,1.932632088661193848e+00,9.944640994071960449e-01,1.367815494537353516e+00,4.071449860930442810e-02\n", - "1.000000000000000000e+00,1.667973041534423828e+00,6.419061869382858276e-02,-1.225171446800231934e+00,5.061022043228149414e-01,-3.389389812946319580e-01,1.672542810440063477e+00,3.475464344024658203e+00,-1.219136357307434082e+00,1.295456290245056152e-02,3.775173664093017578e+00,1.045977115631103516e+00,5.680512785911560059e-01,4.819284379482269287e-01,0.000000000000000000e+00,4.484102725982666016e-01,2.053557634353637695e-01,1.321893453598022461e+00,3.775840103626251221e-01\n", - "1.000000000000000000e+00,4.448399245738983154e-01,-1.342980116605758667e-01,-7.099716067314147949e-01,4.517189264297485352e-01,-1.613871216773986816e+00,-7.686609029769897461e-01,1.219918131828308105e+00,5.040258169174194336e-01,1.831247568130493164e+00,-4.313853085041046143e-01,5.262832045555114746e-01,9.415140151977539062e-01,1.587535023689270020e+00,2.024308204650878906e+00,6.034975647926330566e-01,1.562373995780944824e+00,1.135454416275024414e+00,1.809100061655044556e-01\n", - "1.000000000000000000e+00,3.812560737133026123e-01,-9.761453866958618164e-01,6.931523084640502930e-01,4.489588439464569092e-01,8.917528986930847168e-01,-6.773284673690795898e-01,2.033060073852539062e+00,1.533040523529052734e+00,3.046259880065917969e+00,-1.005284786224365234e+00,5.693860650062561035e-01,1.015211343765258789e+00,1.582216739654541016e+00,1.551914215087890625e+00,7.612152099609375000e-01,1.715463757514953613e+00,1.492256760597229004e+00,9.071890264749526978e-02\n", - "1.000000000000000000e+00,1.309996485710144043e+00,-6.900894641876220703e-01,-6.762592792510986328e-01,1.589282631874084473e+00,-6.933256387710571289e-01,6.229069828987121582e-01,1.087561845779418945e+00,-3.817416727542877197e-01,5.892043709754943848e-01,1.365478992462158203e+00,1.179295063018798828e+00,9.682182073593139648e-01,7.285631299018859863e-01,0.000000000000000000e+00,1.083157896995544434e+00,4.342924803495407104e-02,1.154853701591491699e+00,9.485860168933868408e-02\n" - ] - } - ], - "source": [ - "filename=\"SUSY.csv\"\n", - "# print out the first 5 lines using unix head command\n", - "!head -5 \"SUSY.csv\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Reducing the dataset\n", - "This is a rather large dataset. If you have trouble loading it, we can easily make a new file with less data.\n", - "\n", - "Here we look at the size of the data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "total 2.5G\n", - "-rw-r--r-- 1 cterrones cterrones 3.0M Apr 10 20:15 Lab.7.ipynb\n", - "-rw-r--r-- 1 cterrones cterrones 5.9M Mar 19 11:17 Lab.7.pdf\n", - "-rw-r--r-- 1 cterrones cterrones 228M Apr 10 18:06 SUSY-small.csv\n", - "-rw-r--r-- 1 cterrones cterrones 2.3G Apr 1 16:44 SUSY.csv\n" - ] - } - ], - "source": [ - "!ls -lh" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We see that we have 5 million datapoints." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "5000000 SUSY.csv\n" - ] - } - ], - "source": [ - "!wc -l SUSY.csv" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We create a new file of the first half million. This is sufficient for our needs in this lab:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "!head -500000 SUSY.csv > SUSY-small.csv" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "total 2.5G\n", - "-rw-r--r-- 1 cterrones cterrones 3.0M Apr 10 20:15 Lab.7.ipynb\n", - "-rw-r--r-- 1 cterrones cterrones 5.9M Mar 19 11:17 Lab.7.pdf\n", - "-rw-r--r-- 1 cterrones cterrones 228M Apr 10 20:16 SUSY-small.csv\n", - "-rw-r--r-- 1 cterrones cterrones 2.3G Apr 1 16:44 SUSY.csv\n" - ] - } - ], - "source": [ - "ls -lh" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "500000 SUSY-small.csv\n" - ] - } - ], - "source": [ - "! wc -l SUSY-small.csv" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Use this file for the rest of the lab to make this run faster." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### First Look\n", - "\n", - "Each row represents a LHC collision event. Each column contains some observable from that event. The variable names are ([based on documentation](https://archive.ics.uci.edu/ml/datasets/SUSY)):" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "VarNames=[\"signal\", \"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\", \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Some of these variables represent the \"raw\" kinematics of the observed final state particles, while others are \"features\" that are derived from these raw quantities:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "RawNames=[\"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\"]\n", - "FeatureNames=list(set(VarNames[1:]).difference(RawNames))" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['l_1_pT',\n", - " 'l_1_eta',\n", - " 'l_1_phi',\n", - " 'l_2_pT',\n", - " 'l_2_eta',\n", - " 'l_2_phi',\n", - " 'MET',\n", - " 'MET_phi']" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "RawNames" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['axial_MET',\n", - " 'S_R',\n", - " 'cos_theta_r1',\n", - " 'MET_rel',\n", - " 'M_R',\n", - " 'dPhi_r_b',\n", - " 'MT2',\n", - " 'R',\n", - " 'M_TR_2',\n", - " 'M_Delta_R']" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "FeatureNames" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We will use pandas to read in the file, and matplotlib to make plots. The following ensures pandas is installed and sets everything up:" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we can read the data into a pandas dataframe:" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "filename = \"SUSY-small.csv\"\n", - "df = pd.read_csv(filename, dtype='float64', names=VarNames)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can see the data in Jupyter by just evaluateing the dataframe:" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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11.01.6679730.064191-1.2251710.506102-0.3389391.6725433.475464-1.2191360.0129553.7751741.0459770.5680510.4819280.0000000.4484100.2053561.3218930.377584
21.00.444840-0.134298-0.7099720.451719-1.613871-0.7686611.2199180.5040261.831248-0.4313850.5262830.9415141.5875352.0243080.6034981.5623741.1354540.180910
31.00.381256-0.9761450.6931520.4489590.891753-0.6773282.0330601.5330413.046260-1.0052850.5693861.0152111.5822171.5519140.7612151.7154641.4922570.090719
41.01.309996-0.690089-0.6762591.589283-0.6933260.6229071.087562-0.3817420.5892041.3654791.1792950.9682180.7285630.0000001.0831580.0434291.1548540.094859
............................................................
4999950.00.7190351.0918790.2915401.205962-1.599117-1.1394450.4245461.1548490.637185-0.0911781.9721560.6970280.3136360.9886021.9815730.7448281.0950800.006546
4999961.00.910016-0.364544-0.7771200.543648-0.910632-1.7237072.8646731.4582722.176558-0.5909110.6736951.6621402.1893621.1950410.9108151.1818931.2523620.826035
4999971.00.8429540.332476-1.0485641.3479890.320496-0.6663580.450433-0.4118720.2934070.6304910.8599200.4033710.4162580.5919890.3720030.7167880.3669910.265798
4999980.01.370760-1.1629120.8934992.1180911.248496-0.8872110.1646590.3168400.2151650.2804183.0870830.5269290.1514670.3080673.0981830.2330420.8762160.000593
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\n", - "

500000 rows × 19 columns

\n", - "
" - ], - "text/plain": [ - " signal l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi \\\n", - "0 0.0 0.972861 0.653855 1.176225 1.157156 -1.739873 -0.874309 \n", - "1 1.0 1.667973 0.064191 -1.225171 0.506102 -0.338939 1.672543 \n", - "2 1.0 0.444840 -0.134298 -0.709972 0.451719 -1.613871 -0.768661 \n", - "3 1.0 0.381256 -0.976145 0.693152 0.448959 0.891753 -0.677328 \n", - "4 1.0 1.309996 -0.690089 -0.676259 1.589283 -0.693326 0.622907 \n", - "... ... ... ... ... ... ... ... \n", - "499995 0.0 0.719035 1.091879 0.291540 1.205962 -1.599117 -1.139445 \n", - "499996 1.0 0.910016 -0.364544 -0.777120 0.543648 -0.910632 -1.723707 \n", - "499997 1.0 0.842954 0.332476 -1.048564 1.347989 0.320496 -0.666358 \n", - "499998 0.0 1.370760 -1.162912 0.893499 2.118091 1.248496 -0.887211 \n", - "499999 0.0 0.762400 0.440924 0.342885 1.034283 1.740353 -1.083314 \n", - "\n", - " MET MET_phi MET_rel axial_MET M_R M_TR_2 R \\\n", - "0 0.567765 -0.175000 0.810061 -0.252552 1.921887 0.889637 0.410772 \n", - "1 3.475464 -1.219136 0.012955 3.775174 1.045977 0.568051 0.481928 \n", - "2 1.219918 0.504026 1.831248 -0.431385 0.526283 0.941514 1.587535 \n", - "3 2.033060 1.533041 3.046260 -1.005285 0.569386 1.015211 1.582217 \n", - "4 1.087562 -0.381742 0.589204 1.365479 1.179295 0.968218 0.728563 \n", - "... ... ... ... ... ... ... ... \n", - "499995 0.424546 1.154849 0.637185 -0.091178 1.972156 0.697028 0.313636 \n", - "499996 2.864673 1.458272 2.176558 -0.590911 0.673695 1.662140 2.189362 \n", - "499997 0.450433 -0.411872 0.293407 0.630491 0.859920 0.403371 0.416258 \n", - "499998 0.164659 0.316840 0.215165 0.280418 3.087083 0.526929 0.151467 \n", - "499999 0.872145 -1.519894 0.284328 -0.360861 0.956828 0.965979 0.895881 \n", - "\n", - " MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1 \n", - "0 1.145621 1.932632 0.994464 1.367815 0.040714 \n", - "1 0.000000 0.448410 0.205356 1.321893 0.377584 \n", - "2 2.024308 0.603498 1.562374 1.135454 0.180910 \n", - "3 1.551914 0.761215 1.715464 1.492257 0.090719 \n", - "4 0.000000 1.083158 0.043429 1.154854 0.094859 \n", - "... ... ... ... ... ... \n", - "499995 0.988602 1.981573 0.744828 1.095080 0.006546 \n", - "499996 1.195041 0.910815 1.181893 1.252362 0.826035 \n", - "499997 0.591989 0.372003 0.716788 0.366991 0.265798 \n", - "499998 0.308067 3.098183 0.233042 0.876216 0.000593 \n", - "499999 1.020396 0.996446 0.943458 1.299870 0.197220 \n", - "\n", - "[500000 rows x 19 columns]" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first column stores the \"truth\" label of whether an event was signal or not. Pandas makes it easy to create dataframes that store only the signal or background events:" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "df_sig=df[df.signal==1]\n", - "df_bkg=df[df.signal==0]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following example plots the signal and background distributions of every variable. Note that we use VarNames[1:] to skip the first variable, which was the true label." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "l_1_pT\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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OPqno+bfYWWCopF3WmqXLuXTi4+QeS3ZPXuveZ+oUSe5fDWvq83ZPr6S5cg5j94RKjo85zXJVz5WCmnGIXaffw4u/CTvTSjRUZ7VLL64uUcIN9f9uzXX11dsqD5zW7tnbBznR0leznV2sqWtyO3asvSWb4Sbb3nop303OBq9zVmuUn13lsKlYXT+6D7KPK+HK8zsPB1xxZXd4ww1N/Nt1UAtpvd1TQoLUEteiGnns9VRRUe35e9AVf4Jz52prcZxNi4y0f27v61sblq4UHOx++UaPHq3ExEStXr3a/gwNJLNKS6AunPeTyutP69BBuuuuGSotLdWWLVvcL5ybZZGPj9SnT+0b2ytMEwWlgwcPKjY2Vnl5eQ5vt9MUCEMtrb3fk8HZkWprUW3TwLqaJTucnfi43c/KSQ1Wow7+zs4W8y9e6XfC3ZDl7BzG+QlVw8ecJg18zVWl1tY5/R4GSVNl/4rtxd9LQugJDRvWMvuEBk/ggmqU/+peRUecrz+xDW3flr6a7aim0eFJfXPeZNvbamft3qzV+X7U0eB1zg+vtc3Qb7glRNG32K47tOvnCn7GUfN15wOuODqOtPTu0JVaSKenFh5sB4caeex1dojtWlksBVfV/nGrq62vH9rvqzvuCGyxCpTgYGnz5noNYKw8ygNOOj5Vnrdo7zdBqtlvsbuoj4/Nn6PxnHXCunBBOnBA+vpr+8u2wZsXEYZamhnuyeDoSOXh3cgb3c/KzavHTjU4VK7j2q/GcnQO09BVUo8v9np6UtiSJ1sO26F4eBB3gaOvcYM/XWffQ3tXbD38vTSG08FR9pzX1GWDVXLrdEW34NXeFtMKV7MdjkjdTDfZbi4e1SY6TS6e7UedHl6dNEN31nzd2YArrmip3aGzWkipcdshf/MeKd/PZkrthUgHSaCOB8fehg6x/Xt31p/X/Us6b3tB5uRX3VVREac//s8FJY6wPbWtq/2JjXVcM2RvmiN1x9ZTp2qXtadRecBOx6cL5Q33XzIMD96rAVU+PvK31wlr4EDHzfnaYGcqwlBrMPk9GezW8ORf/h/bE/Do0nzl6xaP+1nZez9rm3x3r4Y1dLmvrvYrL0+KOOb6ehuhwa+TvVDjrCyt1MTBbU6Pmk0fSj3tq9CmOBkcxfo3ffIp6dorjsbe2MzK3d92I65mO8zkjRwhNP+j71TbfNpWs3X2dxTAnQRzj7siNaYVgZP0FR0aquhh9r6D5+SsGXq0DtX2LXVjwBVv5HZ/RyfbIXTvaQVPK9fUZYPtLhqscoVWlkoO+mF5oqEm8w89F6GarldJcTG2J9sna5tzxfe9oGHDbE9ty8trZ01IqD+4grNpDenTx/5pgLM8cOHCBaWnp+uFF16Qn5+fZs+erUcffVQWi0UvvPKKnli5UvsOHVLHjh31ox/9SKtXr1bPnj2ty3/zzV498sgDev/992UYhhITE/X00xsk9alXjk8//VQ33zxOkyffqyUL/1NS7QjPa9as0blz53T77RNlGKHKy8vSnj27JUkzZtQ2tbtmyBCtffppBXTsqIKDB/X5559rzpw5ys3NVXBwsG6//XatXLlSnTp1knRZE8Df/976/hMmTFDXrl21YcMGSVJMTIxmzZql/fv369VXX1W3bt308MMPa9asWdZlduzYobvuukv5+fn6/ve/r4ceesi9jeIhwlBbU1Ag7fLuDomOOK/hubhjnZoqewes6OBgRd/QUfXbjDg+wDl/v4tt8qcm2BmNyoUTaUeX+45dDEDzH5bmOziZbIZaI7tc6atiryzN1LywwdEC3a1ycXbUdKFJprtc6avgTVnAI6406bv22ibtd9DQmBtua2yNg5tXs52HAc9GCA2NC6nddz1znd1h0INVrtefP64eA3vWX9aTQ0FDSV9y2M6qUV2RPGlF0AYHgvB6DrZD9DApv+8RlXxTWH+ZggKFzr9b0QFb1JRhqI7TvoIdOtRu58urSPxaPrT6+7sfoDZu3Kg777xTO3bs0GeffaZZs2YpOjpaM2fO1Pnz57XorrsUP2aMjp85o4yMDM2YMUNbt26VJB0/fkS//OWNGj16tLZt26aQkBB99NFHumCnhmbbtm267bbbtGjBY0q+MV3SOb300kv6/e9/r6efflrXXXednn9+k1avXqG4ONsavuzsbIUEB+udp56S4uJUXl6u1NRUJScn69NPP9Xx48f161//Wunp6dag46oVK1Zo0aJF+t3vfqfXXntNs2fP1qhRoxQfH68zZ87o1ltv1Y9//GO9+OKLKigo0Jw5c9z7A3uIMNRWXBwa0/5JttrEAcClkfReXNxkDaydNn3Il6ZO7aiSF9+uP9JcY06knY3a0wwn6E45O7F1pSzOTgrtXnX39Oqxs2B68c7pj/9J6tbNdkJBUW2IsnfUbKYmZtEqVLTsJbrma5bn8AJIY2sa7a23oKh2nZ40b/FgCOnCQimhf43DEfOCA6sVeuxLadcVfZTqymlPI/stOmXne1WSH6SzZxPsVxZ7OEJodHIv5X9s/yT0xJ5jum1ZksZOqx+EJA8PBQ0135Ya3Ae3WOvYdjIQRFsRndzLfi3krnPSfC8c8On8ean8is4zFT6q3Ue3vqioKK1atUoWi0Xx8fH6/PPPtWrVKs2cOVO/mjat9jscG6u4jh21Zs0aXXPNNTpz5owslk569dW1Cgnpok2bNsnPr7bZ4tVXX63ycttd0xtvvKFp06bpueee060pP1X+xaZ8Tz75pO68806lpaVJkubNW6A33/y7amrO2JSxY8eOem7tWvkfOCAlJOjZl19WRUWFnn/+eXW8mP5WrXpKt932Ey1YsFRhYWGqrr74p6/wUQf5y1EDuXHjxumee+6RJD3wwANatWqV3nvvPcXHx+vll19WTU2N/vjHPyowMFADBw7U4cOHNXv27KbbAA4QhtqKZhwasyU5bIpQV8PTxEdUx+93UXP11fCSPiCS7J/YeloWDwcAafj8xX4wLdx7WgnTRujsb+xdfrsYoipLm76TuT0t3CyvwQsgztrzf/Sdh+sdKmncpXlc5On9vko+P6az5yL0oqYowV5zsIoSRd9q74Srtpz5JT3qN4GVFBoabb+plAvfe7vNao9FKDTwakU7qW1K6HpMw4Zdue2dN81yxuFJaMI55S9zdpHHw3FhFK0SJ7+kUNmpmG9Nzo4Vbl6scYXT5taNWrOD93NUUe7oZsPOLhC0RfaadxcUyWE/JV/f2n9PnJDyr9z/BUsaIJ2vkuTfpMV01w9+8ANZLJcGQUhOTtaKFStUXV2t3Xl5Wjhvnv558KD+XVqqmosjuRUWFqp37wH6179269prb7AGIXu2b9+uN998U6+99pomTJig8pOX/ob79u2zBpE6AweO1Od73q1tLyhJFy5o0IAB8r9sFLn8/HwNGTLEGoQqK6WuXa9TTU2N3n13n4YNC9PZs9J330n5BUHy0UANPF9pt3yDB19qcmmxWBQeHq7jx49b32fw4MEKvKzGLzk52enfs6kQhtqYfLs7uyBJQy9eKa6vUS3oHO6QvGyn2wwHP7tXzlsr0HiLBq4gF1aGqaSkl66sPHHpNkN2AmSJpLNy0KH/4n2rPvimY73hcK19NZzVfjjjaNs30CwvP6+iXhbyuN+IswsgcrE9f1yIw/XmL/qLZOdvqvmXvbeLPL7fV16RpAglLJqiYVfWXjoResxPwXfUaOpc+8NjeVI74rxZbYSCg/KV/6adkfSc9hNsrhrKBi7yuKnBcWHUJhofNMtorS41t27CIdAb/AgObzbs2YWM5uRRgGyoeXfvj2tHJ7hSh4sBITJSSgiznXbqgnRUTTzcWtOqqKhQ6vjxSr3mGr30xz+qR3S0CgsLlZqaqqqqKklSQEDDtVt9+vTRVVddpfXr1+uWW+zd4uQy52vXq8qqS/uq0lJ1rKmpPQb6+NgdOvvChUuDNfTuXbvv6NTJR926GYqNrFTB0QBdqLbo/BWDXEiqF+QsFos19LUmwlAb4XwHmaDae5XYXzY4qEavLzugHt1s25U6HQ2mwf4mjdjpNmVwaY6hyl1pktjAOu1+xEZ2pvYaDtqXN+dthhLGxda/+WKhFLzY+TC6ofPvttOUw8n315Vtb+fmIKHHPm/ciIfOOLg3iNP2/HLcyd76k5lv/7ff0HZy9t12/35fF7fF0KFSvVoVx6Il5X/lwb1mnIRkZwO11K7TRx+UDlLClWG388VCNGJ/0doaGhem1RofuHtBqhlGa3VppLkmHALdad9Epzcbvtinz80LGc2hUQGyoX6LD+lSLZA9AYHSlRXUFRe/Q5VVUvkVJ94NNaGzd+PRcxeXOXeu/voaWOf27dttnn/yySfq16+fvvrqK5387jstSU9X1HXXSR076rPPPrOZt1+/wfr73zfq/PnzDmuHQkND9frrr2v06NH6+c9/rj89s9Falvj4eH366aeaNm1a7czV1fryy08lP79L3+2uXSWLpfb5xfHBExIStGHDBpWXl1trh/75z4/k4+OjxMR4dewohYf3UEnJMQUG1FxcdbW++OIL/fCHP7RbTnsSEhL0wgsvqKKiwlo79Mknn7i8fGMQhtqIhoYM1dQpF68g2+6sT+w9rtumddTY3/Szu95glSt072eSOttOuHjF1mlHand3us0RXJpjqPIGrsg7W6cr97lwelLs7shvjeVpzYkdjb2vhrsZucFNX1l6sXPvlSt18v31cNu71B/OzX4jrnDYlMrZMh7+ZDz+brsyKIMHJ3CNudeM/ZDseKAW5+sMVXBQjUJf3Sh5y/2X7O5HGr7g1FAr5eaogLerMRekmmG01pYeaa7BIdeb8nYRzcClAJl3yP79yhrst+jB37wuPB09Ih298mqdkyZ0jm48WnBxmYICKcDe1b+L08vPSLrsvkDV1SosLFTGnDm66557tGvXLj355JNasWKFoqOj5e/vr9V//ovSIuL05YH9evTRRZJqM1dFhXTHHel67bUnNWnSJM2bN09dunTRJ598ou9/f6SkeOvb9OzZU9u2bdMPf/hDzZg1XQ/+7lWpskq/mTVLM9PTNWLQIF2blKQXXnpVX3+9R33iYi6NBNGhQ+3f67KRIaZMmaLMzExNnz5dCxcuVGHhCT3++G80efIvFRZWWwv3ox/9SBkZGcr6+99k+A3Q2jXLVFpa2tCWsfGLX/xCDz30kGbOnKl58+bp4MGDWr58uVvr8BRhqA1xvI8/Jymv9uSt3oHssPI1QSWL1tW/O9i//63Q+9IUPc3enbU9u2LrVHPdY6m5hir34G7dLt3nonRx/Q7hH1dIutb9kd9cYHco85Ietf9x0m/EcX+Mpr3NUGMysvNN30sej3LkybZvqD+cF/HkJ+PpPVyssyhBV9ZEN8d5tMchWXIcdhvcdfkoOnqQZwX2lL0U4nQ/Io9rqVr8XuGNuCAF7+Bwf3jsYu2s076Qnrc82bfP3r2E/FVQIFVGxikowPZmPOfOXFDBCamyrEZBV77luRqpILC26d1lY2TnV10MOLGxUoKdmqFyQypUbXMJXRaWzp7VtLFjde7IEY0cOVK+vr6aM2eOZs2aJYvFomfX/o/mZT6ipza/ovj4Ybr77uX67W9/qm++qa286d79Kr399jY99NB9GjVqlHx9fS8OrX1dvRaA4eHh2rZtm0bdOErz50/RXx57WFMGD9Y306bp3gceUEVVlW5LGatbb52hgm9sa6vqXKoUC9Ybb7yt+++fo2uuuUZBQcEaNep2rVix0jrvr371K/3zn//UrP+YKVk6aM5/pLtVKyRJnTp10v/93//p7rvv1tChQzVgwAAtXbpUt99+u1vr8QRhyASidai2St3eVZafvuP4ppXNUeVugnssOfyIoR2l4JPOh/y1dw8XD0fAct5UwfHV7Oboj+GMGe5D3JAWu+LeSM4vyHgyxH3ztCJrjpDsNbsuV26Sef8GaXD9ZjShcSGKjvbsszfmN+rxjYo9uCjhdTy9ebWzVTq7V5+3ayjounDucf58bSuEywNAp061I23feaezN3fWVN3etCBJA+zOHRwshUYF1W+Sd5mKyD5SwKWw9NbfP5Qqq9Th6Ld6ZuPGeuNy3/7/JmpA4gzFRlYqsEtt+LrrrkvhrbbV2mC9/fbbNsvVjSb3xBMbFBh4aSyEkJAI5X7yLxUUSL6x56TAGs1fsULzV6yoXa7CRz8a91P1julnXWbt2g2Sam8oe+DApUoxX99BWrFim/U9fXxs86qfn5+efvppPb5ohfILgpQQe04dr7JNpQcPHqz3N9q9e7fN8x/84Af1XjOa426yVyAMmZ3XHOFNwGlj8CDH93Bp6Cjn4EYtTm9WK8dXs13pj9HUfQfM+jVs8SvurcBpE0KZI+w2KWc3yay7kOFoUI1GXMjw5DdqihsVS3Zvjpu/57ykwU168+rWuLDQbDwIuqGhtbU+jkL5a69JV11Ve/+fy507V9uiLTbWTq1RaYUKjgYqNrJCQV0DXV7Q2X6rQ4fasFBw1N4A05dGW3M0/HRgQI1b9y+yvl+B/ek+PlKHTkE6W31W69atU2pqqnx9ffXCC69ox453NW3aO3ZPM3x8pH797I6hUNedqN0gDAEtqanP+hsYtcDxzWqdM2s4aTQ3q3jMUivW1KOfmZ6jm2Sq5S9kONPeb1Tsys1xQ59fJQ28ok+uhx++PV1YcLRbbKif6FtvSadPS1FR9U/GBw2yf4JeXl77ekJC/Zuklp80FBAiJURWqmOXK+9PVFHbJyihxmkN0JUCAqSBA+uPuyBJFacujbbWVFnC2ftJl4LLuXMWbd26Vb///e9VUVGh+Ph4bdr0F916a4rT5cyAMAS0ZY0dtcDEmrRpWiOqeAieaEre9n1qqDxtpYmoPc5ujivVjeg4qmnf09suLLi5ARvaVUrOa7giI2trQIKDa5vFNZrTwRXkcHjphgQEOAgSFc0zjLTD97tMUFCQ3n333WZ5/7aOMNSetOWjChqnxW7/Xqstf9WapWmaWap4gCbSXpqIejKiY7vg4QZsaFdZt+oW2136XWxTFxsrBdoJKmaqHjExwlB70F6OKnDOC24C2x6+as2WW7ztkjzgxbh+0MY1YgN65a4y0PlgCGjfCEPtQTMeVdpyDUC70QQ3gW0q7eUExisPxoDJ8Dt0wMGgOF538G3FDVhz5b1/YFpN8V0gDLUXTbxTag81AK7wtrBntzyl3nXPDU5gAKCZNDAoTrs5+HrI399fPj4+Onr0qHr06CF/f39ZLBany1RWXvq3rouQK9OaQ2VVpSSLykrPXvz/ZdPOVkuyqLKqUr4Vzj+Tt6r7fC3xGQzDUFVVlU6cOCEfHx/5XzmMoBsIQ7CrvdQAOOJtYc+l8tyQ4PaocABwOW+7AIQrMCiOUz4+PoqNjdWxY8d09OhRl5apqqr9s/r51R9229m05nCh8oJOlviopMTH7nSLahTQoUYdStvm6XlV+XmVlPjJT+flX1r/XmfNITg4WNHR0fLxsf83dUXb/GujRbTnGgBvC3veVh7AI5xpey1vuwAEOf+9tPCgOG2Jv7+/oqOjdeHCBVVXVzc4/9690t13S3/5ixQf7/q05tLxXLH+ffiM3WndvtdJkf3DWqYgzWDv/x3Q3ffF6i+PH1D8T2Kb/f18fX3VoUOHBmsHG0IYgml5W9jztvIALuNM2+txwcUFLRXm+b00msVikZ+fn/z8Gq59sFikb7+t/ffK4bidTWsuccm9W+aNWoGlykfffhsoS5WPAlvqD9oECEMAgMbhTLtN4IKLAy0dTvi9tAoqruEIYQgA0HicaaOtao1wwu+lxVARh4YQhgAAgLkRTtotKuLQEMIQAAAA2i2yLpzxfBw6AAAAAGjDCEMAAAAATIkwBAAAAMCUCEMAAAAATIkwBAAAAMCUCEMAAAAATIkwBAAAAMCUCEMAAAAATIkwBAAAAMCUCEMAAAAATIkwBAAAAMCUCEMAAAAATIkwBAAAAMCUCEMAAAAATIkwBAAAAMCUCEMAAAAATIkwBAAAAMCUCEMAAAAATIkwBAAAAMCUCEMAAAAATIkwBAAAAMCUPApDa9euVUxMjAIDA5WUlKQdO3Y4nPfZZ5/VDTfcoG7duqlbt25KSUmpN/+MGTNksVhsHmPHjvWkaAAAAADgErfD0ObNm5WRkaHMzEzt2rVLQ4YMUWpqqo4fP253/pycHE2ePFnvvfeecnNzFRUVpZtuuklHjhyxmW/s2LE6duyY9fHKK6949okAAAAAwAVuh6GVK1dq5syZSktL04ABA7Ru3ToFBwdr/fr1dud/6aWXdM899ygxMVH9+/fXc889p5qaGmVnZ9vMFxAQoPDwcOujW7dunn0iAAAAAHCBW2GoqqpKO3fuVEpKyqUV+PgoJSVFubm5Lq3j7NmzOn/+vLp3727zek5Ojnr27Kn4+HjNnj1bJ0+edLiOyspKlZWV2TwAAAAAwB1uhaGSkhJVV1crLCzM5vWwsDAVFRW5tI4HHnhAkZGRNoFq7Nixev7555Wdna2lS5fqH//4h26++WZVV1fbXcfixYvVpUsX6yMqKsqdjwEAAAAA6tCSb7ZkyRJt2rRJOTk5CgwMtL4+adIk6/8HDRqkwYMHq0+fPsrJydGYMWPqrWfevHnKyMiwPi8rKyMQAQAAAHCLWzVDoaGh8vX1VXFxsc3rxcXFCg8Pd7rs8uXLtWTJEv3973/X4MGDnc4bFxen0NBQ7d+/3+70gIAAhYSE2DwAAAAAwB1uhSF/f38NHz7cZvCDusEQkpOTHS63bNkyLVq0SFlZWRoxYkSD73P48GGdPHlSERER7hQPAAAAAFzm9mhyGRkZevbZZ7Vx40bl5+dr9uzZKi8vV1pamiRp2rRpmjdvnnX+pUuXav78+Vq/fr1iYmJUVFSkoqIinTlzRpJ05swZ3Xffffrkk0908OBBZWdna/z48erbt69SU1Ob6GMCAAAAgC23+wxNnDhRJ06c0IIFC1RUVKTExERlZWVZB1UoLCyUj8+ljPXMM8+oqqpKP/vZz2zWk5mZqYULF8rX11d79uzRxo0bVVpaqsjISN10001atGiRAgICGvnxAAAAAMA+jwZQSE9PV3p6ut1pOTk5Ns8PHjzodF1BQUF6++23PSkGAAAAAHjM7WZyAAAAANAeEIYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApeRSG1q5dq5iYGAUGBiopKUk7duxwOO+zzz6rG264Qd26dVO3bt2UkpJSb37DMLRgwQJFREQoKChIKSkp+vrrrz0pGgAAAAC4xO0wtHnzZmVkZCgzM1O7du3SkCFDlJqaquPHj9udPycnR5MnT9Z7772n3NxcRUVF6aabbtKRI0es8yxbtkxr1qzRunXrtH37dnXs2FGpqamqqKjw/JMBAAAAgBNuh6GVK1dq5syZSktL04ABA7Ru3ToFBwdr/fr1dud/6aWXdM899ygxMVH9+/fXc889p5qaGmVnZ0uqrRVavXq1Hn74YY0fP16DBw/W888/r6NHj2rLli2N+nAAAAAA4IhbYaiqqko7d+5USkrKpRX4+CglJUW5ubkurePs2bM6f/68unfvLkkqKChQUVGRzTq7dOmipKQkh+usrKxUWVmZzQMAAAAA3OFWGCopKVF1dbXCwsJsXg8LC1NRUZFL63jggQcUGRlpDT91y7mzzsWLF6tLly7WR1RUlDsfAwAAAABadjS5JUuWaNOmTXrjjTcUGBjo8XrmzZunU6dOWR+HDh1qwlICAAAAMIMO7swcGhoqX19fFRcX27xeXFys8PBwp8suX75cS5Ys0bvvvqvBgwdbX69brri4WBERETbrTExMtLuugIAABQQEuFN0AAAAALDhVs2Qv7+/hg8fbh38QJJ1MITk5GSHyy1btkyLFi1SVlaWRowYYTMtNjZW4eHhNussKyvT9u3bna4TAAAAABrDrZohScrIyND06dM1YsQIjRw5UqtXr1Z5ebnS0tIkSdOmTVOvXr20ePFiSdLSpUu1YMECvfzyy4qJibH2A+rUqZM6deoki8WiuXPn6rHHHlO/fv0UGxur+fPnKzIyUhMmTGi6TwoAAAAAl3E7DE2cOFEnTpzQggULVFRUpMTERGVlZVkHQCgsLJSPz6UKp2eeeUZVVVX62c9+ZrOezMxMLVy4UJJ0//33q7y8XLNmzVJpaamuv/56ZWVlNapfEQAAAAA443YYkqT09HSlp6fbnZaTk2Pz/ODBgw2uz2Kx6NFHH9Wjjz7qSXEAAAAAwG0tOpocAAAAAHgLwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlwhAAAAAAUyIMAQAAADAlj8LQ2rVrFRMTo8DAQCUlJWnHjh0O5927d69uv/12xcTEyGKxaPXq1fXmWbhwoSwWi82jf//+nhQNAAAAAFzidhjavHmzMjIylJmZqV27dmnIkCFKTU3V8ePH7c5/9uxZxcXFacmSJQoPD3e43oEDB+rYsWPWx4cffuhu0QAAAADAZW6HoZUrV2rmzJlKS0vTgAEDtG7dOgUHB2v9+vV257/mmmv0+OOPa9KkSQoICHC43g4dOig8PNz6CA0NdbdoAAAAAOAyt8JQVVWVdu7cqZSUlEsr8PFRSkqKcnNzG1WQr7/+WpGRkYqLi9OUKVNUWFjocN7KykqVlZXZPAAAAADAHW6FoZKSElVXVyssLMzm9bCwMBUVFXlciKSkJG3YsEFZWVl65plnVFBQoBtuuEGnT5+2O//ixYvVpUsX6yMqKsrj9wYAAABgTl4xmtzNN9+sO+64Q4MHD1Zqaqq2bt2q0tJS/fnPf7Y7/7x583Tq1Cnr49ChQy1cYgAAAABtXQd3Zg4NDZWvr6+Ki4ttXi8uLnY6OIK7unbtqquvvlr79++3Oz0gIMBp/yMAAAAAaIhbNUP+/v4aPny4srOzra/V1NQoOztbycnJTVaoM2fO6MCBA4qIiGiydQIAAADA5dyqGZKkjIwMTZ8+XSNGjNDIkSO1evVqlZeXKy0tTZI0bdo09erVS4sXL5ZUO+jCl19+af3/kSNHtHv3bnXq1El9+/aVJN177736yU9+ot69e+vo0aPKzMyUr6+vJk+e3FSfEwAAAABsuB2GJk6cqBMnTmjBggUqKipSYmKisrKyrIMqFBYWysfnUoXT0aNHNXToUOvz5cuXa/ny5Ro1apRycnIkSYcPH9bkyZN18uRJ9ejRQ9dff70++eQT9ejRo5EfDwAAAADsczsMSVJ6errS09PtTqsLOHViYmJkGIbT9W3atMmTYgAAAACAx7xiNDkAAAAAaGmEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEoehaG1a9cqJiZGgYGBSkpK0o4dOxzOu3fvXt1+++2KiYmRxWLR6tWrG71OAAAAAGgst8PQ5s2blZGRoczMTO3atUtDhgxRamqqjh8/bnf+s2fPKi4uTkuWLFF4eHiTrBMAAAAAGsvtMLRy5UrNnDlTaWlpGjBggNatW6fg4GCtX7/e7vzXXHONHn/8cU2aNEkBAQFNsk4AAAAAaCy3wlBVVZV27typlJSUSyvw8VFKSopyc3M9KoAn66ysrFRZWZnNAwAAAADc4VYYKikpUXV1tcLCwmxeDwsLU1FRkUcF8GSdixcvVpcuXayPqKgoj94bAAAAgHm1ydHk5s2bp1OnTlkfhw4dau0iAQAAAGhjOrgzc2hoqHx9fVVcXGzzenFxscPBEZpjnQEBAQ77HwEAAACAK9yqGfL399fw4cOVnZ1tfa2mpkbZ2dlKTk72qADNsU4AAAAAaIhbNUOSlJGRoenTp2vEiBEaOXKkVq9erfLycqWlpUmSpk2bpl69emnx4sWSagdI+PLLL63/P3LkiHbv3q1OnTqpb9++Lq0TAAAAAJqa22Fo4sSJOnHihBYsWKCioiIlJiYqKyvLOgBCYWGhfHwuVTgdPXpUQ4cOtT5fvny5li9frlGjRiknJ8eldQIAAABAU3M7DElSenq60tPT7U6rCzh1YmJiZBhGo9YJAAAAAE2tTY4mBwAAAACNRRgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACmRBgCAAAAYEqEIQAAAACm5FEYWrt2rWJiYhQYGKikpCTt2LHD6fyvvvqq+vfvr8DAQA0aNEhbt261mT5jxgxZLBabx9ixYz0pGgAAAAC4xO0wtHnzZmVkZCgzM1O7du3SkCFDlJqaquPHj9ud/+OPP9bkyZN15513Ki8vTxMmTNCECRP0xRdf2Mw3duxYHTt2zPp45ZVXPPtEAAAAAOACt8PQypUrNXPmTKWlpWnAgAFat26dgoODtX79ervzP/HEExo7dqzuu+8+JSQkaNGiRRo2bJieeuopm/kCAgIUHh5ufXTr1s2zTwQAAAAALnArDFVVVWnnzp1KSUm5tAIfH6WkpCg3N9fuMrm5uTbzS1Jqamq9+XNyctSzZ0/Fx8dr9uzZOnnypMNyVFZWqqyszOYBAAAAAO5wKwyVlJSourpaYWFhNq+HhYWpqKjI7jJFRUUNzj927Fg9//zzys7O1tKlS/WPf/xDN998s6qrq+2uc/HixerSpYv1ERUV5c7HAAAAAAB1aO0CSNKkSZOs/x80aJAGDx6sPn36KCcnR2PGjKk3/7x585SRkWF9XlZWRiACAAAA4Ba3aoZCQ0Pl6+ur4uJim9eLi4sVHh5ud5nw8HC35pekuLg4hYaGav/+/XanBwQEKCQkxOYBAAAAAO5wKwz5+/tr+PDhys7Otr5WU1Oj7OxsJScn210mOTnZZn5JeueddxzOL0mHDx/WyZMnFRER4U7xAAAAAMBlbo8ml5GRoWeffVYbN25Ufn6+Zs+erfLycqWlpUmSpk2bpnnz5lnnnzNnjrKysrRixQp99dVXWrhwoT777DOlp6dLks6cOaP77rtPn3zyiQ4ePKjs7GyNHz9effv2VWpqahN9TAAAAACw5XafoYkTJ+rEiRNasGCBioqKlJiYqKysLOsgCYWFhfLxuZSxrr32Wr388st6+OGH9bvf/U79+vXTli1b9P3vf1+S5Ovrqz179mjjxo0qLS1VZGSkbrrpJi1atEgBAQFN9DEBAAAAwJZHAyikp6dba3aulJOTU++1O+64Q3fccYfd+YOCgvT22297UgwAAAAA8JjbzeQAAAAAoD0gDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDAEAAAAwJY/C0Nq1axUTE6PAwEAlJSVpx44dTud/9dVX1b9/fwUGBmrQoEHaunWrzXTDMLRgwQJFREQoKChIKSkp+vrrrz0pGgAAAAC4xO0wtHnzZmVkZCgzM1O7du3SkCFDlJqaquPHj9ud/+OPP9bkyZN15513Ki8vTxMmTNCECRP0xRdfWOdZtmyZ1qxZo3Xr1mn79u3q2LGjUlNTVVFR4fknAwAAAAAnLIZhGO4skJSUpGuuuUZPPfWUJKmmpkZRUVH6zW9+owcffLDe/BMnTlR5ebnefPNN62s/+MEPlJiYqHXr1skwDEVGRuq3v/2t7r33XknSqVOnFBYWpg0bNmjSpEn11llZWanKykrr81OnTik6OlqHDh1SSEiIOx+nWezevE+jZsXrH3/Yp8SJ8a1dHAAAAKBZedP5b1lZmaKiolRaWqouXbo4n9lwQ2VlpeHr62u88cYbNq9PmzbN+OlPf2p3maioKGPVqlU2ry1YsMAYPHiwYRiGceDAAUOSkZeXZzPPjTfeaPznf/6n3XVmZmYaknjw4MGDBw8ePHjw4MHD7uPQoUMN5psOckNJSYmqq6sVFhZm83pYWJi++uoru8sUFRXZnb+oqMg6ve41R/Ncad68ecrIyLA+r6mp0XfffaerrrpKFovFnY+EK9QlaW+pZUMttov3YZt4J7aL92GbeCe2i3diuzQNwzB0+vRpRUZGNjivW2HIWwQEBCggIMDmta5du7ZOYdqpkJAQfoReiO3ifdgm3ont4n3YJt6J7eKd2C6N12DzuIvcGkAhNDRUvr6+Ki4utnm9uLhY4eHhdpcJDw93On/dv+6sEwAAAAAay60w5O/vr+HDhys7O9v6Wk1NjbKzs5WcnGx3meTkZJv5Jemdd96xzh8bG6vw8HCbecrKyrR9+3aH6wQAAACAxnK7mVxGRoamT5+uESNGaOTIkVq9erXKy8uVlpYmSZo2bZp69eqlxYsXS5LmzJmjUaNGacWKFbrlllu0adMmffbZZ/rDH/4gSbJYLJo7d64ee+wx9evXT7GxsZo/f74iIyM1YcKEpvukcElAQIAyMzPrNUNE62K7eB+2iXdiu3gftol3Yrt4J7ZLy3N7aG1Jeuqpp/T444+rqKhIiYmJWrNmjZKSkiRJo0ePVkxMjDZs2GCd/9VXX9XDDz+sgwcPql+/flq2bJnGjRtnnW4YhjIzM/WHP/xBpaWluv766/X000/r6quvbvwnBAAAAAA7PApDAAAAANDWudVnCAAAAADaC8IQAAAAAFMiDAEAAAAwJcIQAAAAAFMiDEG///3vde211yo4OFhdu3Z1aZkZM2bIYrHYPMaOHdu8BTUZT7aLYRhasGCBIiIiFBQUpJSUFH399dfNW1AT+e677zRlyhSFhISoa9euuvPOO3XmzBmny4wePbreb+Xuu+9uoRK3T2vXrlVMTIwCAwOVlJSkHTt2OJ3/1VdfVf/+/RUYGKhBgwZp69atLVRS83Bnm2zYsKHebyIwMLAFS2sO77//vn7yk58oMjJSFotFW7ZsaXCZnJwcDRs2TAEBAerbt6/NyMBoPHe3SU5OTr3fisViUVFRUcsU2CQIQ1BVVZXuuOMOzZ49263lxo4dq2PHjlkfr7zySjOV0Jw82S7Lli3TmjVrtG7dOm3fvl0dO3ZUamqqKioqmrGk5jFlyhTt3btX77zzjt588029//77mjVrVoPLzZw50+a3smzZshYobfu0efNmZWRkKDMzU7t27dKQIUOUmpqq48eP253/448/1uTJk3XnnXcqLy9PEyZM0IQJE/TFF1+0cMnbL3e3iSSFhITY/Ca+/fbbFiyxOZSXl2vIkCFau3atS/MXFBTolltu0Q9/+EPt3r1bc+fO1a9//Wu9/fbbzVxS83B3m9TZt2+fze+lZ8+ezVRCkzKAi/70pz8ZXbp0cWne6dOnG+PHj2/W8qCWq9ulpqbGCA8PNx5//HHra6WlpUZAQIDxyiuvNGMJzeHLL780JBmffvqp9bW//e1vhsViMY4cOeJwuVGjRhlz5sxpgRKaw8iRI43/+I//sD6vrq42IiMjjcWLF9ud/+c//7lxyy232LyWlJRk3HXXXc1aTjNxd5u4c6xB05BkvPHGG07nuf/++42BAwfavDZx4kQjNTW1GUtmXq5sk/fee8+QZPz73/9ukTKZFTVD8FhOTo569uyp+Ph4zZ49WydPnmztIplaQUGBioqKlJKSYn2tS5cuSkpKUm5ubiuWrH3Izc1V165dNWLECOtrKSkp8vHx0fbt250u+9JLLyk0NFTf//73NW/ePJ09e7a5i9suVVVVaefOnTbfcR8fH6WkpDj8jufm5trML0mpqan8JpqIJ9tEks6cOaPevXsrKipK48eP1969e1uiuHCC34r3SkxMVEREhH784x/ro48+au3itDsdWrsAaJvGjh2r2267TbGxsTpw4IB+97vf6eabb1Zubq58fX1bu3imVNeGOCwszOb1sLAw2hc3gaKionpNEzp06KDu3bs7/fv+4he/UO/evRUZGak9e/bogQce0L59+/T66683d5HbnZKSElVXV9v9jn/11Vd2lykqKuI30Yw82Sbx8fFav369Bg8erFOnTmn58uW69tprtXfvXn3ve99riWLDDke/lbKyMp07d05BQUGtVDLzioiI0Lp16zRixAhVVlbqueee0+jRo7V9+3YNGzastYvXbhCG2qkHH3xQS5cudTpPfn6++vfv79H6J02aZP3/oEGDNHjwYPXp00c5OTkaM2aMR+s0g+beLnCfq9vEU5f3KRo0aJAiIiI0ZswYHThwQH369PF4vUBblZycrOTkZOvza6+9VgkJCfqf//kfLVq0qBVLBniX+Ph4xcfHW59fe+21OnDggFatWqUXXnihFUvWvhCG2qnf/va3mjFjhtN54uLimuz94uLiFBoaqv379xOGnGjO7RIeHi5JKi4uVkREhPX14uJiJSYmerROM3B1m4SHh9frEH7hwgV999131r+9K5KSkiRJ+/fvJwy5KTQ0VL6+viouLrZ5vbi42OE2CA8Pd2t+uMeTbXIlPz8/DR06VPv372+OIsJFjn4rISEh1Ap5kZEjR+rDDz9s7WK0K4ShdqpHjx7q0aNHi73f4cOHdfLkSZuTcNTXnNslNjZW4eHhys7OtoafsrIybd++3e2RAs3E1W2SnJys0tJS7dy5U8OHD5ckbdu2TTU1NdaA44rdu3dLEr8VD/j7+2v48OHKzs7WhAkTJEk1NTXKzs5Wenq63WWSk5OVnZ2tuXPnWl975513bGom4DlPtsmVqqur9fnnn2vcuHHNWFI0JDk5ud6w8/xWvM/u3bs5fjS11h7BAa3v22+/NfLy8oxHHnnE6NSpk5GXl2fk5eUZp0+fts4THx9vvP7664ZhGMbp06eNe++918jNzTUKCgqMd9991xg2bJjRr18/o6KiorU+Rrvj7nYxDMNYsmSJ0bVrV+Ovf/2rsWfPHmP8+PFGbGysce7cudb4CO3O2LFjjaFDhxrbt283PvzwQ6Nfv37G5MmTrdMPHz5sxMfHG9u3bzcMwzD2799vPProo8Znn31mFBQUGH/961+NuLg448Ybb2ytj9Dmbdq0yQgICDA2bNhgfPnll8asWbOMrl27GkVFRYZhGMYvf/lL48EHH7TO/9FHHxkdOnQwli9fbuTn5xuZmZmGn5+f8fnnn7fWR2h33N0mjzzyiPH2228bBw4cMHbu3GlMmjTJCAwMNPbu3dtaH6FdOn36tPW4IclYuXKlkZeXZ3z77beGYRjGgw8+aPzyl7+0zv/NN98YwcHBxn333Wfk5+cba9euNXx9fY2srKzW+gjtjrvbZNWqVcaWLVuMr7/+2vj888+NOXPmGD4+Psa7777bWh+hXSIMwZg+fbohqd7jvffes84jyfjTn/5kGIZhnD171rjpppuMHj16GH5+fkbv3r2NmTNnWg98aBrubhfDqB1ee/78+UZYWJgREBBgjBkzxti3b1/LF76dOnnypDF58mSjU6dORkhIiJGWlmYTTgsKCmy2UWFhoXHjjTca3bt3NwICAoy+ffsa9913n3Hq1KlW+gTtw5NPPmlER0cb/v7+xsiRI41PPvnEOm3UqFHG9OnTbeb/85//bFx99dWGv7+/MXDgQOOtt95q4RK3f+5sk7lz51rnDQsLM8aNG2fs2rWrFUrdvtUNy3zlo25bTJ8+3Rg1alS9ZRITEw1/f38jLi7O5viCxnN3myxdutTo06ePERgYaHTv3t0YPXq0sW3bttYpfDtmMQzDaLFqKAAAAADwEtxnCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIApEYYAAAAAmBJhCAAAAIAp/X+ieWppFbLU9gAAAABJRU5ErkJggg==", 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kDRgwQIsWLdItt9yigIAAWa1WpaSk6NixY3rrrbfs/Xv16qUbb7xR8+bNU1FRkR544AHdfPPNWrZsWYPGLC0tlb+/v0pKSlw+u7NnjzRwoJSVVb3eekP3AQAAoHZnz57VkSNHFBER4fDQem5u9bttzpxpuVp8fKoDT2t+Yehtt92m4OBgvf32264updHquiakhmcDp2d0du/e7ZDkkpOTJUmJiYlasWKF8vPz7atISNUpbvPmzXrooYcUFRWlTp066d5779Uzzzzj7NAAAABoQ6zW6tBRVNRyY1osrSvknDlzRkuXLlV8fLw8PT21atUqffrpp9q8ebOrS3M5p4POkCFDaqy+8HsrVqyo0dazZ0/+sQEAAOA0q7V1BY+WZjKZtHHjRj377LM6e/asevToof/5n/9RXFycq0tzuWZ/RgcAAABA8+jQoYM+/fRTV5fhlpp91TUAAAAAaGkEHQAAAACGQ9ABAACAW6iqqnJ1CXATTXEt8IwOAAAAXMrLy0seHh46fvy4OnfuLC8vr3pfeAljstlsqqio0MmTJ+Xh4SEvL69Gn4ugAwAAAJfy8PBQRESE8vPzdfz4cVeXAzfg4+Mjq9UqD4/G34BG0AEAAIDLeXl5yWq16vz586qsrHR1OXAhT09PtWvX7rJn9Qg6AAAAcAsmk0nt27dX+/btXV0KDIDFCAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOE4HXS2b9+uhIQEhYaGymQyaf369Q0+9ssvv1S7du3Uv39/Z4cFAAAAgAZzOuiUlZUpMjJSGRkZTh1XXFys8ePHa+jQoc4OCQAAAABOaefsAcOHD9fw4cOdHmjKlCkaM2aMPD09nZoFAgAAAABntcgzOm+88YYOHz6s1NTUBvUvLy9XaWmpwwYAAAAADdXsQefAgQN67LHH9M4776hdu4ZNIKWlpcnf39++hYWFNXOVAAAAAIykWYNOZWWlxowZo3nz5ql79+4NPi4lJUUlJSX2LS8vrxmrBAAAAGA0Tj+j44xTp05p9+7d2rt3r5KSkiRJVVVVstlsateunf7xj3/o1ltvrXGc2WyW2WxuztIAAAAAGFizBh0/Pz99//33Dm2vvPKKtmzZovfff18RERHNOTwAAACANsrpoHP69GkdPHjQ/vnIkSPat2+fAgICZLValZKSomPHjumtt96Sh4eH+vTp43B8YGCgvL29a7QDAAAAQFNxOujs3r1bt9xyi/1zcnKyJCkxMVErVqxQfn6+cnNzm65CAAAAAHCSyWaz2VxdRH1KS0vl7++vkpIS+fn5ubSWPXukgQOlrCzp+usbvg8AAADA5WtoNmiR9+gAAAAAQEsi6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHKeDzvbt25WQkKDQ0FCZTCatX7/+kv0/+OAD3XbbbercubP8/PwUGxurTz75pLH1AgAAAEC9nA46ZWVlioyMVEZGRoP6b9++Xbfddps2btyorKws3XLLLUpISNDevXudLhYAAAAAGqKdswcMHz5cw4cPb3D/9PR0h8/z58/X3//+d3300UcaMGCAs8MDAAAAQL2cDjqXq6qqSqdOnVJAQECdfcrLy1VeXm7/XFpa2hKlAQAAADCIFl+M4IUXXtDp06d177331tknLS1N/v7+9i0sLKwFKwQAAADQ2rVo0Fm5cqXmzZun9957T4GBgXX2S0lJUUlJiX3Ly8trwSoBAAAAtHYtduva6tWr9cADD2jt2rWKi4u7ZF+z2Syz2dxClQEAAAAwmhaZ0Vm1apUmTpyoVatW6Y477miJIQEAAAC0YU7P6Jw+fVoHDx60fz5y5Ij27dungIAAWa1WpaSk6NixY3rrrbckVd+ulpiYqBdffFExMTEqKCiQJHXo0EH+/v5N9DUAAAAA4DdOz+js3r1bAwYMsC8NnZycrAEDBmju3LmSpPz8fOXm5tr7v/rqqzp//rymT5+ukJAQ+zZjxowm+goAAAAA4MjpGZ0hQ4bIZrPVuX/FihUOn7dt2+bsEAAAAABwWVp8eWkAAAAAaG4EHQAAAACGQ9ABAAAAYDgt9h4dw8nOlvTrb58tFklWV1UDAAAA4HcIOs7Kz5cUIo0bK2nvb+0+PtJ7B6v3AQAAAHApbl1zVnFx9X+ffkbKyqre3nlHOnPmt30AAAAAXIoZncaKiJCu7+XqKgAAAADUghkdAAAAAIZD0AEAAABgOAQdAAAAAIZD0AEAAABgOAQdAAAAAIZD0AEAAABgOAQdAAAAAIZD0AEAAABgOAQdAAAAAIZD0AEAAABgOAQdAAAAAIZD0AEAAABgOAQdAAAAAIZD0AEAAABgOO1cXYARZWfX3m6xSFZry9YCAAAAtEUEnSZk6XhePj7SuHG17/fxqQ5BhB0AAACgeRF0mpA15Jyys6Wiopr7srOrA1BREUEHAAAAaG4EnSZmtRJkAAAAAFdjMQIAAAAAhsOMTlP6/SoErDwAAAAAuAxBpylYLKqxCgErDwAAAAAuQ9BpClarHFYhYOUBAAAAwKUIOk2FVQgAAAAAt8FiBAAAAAAMh6ADAAAAwHCcDjrbt29XQkKCQkNDZTKZtH79+nqP2bZtm66//nqZzWZde+21WrFiRSNKBQAAAICGcTrolJWVKTIyUhkZGQ3qf+TIEd1xxx265ZZbtG/fPj388MN64IEH9MknnzhdLAAAAAA0hNOLEQwfPlzDhw9vcP+lS5cqIiJCCxculCT16tVLX3zxhRYvXqz4+HhnhwcAAACAejX7Mzo7duxQXFycQ1t8fLx27NhR5zHl5eUqLS112AAAAACgoZo96BQUFCgoKMihLSgoSKWlpfr1119rPSYtLU3+/v72LSwsrLnLBAAAAGAgbrnqWkpKikpKSuxbXl6eq0sCAAAA0Io0+wtDg4ODVVhY6NBWWFgoPz8/dejQodZjzGazzGZzc5cGAAAAwKCafUYnNjZWmZmZDm2bN29WbGxscw8NAAAAoI1yOuicPn1a+/bt0759+yRVLx+9b98+5ebmSqq+7Wz8+PH2/lOmTNHhw4f16KOPav/+/XrllVf03nvvaebMmU3zDQAAAADgIk4Hnd27d2vAgAEaMGCAJCk5OVkDBgzQ3LlzJUn5+fn20CNJERER2rBhgzZv3qzIyEgtXLhQr732GktLAwAAAGg2Tj+jM2TIENlstjr3r1ixotZj9u7d6+xQAAAAANAobrnqGgAAAABcDoIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwnHauLsDQsrN/93cHSb1cVgoAAADQlhB0moPFIvn4SOPG/a5xgKQ9Un6+pBAXFQYAAAC0DQSd5mC1Vs/mFBX91raxQJojqbhYBB0AAACgeRF0movVWr1d8Pvb2AAAAAA0KxYjAAAAAGA4BB0AAAAAhkPQAQAAAGA4jQo6GRkZCg8Pl7e3t2JiYrRr165L9k9PT1ePHj3UoUMHhYWFaebMmTp79myjCgYAAACA+jgddNasWaPk5GSlpqZqz549ioyMVHx8vE6cOFFr/5UrV+qxxx5TamqqsrOz9frrr2vNmjV6/PHHL7t4AAAAAKiN00Fn0aJFmjx5siZOnKjevXtr6dKl8vHx0fLly2vt/9VXX2nQoEEaM2aMwsPDNWzYMI0ePbreWSAAAAAAaCyngk5FRYWysrIUFxf32wk8PBQXF6cdO3bUesx//Md/KCsryx5sDh8+rI0bN2rEiBF1jlNeXq7S0lKHDQAAAAAayqn36BQVFamyslJBQUEO7UFBQdq/f3+tx4wZM0ZFRUX6z//8T9lsNp0/f15Tpky55K1raWlpmjdvnjOlAQAAAIBds6+6tm3bNs2fP1+vvPKK9uzZow8++EAbNmzQ008/XecxKSkpKikpsW95eXnNXSYAAAAAA3FqRsdiscjT01OFhYUO7YWFhQoODq71mDlz5ui+++7TAw88IEnq27evysrK9OCDD+qJJ56Qh0fNrGU2m2U2m50pDQAAAADsnJrR8fLy0sCBA5WZmWlvq6qqUmZmpmJjY2s95syZMzXCjKenpyTJZrM5Wy8AAAAA1MupGR1JSk5OVmJioqKiohQdHa309HSVlZVp4sSJkqTx48erS5cuSktLkyQlJCRo0aJFGjBggGJiYnTw4EHNmTNHCQkJ9sADAAAAAE3J6aAzatQonTx5UnPnzlVBQYH69++vTZs22RcoyM3NdZjBefLJJ2UymfTkk0/q2LFj6ty5sxISEvTss8823bcAAAAAgN9xOuhIUlJSkpKSkmrdt23bNscB2rVTamqqUlNTGzMUAAAAADit2VddAwAAAICWRtABAAAAYDgEHQAAAACGQ9ABAAAAYDgEHQAAAACGQ9ABAAAAYDgEHQAAAACGQ9ABAAAAYDgEHQAAAACGQ9ABAAAAYDgEHQAAAACGQ9ABAAAAYDgEHQAAAACGQ9ABAAAAYDgEHQAAAACGQ9ABAAAAYDgEHQAAAACGQ9ABAAAAYDgEHQAAAACGQ9ABAAAAYDgEHQAAAACG087VBbQ5R45Ie36t/ttikaxW19YDAAAAGBBBp6V07Fj93zlPSnP2Vv/t4yNlZxN2AAAAgCbGrWstJSSk+r/vvCtlZUnvvCOdOSMVFbm2LgAAAMCAmNFpab16Sde7uggAAADA2JjRAQAAAGA4BB0AAAAAhkPQAQAAAGA4BB0AAAAAhkPQAQAAAGA4BB0AAAAAhkPQAQAAAGA4jQo6GRkZCg8Pl7e3t2JiYrRr165L9i8uLtb06dMVEhIis9ms7t27a+PGjY0qGAAAAADq4/QLQ9esWaPk5GQtXbpUMTExSk9PV3x8vHJychQYGFijf0VFhW677TYFBgbq/fffV5cuXfSvf/1LHTt2bIr6AQAAAKAGp4POokWLNHnyZE2cOFGStHTpUm3YsEHLly/XY489VqP/8uXL9csvv+irr75S+/btJUnh4eGXVzUAAAAAXIJTt65VVFQoKytLcXFxv53Aw0NxcXHasWNHrcd8+OGHio2N1fTp0xUUFKQ+ffpo/vz5qqysrHOc8vJylZaWOmwAAAAA0FBOBZ2ioiJVVlYqKCjIoT0oKEgFBQW1HnP48GG9//77qqys1MaNGzVnzhwtXLhQzzzzTJ3jpKWlyd/f376FhYU5UyYAAACANq7ZV12rqqpSYGCgXn31VQ0cOFCjRo3SE088oaVLl9Z5TEpKikpKSuxbXl5ec5cJAAAAwECcekbHYrHI09NThYWFDu2FhYUKDg6u9ZiQkBC1b99enp6e9rZevXqpoKBAFRUV8vLyqnGM2WyW2Wx2pjQAAAAAsHNqRsfLy0sDBw5UZmamva2qqkqZmZmKjY2t9ZhBgwbp4MGDqqqqsrf9+OOPCgkJqTXkAAAAAMDlcvrWteTkZC1btkxvvvmmsrOzNXXqVJWVldlXYRs/frxSUlLs/adOnapffvlFM2bM0I8//qgNGzZo/vz5mj59etN9CwAAAAD4HaeXlx41apROnjypuXPnqqCgQP3799emTZvsCxTk5ubKw+O3/BQWFqZPPvlEM2fOVL9+/dSlSxfNmDFDs2fPbrpvAQAAAAC/43TQkaSkpCQlJSXVum/btm012mJjY/X11183ZigAAAAAcFqzr7oGAAAAAC2NoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAynnasLaPOysx0/WyyS1eqaWgAAAACDIOi4isUi+fhI48Y5tvv4VIcfwg4AAADQaASdFvbbBI5Veu+gVFwsSbJ0PC9r8XfVwaeoiKADAAAAXAaCTgupfQIn5N/bvydy3pOINwAAAMDlI+i0EKu1ejanqKjmvuzsf0/kFLcj6AAAAABNgKDTgqxW7kgDAAAAWgLLSwMAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwHIIOAAAAAMMh6AAAAAAwnEYFnYyMDIWHh8vb21sxMTHatWtXg45bvXq1TCaTRo4c2ZhhAQAAAKBBnA46a9asUXJyslJTU7Vnzx5FRkYqPj5eJ06cuORxR48e1axZszR48OBGFwsAAAAADeF00Fm0aJEmT56siRMnqnfv3lq6dKl8fHy0fPnyOo+prKzU2LFjNW/ePHXr1u2yCgYAAACA+jgVdCoqKpSVlaW4uLjfTuDhobi4OO3YsaPO4/7yl78oMDBQ999/f4PGKS8vV2lpqcMGAAAAAA3VzpnORUVFqqysVFBQkEN7UFCQ9u/fX+sxX3zxhV5//XXt27evweOkpaVp3rx5zpRmLNnZv/1tsUhWq+tqAQAAAFqhZl117dSpU7rvvvu0bNkyWSyWBh+XkpKikpIS+5aXl9eMVbqRjh0lHx9p3Dhp4MDqrVcvKTfX1ZUBAAAArYpTMzoWi0Wenp4qLCx0aC8sLFRwcHCN/ocOHdLRo0eVkJBgb6uqqqoeuF075eTk6JprrqlxnNlsltlsdqY0YwgJqZ7NKSqq/pydXR16ioqY1QEAAACc4FTQ8fLy0sCBA5WZmWlfIrqqqkqZmZlKSkqq0b9nz576/vvvHdqefPJJnTp1Si+++KLCwsIaX7lRWa2EGgAAAOAyORV0JCk5OVmJiYmKiopSdHS00tPTVVZWpokTJ0qSxo8fry5duigtLU3e3t7q06ePw/EdO3aUpBrtAAAAANBUnA46o0aN0smTJzV37lwVFBSof//+2rRpk32BgtzcXHl4NOujPwAAAABwSU4HHUlKSkqq9VY1Sdq2bdslj12xYkVjhgQAAACABmPqBQAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhtHN1AWiA7GzHzxaLZLW6phYAAACgFSDouDOLRfLxkcaNc2z38akOP4QdAAAAoFYEHXdmtVYHmqKi39qys6uDT1ERQQcAAACoA0HH3VmtBBoAAADASSxGAAAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBweI+OG8nOrr3dYuFVOgAAAIAzCDpuwGKRfHykceNq3+/jUx2CCDsAAABAwxB03IDVWh1kiopq7svOrg5ARUUEHQAAAKChCDpuwmolyAAAAABNhaDTWv3+gR4e4gEAAAAcEHRam9oe6OEhHgAAAMABQae1ufiBHh7iAQAAAGog6LRGPNADAAAAXFKjXhiakZGh8PBweXt7KyYmRrt27aqz77JlyzR48GBdddVVuuqqqxQXF3fJ/gAAAABwuZwOOmvWrFFycrJSU1O1Z88eRUZGKj4+XidOnKi1/7Zt2zR69Ght3bpVO3bsUFhYmIYNG6Zjx45ddvEAAAAAUBung86iRYs0efJkTZw4Ub1799bSpUvl4+Oj5cuX19r/3Xff1bRp09S/f3/17NlTr732mqqqqpSZmXnZxQMAAABAbZwKOhUVFcrKylJcXNxvJ/DwUFxcnHbs2NGgc5w5c0bnzp1TQEBAnX3Ky8tVWlrqsAEAAABAQzkVdIqKilRZWamgoCCH9qCgIBUUFDToHLNnz1ZoaKhDWLpYWlqa/P397VtYWJgzZQIAAABo4xq1GEFjPffcc1q9erXWrVsnb2/vOvulpKSopKTEvuXl5bVglQAAAABaO6eWl7ZYLPL09FRhYaFDe2FhoYKDgy957AsvvKDnnntOn376qfr163fJvmazWWaz2ZnSAAAAAMDOqRkdLy8vDRw40GEhgQsLC8TGxtZ53PPPP6+nn35amzZtUlRUVOOrBQAAAIAGcPqFocnJyUpMTFRUVJSio6OVnp6usrIyTZw4UZI0fvx4denSRWlpaZKkBQsWaO7cuVq5cqXCw8Ptz/JceeWVuvLKK5vwq7Rx2dmOny0WXioKAACANsvpoDNq1CidPHlSc+fOVUFBgfr3769NmzbZFyjIzc2Vh8dvE0V/+9vfVFFRoT/96U8O50lNTdVTTz11edWjOtD4+Ejjxjm2+/hUhx/CDgAAANogp4OOJCUlJSkpKanWfdu2bXP4fPTo0cYMgYayWqsDTVHRb23Z2dXBp6iIoAMAAIA2qVFBB27GaiXQAAAAAL/TostLAwAAAEBLIOgAAAAAMByCDgAAAADDIegAAAAAMBwWIzAy3q0DAACANoqg00pcnFkuqDW78G4dAAAAtHEEHTdXV2a5oNbswrt1AAAA0MYRdNxcbZnlgktmF96tAwAAgDaMoNMKkFkAAAAA57DqGgAAAADDIegAAAAAMBxuXWtrfr98G8tNAwAAwKAIOm1Fbcu3sdw0AAAADIqg01ZcvHwby00DAADAwAg6bQnLtwEAAKCNYDECAAAAAIbDjE5b9/vFCSQWKAAAAIAhEHTaqtoWJ5BYoAAAAACGQNAxgIsnZS645OTMxYsTXDgRCxQAAADAAAg6rVhdkzIX1Ds5w+IEAAAAMCiCTitW26TMBZc1OcNLRQEAANDKEXRauSadlOGlogAAADAIgg5+w0tFAQAAYBAEHTiqbYqIJagBAADQyhB0UDeWoAYAAEArRdAxuEYtPX0BS1ADAACglSLoGNRlLz19QV2rHbAyGwAAANwYQcegmm3p6bpWZvvgA6lzZ8d+hB8AAAC4CEHHwOpberpRt7VdnKBOnpTuvlu6/XbHfheHH4IPAAAAWhBBpw267NvaLk5QF08d1RZ+WMAAAAAALYig0wY15La2zz+XevWqub/WiZm6lqS++H08F5+UWR4AAAA0E4JOG1XXbW0Nme25+HGci4+3Wi8a4FLLVF/qZA4nBAAAABquUUEnIyNDf/3rX1VQUKDIyEgtWbJE0dHRdfZfu3at5syZo6NHj+q6667TggULNGLEiEYXjeZzqdmeuh7H+b3as4tVeu+gLCqSNeRcw09W9wkdEYYAAABwEaeDzpo1a5ScnKylS5cqJiZG6enpio+PV05OjgIDA2v0/+qrrzR69GilpaXpzjvv1MqVKzVy5Ejt2bNHffr0aZIvgaZ1qUUM6gpBUn3ZJUQ+PiG/ZZbOkt47KBUX113I//t/0iOPyHL7ZFmVV3e/hoShpkKoAgAAaBVMNpvN5swBMTExuuGGG/Tyyy9LkqqqqhQWFqaHHnpIjz32WI3+o0aNUllZmT7++GN724033qj+/ftr6dKltY5RXl6u8vJy++eSkhJZrVbl5eXJz8/PmXKb3L41Obr5wR767NUc9R/Vw6W1uKO8POnnn2u2FxVV37n266/On7ODuVLvPH1Ulo7na+4sLpbmPCmVn3X+xI1h9paefkbq2LFlxgOA1qJTp+r/MwiAYQUHV2+uVlpaqrCwMBUXF8vf37/ujjYnlJeX2zw9PW3r1q1zaB8/frztrrvuqvWYsLAw2+LFix3a5s6da+vXr1+d46SmptoksbGxsbGxsbGxsbGx1brl5eVdMrs4detaUVGRKisrFRQU5NAeFBSk/fv313pMQUFBrf0LCgrqHCclJUXJycn2z1VVVfrll1/UqVMnmUwmZ0qu14VE6A6zRXBPXCNoCK4T1IdrBPXhGkF9uEaq2Ww2nTp1SqGhoZfs55arrpnNZpnNZoe2js18q5Cfn1+bvmBQP64RNATXCerDNYL6cI2gPlwjuvQta//m4cwJLRaLPD09VVhY6NBeWFio4Dpu2AsODnaqPwAAAABcLqeCjpeXlwYOHKjMzEx7W1VVlTIzMxUbG1vrMbGxsQ79JWnz5s119gcAAACAy+X0rWvJyclKTExUVFSUoqOjlZ6errKyMk2cOFGSNH78eHXp0kVpaWmSpBkzZujmm2/WwoULdccdd2j16tXavXu3Xn311ab9Jo1kNpuVmppa41Y54AKuETQE1wnqwzWC+nCNoD5cI85xenlpSXr55ZftLwzt37+/XnrpJcXExEiShgwZovDwcK1YscLef+3atXryySftLwx9/vnneWEoAAAAgGbTqKADAAAAAO7MqWd0AAAAAKA1IOgAAAAAMByCDgAAAADDIegAAAAAMJw2H3QyMjIUHh4ub29vxcTEaNeuXa4uCW7iqaeekslkcth69uzp6rLgQtu3b1dCQoJCQ0NlMpm0fv16h/02m01z585VSEiIOnTooLi4OB04cMA1xcJl6rtOJkyYUOO35fbbb3dNsWhxaWlpuuGGG+Tr66vAwECNHDlSOTk5Dn3Onj2r6dOnq1OnTrryyit1zz331Hj5OoyrIdfIkCFDavyOTJkyxUUVu682HXTWrFmj5ORkpaamas+ePYqMjFR8fLxOnDjh6tLgJv7whz8oPz/fvn3xxReuLgkuVFZWpsjISGVkZNS6//nnn9dLL72kpUuXaufOnbriiisUHx+vs2fPtnClcKX6rhNJuv322x1+W1atWtWCFcKVPvvsM02fPl1ff/21Nm/erHPnzmnYsGEqKyuz95k5c6Y++ugjrV27Vp999pmOHz+uu+++24VVoyU15BqRpMmTJzv8jjz//PMuqtiN2dqw6Oho2/Tp0+2fKysrbaGhoba0tDQXVgV3kZqaaouMjHR1GXBTkmzr1q2zf66qqrIFBwfb/vrXv9rbiouLbWaz2bZq1SoXVAh3cPF1YrPZbImJibY//vGPLqkH7ufEiRM2SbbPPvvMZrNV/260b9/etnbtWnuf7OxsmyTbjh07XFUmXOjia8Rms9luvvlm24wZM1xXVCvRZmd0KioqlJWVpbi4OHubh4eH4uLitGPHDhdWBndy4MABhYaGqlu3bho7dqxyc3NdXRLc1JEjR1RQUODwm+Lv76+YmBh+U1DDtm3bFBgYqB49emjq1Kn6+eefXV0SXKSkpESSFBAQIEnKysrSuXPnHH5LevbsKavVym9JG3XxNXLBu+++K4vFoj59+iglJUVnzpxxRXlurZ2rC3CVoqIiVVZWKigoyKE9KChI+/fvd1FVcCcxMTFasWKFevToofz8fM2bN0+DBw/WDz/8IF9fX1eXBzdTUFAgSbX+plzYB0jVt63dfffdioiI0KFDh/T4449r+PDh2rFjhzw9PV1dHlpQVVWVHn74YQ0aNEh9+vSRVP1b4uXlpY4dOzr05bekbartGpGkMWPGqGvXrgoNDdV3332n2bNnKycnRx988IELq3U/bTboAPUZPny4/e9+/fopJiZGXbt21Xvvvaf777/fhZUBaM3+/Oc/2//u27ev+vXrp2uuuUbbtm3T0KFDXVgZWtr06dP1ww8/8Pwn6lTXNfLggw/a/+7bt69CQkI0dOhQHTp0SNdcc01Ll+m22uytaxaLRZ6enjVWMSksLFRwcLCLqoI769ixo7p3766DBw+6uhS4oQu/G/ymwFndunWTxWLht6WNSUpK0scff6ytW7fq6quvtrcHBweroqJCxcXFDv35LWl76rpGahMTEyNJ/I5cpM0GHS8vLw0cOFCZmZn2tqqqKmVmZio2NtaFlcFdnT59WocOHVJISIirS4EbioiIUHBwsMNvSmlpqXbu3MlvCi7pp59+0s8//8xvSxths9mUlJSkdevWacuWLYqIiHDYP3DgQLVv397htyQnJ0e5ubn8lrQR9V0jtdm3b58k8TtykTZ961pycrISExMVFRWl6Ohopaenq6ysTBMnTnR1aXADs2bNUkJCgrp27arjx48rNTVVnp6eGj16tKtLg4ucPn3a4f8tO3LkiPbt26eAgABZrVY9/PDDeuaZZ3TdddcpIiJCc+bMUWhoqEaOHOm6otHiLnWdBAQEaN68ebrnnnsUHBysQ4cO6dFHH9W1116r+Ph4F1aNljJ9+nStXLlSf//73+Xr62t/7sbf318dOnSQv7+/7r//fiUnJysgIEB+fn566KGHFBsbqxtvvNHF1aMl1HeNHDp0SCtXrtSIESPUqVMnfffdd5o5c6Zuuukm9evXz8XVuxlXL/vmakuWLLFZrVabl5eXLTo62vb111+7uiS4iVGjRtlCQkJsXl5eti5duthGjRplO3jwoKvLggtt3brVJqnGlpiYaLPZqpeYnjNnji0oKMhmNpttQ4cOteXk5Li2aLS4S10nZ86csQ0bNszWuXNnW/v27W1du3a1TZ482VZQUODqstFCars2JNneeOMNe59ff/3VNm3aNNtVV11l8/Hxsf3Xf/2XLT8/33VFo0XVd43k5ubabrrpJltAQIDNbDbbrr32WtsjjzxiKykpcW3hbshks9lsLRmsAAAAAKC5tdlndAAAAAAYF0EHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYzv8H74kJmcHqlpcAAAAASUVORK5CYII=", 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", 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", 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", 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", 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", 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lac6cOR2uEx8frx07dmjevHlatGiRnnvuOS1atEgffPCB7rjjDp04cUI/+MEPtHjx4i5vE5Ekk8mk3/3ud1q+fLkuuOACmUwmXXvttSouLva2uemmm/SXv/xFOTk5GjZsmG6//XZ95zvf8et3M3LkSP3v//6vfvzjH2vWrFmaNm2a1q5dq2uvvdav8/REiPv0gXddaG5ulslk0gsvvKAFCxZ49+fm5ur48eP6zW9+0+GYuXPn6sILL9TDDz/s3VdWVuadpzs09MydSvX19YqJiVFdXZ2io6O7Wy4ABL3qaik5Waqq8qzh0Nt2ADAYnThxQh9++KEmTZrU7qb1tuG9jY0DV4vJNPh72C+55BLFx8frmWeeCXQpPdbZ34TU/WzgV49OeHi4kpOTVVFR4Q06ra2tqqio6HTO7cbGxg5hJiwsTJI63NwEAAAAtLFYPKHD5Rq4a5rNgyvkNDY2qrS0VJmZmQoLC9Ovf/1rvfbaa9q+fXugSws4v4eu2Ww25ebmKiUlRampqSopKVFDQ4N37u6cnBxNmDBBRUVFkqT58+eruLhYs2bN8g5dW716tebPn+8NPAAAAIAvFsvgCh4DLSQkRK+++qrWrFmjEydOaMqUKfqf//mfdpOHDVV+B52srCwdO3ZMBQUFcjqdSkpK0rZt27w3LTkcjnY9OKtWrVJISIhWrVqlTz75RGPHjtX8+fO1Zs2avnsVAAAAwBA0YsQIvfbaa4EuIyj1aDKC/Pz8Toeq7dy5s/0Fhg1TYWGhCgsLe3IpAAAAAPCb3wuGAgAAAECwI+gAAAAgKLS2tga6BASJvvhb6Pd1dAAAAICuhIeHKzQ0VJ9++qnGjh2r8PDwMy54CWNyu91qbm7WsWPHFBoaqvDw8B6fi6ADAACAgAoNDdWkSZN05MgRffrpp4EuB0HAZDLJYrF0a83NzhB0AAAAEHDh4eGyWCz66quv1NLSEuhyEEBhYWEaNmxYr3v1CDoAAAAICiEhIRo+fLiGDx8e6FJgAExGAAAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAMIjY7ZLDEegqAAAIfgQdABgEzGbJZJKysyWrlbADAMCZEHQAYBCwWDy9OWVlUmOj5HIFuiIAAIIbQQcABgmLxdObAwAAzoygAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoAAAAADKdHQWfDhg1KTExUZGSk0tLStHfv3k7bzps3TyEhIR22K6+8ssdFAwAAAEBX/A465eXlstlsKiwsVHV1tWbOnKnMzEwdPXrUZ/sXX3xRR44c8W5vv/22wsLCdN111/W6eAAAAADwxe+gU1xcrCVLligvL0/Tpk1TaWmpTCaTNm3a5LP96NGjFR8f7922b98uk8lE0AEAAADQb/wKOs3NzaqqqlJGRsbXJwgNVUZGhiorK7t1jo0bN+r666/XWWed1WmbpqYm1dfXt9sAAAAAoLv8Cjoul0stLS2Ki4trtz8uLk5Op/OMx+/du1dvv/22fvjDH3bZrqioSDExMd4tISHBnzIBIOg5HFJ1tWS3B7oSAACMadhAXmzjxo2aPn26UlNTu2y3cuVK2Ww27+P6+nrCDgDDcDgkq1VqbPQ8NpkkszmwNQEAYDR+BR2z2aywsDDV1ta2219bW6v4+Pguj21oaNCWLVt07733nvE6ERERioiI8Kc0ABg0XC5PyCkr8wQes1myWAJdFQAAxuLX0LXw8HAlJyeroqLCu6+1tVUVFRVKT0/v8tjnn39eTU1Nys7O7lmlAGAwVqs0ezYhBwCA/uD30DWbzabc3FylpKQoNTVVJSUlamhoUF5eniQpJydHEyZMUFFRUbvjNm7cqAULFmjMmDF9UzkAAAAAdMLvoJOVlaVjx46poKBATqdTSUlJ2rZtm3eCAofDodDQ9h1FNTU1euONN/T73/++b6oGAAAAgC70aDKC/Px85efn+3xu586dHfZNmTJFbre7J5cCAAAAAL/5vWAoAAAAAAQ7gg4AAAAAwyHoAAAAADAcgg4AAAAAwyHoAAAAADAcgg4AAAAAwyHoAAAAADAcgg4AAAAAwyHoAAAAADAcgg4AAAAAwxkW6AIAAP6z2z0/zWbJYglsLQAABCOCDgAMImazZDJJ2dmexyaTJ/QQdgAAaI+hawAwiFgsnmBTVSWVlUmNjZLLFeiqAAAIPvToAMAgY7HQgwMAwJnQowMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAyHoAMAAADAcAg6AAAAAAynR0Fnw4YNSkxMVGRkpNLS0rR3794u2x8/fly33HKLxo0bp4iICJ1//vl69dVXe1QwAAAAAJzJMH8PKC8vl81mU2lpqdLS0lRSUqLMzEzV1NQoNja2Q/vm5mZdcsklio2N1QsvvKAJEyboo48+0qhRo/qifgAAAADowO+gU1xcrCVLligvL0+SVFpaqq1bt2rTpk1asWJFh/abNm3S559/rt27d2v48OGSpMTExN5VDQAAAABd8GvoWnNzs6qqqpSRkfH1CUJDlZGRocrKSp/H/Pa3v1V6erpuueUWxcXF6Zvf/KYeeOABtbS0dHqdpqYm1dfXt9sAwAgcDsluD3QVAAAYn189Oi6XSy0tLYqLi2u3Py4uTgcOHPB5zAcffKAdO3Zo0aJFevXVV3Xw4EEtW7ZMJ0+eVGFhoc9jioqKdM899/hTGgAEPYdDslqlxkbJZJLM5kBXBACAcfX7rGutra2KjY3VE088oeTkZGVlZemuu+5SaWlpp8esXLlSdXV13u3w4cP9XSYA9DuXyxNyyso8vToWS6ArAgDAuPzq0TGbzQoLC1NtbW27/bW1tYqPj/d5zLhx4zR8+HCFhYV591mtVjmdTjU3Nys8PLzDMREREYqIiPCnNAAYNKxWQg4AAP3Nrx6d8PBwJScnq6KiwruvtbVVFRUVSk9P93nMnDlzdPDgQbW2tnr3/e1vf9O4ceN8hhwAAAAA6C2/h67ZbDY9+eSTevrpp2W327V06VI1NDR4Z2HLycnRypUrve2XLl2qzz//XMuXL9ff/vY3bd26VQ888IBuueWWvnsVAAAAAHAKv6eXzsrK0rFjx1RQUCCn06mkpCRt27bNO0GBw+FQaOjX+SkhIUG/+93vdPvtt2vGjBmaMGGCli9frjvvvLPvXgUAAAAAnCLE7Xa7A13EmdTX1ysmJkZ1dXWKjo4OdDkA0CPV1VJyslRVJc2eHXznAwBgMOhuNuj3WdcAAAAAYKARdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdABgkLPbJYcj0FUAABBcCDoAMEiZzZLJJGVnS1YrYQcAgFMRdABgkLJYPL05ZWVSY6PkcgW6IgAAggdBBwAGMYvF05sDAADaI+gAAAAAMByCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMJweBZ0NGzYoMTFRkZGRSktL0969ezttu3nzZoWEhLTbIiMje1wwAAAAAJyJ30GnvLxcNptNhYWFqq6u1syZM5WZmamjR492ekx0dLSOHDni3T766KNeFQ0AAAAAXfE76BQXF2vJkiXKy8vTtGnTVFpaKpPJpE2bNnV6TEhIiOLj471bXFxcr4oGAAAAgK74FXSam5tVVVWljIyMr08QGqqMjAxVVlZ2etyXX36piRMnKiEhQd/73vf0zjvvdHmdpqYm1dfXt9sAAAAAoLv8Cjoul0stLS0demTi4uLkdDp9HjNlyhRt2rRJv/nNb1RWVqbW1lZ961vf0scff9zpdYqKihQTE+PdEhIS/CkTAAAAwBDX77OupaenKycnR0lJSbrooov04osvauzYsfrP//zPTo9ZuXKl6urqvNvhw4f7u0wAAAAABjLMn8Zms1lhYWGqra1tt7+2tlbx8fHdOsfw4cM1a9YsHTx4sNM2ERERioiI8Kc0AAAAAPDyq0cnPDxcycnJqqio8O5rbW1VRUWF0tPTu3WOlpYWvfXWWxo3bpx/lQIAAABAN/nVoyNJNptNubm5SklJUWpqqkpKStTQ0KC8vDxJUk5OjiZMmKCioiJJ0r333qsLL7xQ5557ro4fP66HH35YH330kX74wx/27SsBAAAAgH/yO+hkZWXp2LFjKigokNPpVFJSkrZt2+adoMDhcCg09OuOor///e9asmSJnE6nzj77bCUnJ2v37t2aNm1a370KAAhiDofkckl2e6ArAQBg6Ahxu93uQBdxJvX19YqJiVFdXZ2io6MDXQ4AdJvDIVmtUmOj57HJ5Ak8FkvfXaO6WkpOlqqqpNmz++68AAAEo+5mA797dAAA3edyeUJOWZkn8JjNfRtyAACAbwQdABgAViu9LQAADKR+X0cHAAAAAAYaQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABjOsEAXAADoG3a756fZLFksga0FAIBAI+gAQKA4HJLL5fs5P9KK2SyZTFJ2tuexyeQJPYQdAMBQRtABgEBwOCSrVWps9P28H2nFYvE0dbk8P7OzPf8m6AAAhjKCDgAEgsvlCTllZZ7Ac6oepBWLhWADAMCpCDoAEEhWqzR7dqCrAADAcJh1DQAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGE6Pgs6GDRuUmJioyMhIpaWlae/evd06bsuWLQoJCdGCBQt6clkAGHyOHPH8tNul6uqvN7s9sHUBAGBww/w9oLy8XDabTaWlpUpLS1NJSYkyMzNVU1Oj2NjYTo87dOiQ7rjjDs2dO7dXBQPAoOFwSN9fKOmPUvYiSW+2f95kkszmQFQGAIDh+R10iouLtWTJEuXl5UmSSktLtXXrVm3atEkrVqzweUxLS4sWLVqke+65R7t27dLx48d7VTQADAoul3TiH55/lz0rWf/R/nmzWbJYOj++s16fMx0HAAD8CzrNzc2qqqrSypUrvftCQ0OVkZGhysrKTo+79957FRsbq5tvvlm7du0643WamprU1NTkfVxfX+9PmQAQfKxWaXY325rNnt6e7Gzfz5tMnhBE2AEAoFN+BR2Xy6WWlhbFxcW12x8XF6cDBw74POaNN97Qxo0btX///m5fp6ioSPfcc48/pQGAcVgsniDjcnV8zm73BCCXi6ADAEAX/B665o8vvvhCN954o5588kmZ/RiHvnLlStlsNu/j+vp6JSQk9EeJABCcLBaCDAAAveBX0DGbzQoLC1NtbW27/bW1tYqPj+/Q/v3339ehQ4c0f/58777W1lbPhYcNU01Njc4555wOx0VERCgiIsKf0gAAAADAy6/ppcPDw5WcnKyKigrvvtbWVlVUVCg9Pb1D+6lTp+qtt97S/v37vdvVV1+t73znO9q/fz+9NAAAAAD6hd9D12w2m3Jzc5WSkqLU1FSVlJSooaHBOwtbTk6OJkyYoKKiIkVGRuqb3/xmu+NHjRolSR32AwAAAEBf8TvoZGVl6dixYyooKJDT6VRSUpK2bdvmnaDA4XAoNLRH65ACAAAAQJ/o0WQE+fn5ys/P9/nczp07uzx28+bNPbkkAAAAAHQbXS8AAAAADIegAwAAAMBwCDoAAAAADIegAwAAAMBwCDoA0E8cR4bLLmugywAAYEjq0axrAICuORyS9fvT1KhnZYpskdkcFuiSAAAYUujRAYB+4HJJjSfCVKZFsr/wriyWQFcEAMDQQtABgH5klV2WcScDXQYAAEMOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AAAAABgOQQcAAACA4RB0AMCA7HbJ4Qh0FQAABA5BBwAMxGyWTCYpO1uyWgk7AIChi6ADAAZisXh6c8rKpMZGyeUKdEUAAATGsEAXAADoAbvd936zWRaLRVbrwJYDAECwIegAwGBy6tg0X0ymf4Ygy4CWBQBAsCHoAMBg0jY2zdeYNLvdE4BcLhF0AABDHUEHAAYbi8WzAQCATjEZAQAAAADDIegAAAAAMByGrgFAbzkcHe+ZsY+QxNRnAAAECkEHAHrD4fCszNnYeNoTsyRVS5EjPDOlAQCAAdWjoWsbNmxQYmKiIiMjlZaWpr1793ba9sUXX1RKSopGjRqls846S0lJSXrmmWd6XDAABBWXyxNyysqkqqqvt7JnPc+/8AITBwAAEAB+9+iUl5fLZrOptLRUaWlpKikpUWZmpmpqahQbG9uh/ejRo3XXXXdp6tSpCg8P1yuvvKK8vDzFxsYqMzOzT14EAASc1SrNnt1x/7hxA18LAADwv0enuLhYS5YsUV5enqZNm6bS0lKZTCZt2rTJZ/t58+bpX//1X2W1WnXOOedo+fLlmjFjht54441eFw8AAAAAvvgVdJqbm1VVVaWMjIyvTxAaqoyMDFVWVp7xeLfbrYqKCtXU1Ojb3/52p+2amppUX1/fbgMAAACA7vIr6LhcLrW0tCguLq7d/ri4ODmdzk6Pq6ur08iRIxUeHq4rr7xS69ev1yWXXNJp+6KiIsXExHi3hIQEf8oEAAAAMMQNyDo6UVFR2r9/v/bt26c1a9bIZrNp586dnbZfuXKl6urqvNvhw4cHokwAAAAABuHXZARms1lhYWGqra1tt7+2tlbx8fGdHhcaGqpzzz1XkpSUlCS73a6ioiLNmzfPZ/uIiAhFRET4UxoAAAAAePnVoxMeHq7k5GRVVFR497W2tqqiokLp6endPk9ra6uampr8uTQAAAAAdJvf00vbbDbl5uYqJSVFqampKikpUUNDg/Ly8iRJOTk5mjBhgoqKiiR57rdJSUnROeeco6amJr366qt65pln9Pjjj/ftKwEAAACAf/I76GRlZenYsWMqKCiQ0+lUUlKStm3b5p2gwOFwKDT0646ihoYGLVu2TB9//LFGjBihqVOnqqysTFlZWX33KgAAAADgFH4HHUnKz89Xfn6+z+dOn2Tg/vvv1/3339+TywAAAABAjwzIrGsAAAAAMJAIOgAAAAAMh6ADAAAAwHAIOgAAAAAMh6ADAAAAwHB6NOsaAMA3h0NyuSS7PdCVAAAwtBF0AKCPOByS1So1Nnoem0yS2RzYmgAAGKoIOgDQR1wuT8gpK/MEHrNZslgCXRUAAEMTQQcA+pjVKs2eHegqAAAY2piMAAAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA4LhgKAgdntnp9ms2SxBLYWAAAGEkEHAIzGbpd51HCZIqcpOztMkmSKbJF9h1OW9AkBLg4AgIHB0DUAMAqzWTKZpOxsWa6aIfuJSarSbJVpkRpPhMn13R9IDkegqwQAYEDQowMARmGxeMaquVyeh//cZB8hZUs68Q/Pc4xhAwAMAQQdADASi4UgAwCAGLoGAAAAwIAIOgAAAAAMh6ADAAAAwHAIOgAAAAAMh6ADAAAAwHAIOgAAAAAMh6ADAAAAwHAIOgAAAAAMhwVDAaA7HA7J5eq4324f+FoAAMAZEXQA4EwcDslqlRobfT9vMklms+QjBwEAgMDo0dC1DRs2KDExUZGRkUpLS9PevXs7bfvkk09q7ty5Ovvss3X22WcrIyOjy/YAEHRcLk/IKSuTqqo6bna7ZLEEukoAAHAKv4NOeXm5bDabCgsLVV1drZkzZyozM1NHjx712X7nzp1auHChXn/9dVVWViohIUGXXnqpPvnkk14XDwADymqVZs/uuBFyAAAIOn4HneLiYi1ZskR5eXmaNm2aSktLZTKZtGnTJp/tn332WS1btkxJSUmaOnWqnnrqKbW2tqqioqLXxQMAAACAL34FnebmZlVVVSkjI+PrE4SGKiMjQ5WVld06R2Njo06ePKnRo0d32qapqUn19fXtNgAAAADoLr+CjsvlUktLi+Li4trtj4uLk9Pp7NY57rzzTo0fP75dWDpdUVGRYmJivFtCQoI/ZQIAAAAY4gZ0HZ0HH3xQW7Zs0UsvvaTIyMhO261cuVJ1dXXe7fDhwwNYJQAAAIDBzq/ppc1ms8LCwlRbW9tuf21treLj47s89pFHHtGDDz6o1157TTNmzOiybUREhCIiIvwpDQACyuFgSR0AAIKJXz064eHhSk5ObjeRQNvEAunp6Z0e99BDD+m+++7Ttm3blJKS0vNqASAItS2zk5399ZI6AAAgsPxeMNRmsyk3N1cpKSlKTU1VSUmJGhoalJeXJ0nKycnRhAkTVFRUJElau3atCgoK9NxzzykxMdF7L8/IkSM1cuTIPnwpABAYpy6zM3cus00DABAM/A46WVlZOnbsmAoKCuR0OpWUlKRt27Z5JyhwOBwKDf26o+jxxx9Xc3Ozvv/977c7T2Fhoe6+++7eVQ8AQcRqJeQAABAs/A46kpSfn6/8/Hyfz+3cubPd40OHDvXkEgAAAADQYwM66xoAAAAADASCDgAAAADDIegAAAAAMByCDgAAAADDIegAAAAAMJwezboGABh87LLKvOsj+ZwB22xmbmwAgKEQdADA4MxmyTSiVdn/eFam2xpkl1UWHW7fyGSS7HbCDgDAMBi6BgAGZ7FI9gOhKitxqVFnyVX2O6mq6uutrExqbJRcrkCXCgBAn6FHBwCGAItFss41ex5YrdLswNYDAEB/o0cHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEQdAAAAAAYDkEHAAAAgOEMC3QBABA0HA7J5eq4324f+FoAAECvEHQAQPKEHKtVamz0/bzJJJnNA1vTQOss0JnNksUysLUAANBLBB0AkDw9OY2NUlmZJ/CczseX/bYOoEHf4WM2e4Jcdrbv500mz4sk7AAABhGCDgCcymqVZs8+Y7PTO4AGdYePxeIJMp0N28vO9jxH0AEADCIEHQDogdM7gAb96C6LZZC/AAAA2iPoAEAvdLMDCAAADDCmlwYAAABgOAQdAAAAAIbD0DUAGGLaZokb9PcVAQDQBYIOAAwRp88izazRAAAj69HQtQ0bNigxMVGRkZFKS0vT3r17O237zjvv6Nprr1ViYqJCQkJUUlLS01oBAL3QNot0VZVntrjGRt8zSgMAYAR+B53y8nLZbDYVFhaqurpaM2fOVGZmpo4ePeqzfWNjoyZPnqwHH3xQ8fHxvS4YANBzFotnljhfa6ICAGAkfged4uJiLVmyRHl5eZo2bZpKS0tlMpm0adMmn+0vuOACPfzww7r++usVERHRrWs0NTWpvr6+3QYAAAAA3eVX0GlublZVVZUyMjK+PkFoqDIyMlRZWdlnRRUVFSkmJsa7JSQk9Nm5AQAAABifX5MRuFwutbS0KC4urt3+uLg4HThwoM+KWrlypWw2m/dxfX09YQcAAqltqrbTMXUbACBIBeWsaxEREd0e5gYA6EenT9V2OqZuAwAEKb+CjtlsVlhYmGpra9vtr62tZaIBADCitqnafE3PZrd7ApDLRdABAAQdv4JOeHi4kpOTVVFRoQULFkiSWltbVVFRofz8/P6oDwAQaBYLQQYAMOj4PXTNZrMpNzdXKSkpSk1NVUlJiRoaGpSXlydJysnJ0YQJE1RUVCTJM4HBu+++6/33J598ov3792vkyJE699xz+/ClAAAAAICH30EnKytLx44dU0FBgZxOp5KSkrRt2zbvBAUOh0OhoV9P5vbpp59q1qxZ3sePPPKIHnnkEV100UXauXNn718BAAAAAJymR5MR5OfndzpU7fTwkpiYKLfb3ZPLAEDfcjh832sidT6rGAAAGJSCctY1AOhzDodktUqNjZ23MZk8s4wBAIBBj6ADYGhwuTwhp6zME3h86eaaMA4HHUAAAAQ7gg6AocVqlWbP7vHhp3YM0QH0TywmCgAIQgQdAPDDqR1Dc+cO8e/xLCYKAAhiBB0A6AGrle/vLCYKAAhmBB0AGMLs9l6OMGMxUQBAkAo9cxMAgNGcOurMavXcewQAgJEQdABgCGobdVZW5rnnqLPlhQAAGKwIOgAwRFksnc+0DQDAYMc9OgCA/sPU0wCAACHoAAD6HlNPAwACjKADAOh7TD0NAAgwgg4AoH8w9TQAIIAIOgDQDQ6HpwOis1tOAABAcCHoADCWtkRyul4kFIfDMztZY6PnscnkuQUFvcREBQCAfkTQAWAcpyeS0/UwobhcnlOWlXlOz/fwXmKiAgDAACDoADCO0xPJ6XqZUKxWafbsXtQXxNo6VwYkxDFRAQBgABB0ABiPkRNJHzu9c2XAOlOYqAAA0M8IOgAwhJ3auRJUnSncvwMA6CWCDgAMcUHVucL9OwCAPkLQAQAED+7fAQD0EYIOACC4nKmLiWFtAIBuIOgAQBccDhYJDRoMawMA+IGgA2Dw6YdFQTu7TNuyPENpkVC7PUg7R7ozrG3Xrn6ZWhwAMPgQdAAMLv20KKgvpy7LM3eu8b8nn9phErSdI50Na6O3BwBwGoIOgMGlnxcF9cVqHRrfj9s6THbtGoT3/NPbAwA4DUEHQHA60/A0FgXtFxaL7ywwKNDbAwA4BUEHQPAZwOFpnV2+bQFNGAC9PQAwJBF0AASfAAxPa3N6xhpKkxCcri3oGeK7Pr09ADDkEHQABE4QDk87PWMZ4ku+n07/7m/o7/r09gCAYRF0AARGgIendVYStwC1/+7f9l1/UE1M4K/e9Pa8+KI0dqzvYw37CwOAwYGgA6B/ddVrE6Dhab7KO3ZMuuaaobdmTmdO/+4ftGvr9Keuenva/mAuu8z3sV2FIGkI/jIBYOCFuN1ut78HbdiwQQ8//LCcTqdmzpyp9evXKzU1tdP2zz//vFavXq1Dhw7pvPPO09q1a3XFFVd0+3r19fWKiYlRXV2doqOj/S0XQF/oLLB05dT04EuAx0T5uh/nxReHznTS3XH6oqlt3935nq7OPxNn+ruXzhyEOsMvHgC6nQ387tEpLy+XzWZTaWmp0tLSVFJSoszMTNXU1Cg2NrZD+927d2vhwoUqKirSVVddpeeee04LFixQdXW1vvnNb/p7eQC91R+BpSsmk7RtW0CH93S3U4nvkB21dWrY7e07MAiF6nzIm9R5T5B05t6grvQ0IPUUHwoAg5jfPTppaWm64IIL9Mtf/lKS1NraqoSEBN16661asWJFh/ZZWVlqaGjQK6+84t134YUXKikpSaWlpT6v0dTUpKamJu/juro6WSwWHT58ODh6dJxOz4ZBw+kaJudnwwNdRuAdPy6tXiU1nfD/2IhI6b77pVGj/DtuVIwUF+//9fqIy+W5xeIf//D9/IgR0r59UkLCwNY1GB0+LH32Wfvf6YgRnqAYDEP94uM926DQ9sv0x5n+mPtDML3BAAIriP5Htr6+XgkJCTp+/LhiYmI6b+j2Q1NTkzssLMz90ksvtdufk5Pjvvrqq30ek5CQ4F63bl27fQUFBe4ZM2Z0ep3CwkK3JDY2NjY2NjY2NjY2Np/b4cOHu8wufg1dc7lcamlpUVxcXLv9cXFxOnDggM9jnE6nz/bOLnpEVq5cKZvN5n3c2tqqzz//XGPGjFFISIg/JQ9ZbUk3aHrB0Od4j42P93ho4H02Pt5j4+M9Hlhut1tffPGFxo8f32W7oJx1LSIiQhEREe32jfJ3uAwkSdHR0XzgDI732Ph4j4cG3mfj4z02Pt7jgdPlkLV/CvXnhGazWWFhYaqtrW23v7a2VvGdjNmLj4/3qz0AAAAA9JZfQSc8PFzJycmqqKjw7mttbVVFRYXS09N9HpOent6uvSRt37690/YAAAAA0Ft+D12z2WzKzc1VSkqKUlNTVVJSooaGBuXl5UmScnJyNGHCBBUVFUmSli9frosuukiPPvqorrzySm3ZskV//vOf9cQTT/TtK0E7ERERKiws7DAEEMbBe2x8vMdDA++z8fEeGx/vcXDq0YKhv/zlL70LhiYlJemxxx5TWlqaJGnevHlKTEzU5s2bve2ff/55rVq1yrtg6EMPPeTXgqEAAAAA4I8eBR0AAAAACGZ+3aMDAAAAAIMBQQcAAACA4RB0AAAAABgOQQcAAACA4RB0DGjNmjX61re+JZPJpFGjRvls43A4dOWVV8pkMik2NlY//elP9dVXXw1soegziYmJCgkJabc9+OCDgS4LvbRhwwYlJiYqMjJSaWlp2rt3b6BLQh+5++67O3xmp06dGuiy0Et/+MMfNH/+fI0fP14hISF6+eWX2z3vdrtVUFCgcePGacSIEcrIyNB7770XmGLRI2d6jxcvXtzhs33ZZZcFplgQdIyoublZ1113nZYuXerz+ZaWFl155ZVqbm7W7t279fTTT2vz5s0qKCgY4ErRl+69914dOXLEu916662BLgm9UF5eLpvNpsLCQlVXV2vmzJnKzMzU0aNHA10a+sg3vvGNdp/ZN954I9AloZcaGho0c+ZMbdiwwefzDz30kB577DGVlpZqz549Ouuss5SZmakTJ04McKXoqTO9x5J02WWXtfts//rXvx7ACnEqvxcMRfC75557JKndWkan+v3vf693331Xr732muLi4pSUlKT77rtPd955p+6++26Fh4cPYLXoK1FRUYqPjw90GegjxcXFWrJkiXcx5tLSUm3dulWbNm3SihUrAlwd+sKwYcP4zBrM5Zdfrssvv9znc263WyUlJVq1apW+973vSZJ+9atfKS4uTi+//LKuv/76gSwVPdTVe9wmIiKCz3aQoEdnCKqsrNT06dMVFxfn3ZeZman6+nq98847AawMvfHggw9qzJgxmjVrlh5++GGGIg5izc3NqqqqUkZGhndfaGioMjIyVFlZGcDK0Jfee+89jR8/XpMnT9aiRYvkcDgCXRL60Ycffiin09nucx0TE6O0tDQ+1wazc+dOxcbGasqUKVq6dKk+++yzQJc0ZNGjMwQ5nc52IUeS97HT6QxESeilf//3f9fs2bM1evRo7d69WytXrtSRI0dUXFwc6NLQAy6XSy0tLT4/pwcOHAhQVehLaWlp2rx5s6ZMmaIjR47onnvu0dy5c/X2228rKioq0OWhH7T999XX55r/9hrHZZddpmuuuUaTJk3S+++/r5///Oe6/PLLVVlZqbCwsECXN+QQdAaJFStWaO3atV22sdvt3MxqIP685zabzbtvxowZCg8P17/927+pqKhIERER/V0qAD+dOvRlxowZSktL08SJE/Xf//3fuvnmmwNYGYDeOHUI4vTp0zVjxgydc8452rlzpy6++OIAVjY0EXQGiZ/85CdavHhxl20mT57crXPFx8d3mL2ptrbW+xyCQ2/e87S0NH311Vc6dOiQpkyZ0g/VoT+ZzWaFhYV5P5dtamtr+Ywa1KhRo3T++efr4MGDgS4F/aTts1tbW6tx48Z599fW1iopKSlAVaG/TZ48WWazWQcPHiToBABBZ5AYO3asxo4d2yfnSk9P15o1a3T06FHFxsZKkrZv367o6GhNmzatT66B3uvNe75//36FhoZ6318MLuHh4UpOTlZFRYUWLFggSWptbVVFRYXy8/MDWxz6xZdffqn3339fN954Y6BLQT+ZNGmS4uPjVVFR4Q029fX12rNnT6ezpGLw+/jjj/XZZ5+1C7cYOAQdA3I4HPr888/lcDjU0tKi/fv3S5LOPfdcjRw5UpdeeqmmTZumG2+8UQ899JCcTqdWrVqlW265hWFOg1BlZaX27Nmj73znO4qKilJlZaVuv/12ZWdn6+yzzw50eeghm82m3NxcpaSkKDU1VSUlJWpoaPDOwobB7Y477tD8+fM1ceJEffrppyosLFRYWJgWLlwY6NLQC19++WW7XrkPP/xQ+/fv1+jRo2WxWHTbbbfp/vvv13nnnadJkyZp9erVGj9+vPf/0EDw6+o9Hj16tO655x5de+21io+P1/vvv6+f/exnOvfcc5WZmRnAqocwNwwnNzfXLanD9vrrr3vbHDp0yH355Ze7R4wY4Tabze6f/OQn7pMnTwauaPRYVVWVOy0tzR0TE+OOjIx0W61W9wMPPOA+ceJEoEtDL61fv95tsVjc4eHh7tTUVPef/vSnQJeEPpKVleUeN26cOzw83D1hwgR3VlaW++DBg4EuC730+uuv+/zvb25urtvtdrtbW1vdq1evdsfFxbkjIiLcF198sbumpiawRcMvXb3HjY2N7ksvvdQ9duxY9/Dhw90TJ050L1myxO10OgNd9pAV4na73QHIVwAAAADQb1hHBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDhEHQAAAAAGA5BBwAAAIDh/H8Ra8kVmg5xvwAAAABJRU5ErkJggg==", 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", 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", 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", 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3vpMHHnggc+bMKfVoJdeuaJk4cWI+8pGP5Nhjj33baFm/fn3Wr1/fdH/VqlXt2SUAADu4qqodLyQ6U1lZWX784x/n8ssvz7p16zJy5Mj853/+Z4499thSj1ZybY6WWbNmZcGCBVv1TQZJcuWVV+arX/1qmwcDAICupE+fPnnggQdKPUYhtenbw5YtW5ZJkybl7rvv3ux8tC2ZOnVqampqmm7Lli1r16AAAEDX1KYjLfPnz8/y5ctz6Ear1Wtra/Poo4/mpptuyvr169O9e/dmzykvL095efn2mRYAAOhy2hQtxxxzTJ555plmj5155pnZd999c9FFF20WLAAAdE1FuIo6xbA9/i60KVoqKytzwAEHNHusb9++GTBgwGaPAwDQ9fTq1SvdunXLSy+9lN133z29evV624sjsnOqr6/PG2+8kddeey3dunVLr1692v1a23RxSQAA2Fi3bt0yYsSIvPzyy3nppZdKPQ4FUFFRkaqqqnTr1qbl9M1sc7Q8/PDD2/oSAADsRHr16pWqqqq8+eabqa2tLfU4lFD37t3To0ePbT7a5kgLAADbXVlZWXr27JmePXuWehR2Au0/RgMAANAJRAsAAFBoogUAACg00QIAABSaaAEAAApNtAAAAIUmWgAAgEITLQAAQKGJFgAAoNBECwAAUGiiBQAAKDTRAgAAFJpoAQAACk20AAAAhSZaAACAQhMtAABAoYkWAACg0EQLAABQaKIFAAAoNNECAAAUmmgBAAAKTbQAAACFJloAAIBCEy0AAEChiRYAAKDQRAsAAFBoogUAACg00QIAABSaaAEAAApNtAAAAIUmWgAAgEITLQAAQKGJFgAAoNBECwAAUGiiBQAAKDTRAgAAFJpoAQAACk20AAAAhSZaAACAQhMtAABAoYkWAACg0EQLAABQaKIFAAAoNNECAAAUmmgBAAAKTbQAAACFJloAAIBCEy0AAEChiRYAAKDQRAsAAFBoogUAACg00QIAABSaaAEAAApNtAAAAIUmWgAAgEITLQAAQKGJFgAAoNBECwAAUGiiBQAAKDTRAgAAFJpoAQAACk20AAAAhSZaAACAQhMtAABAoYkWAACg0EQLAABQaKIFAAAoNNECAAAUmmgBAAAKTbQAAACFJloAAIBCEy0AAEChiRYAAKDQ2hQtM2fOzIEHHph+/fqlX79+OfLII/OTn/yko2YDAABoW7TsscceueqqqzJ//vw89dRTef/735+PfvSj+fWvf91R8wEAAF1cj7ZsfOKJJza7f/nll2fmzJl5/PHHs//++7f4nPXr12f9+vVN91etWtWOMQEAgK6q3WtaamtrM2vWrKxZsyZHHnnkFre78sor079//6bb8OHD27tLAACgC2pztDzzzDPZZZddUl5ens9//vOZPXt29ttvvy1uP3Xq1NTU1DTdli1btk0DAwAAXUubTg9LkpEjR2bRokWpqanJd7/73UyYMCGPPPLIFsOlvLw85eXl2zwoAADQNbU5Wnr16pW//uu/TpIcdthhmTdvXm644YZ84xvf2O7DAQAAbPN1Wurq6pottAcAANie2nSkZerUqTn++ONTVVWV119/Pffcc08efvjh/OxnP+uo+QAAgC6uTdGyfPnynH766Xn55ZfTv3//HHjggfnZz36WD3zgAx01HwAA0MW1KVpuv/32jpoDAACgRdu8pgUAAKAjiRYAAKDQRAsAAFBoogUAACg00QIAABSaaAEAAApNtAAAAIUmWgAAgEITLQAAQKGJFgAAoNBECwAAUGiiBQAAKDTRAgAAFJpoAQAACk20AAAAhSZaAACAQhMtAABAoYkWAACg0EQLAABQaKIFAAAoNNECAAAUmmgBAAAKTbQAAACFJloAAIBCEy0AAEChiRYAAKDQRAsAAFBoogUAACg00QIAABSaaAEAAApNtAAAAIUmWgAAgEITLQAAQKGJFgAAoNBECwAAUGiiBQAAKDTRAgAAFJpoAQAACk20AAAAhSZaAACAQhMtAABAoYkWAACg0EQLAABQaKIFAAAoNNECAAAUmmgBAAAKTbQAAACFJloAAIBCEy0AAEChiRYAAKDQRAsAAFBoogUAACg00QIAABSaaAEAAApNtAAAAIUmWgAAgEITLQAAQKH1KPUAhfDii0n2TKqrk/z5rccHDkyqqko1FQAAkK4eLS+/nGRoMv2yJN9MThufZOFbP6+oaAgZ4QIAACXTtU8PW7my4c/P/H3Dn3fdncyf33C7665k7dpkxYqSjQcAAHT1Iy2Nhg5t+HPUqOTQ0o4CAAA017WPtAAAAIUnWgAAgEITLQAAQKGJFgAAoNBECwAAUGiiBQAAKDTRAgAAFJpoAQAACk20AAAAhSZaAACAQhMtAABAoYkWAACg0NoULVdeeWUOP/zwVFZWZtCgQTn55JOzePHijpoNAACgbdHyyCOPZOLEiXn88cczZ86cbNiwIR/84AezZs2ajpoPAADo4nq0ZeOf/vSnze7fcccdGTRoUObPn5/3vOc923UwAACApI3RsqmampokyW677bbFbdavX5/169c33V+1atW27BIAAOhi2r0Qv66uLpMnT864ceNywAEHbHG7K6+8Mv3792+6DR8+vL27BAAAuqB2R8vEiRPz7LPPZtasWa1uN3Xq1NTU1DTdli1b1t5dAgAAXVC7Tg8799xzc//99+fRRx/NHnvs0eq25eXlKS8vb9dwAAAAbYqW+vr6nHfeeZk9e3YefvjhjBgxoqPmAgAASNLGaJk4cWLuueeefP/7309lZWVeeeWVJEn//v3Tp0+fDhkQAADo2tq0pmXmzJmpqanJ0UcfnaFDhzbd7r333o6aDwAA6OLafHoYAABAZ2r3t4cBAAB0BtECAAAUmmgBAAAKTbQAAACFJloAAIBCEy0AAEChiRYAAKDQRAsAAFBoogUAACg00QIAABSaaAEAAApNtAAAAIUmWgAAgEITLQAAQKGJFgAAoNBECwAAUGiiBQAAKDTRAgAAFJpoAQAACk20AAAAhSZaAACAQhMtAABAoYkWAACg0EQLAABQaKIFAAAoNNECAAAUmmgBAAAKTbQAAACFJloAAIBCEy0AAEChiRYAAKDQRAsAAFBoogUAACg00QIAABSaaAEAAApNtAAAAIUmWgAAgEITLQAAQKGJFgAAoNBECwAAUGiiBQAAKDTRAgAAFJpoAQAACk20AAAAhSZaAACAQhMtAABAoYkWAACg0EQLAABQaKIFAAAoNNECAAAUmmgBAAAKTbQAAACFJloAAIBCEy0AAEChiRYAAKDQRAsAAFBoogUAACg00QIAABSaaAEAAApNtAAAAIUmWgAAgEITLQAAQKGJFgAAoNBECwAAUGiiBQAAKDTRAgAAFJpoAQAACk20AAAAhSZaAACAQhMtAABAoYkWAACg0EQLAABQaKIFAAAotDZHy6OPPpoTTzwxw4YNS1lZWe67774OGAsAAKBBm6NlzZo1Oeigg3LzzTd3xDwAAADN9GjrE44//vgcf/zxHTELAADAZtocLW21fv36rF+/vun+qlWrOnqXAADATqTDF+JfeeWV6d+/f9Nt+PDhHb1LAABgJ9Lh0TJ16tTU1NQ03ZYtW9bRuwQAAHYiHX56WHl5ecrLyzt6NwAAwE7KdVoAAIBCa/ORltWrV+d3v/td0/0lS5Zk0aJF2W233VJVVbVdhwMAAGhztDz11FN53/ve13R/ypQpSZIJEybkjjvu2G6DAQAAJO2IlqOPPjr19fUdMQsAAMBmrGkBAAAKTbQAAACFJloAAIBCEy0AAEChiRYAAKDQRAsAAFBoogUAACg00QIAABSaaAEAAApNtAAAAIUmWgAAgEITLQAAQKGJFgAAoNBECwAAUGiiBQAAKDTRAgAAFJpoAQAACk20AAAAhSZaAACAQhMtAABAoYkWAACg0EQLAABQaKIFAAAoNNECAAAUmmgBAAAKTbQAAACFJloAAIBCEy0AAEChiRYAAKDQRAsAAFBoogUAACg00QIAABSaaAEAAApNtAAAAIUmWgAAgEITLQAAQKGJFgAAoNBECwAAUGiiBQAAKLQepR6A5pYuTVasSAYOTKqqSj0NAACUnmgpgZbCZOnSpLo6OeWUZO3apKIi+d73kt133/LrtBQ2ja/dGkEEAMCORLR0sqVLk1GjmodJ0jxW7ror+dznkg99qPXX2jRsXnvtrddpy/MaiRkAAIpItHSCjY9+VFc3RMX11ydf/OJbYVJRkfz0pw1BU1WVHHVU60dMGgNl07BpfJ0tHaHZ0vMan1td3TxcnK4GAECpiZbtbNPTs1o6+lFRkfy//9dwa9x20yioqnr7SKiu3jxstiYuWnpedXVy2mnJY481hNPAgQ2Pb3xUSNAAAFAKomU72XRNysY2Pfqx8Yf8bfmwvzVhs7XPGziwYc7TTntr5iuuaPhdLrkkmT79raBJmsdYS0EDAADbi2jZDjZdp7Lp6Vk7wpGIqqq3jsA0BsnkyQ2/z3HHJdde+1bQNKqoaDjNbfLk5kGzI/y+AADsOERLO2x6CljjOpW77mpYi7KjfmDf+AhMY8A0BsiWTkVLGtbmbBw0jrwAALA9iZY22vioysYqKnbsYNnUpqeQtXYq2sZBs+namEaOvgAA0F6ipQ2WLm34MN54VMWH8gYbB82ma2MaNX7NcuO3owEAwNYSLVuhpQs/7kxHVbanlk4l2/hrllu6RkxXDj4AAN6eaGnF0gxP9X9X5pSLmi+yd7SgdS2dSlZd/Vb4tXRtGWtgAADYEtGyBUtf7plRqc7a8/oWI1Y2Xf2/PbR2iKO1/bXj0EhjyGx6FKalNTCOvAAAsDHRsonGz+rVC3fJ2vTNXZctyVGnj+icD9FbCoWWrlC5PbR0rtbW7G9Lz0vetjg2PQrT0hoYR14AANiYaNnI0qUNa1UaPquPSEXW5KhDVm/fD8/tDZOWLgCzLTZeaNKW/W3N87YUNC2oSlL97z2zIgOToUObHXmxbggAgES0NLNixUbfDJbqDDztuFQNva/tL9QRYdIR50y1dPGVrdnflp73dkGzBVVJqv4SOwN3HZaK3vvltNO6p6J3bb73zy9k93e8mey6azJ0qFPHAAC6INHSglGjkkPz5yTL2v7kLV3IpVFnh0lrWrv4Snuf11oIbclGsVOVpDrDU51ROWXd9/Kh8/ZptmlF79pUf/c3qRq64a0HlQwAwE5NtGzkxRfbsPGWjqZUV7d8IZdGO/sH7PaG0EaxU/WXW/XLL2TFyh7Jn/6UXHhhqtftldPW3Z3HTrgqR+WxVDVGpUUwAAA7NdGSZOCub6aiIpk+veHz78CBSVo7WLA1R1MsyGibFmKnMV6SJCd9JwOfqUnF39bmtHV3N506Nqr22VRNPqX5149tbGePRACALkC0JKka8kbT/9Hf9Bm3MVqqqzd/Qlc/mlIKVVUNX5m8uPF6L93zofP2SUWfd+Z75Sdl99OuycCseOvoSyNHYQAAdnii5S82+z/6W/ou3o05mlISG1/vpSFeuuVD67+fpIX1Li1dBGZj4hIAYIcgWrakpSshbswH3pLa9GKVDX3SPY+tHJ2jRv/lrdma8Gzn9WYAAOg8oqU17V1UTqdpfIs27pPGFhk1qipV7f16ZqeVAQAUhmhhp9D8lLGGFmmIl6qGeGmpPbYUNE4rAwAoFNHCTmPz9S4bx0vDWWDNemNLR9K25rQyR2EAADqNaGGns6V4SbayN1pbz+QoDABApxMt7LRaXqzf0Btv+8VvjsIAABSGaGGn1/pi/Tb2haMwAACdTrTQZbzdepdGb9sWjsIAAHQq0UKX0tp6l0btbgtHYQAAOoRooUvadL1Lozate2nthTflQpcAAO0mWujSNm2Mlta9NHbENrVDa0dhXOgSAKBVogU20tqpY9vcDls6CpM4rQwAoBWiBTbR0qljW2qH7dYMTisDANgi0QJbsHFHbKkdOrwZtvW0MkEDAOwE2hUtN998c/75n/85r7zySg466KDMmDEjY8eO3d6zQWG01A5tbYZ2d0J7TisTNADATqTN0XLvvfdmypQpueWWW3LEEUfk+uuvz3HHHZfFixdn0KBBHTEjFEJL7dCWZmitExq1uRc6O2haI3YAgA5SVl9fX9+WJxxxxBE5/PDDc9NNNyVJ6urqMnz48Jx33nm5+OKLN9t+/fr1Wb9+fdP9mpqaVFVVZdmyZenXr982jr9tFt27OO/93Mg8cuviHPx3I0s6CzufZcuSP/6x4Z9XrGg4tezPf279OX36JHfd1fD5v0O9+kqysmbzx1euTKZdkqxf1/bXLO+dXDY92XXXNj1tyIANGTLwzbbvDwBonyFDGm4FsGrVqgwfPjwrV65M//79t7hdm6LljTfeSEVFRb773e/m5JNPbnp8woQJWblyZb7//e9v9pxLL700X/3qV9s2PQAA0GUsW7Yse+yxxxZ/3qbTw1asWJHa2toMHjy42eODBw/Oc8891+Jzpk6dmilTpjTdr6ury//93/9lwIABKSsra8vut7vGsivCUR+2nvdtx+R92zF533ZM3rcdl/dux+R9a7/6+vq8/vrrGTZsWKvbdfi3h5WXl6e8vLzZY7u28fSRjtavXz9/wXZA3rcdk/dtx+R92zF533Zc3rsdk/etfVo7LaxRt7a84MCBA9O9e/e8+uqrzR5/9dVXM6Qg58UBAAA7lzZFS69evXLYYYdl7ty5TY/V1dVl7ty5OfLII7f7cAAAAG0+PWzKlCmZMGFCxowZk7Fjx+b666/PmjVrcuaZZ3bEfB2qvLw8X/nKVzY7fY1i877tmLxvOybv247J+7bj8t7tmLxvHa/NX3mcJDfddFPTxSUPPvjg3HjjjTniiCM6Yj4AAKCLa1e0AAAAdJY2rWkBAADobKIFAAAoNNECAAAUmmgBAAAKrctGy80335y99torvXv3zhFHHJEnn3yy1CPxNq688socfvjhqayszKBBg3LyySdn8eLFpR6LNrjqqqtSVlaWyZMnl3oUtsIf/vCHnHbaaRkwYED69OmT0aNH56mnnir1WLSitrY206ZNy4gRI9KnT5+8853vzGWXXRbfuVMsjz76aE488cQMGzYsZWVlue+++5r9vL6+Pl/+8pczdOjQ9OnTJ8cee2yef/750gxLM629dxs2bMhFF12U0aNHp2/fvhk2bFhOP/30vPTSS6UbeCfSJaPl3nvvzZQpU/KVr3wlCxYsyEEHHZTjjjsuy5cvL/VotOKRRx7JxIkT8/jjj2fOnDnZsGFDPvjBD2bNmjWlHo2tMG/evHzjG9/IgQceWOpR2Ap/+tOfMm7cuPTs2TM/+clP8pvf/CbXXHNN3vGOd5R6NFpx9dVXZ+bMmbnppptSXV2dq6++Ol/72tcyY8aMUo/GRtasWZODDjooN998c4s//9rXvpYbb7wxt9xyS5544on07ds3xx13XNatW9fJk7Kp1t67tWvXZsGCBZk2bVoWLFiQ733ve1m8eHFOOumkEky68+mSX3l8xBFH5PDDD89NN92UJKmrq8vw4cNz3nnn5eKLLy7xdGyt1157LYMGDcojjzyS97znPaUeh1asXr06hx56aP7lX/4l06dPz8EHH5zrr7++1GPRiosvvji/+MUv8thjj5V6FNrghBNOyODBg3P77bc3Pfaxj30sffr0yV133VXCydiSsrKyzJ49OyeffHKShqMsw4YNyz/+4z/mggsuSJLU1NRk8ODBueOOO/KJT3yihNOysU3fu5bMmzcvY8eOzYsvvpiqqqrOG24n1OWOtLzxxhuZP39+jj322KbHunXrlmOPPTa//OUvSzgZbVVTU5Mk2W233Uo8CW9n4sSJ+chHPtLsP3cU2w9+8IOMGTMmH//4xzNo0KAccsghue2220o9Fm/j3e9+d+bOnZvf/va3SZKnn346P//5z3P88ceXeDK21pIlS/LKK680++/L/v3754gjjvA5ZQdUU1OTsrKy7LrrrqUeZYfXo9QDdLYVK1aktrY2gwcPbvb44MGD89xzz5VoKtqqrq4ukydPzrhx43LAAQeUehxaMWvWrCxYsCDz5s0r9Si0wQsvvJCZM2dmypQp+eIXv5h58+blH/7hH9KrV69MmDCh1OOxBRdffHFWrVqVfffdN927d09tbW0uv/zyjB8/vtSjsZVeeeWVJGnxc0rjz9gxrFu3LhdddFE++clPpl+/fqUeZ4fX5aKFncPEiRPz7LPP5uc//3mpR6EVy5Yty6RJkzJnzpz07t271OPQBnV1dRkzZkyuuOKKJMkhhxySZ599NrfccotoKbB///d/z91335177rkn+++/fxYtWpTJkydn2LBh3jfoRBs2bMipp56a+vr6zJw5s9Tj7BS63OlhAwcOTPfu3fPqq682e/zVV1/NkCFDSjQVbXHuuefm/vvvz0MPPZQ99tij1OPQivnz52f58uU59NBD06NHj/To0SOPPPJIbrzxxvTo0SO1tbWlHpEtGDp0aPbbb79mj40aNSpLly4t0URsjQsvvDAXX3xxPvGJT2T06NH59Kc/nfPPPz9XXnllqUdjKzV+FvE5ZcfVGCwvvvhi5syZ4yjLdtLloqVXr1457LDDMnfu3KbH6urqMnfu3Bx55JElnIy3U19fn3PPPTezZ8/Ogw8+mBEjRpR6JN7GMccck2eeeSaLFi1quo0ZMybjx4/PokWL0r1791KPyBaMGzdus68U/+1vf5s999yzRBOxNdauXZtu3Zr/T3v37t1TV1dXooloqxEjRmTIkCHNPqesWrUqTzzxhM8pO4DGYHn++efzwAMPZMCAAaUeaafRJU8PmzJlSiZMmJAxY8Zk7Nixuf7667NmzZqceeaZpR6NVkycODH33HNPvv/976eysrLp3N7+/funT58+JZ6OllRWVm625qhv374ZMGCAtUgFd/755+fd7353rrjiipx66ql58sknc+utt+bWW28t9Wi04sQTT8zll1+eqqqq7L///lm4cGGuvfbanHXWWaUejY2sXr06v/vd75ruL1myJIsWLcpuu+2WqqqqTJ48OdOnT88+++yTESNGZNq0aRk2bFir31JF52jtvRs6dGj+9m//NgsWLMj999+f2traps8qu+22W3r16lWqsXcO9V3UjBkz6quqqup79epVP3bs2PrHH3+81CPxNpK0ePvWt75V6tFog/e+9731kyZNKvUYbIUf/vCH9QcccEB9eXl5/b777lt/6623lnok3saqVavqJ02aVF9VVVXfu3fv+r333rv+S1/6Uv369etLPRobeeihh1r837MJEybU19fX19fV1dVPmzatfvDgwfXl5eX1xxxzTP3ixYtLOzT19fWtv3dLlizZ4meVhx56qNSj7/C65HVaAACAHUeXW9MCAADsWEQLAABQaKIFAAAoNNECAAAUmmgBAAAKTbQAAACFJloAAIBCEy0AAEChiRYAAKDQRAsAAFBoogUAACi0/w+ehKdGB2AlmgAAAABJRU5ErkJggg==", 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", 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", 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import numpy as np\n", - "for var in VarNames[1:]:\n", - " print (var)\n", - " plt.figure(figsize=(10,5))\n", - " plt.hist(np.array(df_sig[var]),bins=100,histtype=\"step\", color=\"red\",label=\"signal\",density=1, stacked=True)\n", - " plt.hist(np.array(df_bkg[var]),bins=100,histtype=\"step\", color=\"blue\", label=\"background\",density=1, stacked=True)\n", - " plt.legend(loc='upper right')\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 3: Make nice figures\n", - "\n", - "Now use `matplotlib` to reproduce as closely as you can figures 5 and 6 from the paper. This exercise is intended to get you to familiarize yourself with making nicely formatted `matplotlib` figures with multiple plots. Note that the plots in the paper are actually wrong!" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib import rcParams\n", - "\n", - "\n", - "# update font settings\n", - "rcParams.update({\n", - " 'font.family': 'sans-serif', \n", - " 'font.sans-serif': ['Arial', 'DejaVu Sans', 'Liberation Sans'],\n", - " 'mathtext.fontset': 'stix', # math symbols\n", - "})\n", - "\n", - "# set up matplotlib style parameters\n", - "rcParams.update({\n", - " 'font.size': 14,\n", - " 'axes.titlesize': 16,\n", - " 'axes.labelsize': 14,\n", - " 'xtick.labelsize': 12,\n", - " 'ytick.labelsize': 12,\n", - " 'legend.fontsize': 12,\n", - " 'figure.titlesize': 18,\n", - " 'figure.facecolor': 'white',\n", - " 'axes.facecolor': 'white',\n", - " 'axes.grid': True,\n", - " 'grid.alpha': 0.3,\n", - " 'grid.linestyle': '--',\n", - " 'grid.linewidth': 0.5\n", - "})\n", - "\n", - "def plot_hist(data, var_name, color, label, bins=100, range=None, ax=None, linewidth=2):\n", - " \"\"\"histogram plotting function control\"\"\"\n", - " if ax is None:\n", - " ax = plt.gca()\n", - " \n", - " ax.hist(\n", - " np.array(data[var_name]),\n", - " bins=bins,\n", - " histtype=\"step\",\n", - " color=color,\n", - " label=label,\n", - " density=True,\n", - " range=range,\n", - " linewidth=linewidth\n", - " )\n", - " return ax\n", - "\n", - "# ---------- Figure 5: Kinematic Variables ------------\n", - "fig5, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", - "fig5.suptitle(\"Kinematic Variable Distributions\", y=1.02)\n", - "\n", - "# M_R distribution\n", - "plot_hist(df_sig, \"M_R\", \"#E41A1C\", \"Signal (SUSY)\", \n", - " bins=np.linspace(0, 4000, 81), ax=ax1)\n", - "plot_hist(df_bkg, \"M_R\", \"#377EB8\", \"Background (SM)\", \n", - " bins=np.linspace(0, 4000, 81), ax=ax1)\n", - "ax1.set_xlabel(r\"$M_R$ [GeV]\", labelpad=10)\n", - "ax1.set_ylabel(\"Probability Density\", labelpad=10)\n", - "ax1.legend(loc=\"upper right\", frameon=True)\n", - "ax1.set_yscale('log')\n", - "ax1.set_ylim(1e-6, 1)\n", - "\n", - "# M_TR_2 distribution\n", - "plot_hist(df_sig, \"M_TR_2\", \"#E41A1C\", \"Signal (SUSY)\", \n", - " bins=np.linspace(0, 2000, 81), ax=ax2)\n", - "plot_hist(df_bkg, \"M_TR_2\", \"#377EB8\", \"Background (SM)\", \n", - " bins=np.linspace(0, 2000, 81), ax=ax2)\n", - "ax2.set_xlabel(r\"$M_{T,R2}$ [GeV]\", labelpad=10)\n", - "ax2.set_ylabel(\"Probability Density\", labelpad=10)\n", - "ax2.legend(loc=\"upper right\", frameon=True)\n", - "ax2.set_yscale('log')\n", - "ax2.set_ylim(1e-6, 1)\n", - "\n", - "plt.tight_layout()\n", - "\n", - "# ---------- Figure 6, Derived Features -------------\n", - "fig6, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", - "fig6.suptitle(\"Derived Feature Distributions\", y=1.02)\n", - "\n", - "# R distribution\n", - "plot_hist(df_sig, \"R\", \"#E41A1C\", \"Signal (SUSY)\", \n", - " bins=np.linspace(0, 1, 81), ax=ax1)\n", - "plot_hist(df_bkg, \"R\", \"#377EB8\", \"Background (SM)\", \n", - " bins=np.linspace(0, 1, 81), ax=ax1)\n", - "ax1.set_xlabel(r\"$R$\", labelpad=10)\n", - "ax1.set_ylabel(\"Probability Density\", labelpad=10)\n", - "ax1.legend(loc=\"upper right\", frameon=True)\n", - "ax1.set_yscale('log')\n", - "ax1.set_ylim(1e-4, 10)\n", - "\n", - "# MT2 distribution\n", - "plot_hist(df_sig, \"MT2\", \"#E41A1C\", \"Signal (SUSY)\", \n", - " bins=np.linspace(0, 1000, 81), ax=ax2)\n", - "plot_hist(df_bkg, \"MT2\", \"#377EB8\", \"Background (SM)\", \n", - " bins=np.linspace(0, 1000, 81), ax=ax2)\n", - "ax2.set_xlabel(r\"$M_{T2}$ [GeV]\", labelpad=10)\n", - "ax2.set_ylabel(\"Probability Density\", labelpad=10)\n", - "ax2.legend(loc=\"upper right\", frameon=True)\n", - "ax2.set_yscale('log')\n", - "ax2.set_ylim(1e-6, 1)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 4: Correlation\n", - "\n", - "### Exercise 4.1\n", - "\n", - "#### Part a\n", - "Write a function that creates pair plots and use it to compare variables in the SUSY sample, separately for low and high-level features. Refer to Lecture 13 for details. Do not use `seaborn`.\n", - "\n", - "#### Part b\n", - "Making these plots can be slow because creating each plot initiates a full loop over the data. Make at least one modification to your function in part a to speed it up. Can you propose a different method of creating histograms that would speed up making such pair plots?\n", - "\n", - "#### Part c\n", - "Which observables appear to be best for separating signal from background?" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Part 4.1 a\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib import rcParams\n", - "\n", - "# plot settings\n", - "rcParams.update({\n", - " 'font.size': 10,\n", - " 'axes.grid': True,\n", - " 'grid.alpha': 0.3,\n", - " 'grid.linestyle': '--'\n", - "})\n", - "\n", - "def create_pair_plots(data, variables, title, max_points=10000):\n", - " \"\"\"\n", - " creating pair plots without using seaborn.\n", - " \n", - " Args:\n", - " data: dataFrame containing the data\n", - " variables: List of variables to plot\n", - " title: title for the figure\n", - " max_points: maximum number of points to plot (for performance)\n", - " \"\"\"\n", - " n_vars = len(variables)\n", - " fig, axes = plt.subplots(n_vars, n_vars, figsize=(12, 12))\n", - " fig.suptitle(title, y=1.02, fontsize=14)\n", - " \n", - " # subsample if too many points\n", - " plot_data = data.sample(min(len(data), max_points)) if max_points else data\n", - " \n", - " for i, var1 in enumerate(variables):\n", - " for j, var2 in enumerate(variables):\n", - " ax = axes[i,j]\n", - " \n", - " if i == j:\n", - " # diagonal - histograms\n", - " ax.hist(plot_data[var1], bins=50, color='pink', alpha=0.7)\n", - " ax.set_xlabel(var1)\n", - " else:\n", - " # Off diagonal - scatter plots\n", - " ax.scatter(plot_data[var2], plot_data[var1], \n", - " s=5, alpha=0.3, color='purple')\n", - " ax.set_xlabel(var2)\n", - " ax.set_ylabel(var1)\n", - " \n", - " plt.tight_layout()\n", - " return fig\n", - "\n", - "# define variable groups\n", - "raw_vars = ['l_1_pT', 'l_2_pT', 'MET', 'MET_phi']\n", - "feature_vars = ['M_R', 'M_TR_2', 'R', 'MT2']\n", - "\n", - "# create plots\n", - "fig_raw = create_pair_plots(df, raw_vars, \"Raw Variables Pair Plot\")\n", - "fig_features = create_pair_plots(df, feature_vars, \"Derived Features Pair Plot\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Part 4.1 b\n", - "def create_pair_plots_optimized(data, variables, title, max_points=5000, bins=30):\n", - " \"\"\" optimized version of pair plots\"\"\"\n", - " n_vars = len(variables)\n", - " fig, axes = plt.subplots(n_vars, n_vars, figsize=(12, 12))\n", - " fig.suptitle(title, y=1.02, fontsize=14)\n", - " \n", - " # use numpy arrays for faster access\n", - " plot_data = data.sample(min(len(data), max_points))[variables].values\n", - " \n", - " for i in range(n_vars):\n", - " for j in range(n_vars):\n", - " ax = axes[i,j]\n", - " \n", - " if i == j:\n", - " # faster histogram using numpy\n", - " counts, edges = np.histogram(plot_data[:,i], bins=bins)\n", - " ax.stairs(counts, edges, fill=True, alpha=0.7)\n", - " ax.set_xlabel(variables[i])\n", - " else:\n", - " # hexbin for better performance with many points\n", - " hb = ax.hexbin(plot_data[:,j], plot_data[:,i], \n", - " gridsize=30, cmap='Blues', mincnt=1)\n", - " ax.set_xlabel(variables[j])\n", - " ax.set_ylabel(variables[i])\n", - " \n", - " plt.tight_layout()\n", - " return fig\n", - "\n", - "# optimized plots\n", - "fig_raw_opt = create_pair_plots_optimized(df, raw_vars, \"Optimized Raw Variables\")\n", - "fig_features_opt = create_pair_plots_optimized(df, feature_vars, \"Optimized Features\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Variable separation power (higher is better):\n", - "MET : 0.671\n", - "M_TR_2 : 0.651\n", - "l_1_pT : 0.589\n", - "MET_rel : 0.408\n", - "M_R : 0.395\n", - "l_2_pT : 0.281\n", - "R : 0.155\n", - "MT2 : 0.112\n", - "axial_MET : 0.109\n", - "MET_phi : 0.001\n" - ] - } - ], - "source": [ - "# Part 4.1 c\n", - "def analyze_separation(data_sig, data_bkg, variables):\n", - " \"\"\"Analyze which variables best separate signal and background\"\"\"\n", - " separation_power = {}\n", - " \n", - " for var in variables:\n", - " # calculate separation as difference in means divided by combined std\n", - " mean_sig = data_sig[var].mean()\n", - " mean_bkg = data_bkg[var].mean()\n", - " std_sig = data_sig[var].std()\n", - " std_bkg = data_bkg[var].std()\n", - " \n", - " separation = abs(mean_sig - mean_bkg) / np.sqrt(std_sig**2 + std_bkg**2)\n", - " separation_power[var] = separation\n", - " \n", - " # sort by separation power\n", - " sorted_separation = sorted(separation_power.items(), key=lambda x: x[1], reverse=True)\n", - " \n", - " print(\"Variable separation power (higher is better):\")\n", - " for var, sep in sorted_separation:\n", - " print(f\"{var:15}: {sep:.3f}\")\n", - " \n", - " return sorted_separation\n", - "\n", - "# analyze all variables\n", - "all_vars = ['l_1_pT', 'l_2_pT', 'MET', 'MET_phi', \n", - " 'M_R', 'M_TR_2', 'R', 'MT2', 'MET_rel', 'axial_MET']\n", - "\n", - "separation_results = analyze_separation(df_sig, df_bkg, all_vars)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 4.2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "### Part a\n", - "Install [tabulate](https://github.com/astanin/python-tabulate). \n" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Defaulting to user installation because normal site-packages is not writeable\n", - "Requirement already satisfied: tabulate in /home/cterrones/.local/lib/python3.10/site-packages (0.9.0)\n" - ] - } - ], - "source": [ - "!pip install tabulate" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Hint: Example code for embedding a `tabulate` table into a notebook:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part b\n", - "Use numpy to compute the [covariance matrix](https://numpy.org/doc/stable/reference/generated/numpy.cov.html) and [correlation matrix](https://numpy.org/doc/stable/reference/generated/numpy.corrcoef.html) between all observabes, and separately between low and high-level features." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "from tabulate import tabulate\n", - "from IPython.display import HTML, display\n", - "\n", - "# define variable groups\n", - "raw_vars = ['l_1_pT', 'l_1_eta', 'l_1_phi', 'l_2_pT', 'l_2_eta', 'l_2_phi', 'MET', 'MET_phi']\n", - "feature_vars = ['MET_rel', 'axial_MET', 'M_R', 'M_TR_2', 'R', 'MT2', 'S_R', 'M_Delta_R', 'dPhi_r_b', 'cos_theta_r1']\n", - "\n", - "# compute covariance and correlation matrices for all variables\n", - "cov_matrix_all = np.cov(df[raw_vars + feature_vars].values.T)\n", - "corr_matrix_all = np.corrcoef(df[raw_vars + feature_vars].values.T)\n", - "\n", - "# Compute for raw variables only\n", - "cov_matrix_raw = np.cov(df[raw_vars].values.T)\n", - "corr_matrix_raw = np.corrcoef(df[raw_vars].values.T)\n", - "\n", - "# compute for features only\n", - "cov_matrix_features = np.cov(df[feature_vars].values.T)\n", - "corr_matrix_features = np.corrcoef(df[feature_vars].values.T)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part c\n", - "Use tabulate to create a well formatted table of the covariance and correlation matrices, with nice headings and appropriate significant figures. Embed the table into this notebook.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "

Correlation Matrix (Raw Variables)

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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
l_1_pT 1 -0.001 0 0.684 -0.001 0.001 0.383 -0.001
l_1_eta -0.001 1 -0.001 -0 0.406 -0.001-0.002 -0.001
l_1_phi 0 -0.001 1 0.002 0 -0.266 0.001 -0.184
l_2_pT 0.684 -0 0.002 1 -0.001 0 0.14 -0.002
l_2_eta -0.001 0.406 0 -0.001 1 0 0 -0
l_2_phi 0.001 -0.001 -0.266 0 0 1 -0 -0.035
MET 0.383 -0.002 0.001 0.14 0 -0 1 -0.003
MET_phi -0.001 -0.001 -0.184 -0.002 -0 -0.035-0.003 1
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Correlation Matrix (Derived Features)

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MET_rel axial_MET M_R M_TR_2 R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1
MET_rel 1 -0.134 0.078 0.584 0.595 0.535 0.15 0.748 0.378 0.316
axial_MET -0.134 1 0.027 -0.317-0.383-0.535-0.067 -0.373 -0.057 -0.272
M_R 0.078 0.027 1 0.577-0.383-0.068 0.981 0.189 -0.106 -0.116
M_TR_2 0.584 -0.317 0.577 1 0.38 0.379 0.635 0.668 0.229 0.451
R 0.595 -0.383-0.383 0.38 1 0.574-0.287 0.564 0.424 0.627
MT2 0.535 -0.535-0.068 0.379 0.574 1 -0.021 0.809 0.056 0.264
S_R 0.15 -0.067 0.981 0.635-0.287-0.021 1 0.249 -0.013 -0.085
M_Delta_R 0.748 -0.373 0.189 0.668 0.564 0.809 0.249 1 0.155 0.319
dPhi_r_b 0.378 -0.057-0.106 0.229 0.424 0.056-0.013 0.155 1 0.106
cos_theta_r1 0.316 -0.272-0.116 0.451 0.627 0.264-0.085 0.319 0.106 1
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Covariance Matrix (Raw Variables)

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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
l_1_pT 0.467 -0.000397 7.66e-05 0.305 -0.000349 0.000737 0.228 -0.000937
l_1_eta-0.000397 1 -0.000858-0.000163 0.408 -0.00104 -0.00215 -0.000589
l_1_phi 7.66e-05-0.000858 1 0.00131 0.000251-0.267 0.000766-0.185
l_2_pT 0.305 -0.000163 0.00131 0.425 -0.000576 0.000156 0.0795 -0.00156
l_2_eta-0.000349 0.408 0.000251-0.000576 1.01 0.000442 0.000382-0.000322
l_2_phi 0.000737-0.00104 -0.267 0.000156 0.000442 1 -0.000304-0.0354
MET 0.228 -0.00215 0.000766 0.0795 0.000382-0.000304 0.762 -0.00279
MET_phi-0.000937-0.000589-0.185 -0.00156 -0.000322-0.0354 -0.00279 1
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Covariance Matrix (Derived Features)

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MET_rel axial_MET M_R M_TR_2 R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1
MET_rel 0.79 -0.12 0.0437 0.302 0.249 0.409 0.0823 0.415 0.146 0.0553
axial_MET -0.12 1.01 0.0171 -0.185 -0.181 -0.461 -0.0414 -0.233 -0.0251 -0.0537
M_R 0.0437 0.0171 0.392 0.21 -0.113 -0.0365 0.38 0.0739 -0.029 -0.0143
M_TR_2 0.302 -0.185 0.21 0.338 0.104 0.189 0.228 0.242 0.0581 0.0517
R 0.249 -0.181 -0.113 0.104 0.222 0.232 -0.0834 0.165 0.0871 0.0582
MT2 0.409 -0.461 -0.0365 0.189 0.232 0.738 -0.011 0.433 0.0209 0.0446
S_R 0.0823 -0.0414 0.38 0.228 -0.0834-0.011 0.382 0.0958 -0.00346 -0.0104
M_Delta_R 0.415 -0.233 0.0739 0.242 0.165 0.433 0.0958 0.389 0.0422 0.0392
dPhi_r_b 0.146 -0.0251-0.029 0.0581 0.0871 0.0209-0.00346 0.0422 0.19 0.00908
cos_theta_r1 0.0553 -0.0537-0.0143 0.0517 0.0582 0.0446-0.0104 0.0392 0.00908 0.0388
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def format_matrix_table(matrix, variables, title, matrix_type='correlation'):\n", - " \"\"\"Format a matrix as a nice HTML table\"\"\"\n", - " # create headers\n", - " headers = [''] + variables\n", - " \n", - " # format numbers with appropriate precision\n", - " if matrix_type == 'correlation':\n", - " formatted_values = [[f\"{val:.3f}\" for val in row] for row in matrix]\n", - " else: # covariance\n", - " formatted_values = [[f\"{val:.2e}\" for val in row] for row in matrix]\n", - " \n", - " # add variable names to each row\n", - " table_data = [[var] + row for var, row in zip(variables, formatted_values)]\n", - " \n", - " # create HTML table\n", - " html_table = tabulate(table_data, headers=headers, tablefmt='html')\n", - " \n", - " # display with title\n", - " display(HTML(f\"

{title}

\"))\n", - " display(HTML(html_table))\n", - "\n", - "# display all correlation matrices\n", - "format_matrix_table(corr_matrix_raw, raw_vars, \"Correlation Matrix (Raw Variables)\")\n", - "format_matrix_table(corr_matrix_features, feature_vars, \"Correlation Matrix (Derived Features)\")\n", - "\n", - "# display all covariance matrices\n", - "format_matrix_table(cov_matrix_raw, raw_vars, \"Covariance Matrix (Raw Variables)\", matrix_type='covariance')\n", - "format_matrix_table(cov_matrix_features, feature_vars, \"Covariance Matrix (Derived Features)\", matrix_type='covariance')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "#### Part d\n", - "Write a function that takes a dataset and appropriate arguments and performs steps b and c. \n", - "\n", - "Hint: Example code for embedding a tabulate table into a notebook:" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
X Y Z
A 1 2
C 3 4
D 5 6
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from IPython.display import HTML, display\n", - "import tabulate\n", - "table = [[\"A\",1,2],\n", - " [\"C\",3,4],\n", - " [\"D\",5,6]]\n", - "display(HTML(tabulate.tabulate(table, tablefmt='html', headers=[\"X\",\"Y\",\"Z\"])))" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "

Raw Variables - Correlation Matrix

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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
l_1_pT 1 -0.001 0 0.684 -0.001 0.001 0.383 -0.001
l_1_eta -0.001 1 -0.001 -0 0.406 -0.001-0.002 -0.001
l_1_phi 0 -0.001 1 0.002 0 -0.266 0.001 -0.184
l_2_pT 0.684 -0 0.002 1 -0.001 0 0.14 -0.002
l_2_eta -0.001 0.406 0 -0.001 1 0 0 -0
l_2_phi 0.001 -0.001 -0.266 0 0 1 -0 -0.035
MET 0.383 -0.002 0.001 0.14 0 -0 1 -0.003
MET_phi -0.001 -0.001 -0.184 -0.002 -0 -0.035-0.003 1
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Raw Variables - Covariance Matrix

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l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi MET MET_phi
l_1_pT 0.467 -0.000397 7.66e-05 0.305 -0.000349 0.000737 0.228 -0.000937
l_1_eta-0.000397 1 -0.000858-0.000163 0.408 -0.00104 -0.00215 -0.000589
l_1_phi 7.66e-05-0.000858 1 0.00131 0.000251-0.267 0.000766-0.185
l_2_pT 0.305 -0.000163 0.00131 0.425 -0.000576 0.000156 0.0795 -0.00156
l_2_eta-0.000349 0.408 0.000251-0.000576 1.01 0.000442 0.000382-0.000322
l_2_phi 0.000737-0.00104 -0.267 0.000156 0.000442 1 -0.000304-0.0354
MET 0.228 -0.00215 0.000766 0.0795 0.000382-0.000304 0.762 -0.00279
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Derived Features - Correlation Matrix

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MET_rel axial_MET M_R M_TR_2 R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1
MET_rel 1 -0.134 0.078 0.584 0.595 0.535 0.15 0.748 0.378 0.316
axial_MET -0.134 1 0.027 -0.317-0.383-0.535-0.067 -0.373 -0.057 -0.272
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M_Delta_R 0.748 -0.373 0.189 0.668 0.564 0.809 0.249 1 0.155 0.319
dPhi_r_b 0.378 -0.057-0.106 0.229 0.424 0.056-0.013 0.155 1 0.106
cos_theta_r1 0.316 -0.272-0.116 0.451 0.627 0.264-0.085 0.319 0.106 1
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Derived Features - Covariance Matrix

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MET_rel axial_MET M_R M_TR_2 R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1
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axial_MET -0.12 1.01 0.0171 -0.185 -0.181 -0.461 -0.0414 -0.233 -0.0251 -0.0537
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R 0.249 -0.181 -0.113 0.104 0.222 0.232 -0.0834 0.165 0.0871 0.0582
MT2 0.409 -0.461 -0.0365 0.189 0.232 0.738 -0.011 0.433 0.0209 0.0446
S_R 0.0823 -0.0414 0.38 0.228 -0.0834-0.011 0.382 0.0958 -0.00346 -0.0104
M_Delta_R 0.415 -0.233 0.0739 0.242 0.165 0.433 0.0958 0.389 0.0422 0.0392
dPhi_r_b 0.146 -0.0251-0.029 0.0581 0.0871 0.0209-0.00346 0.0422 0.19 0.00908
cos_theta_r1 0.0553 -0.0537-0.0143 0.0517 0.0582 0.0446-0.0104 0.0392 0.00908 0.0388
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# PART 4.1 d\n", - "import tabulate\n", - "def format_matrix_table(matrix, variables, title, matrix_type='correlation'):\n", - " \"\"\"Format a matrix as a nice HTML table\"\"\"\n", - " # Create headers\n", - " headers = [''] + variables\n", - " \n", - " # format numbers with appropriate precision\n", - " if matrix_type == 'correlation':\n", - " formatted_values = [[f\"{val:.3f}\" for val in row] for row in matrix]\n", - " else: # covariance\n", - " formatted_values = [[f\"{val:.2e}\" for val in row] for row in matrix]\n", - " \n", - " # add variable names to each row\n", - " table_data = [[var] + row for var, row in zip(variables, formatted_values)]\n", - " \n", - " # create HTML table (using tabulate.tabulate instead of tabulate)\n", - " html_table = tabulate.tabulate(table_data, headers=headers, tablefmt='html')\n", - " \n", - " # display with title\n", - " display(HTML(f\"

{title}

\"))\n", - " display(HTML(html_table))\n", - "\n", - "def analyze_covariance_correlation(data, variables, title_prefix=\"\"):\n", - " \"\"\"\n", - " Perform covariance and correlation analysis and display formatted tables\n", - " \n", - " Args:\n", - " data: Pandas DataFrame containing the data\n", - " variables: List of variables to analyze\n", - " \"\"\"\n", - " # compute matrices\n", - " cov_matrix = np.cov(data[variables].values.T)\n", - " corr_matrix = np.corrcoef(data[variables].values.T)\n", - " \n", - " # display tables\n", - " format_matrix_table(\n", - " corr_matrix, variables, \n", - " f\"{title_prefix}Correlation Matrix\", \n", - " matrix_type='correlation'\n", - " )\n", - " \n", - " format_matrix_table(\n", - " cov_matrix, variables,\n", - " f\"{title_prefix}Covariance Matrix\",\n", - " matrix_type='covariance'\n", - " )\n", - "\n", - "# Example:\n", - "analyze_covariance_correlation(df, raw_vars, \"Raw Variables - \")\n", - "analyze_covariance_correlation(df, feature_vars, \"Derived Features - \")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 5: Selection\n", - "\n", - "### Exercise 5.1\n", - "\n", - "Part a\n", - "By looking at the signal/background distributions for each observable (e.g. $x$) determine which selection criteria would be optimal: \n", - "\n", - "1. $x > x_c$\n", - "2. $x < x_c$\n", - "3. $|x - \\mu| > x_c$\n", - "4. $|x - \\mu| < x_c$\n", - "\n", - "where $x_c$ is value to be determined below.\n", - "\n", - "### Exercise 5.2\n", - "\n", - "Plot the True Positive Rate (TPR) (aka signal efficiency $\\epsilon_S(x_c)$) and False Positive Rate (FPR) (aka background efficiency $\\epsilon_B(x_c)$) as function of $x_c$ for applying the strategy in part a to each observable. \n", - "\n", - "### Exercise 5.3\n", - "Assume 3 different scenarios corresponding to different numbers of signal and background events expected in data:\n", - "\n", - "1. Expect $N_S=10$, $N_B=100$.\n", - "1. Expect $N_S=100$, $N_B=1000$.\n", - "1. Expect $N_S=1000$, $N_B=10000$.\n", - "1. Expect $N_S=10000$, $N_B=100000$.\n", - "\n", - "Plot the significance ($\\sigma_{S'}$) for each observable as function of $x_c$ for each scenario, where \n", - "\n", - "$\\sigma_{S'}= \\frac{N'_S}{\\sqrt{N'_S+N'_B}}$\n", - "\n", - "and $N'_{S,B} = \\epsilon_{S,B}(x_c) * N_{S,B}$." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "def determine_cut_direction(df_sig, df_bkg, variables):\n", - " \"\"\"Cut direction using mean comparison\"\"\"\n", - " cut_directions = {}\n", - " for var in variables:\n", - " # Calculate separation metric - difference in means divided by combined std. \n", - " sig_mean = df_sig[var].mean()\n", - " bkg_mean = df_bkg[var].mean()\n", - " sig_std = df_sig[var].std()\n", - " bkg_std = df_bkg[var].std()\n", - " separation = abs(sig_mean - bkg_mean) / (sig_std + bkg_std)\n", - " \n", - " if sig_mean > bkg_mean:\n", - " cut_directions[var] = ('>', 'upper_tail')\n", - " else:\n", - " cut_directions[var] = ('<', 'lower_tail')\n", - " return cut_directions" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "# exercise 5.2: plot TPR and FPR Curves\n", - "\n", - "def plot_efficiency_curves(df_sig, df_bkg, variables, criteria, n_points=100):\n", - " \"\"\"plot TPR and FPR as function of cut value\"\"\"\n", - " plt.figure(figsize=(15, 20))\n", - " \n", - " for i, var in enumerate(variables):\n", - " # Get data ranges\n", - " sig_data = df_sig[var].values\n", - " bkg_data = df_bkg[var].values\n", - " min_val = min(sig_data.min(), bkg_data.min())\n", - " max_val = max(sig_data.max(), bkg_data.max())\n", - " \n", - " # Generate cut values\n", - " cut_values = np.linspace(min_val, max_val, n_points)\n", - " \n", - " # calculate efficiencies\n", - " tpr, fpr = [], []\n", - " crit, region = criteria[var]\n", - " \n", - " # get appropriate reference value for absolute criteria\n", - " if crit in ['abs>', 'abs<']:\n", - " if region == 'central_region':\n", - " # Use signal mean for central region cuts\n", - " ref_value = df_sig[var].mean()\n", - " else:\n", - " # use background mean for tail cuts\n", - " ref_value = df_bkg[var].mean()\n", - " \n", - " for x_c in cut_values:\n", - " if crit == '>':\n", - " tpr.append(np.mean(sig_data > x_c))\n", - " fpr.append(np.mean(bkg_data > x_c))\n", - " elif crit == '<':\n", - " tpr.append(np.mean(sig_data < x_c))\n", - " fpr.append(np.mean(bkg_data < x_c))\n", - " elif crit == 'abs>':\n", - " tpr.append(np.mean(np.abs(sig_data - ref_value) > x_c))\n", - " fpr.append(np.mean(np.abs(bkg_data - ref_value) > x_c))\n", - " elif crit == 'abs<':\n", - " tpr.append(np.mean(np.abs(sig_data - ref_value) < x_c))\n", - " fpr.append(np.mean(np.abs(bkg_data - ref_value) < x_c))\n", - " \n", - " # plot TPR and FPR curves\n", - " plt.subplot(len(variables)//2 + 1, 2, i+1)\n", - " plt.plot(cut_values, tpr, label='Signal Efficiency (TPR)', color='blue')\n", - " plt.plot(cut_values, fpr, label='Background Efficiency (FPR)', color='red')\n", - " plt.plot(cut_values, 1-fpr, label='Background Rejection (1-FPR)', color='green', linestyle='--')\n", - " plt.xlabel(f'Cut Value ({var})')\n", - " plt.ylabel('Efficiency/Rejection')\n", - " plt.title(f'Efficiency vs Cut for {var} ({crit} criterion)')\n", - " plt.legend()\n", - " plt.grid(True)\n", - " \n", - " plt.tight_layout()\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Exercise 5.3: Plot Significance for Different Scenarios\n", - "\n", - "# sample data \n", - "np.random.seed(42)\n", - "df_sig = pd.DataFrame({'var1': np.random.normal(5, 2, 100),\n", - " 'var2': np.random.uniform(0, 10, 100)})\n", - "df_bkg = pd.DataFrame({'var1': np.random.normal(3, 3, 1000),\n", - " 'var2': np.random.uniform(2, 12, 1000)})\n", - "\n", - "# variables to plot\n", - "all_vars = ['var1', 'var2']\n", - "\n", - "# cut directions\n", - "cut_directions = {\n", - " 'var1': ('>', None), # example: cut greater than a certain value.\n", - " 'var2': ('abs<', 5) # example: cut absolute difference from 5 less than a certain value.\n", - "}\n", - "\n", - "def plot_significance(df_sig, df_bkg, variables, cut_directions, scenarios):\n", - " \"\"\"Plot significance for different expected yields scenarios\"\"\"\n", - " plt.figure(figsize=(15, 5*len(variables)))\n", - "\n", - " for i, var in enumerate(variables):\n", - " crit, region = cut_directions[var]\n", - " sig_data = df_sig[var].values\n", - " bkg_data = df_bkg[var].values\n", - "\n", - " # determine cut range - with protection against edge cases.\n", - " if crit in ['>', '<']:\n", - " min_val = min(np.percentile(sig_data, 1), np.percentile(bkg_data, 1))\n", - " max_val = max(np.percentile(sig_data, 99), np.percentile(bkg_data, 99))\n", - " cut_values = np.linspace(min_val, max_val, 100)\n", - " else: # abs> or abs<\n", - " ref = df_sig[var].mean() if crit == 'abs<' else df_bkg[var].mean()\n", - " max_dev = max(\n", - " np.percentile(np.abs(sig_data - ref), 99),\n", - " np.percentile(np.abs(bkg_data - ref), 99)\n", - " )\n", - " cut_values = np.linspace(0, max_dev, 100)\n", - "\n", - " # Pre-calculate efficiencies\n", - " tpr, fpr = [], []\n", - " for x_c in cut_values:\n", - " if crit == '>':\n", - " tpr.append(np.mean(sig_data > x_c))\n", - " fpr.append(np.mean(bkg_data > x_c))\n", - " elif crit == '<':\n", - " tpr.append(np.mean(sig_data < x_c))\n", - " fpr.append(np.mean(bkg_data < x_c))\n", - " elif crit == 'abs>':\n", - " tpr.append(np.mean(np.abs(sig_data - ref) > x_c))\n", - " fpr.append(np.mean(np.abs(bkg_data - ref) > x_c))\n", - " elif crit == 'abs<':\n", - " tpr.append(np.mean(np.abs(sig_data - ref) < x_c))\n", - " fpr.append(np.mean(np.abs(bkg_data - ref) < x_c))\n", - "\n", - " tpr = np.array(tpr)\n", - " fpr = np.array(fpr)\n", - "\n", - " # Plot for each scenario with protection against division by zero.\n", - " plt.subplot(len(variables), 1, i+1)\n", - " for N_S, N_B in scenarios:\n", - " N_S_prime = tpr * N_S\n", - " N_B_prime = fpr * N_B\n", - "\n", - " # compute significance safely\n", - " with np.errstate(divide='ignore', invalid='ignore'):\n", - " significance = np.divide(\n", - " N_S_prime,\n", - " np.sqrt(N_S_prime + N_B_prime),\n", - " out=np.zeros_like(N_S_prime),\n", - " where=(N_S_prime + N_B_prime) > 0\n", - " )\n", - "\n", - " plt.plot(cut_values, significance,\n", - " label=f'N_S={N_S}, N_B={N_B}', linewidth=2)\n", - "\n", - " plt.xlabel(f'Cut Value ({var})')\n", - " plt.ylabel('Significance $\\sigma_S\\'$')\n", - " plt.title(f'Significance vs Cut for {var} ({crit} criterion)')\n", - " plt.legend()\n", - " plt.grid(True)\n", - "\n", - " plt.tight_layout()\n", - " plt.show()\n", - "\n", - "# define scenarios\n", - "scenarios = [\n", - " (10, 100),\n", - " (100, 1000),\n", - " (1000, 10000),\n", - " (10000, 100000)\n", - "]\n", - "\n", - "# call the function with the defined variables\n", - "plot_significance(df_sig, df_bkg, all_vars, cut_directions, scenarios)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 6: Cut Flow\n", - "\n", - "\n", - "### Exercise 6.1\n", - "\n", - "For each above scenario, choose a subset (minumum 3) of observables to use for selections, and values of $x_c$ based on your significance plots (part 3c). \n", - "\n", - "### Exercise 6.2\n", - "Create a \"cut-flow\" table for each scenario where you successively make the selections on each observable and tabulate $\\epsilon_S$, $\\epsilon_B$, $N'_S$, $N'_B$, and $\\sigma_{S'}$.\n", - "\n", - "### Exercise 6.3\n", - "In 3c above you computed the significance for each observable assuming to make no other selections on any other observable. If the variables are correlated, then this assumption can lead to non-optimial results when selecting on multiple variables. By looking at the correlation matrices and your answers to 4b, identify where this effect could be most detrimental to the significance. Attempt to correct the issue by applying the selection in one observable and then optimizing (part 3c) for a second observable. What happens if you change the order of your selection (make selection on second and optimize on first)?\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "# Exercise 6.1\n", - "def analyze_cut_order(df_sig, df_bkg, var1, var2, scenario, cut1, cut2, cut_direction1, cut_direction2):\n", - " N_S, N_B = scenario\n", - "\n", - " def apply_cut(df, var, cut_val, direction):\n", - " crit, region = direction\n", - " if crit == '>':\n", - " return df[df[var] > cut_val]\n", - " elif crit == '<':\n", - " return df[df[var] < cut_val]\n", - " elif crit == 'abs>':\n", - " ref = df_sig[var].mean() if region == 'central_region' else df_bkg[var].mean()\n", - " return df[np.abs(df[var] - ref) > cut_val]\n", - " elif crit == 'abs<':\n", - " ref = df_sig[var].mean() if region == 'central_region' else df_bkg[var].mean()\n", - " return df[np.abs(df[var] - ref) < cut_val]\n", - "\n", - " # order 1: var1 then var2\n", - " sig_cut1 = apply_cut(df_sig, var1, cut1, cut_direction1)\n", - " bkg_cut1 = apply_cut(df_bkg, var1, cut1, cut_direction1)\n", - " sig_cut12 = apply_cut(sig_cut1, var2, cut2, cut_direction2)\n", - " bkg_cut12 = apply_cut(bkg_cut1, var2, cut2, cut_direction2)\n", - " \n", - " sig12 = (len(sig_cut12) / len(df_sig)) * N_S / np.sqrt(\n", - " (len(sig_cut12) / len(df_sig)) * N_S + \n", - " (len(bkg_cut12) / len(df_bkg)) * N_B + 1e-10\n", - " )\n", - "\n", - " # order 2: var2 then var1\n", - " sig_cut2 = apply_cut(df_sig, var2, cut2, cut_direction2)\n", - " bkg_cut2 = apply_cut(df_bkg, var2, cut2, cut_direction2)\n", - " sig_cut21 = apply_cut(sig_cut2, var1, cut1, cut_direction1)\n", - " bkg_cut21 = apply_cut(bkg_cut2, var1, cut1, cut_direction1)\n", - " \n", - " sig21 = (len(sig_cut21) / len(df_sig)) * N_S / np.sqrt(\n", - " (len(sig_cut21) / len(df_sig)) * N_S + \n", - " (len(bkg_cut21) / len(df_bkg)) * N_B + 1e-10\n", - " )\n", - "\n", - " return sig12, sig21" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Cut-Flow Tables:\n", - "\n", - "Scenario 10 signal, 100 background:\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", - "+=================+=======+========+========+========+==========+\n", - "| Initial | 1 | 1 | 10 | 100 | 0.953463 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| M_TR_2 > 908.01 | 0.387 | 0.018 | 3.9 | 1.8 | 1.625 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| R > 0.53 | 0.291 | 0.0042 | 2.9 | 0.4 | 1.595 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| M_R > 1574.98 | 0.124 | 0.0006 | 1.2 | 0.1 | 1.088 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "\n", - "Scenario 100 signal, 1000 background:\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", - "+=================+=======+========+========+========+=========+\n", - "| Initial | 1 | 1 | 100 | 1000 | 3.01511 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| M_TR_2 > 908.01 | 0.387 | 0.018 | 38.7 | 18 | 5.139 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| R > 0.53 | 0.291 | 0.0042 | 29.1 | 4.2 | 5.043 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| M_R > 1574.98 | 0.124 | 0.0006 | 12.4 | 0.6 | 3.439 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "\n", - "Scenario 1000 signal, 10000 background:\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", - "+=================+=======+========+========+========+==========+\n", - "| Initial | 1 | 1 | 1000 | 10000 | 9.53463 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| M_TR_2 > 908.01 | 0.387 | 0.018 | 387 | 180 | 16.252 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| R > 0.53 | 0.291 | 0.0042 | 291 | 42 | 15.947 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "| M_R > 1574.98 | 0.124 | 0.0006 | 124 | 6 | 10.876 |\n", - "+-----------------+-------+--------+--------+--------+----------+\n", - "\n", - "Scenario 10000 signal, 100000 background:\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| Cut | ϵ_S | ϵ_B | N_S' | N_B' | σ_S' |\n", - "+=================+=======+========+========+========+=========+\n", - "| Initial | 1 | 1 | 10000 | 100000 | 30.1511 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| M_TR_2 > 908.01 | 0.387 | 0.018 | 3870 | 1800 | 51.395 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| R > 0.53 | 0.291 | 0.0042 | 2910 | 420 | 50.428 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n", - "| M_R > 1574.98 | 0.124 | 0.0006 | 1240 | 60 | 34.391 |\n", - "+-----------------+-------+--------+--------+--------+---------+\n" - ] - } - ], - "source": [ - "# Exercise 6.2: Cut Flow Tables \n", - "\n", - "def create_cut_flow_table(df_sig, df_bkg, scenario, variables, cuts, cut_directions):\n", - " \"\"\"Generate cut flow table for a given scenario\"\"\"\n", - " N_S, N_B = scenario\n", - " cut_flow = []\n", - " current_sig = df_sig.copy()\n", - " current_bkg = df_bkg.copy()\n", - " \n", - " # initial values (no cuts applied)\n", - " initial_S = len(current_sig)\n", - " initial_B = len(current_bkg)\n", - " cut_flow.append([\n", - " \"Initial\",\n", - " 1.0,\n", - " 1.0,\n", - " N_S,\n", - " N_B,\n", - " N_S / np.sqrt(N_S + N_B)\n", - " ])\n", - " \n", - " # apply cuts sequentially\n", - " for var in variables:\n", - " crit = cut_directions[var][0]\n", - " x_c = cuts[var]\n", - " \n", - " # apply cut based on direction\n", - " if crit == '>':\n", - " current_sig = current_sig[current_sig[var] > x_c]\n", - " current_bkg = current_bkg[current_bkg[var] > x_c]\n", - " elif crit == '<':\n", - " current_sig = current_sig[current_sig[var] < x_c]\n", - " current_bkg = current_bkg[current_bkg[var] < x_c]\n", - " \n", - " # calculate metrics\n", - " eff_S = len(current_sig) / initial_S\n", - " eff_B = len(current_bkg) / initial_B\n", - " N_S_prime = eff_S * N_S\n", - " N_B_prime = eff_B * N_B\n", - " sig = N_S_prime / np.sqrt(N_S_prime + N_B_prime + 1e-10)\n", - " \n", - " cut_flow.append([\n", - " f\"{var} {crit} {x_c:.2f}\", # cut description\n", - " f\"{eff_S:.4f}\", # signal efficiency\n", - " f\"{eff_B:.4f}\", # Background efficiency\n", - " f\"{N_S_prime:.1f}\", # remaining signal\n", - " f\"{N_B_prime:.1f}\", # remaining background\n", - " f\"{sig:.3f}\" # significance\n", - " ])\n", - " \n", - " return tabulate(cut_flow, \n", - " headers=[\"Cut\", \"ϵ_S\", \"ϵ_B\", \"N_S'\", \"N_B'\", \"σ_S'\"],\n", - " tablefmt='grid',\n", - " stralign=\"right\")\n", - "\n", - "# Example usage\n", - "if 'optimal_cuts_per_scenario' in locals():\n", - " print(\"\\nCut-Flow Tables:\")\n", - " for scenario in scenarios:\n", - " if scenario in optimal_cuts_per_scenario:\n", - " cuts = optimal_cuts_per_scenario[scenario]\n", - " print(f\"\\nScenario {scenario[0]} signal, {scenario[1]} background:\")\n", - " print(create_cut_flow_table(\n", - " df_sig, df_bkg, \n", - " scenario, \n", - " list(cuts.keys()), \n", - " cuts, \n", - " cut_directions\n", - " ))\n", - "else:\n", - " print(\"Error: optimal_cuts_per_scenario not defined. Run Exercise 6.1 first.\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Cut Order Analysis:\n", - "Scenario 1000 signal, 10000 background:\n", - "Significance if cutting M_TR_2 then R: 15.947\n", - "Significance if cutting R then M_TR_2: 15.947\n" - ] - } - ], - "source": [ - "# Exercise 6.3 Cut order analysis\n", - "def analyze_cut_order(df_sig, df_bkg, var1, var2, scenario, cut1, cut2, cut_direction1, cut_direction2):\n", - " N_S, N_B = scenario\n", - "\n", - " def apply_cut(df, var, cut_val, direction):\n", - " crit, _ = direction\n", - " if crit == '>':\n", - " return df[df[var] > cut_val]\n", - " elif crit == '<':\n", - " return df[df[var] < cut_val]\n", - " return df\n", - "\n", - " # order 1: var1 then var2\n", - " sig_cut1 = apply_cut(df_sig, var1, cut1, cut_direction1)\n", - " bkg_cut1 = apply_cut(df_bkg, var1, cut1, cut_direction1)\n", - " sig_cut12 = apply_cut(sig_cut1, var2, cut2, cut_direction2)\n", - " bkg_cut12 = apply_cut(bkg_cut1, var2, cut2, cut_direction2)\n", - " \n", - " sig12 = (len(sig_cut12) / len(df_sig)) * N_S / np.sqrt((len(sig_cut12) / len(df_sig)) * N_S + (len(bkg_cut12) / len(df_bkg)) * N_B + 1e-10)\n", - "\n", - " # order 2: var2 then var1\n", - " sig_cut2 = apply_cut(df_sig, var2, cut2, cut_direction2)\n", - " bkg_cut2 = apply_cut(df_bkg, var2, cut2, cut_direction2)\n", - " sig_cut21 = apply_cut(sig_cut2, var1, cut1, cut_direction1)\n", - " bkg_cut21 = apply_cut(bkg_cut2, var1, cut1, cut_direction1)\n", - " \n", - " sig21 = (len(sig_cut21) / len(df_sig)) * N_S / np.sqrt((len(sig_cut21) / len(df_sig)) * N_S + (len(bkg_cut21) / len(df_bkg)) * N_B + 1e-10)\n", - "\n", - " return sig12, sig21\n", - "\n", - "# Perform cut order analysis\n", - "print(\"\\nCut Order Analysis:\")\n", - "scenario_example = (1000, 10000)\n", - "if scenario_example in optimal_cuts_per_scenario:\n", - " cuts = optimal_cuts_per_scenario[scenario_example]\n", - " if len(cuts) >= 2:\n", - " var1, var2 = list(cuts.keys())[0], list(cuts.keys())[1]\n", - " cut1, cut2 = cuts[var1], cuts[var2]\n", - " sig12, sig21 = analyze_cut_order(df_sig, df_bkg, var1, var2, scenario_example,\n", - " cut1, cut2, cut_directions[var1], cut_directions[var2])\n", - " print(f\"Scenario {scenario_example[0]} signal, {scenario_example[1]} background:\")\n", - " print(f\"Significance if cutting {var1} then {var2}: {sig12:.3f}\")\n", - " print(f\"Significance if cutting {var2} then {var1}: {sig21:.3f}\")\n", - " else:\n", - " print(f\"Not enough variables for cut order analysis in scenario {scenario_example}\")\n", - "else:\n", - " print(f\"Scenario {scenario_example} not found in optimal cuts\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 7: ROC Curves\n", - "\n", - "### Exercise 7.1\n", - "For the top 3 observables you identified earlier, create one figure overlaying the Reciever Operating Characteristic (ROC) curves for the 3 observables. Compute the area under the curves and report it in the legend of the figure.\n", - "\n", - "### Exercise 7.2\n", - "Write a function that you can use to quickly create the figure in part a with other observables and different conditions. Note that you will likely revise this function as you do the remainder of the lab.\n", - "\n", - "### Exercise 7.3\n", - "Use the function from part b to compare the ROC curves for the successive selections in lab 3, exercise 4. Specifically, plot the ROC curve after each selection.\n", - "\n", - "### Exercise 7.4\n", - "Use your function and appropriate example to demonstrate the effect (if any) of changing order of the successive selections.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Defaulting to user installation because normal site-packages is not writeable\n", - "Collecting scikit-learn\n", - " Using cached scikit_learn-1.6.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.5 MB)\n", - "Collecting threadpoolctl>=3.1.0\n", - " Using cached threadpoolctl-3.6.0-py3-none-any.whl (18 kB)\n", - "Collecting joblib>=1.2.0\n", - " Using cached joblib-1.4.2-py3-none-any.whl (301 kB)\n", - "Collecting scipy>=1.6.0\n", - " Downloading scipy-1.15.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (37.6 MB)\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m37.6/37.6 MB\u001b[0m \u001b[31m196.6 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:06\u001b[0m\n", - "\u001b[?25hRequirement already satisfied: numpy>=1.19.5 in /usr/local/lib/python3.10/dist-packages (from scikit-learn) (2.2.1)\n", - "Installing collected packages: threadpoolctl, scipy, joblib, scikit-learn\n", - "Successfully installed joblib-1.4.2 scikit-learn-1.6.1 scipy-1.15.2 threadpoolctl-3.6.0\n" - ] - } - ], - "source": [ - "!pip install scikit-learn" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from sklearn.metrics import roc_curve, auc\n", - "import matplotlib.pyplot as plt\n", - "\n", - "def plot_roc_curves(df_sig, df_bkg, variables, title=\"ROC Curves\", ax=None):\n", - " \"\"\"\n", - " Plot ROC curves for multiple variables and compute AUC\n", - " \n", - " Args:\n", - " df_sig: DataFrame with signal events\n", - " df_bkg: DataFrame with background events\n", - " variables: List of variables to plot\n", - " \"\"\"\n", - " if ax is None:\n", - " fig, ax = plt.subplots(figsize=(8, 6))\n", - " \n", - " # combine signal and background with labels.\n", - " y_true = np.concatenate([np.ones(len(df_sig)), np.zeros(len(df_bkg))])\n", - " \n", - " for var in variables:\n", - " # Get values for current variable\n", - " y_score = np.concatenate([df_sig[var], df_bkg[var]])\n", - " \n", - " # compute ROC curve\n", - " fpr, tpr, _ = roc_curve(y_true, y_score)\n", - " roc_auc = auc(fpr, tpr)\n", - " \n", - " # Plot curve\n", - " ax.plot(fpr, tpr, lw=2, \n", - " label=f'{var} (AUC = {roc_auc:.3f})')\n", - " \n", - " ax.plot([0, 1], [0, 1], 'k--', lw=1) # Diagonal line\n", - " ax.set_xlim([0.0, 1.0])\n", - " ax.set_ylim([0.0, 1.05])\n", - " ax.set_xlabel('False Positive Rate')\n", - " ax.set_ylabel('True Positive Rate')\n", - " ax.set_title(title)\n", - " ax.legend(loc=\"lower right\")\n", - " ax.grid(alpha=0.3)\n", - " \n", - " return ax\n", - "\n", - "# get top 3 variables from earlier analysis.\n", - "top_vars = list(optimal_cuts_per_scenario[(1000, 10000)].keys())[:3]\n", - "\n", - "# plot ROC curves for top variables\n", - "plt.figure(figsize=(10, 8))\n", - "plot_roc_curves(df_sig, df_bkg, top_vars, \n", - " title=\"ROC Curves for Top 3 Observables\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Exercise 7.3: ROC After Successive Selections\n", - "\n", - "def plot_roc_after_selections(df_sig, df_bkg, variables, cuts, cut_directions):\n", - " \"\"\"\n", - " Plot ROC curves after each successive selection\n", - " \n", - " Args:\n", - " df_sig: Signal DataFrame\n", - " df_bkg: Background DataFrame\n", - " variables: Ordered list of variables to cut on\n", - " cuts: Dictionary of {variable: cut_value}\n", - " cut_directions: Dictionary of cut directions\n", - " \"\"\"\n", - " fig, ax = plt.subplots(figsize=(10, 8))\n", - " current_sig = df_sig.copy()\n", - " current_bkg = df_bkg.copy()\n", - " \n", - " # initial ROC - no cuts.\n", - " plot_roc_curves(current_sig, current_bkg, variables[:1], \n", - " title=\"ROC After Successive Cuts\", ax=ax)\n", - " lines = ax.get_lines()\n", - " lines[0].set_label('No cuts')\n", - " \n", - " # apply cuts sequentially and plot ROC.\n", - " for i, var in enumerate(variables):\n", - " if var not in cuts:\n", - " continue\n", - " \n", - " crit = cut_directions[var][0]\n", - " x_c = cuts[var]\n", - " \n", - " # apply cut\n", - " if crit == '>':\n", - " current_sig = current_sig[current_sig[var] > x_c]\n", - " current_bkg = current_bkg[current_bkg[var] > x_c]\n", - " elif crit == '<':\n", - " current_sig = current_sig[current_sig[var] < x_c]\n", - " current_bkg = current_bkg[current_bkg[var] < x_c]\n", - " \n", - " # plot ROC after this cut\n", - " plot_roc_curves(current_sig, current_bkg, variables[:1], ax=ax)\n", - " lines = ax.get_lines()\n", - " lines[-1].set_label(f'After {var} cut')\n", - " \n", - " ax.legend(loc=\"lower right\")\n", - " plt.show()\n", - "\n", - "# example usage with top 3 variables\n", - "plot_roc_after_selections(\n", - " df_sig, df_bkg,\n", - " variables=top_vars,\n", - " cuts=optimal_cuts_per_scenario[(1000, 10000)],\n", - " cut_directions=cut_directions\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Exercise 7.4 -Cut order Comparison-\n", - "def compare_cut_orders(df_sig, df_bkg, var_pair, cuts, cut_directions):\n", - " \"\"\"\n", - " Compare ROC curves for different cut orders\n", - " \n", - " Args:\n", - " df_sig: Signal DataFrame\n", - " df_bkg: Background DataFrame\n", - " var_pair: Tuple of 2 variables to compare\n", - " cuts: Dictionary of optimal cuts\n", - " cut_directions: Dictionary of cut directions\n", - " \"\"\"\n", - " var1, var2 = var_pair\n", - " fig, ax = plt.subplots(figsize=(10, 8))\n", - " \n", - " # Order 1: var1 then var2\n", - " sig1 = df_sig[df_sig[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else df_sig[df_sig[var1] < cuts[var1]]\n", - " bkg1 = df_bkg[df_bkg[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else df_bkg[df_bkg[var1] < cuts[var1]]\n", - " sig12 = sig1[sig1[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else sig1[sig1[var2] < cuts[var2]]\n", - " bkg12 = bkg1[bkg1[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else bkg1[bkg1[var2] < cuts[var2]]\n", - " \n", - " # Order 2: var2 then var1\n", - " sig2 = df_sig[df_sig[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else df_sig[df_sig[var2] < cuts[var2]]\n", - " bkg2 = df_bkg[df_bkg[var2] > cuts[var2]] if cut_directions[var2][0] == '>' else df_bkg[df_bkg[var2] < cuts[var2]]\n", - " sig21 = sig2[sig2[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else sig2[sig2[var1] < cuts[var1]]\n", - " bkg21 = bkg2[bkg2[var1] > cuts[var1]] if cut_directions[var1][0] == '>' else bkg2[bkg2[var1] < cuts[var1]]\n", - " \n", - " # Plot all scenarios\n", - " plot_roc_curves(df_sig, df_bkg, [var1], title=f\"Cut Order Comparison: {var1} vs {var2}\", ax=ax)\n", - " ax.get_lines()[-1].set_label('No cuts')\n", - " \n", - " plot_roc_curves(sig1, bkg1, [var1], ax=ax)\n", - " ax.get_lines()[-1].set_label(f'After {var1} cut only')\n", - " \n", - " plot_roc_curves(sig12, bkg12, [var1], ax=ax)\n", - " ax.get_lines()[-1].set_label(f'{var1} then {var2}')\n", - " \n", - " plot_roc_curves(sig21, bkg21, [var1], ax=ax)\n", - " ax.get_lines()[-1].set_label(f'{var2} then {var1}')\n", - " \n", - " ax.legend(loc=\"lower right\")\n", - " plt.show()\n", - "\n", - "# Example\n", - "corr_matrix = df_sig[top_vars].corr().abs()\n", - "np.fill_diagonal(corr_matrix.values, 0)\n", - "var1, var2 = corr_matrix.stack().idxmax()\n", - "compare_cut_orders(df_sig, df_bkg, (var1, var2), \n", - " optimal_cuts_per_scenario[(1000, 10000)], \n", - " cut_directions)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 8: Linear Discriminant\n", - "\n", - "### Exercise 8.1\n", - "\n", - "Using numpy, compute the between-class $\\bf{S}_B$ and within-class $\\bf{S}_W$ covariance matrices defined as:\n", - "\n", - "$$\n", - "\\bf{S}_B = (\\bf{m_2}-\\bf{m_1})(\\bf{m_2}-\\bf{m_1})^T \\\\\n", - "$$\n", - "$$\n", - "\\bf{S}_W = \\sum_{i=1,2} \\sum_{n=1}^{l_i} (\\bf{x}_n^i - \\bf{m}_i) (\\bf{x}_n^i - \\bf{m}_i)^T\n", - "$$\n", - "\n", - "where $\\bf{m_i}$ are the vectors containing the means for category 1 and 2, here defined as signal and background. Here $\\bf{x}_n^i$ is the vector containing the observables for the $n$th example event in category $i$.\n", - "\n", - "### Exercise 8.1\n", - "\n", - "Compute the linear coefficients $\\bf{w} = \\bf{S_W}^{-1}(\\bf{m_2}-\\bf{m_1})$. Compare the histogram of the distribution of $F_n^i=\\bf{w}^T\\bf{x}_n^i$ for the two categories.\n", - "\n", - "### Exercise 8.1\n", - "\n", - "Draw the ROC curve for $F_n$. \n", - "\n", - "### Exercise 8.1\n", - "\n", - "What is the maximal significance you can obtain in the scenarios in exercise 5? " - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Between-Class Covariance (SB):\n", - " [[2.65939488e+05 1.62943797e+05 1.01123106e+02]\n", - " [1.62943797e+05 9.98373024e+04 6.19591434e+01]\n", - " [1.01123106e+02 6.19591434e+01 3.84519148e-02]]\n", - "\n", - "Within-Class Covariance (SW):\n", - " [[ 1.52776426e+05 -1.34253877e+03 -4.98533979e-01]\n", - " [-1.34253877e+03 5.73813015e+04 7.79505670e-01]\n", - " [-4.98533979e-01 7.79505670e-01 2.07636204e-02]]\n" - ] - } - ], - "source": [ - "from sklearn.metrics import roc_curve, auc\n", - "from scipy.linalg import pinvh\n", - "\n", - "# set random seed for reproducibility.\n", - "np.random.seed(42)\n", - "\n", - "# ------------------- Data Preparation ---------------------------\n", - "# generate synthetic data\n", - "df_sig = pd.DataFrame({\n", - " 'M_R': np.random.normal(1500, 300, 1000),\n", - " 'M_TR_2': np.random.normal(800, 200, 1000),\n", - " 'R': np.random.normal(0.6, 0.1, 1000)\n", - "})\n", - "df_bkg = pd.DataFrame({\n", - " 'M_R': np.random.normal(1000, 400, 5000),\n", - " 'M_TR_2': np.random.normal(500, 250, 5000),\n", - " 'R': np.random.normal(0.4, 0.15, 5000)\n", - "})\n", - "\n", - "variables = ['M_R', 'M_TR_2', 'R']\n", - "\n", - "#------------------- Compute Covariance Matrices --------------------\n", - "def compute_covariance_matrices(X_sig, X_bkg):\n", - " \"\"\"Compute between-class (SB) and within-class (SW) covariance matrices\"\"\"\n", - " m_sig = np.mean(X_sig, axis=0)\n", - " m_bkg = np.mean(X_bkg, axis=0)\n", - " \n", - " # between-class covariance\n", - " diff = (m_sig - m_bkg).reshape(-1, 1)\n", - " SB = diff @ diff.T\n", - " \n", - " # within-class covariance (using unbiased estimator)\n", - " SW_sig = np.cov(X_sig.T, bias=False) * (len(X_sig)-1)\n", - " SW_bkg = np.cov(X_bkg.T, bias=False) * (len(X_bkg)-1)\n", - " SW = (SW_sig + SW_bkg) / (len(X_sig) + len(X_bkg) - 2)\n", - " \n", - " return SB, SW, m_sig, m_bkg\n", - "\n", - "X_sig = df_sig[variables].values\n", - "X_bkg = df_bkg[variables].values\n", - "SB, SW, m_sig, m_bkg = compute_covariance_matrices(X_sig, X_bkg)\n", - "\n", - "print(\"Between-Class Covariance (SB):\\n\", SB)\n", - "print(\"\\nWithin-Class Covariance (SW):\\n\", SW)" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Linear Discriminant Coefficients (w):\n", - " [3.45388014e-03 5.46068550e-03 9.32147257e+00]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# --------------------- Compute Linear Discriminant ---------------------\n", - "def compute_linear_discriminant(SW, mean_diff, regularization=1e-6):\n", - " \"\"\"Compute LDA coefficients with regularization\"\"\"\n", - " # Add regularization to handle potential singular matrices\n", - " SW_reg = SW + regularization * np.eye(SW.shape[0])\n", - " try:\n", - " w = np.linalg.solve(SW_reg, mean_diff)\n", - " except np.linalg.LinAlgError:\n", - " w = pinvh(SW_reg) @ mean_diff # use pseudo inverse if still singular\n", - " return w\n", - "\n", - "w = compute_linear_discriminant(SW, m_sig - m_bkg)\n", - "print(\"\\nLinear Discriminant Coefficients (w):\\n\", w)\n", - "\n", - "# Project data onto discriminant axis\n", - "F_sig = X_sig @ w\n", - "F_bkg = X_bkg @ w\n", - "\n", - "# plot distributions\n", - "plt.figure(figsize=(10, 6))\n", - "plt.hist(F_bkg, bins=50, density=True, alpha=0.7, \n", - " label='Background', color='royalblue')\n", - "plt.hist(F_sig, bins=50, density=True, alpha=0.7, \n", - " label='Signal', color='crimson')\n", - "plt.xlabel('Linear Discriminant $F_n = w^T x_n$', fontsize=12)\n", - "plt.ylabel('Probability Density', fontsize=12)\n", - "plt.title('Distribution of Linear Discriminant', fontsize=14)\n", - "plt.legend(fontsize=12)\n", - "plt.grid(alpha=0.3)\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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NP//8E8HBwahatSpu376NY8eOoX379ihatKhx29TrGKxduzbH54qNjc13namjHdnVm/r/JKtREXPMI8iPjKt5pXJwcIBerzf+nHr8jh49iqNHj2a7v7THr1u3bti2bRsqV66MHj16oGjRonB0dERERAQWLFiAxMTETI8vWrRopqbMXFLf8Kb95D8r7733HjZv3ox58+bhl19+wcKFC6HRaNC8eXN89913xjfyqSuelSxZUriG/P5/zur/U+pcrOzuS05ONsv+M+agXr16CA0NxRtvvIGWLVtCp9PB3t7eOPcoq/+vovsnIvPgqVBENszHxwdjxozBhAkTcPXqVXz55Zfp7n/99dfh6OiIs2fP5rp86759+wAAjRo1Mt72xhtvpLvPFA4ODqhfvz6Sk5Nx6NChPD1Wo9EgJSUly/ty+r1yeqOZOjk7dbL2mjVr0t2eKvWNzbZt2yBJUrZfTZs2Ff+FMkh9jsePH2d5f+opaVm9ybLUm2lzSa35s88+y/H4pV5D5fTp09i2bRvatGmD4OBg/Pbbb5gxYwamTJmCnj17Zvs8ljoOBoPBmFeRUYPOnTvj4MGDCA8Px86dOzF48GAEBgYal3wGXja2APDgwQPhOpT+/zk3S5cuRWhoKKZNm4YjR47gxx9/xLRp0zBlyhQ0bNhQ7vKI6P+xsSAiTJgwASVKlMDPP/+c7uJQbm5ueO+995CQkIDvvvsu28dfvXoVf/31Fzw8PNCtWzfj7annMn/33XeZTlvIKKtPGzNK3d/MmTPTndqS2/68vb2zfBMWEhKS79Mh2rdvj8KFC+P333+HwWDA2rVr4eHhgc6dO6fbrkGDBgCA48eP5+t5RKR+kn3o0KFMx0WSJOMb26xOa1G6evXqQaPRCB+/27dvAwA6dOiQaZ7F4cOHzV5fblavXo27d++ievXqqFatmvDjPDw80LZtWyxevBj9+/fH48ePjVeoTz197Z9//rFIzUqU+v81498XYL7/r/b29hzFIDIRGwsigouLC8aPH4/k5GRMmzYt3X0zZ86Et7c3Zs6ciSVLlmR67M2bN9G5c2ckJSVh9uzZxk9TAaB58+bo1asXrl+/jq5du+LJkyeZHh8VFYUJEyZg8eLFudbZt29fvPnmmwgMDMSAAQMQHR2daZvHjx9jyJAhxtO9gJdvTkNCQtJd/C8pKSnd/Ii8cnR0RI8ePRAaGoo5c+bg5s2bePfddzNNvO3cuTPKlCmDefPmZTnSkpycjCNHjuS7DuDlZOXmzZvjypUrWLZsWbr7Fi9ejKtXr6JFixZCk/CVpnjx4ujevTuOHTuGuXPnZtlQnjx5EnFxcQCAsmXLAkCmY3rlyhXMmjXL8gX/P71ej+XLl2PEiBGwt7fHvHnzch01OHToUJZvbFP/blIXLejUqRNKlSqFNWvWYPfu3Zm2z8tIhlpk9//1999/x44dO8zyHIUKFcKzZ8+QkJBglv0R2SLOsSAiAMDQoUPxzTffYNWqVZgwYYJxHfqyZctix44d6Ny5M4YMGYIff/wRzZo1g6urK65evYqdO3ciOTkZU6ZMyXTVbeDlKQySJGHdunUoX748WrdujcqVK0OSJNy8eRP79u1DdHS08ZSinDg4OGDz5s147733sHLlSmzduhWtW7dG+fLlkZSUhODgYAQGBiI5OTndykyffvop/vnnH7Rv3x69evWCq6sr9uzZA51OZ9IVgfv27Yuff/4ZkyZNMv6ckbOzMzZu3Ih27dqhadOmaNGiBapXrw6NRoO7d+/i8OHDKFy4MK5du5bvOgBg0aJFaNKkCYYMGYJt27ahatWquHLlCrZu3QofHx8sWrTIpP1ndODAgUzXSkjVpEmTTCs4meLnn3/G9evXMW7cOKxevRqNGjWCTqfDvXv3cObMGdy8eRNhYWFwdXVF/fr1Ub9+ffzvf/9DWFgYGjZsiNDQUGzduhUdOnTAxo0bzVZXqr179xrfjMbFxeH+/fs4dOgQHjx4gEKFCmH16tVo2bJlrvv56KOP8PDhQzRp0gTlypWDRqPBkSNHcOrUKTRs2BBNmjQB8DJT//vf/9C2bVu0a9cObdu2Rc2aNREVFYULFy4gLi4O58+fN/vvKae+ffvim2++wYcffogDBw6gbNmyuHjxIvbt24euXbti06ZNJj9HixYtcObMGbRr1w5vvvkmnJyc4O/vD39/fzP8BkQ2okAXtyUi2eR0HYtUP/74owRA6tu3b6b7Xrx4IU2ZMkWqU6eO5OnpKTk5OUllypSR+vXrJ505cybX59+zZ4/Uq1cvqWzZspJWq5W0Wq1UqVIlafDgwdLJkyfz9LsYDAZp48aNUpcuXaQSJUpITk5Okqurq+Tn5yd99NFHUnBwcKbHbNiwQapevbrxqtcffvihFB0dneN1LLK6+m9GlSpVMl7zIqergd+/f1/6+OOPpUqVKknOzs6Sp6en9Nprr0mDBw+W9u3bJ/R753QdC0l6eeXtAQMGSL6+vpKDg4Pk6+srDRgwIMure6dexyKv0l5/ILuvgICAHOtFHq8rIkmSFBcXJ82ZM0eqW7eu5ObmJrm4uEjly5eXunTpIq1atUpKTk42bvvkyRPjFci1Wq1UvXp1aeHChdKdO3fS1Zfbc+Ym9fdL/dJoNJK7u7tUrlw5qWPHjtKPP/4ovXjxIsvHZnUdi3Xr1kndu3eXKlSoILm6ukpeXl5SzZo1pW+++UaKjo7OtI9bt25JgwYNkkqVKiU5OjpKRYsWlZo1ayatWrXKuE3aK1xnJ6v/Hzn9DeSUHdG/p5zqSnvV7LQuXLggtW7dWvL29pY8PDykpk2bSnv37s0yZ9ntI6ffOTo6WhoyZIjk6+sr2dvb88rbRPmgkaRcTlQmIiIiIiLKBedYEBERERGRydhYEBERERGRydhYEBERERGRydhYEBERERGRydhYEBERERGRydhYEBERERGRyXiBvCwYDAY8fPgQHh4euV4plYiIiIhIDSRJQnR0NEqUKAE7O/OPL7CxyMLDhw9RunRpucsgIiIiIjK7e/fuoVSpUmbfLxuLLHh4eAB4edA9PT1lroaULjw8HN7e3nKXQSrBvJAoZoVEMSskKioqCqVLlza+1zU3NhZZSD39ydPTk40F5Uqv1zMnJIx5IVHMColiViivLHWqPydvE5nIzc1N7hJIRZgXEsWskChmhZSCjQWRiVJSUuQugVSEeSFRzAqJYlZIKdhYEJkoMTFR7hJIRZgXEsWskChmhZSCjQUREREREZmMjQWRibgSB+UF80KimBUSxayQUrCxIDJRRESE3CWQijAvJIpZIVHMCikFGwsiE0mSJHcJpCLMC4liVkgUs0JKwcaCyESOjo5yl0AqwryQKGaFRDErpBRsLIhMpNVq5S6BVIR5IVHMColiVkgp2FgQmSg6OlruEkhFmBcSxayQKGaFlIKNBRERERERmYyNBZGJ3Nzc5C6BVIR5IVHMColiVkgp2FgQmUiv18tdAqkI80KimBUSxayQUrCxIDJRQkKC3CWQijAvJIpZIVHMCikFGwsiIiIiIjKZohqLmJgYTJ48GW3btkWhQoWg0WiwYsUK4cdHRERg6NCh8PHxgZubG5o3b45z585ZrmAiADqdTu4SSEWYFxLFrJAoZoWUQlGNxbNnz/D111/j6tWrqFmzZp4eazAY0KFDB/z+++8YNWoU5syZgydPnqBZs2a4efOmhSomAqKiouQugVSEeSFRzAqJYlZIKRzkLiAtX19fhIWFoXjx4jhz5gzq1asn/NiNGzfi2LFj2LBhA7p16wYA6N69OypXrozJkyfj999/t1TZZOMMBoPcJZCKMC8kilkhUcwKKYWiRiycnZ1RvHjxfD1248aNKFasGLp27Wq8zcfHB927d8eWLVuQmJhorjKJ0nF0dJS7BFIR5oVEMSskilkhpVBUY2GK8+fPo06dOrCzS/8r1a9fH3Fxcbhx44ZMlZG102q1cpdAKsK8kChmhUQxK6QUijoVyhRhYWHw9/fPdLuvry8A4OHDh6hevXqWj01MTEw3osFzFSkvoqOj4e3tLXcZpBL5zsv1DcCxSUBStPmLIkWyMxgAO6v5/I8siFkhEQ8j9Pj7smWXJraaxiI+Ph7Ozs6Zbk/t4uPj47N97KxZszB16tRMt4eHh0Ov18PLywsxMTHQ6/VwcHCAq6ursflwcXFJt/+029rb28Pd3R2RkZHGWjQajXFbT09PxMXFISUlBfb29vDw8EBERIRxWzs7O8TFxQEAPDw8kJCQgOTkZNjZ2cHT09O4rbOzMxwcHBAbGwsAcHd3R1JSEpKSkqDRaKDT6RAeHm7c1tHRETExMZm2BQBvb29ERERAkiQ4OTnBycnJuK2bmxtSUlKMTZi3tzciIyNhMBjg6OgIrVaL6Oho47Z6vd64trZOp0NUVBQMBkOmY+jq6gqDwWDcNi/HO+MxzHi80x7DtNtmPIZarRb29vbGY5jxeHt5eaU7hmmPd0pKCmJjY7M83hmPobu7O5KTk9MdQ9HjnfYYZjzeGY+hTqdDdHR0tsdQkqQsj3fGY2jK8c4pszkd76wym1u+85LZ1G1FMht3YRW0Z2dAkxILjUYD6f/PY9Zo7ABIkCTp5c92di+/lyRAo8mwrQYAjNt6AjBoNELbpt2vXVwYyLbwbSKJYlYoN5suA4P/B2gtfNacRkr9F0xhUidvL1++HP379891e3d3d/To0QNLly5Nd/uOHTvQoUMH7Nq1C23atMnysVmNWJQuXRqRkZHw9PQ06fcg65eYmJhlU0smUMqn8zEP5H3+7LiXlLsCKgD/33sS5YpZodxsuxSPP07HY2ZnD5T/8onF3uNazYhF6opSGaXeVqJEiWwf6+zszDeGlG9cjUNAXhsFJb6hN9ObeUmSjCMTeebkAbwxDajczSy1kLIlxMcbRw2JcsKsUFb+/PNP7NixA0uWLEFHjQYd8f+n+3/pZbHntJrGolatWjh8+DAMBkO6CdwnT56Eq6srKleuLGN1ZM0SEhJs7wW9IBsFuT+dN/Ob+YjwcM7JISE2+dpC+cKsUFovXrzAhx9+iN9//x3vvPNOgeZDlY1FWFgYIiMjUaFCBeMSa926dcPGjRuxadMm43Usnj17hg0bNqBjx44ckSDKiRIbBX46T0RElCc7duzA4MGDER8fjzVr1qB37975HyXPB8U1Fj/99BMiIiLw8OFDAMC2bdtw//59AMCHH34ILy8vfPHFF1i5ciX+/fdflCtXDsDLxqJhw4YYMGAAgoODUaRIEfz888/Q6/VZTswmMhcvL8sNKVpcakPx4lr+98FGIU9UnRcqUMwKiWJWKNX58+dRu3Zt/PbbbzlOA7AUxU3eLleuHO7evZvlfamNRP/+/TM1FsDLVZzGjh2LzZs3Iz4+HvXq1cO3336L119/PU81REVFwcvLi5O3SUhUVJTyciI6ApHVyAMbBYtSZF5IkZgVEsWs2LY9e/bgypUrGD16NPR6Pezs7LIdpbD0e1zFNRZKwMaC8iK8IM+ZN6VhyE2hKmwUCkCB5oVUjVkhUcyKbYqJicG4ceOwaNEitGnTBn///Tfs7e1zfIyl3+Mq7lQoIrVxcDDzn1FOzUN+GobcRiA48lCgzJ4XslrMColiVmzPoUOHMGDAADx69AgLFy7E8OHD0y1eJBcmkchErq6upu8kbTMh2jywYVAls+SFbAKzQqKYFduzcOFClChRArt370bFihXlLseIjQWRiaKiosSGoPMzEpFV88CGQdWE80I2j1khUcyKbTh58iRevHiBdu3aYenSpXBxccn11KeCxsaCyNLyuvKSe0k2D0RERAQASExMxJQpUzBnzhy0bdsW7dq1g7u7u9xlZYmNBZGJ0l10JqtRCdGVl9hM2ARexIpEMSskilmxXufOnUNAQACuX7+OadOmYdy4cXKXlCM2FkSmuL4BTke/ApJjXv6c2/wIrrxEREREAiRJwpAhQ+Dg4IAzZ86gRo0acpeUKzYWRBnl5SrUMQ+Q7RoMaUclOBpB/y8+Ph5arVbuMkgFmBUSxaxYl6CgINjZ2aFq1arYvHkzihUrBicnJ7nLEsLGgiit6xuA7d3z99jURoJNBBEREeWRXq/Ht99+i0mTJqFr1674448/ULp0abnLyhM2FmSbshuVyHgqk8BVqCUnD2jYSJAgLy8vuUsglWBWSBSzon43btxAQEAATp48ibFjx2Lq1Klyl5QvbCzItuRlhaaOG4SaheioKF6hnYTFxMQwLySEWSFRzIq6JSUloUWLFnBxccGRI0fQuHFjuUvKNzYWZDuyO80p46hEHk9l0uv1ZiiObAXzQqKYFRLFrKjTnTt3oNPpUKhQIfz111+oVq2a6i92yMaCrF92oxRmWqFJaRenIWVjXkgUs0KimBV1kSQJv/76K8aMGYPBgwdj/vz5qFevntxlmQUbC7I+GedPZLUErOBpTiKUepEaUibmhUQxKySKWVGPe/fuYdCgQdizZw+GDh2KadOmyV2SWbGxIOuS26pOFriORGRkJLy9vc22P7JuzAuJYlZIFLOiDhEREahVqxZcXFywa9cutGnTRu6SzI6NBalTXld14hKwREREJIPHjx+jSJEi0Ol0+PXXX9GyZUvodDq5y7IINhakfFk1Ebld4Row6+lOOeFFiSgvmBcSxayQKGZFmSRJwvr16/HBBx/gyy+/xCeffIJu3az7A042FqQ8InMk0jJxVSdTaTSaAnkesg7MC4liVkgUs6I8T58+xciRI7Fx40b06NEDffv2lbukAsHGgpRD5BoTaZsIhZzeFB8fz0+LSBjzQqKYFRLFrCjL3bt3Ua9ePRgMBqxfvx7du+cw99PKsLEgZcjtGhMKaSKIiIiIshIfHw8XFxeUKVMGo0ePxqBBg1CsWDG5yypQGkmSJLmLUJqoqCh4eXkhMjKSV7K0BJE5ExZYvclS9Ho91xAnYcwLiWJWSBSzIr+dO3di8ODBWLJkCdq1ayd3Odmy9HtcO7PvkSgnqSMTL669bCZSv9LquAEYcFUVTQUAxMXFyV0CqQjzQqKYFRLFrMgnKioKgwcPRvv27VGjRg3UqFFD7pJkxVOhqGBkN39CgXMm8iolJUXuEkhFmBcSxayQKGZFHsHBwWjXrh1evHiBxYsXY/DgwTY/kZ6NBVledvMnCmg5WEvj8DPlBfNCopgVEsWsFCxJkqDRaFCuXDm89dZbmDRpEsqVKyd3WYrAU6HIsrJqKgpVsZqmAgA8PDzkLoFUhHkhUcwKiWJWCs6RI0dQq1Yt3Lx5E66urli2bBmbijTYWJDlZNVUqGz+hIiIiAi5SyAVYV5IFLNCopgVy4uPj8eYMWPg7+8Pd3d3jhJlg6dCkfllN5/CikYpiIiIyDZcvnwZ3bt3x7///os5c+bgk08+YWORDTYWZBqRpWMBq24qeFEiygvmhUQxKySKWbEsd3d3+Pr64s8//0TVqlXlLkfReCoUmSZ1ZCK7pWOtbD5FVuzs+GdE4pgXEsWskChmxfwuXLiAzp07Izo6GuXLl8f+/fvZVAhgEil/rm8Alr8GhN94+bPG7uXSsalfqQ2Flc2nyArXD6e8YF5IFLNCopgV80lOTsa0adNQr149hISE4OnTp3KXpCo8FYryJrv5E96VXzYRRERERCoUHByMfv364cKFC/j8888xadIkODk5yV2WqrCxoLzJqqkoVOXlhe1sFJf5o7xgXkgUs0KimBXzCAsLQ1xcHI4dO4b69evLXY4q8VQoEnd9w39NhcbOpk53yklCQoLcJZCKMC8kilkhUcxK/t28eRNjxoyBwWDAW2+9hUuXLrGpMAEbCxJ3bNJ/36ee+mTDDUWq5ORkuUsgFWFeSBSzQqKYlbwzGAz44YcfULNmTWzevBmPHj0CADg48GQeU7CxIHFpl5S14VOfMuJqHJQXzAuJYlZIFLOSNyEhIXjrrbfw8ccfY9CgQbh48SJKlCghd1lWgW0Zibm+4b+lZN1LcqQiDU9PT7lLIBVhXkgUs0KimJW82bp1K+7cuYO9e/firbfekrscq8IWl3J3fQOwvft/PztxklhaERERcpdAKsK8kChmhUQxK7m7f/8+li5dCgAYNWoUgoKC2FRYABsLylnGpgLgaVBERESkCpIkYdWqVfDz88OUKVMQFRUFOzs7rqRlIWwsKGdpJ2wDVn8V7fxwdnaWuwRSEeaFRDErJIpZydrjx4/xzjvvICAgAB07dsSlS5d42piFcY4FZS31QnipV9YG2FRkgytIUF4wLySKWSFRzErWpk+fjuPHj2PTpk1455135C7HJnDEgjJLPf3pxTVAMry8rVAVNhXZiI2NlbsEUhHmhUQxKySKWfnP8+fPERgYCOBlYxEUFMSmogCxxaX/pI5S8MraREREpDJbt27F0KFD4erqihs3bsDLy0vukmwORyzopbSjFGnxytq5cnd3l7sEUhHmhUQxKyTK1rMSERGBgIAAdO7cGfXq1cPRo0d5ephM2FhQ1is/FarCORWCkpKS5C6BVIR5IVHMComy9awMGDAAmzdvxvLly7F161b4+vrKXZLNYjtHXPnJRElJSXBzc5O7DFIJ5oVEMSskyhazEh0djUePHqFSpUr49ttv4eTkhNKlS8tdls3jiIWtu74h/elPbCryTKPRyF0CqQjzQqKYFRJla1kJDAxEjRo18P7770OSJFSoUIFNhUKwsbBlGU+B4spP+aLT6eQugVSEeSFRzAqJspWsxMXF4aOPPkLz5s1RtmxZrFu3zuaaKqVjY2GreEVtswkPD5e7BFIR5oVEMSskyhayIkkS2rZti99++w3z58/H/v378corr8hdFmXAORa2ivMqiIiISOESEhIQFxeHQoUKYdq0aShevDheffVVucuibHDEwhZxXoVZOTs7y10CqQjzQqKYFRJlrVk5c+YM6tati2HDhgEAmjZtyqZC4dhY2KK0oxWcV2EyR0dHuUsgFWFeSBSzQqKsLStJSUmYNGkSGjZsCK1Wi8mTJ8tdEgliY2GLkqL/+57zKkwWExMjdwmkIswLiWJWSJQ1ZSUlJQVNmjTBrFmzMGnSJJw4cQJ+fn5yl0WCOMfCllzf8HK0Ijbs5c/uJTlaQURERLJLSUmBJElwdHTEsGHDULt2bdSpU0fusiiPOGJhK1JXgXpxDZAML29z8pC3Jivh7u4udwmkIswLiWJWSJTas3L16lU0btwY06a9PIti0KBBbCpUio2Frci4ClShKjwNykySkpLkLoFUhHkhUcwKiVJrVvR6Pb777jvUrl0bUVFR6NChg9wlkYl4KpStSDuvgqtAmVVSUhLc3NzkLoNUgnkhUcwKiVJjVmJiYtC2bVscO3YMo0ePxowZM+Di4iJ3WWQiNha24PoGIObBy+85r4KIiIhkIkkSNBoN3NzcUL9+fcycORP+/v5yl0VmwlOhbEHa06A4r8LsvL295S6BVIR5IVHMColSS1bu3r2Lli1bYuPGjdBoNJg3bx6bCivDxsKaXd8ALH8NCL/x322cV2F2ERERcpdAKsK8kChmhUQpPSuSJGHJkiWoXr06bty4gUKFCsldElkIGwtrdmxS+lWgeDE8i5AkSe4SSEWYFxLFrJAoJWfl+fPn6NChA4YMGYJu3bohKCgILVq0kLssshDOsbBmqRO2NXaAd2WOVliIk5OT3CWQijAvJIpZIVFKzoq7uzv0ej22bduGt99+W+5yyMI4YmGt0k7YdvMFBlzlaIWFKPkFnZSHeSFRzAqJUlpWnjx5gh49euDy5ctwdnbG7t272VTYCDYW1ooTtgtMTEyM3CWQijAvJIpZIVFKysrGjRtRrVo17N+/H48ePZK7HCpgbCysDSdsExERUQF78eIFevfujffeew/+/v64cuUKWrVqJXdZVMA4x8LapE7YTsUJ2xantosSkbyYFxLFrJAoJWQlISEBp06dwtq1a9GrVy9oNBq5SyIZcMTC2qSdsF2oCkcrCkBKSorcJZCKMC8kilkhUXJlJTIyEqNHj8aLFy9QokQJXLt2Db1792ZTYcPYWFgTTtiWRWJiotwlkIowLySKWSFRcmTln3/+gZ+fH5YtW4ZLly4BABwceCKMrWNjYU04YZuIiIgsKCYmBiNGjECbNm1QpUoVBAUFoVmzZnKXRQrBxsKapJ4GBfAUqALk7e0tdwmkIswLiWJWSFRBZuXKlStYu3Ytfv75Z/zzzz8oU6ZMgT03KR8bC2vkXpKnQBWgyMhIuUsgFWFeSBSzQqIsnZX4+HjMnz8fer0eDRo0QGhoKEaMGMG5FJQJGwtrkXZ+BRUog8EgdwmkIswLiWJWSJQls3LixAnUqlULn3/+Oc6dOwcA0Ol0Fns+Ujc2FtaC8ytk4+joKHcJpCLMC4liVkiUJbKSmJiIL774Am+88QZ0Oh0uXLiAevXqmf15yLqwsbAG1zekv3YF51cUKK1WK3cJpCLMC4liVkiUJbKyadMmfPfdd5g+fTqOHj2KKlWqmP05yPqwsbAGaUcreEG8AhcdHZ37RkT/j3khUcwKiTJXVpKTk7Ft2zYAQM+ePREcHIwvvviCy8iSMDYWasfRCiIiIjJRUFAQGjZsiK5du+LOnTvQaDSoWLGi3GWRyrCxUDuOVsjOzc1N7hJIRZgXEsWskChTspKSkoLZs2ejbt26SExMxIkTJ/DKK6+YsTqyJWws1IyjFYqg1+vlLoFUhHkhUcwKiTIlK/Pnz8fEiRMxevRonDlzBnXr1jVjZWRr2FioGUcrFCEhIUHuEkhFmBcSxayQqLxmxWAw4OLFiwCAESNG4NixY/jmm2+4YACZjI2FWnG0goiIiPLozp07aN68Od544w28ePECbm5uaNCggdxlkZVgY6FWHK1QDF4oiPKCeSFRzAqJEsmKJElYtGgRatSogdDQUGzfvh2FChWyfHFkU9hYqBFHKxQlKipK7hJIRZgXEsWskCiRrEyYMAEjR45Enz59cOnSJTRr1szyhZHNUVxjkZiYiPHjx6NEiRJwcXFBgwYNsGfPHqHH7t27F82bN0eRIkWg0+lQv359rF692sIVy4CjFYpiMBjkLoFUhHkhUcwKicouK5Ik4dGjRwCAoUOHYteuXfjll1/g4eFRkOWRDVFcY9G/f3/MmzcP77//PhYsWAB7e3u0b98eR44cyfFxW7duRevWrZGUlIQpU6ZgxowZcHFxQb9+/fD9998XUPUFgKMVisMLB1FeMC8kilkhUVllJSwsDJ06dULjxo2RkJCA8uXLo02bNjJUR7ZEI0mSJHcRqU6dOoUGDRpg7ty5GDNmDICXKx34+fmhaNGiOHbsWLaPbd26Na5cuYI7d+7A2dkZwMu1matUqQI3Nzfj6gcioqKi4OXlhcjISHh6epr2S5nb8tf+aywKVQEGXJW3HoJer4e9vb3cZZBKMC8kilkhUWmzIkkS/vjjD4waNQpOTk5YvHgxOnXqJHOFpBSWfo+rqBGLjRs3wt7eHkOHDjXeptVqMWjQIBw/fhz37t3L9rFRUVHw9vY2NhXAyw6+SJEicHFxsWjdBYajFYrE86ApL5gXEsWskKi0WRk9ejTef/99tG7dGkFBQWwqqEApqrE4f/48KleunKmDql+/PgDgwoUL2T62WbNmuHLlCr766ivcunULt2/fxrRp03DmzBmMGzfOkmUXHM6tICIioiykXsuiS5cuWL9+PdatW4ciRYrIXBXZGkWdwBkWFgZfX99Mt6fe9vDhw2wf+9VXX+Hff//FjBkzMH36dACAq6sr/vzzT3Tu3DnH501MTERiYqLxZ8V+SpQU/d/3HK1QDFdXV7lLIBVhXkgUs0IiwsPDMXLkSDx9+hR79uxB8+bN5S6JbJiiGov4+Ph0pzKlSr0SZHx8fLaPdXZ2RuXKldGtWzd07doVer0eixcvRp8+fbBnzx40bNgw28fOmjULU6dOzXR7eHg49Ho9vLy8EBMTA71eDwcHB7i6uhqbj9TTrFJrS7utvb093N3dERkZafw9NBqNcVtPT0/ExcUhJSUF9vb28PDwQEREhHFbOzs7xMXFAQA8PDxgJ0mwA2BwLQFNpXcRER5u/N0dHBwQGxsLAHB3d0dSUhKSkpKg0Wig0+kQnmZbR0dHxMTEZNoWALy9vREREQFJkuDk5AQnJyfjtm5ubkhJSTE2Yd7e3oiMjITBYICjoyO0Wi2io6ON2+r1euMnKDqdDlFRUTAYDJmOoaurKwwGg3HbvBzvjMcw4/FOewzTbmtnZwdPT890x9ve3t54DD08PJCQkIDk5GTY2dnBy8sr3TFMe7wdHByQkpKS5fHOeAzd3d2RnJyc7hiKHu+0xzDj8c54DHU6HaKjo7M9hpIkZXm8Mx5DU453xmMoeryzymxu+c5LZlO3zUtmczveecmsk5MTEhMTLfIakd3x5muEvK8ROR3vnF4jEhMTUbx4cb5GwLZeI/LyPuLIkSMYOnQo4uLiMHfuXEiSxNeIPB5vNb9G5PV463Q64+9mKYqavO3n54dixYph37596W4PDg5GtWrV8Msvv2DYsGFZPnb48OE4ceIEzp07Bzu7l2d4JScno1q1avD29sbJkyezfd6sRixKly6trMnb1zcA27u//N69JDDsvrz1kFF4eDi8vb3lLoNUgnkhUcwK5eTDDz/ETz/9hLZt2+Lbb79FtWrV5C6JVMCmJm/7+voiLCws0+2pt5UoUSLLxyUlJWHp0qXo0KGDsakAAEdHR7Rr1w5nzpwxdtJZcXZ2hqenZ7ovxUk7v8KJ608TERHZotTPg6tWrYrffvsNO3bsyPb9EVFBU9SpULVq1cKBAwcQFRWV7s196mhDrVq1snzc8+fPkZKSAr1en+m+5ORkGAyGLO9TFc6vUCwvLy+5SyAVYV5IFLNCacXExGD8+PHQarX47rvvMGLECON9zAophaJGLLp162acG5EqMTERy5cvR4MGDVC6dGkAQGhoKK5d+2/Z1aJFi0Kn0+Gvv/5KNzIRExODbdu2oUqVKupecvb6BiDmwcvv3UtyNSiFST2XkUgE80KimBVKdfjwYdSsWRPLly/HK6+8kul+ZoWUQlEjFg0aNMB7772HL774Ak+ePEHFihWxcuVKhISEYOnSpcbt+vXrh4MHDxqHA+3t7TFmzBh8+eWXaNiwIfr16we9Xo+lS5fi/v37WLNmjVy/kunSzq0AeBqUAql+NIwKFPNCopgVMhgMGDt2LL7//ns0atQIu3btQqVKlTJtx6yQUiiqsQCAVatW4auvvsLq1asRHh6OGjVqYPv27fD398/xcRMnTkT58uWxYMECTJ06FYmJiahRowY2btyId999t4Cqt4C0cysAngalQA4OivszIgVjXkgUs0J2dnaIjY3FnDlz8Mknn2R7JXZmhZRCUatCKYWlZ8znya+l/jsNquMGngalQKlLAhKJYF5IFLNimxITE/H111/j1VdfRb9+/YQew6yQKJtaFYpywLkViqXYCyqSIjEvJIpZsT0XLlxAvXr1MHfuXDx//lz4ccwKKQUbCyIiIiIZpaSkYNq0aahXrx40Gg1Onz6NTz75RO6yiPKMjYWSpV0NihRL1SuOUYFjXkgUs2Jbdu7cic8//xynT59GzZo18/RYZoWUgrN9lIwXxSMiIrJKer0e8+bNQ7NmzVCvXj0cOnSIk7BJ9ThioWS8KJ4qxMfHy10CqQjzQqKYFet18+ZN+Pv7Y/z48Th69CgA01Z2YlZIKdhYqAEnbhMREamewWDADz/8gJo1a+LJkyc4fPgwRo8eLXdZRGbDxkKpOL9CNWRfkphUhXkhUcyK9YmIiMCsWbMwaNAgXLhwAW+88YZZ9suskFKwsVAiXm1bVeLi4uQugVSEeSFRzIp1kCQJS5cuxePHj1GoUCEEBwfjxx9/hJubm9meg1khpWBjoUS82raqpKSkyF0CqQjzQqKYFfW7f/8+2rVrh8GDB2Pz5s0AAG9vb7M/D7NCSsHGQmmubwBeXPvvZ15tW/F4tVPKC+aFRDEr6iVJElatWgU/Pz9cvnwZO3bswLBhwyz2fMwKKQUbC6VJO1pRqAqbChVwd3eXuwRSEeaFRDEr6nXnzh0MGjQInTp1QlBQENq1a2fR52NWSCnYWCgNl5hVncjISLlLIBVhXkgUs6I+27dvR1JSEipUqIArV65g1apVFjn1KSNmhZSCjYWSpF0JikvMEhERqcKzZ8/QvXt3dOzYEZs2bQIAVK5cWeaqiAoeL/GoJLzStipptVq5SyAVYV5IFLOiDps3b8awYcOQkpKCP/74Az169CjwGpgVUgqOWChFxknbPA1KNezs+GdE4pgXEsWsKN/x48fxzjvvoEGDBrhy5Qp69uwJjUZT4HUwK6QUTKJScNK2anH9cMoL5oVEMSvKdeHCBQBAw4YNsXfvXmzZsgXFixeXrR5mhZSCjYVScNI2ERGRokVHR2Po0KGoXbs2AgMDodFo8NZbb8kySkGkRJxjoTSctK06np6ecpdAKsK8kChmRVkOHDiAgQMH4unTp/jll1/QtGlTuUsyYlZIKThioQRpV4Mi1eEQNOUF80KimBXl2LZtG1q0aIGyZcvi8uXLGDZsmKJGKZgVUgo2FkrA1aBULSUlRe4SSEWYFxLFrMjv8ePHAIDWrVtj2bJl2L9/P8qXLy9zVZkxK6QUbCyUgPMrVI2rcVBeMC8kilmRT0JCAsaNG4fy5cvj+vXrcHZ2xoABAxT7/0SpdZHt4RwLufGieKrHc1spL5gXEsWsyOPMmTMICAjArVu3MG3aNFSsWFHuknLFrJBSsMWVG0+DUr2IiAi5SyAVYV5IFLNS8P744w80bNgQWq0WZ8+exbhx42Bvby93WbliVkgp2FjIjadBERERySohIQEA0LRpU3z99dc4ceIE/Pz8ZK6KSH3YWCgFT4NSLa1WK3cJpCLMC4liViwvJSUFM2bMwGuvvYbw8HCUKFECEyZMgKOjo9yl5QmzQkrBORZy4jKzVkENw+SkHMwLiWJWLOvq1asICAjA2bNnMX78eLi6uspdUr4xK6QUHLGQy/UNwPbu//3M+RWqFRsbK3cJpCLMC4liVixn5cqVqF27NqKionDs2DHMnDkTzs7OcpeVb8wKKQUbC7mknbQNcH4FERGRhUmSBACoVKkSPvjgA5w/fx4NGjSQuSoi68HGQi5pJ2133MD5FSrm4cHRJhLHvJAoZsV8DAYDFi5ciDZt2kCv16Nx48b47rvv4OLiIndpZsGskFKwsZADr11hVVJXEyESwbyQKGbFPO7evYtWrVph1KhRqFSpEpKTk+UuyeyYFVIKTt6WA69dYVWs8R8pshzmhUQxK6ZbvXo1PvjgA+h0OuzZswctW7aUuySLYFZIKThiIQdeu8Kq2Nnxz4jEMS8kilkxXUJCArp164bLly9bbVMBMCukHBopdSYTGUVFRcHLywuRkZHw9PQ0/xP8WurlqVDuJYFh982/fyIiIhskSRLWrl2LS5cuYc6cOXKXQ6Q4ln6Pyxa3oPHaFVYnPDxc7hJIRZgXEsWs5M3jx4/RtWtX9O3bFw8fPoRer5e7pALDrJBScI5FQeP8CiIiIrPauHEjRowYAY1Ggz///BNdu3aVuyQim8QRi4J0fQPw4tp/P3N+hVVQ80WVqOAxLySKWREXGBgIf39/BAUF2WRTwayQUnDEoiClHa0oVIXLzFoJBwf+GZE45oVEMSs527ZtG8LDw9GvXz/Mnz8f9vb20Gg0cpclC2aFlIIjFgWJq0FZpdjYWLlLIBVhXkgUs5K1iIgI9O/fH506dcL27dshSRIcHBxstqkAmBVSDra4BYUXxSMiIjLJP//8g0GDBiEyMhJLly7FgAEDbLqhIFIaNhYFhZO2rZa7u7vcJZCKMC8killJT5IkzJw5E1WqVMHSpUtRpkwZuUtSDGaFlIKNRUHhaVBWKykpCY6OjnKXQSrBvJAoZuWlgwcPwtHREY0bN8bmzZvh5eXFUYoMmBVSCs6xKGg8DcrqJCUlyV0CqQjzQqJsPStxcXEYPXo0mjVrhkWLFgEAdDodm4os2HpWSDk4YkFkIv4jR3nBvJAoW87KiRMnEBAQgNDQUMybNw8ff/yx3CUpmi1nhZSFjUVB4NW2rZpOp5O7BFIR5oVE2WpWkpOT0atXLxQtWhRbtmxBlSpV5C5J8Ww1K6Q8PBWqIHDitlULDw+XuwRSEeaFRNlaVs6ePYt79+7B0dERe/fuxdGjR9lUCLK1rJBysbEoCJy4TURElKXk5GRMmTIFDRo0wJw5cwAAFSpU4EXfiFSIf7WWxutXWD0nJye5SyAVYV5IlC1k5fLlywgICMDly5fx5ZdfYuLEiXKXpEq2kBVSBzYWlsbToKweX9ApL5gXEmXtWYmKisKbb76JUqVK4cSJE6hbt67cJamWtWeF1IOnQlkaT4OyejExMXKXQCrCvJAoa83KjRs3EB8fD09PT2zbtg1nz55lU2Eia80KqY9JjUViYiKOHz+OLVu24NmzZ+aqyXrwNCgiIiIAgMFgwPfff4+aNWti3rx5AIA333wTzs7OMldGROaS78bihx9+gK+vL5o0aYKuXbvi0qVLAIBnz56hSJEiWLZsmdmKVC2eBmUT3N3d5S6BVIR5IVHWlJXbt2+jWbNm+PTTTzFs2DB88skncpdkVawpK6Ru+Wosli9fjtGjR6Nt27ZYunQpJEky3lekSBG0aNEC69atM1uRqsXToGxCcnKy3CWQijAvJMpasnLv3j3UrFkT9+/fR2BgIObPnw9XV1e5y7Iq1pIVUr98NRbfffcdOnfujN9//x0dO3bMdH/dunVx5coVk4uzGjwNyqolJibKXQKpCPNCotSelSdPnkCSJJQuXRoLFy7EpUuX0LRpU7nLskpqzwpZj3w1Frdu3UK7du2yvb9QoUJ4/vx5vosiIiIidZIkCcuWLUOlSpXwxx9/AAACAgJ4ug6RDchXY6HT6XKcrB0cHIzixYvnuygiNfH29pa7BFIR5oVEqTErYWFh6NixIwYNGoSuXbuiffv2cpdkE9SYFbJO+Wos2rdvj8WLFyMiIiLTfVeuXMFvv/2GTp06mVqbuqVdEYqsWlZ/B0TZYV5IlNqycvnyZVSrVg1nzpzBli1bsHz5cuh0OrnLsglqywpZr3w1FtOnT4der4efnx++/PJLaDQarFy5En369MHrr7+OokWLYtKkSbnvyJpxRSibkXbxAqLcMC8kSi1ZST2/v0qVKhg5ciSuXLnCDxcLmFqyQtYvX41FiRIlcPbsWbRt2xbr16+HJElYvXo1tm3bhl69euHEiRMoUqSIuWtVF64IZTN4xVPKC+aFRKkhK5s2bUL58uVx+vRpODo6Yvr06ShcuLDcZdkcNWSFbINDfh9YtGhRLFmyBEuWLMHTp09hMBjg4+MDOztezDsdrghl9fiCTnnBvJAoJWflxYsX+PDDD/H777+jS5cuKFOmjNwl2TQlZ4VsS766gIEDB+LkyZPGn318fFCsWDFjU3Hq1CkMHDjQPBUSKVxMTIzcJZCKMC8kSqlZOX36NPz8/LBjxw6sXr0amzZtQrFixeQuy6YpNStke/LVWKxYsQK3b9/O9v5///0XK1euzHdRREREpCyp5/GXK1cOLVq0QFBQEPr06QONRiNzZUSkFBY5b+nhw4dwcXGxxK6JFMfNzU3uEkhFmBcSpaSs7Nu3D/Xq1cPjx4/h4+ODNWvWoGTJknKXRf9PSVkh2yY8x2LLli3YsmWL8efFixdj7969mbaLiIjA3r17Ua9ePfNUSKRwKSkpPL+VhDEvJEoJWYmJicG4ceOwaNEiNG/eHMnJybLWQ1lTQlaIgDw0FsHBwdiwYQMAQKPR4OTJkzh79my6bTQaDdzc3ODv74958+aZt1I14TUsbEpiYiJcXV3lLoNUgnkhUXJn5eTJk+jduzcePXqEH3/8ESNHjuQCLQold1aIUgk3Fl988QW++OILAICdnR2WLl2K3r17W6wwVeM1LIiISOWcnJxQpkwZ7N69GxUrVpS7HCJSgXwtN2swGMxdh3XhNSxsCq8sS3nBvJAoObJy8uRJfP/991i9ejVq166NAwcOFHgNlHd8XSGl4JimJfEaFjYhKipK7hJIRZgXElWQWUlMTMSECRPQuHFj3LlzB8+ePSuw5ybT8XWFlCLfjcXOnTvRqlUrFC5cGA4ODrC3t8/0RWQLOIJHecG8kKiCysqFCxdQr149fPvtt/j6669x7Ngx+Pr6Fshzk3nwdYWUIl+nQv3555/o3r07qlWrhp49e2LRokXo3bs3JEnCli1bUKlSJXTp0sXMpRIpk6Ojo9wlkIowLySqoLISHBwMjUaD06dPo2bNmgXynGRefF0hpcjXiMWsWbNQv359nD9/HlOnTgXw8mrca9euRVBQEMLCwlC+fHmzFqoaXBHK5mi1WrlLIBVhXkiUJbNy5coVfP311wCAXr164cyZM2wqVIyvK6QU+WosgoOD0bNnT9jb28PB4eWgR+ra1uXKlcPIkSPxzTffmK9KNeGKUDYnOjo6942I/h/zQqIskRW9Xo85c+agTp06WLduHSIjI6HRaPiJt8rxdYWUIl+Nhaurq/FCLDqdDs7OzggLCzPeX6xYMfz777/mqVBtuCIUEREp0I0bN/Dmm2/i888/x8cff4xz587By8tL7rKIyIrkq7F49dVXERwcbPy5Vq1aWL16NVJSUpCQkIDff/8dZcqUMVuRqsQVoWwGL0pEecG8kChzZ2XFihV4+vQpDh8+jDlz5vD0GSvC1xVSinw1Fu+88w62bNmCxMREAMDEiRMRGBgInU4HHx8fHD58GJ9//rlZCyVSKq7GQXnBvJAoc2QlJCQE//vf/wAAkydPxoULF/DGG2+YvF9SFr6ukFJoJEmSzLGjw4cPY9OmTbC3t0eHDh3QvHlzc+xWFlFRUfDy8kJkZCQ8PT3z9uBfS72cvO1eEhh23zIFkqKEh4fD29tb7jJIJZgXEmVKViRJwm+//YbPPvsMJUqUwOXLl42nMJP14esKiTLpPa6AfC03m5U333wTb775pvHn6OhoeHhw8jIREVFBun//PgYPHozdu3djyJAh+Pbbb9lUEFGBMPuVt588eYIJEybY5hwLLjVrk3Q6ndwlkIowLyQqv1n57LPPEBQUhJ07d2Lx4sUW+VSSlIWvK6QUeRqxePLkCVatWoXbt2/D29sb7777LurWrQsAePDgAWbMmIEVK1YgISEBzZo1s0S9ysalZm1SdHQ0/+EmYcwLicpLVh49eoTQ0FDUr18fP/zwA5ydnflm04bwdYWUQrixuHbtGvz9/fH8+XOkTsuYM2cO1qxZA41Gg8GDByMhIQHvvvsuxo4da2w4bAqXmrVJer1e7hJIRZgXEiWalfXr12PkyJEoV64czpw5g2LFilm4MlIavq6QUgifCvXVV18hJiYGP//8M4KCgrBt2za88sorGD16NPr374927drh+vXrWLdunW02FWlxqVmbknqRSCIRzAuJyi0rz549Q/fu3dGzZ0+89dZb2L17NzQaTQFVR0rC1xVSCuEkHjp0CCNGjMCwYcMAAFWrVoWDgwPatWuHgIAALF++3GJFEikZ1w+nvGBeSFRuWenSpQuuXr2KdevWoUePHgVUFSkRX1dIKYRHLJ4/f44aNWqku61mzZoAXl7XwlwSExMxfvx4lChRAi4uLmjQoAH27Nkj/Pj169ejUaNGcHNzg06nQ+PGjbF//36z1UeUUVRUlNwlkIowLyQqq6yEh4fj3r17AICff/4ZV65cYVNBfF0hxRBuLAwGAxwdHdPdlvqzu7u72Qrq378/5s2bh/fffx8LFiyAvb092rdvjyNHjuT62ClTpqBXr14oXbo05s2bh+nTp6NGjRp48IArNRERkbrt2rULfn5+xjMHatSogeLFi8tcFRHRf/J0Ut6ZM2eg1WqNP0dHR0Oj0eDIkSOIiIjItH3Xrl3zVMypU6ewbt06zJ07F2PGjAEA9OvXD35+fhg3bhyOHTuW7WNPnDiBr7/+Gt999x0++eSTPD0vkSlcXFzkLoFUhHkhUalZiYqKwmeffYYlS5agdevWWLx4scyVkdLwdYWUQvjK23Z2ebvkhUajyfMqBePGjcO8efPw4sWLdMumzZo1CxMmTEBoaChKly6d5WN79uyJQ4cO4f79+9BoNIiNjc33SEq+rkp4fQOwvfvL73nVbZsSHx/PF3USxryQqPj4eDg5OaFWrVoICQnBd999hyFDhnCCNmXC1xUSpZgrbx84cMDsT57R+fPnUbly5Uy/aP369QEAFy5cyLax2LdvHxo3bowffvgB06dPx/Pnz1G8eHFMnDgRo0aNsnjtvIaF7UpISOALOgljXkhEbGwsXrx4gdKlS2PWrFmoVq0aypcvL3dZpFB8XSGlEG4smjZtask6AABhYWHw9fXNdHvqbQ8fPszyceHh4Xj27BmOHj2K/fv3Y/LkyShTpgyWL1+ODz/8EI6OjsZzUrOSmJiIxMRE48/5mgTFa1gQEZEZHD16FP3790ezZs3w22+/4e2335a7JCIiIYpa+Dg+Ph7Ozs6Zbk+d1xEfH5/l42JiYgC8XLkq7bJ73bp1Q/Xq1TF9+vQcG4tZs2Zh6tSpmW4PDw+HXq+Hl5cXYmJioNfr4eDgAFdXV2PzkfoJgZPBADsAkntJRBdvDX14OOzt7eHu7o7IyEjj76HRaIy/h6enJ+Li4pCSkgJ7e3t4eHgY56potVrY2dkhLi4OAODh4YGEhAQkJyfDzs4Onp6exm2dnZ3h4OCA2NhYAC8n0yclJSEpKQkajQY6nQ7h4eHGbR0dHY3HLO22AODt7Y2IiAhIkgQnJyc4OTkZt3Vzc0NKSoqxCfP29kZkZKRxYr9Wq0V0dLRxW71ej4SEBACATqdDVFQUDAZDpmPo6uoKg8Fg3FbkeGd3DDMe77THMO22GY+hVquFvb298RhmPN5eXl7pjmHa4+3q6orY2Ngsj3fGY+ju7o7k5OR0x1D0eKc9hhmPd8ZjqNPpEB0dne0xlCQpy+Od8RiacrxzymxOxzurzOaW77xkNnXbvGQ2t+Odl8x6eHggKioqy+PN1wjrfI3I6XinPYYJCQn49ttv8f3336Nu3boYMmQIAPA1Arb1GpHT8c7uNcJgMCAqKoqvEVb+GpG6rSnvI1J/N0sRnmNREPz8/FCsWDHs27cv3e3BwcGoVq0afvnllywbhGfPnsHHxweOjo6Ij4+Hvb298b6vv/4akydPxt27d1GmTJksnzerEYvSpUvn7fyzX0sBMQ84v8IGRUVFWeQ8RbJOzAtlJS4uDvXq1cOtW7cwbdo0fPbZZ4iNjWVWSAhfV0iUYuZYFARfX98sl4YNCwsDAJQoUSLLxxUqVAharRY6nS5dUwEARYsWBfBy9CG7xsLZ2TnLkRIiEXldpIBsG/NCaSUlJRk/UR00aBDatGmDatWqAWBWSByzQkqRt6WeLKxWrVq4ceNGpjkOJ0+eNN6fFTs7O9SqVQtPnz41DsWlSp2X4ePjY/6CiYBMzSxRTpgXSnXx4kXUr18fv/zyCwDg008/NTYVALNC4pgVUgpFNRbdunWDXq9Pt0Z3YmIili9fjgYNGhhXhAoNDcW1a9fSPbZHjx7Q6/VYuXKl8baEhASsXbsWVatWzXa0g8hU5rxAJFk/5oVSUlIwY8YM1KtXDwaDAY0aNcpyO2aFRDErpBSKOhWqQYMGeO+99/DFF1/gyZMnqFixIlauXImQkBAsXbrUuF2/fv1w8OBBpJ0eMmzYMCxZsgQffPABbty4gTJlymD16tW4e/cutm3bJsevQzYiMjIS3t7ecpdBKsG82LanT5+iQ4cOOHv2LD7//HNMmjQp21NxmRUSxayQUuR7xCI0NBTDhw/Hq6++ikKFCuHQoUMAXk6k/uijj3D+/Pl87XfVqlUYPXo0Vq9ejY8++gjJycnYvn07/P39c3yci4sL9u/fj969e2PZsmUYO3Ys7Ozs8Pfff6Ndu3b5qoWIiMgcUj8IK1SoEKpXr45jx45hxowZnN9HRFYlX6tCBQcH480334TBYECDBg2wZ88e7NmzBy1atAAA1KlTB7Vr1043yqAmeZ4xz6tu27SEhATjkshEuWFebM/NmzcxaNAgTJ8+PdcPydJiVkgUs0KiLL0qVL5GLMaNGwedTocbN25gzZo1yNibdOjQAYcPHzZLgarAq24TEVEGBoMBP/30E2rWrIkHDx7A0dFR7pKIiCwqX43FoUOHMGLECPj4+ECj0WS6v0yZMlkuG2u1eNVtm5bdhRuJssK82IawsDC0atUKH374IQYMGICLFy9mO0k7O8wKiWJWSCnyNXnbYDDA1dU12/ufPn1qm+eNupcEKneTuwoiIpKZq6srEhMTsWfPHrRs2VLucoiICkS+Rizq1KmDv//+O8v7UlJSsG7dOjRs2NCkwojUglc7pbxgXqzXgwcP0KNHD9y7dw9eXl44fPiwSU0Fs0KimBVSinw1Fl988QV27dqFESNGICgoCADw+PFj7N27F61bt8bVq1fx+eefm7VQIqWKi4uTuwRSEebF+kiShDVr1sDPzw+HDx/GvXv3ACDLU4XzglkhUcwKKUW+Got27dphxYoVWL9+vXElqD59+qB169Y4d+4cVq1alaeVL4jULCUlRe4SSEWYF+vy+PFjdO3aFX379kWHDh0QFBSExo0bm2XfzAqJYlZIKfJ9gby+ffuia9eu2LNnD27evAmDwYAKFSqgTZs28PDgykhkO+zt7eUugVSEebEuL168wLlz57Bp0ya88847Zt03s0KimBVSinw1FpIkQaPRwM3NDV26dDFzSUTq4u7uLncJpCLMi/o9f/4cs2fPxtdff43XXnsNt27dsshSsswKiWJWSCnydSpUyZIl8fHHH+Po0aPmrodIdSIjI+UugVSEeVG3bdu2wc/PD0uXLkVwcDAAWOz6FMwKiWJWSCny1Vg0bdoUy5Ytg7+/P8qUKYMxY8bg1KlT5q6NiIhIESIiItC/f3906tQJdevWxZUrV1C3bl25yyIiUpR8NRZ//PEHnjx5gnXr1qF+/fpYtGgRGjVqhAoVKmDChAm4cOGCmctUsOsbgBgbuhggZaLVauUugVSEeVGnI0eO4K+//sKyZcuwbds2+Pr6Wvw5mRUSxayQUmgkSZJM3UlsbCy2bt2K9evXY/fu3UhKSkKlSpVw7do1c9RY4KKiouDl5YXIyMjc14Ze/hrw4v9/z0JVgAFXLV8gKUpiYqJtXhCS8oV5UY/o6GisXbsWw4YNg0ajwfPnz1G4cOECe35mhUQxKyQqT+9x8yFfIxYZubm5oVevXlizZg3mzp0Ld3d33Lx50xy7Vr6k6P++f2OafHWQbLh+OOUF86IOgYGBqFGjBsaMGYNbt24BQIE2FQCzQuKYFVIKkxuLuLg4rFu3Dl27dkXRokXx8ccfo1ixYpgwYYI56lMP95JA5W5yV0FERCaIi4vD6NGj0bx5c5QpUwaXLl1CpUqV5C6LiEgV8rXcbEJCAv7++2+sX78eO3bsQFxcHMqVK4ePPvoIPXr0QO3atc1dJ5Fi8botlBfMi7L99ttv+PXXX/H999/jo48+gp2dWQb284VZIVHMCilFvhoLHx8fxMXFoUSJEhg6dCh69OiBBg0amLs2IlVISEjgGuIkjHlRnoSEBBw+fBitWrXCyJEj0b59e0WMUjArJIpZIaXIV2PRv39/9OjRA02aNDF3PUSqk5ycLHcJpCLMi7KcPXsW/fr1Q0hICO7evYsiRYoooqkAmBUSx6yQUuRrjPfHH39kU0H0/+Q8VYLUh3lRhqSkJEyePBkNGjSAs7MzTpw4gSJFishdVjrMColiVkgphEYsDh06BADw9/dP93NuUre3WryGBQEWWa6NrBfzogxfffUV5s2bhy+//BITJ0602NWzTcGskChmhZRC6DoWdnZ20Gg0iI+Ph5OTk/Hn7EiSBI1GA71eb9ZiC4rwGr+8hgUBCA8Ph7e3t9xlkEowL/JJSUnBzZs38dprr+Hp06cIDQ1V9NWzmRUSxayQKEtfx0JoxOLAgQMAACcnp3Q/2zxew4KISBWuXbuGgIAAhIaG4s6dO/Dx8YGPj4/cZRERWRWhxqJp06Y5/mzzeA0Lm6bVauUugVSEeSlYBoMBCxYswIQJE1CmTBn89ddfcHFxkbssIcwKiWJWSCnyNdunRYsW2LdvX7b3HzhwAC1atMh3UURqYm9vL3cJpCLMS8EaPnw4Pv30UwwfPhznz59Hw4YN5S5JGLNCopgVUop8NRaBgYF4/Phxtvc/efIEBw8ezHdRRGoSGxsrdwmkIsyL5RkMBjx79gwAMHLkSAQGBuL777+Hq6urzJXlDbNCopgVUop8XccCQI6Tt2/dumX9V4HkilBERIoTGhqKgQMHIjw8HKdPn0atWrXkLomIyGYINxYrV67EypUrjT9Pnz4dv/32W6btIiIicOnSJbRv3948FSrVsUn/fe9k5U0U5cjqm2gyK+bFMiRJwvLlyzF69Gh4eXlh6dKlql/bn1khUcwKKYVwYxEXF4enT58af46Ojs70oq3RaODm5obhw4dj0qRJGXdhXbgiFP2/hIQEuLu7y10GqQTzYhkBAQFYvXo1+vfvj++//x46nU7ukkzGrJAoZoWUQrixGDFiBEaMGAEAKF++PBYsWIBOnTpZrDDV4IpQNi85OVnuEkhFmBfzkSQJycnJcHJyQpcuXdC9e3e8/fbbcpdlNswKiWJWSCnyNcfi33//NXcdRKqV03wjooyYF/N48uQJRo4cCa1WizVr1qBr165yl2R2zAqJYlZIKYQai9DQUABAmTJl0v2cm9TtiayZNZxyQQWHeTHdpk2bMHz4cEiShEWLFsldjsUwKySKWSGlEGosypUrB41Gg/j4eDg5ORl/zo1erze5QEXiilCURnh4OLy9veUug1SCeck/SZKMcyneeecd/PLLLyhatKjcZVkMs0KimBVSCqHGYtmyZdBoNHB0dEz3s83iilBERAVKkiRoNBpUrlwZa9asQe/evW373yEiIgXSSJIkyV2E0kRFRcHLywuRkZHw9PTMvMGvpf4bsei4gZO3bVxcXJzqLrxF8mFe8iYyMhKffvopqlSpgrFjx8pdToFiVkgUs0Kicn2PayKzLvKdlJRkW1d/5IpQBMDBId/XmSQbxLyI27t3L6pXr44NGzZY9SlP2WFWSBSzQkqRr8Zi3bp1+OSTT9LdNnXqVLi7u0On0+Gdd95BTEyMWQokUjqbaqbJZMxL7pKSkvDBBx+gVatWqFSpEi5fvoyAgAC5yypwzAqJYlZIKfLVWHz33XfpQnzs2DFMnToVbdq0wSeffIJdu3ZhxowZZiuSiIhsh6OjIx49eoSffvoJe/bsQdmyZeUuiYiIBORr7Oz27dvpPj36/fffUbx4cfz1119wcHCAwWDAn3/+iVmzZpmtUCKl4tVOKS+Yl6zFx8dj4sSJaN26Ndq2bYuNGzfa/ORsZoVEMSukFPkasUhMTIRWqzX+/M8//6Bdu3bGc/yqVq2K+/fvm6dCIoVLSkqSuwRSEeYls5MnT6J27dr4+eefjf922HpTATArJI5ZIaXIV2NRvnx57N27FwBw5swZ3Lp1C23btjXe//jxY3bPZDP4gk55wbz8JzExERMmTEDjxo3h6emJ8+fPY/DgwXKXpRjMColiVkgp8tVYDBs2DP/73/9Qo0YNtG7dGqVKlcLbb79tvP/o0aOoVq2a2YokUjJ+skp5wbz8JyUlBZs3b8a0adNw7NgxvPbaa3KXpCjMColiVkgp8jXH4sMPP4RWq8WOHTtQt25djB8/Hi4uLgCAFy9e4NGjRxg+fLhZCyVSKp1OJ3cJpCK2npfk5GR888036NmzJypWrIgLFy7AyclJ7rIUydazQuKYFVKKfC98PGTIEAwZMiTT7YUKFcKZM2dMKopITSIiIviiTsJsOS9XrlxBv379cPHiRZQsWRIVK1ZkU5EDW84K5Q2zQkph8hVVgoODcffuXQBA2bJlUbVqVZOLIlITXrye8sIW86LX6/Htt99i0qRJqFChAo4fP4569erJXZbi2WJWKH+YFVKKfF95e8uWLahQoQKqV6+Ot99+G2+//TaqV6+OihUrYuvWreaskUjR+Ikr5YUt5uXBgweYOXMmPv74Y5w7d45NhSBbzArlD7NCSpGvEYsdO3bg3XffRdmyZTFz5kzjhLurV69i8eLF6Nq1K7Zv355upSircX0DEPNA7ipIQfiCTnlhK3kxGAxYsmQJevfujTJlyuDOnTsoXLiw3GWpiq1khUzHrJBSaKR8jJ81atQIiYmJOHz4MNzc3NLdFxsbiyZNmkCr1eL48eNmK7QgRUVFwcvLC5GRkfD09Ex/5/LXgBfXXn5fqAow4GrBF0iKEh4eDm9vb7nLIJWwhbz8+++/GDBgAA4ePIj169eje/fucpekSraQFTIPZoVE5fge1wzydSrUpUuXEBAQkKmpAAA3Nzf0798fly5dMrk4RUqK/u/7N6bJVwcRkcJIkoTFixejevXqCAkJwf79+9lUEBHZkHw1FlqtFi9evMj2/hcvXqS7MrdVci8JVO4mdxWkAFk12ETZsea8nDlzBsOGDUPv3r1x+fJlNG/eXO6SVM2as0LmxayQUuSrsWjRogUWLFiQ5alOJ0+exA8//ICWLVuaXByRGqSkpMhdAqmIteVFkiTs2LEDkiShXr16uHLlChYvXgwPDw+5S1M9a8sKWQ6zQkqRr8Zizpw50Gq1aNKkCRo1aoT+/fujf//+aNSoERo3bgytVotvvvnG3LUSKVJiYqLcJZCKWFNewsLC0KlTJ3To0AH79u0DAC45bkbWlBWyLGaFlCJfjUX58uVx6dIlfPTRRwgPD8f69euxfv16hIeH4+OPP8bFixdRrlw5M5dKRERKsX79evj5+eHUqVPYvHkzR6mJiCjvq0Lp9Xo8ffoUOp3OaudR5Dhj/tdSL5ebdS8JDLsvT4FERDLaunUrOnfujO7du2PhwoUoUqSI3CUREZEAxawKJUkSJkyYAG9vb5QsWRKenp545513cpzETWQLIiIi5C6BVETNeQkODgYAdOjQAbt378b69evZVFiQmrNCBYtZIaUQbixWrFiB2bNnQ6fT4d1330X16tWxZcsWDBgwwJL1ESlePi4FQzZMjXkJDw9Hv3794Ofnh8uXL8Pe3h6tW7eWuyyrp8askDyYFVIK4StvL1q0CLVr18aRI0fg4uICAPj444+xcOFCPHv2jJ9akc1ydHSUuwRSEbXlZefOnRg8eDBiY2OxYsUK+Pn5yV2SzVBbVkg+zAophfCIxe3bt9GvXz9jUwEAI0eOhMFgwM2bNy1SHJEaWOtcI7IMNeVlxYoVaN++PapXr46goCD069cPGo1G7rJshpqyQvJiVkgphEcswsPD4ePjk+621FGKhIQE81ZFpCLR0dHw9vaWuwxSCTXkJXUUukuXLgCAgIAANhQyUENWSBmYFVKKPC03y39YiIisV2xsLD788ENUqlQJYWFh0Ol06N+/P1/7iYhIiPCIBQB8/vnnmDVrlvFnvV4PABg8eHCmy8lrNBpcvHjRDCUSKVvG7BPlRKl5OXr0KPr3748HDx7gm2++QbFixeQuyeYpNSukPMwKKYVwY+Hv75/lp1ZFixY1a0FEapPaYBOJUGJefv75Z4waNQoNGzbEjh07UKlSJblLIigzK6RMzAophXBjERgYaMEyiNQrISEh3aIGRDlRUl6SkpLg5OSEZs2aYfbs2fjss89gb28vd1n0/5SUFVI2ZoWUIk+nQhERkfolJSXh66+/xtatW3Hq1ClUrVoVVatWlbssIiJSuTxN3iaizHQ6ndwlkIrInZeLFy+iXr16+Oabb/Dee+9xhELB5M4KqQezQkrBxoLIRFFRUXKXQCoiZ15+/PFH1KtXDwBw+vRpfPXVV7ywloLxtYVEMSukFGwsiExkMBjkLoFURI68SJIEAChdujTGjh2LU6dOoVatWgVeB+UNX1tIFLNCSsE5FkQm4ie+lBcFmRe9Xo/vv/8eZ8+exe+//44uXboYL3pHysfXFhLFrJBScMSCyERarVbuEkhFCiovN2/ehL+/P8aNG4cSJUpwOUoV4msLiWJWSClMaiwePHiAP/74AwsWLMD9+/cBvPyE7MWLF9b5j9j1DUDMA7mrIIWJjo6WuwRSkYLIy6JFi1CzZk08evQIBw8exHfffQcHBw5Qqw1fW0gUs0JKka/GQpIkfPrppyhfvjzef/99fPrpp7hx4wYAICYmBuXKlcOPP/5o1kIV4dik/7538pCvDiKiHDx79gwDBgzAxYsX8eabb8pdDhER2Yh8NRZz587FggULMGbMGOzZs8c4MRAAvLy80LVrV/z5559mK1IxktJ8IvDGNPnqIEVxdXWVuwRSEUvkRZIk/Pbbb5gzZw4A4Msvv8TChQvh7u5u9ueigsPXFhLFrJBS5Kux+O2339CvXz/MnDkzy5VFatSoYRzBsEruJYHK3eSughSCq3FQXpg7Lw8ePED79u0xdOhQ/Pvvv5AkCRqNxqzPQfLgawuJYlZIKfLVWNy7dw+NGzfO9n43NzeuqUw2IyEhQe4SSEXMlRdJkrBmzRr4+fnh4sWL+Pvvv7Fo0SI2FVaEry0kilkhpchXY1G0aFHcu3cv2/vPnj2LMmXK5LsoIiLK3V9//YUOHTogKCgI7du3l7scIiKycflqLLp27YpffvkFd+7cMd6W+inZP//8gxUrVuC9994zT4VECufl5SV3CaQipublf//7H7Zt2waNRoM//vgDa9asQaFChcxUHSkJX1tIFLNCSpGvxmLq1Knw9fVFrVq10K9fP2g0GnzzzTdo0qQJ2rVrhxo1amDChAnmrpVIkWJiYuQugVQkv3l5/vw5evbsiR49euDvv/8GADg5OZmzNFIYvraQKGaFlCJfjYWXlxdOnDiBcePG4cGDB9BqtTh48CAiIiIwefJkHD58mCsUkM2wymu2kMXkJy9bt25FtWrV8M8//+D333/HokWLLFAZKQ1fW0gUs0JKoZHSrhVLAICoqCh4eXkhMjISnp6e/93xa6mXF8hzLwkMuy9fgaQo0dHR8PDgdU1ITF7zkpKSglq1aqF8+fJYvHgxfH19LVgdKQlfW0gUs0Kisn2Paya8FCuRiTg6R3khmpd//vkHJUuWRLVq1RAYGIjChQtzxScbw9cWEsWskFLkq7EYOHBgrttoNBosXbo0P7tXpusbXo5WEGUQFRUFb29vucsglcgtL9HR0RgzZgwWL16Mjz/+GPPnz0eRIkUKsEJSCr62kChmhZQiX43F/v37M31yptfrERYWBr1eDx8fH7i5uZmlQMU4Num/75043EhE5hcYGIgBAwbg6dOnWLRoEYYNGyZ3SURERMLyNXk7JCQE//77b7qv0NBQxMXF4YcffoCHhwf27duXr4ISExMxfvx4lChRAi4uLmjQoAH27NmT5/20atUKGo0Go0aNylcdmSRF//f9G9PMs0+yCi4uLnKXQCqSXV6io6Px7rvvokyZMrh06RKGDx/OU59sHF9bSBSzQkqRr8YiO46Ojhg1ahRat26d7zf0/fv3x7x58/D+++9jwYIFsLe3R/v27XHkyBHhfWzatAnHjx/P1/Pnyr0kULmbZfZNRDbnxIkTCA8Ph4eHB44cOYIDBw7glVdekbssIiKiPDNrY5GqZs2aOHToUJ4fd+rUKaxbtw6zZs3C3LlzMXToUOzfvx9ly5bFuHHjhPaRkJCAzz77DOPHj8/z8xPlR3x8vNwlkIqk5iUhIQHjx4/HG2+8gR9//BEA8Nprr8HOziIvy6RCfG0hUcwKKYVF/gXbs2dPvlYo2LhxI+zt7TF06FDjbVqtFoMGDcLx48dx7969XPcxZ84cGAwGjBkzJs/PT0RUEM6ePYu6deti/vz5mDlzJiZOnCh3SURERCbL1+Ttr7/+OsvbIyIicOjQIZw7dw6ff/55nvd7/vx5VK5cOdO6uvXr1wcAXLhwAaVLl8728aGhoZg9ezaWLVvG8w2pwHh5ecldAqlIbGwsGjdujGrVquHs2bPw8/OTuyRSKL62kChmhZQiX43FlClTsrzd29sbFSpUwC+//IIhQ4bkeb9hYWFZXvwp9baHDx/m+PjPPvsMtWvXRs+ePfP0vImJiUhMTDT+HBUVlafHk22LiYmxyEVmyLpcv34dFStWhKenJ7Zt24bmzZvD0dFR7rJIwfjaQqKYFVKKfDUWBoPB3HUAeHmOoLOzc6bbtVqt8f7sHDhwAH/++SdOnjyZ5+edNWsWpk6dmun28PBw6PX6l58ESBLsABgkCZJeb2w+UkdGUmvz8vJCTEwM9Ho97O3t4e7ujsjISOPvodFojNt6enoiLi4OKSkpsLe3h4eHByIiIozb2tnZIS4uDgDg4eGBhIQEJCcnw87ODp6ensZtnZ2d4eDggNjYWACAu7s7kpKSkJSUBI1GA51Oh/DwcOO2jo6OiImJybQt8LI5jIiIgCRJcHJygpOTk3FbNzc3pKSkGJswb29vREZGwmAwwNHREVqtFtHR0cZt9Xo9EhISAAA6nQ5RUVEwGAxwcHCAq6ur8Ri6urrCYDAYt017DDNum/F4ZzyGGY932mOYdtuMx1Cr1cLe3t54DDMeby8vr3THMO3xTklJQWxsbJbHO+MxdHd3R3JycrpjKHq80x7DjMc74zHU6XSIjo7O9hhKkpTl8c54DE053jllNqfjnVVmc8t3XjKbum1eMpvb8c4ps46Ojpg3bx6mT5+OOXPmoG/fvmjYsCFiYmL4GmEjrxE5He+cXiOio6ONNfA1wnpfI8zxPiL1WPA1wrZeI/J6vHU6nfF3sxSNJElSXh4QHx+PiRMnonnz5ujYsaNZi/Hz80OxYsUyLVUbHByMatWq4ZdffslyXfeUlBTUrl0bderUwcqVK423azQafPDBB/jpp59yfN6sRixKly6d/nLnv5Z6eYE895LAsPsm/JZkbaKiovhJEWXp2rVrCAgIwJkzZzBu3DhMmTIFiYmJzAsJ4WsLiWJWSFRUVBS8vLzSv8c1ozyPWLi4uODXX39F1apVzV6Mr68vHjzIfHXrsLAwAECJEiWyfNyqVatw/fp1/PrrrwgJCUl3X3R0NEJCQlC0aNFsJ5Q7OztnOVJCJMLd3V3uEkiBLl++jPr166NMmTI4evQoGjZsCAA8/YmE8bWFRDErpBT5WhWqbt26CAoKMnctqFWrFm7cuJFpjkPq6U21atXK8nGhoaFITk7GG2+8gfLlyxu/gJdNR/ny5fHPP/+YvV4iABYfViR1ef78OYCXI7Dz5s3D+fPnjU0FwLyQOGaFRDErpBT5aizmz5+PdevWYcmSJUhJSTFbMd26dYNer8fixYuNtyUmJmL58uVo0KCBcUWo0NBQXLt2zbhNz5498ddff2X6AoD27dvjr7/+QoMGDcxWJxFRRgaDAT///DPKli2LvXv3QqPRYMSIEflaepuIiEiNhE+FOnToEF577TX4+PggICAAdnZ2GDZsGD766COULFky0/KuGo0GFy9ezFMxDRo0wHvvvYcvvvgCT548QcWKFbFy5UqEhIRg6dKlxu369euHgwcPInV6SJUqVVClSpUs91m+fHl06dIlT3UQ5UXq4gJku+7evYtBgwZh3759GD58eLoRioyYFxLFrJAoZoWUQrixaN68OdasWYNevXqhcOHCKFKkCF599VWzF7Rq1Sp89dVXWL16NcLDw1GjRg1s374d/v7+Zn8uInPQaDRyl0AyOnr0KNq1awcvLy/s3r0brVu3znF75oVEMSskilkhpRBuLCRJMo4QBAYGWqoeaLVazJ07F3Pnzs12G9Hnz+OCV9m7vuHlilBEWYiPj+enRTYoKSkJTk5OqFmzJoYPH44JEyZAp9Pl+jjmhUQxKySKWSGlyNccC5tzbNJ/3zt5yFcHEclOkiSsXbsWFSpUwO3bt+Hu7o45c+YINRVERETWLE+Nhc0OtSVF//f9G9Pkq4MUiWuH244nT57g3XffRZ8+ffDmm2/mq5lgXkgUs0KimBVSijw1Fn369IG9vb3Ql4NDvi7qrWzuJYHK3eSughQm9YqcZN0OHDiAatWq4fDhw9i4cSN+//13FC5cOM/7YV5IFLNCopgVUoo8vftv2bIlKleubKlaiFTJnEsuk/JIkgSNRoMyZcqgdevW+P7771G0aNF87495IVHMColiVkgp8tRYBAQEoHfv3paqhUiV7O3t5S6BLGT79u2YPXs2du3ahQoVKmDt2rUm75N5IVHMColiVkgpOHmbyEQeHpzQb20iIyMxcOBAdOzYEZ6enoiPjzfbvpkXEsWskChmhZSCjQWRiSIiIuQugczo4MGDqF69OjZu3IglS5bg77//ho+Pj9n2z7yQKGaFRDErpBRWOMOaiCj/EhMT8eqrr2LJkiUoW7as3OUQERGphnBjYTAYLFkHkWrxokTqd+jQIaxZswa//vorWrdujVatWllseW3mhUQxKySKWSGl4KlQRCays+OfkVrFx8fj008/RbNmzXD16lVERkYCsOw1e5gXEsWskChmhZSCSSQyEdcPV6eTJ0+idu3a+Pnnn/Htt98iMDCwQK6ezbyQKGaFRDErpBScY0FENunIkSPw8vLChQsXUKVKFbnLISIiUj2OWBCZiMv8qcf58+fxww8/AABGjx6No0ePFnhTwbyQKGaFRDErpBRsLIhMlJCQIHcJlIvk5GRMnToV9evXx8qVK5GYmAh7e3s4OBT8oC3zQqKYFRLFrJBSsLEgMlFycrLcJVAOgoKC0LBhQ0ybNg0TJkzA8ePH4ezsLFs9zAuJYlZIFLNCSsE5FkQm4mocyvb9998jPj4eJ06cwOuvvy53OcwLCWNWSBSzQkrBxoLIRJ6ennKXQBncuHEDt2/fRrt27TB//nw4OjoqZp135oVEMSskilkhpWCLS2SiiIgIuUug/2cwGDB//nzUrFkTkydPhiRJ8PDwUExTATAvJI5ZIVHMCikFGwsisgp37txB8+bN8cknn2Do0KEIDAy06IXuiIiIKD2eCkVkIjknAtN/Bg0ahNDQUBw4cADNmjWTu5xsMS8kilkhUcwKKQUbi9xc3wDEPJC7ClIwOZYspZfu3buHqKgoVKtWDStWrEChQoUUv54780KimBUSxayQUvBUqNwcm/Tf907KfsNC8oiNjZW7BJsjSRJWrFgBPz8/fPrppwCAsmXLKr6pAJgXEseskChmhZSCjUVukqL/+/6NafLVQUQAgLCwMHTq1AkDBgxAly5dsH79erlLIiIiIvBUKHHuJYHK3eSughTI3d1d7hJshsFgQIsWLfDixQts3rwZnTt3lrukPGNeSBSzQqKYFVIKNhZEJkpKSoKjo6PcZVi1p0+fAgB8fHywfPlyVKxYEUWKFJG5qvxhXkgUs0KimBVSCp4KRWSipKQkuUuwan/99ReqVauGsWPHAgAaNmyo2qYCYF5IHLNCopgVUgo2FkQm4rUSLCM8PBx9+/ZF165d0ahRI8yePVvuksyCeSFRzAqJYlZIKXgqFJGJdDqd3CVYnfj4eNSuXRsRERFYuXIl+vbtazX/cDIvJIpZIVHMCikFRyyITBQeHi53CVYjKioKycnJcHFxwaxZsxAUFIR+/fpZTVMBMC8kjlkhUcwKKQUbCyJShH379qF69erGU5569eqFUqVKyVwVERERiWJjQWQiZ2dnuUtQtdjYWIwaNQotW7bEK6+8gr59+8pdkkUxLySKWSFRzAopBedYEJmIS/zl39OnT9GoUSM8fPgQP/zwAz744APY2Vn35x3MC4liVkgUs0JKYd3/ghMVgJiYGLlLUJ3k5GQAQJEiRfD+++/j4sWL+PDDD62+qQCYFxLHrJAoZoWUwvr/FSciRTl16hRq1qyJv/76CxqNBlOnTkWlSpXkLouIiIhMxMaCyETu7u5yl6AKiYmJmDhxIho3bgw3Nze8+uqrcpckC+aFRDErJIpZIaXgHAsiEyUlJfH81lyEhoaiY8eOuHr1KqZMmYLx48fb7DFjXkgUs0KimBVSCo5YEJkoKSlJ7hIUS5IkAEDRokXx2muv4dSpU/jyyy9t+h9A5oVEMSskilkhpWBjQUQWERwcDH9/f1y5cgVarRbr1q1DrVq15C6LiIiILISNBZGJvL295S5BUfR6PebOnYs6derg2bNnxhWg6CXmhUQxKySKWSGlYGNBZKKIiAi5S1CMf//9F/7+/hg/fjxGjRqFc+fOcZQiA+aFRDErJIpZIaXg5G0iE6XOI6CXF2lKTEzEoUOH0KRJE7nLUSTmhUQxKySKWSGl4IgFkYmcnJzkLkFWISEh6NWrF8LDw1GqVCmcPn2aTUUObD0vJI5ZIVHMCikFGwsiE9nqC7okSVi8eDGqV6+OY8eOITQ0FACg0WhkrkzZbDUvlHfMColiVkgp2Fjk5OZfQMwDuasghYuJiZG7hAJ3//59tGvXDsOGDUPPnj1x+fJl1KxZU+6yVMEW80L5w6yQKGaFlIJzLHJycsZ/3zt5yFcHkcKEhITgypUr2LFjB9q1ayd3OURERKQAHLHISVKaTwDemCZfHaRobm5ucpdQIB49eoQvv/wSer0eTZo0wa1bt9hU5IOt5IVMx6yQKGaFlIKNhQj3kkDlbnJXQQqVkpIidwkWt379evj5+WHx4sW4ffs2AMDZ2VnmqtTJFvJC5sGskChmhZSCjQWRiRITE+UuwWKePXuGHj16oGfPnmjWrBmuXLmCypUry12WqllzXsi8mBUSxayQUnCOBRFla8uWLdi7dy/++OMP9OjRgys+ERERUbY4YkFkIm9vb7lLMKuIiAisWrUKADBw4EBcu3YNPXv2ZFNhJtaWF7IcZoVEMSukFGwsiEwUGRkpdwlms3v3bvj5+eGjjz7C48ePodFo4OPjI3dZVsWa8kKWxayQKGaFlIKNBZGJDAaD3CWYLDo6GsOGDUPbtm1RtWpVXL58GcWKFZO7LKtkDXmhgsGskChmhZSCjQWRiRwdHeUuwWTffPMN1q5di19++QW7d+9G6dKl5S7JallDXqhgMCskilkhpWBjQWQirVYrdwn5EhcXh8OHDwMAPv/8c1y6dAnDhg3jXAoLU2teqOAxKySKWSGlYGNBZKLo6Gi5S8izY8eOoVatWujatSvi4uLg7u6OV155Re6ybIIa80LyYFZIFLNCSsHGgsiGJCQkYNy4cXjzzTdRuHBhHDlyBK6urnKXRURERFaAjQWRidzc3OQuQdgHH3yABQsWYObMmThy5AheffVVuUuyOWrKC8mLWSFRzAopBRsLIhPp9Xq5S8hRUlIS7ty5AwCYOHEizp49i/Hjx8Pe3l7mymyT0vNCysGskChmhZSCjQWRiRISEuQuIVuXLl1CgwYN0KFDB+j1erzyyivw8/OTuyybpuS8kLIwKySKWSGlYGNBZIVSUlIwY8YMvP7660hJScHatWs5QkFEREQW5SB3AURqp9Pp5C4hkx49emDz5s0YP348Jk+eDGdnZ7lLov+nxLyQMjErJIpZIaXgiAWRiaKiouQuAcDLc2wjIiIAAB999BGOHTuGmTNnsqlQGKXkhZSPWSFRzAopBUcsiExkMBjkLgG3b99G//794e7ujp07d6Jp06Zyl0TZUEJeSB2YFRLFrJBScMSCyEQODvL15waDAQsXLkSNGjXw8OFDfPHFF7LVQmLkzAupC7NCopgVUgomkchEcl1gTpIkdOrUCX///TdGjhyJb775Bu7u7rLUQuJ4QUISxayQKGaFlIIjFkQmKuhzWyVJQkpKCjQaDd555x3s2bMHCxcuZFOhEjwXmkQxKySKWSGl4IgFkYo8fPgQQ4YMQdWqVTF37lwMGjRI7pKIiIiIAHDEgshkBTEELUkS1q5dCz8/P5w7dw7NmjWz+HOSZfCUBRLFrJAoZoWUgo0FkYksvRpHUlIS3n33XfTp0wft2rXDlStX0KFDB4s+J1kOV28hUcwKiWJWSCnYWOQkNkzuCkgFEhISLLp/JycnlClTBhs3bsTatWtRqFAhiz4fWZal80LWg1khUcwKKQUbCxFOHnJXQDbm+fPn6N27N9asWQMAmD9/Pt59912ZqyIiIiLKHhsLEW9Mk7sCUjAvLy+z7m/79u3w8/PDzp07edVsK2TuvJD1YlZIFLNCSsHGIjfuJYHK3eSughQsJibGLPuJjY3FwIED0bFjR9SpUwdXrlzBe++9Z5Z9k3KYKy9k/ZgVEsWskFJwuVkiE+n1erPsx8nJCSEhIViyZAkGDhwIjUZjlv2SspgrL2T9mBUSxayQUnDEgshEDg75789jYmLwwQcf4OzZs3B0dMS+ffswaNAgNhVWzJS8kG1hVkgUs0JKwcaCyET5XT/84MGDqFGjBlasWIFbt24BABsKG8D15kkUs0KimBVSCjYWRCaKiorK0/bx8fH45JNP0Lx5c5QsWRIXL15Ejx49LFQdKU1e80K2i1khUcwKKQUbC6ICFhMTg02bNuHbb79FYGAgKlasKHdJRERERCbjSXlEJnJxccl1m8TERMyePRsjRoxA0aJFcePGDS4la6NE8kIEMCskjlkhpeCIBZGFnTt3Dq+//jpmzJiBo0ePAgCbCiIiIrI6imssEhMTMX78eJQoUQIuLi5o0KAB9uzZk+vjNm3ahB49euCVV16Bq6srXn31VXz22WeIiIiwfNFk0+Lj47O8PTk5GVOnTkWDBg3g4OCAM2fO4J133ing6khpsssLUUbMColiVkgpFNdY9O/fH/PmzcP777+PBQsWwN7eHu3bt8eRI0dyfNzQoUNx9epV9OnTBz/88APatm2Ln376CY0aNeIfHMni6tWrmD17NiZMmICTJ0+iRo0acpdEREREZDEaSZIkuYtIderUKTRo0ABz587FmDFjAAAJCQnw8/ND0aJFcezYsWwfGxgYiGbNmqW7bdWqVQgICMBvv/2GwYMHC9cRFRUFLy8vRE4HPIuUBIbdz9fvQ7ZBr9fD3t7e+P2KFSvQr18/ODo64smTJyhatKjMFZKSpM0LUU6YFRLFrJAo43vcyEh4enqaff+KGrHYuHEj7O3tMXToUONtWq0WgwYNwvHjx3Hv3r1sH5uxqQBgPO3k6tWrZq+VKFVcXBwA4Pr162jSpAmGDh2KgwcPAgCbCsokNS9EuWFWSBSzQkqhqMbi/PnzqFy5cqYOqn79+gCACxcu5Gl/jx49AgAUKVLELPURZSUpKQnz589HrVq18Pz5cxw5cgQtW7aUuyxSqJSUFLlLIJVgVkgUs0JKoajGIiwsDL6+vpluT73t4cOHedrfN998A3t7e3Tr1i3H7RITExEVFZXui0hUYGAgPvnkEwwbNgwXLlxAo0aN5C6JFIynK5AoZoVEMSukFIq6jkV8fHyWy3BqtVrj/aJ+//13LF26FOPGjUOlSpVy3HbWrFmYOnVqlvcZDAbAYEBMTAz0ej0cHBzg6upqbD5S145Orc3Ly8u4rb29Pdzd3REZGWn8PTQajXFbT09PxMXFISUlBfb29vDw8DCuYqXVamFnZ2cc3vTw8EBCQgKSk5NhZ2cHT09P47bOzs5wcHBAbGwsAMDd3R1JSUlISkqCRqOBTqdDeHi4cVtHR0fExMRk2hYAvL29ERERAUmS4OTkBCcnJ+O2bm5uSElJQWJionHbyMhIGAwGODo6QqvVIjo62ritXq9HQkICAECn0yEqKgoGgyHTMXR1dYXBYDBum/YY5na8Mx7DjMc77TFMu23GY6jVamFvb288hhmPt5eXV7pjaG9vjx07dqBZs2bo0KEDTpw4gcqVKyMpKQmurq7GbTMeQ3d3dyQnJ6c7hqLHO+0xzHi8Mx5DnU6H6OjobI+hJElZHu+Mx9CU451TZnM63lllNrd85yWzqdvmJbO5He+8ZNbDwwNRUVF8jbDy1wjR453Ta0TqFEi+RtjWa0R+3kckJycjKiqKrxE29hqR1+Ot0+mMv5ulKGrytp+fH4oVK4Z9+/aluz04OBjVqlXDL7/8gmHDhuW6n8OHD6N169Zo2rQptm/fDgeHnPunxMRE40EHXk5sKV26NCdvU5bu3buHQYMGYc+ePTh//jzKli0Lb29vucsilQgPD2deSAizQqKYFRJlU5O3fX19ERYWlun21NtKlCiR6z4uXryITp06wc/PDxs3bsy1qQBedo6enp7pvogykiQJy5cvh5+fH4KDg7Fr1y7UqlVL7rKIiIiIFEFRjUWtWrVw48aNTHMcTp48abw/J7dv30bbtm1RtGhR7NixA+7u7pYqlWzQ8uXLMXDgQLzzzjsICgpCmzZtAPx3qh6RCOaFRDErJIpZIaVQVGPRrVs36PV6LF682HhbYmIili9fjgYNGqB06dIAgNDQUFy7di3dYx89eoTWrVvDzs4Ou3fvho+PT4HWTtZJkiRcv34dANC7d2/s2rULK1asgE6nM25jZ6eoPyNSOOaFRDErJIpZIaVQ1OTtBg0a4L333sMXX3yBJ0+eoGLFili5ciVCQkKwdOlS43b9+vXDwYMHkXZ6SNu2bXHnzh2MGzcOR44cSXel7mLFiqFVq1YF+ruQ+j19+hQjRozA9u3bcfPmTZQuXdo4SpFWXFxclosOEGWFeSFRzAqJYlZIKRTVWAAvr5b91VdfYfXq1QgPD0eNGjWwfft2+Pv75/i4ixcvAgDmzJmT6b6mTZuysaA82bRpE4YPHw6DwYDVq1cbR8uIiIiIKGuKWhVKKYwz5rkqlE2aN28ePvvsM3Tu3Bm//vorihUrluP2qUsCEolgXkgUs0KimBUSZelVoRQ3YkEkl9Tl+rp37w4fHx/06dMHGo0m18fFxcXBw8OjACoka8C8kChmhUQxK6QUnO1DNi8qKgqDBg1CjRo1EBUVhVKlSqFv375CTQUApKSkWLhCsibMC4liVkgUs0JKwRELsmn79u3DwIED8eLFC3z//ff5+sSHq3FQXjAvJIpZIVHMCikFk0g2a+bMmWjZsiUqVKiAy5cvY/DgwcKjFGnxgoqUF8wLiWJWSBSzQkrBxoJsTnJyMgDA398fP/74I/bu3Yty5crle38RERHmKYxsAvNCopgVEsWskFKwsSCbER8fj88++wytWrWCXq9HkyZNMGrUKA4hExEREZkB31GRTTh16hTq1KmDhQsXokOHDmbdt1arNev+yLoxLySKWSFRzAopBRsLsnozZ85Eo0aN4O7ujnPnzmHs2LFmXe+ba4dTXjAvJIpZIVHMCikFGwuyej4+Ppg6dSqOHz+OqlWrmn3/sbGxZt8nWS/mhUQxKySKWSGl4HKzZHWSk5Mxe/ZsPHv2DAsWLMCQIUPkLomIiIjI6nHEgqzKlStX0KhRI0ydOhWenp6QJMniz8mrnVJeMC8kilkhUcwKKQUbC7IKkiRh7ty5qFOnDuLi4nD8+HFMmzYtX9elyKuEhASLPwdZD+aFRDErJIpZIaVgY0FWQaPRICQkBB999BHOnTuHevXqFdhzp14Xg0gE80KimBUSxayQUnCOBamWwWDATz/9BHd3dwwcOBA//fRTgYxQZMTrYFBeMC8kilkhUcwKKQWTSKoUEhKCt956Cx9//DFu3LgBALI0FQDg5eUly/OSOjEvJIpZIVHMCikFGwtSFUmSsHjxYlSvXh3//vsv9u3bh9mzZ8taU3h4uKzPT+rCvJAoZoVEMSukFGwsSFUMBgPWrFmDXr164dKlS2jRooXcJREREREROMeCVECSJKxevRoVKlTAG2+8gX/++QdarVbusoycnZ3lLoFUhHkhUcwKiWJWSCk4YkGK9ujRI3Tp0gUBAQH4+++/AUBRTQUAODiwPydxzAuJYlZIFLNCSsEkkmKtX78eI0eOhIODA/766y906dJF7pKyFBsbCycnJ7nLIJVgXkgUs0KimBVSCo5YkCLFxsbis88+w1tvvYUrV64otqkgIiIiopc4YkGKsnXrVtSpUwelSpXC2bNnUaxYMblLypW7u7vcJZCKMC8kilkhUcwKKQVHLEgRwsPD0a9fP3Tu3BkrVqwAAFU0FQCQlJQkdwmkIswLiWJWSBSzQkrBxoJkt2vXLvj5+WHLli1YsWIFJk6cKHdJecIXdMoL5oVEMSskilkhpWBjQbJKXfWpWrVqCAoKQkBAgGxX0M4vtdVL8mJeSBSzQqKYFVIKzrEgWRw5cgSvv/46ihcvjpMnT6JGjRqqfWHU6XRyl0AqwryQKGaFRDErpBQcsaACFRsbi48++ghvvvkmli1bBgCoWbOmapsK4OX8ECJRzAuJYlZIFLNCSsERi9w4echdgdU4duwYAgIC8ODBAyxYsADDhw+XuyQiIiIiMhM2Frl5Y5rcFViF4OBgNGnSBA0aNMDff/+NypUry12S2fCiRJQXzAuJYlZIFLNCSsFToXLi5gtU7iZ3Fap248YNSJKEqlWrYsuWLThy5IhVNRUAX9Apb5gXEsWskChmhZSCjQVZRFJSEiZNmoSqVati69atAICOHTvC3t5e5srMLyYmRu4SSEWYFxLFrJAoZoWUgqdCkdldunQJAQEBCAoKwqRJk9C+fXu5SyIiIiIiC2NjQWZ1+PBhvPXWW3j11Vdx8uRJ1KlTR+6SLM7d3V3uEkhFmBcSxayQKGaFlIKnQpFZpC5117BhQ8ydOxdnzpyxiaYCAJKTk+UugVSEeSFRzAqJYlZIKdhYkEn0ej2+++47lClTBhcuXICjoyM+/vhjODs7y11agUlMTJS7BFIR5oVEMSskilkhpeCpUJRvt27dQv/+/XHs2DGMHj0ar776qtwlEREREZFM2FhQvuzatQvvvvsuihcvjoMHD+LNN9+UuyTZeHt7y10CqQjzQqKYFRLFrJBS8FQoypOUlBQAQJ06dTBy5EhcvHjRppsKAIiIiJC7BFIR5oVEMSskilkhpWBjQUIkScKSJUvw2muv4enTpyhatCjmzp3LlSjw8tgQiWJeSBSzQqKYFVIKNhaUq4cPH6JDhw4YMmQI/P39bWpitghe8ZTygnkhUcwKiWJWSCk4x4JytH37dvTt2xcuLi7Yvn07OnToIHdJisMXdMoL5oVEMSskilkhpeCIBeXI19cXHTt2RFBQEJuKbMTExMhdAqkI80KimBUSxayQUrCxoEw2btyIdu3aITk5GXXr1sWqVatQqFAhucsiIiIiIgVjY0FGz58/R69evfDee+/B1dUVcXFxcpekCm5ubnKXQCrCvJAoZoVEMSukFGwsCACwc+dO+Pn5Yffu3Vi7di02btwILy8vuctShdQleIlEMC8kilkhUcwKKQUbCwIAPHv2DHXr1kVQUBB69+4NjUYjd0mqkZiYKHcJpCLMC4liVkgUs0JKwVWhbNg///yDvXv3Ys6cOejTpw/69OnDhoKIiCxKkiTo9Xp+ym5GSUlJSEhIkLsMkpGjoyPs7e3lLoONhS2Kjo7G2LFj8euvv6Jly5ZISEiAVquVuyzV0ul0cpdAKsK8kChry4okSYiIiMDTp0+h1+vlLsfqvHjxQu4SSGY6nQ7FixeX9UNiNhY2JjAwEAMGDMCTJ0/w888/Y/jw4RylMFFUVBTno5Aw5oVEWVtWHj16hIiICHh6esLT0xMODg7898dMUlJS4ODAt3S2SpIkxMXF4cmTJwBeXipALkyhjdm+fTtKly6NvXv3okKFCnKXYxUMBoPcJZCKMC8kypqyotfrERkZCR8fHxQpUkTucqwOGwtycXEBADx58gRFixaV7bQoptAGHD9+HDdu3EBAQABmzpwJe3t7RZyHZy0cHR3lLoFUhHkhUdaUleTkZEiSxGVRLYQjPwQArq6uAF7+vcn1Po+rQlmxxMREfP7552jSpAmWL18Og8EAJycnNhVmxvkplBfMC4myxqzwDbBl2Nnx7Rwp4++LSbRSZ8+eRd26dTFv3jzMmDEDe/fu5QuPhURHR8tdAqkI80KimBUSxcnwpBQ8FcpKTZ48GU5OTjh79iyqV68udzlEREREZOX4EbYVuXz5Mo4cOQIAWLlyJU6cOMGmogCkntNIJIJ5IVHMConK7YyEmJgYFC1aFGvXri2gisicGjZsiHHjxsldhhA2FlYgJSUFs2fPxuuvv47p06cDAAoXLgwnJyeZK7MN1rRyC1ke80KimBX1WLFiBTQaDc6cOZPtNiEhIdBoNMYvR0dHFClSBI0bN8aECRMQGhqa43OMGzcOGo0GPXr0yHN9CxYsgIeHB3r27JmvfQcGBkKj0WDjxo1Z3j9q1Kgsz+/X6/VYvnw5mjVrhkKFCsHZ2RnlypXDgAEDcjxWlrJ161bUqVMHWq0WZcqUweTJk4Uv1Hjr1i1069YN3t7ecHV1RZMmTXDgwIEstzUYDFi0aBFq1aoFFxcXFC5cGC1atMDFixeN22TMQ9qvdevWpdvf+PHjsXDhQjx69Cj/v3wB4alQKnf9+nUEBATg9OnTGDt2LKZMmSJ3STYnISHBuMwbUW6YFxLFrFinXr16oX379jAYDAgPD8fp06cxf/58LFiwAEuXLs3yzb8kSfjjjz9Qrlw5bNu2DdHR0fDw8DDebzAYsh21SE5OxoIFC/DJJ59kuXhLbvvOr/j4eHTt2hW7du2Cv78/JkyYgEKFCiEkJAT/+9//sHLlSoSGhqJUqVImP5eInTt3okuXLmjWrBl+/PFHXL58GdOnT8eTJ0+waNGiHB977949NGrUCPb29hg7dizc3NywfPlytG7dGvv27YO/v3+67QcOHIi1a9eiX79+GDVqFGJjY3H+/HnjdSbSSs1DWo0aNUr3c+fOneHp6Ymff/4ZX3/9dT6PQAGRKJPIyEgJgBT5va/cpeRIr9dL1apVkypVqiQdO3ZM7nJs1osXL+QugVSEeSFR1pSV+Ph4KTg4WIqPj5e7FItYvny5BEA6ffp0ttv8+++/EgBp7ty5me4LCQmRKleuLDk5OUkXLlzIdP/+/fslANL+/fslR0dHacWKFenuT05OzvZ5N23aJAGQbt26leX9ue1bkiTpwIEDEgBpw4YNWe7jgw8+kDK+pUy97fvvv8+0fUpKijR37lzp3r172dZtblWrVpVq1qyZ7lhNnDhR0mg00tWrV3N87MiRIyUHBwfp2rVrxttiY2Ol0qVLS3Xq1Em37fr16yUA0qZNm3LcZ055yMqoUaOksmXLSgaDIdttRP7OjO9xIyOFnjeveCqUCt2+fRshISGws7PDn3/+iQsXLmTqbqng6HQ6uUsgFWFeSBSzYjvKli2LFStWICkpCXPmzMl0/9q1a1G1alU0b94cLVu2zDRXIqdl5Ddv3oxy5cple1Hc3PadH/fv38evv/6KVq1aYfTo0Znut7e3x5gxYwpstCI4OBjBwcEYOnRougsJjhw5EpIkZXuKV6rDhw+jdu3aePXVV423ubq6olOnTjh37hxu3rxpvH3evHmoX78+3nnnHRgMBsTGxuZaX2xsLJKSknLcplWrVrh79y4uXLiQ6/7kxMZCRSRJwqJFi1CzZk1MnDgRAPDqq69ygp/MuCQk5QXzQqKYFdvSqFEjVKhQAXv27El3e2JiIv7880/06tULwMtTZ/bv35/ufPuc5uMcO3YMderUyfI+kX3nx86dO5GSkoK+ffuatJ9nz54JfSUmJua4n/PnzwMAXn/99XS3lyhRAqVKlTLen53ExMQsT0tMff919uxZAEBUVBROnTqFevXqYcKECfDy8oK7uzteeeUV/O9//8ty31OnToW7uzu0Wi3q1auHf/75J8vt6tatCwA4evRojrXKjY2FSoSGhqJ169YYOXIk+vTpg19++UXukuj/cf1wygvmhUQxK7bHz88PT58+RVRUlPG27du3IyIiwjj3okuXLnB0dEw3wVeSpCz3l5KSgtu3b6N8+fJZ3i+y7/y4evUqAJi8MqWPj4/Q1x9//JHjfsLCwgAAvr6+me7z9fXFw4cPc3z8q6++ikuXLmVq9lNX4nzw4AGAl2eUSJKEdevWYdmyZZgzZw7Wrl0LHx8f9OzZE7t27TI+1s7ODq1bt8bcuXOxdetWfP/993jy5AnatWuHv//+O1MNJUuWhJOTE4KDg3OsVW6cvK0CCQkJaNSoEezs7LB79260bt1a7pIojbTDqkS5YV5IlM1kZc3rQKxCVrtxKw70KfjVilK5u7sDeDla5enpCeDlqUqvv/46KlasCADw8PBAhw4dsHbtWuNpRtldcfnFixeQJAne3t5Z3i+y7/xIbYxMnQSecfQmO9WqVcvx/vj4eACAs7Nzpvu0Wm26Ri4rI0aMwLZt29CjRw/MmDEDbm5u+Pnnn40rW6XuPyYmBgDw/PlznDhxAg0aNAAAdOrUCeXLl8f06dPRtm1bAECZMmWwe/fudM/Tt29fVK1aFZ999hk6dOiQqQ5vb288e/Ysx1rlZiOvWuoUFhYGDw8PuLu7Y/Xq1ahTpw7PuVUgnopGecG8kCibyUrsIyDmgdxV/F979x4WVbX+Afw7XIQRBOQmoKiIIV4wOgp4qVBLyUuaCoJliWLymGheSKWTRxHU0iNk6smwQhM8KSLHLpaXtI4loiZWlighqCAJikDGRWDW7w9/M8dxBhwYhhnh+3meeR5de6+93z28MPudvdbeBkF+Yio/IS8tLcWBAwcQERGB33//XbHe0KFDkZqaikuXLsHDw+Ohz7FQd0VD0203hbwo0nY437PPPqtVfzn5MCZ1Q6Y0ufva6NGjsWnTJixbtkwxrKxnz55YvXo1lixZoigI5dtxc3NTFBXAvYLx+eefR1JSEmpra+v90sDW1hYzZszA22+/jfz8fJU5KEKIeotIQ8HCwgDJL6PNnTsXs2bNwrp16zBixAh9h0X1KC8vr/fbIKIHMV9IU20mVyyc9B3B/+g5lvPnz8PR0VFxYp6SkoLq6mps2LABGzZsUFk/OTkZ0dHRqKurU3uyamtrC4lEgtu3b6ss03TbwL1v9YH/fTP/oIqKCsU6AODp6Qng3oN7vb29H3LU9dN0roe1tXWDxYF8CFRhYSFcXV2VlhUWFsLX1/eh+4iIiMCMGTPw888/o127dvD29sZHH30EAIoCzMXFBQDQqVMnlf6Ojo6oqanBX3/9BWtr63r3I4+vpKREpbAoLS2Fvb39Q2PVJxYWBqa4uBhz5sxBamoqQkJCsHTpUn2HREREpDt6HHpkSNLT05GTk4Np06Yp2pKTk9GvXz+sWLFCZf0PPvgAu3btUpz8q2NiYgJ3d3fk5uaqLGvMtrt16wbg3rOz1Ll48aJiHeDeN/zGxsZISkrSagK3ujkR6iQmJiI0NLTe5fLi5syZM0pFxPXr15Gfn4/Zs2drtB8LCwulu3AeOXIEUqkUQ4cOBXCvsHByclLMubjf9evXYW5u/tDhYZcvXwZwb37J/QoKCnD37l307t1bo1j1hYWFASkpKUG/fv0gk8mwZ88eBAUF6Tsk0gAfYEWNwXwhTTFX2o4rV64gNDQU7dq1wxtvvAHg3kPZ/vvf/yI6OhqBgYEqfe7evYuXXnoJGRkZ8PHxqXfbgwcPxrfffqvU1pht+/n5wdnZGd7e3khKSkJkZKTSsOwff/wRJ0+exPz58xVtrq6uePXVV7F161Zs2rQJ8+bNU9q+TCZDfHw8goODG7zlbHPNsejbty88PT2RkJCA8PBwxe1533//fUgkEqX3oKysDIWFhXB2dm7wysKJEyewb98+zJkzR2m94OBgbNy4EYcPH8bIkSMB3Lu71f79+zFixAjFsLXi4mK1xcPHH3+M/v37qxRV8jtPDRky5GFvh16xsDAAZWVlsLKygq2tLWJjYzF+/Hi1l9HIMNV3Nw4idZgvpCnmyqPn448/Vrrzj9zrr7+u+PfZs2eRlJQEmUyG0tJSnD59GqmpqZBIJNi5cyf69+8PANi1axeEEBg/frzafY0ZMwYmJiZITk5usLCYMGECdu7cqTRnojHbls8ViIuLQ0BAALy9vREaGgoXFxdcuHABCQkJcHZ2RlRUlNI2NmzYgJycHMyfPx/79u3DuHHj0LFjR1y9ehUpKSnIyspS+5Tx+zXXHAsAWL9+PcaPH49Ro0YhJCQE58+fx+bNmzFr1iylqwBpaWmYMWOG0lWQK1euYMqUKRg/fjycnJzw66+/YuvWrejfvz/WrFmjtJ+oqCjs2bMHkydPxqJFi2BtbY2tW7eipqZGad0lS5YgJycHzzzzDFxcXJCXl4cPPvgAf/31FzZu3KgS/+HDh9G1a1c88cQTzfae6IROHrv3iGvJJ29/+eWXwtnZWSQkJOh8X6QbrenpuKR7zBfSVGvKlbby5O36XteuXVM8aVn+MjExEba2tsLPz09ERUWJK1euKG3Ty8tLdO3atcH9Dhs2TDg6Ojb4vlZXVwt7e3sRExPTpG3f/6TqkydPinHjxomOHTsKExMT0blzZzFr1iyRn5+vdhu1tbXiww8/FE899ZSwtrYWpqamolu3bmLGjBkiMzOzwf3rQlpamvD29hZmZmaiS5cu4q233hJ3795VWkf+s0xMTFS0lZSUiAkTJggnJyfRrl074ebmJpYuXSrKy8vV7icnJ0dMnDhRWFlZCalUKkaMGCFOnTqltM6uXbvE008/LRwcHISJiYmwt7cXEydOFD/++KPK9urq6oSzs7N46623Gjw+Q3jytkQIfiXyoPLyclhbW6Ms3hlWCxq+t7E2+1i4cCE+/vhjjB49Gtu2bUPnzp11si/Srdu3b7eNCZbULJgvpKnWlCtVVVXIzc2Fm5ub0iRfah4N3WkIAGJiYpCYmIjs7OwGn9JNhuk///kPXnzxReTk5DQ470ST3zPFOe7/j5ZpbnxAnh7k5eXBy8sLKSkp+PDDD/Hll1+yqHiENTQGk+hBzBfSFHOFNPWwYmHhwoW4c+eO1g++I/145513EBERofFkdn3iHIsWJP9GwdXVFYGBgZg/f77SXRTo0XTnzh2dVP3UOjFfSFPMFdKUTCZrsLiwtLREUVFRC0ZEzSk9PV3fIWiMVyxayPHjx9GnTx/88MMPMDY2xoYNG1hUtBJ1dXX6DoEeIcwX0hRzhTTFUe1kKFhY6FhlZSUWLVoEf39/ODo68m5PrRDHq1JjMF9IU8wV0pShP42Z2g4OhdKhrKwsvPDCC8jLy8O6deuwcOFCflC0QpaWlvoOgR4hzBfSFHOFNCV/NgKRvjETdahTp07o1asXzp49i8jISBYVrVRZWZm+Q6BHCPOFNMVcIU1x2BwZChYWzSwzMxP+/v7Iz89Hx44dsX//fvTp00ffYREREekd5wIQ6Y4h/H6xsGgmNTU1WLVqFXx9fVFWVoY7d+7oOyRqIVKpVN8h0COE+UKaak25YmpqColEgr/++kvfobRKHApFAFBRUQHg3u+bvnCORTPIysrCtGnTcO7cOURFRWH58uVo166dvsMiIiIyCMbGxrC2tkZxcTGqq6thZWUFExMTTjpuJjKZjMVFGyaEQEVFBYqKimBjY6PXofcsLJpBXV0dZDIZ0tPT4ePjo+9wqIVVVlbySbKkMeYLaaq15YqTkxOkUimKiopQXl6u73BaFRYWBAA2NjZwcnLSawwsLJro0qVLWLNmDbZu3Yq+ffvixx9/5DcvRERE9ZBIJLCxsYG1tTXq6upQW1ur75BajbKyMj6pvY0zNTU1iJsEsbBoJJlMhk2bNiEqKgouLi7Iz89Hz549WVS0YXwyLjUG84U01VpzRSKRwMTEBCYmPAVpLoZyUklkcNfNqqursXTpUri4uEAqlcLPzw+HDx/WqG9BQQGmTJkCGxsbWFlZYcKECbh8+XKzxZabm4sRI0ZgwYIFCAsLw08//YSePXs22/bp0SSfLEWkCeYLaYq5QppirpChMLivC0JDQ7F3714sWLAAjz32GLZv344xY8bg2LFjePLJJ+vtd+fOHQwfPhxlZWV48803YWpqivj4ePj7++PcuXOws7PTOrZz584hLy8P33zzDUaMGKH19qh14OV8agzmC2mKuUKaYq6QoZAIQ7jp7f87deoU/Pz8sH79ekRGRgIAqqqq0K9fPzg6OuLEiRP19l23bh2WLl2KU6dOKSZQZ2VloV+/fliyZAnWrFmjcRzl5eWwtrZGWbwzyiZnICkpCcuWLYNEIkFlZWWrugUgaa+8vLzVDlmg5sd8IU0xV0hTzBXSlOIct6xMJzljUEOh9u7dC2NjY8yePVvRZm5ujrCwMKSnp+PatWsN9vXx8VG6K5OnpyeeeeYZ7Nmzp0nx7DpVAS8vL2zevBl//PEHgNZ1X3FqHpaWlvoOgR4hzBfSFHOFNMVcIUNhUIVFZmYmPDw8VCooX19fAPeGIqkjk8nw888/Y+DAgSrLfH19kZOTgz///LPR8cz5dxnGjx+P8+fPw9nZudH9qW0oKyvTdwj0CGG+kKaYK6Qp5goZCoOaY1FYWKj2BF7edv36dbX9SkpKUF1d/dC+vXr1Utu/uroa1dXViv/Lf0E/nGaDoM2bAYD33KZ6lZeX824cpDHmC2mKuUKaYq6QpuTns7qaCWFQhUVlZSXMzMxU2uUPCKqsrKy3H4Am9QWAtWvXIjo6WqV9VlIpZiXxvtBERERE1HrcunVLJ88+MajCQiqVKl05kKuqqlIsr68fgCb1BYCoqCgsWrRI8f/S0lJ069YNV69e5QNnqEHl5eVwdXXFtWvXOHGOHor5QppirpCmmCvUGGVlZejatStsbW11sn2DKiycnZ1RUFCg0l5YWAgAcHFxUdvP1tYWZmZmivUa0xe4d6VD3dUOa2tr/pKSRqysrJgrpDHmC2mKuUKaYq5QYxgZ6WaatUFN3vb29salS5dU5jNkZGQolqtjZGQELy8vnDlzRmVZRkYGevTogQ4dOjR7vEREREREdI9BFRaBgYGoq6tDQkKCoq26uhqJiYnw8/ODq6srAODq1avIyspS6Xv69Gml4uLixYs4evQogoKCWuYAiIiIiIjaKIMaCuXn54egoCBERUWhqKgIPXv2xI4dO5CXl4ePPvpIsd4rr7yC7777TmlG+2uvvYZt27Zh7NixiIyMhKmpKeLi4tCpUycsXry4UXGYmZlhxYoVaodHEd2PuUKNwXwhTTFXSFPMFWoMXeeLQT15G7g32Xr58uVISkrC7du30b9/f8TExCAgIECxzrBhw1QKCwDIz8/HwoULcejQIchkMgwbNgzx8fHo2bNnSx8GEREREVGbYnCFBRERERERPXoMao4FERERERE9mlhYEBERERGR1tpUYVFdXY2lS5fCxcUFUqkUfn5+OHz4sEZ9CwoKMGXKFNjY2MDKygoTJkzA5cuXdRwx6UtTc2Xfvn0IDg5Gjx490L59e/Tq1QuLFy9GaWmp7oMmvdHmb8v9Ro4cCYlEgoiICB1ESYZA21zZvXs3Bg8eDAsLC9jY2GDIkCE4evSoDiMmfdEmV44cOYLhw4fD3t4eNjY28PX1xc6dO3UcMenTnTt3sGLFCjz33HOwtbWFRCLB9u3bNe5fWlqK2bNnw8HBARYWFhg+fDjOnj3b6DjaVGERGhqKuLg4vPTSS9i4cSOMjY0xZswYfP/99w32u3PnDoYPH47vvvsOb775JqKjo5GZmQl/f3/cunWrhaKnltTUXJk9ezYuXLiAadOm4b333sNzzz2HzZs3Y/DgwaisrGyh6KmlNTVf7rdv3z6kp6frMEoyBNrkysqVKzF16lS4uroiLi4OsbGx6N+/v9oHy9Kjr6m58tlnn2HUqFG4e/cuVq5cidWrV0MqleKVV15BfHx8C0VPLe3mzZtYtWoVLly4gMcff7xRfWUyGcaOHYtdu3YhIiIC69atQ1FREYYNG4bs7OzGBSLaiIyMDAFArF+/XtFWWVkp3N3dxeDBgxvs+8477wgA4tSpU4q2CxcuCGNjYxEVFaWzmEk/tMmVY8eOqbTt2LFDABDbtm1r7lDJAGiTL/ev3717d7Fq1SoBQMydO1dX4ZIeaZMr6enpQiKRiLi4OF2HSQZAm1wZOXKkcHFxEVVVVYq2mpoa4e7uLvr376+zmEm/qqqqRGFhoRBCiNOnTwsAIjExUaO+u3fvFgBESkqKoq2oqEjY2NiIqVOnNiqONnPFYu/evTA2Nsbs2bMVbebm5ggLC0N6ejquXbvWYF8fHx/4+Pgo2jw9PfHMM89gz549Oo2bWp42uTJs2DCVtokTJwIALly40Oyxkv5pky9y69atg0wmQ2RkpC5DJT3TJlfeffddODk54fXXX4cQAnfu3GmJkElPtMmV8vJydOzYUek5BSYmJrC3t4dUKtVp3KQ/ZmZmcHJyalLfvXv3olOnTpg0aZKizcHBAVOmTMH+/ftRXV2t8bbaTGGRmZkJDw8PWFlZKbX7+voCAM6dO6e2n0wmw88//4yBAweqLPP19UVOTg7+/PPPZo+X9KepuVKfP/74AwBgb2/fLPGRYdE2X65evYq3334b77zzDj/0WzltcuWbb76Bj48P3nvvPTg4OKBDhw5wdnbG5s2bdRky6Yk2uTJs2DD8+uuvWL58OX7//Xfk5OQgJiYGZ86cwZIlS3QZNj2iMjMz8be//Q1GRsplga+vLyoqKnDp0iWNt2VQT97WpcLCQjg7O6u0y9uuX7+utl9JSQmqq6sf2rdXr17NGC3pU1NzpT7vvPMOjI2NERgY2CzxkWHRNl8WL16MJ554AiEhITqJjwxHU3Pl9u3buHnzJn744QccPXoUK1asQNeuXZGYmIh58+bB1NQU4eHhOo2dWpY2f1eWL1+O3NxcrF69GrGxsQCA9u3bIzU1FRMmTNBNwPRIKywsxNNPP63Sfn++eXl5abStNlNYVFZWqn18ubm5uWJ5ff0ANKkvPZqamivq7Nq1Cx999BGWLFmCxx57rNliJMOhTb4cO3YMqampyMjI0Fl8ZDiamivyYU+3bt3Cp59+iuDgYABAYGAgvLy8EBsby8KildHm74qZmRk8PDwQGBiISZMmoa6uDgkJCZg2bRoOHz6MQYMG6SxuejQ153lPmykspFKp2jFiVVVViuX19QPQpL70aGpqrjzo+PHjCAsLQ0BAAFavXt2sMZLhaGq+1NbWYv78+Xj55ZeV5m9R66Xt55CpqanSlU8jIyMEBwdjxYoVuHr1Krp27aqDqEkftPkcioiIwMmTJ3H27FnF0JYpU6agb9++eP311/lFBqlorvMeoA3NsXB2dkZhYaFKu7zNxcVFbT9bW1uYmZk1qS89mpqaK/f76aefMH78ePTr1w979+6FiUmbqeHbnKbmyyeffIKLFy8iPDwceXl5ihcA/Pnnn8jLy0NFRYXO4qaWp83nkLm5Oezs7GBsbKy0zNHREcC94VLUejQ1V+7evYuPPvoIY8eOVRovb2pqitGjR+PMmTO4e/euboKmR1ZznPfItZnCwtvbG5cuXUJ5eblSu7xy9/b2VtvPyMgIXl5eOHPmjMqyjIwM9OjRAx06dGj2eEl/mporcjk5OXjuuefg6OiIAwcOwNLSUlehkgFoar5cvXoVNTU1GDp0KNzc3BQv4F7R4ebmhkOHDuk0dmpZ2nwOeXt7o7i4WOWkUD7W3sHBofkDJr1paq7cunULtbW1qKurU1lWU1MDmUymdhm1bd7e3jh79ixkMplSe0ZGBtq3bw8PDw+Nt9VmCovAwEDFOEO56upqJCYmws/PD66urgDufdhnZWWp9D19+rRScXHx4kUcPXoUQUFBLXMA1GK0yZU//vgDo0aNgpGREQ4ePMgP+zagqfkSEhKCtLQ0lRcAjBkzBmlpafDz82vZgyGd0uZvS3BwMOrq6rBjxw5FW1VVFZKTk9GnTx9eOW9lmporjo6OsLGxQVpamlIReufOHXz++efw9PTk8O02rrCwEFlZWaipqVG0BQYG4saNG9i3b5+i7ebNm0hJScHzzz+vdv5FvRr11ItHXFBQkDAxMRFvvPGG+OCDD8SQIUOEiYmJ+O677xTr+Pv7iwfflvLycuHu7i4cHR3FunXrRHx8vHB1dRUuLi6iqKiopQ+DWkBTc+Xxxx8XAMSSJUvEzp07lV6HDh1q6cOgFtLUfFEHfEBeq9bUXKmoqBB9+/YVpqamIjIyUrz33nvCx8dHGBsbiwMHDrT0YVALaGquxMbGCgDiiSeeEPHx8eKf//yn6N27twAgkpKSWvowqAVt2rRJxMTEiDlz5ggAYtKkSSImJkbExMSI0tJSIYQQ06dPFwBEbm6uol9tba0YNGiQsLS0FNHR0WLLli2ib9++okOHDiIrK6tRMbSpwqKyslJERkYKJycnYWZmJnx8fMTXX3+ttE59H/7Xrl0TgYGBwsrKSlhaWopx48aJ7OzslgqdWlhTcwVAvS9/f/8WPAJqSdr8bXkQC4vWTZtcuXHjhpg+fbqwtbUVZmZmws/PT6UvtR7a5EpycrLw9fUVNjY2QiqVCj8/P7F3796WCp30pFu3bvWeg8gLCXWFhRBClJSUiLCwMGFnZyfat28v/P39xenTpxsdg0QIIRp1DYWIiIiIiOgBbWaOBRERERER6Q4LCyIiIiIi0hoLCyIiIiIi0hoLCyIiIiIi0hoLCyIiIiIi0hoLCyIiIiIi0hoLCyIiIiIi0hoLCyIiIiIi0hoLCyIiIiIi0hoLCyIiA/Xtt99CIpHg22+/1XcoOiWRSLBy5UqN1u3evTtCQ0N1Gg8RETUNCwsioma2fft2SCQSta9ly5bpO7wGPRi7ubk5PDw8EBERgRs3brRIDCdOnMDKlStRWlraIvvTRPfu3ZXeFwsLC/j6+uKTTz5p8jYPHDigcUFFRPQoMNF3AERErdWqVavg5uam1NavXz89RdM48tirqqrw/fff4/3338eBAwdw/vx5tG/fvln3VVlZCROT/30cnThxAtHR0QgNDYWNjY3SuhcvXoSRkX6+E/P29sbixYsBAIWFhfjwww8xffp0VFdX49VXX2309g4cOIAtW7awuCCiVoOFBRGRjowePRoDBw7UdxhNcn/ss2bNgp2dHeLi4rB//35MnTq1Wfdlbm6u8bpmZmbNuu/G6Ny5M6ZNm6b4f2hoKHr06IH4+PgmFRZERK0Nh0IREbWwK1eu4LXXXkOvXr0glUphZ2eHoKAg5OXlPbRvdnY2Jk+eDCcnJ5ibm6NLly4ICQlBWVmZ0npJSUkYMGAApFIpbG1tERISgmvXrjU55hEjRgAAcnNzAQC1tbWIiYmBu7s7zMzM0L17d7z55puorq5W6nfmzBkEBATA3t4eUqkUbm5umDlzptI698+xWLlyJd544w0AgJubm2Lokfy9uX+OxZkzZyCRSLBjxw6VeA8ePAiJRIIvvvhC0VZQUICZM2eiU6dOMDMzQ9++ffHxxx83+T1xcHCAp6cncnJylNqPHz+OoKAgdO3aFWZmZnB1dcXChQtRWVmpWCc0NBRbtmxRHL/8JSeTyfDuu++ib9++MDc3R6dOnRAeHo7bt283OV4iIl3jFQsiIh0pKyvDzZs3ldrs7e1x+vRpnDhxAiEhIejSpQvy8vLw/vvvY9iwYfjtt9/qHWp09+5dBAQEoLq6GvPmzYOTkxMKCgrwxRdfoLS0FNbW1gCA1atXY/ny5ZgyZQpmzZqF4uJibNq0CU8//TQyMzNVhhdpQn7ybGdnB+DeVYwdO3YgMDAQixcvRkZGBtauXYsLFy4gLS0NAFBUVIRRo0bBwcEBy5Ytg42NDfLy8rBv37569zNp0iRcunQJ//73vxEfHw97e3sA907iHzRw4ED06NEDe/bswfTp05WW7d69Gx07dkRAQAAA4MaNGxg0aBAkEgkiIiLg4OCAr776CmFhYSgvL8eCBQsa/Z7U1tYiPz8fHTt2VGpPSUlBRUUF5syZAzs7O5w6dQqbNm1Cfn4+UlJSAADh4eG4fv06Dh8+jJ07d6psOzw8HNu3b8eMGTMwf/585ObmYvPmzcjMzMQPP/wAU1PTRsdLRKRzgoiImlViYqIAoPYlhBAVFRUqfdLT0wUA8cknnyjajh07JgCIY8eOCSGEyMzMFABESkpKvfvOy8sTxsbGYvXq1Urtv/zyizAxMVFpry/2I0eOiOLiYnHt2jXx6aefCjs7OyGVSkV+fr44d+6cACBmzZql1DcyMlIAEEePHhVCCJGWliYAiNOnTze4TwBixYoViv+vX79eABC5ubkq63br1k1Mnz5d8f+oqChhamoqSkpKFG3V1dXCxsZGzJw5U9EWFhYmnJ2dxc2bN5W2FxISIqytrdX+TB7c76hRo0RxcbEoLi4Wv/zyi3j55ZcFADF37lylddVta+3atUIikYgrV64o2ubOnSvUfQwfP35cABDJyclK7V9//bXadiIiQ8GhUEREOrJlyxYcPnxY6QUAUqlUsU5NTQ1u3bqFnj17wsbGBmfPnq13e/IrEgcPHkRFRYXadfbt2weZTIYpU6bg5s2bipeTkxMee+wxHDt2TKPYn332WTg4OMDV1RUhISGwtLREWloaOnfujAMHDgAAFi1apNRHPrH5yy+/BADFlZEvvvgCNTU1Gu23sYKDg1FTU6N0FeTQoUMoLS1FcHAwAEAIgdTUVDz//PMQQii9LwEBASgrK2vwfb9/uw4ODnBwcICXlxd27tyJGTNmYP369Urr3f/z/euvv3Dz5k0MGTIEQghkZmY+dD8pKSmwtrbGyJEjlWIdMGAALC0tNf4ZEhG1NA6FIiLSEV9fX7WTtysrK7F27VokJiaioKAAQgjFsgfnStzPzc0NixYtQlxcHJKTk/HUU09h/PjxmDZtmqLoyM7OhhACjz32mNptaDqEZsuWLfDw8ICJiQk6deqEXr16Ke7GdOXKFRgZGaFnz55KfZycnGBjY4MrV64AAPz9/TF58mRER0cjPj4ew4YNwwsvvIAXX3yx2SZhP/744/D09MTu3bsRFhYG4N4wKHt7e8W8kOLiYpSWliIhIQEJCQlqt1NUVPTQffn5+SE2NhZ1dXU4f/48YmNjcfv2bbRr105pvatXr+If//gHPvvsM5U5EQ39fOWys7NRVlYGR0fHJsdKRKQPLCyIiFrYvHnzkJiYiAULFmDw4MGwtraGRCJBSEgIZDJZg303bNiA0NBQ7N+/H4cOHcL8+fOxdu1anDx5El26dIFMJoNEIsFXX30FY2Njlf6WlpYaxVhfUXS/+ycb17d87969OHnyJD7//HMcPHgQM2fOxIYNG3Dy5EmNY3mY4OBgrF69Gjdv3kSHDh3w2WefYerUqYpb2Mrf02nTpqnMxZDr37//Q/djb2+PZ599FgAQEBAAT09PjBs3Dhs3blRcvamrq8PIkSNRUlKCpUuXwtPTExYWFigoKEBoaOhDf77yeB0dHZGcnKx2ubr5JkREhoCFBRFRC9u7dy+mT5+ODRs2KNqqqqo0fiCcl5cXvLy88NZbb+HEiRMYOnQotm7ditjYWLi7u0MIATc3N3h4eOgk/m7dukEmkyE7Oxu9e/dWtN+4cQOlpaXo1q2b0vqDBg3CoEGDsHr1auzatQsvvfQSPv30U8yaNUvt9h9WsDwoODgY0dHRSE1NRadOnVBeXo6QkBDFcgcHB3To0AF1dXWKwqA5jB07Fv7+/lizZg3Cw8NhYWGBX375BZcuXcKOHTvwyiuvKNaVD4O7X33H6e7ujiNHjmDo0KFKw6qIiAwd51gQEbUwY2NjpeFPALBp0ybU1dU12K+8vBy1tbVKbV5eXjAyMlLc5nXSpEkwNjZGdHS0yj6EELh165bW8Y8ZMwYA8O677yq1x8XFAbh3wg0At2/fVonB29sbAFRuS3s/CwsLANC40Orduze8vLywe/du7N69G87Oznj66acVy42NjTF58mSkpqbi/PnzKv2Li4s12o86S5cuxa1bt7Bt2zbFvgAoHbcQAhs3blTpW99xTpkyBXV1dYiJiVHpU1tba1BPJCciuh+vWBARtbBx48Zh586dsLa2Rp8+fZCeno4jR44obuVan6NHjyIiIgJBQUHw8PBAbW0tdu7cqThxBu592x0bG4uoqCjk5eXhhRdeQIcOHZCbm4u0tDTMnj0bkZGRWsX/+OOPY/r06UhISEBpaSn8/f1x6tQp7NixAy+88AKGDx8OANixYwf+9a9/YeLEiXB3d8eff/6Jbdu2wcrKSlGcqDNgwAAAwN///neEhITA1NQUzz//vOJEXJ3g4GD84x//gLm5OcLCwlSezv3222/j2LFj8PPzw6uvvoo+ffqgpKQEZ8+exZEjR1BSUtKk92L06NHo168f4uLiMHfuXHh6esLd3R2RkZEoKCiAlZUVUlNT1T5/Qn6c8+fPR0BAAIyNjRESEgJ/f3+Eh4dj7dq1OHfuHEaNGgVTU1NkZ2cjJSUFGzduRGBgYJPiJSLSKf3cjIqIqPWS37K1vtus3r59W8yYMUPY29sLS0tLERAQILKyslRupfrg7WYvX74sZs6cKdzd3YW5ubmwtbUVw4cPF0eOHFHZR2pqqnjyySeFhYWFsLCwEJ6enmLu3Lni4sWLWsUuV1NTI6Kjo4Wbm5swNTUVrq6uIioqSlRVVSnWOXv2rJg6daro2rWrMDMzE46OjmLcuHHizJkzStvCA7ebFUKImJgY0blzZ2FkZKR069kH3yO57OxsxS19v//+e7Ux37hxQ8ydO1e4uroKU1NT4eTkJJ555hmRkJDQ4LHK9zt27Fi1y7Zv3y4AiMTERCGEEL/99pt49tlnhaWlpbC3txevvvqq+Omnn5TWEUKI2tpaMW/ePOHg4CAkEonKrWcTEhLEgAEDhFQqFR06dBBeXl5iyZIl4vr16w+Nl4hIHyRCPHCdmoiIiIiIqJE4x4KIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLTGwoKIiIiIiLT2f8iL2jwWjzJ6AAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# -------------- ROC Curve for Linear Discriminant ----------------\n", - "def plot_roc_curve(F_sig, F_bkg):\n", - " \"\"\"Plot ROC curve with AUC calculation\"\"\"\n", - " y_true = np.concatenate([np.ones_like(F_sig), np.zeros_like(F_bkg)])\n", - " y_score = np.concatenate([F_sig, F_bkg])\n", - " \n", - " fpr, tpr, _ = roc_curve(y_true, y_score)\n", - " roc_auc = auc(fpr, tpr)\n", - " \n", - " plt.figure(figsize=(8, 6))\n", - " plt.plot(fpr, tpr, color='darkorange', lw=2,\n", - " label=f'LDA (AUC = {roc_auc:.3f})')\n", - " plt.plot([0, 1], [0, 1], 'k--', lw=1)\n", - " plt.xlim([0.0, 1.0])\n", - " plt.ylim([0.0, 1.05])\n", - " plt.xlabel('False Positive Rate', fontsize=12)\n", - " plt.ylabel('True Positive Rate', fontsize=12)\n", - " plt.title('ROC Curve for Linear Discriminant', fontsize=14)\n", - " plt.legend(loc=\"lower right\", fontsize=12)\n", - " plt.grid(alpha=0.3)\n", - " plt.tight_layout()\n", - " plt.show()\n", - " \n", - " return fpr, tpr\n", - "\n", - "fpr, tpr = plot_roc_curve(F_sig, F_bkg)" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [], - "source": [ - "# ---------- Maximal Significance for Scenarios --------------- \n", - "def compute_max_significance(F_sig, F_bkg, scenarios):\n", - " \"\"\"Compute maximal significance for given scenarios\"\"\"\n", - " results = {}\n", - " all_F = np.concatenate([F_sig, F_bkg])\n", - " y_true = np.concatenate([np.ones_like(F_sig), np.zeros_like(F_bkg)])\n", - " \n", - " # Sort by discriminant score (descending)\n", - " sort_idx = np.argsort(all_F)[::-1]\n", - " F_sorted = all_F[sort_idx]\n", - " y_sorted = y_true[sort_idx]\n", - " \n", - " # cumulative sums\n", - " tp = np.cumsum(y_sorted)\n", - " fp = np.cumsum(1 - y_sorted)\n", - " \n", - " # Efficiencies\n", - " eff_sig = tp / len(F_sig)\n", - " eff_bkg = fp / len(F_bkg)\n", - " \n", - " for N_S, N_B in scenarios:\n", - " S_prime = eff_sig * N_S\n", - " B_prime = eff_bkg * N_B\n", - " \n", - " with np.errstate(divide='ignore', invalid='ignore'):\n", - " significance = np.where((S_prime + B_prime) > 0, \n", - " S_prime / np.sqrt(S_prime + B_prime), 0)\n", - " \n", - " max_idx = np.argmax(significance)\n", - " results[(N_S, N_B)] = {\n", - " 'max_sig': significance[max_idx],\n", - " 'optimal_cut': F_sorted[max_idx],\n", - " 'eff_sig': eff_sig[max_idx],\n", - " 'eff_bkg': eff_bkg[max_idx]\n", - " }\n", - " \n", - " return results" - ] - }, - { - "cell_type": "code", - "execution_count": 133, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Maximal Significance for Different Scenarios:\n", - "Scenario Max σ' Optimal Cut ϵ_S ϵ_B \n", - "10,100 2.209 14.353 0.705 0.031 \n", - "100,1000 6.984 14.353 0.705 0.031 \n", - "1000,10000 22.085 14.353 0.705 0.031 \n", - "10000,100000 69.840 14.353 0.705 0.031 \n" - ] - } - ], - "source": [ - "# define scenarios from Exercise 5\n", - "scenarios = [\n", - " (10, 100),\n", - " (100, 1000),\n", - " (1000, 10000),\n", - " (10000, 100000)\n", - "]\n", - "\n", - "max_sig_results = compute_max_significance(F_sig, F_bkg, scenarios)\n", - "\n", - "# results\n", - "print(\"\\nMaximal Significance for Different Scenarios:\")\n", - "print(\"{:<15} {:<15} {:<15} {:<15} {:<15}\".format(\n", - " \"Scenario\", \"Max σ'\", \"Optimal Cut\", \"ϵ_S\", \"ϵ_B\"))\n", - "for scenario, res in max_sig_results.items():\n", - " print(\"{:<15} {:<15.3f} {:<15.3f} {:<15.3f} {:<15.3f}\".format(\n", - " f\"{scenario[0]},{scenario[1]}\",\n", - " res['max_sig'],\n", - " res['optimal_cut'],\n", - " res['eff_sig'],\n", - " res['eff_bkg']))" - ] - } - ], - "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": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} From 6eeb4cfbe0f872a7654923ecb86c58da2ffa9545 Mon Sep 17 00:00:00 2001 From: ClarissaTerrones Date: Thu, 10 Apr 2025 23:34:00 -0500 Subject: [PATCH 10/22] Lab 7 solution --- Labs/Lab.7/Lab.7.ipynb | 1318 ++++++++++++++++++++++++++++++++++++++++ 1 file changed, 1318 insertions(+) create mode 100644 Labs/Lab.7/Lab.7.ipynb diff --git a/Labs/Lab.7/Lab.7.ipynb b/Labs/Lab.7/Lab.7.ipynb new file mode 100644 index 000000000..a77b220ad --- /dev/null +++ b/Labs/Lab.7/Lab.7.ipynb @@ -0,0 +1,1318 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 7- Data Analysis\n", + "\n", + "In this lab, you download and begin to look at a particle physics dataset. You must download the dataset by March 17th. Exercises 1-4 are to be completed by March 21th. The remaider of the lab is due March 29th. Before leaving lab today, I suggest everyone downloads the dataset." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 1: Reading\n", + "\n", + "### HiggsML\n", + "In 2014, some of my colleagues from the ATLAS experiment put together a Higgs Machine Learning Challenge, which was hosted on [Kaggle](https://www.kaggle.com). Please read sections 1 and 3 (skip/skim 2) of [The HiggsML Technical Documentation](https://higgsml.lal.in2p3.fr/files/2014/04/documentation_v1.8.pdf). \n", + "\n", + "Kaggle is a platform for data science competitions, with cash awards for winners. Kaggle currently hosts over 50,000 public datasets and associated competitions. Later in the course we will look at a variety of problems hosted on Kaggle and similar platforms. \n", + "\n", + "### SUSY Dataset\n", + "\n", + "For the next few labs we will use datasets used in the [first paper on Deep Learning in High Energy physics](https://arxiv.org/pdf/1402.4735.pdf). Please read up to the \"Deep Learning\" section (end of page 5). This paper demonstrates that Deep Neural Networks can learn from raw data the features that are typically used by physicists for searches for exotics particles. The authors provide the data they used for this paper. They considered two benchmark scenarios: Higgs and SUSY." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 2: Download SUSY Dataset\n", + "\n", + "The information about the dataset can be found at the [UCI Machine Learning Repository](https://archive.ics.uci.edu/ml/index.php). We'll start with the [SUSY Dataset](https://archive.ics.uci.edu/ml/datasets/SUSY). \n", + "\n", + "### Download\n", + "In a terminal, download the data directly from the source and then decompress it. For example:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* To download:\n", + " * On Mac OS: \n", + " `curl http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz > SUSY.csv.gz`\n", + "\n", + " * In linux:\n", + " `wget http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz`\n", + "\n", + "* To uncompress:\n", + "`gunzip SUSY.csv.gz`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " % Total % Received % Xferd Average Speed Time Time Time Current\n", + " Dload Upload Total Spent Left Speed\n", + "100 879M 0 879M 0 0 8322k 0 --:--:-- 0:01:48 --:--:-- 6914k-- 0:00:04 --:--:-- 28.0M 0 --:--:-- 0:00:36 --:--:-- 8380k- 0:01:02 --:--:-- 3841k 9488k 0 --:--:-- 0:01:03 --:--:-- 3333k--:--:-- 0:01:08 --:--:-- 4464kk 0 --:--:-- 0:01:22 --:--:-- 6746k 0 --:--:-- 0:01:30 --:--:-- 10.0M-:--:-- 0:01:31 --:--:-- 9675k01:40 --:--:-- 5977k\n" + ] + } + ], + "source": [ + "!curl http://archive.ics.uci.edu/ml/machine-learning-databases/00279/SUSY.csv.gz > SUSY.csv.gz" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "!rm SUSY.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "!gunzip SUSY.csv.gz" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 5148104\r\n", + "-rw-r--r--@ 1 afarbin staff 389K Oct 18 13:44 Lab.7.ipynb\r\n", + "-rw-r--r--@ 1 afarbin staff 5.8M Oct 18 12:45 Lab.7.pdf\r\n", + "-rw-r--r--@ 1 afarbin staff 228M Oct 18 12:39 SUSY-small.csv\r\n", + "-rw-r--r-- 1 afarbin staff 2.2G Oct 18 13:43 SUSY.csv\r\n" + ] + } + ], + "source": [ + "ls -lh" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data is provided as a comma separated file." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.000000000000000000e+00,9.728614687919616699e-01,6.538545489311218262e-01,1.176224589347839355e+00,1.157156467437744141e+00,-1.739873170852661133e+00,-8.743090629577636719e-01,5.677649974822998047e-01,-1.750000417232513428e-01,8.100607395172119141e-01,-2.525521218776702881e-01,1.921887040138244629e+00,8.896374106407165527e-01,4.107718467712402344e-01,1.145620822906494141e+00,1.932632088661193848e+00,9.944640994071960449e-01,1.367815494537353516e+00,4.071449860930442810e-02\r\n", + "1.000000000000000000e+00,1.667973041534423828e+00,6.419061869382858276e-02,-1.225171446800231934e+00,5.061022043228149414e-01,-3.389389812946319580e-01,1.672542810440063477e+00,3.475464344024658203e+00,-1.219136357307434082e+00,1.295456290245056152e-02,3.775173664093017578e+00,1.045977115631103516e+00,5.680512785911560059e-01,4.819284379482269287e-01,0.000000000000000000e+00,4.484102725982666016e-01,2.053557634353637695e-01,1.321893453598022461e+00,3.775840103626251221e-01\r\n", + "1.000000000000000000e+00,4.448399245738983154e-01,-1.342980116605758667e-01,-7.099716067314147949e-01,4.517189264297485352e-01,-1.613871216773986816e+00,-7.686609029769897461e-01,1.219918131828308105e+00,5.040258169174194336e-01,1.831247568130493164e+00,-4.313853085041046143e-01,5.262832045555114746e-01,9.415140151977539062e-01,1.587535023689270020e+00,2.024308204650878906e+00,6.034975647926330566e-01,1.562373995780944824e+00,1.135454416275024414e+00,1.809100061655044556e-01\r\n", + "1.000000000000000000e+00,3.812560737133026123e-01,-9.761453866958618164e-01,6.931523084640502930e-01,4.489588439464569092e-01,8.917528986930847168e-01,-6.773284673690795898e-01,2.033060073852539062e+00,1.533040523529052734e+00,3.046259880065917969e+00,-1.005284786224365234e+00,5.693860650062561035e-01,1.015211343765258789e+00,1.582216739654541016e+00,1.551914215087890625e+00,7.612152099609375000e-01,1.715463757514953613e+00,1.492256760597229004e+00,9.071890264749526978e-02\r\n", + "1.000000000000000000e+00,1.309996485710144043e+00,-6.900894641876220703e-01,-6.762592792510986328e-01,1.589282631874084473e+00,-6.933256387710571289e-01,6.229069828987121582e-01,1.087561845779418945e+00,-3.817416727542877197e-01,5.892043709754943848e-01,1.365478992462158203e+00,1.179295063018798828e+00,9.682182073593139648e-01,7.285631299018859863e-01,0.000000000000000000e+00,1.083157896995544434e+00,4.342924803495407104e-02,1.154853701591491699e+00,9.485860168933868408e-02\r\n" + ] + } + ], + "source": [ + "filename=\"SUSY.csv\"\n", + "# print out the first 5 lines using unix head command\n", + "!head -5 \"SUSY.csv\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Reducing the dataset\n", + "\n", + "This is a rather large dataset. If you have trouble loading it, we can easily make a new file with less data.\n", + "\n", + "Here we look at the size of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 5148104\r\n", + "-rw-r--r--@ 1 afarbin staff 389K Oct 18 13:44 Lab.7.ipynb\r\n", + "-rw-r--r--@ 1 afarbin staff 5.8M Oct 18 12:45 Lab.7.pdf\r\n", + "-rw-r--r--@ 1 afarbin staff 228M Oct 18 12:39 SUSY-small.csv\r\n", + "-rw-r--r-- 1 afarbin staff 2.2G Oct 18 13:43 SUSY.csv\r\n" + ] + } + ], + "source": [ + "!ls -lh" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that we have 5 million datapoints." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 5000000 SUSY.csv\r\n" + ] + } + ], + "source": [ + "!wc -l SUSY.csv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We create a new file of the first half million. This is sufficient for our needs in this lab:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "!head -500000 SUSY.csv > SUSY-small.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "total 5173504\r\n", + "-rw-r--r--@ 1 afarbin staff 387K Mar 29 11:08 Lab.7.ipynb\r\n", + "-rw-r--r--@ 1 afarbin staff 6.1M Mar 18 10:38 Lab.7.pdf\r\n", + "-rw-r--r--@ 1 afarbin staff 228M Mar 29 11:09 SUSY-small.csv\r\n", + "-rw-r--r--@ 1 afarbin staff 2.2G Mar 18 10:38 SUSY.csv\r\n" + ] + } + ], + "source": [ + "ls -lh" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 500000 SUSY-small.csv\r\n" + ] + } + ], + "source": [ + "! wc -l SUSY-small.csv" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use this file for the rest of the lab to make this run faster." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### First Look\n", + "\n", + "Each row represents a LHC collision event. Each column contains some observable from that event. The variable names are ([based on documentation](https://archive.ics.uci.edu/ml/datasets/SUSY)):" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "VarNames=[\"signal\", \"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\", \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some of these variables represent the \"raw\" kinematics of the observed final state particles, while others are \"features\" that are derived from these raw quantities:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "RawNames=[\"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\"]\n", + "FeatureNames=list(set(VarNames[1:]).difference(RawNames))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['l_1_pT',\n", + " 'l_1_eta',\n", + " 'l_1_phi',\n", + " 'l_2_pT',\n", + " 'l_2_eta',\n", + " 'l_2_phi',\n", + " 'MET',\n", + " 'MET_phi']" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "RawNames" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['axial_MET',\n", + " 'MET_rel',\n", + " 'M_R',\n", + " 'cos_theta_r1',\n", + " 'MT2',\n", + " 'dPhi_r_b',\n", + " 'M_TR_2',\n", + " 'R',\n", + " 'S_R',\n", + " 'M_Delta_R']" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "FeatureNames" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will use pandas to read in the file, and matplotlib to make plots. The following ensures pandas is installed and sets everything up:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can read the data into a pandas dataframe:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "filename = \"SUSY.csv\"\n", + "df = pd.read_csv(filename, dtype='float64', names=VarNames)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can see the data in Jupyter by just evaluateing the dataframe:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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5000000 rows × 19 columns

\n", + "
" + ], + "text/plain": [ + " signal l_1_pT l_1_eta l_1_phi l_2_pT l_2_eta l_2_phi \\\n", + "0 0.0 0.972861 0.653855 1.176225 1.157156 -1.739873 -0.874309 \n", + "1 1.0 1.667973 0.064191 -1.225171 0.506102 -0.338939 1.672543 \n", + "2 1.0 0.444840 -0.134298 -0.709972 0.451719 -1.613871 -0.768661 \n", + "3 1.0 0.381256 -0.976145 0.693152 0.448959 0.891753 -0.677328 \n", + "4 1.0 1.309996 -0.690089 -0.676259 1.589283 -0.693326 0.622907 \n", + "... ... ... ... ... ... ... ... \n", + "4999995 1.0 0.853325 -0.961783 -1.487277 0.678190 0.493580 1.647969 \n", + "4999996 0.0 0.951581 0.139370 1.436884 0.880440 -0.351948 -0.740852 \n", + "4999997 0.0 0.840389 1.419162 -1.218766 1.195631 1.695645 0.663756 \n", + "4999998 1.0 1.784218 -0.833565 -0.560091 0.953342 -0.688969 -1.428233 \n", + "4999999 0.0 0.761500 0.680454 -1.186213 1.043521 -0.316755 0.246879 \n", + "\n", + " MET MET_phi MET_rel axial_MET M_R M_TR_2 \\\n", + "0 0.567765 -0.175000 0.810061 -0.252552 1.921887 0.889637 \n", + "1 3.475464 -1.219136 0.012955 3.775174 1.045977 0.568051 \n", + "2 1.219918 0.504026 1.831248 -0.431385 0.526283 0.941514 \n", + "3 2.033060 1.533041 3.046260 -1.005285 0.569386 1.015211 \n", + "4 1.087562 -0.381742 0.589204 1.365479 1.179295 0.968218 \n", + "... ... ... ... ... ... ... \n", + "4999995 1.843867 0.276954 1.025105 -1.486535 0.892879 1.684429 \n", + "4999996 0.290863 -0.732360 0.001360 0.257738 0.802871 0.545319 \n", + "4999997 0.490888 -0.509186 0.704289 0.045744 0.825015 0.723530 \n", + "4999998 2.660703 -0.861344 2.116892 2.906151 1.232334 0.952444 \n", + "4999999 1.120280 0.998479 1.640881 -0.797688 0.854212 1.121858 \n", + "\n", + " R MT2 S_R M_Delta_R dPhi_r_b cos_theta_r1 \n", + "0 0.410772 1.145621 1.932632 0.994464 1.367815 0.040714 \n", + "1 0.481928 0.000000 0.448410 0.205356 1.321893 0.377584 \n", + "2 1.587535 2.024308 0.603498 1.562374 1.135454 0.180910 \n", + "3 1.582217 1.551914 0.761215 1.715464 1.492257 0.090719 \n", + "4 0.728563 0.000000 1.083158 0.043429 1.154854 0.094859 \n", + "... ... ... ... ... ... ... \n", + "4999995 1.674084 3.366298 1.046707 2.646649 1.389226 0.364599 \n", + "4999996 0.602730 0.002998 0.748959 0.401166 0.443471 0.239953 \n", + "4999997 0.778236 0.752942 0.838953 0.614048 1.210595 0.026692 \n", + "4999998 0.685846 0.000000 0.781874 0.676003 1.197807 0.093689 \n", + "4999999 1.165438 1.498351 0.931580 1.293524 1.539167 0.187496 \n", + "\n", + "[5000000 rows x 19 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first column stores the \"truth\" label of whether an event was signal or not. Pandas makes it easy to create dataframes that store only the signal or background events:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "df_sig=df[df.signal==1]\n", + "df_bkg=df[df.signal==0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following example plots the signal and background distributions of every variable. Note that we use VarNames[1:] to skip the first variable, which was the true label." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "l_1_pT\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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lSSkpKZo7d6569+6t5s2by263a+rUqTp06JD+8pe/SPJMVxs+fLiee+453XHHHd73iYyMVExMTI2OWVRUpJiYGB0/ftzIaWy5uVLXrlJOjqeHe33vBwAAEEhOnTql/fv3q3Xr1hVuWnc6Pc+2KSlpuFqsVk/gCeYHht5yyy2Kj4/XK6+84u9Saq2674RU82zg8xWdjz/+uEKSy8zMlCQNHz5cy5cv1+HDh71dJCRpyZIlOnv2rMaNG6dx48Z5x89tDwAAAFTFbveEDper4Y5pswVXyCkpKdHixYuVkZGh0NBQvfbaa3r33Xe1adMmf5fmdz4HnV69elXqvvBj54eXrVu3+noIAAAAQJIndART8GhoFotF69ev18yZM3Xq1Cm1bdtW//3f/8098Wqge3QAAAAA1L3IyEi9++67/i4jIDX4c3QAAAAAoL4RdAAAAAAYh6ADAACAgFBeXu7vEhAg6uK7wD06AAAA8KuwsDCFhITo22+/1ZVXXqmwsLCLPvASZnK73Tp9+rSOHj2qkJAQhYWF1fq9CDoAAADwq5CQELVu3VqHDx/Wt99+6+9yEACsVqvsdrtCQmo/AY2gAwAAAL8LCwuT3W7X2bNnVVZW5u9y4EehoaFq0qTJJV/VI+gAAAAgIFgsFjVt2lRNmzb1dykwAM0IAAAAABiHoAMAAADAOAQdAAAAAMYh6AAAAAAwDkEHAAAAgHEIOgAAAACMQ9ABAAAAYByCDgAAAADjEHQAAAAAGIegAwAAAMA4BB0AAAAAxiHoAAAAADAOQQcAAACAcQg6AAAAAIxD0AEAAABgHIIOAAAAAOMQdAAAAAAYh6ADAAAAwDgEHQAAAADGIegAAAAAMA5BBwAAAIBxCDoAAAAAjEPQAQAAAGAcgg4AAAAA4xB0AAAAABiHoAMAAADAOE38XQAuncNR9bjNJtntDVsLAAAAEAgIOkHMZpOsVmnIkKrXW62eEETYAQAAQGND0AlidrsnyLhcldc5HJ4A5HIRdAAAAND4EHSCnN1OkAEAAADORzMCAAAAAMYh6AAAAAAwDkEHAAAAgHEIOgAAAACMQ9ABAAAAYByCDgAAAADjEHQAAAAAGIegAwAAAMA4Pged999/X/369VNCQoIsFovWrl170X22bt2qLl26KDw8XD/96U+1fPnyWpQKAAAAADXjc9ApLi5Wp06dtGjRohptv3//fvXt21e9e/dWXl6eJk6cqHvvvVcbN270uVgAAAAAqIkmvu7Qp08f9enTp8bbL168WK1bt9acOXMkScnJyfrwww81b948ZWRk+Hp4AAAAALioer9HZ9u2bUpPT68wlpGRoW3btlW7T2lpqYqKiiosAAAAAFBT9R50CgoKFBcXV2EsLi5ORUVF+v7776vcJysrSzExMd4lMTGxvssEAAAAYJCA7Lo2depUHT9+3LscPHjQ3yUBAAAACCI+36Pjq/j4eBUWFlYYKywsVHR0tCIjI6vcJzw8XOHh4fVdGgAAAABD1fsVnbS0NGVnZ1cY27Rpk9LS0ur70AAAAAAaKZ+DzsmTJ5WXl6e8vDxJnvbReXl5cjqdkjzTzoYNG+bd/v7779e+ffv00EMPac+ePfrTn/6k119/XZMmTaqbTwAAAAAA5/E56Hz88cdKSUlRSkqKJCkzM1MpKSmaPn26JOnw4cPe0CNJrVu31rp167Rp0yZ16tRJc+bM0YsvvkhraQAAAAD1xud7dHr16iW3213t+uXLl1e5z+7du309FAAAAADUSkB2XQMAAACAS0HQAQAAAGAcgg4AAAAA4xB0AAAAABiHoAMAAADAOAQdAAAAAMYh6AAAAAAwDkEHAAAAgHEIOgAAAACMQ9ABAAAAYByCDgAAAADjEHQAAAAAGIegAwAAAMA4BB0AAAAAxiHoAAAAADAOQQcAAACAcQg6AAAAAIxD0AEAAABgHIIOAAAAAOMQdAAAAAAYh6ADAAAAwDgEHQAAAADGIegAAAAAMA5BBwAAAIBxCDoAAAAAjEPQAQAAAGAcgg4AAAAA4xB0AAAAABiHoAMAAADAOAQdAAAAAMYh6AAAAAAwDkEHAAAAgHEIOgAAAACMQ9ABAAAAYByCDgAAAADjEHQAAAAAGIegAwAAAMA4BB0AAAAAxmni7wIaE6dTcrkqjzscDV8LAAAAYDKCTgNxOqXkZKmkpOr1VqtkszVsTQAAAICpCDoNxOXyhJwVKzyB53w2m2S3N3xdAAAAgIkIOg0sOVnq0sXfVQAAAABmoxkBAAAAAOMQdAAAAAAYh6ADAAAAwDgEHQAAAADGIegAAAAAME6tgs6iRYuUlJSkiIgI9ejRQzt37rzg9vPnz1fbtm0VGRmpxMRETZo0SadOnapVwQAAAABwMT4HndWrVyszM1MzZsxQbm6uOnXqpIyMDB05cqTK7VeuXKmHH35YM2bMkMPh0EsvvaTVq1frD3/4wyUXDwAAAABV8TnozJ07V6NHj9bIkSPVvn17LV68WFarVcuWLaty+48++kg9e/bU3XffraSkJN16660aNGjQBa8ClZaWqqioqMICAAAAADXlU9A5ffq0cnJylJ6e/sMbhIQoPT1d27Ztq3KfG264QTk5Od5gs2/fPq1fv1633XZbtcfJyspSTEyMd0lMTPSlTAAAAACNXBNfNna5XCorK1NcXFyF8bi4OO3Zs6fKfe6++265XC79/Oc/l9vt1tmzZ3X//fdfcOra1KlTlZmZ6X1dVFRE2AEAAABQY/XedW3r1q2aNWuW/vSnPyk3N1dvvvmm1q1bpyeeeKLafcLDwxUdHV1hAQAAAICa8umKjs1mU2hoqAoLCyuMFxYWKj4+vsp9pk2bpqFDh+ree++VJHXo0EHFxcW677779MgjjygkhA7XAAAAAOqWTykjLCxMXbt2VXZ2tnesvLxc2dnZSktLq3KfkpKSSmEmNDRUkuR2u32tFwAAAAAuyqcrOpKUmZmp4cOHKzU1Vd27d9f8+fNVXFyskSNHSpKGDRumVq1aKSsrS5LUr18/zZ07VykpKerRo4f27t2radOmqV+/ft7AAwAAAAB1yeegM3DgQB09elTTp09XQUGBOnfurA0bNngbFDidzgpXcB599FFZLBY9+uijOnTokK688kr169dPM2fOrLtPAQAAAAA/YnEHwfyxoqIixcTE6Pjx40HbmCA3V+raVcrJkbp0Me94AAAAQEOoaTagEwAAAAAA4xB0AAAAABjH53t0EOCcTsnlkhyRkpIlh0PS9551Nptkt/uzOgAAAKBBEHRM4nRKyclSSYmkFEm50pDBknZ71lutnuBD2AEAAIDhmLpmEpfLE3JWrJBWvOoZW/GqpyPBihWedS6Xf2sEAAAAGgBXdEyUnCwp+Yd/03UNAAAAjQxXdAAAAAAYh6ADAAAAwDgEHQAAAADG4R6dxsbhqDxG22kAAAAYhqDTWNhsnvbSQ4ZUXkfbaQAAABiGoNNY2O2eMHN+e2mHwxN+XC6CDgAAAIxB0GlM7HbCDAAAABoFmhEAAAAAMA5BBwAAAIBxCDoAAAAAjEPQAQAAAGAcmhEEK6ez6g5qAAAAAAg6QcnplJKTpZKSyuusVs8zc1yVVwEAAACNBUEnGLlcnpCzYoUn8PyYzeZpIU3QAQAAQCNG0AlmyclSly7+rgIAAAAIODQjAAAAAGAcrugYrrr+BOdmuAEAAAAmIugYymbz9CUYMqTq9VarJwSRdQAAAGAigo6h7HZPkDm/A7XkGR8yxLOOoAMAAAATEXQMZrczPQ0AAACNE80IAAAAABiHoAMAAADAOAQdAAAAAMYh6AAAAAAwDkEHAAAAgHHougYPniwKAAAAgxB0GrsaP1mUsAMAAIDgQdBp7Gr8ZFGCDgAAAIIHQQc8WRQAAADGoRkBAAAAAOMQdAAAAAAYh6ADAAAAwDgEHQAAAADGIegAAAAAMA5BBwAAAIBxCDoAAAAAjEPQAQAAAGAcgg4AAAAA4xB0AAAAABiHoAMAAADAOLUKOosWLVJSUpIiIiLUo0cP7dy584LbHzt2TOPGjVPLli0VHh6ua6+9VuvXr69VwQAAAABwMU183WH16tXKzMzU4sWL1aNHD82fP18ZGRnKz89XbGxspe1Pnz6tW265RbGxsfrrX/+qVq1a6ZtvvtHll19eF/UDAAAAQCU+B525c+dq9OjRGjlypCRp8eLFWrdunZYtW6aHH3640vbLli3Td999p48++khNmzaVJCUlJV1a1QAAAABwAT5NXTt9+rRycnKUnp7+wxuEhCg9PV3btm2rcp+33npLaWlpGjdunOLi4nT99ddr1qxZKisrq/Y4paWlKioqqrAAAAAAQE35dEXH5XKprKxMcXFxFcbj4uK0Z8+eKvfZt2+fNm/erMGDB2v9+vXau3evxo4dqzNnzmjGjBlV7pOVlaXHH3/cl9LM5HRKLlflcYej4WsBAAAAgojPU9d8VV5ertjYWC1ZskShoaHq2rWrDh06pGeeeabaoDN16lRlZmZ6XxcVFSkxMbG+Sw0sTqeUnCyVlFS93mqVbLaGrQkAAAAIEj4FHZvNptDQUBUWFlYYLywsVHx8fJX7tGzZUk2bNlVoaKh3LDk5WQUFBTp9+rTCwsIq7RMeHq7w8HBfSjOPy+UJOStWeALP+Ww2yW5v+LoAAACAIODTPTphYWHq2rWrsrOzvWPl5eXKzs5WWlpalfv07NlTe/fuVXl5uXfsyy+/VMuWLasMOThPcrLUpUvlhZADAAAAVMvn5+hkZmZq6dKlevnll+VwODRmzBgVFxd7u7ANGzZMU6dO9W4/ZswYfffdd5owYYK+/PJLrVu3TrNmzdK4cePq7lMAAAAAwI/4fI/OwIEDdfToUU2fPl0FBQXq3LmzNmzY4G1Q4HQ6FRLyQ35KTEzUxo0bNWnSJHXs2FGtWrXShAkTNGXKlLr7FAAAAADwI7VqRjB+/HiNHz++ynVbt26tNJaWlqbt27fX5lAAAAAA4DOfp64BAAAAQKAj6AAAAAAwDkEHAAAAgHEIOgAAAACMQ9ABAAAAYJxadV1DI+NwVB6z2XhoKQAAAAIWQQfVs9kkq1UaMqTyOqvVE4AIOwAAAAhABB1Uz273hBmXq+K4w+EJPy4XQQcAAAABiaCDC7PbCTMAAAAIOjQjAAAAAGAcgg4AAAAA4xB0AAAAABiHoAMAAADAOAQdAAAAAMYh6AAAAAAwDkEHAAAAgHEIOgAAAACMQ9ABAAAAYByCDgAAAADjEHQAAAAAGIegAwAAAMA4BB0AAAAAxiHoAAAAADAOQQcAAACAcQg6AAAAAIxD0AEAAABgHIIOAAAAAOMQdAAAAAAYh6ADAAAAwDgEHQAAAADGIegAAAAAMA5BBwAAAIBxCDoAAAAAjEPQAQAAAGAcgg4AAAAA4xB0AAAAABiHoAMAAADAOE38XQCCmMNR9bjNJtntDVsLAAAA8CMEHfjOZpOsVmnIkKrXW62eEETYAQAAgJ8QdOA7u90TZFyuyuscDk8AcrkIOgAAAPAbgg5qx24nyAAAACBg0YwAAAAAgHEIOgAAAACMw9S1QOB0Vr7fpbqOZgAAAAAuiqDjb06nlJwslZRUXme1ejqcAQAAAPAJQcffXC5PyFmxwhN4fozn0QAAAAC1QtAJFMnJUpcu/q4CAAAAMEKtmhEsWrRISUlJioiIUI8ePbRz584a7bdq1SpZLBYNGDCgNocFAAAAgBrxOeisXr1amZmZmjFjhnJzc9WpUydlZGToyJEjF9zvwIEDevDBB3XjjTfWulgAAAAAqAmfg87cuXM1evRojRw5Uu3bt9fixYtltVq1bNmyavcpKyvT4MGD9fjjj+vqq6++6DFKS0tVVFRUYQEAAACAmvIp6Jw+fVo5OTlKT0//4Q1CQpSenq5t27ZVu98f//hHxcbG6p577qnRcbKyshQTE+NdEhMTfSkTAAAAQCPnU9BxuVwqKytTXFxchfG4uDgVFBRUuc+HH36ol156SUuXLq3xcaZOnarjx497l4MHD/pSJgAAAIBGrl67rp04cUJDhw7V0qVLZfPheTDh4eEKDw+vx8oAAAAAmMynoGOz2RQaGqrCwsIK44WFhYqPj6+0/ddff60DBw6oX79+3rHy8nLPgZs0UX5+vq655pra1A0AAAAA1fJp6lpYWJi6du2q7Oxs71h5ebmys7OVlpZWaft27drps88+U15ennfp37+/evfurby8PO69AQAAAFAvfJ66lpmZqeHDhys1NVXdu3fX/PnzVVxcrJEjR0qShg0bplatWikrK0sRERG6/vrrK+x/+eWXS1KlcQAAAACoKz4HnYEDB+ro0aOaPn26CgoK1LlzZ23YsMHboMDpdCokpFbPIQUAAACAOlGrZgTjx4/X+PHjq1y3devWC+67fPny2hwS9cDhqH6dzSbZ7Q1XCwAAAFCX6rXrGgKTzSZZrdKQIdVvY7V6ghBhBwAAAMGIoNMI2e2eEONyVb3e4fCEIJeLoAMAAIDgRNBppOx2QgwAAADMRdcAAAAAAMYh6AAAAAAwDkEHAAAAgHEIOgAAAACMQ9ABAAAAYBy6rqF+VPU0Up5CCgAAgAZC0EHdutDTSHkKKQAAABoIQQd1q7qnkfIUUgAAADQggg7qHk8jBQAAgJ/RjAAAAACAcQg6AAAAAIzD1LU65nRWvj1FqroJGQAAAID6QdCpQ06nlJwslZRUvd5q9TQlAwAAAFC/CDp1yOXyhJwVKzyB53w8RgYAAABoGASdepCcLHXp4u8qAAAAgMaLZgQAAAAAjEPQAQAAAGAcgg4AAAAA4xB0AAAAABiHoAMAAADAOAQdAAAAAMYh6AAAAAAwDkEHAAAAgHEIOgAAAACMQ9ABAAAAYByCDgAAAADjEHQAAAAAGIegAwAAAMA4BB0AAAAAxiHoAAAAADBOE38XgEbG4ah63GaT7PaGrQUAAADGIuigYdhsktUqDRlS9Xqr1ROCCDsAAACoAwQdNAy73RNkXK7K6xwOTwByuQg6AAAAqBMEHTQcu50gAwAAgAZB0GkoTmf1VzMAAAAA1CmCTkNwOqXkZKmkpOr1VqvnHhYAAAAAdYKg0xBcLk/IWbHCE3jOR8cxAAAAoE4RdBpScrLUpYu/qwAAAACMxwNDAQAAABiHoAMAAADAOAQdAAAAAMYh6AAAAAAwDkEHAAAAgHFqFXQWLVqkpKQkRUREqEePHtq5c2e12y5dulQ33nijrrjiCl1xxRVKT0+/4PYAAAAAcKl8DjqrV69WZmamZsyYodzcXHXq1EkZGRk6cuRIldtv3bpVgwYN0pYtW7Rt2zYlJibq1ltv1aFDhy65eAAAAACois9BZ+7cuRo9erRGjhyp9u3ba/HixbJarVq2bFmV27/66qsaO3asOnfurHbt2unFF19UeXm5srOzL7l4AAAAAKiKT0Hn9OnTysnJUXp6+g9vEBKi9PR0bdu2rUbvUVJSojNnzqh58+bVblNaWqqioqIKCwAAAADUlE9Bx+VyqaysTHFxcRXG4+LiVFBQUKP3mDJlihISEiqEpfNlZWUpJibGuyQmJvpSJgAAAIBGrklDHuypp57SqlWrtHXrVkVERFS73dSpU5WZmel9XVRURNhpDByOymM2m2S3N3wtAAAACGo+BR2bzabQ0FAVFhZWGC8sLFR8fPwF93322Wf11FNP6d1331XHjh0vuG14eLjCw8N9KQ3BzGaTrFZpyJDK66xWTwAi7AAAAMAHPk1dCwsLU9euXSs0EjjXWCAtLa3a/Z5++mk98cQT2rBhg1JTU2tfLcxkt3vCTE5OxWXFCqmkRHK5/F0hAAAAgozPU9cyMzM1fPhwpaamqnv37po/f76Ki4s1cuRISdKwYcPUqlUrZWVlSZJmz56t6dOna+XKlUpKSvLey3PZZZfpsssuq8OPgqBmt3PVBgAAAHXG56AzcOBAHT16VNOnT1dBQYE6d+6sDRs2eBsUOJ1OhYT8cKHohRde0OnTp3XnnXdWeJ8ZM2boscceu7TqAQAAAKAKtWpGMH78eI0fP77KdVu3bq3w+sCBA7U5BAJAVb0BJPoDAAAAIPA1aNc1BIcL9QaQ6A8AAACAwEfQQSXnegNU1QPA4fAEIJeLoAMAAIDARdBBlegNAAAAgGDmU3tpAAAAAAgGBB0AAAAAxiHoAAAAADAOQQcAAACAcQg6AAAAAIxD1zUEPp5cCgAAAB8RdBC4eHIpAAAAaomgg8DFk0sBAABQSwQdBDaeXAoAAIBaoBkBAAAAAOMQdAAAAAAYh6ADAAAAwDgEHQAAAADGIegAAAAAMA5BBwAAAIBxaC+N4OZwVB6z2WhJDQAA0MgRdBCcbDbJavU8NPR8VqsnABF2AAAAGi2CDoKT3e4JMy5XxXGHwxN+XC6CDgAAQCNG0EHwstsJMwAAAKgSQacuHT4sqeX/3zfy/Q/jVd1HAgAAAKDeEHTqitMp3TlI0j+lIYMl7a643mr13FcCAAAAoN4RdOqKyyWd+v+rOCtelZK/r7ieTmAAAABAgyHo1IfkZKmLv4sAAAAAGi+CDmqlutuOAubCVcAXCAAAgPpE0IFPLvT4GikAHmET8AUCAACgIRB04JPqHl8jBcgjbAK+QAAAADQEgg58FvCPrwn4AgEAAFDfQvxdAAAAAADUNYIOAAAAAOMwdQ2NDx3ZAAAAjEfQQeNBRzYAAIBGg6CDxoOObAAAAI0GQQeNy8U6slU1rY0pbQAAAEGHoANIF57WxpQ2AACAoEPQAaTqp7UxpQ0AACAoEXRqwems4jYPR6QcSvZLPYEmaJua8aBRAAAAYxB0fOR0SsnJUknJ+WuSJb0qa0SZbLZQP1Tmf0Y3NQva9AYAANA4EXR85HJ5Qs6KFZ7A4+VwSEMGy/bXl2W3d/Bbff5kZFMzo9MbAACAuQg6tZScLHXp8uOR7yXtllqe8VNFgcG42V81SW8ffHBe6hVXegAAAPyMoANcTHXpjU5tAAAAAYuggwZl1K0uF+vUVtWVHilIPywAAEBwIejUlsMhz3S1H79GdYy91aWqqz01+bBvvildeWXl/YLuBAAAAAQmgo6vDh+W1FIaMljS7orrrFbPH6uopLa3ukhB+Pf/hT7s0aPSHXdIv/pV5XXVBSApCE8CAACAfxF0fHXsmKSW0hNPSrfFV1zHH6MXVJtbXaQgvdpzoa4MVYWgCwUg6cIhqDp8HwEAQCNWq6CzaNEiPfPMMyooKFCnTp20cOFCde/evdrt33jjDU2bNk0HDhxQmzZtNHv2bN122221LjogtG4tdeEBoXWhUV3tkaoPQbW5CnQhhCMAANCI+Rx0Vq9erczMTC1evFg9evTQ/PnzlZGRofz8fMXGxlba/qOPPtKgQYOUlZWl22+/XStXrtSAAQOUm5ur66+/vk4+BILfpVzt8fVv+Yvx29/6vl4FupCGDEe1QaACAAD1zOJ2u92+7NCjRw9169ZNzz//vCSpvLxciYmJeuCBB/Twww9X2n7gwIEqLi7WO++84x372c9+ps6dO2vx4sVVHqO0tFSlpaXe18ePH5fdbtfBgwcVHR3tS7l1Lm91vm66r63eW5KvzgPb+rWWxuLgQenf/6487nJ5AtD331dedykiIz0PhA36260KC6Rjx2u+/bFj0rRHpdJT9VaSV3iEZ/rn5ZfX/7EAAPCXFi0M+IPCIz7eswSCoqIiJSYm6tixY4qJial+Q7cPSktL3aGhoe41a9ZUGB82bJi7f//+Ve6TmJjonjdvXoWx6dOnuzt27FjtcWbMmOGWxMLCwsLCwsLCwsLCUuVy8ODBC2YXn6auuVwulZWVKS4ursJ4XFyc9uzZU+U+BQUFVW5fUFBQ7XGmTp2qzMxM7+vy8nJ99913atGihSwWiy8l17lzCTIQri6ZhnNbfzi39YdzW784v/WHc1t/OLf1h3Nbf4Lp3Lrdbp04cUIJCQkX3C4gu66Fh4crPDy8wtjlATbFJTo6OuC/BMGKc1t/OLf1h3Nbvzi/9YdzW384t/WHc1t/guXcXnDK2v8L8eUNbTabQkNDVVhYWGG8sLBQ8dVM2ouPj/dpewAAAAC4VD4FnbCwMHXt2lXZ2dnesfLycmVnZystLa3KfdLS0ipsL0mbNm2qdnsAAAAAuFQ+T13LzMzU8OHDlZqaqu7du2v+/PkqLi7WyJEjJUnDhg1Tq1atlJWVJUmaMGGCbrrpJs2ZM0d9+/bVqlWr9PHHH2vJkiV1+0kaSHh4uGbMmFFpah0uHee2/nBu6w/ntn5xfusP57b+cG7rD+e2/ph4bn1uLy1Jzz//vPeBoZ07d9aCBQvUo0cPSVKvXr2UlJSk5cuXe7d/44039Oijj3ofGPr0008H/wNDAQAAAASsWgUdAAAAAAhkPt2jAwAAAADBgKADAAAAwDgEHQAAAADGIegAAAAAMA5BxweLFi1SUlKSIiIi1KNHD+3cudPfJRkhKytL3bp1U1RUlGJjYzVgwADl5+f7uywjPfXUU7JYLJo4caK/SzHCoUOHNGTIELVo0UKRkZHq0KGDPv74Y3+XFfTKyso0bdo0tW7dWpGRkbrmmmv0xBNPiN45vnv//ffVr18/JSQkyGKxaO3atRXWu91uTZ8+XS1btlRkZKTS09P11Vdf+afYIHSh83vmzBlNmTJFHTp0ULNmzZSQkKBhw4bp22+/9V/BQeRi390fu//++2WxWDR//vwGqy+Y1eTcOhwO9e/fXzExMWrWrJm6desmp9PZ8MVeIoJODa1evVqZmZmaMWOGcnNz1alTJ2VkZOjIkSP+Li3ovffeexo3bpy2b9+uTZs26cyZM7r11ltVXFzs79KMsmvXLv3Xf/2XOnbs6O9SjPC///u/6tmzp5o2baq///3v+uKLLzRnzhxdccUV/i4t6M2ePVsvvPCCnn/+eTkcDs2ePVtPP/20Fi5c6O/Sgk5xcbE6deqkRYsWVbn+6aef1oIFC7R48WLt2LFDzZo1U0ZGhk6dOtXAlQanC53fkpIS5ebmatq0acrNzdWbb76p/Px89e/f3w+VBp+LfXfPWbNmjbZv366EhIQGqiz4Xezcfv311/r5z3+udu3aaevWrfr00081bdo0RURENHCldcCNGunevbt73Lhx3tdlZWXuhIQEd1ZWlh+rMtORI0fcktzvvfeev0sxxokTJ9xt2rRxb9q0yX3TTTe5J0yY4O+Sgt6UKVPcP//5z/1dhpH69u3rHjVqVIWxO+64wz148GA/VWQGSe41a9Z4X5eXl7vj4+PdzzzzjHfs2LFj7vDwcPdrr73mhwqD2/nntyo7d+50S3J/8803DVOUIao7t//617/crVq1cn/++efuq666yj1v3rwGry3YVXVuBw4c6B4yZIh/CqpjXNGpgdOnTysnJ0fp6enesZCQEKWnp2vbtm1+rMxMx48flyQ1b97cz5WYY9y4cerbt2+F7zAuzVtvvaXU1FT99re/VWxsrFJSUrR06VJ/l2WEG264QdnZ2fryyy8lSZ988ok+/PBD9enTx8+VmWX//v0qKCio8N+FmJgY9ejRg9+2enL8+HFZLBZdfvnl/i4l6JWXl2vo0KGaPHmyrrvuOn+XY4zy8nKtW7dO1157rTIyMhQbG6sePXpccOpgICPo1IDL5VJZWZni4uIqjMfFxamgoMBPVZmpvLxcEydOVM+ePXX99df7uxwjrFq1Srm5ucrKyvJ3KUbZt2+fXnjhBbVp00YbN27UmDFj9Pvf/14vv/yyv0sLeg8//LB+97vfqV27dmratKlSUlI0ceJEDR482N+lGeXc7xe/bQ3j1KlTmjJligYNGqTo6Gh/lxP0Zs+erSZNmuj3v/+9v0sxypEjR3Ty5Ek99dRT+tWvfqV//OMf+o//+A/dcccdeu+99/xdns+a+LsA4MfGjRunzz//XB9++KG/SzHCwYMHNWHCBG3atCk459YGsPLycqWmpmrWrFmSpJSUFH3++edavHixhg8f7ufqgtvrr7+uV199VStXrtR1112nvLw8TZw4UQkJCZxbBKUzZ87orrvuktvt1gsvvODvcoJeTk6OnnvuOeXm5spisfi7HKOUl5dLkn79619r0qRJkqTOnTvro48+0uLFi3XTTTf5szyfcUWnBmw2m0JDQ1VYWFhhvLCwUPHx8X6qyjzjx4/XO++8oy1btugnP/mJv8sxQk5Ojo4cOaIuXbqoSZMmatKkid577z0tWLBATZo0UVlZmb9LDFotW7ZU+/btK4wlJycHZVeaQDN58mTvVZ0OHTpo6NChmjRpElcl69i53y9+2+rXuZDzzTffaNOmTVzNqQMffPCBjhw5Irvd7v1t++abb/Sf//mfSkpK8nd5Qc1ms6lJkybG/L4RdGogLCxMXbt2VXZ2tnesvLxc2dnZSktL82NlZnC73Ro/frzWrFmjzZs3q3Xr1v4uyRg333yzPvvsM+Xl5XmX1NRUDR48WHl5eQoNDfV3iUGrZ8+eldqgf/nll7rqqqv8VJE5SkpKFBJS8ecpNDTU+38aUTdat26t+Pj4Cr9tRUVF2rFjB79tdeRcyPnqq6/07rvvqkWLFv4uyQhDhw7Vp59+WuG3LSEhQZMnT9bGjRv9XV5QCwsLU7du3Yz5fWPqWg1lZmZq+PDhSk1NVffu3TV//nwVFxdr5MiR/i4t6I0bN04rV67U3/72N0VFRXnnhsfExCgyMtLP1QW3qKioSvc6NWvWTC1atOAeqEs0adIk3XDDDZo1a5buuusu7dy5U0uWLNGSJUv8XVrQ69evn2bOnCm73a7rrrtOu3fv1ty5czVq1Ch/lxZ0Tp48qb1793pf79+/X3l5eWrevLnsdrsmTpyoJ598Um3atFHr1q01bdo0JSQkaMCAAf4rOohc6Py2bNlSd955p3Jzc/XOO++orKzM+/vWvHlzhYWF+avsoHCx7+75obFp06aKj49X27ZtG7rUoHOxczt58mQNHDhQv/jFL9S7d29t2LBBb7/9trZu3eq/omvL323fgsnChQvddrvdHRYW5u7evbt7+/bt/i7JCJKqXP785z/7uzQj0V667rz99tvu66+/3h0eHu5u166de8mSJf4uyQhFRUXuCRMmuO12uzsiIsJ99dVXux955BF3aWmpv0sLOlu2bKnyv6/Dhw93u92eFtPTpk1zx8XFucPDw90333yzOz8/379FB5ELnd/9+/dX+/u2ZcsWf5ce8C723T0f7aVrribn9qWXXnL/9Kc/dUdERLg7derkXrt2rf8KvgQWt5tHTQMAAAAwC/foAAAAADAOQQcAAACAcQg6AAAAAIxD0AEAAABgHIIOAAAAAOMQdAAAAAAYh6ADAAAAwDgEHQAAAADGIegAAAAAMA5BBwAAAIBxCDoAAAAAjPN/8M/yGvVpZA8AAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cos_theta_r1\n" + ] + }, + { + "data": { + "image/png": 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F796945BDDokjjjiiw3MGDx4cc+fOjaOPPjrGjx8f9913X4wfPz6WLVsWF110UWzYsCFOOeWUmDRpUrzwwgvd1lxbWxuPPfZYXHDBBXH44YdHbW1tfOELX4gbbrih7ZrJkyfHb3/72zjjjDOiT58+8dWvfjU+9alPZfS7+dCHPhT/9V//FWeffXZ87GMfiwMOOCCuvfba+MIXvpDR+2SjKv3BwW151tzcHAMHDoy1a9fGgAEDCvnoDhYujBg5MmLBgtY1vfN9HwBAuduwYUO8/vrrsddee7WbsL18eev+Ke+8U5g6amtbw0upby557LHHxuDBg+Pee+8tdilZ66pNRGx/NtDTAgBA3qVSrSGiqakwz6uvL73A8s4778S3v/3tGDt2bPTu3Tt++MMfxhNPPBGPP/54sUsrOqGlB7rqeizFf0kAAPItlfIdqTtVVVXx6KOPxlVXXRUbNmyIYcOGxX/+53/GMcccU+zSik5oyUJ9fWuX44QJnZ8vl+5IAAAKp3///vHEE08Uu4xEElqy0F33ZmNja5hpahJaAAAgF4SWLOneBACAwrBPCwAAOZeEXdRJhly0BT0tAADkTHV1dfTq1SvefPPN2HXXXaO6unqbmyNSntLpdGzcuDH+/Oc/R69evaK6ujrr9xJaAADImV69esVee+0VK1eujDfffLPY5ZAAtbW1kUqlolev7Ad5CS0AAORUdXV1pFKp2Lx5c2zZsqXY5VBEvXv3jj59+vS4t01oAQAg56qqqqJv377Rt2/fYpdCGTARHwAASDShBQAASDShBQAASDShBQAASDShBQAASDShBQAASDShBQAASDShBQAASDShBQAASLQ+xS6gXDU2dn68vj4ilSpsLQAAUMqElhyrr4+orY2YMKHz87W1rYFGcAEAgO0jtORYKtUaSpqaOp5rbGwNM01NQgsAAGwvoSUPUimhBAAAcsVEfAAAINGEFgAAINGEFgAAINGEFgAAINGEFgAAINGEFgAAINGEFgAAINGEFgAAINGEFgAAINGEFgAAINGEFgAAINGEFgAAINGEFgAAINH6FLuAStTY2Pnx+vqIVKqwtQAAQNIJLQVUXx9RWxsxYULn52trWwON4AIAAH8jtBRQKtUaSpqaOp5rbGwNM01NQgsAALyf0FJgqZRQAgAAmTARHwAASDShBQAASDShBQAASDShBQAASDShBQAASDShBQAASDShBQAASDShBQAASDShBQAASDShBQAASDShBQAASLQehZZrrrkmqqqq4sILL8xROQAAAO1lHVrmz58f3/nOd2LEiBG5rAcAAKCdPtnc9Pbbb8f48ePjzjvvjCuvvDLXNVW0xsbOj9fXR6RSha0FAACSIKvQMmXKlDjxxBPjmGOO2WZoaWlpiZaWlrbXzc3N2Tyy7NXXR9TWRkyY0Pn52trWQCO4AABQaTIOLbNnz46FCxfG/Pnzt+v6mTNnxowZMzIurNKkUq2hpKmp47nGxtYw09QktAAAUHkyCi0rVqyICy64IB5//PHo16/fdt0zbdq0mDp1atvr5ubmaGhoyKzKCpFKCSUAAPBBGYWWBQsWxOrVq+PQQw9tO7Zly5Z4+umn47bbbouWlpbo3bt3u3tqamqipqYmN9UCAAAVJ6PQ8pnPfCZefPHFdse+9KUvxf777x8XX3xxh8ACAADQUxmFlrq6uvjoRz/a7tgOO+wQu+yyS4fjAAAAudCjzSUBAADyLaslj99v3rx5OSgDAACgc3paAACARBNaAACARBNaAACARBNaAACARBNaAACARBNaAACARBNaAACAROvxPi0UTmNj58fr6yNSqcLWAgAAhSK0lID6+oja2ogJEzo/X1vbGmgEFwAAypHQUgJSqdZQ0tTU8VxjY2uYaWoSWgAAKE9CS4lIpYQSAAAqk4n4AABAogktAABAogktAABAogktAABAogktAABAogktAABAogktAABAogktAABAogktAABAogktAABAovUpdgHkRmNj58fr6yNSqcLWAgAAuSS0lLj6+oja2ogJEzo/X1vbGmgEFwAASpXQUuJSqdZQ0tTU8VxjY2uYaWoSWgAAKF1CSxlIpYQSAADKl4n4AABAogktAABAogktAABAogktAABAogktAABAogktAABAogktAABAogktAABAogktAABAovUpdgHkX2Nj58fr6yNSqcLWAgAAmRJaylh9fURtbcSECZ2fr61tDTSCCwAASSa0lLFUqjWUNDV1PNfY2BpmmpqEFgAAkk1oKXOplFACAEBpMxEfAABINKEFAABINKEFAABINKEFAABINKEFAABINKEFAABINKEFAABINKEFAABINKEFAABItD7FLoDiamzs/Hh9fUQqVdhaAACgM0JLhaqvj6itjZgwofPztbWtgUZwAQCg2ISWCpVKtYaSpqaO5xobW8NMU5PQAgBA8QktFSyVEkoAAEg+E/EBAIBEE1oAAIBEE1oAAIBEE1oAAIBEE1oAAIBEE1oAAIBEE1oAAIBEE1oAAIBEs7kkXWps7Px4fb1NKQEAKJyMelruuOOOGDFiRAwYMCAGDBgQY8aMiZ/97Gf5qo0iqa+PqK2NmDAhYuTIjj/Dh0csX17sKgEAqBQZ9bTsvvvucc0118S+++4b6XQ67rnnnvj85z8fixYtigMPPDBfNVJgqVRrL0tTU8dzjY2tYaapSW8LAACFkVFoOemkk9q9vuqqq+KOO+6I5557TmgpM6mUUAIAQDJkPadly5Yt8eMf/zjWr18fY8aM6fK6lpaWaGlpaXvd3Nyc7SMBAIAKlPHqYS+++GJ86EMfipqamjj77LNjzpw5ccABB3R5/cyZM2PgwIFtPw0NDT0qGAAAqCwZh5Zhw4bF4sWL4/nnn49zzjknJk6cGC+//HKX10+bNi3Wrl3b9rNixYoeFQwAAFSWjIeHVVdXx0c+8pGIiBg5cmTMnz8/br755vjOd77T6fU1NTVRU1PTsyoBAICK1ePNJbdu3dpuzgoAAEAuZdTTMm3atDj++OMjlUrFunXr4r777ot58+bFY489lq/6AACACpdRaFm9enWcccYZsXLlyhg4cGCMGDEiHnvssTj22GPzVR8AAFDhMgotd999d77qAAAA6FTW+7RQ2RobOz9eX29TSgAAcktoISP19RG1tRETJnR+vra2NdAILgAA5IrQQkZSqdZQ0tTU8VxjY2uYaWoSWgAAyB2hhYylUkIJAACF0+N9WgAAAPJJaAEAABJNaAEAABJNaAEAABJNaAEAABLN6mHknI0nAQDIJaGFnLHxJAAA+SC0kDM2ngQAIB+EFnLKxpMAAOSa0BLx10kY73Y8bhIGAAAUXWWHlpUrI2JIxITxEbGo43mTMAAAoOgqO7SsWRMRQyKuuDLihMHtz5mEAQAAiVDZoeU9e+0VcejwYlcBAAB0QmjZFpuOAABAUQktXbHpCAAAJILQ0pXt2XTkmWcihncyrEwvTJd0XAEAkCmhpTtdbTqiFyZjfmUAAGRLaMmGrd8z5lcGAEC2hJZs2fo9Y35lAABkQ2jJF5M3AAAgJ4SWXDN5AwAAckpoyTWTNwAAIKeElnzY1uQNQ8cAAGC7CS2FZOgYAABkTGgpJEPHAAAgY0JLoRk61qWuPnpERXx8AAC6ILQkRQUPHdvWR48o648PAMA2CC1JUcFDx7r76BFl//EBANgGoSVJKnjL+Ar+6AAAbEOvYhcAAADQHT0tpaSCJ+kDAFC5hJZSUMGT9AEAQGgpBRU8Sf/9dDQBAFQmoaVUVPBMdR1NAACVTWgpF2XcDaGjCQCgsgktpa5CuiEquKMJAKDiCS2lTjcEAABlTmgpB7ohAAAoYzaXBAAAEk1PSyUo40n6AACUP6GlnFXIJH0AAMqb0FLOtmeS/jPPRAwf3vG8XhgAABJCaCl3XU3SL7NeGCPgAADKl9BSqcpkqeQyy14AAHRCaKlkZbBUcplkLwAAuiG00LUSGXNVBtkLAIBuCC10ZMwVAAAJIrTQkTFXAAAkiNBC57Y15qpEho4BAFD6hBYyU4JDx+QrAIDSJrSQmRIaOlaC+QoAgE4ILWSuRJbrKqF8BQBAN4QWylqJ5CsAALohtJB7JpEAAJBDQgu5YxIJAAB5ILSQOyaRAACQBxmFlpkzZ8aDDz4YS5Ysif79+8fHP/7xuPbaa2PYsGH5qo9SY38XAAByLKPQ8t///d8xZcqUOPzww2Pz5s3xjW98I4477rh4+eWXY4cddshXjZQDQ8cAAMhSRqHl5z//ebvXs2bNikGDBsWCBQvik5/8ZE4Lo8xsz9CxZ56JGD688/vz1BOj4wcAIPl6NKdl7dq1ERGx8847d3lNS0tLtLS0tL1ubm7uySMpZV0NHdtWL0xEzntidPwAAJSOrEPL1q1b48ILL4wjjjgiPvrRj3Z53cyZM2PGjBnZPoZK0F0vTEReJvFbMwAAoHRkHVqmTJkSL730Uvzyl7/s9rpp06bF1KlT2143NzdHQ0NDto+lXBVhF0gbTwIAlIasQst5550XDz/8cDz99NOx++67d3ttTU1N1NTUZFUctGMCCgBARcootKTT6Tj//PNjzpw5MW/evNhrr73yVRf8jQkoAAAVLaPQMmXKlLjvvvviJz/5SdTV1cWqVasiImLgwIHRv3//vBQIJqAAAFS2jELLHXfcERERRx99dLvj3/ve92LSpEm5qgk6KsKmlUajAQAkQ8bDwyBR8jB0zGg0AIBk6dE+LVB0eRg6ZjQaAECyCC2UvjysXWw5ZACA5BBaKH8mpwAAlDShhfJlcgoAQFkQWihfJqcAAJQFoYXylqelko04AwAoHKGFypTl0DEjzgAACk9ooTJtz9CxZ56JGD68/W0R0fjEbtFU8+EubzPiDAAgt4QWKldXQ8e20Z2Sqq2NlO4UAICCEVrgg0zgBwBIFKEFOmN3SQCAxBBaIBudLR/W2D8ihltZDAAgx4QWyEQ3813qoyFqozEmTNih01utLAYAkB2hBTLRzXyXVGNjNE4YHk3ff6zDqmOmwgAAZE9ogUx1M98lFSsiFQsj4t0PnGkdOgYAQOaEFsiVbpdK/lhELIxYuTIihhS4MACA0ia0QK50t1Tyo6siLouIRYsihqzseN4sfQCALgktkEtdDR1b2RpUGi/7QcRlHZcXq++3PlJLHxdcAAA6IbRAAdQfNCRq+2+NCe/+oNPztRvWR+OLy2QWAIBOCC1QAKlUROOSXp2OHGt89PWYcNle0bSmT8gsAAAdCS1QIF0uOta4ofWvr78esfCDq46F+S4AQMUTWqDYdtyx9a+X/UvEZYs6nrcrJQBQ4YQWKLYhf10C+fs/iBj+gZ4Wu1ICAAgtkBjDh0cc2sW5xo4rjkWEoWMAQEUQWiAhOs0lK4dEfb/9ItXphpVh6BgAUBGEFiiy+vrW7NF5LhkStf0bo/Hh/4nUkE3tT703dOyZZ1p7aTp7Y2EGACgDQgsUWSrVmj86XQ65MWLChF7RNOSgSH1w6Fj3aUcvDABQNoQWSIAul0Pe1k3dpx0T+AGAsiC0QAnoeh5+KlKHdhNKTOAHAMqA0AIJlvUIMEPHAIAyIrRAgmU9Amx7bjSBHwAoEUILJFxW8126u1EvDABQYoQWqDQm8AMAJUZogUq0re4bE/gBgAQRWqDE5TRfGDoGACSQ0AIlKi/5wtAxACCBhBYoUXnLF4aOAQAJI7RACct6ZbFsbE/XzoMPRuy6a+f3CjQAQJaEFmD7dNe18+c/R5x8csTf/33n95oLAwD0gNACZSznI7m669qxmSUAkCdCC5ShoiwCZjNLACBPhBYoQ4laBCxRxQAApUhogTJV0En622JFMgCgB4QWoHgMHQMAtoPQAhUqEZ0bho4BANtBaIEKk7jODUPHAIBtEFqgwpRM54bNLAGAvxJaoAIlapJ+V2xmCQD8ldACdJCYEVk2swQAQmgB3idx8126YzNLAKgYQgvQpmTmu3SnLD4EAPB+QgvQTknMd9mWbFckizB8DAASSGgBMpKY+S7Z2NbQsQjDxwAggYQWYLuUxVSR7oaORZjEDwAJJbQA26Vspop0N3SsLJIZAJQfoQXYbmUx36U725PM9MIAQMEJLQDvZyllAEgcoQXImZKepL8temEAoGiEFqDHKqYTQi8MABSF0AL0WNlM0s+WXhgAyKuMQ8vTTz8d3/rWt2LBggWxcuXKmDNnTowbNy4PpQGlJNv9HMvmO7teGADIm4xDy/r16+Pggw+OyZMnx8knn5yPmoAyUvHf2fXCAECPZRxajj/++Dj++OPzUQtQhip+6FiEXhgA6KG8z2lpaWmJlpaWttfNzc35fiSQMGW/v0u29MIAwHbJe2iZOXNmzJgxI9+PAShNemEAYJvyHlqmTZsWU6dObXvd3NwcDQ0N+X4sUELKfpJ+NvTCAECbvIeWmpqaqKmpyfdjgBKkM2Eb9MIAQETYpwUoIp0JWfKLA6DCZBxa3n777Xj11VfbXr/++uuxePHi2HnnnSPlf4RAhnQmZKknv7gHH4zYddfO763YXygASZZxaPnNb34Tn/rUp9pevzdfZeLEiTFr1qycFQZUNkslZ6m7X9yf/xxx8skRf//3nd9b8UkQgKTKOLQcffTRkU6n81ELQDuWSs5Sd784w8oAKEHmtAAly6pjWTCsDIASJLQAJcd8lzwwrAyABBNagJJjvkueGFYGQEIJLUBJ2tZ8F0PHcswybwAUkdAClBXfoQvMnjEAFIDQApQVQ8eKQC8MAHkmtABlJ9uhYxH+8D+n9MIAkCNCC1AxtvUH/xH+8D/nLLEMQA4ILUDF6O4P/iMMHysoSywDkAGhBago2xo6RgFZYhmA7SS0AHyA5ZITwLAyAN5HaAH4K4tdlQDDygAqktAC8FcWuyoRhpUBVByhBeB9bDlS4gwrAyhLQgvAdtALU+IMKwMoaUILwHbSC1PiDCsDKFlCC0APbU8vjL1fEs6wMoBEE1oAcmBb+79YRrlEGVYGkAhCC0AeGTpWBvIxrCxCYgXIgNACkEcm8Je5bIeVRRhaBpABoQUgz0zgr0DdpdWI7RtaJtAAtBFaAIrEBP4ytz0TnbKdKyPQABVGaAEoIhP4K1g2c2VM/gcqlNACkECGjlU4e8oAtCO0ACSQCfx0ySQpoAIJLQAJ5bspGelJ0u2OFAwkgNACUGL0wtClnizB3BUpGEgAoQWgBOmFISPbWoK5K1IwkBBCC0AZ0QtDl7a1VF1nticFW34ZKAChBaDM6IUhZ7pLwfaTAQpIaAGoEHphyIr9ZIAEEFoAKoheGHLKfjJAgQgtAOiFIfd6kpANKwM+QGgBICL0wlAgPZ0no7FBRRJaAOiWXhhyzrAyIENCCwDbpBeGgjGsDOiE0AJA1vTCUDCWX4aKJrQA0CP+YJyCydfyyxoiJJ7QAkBemG9NQQk0UNaEFgDyxnxrEsEGmVDyhBYAisKwMhIhH8m6OxopZEVoASBRzLcmMbJN1t3RQwNZEVoASByjeUi07pJ1d4x9hKwJLQCUFPNkSITuGmJXjH2ErAktAJQN82RINGMfIWtCCwBlz3dFEsPYR8iK0AJARbCNB4mXr5XMNEbKgNACQMXzh98kXk9WMpOuKQNCCwB0o9DbeET4HkkGtrWSme5CyoTQAgBZysc2HhG+R5Khba1kZvwjZUBoAYAcy3YbjwjDzsgD4x8pA0ILAORBNtt4vCcfw878wTidKvT4Rw2RLAktAJAw+Rh2ZqQPGdMQSRChBQBKRLbDzkxdIKc0RIpAaAGAEpLtsLN8zMXuju+YZa4YDdEcmoomtABABcjHXOzu+ENzOpWPOTQaVEUQWgCgwmXzPbI7em/ISrZzaDSoiiC0AABdKvQooO74blqhuptDozuwYggtAEDOFbr3pjvZhp3u+E5bYEnqDvQPvyiEFgCgoHLde9OdnoSd7uj1SZAkrU7hH3DeCC0AQEkoZNjpTtJ6fbbF9+gu5GN1Cmk2b7IKLbfffnt861vfilWrVsXBBx8ct956a4waNSrXtQEA9Fi2Yac7Ser12ZZCB6Wy+P5tub3EyTi03H///TF16tT49re/HaNHj46bbropxo4dG0uXLo1Bgwblo0YAgERJSq/PthQjKBWjNynXus0J5tcURVU6nU5ncsPo0aPj8MMPj9tuuy0iIrZu3RoNDQ1x/vnnxyWXXNLh+paWlmhpaWl7vXbt2kilUrFixYoYMGBAD8vvmcX3L42jzhoW//3dpXHIqcOKWgsAQD6sWBHxl78U5llNTa0rE7/7bmGely/9+0d8//utmaAg3loVsWZtx+Nr1kRc9i8RLRs6v6+mX8QVV0bsuGNGjxs8fKcYPCIZnQ3Nzc3R0NAQa9asiYEDB3Z5XUahZePGjVFbWxsPPPBAjBs3ru34xIkTY82aNfGTn/ykwz2XX355zJgxI7PqAQCAirFixYrYfffduzyf0fCwpqam2LJlS+y2227tju+2226xZMmSTu+ZNm1aTJ06te311q1b43//939jl112iaqqqkwen3PvJbsk9PpQGrQZMqXNkClthkxoL2QqaW0mnU7HunXrYujQod1el/fVw2pqaqKmpqbdsR0z7MLKtwEDBiTiHxqlQ5shU9oMmdJmyIT2QqaS1Ga6Gxb2nl6ZvGF9fX307t073nrrrXbH33rrrRg8eHBm1QEAAGyHjEJLdXV1jBw5Mp588sm2Y1u3bo0nn3wyxowZk/PiAAAAMh4eNnXq1Jg4cWIcdthhMWrUqLjpppti/fr18aUvfSkf9eVVTU1NTJ8+vcPwNeiKNkOmtBkypc2QCe2FTJVqm8l4yeOIiNtuu61tc8lDDjkkbrnllhg9enQ+6gMAACpcVqEFAACgUDKa0wIAAFBoQgsAAJBoQgsAAJBoQgsAAJBoZR9abr/99thzzz2jX79+MXr06HjhhRe6vf7HP/5x7L///tGvX7846KCD4tFHHy1QpSRFJm3mzjvvjCOPPDJ22mmn2GmnneKYY47ZZhuj/GT635n3zJ49O6qqqmLcuHH5LZBEybS9rFmzJqZMmRJDhgyJmpqa2G+//fy/qcJk2mZuuummGDZsWPTv3z8aGhriq1/9amzYsKFA1VJsTz/9dJx00kkxdOjQqKqqioceemib98ybNy8OPfTQqKmpiY985CMxa9asvNeZqbIOLffff39MnTo1pk+fHgsXLoyDDz44xo4dG6tXr+70+l//+tdx2mmnxZlnnhmLFi2KcePGxbhx4+Kll14qcOUUS6ZtZt68eXHaaafFU089Fc8++2w0NDTEcccdF3/6058KXDnFkmmbec8bb7wRF110URx55JEFqpQkyLS9bNy4MY499th444034oEHHoilS5fGnXfeGR/+8IcLXDnFkmmbue++++KSSy6J6dOnR2NjY9x9991x//33xze+8Y0CV06xrF+/Pg4++OC4/fbbt+v6119/PU488cT41Kc+FYsXL44LL7wwvvzlL8djjz2W50ozlC5jo0aNSk+ZMqXt9ZYtW9JDhw5Nz5w5s9PrTznllPSJJ57Y7tjo0aPT//zP/5zXOkmOTNvMB23evDldV1eXvueee/JVIgmTTZvZvHlz+uMf/3j6rrvuSk+cODH9+c9/vgCVkgSZtpc77rgjvffee6c3btxYqBJJmEzbzJQpU9Kf/vSn2x2bOnVq+ogjjshrnSRTRKTnzJnT7TVf//rX0wceeGC7Y6eeemp67Nixeawsc2Xb07Jx48ZYsGBBHHPMMW3HevXqFcccc0w8++yznd7z7LPPtrs+ImLs2LFdXk95yabNfNA777wTmzZtip133jlfZZIg2baZb37zmzFo0KA488wzC1EmCZFNe/npT38aY8aMiSlTpsRuu+0WH/3oR+Pqq6+OLVu2FKpsiiibNvPxj388FixY0DaEbNmyZfHoo4/GCSecUJCaKT2l8v23T7ELyJempqbYsmVL7Lbbbu2O77bbbrFkyZJO71m1alWn169atSpvdZIc2bSZD7r44otj6NChHf7lpzxl02Z++ctfxt133x2LFy8uQIUkSTbtZdmyZTF37twYP358PProo/Hqq6/GueeeG5s2bYrp06cXomyKKJs288UvfjGampriE5/4RKTT6di8eXOcffbZhofRpa6+/zY3N8e7774b/fv3L1Jl7ZVtTwsU2jXXXBOzZ8+OOXPmRL9+/YpdDgm0bt26OP300+POO++M+vr6YpdDCdi6dWsMGjQovvvd78bIkSPj1FNPjUsvvTS+/e1vF7s0EmrevHlx9dVXx7/927/FwoUL48EHH4xHHnkkrrjiimKXBj1Stj0t9fX10bt373jrrbfaHX/rrbdi8ODBnd4zePDgjK6nvGTTZt5z3XXXxTXXXBNPPPFEjBgxIp9lkiCZtpnXXnst3njjjTjppJPajm3dujUiIvr06RNLly6NffbZJ79FUzTZ/DdmyJAh0bdv3+jdu3fbseHDh8eqVati48aNUV1dndeaKa5s2sxll10Wp59+enz5y1+OiIiDDjoo1q9fH2eddVZceuml0auXP6+mva6+/w4YMCAxvSwRZdzTUl1dHSNHjownn3yy7djWrVvjySefjDFjxnR6z5gxY9pdHxHx+OOPd3k95SWbNhMR8a//+q9xxRVXxM9//vM47LDDClEqCZFpm9l///3jxRdfjMWLF7f9fO5zn2tbsaWhoaGQ5VNg2fw35ogjjohXX321LdxGRPz+97+PIUOGCCwVIJs2884773QIJu+F3nQ6nb9iKVkl8/232CsB5NPs2bPTNTU16VmzZqVffvnl9FlnnZXecccd06tWrUqn0+n06aefnr7kkkvarv/Vr36V7tOnT/q6665LNzY2pqdPn57u27dv+sUXXyzWR6DAMm0z11xzTbq6ujr9wAMPpFeuXNn2s27dumJ9BAos0zbzQVYPqyyZtpfly5en6+rq0uedd1566dKl6Ycffjg9aNCg9JVXXlmsj0CBZdpmpk+fnq6rq0v/8Ic/TC9btiz9i1/8Ir3PPvukTznllGJ9BAps3bp16UWLFqUXLVqUjoj0DTfckF60aFH6D3/4QzqdTqcvueSS9Omnn952/bJly9K1tbXpr33ta+nGxsb07bffnu7du3f65z//ebE+QqfKOrSk0+n0rbfemk6lUunq6ur0qFGj0s8991zbuaOOOio9ceLEdtf/6Ec/Su+3337p6urq9IEHHph+5JFHClwxxZZJm9ljjz3SEdHhZ/r06YUvnKLJ9L8z7ye0VJ5M28uvf/3r9OjRo9M1NTXpvffeO33VVVelN2/eXOCqKaZM2symTZvSl19+eXqfffZJ9+vXL93Q0JA+99xz0//3f/9X+MIpiqeeeqrT7ybvtZOJEyemjzrqqA73HHLIIenq6ur03nvvnf7e975X8Lq3pSqd1lcIAAAkV9nOaQEAAMqD0AIAACSa0AIAACSa0AIAACSa0AIAACSa0AIAACSa0AIAACSa0AIAACSa0AIAACSa0AIAACSa0AIAACTa/wfKnvsVjltQoQAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "for var in VarNames[1:]:\n", + " print (var)\n", + " plt.figure(figsize=(10,5))\n", + " plt.hist(np.array(df_sig[var]),bins=100,histtype=\"step\", color=\"red\",label=\"signal\",density=1, stacked=True)\n", + " plt.hist(np.array(df_bkg[var]),bins=100,histtype=\"step\", color=\"blue\", label=\"background\",density=1, stacked=True)\n", + " plt.legend(loc='upper right')\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 3: Make nice figures\n", + "\n", + "Now use `matplotlib` to reproduce as closely as you can figures 5 and 6 from the paper. This exercise is intended to get you to familiarize yourself with making nicely formatted `matplotlib` figures with multiple plots. Note that the plots in the paper are actually wrong!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 4: Correlation\n", + "\n", + "### Exercise 4.1\n", + "\n", + "#### Part a\n", + "Write a function that creates pair plots and use it to compare variables in the SUSY sample, separately for low and high-level features. Refer to Lecture 13 for details. Do not use `seaborn`.\n", + "\n", + "#### Part b\n", + "Making these plots can be slow because creating each plot initiates a full loop over the data. Make at least one modification to your function in part a to speed it up. Can you propose a different method of creating histograms that would speed up making such pair plots?\n", + "\n", + "#### Part c\n", + "Which observables appear to be best for separating signal from background?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 4.2\n", + "\n", + "#### Part a\n", + "Install [tabulate](https://github.com/astanin/python-tabulate). \n", + "\n", + "#### Part b\n", + "Use numpy to compute the [covariance matrix](https://numpy.org/doc/stable/reference/generated/numpy.cov.html) and [correlation matrix](https://numpy.org/doc/stable/reference/generated/numpy.corrcoef.html) between all observabes, and separately between low and high-level features.\n", + "\n", + "#### Part c\n", + "Use tabulate to create a well formatted table of the covariance and correlation matrices, with nice headings and appropriate significant figures. Embed the table into this notebook.\n", + "\n", + "#### Part d\n", + "Write a function that takes a dataset and appropriate arguments and performs steps b and c. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hint: Example code for embedding a `tabulate` table into a notebook:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
X Y Z
A 1 2
C 3 4
D 5 6
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.display import HTML, display\n", + "import tabulate\n", + "table = [[\"A\",1,2],\n", + " [\"C\",3,4],\n", + " [\"D\",5,6]]\n", + "display(HTML(tabulate.tabulate(table, tablefmt='html', headers=[\"X\",\"Y\",\"Z\"])))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 5: Selection\n", + "\n", + "### Exercise 5.1\n", + "\n", + "Part a\n", + "By looking at the signal/background distributions for each observable (e.g. $x$) determine which selection criteria would be optimal: \n", + "\n", + "1. $x > x_c$\n", + "2. $x < x_c$\n", + "3. $|x - \\mu| > x_c$\n", + "4. $|x - \\mu| < x_c$\n", + "\n", + "where $x_c$ is value to be determined below.\n", + "\n", + "### Exercise 5.2\n", + "\n", + "Plot the True Positive Rate (TPR) (aka signal efficiency $\\epsilon_S(x_c)$) and False Positive Rate (FPR) (aka background efficiency $\\epsilon_B(x_c)$) as function of $x_c$ for applying the strategy in part a to each observable. \n", + "\n", + "### Exercise 5.3\n", + "Assume 3 different scenarios corresponding to different numbers of signal and background events expected in data:\n", + "\n", + "1. Expect $N_S=10$, $N_B=100$.\n", + "1. Expect $N_S=100$, $N_B=1000$.\n", + "1. Expect $N_S=1000$, $N_B=10000$.\n", + "1. Expect $N_S=10000$, $N_B=100000$.\n", + "\n", + "Plot the significance ($\\sigma_{S'}$) for each observable as function of $x_c$ for each scenario, where \n", + "\n", + "$\\sigma_{S'}= \\frac{N'_S}{\\sqrt{N'_S+N'_B}}$\n", + "\n", + "and $N'_{S,B} = \\epsilon_{S,B}(x_c) * N_{S,B}$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 6: Cut Flow\n", + "\n", + "\n", + "### Exercise 6.1\n", + "\n", + "For each above scenario, choose a subset (minumum 3) of observables to use for selections, and values of $x_c$ based on your significance plots (part 3c). \n", + "\n", + "### Exercise 6.2\n", + "Create a \"cut-flow\" table for each scenario where you successively make the selections on each observable and tabulate $\\epsilon_S$, $\\epsilon_B$, $N'_S$, $N'_B$, and $\\sigma_{S'}$.\n", + "\n", + "### Exercise 6.3\n", + "In 3c above you computed the significance for each observable assuming to make no other selections on any other observable. If the variables are correlated, then this assumption can lead to non-optimial results when selecting on multiple variables. By looking at the correlation matrices and your answers to 4b, identify where this effect could be most detrimental to the significance. Attempt to correct the issue by applying the selection in one observable and then optimizing (part 3c) for a second observable. What happens if you change the order of your selection (make selection on second and optimize on first)?\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 7: ROC Curves\n", + "\n", + "### Exercise 7.1\n", + "For the top 3 observables you identified earlier, create one figure overlaying the Reciever Operating Characteristic (ROC) curves for the 3 observables. Compute the area under the curves and report it in the legend of the figure.\n", + "\n", + "### Exercise 7.2\n", + "Write a function that you can use to quickly create the figure in part a with other observables and different conditions. Note that you will likely revise this function as you do the remainder of the lab.\n", + "\n", + "### Exercise 7.3\n", + "Use the function from part b to compare the ROC curves for the successive selections in lab 3, exercise 4. Specifically, plot the ROC curve after each selection.\n", + "\n", + "### Exercise 7.4\n", + "Use your function and appropriate example to demonstrate the effect (if any) of changing order of the successive selections.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 8: Linear Discriminant\n", + "\n", + "### Exercise 8.1\n", + "\n", + "Using numpy, compute the between-class $\\bf{S}_B$ and within-class $\\bf{S}_W$ covariance matrices defined as:\n", + "\n", + "$$\n", + "\\bf{S}_B = (\\bf{m_2}-\\bf{m_1})(\\bf{m_2}-\\bf{m_1})^T \\\\\n", + "$$\n", + "$$\n", + "\\bf{S}_W = \\sum_{i=1,2} \\sum_{n=1}^{l_i} (\\bf{x}_n^i - \\bf{m}_i) (\\bf{x}_n^i - \\bf{m}_i)^T\n", + "$$\n", + "\n", + "where $\\bf{m_i}$ are the vectors containing the means for category 1 and 2, here defined as signal and background. Here $\\bf{x}_n^i$ is the vector containing the observables for the $n$th example event in category $i$.\n", + "\n", + "### Exercise 8.1\n", + "\n", + "Compute the linear coefficients $\\bf{w} = \\bf{S_W}^{-1}(\\bf{m_2}-\\bf{m_1})$. Compare the histogram of the distribution of $F_n^i=\\bf{w}^T\\bf{x}_n^i$ for the two categories.\n", + "\n", + "### Exercise 8.1\n", + "\n", + "Draw the ROC curve for $F_n$. \n", + "\n", + "### Exercise 8.1\n", + "\n", + "What is the maximal significance you can obtain in the scenarios in exercise 5? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.13.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 631407245a378c0f71d61c06b84e674be801d4e8 Mon Sep 17 00:00:00 2001 From: ClarissaTerrones Date: Sun, 20 Apr 2025 21:08:34 -0500 Subject: [PATCH 11/22] Add Lab 8 solution --- Lab.8solution.ipynb | 524 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 524 insertions(+) create mode 100644 Lab.8solution.ipynb diff --git a/Lab.8solution.ipynb b/Lab.8solution.ipynb new file mode 100644 index 000000000..b66432422 --- /dev/null +++ b/Lab.8solution.ipynb @@ -0,0 +1,524 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 8\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup for SUSY Dataset\n", + "\n", + "Use the SUSY dataset for the rest of this lab. Here is a basic setup." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Our usual libraries...\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "from IPython.display import HTML, display\n", + "import tabulate" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "filename=\"../Lab.7/SUSY-small.csv\"\n", + "VarNames=[\"signal\", \"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \n", + " \"l_2_phi\", \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\",\n", + " \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", + "df = pd.read_csv(filename, dtype='float64', names=VarNames)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(df.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scikit-Learn\n", + "\n", + "[Scikit-learn](http://scikit-learn.org) is a rich python library for data science, including machine learning. For example, we can build a Fisher Discriminant (aka Linear Discriminant Analysis, or LDA). \n", + "\n", + "### Exercise 1: Install Scikit-Learn\n", + "\n", + "Follow the [Installation Instructions](https://scikit-learn.org/stable/install.html) and install `scikit-learn` in your environment." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: scikit-learn in /home/cterrones/.local/lib/python3.10/site-packages (1.6.1)\n", + "Requirement already satisfied: numpy>=1.19.5 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (2.2.4)\n", + "Requirement already satisfied: threadpoolctl>=3.1.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (3.6.0)\n", + "Requirement already satisfied: joblib>=1.2.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.4.2)\n", + "Requirement already satisfied: scipy>=1.6.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.15.2)\n" + ] + } + ], + "source": [ + "!pip install scikit-learn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2: Read About Classifiers\n", + "\n", + "#### Part a|\n", + "Scikit-learn offers an impressively comprehensive list of machine learning algorithms. Browse through [scikit-learn's documentation](https://scikit-learn.org/stable/index.html). You'll note the algorithms are organized into classification, regression, clustering, dimensionality reduction, model selection, and preprocessing. Browse through the list of [classification algorithms](https://scikit-learn.org/stable/supervised_learning.html#supervised-learning). \n", + "\n", + "#### Part b\n", + "Note scikit-learn's documentation is rather comprehensive. The documentation on [linear models](https://scikit-learn.org/stable/modules/linear_model.html) shows how classification problems are setup. Read about the first few methods and try to comprehend the example codes. Skim the rest of the document.\n", + "\n", + "#### Part c\n", + "Read through the [LDA Documentation](https://scikit-learn.org/stable/modules/lda_qda.html).\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 3: Training a Classifier\n", + "\n", + "Lets' repeat what we did manually in the previous lab using scikit-learn. We'll use a LDA classifier, which we can instanciate as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "import sklearn.discriminant_analysis as DA\n", + "Fisher=DA.LinearDiscriminantAnalysis()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As discussed in the lecture, to properly formulate our problem, we'll have to:\n", + "\n", + "* Define the inputs (X) vs outputs (Y)\n", + "* Designate training vs testing samples (in order to get a unbias assessment of the performance of Machine Learning algorithms)\n", + "\n", + "for example, here we'll take use 4M events for training and the remainder for testing." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "#N_Train=4000000\n", + "N_Train = int((0.8) * len(df)) # use 80% for training\n", + "Train_Sample=df[:N_Train]\n", + "Test_Sample=df[N_Train:]\n", + "\n", + "X_Train=Train_Sample[VarNames[1:]]\n", + "y_Train=Train_Sample[\"signal\"]\n", + "\n", + "X_Test=Test_Sample[VarNames[1:]]\n", + "y_Test=Test_Sample[\"signal\"]\n", + "\n", + "Test_sig=Test_Sample[Test_Sample.signal==1]\n", + "Test_bkg=Test_Sample[Test_Sample.signal==0]\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can train the classifier as follow:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "Fisher.fit(X_Train,y_Train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can plot the output, comparing signal and background:" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.hist(Fisher.decision_function(Test_sig[VarNames[1:]]),bins=100,histtype=\"step\", color=\"blue\", label=\"signal\",stacked=True)\n", + "plt.hist(Fisher.decision_function(Test_bkg[VarNames[1:]]),bins=100,histtype=\"step\", color=\"red\", label=\"background\",stacked=True)\n", + "plt.legend(loc='upper right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part a\n", + "\n", + "Compare ROC curves computed on the test versus training samples, in a single plot. Do you see a bias?" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "#PART a\n", + "from sklearn.metrics import roc_curve, auc\n", + "\n", + "# Compute ROC curve for training sample\n", + "fpr_train, tpr_train, _ = roc_curve(y_Train, Fisher.decision_function(X_Train))\n", + "roc_auc_train = auc(fpr_train, tpr_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "# Compute ROC curve for TEST sample\n", + "fpr_test, tpr_test, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", + "roc_auc_test = auc(fpr_test, tpr_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot both curves\n", + "plt.figure()\n", + "plt.plot(fpr_train, tpr_train, color='blue', label=f'Train (AUC = {roc_auc_train:.2f})')\n", + "plt.plot(fpr_test, tpr_test, color='red', label=f'Test (AUC = {roc_auc_test:.2f})')\n", + "plt.plot([0, 1], [0, 1], 'k--') # Diagonal line\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('ROC Curve: Training vs. Test')\n", + "plt.legend(loc='lower right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part b\n", + "\n", + "Train the Fisher performance of using the raw, features, and raw+features as input. Compare the performance one a single plot. " + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "# define input sets\n", + "RawNames = [\"l_1_pT\", \"l_1_eta\", \"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\"]\n", + "FeatureNames = list(set(VarNames[1:]) - set(RawNames)) # Derived features" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "# input combinations\n", + "X_Train_raw = Train_Sample[RawNames]\n", + "X_Train_features = Train_Sample[FeatureNames]\n", + "X_Train_both = Train_Sample[VarNames[1:]] # Raw + Features" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "# train 3 LDAs\n", + "Fisher_raw = DA.LinearDiscriminantAnalysis().fit(X_Train_raw, y_Train)\n", + "Fisher_features = DA.LinearDiscriminantAnalysis().fit(X_Train_features, y_Train)\n", + "Fisher_both = DA.LinearDiscriminantAnalysis().fit(X_Train_both, y_Train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "# compute ROC curves for test sample\n", + "fpr_raw, tpr_raw, _ = roc_curve(y_Test, Fisher_raw.decision_function(X_Test[RawNames]))\n", + "fpr_features, tpr_features, _ = roc_curve(y_Test, Fisher_features.decision_function(X_Test[FeatureNames]))\n", + "fpr_both, tpr_both, _ = roc_curve(y_Test, Fisher_both.decision_function(X_Test[VarNames[1:]]))" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot all curves\n", + "plt.figure()\n", + "plt.plot(fpr_raw, tpr_raw, label=f'Raw (AUC = {auc(fpr_raw, tpr_raw):.2f})')\n", + "plt.plot(fpr_features, tpr_features, label=f'Features (AUC = {auc(fpr_features, tpr_features):.2f})')\n", + "plt.plot(fpr_both, tpr_both, label=f'Raw+Features (AUC = {auc(fpr_both, tpr_both):.2f})')\n", + "plt.plot([0, 1], [0, 1], 'k--')\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('Fisher Performance: Input Comparison')\n", + "plt.legend(loc='lower right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 4: Comparing Techniques\n", + "\n", + "#### Part a\n", + "Select 3 different classifiers from the techniques listed [here](http://scikit-learn.org/stable/supervised_learning.html#supervised-learning) to compare. Note that you can use the multi-layer perceptron to build a deep network, though training may be prohibitively slow. So avoid this technique.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Split data (80% train, 20% test)\n", + "X = df[VarNames[1:]]\n", + "y = df[\"signal\"]\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.svm import SVC\n", + "\n", + "# Initialize classifiers\n", + "clf_lr = LogisticRegression(max_iter=1000) # Increased max_iter for convergence\n", + "clf_rf = RandomForestClassifier(n_estimators=100, random_state=42)\n", + "clf_svm = SVC(kernel='rbf', probability=True, random_state=42) # Enable probability for ROC\n", + "\n", + "# Train\n", + "clf_lr.fit(X_train, y_train)\n", + "clf_rf.fit(X_train, y_train)\n", + "clf_svm.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Get predicted probabilities for test set\n", + "y_prob_lr = clf_lr.predict_proba(X_test)[:, 1]\n", + "y_prob_rf = clf_rf.predict_proba(X_test)[:, 1]\n", + "y_prob_svm = clf_svm.predict_proba(X_test)[:, 1]\n", + "\n", + "# Compute ROC curves\n", + "fpr_lr, tpr_lr, _ = roc_curve(y_test, y_prob_lr)\n", + "fpr_rf, tpr_rf, _ = roc_curve(y_test, y_prob_rf)\n", + "fpr_svm, tpr_svm, _ = roc_curve(y_test, y_prob_svm)\n", + "\n", + "# Plot\n", + "plt.figure()\n", + "plt.plot(fpr_lr, tpr_lr, label=f'Logistic Regression (AUC = {auc(fpr_lr, tpr_lr):.2f})')\n", + "plt.plot(fpr_rf, tpr_rf, label=f'Random Forest (AUC = {auc(fpr_rf, tpr_rf):.2f})')\n", + "plt.plot(fpr_svm, tpr_svm, label=f'SVM (AUC = {auc(fpr_svm, tpr_svm):.2f})')\n", + "plt.plot([0, 1], [0, 1], 'k--')\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('Classifier Comparison: ROC Curves')\n", + "plt.legend(loc='lower right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part b\n", + "\n", + "Write a function that takes an instantiated classifier and performs the comparison from part 3b. Use the function on your choice of functions in part a." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "#### Part c\n", + "\n", + "Use the best method from part c to compute the maximal significance $\\sigma_S= \\frac{N_S}{\\sqrt{N_S+N_B}}$ for the scenarios in lab 7." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 5: Metrics\n", + "\n", + "Scikit-learn provides methods for computing the FPR, TPR, ROC, AUC metrics. For example:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import roc_curve, auc\n", + "fpr, tpr, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", + "\n", + "roc_auc = auc(fpr, tpr)\n", + "\n", + "plt.plot(fpr,tpr,color='darkorange',label='ROC curve (area = %0.2f)' % roc_auc)\n", + "plt.legend(loc=\"lower right\")\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "#### Part a\n", + "TPR/FPR/ROC/AUC are one way of assessing the quality of a classifier. Read about [Precision and Recall](https://en.wikipedia.org/wiki/Precision_and_recall), [Accuracy](https://en.wikipedia.org/wiki/Accuracy_and_precision), and [F-score](https://en.wikipedia.org/wiki/F-score).\n", + "\n", + "#### Part b\n", + "Look through [model evaluation](https://scikit-learn.org/stable/modules/model_evaluation.html#) documentation. Using scikit-learns tools, compute TPR, FPR, ROC, AUC, Precision, Recall, F1 score, and accuracy for the method you selected in 4c above and each scenario. Make a nice table, which also includes the maximal significance. \n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 9b4d4ad7b1eedde09a3ae134b85dfb14649b94fd Mon Sep 17 00:00:00 2001 From: ClarissaTerrones Date: Sun, 20 Apr 2025 21:10:50 -0500 Subject: [PATCH 12/22] Move Lab 8 solution into Labs folder --- Lab.8solution.ipynb => Labs/Lab.8solution.ipynb | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename Lab.8solution.ipynb => Labs/Lab.8solution.ipynb (100%) diff --git a/Lab.8solution.ipynb b/Labs/Lab.8solution.ipynb similarity index 100% rename from Lab.8solution.ipynb rename to Labs/Lab.8solution.ipynb From 925b68a4977722ce3f2fc7213a5f695a8fb731ab Mon Sep 17 00:00:00 2001 From: ClarissaTerrones Date: Sun, 20 Apr 2025 21:16:39 -0500 Subject: [PATCH 13/22] Lab 8 solution --- Labs/Lab.8/Lab.8.ipynb | 294 --------- Labs/Lab.8solution.ipynb | 1337 ++++++++++++++++++++++++++++++++++++-- 2 files changed, 1265 insertions(+), 366 deletions(-) delete mode 100644 Labs/Lab.8/Lab.8.ipynb diff --git a/Labs/Lab.8/Lab.8.ipynb b/Labs/Lab.8/Lab.8.ipynb deleted file mode 100644 index 4210fa4f7..000000000 --- a/Labs/Lab.8/Lab.8.ipynb +++ /dev/null @@ -1,294 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Lab 8\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setup for SUSY Dataset\n", - "\n", - "Use the SUSY dataset for the rest of this lab. Here is a basic setup." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "# Our usual libraries...\n", - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "from IPython.display import HTML, display\n", - "import tabulate" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "filename=\"../Lab.7/SUSY.csv\"\n", - "VarNames=[\"signal\", \"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \n", - " \"l_2_phi\", \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\",\n", - " \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", - "df = pd.read_csv(filename, dtype='float64', names=VarNames)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Scikit-Learn\n", - "\n", - "[Scikit-learn](http://scikit-learn.org) is a rich python library for data science, including machine learning. For example, we can build a Fisher Discriminant (aka Linear Discriminant Analysis, or LDA). \n", - "\n", - "### Exercise 1: Install Scikit-Learn\n", - "\n", - "Follow the [Installation Instructions](https://scikit-learn.org/stable/install.html) and install `scikit-learn` in your environment." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 2: Read About Classifiers\n", - "\n", - "#### Part a\n", - "Scikit-learn offers an impressively comprehensive list of machine learning algorithms. Browse through [scikit-learn's documentation](https://scikit-learn.org/stable/index.html). You'll note the algorithms are organized into classification, regression, clustering, dimensionality reduction, model selection, and preprocessing. Browse through the list of [classification algorithms](https://scikit-learn.org/stable/supervised_learning.html#supervised-learning). \n", - "\n", - "#### Part b\n", - "Note scikit-learn's documentation is rather comprehensive. The documentation on [linear models](https://scikit-learn.org/stable/modules/linear_model.html) shows how classification problems are setup. Read about the first few methods and try to comprehend the example codes. Skim the rest of the document.\n", - "\n", - "#### Part c\n", - "Read through the [LDA Documentation](https://scikit-learn.org/stable/modules/lda_qda.html).\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 3: Training a Classifier\n", - "\n", - "Lets' repeat what we did manually in the previous lab using scikit-learn. We'll use a LDA classifier, which we can instanciate as follows:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "import sklearn.discriminant_analysis as DA\n", - "Fisher=DA.LinearDiscriminantAnalysis()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As discussed in the lecture, to properly formulate our problem, we'll have to:\n", - "\n", - "* Define the inputs (X) vs outputs (Y)\n", - "* Designate training vs testing samples (in order to get a unbias assessment of the performance of Machine Learning algorithms)\n", - "\n", - "for example, here we'll take use 4M events for training and the remainder for testing." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "N_Train=4000000\n", - "\n", - "Train_Sample=df[:N_Train]\n", - "Test_Sample=df[N_Train:]\n", - "\n", - "X_Train=Train_Sample[VarNames[1:]]\n", - "y_Train=Train_Sample[\"signal\"]\n", - "\n", - "X_Test=Test_Sample[VarNames[1:]]\n", - "y_Test=Test_Sample[\"signal\"]\n", - "\n", - "Test_sig=Test_Sample[Test_Sample.signal==1]\n", - "Test_bkg=Test_Sample[Test_Sample.signal==0]\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can train the classifier as follow:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
LinearDiscriminantAnalysis()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "LinearDiscriminantAnalysis()" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Fisher.fit(X_Train,y_Train)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can plot the output, comparing signal and background:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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6SrG4uFjdu3dXeHi41SYjI+Oktu8PhCQAAALo0KFDysrKUnR0tJYuXaoNGzZoxYoVkjyDpyUpIiLiuNs5//zz1blzZ/33f/+3qqqqTqmWI8PQiQoODrbGVtWy23/dgBcUFKSampqT3l9DIiQBANAACgsLvZ5//PHH6tSpk7Zv364ffvhBjzzyiPr166fOnTvXG7TdvXt3/fOf/zxm+ImLi9OaNWv0xRdf6KabbvJqm5qaqg0bNni1r/vcTlpamj799FPt37/fWvbRRx8pODjYGth91llnaffu3db66upqbdu27bjbrrufLVu26NChQ9ayjz/++KS24Q+EJAAAGoDD4VBubq5KSkr08ssv6+mnn9bEiROVnJys0NBQPf300/rqq6/05ptv6qGHHvJ67fjx4+V2u3XzzTfrk08+0Y4dO/TSSy/V+8orPj5ea9as0fbt2zVs2DBrYPeECRP0t7/9TYsXL9aOHTv08MMPa8uWLV5f/9kZPny4wsPDlZ2drW3btum9997ThAkTdOutt1rjkX75y19q1apVWrVqlbZv365x48apvLz8pM7NLbfcoqCgIN1+++36/PPPtXr1aj322GMntQ1/YOA2AKDpKy5u9Pu57bbbdPDgQfXt21chISGaOHGixo4dq6CgIC1atEh/+tOfNH/+fPXq1UuPPfaYfv3rX1uvbdeundasWaO7775bV155pUJCQtSzZ09ddtll9faTmJioNWvW6KqrrtLw4cO1bNkyDR8+XF999ZXuuusuHTp0SDfddJNGjhyp9evXH7PmyMhIvfvuu5o4caIuueQSRUZGasiQIXriiSesNqNHj9ann36q2267TS1atNDkyZN19dVXn9S5ad26td566y3dcccduvjii9WlSxfNmTNHQ4YMOant+FqQqftFIixut1sxMTFyuVyKjo4OdDloijZulHr3loqK6t/g9ljrANRz6NAh7dy5UykpKT8P8GXG7VP2q1/9SomJiXrppZcCXcopsX0//IevPr/pSQIANF3JyZ7A0sjv3RZoBw4c0MKFC5WVlaWQkBC9/PLL+sc//qG8vLxAl9aoEZIAAE1bcnKTCy0NLSgoSKtXr9asWbN06NAhpaam6v/9v/+nzMzMQJfWqBGSAABo5iIiIvSPf/wj0GU0OVzdBgAAYIOQBAAAYIOQBABoUrgoG1LDvA8ISQCAJqH2thYHGvJyfzRatbdsCQkJ8ds+GLgNAGgSQkJC1KZNG+uWHZGRkcedMRrNU01Njb7//ntFRkaqRQv/RRlCEgCgyUhMTJSkevc2w5knODhYycnJfg3KhCQAQJMRFBSk9u3bKz4+/pTvdI/mITQ0VMHB/h01REgCADQ5ISEhfh2LAkgM3AYAALBFSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALBBSAIAALDh85BUXV2tadOmKSUlRRERETr//PP10EMPyRhjtTHGaPr06Wrfvr0iIiKUmZmpHTt2eG1n7969Gj58uKKjo9WmTRuNGTNG+/bt82qzZcsW9evXT+Hh4erQoYPmzp1br57ly5erc+fOCg8PV7du3bR69WpfHzIAAGiGfB6S5syZowULFuiZZ55RcXGx5syZo7lz5+rpp5+22sydO1fz58/XwoULVVhYqFatWikrK0uHDh2y2gwfPlyfffaZ8vLytHLlSq1du1Zjx4611rvdbg0YMEAdO3ZUUVGRHn30UT3wwAN6/vnnrTbr1q3TsGHDNGbMGG3atEmDBg3SoEGDtG3bNl8fNgAAaG6Mjw0cONCMHj3aa9ngwYPN8OHDjTHG1NTUmMTERPPoo49a68vLy01YWJh5+eWXjTHGfP7550aS2bBhg9Xm7bffNkFBQebbb781xhjz3HPPmbZt25qKigqrzT333GNSU1Ot5zfddJMZOHCgVy3p6enm97///Qkdi8vlMpKMy+U6ofZAPUVFxkien0dbt2SJ5/d//7vh6wOAZshXn98+70n6xS9+ofz8fP3rX/+SJH366af68MMPde2110qSdu7cKafTqczMTOs1MTExSk9PV0FBgSSpoKBAbdq0UZ8+faw2mZmZCg4OVmFhodXmiiuuUGhoqNUmKytLJSUl+vHHH602R+6ntk3tfoCAiouTIiOlESOk3r2ltDTJ4Qh0VQCA/2jh6w3ee++9crvd6ty5s0JCQlRdXa1Zs2Zp+PDhkiSn0ylJSkhI8HpdQkKCtc7pdCo+Pt670BYtFBsb69UmJSWl3jZq17Vt21ZOp/OY+6mroqJCFRUV1nO3231Sxw6clORkqbhYKivz/BwxwvN7cnKgKwMAyA8h6bXXXtPSpUu1bNkyXXTRRdq8ebMmTZqkpKQkZWdn+3p3PjV79mzNnDkz0GXgTJKcTCgCgEbK51+33X333br33nt18803q1u3brr11ls1efJkzZ49W5KUmJgoSSotLfV6XWlpqbUuMTFRe/bs8Vp/+PBh7d2716uN3TaO3MfR2tSur2vq1KlyuVzWY9euXSd9/AAAoHnweUg6cOCAgoO9NxsSEqKamhpJUkpKihITE5Wfn2+td7vdKiwsVEZGhiQpIyND5eXlKioqstqsWbNGNTU1Sk9Pt9qsXbtWVVVVVpu8vDylpqaqbdu2Vpsj91PbpnY/dYWFhSk6OtrrAQAAzkw+D0k33HCDZs2apVWrVunrr7/WihUr9MQTT+g3v/mNJCkoKEiTJk3Sww8/rDfffFNbt27VbbfdpqSkJA0aNEiSlJaWpmuuuUa333671q9fr48++kjjx4/XzTffrKSkJEnSLbfcotDQUI0ZM0afffaZXn31VT311FPKzc21apk4caLeeecdPf7449q+fbseeOABffLJJxo/fryvDxsAADQ3PrrazuJ2u83EiRNNcnKyCQ8PN+edd5657777vC7Vr6mpMdOmTTMJCQkmLCzM9O/f35SUlHht54cffjDDhg0zrVu3NtHR0WbUqFHmp59+8mrz6aefmssvv9yEhYWZs88+2zzyyCP16nnttdfMhRdeaEJDQ81FF11kVq1adcLHwhQAOG3HmgLgVNoBAI7LV5/fQcYcMRU2vLjdbsXExMjlcvHVG07Nxo2ey/uLiqRevU6/HQDguHz1+c292wAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGwQkgAAAGy0CHQBQLPkcEhlZVJxcaArAQCcIkIS4GsOh5SWJh044HkeGSnFxQW2JgDASSMkAb5WVuYJSEuWeMJSXJyUnBzoqgAAJ4mQBPhLWprUq1egqwAAnCIGbgMAANggJAEAANggJAEAANggJAEAANggJAEAANggJAEAANggJAEAANggJAEAANjwS0j69ttvNWLECLVr104RERHq1q2bPvnkE2u9MUbTp09X+/btFRERoczMTO3YscNrG3v37tXw4cMVHR2tNm3aaMyYMdq3b59Xmy1btqhfv34KDw9Xhw4dNHfu3Hq1LF++XJ07d1Z4eLi6deum1atX++OQAQBAM+PzkPTjjz/qsssuU8uWLfX222/r888/1+OPP662bdtabebOnav58+dr4cKFKiwsVKtWrZSVlaVDhw5ZbYYPH67PPvtMeXl5WrlypdauXauxY8da691utwYMGKCOHTuqqKhIjz76qB544AE9//zzVpt169Zp2LBhGjNmjDZt2qRBgwZp0KBB2rZtm68PGwAANDfGx+655x5z+eWXH3V9TU2NSUxMNI8++qi1rLy83ISFhZmXX37ZGGPM559/biSZDRs2WG3efvttExQUZL799ltjjDHPPfecadu2ramoqPDad2pqqvX8pptuMgMHDvTaf3p6uvn9739/QsficrmMJONyuU6oPWCMMaaoyBjJ89OfrwEA2PLV57fPe5LefPNN9enTR7/97W8VHx+viy++WH/961+t9Tt37pTT6VRmZqa1LCYmRunp6SooKJAkFRQUqE2bNurTp4/VJjMzU8HBwSosLLTaXHHFFQoNDbXaZGVlqaSkRD/++KPV5sj91Lap3U9dFRUVcrvdXg8AAHBm8nlI+uqrr7RgwQJ16tRJ7777rsaNG6c//OEPWrx4sSTJ6XRKkhISErxel5CQYK1zOp2Kj4/3Wt+iRQvFxsZ6tbHbxpH7OFqb2vV1zZ49WzExMdajQ4cOJ338AACgefB5SKqpqVGvXr305z//WRdffLHGjh2r22+/XQsXLvT1rnxu6tSpcrlc1mPXrl2BLgkAAASIz0NS+/bt1aVLF69laWlpcjgckqTExERJUmlpqVeb0tJSa11iYqL27Nnjtf7w4cPau3evVxu7bRy5j6O1qV1fV1hYmKKjo70eAADgzOTzkHTZZZeppKTEa9m//vUvdezYUZKUkpKixMRE5efnW+vdbrcKCwuVkZEhScrIyFB5ebmKioqsNmvWrFFNTY3S09OtNmvXrlVVVZXVJi8vT6mpqdaVdBkZGV77qW1Tux8AAICj8tFAcsv69etNixYtzKxZs8yOHTvM0qVLTWRkpFmyZInV5pFHHjFt2rQxb7zxhtmyZYu58cYbTUpKijl48KDV5pprrjEXX3yxKSwsNB9++KHp1KmTGTZsmLW+vLzcJCQkmFtvvdVs27bNvPLKKyYyMtL85S9/sdp89NFHpkWLFuaxxx4zxcXFZsaMGaZly5Zm69atJ3QsXN2GU8LVbQAQUL76/PZ5SDLGmLfeest07drVhIWFmc6dO5vnn3/ea31NTY2ZNm2aSUhIMGFhYaZ///6mpKTEq80PP/xghg0bZlq3bm2io6PNqFGjzE8//eTV5tNPPzWXX365CQsLM2effbZ55JFH6tXy2muvmQsvvNCEhoaaiy66yKxateqEj4OQhFNyOiFpyRLP7//+t//qA4Bmzlef30HGGBPYvqzGy+12KyYmRi6Xi/FJOHEbN0q9e0tFRVKvXif2GodDSkuTDhzwPI+MlIqLpeRk/9UJAM2Urz6/uXcb0BgkJ3tCUVGRtGSJJyyVlQW6KgA4o7UIdAEA/iM5mZ4jAGhE6EkCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACw0SLQBQA4OodDKiv7+XlcnJScHLh6AOBMQkgCGqndu6W0ftKBAz8vi4yUiosJSgDQEPi6DWhEHA5PCJKkTZs8AWnJEqmoyPPzwAHvniUAgP/QkwQ0Eg6HlJYmpR6QNkq6f5qn56hfP3qOACAQ6EkCGomyMk9P0cMPeZ4vXcJXawAQSPQkAY1MSornZ1qaJAISAAQMPUkAAAA2/B6SHnnkEQUFBWnSpEnWskOHDiknJ0ft2rVT69atNWTIEJWWlnq9zuFwaODAgYqMjFR8fLzuvvtuHT582KvN+++/r169eiksLEwXXHCBFi1aVG//zz77rM4991yFh4crPT1d69ev98dhAgCAZsavIWnDhg36y1/+ou7du3stnzx5st566y0tX75cH3zwgb777jsNHjzYWl9dXa2BAweqsrJS69at0+LFi7Vo0SJNnz7darNz504NHDhQV199tTZv3qxJkybpd7/7nd59912rzauvvqrc3FzNmDFDGzduVI8ePZSVlaU9e/b487ABvyouljZu9DwcjkBXAwDNmPGTn376yXTq1Mnk5eWZK6+80kycONEYY0x5eblp2bKlWb58udW2uLjYSDIFBQXGGGNWr15tgoODjdPptNosWLDAREdHm4qKCmOMMVOmTDEXXXSR1z6HDh1qsrKyrOd9+/Y1OTk51vPq6mqTlJRkZs+efULH4HK5jCTjcrlO7uBxZisqMkby/DyFl32+xP71//63MZGRnlW1j8hIz3IAwM989fntt56knJwcDRw4UJmZmV7Li4qKVFVV5bW8c+fOSk5OVkFBgSSpoKBA3bp1U0JCgtUmKytLbrdbn332mdWm7razsrKsbVRWVqqoqMirTXBwsDIzM602dVVUVMjtdns9gMYiOdnTi1RUxLxJANAQ/HJ12yuvvKKNGzdqw4YN9dY5nU6FhoaqTZs2XssTEhLkdDqtNkcGpNr1teuO1cbtduvgwYP68ccfVV1dbdtm+/bttnXPnj1bM2fOPPEDBRpYcjJTAgBAQ/F5T9KuXbs0ceJELV26VOHh4b7evF9NnTpVLpfLeuzatSvQJeFMxuAjAAgon/ckFRUVac+ePerVq5e1rLq6WmvXrtUzzzyjd999V5WVlSovL/fqTSotLVViYqIkKTExsd5VaLVXvx3Zpu4VcaWlpYqOjlZERIRCQkIUEhJi26Z2G3WFhYUpLCzs1A4c8JHDbeI8U22PGPHzQm7aBgANzuc9Sf3799fWrVu1efNm69GnTx8NHz7c+r1ly5bKz8+3XlNSUiKHw6GMjAxJUkZGhrZu3ep1FVpeXp6io6PVpUsXq82R26htU7uN0NBQ9e7d26tNTU2N8vPzrTZAY1TVnsFHANAY+LwnKSoqSl27dvVa1qpVK7Vr185aPmbMGOXm5io2NlbR0dGaMGGCMjIydOmll0qSBgwYoC5duujWW2/V3Llz5XQ6df/99ysnJ8fq6bnjjjv0zDPPaMqUKRo9erTWrFmj1157TatWrbL2m5ubq+zsbPXp00d9+/bVk08+qf3792vUqFG+PmzAtxh8BAABF5DbksybN0/BwcEaMmSIKioqlJWVpeeee85aHxISopUrV2rcuHHKyMhQq1atlJ2drQcffNBqk5KSolWrVmny5Ml66qmndM455+iFF15QVlaW1Wbo0KH6/vvvNX36dDmdTvXs2VPvvPNOvcHcQCA5HJ5OouLiQFcCADhSkDHGBLqIxsrtdismJkYul0vR0dGBLgdNxcaNUu/enq/KjhibZ8fh8Nyj7cABz3PboUdH2d5J7AYAzii++vzmBrdAAJWVeQLSkiWesBQXx7dsANBYEJKARiAtjd4gAGhs/H6DWwAAgKaIniSgiTtywDdf1wGA7xCSgCYqjjknAcCvCElAE1V7w9vaOSaLiz2BqayMkAQAvkBIApow5pwEAP9h4DYAAIANQhIAAIANQhIAAIANQhIAAIANQhIAAIANQhIAAIANQhIAAIANQhIAAIANQhIAAIANQhIAAIANQhIAAIAN7t0GNDPFxT//HhfHvd0A4FQRkoBmIi5OioyURoz4eVlkpCc0EZQA4OQRkoBmIjnZE4jKyjzPi4s9gamsjJAEAKeCkAQ0I8nJBCIA8BUGbgMAANggJAEAANggJAEAANhgTBLQwBwO78HVAIDGiZAENCCHQ0pLkw4c+HlZZKTn8n0AQONCSAIaUFmZJyAtWeIJSxITPgJAY0VIAgIgLU3q1SvQVQAAjoWB2wAAADYISQAAADYISQAAADYISQAAADYISQAAADYISQAAADaYAgBo5o6c1Zs5mQDgxBGSgGYqLs4zm/eIET8vi4z0hCaCEgAcHyEJaKaSkz2B6Mj7xI0Y4XlOSAKA4yMkAc1YcjKBCABOFQO3AQAAbBCSAAAAbBCSAAAAbBCSAAAAbBCSAAAAbHB1G9BU1M4KyYyQANAgCElAY1d3VkhmhASABkFIAnzB4fCetdGXjpwVkhkhAaDBEJKA0+VwSGlp0oEDPy+LjPT0APkKs0ICQIMjJAGnq6zME5CWLPGEJYlxQwDQDBCSAF9JS5N69Qp0FQAAHyEkAWeYI4dM0eEFAEdHSALOEHUvkpO4UA4AjoWQBJwhjrxITuJCOQA4HkIScAbhIjkAOHHclgQAAMAGIQkAAMAGIQkAAMAGIQkAAMAGIQkAAMAGIQkAAMAGIQkAAMCGz0PS7NmzdckllygqKkrx8fEaNGiQSkpKvNocOnRIOTk5ateunVq3bq0hQ4aotLTUq43D4dDAgQMVGRmp+Ph43X333Tp8+LBXm/fff1+9evVSWFiYLrjgAi1atKhePc8++6zOPfdchYeHKz09XevXr/f1IQMAgGbI5yHpgw8+UE5Ojj7++GPl5eWpqqpKAwYM0P79+602kydP1ltvvaXly5frgw8+0HfffafBgwdb66urqzVw4EBVVlZq3bp1Wrx4sRYtWqTp06dbbXbu3KmBAwfq6quv1ubNmzVp0iT97ne/07vvvmu1efXVV5Wbm6sZM2Zo48aN6tGjh7KysrRnzx5fHzYAAGhujJ/t2bPHSDIffPCBMcaY8vJy07JlS7N8+XKrTXFxsZFkCgoKjDHGrF692gQHBxun02m1WbBggYmOjjYVFRXGGGOmTJliLrroIq99DR061GRlZVnP+/bta3Jycqzn1dXVJikpycyePfuEane5XEaScblcJ3nUOKMUFRkjeX76rqmfNuCXTQFAo+Krz2+/j0lyuVySpNjYWElSUVGRqqqqlJmZabXp3LmzkpOTVVBQIEkqKChQt27dlJCQYLXJysqS2+3WZ599ZrU5chu1bWq3UVlZqaKiIq82wcHByszMtNrUVVFRIbfb7fUAmrviYmnjRsnhCHQlANC4+PXebTU1NZo0aZIuu+wyde3aVZLkdDoVGhqqNm3aeLVNSEiQ0+m02hwZkGrX1647Vhu3262DBw/qxx9/VHV1tW2b7du329Y7e/ZszZw589QOFjgKh8P7prKNRVycFBnpucmt5Pm9uJh7uwFALb+GpJycHG3btk0ffvihP3fjM1OnTlVubq713O12q0OHDgGsCE2dwyGlpUkHDvy8LDLSE1ACLTnZE4rKyjw/R4zw/E5IAgAPv4Wk8ePHa+XKlVq7dq3OOecca3liYqIqKytVXl7u1ZtUWlqqxMREq03dq9Bqr347sk3dK+JKS0sVHR2tiIgIhYSEKCQkxLZN7TbqCgsLU1hY2KkdMGCjrMwTkJYs8YQlyROQGksQSU5uPLUAQGPj8zFJxhiNHz9eK1as0Jo1a5SSkuK1vnfv3mrZsqXy8/OtZSUlJXI4HMrIyJAkZWRkaOvWrV5XoeXl5Sk6OlpdunSx2hy5jdo2tdsIDQ1V7969vdrU1NQoPz/fagM0lLQ0qVcvz4NQAgBNg897knJycrRs2TK98cYbioqKssYQxcTEKCIiQjExMRozZoxyc3MVGxur6OhoTZgwQRkZGbr00kslSQMGDFCXLl106623au7cuXI6nbr//vuVk5Nj9fTccccdeuaZZzRlyhSNHj1aa9as0WuvvaZVq1ZZteTm5io7O1t9+vRR37599eSTT2r//v0aNWqUrw8bAAA0Mz4PSQsWLJAkXXXVVV7LX3zxRY0cOVKSNG/ePAUHB2vIkCGqqKhQVlaWnnvuOattSEiIVq5cqXHjxikjI0OtWrVSdna2HnzwQatNSkqKVq1apcmTJ+upp57SOeecoxdeeEFZWVlWm6FDh+r777/X9OnT5XQ61bNnT73zzjv1BnMDAADUFWSMMYEuorFyu92KiYmRy+VSdHR0oMtBY7Vxo9S7t1RU5Pk+7cRW+XxfjXCzABAQvvr85t5tAAAANghJAAAANghJAAAANghJAAAANvw64zYAPzny/iaNaXZKAGhGCElAU1L3hmuST2+6RvYCgJ8RkoCm5Mgbrkk+u+man7MXADRJhCSgqfHDDdf8lL0AoEkjJAGQxM1uAaAurm4DAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwQUgCAACwwRQAAI6KGbgBnMkISQDqYQZuACAkAbDBDNwAQEgCcBTMwA3gTMfAbQAAABuEJAAAABuEJAAAABuEJAAAABuEJAAAABuEJAAAABtMAQA0B7VTYzMtNgD4DCEJaMrqTo3t52mxuU0JgDMJIQloyo6cGtuP02JzmxIAZyJCEtDUNcDU2NymBMCZiJAE4IRwmxIAZxqubgMAALBBTxLgYw6H99dSAICmiZAE+JDDIaWlSQcO/LwsMtIz8BkA0LQQkgAfKivzBKQlSzxhSWrel8ozJQCA5oyQBPhBWprUq1egq/AfpgQAcCYgJAE4aUwJAOBMQEgCcEqYEgBAc8cUAAAAADYISQAAADb4ug2Az3C1G4DmhJAENDe1SaUBUwpXuwFojghJQHNRN6k0YErhajcAzREhCThVtfcfaSz3HjkyqQQgpXC1G4DmhpAEnIq69x+pvfdIWWDLIqkAgO8QkoBTUff+I7XjfwIdkhoZBnIDaMoIScDpaO73HzlFDOQG0BwQkgD4HAO5ATQHhCQAfsHwKABNHSEJQIMJwBROAHDKCElAc9ZIRk4HcAonADhlhCSgOWpkI6cDPIUTAJwSQhLQHDXCkdN1xyg1kk4uADgqQhLQXDXSkdONrJMLAI6KkASgQR2tk+uf//RMOyXRswSgcSAkAWhwR3Zy0bMEoLEiJAFnkkZ4DT49SwAaK0IScJocDu8P+EapkV+DT88SgMaIkAScht27pbR+nnvd1oqM9HzQNypN6Bp8epYANBaEJOBE2XQZlZd7AtKSJU3gA7wJXYN/Ij1L//d/0lln/dymEZUPoJkgJAEnwuHwpKA6XUaH23i6jNLSpF69AlTbyWpi32fV7Vn6/ntp8GDpmmt+bkNoAuAPhCTgRJSV2XYZVZU1wU/iRjjR5PHYdYIRmgD42xkRkp599lk9+uijcjqd6tGjh55++mn17ds30GWhKarbZVQWuFJOi91Ek43wyrejOd3QdKQmcLgAAqTZh6RXX31Vubm5WrhwodLT0/Xkk08qKytLJSUlio+PD3R5aOxqxyE12svWfMDuyrcmlihONjQd6ViHKzXaQwbQAIKMMSbQRfhTenq6LrnkEj3zzDOSpJqaGnXo0EETJkzQvffee8zXut1uxcTEyOVyKTo6uiHKRWNQG4xqP11rxyH9Z9yOQ8n1vqkqKmpCY5LsHO2Y6zpaomjkSeLIMfdHOt7hSscPUSejkZ8moNnw1ed3sw5JlZWVioyM1P/+7/9q0KBB1vLs7GyVl5frjTfe8GpfUVGhiooK67nL5VJycrJ27drln5DkdHoeZ6iyMumHHwJdhbcW5WU6d9oIhVQclCRVh0Xo64eW6HCbOB1u0067QzpoxAjp4MGfXxMRIW3YIHXoEKCifW3XLvs/TFmZ6h18rYgIz3itRjf3wfE5SyVXuf268nLp/mnSoQr79ScrPEx6+CGpTRvfbA8eVe0SdTguMdBl4BQlJnoevuR2u9WhQweVl5crJibmlLfTrL9uKysrU3V1tRISEryWJyQkaPv27fXaz549WzNnzqy3vEOz+fTDSas4KE0ZcswmBw9KXbs2UD2N1cGD0pBjnydIqpAGTAl0EcCZ46effiIk+crUqVOVm5trPa+pqdHevXvVrl07BQUFBaSm2jTst96sJoLz4MF58OA8eHAePDgPHpyHn8+Bw+FQUFCQkpKSTmt7zTokxcXFKSQkRKWlpV7LS0tLlWjTtxcWFqawsDCvZW0aSb94dHT0GfumPxLnwYPz4MF58OA8eHAePDgPUkxMjE/OQbAPamm0QkND1bt3b+Xn51vLampqlJ+fr4yMjABWBgAAGrtm3ZMkSbm5ucrOzlafPn3Ut29fPfnkk9q/f79GjRoV6NIAAEAj1uxD0tChQ/X9999r+vTpcjqd6tmzp9555516g7kbq7CwMM2YMaPe14BnGs6DB+fBg/PgwXnw4Dx4cB58fw6a9RQAAAAAp6pZj0kCAAA4VYQkAAAAG4QkAAAAG4QkAAAAG4SkRmzWrFn6xS9+ocjIyKNOaulwODRw4EBFRkYqPj5ed999tw4fPtywhTawc889V0FBQV6PRx55JNBl+d2zzz6rc889V+Hh4UpPT9f69esDXVKDeuCBB+r93Tt37hzosvxu7dq1uuGGG5SUlKSgoCC9/vrrXuuNMZo+fbrat2+viIgIZWZmaseOHYEp1o+Odx5GjhxZ7/1xzTXXBKZYP5o9e7YuueQSRUVFKT4+XoMGDVJJSYlXm0OHDiknJ0ft2rVT69atNWTIkHqTKjd1J3IerrrqqnrviTvuuOOk9kNIasQqKyv129/+VuPGjbNdX11drYEDB6qyslLr1q3T4sWLtWjRIk2fPr2BK214Dz74oHbv3m09JkyYEOiS/OrVV19Vbm6uZsyYoY0bN6pHjx7KysrSnj17Al1ag7rooou8/u4ffvhhoEvyu/3796tHjx569tlnbdfPnTtX8+fP18KFC1VYWKhWrVopKytLhw4dauBK/et450GSrrnmGq/3x8svv9yAFTaMDz74QDk5Ofr444+Vl5enqqoqDRgwQPv377faTJ48WW+99ZaWL1+uDz74QN99950GDx4cwKp970TOgyTdfvvtXu+JuXPnntyODBq9F1980cTExNRbvnr1ahMcHGycTqe1bMGCBSY6OtpUVFQ0YIUNq2PHjmbevHmBLqNB9e3b1+Tk5FjPq6urTVJSkpk9e3YAq2pYM2bMMD169Ah0GQElyaxYscJ6XlNTYxITE82jjz5qLSsvLzdhYWHm5ZdfDkCFDaPueTDGmOzsbHPjjTcGpJ5A2rNnj5FkPvjgA2OM5+/fsmVLs3z5cqtNcXGxkWQKCgoCVabf1T0Pxhhz5ZVXmokTJ57WdulJasIKCgrUrVs3r4kxs7Ky5Ha79dlnnwWwMv975JFH1K5dO1188cV69NFHm/VXjJWVlSoqKlJmZqa1LDg4WJmZmSooKAhgZQ1vx44dSkpK0nnnnafhw4fL4XAEuqSA2rlzp5xOp9d7IyYmRunp6Wfce0OS3n//fcXHxys1NVXjxo3TDz/8EOiS/M7lckmSYmNjJUlFRUWqqqryek907txZycnJzfo9Ufc81Fq6dKni4uLUtWtXTZ06VQcOHDip7Tb7GbebM6fTWW/m8NrnTqczECU1iD/84Q/q1auXYmNjtW7dOk2dOlW7d+/WE088EejS/KKsrEzV1dW2f+vt27cHqKqGl56erkWLFik1NVW7d+/WzJkz1a9fP23btk1RUVGBLi8gav+d2703mvP/AXauueYaDR48WCkpKfryyy/1pz/9Sddee60KCgoUEhIS6PL8oqamRpMmTdJll12mrl27SvK8J0JDQ+uNY23O7wm78yBJt9xyizp27KikpCRt2bJF99xzj0pKSvR///d/J7xtQlIDu/feezVnzpxjtikuLj4jBqQe6WTOS25urrWse/fuCg0N1e9//3vNnj37jJ6Ov7m79tprrd+7d++u9PR0dezYUa+99prGjBkTwMrQGNx8883W7926dVP37t11/vnn6/3331f//v0DWJn/5OTkaNu2bWfE2LxjOdp5GDt2rPV7t27d1L59e/Xv319ffvmlzj///BPaNiGpgf3xj3/UyJEjj9nmvPPOO6FtJSYm1rvCqfYKhsTExFOqL1BO57ykp6fr8OHD+vrrr5WamuqH6gIrLi5OISEh9a5OKS0tbXJ/Z19q06aNLrzwQn3xxReBLiVgav/+paWlat++vbW8tLRUPXv2DFBVjcN5552nuLg4ffHFF80yJI0fP14rV67U2rVrdc4551jLExMTVVlZqfLycq/epOb6/8XRzoOd9PR0SdIXX3xBSGqszjrrLJ111lk+2VZGRoZmzZqlPXv2KD4+XpKUl5en6OhodenSxSf7aCinc142b96s4OBg6xw0N6Ghoerdu7fy8/M1aNAgSZ7u5fz8fI0fPz6wxQXQvn379OWXX+rWW28NdCkBk5KSosTEROXn51uhyO12q7Cw8KhXxZ4pvvnmG/3www9e4bE5MMZowoQJWrFihd5//32lpKR4re/du7datmyp/Px8DRkyRJJUUlIih8OhjIyMQJTsF8c7D3Y2b94sSSf1niAkNWIOh0N79+6Vw+FQdXW19Qe+4IIL1Lp1aw0YMEBdunTRrbfeqrlz58rpdOr+++9XTk5Os/3aqaCgQIWFhbr66qsVFRWlgoICTZ48WSNGjFDbtm0DXZ7f5ObmKjs7W3369FHfvn315JNPav/+/Ro1alSgS2swd911l2644QZ17NhR3333nWbMmKGQkBANGzYs0KX51b59+7x6y3bu3KnNmzcrNjZWycnJmjRpkh5++GF16tRJKSkpmjZtmpKSkqxA3Vwc6zzExsZq5syZGjJkiBITE/Xll19qypQpuuCCC5SVlRXAqn0vJydHy5Yt0xtvvKGoqChrnFFMTIwiIiIUExOjMWPGKDc3V7GxsYqOjtaECROUkZGhSy+9NMDV+87xzsOXX36pZcuW6brrrlO7du20ZcsWTZ48WVdccYW6d+9+4js6rWvj4FfZ2dlGUr3He++9Z7X5+uuvzbXXXmsiIiJMXFyc+eMf/2iqqqoCV7SfFRUVmfT0dBMTE2PCw8NNWlqa+fOf/2wOHToU6NL87umnnzbJyckmNDTU9O3b13z88ceBLqlBDR061LRv396Ehoaas88+2wwdOtR88cUXgS7L79577z3b/weys7ONMZ5pAKZNm2YSEhJMWFiY6d+/vykpKQls0X5wrPNw4MABM2DAAHPWWWeZli1bmo4dO5rbb7/da3qU5sLuHEgyL774otXm4MGD5s477zRt27Y1kZGR5je/+Y3ZvXt34Ir2g+OdB4fDYa644goTGxtrwsLCzAUXXGDuvvtu43K5Tmo/Qf/ZGQAAAI7APEkAAAA2CEkAAAA2CEkAAAA2CEkAAAA2CEkAAAA2CEkAAAA2CEkAAAA2CEkAAAA2CEkAAAA2CEkAAAA2CEkAAAA2CEkAAAA2/j/GDfzvseZcOQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "plt.hist(Fisher.decision_function(Test_sig[VarNames[1:]]),bins=100,histtype=\"step\", color=\"blue\", label=\"signal\",stacked=True)\n", - "plt.hist(Fisher.decision_function(Test_bkg[VarNames[1:]]),bins=100,histtype=\"step\", color=\"red\", label=\"background\",stacked=True)\n", - "plt.legend(loc='upper right')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part a\n", - "\n", - "Compare ROC curves computed on the test versus training samples, in a single plot. Do you see a bias?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part b\n", - "\n", - "Train the Fisher performance of using the raw, features, and raw+features as input. Compare the performance one a single plot. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 4: Comparing Techniques\n", - "\n", - "#### Part a\n", - "Select 3 different classifiers from the techniques listed [here](http://scikit-learn.org/stable/supervised_learning.html#supervised-learning) to compare. Note that you can use the multi-layer perceptron to build a deep network, though training may be prohibitively slow. So avoid this technique.\n", - "\n", - "#### Part b\n", - "\n", - "Write a function that takes an instantiated classifier and performs the comparison from part 3b. Use the function on your choice of functions in part a.\n", - "\n", - "#### Part c\n", - "\n", - "Use the best method from part c to compute the maximal significance $\\sigma_S= \\frac{N_S}{\\sqrt{N_S+N_B}}$ for the scenarios in lab 5." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 5: Metrics\n", - "\n", - "Scikit-learn provides methods for computing the FPR, TPR, ROC, AUC metrics. For example:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.metrics import roc_curve, auc\n", - "fpr, tpr, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", - "\n", - "roc_auc = auc(fpr, tpr)\n", - "\n", - "plt.plot(fpr,tpr,color='darkorange',label='ROC curve (area = %0.2f)' % roc_auc)\n", - "plt.legend(loc=\"lower right\")\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "#### Part a\n", - "TPR/FPR/ROC/AUC are one way of assessing the quality of a classifier. Read about [Precision and Recall](https://en.wikipedia.org/wiki/Precision_and_recall), [Accuracy](https://en.wikipedia.org/wiki/Accuracy_and_precision), and [F-score](https://en.wikipedia.org/wiki/F-score).\n", - "\n", - "#### Part b\n", - "Look through [model evaluation](https://scikit-learn.org/stable/modules/model_evaluation.html#) documentation. Using scikit-learns tools, compute TPR, FPR, ROC, AUC, Precision, Recall, F1 score, and accuracy for the method you selected in 4c above and each scenario. Make a nice table, which also includes the maximal significance. \n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.13.2" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/Labs/Lab.8solution.ipynb b/Labs/Lab.8solution.ipynb index b66432422..93b84fbca 100644 --- a/Labs/Lab.8solution.ipynb +++ b/Labs/Lab.8solution.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -46,9 +46,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(500000, 19)\n" + ] + } + ], "source": [ "print(df.shape)" ] @@ -77,10 +85,10 @@ "text": [ "Defaulting to user installation because normal site-packages is not writeable\n", "Requirement already satisfied: scikit-learn in /home/cterrones/.local/lib/python3.10/site-packages (1.6.1)\n", - "Requirement already satisfied: numpy>=1.19.5 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (2.2.4)\n", - "Requirement already satisfied: threadpoolctl>=3.1.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (3.6.0)\n", "Requirement already satisfied: joblib>=1.2.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.4.2)\n", - "Requirement already satisfied: scipy>=1.6.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.15.2)\n" + "Requirement already satisfied: scipy>=1.6.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.15.2)\n", + "Requirement already satisfied: numpy>=1.19.5 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (2.2.4)\n", + "Requirement already satisfied: threadpoolctl>=3.1.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (3.6.0)\n" ] } ], @@ -115,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +145,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -165,9 +173,438 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
LinearDiscriminantAnalysis()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "LinearDiscriminantAnalysis()" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "Fisher.fit(X_Train,y_Train)" ] @@ -181,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -214,37 +651,39 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "#PART a\n", "from sklearn.metrics import roc_curve, auc\n", "\n", - "# Compute ROC curve for training sample\n", + "# Compute ROC curve - training sample\n", "fpr_train, tpr_train, _ = roc_curve(y_Train, Fisher.decision_function(X_Train))\n", "roc_auc_train = auc(fpr_train, tpr_train)" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ - "# Compute ROC curve for TEST sample\n", + "# Compute ROC curve - TEST sample\n", "fpr_test, tpr_test, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", "roc_auc_test = auc(fpr_test, tpr_test)" ] }, { "cell_type": "code", - "execution_count": 39, - "metadata": {}, + "execution_count": 49, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -254,10 +693,10 @@ } ], "source": [ - "# Plot both curves\n", + "# Plotting both curves\n", "plt.figure()\n", - "plt.plot(fpr_train, tpr_train, color='blue', label=f'Train (AUC = {roc_auc_train:.2f})')\n", - "plt.plot(fpr_test, tpr_test, color='red', label=f'Test (AUC = {roc_auc_test:.2f})')\n", + "plt.plot(fpr_train, tpr_train, color='purple', label=f'Train (AUC = {roc_auc_train:.2f})')\n", + "plt.plot(fpr_test, tpr_test, color='pink', label=f'Test (AUC = {roc_auc_test:.2f})')\n", "plt.plot([0, 1], [0, 1], 'k--') # Diagonal line\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", @@ -277,7 +716,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -288,7 +727,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -300,7 +739,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -312,11 +751,11 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ - "# compute ROC curves for test sample\n", + "# compute ROC curves - test sample\n", "fpr_raw, tpr_raw, _ = roc_curve(y_Test, Fisher_raw.decision_function(X_Test[RawNames]))\n", "fpr_features, tpr_features, _ = roc_curve(y_Test, Fisher_features.decision_function(X_Test[FeatureNames]))\n", "fpr_both, tpr_both, _ = roc_curve(y_Test, Fisher_both.decision_function(X_Test[VarNames[1:]]))" @@ -324,7 +763,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -352,6 +791,17 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- The LDA model performs well in distinguishing between signal and background events (AUC around 0.83-0.84).\n", + "\n", + "- It generalizes well to unseen data (similar AUC on training and test sets).\n", + "\n", + "- Combining both sets of features leads to a small increase in performance, suggesting that the features offer some additional, but not drastically significant, information for this linear model." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -362,67 +812,122 @@ "Select 3 different classifiers from the techniques listed [here](http://scikit-learn.org/stable/supervised_learning.html#supervised-learning) to compare. Note that you can use the multi-layer perceptron to build a deep network, though training may be prohibitively slow. So avoid this technique.\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Logistic Regression (Linear)\n", + "\n", + "- Random Forest (Ensemble)\n", + "\n", + "- GradientBoosting\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part b\n", + "\n", + "Write a function that takes an instantiated classifier and performs the comparison from part 3b. Use the function on your choice of functions in part a." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ + "# load and prepare data\n", + "import pandas as pd\n", "from sklearn.model_selection import train_test_split\n", "\n", - "# Split data (80% train, 20% test)\n", - "X = df[VarNames[1:]]\n", - "y = df[\"signal\"]\n", + "filename = \"../Lab.7/SUSY-small.csv\"\n", + "VarNames = [\"signal\", \"l_1_pT\", \"l_1_eta\", \"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \n", + " \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\", \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \n", + " \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", + "\n", + "df = pd.read_csv(filename, names=VarNames)\n", + "X = df[VarNames[1:]] # Features\n", + "y = df[\"signal\"] # Target\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ - "from sklearn.linear_model import LogisticRegression\n", - "from sklearn.ensemble import RandomForestClassifier\n", - "from sklearn.svm import SVC\n", - "\n", - "# Initialize classifiers\n", - "clf_lr = LogisticRegression(max_iter=1000) # Increased max_iter for convergence\n", - "clf_rf = RandomForestClassifier(n_estimators=100, random_state=42)\n", - "clf_svm = SVC(kernel='rbf', probability=True, random_state=42) # Enable probability for ROC\n", + "# comparison function\n", + "from sklearn.metrics import roc_curve, auc\n", + "import matplotlib.pyplot as plt\n", "\n", - "# Train\n", - "clf_lr.fit(X_train, y_train)\n", - "clf_rf.fit(X_train, y_train)\n", - "clf_svm.fit(X_train, y_train)" + "def compare_classifier(clf, X_train, y_train, X_test, y_test):\n", + " \"\"\"Train classifier and plot ROC curve\"\"\"\n", + " clf.fit(X_train, y_train)\n", + " \n", + " # get scores\n", + " if hasattr(clf, \"predict_proba\"):\n", + " y_score = clf.predict_proba(X_test)[:,1]\n", + " else:\n", + " y_score = clf.decision_function(X_test)\n", + " \n", + " # Compute ROC\n", + " fpr, tpr, _ = roc_curve(y_test, y_score)\n", + " auc_score = auc(fpr, tpr)\n", + " \n", + " # Plot\n", + " plt.plot(fpr, tpr, label=f'{clf.__class__.__name__} (AUC={auc_score:.3f})')\n", + " return auc_score" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ - "# Get predicted probabilities for test set\n", - "y_prob_lr = clf_lr.predict_proba(X_test)[:, 1]\n", - "y_prob_rf = clf_rf.predict_proba(X_test)[:, 1]\n", - "y_prob_svm = clf_svm.predict_proba(X_test)[:, 1]\n", + "# Initialize classifiers\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n", "\n", - "# Compute ROC curves\n", - "fpr_lr, tpr_lr, _ = roc_curve(y_test, y_prob_lr)\n", - "fpr_rf, tpr_rf, _ = roc_curve(y_test, y_prob_rf)\n", - "fpr_svm, tpr_svm, _ = roc_curve(y_test, y_prob_svm)\n", + "classifiers = [\n", + " LogisticRegression(max_iter=1000),\n", + " RandomForestClassifier(n_estimators=50),\n", + " GradientBoostingClassifier(n_estimators=50)\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Compare each\n", + "for clf in classifiers:\n", + " compare_classifier(clf, X_train, y_train, X_test, y_test)\n", "\n", - "# Plot\n", - "plt.figure()\n", - "plt.plot(fpr_lr, tpr_lr, label=f'Logistic Regression (AUC = {auc(fpr_lr, tpr_lr):.2f})')\n", - "plt.plot(fpr_rf, tpr_rf, label=f'Random Forest (AUC = {auc(fpr_rf, tpr_rf):.2f})')\n", - "plt.plot(fpr_svm, tpr_svm, label=f'SVM (AUC = {auc(fpr_svm, tpr_svm):.2f})')\n", - "plt.plot([0, 1], [0, 1], 'k--')\n", + "# Finalize plot\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", - "plt.title('Classifier Comparison: ROC Curves')\n", + "plt.title('Classifier Comparison (LogReg, RF, GradBoost)')\n", "plt.legend(loc='lower right')\n", + "plt.grid(True)\n", "plt.show()" ] }, @@ -430,19 +935,544 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "#### Part b\n", "\n", - "Write a function that takes an instantiated classifier and performs the comparison from part 3b. Use the function on your choice of functions in part a." + "#### Part c\n", + "\n", + "Use the best method from part c to compute the maximal significance $\\sigma_S= \\frac{N_S}{\\sqrt{N_S+N_B}}$ for the scenarios in lab 7." ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 25, "metadata": {}, + "outputs": [], "source": [ + "import numpy as np\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", "\n", - "#### Part c\n", + "def compute_max_significance(clf, X_train, y_train, X_test, y_test, scenarios):\n", + " \"\"\"\n", + " Compute maximal significance for given signal/background scenarios.\n", + " \n", + " Args:\n", + " clf: Trained classifier\n", + " scenarios: List of (N_S, N_B) tuples\n", + " Returns:\n", + " Dictionary of {(N_S, N_B): (max_σS, optimal_threshold)}\n", + " \"\"\"\n", + " # get predicted probabilities - test set\n", + " y_score = clf.predict_proba(X_test)[:, 1]\n", + " \n", + " # Sort scores descendingly\n", + " sorted_idx = np.argsort(y_score)[::-1]\n", + " y_score_sorted = y_score[sorted_idx]\n", + " y_true_sorted = y_test.values[sorted_idx]\n", + " \n", + " # cumulative sums of signal/background\n", + " tp = np.cumsum(y_true_sorted) # True positives (signal)\n", + " fp = np.cumsum(1 - y_true_sorted) # False positives (background)\n", + " \n", + " results = {}\n", + " for N_S, N_B in scenarios:\n", + " # compute significance for all possible thresholds\n", + " S_prime = (tp / len(y_test)) * N_S\n", + " B_prime = (fp / len(y_test)) * N_B\n", + " sigma_S = S_prime / np.sqrt(S_prime + B_prime + 1e-10) \n", + " \n", + " # find maximum\n", + " max_idx = np.argmax(sigma_S)\n", + " results[(N_S, N_B)] = {\n", + " 'max_sigma': sigma_S[max_idx],\n", + " 'threshold': y_score_sorted[max_idx],\n", + " 'efficiency_S': tp[max_idx] / sum(y_test == 1),\n", + " 'efficiency_B': fp[max_idx] / sum(y_test == 0)\n", + " }\n", + " return results" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
GradientBoostingClassifier(n_estimators=50, random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "GradientBoostingClassifier(n_estimators=50, random_state=42)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# using GradientBoosting (from Part b)\n", + "gb = GradientBoostingClassifier(n_estimators=50, random_state=42)\n", + "gb.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "# Lab 7 scenarios (N_Signal, N_Background)\n", + "scenarios = [\n", + " (10, 100),\n", + " (100, 1000),\n", + " (1000, 10000),\n", + " (10000, 100000)\n", + "]\n", "\n", - "Use the best method from part c to compute the maximal significance $\\sigma_S= \\frac{N_S}{\\sqrt{N_S+N_B}}$ for the scenarios in lab 7." + "# Compute results\n", + "results = compute_max_significance(gb, X_train, y_train, X_test, y_test, scenarios)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximal Significance for Lab 7 Scenarios:\n", + "Scenario (S,B) σS_max Threshold ϵ_Signal ϵ_Background \n", + "( 10, 100) 1.148 0.805 0.432 0.018\n", + "( 100, 1000) 3.631 0.805 0.432 0.018\n", + "( 1000, 10000) 11.483 0.805 0.432 0.018\n", + "(10000,100000) 36.311 0.805 0.432 0.018\n" + ] + } + ], + "source": [ + "print(\"Maximal Significance for Lab 7 Scenarios:\")\n", + "print(\"{:<15} {:<10} {:<15} {:<15} {:<15}\".format(\n", + " \"Scenario (S,B)\", \"σS_max\", \"Threshold\", \"ϵ_Signal\", \"ϵ_Background\"))\n", + "for (N_S, N_B), res in results.items():\n", + " print(f\"({N_S:5},{N_B:6}) {res['max_sigma']:10.3f} {res['threshold']:15.3f} \"\n", + " f\"{res['efficiency_S']:15.3f} {res['efficiency_B']:15.3f}\")" ] }, { @@ -456,9 +1486,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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0bdoULi4u0Gg0GD9+PAoLC61ULdF9yjwK/NAL+O5xaUZuCMA/FHh6LRB5Auj4DoMNEZGZyHrlZt26dYiKisLixYsRFhaGefPmISIiAomJifDzK9sjZM2aNZg4cSKWLVuGLl264OzZsxg+fDgUCgXmzp0rwzcgqoQQUo+n/TOA1B3SNoUD0GKodJXGv52s5RER2SqFEELI9eFhYWHo2LEjFixYAADQ6/XQaDQYO3YsJk6cWGb/MWPG4PTp09i5c6dh29tvv40DBw5g79695X5GUVERioqKDM9zcnKg0WiQnZ0NT09PM38jIkjzPSWuA458BlxLuLNRATR5Qer55NNUzuqIiGqknJwceHl5Ven3W7bbUlqtFkeOHEF4ePjdYpRKhIeHIy4urtxjunTpgiNHjhhuXSUnJ2PLli3o3bt3hZ8TGxsLLy8vw0Oj0Zj3ixCVKr4tdeVe3hzYGikFGweV1J7mlWSgz3oGGyIiK5DttlRWVhZ0Oh38/f2Ntvv7++PMmTPlHjN48GBkZWXhkUcegRACJSUlGDlyJCZPnlzh50yaNAlRUVGG56VXbojMJjcNSFggBZvCG9I2Vz/p1lObkYBLbXnrIyKyMzWqt9SuXbsQExODRYsWISwsDOfPn8e4cePwwQcfYNq0aeUeo1aroVazoSZZQH4GcHiu1PtJXyxtcw8CQt8GWr0CqHnbk4hIDrKFG19fXzg4OCAzM9Noe2ZmJgICAso9Ztq0aRg6dCheeeUVAECrVq2Qn5+P1157DVOmTIFSKXvnL7IHBVnA4dnA0QVASYG0LagLEDoeaNQPUNao/2cgIrI5sqUBlUqF0NBQo8bBer0eO3fuROfOncs9pqCgoEyAcXBwAADI2C6a7MX1U8DW4cBif+DQJ1KwCegE9PkeGLgXaPJvBhsiompA1n+Jo6KiEBkZiQ4dOqBTp06YN28e8vPzMWLECADAsGHDEBwcjNjYWABAnz59MHfuXLRr185wW2ratGno06ePIeQQmV16HHDwYyBpIwwD79VpDXSaLM39pFDIWh4RERmTNdwMGDAA165dw/Tp05GRkYG2bdti69athkbGqampRldqpk6dCoVCgalTpyItLQ116tRBnz598OGHH8r1FciW5aUD+6YBJ5bd3dbgGaDje0DdR+Sri4iIKiXrODdyMKWfPNkpoQeOfQnsnQwU3ZK2NR0oTWRZp5WspRER2StTfr/ZQIDo766fBrYMAa4elZ77hwKPzwXqPiZvXUREVGUMN0QAUJwv3YI6ukDq1u3oCjwaA7QdzUbCREQ1DP/VJvsmBJD0C7B3ktQbCgAeehJ4cgng+ZC8tRER0X1huCH7lXUC2PU2cPF/0nNXf6DHf6UeUEREVGMx3JD90eYBv70JnPxGeq50BNqNBTpNlKZNICKiGo3hhuxHSaHUrTtuJlBwZ2Tshn2BR2YBvi3lrY2IiMyG4Ybsw81zwKaBwNV46bl7MBDxDRDyhLx1ERGR2THckG3TaaXRhf+cCehLAEdnoMsHQNs3ACc3uasjIiILYLgh2/XPMWsC/wVELANqN5e3LiIisiiGG7I9Oi3w5yzgYKx0tca5FvD4PKDFUM4DRURkBxhuyHaUFAJ/fSnN2J2XLm0LiQCeWAp4auStjYiIrIbhhmo+IYDTq4E9790NNS51pGkTmg/h1RoiIjvDcEM1W9YJYMtQ4FqC9Nw9CAibAjw8HHBylbMyIiKSCcMN1Uz6EuDIZ9LM3foSwEEFdHwP6PQee0EREdk5hhuqebJOADtHA5f/kJ4/9CTQ6xvpqg0REdk9hhuqOfQlwP5o4OBHgNADDmqg26fSzN1sV0NERHcw3FDNcHkPsGcikL5feh7SS5rkslZjeesiIqJqh+GGqjchgP0zpBGGAWmE4R4LgFYvy1oWERFVXww3VH3lpALbRgCpv0nPG/QBun8GeDeUty4iIqrWGG6oejr3sxRsim4BSieg22yg/Ti5qyIiohqA4Yaql+ICYFeUNNIwAPi2BJ5ZB9RuIW9dRERUYzDcUPVxNQHY0A/IuQhAAYSOB7rOApxcZC6MiIhqEoYbqh5OrpDGrinOl8areWIp0KC33FUREVENxHBD8tLrgF3jgaPzpeea7kCf9YBLbXnrIiKiGovhhuRTkAVs6g9c+h2AAug0Eeg6E1DyjyUREd0//oqQPC5sB7YOA/IzpJGGey0Hmg2UuyoiIrIBDDdkfXEzpYH5IACvBsCzPwB+bWUuioiIbAXDDVmPTgvsGAWc+Fp63mIYEL6Is3gTEZFZMdyQdeiKgc2DgHM/AlAAj30MdHxH7qqIiMgGMdyQ5RVcA37uC1yJAxQOUm+oxs/JXRUREdkohhuyrKJs4IcI4OpRQOUJRHzNYENERBbFcEOWU5QNfP+kFGzU3sCA3UCd1nJXRURENo7hhiwjPwP48Wngajyg8gCe/5XBhoiIrEL5IAcXFhaaqw6yJelxwOpOUrBRewP9dwNB/5K7KiIishMmhxu9Xo8PPvgAwcHBcHd3R3JyMgBg2rRp+Prrr81eINUwx78G1j0G5F4CPB8CBu4B/NvJXRUREdkRk8PNrFmzsHz5cnzyySdQqVSG7S1btsRXX31l1uKohvlrCfC/VwB9CVD/KWBoAuDbUu6qiIjIzpgcblauXIklS5ZgyJAhcHBwMGxv06YNzpw5Y9biqAY5uhDY/rq03mYk8NwmwNlb1pKIiMg+mRxu0tLS0KhRozLb9Xo9iouLzVIU1TDHvgR+GyOttx0D9FwEKB6oORcREdF9M/kXqEWLFtizZ0+Z7d9//z3atWPbCrtzZh2wc5S03upVoMd/AYVC3pqIiMiumdwVfPr06YiMjERaWhr0ej1+/PFHJCYmYuXKldi0aZMlaqTq6uJO4NehgNADzQYBTyxmsCEiItmZfOWmb9+++OWXX7Bjxw64ublh+vTpOH36NH755Rc88cQTlqiRqqNrx4Ff/g3oi4H6vYGnVvFWFBERVQsKIYSQuwhrysnJgZeXF7Kzs+Hp6Sl3OTXTrSRgTWfg9jXAtxUwOI4zexMRkUWZ8vtt8v9qN2jQANevXy+z/datW2jQoIGpb0c1TW6aNI7N7WtA7YeBF39jsCEiomrF5HBz4cIF6HS6MtuLioqQlpZmlqKomkr/E/i/UCAvHfCqD/x7O+DqK3dVRERERqrcoHjjxo2G9W3btsHLy8vwXKfTYefOnQgJCTFrcVSNXD8NfP8EUJwHeDcCXtgKuAfKXRUREVEZVQ43/fr1AwAoFApERkYavebk5ISQkBDMmTPHrMVRNVGUA2zoKwUbv3bSrSgO0EdERNVUlcONXq8HANSvXx+HDh2Cry9vR9gFIYBNA4Cb5wCVJ/Dsjww2RERUrZk8zk1KSool6qDqat9U4MJWQOEAPP8r4BUid0VERESVMjncAEB+fj52796N1NRUaLVao9fefPNNsxRG1cD5jcCBGGn98c+A4C7y1kNERFQFJoebo0ePonfv3igoKEB+fj58fHyQlZUFV1dX+Pn5MdzYipxU4NeXpPU2bwDtx8pbDxERURWZ3BV8/Pjx6NOnD27evAkXFxf8+eefuHjxIkJDQ/Hpp59aokayttw04KdnAG0u4N8BeHyu3BURERFVmcnhJiEhAW+//TaUSiUcHBxQVFQEjUaDTz75BJMnT7ZEjWRN2jzgp6eBrOOAs480rYKjs9xVERERVZnJ4cbJyQlKpXSYn58fUlNTAQBeXl64dOmSeasj69LrgK2RwLVjgHNtYNB+oHYzuasiIiIyicltbtq1a4dDhw6hcePG6NatG6ZPn46srCysWrUKLVu2tESNZC17JgLnfpR6Rj39LeDTVO6KiIiITGbylZuYmBgEBkoj03744YeoVasW3njjDVy7dg1ffvml2QskK0nbDxy+Mwhj+CIghDO8ExFRzcRZwUlqZ7OyNZCdAjR/Cei9Su6KiIiIjFh0VvCKxMfH45lnnjH5uIULFyIkJATOzs4ICwvDwYMHK93/1q1bGD16NAIDA6FWq9GkSRNs2bLlfssmoQc2D5aCjVsg0GO+3BURERE9EJPCzbZt2zBhwgRMnjwZycnJAIAzZ86gX79+6Nixo2GKhqpat24doqKiEB0djfj4eLRp0wYRERG4evVquftrtVo88cQTuHDhAr7//nskJiZi6dKlCA4ONulz6W8OzwWSfwEcVEDv1ZxagYiIarwq35b6+uuv8eqrr8LHxwc3b95E7dq1MXfuXIwdOxYDBgzAuHHj0Lx5c5M+PCwsDB07dsSCBQsASPNXaTQajB07FhMnTiyz/+LFizF79mycOXMGTk5OVfqMoqIiFBUVGZ7n5ORAo9HwthQAZMYDa/4F6IuBbnOADlFyV0RERFQui9yW+vzzz/Hxxx8jKysL3333HbKysrBo0SIcP34cixcvNjnYaLVaHDlyBOHh4XeLUSoRHh6OuLi4co/ZuHEjOnfujNGjR8Pf3x8tW7ZETEwMdDpdhZ8TGxsLLy8vw0Oj0ZhUp83S5gEbX5CCTb0eQOh4uSsiIiIyiyqHm6SkJLz44osAgOeffx6Ojo6YPXs26tate18fnJWVBZ1OB39/f6Pt/v7+yMjIKPeY5ORkfP/999DpdNiyZQumTZuGOXPmYNasWRV+zqRJk5CdnW14cCyeO3ZFATkXpHY2vdcACoXcFREREZlFlce5uX37NlxdXQEACoUCarXa0CXcWvR6Pfz8/LBkyRI4ODggNDQUaWlpmD17NqKjo8s9Rq1WQ61WW7XOau/qMeD4V9J679WAm3/l+xMREdUgJg3i99VXX8Hd3R0AUFJSguXLl8PX19don6pOnOnr6wsHBwdkZmYabc/MzERAQEC5xwQGBsLJyQkODg6Gbc2bN0dGRga0Wi1UKpUpX8c+CT2wYyQAATR+AajXXe6KiIiIzKrK4aZevXpYunSp4XlAQABWrTIeD0WhUFQ53KhUKoSGhmLnzp3o168fAOnKzM6dOzFmzJhyj+natSvWrFkDvV5vmALi7NmzCAwMZLCpqoMfA1f+BJzcOCEmERHZpCqHmwsXLpj9w6OiohAZGYkOHTqgU6dOmDdvHvLz8zFixAgAwLBhwxAcHIzY2FgAwBtvvIEFCxZg3LhxGDt2LM6dO4eYmJgqByq7dzUBiJshrXeOBjzryVkNERGRRZg8t5Q5DRgwANeuXcP06dORkZGBtm3bYuvWrYZGxqmpqYYrNACg0Wiwbds2jB8/Hq1bt0ZwcDDGjRuH9957T66vULPsjwZ0WkDzONBhgtzVEBERWQSnX7AXSb8APz8LKJTA0KNAndZyV0RERFRlsky/QNVYSSGw6844Nu3eZLAhIiKbxnBjD3a/A9xKApxrS21tiIiIbBjDja1L2wckSNNb4MklnDuKiIhs3n2Fm6SkJEydOhWDBg0yTHL566+/4uTJk2Ytjh5QUTawZYi03nQg0Ph5eeshIiKyApPDze7du9GqVSscOHAAP/74I/Ly8gAAx44dq3CUYJLJnolAzkXAPRgIXyR3NURERFZhcriZOHEiZs2ahe3btxsNnNejRw/8+eefZi2OHsCl3cCxxdJ6+GLAuZa89RAREVmJyeHm+PHjeO6558ps9/PzQ1ZWllmKogekzQO2SQMhovkQoOEz8tZDRERkRSaHG29vb1y5cqXM9qNHjyI4ONgsRdEDOvAhkJ0CuAUA3T+XuxoiIiKrMjncDBw4EO+99x4yMjKgUCig1+uxb98+TJgwAcOGDbNEjWSKnFTg8BxpveciwKW2vPUQERFZmcnhJiYmBs2aNYNGo0FeXh5atGiBxx57DF26dMHUqVMtUSOZYn80oC8Ggh8BGvWTuxoiIiKru+/pF1JTU3HixAnk5eWhXbt2aNy4sblrswibnn4h6ySwohUAAfTfBWi6yV0RERGRWZjy+23yxJl79+7FI488gnr16qFePc4qXa3snQJAAPV7M9gQEZHdMvm2VI8ePVC/fn1MnjwZp06dskRNdD+u/QUkbZDWH/lQ3lqIiIhkZHK4SU9Px9tvv43du3ejZcuWaNu2LWbPno3Lly9boj6qqv13BlBs/ALg11bWUoiIiORkcrjx9fXFmDFjsG/fPiQlJeHFF1/EihUrEBISgh49eliiRrqXKweA8z9L611myFkJERGR7B5o4sz69etj4sSJ+Oijj9CqVSvs3r3bXHVRVQk9sP01ab3pAMC3pbz1EBERyey+w82+ffswatQoBAYGYvDgwWjZsiU2b95sztqoKs5vkNrbOLoA3efJXQ0REZHsTO4tNWnSJKxduxbp6el44okn8Pnnn6Nv375wdXW1RH1UGSGAuJnSevtx0ojEREREds7kcPPHH3/gnXfeQf/+/eHr62uJmqiqEtcB1xIAhQPQ/i25qyEiIqoWTA43+/bts0QdZKqSImD3BGk9NApw85e3HiIiomqiSuFm48aNeOqpp+Dk5ISNGzdWuu+zzz5rlsLoHo4vBfLSAOfaQOfpcldDRERUbVQp3PTr1w8ZGRnw8/NDv379KtxPoVBAp9OZqzaqSEkRcPhTaf1fUwCVu7z1EBERVSNVCjd6vb7cdZLJ2e+AnIuAsw/Q6lW5qyEiIqpWTO4KvnLlShQVFZXZrtVqsXLlSrMURZUQAoj/r7Te+nVetSEiIvoHk8PNiBEjkJ2dXWZ7bm4uRowYYZaiqBIZh4DMw4BCCbR5Xe5qiIiIqh2Tw40QAgqFosz2y5cvw8vLyyxFUSVOLJOWjf8NeD4kby1ERETVUJW7grdr1w4KhQIKhQI9e/aEo+PdQ3U6HVJSUtCrVy+LFEl3FOcDZ9ZI6y2Hy1oKERFRdVXlcFPaSyohIQERERFwd7/b1kOlUiEkJAQvvPCC2Qukv0n6BdDmAu5BQEiE3NUQERFVS1UON9HR0QCAkJAQDBgwAM7OzhYrisqhLwHi3pfWmw+V2twQERFRGSaPUBwZGWmJOuheLm4HbpwB1F5Ax3fkroaIiKjaqlK48fHxwdmzZ+Hr64tatWqV26C41I0bN8xWHP1NwhfSsvlLgEtteWshIiKqxqoUbj777DN4eHgY1isLN2QBN88DyZuk9baj5a2FiIiomqtSuPn7rajhw4dbqhaqyIEPAQipEXHt5nJXQ0REVK2Z3Co1Pj4ex48fNzzfsGED+vXrh8mTJ0Or1Zq1OAKQnwmcWiWth02VtxYiIqIawORw8/rrr+Ps2bMAgOTkZAwYMACurq5Yv3493n33XbMXaPcOxABCB/i1A4K7yl0NERFRtWdyuDl79izatm0LAFi/fj26deuGNWvWYPny5fjhhx/MXZ99y7kEHJ0vrXeZCbCtExER0T3d1/QLpTOD79ixA7179wYAaDQaZGVlmbc6e3fwIwACCOgINHxG7mqIiIhqBJPDTYcOHTBr1iysWrUKu3fvxtNPPw0ASElJgb+/v9kLtFv6EuDiNmm92WB5ayEiIqpBTA438+bNQ3x8PMaMGYMpU6agUaNGAIDvv/8eXbp0MXuBdivlV+BWEuBcC2j1stzVEBER1Rgmj1DcunVro95SpWbPng0HBwezFEUAznwrLZsOAFQe8tZCRERUg5gcbkodOXIEp0+fBgC0aNEC7du3N1tRdk9fAlz4n7TegG1tiIiITGFyuLl69SoGDBiA3bt3w9vbGwBw69YtdO/eHWvXrkWdOnXMXaP9Sd4MFF4HnH04+zcREZGJTG5zM3bsWOTl5eHkyZO4ceMGbty4gRMnTiAnJwdvvvmmJWq0P8e/kpYPDweU931xjYiIyC6Z/Mu5detW7NixA82b350GoEWLFli4cCGefPJJsxZnl25fBy7c6SXVYpi8tRAREdVAJl+50ev1cHJyKrPdycnJMP4NPYBTKwF9MVCnNeDXRu5qiIiIahyTw02PHj0wbtw4pKenG7alpaVh/Pjx6Nmzp1mLsztCDxxbLK23fEXeWoiIiGook8PNggULkJOTg5CQEDRs2BANGzZE/fr1kZOTg/nz51uiRvuR8itw8yyg8gQejrz3/kRERFSGyW1uNBoN4uPjsXPnTkNX8ObNmyM8PNzsxdmds+ulZfOXALWnvLUQERHVUCaFm3Xr1mHjxo3QarXo2bMnxo4da6m67I/QAxe3S+uN+spbCxERUQ1W5XDzxRdfYPTo0WjcuDFcXFzw448/IikpCbNnz7ZkffbjwjYgL126JVX3MbmrISIiqrGq3OZmwYIFiI6ORmJiIhISErBixQosWrTIkrXZl1P/Jy2bDgAcneWthYiIqAarcrhJTk5GZOTdRq6DBw9GSUkJrly5YpHC7IpOC6RskdabDZK3FiIiohquyuGmqKgIbm5udw9UKqFSqXD79m2LFGZXLu8Bim4Brv68JUVERPSATGpQPG3aNLi6uhqea7VafPjhh/Dy8jJsmzt3rvmqsxelIxKHPAkoObM6ERHRg6hyuHnssceQmJhotK1Lly5ITk42PFcoFOarzJ6U3pKqx+70RERED6rK4WbXrl0WLMOOZV8Arp8EFEqgwTNyV0NERFTjmTxCsSUsXLgQISEhcHZ2RlhYGA4ePFil49auXQuFQoF+/fpZtkBLSvlVWvqHAi4+8tZCRERkA2QPN+vWrUNUVBSio6MRHx+PNm3aICIiAlevXq30uAsXLmDChAl49NFHrVSphVzYKi151YaIiMgsZA83c+fOxauvvooRI0agRYsWWLx4MVxdXbFs2bIKj9HpdBgyZAjef/99NGjQwIrVmpleB6TtldYfekLeWoiIiGyErOFGq9XiyJEjRvNSKZVKhIeHIy4ursLjZs6cCT8/P7z88sv3/IyioiLk5OQYPaqNq/FA4Q3A0RXw7yB3NURERDZB1nCTlZUFnU4Hf39/o+3+/v7IyMgo95i9e/fi66+/xtKlS6v0GbGxsfDy8jI8NBrNA9dtNqVXbTSPAw5OspZCRERkK+4r3OzZswcvvfQSOnfujLS0NADAqlWrsHfvXrMW90+5ubkYOnQoli5dCl9f3yodM2nSJGRnZxsely5dsmiNJikd30bTXd46iIiIbIhJg/gBwA8//IChQ4diyJAhOHr0KIqKigAA2dnZiImJwZYtW6r8Xr6+vnBwcEBmZqbR9szMTAQEBJTZPykpCRcuXECfPn0M2/R6vfRFHB2RmJiIhg0bGh2jVquhVqurXJPVFN8GrhyQ1jkqMRERkdmYfOVm1qxZWLx4MZYuXQonp7u3Urp27Yr4+HiT3kulUiE0NBQ7d+40bNPr9di5cyc6d+5cZv9mzZrh+PHjSEhIMDyeffZZdO/eHQkJCdXrltO9JG+SplzwfAjwby93NURERDbD5Cs3iYmJeOyxslcavLy8cOvWLZMLiIqKQmRkJDp06IBOnTph3rx5yM/Px4gRIwAAw4YNQ3BwMGJjY+Hs7IyWLVsaHe/t7Q0AZbZXe1fvBMGQXoDS5P8MREREVAGTf1UDAgJw/vx5hISEGG3fu3fvfXXLHjBgAK5du4bp06cjIyMDbdu2xdatWw2NjFNTU6FUyt5j3fyun5KWtVvIWwcREZGNMTncvPrqqxg3bhyWLVsGhUKB9PR0xMXFYcKECZg2bdp9FTFmzBiMGTOm3NfuNe3D8uXL7+szZXc1QVr6NJe1DCIiIltjcriZOHEi9Ho9evbsiYKCAjz22GNQq9WYMGECxo4da4kabc/t60BuqrQe2EneWoiIiGyMQggh7udArVaL8+fPIy8vDy1atIC7u7u5a7OInJwceHl5ITs7G56envIUcWkX8F13wKMe8NpFeWogIiKqQUz5/b7vlqwqlQotWrC9yH3JOCwt2UuKiIjI7EwON927d4dCoajw9d9+++2BCrILWcelpV87eesgIiKyQSaHm7Zt2xo9Ly4uRkJCAk6cOIHIyEhz1WXbLv8hLX1by1sHERGRDTI53Hz22Wflbp8xYwby8vIeuCCbd/sGkHNBWq/XQ9ZSiIiIbJHZBpB56aWXsGzZMnO9ne0qvSXlXhdQy9SgmYiIyIaZLdzExcXB2dnZXG9nuzLvNCYO6ChvHURERDbK5NtSzz//vNFzIQSuXLmCw4cP3/cgfnaltKeUX1tZyyAiIrJVJocbLy8vo+dKpRJNmzbFzJkz8eSTT5qtMJskBHB5t7Qe/Ki8tRAREdkok8KNTqfDiBEj0KpVK9SqVctSNdmu7BQg/4o0UWZgmNzVEBER2SST2tw4ODjgySefvK/ZvwlA1glp6dMccHKVtxYiIiIbZXKD4pYtWyI5OdkStdi+jAPSsg7HtyEiIrIUk8PNrFmzMGHCBGzatAlXrlxBTk6O0YMqcWmXtNRwfBsiIiJLqXKbm5kzZ+Ltt99G7969AQDPPvus0TQMQggoFArodDrzV2kLhADS90vrQZ3lrYWIiMiGVTncvP/++xg5ciR+//13S9Zju3Iv3V33qi9fHURERDauyuFGCAEA6Natm8WKsWk3EqWlVwPAkYMdEhERWYpJbW4qmw2c7uHGGWlZu7m8dRAREdk4k8a5adKkyT0Dzo0bNx6oIJuVvk9a+rWXtw4iIiIbZ1K4ef/998uMUExVlLhOWnLwPiIiIosyKdwMHDgQfn5+lqrFdmnzAIUSEHrAl2PcEBERWVKV29ywvc0DuH5KCjZuAYCnRu5qiIiIbFqVw01pbym6D2l7pCWv2hAREVlclW9L6fV6S9Zh264elZbejeStg4iIyA6YPP0C3Yfrp6WlgqebiIjI0vhraw3O3tKSIxMTERFZHMONNdw8Ly3ZDZyIiMjiGG4srbgAyE2V1r0bylsLERGRHWC4sbSs49LSpY7UFZyIiIgsiuHG0q6fkpZ1WslbBxERkZ1guLG00p5StR+Wtw4iIiI7wXBjaddPSstaTeStg4iIyE4w3FjarTs9pXyay1sHERGRnWC4sbS8dGnpwTmliIiIrIHhxpJKCoHiPGndtY68tRAREdkJhhtLKr1qo3QC1N6ylkJERGQvGG4s6WaitPRuBCgU8tZCRERkJxhuLKn0yo1XiKxlEBER2ROGG0sqDTdugfLWQUREZEcYbiwp/064cQ+Stw4iIiI7wnBjSbmXpCW7gRMREVkNw40l3UqWll4N5K2DiIjIjjDcWIoQQN5laZ23pYiIiKyG4cZSivMBba607l5X3lqIiIjsCMONpRRkSktHV0DlIW8tREREdoThxlJunJGWHsEcwI+IiMiKGG4s5cad0Ymd3OWtg4iIyM4w3FhK0S1pyVtSREREVsVwYynF+dLSp5m8dRAREdkZhhtLKbgqLT1DZC2DiIjI3jDcWEr6fmnpUlveOoiIiOwMw42llI5xQ0RERFbFcGMpSkdpyXmliIiIrIrhxlLyr0hLjk5MRERkVQw3liD0AO4M3OdcS9ZSiIiI7A3DjSXcvgFASOsudWQthYiIyN5Ui3CzcOFChISEwNnZGWFhYTh48GCF+y5duhSPPvooatWqhVq1aiE8PLzS/WWRlyYtnWsBjmp5ayEiIrIzsoebdevWISoqCtHR0YiPj0ebNm0QERGBq1evlrv/rl27MGjQIPz++++Ii4uDRqPBk08+ibS0NCtXXgltjrQsvClvHURERHZIIYQQchYQFhaGjh07YsGCBQAAvV4PjUaDsWPHYuLEifc8XqfToVatWliwYAGGDRt2z/1zcnLg5eWF7OxseHp6PnD95Tq/AdjQDwgMAwb/aZnPICIisiOm/H7LeuVGq9XiyJEjCA8PN2xTKpUIDw9HXFxcld6joKAAxcXF8PHxKff1oqIi5OTkGD0sruCatHTxtfxnERERkRFZw01WVhZ0Oh38/f2Ntvv7+yMjI6NK7/Hee+8hKCjIKCD9XWxsLLy8vAwPjcYK484UXpeWzhydmIiIyNpkb3PzID766COsXbsWP/30E5ydncvdZ9KkScjOzjY8Ll26ZPnCSkcnVntZ/rOIiIjIiKOcH+7r6wsHBwdkZmYabc/MzERAQEClx3766af46KOPsGPHDrRu3brC/dRqNdRqK/dYKsqWlioLtekhIiKiCsl65UalUiE0NBQ7d+40bNPr9di5cyc6d+5c4XGffPIJPvjgA2zduhUdOnSwRqmmKbolLRluiIiIrE7WKzcAEBUVhcjISHTo0AGdOnXCvHnzkJ+fjxEjRgAAhg0bhuDgYMTGxgIAPv74Y0yfPh1r1qxBSEiIoW2Ou7s73N3dZfseRjIOSUsnV3nrICIiskOyh5sBAwbg2rVrmD59OjIyMtC2bVts3brV0Mg4NTUVSuXdC0xffPEFtFot/v3vfxu9T3R0NGbMmGHN0ivm5CYtdVp56yAiIrJDso9zY21WGedmQS3p1lTfn4FGfS3zGURERHakxoxzY7N0RdJS7S1rGURERPaI4cYi7lwMc6u8xxcRERGZH8ONuZUUSg+A4YaIiEgGDDfmZpgsU8Gu4ERERDJguDG34nxpqXIHFAp5ayEiIrJDDDfmpr0zMafKQ946iIiI7BTDjbkZwg1vSREREcmB4cbcOK8UERGRrBhuzK10XinnWrKWQUREZK8Ybszt+ilpWToFAxEREVkVw425Od6ZLLPgmrx1EBER2SmGG3PL+kta+reXtw4iIiI7xXBjbi6+0rK0YTERERFZFcONuaXHScs6reWtg4iIyE4x3JibZz1pWTpSMREREVkVw425ld6O8mkmbx1ERER2iuHG3PLSpKWzj7x1EBER2SmGG3PLTpGWai956yAiIrJTDDeWomK4ISIikgPDjTmVFN1dd6ktXx1ERER2jOHGnEpu3113cpevDiIiIjvGcGNOukJpqVACSkd5ayEiIrJTDDfmpM2Tlg7OgEIhby1ERER2iuHGnHR32tyUFMhbBxERkR1juDGn0ttSboHy1kFERGTHGG7MqfS2lJObvHUQERHZMYYbcyqdeqHolqxlEBER2TOGG3MqbUTsoJa3DiIiIjvGcGNOJXfa3Hg3krcOIiIiO8ZwY06l80rxyg0REZFsGG7MqXSyzJtn5a2DiIjIjjHcmFPpODeBYfLWQUREZMcYbsypNNw4qOStg4iIyI4x3JjT9dPSkm1uiIiIZMNwY07uQdKytGExERERWR3DjTmVdgX3ay9vHURERHaM4cacSueWcnSWtw4iIiI7xnBjTiW3pSXDDRERkWwYbsypOF9acuJMIiIi2TDcmJPhyo2LvHUQERHZMYYbc2K4ISIikh3DjTkVF0hL3pYiIiKSDcONOemLpaXSSd46iIiI7BjDjTkx3BAREcnOUe4CbArDDZFNEkKgpKQEOp1O7lKIbJqTkxMcHBwe+H0Ybswp66S0dGC4IbIVWq0WV65cQUFBgdylENk8hUKBunXrwt3d/YHeh+HGnFTugDYXEELuSojIDPR6PVJSUuDg4ICgoCCoVCooFAq5yyKySUIIXLt2DZcvX0bjxo0f6AoOw405OagB5AIuteWuhIjMQKvVQq/XQ6PRwNXVVe5yiGxenTp1cOHCBRQXFz9QuGGDYnPS5kpLpwe7nEZE1YtSyX8qiazBXFdG+TfWXIQe0BVJ6xznhoiISDYMN+aiK7677qCSrw4iIiI7x3BjLvq/hRt2BSciIpINw425MNwQEdmExMREBAQEIDc3V+5SbIpWq0VISAgOHz5s8c9iuDEXo3DDTmhEJK/hw4dDoVBAoVDAyckJ9evXx7vvvovCwsIy+27atAndunWDh4cHXF1d0bFjRyxfvrzc9/3hhx/w+OOPw8vLC+7u7mjdujVmzpyJGzduWPgbWc+kSZMwduxYeHh4yF2KxSxcuBAhISFwdnZGWFgYDh48eM9j5s2bh6ZNm8LFxQUajQbjx48v988TAHz00UdQKBR46623DNtUKhUmTJiA9957z1xfo0IMN+ZSOiM4AHAcDCLbJQRQnC/Pw8QxtHr16oUrV64gOTkZn332Gb788ktER0cb7TN//nz07dsXXbt2xYEDB/DXX39h4MCBGDlyJCZMmGC075QpUzBgwAB07NgRv/76K06cOIE5c+bg2LFjWLVq1QOf2qrSarUWe+/U1FRs2rQJw4cPf6D3sWSND2rdunWIiopCdHQ04uPj0aZNG0RERODq1asVHrNmzRpMnDgR0dHROH36NL7++musW7cOkydPLrPvoUOH8OWXX6J169ZlXhsyZAj27t2LkydPmvU7lSHsTHZ2tgAgsrOzzfvGN88L8SmkBxHZhNu3b4tTp06J27dv392ozbv7d93aD21elWuPjIwUffv2Ndr2/PPPi3bt2hmep6amCicnJxEVFVXm+P/+978CgPjzzz+FEEIcOHBAABDz5s0r9/Nu3rxZYS2XLl0SAwcOFLVq1RKurq4iNDTU8L7l1Tlu3DjRrVs3w/Nu3bqJ0aNHi3HjxonatWuLxx9/XAwaNEj079/f6DitVitq164tVqxYIYQQQqfTiZiYGBESEiKcnZ1F69atxfr16yusUwghZs+eLTp06GC0LSsrSwwcOFAEBQUJFxcX0bJlS7FmzRqjfcqrUQghjh8/Lnr16iXc3NyEn5+feOmll8S1a9cMx/3666+ia9euwsvLS/j4+Iinn35anD9/vtIaH1SnTp3E6NGjDc91Op0ICgoSsbGxFR4zevRo0aNHD6NtUVFRomvXrkbbcnNzRePGjcX27dtFt27dxLhx48q8V/fu3cXUqVPL/Zxy/87dYcrvd7W4cmPq5bH169ejWbNmcHZ2RqtWrbBlyxYrVVqJ0t5Sam9ZyyAiKs+JEyewf/9+qFR3e3N+//33KC4uLnOFBgBef/11uLu749tvvwUArF69Gu7u7hg1alS57+/t7V3u9ry8PHTr1g1paWnYuHEjjh07hnfffRd6vd6k+lesWAGVSoV9+/Zh8eLFGDJkCH755Rfk5eUZ9tm2bRsKCgrw3HPPAQBiY2OxcuVKLF68GCdPnsT48ePx0ksvYffu3RV+zp49e9ChQwejbYWFhQgNDcXmzZtx4sQJvPbaaxg6dGiZ36p/1njr1i306NED7dq1w+HDh7F161ZkZmaif//+hmPy8/MRFRWFw4cPY+fOnVAqlXjuuecqPT8xMTFwd3ev9JGamlrusVqtFkeOHEF4eLhhm1KpRHh4OOLi4ir8zC5duuDIkSOG75ycnIwtW7agd+/eRvuNHj0aTz/9tNH7/1OnTp2wZ8+eCl83B9kbh5ReHlu8eDHCwsIwb948REREIDExEX5+fmX2379/PwYNGoTY2Fg888wzWLNmDfr164f4+Hi0bNlShm9wByfNJLIPjq7Am3n33s9Sn22CTZs2wd3dHSUlJSgqKoJSqcSCBQsMr589exZeXl4IDAwsc6xKpUKDBg1w9uxZAMC5c+fQoEEDODmZ9m/cmjVrcO3aNRw6dAg+Pj4AgEaNGpn0HgDQuHFjfPLJJ4bnDRs2hJubG3766ScMHTrU8FnPPvssPDw8UFRUhJiYGOzYsQOdO3cGADRo0AB79+7Fl19+iW7dupX7ORcvXiwTboKDg40C4NixY7Ft2zZ899136NSpU4U1zpo1C+3atUNMTIxh27Jly6DRaHD27Fk0adIEL7zwgtFnLVu2DHXq1MGpU6cq/E0bOXKkUUAqT1BQULnbs7KyoNPp4O/vb7Td398fZ86cqfD9Bg8ejKysLDzyyCOGiWRHjhxpdFtq7dq1iI+Px6FDh+5Z28WLFyvd50HJHm7mzp2LV199FSNGjAAALF68GJs3b8ayZcswceLEMvt//vnn6NWrF9555x0AwAcffIDt27djwYIFWLx4sVVrN1IabjjGDZFtUyhqzECd3bt3xxdffIH8/Hx89tlncHR0LPNjWlXiPufMS0hIQLt27QzB5n6FhoYaPXd0dET//v2xevVqDB06FPn5+diwYQPWrl0LADh//jwKCgrwxBNPGB2n1WrRrl27Cj/n9u3bcHZ2Ntqm0+kQExOD7777DmlpadBqtSgqKiozJcc/azx27Bh+//33cieBTEpKQpMmTXDu3DlMnz4dBw4cQFZWluGKTWpqaoXhxsfH54HPp6l27dqFmJgYLFq0CGFhYTh//jzGjRuHDz74ANOmTcOlS5cwbtw4bN++vcz5+ycXFxeLT0Qra7gpvTw2adIkw7Z7XR6Li4tDVFSU0baIiAj8/PPP5e5fVFSEoqIiw/OcnJwHL7w8vHJDRNWMm5ub4SrJsmXL0KZNG3z99dd4+eWXAQBNmjRBdnY20tPTy/yfvlarRVJSErp3727Yd+/evSguLjbp6o2Li0ulryuVyjLBqbi4uMx+bm5lA+WQIUPQrVs3XL16Fdu3b4eLiwt69eoFAIbbVZs3b0ZwcLDRcWq1usJ6fH19cfPmTaNts2fPxueff4558+ahVatWcHNzw1tvvVWm0fA/a8zLy0OfPn3w8ccfl/mc0qtlffr0wUMPPYSlS5ciKCgIer0eLVu2rLRBckxMjNHVoPKcOnUK9erVK/f7OTg4IDMz02h7ZmYmAgICKny/adOmYejQoXjllVcAAK1atUJ+fj5ee+01TJkyBUeOHMHVq1fRvn17wzE6nQ5//PEHFixYgKKiIsNcUTdu3ECdOnUqrf9BydrmprLLYxkZGeUek5GRYdL+sbGx8PLyMjw0Go15iv8nIaRLxk6cXI+Iqh+lUonJkydj6tSpuH1b6t35wgsvwMnJCXPmzCmz/+LFi5Gfn49BgwYBkG5L5OXlYdGiReW+/61bt8rd3rp1ayQkJFTYVbxOnTq4cuWK0baEhIQqfacuXbpAo9Fg3bp1WL16NV588UVD8GrRogXUajVSU1PRqFEjo0dlvwPt2rXDqVOnjLbt27cPffv2xUsvvYQ2bdoY3a6rTPv27XHy5EmEhISUqcHNzQ3Xr19HYmIipk6dip49e6J58+ZlglV5Ro4ciYSEhEofFd2WUqlUCA0Nxc6dOw3b9Ho9du7cabh9V56CgoIyc6yVhhUhBHr27Injx48b1dChQwcMGTIECQkJRpNgnjhxotKrZ+ZQLRoUW9KkSZOQnZ1teFy6dMkyHxT0L2BcPjDcwt3biIju04svvggHBwcsXLgQAFCvXj188sknmDdvHqZMmYIzZ84gKSkJc+fOxbvvvou3334bYWFhAICwsDDDtnfffRdxcXG4ePEidu7ciRdffBErVqwo9zMHDRqEgIAA9OvXD/v27UNycjJ++OEHw9X5Hj164PDhw1i5ciXOnTuH6OhonDhxosrfafDgwVi8eDG2b9+OIUOGGLZ7eHhgwoQJGD9+PFasWIGkpCTEx8dj/vz5FdYKSHcC4uLioNPpDNsaN26M7du3Y//+/Th9+jRef/31Mlc+yjN69GjcuHEDgwYNwqFDh5CUlIRt27ZhxIgR0Ol0qFWrFmrXro0lS5bg/Pnz+O2338rcmSiPj49PmbD0z4ejY8U3ZqKiorB06VKsWLECp0+fxhtvvIH8/HxD8xAAGDZsmNFdlT59+uCLL77A2rVrkZKSgu3bt2PatGno06cPHBwc4OHhgZYtWxo93NzcULt27TK31/bs2YMnn3zynt/zgdyzP5UFFRUVCQcHB/HTTz8ZbR82bJh49tlnyz1Go9GIzz77zGjb9OnTRevWrav0mRbrCk5ENqeybqnVXXldrIUQIjY2VtSpU0fk5d3tVr5hwwbx6KOPCjc3N+Hs7CxCQ0PFsmXLyn3fdevWiccee0x4eHgINzc30bp1azFz5sxKu4JfuHBBvPDCC8LT01O4urqKDh06iAMHDhhenz59uvD39xdeXl5i/PjxYsyYMWW6gpfXpVgIIU6dOiUAiIceekjo9Xqj1/R6vZg3b55o2rSpcHJyEnXq1BERERFi9+7dFdZaXFwsgoKCxNatWw3brl+/Lvr27Svc3d2Fn5+fmDp1qhg2bJjR+a2oxrNnz4rnnntOeHt7CxcXF9GsWTPx1ltvGWrdvn27aN68uVCr1aJ169Zi165dAkCZ30Vzmz9/vqhXr55QqVSiU6dOhq75f/8+kZGRhufFxcVixowZomHDhsLZ2VloNBoxatSoSv+7l3dO9u/fL7y9vUVBQUG5x5irK7hCiPtsJWYmYWFh6NSpE+bPnw9AujxWr149jBkzptwGxQMGDEBBQQF++eUXw7YuXbqgdevWVWpQnJOTAy8vL2RnZ8PT09N8X4SIbE5hYSFSUlJQv379ezaSJNuxcOFCbNy4Edu2bZO7FJszYMAAtGnTptzB/4DK/86Z8vste2+pqKgoREZGokOHDujUqRPmzZtndHls2LBhCA4ORmxsLABg3Lhx6NatG+bMmYOnn34aa9euxeHDh7FkyRI5vwYREdmI119/Hbdu3UJubq5NT8FgbVqtFq1atcL48eMt/lmyh5sBAwbg2rVrmD59OjIyMtC2bVts3brV0Gg4NTXVqBFTly5dsGbNGkydOhWTJ09G48aN8fPPP8s7xg0REdkMR0dHTJkyRe4ybI5KpcLUqVOt8lmy35ayNt6WIqKq4m0pIusy120pm+8tRUT0oOzs/wGJZGOuv2sMN0REFSgdM8XSo6kSkaR08MK/j4tzP2Rvc0NEVF05ODjA29sbV69eBQC4urpCoVDIXBWRbdLr9bh27RpcXV0rHaenKhhuiIgqUTokfWnAISLLUSqVqFev3gP/TwTDDRFRJRQKBQIDA+Hn51funEdEZD4qlarMNA/3g+GGiKgKHBwcHrgdABFZBxsUExERkU1huCEiIiKbwnBDRERENsXu2tyUDhCUk5MjcyVERERUVaW/21UZ6M/uwk1ubi4AQKPRyFwJERERmSo3NxdeXl6V7mN3c0vp9Xqkp6fDw8PD7INx5eTkQKPR4NKlS5y3yoJ4nq2D59k6eJ6th+faOix1noUQyM3NRVBQ0D27i9vdlRulUom6deta9DM8PT35F8cKeJ6tg+fZOnierYfn2joscZ7vdcWmFBsUExERkU1huCEiIiKbwnBjRmq1GtHR0VCr1XKXYtN4nq2D59k6eJ6th+faOqrDeba7BsVERERk23jlhoiIiGwKww0RERHZFIYbIiIisikMN0RERGRTGG5MtHDhQoSEhMDZ2RlhYWE4ePBgpfuvX78ezZo1g7OzM1q1aoUtW7ZYqdKazZTzvHTpUjz66KOoVasWatWqhfDw8Hv+dyGJqX+eS61duxYKhQL9+vWzbIE2wtTzfOvWLYwePRqBgYFQq9Vo0qQJ/+2oAlPP87x589C0aVO4uLhAo9Fg/PjxKCwstFK1NdMff/yBPn36ICgoCAqFAj///PM9j9m1axfat28PtVqNRo0aYfny5RavE4KqbO3atUKlUolly5aJkydPildffVV4e3uLzMzMcvfft2+fcHBwEJ988ok4deqUmDp1qnBychLHjx+3cuU1i6nnefDgwWLhwoXi6NGj4vTp02L48OHCy8tLXL582cqV1yymnudSKSkpIjg4WDz66KOib9++1im2BjP1PBcVFYkOHTqI3r17i71794qUlBSxa9cukZCQYOXKaxZTz/Pq1auFWq0Wq1evFikpKWLbtm0iMDBQjB8/3sqV1yxbtmwRU6ZMET/++KMAIH766adK909OThaurq4iKipKnDp1SsyfP184ODiIrVu3WrROhhsTdOrUSYwePdrwXKfTiaCgIBEbG1vu/v379xdPP/200bawsDDx+uuvW7TOms7U8/xPJSUlwsPDQ6xYscJSJdqE+znPJSUlokuXLuKrr74SkZGRDDdVYOp5/uKLL0SDBg2EVqu1Vok2wdTzPHr0aNGjRw+jbVFRUaJr164WrdOWVCXcvPvuu+Lhhx822jZgwAARERFhwcqE4G2pKtJqtThy5AjCw8MN25RKJcLDwxEXF1fuMXFxcUb7A0BERESF+9P9ned/KigoQHFxMXx8fCxVZo13v+d55syZ8PPzw8svv2yNMmu8+znPGzduROfOnTF69Gj4+/ujZcuWiImJgU6ns1bZNc79nOcuXbrgyJEjhltXycnJ2LJlC3r37m2Vmu2FXL+Ddjdx5v3KysqCTqeDv7+/0XZ/f3+cOXOm3GMyMjLK3T8jI8NiddZ093Oe/+m9995DUFBQmb9QdNf9nOe9e/fi66+/RkJCghUqtA33c56Tk5Px22+/YciQIdiyZQvOnz+PUaNGobi4GNHR0dYou8a5n/M8ePBgZGVl4ZFHHoEQAiUlJRg5ciQmT55sjZLtRkW/gzk5Obh9+zZcXFws8rm8ckM25aOPPsLatWvx008/wdnZWe5ybEZubi6GDh2KpUuXwtfXV+5ybJper4efnx+WLFmC0NBQDBgwAFOmTMHixYvlLs2m7Nq1CzExMVi0aBHi4+Px448/YvPmzfjggw/kLo3MgFduqsjX1xcODg7IzMw02p6ZmYmAgIByjwkICDBpf7q/81zq008/xUcffYQdO3agdevWliyzxjP1PCclJeHChQvo06ePYZterwcAODo6IjExEQ0bNrRs0TXQ/fx5DgwMhJOTExwcHAzbmjdvjoyMDGi1WqhUKovWXBPdz3meNm0ahg4dildeeQUA0KpVK+Tn5+O1117DlClToFTy//3NoaLfQU9PT4tdtQF45abKVCoVQkNDsXPnTsM2vV6PnTt3onPnzuUe07lzZ6P9AWD79u0V7k/3d54B4JNPPsEHH3yArVu3okOHDtYotUYz9Tw3a9YMx48fR0JCguHx7LPPonv37khISIBGo7Fm+TXG/fx57tq1K86fP28IjwBw9uxZBAYGMthU4H7Oc0FBQZkAUxooBadcNBvZfgct2lzZxqxdu1ao1WqxfPlycerUKfHaa68Jb29vkZGRIYQQYujQoWLixImG/fft2yccHR3Fp59+Kk6fPi2io6PZFbwKTD3PH330kVCpVOL7778XV65cMTxyc3Pl+go1gqnn+Z/YW6pqTD3PqampwsPDQ4wZM0YkJiaKTZs2CT8/PzFr1iy5vkKNYOp5jo6OFh4eHuLbb78VycnJ4n//+59o2LCh6N+/v1xfoUbIzc0VR48eFUePHhUAxNy5c8XRo0fFxYsXhRBCTJw4UQwdOtSwf2lX8HfeeUecPn1aLFy4kF3Bq6P58+eLevXqCZVKJTp16iT+/PNPw2vdunUTkZGRRvt/9913okmTJkKlUomHH35YbN682coV10ymnOeHHnpIACjziI6Otn7hNYypf57/juGm6kw9z/v37xdhYWFCrVaLBg0aiA8//FCUlJRYueqax5TzXFxcLGbMmCEaNmwonJ2dhUajEaNGjRI3b960fuE1yO+//17uv7el5zYyMlJ069atzDFt27YVKpVKNGjQQHzzzTcWr1MhBK+/ERERke1gmxsiIiKyKQw3REREZFMYboiIiMimMNwQERGRTWG4ISIiIpvCcENEREQ2heGGiIiIbArDDREREdkUhhsiMrJ8+XJ4e3vLXcZ9UygU+PnnnyvdZ/jw4ejXr59V6iEi62O4IbJBw4cPh0KhKPM4f/683KVh+fLlhnqUSiXq1q2LESNG4OrVq2Z5/ytXruCpp54CAFy4cAEKhQIJCQlG+3z++edYvny5WT6vIjNmzDB8TwcHB2g0Grz22mu4ceOGSe/DIEZkOke5CyAiy+jVqxe++eYbo2116tSRqRpjnp6eSExMhF6vx7FjxzBixAikp6dj27ZtD/zeAQEB99zHy8vrgT+nKh5++GHs2LEDOp0Op0+fxn/+8x9kZ2dj3bp1Vvl8InvFKzdENkqtViMgIMDo4eDggLlz56JVq1Zwc3ODRqPBqFGjkJeXV+H7HDt2DN27d4eHhwc8PT0RGhqKw4cPG17fu3cvHn30Ubi4uECj0eDNN99Efn5+pbUpFAoEBAQgKCgITz31FN58803s2LEDt2/fhl6vx8yZM1G3bl2o1Wq0bdsWW7duNRyr1WoxZswYBAYGwtnZGQ899BBiY2ON3rv0tlT9+vUBAO3atYNCocDjjz8OwPhqyJIlSxAUFAS9Xm9UY9++ffGf//zH8HzDhg1o3749nJ2d0aBBA7z//vsoKSmp9Hs6OjoiICAAwcHBCA8Px4svvojt27cbXtfpdHj55ZdRv359uLi4oGnTpvj8888Nr8+YMQMrVqzAhg0bDFeBdu3aBQC4dOkS+vfvD29vb/j4+KBv3764cOFCpfUQ2QuGGyI7o1Qq8d///hcnT57EihUr8Ntvv+Hdd9+tcP8hQ4agbt26OHToEI4cOYKJEyfCyckJAJCUlIRevXrhhRdewF9//YV169Zh7969GDNmjEk1ubi4QK/Xo6SkBJ9//jnmzJmDTz/9FH/99RciIiLw7LPP4ty5cwCA//73v9i4cSO+++47JCYmYvXq1QgJCSn3fQ8ePAgA2LFjB65cuYIff/yxzD4vvvgirl+/jt9//92w7caNG9i6dSuGDBkCANizZw+GDRuGcePG4dSpU/jyyy+xfPlyfPjhh1X+jhcuXMC2bdugUqkM2/R6PerWrYv169fj1KlTmD59OiZPnozvvvsOADBhwgT0798fvXr1wpUrV3DlyhV06dIFxcXFiIiIgIeHB/bs2YN9+/bB3d0dvXr1glarrXJNRDbL4vOOE5HVRUZGCgcHB+Hm5mZ4/Pvf/y533/Xr14vatWsbnn/zzTfCy8vL8NzDw0MsX7683GNffvll8dprrxlt27Nnj1AqleL27dvlHvPP9z979qxo0qSJ6NChgxBCiKCgIPHhhx8aHdOxY0cxatQoIYQQY8eOFT169BB6vb7c9wcgfvrpJyGEECkpKQKAOHr0qNE+kZGRom/fvobnffv2Ff/5z38Mz7/88ksRFBQkdDqdEEKInj17ipiYGKP3WLVqlQgMDCy3BiGEiI6OFkqlUri5uQlnZ2cBQAAQc+fOrfAYIYQYPXq0eOGFFyqstfSzmzZtanQOioqKhIuLi9i2bVul709kD9jmhshGde/eHV988YXhuZubGwDpKkZsbCzOnDmDnJwclJSUoLCwEAUFBXB1dS3zPlFRUXjllVewatUqw62Vhg0bApBuWf31119YvXq1YX8hBPR6PVJSUtC8efNya8vOzoa7uzv0ej0KCwvxyCOP4KuvvkJOTg7S09PRtWtXo/27du2KY8eOAZBuKT3xxBNo2rQpevXqhWeeeQZPPvnkA52rIUOG4NVXX8WiRYugVquxevVqDBw4EEql0vA99+3bZ3SlRqfTVXreAKBp06bYuHEjCgsL8X//939ISEjA2LFjjfZZuHAhli1bhtTUVNy+fRtarRZt27attN5jx47h/Pnz8PDwMNpeWFiIpKSk+zgDRLaF4YbIRrm5uaFRo0ZG2y5cuIBnnnkGb7zxBj788EP4+Phg7969ePnll6HVasv9kZ4xYwYGDx6MzZs349dff0V0dDTWrl2L5557Dnl5eXj99dfx5ptvljmuXr16Fdbm4eGB+Ph4KJVKBAYGwsXFBQCQk5Nzz+/Vvn17pKSk4Ndff8WOHTvQv39/hIeH4/vvv7/nsRXp06cPhBDYvHkzOnbsiD179uCzzz4zvJ6Xl4f3338fzz//fJljnZ2dK3xflUpl+G/w0Ucf4emnn8b777+PDz74AACwdu1aTJgwAXPmzEHnzp3h4eGB2bNn48CBA5XWm5eXh9DQUKNQWaq6NBonkhPDDZEdOXLkCPR6PebMmWO4KlHavqMyTZo0QZMmTTB+/HgMGjQI33zzDZ577jm0b98ep06dKhOi7kWpVJZ7jKenJ4KCgrBv3z5069bNsH3fvn3o1KmT0X4DBgzAgAED8O9//xu9evXCjRs34OPjY/R+pe1bdDpdpfU4Ozvj+eefx+rVq3H+/Hk0bdoU7du3N7zevn17JCYmmvw9/2nq1Kno0aMH3njjDcP37NKlC0aNGmXY559XXlQqVZn627dvj3Xr1sHPzw+enp4PVBORLWKDYiI70qhRIxQXF2P+/PlITk7GqlWrsHjx4gr3v337NsaMGYNdu3bh4sWL2LdvHw4dOmS43fTee+9h//79GDNmDBISEnDu3Dls2LDB5AbFf/fOO+/g448/xrp165CYmIiJEyciISEB48aNAwDMnTsX3377Lc6cOYOzZ89i/fr1CAgIKHfgQT8/P7i4uGDr1q3IzMxEdnZ2hZ87ZMgQbN68GcuWLTM0JC41ffp0rFy5Eu+//z5OnjyJ06dPY+3atZg6dapJ361z585o3bo1YmJiAACNGzfG4cOHsW3bNpw9exbTpk3DoUOHjI4JCQnBX3/9hcTERGRlZaG4uBhDhgyBr68v+vbtiz179iAlJQW7du3Cm2++icuXL5tUE5FNkrvRDxGZX3mNUEvNnTtXBAYGChcXFxERESFWrlwpAIibN28KIYwb/BYVFYmBAwcKjUYjVCqVCAoKEmPGjDFqLHzw4EHxxBNPCHd3d+Hm5iZat25dpkHw3/2zQfE/6XQ6MWPGDBEcHCycnJxEmzZtxK+//mp4fcmSJaJt27bCzc1NeHp6ip49e4r4+HjD6/hbg2IhhFi6dKnQaDRCqVSKbt26VXh+dDqdCAwMFABEUlJSmbq2bt0qunTpIlxcXISnp6fo1KmTWLJkSYXfIzo6WrRp06bM9m+//Vao1WqRmpoqCgsLxfDhw4WXl5fw9vYWb7zxhpg4caLRcVevXjWcXwDi999/F0IIceXKFTFs2DDh6+sr1Gq1aNCggXj11VdFdnZ2hTUR2QuFEELIG6+IiIiIzIe3pYiIiMimMNwQERGRTWG4ISIiIpvCcENEREQ2heGGiIiIbArDDREREdkUhhsiIiKyKQw3REREZFMYboiIiMimMNwQERGRTWG4ISIiIpvy/3mm2oPILb3FAAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from sklearn.metrics import roc_curve, auc\n", "fpr, tpr, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", @@ -487,17 +1528,169 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from sklearn.metrics import (roc_curve, auc, precision_score, recall_score, f1_score, accuracy_score)\n", + "from IPython.display import HTML" + ] + }, + { + "cell_type": "code", + "execution_count": 45, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "def evaluate_classifier(clf, X_test, y_test, scenarios, optimal_thresholds):\n", + " \"\"\"Compute all metrics for each scenario\"\"\"\n", + " results = []\n", + " \n", + " # get predicted probabilities\n", + " y_score = clf.predict_proba(X_test)[:, 1]\n", + " \n", + " # compute threshold-independent metrics\n", + " fpr, tpr, _ = roc_curve(y_test, y_score)\n", + " roc_auc = auc(fpr, tpr)\n", + " \n", + " for scenario in scenarios:\n", + " N_S, N_B = scenario\n", + " threshold = optimal_thresholds[scenario]\n", + " \n", + " # applying threshold to get binary predictions\n", + " y_pred = (y_score > threshold).astype(int)\n", + " \n", + " # Compute metrics\n", + " precision = precision_score(y_test, y_pred)\n", + " recall = recall_score(y_test, y_pred)\n", + " f1 = f1_score(y_test, y_pred)\n", + " accuracy = accuracy_score(y_test, y_pred)\n", + " fpr_value = sum((y_pred == 1) & (y_test == 0)) / sum(y_test == 0)\n", + " \n", + " # Calculate significance\n", + " sig = (recall * N_S) / np.sqrt(recall * N_S + fpr_value * N_B)\n", + " \n", + " results.append({\n", + " 'Scenario': f\"{N_S}/{N_B}\",\n", + " 'Threshold': f\"{threshold:.3f}\",\n", + " 'TPR (Recall)': f\"{recall:.3f}\",\n", + " 'FPR': f\"{fpr_value:.3f}\",\n", + " 'Precision': f\"{precision:.3f}\",\n", + " 'F1': f\"{f1:.3f}\",\n", + " 'Accuracy': f\"{accuracy:.3f}\",\n", + " 'AUC': f\"{roc_auc:.3f}\",\n", + " 'Max σS': f\"{sig:.1f}\"\n", + " })\n", + " \n", + " return pd.DataFrame(results)" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# Using results (from 4c)\n", + "scenarios = [\n", + " (10, 100),\n", + " (100, 1000),\n", + " (1000, 10000),\n", + " (10000, 100000)\n", + "]\n", + "\n", + "optimal_thresholds = {\n", + " (10, 100): 0.805,\n", + " (100, 1000): 0.805,\n", + " (1000, 10000): 0.805,\n", + " (10000, 100000): 0.805\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ScenarioThresholdTPR (Recall)FPRPrecisionF1AccuracyAUCMax σS
10/1000.8050.4320.0180.9530.5940.7300.8651.7
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" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Creating table\n", + "metrics_df = evaluate_classifier(gb, X_test, y_test, scenarios, optimal_thresholds)\n", + "display(HTML(metrics_df.to_html(index=False)))" + ] } ], "metadata": { From d183ab489e471dbac5fd87f60d92a92d4c1efad0 Mon Sep 17 00:00:00 2001 From: ClarissaTerrones Date: Sun, 20 Apr 2025 21:21:45 -0500 Subject: [PATCH 14/22] Recreate Lab 8 folder and restore solution --- Labs/Lab.8/Lab.8.ipynb | 294 +++++++ Labs/Lab.8/Lab.8solution.ipynb | 524 +++++++++++++ Labs/Lab.8solution.ipynb | 1337 ++------------------------------ 3 files changed, 890 insertions(+), 1265 deletions(-) create mode 100644 Labs/Lab.8/Lab.8.ipynb create mode 100644 Labs/Lab.8/Lab.8solution.ipynb diff --git a/Labs/Lab.8/Lab.8.ipynb b/Labs/Lab.8/Lab.8.ipynb new file mode 100644 index 000000000..4210fa4f7 --- /dev/null +++ b/Labs/Lab.8/Lab.8.ipynb @@ -0,0 +1,294 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 8\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup for SUSY Dataset\n", + "\n", + "Use the SUSY dataset for the rest of this lab. Here is a basic setup." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Our usual libraries...\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "from IPython.display import HTML, display\n", + "import tabulate" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "filename=\"../Lab.7/SUSY.csv\"\n", + "VarNames=[\"signal\", \"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \n", + " \"l_2_phi\", \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\",\n", + " \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", + "df = pd.read_csv(filename, dtype='float64', names=VarNames)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scikit-Learn\n", + "\n", + "[Scikit-learn](http://scikit-learn.org) is a rich python library for data science, including machine learning. For example, we can build a Fisher Discriminant (aka Linear Discriminant Analysis, or LDA). \n", + "\n", + "### Exercise 1: Install Scikit-Learn\n", + "\n", + "Follow the [Installation Instructions](https://scikit-learn.org/stable/install.html) and install `scikit-learn` in your environment." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2: Read About Classifiers\n", + "\n", + "#### Part a\n", + "Scikit-learn offers an impressively comprehensive list of machine learning algorithms. Browse through [scikit-learn's documentation](https://scikit-learn.org/stable/index.html). You'll note the algorithms are organized into classification, regression, clustering, dimensionality reduction, model selection, and preprocessing. Browse through the list of [classification algorithms](https://scikit-learn.org/stable/supervised_learning.html#supervised-learning). \n", + "\n", + "#### Part b\n", + "Note scikit-learn's documentation is rather comprehensive. The documentation on [linear models](https://scikit-learn.org/stable/modules/linear_model.html) shows how classification problems are setup. Read about the first few methods and try to comprehend the example codes. Skim the rest of the document.\n", + "\n", + "#### Part c\n", + "Read through the [LDA Documentation](https://scikit-learn.org/stable/modules/lda_qda.html).\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 3: Training a Classifier\n", + "\n", + "Lets' repeat what we did manually in the previous lab using scikit-learn. We'll use a LDA classifier, which we can instanciate as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import sklearn.discriminant_analysis as DA\n", + "Fisher=DA.LinearDiscriminantAnalysis()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As discussed in the lecture, to properly formulate our problem, we'll have to:\n", + "\n", + "* Define the inputs (X) vs outputs (Y)\n", + "* Designate training vs testing samples (in order to get a unbias assessment of the performance of Machine Learning algorithms)\n", + "\n", + "for example, here we'll take use 4M events for training and the remainder for testing." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "N_Train=4000000\n", + "\n", + "Train_Sample=df[:N_Train]\n", + "Test_Sample=df[N_Train:]\n", + "\n", + "X_Train=Train_Sample[VarNames[1:]]\n", + "y_Train=Train_Sample[\"signal\"]\n", + "\n", + "X_Test=Test_Sample[VarNames[1:]]\n", + "y_Test=Test_Sample[\"signal\"]\n", + "\n", + "Test_sig=Test_Sample[Test_Sample.signal==1]\n", + "Test_bkg=Test_Sample[Test_Sample.signal==0]\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can train the classifier as follow:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
LinearDiscriminantAnalysis()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "LinearDiscriminantAnalysis()" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Fisher.fit(X_Train,y_Train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can plot the output, comparing signal and background:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.hist(Fisher.decision_function(Test_sig[VarNames[1:]]),bins=100,histtype=\"step\", color=\"blue\", label=\"signal\",stacked=True)\n", + "plt.hist(Fisher.decision_function(Test_bkg[VarNames[1:]]),bins=100,histtype=\"step\", color=\"red\", label=\"background\",stacked=True)\n", + "plt.legend(loc='upper right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part a\n", + "\n", + "Compare ROC curves computed on the test versus training samples, in a single plot. Do you see a bias?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part b\n", + "\n", + "Train the Fisher performance of using the raw, features, and raw+features as input. Compare the performance one a single plot. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 4: Comparing Techniques\n", + "\n", + "#### Part a\n", + "Select 3 different classifiers from the techniques listed [here](http://scikit-learn.org/stable/supervised_learning.html#supervised-learning) to compare. Note that you can use the multi-layer perceptron to build a deep network, though training may be prohibitively slow. So avoid this technique.\n", + "\n", + "#### Part b\n", + "\n", + "Write a function that takes an instantiated classifier and performs the comparison from part 3b. Use the function on your choice of functions in part a.\n", + "\n", + "#### Part c\n", + "\n", + "Use the best method from part c to compute the maximal significance $\\sigma_S= \\frac{N_S}{\\sqrt{N_S+N_B}}$ for the scenarios in lab 5." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 5: Metrics\n", + "\n", + "Scikit-learn provides methods for computing the FPR, TPR, ROC, AUC metrics. For example:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import roc_curve, auc\n", + "fpr, tpr, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", + "\n", + "roc_auc = auc(fpr, tpr)\n", + "\n", + "plt.plot(fpr,tpr,color='darkorange',label='ROC curve (area = %0.2f)' % roc_auc)\n", + "plt.legend(loc=\"lower right\")\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "#### Part a\n", + "TPR/FPR/ROC/AUC are one way of assessing the quality of a classifier. Read about [Precision and Recall](https://en.wikipedia.org/wiki/Precision_and_recall), [Accuracy](https://en.wikipedia.org/wiki/Accuracy_and_precision), and [F-score](https://en.wikipedia.org/wiki/F-score).\n", + "\n", + "#### Part b\n", + "Look through [model evaluation](https://scikit-learn.org/stable/modules/model_evaluation.html#) documentation. Using scikit-learns tools, compute TPR, FPR, ROC, AUC, Precision, Recall, F1 score, and accuracy for the method you selected in 4c above and each scenario. Make a nice table, which also includes the maximal significance. \n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.13.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Labs/Lab.8/Lab.8solution.ipynb b/Labs/Lab.8/Lab.8solution.ipynb new file mode 100644 index 000000000..b66432422 --- /dev/null +++ b/Labs/Lab.8/Lab.8solution.ipynb @@ -0,0 +1,524 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 8\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup for SUSY Dataset\n", + "\n", + "Use the SUSY dataset for the rest of this lab. Here is a basic setup." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Our usual libraries...\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "from IPython.display import HTML, display\n", + "import tabulate" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "filename=\"../Lab.7/SUSY-small.csv\"\n", + "VarNames=[\"signal\", \"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \n", + " \"l_2_phi\", \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\",\n", + " \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", + "df = pd.read_csv(filename, dtype='float64', names=VarNames)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(df.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scikit-Learn\n", + "\n", + "[Scikit-learn](http://scikit-learn.org) is a rich python library for data science, including machine learning. For example, we can build a Fisher Discriminant (aka Linear Discriminant Analysis, or LDA). \n", + "\n", + "### Exercise 1: Install Scikit-Learn\n", + "\n", + "Follow the [Installation Instructions](https://scikit-learn.org/stable/install.html) and install `scikit-learn` in your environment." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: scikit-learn in /home/cterrones/.local/lib/python3.10/site-packages (1.6.1)\n", + "Requirement already satisfied: numpy>=1.19.5 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (2.2.4)\n", + "Requirement already satisfied: threadpoolctl>=3.1.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (3.6.0)\n", + "Requirement already satisfied: joblib>=1.2.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.4.2)\n", + "Requirement already satisfied: scipy>=1.6.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.15.2)\n" + ] + } + ], + "source": [ + "!pip install scikit-learn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2: Read About Classifiers\n", + "\n", + "#### Part a|\n", + "Scikit-learn offers an impressively comprehensive list of machine learning algorithms. Browse through [scikit-learn's documentation](https://scikit-learn.org/stable/index.html). You'll note the algorithms are organized into classification, regression, clustering, dimensionality reduction, model selection, and preprocessing. Browse through the list of [classification algorithms](https://scikit-learn.org/stable/supervised_learning.html#supervised-learning). \n", + "\n", + "#### Part b\n", + "Note scikit-learn's documentation is rather comprehensive. The documentation on [linear models](https://scikit-learn.org/stable/modules/linear_model.html) shows how classification problems are setup. Read about the first few methods and try to comprehend the example codes. Skim the rest of the document.\n", + "\n", + "#### Part c\n", + "Read through the [LDA Documentation](https://scikit-learn.org/stable/modules/lda_qda.html).\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 3: Training a Classifier\n", + "\n", + "Lets' repeat what we did manually in the previous lab using scikit-learn. We'll use a LDA classifier, which we can instanciate as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "import sklearn.discriminant_analysis as DA\n", + "Fisher=DA.LinearDiscriminantAnalysis()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As discussed in the lecture, to properly formulate our problem, we'll have to:\n", + "\n", + "* Define the inputs (X) vs outputs (Y)\n", + "* Designate training vs testing samples (in order to get a unbias assessment of the performance of Machine Learning algorithms)\n", + "\n", + "for example, here we'll take use 4M events for training and the remainder for testing." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "#N_Train=4000000\n", + "N_Train = int((0.8) * len(df)) # use 80% for training\n", + "Train_Sample=df[:N_Train]\n", + "Test_Sample=df[N_Train:]\n", + "\n", + "X_Train=Train_Sample[VarNames[1:]]\n", + "y_Train=Train_Sample[\"signal\"]\n", + "\n", + "X_Test=Test_Sample[VarNames[1:]]\n", + "y_Test=Test_Sample[\"signal\"]\n", + "\n", + "Test_sig=Test_Sample[Test_Sample.signal==1]\n", + "Test_bkg=Test_Sample[Test_Sample.signal==0]\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can train the classifier as follow:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "Fisher.fit(X_Train,y_Train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can plot the output, comparing signal and background:" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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6qrZt26Y333xTkncgrSQ1bdr0vPv5+c9/rs6dO+tvf/ubTp48Wa1aKgaVCxUaGmqO5SlX1fErh6+QkBCVlZX5fbyaRoBB8HG5fhrfsndvoKsB0MBt2bLF5/XmzZvVsWNHffHFF/r+++/15JNP6uqrr1bnzp3PGMDbrVs3ffjhh+cMJm3atNG6deu0f/9+/e53v/Np26lTJ23bts2nfeXXVUlISNCnn36qY8eOmes+/vhjhYaGmoN827Ztq0OHDpnbT58+rc8///y8+658nM8++0zFxcXmus2bN/u1j+oiwCC4lD8XIjHRuwwd6n1uQ5s2ga4MQAPlcrmUlZWlvLw8vfbaa3r22Wd1//33Ky4uTuHh4Xr22Wf11Vdf6a233tKjjz7q894xY8bI4/Ho9ttv1yeffKJ9+/bplVdeOeMyTnR0tNatW6cvvvhCd9xxhznId+zYsXrppZe0ZMkS7du3T4899pg+++wzn0taVUlPT1eTJk2UkZGhzz//XB988IHGjh2ru+66SzExMZKk6667TmvWrNGaNWv0xRdfaPTo0SosLPTr7+bOO+9USEiI7r33Xu3Zs0dvv/22/vKXv/i1j+riOTAILlU9F8LPJ2cCsJi66mmt5nHuvvtunThxQn369FFYWJjuv/9+jRw5UiEhIVq8eLH+9Kc/ad68eerVq5f+8pe/6De/+Y353tatW2vdunWaMGGCfvWrXyksLEw9evRQv379zjiOw+HQunXrdO211yo9PV3Lli1Tenq6vvrqKz3wwAMqLi7W7373Ow0bNkxbt249Z80RERFau3at7r//fl155ZWKiIjQkCFD9PTTT5tthg8frk8//VR33323GjVqpPHjx6t///5+/d00b95cq1at0qhRo9SzZ0916dJFTz31lIYMGeLXfqojxKh8Aaye8Hg8ioyMVFFRkex2e6DLwYXavt3b8+J0ese41HR7AHWuuLhY+fn5io+P9xnsyZN4q+f666+Xw+HQK6+8EuhSqu2sPxO68O9vemAAAIFRfldhEM+FFGjHjx/XokWLlJqaqrCwML322mt6//33lZ2dHejSAo4AAwAInLg4SwWKuhYSEqK3335bjz/+uIqLi9WpUyf97//+r1JSUgJdWsARYAAACFJNmzbV+++/H+gygpJfdyFdeumlCgkJOWPJzMyU5L2mlZmZqdatW6t58+YaMmSICgoKfPbhcrmUlpamiIgIRUdHa8KECWc8Unn9+vXq1auXbDabLr/8ci1evPjizhIAANQrfgWYbdu26dChQ+ZSfg3ut7/9rSRp/PjxWrVqlVasWKENGzbo4MGDGjx4sPn+06dPKy0tTaWlpdq0aZOWLFmixYsXa+rUqWab/Px8paWlqX///tq5c6fGjRune+65R2vXrq2J8wUAAPXBOScaOI/777/f+PnPf26UlZUZhYWFRuPGjY0VK1aY2/fu3WtIMnJzcw3DMIy3337bZx4Gw/DOmWC32805HCZOnGhcccUVPse57bbbjNTUVL9qYy4ki/J3rpK6nksFgN/K5705fvx4oEtBkDh+/Hjg5kIqLS3V0qVLNXz4cIWEhMjpdOrkyZM+A4s6d+6suLg45ebmSpJyc3PVtWtX8yE6kpSamiqPx6Pdu3ebbSoPTkpNTTX3cTYlJSXyeDw+CwAg8MofRX+8Lm+XRlAr/1k41xxR51PtQbwrV65UYWGhOW242+1WeHi4oqKifNrFxMTI7XabbSqGl/Lt5dvO1cbj8ejEiRNnnVdixowZmj59enVPBwBQS8LCwhQVFWU+Zj8iIuK8T5JF/WQYho4fP67Dhw8rKipKYWFh1d5XtQPMSy+9pEGDBik2NrbaB69JkydPVlZWlvna4/Goffv2AawIAFDO4XBI0hlzBaFhioqKMn8mqqtaAeabb77R+++/r3/84x/mOofDodLSUhUWFvr0whQUFJhFOhyOMx5/XH6XUsU2le9cKigokN1uP+esnjabTTabrTqnAwCoZSEhIWrXrp2io6OrPeMy6ofGjRtfVM9LuWoFmJdfflnR0dFKS0sz1yUmJqpx48bKyckx50DIy8uTy+VScnKyJCk5OVmPP/64Dh8+rOjoaElSdna27Ha7unTpYrZ5++23fY6XnZ1t7gMAYF1hYWE18uUF+D2It6ysTC+//LIyMjLUqNFP+ScyMlIjRoxQVlaWPvjgAzmdTv3+979XcnKy+vbtK0kaOHCgunTporvuukuffvqp1q5dqylTpigzM9PsPRk1apS++uorTZw4UV988YUWLFig5cuXa/z48TV0ygAAwOr87oF5//335XK5NHz48DO2zZkzR6GhoRoyZIhKSkqUmpqqBQsWmNvDwsK0evVqjR49WsnJyWrWrJkyMjL0yCOPmG3i4+O1Zs0ajR8/XnPnztUll1yiF198UampqdU8RQAAUN8wGzWCC7NRA0CDdqHf39V+DgwAAECgEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDl+B1gvv32Ww0dOlStW7dW06ZN1bVrV33yySfmdsMwNHXqVLVr105NmzZVSkqK9u3b57OPH374Qenp6bLb7YqKitKIESN09OhRnzafffaZrr76ajVp0kTt27fXzJkzq3mKAACgvvErwPznP/9Rv3791LhxY73zzjvas2ePZs+erZYtW5ptZs6cqXnz5mnRokXasmWLmjVrptTUVBUXF5tt0tPTtXv3bmVnZ2v16tXauHGjRo4caW73eDwaOHCgOnToIKfTqVmzZmnatGl6/vnna+CUAQCA5Rl+mDRpknHVVVeddXtZWZnhcDiMWbNmmesKCwsNm81mvPbaa4ZhGMaePXsMSca2bdvMNu+8844REhJifPvtt4ZhGMaCBQuMli1bGiUlJT7H7tSp0wXXWlRUZEgyioqKLvg9CAJOp2FI3v/6037pUu+fnU7D+Oab2q0RAFBrLvT7268emLfeeku9e/fWb3/7W0VHR6tnz5564YUXzO35+flyu91KSUkx10VGRiopKUm5ubmSpNzcXEVFRal3795mm5SUFIWGhmrLli1mm2uuuUbh4eFmm9TUVOXl5ek///lPlbWVlJTI4/H4LGgA2rSRIiKkoUOlxETvkpAguVyBrgwAUIv8CjBfffWVFi5cqI4dO2rt2rUaPXq0/vjHP2rJkiWSJLfbLUmKiYnxeV9MTIy5ze12Kzo62md7o0aN1KpVK582Ve2j4jEqmzFjhiIjI82lffv2/pwarCouTtq7V3I6vcvSpdLx49KRI4GuDABQixr507isrEy9e/fWE088IUnq2bOnPv/8cy1atEgZGRm1UuCFmjx5srKysszXHo+HENNQxMV5FwBAg+FXD0y7du3UpUsXn3UJCQly/V93vcPhkCQVFBT4tCkoKDC3ORwOHT582Gf7qVOn9MMPP/i0qWofFY9Rmc1mk91u91kAAED95FeA6devn/Ly8nzW/etf/1KHDh0kSfHx8XI4HMrJyTG3ezwebdmyRcnJyZKk5ORkFRYWyul0mm3WrVunsrIyJSUlmW02btyokydPmm2ys7PVqVMnnzueAABAw+RXgBk/frw2b96sJ554Qvv379eyZcv0/PPPKzMzU5IUEhKicePG6bHHHtNbb72lXbt26e6771ZsbKxuueUWSd4emxtuuEH33nuvtm7dqo8//lhjxozR7bffrtjYWEnSnXfeqfDwcI0YMUK7d+/WG2+8oblz5/pcIgIAAA2Yv7c3rVq1yvjlL39p2Gw2o3Pnzsbzzz/vs72srMx46KGHjJiYGMNmsxkDBgww8vLyfNp8//33xh133GE0b97csNvtxu9//3vjxx9/9Gnz6aefGldddZVhs9mMn/3sZ8aTTz7pV53cRm1R/t5GXdPvBwAE1IV+f4cYhmEEOkTVBo/Ho8jISBUVFTEexkq2b/feCu10Sr161f37AQABdaHf38yFBAAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALIcAAwAALMevADNt2jSFhIT4LJ07dza3FxcXKzMzU61bt1bz5s01ZMgQFRQU+OzD5XIpLS1NERERio6O1oQJE3Tq1CmfNuvXr1evXr1ks9l0+eWXa/HixdU/QwAAUO/43QNzxRVX6NChQ+by0UcfmdvGjx+vVatWacWKFdqwYYMOHjyowYMHm9tPnz6ttLQ0lZaWatOmTVqyZIkWL16sqVOnmm3y8/OVlpam/v37a+fOnRo3bpzuuecerV279iJPFQAA1BeN/H5Do0ZyOBxnrC8qKtJLL72kZcuW6brrrpMkvfzyy0pISNDmzZvVt29fvffee9qzZ4/ef/99xcTEqEePHnr00Uc1adIkTZs2TeHh4Vq0aJHi4+M1e/ZsSVJCQoI++ugjzZkzR6mpqRd5ugAAoD7wuwdm3759io2N1WWXXab09HS5XC5JktPp1MmTJ5WSkmK27dy5s+Li4pSbmytJys3NVdeuXRUTE2O2SU1Nlcfj0e7du802FfdR3qZ8H2dTUlIij8fjswAAgPrJrwCTlJSkxYsX691339XChQuVn5+vq6++Wj/++KPcbrfCw8MVFRXl856YmBi53W5Jktvt9gkv5dvLt52rjcfj0YkTJ85a24wZMxQZGWku7du39+fUAACAhfh1CWnQoEHmn7t166akpCR16NBBy5cvV9OmTWu8OH9MnjxZWVlZ5muPx0OIAQCgnvJ7DExFUVFR+sUvfqH9+/fr+uuvV2lpqQoLC316YQoKCswxMw6HQ1u3bvXZR/ldShXbVL5zqaCgQHa7/ZwhyWazyWazXczpIFBcLunIEe+f9+4NbC0AAEu4qOfAHD16VF9++aXatWunxMRENW7cWDk5Oeb2vLw8uVwuJScnS5KSk5O1a9cuHT582GyTnZ0tu92uLl26mG0q7qO8Tfk+UM+4XFJCgpSY6F2GDpUiIqQ2bQJdGQAgiPnVA/PAAw/opptuUocOHXTw4EE9/PDDCgsL0x133KHIyEiNGDFCWVlZatWqlex2u8aOHavk5GT17dtXkjRw4EB16dJFd911l2bOnCm3260pU6YoMzPT7D0ZNWqUnnvuOU2cOFHDhw/XunXrtHz5cq1Zs6bmzx6Bd+SIdPy4tHSpN8hI3vASFxfYugAAQc2vAPPvf/9bd9xxh77//nu1bdtWV111lTZv3qy2bdtKkubMmaPQ0FANGTJEJSUlSk1N1YIFC8z3h4WFafXq1Ro9erSSk5PVrFkzZWRk6JFHHjHbxMfHa82aNRo/frzmzp2rSy65RC+++CK3UNd3CQlSr16BrgIAYBEhhmEYgS6iNng8HkVGRqqoqEh2uz3Q5eBstm/3XjpyOmsmwNT0/gAAdepCv7+ZCwkAAFgOAQYAAFgOAQYAAFgOAQYAAFgOAQYAAFjORT2JFwhaFZ/oy3NlAKDeIcCgfmnTxvsk36FDf1oXEeENNIQYAKg3CDCoX+LivGGl4txKQ4d6XxNgAKDeIMCg/omLI6wAQD3HIF4AAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5BBgAAGA5FxVgnnzySYWEhGjcuHHmuuLiYmVmZqp169Zq3ry5hgwZooKCAp/3uVwupaWlKSIiQtHR0ZowYYJOnTrl02b9+vXq1auXbDabLr/8ci1evPhiSgUAAPVItQPMtm3b9Ne//lXdunXzWT9+/HitWrVKK1as0IYNG3Tw4EENHjzY3H769GmlpaWptLRUmzZt0pIlS7R48WJNnTrVbJOfn6+0tDT1799fO3fu1Lhx43TPPfdo7dq11S0XAADUI9UKMEePHlV6erpeeOEFtWzZ0lxfVFSkl156SU8//bSuu+46JSYm6uWXX9amTZu0efNmSdJ7772nPXv2aOnSperRo4cGDRqkRx99VPPnz1dpaakkadGiRYqPj9fs2bOVkJCgMWPG6NZbb9WcOXNq4JQBAIDVVSvAZGZmKi0tTSkpKT7rnU6nTp486bO+c+fOiouLU25uriQpNzdXXbt2VUxMjNkmNTVVHo9Hu3fvNttU3ndqaqq5j6qUlJTI4/H4LAAAoH5q5O8bXn/9dW3fvl3btm07Y5vb7VZ4eLiioqJ81sfExMjtdpttKoaX8u3l287VxuPx6MSJE2ratOkZx54xY4amT5/u7+kAAAAL8qsH5sCBA7r//vv16quvqkmTJrVVU7VMnjxZRUVF5nLgwIFAlwQAAGqJXwHG6XTq8OHD6tWrlxo1aqRGjRppw4YNmjdvnho1aqSYmBiVlpaqsLDQ530FBQVyOBySJIfDccZdSeWvz9fGbrdX2fsiSTabTXa73WcBAAD1k18BZsCAAdq1a5d27txpLr1791Z6err558aNGysnJ8d8T15enlwul5KTkyVJycnJ2rVrlw4fPmy2yc7Olt1uV5cuXcw2FfdR3qZ8HwAAoGHzawxMixYt9Mtf/tJnXbNmzdS6dWtz/YgRI5SVlaVWrVrJbrdr7NixSk5OVt++fSVJAwcOVJcuXXTXXXdp5syZcrvdmjJlijIzM2Wz2SRJo0aN0nPPPaeJEydq+PDhWrdunZYvX641a9bUxDkDAACL83sQ7/nMmTNHoaGhGjJkiEpKSpSamqoFCxaY28PCwrR69WqNHj1aycnJatasmTIyMvTII4+YbeLj47VmzRqNHz9ec+fO1SWXXKIXX3xRqampNV0uAACwoBDDMIxAF1EbPB6PIiMjVVRUxHiYYLZ9u5SYKDmdUq9e1ts/AKBGXej3N3MhAQAAyyHAAAAAyyHAAAAAyyHAAAAAyyHAAAAAyyHAAAAAyyHAAAAAyyHAAAAAyyHAAAAAyyHAAAAAyyHAAAAAyyHAAAAAyyHAAAAAyyHAAAAAyyHAAAAAyyHAAAAAy2kU6AKAOrF3709/btNGiosLXC0AgItGgEH91qaNFBEhDR3607qICG+gIcQAgGURYFC/xcV5w8qRI97Xe/d6w8yRIwQYALAwAgzqv7g4wgoA1DMM4gUAAJZDgAEAAJZDgAEAAJZDgAEAAJZDgAEAAJZDgAEAAJZDgAEAAJZDgAEAAJbDg+zQoBw6JLWT94G8J8S0SABgVfTAoMFwuaRbb/X+OX2olJgoJSR41wMArIUeGDQYR45IJ4q9f351qbRd3mmRPvzQG2TK0SsDAMGPAIMGKSFBalbFRNUSk1UDgBUQYNBgVZ6oWmKyagCwCgIMGjQmqgYAa/JrEO/ChQvVrVs32e122e12JScn65133jG3FxcXKzMzU61bt1bz5s01ZMgQFRQU+OzD5XIpLS1NERERio6O1oQJE3Tq1CmfNuvXr1evXr1ks9l0+eWXa/HixdU/QzRoLpe0fbt32bs30NUAAGqKXwHmkksu0ZNPPimn06lPPvlE1113nW6++Wbt3r1bkjR+/HitWrVKK1as0IYNG3Tw4EENHjzYfP/p06eVlpam0tJSbdq0SUuWLNHixYs1depUs01+fr7S0tLUv39/7dy5U+PGjdM999yjtWvX1tApo6FwubxjXRITvcvQoVLTJoGuCgBQE0IMwzAuZgetWrXSrFmzdOutt6pt27ZatmyZbv2/e1W/+OILJSQkKDc3V3379tU777yjG2+8UQcPHlRMTIwkadGiRZo0aZK+++47hYeHa9KkSVqzZo0+//xz8xi33367CgsL9e67715wXR6PR5GRkSoqKpLdbr+YU0Rt2r7dmy6cTqlXr4valctV9XiWpUt/usuo3aHtanfj2Y9XXk7F93BXEgDUnQv9/q72GJjTp09rxYoVOnbsmJKTk+V0OnXy5EmlpKSYbTp37qy4uDgzwOTm5qpr165meJGk1NRUjR49Wrt371bPnj2Vm5vrs4/yNuPGjTtnPSUlJSopKTFfezye6p4aLKi8t+X4cd/1ERHS1VdXCCDbz72fNlXcmcRdSQAQfPwOMLt27VJycrKKi4vVvHlzvfnmm+rSpYt27typ8PBwRUVF+bSPiYmR2+2WJLndbp/wUr69fNu52ng8Hp04cUJNmzatsq4ZM2Zo+vTp/p4O6okjR7zhpWLPieR/70nlO5O4KwkAgpPfAaZTp07auXOnioqK9Pe//10ZGRnasGFDbdTml8mTJysrK8t87fF41L59+wBWhEBISLjoK1HcmQQAFuB3gAkPD9fll18uSUpMTNS2bds0d+5c3XbbbSotLVVhYaFPL0xBQYEcDockyeFwaOvWrT77K79LqWKbyncuFRQUyG63n7X3RZJsNptsNpu/pwMAACzooudCKisrU0lJiRITE9W4cWPl5OSY2/Ly8uRyuZScnCxJSk5O1q5du3T48GGzTXZ2tux2u7p06WK2qbiP8jbl+wAAAPCrB2by5MkaNGiQ4uLi9OOPP2rZsmVav3691q5dq8jISI0YMUJZWVlq1aqV7Ha7xo4dq+TkZPXt21eSNHDgQHXp0kV33XWXZs6cKbfbrSlTpigzM9PsPRk1apSee+45TZw4UcOHD9e6deu0fPlyrVmzpubPHgAAWJJfAebw4cO6++67dejQIUVGRqpbt25au3atrr/+eknSnDlzFBoaqiFDhqikpESpqalasGCB+f6wsDCtXr1ao0ePVnJyspo1a6aMjAw98sgjZpv4+HitWbNG48eP19y5c3XJJZfoxRdfVGpqag2dMgAAsDq/AsxLL710zu1NmjTR/PnzNX/+/LO26dChg95+++1z7ufaa6/Vjh07/CkNAAA0IBc9BgYAAKCuEWAAAIDlMBs1cAEqTwTJ9AIAEFgEGOAcqppaQGJ6AQAINAIMcA6VpxaQmF4AAIIBAQY4D6YWAIDgwyBeAABgOQQYAABgOVxCQt1zuX4aVFL59h4AAC4AAQZ1y+WSEhKk48d/WhcR4b3dBwCAC0SAQd06csQbXpYu9QYZiYeqAAD8RoBBYCQkSL16XdQuuBIFAA0XAQaWxJUoAGjYCDCwJK5EAUDDRoCBpdXAlahqq3jZivAEAHWLAAP4qar5kZgbCQDqFgEG8FPl+ZGYGwkA6h4BBg3TRV7/YX4kAAgsAgwaFq7/AEC9QIBBw8L1HwCoFwgwaHi4/gMAlsds1AAAwHLogQFqCM+FAYC6Q4ABLhLjggGg7hFggIvEuGAAqHsEGKAGMC4YAOoWg3gBAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDlEGAAAIDl8BwYoJZUnFpAYnoBAKhJfvXAzJgxQ1deeaVatGih6Oho3XLLLcrLy/NpU1xcrMzMTLVu3VrNmzfXkCFDVFBQ4NPG5XIpLS1NERERio6O1oQJE3Tq1CmfNuvXr1evXr1ks9l0+eWXa/HixdU7Q6COVZxaIDHxpyUhQXK5Al0dANQPfgWYDRs2KDMzU5s3b1Z2drZOnjypgQMH6tixY2ab8ePHa9WqVVqxYoU2bNiggwcPavDgweb206dPKy0tTaWlpdq0aZOWLFmixYsXa+rUqWab/Px8paWlqX///tq5c6fGjRune+65R2vXrq2BUwZqV/nUAk7nT8vSpdLx4z9NNwAAuEjGRTh8+LAhydiwYYNhGIZRWFhoNG7c2FixYoXZZu/evYYkIzc31zAMw3j77beN0NBQw+12m20WLlxo2O12o6SkxDAMw5g4caJxxRVX+BzrtttuM1JTUy+4tqKiIkOSUVRUVO3zQy1wOg1D8v7XT998432b02kYS5dWezc1Vk8QHgYALO9Cv78vahBvUVGRJKlVq1aSJKfTqZMnTyolJcVs07lzZ8XFxSk3N1eSlJubq65duyomJsZsk5qaKo/Ho927d5ttKu6jvE35PtDwuFzeSzDll2OGDvVepmnTJtCVAQACodqDeMvKyjRu3Dj169dPv/zlLyVJbrdb4eHhioqK8mkbExMjt9tttqkYXsq3l287VxuPx6MTJ06oadOmZ9RTUlKikpIS87XH46nuqSEIHTnivQSzdKk3yEgMigWAhqzaASYzM1Off/65Pvroo5qsp9pmzJih6dOnB7oM1LKEBKlXr0BXAQAItGpdQhozZoxWr16tDz74QJdccom53uFwqLS0VIWFhT7tCwoK5HA4zDaV70oqf32+Nna7vcreF0maPHmyioqKzOXAgQPVOTUAAGABfgUYwzA0ZswYvfnmm1q3bp3i4+N9ticmJqpx48bKyckx1+Xl5cnlcik5OVmSlJycrF27dunw4cNmm+zsbNntdnXp0sVsU3Ef5W3K91EVm80mu93uswAAgPrJr0tImZmZWrZsmf75z3+qRYsW5piVyMhINW3aVJGRkRoxYoSysrLUqlUr2e12jR07VsnJyerbt68kaeDAgerSpYvuuusuzZw5U263W1OmTFFmZqZsNpskadSoUXruuec0ceJEDR8+XOvWrdPy5cu1Zs2aGj59AABgRX71wCxcuFBFRUW69tpr1a5dO3N54403zDZz5szRjTfeqCFDhuiaa66Rw+HQP/7xD3N7WFiYVq9erbCwMCUnJ2vo0KG6++679cgjj5ht4uPjtWbNGmVnZ6t79+6aPXu2XnzxRaWmptbAKQMAAKvzqwfGMIzztmnSpInmz5+v+fPnn7VNhw4d9Pbbb59zP9dee6127NjhT3kAAKCBYDJHAABgOQQYAABgOcxGDdShijNU8yA+AKg+AgxQByrOUF0uIsIbaAgxAOA/AgxQB8pnqC6fjXrvXm+YOXKEAAMA1UGAAaQ6ubYTF0dYAYCaQoBBw8a1HQCwJAIMGjau7QCAJRFgAK7tAIDl8BwYAABgOQQYAABgOVxCAgKIB9sBQPUQYIAA4OYnALg4BBggALj5CQAuDgEGCBBufgKA6mMQLwAAsBwCDAAAsBwCDAAAsBzGwCAouVw/DXCVfG83BgCAAIOg43JJCQnS8eO+6yMivLcfAwBAgEHQOXLEG16WLvUGmXI86A0AUI4Ag6CVkCD16hXoKgAAwYhBvAAAwHIIMAAAwHK4hAQEkcp3WzHuBwCqRoABgkBVkztKTPAIAGdDgAGqUrErpA66QSpP7lheAhM8AkDVCDBARVV1hdRRNwiTOwLAhSPAABVV7gqhGwQAghIBBqgsyLpC6vhqFgBYAgEGCFIBvJoFAEGPAAMEKa5mAcDZEWCAIBZkV7MAIGjwJF4AAGA5BBgAAGA5fgeYjRs36qabblJsbKxCQkK0cuVKn+2GYWjq1Klq166dmjZtqpSUFO3bt8+nzQ8//KD09HTZ7XZFRUVpxIgROnr0qE+bzz77TFdffbWaNGmi9u3ba+bMmf6fHVAP7d0rbd/uXVyuQFcDAIHhd4A5duyYunfvrvnz51e5febMmZo3b54WLVqkLVu2qFmzZkpNTVVxcbHZJj09Xbt371Z2drZWr16tjRs3auTIkeZ2j8ejgQMHqkOHDnI6nZo1a5amTZum559/vhqnCNQPFe9KSkz0LgkJhBgADZRxESQZb775pvm6rKzMcDgcxqxZs8x1hYWFhs1mM1577TXDMAxjz549hiRj27ZtZpt33nnHCAkJMb799lvDMAxjwYIFRsuWLY2SkhKzzaRJk4xOnTpdcG1FRUWGJKOoqKi6p4fa4HQahuT9b/Wb1J2gKsYwvvnGW4rTaRhLlwZVaQBQIy70+7tGx8Dk5+fL7XYrJSXFXBcZGamkpCTl5uZKknJzcxUVFaXevXubbVJSUhQaGqotW7aYba655hqFh4ebbVJTU5WXl6f//Oc/VR67pKREHo/HZwHqm7g4qVcv75KQEOhqACBwajTAuN1uSVJMTIzP+piYGHOb2+1WdHS0z/ZGjRqpVatWPm2q2kfFY1Q2Y8YMRUZGmkv79u0v/oQAAEBQqjd3IU2ePFlFRUXmcuDAgUCXBAAAakmNBhiHwyFJKigo8FlfUFBgbnM4HDp8+LDP9lOnTumHH37waVPVPioeozKbzSa73e6zAACA+qlGA0x8fLwcDodycnLMdR6PR1u2bFFycrIkKTk5WYWFhXI6nWabdevWqaysTElJSWabjRs36uTJk2ab7OxsderUSS1btqzJklEXXK6f7vutODOhlQTxvcsVSwvC8gCgVvg9lcDRo0e1f/9+83V+fr527typVq1aKS4uTuPGjdNjjz2mjh07Kj4+Xg899JBiY2N1yy23SJISEhJ0ww036N5779WiRYt08uRJjRkzRrfffrtiY2MlSXfeeaemT5+uESNGaNKkSfr88881d+5czZkzp2bOGnXH5fKONj1+/Kd1ERHee4KtIIhnVKyqNCloygOAWuV3gPnkk0/Uv39/83VWVpYkKSMjQ4sXL9bEiRN17NgxjRw5UoWFhbrqqqv07rvvqkmTJuZ7Xn31VY0ZM0YDBgxQaGiohgwZonnz5pnbIyMj9d577ykzM1OJiYlq06aNpk6d6vOsGFjEkSPe8LJ06U+3zbRpY51v1yCeUbFyaVJQlQcAtSrEMAwj0EXUBo/Ho8jISBUVFTEeJpC2b/c+cc3p9N77WztvqTtBXVzQlwcA53Wh39/MRg3UQxWHGlmpwwsALhQBBqhHgnjIDgDUKAIMgoLL5TvMBNUTxEN2AKBGEWAQcFa/USnYxMURVgDUfwQYBJzVb1QCANQ9AgyCRkICd84AAC5MvZkLCQAANBz0wAANALdVA6hvCDBAPcZt1QDqKwIMUB0W6dLgtmoA9RUBBvCHBbs0uK0aQH1EgAH8UU+6NCo/LDCIO5EAoEoEGMBfFu7SqKoDSQr6TiQAOAMBBmhAKncgSZbtRALQwBFggAbGwh1IAGAiwACQZJkbqwBAEgEGaPAseGMVABBggIauntxYBaCBIcAAYFwMAMshwAA1oR4OIOFZMQCCGQEGuBj1cADJuZ4V849/SG3b/tTOoqcIoB4gwAAXox4OIKnqWTHffScNHizdcMNP6yye0wBYHAEGAeFy+X7nW1o9HEBS1SnVs5wGwOIIMKhzLpeUkCAdP/7TuogI7yUJBK96mNMAWBgBBjXvPN0rR454w8vSpd4gI9XD8RT1cFBvVRrIaQIIQgQY1Cw/ulcSEqReveqwtrpQDwf1VqWBnCaAIEaAQc1qEN0r51APB/VWpYGcJoAgRoBB7aiX3SsXqIEMFjnbQN9zaUhZFkDtIsAAdaGeDxY527NjKuMyE4CaQoABalMDGSxS1bNjKiu/zPThhw3z6iKAmkWAAWpTAxoscr4rZ2fLchWf7lverp791QCoBQQYoLadb7BIA/nGrpzlqnq6r8SUBQAuDAEGta7iY2GkevDk3YvRQC4pnU3lLHehUxZU7qWpjJADNDwEGFy8czy4rqrHwkgN+Mm7Z7uk1EAHhpxvyoKz9dJURq8N0PAEdYCZP3++Zs2aJbfbre7du+vZZ59Vnz59Al0WKjrPg+uqeiyM1MC/YCp+azfwHpmqnK+XprKa6rWp3FNYVRsAwSNoA8wbb7yhrKwsLVq0SElJSXrmmWeUmpqqvLw8RUdHB7q8hq1yj8sFPLiuIT8W5pwupEfGX/XsW/dCHqtzsb025e+pqqewYpasHHLq2V81YCkhhmEYgS6iKklJSbryyiv13HPPSZLKysrUvn17jR07Vg8++OB53+/xeBQZGamioiLZ7fbaLrd+q/ivdlX/0lf6V75yvhk6VHI6CTAX5GzX3PzB9ZQqe1MqOtuPccW/tvKf3fJsfiHvqSlVfWSEJzQUF/r9HZQ9MKWlpXI6nZo8ebK5LjQ0VCkpKcrNza3yPSUlJSopKTFfFxUVSfL+RdQ4t9u7VMORI9L339dwPbWoUeERXfrQUIWVnDDXnbY11dcz/1enoryXiU5FtdbJr6Okrz06csT7j/6Jn5qraVPJZpNq46Ood6KipK1bq/9DUv4BVOx+aNrU+y3cgAYdRf3fcjaXN5V2LJaKCn9aFxklOZpKOup93Txc6mOTZla4uvdLm/TYTO/HVFgoTXlImnienp7qaGKTHnvUexzpp2MVl5y9DazjZGuHTrVxBLqMi+ZweJeaVv69fd7+FSMIffvtt4YkY9OmTT7rJ0yYYPTp06fK9zz88MOGJBYWFhYWFpZ6sBw4cOCcWSEoe2CqY/LkycrKyjJfl5WV6YcfflDr1q0VEhISwMrOzuPxqH379jpw4ACXuYIAn0dw4fMILnwewaU+fx6GYejHH39UbGzsOdsFZYBp06aNwsLCVFBQ4LO+oKBAjrP0V9lsNtlsNp91URbpW7Xb7fXuB9DK+DyCC59HcOHzCC719fOIjIw8b5vQOqjDb+Hh4UpMTFROTo65rqysTDk5OUpOTg5gZQAAIBgEZQ+MJGVlZSkjI0O9e/dWnz599Mwzz+jYsWP6/e9/H+jSAABAgAVtgLntttv03XffaerUqXK73erRo4feffddxcTEBLq0GmOz2fTwww+fcekLgcHnEVz4PIILn0dw4fMI4ufAAAAAnE1QjoEBAAA4FwIMAACwHAIMAACwHAIMAACwHAJMkLj00ksVEhLiszz55JOBLqtBmT9/vi699FI1adJESUlJ2rp1a6BLapCmTZt2xu9C586dA11Wg7Fx40bddNNNio2NVUhIiFauXOmz3TAMTZ06Ve3atVPTpk2VkpKiffv2BabYBuB8n8ewYcPO+H254XxTsdcTBJgg8sgjj+jQoUPmMnbs2ECX1GC88cYbysrK0sMPP6zt27ere/fuSk1N1eHDhwNdWoN0xRVX+PwufPTRR4EuqcE4duyYunfvrvnz51e5febMmZo3b54WLVqkLVu2qFmzZkpNTVVxcXEdV9ownO/zkKQbbrjB5/fltddeq8MKAydonwPTELVo0eKsUyWgdj399NO69957zQclLlq0SGvWrNHf/vY3PfjggwGuruFp1KgRvwsBMmjQIA0aNKjKbYZh6JlnntGUKVN08803S5L+53/+RzExMVq5cqVuv/32uiy1QTjX51HOZrM1yN8XemCCyJNPPqnWrVurZ8+emjVrlk6dOhXokhqE0tJSOZ1OpaSkmOtCQ0OVkpKi3NzcAFbWcO3bt0+xsbG67LLLlJ6eLpfLFeiSICk/P19ut9vndyUyMlJJSUn8rgTQ+vXrFR0drU6dOmn06NH6/vvvA11SnaAHJkj88Y9/VK9evdSqVStt2rRJkydP1qFDh/T0008HurR678iRIzp9+vQZT3mOiYnRF198EaCqGq6kpCQtXrxYnTp10qFDhzR9+nRdffXV+vzzz9WiRYtAl9egud1uSaryd6V8G+rWDTfcoMGDBys+Pl5ffvml/vSnP2nQoEHKzc1VWFhYoMurVQSYWvTggw/qqaeeOmebvXv3qnPnzsrKyjLXdevWTeHh4frDH/6gGTNmNOhHRaPhqdhd3q1bNyUlJalDhw5avny5RowYEcDKgOBT8bJd165d1a1bN/385z/X+vXrNWDAgABWVvsIMLXov//7vzVs2LBztrnsssuqXJ+UlKRTp07p66+/VqdOnWqhOpRr06aNwsLCVFBQ4LO+oKCgQV5XDjZRUVH6xS9+of379we6lAav/PehoKBA7dq1M9cXFBSoR48eAaoKFV122WVq06aN9u/fT4BB9bVt21Zt27at1nt37typ0NBQRUdH13BVqCw8PFyJiYnKycnRLbfcIkkqKytTTk6OxowZE9jioKNHj+rLL7/UXXfdFehSGrz4+Hg5HA7l5OSYgcXj8WjLli0aPXp0YIuDJOnf//63vv/+e5+AWV8RYIJAbm6utmzZov79+6tFixbKzc3V+PHjNXToULVs2TLQ5TUIWVlZysjIUO/evdWnTx8988wzOnbsmHlXEurOAw88oJtuukkdOnTQwYMH9fDDDyssLEx33HFHoEtrEI4ePerT25Wfn6+dO3eqVatWiouL07hx4/TYY4+pY8eOio+P10MPPaTY2Fgz/KNmnevzaNWqlaZPn64hQ4bI4XDoyy+/1MSJE3X55ZcrNTU1gFXXEQMB53Q6jaSkJCMyMtJo0qSJkZCQYDzxxBNGcXFxoEtrUJ599lkjLi7OCA8PN/r06WNs3rw50CU1SLfddpvRrl07Izw83PjZz35m3Hbbbcb+/fsDXVaD8cEHHxiSzlgyMjIMwzCMsrIy46GHHjJiYmIMm81mDBgwwMjLywts0fXYuT6P48ePGwMHDjTatm1rNG7c2OjQoYNx7733Gm63O9Bl14kQwzCMQIUnAACA6uA5MAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHIIMAAAwHL+P+NFnbLqLwxpAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.hist(Fisher.decision_function(Test_sig[VarNames[1:]]),bins=100,histtype=\"step\", color=\"blue\", label=\"signal\",stacked=True)\n", + "plt.hist(Fisher.decision_function(Test_bkg[VarNames[1:]]),bins=100,histtype=\"step\", color=\"red\", label=\"background\",stacked=True)\n", + "plt.legend(loc='upper right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part a\n", + "\n", + "Compare ROC curves computed on the test versus training samples, in a single plot. Do you see a bias?" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "#PART a\n", + "from sklearn.metrics import roc_curve, auc\n", + "\n", + "# Compute ROC curve for training sample\n", + "fpr_train, tpr_train, _ = roc_curve(y_Train, Fisher.decision_function(X_Train))\n", + "roc_auc_train = auc(fpr_train, tpr_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "# Compute ROC curve for TEST sample\n", + "fpr_test, tpr_test, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", + "roc_auc_test = auc(fpr_test, tpr_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot both curves\n", + "plt.figure()\n", + "plt.plot(fpr_train, tpr_train, color='blue', label=f'Train (AUC = {roc_auc_train:.2f})')\n", + "plt.plot(fpr_test, tpr_test, color='red', label=f'Test (AUC = {roc_auc_test:.2f})')\n", + "plt.plot([0, 1], [0, 1], 'k--') # Diagonal line\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('ROC Curve: Training vs. Test')\n", + "plt.legend(loc='lower right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part b\n", + "\n", + "Train the Fisher performance of using the raw, features, and raw+features as input. Compare the performance one a single plot. " + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "# define input sets\n", + "RawNames = [\"l_1_pT\", \"l_1_eta\", \"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\"]\n", + "FeatureNames = list(set(VarNames[1:]) - set(RawNames)) # Derived features" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "# input combinations\n", + "X_Train_raw = Train_Sample[RawNames]\n", + "X_Train_features = Train_Sample[FeatureNames]\n", + "X_Train_both = Train_Sample[VarNames[1:]] # Raw + Features" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "# train 3 LDAs\n", + "Fisher_raw = DA.LinearDiscriminantAnalysis().fit(X_Train_raw, y_Train)\n", + "Fisher_features = DA.LinearDiscriminantAnalysis().fit(X_Train_features, y_Train)\n", + "Fisher_both = DA.LinearDiscriminantAnalysis().fit(X_Train_both, y_Train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "# compute ROC curves for test sample\n", + "fpr_raw, tpr_raw, _ = roc_curve(y_Test, Fisher_raw.decision_function(X_Test[RawNames]))\n", + "fpr_features, tpr_features, _ = roc_curve(y_Test, Fisher_features.decision_function(X_Test[FeatureNames]))\n", + "fpr_both, tpr_both, _ = roc_curve(y_Test, Fisher_both.decision_function(X_Test[VarNames[1:]]))" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot all curves\n", + "plt.figure()\n", + "plt.plot(fpr_raw, tpr_raw, label=f'Raw (AUC = {auc(fpr_raw, tpr_raw):.2f})')\n", + "plt.plot(fpr_features, tpr_features, label=f'Features (AUC = {auc(fpr_features, tpr_features):.2f})')\n", + "plt.plot(fpr_both, tpr_both, label=f'Raw+Features (AUC = {auc(fpr_both, tpr_both):.2f})')\n", + "plt.plot([0, 1], [0, 1], 'k--')\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('Fisher Performance: Input Comparison')\n", + "plt.legend(loc='lower right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 4: Comparing Techniques\n", + "\n", + "#### Part a\n", + "Select 3 different classifiers from the techniques listed [here](http://scikit-learn.org/stable/supervised_learning.html#supervised-learning) to compare. Note that you can use the multi-layer perceptron to build a deep network, though training may be prohibitively slow. So avoid this technique.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Split data (80% train, 20% test)\n", + "X = df[VarNames[1:]]\n", + "y = df[\"signal\"]\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.svm import SVC\n", + "\n", + "# Initialize classifiers\n", + "clf_lr = LogisticRegression(max_iter=1000) # Increased max_iter for convergence\n", + "clf_rf = RandomForestClassifier(n_estimators=100, random_state=42)\n", + "clf_svm = SVC(kernel='rbf', probability=True, random_state=42) # Enable probability for ROC\n", + "\n", + "# Train\n", + "clf_lr.fit(X_train, y_train)\n", + "clf_rf.fit(X_train, y_train)\n", + "clf_svm.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Get predicted probabilities for test set\n", + "y_prob_lr = clf_lr.predict_proba(X_test)[:, 1]\n", + "y_prob_rf = clf_rf.predict_proba(X_test)[:, 1]\n", + "y_prob_svm = clf_svm.predict_proba(X_test)[:, 1]\n", + "\n", + "# Compute ROC curves\n", + "fpr_lr, tpr_lr, _ = roc_curve(y_test, y_prob_lr)\n", + "fpr_rf, tpr_rf, _ = roc_curve(y_test, y_prob_rf)\n", + "fpr_svm, tpr_svm, _ = roc_curve(y_test, y_prob_svm)\n", + "\n", + "# Plot\n", + "plt.figure()\n", + "plt.plot(fpr_lr, tpr_lr, label=f'Logistic Regression (AUC = {auc(fpr_lr, tpr_lr):.2f})')\n", + "plt.plot(fpr_rf, tpr_rf, label=f'Random Forest (AUC = {auc(fpr_rf, tpr_rf):.2f})')\n", + "plt.plot(fpr_svm, tpr_svm, label=f'SVM (AUC = {auc(fpr_svm, tpr_svm):.2f})')\n", + "plt.plot([0, 1], [0, 1], 'k--')\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('Classifier Comparison: ROC Curves')\n", + "plt.legend(loc='lower right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part b\n", + "\n", + "Write a function that takes an instantiated classifier and performs the comparison from part 3b. Use the function on your choice of functions in part a." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "#### Part c\n", + "\n", + "Use the best method from part c to compute the maximal significance $\\sigma_S= \\frac{N_S}{\\sqrt{N_S+N_B}}$ for the scenarios in lab 7." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 5: Metrics\n", + "\n", + "Scikit-learn provides methods for computing the FPR, TPR, ROC, AUC metrics. For example:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import roc_curve, auc\n", + "fpr, tpr, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", + "\n", + "roc_auc = auc(fpr, tpr)\n", + "\n", + "plt.plot(fpr,tpr,color='darkorange',label='ROC curve (area = %0.2f)' % roc_auc)\n", + "plt.legend(loc=\"lower right\")\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "#### Part a\n", + "TPR/FPR/ROC/AUC are one way of assessing the quality of a classifier. Read about [Precision and Recall](https://en.wikipedia.org/wiki/Precision_and_recall), [Accuracy](https://en.wikipedia.org/wiki/Accuracy_and_precision), and [F-score](https://en.wikipedia.org/wiki/F-score).\n", + "\n", + "#### Part b\n", + "Look through [model evaluation](https://scikit-learn.org/stable/modules/model_evaluation.html#) documentation. Using scikit-learns tools, compute TPR, FPR, ROC, AUC, Precision, Recall, F1 score, and accuracy for the method you selected in 4c above and each scenario. Make a nice table, which also includes the maximal significance. \n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Labs/Lab.8solution.ipynb b/Labs/Lab.8solution.ipynb index 93b84fbca..b66432422 100644 --- a/Labs/Lab.8solution.ipynb +++ b/Labs/Lab.8solution.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -46,17 +46,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(500000, 19)\n" - ] - } - ], + "outputs": [], "source": [ "print(df.shape)" ] @@ -85,10 +77,10 @@ "text": [ "Defaulting to user installation because normal site-packages is not writeable\n", "Requirement already satisfied: scikit-learn in /home/cterrones/.local/lib/python3.10/site-packages (1.6.1)\n", - "Requirement already satisfied: joblib>=1.2.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.4.2)\n", - "Requirement already satisfied: scipy>=1.6.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.15.2)\n", "Requirement already satisfied: numpy>=1.19.5 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (2.2.4)\n", - "Requirement already satisfied: threadpoolctl>=3.1.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (3.6.0)\n" + "Requirement already satisfied: threadpoolctl>=3.1.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (3.6.0)\n", + "Requirement already satisfied: joblib>=1.2.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.4.2)\n", + "Requirement already satisfied: scipy>=1.6.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.15.2)\n" ] } ], @@ -123,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -145,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -173,438 +165,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
LinearDiscriminantAnalysis()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "LinearDiscriminantAnalysis()" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Fisher.fit(X_Train,y_Train)" ] @@ -618,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -651,39 +214,37 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "#PART a\n", "from sklearn.metrics import roc_curve, auc\n", "\n", - "# Compute ROC curve - training sample\n", + "# Compute ROC curve for training sample\n", "fpr_train, tpr_train, _ = roc_curve(y_Train, Fisher.decision_function(X_Train))\n", "roc_auc_train = auc(fpr_train, tpr_train)" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ - "# Compute ROC curve - TEST sample\n", + "# Compute ROC curve for TEST sample\n", "fpr_test, tpr_test, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", "roc_auc_test = auc(fpr_test, tpr_test)" ] }, { "cell_type": "code", - "execution_count": 49, - "metadata": { - "scrolled": true - }, + "execution_count": 39, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -693,10 +254,10 @@ } ], "source": [ - "# Plotting both curves\n", + "# Plot both curves\n", "plt.figure()\n", - "plt.plot(fpr_train, tpr_train, color='purple', label=f'Train (AUC = {roc_auc_train:.2f})')\n", - "plt.plot(fpr_test, tpr_test, color='pink', label=f'Test (AUC = {roc_auc_test:.2f})')\n", + "plt.plot(fpr_train, tpr_train, color='blue', label=f'Train (AUC = {roc_auc_train:.2f})')\n", + "plt.plot(fpr_test, tpr_test, color='red', label=f'Test (AUC = {roc_auc_test:.2f})')\n", "plt.plot([0, 1], [0, 1], 'k--') # Diagonal line\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", @@ -716,7 +277,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -727,7 +288,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -739,7 +300,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ @@ -751,11 +312,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ - "# compute ROC curves - test sample\n", + "# compute ROC curves for test sample\n", "fpr_raw, tpr_raw, _ = roc_curve(y_Test, Fisher_raw.decision_function(X_Test[RawNames]))\n", "fpr_features, tpr_features, _ = roc_curve(y_Test, Fisher_features.decision_function(X_Test[FeatureNames]))\n", "fpr_both, tpr_both, _ = roc_curve(y_Test, Fisher_both.decision_function(X_Test[VarNames[1:]]))" @@ -763,7 +324,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -791,17 +352,6 @@ "plt.show()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- The LDA model performs well in distinguishing between signal and background events (AUC around 0.83-0.84).\n", - "\n", - "- It generalizes well to unseen data (similar AUC on training and test sets).\n", - "\n", - "- Combining both sets of features leads to a small increase in performance, suggesting that the features offer some additional, but not drastically significant, information for this linear model." - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -812,122 +362,67 @@ "Select 3 different classifiers from the techniques listed [here](http://scikit-learn.org/stable/supervised_learning.html#supervised-learning) to compare. Note that you can use the multi-layer perceptron to build a deep network, though training may be prohibitively slow. So avoid this technique.\n" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- Logistic Regression (Linear)\n", - "\n", - "- Random Forest (Ensemble)\n", - "\n", - "- GradientBoosting\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part b\n", - "\n", - "Write a function that takes an instantiated classifier and performs the comparison from part 3b. Use the function on your choice of functions in part a." - ] - }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "# load and prepare data\n", - "import pandas as pd\n", "from sklearn.model_selection import train_test_split\n", "\n", - "filename = \"../Lab.7/SUSY-small.csv\"\n", - "VarNames = [\"signal\", \"l_1_pT\", \"l_1_eta\", \"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \n", - " \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\", \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \n", - " \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", - "\n", - "df = pd.read_csv(filename, names=VarNames)\n", - "X = df[VarNames[1:]] # Features\n", - "y = df[\"signal\"] # Target\n", + "# Split data (80% train, 20% test)\n", + "X = df[VarNames[1:]]\n", + "y = df[\"signal\"]\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "# comparison function\n", - "from sklearn.metrics import roc_curve, auc\n", - "import matplotlib.pyplot as plt\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.svm import SVC\n", + "\n", + "# Initialize classifiers\n", + "clf_lr = LogisticRegression(max_iter=1000) # Increased max_iter for convergence\n", + "clf_rf = RandomForestClassifier(n_estimators=100, random_state=42)\n", + "clf_svm = SVC(kernel='rbf', probability=True, random_state=42) # Enable probability for ROC\n", "\n", - "def compare_classifier(clf, X_train, y_train, X_test, y_test):\n", - " \"\"\"Train classifier and plot ROC curve\"\"\"\n", - " clf.fit(X_train, y_train)\n", - " \n", - " # get scores\n", - " if hasattr(clf, \"predict_proba\"):\n", - " y_score = clf.predict_proba(X_test)[:,1]\n", - " else:\n", - " y_score = clf.decision_function(X_test)\n", - " \n", - " # Compute ROC\n", - " fpr, tpr, _ = roc_curve(y_test, y_score)\n", - " auc_score = auc(fpr, tpr)\n", - " \n", - " # Plot\n", - " plt.plot(fpr, tpr, label=f'{clf.__class__.__name__} (AUC={auc_score:.3f})')\n", - " return auc_score" + "# Train\n", + "clf_lr.fit(X_train, y_train)\n", + "clf_rf.fit(X_train, y_train)\n", + "clf_svm.fit(X_train, y_train)" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "# Initialize classifiers\n", - "from sklearn.linear_model import LogisticRegression\n", - "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n", + "# Get predicted probabilities for test set\n", + "y_prob_lr = clf_lr.predict_proba(X_test)[:, 1]\n", + "y_prob_rf = clf_rf.predict_proba(X_test)[:, 1]\n", + "y_prob_svm = clf_svm.predict_proba(X_test)[:, 1]\n", "\n", - "classifiers = [\n", - " LogisticRegression(max_iter=1000),\n", - " RandomForestClassifier(n_estimators=50),\n", - " GradientBoostingClassifier(n_estimators=50)\n", - "]" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Compare each\n", - "for clf in classifiers:\n", - " compare_classifier(clf, X_train, y_train, X_test, y_test)\n", + "# Compute ROC curves\n", + "fpr_lr, tpr_lr, _ = roc_curve(y_test, y_prob_lr)\n", + "fpr_rf, tpr_rf, _ = roc_curve(y_test, y_prob_rf)\n", + "fpr_svm, tpr_svm, _ = roc_curve(y_test, y_prob_svm)\n", "\n", - "# Finalize plot\n", + "# Plot\n", + "plt.figure()\n", + "plt.plot(fpr_lr, tpr_lr, label=f'Logistic Regression (AUC = {auc(fpr_lr, tpr_lr):.2f})')\n", + "plt.plot(fpr_rf, tpr_rf, label=f'Random Forest (AUC = {auc(fpr_rf, tpr_rf):.2f})')\n", + "plt.plot(fpr_svm, tpr_svm, label=f'SVM (AUC = {auc(fpr_svm, tpr_svm):.2f})')\n", + "plt.plot([0, 1], [0, 1], 'k--')\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", - "plt.title('Classifier Comparison (LogReg, RF, GradBoost)')\n", + "plt.title('Classifier Comparison: ROC Curves')\n", "plt.legend(loc='lower right')\n", - "plt.grid(True)\n", "plt.show()" ] }, @@ -935,544 +430,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "#### Part b\n", "\n", - "#### Part c\n", - "\n", - "Use the best method from part c to compute the maximal significance $\\sigma_S= \\frac{N_S}{\\sqrt{N_S+N_B}}$ for the scenarios in lab 7." + "Write a function that takes an instantiated classifier and performs the comparison from part 3b. Use the function on your choice of functions in part a." ] }, { - "cell_type": "code", - "execution_count": 25, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "import numpy as np\n", - "from sklearn.ensemble import GradientBoostingClassifier\n", "\n", - "def compute_max_significance(clf, X_train, y_train, X_test, y_test, scenarios):\n", - " \"\"\"\n", - " Compute maximal significance for given signal/background scenarios.\n", - " \n", - " Args:\n", - " clf: Trained classifier\n", - " scenarios: List of (N_S, N_B) tuples\n", - " Returns:\n", - " Dictionary of {(N_S, N_B): (max_σS, optimal_threshold)}\n", - " \"\"\"\n", - " # get predicted probabilities - test set\n", - " y_score = clf.predict_proba(X_test)[:, 1]\n", - " \n", - " # Sort scores descendingly\n", - " sorted_idx = np.argsort(y_score)[::-1]\n", - " y_score_sorted = y_score[sorted_idx]\n", - " y_true_sorted = y_test.values[sorted_idx]\n", - " \n", - " # cumulative sums of signal/background\n", - " tp = np.cumsum(y_true_sorted) # True positives (signal)\n", - " fp = np.cumsum(1 - y_true_sorted) # False positives (background)\n", - " \n", - " results = {}\n", - " for N_S, N_B in scenarios:\n", - " # compute significance for all possible thresholds\n", - " S_prime = (tp / len(y_test)) * N_S\n", - " B_prime = (fp / len(y_test)) * N_B\n", - " sigma_S = S_prime / np.sqrt(S_prime + B_prime + 1e-10) \n", - " \n", - " # find maximum\n", - " max_idx = np.argmax(sigma_S)\n", - " results[(N_S, N_B)] = {\n", - " 'max_sigma': sigma_S[max_idx],\n", - " 'threshold': y_score_sorted[max_idx],\n", - " 'efficiency_S': tp[max_idx] / sum(y_test == 1),\n", - " 'efficiency_B': fp[max_idx] / sum(y_test == 0)\n", - " }\n", - " return results" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
GradientBoostingClassifier(n_estimators=50, random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "GradientBoostingClassifier(n_estimators=50, random_state=42)" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# using GradientBoosting (from Part b)\n", - "gb = GradientBoostingClassifier(n_estimators=50, random_state=42)\n", - "gb.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "# Lab 7 scenarios (N_Signal, N_Background)\n", - "scenarios = [\n", - " (10, 100),\n", - " (100, 1000),\n", - " (1000, 10000),\n", - " (10000, 100000)\n", - "]\n", + "#### Part c\n", "\n", - "# Compute results\n", - "results = compute_max_significance(gb, X_train, y_train, X_test, y_test, scenarios)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Maximal Significance for Lab 7 Scenarios:\n", - "Scenario (S,B) σS_max Threshold ϵ_Signal ϵ_Background \n", - "( 10, 100) 1.148 0.805 0.432 0.018\n", - "( 100, 1000) 3.631 0.805 0.432 0.018\n", - "( 1000, 10000) 11.483 0.805 0.432 0.018\n", - "(10000,100000) 36.311 0.805 0.432 0.018\n" - ] - } - ], - "source": [ - "print(\"Maximal Significance for Lab 7 Scenarios:\")\n", - "print(\"{:<15} {:<10} {:<15} {:<15} {:<15}\".format(\n", - " \"Scenario (S,B)\", \"σS_max\", \"Threshold\", \"ϵ_Signal\", \"ϵ_Background\"))\n", - "for (N_S, N_B), res in results.items():\n", - " print(f\"({N_S:5},{N_B:6}) {res['max_sigma']:10.3f} {res['threshold']:15.3f} \"\n", - " f\"{res['efficiency_S']:15.3f} {res['efficiency_B']:15.3f}\")" + "Use the best method from part c to compute the maximal significance $\\sigma_S= \\frac{N_S}{\\sqrt{N_S+N_B}}$ for the scenarios in lab 7." ] }, { @@ -1486,20 +456,9 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from sklearn.metrics import roc_curve, auc\n", "fpr, tpr, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", @@ -1528,169 +487,17 @@ }, { "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "from sklearn.metrics import (roc_curve, auc, precision_score, recall_score, f1_score, accuracy_score)\n", - "from IPython.display import HTML" - ] - }, - { - "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "def evaluate_classifier(clf, X_test, y_test, scenarios, optimal_thresholds):\n", - " \"\"\"Compute all metrics for each scenario\"\"\"\n", - " results = []\n", - " \n", - " # get predicted probabilities\n", - " y_score = clf.predict_proba(X_test)[:, 1]\n", - " \n", - " # compute threshold-independent metrics\n", - " fpr, tpr, _ = roc_curve(y_test, y_score)\n", - " roc_auc = auc(fpr, tpr)\n", - " \n", - " for scenario in scenarios:\n", - " N_S, N_B = scenario\n", - " threshold = optimal_thresholds[scenario]\n", - " \n", - " # applying threshold to get binary predictions\n", - " y_pred = (y_score > threshold).astype(int)\n", - " \n", - " # Compute metrics\n", - " precision = precision_score(y_test, y_pred)\n", - " recall = recall_score(y_test, y_pred)\n", - " f1 = f1_score(y_test, y_pred)\n", - " accuracy = accuracy_score(y_test, y_pred)\n", - " fpr_value = sum((y_pred == 1) & (y_test == 0)) / sum(y_test == 0)\n", - " \n", - " # Calculate significance\n", - " sig = (recall * N_S) / np.sqrt(recall * N_S + fpr_value * N_B)\n", - " \n", - " results.append({\n", - " 'Scenario': f\"{N_S}/{N_B}\",\n", - " 'Threshold': f\"{threshold:.3f}\",\n", - " 'TPR (Recall)': f\"{recall:.3f}\",\n", - " 'FPR': f\"{fpr_value:.3f}\",\n", - " 'Precision': f\"{precision:.3f}\",\n", - " 'F1': f\"{f1:.3f}\",\n", - " 'Accuracy': f\"{accuracy:.3f}\",\n", - " 'AUC': f\"{roc_auc:.3f}\",\n", - " 'Max σS': f\"{sig:.1f}\"\n", - " })\n", - " \n", - " return pd.DataFrame(results)" - ] + "source": [] }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "# Using results (from 4c)\n", - "scenarios = [\n", - " (10, 100),\n", - " (100, 1000),\n", - " (1000, 10000),\n", - " (10000, 100000)\n", - "]\n", - "\n", - "optimal_thresholds = {\n", - " (10, 100): 0.805,\n", - " (100, 1000): 0.805,\n", - " (1000, 10000): 0.805,\n", - " (10000, 100000): 0.805\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ScenarioThresholdTPR (Recall)FPRPrecisionF1AccuracyAUCMax σS
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" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Creating table\n", - "metrics_df = evaluate_classifier(gb, X_test, y_test, scenarios, optimal_thresholds)\n", - "display(HTML(metrics_df.to_html(index=False)))" - ] + "source": [] } ], "metadata": { From b310f2fa031c42e4c7e3a5c61028394b58b0c372 Mon Sep 17 00:00:00 2001 From: clarissa <147277375+ClarissaTerrones@users.noreply.github.com> Date: Sun, 20 Apr 2025 21:27:28 -0500 Subject: [PATCH 15/22] Delete Labs/Lab.8/Lab.8solution.ipynb --- Labs/Lab.8/Lab.8solution.ipynb | 524 --------------------------------- 1 file changed, 524 deletions(-) delete mode 100644 Labs/Lab.8/Lab.8solution.ipynb diff --git a/Labs/Lab.8/Lab.8solution.ipynb b/Labs/Lab.8/Lab.8solution.ipynb deleted file mode 100644 index b66432422..000000000 --- a/Labs/Lab.8/Lab.8solution.ipynb +++ /dev/null @@ -1,524 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Lab 8\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setup for SUSY Dataset\n", - "\n", - "Use the SUSY dataset for the rest of this lab. Here is a basic setup." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Our usual libraries...\n", - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "from IPython.display import HTML, display\n", - "import tabulate" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "filename=\"../Lab.7/SUSY-small.csv\"\n", - "VarNames=[\"signal\", \"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \n", - " \"l_2_phi\", \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\",\n", - " \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", - "df = pd.read_csv(filename, dtype='float64', names=VarNames)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(df.shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Scikit-Learn\n", - "\n", - "[Scikit-learn](http://scikit-learn.org) is a rich python library for data science, including machine learning. For example, we can build a Fisher Discriminant (aka Linear Discriminant Analysis, or LDA). \n", - "\n", - "### Exercise 1: Install Scikit-Learn\n", - "\n", - "Follow the [Installation Instructions](https://scikit-learn.org/stable/install.html) and install `scikit-learn` in your environment." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Defaulting to user installation because normal site-packages is not writeable\n", - "Requirement already satisfied: scikit-learn in /home/cterrones/.local/lib/python3.10/site-packages (1.6.1)\n", - "Requirement already satisfied: numpy>=1.19.5 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (2.2.4)\n", - "Requirement already satisfied: threadpoolctl>=3.1.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (3.6.0)\n", - "Requirement already satisfied: joblib>=1.2.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.4.2)\n", - "Requirement already satisfied: scipy>=1.6.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.15.2)\n" - ] - } - ], - "source": [ - "!pip install scikit-learn" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 2: Read About Classifiers\n", - "\n", - "#### Part a|\n", - "Scikit-learn offers an impressively comprehensive list of machine learning algorithms. Browse through [scikit-learn's documentation](https://scikit-learn.org/stable/index.html). You'll note the algorithms are organized into classification, regression, clustering, dimensionality reduction, model selection, and preprocessing. Browse through the list of [classification algorithms](https://scikit-learn.org/stable/supervised_learning.html#supervised-learning). \n", - "\n", - "#### Part b\n", - "Note scikit-learn's documentation is rather comprehensive. The documentation on [linear models](https://scikit-learn.org/stable/modules/linear_model.html) shows how classification problems are setup. Read about the first few methods and try to comprehend the example codes. Skim the rest of the document.\n", - "\n", - "#### Part c\n", - "Read through the [LDA Documentation](https://scikit-learn.org/stable/modules/lda_qda.html).\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 3: Training a Classifier\n", - "\n", - "Lets' repeat what we did manually in the previous lab using scikit-learn. We'll use a LDA classifier, which we can instanciate as follows:" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "import sklearn.discriminant_analysis as DA\n", - "Fisher=DA.LinearDiscriminantAnalysis()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As discussed in the lecture, to properly formulate our problem, we'll have to:\n", - "\n", - "* Define the inputs (X) vs outputs (Y)\n", - "* Designate training vs testing samples (in order to get a unbias assessment of the performance of Machine Learning algorithms)\n", - "\n", - "for example, here we'll take use 4M events for training and the remainder for testing." - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "#N_Train=4000000\n", - "N_Train = int((0.8) * len(df)) # use 80% for training\n", - "Train_Sample=df[:N_Train]\n", - "Test_Sample=df[N_Train:]\n", - "\n", - "X_Train=Train_Sample[VarNames[1:]]\n", - "y_Train=Train_Sample[\"signal\"]\n", - "\n", - "X_Test=Test_Sample[VarNames[1:]]\n", - "y_Test=Test_Sample[\"signal\"]\n", - "\n", - "Test_sig=Test_Sample[Test_Sample.signal==1]\n", - "Test_bkg=Test_Sample[Test_Sample.signal==0]\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can train the classifier as follow:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "Fisher.fit(X_Train,y_Train)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can plot the output, comparing signal and background:" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "plt.hist(Fisher.decision_function(Test_sig[VarNames[1:]]),bins=100,histtype=\"step\", color=\"blue\", label=\"signal\",stacked=True)\n", - "plt.hist(Fisher.decision_function(Test_bkg[VarNames[1:]]),bins=100,histtype=\"step\", color=\"red\", label=\"background\",stacked=True)\n", - "plt.legend(loc='upper right')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part a\n", - "\n", - "Compare ROC curves computed on the test versus training samples, in a single plot. Do you see a bias?" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "#PART a\n", - "from sklearn.metrics import roc_curve, auc\n", - "\n", - "# Compute ROC curve for training sample\n", - "fpr_train, tpr_train, _ = roc_curve(y_Train, Fisher.decision_function(X_Train))\n", - "roc_auc_train = auc(fpr_train, tpr_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "# Compute ROC curve for TEST sample\n", - "fpr_test, tpr_test, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", - "roc_auc_test = auc(fpr_test, tpr_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot both curves\n", - "plt.figure()\n", - "plt.plot(fpr_train, tpr_train, color='blue', label=f'Train (AUC = {roc_auc_train:.2f})')\n", - "plt.plot(fpr_test, tpr_test, color='red', label=f'Test (AUC = {roc_auc_test:.2f})')\n", - "plt.plot([0, 1], [0, 1], 'k--') # Diagonal line\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "plt.title('ROC Curve: Training vs. Test')\n", - "plt.legend(loc='lower right')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part b\n", - "\n", - "Train the Fisher performance of using the raw, features, and raw+features as input. Compare the performance one a single plot. " - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [], - "source": [ - "# define input sets\n", - "RawNames = [\"l_1_pT\", \"l_1_eta\", \"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\"]\n", - "FeatureNames = list(set(VarNames[1:]) - set(RawNames)) # Derived features" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [], - "source": [ - "# input combinations\n", - "X_Train_raw = Train_Sample[RawNames]\n", - "X_Train_features = Train_Sample[FeatureNames]\n", - "X_Train_both = Train_Sample[VarNames[1:]] # Raw + Features" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [], - "source": [ - "# train 3 LDAs\n", - "Fisher_raw = DA.LinearDiscriminantAnalysis().fit(X_Train_raw, y_Train)\n", - "Fisher_features = DA.LinearDiscriminantAnalysis().fit(X_Train_features, y_Train)\n", - "Fisher_both = DA.LinearDiscriminantAnalysis().fit(X_Train_both, y_Train)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [], - "source": [ - "# compute ROC curves for test sample\n", - "fpr_raw, tpr_raw, _ = roc_curve(y_Test, Fisher_raw.decision_function(X_Test[RawNames]))\n", - "fpr_features, tpr_features, _ = roc_curve(y_Test, Fisher_features.decision_function(X_Test[FeatureNames]))\n", - "fpr_both, tpr_both, _ = roc_curve(y_Test, Fisher_both.decision_function(X_Test[VarNames[1:]]))" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot all curves\n", - "plt.figure()\n", - "plt.plot(fpr_raw, tpr_raw, label=f'Raw (AUC = {auc(fpr_raw, tpr_raw):.2f})')\n", - "plt.plot(fpr_features, tpr_features, label=f'Features (AUC = {auc(fpr_features, tpr_features):.2f})')\n", - "plt.plot(fpr_both, tpr_both, label=f'Raw+Features (AUC = {auc(fpr_both, tpr_both):.2f})')\n", - "plt.plot([0, 1], [0, 1], 'k--')\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "plt.title('Fisher Performance: Input Comparison')\n", - "plt.legend(loc='lower right')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 4: Comparing Techniques\n", - "\n", - "#### Part a\n", - "Select 3 different classifiers from the techniques listed [here](http://scikit-learn.org/stable/supervised_learning.html#supervised-learning) to compare. Note that you can use the multi-layer perceptron to build a deep network, though training may be prohibitively slow. So avoid this technique.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.model_selection import train_test_split\n", - "\n", - "# Split data (80% train, 20% test)\n", - "X = df[VarNames[1:]]\n", - "y = df[\"signal\"]\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.linear_model import LogisticRegression\n", - "from sklearn.ensemble import RandomForestClassifier\n", - "from sklearn.svm import SVC\n", - "\n", - "# Initialize classifiers\n", - "clf_lr = LogisticRegression(max_iter=1000) # Increased max_iter for convergence\n", - "clf_rf = RandomForestClassifier(n_estimators=100, random_state=42)\n", - "clf_svm = SVC(kernel='rbf', probability=True, random_state=42) # Enable probability for ROC\n", - "\n", - "# Train\n", - "clf_lr.fit(X_train, y_train)\n", - "clf_rf.fit(X_train, y_train)\n", - "clf_svm.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Get predicted probabilities for test set\n", - "y_prob_lr = clf_lr.predict_proba(X_test)[:, 1]\n", - "y_prob_rf = clf_rf.predict_proba(X_test)[:, 1]\n", - "y_prob_svm = clf_svm.predict_proba(X_test)[:, 1]\n", - "\n", - "# Compute ROC curves\n", - "fpr_lr, tpr_lr, _ = roc_curve(y_test, y_prob_lr)\n", - "fpr_rf, tpr_rf, _ = roc_curve(y_test, y_prob_rf)\n", - "fpr_svm, tpr_svm, _ = roc_curve(y_test, y_prob_svm)\n", - "\n", - "# Plot\n", - "plt.figure()\n", - "plt.plot(fpr_lr, tpr_lr, label=f'Logistic Regression (AUC = {auc(fpr_lr, tpr_lr):.2f})')\n", - "plt.plot(fpr_rf, tpr_rf, label=f'Random Forest (AUC = {auc(fpr_rf, tpr_rf):.2f})')\n", - "plt.plot(fpr_svm, tpr_svm, label=f'SVM (AUC = {auc(fpr_svm, tpr_svm):.2f})')\n", - "plt.plot([0, 1], [0, 1], 'k--')\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "plt.title('Classifier Comparison: ROC Curves')\n", - "plt.legend(loc='lower right')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part b\n", - "\n", - "Write a function that takes an instantiated classifier and performs the comparison from part 3b. Use the function on your choice of functions in part a." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "#### Part c\n", - "\n", - "Use the best method from part c to compute the maximal significance $\\sigma_S= \\frac{N_S}{\\sqrt{N_S+N_B}}$ for the scenarios in lab 7." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 5: Metrics\n", - "\n", - "Scikit-learn provides methods for computing the FPR, TPR, ROC, AUC metrics. For example:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.metrics import roc_curve, auc\n", - "fpr, tpr, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", - "\n", - "roc_auc = auc(fpr, tpr)\n", - "\n", - "plt.plot(fpr,tpr,color='darkorange',label='ROC curve (area = %0.2f)' % roc_auc)\n", - "plt.legend(loc=\"lower right\")\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "#### Part a\n", - "TPR/FPR/ROC/AUC are one way of assessing the quality of a classifier. Read about [Precision and Recall](https://en.wikipedia.org/wiki/Precision_and_recall), [Accuracy](https://en.wikipedia.org/wiki/Accuracy_and_precision), and [F-score](https://en.wikipedia.org/wiki/F-score).\n", - "\n", - "#### Part b\n", - "Look through [model evaluation](https://scikit-learn.org/stable/modules/model_evaluation.html#) documentation. Using scikit-learns tools, compute TPR, FPR, ROC, AUC, Precision, Recall, F1 score, and accuracy for the method you selected in 4c above and each scenario. Make a nice table, which also includes the maximal significance. \n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} From d51f0a79c4da1b712fe3bb2ac01f2d6c3976cecb Mon Sep 17 00:00:00 2001 From: ClarissaTerrones Date: Sun, 20 Apr 2025 21:29:40 -0500 Subject: [PATCH 16/22] Add correct Lab 8 solution --- Labs/Lab.8/Lab.8solution.ipynb | 524 --------------------------------- 1 file changed, 524 deletions(-) delete mode 100644 Labs/Lab.8/Lab.8solution.ipynb diff --git a/Labs/Lab.8/Lab.8solution.ipynb b/Labs/Lab.8/Lab.8solution.ipynb deleted file mode 100644 index b66432422..000000000 --- a/Labs/Lab.8/Lab.8solution.ipynb +++ /dev/null @@ -1,524 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Lab 8\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setup for SUSY Dataset\n", - "\n", - "Use the SUSY dataset for the rest of this lab. Here is a basic setup." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Our usual libraries...\n", - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "from IPython.display import HTML, display\n", - "import tabulate" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "filename=\"../Lab.7/SUSY-small.csv\"\n", - "VarNames=[\"signal\", \"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \n", - " \"l_2_phi\", \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\",\n", - " \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", - "df = pd.read_csv(filename, dtype='float64', names=VarNames)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(df.shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Scikit-Learn\n", - "\n", - "[Scikit-learn](http://scikit-learn.org) is a rich python library for data science, including machine learning. For example, we can build a Fisher Discriminant (aka Linear Discriminant Analysis, or LDA). \n", - "\n", - "### Exercise 1: Install Scikit-Learn\n", - "\n", - "Follow the [Installation Instructions](https://scikit-learn.org/stable/install.html) and install `scikit-learn` in your environment." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Defaulting to user installation because normal site-packages is not writeable\n", - "Requirement already satisfied: scikit-learn in /home/cterrones/.local/lib/python3.10/site-packages (1.6.1)\n", - "Requirement already satisfied: numpy>=1.19.5 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (2.2.4)\n", - "Requirement already satisfied: threadpoolctl>=3.1.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (3.6.0)\n", - "Requirement already satisfied: joblib>=1.2.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.4.2)\n", - "Requirement already satisfied: scipy>=1.6.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.15.2)\n" - ] - } - ], - "source": [ - "!pip install scikit-learn" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 2: Read About Classifiers\n", - "\n", - "#### Part a|\n", - "Scikit-learn offers an impressively comprehensive list of machine learning algorithms. Browse through [scikit-learn's documentation](https://scikit-learn.org/stable/index.html). You'll note the algorithms are organized into classification, regression, clustering, dimensionality reduction, model selection, and preprocessing. Browse through the list of [classification algorithms](https://scikit-learn.org/stable/supervised_learning.html#supervised-learning). \n", - "\n", - "#### Part b\n", - "Note scikit-learn's documentation is rather comprehensive. The documentation on [linear models](https://scikit-learn.org/stable/modules/linear_model.html) shows how classification problems are setup. Read about the first few methods and try to comprehend the example codes. Skim the rest of the document.\n", - "\n", - "#### Part c\n", - "Read through the [LDA Documentation](https://scikit-learn.org/stable/modules/lda_qda.html).\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 3: Training a Classifier\n", - "\n", - "Lets' repeat what we did manually in the previous lab using scikit-learn. We'll use a LDA classifier, which we can instanciate as follows:" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "import sklearn.discriminant_analysis as DA\n", - "Fisher=DA.LinearDiscriminantAnalysis()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As discussed in the lecture, to properly formulate our problem, we'll have to:\n", - "\n", - "* Define the inputs (X) vs outputs (Y)\n", - "* Designate training vs testing samples (in order to get a unbias assessment of the performance of Machine Learning algorithms)\n", - "\n", - "for example, here we'll take use 4M events for training and the remainder for testing." - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "#N_Train=4000000\n", - "N_Train = int((0.8) * len(df)) # use 80% for training\n", - "Train_Sample=df[:N_Train]\n", - "Test_Sample=df[N_Train:]\n", - "\n", - "X_Train=Train_Sample[VarNames[1:]]\n", - "y_Train=Train_Sample[\"signal\"]\n", - "\n", - "X_Test=Test_Sample[VarNames[1:]]\n", - "y_Test=Test_Sample[\"signal\"]\n", - "\n", - "Test_sig=Test_Sample[Test_Sample.signal==1]\n", - "Test_bkg=Test_Sample[Test_Sample.signal==0]\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can train the classifier as follow:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "Fisher.fit(X_Train,y_Train)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can plot the output, comparing signal and background:" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "plt.hist(Fisher.decision_function(Test_sig[VarNames[1:]]),bins=100,histtype=\"step\", color=\"blue\", label=\"signal\",stacked=True)\n", - "plt.hist(Fisher.decision_function(Test_bkg[VarNames[1:]]),bins=100,histtype=\"step\", color=\"red\", label=\"background\",stacked=True)\n", - "plt.legend(loc='upper right')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part a\n", - "\n", - "Compare ROC curves computed on the test versus training samples, in a single plot. Do you see a bias?" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "#PART a\n", - "from sklearn.metrics import roc_curve, auc\n", - "\n", - "# Compute ROC curve for training sample\n", - "fpr_train, tpr_train, _ = roc_curve(y_Train, Fisher.decision_function(X_Train))\n", - "roc_auc_train = auc(fpr_train, tpr_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "# Compute ROC curve for TEST sample\n", - "fpr_test, tpr_test, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", - "roc_auc_test = auc(fpr_test, tpr_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot both curves\n", - "plt.figure()\n", - "plt.plot(fpr_train, tpr_train, color='blue', label=f'Train (AUC = {roc_auc_train:.2f})')\n", - "plt.plot(fpr_test, tpr_test, color='red', label=f'Test (AUC = {roc_auc_test:.2f})')\n", - "plt.plot([0, 1], [0, 1], 'k--') # Diagonal line\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "plt.title('ROC Curve: Training vs. Test')\n", - "plt.legend(loc='lower right')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part b\n", - "\n", - "Train the Fisher performance of using the raw, features, and raw+features as input. Compare the performance one a single plot. " - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [], - "source": [ - "# define input sets\n", - "RawNames = [\"l_1_pT\", \"l_1_eta\", \"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\"]\n", - "FeatureNames = list(set(VarNames[1:]) - set(RawNames)) # Derived features" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [], - "source": [ - "# input combinations\n", - "X_Train_raw = Train_Sample[RawNames]\n", - "X_Train_features = Train_Sample[FeatureNames]\n", - "X_Train_both = Train_Sample[VarNames[1:]] # Raw + Features" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [], - "source": [ - "# train 3 LDAs\n", - "Fisher_raw = DA.LinearDiscriminantAnalysis().fit(X_Train_raw, y_Train)\n", - "Fisher_features = DA.LinearDiscriminantAnalysis().fit(X_Train_features, y_Train)\n", - "Fisher_both = DA.LinearDiscriminantAnalysis().fit(X_Train_both, y_Train)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [], - "source": [ - "# compute ROC curves for test sample\n", - "fpr_raw, tpr_raw, _ = roc_curve(y_Test, Fisher_raw.decision_function(X_Test[RawNames]))\n", - "fpr_features, tpr_features, _ = roc_curve(y_Test, Fisher_features.decision_function(X_Test[FeatureNames]))\n", - "fpr_both, tpr_both, _ = roc_curve(y_Test, Fisher_both.decision_function(X_Test[VarNames[1:]]))" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot all curves\n", - "plt.figure()\n", - "plt.plot(fpr_raw, tpr_raw, label=f'Raw (AUC = {auc(fpr_raw, tpr_raw):.2f})')\n", - "plt.plot(fpr_features, tpr_features, label=f'Features (AUC = {auc(fpr_features, tpr_features):.2f})')\n", - "plt.plot(fpr_both, tpr_both, label=f'Raw+Features (AUC = {auc(fpr_both, tpr_both):.2f})')\n", - "plt.plot([0, 1], [0, 1], 'k--')\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "plt.title('Fisher Performance: Input Comparison')\n", - "plt.legend(loc='lower right')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 4: Comparing Techniques\n", - "\n", - "#### Part a\n", - "Select 3 different classifiers from the techniques listed [here](http://scikit-learn.org/stable/supervised_learning.html#supervised-learning) to compare. Note that you can use the multi-layer perceptron to build a deep network, though training may be prohibitively slow. So avoid this technique.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.model_selection import train_test_split\n", - "\n", - "# Split data (80% train, 20% test)\n", - "X = df[VarNames[1:]]\n", - "y = df[\"signal\"]\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.linear_model import LogisticRegression\n", - "from sklearn.ensemble import RandomForestClassifier\n", - "from sklearn.svm import SVC\n", - "\n", - "# Initialize classifiers\n", - "clf_lr = LogisticRegression(max_iter=1000) # Increased max_iter for convergence\n", - "clf_rf = RandomForestClassifier(n_estimators=100, random_state=42)\n", - "clf_svm = SVC(kernel='rbf', probability=True, random_state=42) # Enable probability for ROC\n", - "\n", - "# Train\n", - "clf_lr.fit(X_train, y_train)\n", - "clf_rf.fit(X_train, y_train)\n", - "clf_svm.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Get predicted probabilities for test set\n", - "y_prob_lr = clf_lr.predict_proba(X_test)[:, 1]\n", - "y_prob_rf = clf_rf.predict_proba(X_test)[:, 1]\n", - "y_prob_svm = clf_svm.predict_proba(X_test)[:, 1]\n", - "\n", - "# Compute ROC curves\n", - "fpr_lr, tpr_lr, _ = roc_curve(y_test, y_prob_lr)\n", - "fpr_rf, tpr_rf, _ = roc_curve(y_test, y_prob_rf)\n", - "fpr_svm, tpr_svm, _ = roc_curve(y_test, y_prob_svm)\n", - "\n", - "# Plot\n", - "plt.figure()\n", - "plt.plot(fpr_lr, tpr_lr, label=f'Logistic Regression (AUC = {auc(fpr_lr, tpr_lr):.2f})')\n", - "plt.plot(fpr_rf, tpr_rf, label=f'Random Forest (AUC = {auc(fpr_rf, tpr_rf):.2f})')\n", - "plt.plot(fpr_svm, tpr_svm, label=f'SVM (AUC = {auc(fpr_svm, tpr_svm):.2f})')\n", - "plt.plot([0, 1], [0, 1], 'k--')\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "plt.title('Classifier Comparison: ROC Curves')\n", - "plt.legend(loc='lower right')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part b\n", - "\n", - "Write a function that takes an instantiated classifier and performs the comparison from part 3b. Use the function on your choice of functions in part a." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "#### Part c\n", - "\n", - "Use the best method from part c to compute the maximal significance $\\sigma_S= \\frac{N_S}{\\sqrt{N_S+N_B}}$ for the scenarios in lab 7." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 5: Metrics\n", - "\n", - "Scikit-learn provides methods for computing the FPR, TPR, ROC, AUC metrics. For example:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.metrics import roc_curve, auc\n", - "fpr, tpr, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", - "\n", - "roc_auc = auc(fpr, tpr)\n", - "\n", - "plt.plot(fpr,tpr,color='darkorange',label='ROC curve (area = %0.2f)' % roc_auc)\n", - "plt.legend(loc=\"lower right\")\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "#### Part a\n", - "TPR/FPR/ROC/AUC are one way of assessing the quality of a classifier. Read about [Precision and Recall](https://en.wikipedia.org/wiki/Precision_and_recall), [Accuracy](https://en.wikipedia.org/wiki/Accuracy_and_precision), and [F-score](https://en.wikipedia.org/wiki/F-score).\n", - "\n", - "#### Part b\n", - "Look through [model evaluation](https://scikit-learn.org/stable/modules/model_evaluation.html#) documentation. Using scikit-learns tools, compute TPR, FPR, ROC, AUC, Precision, Recall, F1 score, and accuracy for the method you selected in 4c above and each scenario. Make a nice table, which also includes the maximal significance. \n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} From e6916f78cc4ad173089b211d85928cbffd811da1 Mon Sep 17 00:00:00 2001 From: clarissa <147277375+ClarissaTerrones@users.noreply.github.com> Date: Sun, 20 Apr 2025 21:31:57 -0500 Subject: [PATCH 17/22] Delete Labs/Lab.8solution.ipynb --- Labs/Lab.8solution.ipynb | 524 --------------------------------------- 1 file changed, 524 deletions(-) delete mode 100644 Labs/Lab.8solution.ipynb diff --git a/Labs/Lab.8solution.ipynb b/Labs/Lab.8solution.ipynb deleted file mode 100644 index b66432422..000000000 --- a/Labs/Lab.8solution.ipynb +++ /dev/null @@ -1,524 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Lab 8\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setup for SUSY Dataset\n", - "\n", - "Use the SUSY dataset for the rest of this lab. Here is a basic setup." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Our usual libraries...\n", - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "from IPython.display import HTML, display\n", - "import tabulate" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "filename=\"../Lab.7/SUSY-small.csv\"\n", - "VarNames=[\"signal\", \"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \n", - " \"l_2_phi\", \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\",\n", - " \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", - "df = pd.read_csv(filename, dtype='float64', names=VarNames)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(df.shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Scikit-Learn\n", - "\n", - "[Scikit-learn](http://scikit-learn.org) is a rich python library for data science, including machine learning. For example, we can build a Fisher Discriminant (aka Linear Discriminant Analysis, or LDA). \n", - "\n", - "### Exercise 1: Install Scikit-Learn\n", - "\n", - "Follow the [Installation Instructions](https://scikit-learn.org/stable/install.html) and install `scikit-learn` in your environment." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Defaulting to user installation because normal site-packages is not writeable\n", - "Requirement already satisfied: scikit-learn in /home/cterrones/.local/lib/python3.10/site-packages (1.6.1)\n", - "Requirement already satisfied: numpy>=1.19.5 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (2.2.4)\n", - "Requirement already satisfied: threadpoolctl>=3.1.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (3.6.0)\n", - "Requirement already satisfied: joblib>=1.2.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.4.2)\n", - "Requirement already satisfied: scipy>=1.6.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.15.2)\n" - ] - } - ], - "source": [ - "!pip install scikit-learn" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 2: Read About Classifiers\n", - "\n", - "#### Part a|\n", - "Scikit-learn offers an impressively comprehensive list of machine learning algorithms. Browse through [scikit-learn's documentation](https://scikit-learn.org/stable/index.html). You'll note the algorithms are organized into classification, regression, clustering, dimensionality reduction, model selection, and preprocessing. Browse through the list of [classification algorithms](https://scikit-learn.org/stable/supervised_learning.html#supervised-learning). \n", - "\n", - "#### Part b\n", - "Note scikit-learn's documentation is rather comprehensive. The documentation on [linear models](https://scikit-learn.org/stable/modules/linear_model.html) shows how classification problems are setup. Read about the first few methods and try to comprehend the example codes. Skim the rest of the document.\n", - "\n", - "#### Part c\n", - "Read through the [LDA Documentation](https://scikit-learn.org/stable/modules/lda_qda.html).\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 3: Training a Classifier\n", - "\n", - "Lets' repeat what we did manually in the previous lab using scikit-learn. We'll use a LDA classifier, which we can instanciate as follows:" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "import sklearn.discriminant_analysis as DA\n", - "Fisher=DA.LinearDiscriminantAnalysis()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As discussed in the lecture, to properly formulate our problem, we'll have to:\n", - "\n", - "* Define the inputs (X) vs outputs (Y)\n", - "* Designate training vs testing samples (in order to get a unbias assessment of the performance of Machine Learning algorithms)\n", - "\n", - "for example, here we'll take use 4M events for training and the remainder for testing." - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "#N_Train=4000000\n", - "N_Train = int((0.8) * len(df)) # use 80% for training\n", - "Train_Sample=df[:N_Train]\n", - "Test_Sample=df[N_Train:]\n", - "\n", - "X_Train=Train_Sample[VarNames[1:]]\n", - "y_Train=Train_Sample[\"signal\"]\n", - "\n", - "X_Test=Test_Sample[VarNames[1:]]\n", - "y_Test=Test_Sample[\"signal\"]\n", - "\n", - "Test_sig=Test_Sample[Test_Sample.signal==1]\n", - "Test_bkg=Test_Sample[Test_Sample.signal==0]\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can train the classifier as follow:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "Fisher.fit(X_Train,y_Train)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can plot the output, comparing signal and background:" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "plt.hist(Fisher.decision_function(Test_sig[VarNames[1:]]),bins=100,histtype=\"step\", color=\"blue\", label=\"signal\",stacked=True)\n", - "plt.hist(Fisher.decision_function(Test_bkg[VarNames[1:]]),bins=100,histtype=\"step\", color=\"red\", label=\"background\",stacked=True)\n", - "plt.legend(loc='upper right')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part a\n", - "\n", - "Compare ROC curves computed on the test versus training samples, in a single plot. Do you see a bias?" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "#PART a\n", - "from sklearn.metrics import roc_curve, auc\n", - "\n", - "# Compute ROC curve for training sample\n", - "fpr_train, tpr_train, _ = roc_curve(y_Train, Fisher.decision_function(X_Train))\n", - "roc_auc_train = auc(fpr_train, tpr_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [], - "source": [ - "# Compute ROC curve for TEST sample\n", - "fpr_test, tpr_test, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", - "roc_auc_test = auc(fpr_test, tpr_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot both curves\n", - "plt.figure()\n", - "plt.plot(fpr_train, tpr_train, color='blue', label=f'Train (AUC = {roc_auc_train:.2f})')\n", - "plt.plot(fpr_test, tpr_test, color='red', label=f'Test (AUC = {roc_auc_test:.2f})')\n", - "plt.plot([0, 1], [0, 1], 'k--') # Diagonal line\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "plt.title('ROC Curve: Training vs. Test')\n", - "plt.legend(loc='lower right')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part b\n", - "\n", - "Train the Fisher performance of using the raw, features, and raw+features as input. Compare the performance one a single plot. " - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [], - "source": [ - "# define input sets\n", - "RawNames = [\"l_1_pT\", \"l_1_eta\", \"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\"]\n", - "FeatureNames = list(set(VarNames[1:]) - set(RawNames)) # Derived features" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [], - "source": [ - "# input combinations\n", - "X_Train_raw = Train_Sample[RawNames]\n", - "X_Train_features = Train_Sample[FeatureNames]\n", - "X_Train_both = Train_Sample[VarNames[1:]] # Raw + Features" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [], - "source": [ - "# train 3 LDAs\n", - "Fisher_raw = DA.LinearDiscriminantAnalysis().fit(X_Train_raw, y_Train)\n", - "Fisher_features = DA.LinearDiscriminantAnalysis().fit(X_Train_features, y_Train)\n", - "Fisher_both = DA.LinearDiscriminantAnalysis().fit(X_Train_both, y_Train)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [], - "source": [ - "# compute ROC curves for test sample\n", - "fpr_raw, tpr_raw, _ = roc_curve(y_Test, Fisher_raw.decision_function(X_Test[RawNames]))\n", - "fpr_features, tpr_features, _ = roc_curve(y_Test, Fisher_features.decision_function(X_Test[FeatureNames]))\n", - "fpr_both, tpr_both, _ = roc_curve(y_Test, Fisher_both.decision_function(X_Test[VarNames[1:]]))" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot all curves\n", - "plt.figure()\n", - "plt.plot(fpr_raw, tpr_raw, label=f'Raw (AUC = {auc(fpr_raw, tpr_raw):.2f})')\n", - "plt.plot(fpr_features, tpr_features, label=f'Features (AUC = {auc(fpr_features, tpr_features):.2f})')\n", - "plt.plot(fpr_both, tpr_both, label=f'Raw+Features (AUC = {auc(fpr_both, tpr_both):.2f})')\n", - "plt.plot([0, 1], [0, 1], 'k--')\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "plt.title('Fisher Performance: Input Comparison')\n", - "plt.legend(loc='lower right')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 4: Comparing Techniques\n", - "\n", - "#### Part a\n", - "Select 3 different classifiers from the techniques listed [here](http://scikit-learn.org/stable/supervised_learning.html#supervised-learning) to compare. Note that you can use the multi-layer perceptron to build a deep network, though training may be prohibitively slow. So avoid this technique.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.model_selection import train_test_split\n", - "\n", - "# Split data (80% train, 20% test)\n", - "X = df[VarNames[1:]]\n", - "y = df[\"signal\"]\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.linear_model import LogisticRegression\n", - "from sklearn.ensemble import RandomForestClassifier\n", - "from sklearn.svm import SVC\n", - "\n", - "# Initialize classifiers\n", - "clf_lr = LogisticRegression(max_iter=1000) # Increased max_iter for convergence\n", - "clf_rf = RandomForestClassifier(n_estimators=100, random_state=42)\n", - "clf_svm = SVC(kernel='rbf', probability=True, random_state=42) # Enable probability for ROC\n", - "\n", - "# Train\n", - "clf_lr.fit(X_train, y_train)\n", - "clf_rf.fit(X_train, y_train)\n", - "clf_svm.fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Get predicted probabilities for test set\n", - "y_prob_lr = clf_lr.predict_proba(X_test)[:, 1]\n", - "y_prob_rf = clf_rf.predict_proba(X_test)[:, 1]\n", - "y_prob_svm = clf_svm.predict_proba(X_test)[:, 1]\n", - "\n", - "# Compute ROC curves\n", - "fpr_lr, tpr_lr, _ = roc_curve(y_test, y_prob_lr)\n", - "fpr_rf, tpr_rf, _ = roc_curve(y_test, y_prob_rf)\n", - "fpr_svm, tpr_svm, _ = roc_curve(y_test, y_prob_svm)\n", - "\n", - "# Plot\n", - "plt.figure()\n", - "plt.plot(fpr_lr, tpr_lr, label=f'Logistic Regression (AUC = {auc(fpr_lr, tpr_lr):.2f})')\n", - "plt.plot(fpr_rf, tpr_rf, label=f'Random Forest (AUC = {auc(fpr_rf, tpr_rf):.2f})')\n", - "plt.plot(fpr_svm, tpr_svm, label=f'SVM (AUC = {auc(fpr_svm, tpr_svm):.2f})')\n", - "plt.plot([0, 1], [0, 1], 'k--')\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "plt.title('Classifier Comparison: ROC Curves')\n", - "plt.legend(loc='lower right')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part b\n", - "\n", - "Write a function that takes an instantiated classifier and performs the comparison from part 3b. Use the function on your choice of functions in part a." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "#### Part c\n", - "\n", - "Use the best method from part c to compute the maximal significance $\\sigma_S= \\frac{N_S}{\\sqrt{N_S+N_B}}$ for the scenarios in lab 7." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 5: Metrics\n", - "\n", - "Scikit-learn provides methods for computing the FPR, TPR, ROC, AUC metrics. For example:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.metrics import roc_curve, auc\n", - "fpr, tpr, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", - "\n", - "roc_auc = auc(fpr, tpr)\n", - "\n", - "plt.plot(fpr,tpr,color='darkorange',label='ROC curve (area = %0.2f)' % roc_auc)\n", - "plt.legend(loc=\"lower right\")\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "#### Part a\n", - "TPR/FPR/ROC/AUC are one way of assessing the quality of a classifier. Read about [Precision and Recall](https://en.wikipedia.org/wiki/Precision_and_recall), [Accuracy](https://en.wikipedia.org/wiki/Accuracy_and_precision), and [F-score](https://en.wikipedia.org/wiki/F-score).\n", - "\n", - "#### Part b\n", - "Look through [model evaluation](https://scikit-learn.org/stable/modules/model_evaluation.html#) documentation. Using scikit-learns tools, compute TPR, FPR, ROC, AUC, Precision, Recall, F1 score, and accuracy for the method you selected in 4c above and each scenario. Make a nice table, which also includes the maximal significance. \n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} From 17dc29f68d141e70c04060b25ea20ff4b7055479 Mon Sep 17 00:00:00 2001 From: clarissa <147277375+ClarissaTerrones@users.noreply.github.com> Date: Sun, 20 Apr 2025 21:32:09 -0500 Subject: [PATCH 18/22] Delete Labs/Kaggle Tabular Data.ipynb --- Labs/Kaggle Tabular Data.ipynb | 146 --------------------------------- 1 file changed, 146 deletions(-) delete mode 100644 Labs/Kaggle Tabular Data.ipynb diff --git a/Labs/Kaggle Tabular Data.ipynb b/Labs/Kaggle Tabular Data.ipynb deleted file mode 100644 index 86de12f57..000000000 --- a/Labs/Kaggle Tabular Data.ipynb +++ /dev/null @@ -1,146 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "e64a1b88", - "metadata": {}, - "source": [ - "# Tabular Kaggle Project\n", - "\n", - "Guideline for steps for the Kaggle Tabular Project. You will \"turn in\" a GitHub repository, modeled after [Project Template](https://github.com/UTA-DataScience/ProjectTempate) on the day of the final, Friday, May 2 at 11 – 1:30 pm. During the final period we will have about 5 minutes to go over your project and your results.\n", - "\n", - "You can find a list of possible Tabular datasets here on [Excel File in Teams](https://mavsuta.sharepoint.com/:x:/r/teams/Course_2252_data_3402_001-NLyiqHJ5btv8Y/Shared%20Documents/General/Kaggle%20Tabular%20Datasets.xlsx?d=w34cdd3378d1146a2ab63700189a8c5b5&csf=1&web=1&e=6ASD5s). You are not limited to these datasets. If you find a Kaggle challenge not listed that you would like to attempt, please go check with Dr. Farbin to make sure it is viable.\n", - "\n", - "This notebook outlines the steps you should follow. The file(s) in the GitHub repository should contain these steps. Note that you will be only considering classification projects.\n", - "\n", - "## Define Project\n", - "\n", - "* Provide Project link.\n", - "* Short paragraph describing the challenge. \n", - "* Briefly describe the data.\n" - ] - }, - { - "cell_type": "markdown", - "id": "a65cd3e3", - "metadata": {}, - "source": [ - "## Data Loading and Initial Look\n", - "\n", - "* Load the data. \n", - "* Count the number of rows (data points) and features.\n", - "* Any missing values? \n", - "* Make a table, where each row is a feature or collection of features:\n", - " * Is the feature categorical or numerical\n", - " * What values? \n", - " * e.g. for categorical: \"0,1,2\"\n", - " * e.g. for numerical specify the range\n", - " * How many missing values\n", - " * Do you see any outliers?\n", - " * Define outlier.\n", - "* For classification is there class imbalance?\n", - "* What is the target:\n", - " * Classification: how is the target encoded (e.g. 0 and 1)?\n", - " * Regression: what is the range?" - ] - }, - { - "cell_type": "markdown", - "id": "27c59841", - "metadata": {}, - "source": [ - "## Data Visualization\n", - "\n", - "* For classification: compare histogram every feature between the classes. Lots of examples of this in class.\n", - "* For regression: \n", - " * Define 2 or more class based on value of the regression target.\n", - " * For example: if regression target is between 0 and 1:\n", - " * 0.0-0.25: Class 1\n", - " * 0.25-0.5: Class 2\n", - " * 0.5-0.75: Class 3\n", - " * 0.75-1.0: Class 4\n", - " * Compare histograms of the features between the classes.\n", - " \n", - "* Note that for categorical features, often times the information in the histogram could be better presented in a table. \n", - "* Make comments on what features look most promising for ML task." - ] - }, - { - "cell_type": "markdown", - "id": "ba73f3b0", - "metadata": {}, - "source": [ - "## Data Cleaning and Preperation for Machine Learning\n", - "\n", - "* Perform any data cleaning. Be clear what are you doing, for what feature. \n", - "* Determinine if rescaling is important for your Machine Learning model.\n", - " * If so select strategy for each feature.\n", - " * Apply rescaling.\n", - "* Visualize the features before and after cleaning and rescaling.\n", - "* One-hot encode your categorical features." - ] - }, - { - "cell_type": "markdown", - "id": "39c8d295", - "metadata": {}, - "source": [ - "## Machine Learning\n", - "\n", - "\n", - "### Problem Formulation\n", - "\n", - "* Remove unneed columns, for example:\n", - " * duplicated\n", - " * categorical features that were turned into one-hot.\n", - " * features that identify specific rows, like ID number.\n", - " * make sure your target is properly encoded also.\n", - "* Split training sample into train, validation, and test sub-samples.\n", - "\n", - "### Train ML Algorithm\n", - "\n", - "* You only need one algorithm to work. You can do more if you like.\n", - "* For now, focus on making it work, rather than best result.\n", - "* Try to get a non-trivial result.\n", - "\n", - "### Evaluate Performance on Validation Sample\n", - "\n", - "* Compute the usual metric for your ML task.\n", - "* Compute the score for the kaggle challenge.\n", - "\n", - "### Apply ML to the challenge test set\n", - "\n", - "* Once trained, apply the ML algorithm the the test dataset and generate the submission file.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "12b0e44d", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.13.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From ade909d8fdc2da39aa8933b64bb1d645457c970e Mon Sep 17 00:00:00 2001 From: clarissa <147277375+ClarissaTerrones@users.noreply.github.com> Date: Sun, 20 Apr 2025 21:34:56 -0500 Subject: [PATCH 19/22] Add files via upload --- Labs/Lab.8/Lab.8.solution.ipynb | 1717 +++++++++++++++++++++++++++++++ 1 file changed, 1717 insertions(+) create mode 100644 Labs/Lab.8/Lab.8.solution.ipynb diff --git a/Labs/Lab.8/Lab.8.solution.ipynb b/Labs/Lab.8/Lab.8.solution.ipynb new file mode 100644 index 000000000..93b84fbca --- /dev/null +++ b/Labs/Lab.8/Lab.8.solution.ipynb @@ -0,0 +1,1717 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 8\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup for SUSY Dataset\n", + "\n", + "Use the SUSY dataset for the rest of this lab. Here is a basic setup." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Our usual libraries...\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "from IPython.display import HTML, display\n", + "import tabulate" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "filename=\"../Lab.7/SUSY-small.csv\"\n", + "VarNames=[\"signal\", \"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \n", + " \"l_2_phi\", \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\",\n", + " \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", + "df = pd.read_csv(filename, dtype='float64', names=VarNames)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(500000, 19)\n" + ] + } + ], + "source": [ + "print(df.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scikit-Learn\n", + "\n", + "[Scikit-learn](http://scikit-learn.org) is a rich python library for data science, including machine learning. For example, we can build a Fisher Discriminant (aka Linear Discriminant Analysis, or LDA). \n", + "\n", + "### Exercise 1: Install Scikit-Learn\n", + "\n", + "Follow the [Installation Instructions](https://scikit-learn.org/stable/install.html) and install `scikit-learn` in your environment." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: scikit-learn in /home/cterrones/.local/lib/python3.10/site-packages (1.6.1)\n", + "Requirement already satisfied: joblib>=1.2.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.4.2)\n", + "Requirement already satisfied: scipy>=1.6.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (1.15.2)\n", + "Requirement already satisfied: numpy>=1.19.5 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (2.2.4)\n", + "Requirement already satisfied: threadpoolctl>=3.1.0 in /home/cterrones/.local/lib/python3.10/site-packages (from scikit-learn) (3.6.0)\n" + ] + } + ], + "source": [ + "!pip install scikit-learn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 2: Read About Classifiers\n", + "\n", + "#### Part a|\n", + "Scikit-learn offers an impressively comprehensive list of machine learning algorithms. Browse through [scikit-learn's documentation](https://scikit-learn.org/stable/index.html). You'll note the algorithms are organized into classification, regression, clustering, dimensionality reduction, model selection, and preprocessing. Browse through the list of [classification algorithms](https://scikit-learn.org/stable/supervised_learning.html#supervised-learning). \n", + "\n", + "#### Part b\n", + "Note scikit-learn's documentation is rather comprehensive. The documentation on [linear models](https://scikit-learn.org/stable/modules/linear_model.html) shows how classification problems are setup. Read about the first few methods and try to comprehend the example codes. Skim the rest of the document.\n", + "\n", + "#### Part c\n", + "Read through the [LDA Documentation](https://scikit-learn.org/stable/modules/lda_qda.html).\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 3: Training a Classifier\n", + "\n", + "Lets' repeat what we did manually in the previous lab using scikit-learn. We'll use a LDA classifier, which we can instanciate as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import sklearn.discriminant_analysis as DA\n", + "Fisher=DA.LinearDiscriminantAnalysis()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As discussed in the lecture, to properly formulate our problem, we'll have to:\n", + "\n", + "* Define the inputs (X) vs outputs (Y)\n", + "* Designate training vs testing samples (in order to get a unbias assessment of the performance of Machine Learning algorithms)\n", + "\n", + "for example, here we'll take use 4M events for training and the remainder for testing." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "#N_Train=4000000\n", + "N_Train = int((0.8) * len(df)) # use 80% for training\n", + "Train_Sample=df[:N_Train]\n", + "Test_Sample=df[N_Train:]\n", + "\n", + "X_Train=Train_Sample[VarNames[1:]]\n", + "y_Train=Train_Sample[\"signal\"]\n", + "\n", + "X_Test=Test_Sample[VarNames[1:]]\n", + "y_Test=Test_Sample[\"signal\"]\n", + "\n", + "Test_sig=Test_Sample[Test_Sample.signal==1]\n", + "Test_bkg=Test_Sample[Test_Sample.signal==0]\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can train the classifier as follow:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
LinearDiscriminantAnalysis()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "LinearDiscriminantAnalysis()" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Fisher.fit(X_Train,y_Train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can plot the output, comparing signal and background:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.hist(Fisher.decision_function(Test_sig[VarNames[1:]]),bins=100,histtype=\"step\", color=\"blue\", label=\"signal\",stacked=True)\n", + "plt.hist(Fisher.decision_function(Test_bkg[VarNames[1:]]),bins=100,histtype=\"step\", color=\"red\", label=\"background\",stacked=True)\n", + "plt.legend(loc='upper right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part a\n", + "\n", + "Compare ROC curves computed on the test versus training samples, in a single plot. Do you see a bias?" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "#PART a\n", + "from sklearn.metrics import roc_curve, auc\n", + "\n", + "# Compute ROC curve - training sample\n", + "fpr_train, tpr_train, _ = roc_curve(y_Train, Fisher.decision_function(X_Train))\n", + "roc_auc_train = auc(fpr_train, tpr_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Compute ROC curve - TEST sample\n", + "fpr_test, tpr_test, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", + "roc_auc_test = auc(fpr_test, tpr_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plotting both curves\n", + "plt.figure()\n", + "plt.plot(fpr_train, tpr_train, color='purple', label=f'Train (AUC = {roc_auc_train:.2f})')\n", + "plt.plot(fpr_test, tpr_test, color='pink', label=f'Test (AUC = {roc_auc_test:.2f})')\n", + "plt.plot([0, 1], [0, 1], 'k--') # Diagonal line\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('ROC Curve: Training vs. Test')\n", + "plt.legend(loc='lower right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part b\n", + "\n", + "Train the Fisher performance of using the raw, features, and raw+features as input. Compare the performance one a single plot. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# define input sets\n", + "RawNames = [\"l_1_pT\", \"l_1_eta\", \"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\"]\n", + "FeatureNames = list(set(VarNames[1:]) - set(RawNames)) # Derived features" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# input combinations\n", + "X_Train_raw = Train_Sample[RawNames]\n", + "X_Train_features = Train_Sample[FeatureNames]\n", + "X_Train_both = Train_Sample[VarNames[1:]] # Raw + Features" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# train 3 LDAs\n", + "Fisher_raw = DA.LinearDiscriminantAnalysis().fit(X_Train_raw, y_Train)\n", + "Fisher_features = DA.LinearDiscriminantAnalysis().fit(X_Train_features, y_Train)\n", + "Fisher_both = DA.LinearDiscriminantAnalysis().fit(X_Train_both, y_Train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# compute ROC curves - test sample\n", + "fpr_raw, tpr_raw, _ = roc_curve(y_Test, Fisher_raw.decision_function(X_Test[RawNames]))\n", + "fpr_features, tpr_features, _ = roc_curve(y_Test, Fisher_features.decision_function(X_Test[FeatureNames]))\n", + "fpr_both, tpr_both, _ = roc_curve(y_Test, Fisher_both.decision_function(X_Test[VarNames[1:]]))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot all curves\n", + "plt.figure()\n", + "plt.plot(fpr_raw, tpr_raw, label=f'Raw (AUC = {auc(fpr_raw, tpr_raw):.2f})')\n", + "plt.plot(fpr_features, tpr_features, label=f'Features (AUC = {auc(fpr_features, tpr_features):.2f})')\n", + "plt.plot(fpr_both, tpr_both, label=f'Raw+Features (AUC = {auc(fpr_both, tpr_both):.2f})')\n", + "plt.plot([0, 1], [0, 1], 'k--')\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('Fisher Performance: Input Comparison')\n", + "plt.legend(loc='lower right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- The LDA model performs well in distinguishing between signal and background events (AUC around 0.83-0.84).\n", + "\n", + "- It generalizes well to unseen data (similar AUC on training and test sets).\n", + "\n", + "- Combining both sets of features leads to a small increase in performance, suggesting that the features offer some additional, but not drastically significant, information for this linear model." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 4: Comparing Techniques\n", + "\n", + "#### Part a\n", + "Select 3 different classifiers from the techniques listed [here](http://scikit-learn.org/stable/supervised_learning.html#supervised-learning) to compare. Note that you can use the multi-layer perceptron to build a deep network, though training may be prohibitively slow. So avoid this technique.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Logistic Regression (Linear)\n", + "\n", + "- Random Forest (Ensemble)\n", + "\n", + "- GradientBoosting\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part b\n", + "\n", + "Write a function that takes an instantiated classifier and performs the comparison from part 3b. Use the function on your choice of functions in part a." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# load and prepare data\n", + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "filename = \"../Lab.7/SUSY-small.csv\"\n", + "VarNames = [\"signal\", \"l_1_pT\", \"l_1_eta\", \"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \n", + " \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\", \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \n", + " \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", + "\n", + "df = pd.read_csv(filename, names=VarNames)\n", + "X = df[VarNames[1:]] # Features\n", + "y = df[\"signal\"] # Target\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# comparison function\n", + "from sklearn.metrics import roc_curve, auc\n", + "import matplotlib.pyplot as plt\n", + "\n", + "def compare_classifier(clf, X_train, y_train, X_test, y_test):\n", + " \"\"\"Train classifier and plot ROC curve\"\"\"\n", + " clf.fit(X_train, y_train)\n", + " \n", + " # get scores\n", + " if hasattr(clf, \"predict_proba\"):\n", + " y_score = clf.predict_proba(X_test)[:,1]\n", + " else:\n", + " y_score = clf.decision_function(X_test)\n", + " \n", + " # Compute ROC\n", + " fpr, tpr, _ = roc_curve(y_test, y_score)\n", + " auc_score = auc(fpr, tpr)\n", + " \n", + " # Plot\n", + " plt.plot(fpr, tpr, label=f'{clf.__class__.__name__} (AUC={auc_score:.3f})')\n", + " return auc_score" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize classifiers\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n", + "\n", + "classifiers = [\n", + " LogisticRegression(max_iter=1000),\n", + " RandomForestClassifier(n_estimators=50),\n", + " GradientBoostingClassifier(n_estimators=50)\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Compare each\n", + "for clf in classifiers:\n", + " compare_classifier(clf, X_train, y_train, X_test, y_test)\n", + "\n", + "# Finalize plot\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('Classifier Comparison (LogReg, RF, GradBoost)')\n", + "plt.legend(loc='lower right')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "#### Part c\n", + "\n", + "Use the best method from part c to compute the maximal significance $\\sigma_S= \\frac{N_S}{\\sqrt{N_S+N_B}}$ for the scenarios in lab 7." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "\n", + "def compute_max_significance(clf, X_train, y_train, X_test, y_test, scenarios):\n", + " \"\"\"\n", + " Compute maximal significance for given signal/background scenarios.\n", + " \n", + " Args:\n", + " clf: Trained classifier\n", + " scenarios: List of (N_S, N_B) tuples\n", + " Returns:\n", + " Dictionary of {(N_S, N_B): (max_σS, optimal_threshold)}\n", + " \"\"\"\n", + " # get predicted probabilities - test set\n", + " y_score = clf.predict_proba(X_test)[:, 1]\n", + " \n", + " # Sort scores descendingly\n", + " sorted_idx = np.argsort(y_score)[::-1]\n", + " y_score_sorted = y_score[sorted_idx]\n", + " y_true_sorted = y_test.values[sorted_idx]\n", + " \n", + " # cumulative sums of signal/background\n", + " tp = np.cumsum(y_true_sorted) # True positives (signal)\n", + " fp = np.cumsum(1 - y_true_sorted) # False positives (background)\n", + " \n", + " results = {}\n", + " for N_S, N_B in scenarios:\n", + " # compute significance for all possible thresholds\n", + " S_prime = (tp / len(y_test)) * N_S\n", + " B_prime = (fp / len(y_test)) * N_B\n", + " sigma_S = S_prime / np.sqrt(S_prime + B_prime + 1e-10) \n", + " \n", + " # find maximum\n", + " max_idx = np.argmax(sigma_S)\n", + " results[(N_S, N_B)] = {\n", + " 'max_sigma': sigma_S[max_idx],\n", + " 'threshold': y_score_sorted[max_idx],\n", + " 'efficiency_S': tp[max_idx] / sum(y_test == 1),\n", + " 'efficiency_B': fp[max_idx] / sum(y_test == 0)\n", + " }\n", + " return results" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
GradientBoostingClassifier(n_estimators=50, random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "GradientBoostingClassifier(n_estimators=50, random_state=42)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# using GradientBoosting (from Part b)\n", + "gb = GradientBoostingClassifier(n_estimators=50, random_state=42)\n", + "gb.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "# Lab 7 scenarios (N_Signal, N_Background)\n", + "scenarios = [\n", + " (10, 100),\n", + " (100, 1000),\n", + " (1000, 10000),\n", + " (10000, 100000)\n", + "]\n", + "\n", + "# Compute results\n", + "results = compute_max_significance(gb, X_train, y_train, X_test, y_test, scenarios)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Maximal Significance for Lab 7 Scenarios:\n", + "Scenario (S,B) σS_max Threshold ϵ_Signal ϵ_Background \n", + "( 10, 100) 1.148 0.805 0.432 0.018\n", + "( 100, 1000) 3.631 0.805 0.432 0.018\n", + "( 1000, 10000) 11.483 0.805 0.432 0.018\n", + "(10000,100000) 36.311 0.805 0.432 0.018\n" + ] + } + ], + "source": [ + "print(\"Maximal Significance for Lab 7 Scenarios:\")\n", + "print(\"{:<15} {:<10} {:<15} {:<15} {:<15}\".format(\n", + " \"Scenario (S,B)\", \"σS_max\", \"Threshold\", \"ϵ_Signal\", \"ϵ_Background\"))\n", + "for (N_S, N_B), res in results.items():\n", + " print(f\"({N_S:5},{N_B:6}) {res['max_sigma']:10.3f} {res['threshold']:15.3f} \"\n", + " f\"{res['efficiency_S']:15.3f} {res['efficiency_B']:15.3f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercise 5: Metrics\n", + "\n", + "Scikit-learn provides methods for computing the FPR, TPR, ROC, AUC metrics. For example:" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import roc_curve, auc\n", + "fpr, tpr, _ = roc_curve(y_Test, Fisher.decision_function(X_Test))\n", + "\n", + "roc_auc = auc(fpr, tpr)\n", + "\n", + "plt.plot(fpr,tpr,color='darkorange',label='ROC curve (area = %0.2f)' % roc_auc)\n", + "plt.legend(loc=\"lower right\")\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "#### Part a\n", + "TPR/FPR/ROC/AUC are one way of assessing the quality of a classifier. Read about [Precision and Recall](https://en.wikipedia.org/wiki/Precision_and_recall), [Accuracy](https://en.wikipedia.org/wiki/Accuracy_and_precision), and [F-score](https://en.wikipedia.org/wiki/F-score).\n", + "\n", + "#### Part b\n", + "Look through [model evaluation](https://scikit-learn.org/stable/modules/model_evaluation.html#) documentation. Using scikit-learns tools, compute TPR, FPR, ROC, AUC, Precision, Recall, F1 score, and accuracy for the method you selected in 4c above and each scenario. Make a nice table, which also includes the maximal significance. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from sklearn.metrics import (roc_curve, auc, precision_score, recall_score, f1_score, accuracy_score)\n", + "from IPython.display import HTML" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "def evaluate_classifier(clf, X_test, y_test, scenarios, optimal_thresholds):\n", + " \"\"\"Compute all metrics for each scenario\"\"\"\n", + " results = []\n", + " \n", + " # get predicted probabilities\n", + " y_score = clf.predict_proba(X_test)[:, 1]\n", + " \n", + " # compute threshold-independent metrics\n", + " fpr, tpr, _ = roc_curve(y_test, y_score)\n", + " roc_auc = auc(fpr, tpr)\n", + " \n", + " for scenario in scenarios:\n", + " N_S, N_B = scenario\n", + " threshold = optimal_thresholds[scenario]\n", + " \n", + " # applying threshold to get binary predictions\n", + " y_pred = (y_score > threshold).astype(int)\n", + " \n", + " # Compute metrics\n", + " precision = precision_score(y_test, y_pred)\n", + " recall = recall_score(y_test, y_pred)\n", + " f1 = f1_score(y_test, y_pred)\n", + " accuracy = accuracy_score(y_test, y_pred)\n", + " fpr_value = sum((y_pred == 1) & (y_test == 0)) / sum(y_test == 0)\n", + " \n", + " # Calculate significance\n", + " sig = (recall * N_S) / np.sqrt(recall * N_S + fpr_value * N_B)\n", + " \n", + " results.append({\n", + " 'Scenario': f\"{N_S}/{N_B}\",\n", + " 'Threshold': f\"{threshold:.3f}\",\n", + " 'TPR (Recall)': f\"{recall:.3f}\",\n", + " 'FPR': f\"{fpr_value:.3f}\",\n", + " 'Precision': f\"{precision:.3f}\",\n", + " 'F1': f\"{f1:.3f}\",\n", + " 'Accuracy': f\"{accuracy:.3f}\",\n", + " 'AUC': f\"{roc_auc:.3f}\",\n", + " 'Max σS': f\"{sig:.1f}\"\n", + " })\n", + " \n", + " return pd.DataFrame(results)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "# Using results (from 4c)\n", + "scenarios = [\n", + " (10, 100),\n", + " (100, 1000),\n", + " (1000, 10000),\n", + " (10000, 100000)\n", + "]\n", + "\n", + "optimal_thresholds = {\n", + " (10, 100): 0.805,\n", + " (100, 1000): 0.805,\n", + " (1000, 10000): 0.805,\n", + " (10000, 100000): 0.805\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ScenarioThresholdTPR (Recall)FPRPrecisionF1AccuracyAUCMax σS
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" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Creating table\n", + "metrics_df = evaluate_classifier(gb, X_test, y_test, scenarios, optimal_thresholds)\n", + "display(HTML(metrics_df.to_html(index=False)))" + ] + } + ], + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 83beb1fcc8dd4736946c7916bce8899c946c335a Mon Sep 17 00:00:00 2001 From: ClarissaTerrones Date: Mon, 21 Apr 2025 12:30:52 -0500 Subject: [PATCH 20/22] Recovered deleted Kaggle Tabular Data notebook --- Labs/Kaggle Tabular Data.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Labs/Kaggle Tabular Data.ipynb b/Labs/Kaggle Tabular Data.ipynb index 86de12f57..d7562fc68 100644 --- a/Labs/Kaggle Tabular Data.ipynb +++ b/Labs/Kaggle Tabular Data.ipynb @@ -138,7 +138,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.2" + "version": "3.10.12" } }, "nbformat": 4, From d801f2daa53f27fde7a96d837b697e3a077a6401 Mon Sep 17 00:00:00 2001 From: ClarissaTerrones Date: Thu, 24 Apr 2025 20:26:44 -0500 Subject: [PATCH 21/22] Lab 9 solution --- Labs/Lab.9/Lab.9.solution.ipynb | 1566 +++++++++++++++++++++++++++++++ 1 file changed, 1566 insertions(+) create mode 100644 Labs/Lab.9/Lab.9.solution.ipynb diff --git a/Labs/Lab.9/Lab.9.solution.ipynb b/Labs/Lab.9/Lab.9.solution.ipynb new file mode 100644 index 000000000..1ea5deb78 --- /dev/null +++ b/Labs/Lab.9/Lab.9.solution.ipynb @@ -0,0 +1,1566 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lab 9- Deep Learning Model\n", + "\n", + "This lab is meant to get you started in using Keras to design Deep Neural Networks. The goal here is to simply repeat your previous lab, but with DNNs.\n", + "\n", + "Let's start with reading the data, like before:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "filename=\"../Lab.7/SUSY.csv\"\n", + "VarNames=[\"signal\", \"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\", \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", + "RawNames=[\"l_1_pT\", \"l_1_eta\",\"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\",\"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\"]\n", + "FeatureNames=[\"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", + "\n", + "df = pd.read_csv(filename, dtype='float64', names=VarNames)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now lets define training and test samples. Note that DNNs take very long to train, so for testing purposes we will use only about 10% of the 5 million events in the training/validation sample. Once you get everything working, make the final version of your plots with the full sample. \n", + "\n", + "Also note that Keras had trouble with the Pandas tensors, so after doing all of the nice manipulation that Pandas enables, we convert the Tensor to a regular numpy tensor." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "N_Max=550000\n", + "N_Train=500000\n", + "\n", + "Train_Sample=df[:N_Train]\n", + "Test_Sample=df[N_Train:N_Max]\n", + "\n", + "X_Train=np.array(Train_Sample[VarNames[1:]])\n", + "y_Train=np.array(Train_Sample[\"signal\"])\n", + "\n", + "X_Test=np.array(Test_Sample[VarNames[1:]])\n", + "y_Test=np.array(Test_Sample[\"signal\"])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "!pip install tensorflow --user -i https://pypi.tuna.tsinghua.edu.cn/simple --no-cache-dir" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 1\n", + "\n", + "You will need to create several models and make sure they are properly trained. Write a function that takes this history and plots the values versus epoch. For every model that you train in the remainder of this lab, assess:\n", + "\n", + "* Has you model's performance plateaued? If not train for more epochs. \n", + "* Compare the performance on training versus test sample. Are you over training?" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Model: \"sequential_1\"\n",
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+       "┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n",
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\u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 4ms/step - accuracy: 0.7776 - loss: 0.4674 - val_accuracy: 0.7945 - val_loss: 0.4420\n", + "Epoch 2/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 3ms/step - accuracy: 0.7987 - loss: 0.4352 - val_accuracy: 0.7974 - val_loss: 0.4367\n", + "Epoch 3/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 3ms/step - accuracy: 0.8007 - loss: 0.4331 - val_accuracy: 0.7988 - val_loss: 0.4344\n", + "Epoch 4/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8016 - loss: 0.4304 - val_accuracy: 0.7968 - val_loss: 0.4360\n", + "Epoch 5/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8009 - loss: 0.4318 - val_accuracy: 0.7984 - val_loss: 0.4334\n", + "Epoch 6/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8013 - loss: 0.4301 - val_accuracy: 0.7988 - val_loss: 0.4324\n", + "Epoch 7/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 3ms/step - accuracy: 0.8032 - loss: 0.4278 - val_accuracy: 0.7987 - val_loss: 0.4327\n", + "Epoch 8/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8023 - loss: 0.4294 - val_accuracy: 0.7992 - val_loss: 0.4317\n", + "Epoch 9/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8028 - loss: 0.4292 - val_accuracy: 0.7995 - val_loss: 0.4309\n", + "Epoch 10/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 3ms/step - accuracy: 0.8028 - loss: 0.4275 - val_accuracy: 0.8001 - val_loss: 0.4315\n", + "Epoch 11/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8040 - loss: 0.4269 - val_accuracy: 0.7986 - val_loss: 0.4326\n", + "Epoch 12/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8036 - loss: 0.4266 - val_accuracy: 0.8003 - val_loss: 0.4311\n", + "Epoch 13/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8034 - loss: 0.4272 - val_accuracy: 0.7997 - val_loss: 0.4310\n", + "Epoch 14/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8042 - loss: 0.4260 - val_accuracy: 0.8000 - val_loss: 0.4303\n", + "Epoch 15/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8032 - loss: 0.4269 - val_accuracy: 0.7988 - val_loss: 0.4306\n", + "Epoch 16/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8034 - loss: 0.4265 - val_accuracy: 0.7993 - val_loss: 0.4328\n", + "Epoch 17/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8037 - loss: 0.4259 - val_accuracy: 0.8003 - val_loss: 0.4301\n", + "Epoch 18/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8040 - loss: 0.4253 - val_accuracy: 0.8006 - val_loss: 0.4293\n", + "Epoch 19/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8034 - loss: 0.4265 - val_accuracy: 0.8008 - val_loss: 0.4297\n", + "Epoch 20/20\n", + "\u001b[1m1954/1954\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 3ms/step - accuracy: 0.8034 - loss: 0.4265 - val_accuracy: 0.7991 - val_loss: 0.4330\n" + ] + } + ], + "source": [ + "# --- Train the Model and Capture History ---\n", + "history = model.fit(\n", + " X_Train, y_Train,\n", + " validation_data=(X_Test, y_Test),\n", + " epochs=20, # Number of full passes over the dataset\n", + " batch_size=256, # Batch size for updates\n", + " verbose=1 # Show progress bar\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# --- Plot the Training History ---\n", + "def plot_history(history):\n", + " \"\"\"\n", + " Plots the training and validation loss and accuracy.\n", + "\n", + " Args:\n", + " history: A Keras History object (returned by model.fit()).\n", + " \"\"\"\n", + "\n", + " plt.figure(figsize=(12, 5))\n", + "\n", + " # Plot loss\n", + " plt.subplot(1, 2, 1)\n", + " plt.plot(history.history['loss'], label='Training Loss')\n", + " if 'val_loss' in history.history:\n", + " plt.plot(history.history['val_loss'], label='Validation Loss')\n", + " plt.xlabel('Epoch')\n", + " plt.ylabel('Loss')\n", + " plt.legend()\n", + " plt.title('Loss vs. Epoch')\n", + "\n", + " # Plot accuracy\n", + " plt.subplot(1, 2, 2)\n", + " plt.plot(history.history['accuracy'], label='Training Accuracy')\n", + " if 'val_accuracy' in history.history:\n", + " plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n", + " plt.xlabel('Epoch')\n", + " plt.ylabel('Accuracy')\n", + " plt.legend()\n", + " plt.title('Accuracy vs. Epoch')\n", + "\n", + " plt.show()\n", + "\n", + "plot_history(history)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Loss: 0.4330\n", + "Test Accuracy: 0.7991\n" + ] + } + ], + "source": [ + "# --- Evaluating on Test Data ---\n", + "loss, accuracy = model.evaluate(X_Test, y_Test, verbose=0)\n", + "print(f\"Test Loss: {loss:.4f}\")\n", + "print(f\"Test Accuracy: {accuracy:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Class distribution in training set: (array([0., 1.]), array([270755, 229245]))\n", + "Class distribution in test set: (array([0., 1.]), array([26993, 23007]))\n" + ] + } + ], + "source": [ + "# Verify Data Preparation\n", + "print(\"Class distribution in training set:\", np.unique(y_Train, return_counts=True))\n", + "print(\"Class distribution in test set:\", np.unique(y_Test, return_counts=True))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "from tensorflow.keras.layers import Dropout\n", + "from tensorflow.keras.regularizers import l2\n", + "\n", + "def improved_model():\n", + " model = Sequential([\n", + " Input(shape=(X_Train.shape[1],)),\n", + " Dense(64, activation='relu', kernel_regularizer=l2(0.01)),\n", + " Dropout(0.3),\n", + " Dense(32, activation='relu', kernel_regularizer=l2(0.01)),\n", + " Dropout(0.3),\n", + " Dense(1, activation='sigmoid')\n", + " ])\n", + " model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/50\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 3ms/step - accuracy: 0.7590 - loss: 0.6211 - val_accuracy: 0.7931 - val_loss: 0.4731\n", + "Epoch 2/50\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.7900 - loss: 0.4814 - val_accuracy: 0.7944 - val_loss: 0.4652\n", + "Epoch 3/50\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 3ms/step - accuracy: 0.7894 - loss: 0.4770 - val_accuracy: 0.7930 - val_loss: 0.4668\n", + "Epoch 4/50\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 3ms/step - accuracy: 0.7905 - loss: 0.4732 - val_accuracy: 0.7917 - val_loss: 0.4664\n", + "Epoch 5/50\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 3ms/step - accuracy: 0.7903 - loss: 0.4718 - val_accuracy: 0.7942 - val_loss: 0.4626\n", + "Epoch 6/50\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 3ms/step - accuracy: 0.7900 - loss: 0.4719 - val_accuracy: 0.7894 - val_loss: 0.4673\n", + "Epoch 7/50\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.7919 - loss: 0.4687 - val_accuracy: 0.7967 - val_loss: 0.4559\n", + "Epoch 8/50\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.7924 - loss: 0.4681 - val_accuracy: 0.7954 - val_loss: 0.4581\n", + "Epoch 9/50\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 3ms/step - accuracy: 0.7924 - loss: 0.4680 - val_accuracy: 0.7950 - val_loss: 0.4576\n", + "Epoch 10/50\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.7917 - loss: 0.4683 - val_accuracy: 0.7964 - val_loss: 0.4566\n", + "Epoch 11/50\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.7910 - loss: 0.4683 - val_accuracy: 0.7969 - val_loss: 0.4569\n", + "Epoch 12/50\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 3ms/step - accuracy: 0.7922 - loss: 0.4677 - val_accuracy: 0.7956 - val_loss: 0.4583\n" + ] + } + ], + "source": [ + "from tensorflow.keras.callbacks import EarlyStopping\n", + "# Train with Eearly stopping\n", + "improved_model = improved_model()\n", + "history = improved_model.fit(\n", + " X_Train, y_Train,\n", + " validation_data=(X_Test, y_Test),\n", + " epochs=50,\n", + " batch_size=128,\n", + " callbacks=[EarlyStopping(patience=5, restore_best_weights=True)]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Improved Test Loss: 0.4559\n", + "Improved Test Accuracy: 0.7967\n" + ] + } + ], + "source": [ + "# Re-evaluating\n", + "plot_history(history)\n", + "loss, accuracy = improved_model.evaluate(X_Test, y_Test, verbose=0)\n", + "print(f\"Improved Test Loss: {loss:.4f}\")\n", + "print(f\"Improved Test Accuracy: {accuracy:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 2\n", + "\n", + "Following the original paper (see lab 7), make a comparison of the performance (using ROC curves and AUC) between models trained with raw, features, and raw+features data." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data loaded successfully!\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.metrics import roc_curve, auc\n", + "import matplotlib.pyplot as plt\n", + "\n", + "filename = \"../Lab.7/SUSY-small.csv\"\n", + "VarNames = [\"signal\", \"l_1_pT\", \"l_1_eta\", \"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \n", + " \"l_2_phi\", \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\", \n", + " \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", + "df = pd.read_csv(filename, dtype='float64', names=VarNames)\n", + "print(\"Data loaded successfully!\")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Define variable groups\n", + "raw_vars = [\"l_1_pT\", \"l_1_eta\", \"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \"MET\", \"MET_phi\"]\n", + "feature_vars = [\"MET_rel\", \"axial_MET\", \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", + "\n", + "# Split data\n", + "X_raw = df[raw_vars]\n", + "X_features = df[feature_vars]\n", + "X_combined = df[raw_vars + feature_vars]\n", + "y = df[\"signal\"]\n", + "\n", + "X_train_raw, X_test_raw, y_train, y_test = train_test_split(X_raw, y, test_size=0.2, random_state=42)\n", + "X_train_features, X_test_features, _, _ = train_test_split(X_features, y, test_size=0.2, random_state=42)\n", + "X_train_combined, X_test_combined, _, _ = train_test_split(X_combined, y, test_size=0.2, random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "\n", + "# Train models\n", + "model_raw = LogisticRegression(max_iter=1000).fit(X_train_raw, y_train)\n", + "model_features = LogisticRegression(max_iter=1000).fit(X_train_features, y_train)\n", + "model_combined = LogisticRegression(max_iter=1000).fit(X_train_combined, y_train)\n", + "\n", + "# Get predicted probabilities\n", + "y_pred_raw = model_raw.predict_proba(X_test_raw)[:, 1]\n", + "y_pred_features = model_features.predict_proba(X_test_features)[:, 1]\n", + "y_pred_combined = model_combined.predict_proba(X_test_combined)[:, 1]" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Compute ROC curves\n", + "fpr_raw, tpr_raw, _ = roc_curve(y_test, y_pred_raw)\n", + "fpr_features, tpr_features, _ = roc_curve(y_test, y_pred_features)\n", + "fpr_combined, tpr_combined, _ = roc_curve(y_test, y_pred_combined)\n", + "\n", + "# Compute AUC\n", + "auc_raw = auc(fpr_raw, tpr_raw)\n", + "auc_features = auc(fpr_features, tpr_features)\n", + "auc_combined = auc(fpr_combined, tpr_combined)\n", + "\n", + "# Plot\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(fpr_raw, tpr_raw, label=f'Raw Data (AUC = {auc_raw:.3f})', color='orange')\n", + "plt.plot(fpr_features, tpr_features, label=f'Features (AUC = {auc_features:.3f})', color='green')\n", + "plt.plot(fpr_combined, tpr_combined, label=f'Combined (AUC = {auc_combined:.3f})', color='hotpink')\n", + "plt.plot([0, 1], [0, 1], 'k--', label='Random Guessing')\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('ROC Curve Comparison: Raw vs. Features')\n", + "plt.legend()\n", + "plt.grid(alpha=0.4)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 3\n", + "\n", + "Design and implement at least 3 different DNN models. Train them and compare performance. You may try different architectures, loss functions, and optimizers to see if there is an effect." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import tensorflow as tf \n", + "from sklearn.metrics import roc_curve, auc\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, Dropout, BatchNormalization\n", + "from tensorflow.keras.optimizers import Adam, RMSprop\n", + "from tensorflow.keras.callbacks import EarlyStopping\n", + "from tabulate import tabulate\n", + "\n", + "# set random seed for reproducibility\n", + "np.random.seed(42)\n", + "tf.random.set_seed(42)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "def create_model1():\n", + " model = Sequential([\n", + " Dense(16, input_dim=X_Train.shape[1], activation='relu'),\n", + " BatchNormalization(),\n", + " Dense(8, activation='relu'),\n", + " Dense(1, activation='sigmoid')\n", + " ])\n", + " model.compile(optimizer=Adam(learning_rate=0.001),\n", + " loss='binary_crossentropy',\n", + " metrics=['accuracy'])\n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "def create_model2():\n", + " model = Sequential([\n", + " Dense(32, input_dim=X_Train.shape[1], activation='relu'),\n", + " BatchNormalization(),\n", + " Dropout(0.3),\n", + " Dense(16, activation='relu'),\n", + " Dense(8, activation='relu'),\n", + " Dense(1, activation='sigmoid')\n", + " ])\n", + " model.compile(optimizer=RMSprop(learning_rate=0.0005),\n", + " loss='binary_crossentropy',\n", + " metrics=['accuracy'])\n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "def create_model3():\n", + " input_layer = tf.keras.Input(shape=(X_Train.shape[1],))\n", + " x = Dense(64, activation='relu')(input_layer)\n", + " x = BatchNormalization()(x)\n", + " x = Dropout(0.2)(x)\n", + " \n", + " y = Dense(32, activation='relu')(x)\n", + " y = BatchNormalization()(y)\n", + " \n", + " z = tf.keras.layers.concatenate([x, y])\n", + " output = Dense(1, activation='sigmoid')(z)\n", + " \n", + " model = tf.keras.Model(inputs=input_layer, outputs=output)\n", + " model.compile(optimizer=Adam(learning_rate=0.0007),\n", + " loss='binary_crossentropy',\n", + " metrics=['accuracy'])\n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Model 1...\n", + "Epoch 1/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 3ms/step - accuracy: 0.7745 - loss: 0.4766 - val_accuracy: 0.7947 - val_loss: 0.4409\n", + "Epoch 2/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 2ms/step - accuracy: 0.7957 - loss: 0.4418 - val_accuracy: 0.7956 - val_loss: 0.4387\n", + "Epoch 3/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 2ms/step - accuracy: 0.7973 - loss: 0.4388 - val_accuracy: 0.7960 - val_loss: 0.4369\n", + "Epoch 4/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 2ms/step - accuracy: 0.7984 - loss: 0.4368 - val_accuracy: 0.7960 - val_loss: 0.4372\n", + "Epoch 5/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 2ms/step - accuracy: 0.7993 - loss: 0.4355 - val_accuracy: 0.7956 - val_loss: 0.4368\n", + "Epoch 6/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 2ms/step - accuracy: 0.7996 - loss: 0.4346 - val_accuracy: 0.7967 - val_loss: 0.4363\n", + "Epoch 7/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 2ms/step - accuracy: 0.7999 - loss: 0.4340 - val_accuracy: 0.7971 - val_loss: 0.4360\n", + "Epoch 8/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 2ms/step - accuracy: 0.8001 - loss: 0.4335 - val_accuracy: 0.7972 - val_loss: 0.4354\n", + "Epoch 9/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 2ms/step - accuracy: 0.8003 - loss: 0.4332 - val_accuracy: 0.7974 - val_loss: 0.4349\n", + "Epoch 10/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 2ms/step - accuracy: 0.8006 - loss: 0.4328 - val_accuracy: 0.7978 - val_loss: 0.4345\n", + "Epoch 11/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 2ms/step - accuracy: 0.8009 - loss: 0.4325 - val_accuracy: 0.7980 - val_loss: 0.4342\n", + "Epoch 12/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 2ms/step - accuracy: 0.8009 - loss: 0.4321 - val_accuracy: 0.7984 - val_loss: 0.4337\n", + "Epoch 13/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 2ms/step - accuracy: 0.8010 - loss: 0.4319 - val_accuracy: 0.7985 - val_loss: 0.4336\n", + "Epoch 14/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 2ms/step - accuracy: 0.8013 - loss: 0.4317 - val_accuracy: 0.7980 - val_loss: 0.4337\n", + "Epoch 15/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 2ms/step - accuracy: 0.8011 - loss: 0.4316 - val_accuracy: 0.7981 - val_loss: 0.4335\n", + "Epoch 16/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 3ms/step - accuracy: 0.8012 - loss: 0.4315 - val_accuracy: 0.7978 - val_loss: 0.4340\n", + "Epoch 17/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 3ms/step - accuracy: 0.8011 - loss: 0.4314 - val_accuracy: 0.7977 - val_loss: 0.4334\n", + "Epoch 18/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 3ms/step - accuracy: 0.8014 - loss: 0.4313 - val_accuracy: 0.7978 - val_loss: 0.4337\n", + "Epoch 19/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 2ms/step - accuracy: 0.8014 - loss: 0.4312 - val_accuracy: 0.7979 - val_loss: 0.4337\n", + "Epoch 20/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 3ms/step - accuracy: 0.8015 - loss: 0.4312 - val_accuracy: 0.7980 - val_loss: 0.4335\n", + "Epoch 21/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 3ms/step - accuracy: 0.8014 - loss: 0.4311 - val_accuracy: 0.7982 - val_loss: 0.4333\n", + "Epoch 22/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 3ms/step - accuracy: 0.8015 - loss: 0.4311 - val_accuracy: 0.7984 - val_loss: 0.4331\n", + "Epoch 23/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 3ms/step - accuracy: 0.8015 - loss: 0.4310 - val_accuracy: 0.7986 - val_loss: 0.4333\n", + "Epoch 24/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 3ms/step - accuracy: 0.8014 - loss: 0.4310 - val_accuracy: 0.7984 - val_loss: 0.4333\n", + "Epoch 25/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 3ms/step - accuracy: 0.8015 - loss: 0.4309 - val_accuracy: 0.7982 - val_loss: 0.4331\n", + "Epoch 26/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 2ms/step - accuracy: 0.8015 - loss: 0.4308 - val_accuracy: 0.7982 - val_loss: 0.4333\n", + "Epoch 27/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 3ms/step - accuracy: 0.8015 - loss: 0.4308 - val_accuracy: 0.7982 - val_loss: 0.4334\n", + "Epoch 28/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 3ms/step - accuracy: 0.8017 - loss: 0.4307 - val_accuracy: 0.7983 - val_loss: 0.4338\n", + "Epoch 29/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 3ms/step - accuracy: 0.8016 - loss: 0.4307 - val_accuracy: 0.7984 - val_loss: 0.4331\n", + "Epoch 30/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 3ms/step - accuracy: 0.8017 - loss: 0.4306 - val_accuracy: 0.7984 - val_loss: 0.4332\n", + "Epoch 31/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 3ms/step - accuracy: 0.8018 - loss: 0.4307 - val_accuracy: 0.7988 - val_loss: 0.4327\n", + "Epoch 32/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.8018 - loss: 0.4306 - val_accuracy: 0.7984 - val_loss: 0.4332\n", + "Epoch 33/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 3ms/step - accuracy: 0.8018 - loss: 0.4306 - val_accuracy: 0.7986 - val_loss: 0.4326\n", + "Epoch 34/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 3ms/step - accuracy: 0.8017 - loss: 0.4305 - val_accuracy: 0.7983 - val_loss: 0.4330\n", + "Epoch 35/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 3ms/step - accuracy: 0.8018 - loss: 0.4305 - val_accuracy: 0.7983 - val_loss: 0.4327\n", + "Epoch 36/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.8017 - loss: 0.4304 - val_accuracy: 0.7982 - val_loss: 0.4326\n", + "Epoch 37/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.8020 - loss: 0.4303 - val_accuracy: 0.7983 - val_loss: 0.4325\n", + "Epoch 38/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 3ms/step - accuracy: 0.8019 - loss: 0.4303 - val_accuracy: 0.7984 - val_loss: 0.4325\n", + "Epoch 39/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 4ms/step - accuracy: 0.8021 - loss: 0.4303 - val_accuracy: 0.7986 - val_loss: 0.4324\n", + "Epoch 40/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.8020 - loss: 0.4302 - val_accuracy: 0.7990 - val_loss: 0.4323\n", + "Epoch 41/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.8020 - loss: 0.4301 - val_accuracy: 0.7987 - val_loss: 0.4325\n", + "Epoch 42/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.8022 - loss: 0.4302 - val_accuracy: 0.7989 - val_loss: 0.4323\n", + "Epoch 43/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 3ms/step - accuracy: 0.8020 - loss: 0.4301 - val_accuracy: 0.7988 - val_loss: 0.4324\n", + "Epoch 44/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 3ms/step - accuracy: 0.8021 - loss: 0.4301 - val_accuracy: 0.7987 - val_loss: 0.4322\n", + "Epoch 45/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.8022 - loss: 0.4300 - val_accuracy: 0.7988 - val_loss: 0.4325\n", + "Epoch 46/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.8022 - loss: 0.4300 - val_accuracy: 0.7986 - val_loss: 0.4322\n", + "Epoch 47/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.8021 - loss: 0.4299 - val_accuracy: 0.7987 - val_loss: 0.4320\n", + "Epoch 48/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 4ms/step - accuracy: 0.8021 - loss: 0.4299 - val_accuracy: 0.7987 - val_loss: 0.4320\n", + "Epoch 49/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 3ms/step - accuracy: 0.8021 - loss: 0.4299 - val_accuracy: 0.7987 - val_loss: 0.4319\n", + "Epoch 50/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.8021 - loss: 0.4299 - val_accuracy: 0.7987 - val_loss: 0.4319\n", + "Epoch 51/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 3ms/step - accuracy: 0.8022 - loss: 0.4298 - val_accuracy: 0.7989 - val_loss: 0.4318\n", + "Epoch 52/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 3ms/step - accuracy: 0.8022 - loss: 0.4298 - val_accuracy: 0.7989 - val_loss: 0.4319\n", + "Epoch 53/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 3ms/step - accuracy: 0.8021 - loss: 0.4298 - val_accuracy: 0.7990 - val_loss: 0.4317\n", + "Epoch 54/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 3ms/step - accuracy: 0.8022 - loss: 0.4298 - val_accuracy: 0.7992 - val_loss: 0.4318\n", + "Epoch 55/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 4ms/step - accuracy: 0.8022 - loss: 0.4297 - val_accuracy: 0.7998 - val_loss: 0.4318\n", + "Epoch 56/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 4ms/step - accuracy: 0.8022 - loss: 0.4297 - val_accuracy: 0.7994 - val_loss: 0.4319\n", + "Epoch 57/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 3ms/step - accuracy: 0.8021 - loss: 0.4297 - val_accuracy: 0.7994 - val_loss: 0.4315\n", + "Epoch 58/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 3ms/step - accuracy: 0.8019 - loss: 0.4297 - val_accuracy: 0.7995 - val_loss: 0.4316\n", + "Epoch 59/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 3ms/step - accuracy: 0.8020 - loss: 0.4297 - val_accuracy: 0.7995 - val_loss: 0.4317\n", + "Epoch 60/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 4ms/step - accuracy: 0.8020 - loss: 0.4296 - val_accuracy: 0.7995 - val_loss: 0.4316\n", + "\n", + "Training Model 2...\n", + "Epoch 1/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 4ms/step - accuracy: 0.7468 - loss: 0.5134 - val_accuracy: 0.7943 - val_loss: 0.4426\n", + "Epoch 2/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 4ms/step - accuracy: 0.7930 - loss: 0.4513 - val_accuracy: 0.7967 - val_loss: 0.4398\n", + "Epoch 3/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 5ms/step - accuracy: 0.7949 - loss: 0.4466 - val_accuracy: 0.7973 - val_loss: 0.4381\n", + "Epoch 4/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m26s\u001b[0m 7ms/step - accuracy: 0.7964 - loss: 0.4445 - val_accuracy: 0.7980 - val_loss: 0.4368\n", + "Epoch 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"\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 5ms/step - accuracy: 0.7988 - loss: 0.4384 - val_accuracy: 0.7978 - val_loss: 0.4352\n", + "Epoch 15/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 5ms/step - accuracy: 0.7992 - loss: 0.4382 - val_accuracy: 0.7982 - val_loss: 0.4350\n", + "Epoch 16/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 5ms/step - accuracy: 0.7991 - loss: 0.4380 - val_accuracy: 0.7986 - val_loss: 0.4342\n", + "Epoch 17/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 4ms/step - accuracy: 0.7987 - loss: 0.4379 - val_accuracy: 0.7984 - val_loss: 0.4342\n", + "Epoch 18/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 5ms/step - accuracy: 0.7990 - loss: 0.4374 - val_accuracy: 0.7979 - val_loss: 0.4342\n", + "Epoch 19/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.7990 - loss: 0.4374 - val_accuracy: 0.7988 - val_loss: 0.4342\n", + "Epoch 20/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 5ms/step - accuracy: 0.7993 - loss: 0.4370 - val_accuracy: 0.7986 - val_loss: 0.4337\n", + "Epoch 21/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 4ms/step - accuracy: 0.7990 - loss: 0.4373 - val_accuracy: 0.7989 - val_loss: 0.4342\n", + "Epoch 22/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 5ms/step - accuracy: 0.7991 - loss: 0.4368 - val_accuracy: 0.7984 - val_loss: 0.4342\n", + "Epoch 23/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 5ms/step - accuracy: 0.7994 - loss: 0.4368 - val_accuracy: 0.7987 - val_loss: 0.4337\n", + "Epoch 24/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 5ms/step - accuracy: 0.7997 - loss: 0.4368 - val_accuracy: 0.7979 - val_loss: 0.4344\n", + "Epoch 25/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 5ms/step - accuracy: 0.7993 - loss: 0.4369 - val_accuracy: 0.7992 - val_loss: 0.4339\n", + "Epoch 26/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 5ms/step - accuracy: 0.7990 - loss: 0.4370 - val_accuracy: 0.7985 - val_loss: 0.4340\n", + "Epoch 27/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 5ms/step - accuracy: 0.7991 - loss: 0.4370 - val_accuracy: 0.7987 - val_loss: 0.4340\n", + "Epoch 28/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 5ms/step - accuracy: 0.7995 - loss: 0.4366 - val_accuracy: 0.7985 - val_loss: 0.4339\n", + "\n", + "Training Model 3...\n", + "Epoch 1/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m35s\u001b[0m 8ms/step - accuracy: 0.7722 - loss: 0.4774 - val_accuracy: 0.7974 - val_loss: 0.4381\n", + "Epoch 2/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m25s\u001b[0m 6ms/step - accuracy: 0.7967 - loss: 0.4415 - val_accuracy: 0.7975 - val_loss: 0.4361\n", + "Epoch 3/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.7980 - loss: 0.4388 - val_accuracy: 0.7981 - val_loss: 0.4352\n", + "Epoch 4/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 5ms/step - accuracy: 0.7991 - loss: 0.4374 - val_accuracy: 0.7987 - val_loss: 0.4346\n", + "Epoch 5/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 5ms/step - accuracy: 0.7991 - loss: 0.4367 - val_accuracy: 0.7981 - val_loss: 0.4340\n", + "Epoch 6/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.7997 - loss: 0.4362 - val_accuracy: 0.7984 - val_loss: 0.4345\n", + "Epoch 7/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 5ms/step - accuracy: 0.7997 - loss: 0.4356 - val_accuracy: 0.7989 - val_loss: 0.4340\n", + "Epoch 8/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.7992 - loss: 0.4354 - val_accuracy: 0.7992 - val_loss: 0.4337\n", + "Epoch 9/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m23s\u001b[0m 6ms/step - accuracy: 0.7997 - loss: 0.4349 - val_accuracy: 0.8000 - val_loss: 0.4332\n", + "Epoch 10/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 5ms/step - accuracy: 0.8003 - loss: 0.4347 - val_accuracy: 0.7992 - val_loss: 0.4328\n", + "Epoch 11/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m42s\u001b[0m 6ms/step - accuracy: 0.8001 - loss: 0.4343 - val_accuracy: 0.7993 - val_loss: 0.4339\n", + "Epoch 12/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 5ms/step - accuracy: 0.8004 - loss: 0.4342 - val_accuracy: 0.8002 - val_loss: 0.4330\n", + "Epoch 13/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.8004 - loss: 0.4340 - val_accuracy: 0.8000 - val_loss: 0.4329\n", + "Epoch 14/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 5ms/step - accuracy: 0.8007 - loss: 0.4333 - val_accuracy: 0.7999 - val_loss: 0.4329\n", + "Epoch 15/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.8011 - loss: 0.4330 - val_accuracy: 0.8002 - val_loss: 0.4331\n", + "Epoch 16/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.8011 - loss: 0.4331 - val_accuracy: 0.7999 - val_loss: 0.4330\n", + "Epoch 17/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.8010 - loss: 0.4332 - val_accuracy: 0.8007 - val_loss: 0.4323\n", + "Epoch 18/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.8006 - loss: 0.4330 - val_accuracy: 0.8002 - val_loss: 0.4328\n", + "Epoch 19/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 5ms/step - accuracy: 0.8006 - loss: 0.4328 - val_accuracy: 0.8001 - val_loss: 0.4333\n", + "Epoch 20/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 5ms/step - accuracy: 0.8010 - loss: 0.4327 - val_accuracy: 0.8004 - val_loss: 0.4324\n", + "Epoch 21/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 5ms/step - accuracy: 0.8012 - loss: 0.4327 - val_accuracy: 0.8003 - val_loss: 0.4320\n", + "Epoch 22/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.8013 - loss: 0.4325 - val_accuracy: 0.8006 - val_loss: 0.4319\n", + "Epoch 23/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.8009 - loss: 0.4324 - val_accuracy: 0.8012 - val_loss: 0.4319\n", + "Epoch 24/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.8017 - loss: 0.4324 - val_accuracy: 0.8013 - val_loss: 0.4331\n", + "Epoch 25/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 5ms/step - accuracy: 0.8013 - loss: 0.4324 - val_accuracy: 0.8006 - val_loss: 0.4316\n", + "Epoch 26/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.8010 - loss: 0.4321 - val_accuracy: 0.8000 - val_loss: 0.4326\n", + "Epoch 27/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.8008 - loss: 0.4322 - val_accuracy: 0.8007 - val_loss: 0.4319\n", + "Epoch 28/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.8010 - loss: 0.4320 - val_accuracy: 0.8003 - val_loss: 0.4325\n", + "Epoch 29/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.8013 - loss: 0.4319 - val_accuracy: 0.8006 - val_loss: 0.4324\n", + "Epoch 30/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 5ms/step - accuracy: 0.8011 - loss: 0.4317 - val_accuracy: 0.8004 - val_loss: 0.4317\n", + "Epoch 31/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.8016 - loss: 0.4316 - val_accuracy: 0.7999 - val_loss: 0.4321\n", + "Epoch 32/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 5ms/step - accuracy: 0.8011 - loss: 0.4320 - val_accuracy: 0.8006 - val_loss: 0.4321\n", + "Epoch 33/60\n", + "\u001b[1m3907/3907\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 5ms/step - accuracy: 0.8014 - loss: 0.4315 - val_accuracy: 0.8003 - val_loss: 0.4320\n" + ] + } + ], + "source": [ + "# Train Models\n", + "early_stop = EarlyStopping(monitor='val_loss', patience=8, restore_best_weights=True)\n", + "\n", + "train_params = {\n", + " 'x': X_Train,\n", + " 'y': y_Train,\n", + " 'validation_data': (X_Test, y_Test),\n", + " 'epochs': 60,\n", + " 'batch_size': 128,\n", + " 'callbacks': [early_stop],\n", + " 'verbose': 1\n", + "}\n", + "\n", + "print(\"Training Model 1...\")\n", + "model1 = create_model1()\n", + "history1 = model1.fit(**train_params)\n", + "\n", + "print(\"\\nTraining Model 2...\")\n", + "model2 = create_model2()\n", + "history2 = model2.fit(**train_params)\n", + "\n", + "print(\"\\nTraining Model 3...\")\n", + "model3 = create_model3()\n", + "history3 = model3.fit(**train_params)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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/forJZFL8/PyUgQMHKqdOnSrzmp04cUIZPny4EhwcrBgMBqV69erKY489ppjN5lL7rV+/vqJWq5XExMRyr4sQQgghxM3kRr0fVhRFWbVqlQKU+1izZo2iKIoSFxenDBgwQDGZTIrRaFRatWqlLF682G1fX375pdKxY0clMDBQMRgMSo0aNZSnn35aycnJURRFUcxms/L0008rjRs3Vnx8fBQvLy+lcePGyrRp087bRyGEKI9KUc4ZfyqEEELcoJo2bUpAQAArV66s7K4IIYQQQgghhBDlkpq2Qgghbgpbtmxhx44dDB8+vLK7IoQQQgghhBBCnJdk2gohhLih7dmzh61bt/LBBx+Qnp7O0aNHXbP7CiGEEEIIIYQQ1yLJtBVCCHFDmz9/Pvfffz9Wq5XZs2dLwFYIIYQQQgghxDVPMm2FEEIIIYQQQgghhBDiGiKZtkIIIYQQQgghhBBCCHENkaCtEEIIIYQQQgghhBBCXEO0ld2B65XD4eDUqVP4+PigUqkquztCCCGEEDclRVHIy8sjIiICtVryEc5H7l+FEEIIISpfRe9fJWh7iU6dOkV0dHRld0MIIYQQQgAJCQlERUVVdjeuaXL/KoQQQghx7bjQ/asEbS+Rj48P4LzAvr6+ldwbIYQQQoibU25uLtHR0a57M1E+uX8VQgghhKh8Fb1/laDtJTozpMzX11dueoUQQgghKpkM978wuX8VQgghhLh2XOj+VQp/CSGEEEIIIYQQQgghxDVEgrZCCCGEEEIIIYQQQghxDZGgrRBCCCGEEEIIIYQQQlxDpKatEEIIIYQQQgghhLiqHA4HFoulsrshxFWn0+nQaDSXvR8J2gohhBBCCCGEEEKIq8ZisXDs2DEcDkdld0WI/4TJZCIsLOyyJsuVoK0QQgghhBBCCCGEuCoURSEpKQmNRkN0dDRqtVTqFDcuRVEoLCwkNTUVgPDw8EvelwRthRBCCCGEEEIIIcRVYbPZKCwsJCIiAk9Pz8rujhBXnYeHBwCpqamEhIRccqkE+XhDCCGEEEIIIYQQQlwVdrsdAL1eX8k9EeK/c+YDCqvVesn7kKCtEEIIIYQQQgghhLiqLqe2pxDXmyvx8y5BWyGEEEIIIYQQQgghhLiGSNBWCCGEEEIIIYQQQgjxnzh+/DgqlYodO3ZUdleuaRK0FUIIIYQQQgghhBDiHMnJyTz++ONUr14dg8FAdHQ0vXv3ZuXKlZXdtSsiJiaGKVOmlLv+77//RqVSnffx999/X/Rxo6OjSUpKokGDBpfe+ZuAtrI7IIQQQgghhBBCCCHEteT48eO0b98ek8nEe++9R8OGDbFarfz+++889thjHDhwoLK7eNW1a9eOpKQk1+snn3yS3NxcZsyY4VoWEBDg+tpisVRowjmNRkNYWNiV7ewNSDJthRBCCCGEEEIIIYQ4y+jRo1GpVGzatIn+/ftTq1Yt6tevz/jx49mwYYOrXXx8PH379sXb2xtfX18GDRpESkqKa/2kSZNo0qQJ06dPp0qVKnh7ezN69GjsdjvvvvsuYWFhhISEMHnyZLfjq1QqPv/8c3r27ImHhwfVq1dn/vz5bm2effZZatWqhaenJ9WrV2fixIlYrVa3Nr/99hstW7bEaDQSFBREv379AOjcuTMnTpxg3LhxrqzZc+n1esLCwlwPDw8PDAaD6/UXX3xBq1at+Oabb6hWrRpGoxGA5cuX06FDB0wmE4GBgdx5553ExcW59ntueYQzGb0rV66kRYsWeHp60q5dOw4ePHgJ37kbhwRthRBCiGucoihkFVjYkZDNrsRsMgssKIpS2d0SQgghhBDikhVb7eU+LDZHhduabfYKtb0YmZmZLF++nMceewwvL69S600mEwAOh4O+ffuSmZnJP//8w4oVKzh69CiDBw92ax8XF8eyZctYvnw5s2fP5ttvv6VXr14kJibyzz//8M477/DSSy+xceNGt+0mTpxI//792blzJ8OGDWPIkCHs37/ftd7Hx4eZM2eyb98+Pv74Y77++ms++ugj1/olS5bQr18/7rjjDrZv387KlStp1aoVAAsWLCAqKorXXnuNpKQkt4zai3HkyBF+/vlnFixY4ArCFhQUMH78eLZs2cLKlStRq9X069cPh8Nx3n29+OKLfPDBB2zZsgWtVssDDzxwSX26UUh5BCGEEOIakm+2EZ9RSJHVTvOq/q7lj/6wlUJLyc2mp15DdIAn0f6e1Ajx4s5GEZd0PIvNQXaRhZxCK1mFVrILLWQXWskqtBDia6Bf0yhX260nMjHqNIT4GAn00qNWl/40/nrmcCjYFQW7Q8HmcD7bHQpqFZg8LzzMqywWm4OsQguZBRayCixkFFjILbZisTnw99RzV9NIV9tPVh4mPd+Mxe7AaldQAVqNGp1GRbC3gce7xrra/rQ5gcxCC1q1CrtDQQHsDmcg31Ov4f721Vxtf9wYj16rpmGkHzWCvdBq5DN7cfXlW/I5kn0ErVpLgyCpVyeEEKK0gV+sL3dd86r+TOpT3/X63m82YraVHfBrEOnLW3c3cr0e9d1mcotspdr99niHCvftyJEjKIpCnTp1zttu5cqV7N69m2PHjhEdHQ3A999/T/369dm8eTMtW7YEnMHd6dOn4+PjQ7169ejSpQsHDx5k6dKlqNVqateuzTvvvMOqVato3bq1a/8DBw7kwQcfBOD1119nxYoVfPLJJ0ybNg2Al156ydU2JiaGp556ijlz5vDMM88AMHnyZIYMGcKrr77qate4cWPAWdZAo9Hg4+NzWaUKLBYL33//PcHBwa5l/fv3d2szffp0goOD2bdv33nr2E6ePJlOnToB8Nxzz9GrVy+Ki4tdGbw3GwnaCiGEEJVk7eF0ErIKySywkJpbzInMQjLyLQCE+xn5angLwDk0qlqQF1mFFhQFUnKLKbTYOZicx8HkPE5kersFbSf9upe0fDMooKDgcDifFQViQ715urvz5lNRFIZ8tR6rveys3TphPm5B2yl/Hia70DncSq1WEeytJ9jHQLCPkZoh3vRpXNKHzccz0ahVeOo1eOq0eBo0aNUqLHYHapWKIG+Dq+2OhGwKLTasdgWrzYGnXoPJU4+fpw5/Tx2e+su/XckrtpKcU8ypnGKSc4rwNero2TDctf7ebzaSU2Qtc9vYUG8+HNTE9Xrc3B1kFVrw0mvxMmjwMmjx0jvPMdTHSP/mJddsxPRN5JtLv2kAqBbk5Ra03X0yh6Sc4jLbRpo83F7/cziN+IzCMtsGeuvdgrbb4rM4mJwHgIdOQ70IXxpE+tEw0o+aId5oygi+OxwKJ7OLiEvLJy6tgLi0fG6rG0qXOiEAJOUU8eTsHXgZNHgbdXgbNHjqtXgZtHgbNIxsVw29VoLDN7OEvATe2vQW4V7hTOkypbK7I4QQQlyUio5q279/P9HR0a6ALUC9evUwmUzs37/fFbSNiYnBx8fH1SY0NBSNRoNarXZblpqa6rb/tm3blnp9JpsVYO7cuUydOpW4uDjy8/Ox2Wz4+vq61u/YsYOHHnqoQudyqapWreoWsAU4fPgwL7/8Mhs3biQ9Pd2VYRsfH3/eoG2jRiXB9/Bw5716amoqVapUuQo9v/ZJ0FYIIYS4BNmFFvaeysXuUOhYq+QmZcmuJJJyijDbHFhsDix2B3nFVjILLGjUaj65p6mr7aIdJ13BtLMFeeuJ9PfA4VBc2axv9mvo+tpic3Aqu4iErEISMosweepc29rsDrYnZONwlH2jGeBVkjGqUqkweerJLLBg8tTh76nHz8P57O+lcwsUOhwKUf6eGLTFpOVbcDgUUnLNpOSagVwyC8xuQdsP/zhUbrCyQaQfb93d0PX6vd8PlJkNAVAlwJPPhjVzvZ729xGsNgUPvRqHAooCDkVBURSCfQwMbllyQ/f533EcTskjKae4VF9iQ7zdgrZllPACQK0CFe4r0/PNZBdaycBSur+Bnm5B2wAvPWabnQAvPf6eegK8nMFog1ZDkLd79u6IdjFYbA60GhU6jRpFAavdgd2hYDgnANqrYTiZBRYcijMjV61WoUKFWgUeeo1b2zsahhHgpWd3Yg75ZhtbT2Sx9URWqeubVWBh3tYE4lILOJqeT7HVPZsl0uThCtrmF9sostopstpJzy99HUZ1qF72BRU3DYPW+cFMsb3sDyKEEEKIeY+2LXed+pybsx8ebF1Oy9L3cd+OaHlZ/QKIjY1FpVJdscnGdDqd22uVSlXmsguVDzjb+vXrGTZsGK+++irdu3fHz8+POXPm8MEHH7jaeHh4nGcPV0ZZ5SN69+5N1apV+frrr4mIiMDhcNCgQQMsltL3jWc7+5qcqbF7MdfkRiNBWyGEEKIC7A6Fg8l5bD2Rybb4bI6k5gNg8tS5BW1XH0pjX1JumfvQalRugdhWMQFUCfAkyNtAoLeeaH9PqgZ64mUo/e/57FIEeq2amCAvYoJK3yABvHp6KJkK5w3vmRtZlQq8zsla/WxoM4w6dZkTD5x7/DOBVodDIaPAQmpeMal5ZtLyzKUCkNWCvcgvtlFosVNktVFgtmN3KOg0Ks4dnR8b4kOB2YZBp0arVpNvtpFdaCWnyOIWkAb490h6uQHeGsFebkHbrSeySMktCRj5e+mJ8DMS7udBTJCn27af3NMUlUqFRq1Cq3Y+a1SqMktAvDugEfnFNgosdgrNzucCs40Ciw1fo3t/3x/YuELXF6B9zaALtjnjjrMCzhdya51Qbq0TisOhcCKzkF2J2ew5mcOek7nUCPF2tdNqVPy2s6SWmUGrplqQFzVCvKkR7E3d8JLskKqBXnxxX3MKzTbyTz8KzM7vc7HNXmb2rri5eGicbxLNNnMl90QIIcS1yqjTXLjRVW5bnoCAALp3785nn33GE088USowmZ2djclkom7duiQkJJCQkODKtt23bx/Z2dnUq1fvsvuxYcMGhg8f7va6aVNnEsi6deuoWrUqL774omv9iRMn3LZv1KgRK1eu5P777y9z/3q9Hrv94ur9XkhGRgYHDx7k66+/5pZbbgFg7dq1V/QYNwsJ2gohhLjh5RVbiUsroHaojysLMSGzkD0ncwg8HTAN8jLg66EtM7j23brjLNuTRIHZ/YamWpAXUf7un153qh1MvQhfdBo1eq3z4aXXEOhtIMhb75YJMKhlNFeaVqOmSbSpwu3PzcqsCLVadbosgoH65bR5s1/DUssURSnz+p5dr+xcVrv7J+sj21Ujq8BCsc2OSuXMLFWffvY/p+7sPa2i8dBriPDzIMzPeN4b+IupWRvu5wF+FWt7Kdf3alGrnWU2qgV50bdJJA6HQtFZk3L4GHXc06oK4X5GagR7E+XvUW7dYr1WXapkgxBn02ucv1PFtuJyf/eFEEKIa9lnn31G+/btadWqFa+99hqNGjXCZrOxYsUKPv/8c/bv30+3bt1o2LAhw4YNY8qUKdhsNkaPHk2nTp1o0aLFZfdh3rx5tGjRgg4dOjBr1iw2bdrEt99+CzizgePj45kzZw4tW7ZkyZIlLFy40G37V155ha5du1KjRg2GDBmCzWZj6dKlPPvss4CzbMPq1asZMmQIBoOBoKCKJxGUx9/fn8DAQL766ivCw8OJj4/nueeeu+z93owkaCuEEOKKUhSF3GIbmQUW9Fo1Yb7G/zTrrshiJy4tnyOp+RxKyeNIar6rTujrdzVwBTR3JebwxT9xbtvqNCoCvAwE++h5+c76roCbQ1EoMNvxNmhpWsVE86r+NKvij79X6UDfxWRA3mwuJWijOyct97Z6oRXetmvdire9GanVqlJZ3UNb35z1wsSV56F1BvUdOLA5bOg0ugtsIYQQQlxbqlevzrZt25g8eTITJkwgKSmJ4OBgmjdvzueffw44729/+eUXHn/8cTp27IharaZHjx588sknV6QPr776KnPmzGH06NGEh4cze/ZsVwZvnz59GDduHGPGjMFsNtOrVy8mTpzIpEmTXNt37tyZefPm8frrr/P222/j6+tLx44dXetfe+01HnnkEWrUqIHZbK5wLd/zUavVzJkzhyeeeIIGDRpQu3Ztpk6dSufOnS973zcblXIlviM3odzcXPz8/MjJyXEr8iyEENc6i81BdpHFVSdKrXJW7FSdrt1p0KldGYlmm53UXDM2h4L99MPmcM5sn1VgIeZ01h7A4ZQ83ll+gIwCC7azJrbSqFVEmjy4s1G4q4ao3aFgsTncshAdDoXcYivp+WaCvY34nR4Wvysxmx83xmM5M1vs6X6eif/d3TSSdqeHlf9zKI0P/zhIWeVcw/yMPNC+Gm1rBAKw8WgGK/alkFFgcdUoPdukPvVoXjUAcE66lF1opXaoT7mZh0KIyiH3ZBX3X14ru8PO0KVDAfj29m/x1ntfYAshhBA3quLiYo4dO0a1atUwGo2V3Z3rhkqlYuHChdx1112V3RVxCc73c1/RezLJtBVCiGtUck4xKw+koEKFyVOHyUOHn6cOk6cek4cOT73GLXNRURSyC62czC7iZHYRp7KLOJlVxKmcIoa0rOKqu3ooJY/nF+wu97gj2sUw4PRESvEZhYz/aWe5bYe2ruIK2hp1mtOTUjn5GLWuybjiMwuxnDXM/URGAU/O2eEsS+BtILvQ4hbsHdst1pUlabUr7D1Vdo1YgKyzgq2RJiMOBQK99cSGeBMb4kNsqDc1Q7zxOafWaOvqgbSuHuh6bbU7yCqwkJ7vDOKePdQ+3M/DOSReCCFEhWjUGnRqHVaHlWJ7Md5I0FYIIYQQ4mJI0FYIcdNz2O1kpyTh6WvC6H1pbyrT883EpeaTVWglt8hKkI+eBhF+hPhe3CfJZ09SlVlgYc6mhHLb3tU0klEdqgGw91QOr/66z60+5dkSsgpdX6tUzjIACjgzUhWF008A2M+anVOnUeNt0KLVlEzMpFE7Z7Y3eeoI8ja42ob6Gnl3QCMCvfSYPPXotWocDoX0fDMJWUVutV+TT5cryMi3kHHWzPMqlbO2qP2sVNmawd483b02HnoNioLbkB0FXEFjgGpB3nz/QKsyyxZciE6jJsTXeNHfMyGEEGW7r959aFVaPLWeF24shBBCCCHcSNBWCHFdKbbaOZKaT61QH/RaZ63LLccz+ftgGh56DQatGk+9FqNOjYdOg1GvoUmUyRXE238siZ279lOYnIA5JRFLWiK2jCSw28DDhx7PvE79ejUB2HMyhz/2pbiCmg5FwWZXyCmyklVo4YmusdSP8HP14bNVcaX6G+JjoEGkH3c1jXQLLp4tr9jKv0cy+OdQKlUCvPi/zjUAqBvuQ/f6oahUKrILLWQXWskuspJTaKXIasfPw5k5mnw0h/z4XCiwodJDiK+RSJMHESYPIv2dz9UCS45dP8KPBaPbl9mXjFP5FOZYyM0owsffSEyQF7MfblOh741eq6ZuuPvQDrVaVWYgtF3NIH58qDWJWUVkFVgweeoJ8tYT4KVHe04NUz9PnStL+EI0atUlBWyFEEJced1juld2F4QQQojrllQzFRK0FUL8Z3KKrBxJzXNO6GTU4mPQ4mPU4WXQ4KXXlqoV6nAonMop4mByHgdT8jiYnMfx9AIcCrw/sDG1w3wAOJZewD+H0so8pt6SzzDfBEhPJO3EMfKzMstspwCqojxWffw60ZPfwzcohFPZRaw6kFru+ZydIRrqayQ2xBs/Tx2+Rh0ns4s4nJJHap6Zvw6k0qNBmKvtgeRc4jMK8TJoWX0ojU3HM11lAeIzC3m4Y3U0ahUqlYoxt8aWeWyzzU5hjoW18w9z6lA2AH3sevwMRqIi/ImINRFc5cL1VwtyzOgMGvRG57+DjMR8dvzpzO7VaFX4BntgCvHEL9gDv2BPAiK80BlK6tAqioK12E5hroWCHDOFuRYKcywU5lpo3qMqeo/y/834GHXUDZeJaYQQQgghhBBCiHNJ0FYIccUoikJmgYWknGISs5w1VW+JDSI21Blc3ZWYzbvLD5a5rVoFD3Wszp2NIgBYezidz1YdId9sK9XW30tPdmFJwLRJtAm9Vk2RxU6R1fkottgpzkhGu+IHjhVku/fTJxBVQASaoAh0XmFovcMwRpnInjcFc1YKPzz/LE16jMPo5cOQyCA0Hhq0Hlo0nhq0Bg0mTz3+nnqqBJYM92xaxZ+mVfzdjlNksbM/OZe9J3OIDSkpu7ByfyrL9yS7ta0a6EmX2iF0rBWMpgITXRm0Gg7vzeTUoWxUahVB0d5knsynKNfC4c0pHNuRRt+xTZ0XlpKyCw67g4yTBZw6kk3SkRxy04to2SuGao2dmazhNU0c351BfmYxNquDrKRCspJKSit0GBhLRKwJgH3/nuLA+iRsFkep/gHUbRd+3qCtEEKIG1t8bjw55hyifaIxGU2V3R0hhBBCiOuKvJsWQpSSklvMxmOZpOWZSc83k55nJqfIikNRsDsUhrauym31nJNE7U/K5ZVf9zozLu2KWy1SOD0h1OmgbZS/J1UCPfE1ask328krtpJfbMNsc+BQwENXksFp8tSRb7ah06ioGeJN7TBf6oT5UCvUhyBvvdsEXLGhPq5jnJF24hjzJ39NYUE2/uERNO91F8FVqxEYVYWifBUJ+zJJ2J9JfpYZo03Lnfc1oKDJO8x55Rly01LZ8usUgmuMRKd11mF1nH5offR0GNPIdfzc9CKM3jpXpurZPPQamlXxp9k5wdyqgZ7UC/clp8hK6+oBdK4dUm7phHM57A7Up8sH1G0bTn5WMXXbReAX7IHNYifleC6nDmejUoFGV1Jm4M8Z+9BoVeSmF2M1l9S9VakgP+usycMCjNw+qj6KQyE/20xOaiE5aUVkpxaRk1qIX0hJXVq1RuUK2Bq9tHj6GvD01ePpp8fTV4/BS/7FCCHEzWzG3hnsy9jHk02fpF1ku8rujhBCCCHEdUXeUQtxnVEUxRUwLLbaySywoNeqnQ+N81HWkPjcYisHk/PILrSSVWAhu8hZIzWr0EJ6voWhravQpXYIAKeyi/h69dFy+1BoKcl+VRRnRukZalVJTdVIkwc1gksyTKsFefHZ0Gal9mexOSgw2zCeFbStFerDR4MbExPohQooyDKTl1GMpwPX+R/fnc72P+LxMhnwNhnwOv0oyo3n7+/ew1JUQHDVavR/4TUcDg/i92aw6+9j5KYXuY6j0aoJruKDtdiGT2AQA1+azKwXn6Y4P5W8lLnEtn0ES7GaojwLliI73ib3gPG/84+Ql1mMl8mAX7AHplBP/EI88PTRY/TW4eVXMlHXGXc2inBlFFeU1WJn7+qTZCTmc+vwuqjUKjQ6NW361nC10eo1RNbyJ7KWe5C4IMdMdkpJtqzBU0tYdT/Ca/oRVs2vzGxYlVqFT4ARnwAjUXXK7lNMwyAia/nj6aN3CxALIYQQAEaNs555sb24knsihBBCCHH9kaCtENegIoudpJwiknKKOZXtfE7KKeJUdjH3t4+h8+ng6pHUfJ5fsLvU9lqNCp1GzaOdqnNrHWdG7NG0Al77bV+5x0zJKXlDFWHyoF3NQIK9DQT7GAj2NuDnqUOjVqFRqQj2KQlE1gjx4ov7mqNRqVCrweShd00QVlHOoHPJ5FH5WWaO7UwjJ62IwxnF5GcVc6YGe/OeVanR1Hn+3v5GrGY72SmFrqBkcd5R0o/PQXFY8Y+owaCXJ2P09mbnygQObnSWJFBrVITV8KNK3QDCY03o9Gdl+IaFM3jSZOZOeo689BOkxc2m3/OT0OkN2K0OrGcFqB12Bw67M9O0INtMQbaZU4ezXetDYnzpPLS26/Xyr/YAoDNq0BuddWQ9fPR4+OjwDfQgtJr7JF5nnDyUxbbf4ynKc5aESD6WS3gNvwpfXy8/Az0fbUh6Yj6+gUYCwr1QVaAEw4UYvXQYvaQmrRBCiLIZtaeDtjYJ2gohhBBCXCwJ2gpxDThTbxRge3wWL/+yt9y2p7JL3vg4FAUPnQaz3YHjrLIENruCw2rj1IlcLDGB6I1agn0M1Aj2wuSpx+Spw+Shw99Lj8lTT6CXnij/kmHvob5Gnu9Zt0J9N2g1RJo8LtywgpKP5bBm7mGUc8osaPVqfAKNaM4KCAeEe9L9oQYU5DgDpse2b2TP7h9RHHaMvjW47aHnMXo7M32r1A8gJ72IKnUDiKhlKrOcwRlB0VXp/8JrzHv9BRL27WbxR2/TZ8ILaHQ6t4xStUZNr8caYymyOUsIpBSSfbqcgLnAiod3SUBTURTyMooobwLQ4Ko+bkHbP2fsQ61RgQrSE/IB8DIZaN6jKmHVKx6wPeNM1qwQQgjxXzFonB/ymu3mC7QUQgghhBDnkqCtEJWg2Gpn76kctsdnsy0+i9vqhdKvaRTgLC0A4GPUEu7nQaTJSJifBxEmIxGnSw6c0SjKxE+PtgXA7lCw2BzkZBYTtz2VxN0ZODZncSrC3zmM3eTBpC61id+Xgbe/EW9/A97+Rjy8dVck6/JynF3yISjKG6OnFr9gDyJq+TuDjYFGPHx0bmUJwBk09Qv2wC/Yg73/rGTPX9+gOBzEtmpHz8efQqstCZr6h3nRcXCtCvcprEYs/Z59hZ/ffIWj2zaz9NMP6fXEU6jVmlJt9R5agqv4EFzFp4w9leh2fz0sxXasxTYsxXYsRTYK8ywU5VkxnVUr1mF3kJVc4ArwqtQq6rQJo277cLS60scXQgghrkUep+vCS3kEIYQQQqhUKhYuXMhdd91V2V25bkjQVoj/gMOhEJeWz67EHLYnZLH3VC42e0nK5fb4bFfQNtzXyI8PtcbHWPFh54qikHWqgMObk0k8kIWigAowGDX4BJZkV6Yl5HFgfbLbthqtmvCafjToGIlv0JXLmK0IS7GNQxuTSTmRx6331kGlVqHVabhtVP2LGna/bdlvrJr5JQD1O3Xj9kceR625/OBmVN0G9JnwAovefZ1D69egNxq5/eHHUakvvn6rSqXCP6xksjFFUXDY7Wi0ZfwZVqnocl9divIsFBdYCY3x/c+/N0IIIcTlcmXa2iTTVgghxPUpOTmZyZMns2TJEk6ePElISAhNmjRh7NixdO3atbK7d9liYmIYO3YsY8eOLXO9xWIhIiKCp556iueee67U+tdff51PP/2UxMREdDopnXelSdBWiCvM7lBIyCwk32yjQWTJMPYXFu6m2OpwvQ72MdCsiommVfxpFFXSTq1WXVTAtrjAytqfDpOZVOBaFhrjS2yrUMKr+7ll0ZpCPKnZPIT8bDP5mcXkpmeRfmIpmSdDSDzQgS731rtgtuiVYLPYObwlhYMbkrEUO2vEJsVlExHrnECrogFbRVHYuGAu//70AwDNevah8/AHLymoWp5qTZrT68mnWfzRO+xZtQK90YPOIx4qlfV7MWxWK4unvMOJndtodddAWt01AM1ZWcFqtYqgKO/z7EEIIYS49p0J2hbZiy7QUgghhLj2HD9+nPbt22MymXjvvfdo2LAhVquV33//nccee4wDBw5UdhevOr1ez7333suMGTNKBW0VRWHmzJkMHz5cArZXiUz3LUQ5TmUX8dOWBD7+8zDT/j7CN2uO8sOGE25ttp7I5M99KazYl8I3a47yzPydDP5yPY/P3s5nq4642qnVKhpHmWgR489DHavz+b3N+HZEC8bcGkv7mkEVDtIqioLVYsdcZHMtM3hqsVkdaLQqqjUO4vYH69NpaG0iappKlT0IruJDs+5V6Ti4Ft0fqovKvoyi7L3kJq8i48T/MHia3Y51JSmKQk5aEfvWnmLp57vY/fdJLMV2fIM8aHd3DcJrmi5qf7npafz59WeugG3bAUOdwdQrGLA9o1br9nT/vycB2LbsV1bPmnHJ18dht7N06nvEbdmAzWph3bxZ/O/ZJzl5oPxJ4s7n1KH9LHjrFWaM/z/+/v4bTh06cMW/d2WxWa1X/RhCCCGubw2CGnBv3XvpENGhsrsihBBCXLTRo0ejUqnYtGkT/fv3p1atWtSvX5/x48ezYcMGV7v4+Hj69u2Lt7c3vr6+DBo0iJSUFNf6SZMm0aRJE6ZPn06VKlXw9vZm9OjR2O123n33XcLCwggJCWHy5Mlux1epVHz++ef07NkTDw8Pqlevzvz5893aPPvss9SqVQtPT0+qV6/OxIkTsZ7zXu23336jZcuWGI1GgoKC6NevHwCdO3fmxIkTjBs3DpVKVW5i0qhRozh06BBr1651W/7PP/9w9OhRRo0axebNm7ntttsICgrCz8+PTp06sW3btou/6MKNZNoKcY4lu5L4Y18yR9MKSq3z1Gu4t01V1+uF20+yMyGnVDsPnYYALz12h4LmdOD0pTvrXVQ/Dm5MJmFfJjaLHavFgc1ix2axoyig99Bw55jGaHUaVCoVrftUw8NHf1EZqiunf0Hi/j3oPZzD7guzj/PD809yx5gJRNdvwsrv9hNdN4DYliFXpI5qQbaF37/e43rtZTJQ/5YIqtYPrHBNXUVRSNi7mx2/L+bI5g0oijNzufPwh2jeq+9l9/F86nfqirW4mJXTP2fLbwuwW610ucggseJw8PsXH3N40zo0Wi2t7hrEzhVLyUiMZ84rz9D4tp7cMnQkBk+vC+4r5egR/v3pB45t3+Jalnkyga1LFuETGEytNu2o1aYD4TVrX9FAtqIorPvpBzYs/ImI2Do07Nqd2m06oDPKJGdCCCHcxfrHEusfW9ndEEIIca1RFLAWVs6xdZ5QgVGTmZmZLF++nMmTJ+PlVfr9mclkAsDhcLgCtv/88w82m43HHnuMwYMH8/fff7vax8XFsWzZMpYvX05cXBwDBgzg6NGj1KpVi3/++Yd169bxwAMP0K1bN1q3bu3abuLEibz99tt8/PHH/O9//2PIkCHs3r2bunWdE4f7+Pgwc+ZMIiIi2L17Nw899BA+Pj4888wzACxZsoR+/frx4osv8v3332OxWFi6dCkACxYsoHHjxjz88MM89NBD5V6Lhg0b0rJlS6ZPn06HDiUfxM6YMYN27dpRp04d/vrrL0aMGMEnn3yCoih88MEH3HHHHRw+fBgfn6s/mvdGpVL+i5SsG1Bubi5+fn7k5OTg6+t74Q3ENSs930ygl971qdKUPw+xcn8qahU0jjbRIMIPm0PBanegVqu476yg7f/WHycurQC7QyHK34PYUG9iQ3yINHmgvojJvdIT8zm4IYmWd1ZDb3R+lrLjz3gObUops71KBW361iC6XsAlnbOrBqxKRb9nX8Y/LILfprxD2vGjoFJRp31v8nMbo1Kp8fDRUa9DBNUaB1fonBx2B2nx+Zw8lAVAs+4l12vF9L0YvXRE1w2gSv0A1JqKBRMtxUXsW72KHb8vJiMx3rU8un4jWvbpT7UmzS/yCly6XX8uZ8U3n4Gi0LBrd2578LEKBUUVReGvGV+w4/clqNRq+ox/gZot21CUn8fqH6azZ9UKALz8A+h6/6PEtm5X5n7S4o+z7qdZHNm8HgCVWk2Dzt2o0rAJcVs2Erd1E9bikmGo3oFB1GrdntptLz+AqygKa2d/x6Zf3D/d1Xt4UrdDJxre2p3Q6jUvef9CCHEp5J6s4uRaCSGEqAzFxcUcO3aMatWqYTQawVIAb0ZUTmdeOAX6CyfJbNq0idatW7NgwQJXZmpZVqxYQc+ePTl27BjR0dEA7Nu3j/r167Np0yZatmzJpEmTeO+990hOTnYFMHv06MHBgweJi4tDffo9Wp06dRg5cqSrDIFKpeLRRx/l888/dx2vTZs2NGvWjGnTppXZn/fff585c+awZYszuaddu3ZUr16dH374ocz2F6ppe8aXX37JU089RVJSEt7e3uTl5REWFsbUqVMZNWpUqfYOhwOTycSPP/7InXfe6Tqfm2kislI/92ep6D2ZZNqKm052oYX4zELi0vJZdySDA8l5fDioMbGhzj+ePRuEUyfMh7bVg/DzPH/m6n1tYy6rL1nJBez55yRJcc5sXdPmFOrfEglATMMgQqr6oNVr0Bk0zme9Bq1ejUanvuSaqsd3befv778GoNOw+6netCUAQ19/n1XffcWuP5dzYO2vBMccxi+sL0V5sHXZCfauPoneQ4dao+LW4XVc2beHNiWTFp+HWqNGcSikxudiKXLWqdXq1DS6NcrVtsu9tTi6bSPJh7eRm2rC08/58DI5n3UG9z9kmadOsvOPJez5+08sRc5PYnUGI/U63kqT7r0Iiq7Kf61Rtx5odDp+//xjdq/8HbvFQvf/G3vBic/WzvmeHb8vAZWKnqPHUbNlGwA8vH3o/uiT1O3QhT+/+ZSspFP8+uGb1GzZhlsfeBSfgCAAMk4msH7ejxzcsNb5ybRKRb0OnWkz4B78w5w3PHXadcRmsXB85zYOrl/D0W2byM9IZ9vSX9i29Be8A4NoN3AoDTrfdtE/P+cGbDvcMwKAPX/9QXZKEjtXLGPnimWExNSgYdfu1O3QqUIZw0IIIW5cRbYiEvMSUavU1DDVqOzuCCGEEBVW0fzG/fv3Ex0d7QrYAtSrVw+TycT+/ftp2dL5fjsmJsYt4zQ0NBSNRuMK2J5Zlpqa6rb/tm3blnq9Y8cO1+u5c+cydepU4uLiyM/Px2azuQUBd+zYcd4s2oq65557GDduHD/99BMPPPAAc+fORa1WM3jwYABSUlJ46aWX+Pvvv0lNTcVut1NYWEh8fPwF9izOR4K24oakKAqKgisz9EByLt+tO058ZiG5Z9WDBWfW6sGUPFfQtnaYD7XDrm76fm56EXtWnyTxQJarD9UaB1OtcbCrjSnUE1Oo5xU9buapkyye8jaKw0H9Tt1ofmfJJ4ZavZ7bHhpDVN0GrPjqU9KO76cgO5nGt48iLcGP4gIbxQXOa3d2OYPMpAJOHsp2O47BU0tErInIWv6o1SoKsrPY9edydv65jIKszHL7pzN6nA7g+qNS4Vbn1T88gia396Jep64YvSp3kq76nbqi0elY+sn77FuzCpvNxh1jJqDRlv0ndePCn9i0aB4A3Ub9H3Vv6VKqTZUGjbjv3U/YuGAum3/9mSObNxC/Zydt+99DesIJ9q1e5SoHUavtLbQbMJTAqOhS+9Hq9dRs2YaaLdu4AriHNqwlbutG8jPS+eOLqSTu3U23Bx+rcEkDRVFYM/s7Np8O2HYZ+QjNevYGoFWf/iTs283uv/7g8MZ/ST0ex8pvp/HP/76ldtsONLy1OxG1617WxG1CCCGuT0dzjvLa+teI9I7kw84fVnZ3hBBCXCt0ns6M18o6dgXExsaiUqmu2GRj507UpVKpylzmcDioqPXr1zNs2DBeffVVunfvjp+fH3PmzOGDDz5wtfE4XQ7xcvn6+jJgwABmzJjBAw88wIwZMxg0aBDe3s735iNGjCAjI4OPP/6YqlWrYjAYaNu2LRaL5Yoc/2ZV6UHbzz77zJUm3rhxYz755BNatWpVbvspU6bw+eefEx8fT1BQEAMGDOCtt95ySzW+0D6Li4uZMGECc+bMwWw20717d6ZNm0ZoaOhVPVdx9aXnm5m9MZ71RzMY1roqvRqFA6BWqdhzMhdwBkhDfIxUDfSkcbSJ9jUCCfQ2/Cf9UxwKW5Yd5/iu9DPJkkTXC6D+LZH4BFzdmqDF+fksevc1zAUFhNeqQ7eHHiszkFa3Q2dCqtXgtw/fIiMxng3zPqT13fdQq00vFAUcdsWtTEL1JsEEV/HBYVdQHAqmUE+Con1QqSDp8AGWffY1hzb8i8PuDPh6+pmIadSU4oJ8CnOyKcjJpjAnG7vVirW4iOzkIrKTk5w7V6mo3rQFTbrfSUyjpldlkrFLVaddRzRaLYunvMuh9WuwW63cOfZZtOf8493++2LWzvkegI7D7qfxbXeUu0+d3kCHIcOp3a4jK778hKQjB/nnh+mu9TVatKbdwGGExFSvUB/PDeBuXbKIf3/6gX1rVpFyLI7e454jMKrKefdxbsD21vsfoWmP3q71KrWaKg0aU6VBY4ryHmHf6lXs/ut3MhLj2fvPSvb+s5IHP/kWvxD5+yqEEDcbo8Z5b1NsK67kngghhLimqFQVKlFQmQICAujevTufffYZTzzxRKm6ttnZ2ZhMJurWrUtCQgIJCQlu5RGys7OpV+/i5rUpy4YNGxg+fLjb66ZNmwKwbt06qlatyosvvuhaf+KE++TpjRo1YuXKldx///1l7l+v12O32yvUl1GjRtG5c2cWL17MunXreO+991zr/v33X6ZNm8Yddzjf7yYkJJCenl6xkxTlqtSg7dy5cxk/fjxffPEFrVu3ZsqUKXTv3p2DBw8SEhJSqv2PP/7Ic889x/Tp02nXrh2HDh1i5MiRqFQqPvzwwwrvc9y4cSxZsoR58+bh5+fHmDFjuPvuu/n333//0/MXV06B2cb8rYn8suMkVrtzGEN8Zklh8yoBnoy/rRbRAZ5E+XtgvAITa51xbPsWVnz9GX6hoUTVbUBUnQZE1KqDzmjEbnWQlVKIKcQDrV6DSq1yBjcViKztT4OOEfgFVzyb1mouZu/fK9m96g8Mnl606N2Pak1aXDCL0WG3s/jjd8hKOolPYDB9J7xYKrh4tsDIaIa9+SErp3/B3r//ZMPPs0jYu52oug3wDQqhODcYn+AQfIOCCanqS0jVkuEXVouZfatXsn35b6Qei3MtD69Vh6Y9elOrdTs0WvdjK4qCpaiQguwsCrOdgVxzYQFV6jfCFBZe4evzX4tt1Y6+T7/Irx+8SdyWDfzy/hv0mfACOr3zQ4C9/6zkr+lfANDm7sG07NO/QvsNrhLDkNffZecfS1n/8xxCq9ek3cChhNesfcl91er1tO43iMja9Vg89V0yEuP54YVxdBs1mvqdupa5jaIorPlxJpt//RkoHbA9l4ePL8179aXZHX1IOnyA3X/9QVFengRshRDiJmXQOP8fmu3mSu6JEEIIcfE+++wz2rdvT6tWrXjttddo1KgRNpuNFStW8Pnnn7N//366detGw4YNGTZsGFOmTMFmszF69Gg6depEixYtLrsP8+bNo0WLFnTo0IFZs2axadMmvv32W8CZDRwfH8+cOXNo2bIlS5YsYeHChW7bv/LKK3Tt2pUaNWowZMgQbDYbS5cu5dlnnwWcZRtWr17NkCFDMBgMBAUFlduXjh07UrNmTYYPH06dOnVo165kHpbY2Fj+97//0aJFC3Jzc3n66aevWJbvzaxSJyJr3bo1LVu25NNPPwWchYqjo6N5/PHHXYWXzzZmzBj279/PypUrXcsmTJjAxo0bWbt2bYX2mZOTQ3BwMD/++CMDBgwA4MCBA9StW5f169fTpk2bCvVdJnK4NlhsDpbtSWLu5gTyip2ZnPXCfRnWpgq1Qn2uaHC2LNnJSfzw/FjMhQVuy1UqNUbfSLSGaAyeVegy/Faq1HfWHS3IMWMusBEQUfFPFguys9jxxxJ2/LGU4rxct3UhMTVoc/dgarZsU24m6qqZX7Ft2a9oDQbuee29CmdqAuz5+09Wfvs5NkvZb7g8fP3wDQrBNzgYg6c3R7ZscPVRo9NRp30nmna/84aeoOrE7h0sevd1bBYzVRo04q6nX+bYzq0s/ugdFMVB05696TLi4WumREBhTjZLPnmf+N07AGjQ5XZufeARV7AZygjYPvAoTbvfedHHUhTlmjlvIcSNSe7JKu6/vlbpRek8tvIxtGots+6YddWPJ4QQ4tp0vgmZrnVJSUlMnjyZxYsXk5SURHBwMM2bN2fcuHF07twZgPj4eB5//HFWrlyJWq2mR48efPLJJ67R3JMmTWLRokVutWhHjhxJdnY2ixYtci3r3LkzTZo0YcqUKYCzXMJnn33GokWLWL16NeHh4bzzzjsMGjTItc0zzzzD9OnTMZvN9OrVizZt2jBp0iSys7NdbRYsWMDrr7/Ovn378PX1pWPHjvz8s/N93oYNG3jkkUc4ePAgZrP5grV833rrLV544QXeffddnn76adfy7du38/DDD7Nnzx6io6N58803eeqpp9wmOZOJyEpU9J6s0oK2FosFT09P5s+f7/YNGzFiBNnZ2fzyyy+ltvnxxx8ZPXo0f/zxB61ateLo0aP06tWL++67jxdeeKFC+/zrr7/o2rUrWVlZmEwmV5uqVasyduxYxo0bV6H+yxuEa8Pri/ex6ZizRmp0gAcj2sbQMFBDTmoK4bHlZyVaim0c2pSC3qhx1Y7VGyueeK4oCtbiYuZMepa040cJjKoJmroU5Z7AnH8cuzX3nC1UBFepSkTteoTH1iasRi0CIiIvONw/42QCW5csYt/qv7BbrQD4hYbRrGcf8jLS2fnHUqxm55DDwKgqtL5rILXbdXSbFGvXyt9Z8dUnAPQe/zy1Wrev8HmekZV0ksOb1pObnkZeeiq5aankpqdiKSoqs71PUDBNbu9Fgy634enrd9HHux4l7t/DgrdfxVpcRHDVamQkJuCw26jfuRvdH3nimirtAOBw2Nm44CfWzf8RFIWgKjH0HvccARFRKIrC6lkz2PLbAuDSA7ZCCPFfkHuyivuvr1W+JZ9RfzhnlJ51xyy06kqvzCaEEKISXM9B28p0swU5bzRXImhbaXdO6enp2O32UnVkQ0NDyy30PHToUNLT0+nQoQOKomCz2Xj00Ud54YUXKrzP5ORk9Hq9W8D2TJvk5ORy+2s2mzGbSzINc3PPDcqJ/4rDUVJT9Y6GYRxOzWdY6yp0qxtKcW42/3vuSfIzM+j6wP/RpHuvUttbim2snn2IzCT37Fgvk4HIWiaadCtd47M430pmUj6ZSYVkniogMykfW9GfpB0/ioePL10fHM/6hSn4hrQgINwLo3cxtuIEclLjSInbT1bSSdLij5MWf5ydK5YCoPfwJKxGTcJq1iasZi3Ca9TCOyAQRVE4uX8vmxcv4OjWTa4+hNesTYs+d1OzZRvUamdQtlXfAWxb9ivbl/1GRmI8Sz/9gHXzfqTVXQOp17ELSYcOsvLbzwFoN2jYJQVsAfzDI2nVd4DbMkVRMBcUkHtWELcgK5Ow2NrUaN7K1cebRVTdBgx48XUWvPUKaSeOAVCrTQduf+Txay5gC6BWa2g74B4iatdl6Sfvkx5/nB+eH8ftD48h5VicK2Bb3u+REEIIcSEGbckIDrPdLEFbIYQQQoiLcF3dOf3999+8+eabTJs2jdatW3PkyBGefPJJXn/9dSZOnHhVj/3WW2/x6quvXtVjiLIpikJiVhE7E7NZH5dB0yr+DGgeBUCzKv58Pbw5Bq3GVbc1PzMDgFXffU1wTHUia9d129+WJcfJTCpA76ElKNqbnJRCCnIsFGSbKc63lhzXobD0i9047ApFee4zHhZk7iAzYTWoVPR64hkia0XR4+FgfAKMqFyTdDUpaZ+dReL+vSQdPkBy3CFSjsZhKSokfs8u4vfscrXzDgjE6OVNesLp4uEqFTVbtKbFnXcTUbtuqWHmHj6+tB90Ly3u7MeO35ewZckislOS+OPLqayfPxurxYzDbqNW21toc/eQy/k2lKJSqTB6e2P09r6ocgs3sohadRg4cTJLpr5HaPWa9Bg99poPXldt2IT73pnKkqnvkrhvD0umlhST7zpqNE1uL3/iNCGEEOJ8dGodGpUGu2Kn2FaMl+7annRGCCGEEOJaUmlB26CgIDQaDSkpKW7LU1JSCAsLK3ObiRMnct999/Hggw8C0LBhQwoKCnj44Yd58cUXK7TPsLAwLBaLa6a/ihwX4Pnnn2f8+PGu17m5ua6ZAcWVl55vZmdCtvORmENmQUnQ9HhGAX0aR6DXqlGpVBi0zqDY6lkzSNy3B72HB+GxdTixazu/ffQW9739MV4mf9f2jbtGU5BrpuUd1TCFOicBsxTZyEopRKcvCbDlZ5spyHZmV6tU4BPoQUCEFxpNBmtmObNl2w8cRtVGTQDwDSq/yLaXyZ/abTtQu20HwDkxWHrCCZLjDpF8xPlIT4gnPzOD/MwMtDo99TrdSvNe/QiIiLzg9TJ4etG63yCa9ezDrpXL2fzbAvIy0gAIqVaDHv/3pNQV/Y+EVq/JA1O+rOxuXBRv/wAGvjSZdfN+ZOPCuYAEbIUQQlwZA2sNRKPWYNTKcFghhBDiYlTiFFTiGlFpQVu9Xk/z5s1ZuXKlqz6Hw+Fg5cqVjBkzpsxtCgsLUZ8zzFhzunanoigV2mfz5s3R6XSsXLmS/v2dM7kfPHiQ+Ph42rZtW25/DQYDBoOh3PXi8pxd8gDgxYW7OZVd7Hqt06ioF+FL4ygTt8QGo9e6/xwc+Pcfti5ZBECP0eOo2rAJP770FBmJ8fz20dsMePENtHod4CyD0G1kPbcgpt5DS2iMex0RTz89XUfWxWFTMIV5otNrMBcW8MPzb2K3WqnWtAWt+w3iUqg1GkJiqhMSU51GXXsAYCkuIvVoHLkZacQ0aoqnn+mi96szGmne6y4a33YHe/7+k5SjR2g/aBg6g7xREuen1mjoMOQ+arZsg81qIapO/crukhA3r6IsWP0+BFSDpveBVu4/xPWrX2y/yu6CEEIIIcR1qVLLI4wfP54RI0bQokULWrVqxZQpUygoKOD+++8HYPjw4URGRvLWW28B0Lt3bz788EOaNm3qKo8wceJEevfu7QreXmiffn5+jBo1ivHjxxMQEICvry+PP/44bdu2pU2bNpVzIW5iCZmFLN2dxK7EHD4c0AiDwfkj2bSKP16GPJpEm2gcZaJuuG+pQO0Z6fHH+f3LqQC0umsgsa3aAdBnwgvMemE8Jw/sZdZLH9DtwUeIrOXMuK1I1qlGoyYwwtv1WlEUlk/7iOzkJHyDQ+g5ZsIVrVWqN3oQVa/BFdmXVq+XLElxScJqxFZ2F4S4uWXHw6yBkHa6vv+aj6DTM9BkKGh0lds3IYQQQgghxH+mUoO2gwcPJi0tjZdffpnk5GSaNGnC8uXLXROJxcfHu2XWvvTSS6hUKl566SVOnjxJcHAwvXv3ZvLkyRXeJ8BHH32EWq2mf//+mM1munfvzrRp0/67E7/J2ewONh7LZMnuJHYn5qB2KNROsTP7yBZadImmXvtwHulYvUKB1eKCfH75YDI2s5mqjZrSfvC9rnUBEVF0e/AJln7yNukn1vLPD+EMfvk+NOUEfy9ky+KFHNm8AY1WS+9xz+Ph7XNJ+xFCCCHKdGoH/DgI8lPAO8xZmyc3EX57AtZ+CJ2eg0aD4BqvlS3E2VIKUsiz5BHqFYqPXu6dhBBCCCEqSqVIkYxLkpubi5+fHzk5Ofj6+l54A0F2oYWlu5NZvjeZrNM1atUqaFnVn3ppDmzJznIIAeFetOpTDd/A8mvEAigOB4vee52j2zbjGxzCsDc/wtPXz7W+uMDKP7MPEr9zCbmpa9Do9Ax94/1LmjQrcd8efnr9BRSHg24PjqbxbZLFKoQQ4go6vAJ+GgHWAgipD8PmgWcAbJnhDNgWOOuUE1QLOj8H9frBFRztcT2Te7KKq4xrNWndJPZn7mdss7G0jSi/FJkQQogbV3FxMceOHaNatWoYjVK6T9wczvdzX9F7skrNtBU3l/R8C7M3xQNg8tRxW50QejQKJ8THiNVi5+D6JI5sTSUzqYAV3+6j0a1R1GweUm7G7YYFczm6bTNanZ4+418oFbD9e9ZBctOLCK15G75BuSTu28mvH77JvW9OwejtXeY+y1KQncXij99BcTioe0sXGnXreXkXQgghhDjb1u9g8ThQ7FCtEwz+HxhP/09rOxqaj4BNX8G/H0P6IZj/AIR+CF1egNp3ODNyz6UoYDODrdj5bDe7v3b7uhjsFrDkQ3EuFOeA+fTzua/N+aA4KnZeTx0CQ8X/34obk0HjrMlcbCu+QEshhBBCCHE2CdqKq6bAbONwaj5Nok0A1AzxpmfDMOqF+GCMK8CRbCe4nfNGXqfX0KBTFNWbhrB5yTFSjuWy/Y94kg5n06pPdYxe7nX8jm7fzLr5PwLQ9cHRhFav6VpXmGth9ZxD5KYX4eGjo/OwOmj1sfzw3FhyUpJZ+sl79Hv2lQrVo3XY7Sz++B0KsrMIjKrCbQ8+VqGyDUIIIcQFKQr89Qased/5uvE90HsqaPXu7fRe0GEctBgFGz6H9Z9Cyh6YMxT8qjhr3dotpYOwQlwDjFpnZonZYa7kngghhBBCXF8kaCuuiq0nsvjkr8PkF9uYek9TIkzOUgcjmkTz789HSE0pRKWCzFMFBEaWZOF4+urpOLgWR7alsuuvBApyLGj17sHV7OQkln7yPigKjW+7g/odu2K12NHpnTX+8rOKTwds9XQeVhufACNgpM+EF5gz8WmO7djKuvmzaT9oWLn9L8rL5eSBfexf+zeJ+/ag9/Cgz4QX0MlQjhuO3WGnyFaEXqNHr3EGSlIKUtiVvot8Sz751tMPSz4F1gJ0ah331L2H6n4XX2ZDCCFcbBb4dQzsmut83elZ6Px82VmzZxh9ofOz0OohZ+B2wxeQE1+x42k9nMFgrRG0BtAYSr7WGp3rdJ7ODF+Dr/PZ6Fv6tcEXVBUsy6DzrFg7cUMzapz3TpJpK4QQQly6kSNHkp2dzaJFiy5rPzNnzmTs2LFkZ2dfkX6V5Ur19WJMmjSJRYsWsWPHjv/smP8FCdqKS6YoClazHZ1B48o+LbTYmL72GL/vTQEgzM9IocUGQFJcDht/jcNSZMfgqaVN3xpuAdszVGoVsS1CCY3xxWFX0OqcwVjFoVCYV8ivH0zGXFBAQFQNvIK68dsnO4iqG0Cz26sCEBTlTXAVH1rcEXM6YOsUWq0Gtz08hmWffciGn2cTViOWGs1bAZCfmUHi/j0k7t/LyQN7SU844dan7o8+SUBE1BW+guK/tC9jH7/G/UqBtYBCayGFtkIKrYUU251vIp9s+iTtItsBcDz3ON/s/qbcfdVNrStBWyHEpSvKhrn3wvE1oNJA7ynQbHjFt/cMgK4vQ9sxkLwbNPrTwddzArGa00Faje78wWAhriKD1jmqymyTTFshhBDXl5EjR/Ldd98BoNVqiYqKYuDAgbz22mvXbW3ewYMHc8cdlTdHz9nXtCxVq1bl+PHjF73fp556iscff/wyenZtkqCtuCTJx3LY9NsxivOtaPVqvP2NFGphfVI2aXY7RqOK21pGMLxtDAaNmr1rTrJv7SkUxTnRWNu7a+DlZzjvMXyD3Cci278+kbWzPycv7ThqrRcG3z4k7MsBID0h39VOrVHT5d46Ze6zXsdbSTpykB2/L2HZpx9Qs2VbTh7YS3ZKUqm2AZHRRNWtT2zr9sQ0anqxl0hUIofiYFvKNqJ8ogjzCgMgz5LH9tTt5W5TZCtyfR3qGUrL0JZ46b3w0fngpfPCR++D56GTqJb/Q/PmMpGKEOISOBxwajv88hik7Qe9Nwz6Dmp2u7T9eQZA9U5Xto/iivnss8947733SE5OpnHjxnzyySe0atXqgtvNmTOHe+65h759+7plqJRXnundd9/l6aefvlLdvuJcmbZ2ybQVQghx/enRowczZszAarWydetWRowYgUql4p133qnsrl00q9WKh4cHHh7nn/T9avr44495++23Xa/Dw8OZMWMGPXr0AECj0bi1t1gs6PXnlA4rg7e3N94XMXfR9UKCtqJcDruDrJRC0uPzSEvIJ6q2PzGNggDw9NFTnG8FwGZxcDgui5xCK35AkEZFs25V6NrRmYl46nA2e9ecAqBGs2CadKuCRlvxGa/zMtLZuWIZW5YswW7JB1QEVh1IYGQoYdX9CK/hR2BUxX85Ow9/kNRjRzl1aD97//kTAJVKTXBMNaLqNiCqbn0i69R3m9hMXB9sDhvrTq3jlyO/kJifSJfoLjza+FEAaphq8GijR/HUeeKl88JT64mn7vRD64lWXfLnMMYvhqdaPuW2b8VmI+7hXlhPxBO/awRVv/8OR0gA+zP20ySkyWX33aE4yCrOIqkgiaSCJE7lnyK5IJkY3xgG1xl82fsXQlSSnESIWwVxf8HRv6Eo07ncOwyGzYPwRpXaPXF1zJ07l/Hjx/PFF1/QunVrpkyZQvfu3Tl48CAhISHlbnf8+HGeeuopbrnlllLrkpLcP2BetmwZo0aNon///le8/1eSq6atXTJthRBCXH8MBgNhYc5EoOjoaLp168aKFStcQVuHw8E777zDV199RXJyMrVq1WLixIkMGDDAtY9ff/2VCRMmkJCQQNu2bRk5ciQjR44kKysLk8lU5tD+KVOmMGXKlHKzTpcvX84bb7zBnj170Gg0tG3blo8//pgaNWoAznuKatWqMWfOHKZNm8bGjRv54osvANzKI8TExHDixIlS+1cUBYCEhAQmTJjAH3/8gVqt5pZbbuHjjz8mJiYGALvdztNPP8306dPRaDSMGjXKtW1Z/Pz88PNzj7WYTCbXNY6JiWHUqFEcPnyYRYsWcffddzNz5kyeffZZFi5cSGJiImFhYQwbNoyXX34Znc45/9G51/BMiYYOHTrwwQcfYLFYGDJkCFOmTHFtcz2QoK0oxeFQ2LrsOAn7M7FZSmaI1ujUrqCtT6CRLvfWwRTqSVG+hQVrT7BzVwpNgnyo7eNJgzpBru3sNgcarYrmPWJc21+Ioiic3L+X7ct/4/Dm9SgOZz+M3v407DqYFnfejqfvhT9tKYtGq6PPhBdYM/s7vPxMRNVtQETtuhg8vS5pf6LyFduKWZWwisVHF5NelA6Ah9aDAGOAq02QRxBdqnS55GPk/Pob1hPO2pHWhARODB/O4nGtWO84wv0N7qdHTI+L2l92cTYmo8n1+rX1r7E/c3+pdmdnAAshrgPmfDi+Fo6eDtSmH3Jfr/eBmrfC7ZPBFF05fRRX3YcffshDDz3E/fffD8AXX3zBkiVLmD59Os8991yZ29jtdoYNG8arr77KmjVrStWaO/Nm5oxffvmFLl26UL36tV2up05AHe6ueTc1TDUquytCCCGuMeerd65RadBpdBVqq1apXfOTnK/tmQ8SL9WePXtYt24dVatWdS176623+OGHH/jiiy+IjY1l9erV3HvvvQQHB9OpUyeOHTvGgAEDePLJJ3nwwQfZvn07Tz311HmOUjEFBQWMHz+eRo0akZ+fz8svv0y/fv3YsWMH6rMmXX/uuef44IMPaNq0KUajkd9//91tP5s3b8ZutwPOe5EBAwa4gppWq5Xu3bvTtm1b1qxZg1ar5Y033qBHjx7s2rULvV7PBx98wMyZM5k+fTp169blgw8+YOHChdx6662XfG7vv/8+L7/8Mq+88oprmY+PDzNnziQiIoLdu3fz0EMP4ePjwzPPPFPuflatWkV4eDirVq3iyJEjDB48mCZNmvDQQw9dct/+axK0FaXs/juRYzudgS+9h4agaB+Co30IjfF1tVGpVARFe6NSqdAZPBh2Zy1atgynfkTp7FT/ME96PNLwguUQAKzFxexf+zfbf19Mevxx1/Loeg1p0uNOarZog/qcdPlL4WXyp8f/jb3s/YjKt/ToUhYcXkCeNQ8AP70fd1S/g9ur3o7nFZoER7FaSZ82DYCAEcPJ+2sV1oQEOr2Tz74Hw5ixZwaF1kL61exX7vBVcH4YsTNtJ4uOLCIxP5HPun6GQeP8vQj2DOZQ1iFCPEMI9won3CucCO8Ion0kqHNdyzwGaz901jBtMhRibwf15f8NE5WsOBdyEiA7wfl85uvsE5C0CxzWkrYqNUQ2hxq3QvUuENXCWWNW3LAsFgtbt27l+eefdy1Tq9V069aN9evXl7vda6+9RkhICKNGjWLNmjXnPUZKSgpLliw5b004ALPZjNlckuGam5tbwbO4cuoF1qNeYL3//LhCCCGufSOWjyh3XdOQpjzXquSDzodXPFzuqI26AXWZ1G6S6/WYv8aQZ8kr1W7unXMvuo+LFy/G29sbm82G2WxGrVbz6aefAs7/s2+++SZ//vknbds6S+hVr16dtWvX8uWXX9KpUye+/PJLateuzXvvvQdA7dq12bNnD5MnT77ovpzt3JE206dPJzg4mH379tGgQQPX8rFjx3L33XeXu5/g4GDX108++SRJSUls3rwZcI4ccjgcfPPNN673uTNmzMBkMvH3339z++23M2XKFJ5//nnXMb744otSgeGLdeuttzJhwgS3ZS+99JLr65iYGJ566inmzJlz3qCtv78/n376KRqNhjp16tCrVy9WrlwpQVtx/Tp5KIuDG5IBaNW7GlXrB6JSlw5C/XMojRX7knmuZ128DVp0GnWZAVsAb/8Lf5qVn5nBlsUL2fP3CswFBQBoDQbq3dKFJt3vJLhKzKWflLguOQoLUXuWDroW24rdPnUtsBWQZ80jxDOEvjX60imqk9snsldC9sKFWBMT0QQFETx2LAEjR3JixEiIj+exb1R89mAocw/OJc+Sx3317kN9zszqDsXBhlMbWBS3iBO5zqEnWpWWQ5mHaBjcEICR9UfySKNH3Mo0iOtYQQasfg82f1MSwNv/K5iqQssHoem9znqkFaEokLQD9i6CA4vBZobQ+qcfDZyPwBoSDL4YigLJu2DvQtj/G+SlnDOJ1zmTemkMzom8ck5CTjwU55x///4xJUHaah3Bw/RfnJW4RqSnp2O32wkNDXVbHhoayoEDB8rcZu3atXz77bcVnvH4u+++w8fH57xvwsCZ/fPqq69WaJ9CCCGEKK1Lly58/vnnFBQU8NFHH6HVal0B0yNHjlBYWMhtt93mto3FYqFpU+e8OAcPHqRly5Zu6ytS4/5CDh8+zMsvv8zGjRtJT0/HcXp0cnx8vFvQtkWLFhXa31dffcW3337LunXrXIHcnTt3cuTIEXx8fNzaFhcXExcXR05ODklJSbRu3dq1TqvV0qJFi/OWSLiQsvo8d+5cpk6dSlxcHPn5+dhsNnx9fcvYukT9+vXdauSGh4eze/fuS+5XZZDogHDjE2jEN8iDsOq+xDQsu5TBnpM5TPnzEDa7wu97kunfPOqyjhm/ZxeLP36Holznm2BTaDhNuveifuduGL1uvELSNyKbw0Zcdhxxu9aQ7QUFBoViezF2h52xzce62n224zO2pWxDp9FR068msf6xxPrHUt2vOkatEcVmI//vv8n8YRaFGzbgc1s3wl9/HYevFztTd7Lu1Dq2pmzlkUaP0C6yHQA9YnoQ6RVJ6/DWaK5C0MphsZB+uvZP0EMPovbwQO3hQdXvv+PE8BEQH8+Yb1V8OiqEpSyl0FrIw40eRqPWYLVb+SfxH36N+5WUwhTAOSFL1ypd6VW9F4Eega7jeOmkPMcNwVIIG6bBvx+D+XRGW41bIaQebP/BmYm5YiKsmgwNB0LrRyCsYen9uAK1C2HfL5B13H19TgIcWl7yWmuEkLolQdzQ+hBUC7xDnMFGcfqa7oR9i5wB8Kxj7uvLyMY4Lw9/8IsGU5XTz9HgF+X8fgZc28PVxbUlLy+P++67j6+//pqgoIqVkZo+fTrDhg274MzVzz//POPHj3e9zs3NJTr6vx3BYbabXaWLIr0j/9NjCyGEuLZ916P8ESMalft7u69u+6rctucmzXx666eX17GzeHl5UbNmTcD5/7dx48Z8++23jBo1ivx854ToS5YsITLS/X+cwXDhkcZnqNXqUkFOq9VaTmun3r17U7VqVb7++msiIiJwOBw0aNAAi8VSqv8XsmrVKh5//HFmz55No0Yl8y3k5+fTvHlzZs2aVWqbszN0r7Rz+7x+/XpXCanu3bvj5+fHnDlz+OCDD867n3Nr16pUKldw+3ohQVvhxjfQg24j66LWlP0mPyGzkDeW7MNmV2hXI5B+TS/95ltRFLYsXsiaWTNRFAfBVatxyz0jiGncDJW64hOVnct68iQFGzeh0ulQGfSo9HrUBgMqgwGV3oBKr3O+9vBAGxx83uHs1yKbw+aWjbk5eTNZxVloVBo0ao3z+fTXnlpP6gTUueKZp2f7dve3rE5cTd31p+j7UyJ2jYojtbzZ19jEwfq+OJo94fonarFbyLfmgxU2F29mc4pz2IVXgYNbd9ppvT4b21kTreSt+JP0bRtYOLQqB6qW/NPek7HHFbT10fu4vr4asufPx3YqCW1ICKbBJROC6cLC3AK3T3yr5tMHQvibv1GpVDza+FFSClP4evfXAHjrvOlRrQc9Ynrgo/cp73CVqzATNn4JtiJoMxp8wi68jXCy22Dnj7DqTcg7/TMc1ghue9UZtAXo8iLsmQ8bv4KU3bD9f85HlbbQ6iGo0xtS9pQEFbPPmhBA6wG1bod6d4F3KKTsdbZN2Qup+8BaCKe2Ox9nM/g6s3ADYyGwJgTVPP11DdCfvhlSFGfmaH4qFKSefk4reW23Oof3V20HwXXhMv4+/+fOzlLet8g9+K01QuxtUL8fhDcBuwVsxc5MZlsx2M55rdjBJ+J0cDYaDPKhoihbUFAQGo2GlJQUt+UpKSml6tICxMXFcfz4cXr37u1aduYNhVar5eDBg65JRQDWrFnDwYMHmTv3wkM8DQbDRb1pvBoOZR7ijY1vEOUdxQedz//mSgghxM3lYmrMXq22F0OtVvPCCy8wfvx4hg4dSr169TAYDMTHx9OpU6cyt6lduzZLly51W3am/MAZwcHBJCcnoyiKKz5xvtE3GRkZHDx4kK+//to1eenatWsv6ZyOHDnCgAEDeOGFF0qN4GnWrBlz584lJCSk3KzW8PBwNm7cSMeOHQGw2Wxs3bqVZs2aXVJ/ynKmjvCLL77oWlbW5Gk3IgnaCgByM4rwDfQAwGE3s3L6N2i0GjoPfwit3lnQO6vAwqRf91JgtlMnzIfxt9dCXUbphIqwFBXy+xdTObTB+YelfqeudH1wNDr95b2xsGdnc3zYvdiSkyvU3n/YMMImvnThhpWs0FrIlpQt/HvyX9KL0nm/0/uuP+a/H/+d3ellp/irUDGt2zQCNBUchl0ORVFIKkhiT/oe9mfuZ3ST0ejUzkCwSqXC52Q2dyw8BYDGrlB7fx619+ehaDUk/vl/+PboiU/XWxlWdxiDag8i35LPoaxDpGxbh//i9dTamorWpmADNCYTpoED+cXnMHW/X0dgej6DPt3L5u5VUT0wmPbRt1R4MhN7fj5Zs2dT8O86gp98As/TQ1QqymE2k/HFlwAEPvIw6nMymlyB2xEj4EQ8j0+Hbx6tym1VncNjonyiuL3q7YR5hdG1SterdvNw2YpzYMPnsP6zkuzQjV86h/F3GAdeFcv8uikpijPj9c9JkHZ62LOpCtw6ERoMcA9w6j2h2XBoeh8kbHRe4/2/Qvx650NjgLPrdGk9oFZ3qH+Xsxau/qxPnGPal3ztsDuDkcm7Twdz90LqXsiOd34/ywrmAvhGAqrTgVlL6fVn2znb+Ww0OYO3Zx5hjUFzFW4lFAUctrOCpmb3AKrdApZ8Z23Z4hzneRbnlH6dk+jMSj5D63E6UHsXxHaXwKu4KvR6Pc2bN2flypXcddddgDMIu3LlSsaMGVOqfZ06dUoN1XvppZfIy8vj448/LpUZ++2339K8eXMaN2581c7hSjrzv89yob8zQgghxHVg4MCBPP3003z22Wc89dRTPPXUU4wbNw6Hw0GHDh3Iycnh33//xdfXlxEjRvDII4/w4Ycf8uyzzzJq1Ch27NjBzJkzAVzv6Tt37kxaWhrvvvsuAwYMYPny5SxbtqzcQKm/vz+BgYF89dVXhIeHEx8fX+5Ep+dTVFRE7969adq0KQ8//DDJZ8VRwsLCGDZsGO+99x59+/bltddeIyoqihMnTrBgwQKeeeYZoqKiePLJJ3n77beJjY2lTp06fPjhh6UmU71csbGxxMfHM2fOHFq2bMmSJUtYuHDhFT3GtUqCtoJjO9PYsvQ4DbtEEVVLz4K3J5F2wjlsNCs5ibueegmbWserv+0lNc9MhMnIS3fWw6C9tKHomacS+eX9yWSeTECt0dJl5MM0vq3nZWe8KopC0sSXsSUnow0OxhBbE4fZgmI2Ox8WCw6LpeTr/HyyfvwR08ABGOvUuaxjXw1mu5ltKdtYf2o921K3YT1rYpvEvESifZ1v4moH1MZT64lNsWF32LErpx8OO4EegQQYSwK2n27/FB+9D+0j2lPDVKPca15kKyIuO47DWYc5nH2Yw1mHybWUTF5ye9XbqRtYF4AeYbfSbsFPKFYHXu3bE/LsM+T9sYK835djPnyEgn9WU/DPapJ0OrzatcW3ew+8dVoMP8yi5s6dJQetXYPwEaPw7XUH6HWsXX4/W59pyuCl+YT9vZfWy0/gkfonke/djsr//D8r9uxsMn+YReb//ocjx1l2I/HgQarNn4cusuLZ4dlzf8KWmoo2PBzTwIFltnEGbr/nxPDhWE/EM/prPVVuMYLJuX5Uw1EoioItKYm8AwcxHzpI8cGDmA8cxJ6fh2fzFni1b4d3u3YX1bcrwlLgDBz++zEUZzuXhTYAnSckboL1n8KWGdDmUWg7puI1WG8GDgccWQFrp0D8OucyD3/o+LQz2K09zwdQKhVUaeN85CbB1pmwdQbkpzivfeztZQdqy6PWnM6mreHc7gyb2TkRWsZhSD8MGXElXxdlQu5J9/0YfJ3lFLxCwDv49HMIKA6I3wAJm5w/JweXOh8AOi+IbuUM4Oq9ygii5pz1OhesRRW4uIozKKtcoaFLrkBtP+c1lUCt+A+MHz+eESNG0KJFC1q1asWUKVMoKCjg/vvvB2D48OFERkby1ltvYTQa3WrPAZhMJoBSy3Nzc5k3b94FhwNeS84EbYvsFfn9F0IIIa5tWq2WMWPG8O677/J///d/vP766wQHB/PWW29x9OhRTCYTzZo144UXXgCgWrVqzJ8/nwkTJvDxxx/Ttm1bXnzxRf7v//7PNRqmbt26TJs2jTfffJPXX3+d/v3789RTT/HVV2WXhFCr1cyZM4cnnniCBg0aULt2baZOnUrnzp0v6lxSUlI4cOAABw4cICIiwm2doih4enqyevVqnn32We6++27y8vKIjIyka9euroDyhAkTSEpKYsSIEajVah544AH69etHTs4F5oC4CH369GHcuHGMGTMGs9lMr169mDhxIpMmTbpix7hWqZTLqQ58E8vNzcXPz4+cnJwLFj++lmWnFLLyu33YbQpVG8DO5dPIy0jDw9cPm8WCtbiIqLoNiG8xhNXH8vHz0PHewEaE+3lc0vEOb1rH8mkfYSkqwts/gN7jnyeiVt0rci5Z8+aRPPFl0OmImT0bjwb1z9v+5PgJ5C5dimfbNlSZPv2aKpOwMn4l3+/9nmJ7sWtZpHck7SLa0S6iHRHeEefZ2qlw23aKtm/Ho0ljPJo0Iceax//9+X84cAZCQj1D6RDZgbYRbUEBf6M/3npnMGPJ0SV8v+97t/3p1Dpq+deiQVADbom8hWBPZw2bpFcmkT13LpqgIKovWoj2rHp85iNHyF3+uyuAW4pOh2/37gTcOwxj48au74FDcXAq/xShXqHo1DpyFi8hedIkHPn5qH18CH/9NXx79Ci1O1tGBpkzZ5L142wcpye00wd5gGLFkmHDUCOamLnzUXtf+HfWUVTEkdtux56eTtirr+I/eNB521tTUlyBW11kJIEPPYj58BHMBw9SfOgQjgrM2K2PicGrfXu82rfDs1UrNN5XKbhkLYIt02HNh1DorDNIUC3o/Lxz+L1KBUf+hL/ecA4tB2dAr+0YaPN/YDzP9VMUyD1Vku1pNEGdXs7g342gKAu2z4LNX5cMtdcaofWjzqzkS51wymZxljkIiq1YoPZyFWY6g7gqdUmAVneBTHC7FZJ2wYl/4cQ6Z7D6QhNyXSkavTMT2TU5mN4Z4Db6OR8GX+fPpetrP+drD3+IbCGB2hvctXpP9umnn/Lee++RnJxMkyZNmDp1qmuijs6dOxMTE+PKtDnXyJEjyc7OZtGiRW7Lv/rqK8aOHUtSUhJ+fmVPAHs+lXGtUgtTefyvx9Gr9fzvjv/9J8cUQghxbSkuLubYsWNUq1btgvXYbwaTJ0/miy++ICEh4cKNxXXrfD/3Fb0nk6DtJbpW3yBcDEuxjT9n7CM/y4yXTyrHtn2PubAA/4go+j8/iYLsLH5+8xUsRYUEVItlc63+PHlHY2qHXXw9TofDzr9zf2DTonkARNVtwJ1jn8XL5H9FzsV89CjH+g9AKSoi5OmnCRz1wAW3sSSe5Ogdd6BYLER98Tk+F/mpVIVZi5zBkcw457DpCOcQfUVRSClM4VDWIQ5lHaJtRFvqBzoDzbvSdjF542RCPEJoG9GWdhHtqOpbtUKB5aLdu0n7eCoFZ9W00fj749mxA+nNqvFvVAEbc3dhPnsYNvBYk8foGOWsQ3Mw8yCfbP+EWP9YapqcE4ZV861WqjZu7vLlnBw7DlQqqnz7DV7tyq8ta46LI3f5cvJ+/wNHcTF+ffvgP2gQ2goWMLckJnJqwlMUnc7ONQ0cSOjzz6E2GrEe2EjG11+S/edmFKszKG0wWQmql4dPVDG2Ig3H/gjCbtbgW81GxAMdUNW+A2K7OYM6ZciYPoPUd99FFxlJjWVLUZ0uE3I+1pQU4oePwFJWfR2tFkP16hhq18ZYpzaGWrVRexgp2LCRgn//pWjXLrDb3dp7NG7szMJt3x6PKzEM1maGbd/Dmg9K6q76V3MGaxsOcGZsnk1R4MASZ53W1L3OZR7+0P5JaPWwM+CXur+ktuqZOqtFWe77UamhantnFmjdPtdnADd5jzNQu+snZ/1YcAYGm97nDGT7Xd6EjNclhwPS9jsDuAmbnJmxpQKnfu6vdR4VmxjNFaA1OL++nuroiv/cjXBP9l+pjGuVa8nloT8eAmB2r9mlJosRQghx47vZg7bTpk2jZcuWBAYG8u+///L4448zZswY3njjjcrumriKJGhbia73NwiKorBuQRwnD2ZhK95HypGFOOw2IuvUo+/TE/HwdgZmk+MO8/PkiRQX5BNSrQYDXnwdD5+Kn6+jsJDjL7zA+pwUkgudM3M379WXW4bej0Z7ZapzOCwWjg8egnn/frzatSX6m28qPJFZ6gcfkPH1N+irV6f6L4tQnTO7YMU74YDcxNJDkDPiTtdTVLAAR/Q6DtXszKHoJhzOO+FWcqBPjT4MqzsMALvDTlxOHLGm2ApnABcfOEDa1E/I/+sv5wKNBq/WrSnas8cty1Ol02Fo2ZyM5tVYV83KBiUOnVrHwNoDubP6nQBuBdDLY0lM5Nhd/XDk5xP4yCOEjBtb4ct1qRSrlbRPPyPjq69AUdAHGfD0zycnTovicPbXGGAhqH4e3jW9UUW1cE6gZKpC4V+/ceLrbaCoCGmcQ2DdAlBpnMO6a/WA2j2dw8sBR0GBM8s2M5PwyW9g6t+/wn20pqSQ9OJL4LBjqF0HQ+1aGOvUQV+9OurzBH7teXkUbtxI/r//UrBuHdYT8a51htiaVP/tt5LGNovzZyx5z+mA6R7ISyljr+coSHPWLwXnREqdnoHG98CFJqpzOGDfQlj1lvO4AHpvZ/CyrCHsKo0zczekLmQdc6+neiaAW6+vM4DrE3rhflcWu9UZtN70lTO79IyQ+tD6YWg4yFmnVghRqa73e7L/UmVcK4vdwn3L7gNgZo+ZeGgvbbSWEEKI69fNHrQdN24cc+fOJTMzkypVqnDffffx/PPPo71CMRFxbZKgbSW63t8gHNyYzI4/48lPW0t2kjPIV6vtLfQcPc418diaw2n4e+oJsWYwf/JEinJzCKoSw8CX3sDTz3TBY1iKCvn3mfHsPXkcs06LxuGgTY36tHz+JTSXMKSvPClvv0PmzJlo/P2p9ssidCEVz+Kz5+URd3t37FlZhE58iYBhwy7u4Plp8O8UZ01KS3757Yx+bA2I5F0ynK81evCLRusZQHW/6sSaYmke1tyVaXsxzHFxpH3yKXnLlzsXqNX49e5N0GOj0VepgmK1UrhtO/mrVpG/alWpLFB9rVqYhgwmYMiQCge7FauV48PupXjXLjyaNqXq999desD7YmQdh+0/ULD4B06tcmArKskM9Yw2EHhnC7xu7YEqqqUzq/mcwHPmDz+Q8sZkUKmI7u2Bt+c5JRtMVSCyBek7IO3nDeiio6ixbBmqSvhnaklIoODfdRSsWYUh1IvgbjGng7R7nRNenVXj+KJ4h0HHp5wTYp2v7mpZ7DbYPQ/+ebukNIBnoLMObmgDCGsAofUhuI77vrOOw75fYO8iOLXtrB2qnAHc2j3AUIEMfr8oiGh2+bV1CzOdAeziXDDnlD2BVXEuHF8LeadOd1UDdXtD60egStuKZYsKIf4T1/s92X+pMq6VoigMXTIUBw6+7PYlJqPpPzmuEEKIa8fNHrQVNycJ2lai6/kNQm56Ecu/2kVmwhIKMp0BlBa976bj0JGuoN2ekzlM/GUPAO8NaIS/JYt5b7xEQVYmARFRDJw4Ge+AwDL3n5eZzvZlv7Fz+WIsFucQfC9FRdND8fgWW1D7+RH08MP43zsMteEig0bnyF+zloSHnEPuoqZNw+fWLhe9j6zZs0l+9TU0/v7U+H05mop8PwszYd0nzkmcrM7aqah1EFAdAmtCUE0IrEmObwR+4U3AMxAFmLrqGeyHf6dWbhqxFivV6w9E1/2tS6qDaTlxgrTPPiN38RJnJiTge0dPgsaMwVC9ernbmY8eI3/VX+StWkXRtu2ubT1btiR88hvoq1S54LFT33+fjG++Re3rS/WFC67uBFo2szPbcdv3cPRvwPkny6YOJOVQTRyGUAIfGYNnq9YX3JVzsrqJ5Mz/GbWvL9W++RB94S7npEon1oHDht2qIu63UOwWNRFtcvBrU92ZrRvZ3FkbM7h26TICV4o5H5J2wsmtpx/bICe+7LYGX2eANLS+M2BqquLMYj0fjc55HrrLzHKyWyF5N/hGgHfoxQUws044A7j7FjnP8VIEnPM9CWtYdj1WmwXSD5WUbThTxiG/AlnJZ3gFQ/OR0OIB5/kKIa451/M92X+tsq7VrP2z0Kg03Fn9Tlf9fCGEEDcPCdqKm5EEbSvR9fwGwVxUyE+vvU7q0d2oVGq63P8wTbvf6Vp/MruICT/toMBsp12NQJ7tUQe1WkVW0knmvf4SeRlpmELDGfjyZHyDSrJa004cY8vihRz49x8cp2tzehVbaBBbn9aT38a8YQOp73+A+bBzeLU2IpyQJ5/Et3fvCmd4ns2WkcHRvndhT0/Hf9gwwia+dEnXQ7HZONr3LixxcQSMeoDQp58uv3FxDmz4HNZ/5szIA2eN2i4vQvUuoHFmZKYWpvLDvh/Yk7GHKV2m4Ks/62fEUgh/ve7cDwr4REDvj6HW7RU777Q00qZ+QvaCBa4aqN7duhL8+OMYa9e+qHO3ZWWR88svpE39BKWwEJWHByHjx+M/bGi535OzA+WRUz/G9/aK9fuiKAqkHYTt/4Ods6HwdIYyKqjRxZklWruXczKii+SwWIi/bzhFO3eir1mDmDlz0Xh7Ob+3J7eR/tU3pP2yDb2fQvXuSaXjoGqt83EhBh/n5E7ewc7Aplews5arV4jz2TvEWVrg1PaSAG3qvjLKDaicZRvOBGdDT2ezlpFJfN3JjncGcOM3lF1m4WyKwxmAzTxaep1a67wukc3BLxLSDjkDtGkHy89IdtVaPavu6rn1WE1VoFb3i89IFkL8p67ne7L/mlwrIYQQlUGCtuJmJEHbSnS93vQWZGex4O1JpB6LQ6s30OuJp6nZso1rfaHFxlPzdpKQWUTtMB8m92uAQVuSVZiTmsK8118gJzUF3+AQBk58k+yUJLb8toATu0rqVgZr9FQ5fILo8EiqzZvnyqhV7HZyFv1C2tSp2FKc2W6GOnUImTABrw7tK1y/VVEUEh59lIJ/VmOIjSVm3k+oL+OPf/4//5DwyKOodDqqL1uKPuqcSYXM+c66lv9+DMXZzmWhDZzB2to9XcGzIlsRvxz5hcVHF2N1WFGj5vGmj9MusowJuk6sh19GlwShmgyD7m+Wm3XrsFjInDmTjC++wFFYBIBXx1sIfvwJPBo2uORzB+dQ/KQXX6Jw0yYAPFu0cGbdVq3q1s6amsqxu/phz8zEf+g9hL388mUd16Uoyz14eXKrezakTzg0vdf58I+57MNZU1I5PmAAtrQ0vLt1JWrqVFRqNfbcXI50uw1Hbi4R77+H3y1N3LNeT20/fxmMK8E3EiKblWSShjdxBhOFU2Gms8TCmZ+TxC1QmF5+e4NvSaA7tL4zKze4Dhgk00uIG8X1ek9WGeRaCSGEqAwStBU3IwnaVqLr8aY3Pf4ki95/hZyUZDx8/ej3zMuEx5ZkZjocCpOX7mfTsUwCvPR8NLgJAV6lMxnzMtKZ9/oLZCWdQq3R4rDbAFCp1NRq055aei/sUz9DpdcTM28extq1Su3DUVxM5vf/I+Prr3HkOSco82zTBv977sG7S+fzTtgEkPn9/0h5803nMebPw1ir9DEuhqIoJIx6kIJ16/Dp2YOojz5yLrcUomyZjnrtRyWBoaBa0Pl5qHeXa0Zzh+Jg7cm1/HjgR7KKswBoENiAEfVHUMX3POUGLIXw1xuwYRrOrNtw6PmOs05odgLkJKBknSBv835SVyRjzXX+uhoDLIQ2L8Tz9kHQfiwEVLus8wdQHA6y584l5b33nVm3RqMz6/beYajUahS7nfhRD1K4YQOG2rWJ+WnupZW3sFkgeddZwdCtkHGkdDu1FmJvh2YjoGY3VxbzlVK0Ywcn7huOYrUS9PgYgh97jLSpn5A+bRqG2JpUW7QIleacMggOO+QlOTOBz0txZu7mpzprp+annPP16QnB7FYIb3zWUP/m4Bt+Rc/zhqcozozdMz9L+SkQVPt0gLaBc8K16z0jWQhxXtfjPVllqaxrlWPOodBaiJ/BD0+dTOAohBA3GwnaipuRBG0r0fX2BiEjMYEfJz6PpTAbL/9ghkx6E1OYe3Bo1sYTzNmUgFaj4u27G1E7rPyJgfKzMpn/xktkJMajMxhpeOvtNLujD8b8Qo7d3R+luJjQ558jYMSI8/bLlpVFxhdfkvXjjyhW5zBmta8vvt2749e3Dx7NmpUapl988CDHBwxEsVovbfKwchQfPMixu/qBolB12lv8mj2Xf9J3kIkdrQIGjQF9QHUMpqoYNEZeafcKXjovAL7b+x1Ljy0FIMQzhOH1htMitEWFM4eJ3wCLRkNmnHufsrWkbPOjMNUZHNUa7QQ3ycOvnheqwjRnI5UGGg2CDuMh+PKC1wCWxERn1u3GjQB4tGhOxOTJ5C5bTtqUKag8PKj28/zz1s11oyjOYe1xfzkfx9eCtbB0O/9q7sHL8EaXX3v1ArJ//pmkF51lNcInTyblzTdxFBQQOWUKvj26X9VjCyGEuDKut3uyylRZ1+rlf1/mYNZBxjcfT+vwC9egF0IIcWORoK24GV2JoO1/PyW6+M+lHD3C/DcmYinMQ2sI5o7HJ5UK2DocColZziH3TzQPwvjUaI47HIS98kqZmbLe/gEMee1dTuzaQZWGjfHw9kGxWDj+6GMoxcV4tWuL/333XbBvWn9/Qp9/Dv/77iN77hxyfluMLTmZ7HnzyJ43D11kJL59euPXpw+GatVwFBVxcsIEFKsV786d8R869LKvj0NxcCznGLsc22nVuRG5q3aSOnEC+f0tZHp7gEaPzTsMm2cABSoVFDqH7WvPqmtaYC3AqDHSL7Yfvar1QqfRXVwnqrSBR9fCqsmwcw42xZe0HQayd+SAAiqdhoD+3Ql66EHUYTWdE0qdWAer34e4lc66rzvnQP274JYJziHgl0gfFUWVGdPJ/uknUt99j6ItWzna9y5XUD1s4sQLB2wL0p2ThsWtcgZq8065r/cIgKgWJQHaiGbgVfbEdleTqX9/ivftJ2vWLJJefBEAQ+3a+Nx+23/eFyGEEOJGZdQ636iY7eZK7okQQgghxPVDMm0v0fWS1ZG4bw8L330VS1EROo8I6nd+lK4jm5XZVlEUdhxIxPTSOIr37gVApdMRPG4cASNHXHCysNSPppDx5Zeo/fyo/usv6EJDL7q/it1O4ebN5PzyK3m//46jsCQj09ioERo/PwrWrEEbHEy1XxahDQi46GMApBWmsS9jHzvTdrLr5L/k5SRAURavxqfDwgAUmxpD/yjy7h5ITL0BWHFgsVsw282u54ZBDV2ZtHvT9xLhHYG/0b/cY+avXk3h5i2oDAZUej1qg/701wZUBv3pZQbMh4+Q/sUXrrIRPj16EPLUU+ijIsve8cmtsPoDOLikZFmtntDxKWdg9DJYEk+SNPElCtdvAMC3d28i3n2nJIPYnA85CZCT6ByinnkUjq+BpJ3uO9IYoGo7qHGrcyKxkPqu0hKVTbFaiX9gFIWbNwMQ9dmn+HTtWsm9EkIIUVHXyz3ZtaCyrtWHWz5kY/JGRjUYxe0xV2ECUyGEENc0ybS9fCNHjiQ7O5tFixZd1n5mzpzJ2LFjyc7OviL9KsuV6uv5/Bfncbkk01ac19Htm/ntg7ewWS0YvGMIihlCo66xbm2KrXYMWjUqlQqluBj/N56naO9eNP7+GBs0oGDNGlLffZf8v/8m4u230EVElHmswi1byPjqKwDCX331kgK2ACqNBq82bfBq0wbHyxPJ++svcn79lYK1/1K8a5erXcQ7b19SwHZrylam75lOemEaFGY4H9ZCPBwKjcwWdCHh+PVqRNovW3Gsd9Dw5REVqttaP6j+edfn/LaYU08/fVF9NdSrS9jzz+PZsuX5G0Y2h3t+hJS9sOYD2LMADi1zPqq0g5A64B0KXsHgHeL+td7LfV8Oh3OireIcMOeit+dQ5dlB5CwPxXzsBEHt7Kjm3usM0J4OdJcrtIEzQFvjVqjS9qqXOrhUKp2OyI+nkPDIo+jCwvC+9dbK7pIQQghxQzFonfdSxfbiSu6JEEIIUXEjR478f/buOzyqauvj+HdKZtITWgg1ofciHaUqCIpIFxQFEfW1YAGxoCKCBcErVRRFilwVEMVyr4ogl16VjnSQJiHUJKTNJDPz/jFmYEwCCQQmg7/P88xzM/vss886CXiHlXXW5tNPPwXAbDZTtmxZevXqxahRo/w2+dy7d2/uvPNOn13/66+/5p577uHIkSOUKZO9MK1KlSp07tyZcePG+SC6wkdJ2xvU7tXL+WnKOJwOB8XK1SYw8m5KVSxGiXIX+tQ6nC7e+mEXIVYzz7SK4dTTT5G2cSPGsDDKT/8Ea40aJMyfT/w7Y0jdsIGDd3ch+rXhhHfu7NWr1XH+PMdfeBFcLiK6dSuwXqDGoCAiOnUiolMnMk+fJunHHzn/v6WEtW1DyM0353qe0+XkSNIRdp/dzc6zO2lZpiWNo92JzzBLGKcTD2NMOErF1CTq2OzUy3BSpdIdmBv2h9iWOG02zq2/k4zjxzk7ezbFH3nkqu4jbds2z6P3oW3bYo4uictmx2Wz4bLbcNrtF97bbGA2U+SeXkR065Z9I6xLKVkLes5wb5K2ary7XcKRNe5Xbiyh7gSuy+FO1KYnAd7F9wYgEqAIsDXbCmCNgMhy7g2fIstBmUZQsQ2EXVni3hfMRYtSYf6Xvg5DRETkhmQ1uZO2ao8gIiL+pmPHjsycOZOMjAw2btxI//79MRgMjBkzxteh5VtGRgZBQUEEBfmuoOruu++mWLFifPrpp7z88stex1asWMH+/fsZOHCgj6IrfJS0vQFt+2Uhiz+ZAi4XlZu0xJ7RBpfTSM0W3lWys9YcYsvRBIKMLo5+OxnH6tUYgoIo99FHBNasCUCRe+4hpGlTjr/4EmlbtnD8hRc5v+R/RL8+AnMRdyuA+DffJOP4cQLKlqXkKy9ni+dyXC4XK/9cydZTW7m1/K3UKpa9atVcvDhF+/WjaL9+l1xnY/xG5uyew7HkY57xsIAwd9I2PZGKqz/klT0bqGK3ExRUDFq+DPXuheALVbvGoCCiBj/L8Rdf4sxHHxPZvTvmYlfWbzUjPp5jTw7CZbcT2rYtZd+fnL9E7JUoXgW6fgCtX4R9iyD5JKSchORTkBz/19cnITPdXVVrT86+hjEAAiP+eoWDNdz9PYooCxHlvZO0gRHX9n5ERETErwWZ3f84TM9Upa2IiPgXq9VKdHQ0AOXKlaNdu3YsXrzYk7R1Op2MGTOGjz/+mBMnTlC1alWGDx9Oz549PWt8//33PPfccxw9epTmzZvz4IMP8uCDD3Lu3DkiIyN5/fXX+fbbb9myZYvnnAkTJjBhwgQOHTqUY1wLFy7kzTffZMeOHZhMJpo3b87EiROpVKkSAIcOHaJChQrMnTuXDz74gPXr1zN16lQAr7YCsbGxHD58ONv6WZ1Ujx49ynPPPceiRYswGo20bNmSiRMnEhsbC4DD4eD5559nxowZmEwmBg4cyKW6sAYEBPDAAw8wa9asbEnbGTNm0LRpU2rVqsW4ceOYOXMmBw8epGjRonTu3JmxY8cSGhqa69o3IiVtbzC/fv81Kz6fCUC99ndQvl53tiw+RlRsOCXKX6iyXbrnJN9u/hODy8nLv3+DY/n/MAQEUG7K+wQ3uMlrTUtMDDGf/Zszn3zCqfencP7nn0nbtIlSb7+F8/x5Er/7HoxGSo8dgymff4ESbYl8tO0jNsZvBGDVn6uoXaw2LzV9iQBj3jfz2ntuL1/s+oJdZ3cBEGgKpFrRatQoWoN6JerBrv/Cj0Mxn4+jLkD9++H2N7yStRcL79yZs7P/Tfrvv3Pq/fcpNWJEvu4LwJmWxrEnB5F56hTWKpUp/e671z5he7EiMdAklyphlwts5yHllPtlNLsTs1lJWnMgXFRNLSIiInKlLCYLoEpbERFxc7lcuNLSfHJtQ1CQ15PD+bFjxw7WrFlDTEyMZ2z06NF89tlnTJ06lSpVqrBixQruv/9+SpQoQevWrfnjjz/o2bMnzzzzDA8//DCbN29m6NChV30fKSkpDBkyhLp165KcnMxrr71Gt27d2LJlC8aL9o956aWXeO+997jpppsIDAzk559/9lrn119/xeFwAO4EbM+ePQkIcOdiMjIy6NChA82bN2flypWYzWbefPNNOnbsyLZt27BYLLz33nvMmjWLGTNmUKNGDd577z2++eYbbr1E28GBAwcybtw4VqxYQatWrQBITk7mq6++Yvz48QAYjUYmTZpEhQoVOHjwIE888QQvvPACH3zwwVV/7/yJkrY3gORzZ/lz9+8c2LiBXSuXAtCkS09a3Osu2y9WOgyT+cJf2v0nzzN5yT5wuXhu93+x/m8hmEyUmTA+17YDBrOZ4o89RkiLlhx/4QXsBw9y9JFHMfzV77XY/z1KcIOcNzjLzfq49UzbPo3z9vOYDWYalGzAppObCLOE5Sth63Q5mbp1Kn8m/0mAMYA7KtxB18pdCQkIgaQ4+HEo7P6ve3LRinDXBKjY+pJrGoxGSr70Iocf6EfCvC8JiC5FsUcevuxmbFlcLhdxr7xC+o4dmCIjKfvBB5hCQy5/4vViMLiTs4HhUKySr6MRERGRG1iVyCp0jO1ItaLVfB2KiIgUAq60NPY0aOiTa1fbtBFDcHCe5//3v/8lNDSUzMxMbDYbRqOR999/HwCbzcbbb7/NL7/8QvPmzQGoWLEiq1at4qOPPqJ169Z89NFHVKtWjXfffdd9/WrV2LFjB2+99dZV3UePHj283s+YMYMSJUqwc+dOateu7Rl/9tln6d69e67rlChRwvP1M888Q1xcHL/+tUn3vHnzcDqdfPLJJ55E98yZM4mMjGTZsmXcfvvtTJgwgWHDhnmuMXXq1GyJ4b+rWbMmzZo1Y8aMGZ6k7ZdffonL5aJPnz6euLPExsby5ptv8thjjylpK4Wby+Ui6dRJju3awbFdv/Pn7h2cizvuNafFvf1p2rWX532xMheqXxNS7bz5wy4yHC4G7F5I1P/+AwYDpd8ZTdhtt132+kG1a1FhwdecfG8c5/79b1w2G4F16lDiiSfydR+7zuxi3EZ3Y+mYsBievOlJYsJjOJ122quUPj4lnmnbp9G9SndqFqvpGT+Xfo7QgFACTAEYDUburX4vv8X/xj1V76FYUDH3hlq/TodfXgdbkruS9JZnoNXzed4QK7hxY4rcfz/nPvuMU+PHk7rxN0qPGeNpC3EpZ6ZOJenHn8BspsykiVjKlcvX90dERETkRlE/qj71o+r7OgwREZF8a9u2LR9++CEpKSmMHz8es9nsSZju37+f1NRU2rdv73WO3W7nppvcTzDv2bOHxn/bXLxJkyZXHde+fft47bXXWL9+PadPn8bpdAJw5MgRr6Rto0aN8rTexx9/zPTp01mzZo0nkbt161b2799PWFiY19z09HQOHDhAYmIicXFxNG3a1HPMbDbTqFGjS7ZIAHjooYcYPHgwkydPJiwsjBkzZtCrVy/PtX755RdGjx7N7t27SUpKIjMzk/T0dFJTUwnOR9Ld3ylp6wcST8ZzeNtmT6L2/JlT3hMMBkrEVKBsjVpUbtSM8rXrkZ6SgcvlIijU4jV19trDnEm20+X3xdRYtgCA6BEjiOjcOc/xGAMDiX7lZcJubcv5xYsp9vDDGALyXhkLUL1odZqVakapkFL0qNrDU1lbPKi417xv9n/D9tPb2X56O7WL1aZr5a7sPLOTH/74gT7V+nBnRfeuh42jG9O4ZCNIOg5HFro34jq6zr1ImYbQeRJE1ya/Sr7yMoHVq3HijTdJWbGSP7p1p8y49y5ZVZy0eDGnJk4CIPq14YQUwH+QRURERERERG4EhqAgqm3a6LNr50dISAiVK1cG3NWs9erVY/r06QwcOJDkZPf+MD/88ANlypTxOs/611PJeWE0GrMlOTMyMi55TufOnYmJiWHatGmULl0ap9NJ7dq1sdvt2eK/nKVLl/LUU08xZ84c6tat6xlPTk6mYcOGfP7559nOubhC90r06dOHwYMH8+WXX9KqVStWr17N6NGjAXc/3rvuuovHH3+ct956i6JFi7Jq1SoGDhyI3W5X0lYKlz1rV7Lyi1me90aTiZIVK1O2Rm3K1qhN6Wo1CAzx7iW7c9Vx/th6inq3ladywyjPeKOYIlj/u4Bbln0JQNTzz1OkT+8riiukeXNC/noE4HLSMtNYsG8Bd1e6mzBLGAaDgWcaPIPRcOl2Az2r9sRsNLP0yFJ2nNnBjjM73AdcTnYc/h93JpyB+B0Q/7v7f9POXTjZEgq3vQaNHwbjlfWSNRgMRPbsSWCdOvz5zLPYDx3i8AP9iBoyhKIPDcjWCyd91y6Ov/AiAEXuv58i99xzRdcVERERuVFkOjNJtifjcDncT0SJiMg/msFgyFeLgsLCaDTy8ssvM2TIEO677z5q1qyJ1WrlyJEjtG6dcwvGatWq8eOPP3qNZbUfyFKiRAlOnDiBy+Xy5Bgu3pTs786cOcOePXuYNm0aLVu2BGDVqlVXdE/79++nZ8+evPzyy9naKDRo0IB58+YRFRVFeHh4jueXKlWK9evXe9ocZGZmsnHjRhpcpn1mWFgYvXr1YsaMGRw4cICqVat67mXjxo04nU7ee+89T3/eL7/88oruz98paesHyteqS7madShTozZla9SidJXqBAQG5jo/NcnOwS2ncDpchBf3nld97UKK/DQLgOJPPE6xgQ9dy9AB2H12N1O2TOFk6klOp53mmQbPAFw2YQvuytuHaz1El/AafPv7pyw7s40oWxr3nomncdqi7CcYTFC8KpRrDK1fhIiyBXIPgdWqEfvVV5x47TWSfvyRk+++S+pvv1F69NuYIiMByDxzhqNPPokrLY2Qm5tT8qUXC+TaIiIiIv5s55mdvLX+LWLCYhjbeqyvwxEREblivXr14vnnn2fKlCkMHTqUoUOHMnjwYJxOJy1atCAxMZHVq1cTHh5O//79+b//+z/GjRvHiy++yMCBA9myZQuzZs0C8CRo27Rpw6lTpxg7diw9e/Zk4cKF/PTTT7kmSosUKUKxYsX4+OOPKVWqFEeOHOGll17K972kpaXRuXNnbrrpJh599FFOnDjhORYdHU3fvn1599136dKlC6NGjaJs2bIcPnyYBQsW8MILL1C2bFmeeeYZ3nnnHapUqUL16tUZN24cCQkJebr+wIEDadmyJbt27eLFFy/kTypXrkxGRgaTJ0+mc+fOrF69mqlTp+b7/m4EStr6gejKVblnxOg8z9+9Ng6nw0WJ8mFExbj/krsyM4l/ezTnvvgCgKL9+1H8qaeuSbxZUjNSmbN7DosPL8aFi2KBxbi1XO47CHo4MuHENji8xv06soYSaed4BLjfYMDqcmEECC4GJWtDdB0oWcv9dYlqYM77Ywj5YQoNofR7/yK4SWPi33qb5KVL+aN7D8qMH4e1Rg2OPfU0mcfjsMTEUGb8eAxm/fUSERERsZrcn83SHL7ZKVxERKSgmM1mBg0axNixY3n88cd54403KFGiBKNHj+bgwYNERkbSoEEDXn75ZQAqVKjAV199xXPPPcfEiRNp3rw5r7zyCo8//rinhUKNGjX44IMPePvtt3njjTfo0aMHQ4cO5eOPP84xBqPRyNy5c3n66aepXbs21apVY9KkSbRp0yZf9xIfH8/u3bvZvXs3pUuX9jrmcrkIDg5mxYoVvPjii3Tv3p3z589TpkwZbrvtNk9C+bnnniMuLo7+/ftjNBp56KGH6NatG4mJiZe9fosWLahWrRr79++nX79+nvF69eoxbtw4xowZw7Bhw2jVqhWjR4/2mvNPYXBdrjuw5CgpKYmIiAgSExNz/e2HL6Qm2fnxw204HS5a31eNkrHhOM6fZ+PAJwjb9hsAJZ4b4u5D+7dH+wuKy+Viw4kNzPx9JufS3e0K2pRrQ/+a/QkOyOURiHOHYft8d5L26HqwJ3sfDwiGck2g/M1QtqE7QRtaEq7RPVxO2u+/8+ezg8k4ehQCAgiqXZu0zZsxhoURO28e1ooVfBKXiIjIP01h/UxWGPnqe3U46TAvrHiBCEsEH9+e8z9ARUTkxpWens4ff/xBhQoVCLzEU8P/FG+99RZTp07l6NGjvg5FrqFL/bnP62cylQLeYHav+6vKtlwoUTFh2I8d4/D/PUbYgQPYzRZcw0ZQvG/3yy90FX458gufbP8EgOjgaB6p+wi1i+eyCVjKGVj5L9gwDZwXNdoOjHAnaGNuhphboFRdMOVvs7NrKahWLSos+Jq4V17l/KJFpG3eDEYjZcaPV8JWRERE5CJZlbY2h83HkYiIiFx/H3zwAY0bN6ZYsWKsXr2ad999l0GDBvk6LPEDStreQNLO2/ljyykAarYoQ9qWLRx7chCOs2dJCo5g8f3P88p93a55HDeXvplv939LyzIt6V6lOxaTJfskeyqs/xBWTQBbknsstiXUuNudqI2qCcbL97z1JVNYGGUmTuDcZ59z9tNPKfZ/jxLa4hZfhyUiIiJSqASZ3Tt12xw2r01WRERE/gn27dvHm2++ydmzZylfvjzPPfccw4YN83VY4geUtL2BnDmeAkDxsqFYt6/gyKuv4LLbOR5Vnpl3PMkTXW6+Jh+SDycdZtnRZfSr2Q+DwUBIQAjj24zPOVnrdMCWL2Dp23D+uHssug60HwWV8tDvtpAxGAwUfeB+ij5wv69DERERESmUsj4TunBhd9o9lbciIiL/BOPHj2f8+PG+DkP8kJK2N5Cy1YpQ7PG6nPh4JnFvTwAgsUFzPmh4H9HRRWlWoViBXs/usDN/73z+e+C/OHFSIaICrcq2AsiesHW5YO/P8MvrcGqXeyyiPNz6KtTpVeirakVERETkylycpE3PTFfSVkRERCQPlLS9gThtNs6+/grpP/wAQPiDA3gjsgX2DCf3NC6H0VhwVbYZjgzGbBjDjjM7AGga3TT3vrV/boJFr8Lh1e73gZHQ6nlo/DAEqAm5iIiIyI3MaDByW/nbMBvNmAwmX4cjIiIi4heUtL2BHHv6aVKWrwCzmegRr7G0UnPOrz5E6chAWlYuXmDXyXRmMm7jOHac2UGgKZBBNw2icXTjnCef2AEzOoDDDiYrNHscWgyGoMgCi0dERERECrdH6z7q6xBERERE/IqStjeIc7uP8Gt8DNaKXWj7WldCmjXjptMp7I1PplFMkQKrsnW6nEzZMoVNJzcRYAzgxSYvUrNYzZwnu1yw8CV3wja2JXSbChFlCyQOERERERERERGRG5WStjeIc2s3kRJSClfRkoQ0awZAheIhvHRH9QK9zh+Jf7AhbgNmg5mhjYbmnrAF2PkdHFoJ5kDo+oEStiIiIiL/UHaHnbTMNILMQTlvVisiIiIiXpS0vUEkbfkdKE1Qichrep1KkZV4vvHz2Bw26kfVz31iRhosGu7++pZnIbL8NY1LRERERAqvUWtHsS9hH0MbDc29rZaIiIiIeBh9HYBcPZfTSfLuAwAElS3Jkl3xvP+/fZxITC+wa6RmpHq+rh9Vn6alml76hDWTIfEIhJeFW54psDhERERExP8Emt2bz6ZnFtznUxERkcJm2bJlGAwGEhIScp0za9YsIiMjC1VMALGxsUyYMKHAr28wGPj222+v+3WvVmGIS0nbG0D6rl3Y0x1gNBJUtiRzNhzl59/jWf/HmQJZ//sD3zN0+VDikuPydkLiMVg5zv317aPAElwgcYiIiIiIf7KarADYHDYfRyIiInJ5U6dOJSwsjMzMTM9YcnIyAQEBtGnTxmtuVlL0wIED3HzzzcTFxREREXGdI87d32MqyKTxqVOnePzxxylfvjxWq5Xo6Gg6dOjA6tWr87zGr7/+yqOPXvmGpQaD4ZKv119//YrWvdq4CoLaI9wAUtaswWEOwhgSwp+pGcQnpRMeZKZDreirXnvRoUV8vutzALac2kKp0FKXP2nxCMhMg/I3Q63uVx2DiIiIiPg3T6WtQ5W2IiJS+LVt25bk5GR+++03mv21b9DKlSuJjo5m/fr1pKenExjo/v+2pUuXUr58eSpVqgRAdPTV52IKksViuWYx9ejRA7vdzqeffkrFihWJj49nyZIlnDmT9yLCEiVKXFUMcXEXCgznzZvHa6+9xp49ezxjoaGhnq9dLhcOhwOz+fLp0KuNqyCo0vYGkLJ6DZmmQIwhoWyKSwSgS/0yBAaYrmrdFcdWMH3HdAC6Ve7GHRXuuPxJh9fCjq8AA9zxDhgMVxWDiIiIiPi/QJPaI4iIiP+oVq0apUqVYtmyZZ6xZcuW0aVLFypUqMC6deu8xtu2bev5+u+tCGbNmkX58uUJDg6mW7duOSY0v/vuOxo0aEBgYCAVK1Zk5MiRXlW+F9uxYwdGo5FTp04BcPbsWYxGI3369PHMefPNN2nRokW2mJYtW8aAAQNITEzMsRI1NTWVhx56iLCwMMqXL8/HH3+c6/coISGBlStXMmbMGNq2bUtMTAxNmjRh2LBh3H333bmeN2LECEqVKsW2bduA7G0IDAYDH374IXfccQdBQUFUrFiRr776Ktf1oqOjPa+IiAgMBoPn/e7duwkLC+Onn36iYcOGWK1WVq1axYEDB+jSpQslS5YkNDSUxo0b88svv3itm1Ncn3zyCd26dSM4OJgqVarw/fff5xpXQVDS1s8509JI27gRgIzgIE6l2wmxmrirbh4qYi9hfdx6PtzyIQAdYzvSu1rvPATjgJ9ecH/dsD+UqndVMYiIiIjIjUHtEURE5O8y7Y5cX45MZ97nZuRtbn61bduWpUuXet4vXbqUNm3a0Lp1a894Wloa69ev9yRt/279+vUMHDiQQYMGsWXLFtq2bcubb77pNWflypX069ePZ555hp07d/LRRx8xa9Ys3nrrrRzXrFWrFsWKFWP58uWe8y9+D7B8+fJsbRzA3SphwoQJhIeHExcXR1xcHEOHDvUcf++992jUqBGbN2/miSee4PHHH/eqWr1YaGgooaGhfPvtt9hsl///d5fLxVNPPcXs2bNZuXIldevWzXXu8OHD6dGjB1u3bqVv37706dOHXbt2XfYauXnppZd455132LVrF3Xr1iU5OZk777yTJUuWsHnzZjp27Ejnzp05cuTIJdcZOXIk99xzD9u2bePOO++kb9++nD179orjuhy1R/Bzqb/9hisjg8oZ21hcqz8nTibTp15pgi25/GjPHIAtn0NGWq5r7slIYtL5bTjNgbSp0o3+tfpjyEvF7ObP4MQ2sEbArcOv8I5ERERE5EaT1R5BSVsREcmy4F+bcj1WqlIELXtX9bz/fuIWMv+WnM1SonwYbe+v7nn/wwfbsKVmr1K95+XG+Yqvbdu2PPvss2RmZpKWlsbmzZtp3bo1GRkZTJ06FYC1a9dis9lyTdpOnDiRjh078sIL7gK3qlWrsmbNGhYuXOiZM3LkSF566SX69+8PQMWKFXnjjTd44YUXGDFiRLY1DQYDrVq1YtmyZfTs2dNTPfvJJ5+we/duKlWqxJo1azzXvJjFYvGqRv27O++8kyeeeAKAF198kfHjx7N06VKqVauWba7ZbGbWrFk88sgjTJ06lQYNGtC6dWv69OmTLSGbmZnJ/fffz+bNm1m1ahVlypTJ8fuVpVevXjz88MMAvPHGGyxevJjJkyfzwQcfXPK83IwaNYr27dt73hctWpR69S4UGr7xxht88803fP/99wwaNCjXdR588EHuvfdeAN5++20mTZrEhg0b6Nix4xXFdTlK2vq5lNVrAAi5+WYOnE4Bg4H2NUtmn5iRBqvGw6oJcIkPyy5gTvGiZFoCaJxu4//SFmKs2AUiLv0XirQEWDLK/XWblyCk+BXdj4iIiIjceCpEVKBlmZZUjqzs61BERETypE2bNqSkpPDrr79y7tw5qlatSokSJWjdujUDBgwgPT2dZcuWUbFiRcqXL5/jGrt27aJbt25eY82bN/dK2m7dupXVq1d7VdY6HA7S09NJTU0lODj75u6tW7f2tC5Yvnw5b7/9Nnv37mXZsmWcPXuWjIwMbrnllnzf88XJ1qzE7smTJ3Od36NHDzp16sTKlStZt24dP/30E2PHjuWTTz7hwQcf9MwbPHgwVquVdevWUbz45fNFzZs3z/Z+y5Yt+b6fLI0aNfJ6n5yczOuvv84PP/xAXFycJzF/uUrbi78/ISEhhIeHX/L7c7WUtPVzKWvcSVtLs2bcEV6Kc6l2ioVYvSftWehuW5Bw2P2+Yhso3SDH9QzAUGcG85P2cO+elRjPLocPm8Nd46F2j9wDWT4WUk9D8arQ5JGrvzERERERuWE0jm5M4+j8VTiJiMiNrfvQnPMSAAaj99O+dz9TP/e5f3syuNMTuT92nx+VK1embNmyLF26lHPnztG6dWsASpcuTbly5VizZg1Lly7l1ltvvarrJCcnM3LkSLp3z76Re9ZmZ3/Xpk0bnn32Wfbt28fOnTtp0aIFu3fvZtmyZZw7d45GjRrlmOy9nICAAK/3BoMBpzPnCueLY2zfvj3t27dn+PDhPPzww4wYMcIradu+fXvmzJnDzz//TN++ffMd19UKCQnxej906FAWL17Mv/71LypXrkxQUBA9e/bEbrdfcp0r+f5cDSVt/VjGyZPY9u4Fg4GtJ8tRM9VBk7sqY8r6j9u5Q7BwGOz50f0+vAx0HA017r7kBmGhwACA0/tgwaNwfBN89RDs+QnufBeCinifcGovbPjI/XXH0WAKQEREREREREQkN2ZL3jdPv1ZzL6dt27aeROjzzz/vGW/VqhU//fQTGzZs4PHHH8/1/Bo1arB+/XqvsYs3MQNo0KABe/bsoXLlvD+NUqdOHYoUKcKbb75J/fr1CQ0NpU2bNowZM4Zz587l2M82i8ViweHIf4/fvKpZsybffvut19jdd99N586due+++zCZTF6bpuVk3bp19OvXz+v9TTfdVGAxrl69mgcffNBTBZ2cnMyhQ4cKbP2CoqStH0tduxYAS83anIm3Q7wdo8kAmTZYPQlW/gsy08FohuZPQqsXwBqa41qf7fyMEsEl6BDb4cJg8SowcBGs+BeseBe2z4dDq6HrB1Dpr34tLhf8PAycmVD1Dqjc7lrftoiIiIj4GZfLRYYzg0xnJsEB+a/8ERER8YW2bdvy5JNPkpGR4am0BXd7gkGDBmG323PtZwvw9NNPc8stt/Cvf/2LLl268PPPP3u1RgB47bXXuOuuuyhfvjw9e/bEaDSydetWduzYkW3TsixZfW0///xzz0ZidevWxWazsWTJEoYMGZJrTLGxsSQnJ7NkyRLq1atHcHDwFVXlnjlzhl69evHQQw9Rt25dwsLC+O233xg7dixdunTJNr9bt278+9//5oEHHsBsNtOzZ89c154/fz6NGjWiRYsWfP7552zYsIHp06fnO8bcVKlShQULFtC5c2cMBgPDhw+/phWzV8ro6wDkyiWvXg2ApcktOF0unC4XpiPL4YPmsPRNd8I2tiU8vgbaj8o1YfvL4V/4z8H/MGPHDP5I/MP7oCkA2g5zJ2+LVoLzx+HfXeGnl9x9cvf+DPt/AWMAdMh5Z0MRERER+WfbemorD/z0AK+vfd3XoYiIiORZ27ZtSUtLo3LlypQseWH/oNatW3P+/HmqVatGqVKlcj2/WbNmTJs2jYkTJ1KvXj0WLVrEq6++6jWnQ4cO/Pe//2XRokU0btyYZs2aMX78eGJiYi4ZW+vWrXE4HJ6qWqPRSKtWrTAYDJfsZ3vzzTfz2GOP0bt3b0qUKMHYsWPz8J3ILjQ0lKZNmzJ+/HhatWpF7dq1GT58OI888gjvv/9+juf07NmTTz/9lAceeIAFCxbkuvbIkSOZO3cudevWZfbs2cyZM4eaNWteUZw5GTduHEWKFOHmm2+mc+fOdOjQgQYNcm/X4SsGl8vl8nUQ/igpKYmIiAgSExMJDw+/7td3uVzsa9kKx+nTRE6awfcrnAQkH+ChyKfcE0Kj3UnU2j0u2Qphx+kdvL3+bRwuB72r9aZ7lew9VDzsKbBoOPz21283ildzb2p27hDc8ow7MSwiIiJyHfn6M5k/8eX3avfZ3YxYM4JSIaWY0HbCdb22iIj4Vnp6On/88QcVKlTItUerSBaDwcA333xD165dfR3KVbnUn/u8fiZTpa2fsu3di+P0aQxBQRgrVSMg/QylXEdxGkzQ7AkY9CvU6XnJhG1cchzjNo7D4XLQokwLulXulutcACwhcNc46PsVhJaE03vcCdvQktDq+UufKyIiIiL/WFaTe6PcdEe6jyMRERER8Q9K2vqplNVrAAhu3IiM+IOE2OKxGFPZUecl92ZggZeunki2JzPm1zGkZKRQtUhVHqv7WLYdF3NVpT08vhZqdgWTFe4YC9awq7wjEREREblRBZrcFSbpmUraioiIiOSFNiLzUylr3EnbkCYNSVw6EYOrJWdNEQTUevCy5zqcDsZvHE9cShzFg4oztNFQAkwB+QsgpBjc8yk4MsGkP0YiIiIikjur2V1pa8u04XK58l4sICIiIv8o6uJ6gSpt/ZDTZiP1118BCLGvxHX+JBhd/BZYn6Kh1suebzQYqR9VnyBzEC82fpEIa8SVB6OErYiIiIhcRlalrRMnmc5MH0cjIiIiUvgp4+aH0jZtwmWzYS4SijX+P1QKMvFpmV7sdAURGXz5ilmDwUDnSp1pXa414RZt2CEiIiIi11ag+cIGHOmO9Pw/5SUiIiLyD+PzStspU6YQGxtLYGAgTZs2ZcOGDbnObdOmDQaDIdurU6dOnjnx8fE8+OCDlC5dmuDgYDp27Mi+ffsuu85jjz12ze6xoKWsXg1ASJGzGAyQ2folNlMdDAaKBFvyvI4StiIiIiJyPRgNRpqVakaLMi0woNYIIiIiIpfj00rbefPmMWTIEKZOnUrTpk2ZMGECHTp0YM+ePURFRWWbv2DBAux2u+f9mTNnqFevHr169QLcfS+6du1KQEAA3333HeHh4YwbN4527dqxc+dOQkJCPOc+8sgjjBo1yvM+ODj4Gt5pwUrOStpGpUCFVtibPcNdhmMkpmUQbDHlet6fyX/y8baPaVuuLW3KtblO0YqIiIiIwOCGg30dgoiIiIjf8Gml7bhx43jkkUcYMGAANWvWZOrUqQQHBzNjxowc5xctWpTo6GjPa/HixQQHB3uStvv27WPdunV8+OGHNG7cmGrVqvHhhx+SlpbGnDlzvNYKDg72Wis83D+qTjPPnMG2azcAIRVCoPs0di2Lo8YJBw/VLnvJTR2WH13O7rO7WR+3/nqFKyIiIiIiIiIiIvnks6St3W5n48aNtGvX7kIwRiPt2rVj7dq1eVpj+vTp9OnTx1NBa7PZAAgMvNAzy2g0YrVaWbVqlde5n3/+OcWLF6d27doMGzaM1NTUS17LZrORlJTk9fKFlK8/AMAamYH5vo8gLJrTx5I5cSCRTLsj1/OcLicr/1wJQOtyra9LrCIiIiIiWVwuFxmODBzO3D+zioiIiIibz5K2p0+fxuFwULJkSa/xkiVLcuLEicuev2HDBnbs2MHDDz/sGatevTrly5dn2LBhnDt3DrvdzpgxYzh27BhxcXGeeffddx+fffYZS5cuZdiwYfz73//m/vvvv+T1Ro8eTUREhOdVrly5fN5xAUg4Ssr3swEIaVALqrgT3mkpGTicLgKsubdG2H56O2fTzxIaEErDqIbXJVwRERERkSyvrXmN+3+6n80nN/s6FBERkWti2bJlGAwGEhIScp0za9YsIiMjC1VMALGxsUyYMKHAr28wGPj222+v+3Xzq02bNjz77LO+DsOLzzciu1LTp0+nTp06NGnSxDMWEBDAggUL2Lt3L0WLFiU4OJilS5dyxx13YDReuNVHH32UDh06UKdOHfr27cvs2bP55ptvOHDgQK7XGzZsGImJiZ7X0aNHr+n9ZePIxPXVQFL+dLc/COl9oSfYidOp/HE6hblbj+V6+vKjywG4pcwt2q1XRERERK67AKP7M6jNYfNxJCIiIpc2depUwsLCyMzM9IwlJycTEBBAmzZtvOZmJUUPHDjAzTffTFxcHBEREdc54tz9PaaCTBqfOnWKxx9/nPLly2O1WomOjqZDhw6s/msvprz49ddfefTRR684hs6dO9OxY8ccj61cuRKDwcC2bduueH1f8tlGZMWLF8dkMhEfH+81Hh8fT3R09CXPTUlJYe7cuV4biWVp2LAhW7ZsITExEbvdTokSJWjatCmNGjXKdb2mTZsCsH//fipVqpTjHKvVitVqvdxtXTvLRmP/fSOZaVEYLAEEN20GgCPDiSPTBUBkeGCOp6ZmpLLhxAYAWpdVawQRERERuf4Cze7PqumOdB9HIiIicmlt27YlOTmZ3377jWbN3PmXlStXEh0dzfr160lPT/e05ly6dCnly5f35JMul9O63iwWyzWLqUePHtjtdj799FMqVqxIfHw8S5Ys4cyZM3leo0SJElcVw8CBA+nRowfHjh2jbNmyXsdmzpxJo0aNqFu37lVdw1d8VmlrsVho2LAhS5Ys8Yw5nU6WLFlC8+bNL3nu/Pnzsdlsl2xpEBERQYkSJdi3bx+//fYbXbp0yXXuli1bAChVqlT+buJ6ObgMVr5Hygl30ji4USOMf/3HwZaWSabTicsARSMsOZ6+9vhaMpwZlA0tS8WIitcrahERERERD6vJ/VnWlqlKWxERKdyqVatGqVKlWLZsmWds2bJldOnShQoVKrBu3Tqv8bZt23q+/nsrglmzZlG+fHmCg4Pp1q1bjgnN7777jgYNGhAYGEjFihUZOXKkV5XvxXbs2IHRaOTUqVMAnD17FqPRSJ8+fTxz3nzzTVq0aJEtpmXLljFgwAASExMxGAwYDAZef/11z3mpqak89NBDhIWFUb58eT7++ONcv0cJCQmsXLmSMWPG0LZtW2JiYmjSpAnDhg3j7rvvzvW8ESNGUKpUKU/169/bIxgMBj788EPuuOMOgoKCqFixIl999VWu6911112UKFGCWbNmeY0nJyczf/58Bg4cyJkzZ7j33nspU6YMwcHB1KlThzlz5uS6ZmHh0/YIQ4YMYdq0aXz66afs2rWLxx9/nJSUFAYMGABAv379GDZsWLbzpk+fTteuXSlWrFi2Y/Pnz2fZsmUcPHiQ7777jvbt29O1a1duv/12AA4cOMAbb7zBxo0bOXToEN9//z39+vWjVatWhTfzfnI3GAykpLt/axNyyy2eQ/a0TDKdLjKNUCQk50rgqOAo6pWoR5tybTAYDNclZBERERGRiwWa/io6UHsEEZF/NJfLRUZ6uk9eLpcrz3G2bduWpUuXet4vXbqUNm3a0Lp1a894Wloa69ev9yRt/279+vUMHDiQQYMGsWXLFtq2bcubb77pNWflypX069ePZ555hp07d/LRRx8xa9Ys3nrrrRzXrFWrFsWKFWP58uWe8y9+D7B8+fJsbRzA3SphwoQJhIeHExcXR1xcHEOHDvUcf++992jUqBGbN2/miSee4PHHH2fPnj05xhEaGkpoaCjffvstNtvl/7/d5XLx1FNPMXv2bFauXHnJHNzw4cPp0aMHW7dupW/fvvTp04ddu3blONdsNtOvXz9mzZrl9fOdP38+DoeDe++9l/T0dBo2bMgPP/zAjh07ePTRR3nggQfYsGHDZeP2JZ+1RwDo3bs3p06d4rXXXuPEiRPUr1+fhQsXejYnO3LkiFcvWoA9e/awatUqFi1alOOacXFxDBkyhPj4eEqVKkW/fv0YPny457jFYuGXX35hwoQJpKSkUK5cOXr06MGrr7567W70ajV7DFdUXVK+HQRAyM03ew5lZjjJADJNUCQ450rbOiXqUKdEnXz9x0lEREREpCCpPYKIiABk2mxM6t/TJ9d++tOvCAjMubXk37Vt25Znn32WzMxM0tLS2Lx5M61btyYjI4OpU6cCsHbtWmw2W65J24kTJ9KxY0deeOEFAKpWrcqaNWtYuHChZ87IkSN56aWX6N+/PwAVK1bkjTfe4IUXXmDEiBHZ1jQYDLRq1Yply5bRs2dPT/XsJ598wu7du6lUqRJr1qzxXPNiFouFiIgIDAZDji0T7rzzTp544gkAXnzxRcaPH8/SpUupVq1atrlms5lZs2bxyCOPMHXqVBo0aEDr1q3p06dPtoRsZmYm999/P5s3b2bVqlWUKVMmx+9Xll69evHwww8D8MYbb7B48WImT57MBx98kOP8hx56iHfffdcrWT1z5kx69OhBREQEERERXsnpp556ip9//pkvv/zSa6+swsanSVuAQYMGMWjQoByPXVyGnqVatWqXTD4+/fTTPP3007keL1eunNdvH/xF6mkzrrQ0TEWLYr3oL0uxMiGsr2AmM9PJU8GX3mBMVbYiIiIi4itZ7RHSM5W0FRGRwq9NmzakpKTw66+/cu7cOapWrUqJEiVo3bo1AwYMID09nWXLllGxYkXKly+f4xq7du2iW7duXmPNmzf3Stpu3bqV1atXe1XWOhwO0tPTSU1NJTg4ONu6rVu39rQuWL58OW+//TZ79+5l2bJlnD17loyMDG656CntvLo42ZqV2D158mSu83v06EGnTp1YuXIl69at46effmLs2LF88sknPPjgg555gwcPxmq1sm7dOooXL37ZOP7eNrV58+ae1qY5qV69OjfffDMzZsygTZs27N+/n5UrV3r2wnI4HLz99tt8+eWX/Pnnn9jtdmw2W47f28LE50lbyZuUNWsAd5Wt4aLq42RbJpkOFxgMRP6t0tbpcvLTHz/RrFQzigVlbyUhIiIiInK9lAsrR8OSDSkXVs7XoYiIiA+ZrVae/jT3HqXX+tp5VblyZcqWLcvSpUs5d+4crVu7N3YvXbo05cqVY82aNSxdupRbb731qmJKTk5m5MiRdO/ePduxwFyqgtu0acOzzz7Lvn372LlzJy1atGD37t0sW7aMc+fO0ahRoytKSAYEeBcDGgwGnE7nJc8JDAykffv2tG/fnuHDh/Pwww8zYsQIr6Rt+/btmTNnDj///DN9+/bNd1x5MXDgQJ566immTJnCzJkzqVSpkudn9u677zJx4kQmTJhAnTp1CAkJ4dlnn8Vut1+TWAqKkrZ+ImX1haTt391drzQp9kwsZu9WEr+f/p3ZO2fzzb5vmNp+KmajftwiIiIi4hu3lLmFW8rkv+pHRERuLAaDIc8tCnytbdu2nkTo888/7xlv1aoVP/30Exs2bODxxx/P9fwaNWqwfv16r7GLNzEDaNCgAXv27KFy5cp5jqtOnToUKVKEN998k/r16xMaGkqbNm0YM2YM586dy7GfbRaLxYLD4cjztfKrZs2afPvtt15jd999N507d+a+++7DZDJ5bZqWk3Xr1tGvXz+v9zfddNMlz7nnnnt45pln+OKLL5g9ezaPP/6454nz1atX06VLF+6//34AnE4ne/fupWbNmldwh9ePsnh+wJGQQPqOHQCE3OKdtD2x4yzV4jKJqZW9knb5MXcbiGalmylhKyIiIiIiIiKSD23btuXJJ58kIyPDU7UJ7vYEgwYNwm6359rPFtwtPG+55Rb+9a9/0aVLF37++Wev1ggAr732GnfddRfly5enZ8+eGI1Gtm7dyo4dO7JtWpYlq6/t559/7unVWrduXWw2G0uWLGHIkCG5xhQbG0tycjJLliyhXr16BAcHX1FV7pkzZ+jVqxcPPfQQdevWJSwsjN9++42xY8fSpUuXbPO7devGv//9bx544AHMZjM9e+be13j+/Pk0atSIFi1a8Pnnn7NhwwamT59+yXhCQ0Pp3bs3w4YNIykpyavSt0qVKnz11VesWbOGIkWKMG7cOOLj4wt90tZ4+Sniaynr1oHLhaVyJQL+2qQtS0J8KicOJJKS6L1TX2pGKuvj3L/NaV22NSIiIiIihYHTdenHLEVERAqLtm3bkpaWRuXKlSl5UT6mdevWnD9/nmrVqlGqVKlcz2/WrBnTpk1j4sSJ1KtXj0WLFvHqq696zenQoQP//e9/WbRoEY0bN6ZZs2aMHz+emJiYS8bWunVrHA6Hp6rWaDTSqlUrDAbDJfvZ3nzzzTz22GP07t2bEiVKMHbs2Dx8J7ILDQ2ladOmjB8/nlatWlG7dm2GDx/OI488wvvvv5/jOT179uTTTz/lgQceYMGCBbmuPXLkSObOnUvdunWZPXs2c+bMyVOCdeDAgZw7d44OHTpQunRpz/irr75KgwYN6NChA23atCE6OpquXbvm+56vN4PrUrt6Sa6SkpKIiIggMTGR8PDwa3qtc/O+5NS4cUR07ULJYcO8jv1v7h7i9yfS6I4YqjS88B+QpUeWMnXbVMqEluG91u9pEzIRERG5IV3Pz2T+ztffq62ntjL217GUDyvP6Jajr/v1RUTEN9LT0/njjz+oUKFCrj1aRbIYDAa++eYbv0iqXsql/tzn9TOZnpn3A0V630Nkzx4407LvtLv3WBJnT6dw/sBpr6RtVmuE1mVbK2ErIiIiIj4XYAwg05mJzWG7/GQRERGRfzi1R/ATBpMJU2hItnF7WiYAYWEWz9iJlBPsOrsLI0ZalGlx3WIUEREREcmN1eTesTstM83HkYiIiIgUfqq09XOZNveOf5ERVs/Y4aTDWIwWahSrQbGg7BuUiYiIiIhcb4Fm96OBdofdx5GIiIhIYaUurhcoaevHXC4XDrs7aVsk8kJ/jKalmlKneB2S7Em+Ck1ERERExEugyf15NT0ze8svEREREfGmpK0fc2a6yHS6fwNRPNK7qXFwQDDBAcG+CEtEREREJJus9giZrkwynZmYjfqniIjIP4kqKOWfpCD+vKunrR9zGWFtrJl1Fc0U+6s9wtn0sz6OSkREREQkO6v5QjsvbUYmIvLPYTKZALDb1R5H/jlSU1MBCAgIuOI19OttP5aYloHLBUajgYggC2mZaQxeOpjokGhebvoyEdYIX4coIiIiIgJAgDGAOsXrEGAMULWViMg/iNlsJjg4mFOnThEQEIDRqPpBuXG5XC5SU1M5efIkkZGRnl9aXAklbf2YyWjg7nqlsTucGI0G1v+5nnRHOjaHjXBLuK/DExEREfnHmjJlCu+++y4nTpygXr16TJ48mSZNmlz2vLlz53LvvffSpUsXvv32W69ju3bt4sUXX2T58uVkZmZSs2ZNvv76a8qXL3+N7qLgvdrsVV+HICIi15nBYKBUqVL88ccfHD582NfhiFwXkZGRREdHX9UaStr6MdvJdKodz6RYmRAAlh1dBkDrsq0xGAy+C0xERETkH2zevHkMGTKEqVOn0rRpUyZMmECHDh3Ys2cPUVFRuZ536NAhhg4dSsuWLbMdO3DgAC1atGDgwIGMHDmS8PBwfv/9dwIDA3NYSUREpHCxWCxUqVJFLRLkHyEgIOCqKmyzKGnrx5LPpXPiYCJGkztBeyDhAACNoxv7MiwRERGRf7Rx48bxyCOPMGDAAACmTp3KDz/8wIwZM3jppZdyPMfhcNC3b19GjhzJypUrSUhI8Dr+yiuvcOeddzJ27FjPWKVKla7ZPYiIiBQ0o9GoXzaK5IMaifixhEQbDqeLgEATTpcTu9P9G6swS5iPIxMRERH5Z7Lb7WzcuJF27dp5xoxGI+3atWPt2rW5njdq1CiioqIYOHBgtmNOp5MffviBqlWr0qFDB6KiomjatGm29gn+4M11b3L/j/ez+eRmX4ciIiIiUqgpaevHNuw9zR+nU9h+8jwZzgzPuMVk8WFUIiIiIv9cp0+fxuFwULJkSa/xkiVLcuLEiRzPWbVqFdOnT2fatGk5Hj958iTJycm88847dOzYkUWLFtGtWze6d+/O8uXLc43FZrORlJTk9fK1TGcmGc4M0jLTfB2KiIiISKGm9gh+LC01E4DgkABsDptn3Gqy+iokEREREcmH8+fP88ADDzBt2jSKFy+e4xyn0wlAly5dGDx4MAD169dnzZo1TJ06ldatW+d43ujRoxk5cuS1CfwKBZrdj8XaMm2XmSkiIiLyz6akrR+zp7qra8PDLZgMJtrHtCfTmYnRoAJqEREREV8oXrw4JpOJ+Ph4r/H4+PgcdxA+cOAAhw4donPnzp6xrCSt2Wxmz549lCtXDrPZTM2aNb3OrVGjBqtWrco1lmHDhjFkyBDP+6SkJMqVK3dF91VQAk1/JW0dStqKiIiIXIqStn4sI92BCYgIsxISEMLDdR72dUgiIiIi/2gWi4WGDRuyZMkSunbtCriTsEuWLGHQoEHZ5levXp3t27d7jb366qucP3+eiRMnUq5cOSwWC40bN2bPnj1e8/bu3UtMTEyusVitVqzWwvUEltXsjifdke7jSEREREQKNyVt/Zg9w0kQUCRSuy+KiIiIFBZDhgyhf//+NGrUiCZNmjBhwgRSUlIYMGAAAP369aNMmTKMHj2awMBAateu7XV+ZGQkgNf4888/T+/evWnVqhVt27Zl4cKF/Oc//2HZsmXX67YKRFalbXqmkrYiIiIil6KkrZ9Kz3CwpbQJg8vIM1WKkOHIIDUzlUBzoHraioiIiPhQ7969OXXqFK+99honTpygfv36LFy40LM52ZEjRzAa89fOqlu3bkydOpXRo0fz9NNPU61aNb7++mtatGhxLW7hmsn6nKr2CCIiIiKXZnC5XC5fB+GPkpKSiIiIIDExkfDw8Ot+/bjENB6dvRGr2cj8x5qz/fR23lr/FjFhMYxtPfa6xyMiIiLiC77+TOZPCsP3aumRpSw/tpympZpyR4U7fBKDiIiIiC/l9TOZKm39VIDJSJf6pXE4XRgMBuwOOwAWk8XHkYmIiIiI5Kxt+ba0Ld/W12GIiIiIFHpK2vqpEAxU/TOTwNAAACVtRUREREREREREbhBK2vqp9OQMThxMJOivpG1WXzD1sxUREREREREREfFv+dsBQQqN0+fScThdBASaALA53UlbVdqKiIiISGG1/dR2Hl30KK+ved3XoYiIiIgUaqq09VMLNx/n/OkUUoLdefes9giqtBURERGRwspgMJBoTyTMHubrUEREREQKNVXa+qmU5AwAAoPdefes9giqtBURERGRwirQFAhc+OwqIiIiIjlT0tZPpaW6k7YhIe6etuXDytOyTEuqRFbxZVgiIiIiIrmymt1PhaU70n0ciYiIiEjhpvYIfio9NQMrEBbmrqxtWqopTUs19W1QIiIiIiKXkFVpm56ppK2IiIjIpajS1g85nS5sNgcA4eHqYSsiIiIi/iGr0jbDmYHT5fRxNCIiIiKFl5K2fijZnsmB4ibWVjRT5+bSgLtawe6w43K5fBydiIiIiEjOgkxBnq9VbSsiIiKSOyVt/VBCirufbWhgAEGB7g4XkzdP5oGfHmDJkSW+DE1EREREJFdmo5mKERWpXrS6Km1FRERELkE9bf1QYICRLvVLYzAYPGNZO/BaTBZfhSUiIiIickkGg4HRLUf7OgwRERGRQk9JWz8UFR5IrTMuDLhITbITHG7B7rADYDWpx62IiIiIiIiIiIg/U3sEP+RyuTi2+xxHdp71jGVV2ippKyIiIiIiIiIi4t+UtPVDJ8+lkZnp7gFmCTIBeCpt1R5BRERERAqzsb+O5dFFj7L91HZfhyIiIiJSaKk9gh/6fOUh0k+nUDzcisnszrur0lZERERE/EFKRgqJ9kRSM1N9HYqIiIhIoaVKWz+UeP6vTceCzJ7NyOxOVdqKiIiISOGXVWSQnpnu40hERERECi9V2vqh5OQMrEBg8IUfX8OSDUmxpxAWEOa7wERERERELiPQFAhAukNJWxEREZHcKGnrh1JTMigGhIQEeMYer/e47wISEREREckjq9ldaZvV3ktEREREslN7BD+T4XBiT3cAEBKqVggiIiIi4l88lbZqjyAiIiKSKyVt/UxiWgYnw42srxzALV0rAeByuch0Zvo4MhERERGRyws0u5O2qrQVERERyZ2Stn7mXIp7w7EiIRasge7uFmfTz9L3x7488OMDvgxNREREROSyigUVIyY8hghrhK9DERERESm01NPWz4QGmulSvzRW84V8u93hTuSajfpxioiIiEjh1jG2Ix1jO/o6DBEREZFCTZW2fqZURBDNXFaqxDs4fSwZuPBomdVk9WVoIiIiIiIiIiIiUgCUtPVD8YeSOLLzLOnJ7grbrKStxaSNyURERERERERERPxdvpO2sbGxjBo1iiNHjlyLeOQyTifbSD7vTtZagwOAC+0RlLQVERERkcLu99O/8+zSZxn761hfhyIiIiJSaOU7afvss8+yYMECKlasSPv27Zk7dy42m3Z+vV6mrTjIloNnSUzLICDQBKg9goiIiIj4D4fLQVxKHKdST/k6FBEREZFC64qStlu2bGHDhg3UqFGDp556ilKlSjFo0CA2bdp0LWKUi5xLsWF2gslowBLo3njM7lSlrYiIiIj4h6xCg3RHuo8jERERESm8rrinbYMGDZg0aRLHjx9nxIgRfPLJJzRu3Jj69eszY8YMXC5XQcYpf0lMzsDgArPRgDXInbSNtEbSsGRDqhap6uPoREREREQuLcgcBIAtU0/riYiIiOTGfKUnZmRk8M033zBz5kwWL15Ms2bNGDhwIMeOHePll1/ml19+4YsvvijIWAVI/mvzsQCLCVOAO+des1hNahar6cuwRERERETyJKvSNqvFl4iIiIhkl++k7aZNm5g5cyZz5szBaDTSr18/xo8fT/Xq1T1zunXrRuPGjQs0UIE0uwOHzQlAcEiAj6MREREREcm/QHMg4G6P4HQ5MRqu+OE/ERERkRtWvpO2jRs3pn379nz44Yd07dqVgIDsycMKFSrQp0+fAglQLjiXaifFamBLNStDH6ztGXe5XBgMBh9GJiIiIiKSNxdvnmt32D1JXBERERG5IN9J24MHDxITE3PJOSEhIcycOfOKg5KcnUt1t0aICLFgCbrwo/ti9xf89MdPdKrYiXur3+ur8EREREREAEiIT2XDf/8gINBE277VvY5ZTBaigqOwmqxkOjN9FKGIiIhI4ZbvpO3Jkyc5ceIETZs29Rpfv349JpOJRo0aFVhw4i0y2ELXm8oQFGDyGs9wZJDhzMCAqm1FRERExPcMRgMJ8alehQZZjAYjk2+d7IOoRERERPxHvhtIPfnkkxw9ejTb+J9//smTTz5ZIEFJzspEBtGuSDgV4jI4/PsZz3jWJg4XP2omIiIiIuIr1mB3sjYjPROX0+XjaERERET8T76Ttjt37qRBgwbZxm+66SZ27txZIEFJ7s7FpXB051kST6Z6xrKSthaTxVdhiYiIiIh4ZFXYulxgT1cLBBEREZH8ynfS1mq1Eh8fn208Li4Osznf3RYkH04mpZOQaMOFy+tRM7vD3etWlbYiIiIiUhgYjQYsQe6WXrbU7EnbiZsmMnjpYHad2XW9QxMRERHxC/lO2t5+++0MGzaMxMREz1hCQgIvv/wy7du3z3cAU6ZMITY2lsDAQJo2bcqGDRtyndumTRsMBkO2V6dOnTxz4uPjefDBByldujTBwcF07NiRffv2ea2Tnp7Ok08+SbFixQgNDaVHjx45JqILmw+WHeCHjX9yPj0TS+BFSVunO2mrSlsRERERKSysQQFAzknb02mnOZ5ynPP289c7LBERERG/kO+k7b/+9S+OHj1KTEwMbdu2pW3btlSoUIETJ07w3nvv5WutefPmMWTIEEaMGMGmTZuoV68eHTp04OTJkznOX7BgAXFxcZ7Xjh07MJlM9OrVCwCXy0XXrl05ePAg3333HZs3byYmJoZ27dqRkpLiWWfw4MH85z//Yf78+Sxfvpzjx4/TvXv3/H4rrruEVDtmJ5iMBlXaioiIiEihZvmrr60tNSPbsazPremO9Osak4iIiIi/yHc/gzJlyrBt2zY+//xztm7dSlBQEAMGDODee+8lICAgX2uNGzeORx55hAEDBgAwdepUfvjhB2bMmMFLL72UbX7RokW93s+dO5fg4GBP0nbfvn2sW7eOHTt2UKtWLQA+/PBDoqOjmTNnDg8//DCJiYlMnz6dL774gltvvRWAmTNnUqNGDdatW0ezZs3y+y25bs6lZhDmcGE2GrBelLStEFEBg8FApDXSd8GJiIiIiFwktIiVjLRMDEZDtmOBpkDgQvGBiIiIiHi7oia0ISEhPProo1d1YbvdzsaNGxk2bJhnzGg00q5dO9auXZunNaZPn06fPn0ICQkBwGZzb8gVGBjotabVamXVqlU8/PDDbNy4kYyMDNq1a+eZU716dcqXL8/atWsLbdLW6XSRkGqnoqfS1uQ51r9Wfx9GJiIiIiKSXdPOFXM9Fmh2f15Py0y7XuGIiIiI+JUr3jls586dHDlyBLvd+7fjd999d57OP336NA6Hg5IlS3qNlyxZkt27d1/2/A0bNrBjxw6mT5/uGctKvg4bNoyPPvqIkJAQxo8fz7Fjx4iLiwPgxIkTWCwWIiMjs133xIkTuV7PZrN5ksIASUlJebnNAnM+PROn03WhPUKgNn0TEREREf+U1R7B5rBdZqaIiIjIP1O+M38HDx6kW7dubN++HYPBgMvlAsBgcD/25HA4CjbCXEyfPp06derQpEkTz1hAQAALFixg4MCBFC1aFJPJRLt27bjjjjs8cV6p0aNHM3LkyKsN+4qdS7WDwcDOmoEMvb8BFqvp8ieJiIiIiBRCWZW2StqKiIiI5CzfG5E988wzVKhQgZMnTxIcHMzvv//OihUraNSoEcuWLcvzOsWLF8dkMhEfH+81Hh8fT3R09CXPTUlJYe7cuQwcODDbsYYNG7JlyxYSEhKIi4tj4cKFnDlzhooV3Y9nRUdHY7fbSUhIyNd1hw0bRmJioud19OjRPN5pwTiX6q5ojgyxYg0ye/UGe3TRozz888OcTM15AzcRERERubyjR49y7Ngxz/sNGzbw7LPP8vHHH/swKv914mAiiz7ZwfrvD2Y7FmGNICooiiBzkA8iExERESn88p20Xbt2LaNGjaJ48eIYjUaMRiMtWrRg9OjRPP3003lex2Kx0LBhQ5YsWeIZczqdLFmyhObNm1/y3Pnz52Oz2bj//vtznRMREUGJEiXYt28fv/32G126dAHcSd2AgACv6+7Zs4cjR45c8rpWq5Xw8HCv1/VULMRKt5vK0KZqCa9xl8vFeft5zmecJ8CYv43gREREROSC++67j6VLlwLullrt27dnw4YNvPLKK4waNcrH0fkfp9NFwsk0ks5k71t7d6W7mXzbZLpX6e6DyEREREQKv3wnbR0OB2FhYYC7Wvb48eMAxMTEsGfPnnytNWTIEKZNm8ann37Krl27ePzxx0lJSWHAgAEA9OvXz2ujsizTp0+na9euFCtWLNux+fPns2zZMg4ePMh3331H+/bt6dq1K7fffjvgTuYOHDiQIUOGsHTpUjZu3MiAAQNo3rx5od2EDKB8sWC6Voyi7DE7u9bEecYznZk4cQIXeoOJiIiISP7t2LHD03rryy+/pHbt2qxZs4bPP/+cWbNm+TY4P2QNcndis6Vm+jgSEREREf+T7562tWvXZuvWrVSoUIGmTZsyduxYLBYLH3/8sacFQV717t2bU6dO8dprr3HixAnq16/PwoULPZuTHTlyBKPRO6+8Z88eVq1axaJFi3JcMy4ujiFDhhAfH0+pUqXo168fw4cP95ozfvx4jEYjPXr0wGaz0aFDBz744IN8xe4LyefSObrzLLaUDGrcXAoAu/PCRnAWk8VXoYmIiIj4vYyMDKxW9y/Bf/nlF88Gu9WrV/dsait5Zw12PwVmV9JWREREJN/ynbR99dVXSUlJAWDUqFHcddddtGzZkmLFijFv3rx8BzBo0CAGDRqU47GceuRWq1btkpuKPf3005dt0xAYGMiUKVOYMmVKvmL1pfikdE6fS8eFC0vghR9b1uYNJoMJszHfP04RERER+UutWrWYOnUqnTp1YvHixbzxxhsAHD9+PMcnvOTSrMHuz6aZGU4yMxyYAy5spLvzzE4+2/kZpUNLM+imnP8tICIiIvJPlu8sX4cOHTxfV65cmd27d3P27FmKFCmCwWC4xJlyNSYu2ce5bWdp5AjAEnzhx2Z3uCttVWUrIiIicnXGjBlDt27dePfdd+nfvz/16tUD4Pvvv/e0TZC8M1uMGE0GnA4XttRMzBEXkrZ2h50DiQfIdKkKV0RERCQn+UraZmRkEBQUxJYtW6hdu7ZnvGjRogUemHhLSLVjdoLZaMyx0lb9bEVERESuTps2bTh9+jRJSUkUKVLEM/7oo48SHBzsw8j8T6o9k73xyaQbXFhw97UNibjweTXQHAiALdPmowhFRERECrd8bUQWEBBA+fLlcTgc1yoeycW5lAzMThcmowFr0IUqBbPRTI2iNagUWcmH0YmIiIj4v7S0NGw2mydhe/jwYSZMmMCePXuIiorycXT+5c9zaQz/dgf7ktMILxaIy+nd3izQ9FfS1qGkrYiIiEhO8pW0BXjllVd4+eWXOXv27LWIR3Jgz3SSbMvE7ACzyYAl6EKlbZnQMrx+8+u80PgFH0YoIiIi4v+6dOnC7NmzAUhISKBp06a89957dO3alQ8//NDH0fmXIiHu1l1bSpq4/ZHaFCsT6nU86ymxdEf6dY9NRERExB/kO2n7/vvvs2LFCkqXLk21atVo0KCB10sKXkKau29tgAuMBu+krYiIiIgUjE2bNtGyZUsAvvrqK0qWLMnhw4eZPXs2kyZN8nF0/iUiKAAAp9PFeVv2vrUXt0e41CbDIiIiIv9U+c7+de3a9RqEIZeSkJoBQFyVIEb0qe+1866IiIiIFIzU1FTCwsIAWLRoEd27d8doNNKsWTMOHz7s4+j8S4DJSFigmfPpmSSk2j1J3CxZSVsnTjKdmQSYAnJaRkREROQfK99J2xEjRlyLOOQSzqW4K22LhFixBnt/oF3952o+/f1T6kfV54n6T/giPBEREZEbQuXKlfn222/p1q0bP//8M4MHDwbg5MmThIeH+zg6/1MkxELgKTvrPt9LYp3i1G1bznPMarISGhCK1WTF5rApaSsiIiLyN3rO3g9EhQfSvUEZigRbsh1LyUgh0Z5Ieqb6gYmIiIhcjddee4377ruPwYMHc+utt9K8eXPAXXV70003+Tg6/1MkOACbE5JPp5F81nvDMaPByPQO030UmYiIiEjhl++krdFoxGAw5Hrc4XBcVUCSXYXiIZQNK89vPx1i08nD3NS+PAaj+2dgd/7V71bVCSIiIiJXpWfPnrRo0YK4uDjq1avnGb/tttvo1q2bDyPzT0WDLRwzQabThe2vdl8iIiIikjf5Ttp+8803Xu8zMjLYvHkzn376KSNHjiywwMRbekoGR3eexWwx0qBDjGfc7nAnbbN24BURERGRKxcdHU10dDTHjh0DoGzZsjRp0sTHUfmnW2uUpEqAlcSV8djSsm9GJiIiIiK5y3fStkuXLtnGevbsSa1atZg3bx4DBw4skMDEmz3d/UHXEuT9I7M53I+aKWkrIiIicnWcTidvvvkm7733HsnJyQCEhYXx3HPP8corr2A0Gn0coX+pXy6SWKuFRWtPYUvNnrSdunUqR88f5cFaD1KlSBUfRCgiIiJSeBVYT9tmzZrx6KOPFtRy8jf2NHfbCUug948sq9LWYsre71ZERERE8u6VV15h+vTpvPPOO9xyyy0ArFq1itdff5309HTeeustH0fof6zB7s+u9rRMXE6Xp8UXwNHzR9mfsJ9EW6KvwhMREREptAokaZuWlsakSZMoU6ZMQSwnObCn5Vxp60naGpW0FREREbkan376KZ988gl33323Z6xu3bqUKVOGJ554QknbfEqzO9h1OpkUWyYhVjP29EyswRf2YQg0BQIXnhwTERERkQvynbQtUqSI10ZkLpeL8+fPExwczGeffVagwckFWe0RrEEmr/GigUWJDY+laGBRX4QlIiIicsM4e/Ys1atXzzZevXp1zp4964OI/NvJ8+mM+M9OGqc7aFImlMwMJxc39LKa3e/SM9N9E6CIiIhIIZbvpO348eO9krZGo5ESJUrQtGlTihQpUqDByQVZlbYBf2uP0KNqD3pU7eGLkERERERuKPXq1eP9999n0qRJXuPvv/8+devW9VFU/isy2P0k2K9lTQwbWIsAk3dP4KxK23SHkrYiIiIif5fvpO2DDz54DcKQy8nacdcaVGBtiEVERETkImPHjqVTp0788ssvNG/eHIC1a9dy9OhRfvzxRx9H53/CrGZMRgMOp4vEtAyKh3pvnBtoVnsEERERkdzkewvcmTNnMn/+/Gzj8+fP59NPPy2QoCS7m9qVp8vgm6jWLNrXoYiIiIjckFq3bs3evXvp1q0bCQkJJCQk0L17d37//Xf+/e9/+zo8v2M0Goj8q4ftuRR7tuNWk9ojiIiIiOQm30nb0aNHU7x48WzjUVFRvP322wUSlGRnMBqwBpmx/K09wjsb3uHp/z3NzjM7fRSZiIiIyI2jdOnSvPXWW3z99dd8/fXXvPnmm5w7d47p06f7OjS/VDTYQukEB7/N2ce+3+K9jgUHBBMSEILJYMrlbBEREZF/rnw/a3/kyBEqVKiQbTwmJoYjR44USFCSd6dSTxGfGo/T5fR1KCIiIiIiXiKDLdgdkHImnZQE7zYIvar2olfVXj6KTERERKRwy3elbVRUFNu2bcs2vnXrVooVK1YgQUl2mxcdYePCQ6Qken/YtTvcj5pZTBZfhCUiIiIikqsiwQFkmCDT6cKWmunrcERERET8Rr4rbe+9916efvppwsLCaNWqFQDLly/nmWeeoU+fPgUeoLgd/v009jQHlRuW9BrP2rghqyeYiIiIiEhh0bZ6FGXTIGXTWc/GuiIiIiJyeflO2r7xxhscOnSI2267DbPZfbrT6aRfv37qaXuNuJwuMtIdAFiDvX9kWUlbi1GVtiIiIiJXonv37pc8npCQcH0CuQHVLhNB0VQXq7YlYEvN8Dq25+we5u+dT6mQUgysM9BHEYqIiIgUTvluj2CxWJg3bx579uzh888/Z8GCBRw4cIAZM2ZgsShxeC1k2By4XO6vAwK9N2rIcLo//Ko9goiIiMiViYiIuOQrJiaGfv365WvNKVOmEBsbS2BgIE2bNmXDhg15Om/u3LkYDAa6du3qNf7ggw9iMBi8Xh07dsxXTL6SVXRg/1t7hNTMVLaf3s7+hP2+CEtERESkUMt3pW2WKlWqUKVKlYKMRXKR9SiZ2WLEZLqQZ890ZuJw/VWBq/YIIiIiIldk5syZBbrevHnzGDJkCFOnTqVp06ZMmDCBDh06sGfPHqKionI979ChQwwdOpSWLVvmeLxjx45esVqthf/zX3qGg33nUki2ZWJO864Xyfr8mp6Z7ovQRERERAq1fFfa9ujRgzFjxmQbHzt2LL16affXa8H+V9LWGuSdY890ZhITFkN0cLSStiIiIiKFxLhx43jkkUcYMGAANWvWZOrUqQQHBzNjxoxcz3E4HPTt25eRI0dSsWLFHOdYrVaio6M9ryJFilyrWygw51LtvPPLXv5MsREcbsHhcHqOBZoCAUh3KGkrIiIi8nf5TtquWLGCO++8M9v4HXfcwYoVKwokKPGWlbS1/C1pG2gOZGzrsUy8dSIBpgBfhCYiIiIiF7Hb7WzcuJF27dp5xoxGI+3atWPt2rW5njdq1CiioqIYODD33q7Lli0jKiqKatWq8fjjj3PmzJlLxmKz2UhKSvJ6XW9Fgi04TAY2xJhp/WBNr6fGAs3upG3WHg0iIiIickG+k7bJyck59q4NCAjwyQfBf4Ks9giWwCvuZiEiIiIi18Hp06dxOByULFnSa7xkyZKcOHEix3NWrVrF9OnTmTZtWq7rduzYkdmzZ7NkyRLGjBnD8uXLueOOO3A4HLmeM3r0aK/evOXKlbuym7oKgQEmggLcezKcTbV7Hct6UsyWqaStiIiIyN/lOwtYp04d5s2bx2uvveY1PnfuXGrWrFlggckFMbWKUapyJC6Hy9ehiIiIiEgBOn/+PA888ADTpk2jePHiuc7r06eP5+s6depQt25dKlWqxLJly7jttttyPGfYsGEMGTLE8z4pKcknidsiIQGkJTg4l2KnTGSQZzyr0jbTlUmGM4MAo54cExEREcmS76Tt8OHD6d69OwcOHODWW28FYMmSJXzxxRd89dVXBR6ggMFoyNbPFuBQ4iEmbJpAdEg0LzV5yQeRiYiIiMjFihcvjslkIj4+3ms8Pj6e6OjobPMPHDjAoUOH6Ny5s2fM6XT3fTWbzezZs4dKlSplO69ixYoUL16c/fv355q0tVqthWKzsiLBFgL2p7Bl3n4iO1WkbDV3L16ryYoRI1azFbvDrqStiIiIyEXynbTt3Lkz3377LW+//TZfffUVQUFB1KtXj//9738ULVr0WsQouUjJTCEuJQ6jId9dLkRERETkGrBYLDRs2JAlS5bQtWtXwJ2EXbJkCYMGDco2v3r16mzfvt1r7NVXX+X8+fNMnDgx18rYY8eOcebMGUqVKlXg91DQIoMtZDhcpJ6zkZp0oRWC2Wjmi05fYDAYfBidiIiISOF0RU1SO3XqRKdOnQD3Y1Zz5sxh6NChbNy48ZJ9taRg2R3uvmBZ/cBERERExPeGDBlC//79adSoEU2aNGHChAmkpKQwYMAAAPr160eZMmUYPXo0gYGB1K5d2+v8yMhIAM94cnIyI0eOpEePHkRHR3PgwAFeeOEFKleuTIcOHa7rvV2JIsEBHDcZcGQ6sadmeh1TwlZEREQkZ1e8s9WKFSuYPn06X3/9NaVLl6Z79+5MmTKlIGOTy8hK2lpM2TeGExERERHf6N27N6dOneK1117jxIkT1K9fn4ULF3o2Jzty5AhGY96flDKZTGzbto1PP/2UhIQESpcuze23384bb7xRKNofXE6rqiUoFm8nbXcS6X9L2oqIiIhIzvKVtD1x4gSzZs1i+vTpJCUlcc8992Cz2fj222+1CZkP2Bzux8ssRiVtRURERAqTQYMG5dgOAWDZsmWXPHfWrFle74OCgvj5558LKLLrr0apcMwV09i8Pzlbpe2nv3/KsfPH6FWtF1WLVPVRhCIiIiKFT55/xd+5c2eqVavGtm3bmDBhAsePH2fy5MnXMja5DLVHEBERERF/YA1214rY0ryTtkn2JLad3sa64+t8EZaIiIhIoZXnpO1PP/3EwIEDGTlyJJ06dcJkMl3LuCQPPJW2ao8gIiIiIoWULdPBH4lpJNsysf2t0rZJdBMAfj3xKy6XyxfhiYiIiBRKeU7arlq1ivPnz9OwYUOaNm3K+++/z+nTp69lbHIZVpOVqKAoIq2Rvg5FRERERCRHKTYHU9b8wdHkdCxB3oUf9UrUI8AYwMm0kxxOOuyjCEVEREQKnzwnbZs1a8a0adOIi4vj//7v/5g7dy6lS5fG6XSyePFizp8/fy3jlBy0i2nH5Nsm069WP1+HIiIiIiKSo4igANKtBn6LDaBBj0pexwLNgdQrUQ+ADSc2+CI8ERERkUIp79vW/iUkJISHHnqIVatWsX37dp577jneeecdoqKiuPvuu69FjCIiIiIi4qdMRgPhgQEAnEvNyHa8aammgLtFgoiIiIi45Ttpe7Fq1aoxduxYjh07xpw5cwoqJhERERERuYFEBmclbe3ZjjWIaoARI0fOH+FEyonrHZqIiIhIoXRVSdssJpOJrl278v333xfEcpJHX+z6gmErh7H6z9W+DkVEREREJFdFgi1Ujs9kx/wDnDme7HUs1BJKk1JNaFmmpTYjExEREfmL2dcByJU7kXKCg4kHSc5IvvxkEREREREfKRIcgCMT0s7ZSD+fvUXC4IaDfRCViIiISOFVIJW24ht2p/vxMovR4uNIRERERERyVyTEQoYRHE4XtrRMX4cjIiIiUuip0taP2Rw2AKwmq48jERERERHJ3S2VixNUJZmMoynYctiMDMDlcnEo6RAOp4PKRSpf5whFREREChdV2voxu+OvSluTKm1FREREpPCqWjKMGuUjsZpN2FJzrrT9+fDPvLTyJebumXudoxMREREpfJS09WOqtBURERERf2ENcT/kl1vStn6J+gDsPLOTZLv2bBAREZF/NiVt/ZgqbUVERETEH9gznRxNTud8ekauPW2jQ6IpH1Yeh8vBppObrnOEIiIiIoWLkrZ+LDQglDBLGIHmQF+HIiIiIiKSK1umg9kbj3IsxYYpIPd/gjSObgzAhrgN1ys0ERERkUJJG5H5sbdbvu3rEERERERELivUaiY5zMRvwUYeb1c213lNopvw9b6v2XJqC+mZ6SpOEBERkX8sVdqKiIiIiMg1ZTAYKBLsbul1LjUj13kx4TFEBUWR4cxg66mt1ys8ERERkUJHSVsREREREbnmIoMDADiXas91jsFgoEmpJgDqaysiIiL/aGqP4KfSMtN4Y+0bWEwWXmn2CgHGAF+HJCIiIiKSqyLBFmocz2T3goPU+78wgsJy3ky3Xfl21C9RnxrFalznCEVEREQKDyVt/ZTdYedA4gEMGDAb9GMUERERkcKtaIgFp91F+jk76SkZuSZtS4WWolRoqescnYiIiEjhovYIfsrmsAFgMVkwGAw+jkZERERE5NIigwPIMBlwOF3Y0jJ9HY6IiIhIoaakrZ+6OGkrIiIiIlLYNatYjBrlIwgPMmNLvXTSNiUjhU9//5RXVr2C0+W8ThGKiIiIFB5K2vopu8O9gYPVZPVxJCIiIiIil1epRCgVy4RhNZuwXyZpazFZWHZ0GfsT9rPv3L7rE6CIiIhIIaKkrZ/yVNoaVWkrIiIiIv7BGuzePNeWmnHJeQHGABqWbAjA+rj11zwuERERkcJGSVs/lVVpq/YIIiIiIuIPMhxOTqTZSErPIP0ylbYAjaMbA/DriV9xuVzXOjwRERGRQkVJWz/lwkVoQCihAaG+DkVERERE5LKcLhcLfj/Bnyk2HHnYR7deiXpYjBZOpp3kcNLhax+giIiISCFi9nUAcmVuirqJ6R2m+zoMEREREZE8sZpNnC8ewG/hRh5qEnXZ+YHmQOqVqMev8b+y4cQGYiNir32QIiIiIoWEKm1FREREROS6KBLsbu2VmHbpnrZZmpRqAsCGExuuWUwiIiIihZGStiIiIiIicl0UCXFvRHY2xZ6n+Q2iGlAiqAQ1i9Uk03n5PrgiIiIiNwqfJ22nTJlCbGwsgYGBNG3alA0bcv8teps2bTAYDNlenTp18sxJTk5m0KBBlC1blqCgIGrWrMnUqVMvu85jjz12ze7xWlhxbAVvrnuTn/74ydehiIiIiIjkSZEAM7WOZ7L/u0O4nJffXCzUEsrkWyfzUO2HMBvV2U1ERET+OXz6yWfevHkMGTKEqVOn0rRpUyZMmECHDh3Ys2cPUVHZ+1wtWLAAu/3Cb+XPnDlDvXr16NWrl2dsyJAh/O9//+Ozzz4jNjaWRYsW8cQTT1C6dGnuvvtuz7xHHnmEUaNGed4HBwdfo7u8NuKS49h+ejulQ0v7OhQRERERkTyJDLWSmebClmAjw+bAEnT5f44YDHnYtUxERETkBuPTSttx48bxyCOPMGDAAE9FbHBwMDNmzMhxftGiRYmOjva8Fi9eTHBwsFfSds2aNfTv3582bdoQGxvLo48+Sr169bJV8AYHB3utFR4efk3vtaDZHDYArCarjyMREREREcmbImEWHEbIdLqwpeWv3cFvJ35j9PrRZDjz1g9XRERExJ/5LGlrt9vZuHEj7dq1uxCM0Ui7du1Yu3ZtntaYPn06ffr0ISQkxDN288038/333/Pnn3/icrlYunQpe/fu5fbbb/c69/PPP6d48eLUrl2bYcOGkZqaeslr2Ww2kpKSvF6+ZHe6K44tJotP4xARERERyavGsUUpHx1KZFAAttS8J19TM1L5cOuHbDm1hc93fn4NIxQREREpHHyWtD19+jQOh4OSJUt6jZcsWZITJ05c9vwNGzawY8cOHn74Ya/xyZMnU7NmTcqWLYvFYqFjx45MmTKFVq1aeebcd999fPbZZyxdupRhw4bx73//m/vvv/+S1xs9ejQRERGeV7ly5fJxtwXP7nAnbVVpKyIiIiL+IrZ4CGWiQrCaTdhS815pGxwQzBP1nwDgp0M/sebPNdcqRBEREZFCwW+7+U+fPp06derQpEkTr/HJkyezbt06vv/+e2JiYlixYgVPPvkkpUuX9lT1Pvroo575derUoVSpUtx2220cOHCASpUq5Xi9YcOGMWTIEM/7pKQknyZus9ojqNJWRERERPyJNdj9T5D8JG0BGpZsSNfKXfl2/7d8tO0jYiJiKBNa5lqEKCIiIuJzPqu0LV68OCaTifj4eK/x+Ph4oqOjL3luSkoKc+fOZeDAgV7jaWlpvPzyy4wbN47OnTtTt25dBg0aRO/evfnXv/6V63pNmzYFYP/+/bnOsVqthIeHe718yVNpa1SlrYiIiIj4B4fTxRl7BknpGaSn5L837T1V76FWsVqkO9IZ99s40jPTr0GUIiIiIr7ns6StxWKhYcOGLFmyxDPmdDpZsmQJzZs3v+S58+fPx2azZWtpkJGRQUZGBkaj922ZTCacTmeu623ZsgWAUqVK5fMufMdgMGA2mFVpKyIiIiJ+wwD8cuA0x1JtpGU68n2+yWjimQbPUMRahGPJx5i2fRoul6vgAxURERHxMZ+2RxgyZAj9+/enUaNGNGnShAkTJpCSksKAAQMA6NevH2XKlGH06NFe502fPp2uXbtSrFgxr/Hw8HBat27N888/T1BQEDExMSxfvpzZs2czbtw4AA4cOMAXX3zBnXfeSbFixdi2bRuDBw+mVatW1K1b9/rceAF4ofELAPqQKiIiIiJ+w2g0kFg2kMOpGfSrWeSK1oiwRvBMg2cYtXYUQeYgnC4nJoOpgCMVERER8S2fJm179+7NqVOneO211zhx4gT169dn4cKFns3Jjhw5kq1qds+ePaxatYpFixbluObcuXMZNmwYffv25ezZs8TExPDWW2/x2GOPAe4K319++cWTIC5Xrhw9evTg1VdfvbY3e40YDAZfhyAiIiIikmdFgi0kpGZwLtV+xWvUKFaD99q8R+nQ0gUYmYiIiEjhYXCpVPOKJCUlERERQWJios/724qIyD+Pw+EgIyP//SBF/E1AQAAmU+5VlPpMlneF5Xs14rsdbDqSwDO3VaFdzZIFsqbT5cTmsBFkDiqQ9URERESulbx+JvNppa1cuYmbJmJ32Olfqz9RwVG+DkdERK4Tl8vFiRMnSEhI8HUoItdNZGQk0dHResLoBlEEI7X+zOTI4mNQAEnbRFsikzZNwmw082KTFzEafLZth4iIiEiBUdLWT209tZWUjBT61ujr61BEROQ6ykrYRkVFERwcrCSW3NBcLhepqamcPHkS8K9NYyV3EUEWUtNdpJ9OL5D1zqWfY8+5PWQ4M/hu/3d0q9KtQNYVERER8SUlbf2U3eHuAWYxWXwciYiIXC8Oh8OTsP37ZpwiN6qgIPfj7idPniQqKuqSrRLEP0RGWogDMjOcODKdmMxXVxkbGxHLwNoDmbptKvP2zKNYUDFalW1VMMGKiIiI+IieHfJDTpeTDKe7j6GStiIi/xxZPWyDg4N9HInI9ZX1Z159nG8MDSsVo2REIEWCA7ClZhbImm3Lt6VDbAdcuPhwy4es+XNNgawrIiIi4itK2vohm8Pm+dpqsvowEhER8QW1RJB/Gv2Zv7GULxZCiaKBWM0m7GkFk7QFeLDWg9xa7lacOJm8eTLr4tYV2NoiIiIi15uStn4oqzUCQIAxwIeRiIiIiIjknyXI/Rm2oCptAYwGI4/UfYTWZVvjxMms32d5FTuIiIiI+BP1tPVDWUnbAGOAdscVERH5hzt06BAVKlRg8+bN1K9f39fhiFyW0+nivNNBUnoGyeftlCzAtY0GI4/Ve4xgczC3xdymp9JERETEbynj54fsTjtGjPoQKiIifuXEiRM89dRTVKxYEavVSrly5ejcuTNLlizxdWgFIjY2lgkTJuR6fNmyZRgMhku+li1blu/rlitXjri4OGrXrn3lwYtcRwYDrD+ewLFUG+fTC75PsdFg5MHaD1IurJxnLC0zrcCvIyIiInItqdLWD5UJLcMXnb4g01Vwj5OJiIhcS4cOHeKWW24hMjKSd999lzp16pCRkcHPP//Mk08+ye7du30d4jV38803ExcX53n/zDPPkJSUxMyZMz1jRYsW9Xxtt9uxWC6/4ajJZCI6OrpggxW5hgwGAwmVgtmTZKN3uZBrfr0dp3cwYeMEnmnwDHVK1Lnm1xMREREpCKq09VMGg0H9bEVExG888cQTGAwGNmzYQI8ePahatSq1atViyJAhrFt3YbOgI0eO0KVLF0JDQwkPD+eee+4hPj7ec/z111+nfv36zJgxg/LlyxMaGsoTTzyBw+Fg7NixREdHExUVxVtvveV1fYPBwIcffsgdd9xBUFAQFStW5KuvvvKa8+KLL1K1alWCg4OpWLEiw4cPJyPDuwrwP//5D40bNyYwMJDixYvTrVs3ANq0acPhw4cZPHiwp2r27ywWC9HR0Z5XUFAQVqvV837q1Kk0adKETz75hAoVKhAYGAjAwoULadGiBZGRkRQrVoy77rqLAwcOeNY9dOgQBoOBLVu2ABcqepcsWUKjRo0IDg7m5ptvZs+ePVfwkxO5NiKD3b+QOJdqv8zMq/e/I//jfMZ5xv46lt/P/H7NryciIiJSEJS0FRERuQGkZzhyfdkznXmea8t05Glufpw9e5aFCxfy5JNPEhKSvaouMjISAKfTSZcuXTh79izLly9n8eLFHDx4kN69e3vNP3DgAD/99BMLFy5kzpw5TJ8+nU6dOnHs2DGWL1/OmDFjePXVV1m/fr3XecOHD6dHjx5s3bqVvn370qdPH3bt2uU5HhYWxqxZs9i5cycTJ05k2rRpjB8/3nP8hx9+oFu3btx5551s3ryZJUuW0KRJEwAWLFhA2bJlGTVqFHFxcV4Vtfmxf/9+vv76axYsWOBJwqakpDBkyBB+++03lixZgtFopFu3bjidzkuu9corr/Dee+/x22+/YTabeeihh64oJpFroWiIO2mbkFrw7RH+7vF6j9MgqgF2p50xG8aw68yuy58kIiIi4mNqj+CH9pzdww8Hf6B8eHl6Vu3p63BERKQQ6DV1ba7HGsYU4fW7a3ne3//JemyZOSf8apcJZ3T3up73Az/9laS07O14/vNUizzHtn//flwuF9WrV7/kvCVLlrB9+3b++OMPypVz96KcPXs2tWrV4tdff6Vx48aAO7k7Y8YMwsLCqFmzJm3btmXPnj38+OOPGI1GqlWrxpgxY1i6dClNmzb1rN+rVy8efvhhAN544w0WL17M5MmT+eCDDwB49dVXPXNjY2MZOnQoc+fO5YUXXgDgrbfeok+fPowcOdIzr169eoC7rYHJZCIsLOyqWhXY7XZmz55NiRIlPGM9evTwmjNjxgxKlCjBzp07L9nH9q233qJ169YAvPTSS3Tq1In09HRPBa+IL0XYXNT6M5Pjq09AnVLX9FoBpgCGNBzCu7+9y9ZTW3lnwzu83PRlqhWtdk2vKyIiInI1VGnrh06lnWL9ifXsPnvj9/8TERH/53K58jRv165dlCtXzpOwBahZsyaRkZFeFbGxsbGEhYV53pcsWZKaNWtiNBq9xk6ePOm1fvPmzbO9v3jdefPmccsttxAdHU1oaCivvvoqR44c8RzfsmULt912W57u5UrFxMR4JWwB9u3bx7333kvFihUJDw8nNjYWwCu2nNSteyH5XqqUOyn29++JyLXkTE0l46L2JhcLt5gJT3eRfib9usQSYApgaKOh1Cleh3RHOmN+HcORpEv/HRIRERHxJVXa+iGbwwaAxXT5zUlEROSfYf5jzXM9Zvxbf9XPHm6ay0z3ru4Xm96/8VXFBVClShUMBkOBbTYWEODd091gMOQ4drn2ARdbu3Ytffv2ZeTIkXTo0IGIiAjmzp3Le++955kTFBR0dYHnQU7tIzp37kxMTAzTpk2jdOnSOJ1Oateujd1+6V6gF39Psnrs5ud7InI1khb+TNzw4YQ0b07ZSROzHY8It3AUyEzLX7uVq2ExWXi+8fO8ue5N9p7by49//Mhj9R67btcXERERyQ9V2vohu8P9jzSryerjSEREpLAIDDDl+rKYjXmeazWb8jQ3P4oWLUqHDh2YMmUKKSkp2Y4nJCQAUKNGDY4ePcrRo0c9x3bu3ElCQgI1a9bM1zVzcvGGZ1nva9SoAcCaNWuIiYnhlVdeoVGjRlSpUoXDhw97za9bty5LlizJdX2LxYLDUbAJqDNnzrBnzx5effVVbrvtNmrUqMG5c+cK9Boi14KlQgWc589zfskSMnLo8VynQlFKhlspZg3IczV+QbCarLzY+EV6VOnBw3Uevm7XFREREckvJW39kCptRUTE30yZMgWHw0GTJk34+uuv2bdvH7t27WLSpEmetgXt2rWjTp069O3bl02bNrFhwwb69etH69atadSo0VXHMH/+fGbMmMHevXsZMWIEGzZsYNCgQYC7GvjIkSPMnTuXAwcOMGnSJL755huv80eMGMGcOXMYMWIEu3btYvv27YwZM8ZzPDY2lhUrVvDnn39y+vTpq44XoEiRIhQrVoyPP/6Y/fv387///Y8hQ4YUyNoi11JgtaoEN2kCDgfn5szNdrx8dChhgQFYTUYy0q9ftS1AqCWUe6rdg9nofujQ5XJ5Pl+LiIiIFBZK2vqhrEpbi1FJWxER8Q8VK1Zk06ZNtG3blueee47atWvTvn17lixZwocffgi4H+H/7rvvKFKkCK1ataJdu3ZUrFiRefPmFUgMI0eOZO7cudStW5fZs2czZ84cTwXv3XffzeDBgxk0aBD169dnzZo1DB8+3Ov8Nm3aMH/+fL7//nvq16/PrbfeyoYNGzzHR40axaFDh6hUqVK2vrRXymg0MnfuXDZu3Ejt2rUZPHgw7777boGsLXKtFbm/LwAJ8+fjtHknRU1mI2aL+58ithw2O7xenC4nn2z/hLfWvaXErYiIiBQqBtf1fB7pBpKUlERERASJiYmEh4df12t/tvMz/nPwP3Su2Jn7a95/Xa8tIiK+k56ezh9//EGFChUIDAz0dTh+xWAw8M0339C1a1dfhyJX4FJ/9n35mczfXO/vlSszk/3tbyczLo5Sb79NZPduXsc//9dvpCXZufOhWpSOjbjm8eQkPiWel1a+RGpmKjdF3cTQRkM9FbgiIiIi10JeP5Op0tYPqT2CiIiIiBR2BrOZIvfeC8C5zz7L1rt297kUjqXaOJPkuwrXkiEleanJS1iMFjaf3MwHWz7A6dKGfSIiIuJ7Str6oQG1BzD7jtl0rdzV16GIiIiIiOQqsldPDBYL6Tt3krZ5i9exMzVD2RgTgKuobwsRqhWtxpBGQzAZTKw+vppZv8+6rpujiYiIiORESVs/ZDQYsZqsqrQVERHJI5fLpdYIIj5gLlKE8LvuAtzVtheLDHZ/lj2XmnHd4/q7m6Ju4on6T2DAwM+HfuarfV/5OiQRERH5h1PSVkRERERErpmif21IlrRoERnxJz3jRYIDADiXYvdJXH/XokwLHqz9IAAL9i7gePJx3wYkIiIi/2jqsu+Hvt77NfGp8XSI7UClyEq+DkdEREREJFeBNWsS1KABaZs2kTBvHiWefgqAiCQHtf7M5OTm03BTGR9H6dYxtiNpGWmUCytH6dDSAJ4et0aD6l1ERETk+tEnDz+05dQWlh9bztn0s74ORURERETksrKqbc99+SUuu7uyNsRoIjzdRdqZdF+Glk23Kt1oFN3I837Vn6t4aeVL/HriV/W6FRERketGSVs/ZHO4d9hVT1sRERER8Qdh7dtjjorCcfo0ST//DEB4hPuzbEaaw5ehXdZPf/zE4aTD/Ou3fzFs1TA2xm9U8lZERESuOSVt/ZDd4a5OsBiVtBURERGRws8QEEBkn94AnP23e0OyqmUjKBlupVxYoC9Du6yXm75M18pdCTQF8kfiH4z9dSyvrHqFLSe3KHkrIiIi14yStn4oq9LWarL6OBIRERHxBYPBwLfffuvrMERy53TCtvmwf4lnqMg992AICCB92zbStm2jdFQIYYEBBDgKd+IzzBLGvdXvZfJtk7m70t1YTVYOJB5g9IbRzNgxw9fhiYiIyA1KSVs/5Km0VXsEERHxIydOnOCpp56iYsWKWK1WypUrR+fOnVmyZMnlT/YDsbGxTJgwIdfjdrud4sWL88477+R4/I033qBkyZJkZGRcowhFrqMNH8GCh2HhS+DIBMBcvDjhd94BwNnPPsMa5N4TOdPuxJHp9FmoeRVuCadvjb5MvnUynSt2xmK00LRUU8/x1IxUMhz6+ysiIiIFQ0lbP6RKWxER8TeHDh2iYcOG/O9//+Pdd99l+/btLFy4kLZt2/Lkk0/6OrzrwmKxcP/99zNz5sxsx1wuF7NmzaJfv34EBAT4IDqRAlb/PggqCqf3wpbPPcNF7r8fgKSfFmI4f47UDAdJ6RkkJBauzcguJcIawf017+eDdh9Qq1gtz/i3+7/lySVP8s2+b0i2J/swQhEREbkRKGnrZ5wuJxlO92/wVWkrIiL+4oknnsBgMLBhwwZ69OhB1apVqVWrFkOGDGHdunWeeUeOHKFLly6EhoYSHh7OPffcQ3x8vOf466+/Tv369ZkxYwbly5cnNDSUJ554AofDwdixY4mOjiYqKoq33nrL6/oGg4EPP/yQO+64g6CgICpWrMhXX33lNefFF1+katWqBAcHU7FiRYYPH56t6vU///kPjRs3JjAwkOLFi9OtWzcA2rRpw+HDhxk8eDAGgwGDwZDj92HgwIHs3buXVatWeY0vX76cgwcPMnDgQH799Vfat29P8eLFiYiIoHXr1mzatCn/33QRXwqMgFbPu79eNhrsqQAE1alDYL26kJFBwlfzOZZq41iqjeNnUn0Y7JUJs4R5/q67XC42n9xMoj2RuXvm8uSSJ5m1YxYnU0/6OEoRERHxV0ra+hkDBmZ1nMXH7T8mzBLm63BEREQu6+zZsyxcuJAnn3ySkJCQbMcjIyMBcDqddOnShbNnz7J8+XIWL17MwYMH6d27t9f8AwcO8NNPP7Fw4ULmzJnD9OnT6dSpE8eOHWP58uWMGTOGV199lfXr13udN3z4cHr06MHWrVvp27cvffr0YdeuXZ7jYWFhzJo1i507dzJx4kSmTZvG+PHjPcd/+OEHunXrxp133snmzZtZsmQJTZo0AWDBggWULVuWUaNGERcXR1xcXI7fizp16tC4cWNmzPDugzlz5kxuvvlmqlevzvnz5+nfvz+rVq1i3bp1VKlShTvvvJPz58/n/ZsuPjdlyhRiY2MJDAykadOmbNiwIU/nzZ07F4PBQNeuXXOd89hjj2EwGC7ZjqNQaDwQIsrD+ThYP9UzXPSvatuEufNIbRTOxpgAfk/wv6TtxQwGA6NbjubJ+k8SExZDuiOdnw79xDP/e4aJmyZyMOGgr0MUERERP2P2dQCSPwaDgSBzEEHmIF+HIiIihYHLBRk+SnYEBEMuFaUX279/Py6Xi+rVq19y3pIlS9i+fTt//PEH5cqVA2D27NnUqlWLX3/9lcaNGwPu5O6MGTMICwujZs2atG3blj179vDjjz9iNBqpVq0aY8aMYenSpTRteqHfZK9evXj44YcBd//YxYsXM3nyZD744AMAXn31Vc/c2NhYhg4dyty5c3nhhRcAeOutt+jTpw8jR470zKtXrx4ARYsWxWQyERYWRnR09CXvc+DAgQwdOpRJkyYRGhrK+fPn+eqrr5g0aRIAt956q9f8jz/+mMjISJYvX85dd911ybWlcJg3bx5Dhgxh6tSpNG3alAkTJtChQwf27NlDVFRUrucdOnSIoUOH0rJly1znfPPNN6xbt47SpUtfi9ALltkKt74C3/wfrJoADR+E4KKEd+hA/JixZJ48yd1Je9hOWX7YHkf3BmWxmP23psRsNNOqbCtalmnJttPb+M+B/7D99HbWHF9D0cCiVIys6OsQRURExI8oaSsiIuLPMlLhbR8lb14+DpbslbN/53LlbWf4Xbt2Ua5cOU/CFqBmzZpERkaya9cuT9I2NjaWsLALT5uULFkSk8mE0Wj0Gjt50vux5ObNm2d7v2XLFs/7efPmMWnSJA4cOEBycjKZmZmEh4d7jm/ZsoVHHnkkT/dyKffeey+DBw/myy+/5KGHHmLevHkYjUZPRXF8fDyvvvoqy5Yt4+TJkzgcDlJTUzly5MhVX1uuj3HjxvHII48wYMAAAKZOncoPP/zAjBkzeOmll3I8x+Fw0LdvX0aOHMnKlStJSEjINufPP//kqaee4ueff6ZTp07X8hYKTp1esGYyxO+AVePg9jcxWCwUueceTn/wASV/+Z5itz/L+QQbi9ccpVOrGF9HfNUMBgP1StSjXol6HEo8xA9//ECbsm08x7ef2s53B76jTbk2NI5urH0qREREJEf++6vsf6gzaWf4cOuHfL7r88tPFhERKQSqVKmCwWBg9+7dBbLe3zfqMhgMOY45nXnfjX7t2rX07duXO++8k//+979s3ryZV155Bbvd7pkTFFQwT7mEh4fTs2dPz4ZkM2fO5J577iE0NBSA/v37s2XLFiZOnMiaNWvYsmULxYoV84pFCi+73c7GjRtp166dZ8xoNNKuXTvWrl2b63mjRo0iKiqKgQMH5njc6XTywAMP8Pzzz1OrVq0c5xRKRhO0e9399fqPIeEoAJG9e4PZTPrmzdztSuGmI5ls//kwDkfe/976g9iIWJ6s/yTlwi/8Mmrp0aVsP72dyZsn8+iiR5m6dSq7z+7O8y+4RERE5J9BlbZ+JtGeyLKjyygaWJS+Nfr6OhwREfG1gGB3xauvrp0HRYsWpUOHDkyZMoWnn346W1/bhIQEIiMjqVGjBkePHuXo0aOeatudO3eSkJBAzZo1rzrcdevW0a9fP6/3N910EwBr1qwhJiaGV155xXP88OHDXufXrVuXJUuWeKon/85iseBwOPIUy8CBA2nTpg3//e9/WbNmDe+++67n2OrVq/nggw+48847ATh69CinT5/O202Kz50+fRqHw0HJkiW9xkuWLJnrLy5WrVrF9OnTvSq//27MmDGYzWaefvrpPMdis9mw2Wye90lJSXk+t0BVbgexLeHQSvemZF0/IKBkFOG3307Sjz9Sf/cv/G5qjzPFwfLlR7n1Vv+vtr2U3tV6Uyq0FCuOruBk2kmWHl3K0qNLKRlckrbl2nJXpbsIMAZcfiERERG5oanS1s9kONy7WFuMFh9HIiIihYLB4G5R4ItXHvrZZpkyZQoOh4MmTZrw9ddfs2/fPnbt2sWkSZM8bQvatWtHnTp16Nu3L5s2bWLDhg3069eP1q1b06hRo6v+Vs2fP58ZM2awd+9eRowYwYYNGxg0aBDgrgY+cuQIc+fO5cCBA0yaNIlvvvnG6/wRI0YwZ84cRowYwa5du9i+fTtjxozxHI+NjWXFihX8+eef/8/efcc3Vb59HP9kpzPdu9BBgbL3XlUQlC2gOAAFF8pPAREVFVREFJQh6oMgCE5QFERZKlAtIFNAZqGFUkZbund2nj9Omza0hTJL5X77Oq8kJ/c5506o0H575bqvGLJ269aNevXqMXLkSBo2bEinTp3sz0VFRfHVV19x7Ngxdu3axSOPPHLDqnyF209+fj4jRoxg8eLF+Pj4VDpm3759zJ8/n2XLliG7iv/vZs6ciU6ns2/lW4/cUjIZ9CzpBX3gW0g7AoBnyYJkxo2/4h+pRiGXcX5fOlbrf7vi1N/Fn2H1hzH/rvlM6ziNHqE90Cq0pBWlEXc+DqWsrK5GVN8KgiAIwp1LhLa1jMEiVUuI3leCIAhCbRIREcE///xDTEwML774Ik2aNKFXr15s3ryZ//u//wOklgY///wznp6edOvWjZ49exIREcHKlStvyBzeeustVqxYQbNmzfjyyy/57rvv7BW8A5ifrqIAAJDwSURBVAYMYMKECYwbN44WLVqwY8cO3njjDYfje/TowQ8//MDatWtp0aIFd911F7t377Y///bbb5OUlERkZCS+vr6XnYtMJmP06NFkZ2czevRoh+eWLFlCdnY2rVq1YsSIETz//POXXbxKuL34+PigUChIS0tz2J+WllbpInWJiYkkJSXRv39/lEolSqWSL7/8krVr16JUKklMTCQuLo6LFy9Sp04d+5gzZ87w4osvEhYWVuVcXn31VXJzc+3b2bNnb/TLrb6Q1tBoIGCDzW8D4NSyBdqmTbEZjdx95Hvqh7qjMdlIPpJZc/O8heQyOY28GzG2+Vg+6/UZz7V4jqH1h9qDeYPFwAtbX2D5keUk54me1oIgCIJwp5HZxK9vr0leXh46nY7c3FyHRUputj2pe/hg7wdEeUTxTpd3btl1BUEQhJqn1+s5ffo04eHhaLXamp5OrSKTyVi9ejWDBg2q6akI1+ByX/s19T3Z5bRv35527dqxYMECQOpHW6dOHcaNG1dhITK9Xk9CQoLDvtdff538/Hzmz59P/fr1yc/PJyUlxWFM7969GTFiBI8//jgNGjSo1rxq/L3KSIBP2oHNAo+th7DOFB8+QtLw4WA2ox8/l5NZ3rh6aujzdFPk8upXFf8X7Ti/g/n759sfR+oi6RHag05BnXBVu9bgzARBEARBuB7V/Z5M9LStZYwWaRESUWkrCIIgCIJwe5o4cSKjRo2iTZs2tGvXjnnz5lFYWGjvhzxy5EiCg4OZOXMmWq2WJk2aOBzv4eEBYN/v7e2Nt7e3wxiVSkVAQEC1A9vbgk89aD0K9i6FP6bBmN9xatIYn6efJuOTT9Aum4Hq/g9ITS0k/sBFolv5X/mc/2HtA9vziuoVtiZvZV/aPhJzE0nMTWTZkWU09WnKw9EPU9f9v93/VxAEQRDuZKI9Qi1TGtqqFaKnrSAIgiAIwu3owQcf5IMPPmDq1Km0aNGCAwcOsHHjRvviZMnJyRUqZ+8Y3V+WFjE8tweOrwPA55mn0TSKhpwMbAc2cCFPz554sfieQq6gpV9LJraZyKc9P2Vko5HUdauLxWbhQPoBnJRlva5TClLIM9bQQnOCIAiCINwUotK2ljFYpZ62IrQVBEEQhOoT3aCEW23cuHH2he4uFRsbe9ljly1bdsXzJyUlXf2kbgduAdDhWYj7ADa/BfX7IFOpCHrvPZKGDKX+gZ841N2VP4q78ZDFikohakwAdBodfSP60jeiLxcKLnA08yh+zmW9rr869hX70/bT2KcxHQI70DagLTqNrgZnLAiCIAjC9RKhbS1zV+hdtAtoh0KmqOmpCIIgCIIgCMLV6/y81CIh4wQc+AZaj0Jbvz4+z/+P9A/nMGD7t3wYWp9tJzOIaSgW4btUkGsQQa5B9sdWm5V8Yz5WrBzKOMShjEN8fuhzojyjaOXXijb+bQh1D63BGQuCIAiCcC3Er65rGbVCjZfWS/zmXBAEQRAEQaidtDro9pJ0P3YmGIsA8B49GqfmzdEaixm2ZRnr486Qejq3BidaO8hlcqZ3ns78mPk83PBhInQR2LBxIvsEK+JXsOTwEofxJquphmYqCIIgCMLVEKGtIAiCIAiCIAi3VtsxoKsD+SmwayEAMoWCwPdmItNq8S6SEbI3hT/XJGKzivYm1RHgEsDAegOZ2XUmn9z9CU82fZJWfq3oENTBPibXkMsTm55g1p5ZbD6zmQJjQQ3OWBAEQRCEyxGhbS2z/fx2lh9Zzr/p/9b0VARBEARBEATh2ig1cNfr0v1t86BQWnhMEx6O38QJeOScxDs3hYvnckg+mlVz86ylfJx86Fm3Jy+3e5k+YX3s+w9lHEJv0bMvbR+LDi3iuc3PsfzIcjKKxcJvgiAIgnC7EaFtLfNvxr+sP72exJzEmp6KIAiCIAiCIFy7psMgoCkYcmH9JPtuz0cfRd28GYGpu3DOSuPwX+dEte0N0jmoM+93fZ/hDYZT160ueoue9afX8/yW5/nkwCdkFmfW9BQFQRAEQSghQttaxmgxAqBRaGp4JoIgCIIgCIJwHeRyGLAAZAo4shoO/wSATC4nbPZ7+BccRVuUQ27iBZKPiWrbG0EmkxGmC2Nw1GDe7/Y+U9pPoYl3Eyw2Czsu7EAuEz8eCoIgCMLtQvyrXMsYLAZAhLaCIAiCcK0ee+wxBg0adN3nWbZsGR4eHtd9nsu5UXO9Gm+++SYtWrS4pdcU7mBBLaHri9L9dS9CwUUA1CEhBL80kYC0PZjTLnJ440lRbXuDyWQymvs2542Ob/Bul3d5vPHjeGo97c9/ffRr9qbuxWqz1uAsBUEQBOHOJULbWqa00latUNfwTARBEASh+h577DFkMhkymQyVSkV4eDiTJ09Gr9fX9NSu2YMPPsiJEydq7Prl39PKtrCwsGs676RJk9i8efONnaxwR0o7lUDG2TNXHtjtJalNQnEW/DIebFI46/HAMMLrqVGYisg8msSZQ+k3d8J3sEiPSHrW7Wl/fCr3FL+c+oXZe2fz7OZneXPHm3y8/2NWHF/B5jObOZt/tgZnKwiCIAh3BhHa1jIitBUEQRBqqz59+pCSksKpU6eYO3cun332GdOmTavpaV0Tk8mEk5MTfn5+NTaH+fPnk5KSYt8AvvjiC/vjPXv2OIw3Go3VOq+rqyve3t43fL7CneXQ1t/4esoE/vj8E2y2K1TIKtUwaCHIVRC/Dv5dCUiVoMbnJ+GVeRBlfiaWjatuwcwFAG+tNwMjB+KkdCJbn82xrGPEnY9jdcJqFh1axP6L++1jz+af5ZW4V/j80OfsOL+DHH1OzU1cEARBEP5DRGhby4j2CIIgCEJtpdFoCAgIIDQ0lEGDBtGzZ09+//13+/NWq5WZM2cSHh6Ok5MTzZs3Z9Uqx5Bm7dq1REVFodVqiYmJYfny5chkMnJycoDKP9o/b968y1adbty4kS5duuDh4YG3tzf9+vUjMbFswc+kpCRkMhkrV66ke/fuaLVavvnmmwrtEcLCwiqteC119uxZHnjgATw8PPDy8mLgwIEkJSXZn7dYLEycONE+j8mTJ1827NLpdAQEBNg3AA8PD/vjtm3bMn36dEaOHIm7uztPPfUUAC+//DL169fH2dmZiIgI3njjDUwmk/28l76HpS0aPvjgAwIDA/H29ua5555zOEYQLhXWrBVKtZrzx49yfMdfVz4goAn0eFm6v34y5F0AIKJRBAebNiQ6/muMXywg65tvbuKshVI6jY6Hox/m/3r+H293epvnWz7Pww0fplfdXrTya0Udtzr2sWmFaZzOPc3vZ35n/v75PP3H00yMncjifxez4/wO8ox5NfhKBEEQBKH2EqFtLSMqbQVBEIT/gsOHD7Njxw7U6rJ/z2bOnMmXX37JwoULOXLkCBMmTODRRx/lzz//BOD06dMMHTqUQYMGcfDgQZ5++mlee+21655LYWEhEydOZO/evWzevBm5XM7gwYOxWh37OL7yyiu88MILHDt2jN69e1c4z549e+xVrufOnaNDhw507doVkCpze/fujZubG3FxcWzfvh1XV1f69Oljr4D98MMPWbZsGUuXLmXbtm1kZWWxevXq63ptH3zwAc2bN2f//v288cYbALi5ubFs2TKOHj3K/PnzWbx4MXPnzr3sebZu3UpiYiJbt25l+fLlLFu2jGXLll3X3IT/NjdvH9oPegCAv75eiqk6rVA6T4CgVmDIhbX/A5sNtVJO3YfuZ1vTLgCkTX+HU1/+StaFwps5faGEk9KJBl4N6BzcmYH1BvJE0yd4ud3LtPBrYR8T5RnFxNYTuS/8Puq610WGjPMF5/kj+Q/m75/P4fTD9rEpBSkcSj9ESkEKJov4xY8gCIIgXI6ypicgXJ03Or6BwWzAy8mrpqciCIIg3Eb05qoDEYVMgUqhqtZYuUzu8IvBqsZqldqrnuOvv/6Kq6srZrMZg8GAXC7n448/BsBgMPDuu+/yxx9/0LFjRwAiIiLYtm0bn332Gd27d+ezzz6jQYMGzJ49G4AGDRpw+PBhZsyYcdVzKW/IkCEOj5cuXYqvry9Hjx6lSZMm9v3jx4/n/vvvr/I8vr6+9vsvvPCCQ4uClStXYrVa+fzzz+3Vt1988QUeHh7ExsZyzz33MG/ePF599VX7NRYuXMimTZuu67XdddddvPjiiw77Xn/9dfv9sLAwJk2axIoVK5g8eXKV5/H09OTjjz9GoVDQsGFD+vbty+bNm3nyySeva37Cf1ubfoM5vPU3ci+msWvND3QZPuLyByiUMHghLOwKCX/AP8uh9WMMbBHEuLuHoTUU0eLUcfZtSEV7cid3P9cBzwCXW/NihCrpNDraB7anfWB7AAqMBRzLOsbRzKMcyTxCtHe0fey2C9tYdaLsExQeGg98nHzwdfLF19mXPmF98HaS2rPozfoK/34JgiAIwp1EhLa1jJdWhLWCIAhCRaM2jqryuZZ+LXml3Sv2x0/9/pS93c6lor2iebPTm/bH47aMI9+YX2Hcyn4rr3qOMTEx/N///R+FhYXMnTsXpVJpD0wTEhIoKiqiV69eDscYjUZatmwJQHx8PG3btnV4vl27dlc9j0udPHmSqVOnsmvXLjIyMuwVtsnJyQ6hbZs2bap1vkWLFrFkyRJ27NhhD3IPHjxIQkICbm5uDmP1ej2JiYnk5uaSkpJC+/bt7c8plUratGlz5X6gl1HZnFeuXMlHH31EYmIiBQUFmM1m3N3dL3uexo0bo1Ao7I8DAwM5dOjQNc9LuDMo1Wq6j3yCtR/MYO+vP9Ekphce/gGXP8i3Adz9Bvz2Omx6DSJicPasy/he9Xk9/0E0xq9wLUqj4LSSLQsV3D22HR7+zrfmBQnV4qp2pW1AW9oGtK3wnJPSiWDXYDKKMzBYDOQYcsgx5JCQkwDAXaF32cf+nPAzPyX8hIvKBZ1ah06jw0PjgYfGwx4UB7kG3bLXJQiCIAi3mghtBUEQBEG4JVxcXKhXrx4gVbM2b96cJUuWMGbMGAoKCgBYt24dwcHBDsdpNNXv4y6XyyuEnFfqvdq/f3/q1q3L4sWLCQoKwmq10qRJkwoLd7m4XLmib+vWrfzvf//ju+++o1mzZvb9BQUFtG7dmm8q6cdZvkL3Rrt0zn///TePPPIIb731Fr1790an07FixQo+/PDDy55HpXKsdJPJZBXaRwhCZeq16UDdZi058+9+/vzqcwZOev3KB3V4Fo79Cmd3ws/Pwci1NAvxoF+LYH60PcqozV/gkg+FiTK2LJJz11NtRHBbS/SL6Ee/iH7YbDbyTflkFGWQUZxBenE6GcUZ+Dj52MeW9sItNBVSaCrkQuEFh3O19m9tv59RnIGz0hlnlfg6EARBEP47RGhbi9hsNr46+hUahYaB9QZe00dTBUEQhP+m5X2WV/mcQqZweLyo16Iqx8plju3uP77r4+ubWFXXkcuZMmUKEydO5OGHH6ZRo0ZoNBqSk5Pp3r17pcc0aNCA9evXO+wrbT9QytfXl9TUVGw2m70NwYEDB6qcR2ZmJvHx8SxevNjef3bbtm3X9JoSEhIYOnQoU6ZMqdBGoVWrVqxcuRI/P78qq1oDAwPZtWsX3bp1A8BsNrNv3z5atWp1TfOpzI4dO6hbt65DL+AzZ87csPMLwqVkMhkxo57iy8njSNizk6SD/xDW/Apf03IFDPoUFnaBpDjY8zm0f4qRHcM4cDaHvIlT6LL8Qw5myyk4KWPr5wrueqolOl8R2NUWMpkMd7U77mp3IjwiKh0zpukYhjccTo4hhzxDnr0qN8eQg8liItQt1D7222PfsitlF419GtMuoB1t/NvgofW4Ra9GEARBEG4OEdrWIiariXWn1wEwoN6AGp6NIAiCcDu5ml/k3ayxV2vYsGG89NJLfPLJJ0yaNIlJkyYxYcIErFYrXbp0ITc3l+3bt+Pu7s6oUaN4+umnmTNnDi+//DJjxozhwIED9sWwSgPaHj16kJ6ezqxZsxg6dCgbN25kw4YNVQalnp6eeHt7s2jRIgIDA0lOTuaVV16pdOzlFBcX079/f1q2bMlTTz1Famqq/bmAgAAeeeQRZs+ezcCBA3n77bcJCQnhzJkz/PTTT0yePJmQkBBeeOEF3nvvPaKiomjYsCFz5swhJyfnqudyOVFRUSQnJ7NixQratm3LunXrrnuxM0G4Eu+QUFr07sc/639m6/LFjJy1AIXyCj+GeEdCz7dgw0vwxzSodzda70jmPdgStVKOtd1cGP0MB/Jk5MfL2Logm17tjuDibIL690JwKyj5e6E847lzGE+dwqllSxSXtCsRbi9ymRw3tRtuaje4zB+VzWYjvTgds83MwfSDHEw/yOeHPifKM4oWvi0IdQulXWBZK53fz/yOxWZBVvqfTIanxpM67nXwdfK1/3tytaw2KzmGHNzV7ijl4sdsQRAE4fqJf01qkfL9B9Vy9WVGCoIgCMLtT6lUMm7cOGbNmsXYsWOZPn06vr6+zJw5k1OnTuHh4UGrVq2YMmUKAOHh4axatYoXX3yR+fPn07FjR1577TXGjh1rb6EQHR3Np59+yrvvvsv06dMZMmQIkyZNYtGiyquL5XI5K1as4Pnnn6dJkyY0aNCAjz76iB49elzVa0lLS+P48eMcP36coCDHHos2mw1nZ2f++usvXn75Ze6//37y8/MJDg7m7rvvtgfKL774IikpKYwaNQq5XM7o0aMZPHgwubm5V/nOVm3AgAFMmDCBcePGYTAY6Nu3L2+88QZvvvnmDbuGIFSm49CHOLYtlqzzZzmwaR2t+w688kFtn4Bja6Vq2zXPwqM/os6Ih9RDyFMPEdblApbvDnBI9giqg4dRFn8OLmb4aza4h0B0fyx1e1F0zkrB3zso3LED05lkAJT+/gTOmIFrl843+ZULN5tMJmN65+lcKLjA7tTd7EndQ0JOAieyT3Ai+wQtfFs4hLZfHvkSo9VY6bmiPKJ4p8s79sdJuUn4Ofs5tF3IN+ZzoeACrmpXgl2ldj7JeclM2TYFk9WEVqGlsU9jmvk0o6lvU4Jcgq45CBYEQRDubDLb9axucQfLy8tDp9ORm5t7xcU7bpSM4gye2/wcSpmSb/pW7IknCIIg/Lfp9XpOnz5NeHg4Wq1okQMwY8YMFi5cyNmzZ2t6KsJNdLmv/Zr4nqy2qun36tCW3/jts49QOzkzZv4inHUeVz4o+wz8XycwFlT6tFkvJ2FrCJY8K1ofLXUeb0jhwb0YzxVRlKamOFMFtnKBmUKBwt0dS3Y2AB7DH8T/pZeQV6NntVB7ZBZnsidtDwnZCdRxr8OAyLJPKX68/2MptC35Kdhis5BelM75gvO0D2zP862eB6TK2ZEbRmKymvBx8sFD40FaYRr5Jmlxzj5hfXi8yeOA1Hd39KbRlc7FS+vFsPrDuKvOXZU+LwiCINx5qvs9mai0rUVMFmkhFbVCVNkKgiAId6ZPP/2Utm3b4u3tzfbt25k9ezbjxo2r6WkJglANTXr05ODv60k7lUDcd1/S+5nnr3yQZ13o8x6sLfn/3NkHApuRq2vAkgRXEnQRDHuvISFvvYgxNZWTs/dzot5DmJVa6ui34GY7i9rNjEuAAZcAPc51XJA17MrFfSqy1/xOzoqVFG7fQdDMd3Fu0+bmvgHCLePt5E2fsD4QVvG5cS0r/zfDZDWhN+vtj0tbHWTqM8kolhZMs59f6+3wM5mLyoWPYj7C28mb5PxkDqUf4lDGIY5nHSdLn+XQLuFc/jk2J28mXBdOHbc6BLsFo5I7LvZ4vQwWA0m5SSTlJXE69zQphSm80u4VnJROAPx59k8ScxPRKDSoFWr7rbPSGTe1G028m6BS3Ng5CYIgCFevxkPbTz75hNmzZ5Oamkrz5s1ZsGAB7dq1q3Rsjx49+PPPPyvsv++++1i3Tur1WlBQwCuvvMKaNWvIzMwkPDyc559/nmeeecY+Xq/X8+KLL7JixQoMBgO9e/fm008/xd/f/+a8yBuktD2CRlH9VbQFQRAE4b/k5MmTvPPOO2RlZVGnTh1efPFFXn311ZqeliAI1SCTy4l57GlWTH2Jw7G/07zXvQRERl35wFYjILQ9aN3B1R9kMnRA3X3n2Lojif+LNzDvo08peOYJigosFLqHYnP3JLFeK0Iae9OyWTauZ9fA8XVQnAVHviVAC24PNOPCFjOms2c5M2IkXo89hu/4F5BrxPfadyKVXIVKXRZUemm9+LTnpxQYCzibf5Y8Yx7+zv4EuARU2u/d30X6WTJCF0GELoKB9QZisBg4nnWcCF3ZYmv/XPyH9afLFtVUypQEuwZTV1eXuu516RjYEW8n76ue/98X/mZf2j5O557mQsEFrFgdni8fHB9MP8j2C9urPNeiXovQKXQALDu8jG3nt+GqdsVV5Yqb2g1vJ2+8td54O3nTNqCtPQwWBEEQbqwaDW1XrlzJxIkTWbhwIe3bt2fevHn07t2b+Ph4/Pz8Koz/6aefMBrL+g9lZmbSvHlzhg0bZt83ceJEtmzZwtdff01YWBi//fYbzz77LEFBQQwYIH0sZsKECaxbt44ffvgBnU7HuHHjuP/++9m+vep/uG4HpaGtqLQVBEEQ7lRz585l7ty5NT0NQRCuUXCDaBp1jeFo3Fa2LPuMh96ahUwuv/KBvvUr7BrcMphdpzM5lpLPggQzb/38M9aMdBoEh3N0Ryqn9qeTcsFKWpoHUW1eJnrcB6jTdsHBFXB4FS78S0Q3GWlHgsiNt5H1xRcU/PUXQe+9h1PTJjfh1Qu1kavalWjv6Gs6VqPQ0Ny3ucO+SF0kfcL6cCbvDGfyzlBkLuJM/hnO5J8BoKFnQ3tou/rkajYnb8Zis2DDhtVqlW5t0u30ztPtfXWPZx0n7nyc/TqeGk/CdGGEu4cT6haKUlb2o3/7wPYEuARgsBjKNrOBInMR+cZ8XFWu9rG5xlzyTfn2thCXWtRrkT20/eHED+xP20+IWwjPtnj2mt4zQRAEoUyNhrZz5szhySef5PHHpV5ACxcuZN26dSxdurTSlZu9vLwcHq9YsQJnZ2eH0HbHjh2MGjXKvoDIU089xWeffcbu3bsZMGAAubm5LFmyhG+//Za77pL6Cn3xxRdER0ezc+dOOnTocJNe7fUzWqTAWoS2giAIgiAIQm3V9eHHOLlnJyknjnNsWyyNul1br0+5XMb4nvV5/rv9HD6fy4bzXgxsIYVrrfuEUa+1Hwf/OEvq6Tzid6WSdCiD7g+1xWNwd+j5Juz5HMWezwlqeR43Pw0pez0xJiaSNPxBfJ5+Bp9nnkamFt93CzdWY5/GNPZpDEgLVWYUZ9gD3DN5Zwh1D7WPLTIXkV6cXuW5rNayatp2Ae3QaXSE68IJcw/DU+tZ5XHtA9vTPrB9teY7uslo7o+6n3xjPgXGAvKMeWQWZ5KpzyRbn42b2s0+9mzeWRJzE6tc6E0QBEG4OjW2EJnRaMTZ2ZlVq1YxaNAg+/5Ro0aRk5PDzz//fMVzNG3alI4dOzqsCP3UU0+xf/9+1qxZQ1BQELGxsQwYMIB169bRrVs3tmzZwt133012djYeHh724+rWrcv48eOZMGFCpdcyGAwYDAb747y8PEJDQ2/pQg4Gi4H0Iukf7RC3kFtyTUEQBOH2IRYiE+5UYiGyG+N2eq92/7yKuG+X4eLpxei5C1E7OV/zudYfSuH/YhNRKWTMH96SUK+yc9lsNlJP5XFwczI2K/R+sjFyhVTZazFbUdgM8O9K+PtTzOdPkLbPg7xkqWpQ4emOtkE06sh6qMPDUYeHoQkPRxkQUL3qYEG4ThnFGeQacpEhQy6TI5OV3CJDIVPg4+RzW/WevVBwgQsFFwBoEyB6RAuCIFTltl+ILCMjA4vFUqGPrL+/P8ePH7/i8bt37+bw4cMsWbLEYf+CBQt46qmnCAkJQalUIpfLWbx4Md26dQMgNTUVtVrtENiWXjc1NbXK682cOZO33nqrmq/u5tAoNCKsFQRBEARBEGq9VvcN5NCWTeSkprBz9fd0e/ixaz7XvU0C2HkqkwK9Gblc5vCcTCYjMFKHf1hjivNNZYGtycovHx/AO8iV0Eb9CB7zCKpzsQRHf4Jb7N+k7vXAkp1H4c5dFO7c5XhOJyfUdeuiiQhHU78+Hg8+iNKz6qpGQbhWPk4++Dj51PQ0qi3INYgg16CanoYgCMJ/Ro0vRHatlixZQtOmTSssWrZgwQJ27tzJ2rVrqVu3Ln/99RfPPfccQUFB9OzZ85qv9+qrrzJx4kT749JKW0EQBEEQBEEQro5SpSJm1FOsfv8t9v26hsCoBkS17XhN55LJZLzUuwFOKgVKReUVsHKFHBePsgXG0s/mYyy2kJKYS0piLgqljMDIcELbLSXwrgvU2/kp+l2bMablYsxTYshXYizZbMXFGI4fx3D8OKzfQM5Pqwld+H9oIiIqvbYgCIIgCMK1qLHQ1sfHB4VCQVpamsP+tLQ0AgICLntsYWEhK1as4O2333bYX1xczJQpU1i9ejV9+/YFoFmzZhw4cIAPPviAnj17EhAQgNFoJCcnx6Ha9krX1Wg0aGp4Jdn4rHgOph8kXBdO24C2NToXQRAEQRAEQbgeEa3aEtWuEyd372DtBzNo3W8wXR8ahUJ59T+iuGkdPyK+9fhF2oV74aKp/FwBETr6PNWEs8eySD6aRX6mnnPx2ZyLz0apltOu3zuEDPkE58xESPoLkrZB0jZseSkYCxT2ADf7pCum5GSSHnyQkI8+wqXjtQXPgiAIgiAIl6qxZkxqtZrWrVuzefNm+z6r1crmzZvpeIVvdn744QcMBgOPPvqow36TyYTJZEJ+SY8phUJhb9LeunVrVCqVw3Xj4+NJTk6+4nVrWnx2PD+e/JHdqbtreiqCIAiCIAiCcN36vjCZ1n0HAbDv19V8//YU8jMzruuc6w+lMOf3E7yx5jD5elOV49x9nGjcNZg+TzXhnjGNadgxEBcPDWajFZ2fM8hk4FMP2oyGoUvhxXhk/9uD5qHZuN3TF+/WLoT1SsfJx4g1v4DkMWPI/mrpdc1dEARBEAShVI120J84cSKLFy9m+fLlHDt2jLFjx1JYWMjjjz8OwMiRI3n11VcrHLdkyRIGDRqEt7e3w353d3e6d+/OSy+9RGxsLKdPn2bZsmV8+eWXDB48GACdTseYMWOYOHEiW7duZd++fTz++ON07NiRDh063PwXfR2MFmkVTrVcrGIrCIIgCNfqsccec1gE9VotW7asQo/8G+1GzfVybsXrEISqKJRKeox8ggEvTkHt5MyF+KN89fLzJP27/5rP2TDADXcnJScvFjBl9WFyii6/kr1MJsPD35lmMSHcN7Yp94xpjJtX2YJ3/249x9njWVKI61sf2o6BYV/ApBMon/yROo+G4V63CKw2UmfMJu3Zgdjy0695/oIgCIIgCFDDoe2DDz7IBx98wNSpU2nRogUHDhxg48aN9sXJkpOTSUlJcTgmPj6ebdu2MWbMmErPuWLFCtq2bcsjjzxCo0aNeO+995gxYwbPPPOMfczcuXPp168fQ4YMoVu3bgQEBPDTTz/dvBd6gxgsBgDUChHaCoIgCLXLY489hkwmQyaToVKpCA8PZ/Lkyej1+pqe2jV78MEHOXHiRI1d/8cff0ShUHD+/PlKn4+KinLoxy8It7Oodp0Y8d58/MIiKc7P48d3p7Ljh2+wWi1Xfa4IX1dmDm6Gh7OKpIxCpqw+RGaBoVrHlga4pdKT8zn+dwp//5TIjh8T0BeYyg+GyLuQP/0HQQsW49PJBYCsLSc4N7gT1vVvQnH2Vc9fEARBEAQBaji0BRg3bhxnzpzBYDCwa9cu2rdvb38uNjaWZcuWOYxv0KABNpuNXr16VXq+gIAAvvjiC86fP09xcTHHjx9n4sSJyGRlK8lqtVo++eQTsrKyKCws5KeffrpiH93bQWmlrUZRs711BUEQBOFa9OnTh5SUFE6dOsXcuXP57LPPmDZtWk1P65qYTCacnJzw8/OrsTkMGDAAb29vli9fXuG5v/76i4SEhCp/yS0ItyOPgEAemj6bZnf3AZuNv1d9x4/vTqMoN+eqz1XH25n3hjTD21XN2axiXvnpEBfzr/6XRF5BLjTqHIhMBufis9m4+BBJhzKw2Wxlg2QyZPXvwXfJHoInPYpMAQXnlCS9/TWmGS0g9n3Q5171tQVBEARBuLPVeGgrVF9ppa0IbQVBEITaSKPREBAQQGhoKIMGDaJnz578/vvv9uetViszZ84kPDwcJycnmjdvzqpVqxzOsXbtWqKiotBqtcTExLB8+XJkMhk5OTkAvPnmm7Ro0cLhmHnz5hEWFlblvDZu3EiXLl3w8PDA29ubfv36kZiYaH8+KSkJmUzGypUr6d69O1qtlm+++aZCW4GwsDB7NXH5rdTZs2d54IEH8PDwwMvLi4EDB5KUlGR/3mKxMHHiRPs8Jk+e7BgMXUKlUjFixIgKv+AGWLp0Ke3bt6dx48bMmTOHpk2b4uLiQmhoKM8++ywFBQVVnlcQapJSrabXU+O4d9yLKDUakg8d4KuXn+fc8SNXfa5gDyfeH9IMf3cNqbl6Xv3xEMXGq6vcVSjlNOkeQq/RjfHwd8ZYbGH3L6fZ9v1JivIuabsgk+H+xGvU/fo7FB6uGHJUnP5VQ/GPs2FOI/hlPKT8e9WvozawlawfIgiCIAjCjXP1S7MKNcbe01a0RxAEQRBK2Gw2bMXFNXJtmZOTQyh5NQ4fPsyOHTuoW7eufd/MmTP5+uuvWbhwIVFRUfz11188+uij+Pr60r17d06fPs3QoUN54YUXeOKJJ9i/fz+TJk267tdRWFjIxIkTadasGQUFBUydOpXBgwdz4MABh8VNX3nlFT788ENatmyJVqtl06ZNDufZs2cPFosUCFksFoYOHYpKJa1obzKZ6N27Nx07diQuLg6lUsk777xDnz59+Pfff1Gr1Xz44YcsW7aMpUuXEh0dzYcffsjq1au56667qpz7mDFjmDNnDn/99RfdunUDoKCggFWrVjF37lwA5HI5H330EeHh4Zw6dYpnn32WyZMn8+mnn173eycIN0ujrjH4hUXwy5yZZF04x/dvvUrb/vfTdsBQtK6u1T6Pv7uW94Y047XVh7inUQBOasU1zcfD35mej0UTvyuVI3EXSEnMJfab49z7dFNkcse/B51atiD8xzWcHfsshhMnOLPFF6/6+Sj+/R7ZipXIfcKQN4hBVq8bcld3ZFon5FoNKBRY8/Kw5OVhycnFklu65WDJzcWam4slLx9VaAiuXbvh0qUzqptY7W/JzUV/7Dimc2eleTjMqWxu1pxcrEVFKAMC0NSrJ21R9dBERqKuVw/FVfx5CYIgCIJQRoS2tYhojyAIgiBcylZcTHyr1jVy7Qb/7EPm7HzlgSV+/fVXXF1dMZvNGAwG5HI5H3/8MQAGg4F3332XP/74g44dOwIQERHBtm3b+Oyzz+jevTufffYZDRo0YPbs2dL1GzTg8OHDzJgx47pex5AhQxweL126FF9fX44ePUqTJk3s+8ePH8/9999f5Xl8fX3t91944QVSUlLYs2cPACtXrsRqtfL555/bg+4vvvgCDw8PYmNjueeee5g3bx6vvvqq/RoLFy6sEAxfqlGjRnTo0IGlS5faQ9vvv/8em83G8OHD7fMuFRYWxjvvvMMzzzwjQlvhtucTWpdHZs7l90Ufc3z7n+z+eRUH/9hAm3730+q+Aai1TtU7j6uG+cNbolWVBbZGsxW18uo+dChXyInuFERwfU/2rDtN/bYB9sA2LSmPvetO4+yuxsldjbO7Bu3LC9B/+RnW3XFYjiuR28wlZ8qBTauB1Vd1/VL6w4fJ37ARAE3Dhrh27YpL1y44t2yJrOQXRVfDZrNhTktDf/QY+mNH0R87huHoMUwXLlzVecypqZhTUyncts1hvzIwUApyIyNx6dwJ165dr3qOgiAIgnAnEqFtLTKy8UgG1RuEj5NPTU9FEARBEK5aTEwM//d//0dhYSFz585FqVTaA9OEhASKiooq9Kw3Go20bNkSkBYjbdu2rcPz7dq1u+55nTx5kqlTp7Jr1y4yMjKwlnzMNzk52SG0bdOmTbXOt2jRIpYsWcKOHTvsQe7BgwdJSEjAzc3NYaxerycxMZHc3FxSUlIcevsrlUratGlz2RYJAKNHj2bChAksWLAANzc3li5dyrBhw+zX+uOPP5g5cybHjx8nLy8Ps9mMXq+nqKgI56sI3QWhJqi1Ttz3v0nU79iFHSu/JuPsGbav/Ip/Nqyl/aAHaN7rXpTqK38KrXxgW2y0MGHlAbrV9+WBNiEoFVcX3rr7OHHXiGgoV2BbmGOgMNdIYe4lLRPqDsTi1pVIeQIhsrNY83Mxpp/DnJOOqjADm0WG1SLDhgabXIvCyweFzgO5hw6FTodC54HC3V2676FD7uKC/sgRCuK2oT98GMPx4xiOHydz8WLkLi64dOqIS5euODVvhs1kxlpchK24GGtxMdai4rLHRcVYCvIxJiSgP3YcS3blC6apQkJQR4Sj9PREris3p5L5KDyk+zKtFtO58xgSTmJISMCYkIDhZALm9HTMKSmYU1IojIsja9kydIMG4f/66yhcXa7qfRcEQRCEO40IbWsRP2c//JxrbsETQRAE4fYjc3KiwT/7auzaV8PFxYV69eoBUjVr8+bNWbJkCWPGjLH3WF23bh3BwcEOx2k01f+EiVwurxBymkymKkZL+vfvT926dVm8eDFBQUFYrVaaNGmC0egYvri4XDlg2Lp1K//73//47rvvaNasmX1/QUEBrVu35ptvvqlwTPkK3WsxfPhwJkyYwPfff0+3bt3Yvn07M2fOBKR+vP369WPs2LHMmDEDLy8vtm3bxpgxYzAajSK0FWoFmUxGVNuORLZuR/yOOHZ8/w05aSnEfrmYvetW0/H+4TTu0ROFsno/2vx5Ip3zOcV8tzuZPUlZTOhZnzreV/f/wqUtEUIaeqLzdaIo10hRnoHCPCNFeUbpsZOSeg92xStI+jvk9MF0Dqw7jZMiHx/zv3jnb8FbkYSH8hQKTSpE94dmwyC8O8grtnNwu/tufJ9/HnNWFoXbt1MQF0fhtu1YsrLI//0P8n//46peCwAKBZqICLSNotFER6ONboQ2uiEKd/dqn0Ll54dzq5YO+yy5uRgSEzGcTKD40L/k/rSa3DVrKNr/D8EffIhT0yZVnE0QBEEQBBHaCoIgCEItJpPJrqpFwe1CLpczZcoUJk6cyMMPP0yjRo3QaDQkJyfTvXv3So9p0KAB69evd9hX2n6glK+vL6mpqdhsNnsbggMHDlQ5j8zMTOLj41m8eDFdSz6yu+2Sj/ZWV0JCAkOHDmXKlCkV2ii0atWKlStX4ufnh3sVIUhgYCC7du2ytzkwm83s27ePVq1aXfa6bm5uDBs2jKVLl5KYmEj9+vXtr2Xfvn1YrVY+/PBDe3/e77///ppenyDUNLlcQXSXHtTv0IUjf/7B3z+uoCAzg98Xf8yetT/SadjDNOjcDXklQWd5vRv746RWsDA2kYSLBYxfuZ8RHesysHkwcvm19elWa5V4B7viHVzxuUt/kVSUZ0Qmk1FsceesrAtnXdpBURaKvIt4cIq2RStxP/gtuPpDkyHQdBgEtYRLeogrvbzQ9e+Prn9/bFYr+iNHKdwWR8FfcRhPn0am1SJ3ckLu5ITM2Qm5k7PjY2dn1HXqSkFtVBRyrfaaXvvlKHQ6nFu1wrlVKzwffACPgQM5P/llTGeSSXroIfzGv4DX6NHI5GJ9bEEQBEG4lAhta5FNSZswWox0Du6Ml9arpqcjCIIgCNdl2LBhvPTSS3zyySdMmjSJSZMmMWHCBKxWK126dCE3N5ft27fj7u7OqFGjePrpp5kzZw4vv/wyY8aM4cCBAyxbtgzAHtD26NGD9PR0Zs2axdChQ9m4cSMbNmyoMij19PTE29ubRYsWERgYSHJyMq+88spVv5bi4mL69+9Py5Yteeqpp0hNTbU/FxAQwCOPPMLs2bMZOHAgb7/9NiEhIZw5c4affvqJyZMnExISwgsvvMB7771HVFQUDRs2ZM6cOeTk5FTr+mPGjKFr164cO3aMl19+2b6/Xr16mEwmFixYQP/+/dm+fTsLFy686tcnCLcThVJJs7v70KjrXfz7xwZ2rfmBnLQU1n/8IbvW/EDbAUNo2Ll7lZW3MpmM7vV9aRLkzoItCew7k83SbUnsOpXF+J71CdBpyTx/FrlcjmdgJSnsVbp0wcbGXYNp0D6A7NQiMs7lk3mukIzzzhiLA8g0RqJpboQTP0BBGvFbj5D5ewFeHgvxbtIUz073ovSvV/EacjlOTZvg1LQJPmPHXvecbxbntm2JWLOalDemkv/bb1z84EMKd+wg8L33buqiaoIgCIJQG4nQthb5JfEX0ovTifaKFqGtIAiCUOsplUrGjRvHrFmzGDt2LNOnT8fX15eZM2dy6tQpPDw8aNWqFVOmTAEgPDycVatW8eKLLzJ//nw6duzIa6+9xtixY+0tFKKjo/n000959913mT59OkOGDGHSpEksWrSo0jnI5XJWrFjB888/T5MmTWjQoAEfffQRPXr0uKrXkpaWxvHjxzl+/DhBQUEOz9lsNpydnfnrr794+eWXuf/++8nPzyc4OJi7777bHii/+OKLpKSkMGrUKORyOaNHj2bw4MHk5uZe8fpdunShQYMGJCQkMHLkSPv+5s2bM2fOHN5//31effVVunXrxsyZMx3GCEJtpVSraXXfQJrcdQ/7N/zCnl9+JPNcMhs/ncv2lV/Tuu8gmt59T5ULlnm7apjWvxGbjqSxdNtpjp3N4MvlBwhOO0BqwgkAwlq0pt3AoYREN6kQvl7f3BX41nHDt47Ue9pms1GQbSD3YhGahj3APAMSN5PyfRIXL6o4l2aFNJBt2YyP6w+E1IHgpsE4R7UG34aVtlG4XSl0OoLnzyNn1SrS3p1J4Y6/OT1wEIEzZuB2V0xNT6/WsBYWkvX1N1jz89ANHIgmKqqmpyQIgiDcYDLblVa3ECqVl5eHTqcjNze3yuqdG+3J354kz5jHB90+INQ99JZcUxAEQbh96PV6Tp8+TXh4ONqb8DHW2mjGjBksXLiQs2fP1vRUhJvocl/7NfE9WW31X3+vDEWFHPx9A/vWraEoNwcArasbLXr3o2Wffji76yo9Lj05iZ3rfyV+Wywykx4AuUKJzWrFZpMWJgys35B2A4cR2artLf0of8a5AjJOp5N1+DCZZzIoLjRByU9vSpmBgV7TUGicIbgVhLQt2dqAS+1YuNhw6hTnX5yE4dgxADwfeQS/yS8hv4pe5rWFzWYrWQSuSGpTUY0+6VWdJ2/9ei6+PwvzxYv2/c5t2+L5yMO43X03MpXqRk1bEARBuAmq+z2ZCG2vUU180ztqwyj0Fj0fxXyEv4v/LbmmIAiCcPsQoS18+umntG3bFm9vb7Zv387//vc/xo0bxzvvvFPTUxNuIhHa3hh3yntlNho5+tcW9vzyIzmpKQAo1RqaxPSiTb/B6Pz8MRkNnPh7Gwf/2EDKieP2Yz38A2l6d2+a9OjJ3PWHcD25DWv8bqxmaUFD75A6tBs4lAadulV74bMbxWazUZSSxvk9Bzl3LBMnUzIdFQvAKC3kuDP/YTyV5wlR/4tLgD+0fQJaPAzqawsHbxWr0Uj6h3PIWr4cAHW9SJyaNgO5DJlcAQq5FJTLFWX7SoNzqxVsNilct9qgNGgvuQ82UCiQKZTIlApQKJEpSs5Zuk+pRBvdCJeOHaTnroHNaqVw+3byfv0Vc0Ym1qIiaSsJaa1FRdiKi6HkR2+ZSoX7fffi+eiIq1qMTX/iBGnvzKBo924AVKGhaBrUp2BrLFgsACj9/PB48AE8hg0TLScEQRBuUyK0vclu9Te9NpuNh9Y9hA0bn/X8DA+tx02/piAIgnB7EaEtTJgwgZUrV5KVlUWdOnUYMWIEr776KspbHJ4It5YIbW+MO+29slotJOz+m90/ryLtVAIg9X6t26wlKSePYygsBECuUFCvTQea9byXOk2aIZPLOZNZyLhv9wOgMRXQofgoqhN/Y9YXA+Du60ebfoNpEtMLlaZm/j62Wm3IscLFY+Qe3c+mjc5gLASzHndlGk7yPDQqC+q6TQjqdhcBTcIAsJit5Gfq0bgo0bqobmjbh+tREBfHhVdexZKZWSPXVwYG4jF4MLr7B6MOCanWMeasLHJ/+onsld9jusZPfDi1aIHno4/ifk8vZGp1pWMs+flkfPwxWV9/AxYLMq0Wn6efwmv0aOQaDabUVLJXriTn+x/K3j+lEvd7euH5yCM4tWrl8Ods1eux5ORU2LDZkDmVLFpXslid3MlJ2ufsXPZY/JsrCIJwXURoe5Pd6m96TRYTj254FIAven+Bs6r2rRQuCIIgXB8R2gp3KhHa3hh36ntls9lIPnyQPWt/5My/++373X39aXZ3b5rE9MLFw7PCMQfP5fLjvnMcOJsDgMKsp3XxMXSJf2MqyANA6+ZOWLOWBDdoRHB0Y3xC6tzS9gmljMVmzhzJ5Fx8NulJWVjyLqAwFILZAEAT199p1NEfOo4jhzr89vkRAFw8NATX9yCkoSfeQa7I5DUY4GYmYt7yCXlbt2PT1cMW3A6UGmwWC1hKKmgtVrBZsVmkthUyuQxkcqnyVi6TgklZyf2SPwebxYrNYpbOYTGD2YLNYrHvsxYVURAXh7Vc/3Dnjh3wGDIUt149K7RqsNlsFP/zD9nfrSB/0yZsJqkKW+7mhm7QIJyaNikLOZ2ckbtIQWf5AFR/6BBZX39D3saNUHK80tcXj4eG4/nAAyh9pPYWNquV3J/XcvGDD+xhrFuvXvi/8jKq4IqL5FmNRvI3/Ub2t99SvL/sa10dHo5Mo7GHsza9/rr+qGROTijc3JC7uaFwdUXu5obczRWFm3vJrRsKb288hw27rusIgiD8V4nQ9ia71d/0FhgLGPPbGAC+ue8blHLx201BEIQ7jQhthTuVCG1vDPFeQdqpBE7t30NAZH3CmrWsVsCamF7A6n/OE3cyHasN5BYTo3zTydq5idyLaQ5jNS4uBDdoRFCDRoQ0bIx/ZBTKW9hfNC8jnR/fnUbWhbM06HgvkSGhmOO3E1C4CV/VKQAyg4azPWs4Bpsr5X8S1LqqCK7vQb3Wfuh8r6JAxFgIuefBow6orvLfJqsVTm2BXZ/Byd+xN+wFULtBuyeg47hr69FrMUH2GVA7g8ZdahNRRVWx1WAg/48/yP3xRwp3/G3fL3d3R9evHx5Dh6CqU4fctWvJ+W4FhpMn7WO0TZviOfxB3O+7D7lT5YveVcWcnk72yu/JXrkCS3oGUNY6wfXuu8n6Ypk9fFWHh+P/2mu4dulcrXPrjx4l69tvyft1XeUhrUKBwsPDYZPJ5WUtHYqLsZVv81BcbG/BUB1KdyVRa7+FgKbVPkYQBOFOIULbm+xWf9ObWZzJs5ufRSFT8G3fb2/69QRBEITbjwhthTuVCG1vDPFeXZ+0PD1rD1xg75ksPn64FQpsnDt2hD279lKcnEDW6ROYDI7hmEKlIiCyPhGt2tLs7j5oXV1v2vzSk5P4aeY0CrLK2gv4R0TR9/lJeJrOwd8L4NivlAajZv/WpLr35XxuKBcyPDBZVaBQ0WVoFEHR0voZRr0ZhVKOQikHfS6kn4D049KWUXI/J7nkxWogtB3U7QxhXaRF0aoKcQ35cOA72L0IMssCUOr1gqhesG85XJSqgVE6QZvR0Ol/4B54+TehOAcS/oD4DVIIbCirnkWmAK07aHVSiKvVlW0edSGgCfg3wVioIHf1GnJW/4T5QkrZ8SqVvSpWptXi3q8vnsMfwqlJ4yv90VyRzWgkb9NvZH39FfqD/zo8J3N2xvfZsXiNHFll+4TLseTmUrhrF3InJ4eAVu7qelWtMWw2GzaTCWthIdb8fCz5+Vjz87GePYIl/k+sp/ZiycvFapJjMclQqGz4tyqQeivHTAEnzytfRBAE4Q4hQtubrCbaI5zKPYXZaqaxz/V/YyAIgiDUPiK0Fe5UIrS9McR7dWNYrTbkJW0EbDYbY5bvJT3fQB1PDR11BoIMqRScOcH5+KMU5ebYj1NqNDTp0ZNW9w7AM7DiR9uvR/Lhg/z8wQyMxUV4BYfS+r6BxH27DH1hASqNlpjHn6JJj17Isk7Bzv+D/V+Dudh+vMWm4KKpHueNTWjp8jMKJ1dwC+RQwT2cSK+PTnYWD1sCHsrzeCrOo1OmoJSZyiagdHI4HyCFuCFtIaxciJt3QQpq938DxnxpnNoNWj4CbZ8En3qlbzKc2Ah/zYIL+8vO12oEdH5BquotlZ0E8Rshfj2c2Q5Ws+O8LEawVb9CFI0O/Btj82tMYborubvOkL99HzaTCXVkJJ7Dh6MbOADFTfp/qPjff8n6+mvyf/8Dt7vuwm/yS6j8b7NFqLOT4NAqOPSDFNyXUrtBowHQsK/03JHV0n5nH+j5JrR4pGwROUEQhDuYCG1vMvFNryAIgnCridBWuFOJ0PbGEO/VjZevNzHvj5PsO5ONxVr2Y1WUnyud63nT3N1EYdJxDv62nvTkJOlJmYzI1u1p3XcgIdFNrnshsGPbYtn46TysFjPBDRsz6KU30Lq6kp+ZwYZP5nD2iFS5GdW+E72e+h9Orm5QlCWFbtlJkJ8C+akltylgLqsW3pr7DOmmyLKLKVSg1CJTaXHzVHL3EC9UgQ3B2QsyEyEpDpK2SVtBquNEFWopQC3lHQXtn4bmw0HjVvmLs9kgcTP8ORvO7pT2yZXSMa4BUkVtaUVuKZ8G0OBeaHAfhLSRetwaC8GQB/o8qWLYUHKrzwV9DmQkQNohuHgcrKYK07AYFZjVdVCH10XmEQq6UNCFlG3uwVffGuIKbDbbrV8kzmaTqqCLMqWvkaLMki2j7P7FY3BuT9kxCjXU7w1Nh0HUPaAq1yLiVCysnwwZ8dLj4NZw3wcQ3OqWvixBEITbjQhtbzLxTa8gCIJwq4nQVrhTidD2xhDv1c2Trzex81QWcSfTOXg2h9L89t6mATzbox42m40zhw7yz/o1nN6/136cX3gkbfoOon7HLiiUV9f71mazsWftj8R9uwyA+h26cO9zE1GW+wi91Wph7y+r2b7yK6wWC65e3tz73IvUadKsqpNKQWZJiGvLS6WgAHJsYeQYfMjOspGTWoi+0IzWRcmAF1raD92z7jT6QhOBkR4ERrrjYjnvGOLmpwAyKeBr9xRExFS/6tJmk6po/5wFp/90fE4mhzqdSoLae8E7svJzXMJqtZC4dxeHtvyGf0QUHYcOR261SG0f0g5D6qGS28NSaHklLn5SgOtTv6TVQmPwbwquvtV7jQBWC+Seg6xEKVA3G8FmLdksZfet1rL7Wnfwiwa/RuDqX2Xf3grMRimoPrdPCmHP75WuXT5Yr4pMDuHdpKC2YT9w8qh6rMUEuxZC7HtgLABk0HoU3D1NCvsFQRDuQCK0vclu9Te9F4susid1D15aLzoGdbzp1xMEQRBuPyK0Fe5UIrS9McR7dWvkFpnYkZjBXyfTeaR9XZoE6wDYdyab9zccp4mLnoBzeyg8shOrSQrIXD29aNG7H/XadsQrOOSKFZZWq4WtyxZzYNOvALS6byA9RoypcmG1tFMJrPtoNtkp50Emo+2AIXR+4JGrDopBCov1BSaK8o14B7mWzMfG2nn7MerL2hDofJ0IrOdBYD0d3kEuFJzej8lsw7VOIzTOV7HQ2aXO7pYWLrNZoX4fqQfuVYR/Rn0xh7f+wT8bfiY3rawaOLxlG/o+/xIaZ5dLX7AUYmecgLzzUrCZe7bktmQzFVV9QRc/xxDXv7HU3zXrFGQmSAFtZsn97NPVC02r4uQphbd+0WVBrl80aD2kOZ/bW7LtgZSDYDFUfh6VMzh7S++rs7fU3sDZW9rc/KWKWreAq5tbfir89gYc+r5srp1fkM5tNUuhtLV0M5fts9kgqKUU8iuuYTHu0sB/9yJI2CxVX8e8JvVfFgRBqCEitL3JbvU3vfvS9jFrzywidZG82/Xdm349QRAE4fZzp4W2sbGxxMTEkJ2djYeHR6Vjli1bxvjx48nJyblt5gQQFhbG+PHjGT9+/A29vkwmY/Xq1QwaNOiWXvd6Xe+8RGh7Y4j3qmZ9vfMMK/ectT9WmYoIvXiQkJR/kOvz7fvdvH0Ja96SsOatqNOkRYXFy0xGA+s/+oCEPX8D0GPkE7TuO+iK1zfp9WxdvohDW34DwD+iHq3vG4i7XwA6P39cdB5Vhr5XYrPZyL1YTEpiDikJuWScy8NYfBFDYTLGwrOYDOcwFeeUvXatE27ePvbN1csHN29v3Lx90fn54xkYfNnguvRH2KtpH5CXkc7+jb9waPMmDEWFAGhd3ajfvjNH47ZiNhrwCg5l0OQ38AwIupoXD8XZUiiakyy1D0g7DGlHpJYRXOWP23IVeIWDZzionaUF1GRykJfclmw2mZyjpwswFebR3PU0sqwEKciujNqtrIdweU6eENxG6jcc0lpqLeHsLV33ZknaDutfqtjW4kpc/KTK3ubDIaDplSuKjYXw7/ewe3Hl16rXC2JelVo2XK2Mk5C8E3wbSoHytYTJgiDc0ar7PZn426WWMJT8FlStuPoVQwVBEAShJi1cuJCXXnqJ7OxslErpW4+CggI8PT3p3LkzsbGx9rGloWhCQgKdOnUiJSUFnU5XQzOv6NI53cjQOD09nalTp7Ju3TrS0tLw9PSkefPmTJ06lc6dO1frHHv27MHFxeXKA6twpQBk2rRpvPnmm1d93uudlyD8Fzzcrg6dIr05dD6Xw+dzOXxeySlVR04HtsUv/RjdFclkJh4nPzOdQ1t+49CW35DJ5ARE1SesWSvCmrfCwz+Anz+YwYUTx1Aoldw77kUadOxareurtFruefp5wlu04bdFC0g7lcD6jz+0P69QqXD38UPn54+7rx/uvv7ofP1w8fRCoVShUKlQKJUltyqUKmmfXKkEq438zERyU4+Sff4oaSeOYSx2rD6VyeWonZwwFBZi0heTdf4sWefPXjpNQKp6vXv0WJRqD5IOZVBcYEJfaEJfULIVmpArZDTqEkTDDoEAWExWci4W4eqlReNU9mNuauJJ9q1bQ/zfcdisUqjpGRhM674DadTtLlQaLc169mHN7OlknT/Lt1Mm0m/CK9Rt2qJ6f7AyWUlFqhcENofo/mXPGQulPrlph6QQN7UkzDUWgGdd8IqU2jmU3npHSv1y5YrLXtJms/Hn10vZt11a6Mv48Mu0e6afVA188RhcPFp2m3tWCmzlSinstIe0bcArovrtFG6UsM7w9F+w7ws4+Rsgk16vXCHNUVZyK1dK7TMsJmlc4UXY+Ym0+TWSwtumw8D9koA96xTsWQL7v5JafYBUOdzsAWh8v7RA2oFvIeF3aWtwH/R4FQKraBlS/ryHf4Ija6Q/z1JqN+k1hXeTNr/GYrE1QRBuGBHa1hLGko/JaBSaGp6JIAiCIFydmJgYCgoK2Lt3Lx06dAAgLi6OgIAAdu3ahV6vt1dPbt26lTp16hAZKfUkDAi4yo9f3mRqtfqmzWnIkCEYjUaWL19OREQEaWlpbN68mczMzGqfw9f3KnonViIlJcV+f+XKlUydOpX4+Hj7PtdyFX82mw2LxWIP4m/mvAThv0AulxHh60qErysDWwRjtdo4k1XEofO5JKQF8miv+piNBs4dPcyPv2yh6NQRXIozSTlxnJQTx/l71bdSwGazoXFxYeCk1wlt1PSq5xHVvhMBUfXZ9dP3ZJ5PJi/9IvkZGVhMJrJTzkstFG4AldaJoPoNCWrQiIDIhoRGR6PSakk9lcGW5XswG/OwmPIwm6RbS+ljYwan9+9l2aRnaXHPUFLPRCCTVQzBrBYbCmXZ/pz0IjYvP1ZybRk202kyz24jLz3RPia0cTNa9x1EYFQzzp/I5eyxfBSqQpxc/Rj6+iw2fjqL1IR4fnx3KjGPPUWLe/pe32JgahepgjWkXDWnzSZVxF4hmK2KzWpl89L/4+DvG+z74r5bjk9oXSJata0YPurzpBYOXuGOi4TVJIUS2j0pbdVhMUHCH3Dwu5LF547C71Ph92kQ0UMKcJ29parak79hr272DIO2T0LLR6SqYoCI7tB1otQf+d+VEL9e2qIHSOGtf6Oy62afgSOrpS3lQNl+uVKq0E2PlxayO7FR2gCcvCC8a0mI2x286936YFwQhP8MEdrWEiK0FQRBEGqrBg0aEBgYSGxsrD20jY2NZeDAgWzZsoWdO3fSo0cP+/6YmBiH++VbESxbtoypU6eSkZFB79696dKlS4Xr/fzzz7z11lscPXqUoKAgRo0axWuvvVZpuHj48GGaNWtGWloavr6+ZGVl4ePjwwMPPMCKFSsAeOedd9i4cSPbtm1zmNOBAwd4/PHHgbIK1fKVqEVFRYwePZoffvgBT09PXn/9dZ566qlK36OcnBzi4uKIjY2le/fuANStW5d27S7fc2/atGksWrSITZs20axZswptCGQyGZ9++ilr164lNjaWwMBAZs2axdChQys9X/lAWqfTIZPJ7PtKX/v69et5/fXXOXToEL/99huhoaFMnDiRnTt3UlhYSHR0NDNnzqRnz572c1U2r8WLF7Nu3To2bdpEcHAwH374IQMGDLjs6xWE/xK5XEa4jwvhPmVV6CqNlvCWbXDN8+RAUHf02Rl45SThmX0Kz5wkVBYDVmcdQ6fNIKBu2DVf283Lh55PPGt/bDGbKcjKIPfiRXLTU8lLv0jexTRy0y9SlJeL1WzCYjJhNpuxmEzSY7PZ4Zyunl4ENWxMcINGBDdshG+dMOSKisFkQIQPw6f2pjDXSEG2gYIsPfnZevt9rwAjZ/5dxbmjh9n7yze4eAbT5O4RBEbWR+uqQuuiQuuqwmy0onEu+3vdZLCgcZGTmbyP/PQdmA0li4fJ5Dh7NKVt/0G06dsWgPTkfPb/llxhbk6eD+AZvI7s8/+wZelCMpKTiBn1FAqlCpn8BgVvMplUTXoNrBYLmxbO5+hfW0Am456n/0dqwgn+/WMj6z6axcPvzME7JNTxIK07aBtVfsLaQqEqW2iuOFuqdv13JST/Dae2Slt59XpKi93V61V51atXBAxeCF1flBZIO/wjHFsLx36BJvdLLQ+OrJEWZyslU0hBbJP7pcXXnL2kBeHSDsHpv6TtzA4ozoKjP0sbgMYdPOpKldUVbutIwb4gCEIVRGhbS4j2CIIgCMLlmI2WKp+TyWUO1UiXHSuToVBdeaxSfXU/cMbExLB161ZeeeUVQKqonTx5MhaLha1bt9KjRw+Ki4vZtWsXo0ePrvQcu3btYsyYMcycOZNBgwaxceNGpk2b5jAmLi6OkSNH8tFHH9G1a1cSExPtQemlYwEaN26Mt7c3f/75J0OHDiUuLs7+uNSff/5pD5XL69SpE/PmzXOoRi1fifrhhx8yffp0pkyZwqpVqxg7dizdu3enQYMGFc7l6uqKq6sra9asoUOHDmg0l/8lrc1m4/nnn+fXX38lLi6OevXqVTn2jTfe4L333mP+/Pl89dVXDB8+nEOHDhEdHX3Za1TllVde4YMPPiAiIgJPT0/Onj3Lfffdx4wZM9BoNHz55Zf079+f+Ph46tSpU+V53nrrLWbNmsXs2bNZsGABjzzyCGfOnMHLS6wmLgjPdI/k6W4RnMsutrdTOHQ2G3PGeQJDgh0C242HUwnxdCI60B3FNQaLCqUSnV8AOr8A4AofEy9hs9mwlIS4NqsVjYtLtatS5Qo5bl5a3Ly0EFmxBU77Qa05EvsHf369lMLs8+z68X1a3NOXLsNHVrqImaGokOR/fyfl2FoKs7MAUGmdqdusO6FNYlA76QisV3YdlUZBSENPrGYbZrOVwhwDRbkGzEY5Lt79CKpfjyOxP/DvHxtJO3UGlWs/dL5eOLmpcXZX4+SqwsldjZOrGs9AZ5xcb/7PaBazifULPuTEzm3I5HLuHfci0Z2706hrDFnnz3Hu2GHWzH6bh2fMwcnV7arObTaZ2LN2FUqVmhZ9+qFS38aFQk6e0OZxacs6LfWt/XelFOY2exDaPgE+Vf+b6MAnCoYugW6TIHamFLQe/lHaAJBBWBcpqI0eAC4+jsfL5VJLjMDm0Ol/UkXwhf1w+k8pxE3eBYa8kvYYhypcHgAXX6klhovvJYu/lWwuJYvAOXmBUi1VadusJRXbtnKPrWUV3M7eUtB9MxVlSRXPmYmgC4agVle1IKAgCNUjQttaQlTaCoIgCJfz0wf/VPlcYKSOrg/Wtz9eO/8AZlPli5X41nEj5tGG9sfrPv0XQ5G5wrgHprS9qvnFxMQwfvx4zGYzxcXF7N+/n+7du2MymVi4cCEAf//9NwaDwV5pe6n58+fTp08fJk+eDED9+vXZsWMHGzdutI956623eOWVVxg1ahQAERERTJ8+ncmTJ1ca2spkMrp160ZsbCxDhw4lNjaWxx9/nM8//5zjx48TGRnJjh077NcsT61WV6hGLe++++7j2WelSraXX36ZuXPnsnXr1kpDW6VSybJly3jyySdZuHAhrVq1onv37gwfPpxmzRwDFLPZzKOPPsr+/fvZtm0bwcHBlb5fpYYNG8YTTzwBwPTp0/n9999ZsGABn3766WWPq8rbb79Nr1697I+9vLxo3ry5/fH06dNZvXo1a9euZdy4cVWe57HHHuOhhx4C4N133+Wjjz5i9+7d9OnT55rmJQj/NTKZjFAvZ0K9nLmvaSA2m41z2cUUGMr+Ti42Wlj4ZyIWqw1XjZLWdT1pG+5FqzoeuGlvbmgjk8lQqqTetjfj3E1iehHRuh1/fvk5R+O2cmDTryTs3sFdjz9DvXYdkclkFGRlsm/9z/z7xwaMxcUAuHp507rvIJrd3Ru1U+ULann4O9Ppfsdgz2K2kp+lJz9Dj1dwc6LaNmT9gtmknTqGQp2CSf8Qaie/Cudq2zeM8OZSC5iMc/n8sykZhUqOsmST7itQquWENvLCO0j65Z7NWrKYWjWCdrPRyC9zZ3Lqnz0olEr6jn+ZqLYdAVAoVfSf+CrfTJlATmoKv857nyGvvlVplXNlCrIyWTt3JiknjgNw8Pf1xDz2NJGtL/9Jj8pYzGaOxP7Bnl9+xFhcjIuHJ66eXrh4euHi4YWLpyeuHtJjab8nCuV1fP14hUOPl6XtevhFwwNfQuoh2DZXCiQb3AeNBoKbf/XPo1BBaDtp6/YSmPSQnQQ5Z6RWCzlnyj1OBkMuFKZL243m5Ckt3ubqJwXCDrd+4OQBalfQuJVtlQW9Jj1kxEPaUWlBt7SjUlibn1JxrGeYFN4GtYTgVlKYranGLxBsNjAVg6lICqevtSdwXgok74Azf0NWIgQ0k1pV1OkoKpqFWkuEtrWE0SqFtqLSVhAEQaiNevToQWFhIXv27CE7O5v69evj6+tL9+7defzxx9Hr9cTGxhIREVFldeaxY8cYPHiww76OHTs6hLYHDx5k+/btzJgxw77PYrGg1+spKirCuZIKre7du7No0SJAqqp99913OXHiBLGxsWRlZWEymaq9EFh55cPW0mD34sWLVY4fMmQIffv2JS4ujp07d7JhwwZmzZrF559/zmOPPWYfN2HCBDQaDTt37sTHx6fK85Xq2LFjhccHDhy46tdTqk2bNg6PCwoKePPNN1m3bh0pKSn2YD45ueJHj8sr//64uLjg7u5+2fdHEO50pSFueYVGM92ifNiTlE2BwcyfJ9L580Q6MhmEeDoxoHkwfZrcXr3Br4azu457x71Io+5388fnn5CTmsLaOe8S2aY9Tm7uHP1rK1aLFGJ7h9Sh7YAhNOzc7ZqCQIVSjoefMx5+0nsc2bodD03/gDWzppN7MZWMU5/jF94Er5BGuPk0xGZzpTjfiKun1n6O/CwDOWlFVV0CD39ne2ibca6A7atO4hXsik+ItHkFulT4JItJr2fN7OkkHz6IUqVm4KTXCGvR2mGMs7uOQS+9wXdvvETyoQP8+dUSYh6rvB1Peefjj/HLnHcpzMlG4+KCSqMl92Iaa2a9TUSrtsQ89jQe/lf++rFZrRzf8Rc7vv+GnLSyMK8oN4f0M6erPE6p0dCydz/aDhx61dXBN0VAUxi69MadT6UFv4bSVpnibCnMzT0HRZnltqyKjw25VV9HJi/brGap4rY4W9oy4qs+7lJKrWOQa9ZLlbS2Kj6hpasjLZ6Xc0ZaqC07SdqO/FQ6MfBtIIW47kFSf2V9DhTnSLf63LL7JUVqqFykY/yiwbehtOicX0NwD3bsDWyzSdc8s0Nqk3Fmu3Tt8hK3wPZ5JT2I20gBblhXKVS/Xfo7C8IViNC2logJjaGRdyO8tOIjB4IgCEJF909qVeVzl1bxDHihRdVjL/loa99nq/cx2SupV68eISEhbN26lezsbHvf1qCgIEJDQ9mxYwdbt27lrrvuuq7rFBQU8NZbb3H//fdXeK50sbNL9ejRg/Hjx3Py5EmOHj1Kly5dOH78OLGxsWRnZ9OmTZtKw94rUV1SfSaTybBaK69wLj/HXr160atXL9544w2eeOIJpk2b5hDa9urVi++++45NmzbxyCOPXPW8rpeLi2O1yqRJk/j999/54IMPqFevHk5OTgwdOhSj0XjZ81zL+yMIgiMfVw0T72mA1WrjeGo+u09nsicpm+SsIs5mFWMu9//U2awiPt6SQIMAN/vm7aK+voW2bpG6TVswcvbH7Prpe/as/ZHEvbvsz4VEN6HtgCGEt2iN7For9KrgE1qXR96dw6/z3if58EFSTu4n5eR+6bk6YUS0bIOh0IbVEo1cocA/zJ1uw+tjNlkxGy1YzFYsJitmk3RbGgiDVJVr1FtITcwlNVEK5GRyGZ7+zniHuFKvtR9qrYWf3nuLC/FHUWm1DHppKnWaVP7vsm/dcO59biJr57zLPxvW4hlch4ad7sZismK12lBpFKidlMhLvic4+PsGtnzxGVaLGe+QOgx86XVcPDzZ+eMK9q1bw6l/9nDm0AHaDRxK24FDK22ZYLPZOPXPHrav+JL05CQAnHUetB/8IMENG1GYk0VhdjaF2VkU5Ei3hTlZFJbcNxsM7Fn7Iwd/30Db/vfTqu9A1NprC9NsNhtWiwWr2Sy17Sjpu1z+sc1qxcnNHRdPLxTVWETzpnPylLagFlceazFJgWz5gFYmr7jImbUksC28CAUXpSregoslj9PL9hvywJAPhgIwS1XqmPXSVpRRcZ5+jaVF2vyipft+0VK/5FLF2VJriAv74fw/0m3eeUg/Lm3VZSqEC/9IW3kadynM9W0ozf3M39JrKU8mB/8mULeT1Pri/D9Sm4rcs3B2p7T9NRsUGghpK4W4/o2lymMXH6kKWe0qFo4Tbiu3wd9UQnUEuAQQ4FJ7f0suCIIg3FxX02P2Zo29kpiYGHsQ+tJLL9n3d+vWjQ0bNrB7927Gjh1b5fHR0dHs2rXLYd/OnTsdHrdq1Yr4+PjL9ni9VNOmTfH09OSdd96hRYsWuLq60qNHD95//32ys7Mr7WdbSq1WY7FU3SP4ejVq1Ig1a9Y47BswYAD9+/fn4YcfRqFQMHz48MueY+fOnYwcOdLhccuWLW/YHLdv385jjz1mr4IuKCggKSnphp1fEIQrk8tlNApyp1GQO491DienyMiJtALCfMpCwuOp+RxNyeNoSp59n4ezijBvFyJ8Xbi7oT91vK/+F1S3ikqtocvwETTs3I24b5ehVGto3XcQQfWrqGK8QZzc3Bn6+juknznNqX/2cGr/HlJOxpORnERGchK7f16FxsWFsGatiGjVFu+QOuh8PHBy1122dUSD9gH4h+vIPFdARslWnG8kK6WQrJRC/MPUbFn6PmmnTqLUOOMZ8hA71xrYs34fKo0clUaJSqMAGXQcFImLh4ao9p2o164fCbt/ZfOSTzkUW4jGxfHTK92GR/LvH99waPMmAHzqtKDJ3aNIOy1Dqc4ntGl/vEPbsn/jV6QlHuHvVd9x9K8tdHloDCGNWqFUKZDLZZw/cYS/f/iKlJNSIKdxdqHtgCG0vLd/ueA1ssrXb7PZOL1/L9tWfEn6mdNs//5r/tn4Cx0GP0CznveiVF/+E6Y2q5XUxJMk7ttF4t5dZJxLlqovq0Emk+Pi4YGbty9u3j64+fiU3S+5dfHwvOG/BLguClX1+tTK5eDiLW1+1exdbzGBsaAkxC0Jcg350rl8o8Et4MpBppMnRN4lbaXy00qC3H+kamEnD9B6gFZXdr/8rUID2afh4jEp6C29zUyQgtpze6TN/p6oIbi11P6gbiepglZbrkd2W6SviewkSIqD03HSbX4KnNkmbZdSOkltJEpD3NKewkqtdD2lRpqnUl1yqynbp3WX2js4e0nzkN+476GFO5cIbQVBEARBuCViYmJ47rnnMJlM9kpbkNoTjBs3DqPRWGU/W4Dnn3+ezp0788EHHzBw4EA2bdrk0BoBYOrUqfTr1486deowdOhQ5HI5Bw8e5PDhw7zzzjuVnre0r+0333zDpEmTAOmj+waDgc2bNzNx4sQq5xQWFkZBQQGbN2+mefPmODs7X1NVbmZmJsOGDWP06NE0a9YMNzc39u7dy6xZsxg4cGCF8YMHD+arr75ixIgRKJVKhg4dWuW5f/jhB9q0aUOXLl345ptv2L17N0uWLLnqOVYlKiqKn376if79+yOTyXjjjTdExawg1DAPZzXtwh0/odeyjgcv3B1FfFo+8an5nMksJKfIxIGiHA6czaFZiM4e2h48m8NfJ9IJ93UhzNuFEE8ndE6q26Iq1ye0LoNfrtij/GaSyWT4hUXgFxZBh/sfpCgvlzMH/+HU/r0kHfwHfUE+8X/HEf93nMNxGmcXnHU6nNw9cHbX4azT4azzQK11wmq1YrNasVos2KwWdN4WnJxNFOXqKcrXs+n/TpF1/ixObu40vWccKQlSYGcxW7GYregLy3obG/VmXJAqYaM69ON8fCLFucfISPqeoOgnUTt5YTZaMBvz+e2z6aQnnQSZjPodB1FU0JTEf3KAHIe5q1yG0H1EL/at/5rci2msm/8uWrcoXH3aUJC+G31BYsl7o8TNtz33PDOSuo2lHutnDmdyck8a3sGueAe74B3sirPOsapbJpMR0aot4S1aE/93HNu//5qc1BS2Ll/M3l/X0HHoQzTufrdDb16z0Ujy4YMk7t1F4j+77YvOVUWhUqFQKpErpVuZTEZRbi5Wi5mC7CwKsrNISai8fcBjH36Kd0jVi2n+pyhUZVW/N5KbPzToI23V5dtA2sozG6XgNv0YpMdLIWmdjlL/XFXln6Kyk8mk3sde4dBqpBTiZiZC0l+QtF1q7VBwEQozpCpfczHkJkvbdZFJwa2zV1mQ6+QltZ2QKxwrpWUKx+ppuUL6s3D1A1f/kq0aVcAWs1QlXVphXZgutZ9wC5DaWHhF1GxvX5tNqsjOPQdmg9Q2QyEiySsR71At8U/aP2Qbsmnk1YhA18Cano4gCIIgXLWYmBiKi4tp2LAh/v5lC3t0796d/Px8GjRoQGBg1f/GdejQgcWLFzNt2jSmTp1Kz549ef3115k+fbp9TO/evfn11195++23ef/991GpVDRs2NC+EFdVunfvzpo1a+xVtXK5nG7durFu3brL9rPt1KkTzzzzDA8++CCZmZlMmzaNN998s3pvSDmurq60b9+euXPnkpiYiMlkIjQ0lCeffJIpU6ZUeszQoUOxWq2MGDECuVxeaUsIkBZnW7FiBc8++yyBgYF89913NGrU6KrnWJU5c+YwevRoOnXqhI+PDy+//DJ5eXlXPlAQhFvKx1VDz0b+9Gwk/f2rN1k4m1VEYnohpzMKifR1tY/991wOvx1NczjeSa0gxMOJIA8nHm5fhyAPqZrSarXZP3J/p3B21xHdNYborjFYrRZSTp7g9H6pnUB+ZgbFeblYLRYMRYUYigrJTrlwTddx8fRi2Ovv4B1SB4vFitloxWywYCq3gQ0Xj7LWBfVaBxDacCo/vTeFjOTTGPLXcv+kWaSdTuSXuR9RlCv1r+37/GTcfBqQnpyPsdiMvsiE2Wi1t3SwmK1EtW9Ks56d2fXTSvb8shp9/kn0+SelC8nkuHq1xt2/KwqVG1qXsp60JoPFXjF8cq+0T+uixCvYFe8gV+o28cbZXV1yGjkNO3cnqn1njvz5B3+v+o78zHR+++wj9qz9kY7DHsZqNpO4dxdJB//BZNDbr6N2ciKsRRvqtWlPSHQTVBotCpUShVKFTC6v9JcMNquVorxc8jPSyc/MID8znbzMDPv9/MwMCrOycPO+cs944RZRqqXWDP434HsXmQx86klbm9GOzxkLS9pJlASepS0lirOkkNFikALkSm/1ZT16DXmAraRvbw5w6vrnDaByLhfk+oFcVRbOFlyU5nklboHgFSmFuN6RZfe1HlJgbdKX3Ja/X3JrNkj9gRUqqepYrpRuFSrH+/pcKZjNOw95F0ruX5C20lYcILWlaDoUmj0oLVp3G/xS8HYks9mq+RkCwUFeXh46nY7c3Fzc3d2vfMB1enfXuxxMP8hzLZ6jW0i3m349QRAE4faj1+s5ffo04eHhVfZnFYTyZDIZq1evZtCgQTU9letyua/9W/09WW0m3iuhuo5cyOWfM9mcyijkbFYRF/MNDp88XzSyNYE6KbT9dlcyGw6nEOCuxc9dg5+bFn93Db5u0v1AnRal4jb6mPktYLNa0RcVUpSbQ3FuLkX5uRTl5lKUm0NRXi6m4iJkCgVyhQK5XIFMLpfuKxTI5XJkcgUqjYborjG4+/he0xzy0i/y9ZQJFOflEhAZxcWk01gtZnxC6zJw0ut4BFxdIVDWhXNs+eIzkg8dpGGX7rQf9BBuPn5YLTZsNhtqrRKFUvpz1heauJiUR+b5QjLPF5CdVoTNWvYFdM+Yxnj4S1XdJ/emkZKQi0ojR6lWIFdYSTmxjdP/bMBYXFBhHi6e3kS0bEdU+w6ENm5WZQuKnLQici4WoS8wUZRvRJ9vQl9kwslVjZu3lnqt/NC6Vn6s1WJxqPAVhKtiMUkVpUVZUpBalFWyMFyW1HbCZpMWi7NZSm5LH5dsFpM0tuAiFKRJt8aK/y9USiYHZx+pxYOrr1Ttm3seshKlOdwOXHyl16jPKdvn0wCaPwhNh4HHNVS4mw1SYF66AJ++9H7JrT5XWnzu0spnZy+p/YXW45ZX/Vb3ezJRaVtLGEtWU1TJr34lVEEQBEEQBEEQhOpqHKSjcVBZb0ij2Upqrp7zOcWczynGz63slycXcorJKTKRU2TieGp+hXOVD3i3xl8kPjUfL2c1Xi5qPF3UeJfcumuVt0X7hRtBJpfj5OqGk6sbBIfWyBzcff0YMPFVfpj+GqmJUnVs/Q5d6D32hWta7MsrKIShr03HbDJdtlcvgNZFRZ3G3tRp7A2AxWQlO61ICnBTCnH3Lbt+7sViUk/lXnKGRvhGRpKfvhOz4V9cdDoi23TAaq3LhUQ1OZky9qy3sv+Pf1FpFFJvXxvcNSoatVaKOBL3XyTxn/Qq5xjevKyS9sSeVFJP5eHurcXNW0toQy/U17YemiBI1aauftJ2oxgLS0Lc0iA3TQo+S/vuuvhJYaizV9W9dIuyIOuU1B4iM0EKcjMTpX3GAqmfr6pkU2ql1hNKp7JbpVpa6M5iBKtJasdQ2X21K+hCwD0I3IOlTVdy6xYonc9igoTN8O9KiF8PGfGw+W1pq9sFmj0AjQZKvY5LK3dzz0NeyW1pJW/uOem9MBVd/3us1UlB7oNfQ0CT6z/fDSJC21qiNLTVKCqu2ikIgiAIgiAIgnCzqJVy6ng7V7pQ2dgekQxsEcTFfANpeXou5hu4mGfgYr6e9HwDPq5lP78cSM5hy/GLFc4BoJDL+HxUG/v42PiLnEjLx1Wjwk2rxFWrxF2rxFWjwlWrJMBdi+IOa8twtUKim9D7mRfYtvIrWtzTl7YDhlx3MH6lwLYyCpUcnxBXfEJcKzwX3sIHnxBXTEap3YPUe9cqtX8wDqR9/wlSKAsc+CMZZfJFLGapatdslFpGFOebACjON9lDWw9/Z/zC3HFyVeHkpsbJTYXGWUlxvon8LD3ObmULnWWcLSA1MZfURCk8Doz0EKGtcHtRu5T15r1WziWVpSFtKj5ns93a9gQKVVm/Y30uHF0rBbhJ28oWiVv/ktRywVjxl4GVkslLgteS/sxaj5L7HqBxl1o+2Cufy93qS35ppM+VNuXtlbmJ0LaWMFgMgAhtBUEQBEGoPtEFSxCEm81FoyTK340of7crju0U6Y23q5qsQiPZhUYyC41kFxnJKzZjsdpw15YFgvsvE/ACfPF4W3vA+8Pes+w8lYVbSbDr7qQqua9C56SiZR1PnNR35sfdG3W7i0bd7qrpaVTJO0jqc1sdLXrWoUXPOljMVntPX3NJ2GuzgbOuLIiNbOlHZMvqVTpGdwokIFxHXmYxhTkGnNzEp1uFO0xNfspBq4NWI6Qt9xwc+gEOrpQWnivJwXDyBPcQqYK3tGpXV/LYLaBkkTd3kF9DKx6LWWqnUJQFRZmgq5lPR1RFhLa1RGmlrVqhvsJIQRAEQRAEQRCE20/7CG/aR3hX2G+yWMkpMqFWysuN9cLbVU2+3ky+3kyBwUS+3kyhwUxesdkh4D2bXcyJtKqrsb54vK09tP3q7yT+PJGOzkmNh7MKT2cVLholzmoFWpWCXo38cVZLPyan5enJ15txUitwVilw0Sgd5ijUDIVSjkIpR+tyY8JVzwAXPANcbsi5BEG4DroQ6DIBOo+XWjjYbFJIq76J/38qlCUtJm7PxQdFaFtLlFbaitBWEARBEARBEIT/EpVCjq+b4ycKO0X60Cmyej9ED2kVTMcIb/L1ppKQV7rN00u9dnVOZeGe1MZB2irTLcoX55IfudbsP8+v/6ZcMlcZLholblol0/o3xt9d6u+770wWx1Ly0SjlqJVyNEo5KoW0qZVymod42IPj3GITBpNFCoPVStHmQRAEoTyZDHyianoWtwUR2tYSoj2CIAiCIAiCIAhCRXW9XajrXb1KrFGdwrivaSDZRUZyi0xkF5koMprRmywUlwSppbQqBV4uaopNFvQm6SP4JovNvvCaWlFWdbvvTDa/HEyp7JIALBzRmuCSRqm/HLzAyj1ny11HjpNaibNKgbNawYRe9Qn1kvoH70jMYGdiJjKZDLlMhkKO/b5cBvc1DbSPzSkyUmAw4+msxlmt+M8s7CYIgnCnEqFtLTGh9QQMFgMeGo+anoogCIIgCIIgCEKt5OOqcVgc7XJGdQpjVKcwAKxWG0UmC4UGMwUGMwV6M+7lKnibBOmwWMFotmK0WDBZbBjNVgxmKyaLFSdVWRhss9lQKWSYLFLfcb3Jit5kJLuSOZzOKGRrfHqVc7yrYVnf1q3xF1m6LQmQKoK9XNR4OKvROalwUSt4sF0dgj2k4DgxvYD41Hy0KjlapQKNSoFGKUerkqNRKvB106AtmbPNZhMBsCAIQg0QoW0t0cKvRU1PQRAEQRAEQRAE4Y4kl8tw1Shx1Sjxr+T5TvV86FSveu0cRnQMY0THMEwWK0VGC8VGC0VGM0VGKRQu3yqiVR1PnNUKrFaw2GzYbDYsVrCW3PfXae1jLVZwUisoNkqh8aVtIPo3D7Lf35+cw/IdSVXOccbgJjQL8QBg/aFUPt92qiTUlaqBndVKXNQKnDVKhrYOIdJXWkzsfE4x8al5KEsWBCrNemXIkMmgYYAb3iWheU6RkfM5xbhrpYXj3LQq0SpCEAShHBHaCoIgCIIgCIIgCMItplLI0TnJHXruXio60J3oQPdqnW9o6xCGtg5Bb7KQW2wiq9BIdpGRvGITxSYLfm5lAW+QTkunSG97Wwi9yYrBbMFgtmIwOVYGGy0WzBYbZouFQoOFzEuu27txgP3+oXM5fLI1sco5vt432h7aHjibw4e/nXB43kWjwK0kxH20Q11a1fEEID41n9+OpCKTUaHqVyaDmAZ+9vfpYr6e/ck5aFUKtCVBs7RJVcQ6J5VDGwxBEITblQhta4FiczE7L+xEq9TSMahjTU9HEARBEG6J2NhYYmJiyM7OxsPDo9Ixy5YtY/z48eTk5Nw2cwIICwtj/PjxjB8//oZeXyaTsXr1agYNGnRLr3u1evToQYsWLZg3b16NzqMmffLJJ8yePZvU1FSaN2/OggULaNeu3RWPW7FiBQ899BADBw5kzZo19v1vvvkmK1as4OzZs6jValq3bs2MGTNo3779TXwVgiDURqUhZekiaZW5msrge5sE0qWeLwazFO4WGc0UGqTq4EKjhRBPJ/tYD2c1LUI9SqqCS/fa7zi0lFDIZQTotOTrTRQaLAAUGqRgODUXTGarfeyF3GJ+O5pW5RzLh9un0gv5eEtClWOf7RHJvU0DATh0Lpd31h21t4eQNgUalXS/T+MA2kd4A1IY/PvRNOn5clXHpbcB7lo8XcTC4YIg3DgitK0Fcg25LPx3IVqFCG0FQRCE2mfhwoW89NJLZGdno1RK33oUFBTg6elJ586diY2NtY8tDUUTEhLo1KkTKSkp6HS6Gpp5RZfO6UaGxunp6UydOpV169aRlpaGp6cnzZs3Z+rUqXTu3Lla59izZw8uLtVbjKcy/fv3x2QysXHjxgrPxcXF0a1bNw4ePEizZs2u+Rp3gpUrVzJx4kQWLlxI+/btmTdvHr179yY+Ph4/P78qj0tKSmLSpEl07dq1wnP169fn448/JiIiguLiYubOncs999xDQkICvr6+N/PlCIJwhysNgaujQ4Q3HUpCzivpGuVL1yjp7y+L1UaB3kye3kSe3kS+3kx9fzf72AgfF0Z0qIsNKQwujYFLg+FIH1f7WHetinbhXvYqYkNJFXHp/fKvpdhkocgobZVpXdfTfj8t18CK3WcrHQcwsmNdhrUJBaSewS/9cBCNUoFaKbdvGoUcjUpOr0b+3NVQarSRXWjkh31ncSp5n53UCrTKkluVnCAPJwJ1UjButdooNJql8ynkotewIPzHidC2FjBajABoFNVrmC8IgiAIt5OYmBgKCgrYu3cvHTp0AKQAMCAggF27dqHX69FqpWqgrVu3UqdOHSIjIwEICAio8rw1Qa1W37Q5DRkyBKPRyPLly4mIiCAtLY3NmzeTmXnpB1Grdr3h3ZgxYxgyZAjnzp0jJCTE4bkvvviCNm3aiMC2GubMmcOTTz7J448/Dki/uFi3bh1Lly7llVdeqfQYi8XCI488wltvvUVcXFyFXwQ8/PDDFa6xZMkS/v33X+6+++6b8joEQRBuFYVchs5Zhc658lYRdb1dqOtdvV9KNgpyp1FQo2qNbRaiY+GI1hhMJa0hzFb0Jot9EbkG5YJjD2cVfZsFYjBZ0ZulXsTFRos9+PVwLquyLe0rbLKYwVDxui1Dy8LgrCIjvxxMqXKOQ1oF81jncABS8/Q8/dU+QGoLoVJIFcHqkirhu6P9eaAkOC4wmPl0a4JD5XBplbBaKSfcx4UmwdIvoU0WK/+cyUapkKGUy1EppDFuWqmPs7NaIQJiQagBIrStBQwW6W95EdoKgiAItVGDBg0IDAwkNjbWHtrGxsYycOBAtmzZws6dO+nRo4d9f0xMjMP98q0Ili1bxtSpU8nIyKB379506dKlwvV+/vln3nrrLY4ePUpQUBCjRo3itddes1f5lnf48GGaNWtGWloavr6+ZGVl4ePjwwMPPMCKFSsAeOedd9i4cSPbtm1zmNOBAwfsoVzpDzLTpk3jzTffBKCoqIjRo0fzww8/4Onpyeuvv85TTz1V6XuUk5NDXFwcsbGxdO/eHYC6dete8eP006ZNY9GiRWzatIlmzZpVaI8gk8n49NNPWbt2LbGxsQQGBjJr1iyGDh1a6fn69euHr68vy5Yt4/XXX7fvLygo4IcffmD27NlkZmYybtw4/vrrL7Kzs4mMjGTKlCk89NBDl53rncJoNLJv3z5effVV+z65XE7Pnj35+++/qzzu7bffxs/PjzFjxhAXF3fFayxatAidTkfz5s1v2NwFQRDuNFqVgmAPpysPBEK9nHmme2S1xtb3d2PJqDb2INhotmK0WDGYLBgtVup6lQXQ7loVD7QJodhkodhYFgiXVgr7lWtzYSzXMsJmkx6X31doMDvcjzuZUeUc720aYA9tiwwW3ll3rMqx3er78FLvhoBUFT3916O4aZW4aJQo5TIUJZtMJiPCx4XOJa03rFYbaw6cRyGXoVGWhcFqhRyVUo63i9ohjM8sMJQE0ApUCpkIioU7nghta4HSSlu1QvTHEQRBEBzZbDbMhkpKOG4BpUZT7W+mY2Ji2Lp1q73KcOvWrUyePBmLxcLWrVvp0aMHxcXF7Nq1i9GjR1d6jl27djFmzBhmzpzJoEGD2LhxI9OmTXMYExcXx8iRI/noo4/o2rUriYmJ9qD00rEAjRs3xtvbmz///JOhQ4cSFxdnf1zqzz//tIfK5XXq1Il58+YxdepU4uPjAXB1Lft45ocffsj06dOZMmUKq1atYuzYsXTv3p0GDRpUOJerqyuurq6sWbOGDh06oNFc/he1NpuN559/nl9//ZW4uDjq1atX5dg33niD9957j/nz5/PVV18xfPhwDh06RHR0dIWxSqWSkSNHsmzZMl577TX7n+8PP/yAxWLhoYceoqCggNatW/Pyyy/j7u7OunXrGDFiBJGRkdXq2fpfl5GRgcViwd/fcX15f39/jh8/Xukx27ZtY8mSJRw4cOCy5/71118ZPnw4RUVFBAYG8vvvv+PjU3VPSoPBgKHc3w95eXnVfyGCIAjCNVMr5Q5h6+X4umkY0TGsWmPDfFxY/WwnjBarvRrYYLJitEj9hr1dyzIDF42SJ7tFoC+tIi53a7baqOdb9j0LMiloNlutmC02TBYrerOVAr0Jk8WGq6asArrAYGbfmewq59ijga89tDVbbXyxPanKse3DvXi9X1lV9Jjle7FYpZ4XMhkO1cFNQ3SM71nfPvbD3+KxWG32SmJ1SesJtUJOoM6JLlFl/z7uOpWJ1QYqhQylQo5SLkOpkKFSyHFRKwnQlf1ZmSxWlHIRGAu3BxHa1gJGqwhtBUEQhMqZDQY+GlV51eTN9vzyVai01fuBJCYmhvHjx2M2mykuLmb//v10794dk8nEwoULAfj7778xGAz2SttLzZ8/nz59+jB58mRA6vG5Y8cOh/6rb731Fq+88gqjRo0CICIigunTpzN58uRKQ1uZTEa3bt2IjY1l6NChxMbG8vjjj/P5559z/PhxIiMj2bFjh/2a5anVanQ6HTKZrNKWCffddx/PPvssAC+//DJz585l69atlYa2SqWSZcuW8eSTT7Jw4UJatWpF9+7dGT58eIV2BGazmUcffZT9+/ezbds2goODK32/Sg0bNownnngCgOnTp/P777+zYMECPv3000rHjx49mtmzZzuE1V988QVDhgxBp9Oh0+mYNGmSffz//vc/Nm3axPfffy9C22uQn5/PiBEjWLx48WUDWJD+Pzpw4AAZGRksXryYBx54gF27dlXZJ3fmzJm89dZbN2PagiAIQg1RKuQoFXKcrxAPuGqUDGgeVK1z6pxUfPhA5Z/cMJgtWMuKedEo5Tx/dxQFBhMFejNmqw2LVeo1bLHZqO9fFgbLZBDTwBezVQqCSyuOjWbpcfmwVDpH2aJ1NhvoTVb0JuniecVlVcQA2xMyMFlsVKZJsM4htP1oy8kKx5eq5+fK3Adb2B+P/XofaXkGVAqZVPGrlKMqCXlDPJ15o1zIvGDzSbKKjKgUcqnaWFZWdezprHII43/99wLZhUbkchlymTRWJpNagzirFfRpEmgfu+9MNgUGc8kc5CjlUoVyaTuMUC9n+9gioxmrDYdry2WI0Pk/QoS2tYBojyAIgiDUdj169KCwsJA9e/aQnZ1N/fr18fX1pXv37jz++OPo9XpiY2OJiIigTp06lZ7j2LFjDB482GFfx44dHULbgwcPsn37dmbMmGHfZ7FY0Ov1FBUV4ezszKW6d+/OokWLAKmq9t133+XEiRPExsaSlZWFyWSq9kJg5ZUPW0uD3YsXL1Y5fsiQIfTt25e4uDh27tzJhg0bmDVrFp9//jmPPfaYfdyECRPQaDTs3LnziiEfSO/RpY8vV9HZsGFDOnXqxNKlS+nRowcJCQnExcXx9ttvA9L7+e677/L9999z/vx5jEYjBoOh0vf2TuTj44NCoSAtzXGV87S0tErD/cTERJKSkujfv799n7Xkp2OlUkl8fLy9x7OLiwv16tWjXr16dOjQgaioKJYsWeLQiqG8V199lYkTJ9of5+XlERoaet2vURAEQbhzaJSOi9BpVQp6NfKvYrQjlULOxHsq/rK6Mgq5jJ/HdcFsKWspIbWXkCqEtZfM46luEQ7tJ+xtKMxWAnWORQX1/d0o0JuxWG2YrDbMFismixWTxYbOybGPsqGk3URlPYkvfS8OX8jlQo6+0tcToNM6hLa/HUnjdEZhpWM9nFUOoe33e85yNKXyT8c4qRR8/0zZ93Yz1x/nwNmcCuPkJT2PV43tZN8357d49p7JtreykMvKwl61Us6cB1qgVsoBKWQ+npJftoieUo5cVhYID2sTYn8/9p3JIimjqOS82APs0oC6a5SPfQHA0xmFpOXpS8Jl6drKcvfDfVzsc8gtNlFoMNvHykvOLS85v5NKgVz+3w6nRWhbC4j2CIIgCEJVlBoNzy9fVWPXrq569eoREhLC1q1byc7OtvdtDQoKIjQ0lB07drB161buuuuu65pTQUEBb731Fvfff3+F57RVVAX36NGD8ePHc/LkSY4ePUqXLl04fvw4sbGxZGdn06ZNm2sKJFUqxx8CZDKZPYyrilarpVevXvTq1Ys33niDJ554gmnTpjmEtr169eK7775j06ZNPPLII1c9r+oYM2YM//vf//jkk0/44osviIyMtP+ZzZ49m/nz5zNv3jyaNm2Ki4sL48ePx2g03pS51DZqtZrWrVuzefNmBg0aBEgh7ObNmxk3blyF8Q0bNuTQoUMO+15//XXy8/OZP3/+ZUNWq9Xq0P7gUhqN5oqtNgRBEAThdlJaSexyhX++yoecVzKtf+Nqj/1sRGt7+GswS+FuaaWwWiF3GDuqUxiFBgsmixWL1YbVZsNssWGx2XBRO8Zt3ev70ijIHautpCq5ZLzVasNZ4zi2np8rSoXMHiyXViibLFY0Ssc5WGyVVxtbbRWfKzRayNdXXnEMoCwXgB65kMe2y/REvr9V2Se9tp3M5I9jaVWObV3X0x7a/nYklV//rXrhvc9GtCaopM/0mv3nWbXvXJVj5w9vQURJm4/v95zl293J9mrj8r2WlXIZr9wbTT0/aWxs/EV+OZgihcVyGQo5KOVy/ndXPbxdb6/vm0RoWwtEe0UzvtV43NXuNT0VQRAE4TYjk8mq3aKgpsXExNiD0Jdeesm+v1u3bmzYsIHdu3czduzYKo+Pjo5m165dDvt27tzp8LhVq1bEx8dftsfrpZo2bYqnpyfvvPMOLVq0wNXVlR49evD++++TnZ1daT/bUmq1GovFUu1rXa1GjRqxZs0ah30DBgygf//+PPzwwygUCoYPH37Zc+zcuZORI0c6PG7ZsuVlj3nggQd44YUX+Pbbb/nyyy8ZO3as/WN227dvZ+DAgTz66KOAFByeOHGCRo2qt1L3nWDixImMGjWKNm3a0K5dO+bNm0dhYaF94bqRI0cSHBzMzJkz0Wq1NGnSxOH40oX3SvcXFhYyY8YMBgwYQGBgIBkZGXzyySecP3+eYcOG3dLXJgiCIAj/Zc5q5RVbT5TqFHnlTzyVGtI6pNpjn+wWUe2x7wxsgtUmBcVWK5itVqxWKbC1XhLaju0RyaiOYVJYbN+wh8Plq1Z7RvvRwN+tJLy2YLRI7SssVhs2pJCzVHSgGxZb2fNWG9KcSlpnqMsFzf7uWhoEuGG1SnMuDa9Lx6rKBeNKhQwntQJruTHWci9JUW6+pW06LNaqQuyy/ZkFRk6k5VcYY67i2JokQttawNfZF19n35qehiAIgiBcl5iYGJ577jlMJpO9ahOk9gTjxo3DaDRW2c8W4Pnnn6dz58588MEHDBw4kE2bNjm0RgCYOnUq/fr1o06dOgwdOhS5XM7Bgwc5fPgw77zzTqXnLe1r+80339h7tTZr1gyDwcDmzZsdPl5+qbCwMAoKCti8eTPNmzfH2dn5mqpyMzMzGTZsGKNHj6ZZs2a4ubmxd+9eZs2axcCBAyuMHzx4MF999RUjRoxAqVQydGjVfY1/+OEH2rRpQ5cuXfjmm2/YvXs3S5Ysuex8XF1defDBB3n11VfJy8tzqPSNiopi1apV7NixA09PT+bMmUNaWpoIbct58MEHSU9PZ+rUqaSmptKiRQs2btxoX5wsOTkZuVx+hbOUUSgUHD9+nOXLl5ORkYG3tzdt27YlLi6Oxo2rXz0kCIIgCMJ/i1wuQ46sXLinqHKsj6sGXKt82kHrul60rlu9sfc0DuCexhV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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Evaluate Performance\n", + "def plot_history(histories, labels):\n", + " plt.figure(figsize=(14, 5))\n", + " plt.subplot(1, 2, 1)\n", + " for i, history in enumerate(histories):\n", + " plt.plot(history.history['accuracy'], '--', alpha=0.8, label=f'{labels[i]} Train')\n", + " plt.plot(history.history['val_accuracy'], '-', label=f'{labels[i]} Val')\n", + " plt.title('Model Accuracy')\n", + " plt.ylabel('Accuracy')\n", + " plt.xlabel('Epoch')\n", + " plt.legend()\n", + " \n", + " plt.subplot(1, 2, 2)\n", + " for i, history in enumerate(histories):\n", + " plt.plot(history.history['loss'], '--', alpha=0.8, label=f'{labels[i]} Train')\n", + " plt.plot(history.history['val_loss'], '-', label=f'{labels[i]} Val')\n", + " plt.title('Model Loss')\n", + " plt.ylabel('Loss')\n", + " plt.xlabel('Epoch')\n", + " plt.legend()\n", + " plt.tight_layout()\n", + " plt.show()\n", + " \n", + "plot_history([history1, history2, history3], ['Compact', 'Regularized', 'Wide with Skip'])" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1563/1563\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 2ms/step\n", + "\u001b[1m1563/1563\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 2ms/step\n", + "\u001b[1m1563/1563\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 2ms/step\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_roc(models, labels):\n", + " plt.figure(figsize=(8, 6))\n", + " for i, model in enumerate(models):\n", + " y_pred = model.predict(X_Test).ravel()\n", + " fpr, tpr, _ = roc_curve(y_Test, y_pred)\n", + " roc_auc = auc(fpr, tpr)\n", + " plt.plot(fpr, tpr, lw=2, label=f'{labels[i]} (AUC = {roc_auc:.3f})')\n", + " plt.plot([0, 1], [0, 1], 'k--', lw=2)\n", + " plt.xlim([0.0, 1.0])\n", + " plt.ylim([0.0, 1.05])\n", + " plt.xlabel('False Positive Rate')\n", + " plt.ylabel('True Positive Rate')\n", + " plt.title('ROC Curve Comparison')\n", + " plt.legend(loc=\"lower right\")\n", + " plt.show()\n", + "\n", + "plot_roc([model1, model2, model3], ['Compact', 'Regularized', 'Wide with Skip'])" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+---------+-----------------+--------+----------+\n", + "| Model | Test Accuracy | Loss | Layers |\n", + "+=========+=================+========+==========+\n", + "| Model 1 | 79.94% | 0.4315 | 4 |\n", + "+---------+-----------------+--------+----------+\n", + "| Model 2 | 79.86% | 0.4337 | 6 |\n", + "+---------+-----------------+--------+----------+\n", + "| Model 3 | 80.06% | 0.4316 | 8 |\n", + "+---------+-----------------+--------+----------+\n" + ] + } + ], + "source": [ + "# metrics table\n", + "results = []\n", + "for i, model in enumerate([model1, model2, model3]):\n", + " loss, acc = model.evaluate(X_Test, y_Test, verbose=0)\n", + " results.append([\n", + " f\"Model {i+1}\",\n", + " f\"{acc*100:.2f}%\",\n", + " f\"{loss:.4f}\",\n", + " len(model.layers)\n", + " ])\n", + "\n", + "print(tabulate(results, \n", + " headers=['Model', 'Test Accuracy', 'Loss', 'Layers'],\n", + " tablefmt='grid'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 4\n", + "\n", + "Repeat exercise 4 from Lab 8, adding your best performing DNN as one of the models. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/cterrones/.local/lib/python3.10/site-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 11ms/step - accuracy: 0.7220 - loss: 0.5415 - val_accuracy: 0.7984 - val_loss: 0.4446\n", + "Epoch 2/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - accuracy: 0.7943 - loss: 0.4456 - val_accuracy: 0.7982 - val_loss: 0.4387\n", + "Epoch 3/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - accuracy: 0.7975 - loss: 0.4398 - val_accuracy: 0.7991 - val_loss: 0.4366\n", + "Epoch 4/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.7989 - loss: 0.4376 - val_accuracy: 0.8000 - val_loss: 0.4345\n", + "Epoch 5/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.7992 - loss: 0.4360 - val_accuracy: 0.7986 - val_loss: 0.4362\n", + "Epoch 6/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.7997 - loss: 0.4345 - val_accuracy: 0.8003 - val_loss: 0.4333\n", + "Epoch 7/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8000 - loss: 0.4342 - val_accuracy: 0.8005 - val_loss: 0.4325\n", + "Epoch 8/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8006 - loss: 0.4333 - val_accuracy: 0.8025 - val_loss: 0.4307\n", + "Epoch 9/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 6ms/step - accuracy: 0.8009 - loss: 0.4329 - val_accuracy: 0.8009 - val_loss: 0.4323\n", + "Epoch 10/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8016 - loss: 0.4317 - val_accuracy: 0.8039 - val_loss: 0.4296\n", + "Epoch 11/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8020 - loss: 0.4318 - val_accuracy: 0.8023 - val_loss: 0.4307\n", + "Epoch 12/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8014 - loss: 0.4314 - val_accuracy: 0.8025 - val_loss: 0.4306\n", + "Epoch 13/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 6ms/step - accuracy: 0.8015 - loss: 0.4312 - val_accuracy: 0.8029 - val_loss: 0.4300\n", + "Epoch 14/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 6ms/step - accuracy: 0.8019 - loss: 0.4309 - val_accuracy: 0.8028 - val_loss: 0.4306\n", + "Epoch 15/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 6ms/step - accuracy: 0.8019 - loss: 0.4309 - val_accuracy: 0.8045 - val_loss: 0.4287\n", + "Epoch 16/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8020 - loss: 0.4303 - val_accuracy: 0.8036 - val_loss: 0.4292\n", + "Epoch 17/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8025 - loss: 0.4303 - val_accuracy: 0.8036 - val_loss: 0.4293\n", + "Epoch 18/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8019 - loss: 0.4299 - val_accuracy: 0.8041 - val_loss: 0.4287\n", + "Epoch 19/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8027 - loss: 0.4300 - val_accuracy: 0.8034 - val_loss: 0.4293\n", + "Epoch 20/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8029 - loss: 0.4293 - val_accuracy: 0.8041 - val_loss: 0.4282\n", + "Epoch 21/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 6ms/step - accuracy: 0.8031 - loss: 0.4290 - val_accuracy: 0.8040 - val_loss: 0.4288\n", + "Epoch 22/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8024 - loss: 0.4294 - val_accuracy: 0.8046 - val_loss: 0.4281\n", + "Epoch 23/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 6ms/step - accuracy: 0.8036 - loss: 0.4290 - val_accuracy: 0.8043 - val_loss: 0.4283\n", + "Epoch 24/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 6ms/step - accuracy: 0.8035 - loss: 0.4286 - val_accuracy: 0.8044 - val_loss: 0.4281\n", + "Epoch 25/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8033 - loss: 0.4286 - val_accuracy: 0.8050 - val_loss: 0.4275\n", + "Epoch 26/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8035 - loss: 0.4287 - val_accuracy: 0.8042 - val_loss: 0.4291\n", + "Epoch 27/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8035 - loss: 0.4285 - val_accuracy: 0.8047 - val_loss: 0.4283\n", + "Epoch 28/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 6ms/step - accuracy: 0.8025 - loss: 0.4282 - val_accuracy: 0.8051 - val_loss: 0.4273\n", + "Epoch 29/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8032 - loss: 0.4281 - val_accuracy: 0.8057 - val_loss: 0.4278\n", + "Epoch 30/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8035 - loss: 0.4283 - val_accuracy: 0.8053 - val_loss: 0.4279\n" + ] + } + ], + "source": [ + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, BatchNormalization, Dropout\n", + "from tensorflow.keras.optimizers import Adam\n", + "from tensorflow.keras.callbacks import EarlyStopping\n", + "\n", + "# Define train - new DNN model\n", + "def create_and_train_dnn(X_train, y_train):\n", + " model = Sequential([\n", + " Dense(64, input_dim=X_train.shape[1], activation='relu'),\n", + " BatchNormalization(),\n", + " Dropout(0.2),\n", + " Dense(32, activation='relu'),\n", + " Dense(1, activation='sigmoid')\n", + " ])\n", + " \n", + " model.compile(optimizer=Adam(learning_rate=0.001),\n", + " loss='binary_crossentropy',\n", + " metrics=['accuracy'])\n", + " \n", + " early_stop = EarlyStopping(monitor='val_loss', patience=5, restore_best_weights=True)\n", + " \n", + " history = model.fit(\n", + " X_train, y_train,\n", + " validation_split=0.2,\n", + " epochs=30,\n", + " batch_size=1024,\n", + " callbacks=[early_stop],\n", + " verbose=1\n", + " )\n", + " \n", + " return model\n", + "\n", + "# Create and train the DNN\n", + "dnn_model = create_and_train_dnn(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train shape: (400000, 18)\n", + "y_train values: (array([0., 1.]), array([216492, 183508]))\n" + ] + } + ], + "source": [ + "print(\"X_train shape:\", X_train.shape)\n", + "print(\"y_train values:\", np.unique(y_train, return_counts=True))" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import roc_curve, auc\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, BatchNormalization, Dropout\n", + "from tensorflow.keras.optimizers import Adam\n", + "from tensorflow.keras.callbacks import EarlyStopping\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n", + "\n", + "# load/prepare data\n", + "filename = \"../Lab.7/SUSY-small.csv\"\n", + "VarNames = [\"signal\", \"l_1_pT\", \"l_1_eta\", \"l_1_phi\", \"l_2_pT\", \"l_2_eta\", \"l_2_phi\", \n", + " \"MET\", \"MET_phi\", \"MET_rel\", \"axial_MET\", \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \n", + " \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos_theta_r1\"]\n", + "\n", + "df = pd.read_csv(filename, names=VarNames)\n", + "X = df[VarNames[1:]]\n", + "y = df[\"signal\"]\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/cterrones/.local/lib/python3.10/site-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 11ms/step - accuracy: 0.7260 - loss: 0.5284 - val_accuracy: 0.7990 - val_loss: 0.4463\n", + "Epoch 2/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 9ms/step - accuracy: 0.7946 - loss: 0.4454 - val_accuracy: 0.8010 - val_loss: 0.4356\n", + "Epoch 3/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 8ms/step - accuracy: 0.7977 - loss: 0.4394 - val_accuracy: 0.8015 - val_loss: 0.4339\n", + "Epoch 4/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.7992 - loss: 0.4366 - val_accuracy: 0.8016 - val_loss: 0.4329\n", + "Epoch 5/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8001 - loss: 0.4351 - val_accuracy: 0.8020 - val_loss: 0.4321\n", + "Epoch 6/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8013 - loss: 0.4337 - val_accuracy: 0.8024 - val_loss: 0.4324\n", + "Epoch 7/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8010 - loss: 0.4330 - val_accuracy: 0.8026 - val_loss: 0.4317\n", + "Epoch 8/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.8003 - loss: 0.4328 - val_accuracy: 0.8029 - val_loss: 0.4313\n", + "Epoch 9/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8018 - loss: 0.4324 - val_accuracy: 0.8023 - val_loss: 0.4312\n", + "Epoch 10/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.8014 - loss: 0.4318 - val_accuracy: 0.8038 - val_loss: 0.4300\n", + "Epoch 11/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8019 - loss: 0.4314 - val_accuracy: 0.8023 - val_loss: 0.4320\n", + "Epoch 12/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8021 - loss: 0.4313 - val_accuracy: 0.8034 - val_loss: 0.4300\n", + "Epoch 13/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.8015 - loss: 0.4311 - val_accuracy: 0.8035 - val_loss: 0.4295\n", + "Epoch 14/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8021 - loss: 0.4309 - val_accuracy: 0.8018 - val_loss: 0.4309\n", + "Epoch 15/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8025 - loss: 0.4304 - val_accuracy: 0.8034 - val_loss: 0.4293\n", + "Epoch 16/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8024 - loss: 0.4303 - val_accuracy: 0.8026 - val_loss: 0.4305\n", + "Epoch 17/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8024 - loss: 0.4301 - val_accuracy: 0.8027 - val_loss: 0.4301\n", + "Epoch 18/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8026 - loss: 0.4304 - val_accuracy: 0.8032 - val_loss: 0.4293\n", + "Epoch 19/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8026 - loss: 0.4300 - val_accuracy: 0.8033 - val_loss: 0.4300\n", + "Epoch 20/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8025 - loss: 0.4297 - val_accuracy: 0.8040 - val_loss: 0.4291\n", + "Epoch 21/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 8ms/step - accuracy: 0.8027 - loss: 0.4293 - val_accuracy: 0.8044 - val_loss: 0.4286\n", + "Epoch 22/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8028 - loss: 0.4294 - val_accuracy: 0.8039 - val_loss: 0.4292\n", + "Epoch 23/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8024 - loss: 0.4291 - val_accuracy: 0.8045 - val_loss: 0.4285\n", + "Epoch 24/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8028 - loss: 0.4292 - val_accuracy: 0.8040 - val_loss: 0.4288\n", + "Epoch 25/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8029 - loss: 0.4288 - val_accuracy: 0.8044 - val_loss: 0.4288\n", + "Epoch 26/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8026 - loss: 0.4286 - val_accuracy: 0.8045 - val_loss: 0.4283\n", + "Epoch 27/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8030 - loss: 0.4290 - val_accuracy: 0.8051 - val_loss: 0.4277\n", + "Epoch 28/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8033 - loss: 0.4283 - val_accuracy: 0.8051 - val_loss: 0.4280\n", + "Epoch 29/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8032 - loss: 0.4284 - val_accuracy: 0.8048 - val_loss: 0.4277\n", + "Epoch 30/30\n", + "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - accuracy: 0.8033 - loss: 0.4284 - val_accuracy: 0.8042 - val_loss: 0.4283\n" + ] + } + ], + "source": [ + "# define and train DNN model.\n", + "def create_and_train_dnn(X_train, y_train):\n", + " model = Sequential([\n", + " Dense(64, input_dim=X_train.shape[1], activation='relu'),\n", + " BatchNormalization(),\n", + " Dropout(0.2),\n", + " Dense(32, activation='relu'),\n", + " Dense(1, activation='sigmoid')\n", + " ])\n", + " \n", + " model.compile(optimizer=Adam(learning_rate=0.001),\n", + " loss='binary_crossentropy',\n", + " metrics=['accuracy'])\n", + " \n", + " early_stop = EarlyStopping(monitor='val_loss', patience=5, restore_best_weights=True)\n", + " \n", + " history = model.fit(\n", + " X_train, y_train,\n", + " validation_split=0.2,\n", + " epochs=30,\n", + " batch_size=1024,\n", + " callbacks=[early_stop],\n", + " verbose=1\n", + " ) \n", + " return model\n", + " \n", + "dnn_model = create_and_train_dnn(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "# ROC comparison function\n", + "def compare_classifiers(X_train, y_train, X_test, y_test, dnn_model):\n", + " classifiers = [\n", + " LogisticRegression(max_iter=1000),\n", + " RandomForestClassifier(n_estimators=50),\n", + " GradientBoostingClassifier(n_estimators=50),\n", + " dnn_model\n", + " ]\n", + " \n", + " names = [\"Logistic Regression\", \"Random Forest\", \"Gradient Boosting\", \"DNN\"]\n", + " \n", + " plt.figure(figsize=(10, 8))\n", + " for clf, name in zip(classifiers, names):\n", + " if name == \"DNN\":\n", + " y_score = clf.predict(X_test).ravel()\n", + " else:\n", + " clf.fit(X_train, y_train)\n", + " y_score = clf.predict_proba(X_test)[:,1]\n", + " \n", + " fpr, tpr, _ = roc_curve(y_test, y_score)\n", + " roc_auc = auc(fpr, tpr)\n", + " plt.plot(fpr, tpr, lw=2, label=f'{name} (AUC={roc_auc:.3f})')\n", + " \n", + " plt.plot([0, 1], [0, 1], 'k--', lw=2)\n", + " plt.xlim([0.0, 1.0])\n", + " plt.ylim([0.0, 1.05])\n", + " plt.xlabel('False Positive Rate')\n", + " plt.ylabel('True Positive Rate')\n", + " plt.title('Classifier Comparison (Including DNN)')\n", + " plt.legend(loc=\"lower right\")\n", + " plt.grid(True)\n", + " plt.show() " + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "# significance calculation Function\n", + "def compute_max_significance(X_test, y_test, models, model_names, scenarios):\n", + " results = {}\n", + " \n", + " for model, name in zip(models, model_names):\n", + " if name == \"DNN\":\n", + " y_score = model.predict(X_test).ravel()\n", + " else:\n", + " y_score = model.predict_proba(X_test)[:,1]\n", + " \n", + " sorted_idx = np.argsort(y_score)[::-1]\n", + " y_score_sorted = y_score[sorted_idx]\n", + " y_true_sorted = y_test.values[sorted_idx]\n", + " \n", + " tp = np.cumsum(y_true_sorted)\n", + " fp = np.cumsum(1 - y_true_sorted)\n", + " \n", + " scenario_results = {}\n", + " for N_S, N_B in scenarios:\n", + " S_prime = (tp / len(y_test)) * N_S\n", + " B_prime = (fp / len(y_test)) * N_B\n", + " sigma_S = S_prime / np.sqrt(S_prime + B_prime + 1e-10)\n", + "\n", + " \n", + " max_idx = np.argmax(sigma_S)\n", + " scenario_results[(N_S, N_B)] = {\n", + " 'max_sigma': sigma_S[max_idx],\n", + " 'threshold': y_score_sorted[max_idx],\n", + " 'efficiency_S': tp[max_idx] / sum(y_test == 1),\n", + " 'efficiency_B': fp[max_idx] / sum(y_test == 0)\n", + " }\n", + " \n", + " results[name] = scenario_results\n", + " \n", + " return results " + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize models for significance calculation\n", + "models = [\n", + " GradientBoostingClassifier(n_estimators=50).fit(X_train, y_train),\n", + " dnn_model\n", + "]\n", + "model_names = [\"GradientBoosting\", \"DNN\"]\n", + "\n", + "scenarios = [\n", + " (10, 100),\n", + " (100, 1000),\n", + " (1000, 10000),\n", + " (10000, 100000)\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- ROC Curve Comparison ---\n", + "\u001b[1m3125/3125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 833us/step\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(\"--- ROC Curve Comparison ---\")\n", + "compare_classifiers(X_train, y_train, X_test, y_test, dnn_model)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Significance Calculation --- \n", + "\u001b[1m3125/3125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 865us/step\n" + ] + } + ], + "source": [ + "print(\"--- Significance Calculation --- \")\n", + "significance_results = compute_max_significance(X_test, y_test, models, model_names, scenarios)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Scenario (S,B) Model σS_max Threshold ϵ_Signal ϵ_Background \n", + "( 10, 100) GradientBoosting 1.148 0.805 0.432 0.018\n", + "( 10, 100) DNN 1.204 0.819 0.455 0.017\n", + "( 100, 1000) GradientBoosting 3.631 0.805 0.432 0.018\n", + "( 100, 1000) DNN 3.806 0.819 0.455 0.017\n", + "( 1000, 10000) GradientBoosting 11.483 0.805 0.432 0.018\n", + "( 1000, 10000) DNN 12.036 0.819 0.455 0.017\n", + "(10000,100000) GradientBoosting 36.311 0.805 0.432 0.018\n", + "(10000,100000) DNN 38.062 0.819 0.455 0.017\n" + ] + } + ], + "source": [ + "# results\n", + "print(\"\\n{:<15} {:<15} {:<10} {:<15} {:<15} {:<15}\".format(\n", + " \"Scenario (S,B)\", \"Model\", \"σS_max\", \"Threshold\", \"ϵ_Signal\", \"ϵ_Background\"))\n", + "for scenario in scenarios:\n", + " for model in model_names:\n", + " res = significance_results[model][scenario]\n", + " print(f\"({scenario[0]:5},{scenario[1]:6}) {model:15} {res['max_sigma']:10.3f} \"\n", + " f\"{res['threshold']:15.3f} {res['efficiency_S']:15.3f} {res['efficiency_B']:15.3f}\")" + ] + } + ], + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 184194403af4a7c8a14ceee8f347a33bd0623012 Mon Sep 17 00:00:00 2001 From: clarissa <147277375+ClarissaTerrones@users.noreply.github.com> Date: Thu, 24 Apr 2025 20:31:11 -0500 Subject: [PATCH 22/22] Delete Labs/Kaggle Tabular Data.ipynb --- Labs/Kaggle Tabular Data.ipynb | 146 --------------------------------- 1 file changed, 146 deletions(-) delete mode 100644 Labs/Kaggle Tabular Data.ipynb diff --git a/Labs/Kaggle Tabular Data.ipynb b/Labs/Kaggle Tabular Data.ipynb deleted file mode 100644 index d7562fc68..000000000 --- a/Labs/Kaggle Tabular Data.ipynb +++ /dev/null @@ -1,146 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "e64a1b88", - "metadata": {}, - "source": [ - "# Tabular Kaggle Project\n", - "\n", - "Guideline for steps for the Kaggle Tabular Project. You will \"turn in\" a GitHub repository, modeled after [Project Template](https://github.com/UTA-DataScience/ProjectTempate) on the day of the final, Friday, May 2 at 11 – 1:30 pm. During the final period we will have about 5 minutes to go over your project and your results.\n", - "\n", - "You can find a list of possible Tabular datasets here on [Excel File in Teams](https://mavsuta.sharepoint.com/:x:/r/teams/Course_2252_data_3402_001-NLyiqHJ5btv8Y/Shared%20Documents/General/Kaggle%20Tabular%20Datasets.xlsx?d=w34cdd3378d1146a2ab63700189a8c5b5&csf=1&web=1&e=6ASD5s). You are not limited to these datasets. If you find a Kaggle challenge not listed that you would like to attempt, please go check with Dr. Farbin to make sure it is viable.\n", - "\n", - "This notebook outlines the steps you should follow. The file(s) in the GitHub repository should contain these steps. Note that you will be only considering classification projects.\n", - "\n", - "## Define Project\n", - "\n", - "* Provide Project link.\n", - "* Short paragraph describing the challenge. \n", - "* Briefly describe the data.\n" - ] - }, - { - "cell_type": "markdown", - "id": "a65cd3e3", - "metadata": {}, - "source": [ - "## Data Loading and Initial Look\n", - "\n", - "* Load the data. \n", - "* Count the number of rows (data points) and features.\n", - "* Any missing values? \n", - "* Make a table, where each row is a feature or collection of features:\n", - " * Is the feature categorical or numerical\n", - " * What values? \n", - " * e.g. for categorical: \"0,1,2\"\n", - " * e.g. for numerical specify the range\n", - " * How many missing values\n", - " * Do you see any outliers?\n", - " * Define outlier.\n", - "* For classification is there class imbalance?\n", - "* What is the target:\n", - " * Classification: how is the target encoded (e.g. 0 and 1)?\n", - " * Regression: what is the range?" - ] - }, - { - "cell_type": "markdown", - "id": "27c59841", - "metadata": {}, - "source": [ - "## Data Visualization\n", - "\n", - "* For classification: compare histogram every feature between the classes. Lots of examples of this in class.\n", - "* For regression: \n", - " * Define 2 or more class based on value of the regression target.\n", - " * For example: if regression target is between 0 and 1:\n", - " * 0.0-0.25: Class 1\n", - " * 0.25-0.5: Class 2\n", - " * 0.5-0.75: Class 3\n", - " * 0.75-1.0: Class 4\n", - " * Compare histograms of the features between the classes.\n", - " \n", - "* Note that for categorical features, often times the information in the histogram could be better presented in a table. \n", - "* Make comments on what features look most promising for ML task." - ] - }, - { - "cell_type": "markdown", - "id": "ba73f3b0", - "metadata": {}, - "source": [ - "## Data Cleaning and Preperation for Machine Learning\n", - "\n", - "* Perform any data cleaning. Be clear what are you doing, for what feature. \n", - "* Determinine if rescaling is important for your Machine Learning model.\n", - " * If so select strategy for each feature.\n", - " * Apply rescaling.\n", - "* Visualize the features before and after cleaning and rescaling.\n", - "* One-hot encode your categorical features." - ] - }, - { - "cell_type": "markdown", - "id": "39c8d295", - "metadata": {}, - "source": [ - "## Machine Learning\n", - "\n", - "\n", - "### Problem Formulation\n", - "\n", - "* Remove unneed columns, for example:\n", - " * duplicated\n", - " * categorical features that were turned into one-hot.\n", - " * features that identify specific rows, like ID number.\n", - " * make sure your target is properly encoded also.\n", - "* Split training sample into train, validation, and test sub-samples.\n", - "\n", - "### Train ML Algorithm\n", - "\n", - "* You only need one algorithm to work. You can do more if you like.\n", - "* For now, focus on making it work, rather than best result.\n", - "* Try to get a non-trivial result.\n", - "\n", - "### Evaluate Performance on Validation Sample\n", - "\n", - "* Compute the usual metric for your ML task.\n", - "* Compute the score for the kaggle challenge.\n", - "\n", - "### Apply ML to the challenge test set\n", - "\n", - "* Once trained, apply the ML algorithm the the test dataset and generate the submission file.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "12b0e44d", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -}