{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hetF_D-MkzDt"
   },
   "source": [
    "# Lab 03 - Bài tập"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PhucLam_Lab02_TKMT\n",
    "***TH02_28/08/2024\n",
    "Tìm hiểu thư viện numpy và vẽ hình matplotib, vẽ đồ thị\n",
    "mở cmd và cài đặt thư viện numpy\n",
    "pip install numpy***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Cài đặt thư viện numpy*\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: numpy in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (1.24.4)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install numpy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## NUMPY\n",
    "\n",
    "Bạn hãy phát sinh ngẫu nhiên mảng ndarray có tên `arr` gồm 100 phần tử số nguyên có giá trị từ 0..1000. Thực hiện các thao tác sau:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.24.4\n",
      "Mảng ngẫu nhiên arr =\n",
      " [765 515 280 519 408 178 622 717 901 704 850   3  51 131 729 305 715  77\n",
      " 370 823 109 291 773 353 575 470 931 374 631 529 388 823 126 472  32 641\n",
      " 944 622  65 789 451 337  37 221 827 450 731 211 568 726 967 969 673 238\n",
      " 266 215 279 104 211  90 331 422  27 511 212 511 320 280 538 238 975 124\n",
      " 776   8  31 195 740 889 124 273 357 996 824 241 803 553 571 677 247 909\n",
      " 176 803 842 417 614 212 479   9 261 783]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from numpy import random\n",
    "print(np.__version__)\n",
    "\n",
    "# Phát sinh ngẫu nhiên mảng arr gồm 100 phần tử số nguyên có giá trị từ 0 đến 1000\n",
    "arr = np.random.randint(0, 1001, 100)\n",
    "print(\"Mảng ngẫu nhiên arr =\\n\",arr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Hiển thị các phần tử thỏa yêu cầu dưới đây\n",
    "\n",
    "- 10 phần tử đầu tiên\n",
    "- 5 phần tử cuối cùng\n",
    "- Các phần tử thỏa mãn điều kiện chia hết cho 5 và lớn hơn 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 phần tử đầu tiên: [765 515 280 519 408 178 622 717 901 704]\n",
      "5 phần tử cuối cùng: [212 479   9 261 783]\n",
      "Các phần tử chia hết cho 5 và lớn hơn 100: [765 515 280 850 305 715 370 575 470 450 215 320 280 975 195 740]\n"
     ]
    }
   ],
   "source": [
    "#Câu 1\n",
    "# 1. Hiển thị 10 phần tử đầu tiên\n",
    "print(\"10 phần tử đầu tiên:\", arr[:10])\n",
    "\n",
    "# 2. Hiển thị 5 phần tử cuối cùng\n",
    "print(\"5 phần tử cuối cùng:\", arr[-5:])\n",
    "\n",
    "# 3. Hiển thị các phần tử thỏa mãn điều kiện chia hết cho 5 và lớn hơn 100\n",
    "result = arr[(arr % 5 == 0) & (arr > 100)]\n",
    "print(\"Các phần tử chia hết cho 5 và lớn hơn 100:\", result)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Cho biết mảng trên có bao nhiêu phần tử có giá trị nhỏ hơn 100. Hiển thị các phần tử đó"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Có 11 phần tử có giá trị nhỏ hơn 100:\n",
      "[3, 51, 77, 32, 65, 37, 90, 27, 8, 31, 9]\n"
     ]
    }
   ],
   "source": [
    "#Câu 2\n",
    "count21 = 0\n",
    "result21 = []\n",
    "for i in arr:\n",
    "    if i < 100:\n",
    "        count21+=1\n",
    "        result21.append(i)\n",
    "\n",
    "print(\"Có %d phần tử có giá trị nhỏ hơn 100:\" %count21)\n",
    "print(result21)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Có 11 phần tử có giá trị nhỏ hơn 100:\n",
      "[ 3 51 77 32 65 37 90 27  8 31  9]\n"
     ]
    }
   ],
   "source": [
    "#Câu 2 cách khác:\n",
    "# Đếm số phần tử có giá trị nhỏ hơn 100\n",
    "count22 = np.sum(arr < 100)\n",
    "\n",
    "# Lấy các phần tử có giá trị nhỏ hơn 100\n",
    "result22 = arr[arr < 100]\n",
    "\n",
    "print(\"Có %d phần tử có giá trị nhỏ hơn 100:\" % count22)\n",
    "print(result22)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Thực hiện thống kê:\n",
    "\n",
    "- Tính tổng mảng\n",
    "- Tìm giá trị trung bình\n",
    "- Tìm giá trị trung vị\n",
    "- Tìm Q1, Q2, Q3\n",
    "- Tìm phân vị 20 (percentile 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- Tổng: 46471\n",
      "- Trung bình: 464.71\n",
      "- Trung vị: 450.5\n",
      "- Tứ phân vị [Q1, Q2, Q3]: [219.5  450.5  726.75]\n",
      "- Phân vị 20: 207.8\n"
     ]
    }
   ],
   "source": [
    "#Tính tổng mảng\n",
    "print(f'- Tổng: {arr.sum()}')\n",
    "\n",
    "#Tìm giá trị trung bình\n",
    "print('- Trung bình:', arr.mean())\n",
    "\n",
    "#Tìm giá trị trung vị\n",
    "print('- Trung vị:', np.median(arr))\n",
    "\n",
    "#Tìm Q1, Q2, Q3\n",
    "print('- Tứ phân vị [Q1, Q2, Q3]:', np.quantile(arr, [0.25, 0.5, 0.75]))\n",
    "\n",
    "#Tìm phân vị 20 (percentile 20)\n",
    "print('- Phân vị 20:', np.percentile(arr, 20))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Thực hiện việc chọn ngẫu nhiên (không thay thế) 10 phần tử từ mảng trên 5 lần. Hiển thị kết quả lựa chọn mỗi lần"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lần chọn ngẫu nhiên 1: [729 575 909 422 803 641 353 195 673 124]\n",
      "Lần chọn ngẫu nhiên 2: [901 529 803 273 241 789 519 176 631 889]\n",
      "Lần chọn ngẫu nhiên 3: [773 889 126 370 776 305 451 631 641 765]\n",
      "Lần chọn ngẫu nhiên 4: [511 511 176 996  90 850 773 827 944 842]\n",
      "Lần chọn ngẫu nhiên 5: [388 109 320 221 553 195 568 211 212 511]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "# Chọn ngẫu nhiên 10 phần tử không hoàn lại từ mảng arr 5 lần\n",
    "for i in range(5):\n",
    "    selected = np.random.choice(arr, size=10, replace=False)\n",
    "    print(f'Lần chọn ngẫu nhiên {i+1}: {selected}')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Tìm phần tử xuất hiện nhiều nhất trong mảng"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Phần tử xuất hiện nhiều nhất trong mảng là: 124\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "# Tìm phần tử xuất hiện nhiều nhất\n",
    "unique, counts = np.unique(arr, return_counts=True)\n",
    "most_frequent_element = unique[np.argmax(counts)]\n",
    "\n",
    "print(f'Phần tử xuất hiện nhiều nhất trong mảng là: {most_frequent_element}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HddczrmAlC7W"
   },
   "source": [
    "## MATPLOTLIB"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cài đặt thư viện MATPLOTLIB\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: matplotlib in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (3.7.5)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib) (1.1.1)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib) (4.53.1)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib) (1.4.5)\n",
      "Requirement already satisfied: numpy<2,>=1.20 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib) (1.24.4)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib) (24.1)\n",
      "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib) (10.4.0)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib) (3.1.4)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib) (2.9.0.post0)\n",
      "Requirement already satisfied: importlib-resources>=3.2.0 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib) (6.4.0)\n",
      "Requirement already satisfied: zipp>=3.1.0 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from importlib-resources>=3.2.0->matplotlib) (3.17.0)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Viết mã để vẽ các đồ thị sau:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Câu 1: Đồ thị đường thẳng"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Your code here\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Thiết lập tiêu đề và nhãn cho các trục\n",
    "plt.title('Sample graph!')\n",
    "plt.xlabel('x - axis')\n",
    "plt.ylabel('y - axis')\n",
    "\n",
    "\n",
    "# x-axis values \n",
    "x = [1, 2, 3] \n",
    "\n",
    "# Y-axis values \n",
    "y = [2, 4, 1] \n",
    "\n",
    "# Function to plot \n",
    "plt.plot(x, y) \n",
    "\n",
    "# Hiển thị đồ thị\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Câu 2: Vẽ hai đường thẳng"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Your code here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Câu 2: Vẽ hai đường thẳng\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# Thiết lập tiêu đề và nhãn cho các trục\n",
    "plt.title('Đồ thị hai đường thẳng')\n",
    "plt.xlabel('x - axis')\n",
    "plt.ylabel('y - axis')\n",
    "\n",
    "\n",
    "# x-axis values and y-axis value for line 1 red\n",
    "xLine1 = [10, 20, 30] \n",
    "yLine1 = [20, 40, 10] \n",
    "\n",
    "# x-axis values and y-axis value for line 2 blue\n",
    "xLine2 = [10, 20, 30] \n",
    "yLine2 = [40, 10, 30] \n",
    "\n",
    "# Function to plot \n",
    "plt.plot(xLine1, yLine1, label='line 1', color='red') \n",
    "plt.plot(xLine2, yLine2, label='line 2', color='blue') \n",
    "\n",
    "\n",
    "# Hiển thị đồ thị\n",
    "plt.legend()  # Hiển thị chú thích\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Câu 3: Sử dụng marker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Your code here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "#Câu 3: Sử dụng marker\n",
    "\n",
    "# Thiết lập tiêu đề và nhãn cho các trục\n",
    "plt.title('Sử dụng marker')\n",
    "plt.xlabel('x - axis')\n",
    "plt.ylabel('y - axis')\n",
    "\n",
    "# x-axis values \n",
    "x = [1, 4, 5, 6, 7] \n",
    "# Y-axis values \n",
    "y = [2, 6, 3, 6, 3] \n",
    "\n",
    "\n",
    "# Function to plot \n",
    "plt.plot(x, y, marker='o', mfc='orange', mec='red') # mec: marker edge color # mfc: marker face color\n",
    "\n",
    "# Hiển thị đồ thị\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Câu 4: Định dạng đường thẳng\n",
    "\n",
    "Phát sinh x là các điểm dữ liệu từ $[0, \\pi]$. Bạn hãy vẽ đồ thị $y = sin(x)$ và $y = cos(x)$ như dưới đây.\n",
    "Gợi ý: sử dụng hằng số pi và hàm sau:\n",
    "- `np.pi` : số $\\pi$\n",
    "- `np.linspace()`\n",
    "- `np.sin()`\n",
    "- `np.cos()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Your code here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Câu 4: Định dạng đường thẳng\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#Tạo mảng dữ liệu x từ 0 đến 6 với 1000 điểm dữ liệu\n",
    "x = np.linspace(0, 6.28, 1000)\n",
    "\n",
    "# Tính giá trị của sin(x) và cos(x)\n",
    "y_sin = np.sin(x)\n",
    "y_cos = np.cos(x)\n",
    "\n",
    "# Vẽ đồ thị sin(x)\n",
    "plt.plot(x, y_sin, label='sin(x)', linestyle='-', linewidth=1.5)\n",
    "\n",
    "# Vẽ đồ thị cos(x)\n",
    "plt.plot(x, y_cos, label='cos(x)', color='orange',linestyle='--', linewidth=1.5)\n",
    "\n",
    "# Định dạng biểu đồ\n",
    "plt.title('Đồ thị của sin(x) và cos(x)')\n",
    "\n",
    "\n",
    "plt.legend()  # Hiển thị chú thích\n",
    "plt.grid(True)  # Hiển thị lưới\n",
    "\n",
    "\n",
    "# Hiển thị đồ thị\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Câu 5: Vẽ các đồ thị con"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Your code here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Câu 5: Định dạng đường thẳng\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#Tạo mảng dữ liệu x từ 0 đến 6 với 1000 điểm dữ liệu\n",
    "x = np.linspace(0, 6.28, 1000)\n",
    "\n",
    "# Tính giá trị của sin(x) và cos(x)\n",
    "y_sin = np.sin(x)\n",
    "y_cos = np.cos(x)\n",
    "\n",
    "# Vẽ đồ thị sin(x) dth trên\n",
    "plt.subplot(2,1,1)\n",
    "plt.plot(x, y_sin, label='sin(x)', color='blue', linewidth=1.5)\n",
    "plt.legend()  # Hiển thị chú thích\n",
    "\n",
    "\n",
    "# Vẽ đồ thị cos(x) dthi dưới\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(x, y_cos, label='cos(x)', color='red', linewidth=1.5)\n",
    "plt.legend()  # Hiển thị chú thích\n",
    "\n",
    "\n",
    "# Hiển thị đồ thị\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Câu 6: Vẽ đồ thị cột"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Your code here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Câu 6: Vẽ đồ thị cột\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Vẽ đồ thị cột đơn giản\n",
    "x = np.array([\"Java\", \"Python\", \"PHP\", \"JavaScript\", \"C#\", \"C++\"])\n",
    "y = np.array([22, 18, 9, 8, 7.7, 7])\n",
    "\n",
    "# Thiết lập tiêu đề và nhãn cho các trục\n",
    "plt.title('Mức độ phổ biến của các ngôn ngữ lập trình')\n",
    "plt.xlabel('Programming Langague')\n",
    "plt.ylabel('Poplarity')\n",
    "\n",
    "\n",
    "plt.bar(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Câu  7: Vẽ đồ thị bánh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Your code here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Câu 7: Vẽ đồ thị bánh pie\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "y = np.array([31.27, 24.79, 12.39, 11.27, 10.85, 9.44])\n",
    "mylabels = [\"Java\", \"Python\", \"PHP\", \"JavaScript\", \"C#\", \"C++\"]\n",
    "myexplode = [0.1, 0, 0, 0, 0, 0]\n",
    "\n",
    "plt.pie(y, labels = mylabels, explode = myexplode,\n",
    "       shadow=True, startangle=-90, autopct='%.2f%%')\n",
    "\n",
    "plt.axis('equal')  # Đảm bảo biểu đồ là hình tròn\n",
    "plt.show()\n",
    "\n",
    "#startangle là điều chỉnh góc độ thê độ 180 360\n",
    "#shadow: là bóng\n",
    "#explode: bôi đậm phần tham số đố\n",
    "#autopct: hiển thị tỉ lệ phần trăm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Câu 8: Vẽ histogram\n",
    "\n",
    "Sử dụng hàm `np.random.normal(size=10000)` để phát sinh 10000 số ngẫu nghiên thuộc phân phối chuẩn. Vẽ histogram các số ngẫu nhiên trên."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Your code here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Câu 8: vẽ histogram\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Phát sinh 10000 số ngẫu nhiên thuộc phân phối chuẩn\n",
    "data = np.random.normal(size=10000)\n",
    "\n",
    "# Vẽ histogram của các số ngẫu nhiên #Vẽ histogram sử dụng hàm hist()\n",
    "plt.hist(data, bins=100) #bins: chia thành 100 cột\n",
    "\n",
    "# Thêm tiêu đề và nhãn\n",
    "plt.title('Histogram')\n",
    "plt.xlabel('Value')\n",
    "plt.ylabel('Frequency')\n",
    "\n",
    "# Hiển thị biểu đồ\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Câu 9: Vẽ đồ thị hộp\n",
    "\n",
    "Sử dụng hàm `np.random.normal(size=10000)` để phát sinh 10000 số ngẫu nghiên thuộc phân phối chuẩn. Vẽ boxplot các số ngẫu nhiên trên."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Your code here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Câu 9: Vẽ đồ thị hộp\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Phát sinh 10000 số ngẫu nhiên thuộc phân phối chuẩn\n",
    "data = np.random.normal(size=10000)\n",
    "\n",
    "plt.boxplot(x=data)\n",
    "\n",
    "#Các thẻ tiêu đề, nhãn lable\n",
    "plt.title(\"Histogram\")\n",
    "plt.xlabel('Value')\n",
    "plt.ylabel('Frequency')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Câu 10: Kết hợp trên cùng một đồ thị\n",
    "\n",
    "Sử dụng hàm `np.random.normal(size=10000)` để phát sinh 10000 số ngẫu nghiên thuộc phân phối chuẩn. Vẽ hình thể hiện phân phối như sau:\n",
    "\n",
    "Hướng dẫn: thêm tham số `vert=False` trong hàm vẽ `boxplot()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Your code here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Câu 10: Kết hợp trên cùng một đồ thị\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Phát sinh 10000 số ngẫu nhiên thuộc phân phối chuẩn\n",
    "data = np.random.normal(size=10000)\n",
    "\n",
    "# Tạo một figure với 2 subplot\n",
    "fig = plt.figure()\n",
    "fig.suptitle('Đồ thị hàm sin(x) và cos(x)')\n",
    "\n",
    "#với 2 subplot\n",
    "ax1 = fig.add_subplot(2,1,1)\n",
    "ax2 = fig.add_subplot(2,1,2)\n",
    "\n",
    "\n",
    "#ax1 Vẽ histogram của các số ngẫu nhiên #Vẽ histogram sử dụng hàm hist()\n",
    "ax1.hist(data, bins=100,\n",
    "         color='purple',\n",
    "         edgecolor='white',\n",
    "        density=True) #bins: chia thành 100 cột\n",
    "#ax1 thêm nhãn và lable ax1 histogram\n",
    "ax1.set_title('Histogram')\n",
    "ax1.set_ylabel('Mật độ')\n",
    "\n",
    "#ax2 Vẽ boxplot\n",
    "ax2.boxplot(x=data, vert=False)\n",
    "ax2.set_title('Boxplot')\n",
    "\n",
    "# Hiển thị đồ thị\n",
    "plt.tight_layout() #plt.tight_layout() điều chỉnh để các subplot không bị chồng lên nhau.\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***END***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***28/08/2024 TH02, thầy dặn làm 10 bài ở trên (Lab02), phần SEABORN để tuần sau(lab03)***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PhucLam_Lab03_TKMT\n",
    "***TH03_04/09/2024\n",
    "Làm bài tiếp tục lab02 và và triển khai phần SEABORN***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SEABORN\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seaborn là một thư viện hỗ trợ trực quan hóa được viết dựa trên thư viện `matplotlib`. Trong bài tập này, bạn hãy tự tìm hiểu thư viện `seaborn` và trực quan hóa dữ liệu tiền tip tại một nhà hàng.\n",
    "\n",
    "Bạn có thể dùng đoạn mã sau để đọc dữ liệu có sẵn trong `seaborn`\n",
    "\n",
    "```python\n",
    "import seaborn as sns\n",
    "\n",
    "df = sns.load_dataset(\"tips\")\n",
    "df.head()\n",
    "```\n",
    "Hoặc bạn có thể đọc dữ liệu chứa trong file `tips.csv` chứa thông tin tiền tip của khách hàng tại một nhà hàng. Dữ liệu có các thông tin sau:\n",
    "\n",
    "- `total_bill`: tổng hoá đơn (USD)\n",
    "- `tip`: tiền tip/ tiền boa (USD)\n",
    "- `sex`: giới tính người thanh toán hóa đơn\n",
    "- `smoker`: có hút thuốc hay không\n",
    "- `day`: ngày trong tuần\n",
    "- `time`: thời gian dùng bữa(buổi sáng, buổi trưa, buổi tối)\n",
    "- `size`: số lượng người tham gia\n",
    "\n",
    "Bạn hãy lựa chọn loại đồ thị phù hợp để trả lời những câu hỏi sau:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: seaborn in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (0.13.2)\n",
      "Requirement already satisfied: numpy!=1.24.0,>=1.20 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from seaborn) (1.24.4)\n",
      "Requirement already satisfied: pandas>=1.2 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from seaborn) (2.0.3)\n",
      "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from seaborn) (3.7.5)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.1.1)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.53.1)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.5)\n",
      "Requirement already satisfied: packaging>=20.0 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (24.1)\n",
      "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (10.4.0)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.1.4)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.9.0.post0)\n",
      "Requirement already satisfied: importlib-resources>=3.2.0 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (6.4.0)\n",
      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from pandas>=1.2->seaborn) (2024.1)\n",
      "Requirement already satisfied: tzdata>=2022.1 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from pandas>=1.2->seaborn) (2024.1)\n",
      "Requirement already satisfied: zipp>=3.1.0 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from importlib-resources>=3.2.0->matplotlib!=3.6.1,>=3.4->seaborn) (3.17.0)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\y0ns2\\anaconda3\\envs\\tkmt\\lib\\site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.16.0)\n"
     ]
    }
   ],
   "source": [
    "#cài đặt thư viện seaborn\n",
    "!pip install seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib as plt\n",
    "import seaborn as sns\n",
    "\n",
    "df = sns.load_dataset(\"tips\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Vẽ đồ thị thể hiện tổng tiền tip theo ngày"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns\n",
    "\n",
    "# Tải dữ liệu tips\n",
    "df = sns.load_dataset(\"tips\")\n",
    "\n",
    "# Vẽ đồ thị thể hiện tổng tiền tip theo ngày\n",
    "sns.barplot(x=\"day\", y=\"tip\", data=df, estimator=sum, errorbar=None)\n",
    "\n",
    "# Định dạng và hiển thị đồ thị\n",
    "plt.title('Tổng tiền tip theo ngày')\n",
    "plt.xlabel('Ngày')\n",
    "plt.ylabel('Tổng tiền tip')\n",
    "plt.show()\n",
    "\n",
    "# x=\"day\": Trục x biểu diễn các ngày trong tuần.\n",
    "# y=\"tip\": Trục y biểu diễn giá trị tiền tip.\n",
    "# data=df: Dữ liệu được sử dụng là DataFrame df.\n",
    "# estimator=sum: Sử dụng hàm sum để tính tổng tiền tip cho mỗi ngày.\n",
    "# ci=None: Loại bỏ khoảng tin cậy (confidence interval) cho biểu đồ thanh.\n",
    "# errorbar=None: nếu không hỗ trợ ci=None thì dùng errorbar để thay thế"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Vẽ đồ thị thể hiện tổng tiền tip theo thời gian dùng bữa (time)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns\n",
    "\n",
    "# Tải dữ liệu tips\n",
    "df = sns.load_dataset(\"tips\")\n",
    "\n",
    "# Vẽ đồ thị thể hiện tổng tiền tip theo ngày\n",
    "sns.barplot(x=\"time\", y=\"tip\", data=df, estimator=sum, errorbar=None)\n",
    "\n",
    "# Định dạng và hiển thị đồ thị\n",
    "plt.title('Tổng tiền tip theo bữa')\n",
    "plt.xlabel('Bữa')\n",
    "plt.ylabel('Tổng tiền tip')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Vẽ đồ thị histogram của tổng hoá đơn\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Tải dữ liệu tips\n",
    "df = sns.load_dataset(\"tips\")\n",
    "\n",
    "# Vẽ histogram cho cột total_bill\n",
    "sns.histplot(df['total_bill'])\n",
    "\n",
    "# Định dạng và hiển thị biểu đồ\n",
    "plt.title('Đồ thị Histogram của tổng tiền hóa đơn')\n",
    "plt.xlabel('Tổng tiền hóa đơn')\n",
    "plt.ylabel('Tần suất')\n",
    "plt.show()\n",
    "\n",
    "# df['total_bill']: Cột total_bill từ DataFrame df được sử dụng để vẽ histogram.\n",
    "# kde=True: Thêm đường cong mật độ hạt nhân (Kernel Density Estimate - KDE) để ước tính phân phối của dữ liệu."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Vẽ đồ thị boxplot của tổng hoá đơn\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Tải dữ liệu tips\n",
    "df = sns.load_dataset(\"tips\")\n",
    "\n",
    "# Vẽ boxplot cho cột total_bill\n",
    "sns.boxplot(df['total_bill'])\n",
    "\n",
    "# Định dạng và hiển thị biểu đồ\n",
    "plt.title('Đồ thị Histogram của tổng tiền hóa đơn')\n",
    "plt.xlabel('Tổng tiền hóa đơn')\n",
    "plt.ylabel('Tần suất')\n",
    "plt.show()\n",
    "\n",
    "# df['total_bill']: Cột total_bill từ DataFrame df được sử dụng để vẽ boxplot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Vẽ đồ thị boxplot so sánh tổng hóa đơn giữa các ngày trong tuần\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Tải dữ liệu tips\n",
    "df = sns.load_dataset(\"tips\")\n",
    "\n",
    "# Vẽ boxplot cho cột total_bill\n",
    "sns.boxplot(x=\"day\", y=\"total_bill\", data=df)\n",
    "\n",
    "# Định dạng và hiển thị biểu đồ\n",
    "plt.title('Đồ thị boxplot so sánh tổng hóa đơn giữa các ngày trong tuần')\n",
    "plt.xlabel('Ngày trong tuần')\n",
    "plt.ylabel('Tổng tiền hóa đơn')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6. Vẽ đồ thị để kiểm tra sự liên quan giữa tổng hoá đơn và tiền tip. (`scatter plot`)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Tải dữ liệu tips\n",
    "df = sns.load_dataset(\"tips\")\n",
    "\n",
    "# Vẽ scatter plot để kiểm tra sự liên quan giữa tổng hóa đơn và tiền tip\n",
    "sns.scatterplot(x=\"total_bill\", y=\"tip\", data=df)\n",
    "\n",
    "# Định dạng và hiển thị biểu đồ\n",
    "plt.title('Sự liên quan giữa tổng hóa đơn và tiền tip')\n",
    "plt.xlabel('Tổng tiền hóa đơn')\n",
    "plt.ylabel('Tiền tip')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 7. Tìm hiểu và sử dụng hàm `jointplot` trong seaborn để khảo sát quan hệ giữa hai thuộc tính `total_bill` và `tip`. Theo bạn hai thuộc tính này có tương quan với nhau hay không?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Tải dữ liệu tips\n",
    "df = sns.load_dataset(\"tips\")\n",
    "\n",
    "# Vẽ scatter plot để kiểm tra sự liên quan giữa tổng hóa đơn và tiền tip\n",
    "sns.jointplot(x=\"total_bill\", y=\"tip\", data=df)\n",
    "\n",
    "# Định dạng và hiển thị biểu đồ\n",
    "# plt.title('Sự liên quan giữa tổng hóa đơn và tiền tip')\n",
    "plt.xlabel('Tổng tiền hóa đơn')\n",
    "plt.ylabel('Tiền tip')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Vẽ đường hồi quy và hệ số tương quan\n",
    "sns.jointplot(x=\"total_bill\", y=\"tip\", data=df, kind=\"reg\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Nhận xét: khi tổng tiền hóa đơn tăng thì tiền tip cũng tăng\n",
    "Các điểm trong scatter plot tập trung tạo thành một mô hình đường thẳng theo chiều nghiêng (hướng tăng)\n",
    "=> cho thấy hai thuộc tính này có tính tương quan mạnh với nhau"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8. Tìm hiểu và sử dụng hàm `pairplot` trong seaborn để trực quan bộ dữ liệu. Theo bạn, trong bộ dữ liệu có những thuộc tính nào liên quan với nhau không?\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 750x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Tải dữ liệu tips\n",
    "df = sns.load_dataset(\"tips\")\n",
    "\n",
    "# Vẽ scatter plot để kiểm tra sự liên quan giữa tổng hóa đơn và tiền tip\n",
    "sns.pairplot(data=df)\n",
    "\n",
    "# Định dạng và hiển thị biểu đồ\n",
    "# plt.title('Sự liên quan giữa tổng hóa đơn và tiền tip')\n",
    "plt.xlabel('Tổng tiền hóa đơn')\n",
    "plt.ylabel('Tiền tip')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 831.75x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#xem các nhóm dữ liệu khác nhau dựa trên một thuộc tính phân loại (categorical)\n",
    "#sử dụng thêm tham số hue\n",
    "sns.pairplot(df, hue=\"day\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9. Vẽ hai đồ thị histogram cạnh nhau để so sánh tổng hóa đơn giữa hai thời gian dùng bữa `Lunch` và `Dinner`\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JWlvXKK1cuc/jSkpK+jjZAJCbL5Wtl9rbpIptUv5wtxMBAAYRirYAAAAA0EPl5eWaMGGCmpub3Y4iSXr2P85X4Zhi/fLFf+uH/33bQY9vbGzsg1QDg/F4pIIRshvWhnsG5w2TMcbtWACAQYKiLQAAAAD0UGVlpZqbm/XQ976j8UUFrmaJCwU1cWe43+p5X/iCzrzoy/s99oXl7+gHf3xIra2tfRVvYMgfJm3aILU0S5UVUk6e24kAAIMERVsAAAAA6KXxRQU6cuwYVzPY8jJZSUpN1+SJEw947JpyFtM6FMbrkx1WKG0qlS0vk7KHMNsWANAnWIgMAAAAAPoZa63sjq2SJJM3zOU0A5sZVih5PFJjg1RT7XYcAMAgQdEWAAAAAPqbhrrwR/Y9HilniNtpBjQT5+9ahMxuLnM5DQBgsKBoCwAAAAD9jN2xLfxNzhAZH13vos0ML5KMkWqrZevr3I4DABgEKNoCAAAAQD9inZC0c4ckyQwZ6nKawcHEJ0i54UXImG0LAOgLFG0BAAAAoD+p2iWFglIgXkrPdDvNoGEKisPfVO6UbW5yNwwAYMCjaAsAAAAA/YitCM+yVW6ejDHuhhlETFKylJUjSbKbN7obBgAw4FG0BQAAAIB+wnZ0SNW7JEkmN9/lNINP12zbim2yba3uhgEADGgUbQEAAACgv6iskKyVkpJlklPcTjPomLR0KS1DslZ2S7nbcQAAAxhFWwAAAADoJ2zFdknMsnWTKRgR/mb7Ftlg0NUsAICBi6ItAAAAAPQDtrVFqqsJb1C0dU9mtpSQGF4MbsdWt9MAAAYoirYAAAAA0B/s3L0AWVqGTHy8u1kGMWNM12xbu2WTrHXcDQQAGJAo2gIAAABAP2B37m6NMIRZtq4bki/FxUltrdKuCrfTAAAGIIq2AAAAABDjbFOj1NQoGSNlD3E7zqBnPF6ZoYWSJLt5k6y1LicCAAw0FG0BAAAAIMbZztYImdkycXHuhkHY0ALJ45Ea6z/tNQwAQIRQtAUAAACAGGatlXaFi7YmJ8/lNOhk/H5pyFBJ4d62AABEEkVbAAAAAIhlTQ1SS3N4VmdWjttpsAczvCj8TdUu2eYmd8MAAAYUirYAAAAAEMPszt0LXWVmy/h87oZBNyYxqauQzmxbAEAkUbQFAAAAgBhFa4TYZ4aPCH9TsU22vc3VLACAgYOiLQAAAADEqoZ6qbVld2uEbLfTYF/S0qWUVMlxZLdtdjsNAGCAoGgLAAAAADHK7p5lq6xcGS+tEWKRMebT2bbbNstYx9U8AICBgaItAAAAAMSgcGuEcD9bkzvE5TQ4oJxcKT5e6uhQRkuj22kAAAMARVsAAAAAiEUN9VJbq+TxShm0RohlxnhkhhVJknKa6l1OAwAYCCjaAgAAAEAMspU7w99kZct4ve6GwcHlDZW8XiUEO3TyyEK30wAA+jmKtgAAAAAQY6y1UuXu1gjZuS6nQU8YX5yUN0ySdMOsGS6nAQD0dxRtAQAAACDWNDdJLc2SMVJmjttp0ENmWKGspHljihVoqHM7DgCgH6NoCwAAAACxprM1QkaWjM/nbhb0mElIVH0gUZKUVbbW5TQAgP6Moi0AAAAAxBhLa4R+a1dSqiQpY0upbEuzy2kAAP0VRVsAAAAAiCG2tUVqbAhvZFG07W8a/fFatX2nPKGQnBXL3I4DAOinKNoCAAAAQCzpbI2QliHj97ubBb1njH63bKUkyXnnddlQyOVAAID+iKItAAAAAMQQWiP0f3/7cK06AvFSfZ1syQduxwEA9EMUbQEAAAAgRtj2NqmuNrxB0bbfag+FVD1irCTJWfaqy2kAAP0RRVsAAAAAiBVVu8L/TUmViU9wNwsOS1XRGMnrld1aLmfLJrfjAAD6GYq2AAAAABAj7C5aIwwUoUC8zJQjJTHbFgDQexRtAQAAACAG2GCHVFsd3sge4m4YRIR35omSJPvxB7J1NS6nAQD0JxRtAQAAACAWVFVK1kqJSTKJSW6nQQSYIUNlikdL1pHz9htuxwEA9CMUbQEAAAAgBtjKneFvaI0woHiODc+2dVYuCy80BwBAD7hatL3jjjt09NFHKyUlRbm5uTrvvPO0du3absfMnTtXxphuX1//+tddSgwAAAAAkWdDIak6vAiZoTXCgGLGTpAys6XWFjnvv+t2HABAP+Fq0Xbp0qVasGCBli1bppdfflkdHR067bTT1NTU1O24K6+8Utu3b+/6+vnPf+5SYgAAAACIgpoqyXGkQLyUnOJ2GkSQMR55jj1BkuQsf03WOi4nAgD0Bz43H/yFF17otv3ggw8qNzdXK1as0Iknnti1PzExUXl5eX0dDwAAAAD6xJ6tEYwx7oZBxHmmHS3n3/+SqnbJrl8rM2aC25EAADEupnra1tXVSZIyMzO77f/LX/6i7OxsTZ48WTfffLOam5vdiAcAAAAAEWetI1V1tkagn+1AZPwBeY48VpLkLFvqchoAQH/g6kzbPTmOoxtvvFGzZ8/W5MmTu/Z/5StfUVFRkYYOHaoPPvhA3/3ud7V27Vo99dRT+zxPW1ub2to+be5eX18f9ewAAAAYnBh7IiLq6qRgh+SLk9Iy3E6DKPEcc7ycZa/Klq6T3bldJjff7UgAgBgWM0XbBQsW6MMPP9Trr7/ebf9VV13V9f2UKVOUn5+vk08+WRs2bNCoUaP2Os8dd9yhW2+9Nep5AQAAAMaeiAS7ewEyZWbTGmEAM+mZMhOmyH78gULLXpPvnAvdjgQAiGEx0R7huuuu0/PPP6/Fixdr+PDhBzz22GPDHylZv379Pm+/+eabVVdX1/W1efPmiOcFAAAAJMaeiJDO1ghZOS4HQbR5jg2v3WI/WCHb1OhyGgBALHN1pq21Vtdff72efvppLVmyRMXFxQe9z6pVqyRJ+fn7/ihJIBBQIBCIZEwAAABgnxh74nDZlmapuUmSkTKz3I6DKDMFI2SGFshu2yxnxVvynniq25EAADHK1Zm2CxYs0J///Gc98sgjSklJ0Y4dO7Rjxw61tLRIkjZs2KAf//jHWrFihTZu3Khnn31Wl1xyiU488URNnTrVzegAAAAAcPiqK8P/TUuX8cW5mwVRZ4yRZ2Z4tq3zzhuyoaDLiQAAscrVou29996ruro6zZ07V/n5+V1ff/vb3yRJfr9fixYt0mmnnabx48frW9/6lubPn6/nnnvOzdgAAAAAEBGW1giDjpk4VUpJlRobZD963+04AIAY5Xp7hAMpKCjQ0qVL+ygNAAAAAPQdGwxKtdXhDYq2g4bx+uQ5+ng5//6nQstelZlyJAvQAQD2EhMLkQEAAADAoFNTJVkrJSTKJCa5nQZ9yDNjpuTzSdu3yJaXuh0HABCDKNoCAAAAgAtsdbg1gjKZZTvYmMQkeaYeJUlylr3mchoAQCyiaAsAAAAAfcxaK1WFFyEzWdkup4EbPDNPkCTZNR/K1lS5nAYAEGso2gIAAABAX2uolzraJa9PSstwOw1cYHLyZEaNk2TlvP2623EAADGGoi0AAAAA9DFb1dkaIUvGw59lg5Vn5omSJGflctm2VpfTAABiCaMDAAAAAOhru/vZGvrZDmpm1Dgpe4jU3ibnvbfdjgMAiCEUbQEAAACgD9m2VqmxIbyRST/bwcwYI8+x4d62ztuvyzqOy4kAALGCoi0AAAAA9KXdC5ApNU3G73c3C1znOWKGlJAo1VTJfvKR23EAADGCoi0AAAAA9CFbtVOSZLJojQDJxPnlmTFLkuQse83lNACAWEHRFgAAAAD6iA2FpNrq8Ab9bLGb5+jjJI9HdtMG2e1b3I4DAIgBFG0BAAAAoK/UVkuOIwXipaRkt9MgRpjUdJmJR0iSQsuZbQsAoGgLAAAAAH3GVu0Kf5OVI2OMu2EQUzwzT5Qk2dXvyTbWu5wGAOA2irYAAAAA0AestVJ1eBEyk5ntchrEGs+wQpmCEZITkvPOm27HAQC4jKItAAAAAPSF5iaprVXyeKT0TLfTIAZ5jg3PtnXefVM22OFyGgCAmyjaAgAAAEBf2D3LVmkZMl6vu1kQk8yEyVJahtTcJLt6pdtxAAAuomgLAAAAAH3A1lRJojUC9s94vPIcM1uSFFr2WrilBgBgUKJoCwAAAABRZkNBqbY6vEHRFgfgOXKmFOeXdm6XLVvndhwAgEso2gIAAABAtNXWSNZKgXgpIdHtNIhhJj5BnmlHS5KcZa+6nAYA4BaKtgAAAAAQZZ2tEZSZLWOMu2EQ8zzHniBJsutKZKt2uZwGAOAGirYAAAAAEG27FyGjny16wmTlyIydKElylr/mchoAgBso2gIAAABAFNmWZqmlWTJGSs90Ow76Cc/MEyVJzqp3wtcQAGBQoWgLAAAAANG0e5atUtNlfD53s6DfMCNGS7n5Uke7nJXL3Y4DAOhjFG0BAAAAIIo6+9nSGgG9YYyRd2a4t63z9uuyTsjlRACAvkTRFgAAAACixDqOVFMd3sjMcjcM+h0z5UgpMVmqr5UtWe12HABAH6JoCwAAAADRUlcjOSHJ75eSUtxOg37G+OLkOWqWJMlZ9qrLaQAAfYmiLQAAAABEia0Ot0ZQRraMMe6GQb/kOfo4yeuV3bJJzpZNbscBAPQRirYAAAAAEC014UXIDK0RcIhMcqrM5OmSJGc5s20BYLCgaAsAAAAAUWDbWqWmxvBGBkVbHDrvseEFyexHH8jW17obBgDQJyjaAgAAAEA0dLZGSEmTifO7mwX9mskfLlM0SrKOnLdfdzsOAKAPULQFAAAAgCiwu1sjiNYIiADPzBMlSc6KZbLtbS6nAQBEG0VbAAAAAIgwax2pJjzT1mRmu5wGA4EZOzHcZqO1Rc77K9yOAwCIMoq2AAAAABBp9fVSMCj5fFJKmttpMAAYj0eeY46XFF6QzFrH5UQAgGiiaAsAAAAAEdbVGiEjS8YYd8NgwPBMP0YKxEtVu2TXr3U7DgAgiijaAgAAAECkVYeLtrRGQCSZQHy4cCvJWfaqy2kAANFE0RYAAAAAIsh2dEgN9eGNDBYhQ2R5jjleMka29BPZiu1uxwEARAlFWwAAAACIpNrwAmRKTJIJxLubBQOOyciSGT9FkhRattTlNACAaKFoCwAAAAARZGuqw98wyxZR4jluriTJfrBStnNWNwBgQKFoCwAAAACRVBOeaWso2iJKPMOLZApGSE5Iztuvux0HABAFFG0BAAAAIEJsS7PU2iIZI6VnuB0HA5hn1lxJkvPum7Ltbe6GAQBEHEVbAAAAAIiU3bNslZom4/W5mwUDmhk3KdyCo7VFzqp33I4DAIgwirYAAAAAECGW1gjoI8bjkWfWHEmSs+xVWcdxOREAIJIo2gIAAABABFhrpVoWIUPf8Uw7WkpIlGqqZNd86HYcAEAEUbQFAAAAgEhoqJOCQcnrk1JS3U6DQcDE+eU56jhJkvPWEnfDAAAiiqItAAAAAERCTecs20wZw59a6BueY2ZLXq/slk1yNpe5HQcAECGMJAAAAAAgAuhnCzeY5FSZKTMkSc5bS11OAwCIFIq2AAAAAHCYbCgo1deGNyjaoo95dy9IZks+lK2udDkNACASKNoCAAAAwOGqrZGsleLjpfgEt9NgkDG5eTKjx0uycpa96nYcAEAEULQFAAAAgMPU2RpBGVkyxrgbBoOSZ/dsW2fVO7LNTS6nAQAcLoq2AAAAAHC46GcLl5niMVLeUKmjXc67b7kdBwBwmCjaAgAAAMBhsG2tUufMxvRMd8Ng0DLGyDtrriTJeft12WDQ3UAAgMNC0RYAAAAADkdna4SUVJk4v7tZMKiZSdOklDSpqUF29Qq34wAADoPP7QAAAAAA0J/ZmurwN+m0RsCnSkpKXHnc7OEjlV/ynpoWv6h1jk/qYY/l7OxsFRYWRjkdAKCnKNoCAAAAwCGy1tLPFt3sqK6WkXTxxRe78vipAb9Kb7pSqarTzRd9QS+t39ij+yUmJqqkpITCLQDECIq2AAAAAHComhqljnbJ45HS0t1OgxhQ29gkK+m3116lmUdMcSVDa32VUpvq9devfUUbsvIPevyaTZt1ye0/V2VlJUVbAIgRFG0BAAAA4FB19rNNy5DxsGQIPjV6WL6OHDvGlce2rcNll7+ulPZWTc8fIpOS6koOAMChY1QBAAAAAIfI0hoBMcjEJ0i5QyRJdnOZy2kAAIeCoi0AAAAAHALrOFJdTXiDoi1ijCkoDn+zq0K2pdndMACAXqNoCwAAAACHoqFOchwpLk5KSnY7DdCNSU7pejPBbt7obhgAQK9RtAUAAACAQ1FTHf5veqaMMe5mAfbBFO6ebbtjm2x7m7thAAC9QtEWAAAAAA6BrQ0XbU06rREQo9IypJRUyTqyW8vdTgMA6AWKtgAAAADQS8Y6Un1teCMj09UswP4YYz6dbbtts2ww6G4gAECPuVq0veOOO3T00UcrJSVFubm5Ou+887R27dpux7S2tmrBggXKyspScnKy5s+fr4qKCpcSAwAAAICU3N4qWSsF4qX4BLfjAPuXlSslJErBoLR9i9tpAAA95GrRdunSpVqwYIGWLVuml19+WR0dHTrttNPU1NTUdcw3v/lNPffcc3r88ce1dOlSbdu2TRdccIGLqQEAAAAMdsltreFv6GeLGGeMkSkYIUmyWzbJOo67gQAAPeJz88FfeOGFbtsPPvigcnNztWLFCp144omqq6vTAw88oEceeUQnnXSSJGnhwoWaMGGCli1bppkzZ7oRGwAAAMAgl9zeIkkytEZAfzBkqLRxg9TeJu3cLuUNczsRAOAgYqqnbV1dnSQpMzM88FmxYoU6Ojp0yimndB0zfvx4FRYW6q233nIlIwAAAIDBLS0+oMSO9vBGOkVbxD7j8cgML5Qk2c0bZa11OREA4GBcnWm7J8dxdOONN2r27NmaPHmyJGnHjh3y+/1KT0/vduyQIUO0Y8eOfZ6nra1NbW1tXdv19fVRy4xPlZeXq7Ky0u0YfSI7O1uFhYVuxwAAADGAsefgdGLRcBlJSkiUCcS7HQfomfwCaVOZ1NwkVe2SsnPdTgQAOICYKdouWLBAH374oV5//fXDOs8dd9yhW2+9NUKp0BPl5eWaMGGCmpub3Y7SJxITE1VSUkLhFgAAMPYcpOYWF4S/oTUC+hHj88kOLZA2l8mWl0lZOfRjBoAYFhNF2+uuu07PP/+8Xn31VQ0fPrxrf15entrb21VbW9tttm1FRYXy8vL2ea6bb75ZN910U9d2fX29CgoKopYdUmVlpZqbm/U///uAikaPcztOVG1av1a3XXeFKisrKdoCAADGnoPUSSPD40BDawT0M2Z4oeyWTVJDnVRXQ3sPAIhhrhZtrbW6/vrr9fTTT2vJkiUqLi7udvuMGTMUFxenV155RfPnz5ckrV27VuXl5Zo1a9Y+zxkIBBQIBKKeHXsrGj1O46ZOczsGAABAn2HsOfj42lo0ITc7vEHBC/2M8Qdk84ZK27fIbt7IGw8AEMNcLdouWLBAjzzyiJ555hmlpKR09alNS0tTQkKC0tLSdMUVV+imm25SZmamUlNTdf3112vWrFmaOXOmm9EBAAAADEJJlRWSpGafX8lxfpfTAL1nhhfJbt8iVVfKNjbIJKe4HQkAsA8eNx/83nvvVV1dnebOnav8/Pyur7/97W9dx9x55536/Oc/r/nz5+vEE09UXl6ennrqKRdTAwAAABiskivDE00aWYAM/ZRJTJKyh0iS7OaN7oYBAOyX6+0RDiY+Pl5333237r777j5IBAAAAAD71znTttGf4HIS4NCZwhGylRXSzh2yxaPdjgMA2AdXZ9oCAAAAQH9ha6sVaG5U0HHU6GemLfovk5K2uyezDS9MBgCIORRtAQAAAKAHbNl6SdI7W3fI8fCnFPo3UzAi/M32LfKGQq5mAQDsjZEGAAAAAPSAU7ZOkrSkrNzlJEAEZGRJyamS4yinqc7tNACAz6BoCwAAAAAHYa3tmmn779LNLqcBDp8xRqawWJKU01yvtPiAy4kAAHvqddF25MiRqqqq2mt/bW2tRo4cGZFQAAAAABBTqnZKjfVyPB4t27LN7TRAZGTnSolJ8lqra44+wu00AIA99Lpou3HjRoX20e+mra1NW7dujUgoAAAAAIglTmm4NUJzZo7agvT/xMCw52zb62ceKRMMupwIANDJ19MDn3322a7vX3zxRaWlpXVth0IhvfLKKxoxYkREwwEAAABALLAbw60RGrPzXE4CRFhuntrWrVFOUqI6ytdLxxzjdiIAgHpRtD3vvPMkhd+Ju/TSS7vdFhcXpxEjRuhXv/pVRMMBAAAAgNusdbr62VK0xUBjjEc7k9NUUFelnA0fywaDMr4elwoAAFHS4/8TO44jSSouLtY777yj7OzsqIUCAAAAgJixY5vU2iL5A2pJy3Q7DRBx1QkpMps3argk+/47MjNmuR0JAAa9g/a0bW5u7rZdVlZGwRYAAADAoOGUhfvZmhGjJE+vlwUBYp41Rne++a4kKfTGYlmHvs0A4LaDzrQ977zz9I9//ENxcXFd+5qamrR06VKVl5ervb292/E33HBD5FMCAAAAgEs6WyOYEaNdTgJEzwMrVutn55whX02V7IerZKbOcDsSAAxqBy3ann/++brvvvv09a9/XcYYvf/++zrzzDPV3NyspqYmZWZmqrKyUomJicrNzaVoCwAAAGDAsKGg7KZSSZKneIy0bYfLiYDoaO4IqnLkeOWteV+h11+RmTJdxjCzHADcctD/A19zzTWaNm2a5syZo4aGBn3zm9/U2WefrZqaGiUkJGjZsmXatGmTZsyYoV/+8pd9kRkAAAAA+oTdulnqaJcSk6QhLEKGga1qxFgpEC/tqpBd86HbcQBgUOvR22Zf/OIXdffddystLU2rVq3St771LXk8Hnm9XrW1tamgoEA///nP9b3vfS/aeQEAAACgz+zZGoFZhxjonDi/PMccL0kKvfaKrLUuJwKAwatHo46JEyfqD3/4gxzHUVxcnDy7m+/n5uaqvLxckpSWlqbNmzdHLykAAAAA9DHbuQhZMf1sMTh4Zp4gxfml7Vtk15W4HQcABq0eFW0XLVqkSZMmqa6uTtOnT9c777wjSZozZ45+8IMf6C9/+YtuvPFGTZ48OaphAQAAAKCv2I522S0bJe3uZwsMAiYxWZ6jZ0uSnKUvMdsWAFzS48/3XHPNNcrIyNDtt9+u/Px8SdJPfvITZWRk6JprrtGuXbt03333RS0oAAAAAPQlu3mjFApJqWlSZrbbcYA+4zlujhTnl922WXb9GrfjAMCg5OvtHY466qiu73Nzc/XCCy9ENBAAAAAAxAJb2tkaYYyMMS6nAfqOSUqR56hZct5aKmfpSzKjx/MaAIA+Rid9AAAAANgHuzG8CBmtETAYeY6bK/l8slvLZUs/cTsOAAw6vZ5pW1xcfMB32EpLSw8rEAAAAAC4zba2yG4LL7RsRoxyOQ3Q90xyqjwzjpOz/NXwbNuRY5ltCwB9qNdF2xtvvLHbdkdHh9577z298MIL+q//+q9I5QIAAAAA19hNpZK1Uma2TFqG23EAV3hmz5Xz7puymzfKlq2TGTnW7UgAMGj0umj7jW98Y5/77777br377ruHHQgAAAAA3GbLwv1saY2AwcykpMkzY6act1+Xs/Rl+jsDQB+KWE/befPm6cknn4zU6QAAAADANU5ZuJ+toWiLQc4z+3OS1ytbXiq7aYPbcQBg0IhY0faJJ55QZmZmpE4HAAAAAK6wTQ3Szu2S6GcLmNR0eaYfK0lylr7kchoAGDx63R5h+vTp3T4OYa3Vjh07tGvXLt1zzz0RDQcAAAAAfc3unmWrIfkyScnuhgFigOf4k+SsXC67cYOcTRvkKeLNDACItl4Xbc8777xu2x6PRzk5OZo7d67Gjx8fqVwAAAAA4IrOoi39bIEwk5Yhz/Rj5Kx4S87Sl+S55Bq3IwHAgNfrou0tt9wSjRwAAAAAEBOcjfSzBT7Lc/xJct57W7ZsvZyNG+ShdQgARFWve9quXLlSq1ev7tp+5plndN555+l73/ue2tvbIxoOAAAAAPqSrauRqisl45EpGul2HCBmmPRMeY7c3dt28Quy1rqcCAAGtl4Xba+++mp98sknkqTS0lJ96UtfUmJioh5//HF95zvfiXhAAAAAAOgrtmydJMkMK5AJxLucBogtnhNOlrw+2fJS2dJP3I4DAANar4u2n3zyiaZNmyZJevzxxzVnzhw98sgjevDBB/Xkk09GOh8AAAAA9Blndz9bM2K0y0mA2GNS0+WZMUuS5Cx5kdm2ABBFvS7aWmvlOI4kadGiRTrzzDMlSQUFBaqsrIxsOgAAAADoI9baT2faFlO0BfbFc8JJki9Odssm2fVr3I4DAANWr4u2Rx11lG677TY9/PDDWrp0qc466yxJUllZmYYMGRLxgAAAAADQJ6p2SQ31ktcnU1DsdhogJpnkVHmOni2J3rYAEE29LtreddddWrlypa677jp9//vf1+jR4Xegn3jiCR133HERDwgAAAAAfaGrNULBCJm4OJfTALHLM/tzUpxfdvsW2bUfuh0HAAYkX2/vMHXqVK1evXqv/b/4xS/k9XojEgoAAAAA+hqtEYCeMUnJ8hx7gpzXX1FoyYsy4ybJmF7PCQMAHEDE/q8aHx+vON6NBgAAANAPWevIbtw907Z4jMtpgNjnOW6uFIiXKrbLfrz3xC4AwOHhrTAAAAAAqNgutTRL/oDM0AK30wAxzyQkyjPzRElSaMmLsrsXLAcARAZFWwAAAACDXlc/26KRMrR9A3rEM/NEKT5BqqyQ/fA9t+MAwIBC0RYAAADAoPdpP1taIwA9ZeIT5Jk1V5IUWvqSbCjkbiAAGEAo2gIAAAAY1GwoJLupVJLkYREyoFc8M0+QEpOl6ko5773tdhwAGDB8vb1DKBTSgw8+qFdeeUU7d+6U85m+Nf/+978jFg4AAAAAos1u2yy1t0kJidKQfLfjAP2K8QfkOfEUOS/8Xc6rL8lzxAyZOL/bsQCg3+t10fYb3/iGHnzwQZ111lmaPHmyjDHRyAUAAAAAfeLT1gijZQwfRgR6yzNjlpy3lkp1NXLefl3e2Se5HQkA+r1eF20fffRRPfbYYzrzzDOjkQcAAAAA+pTtXIRsBP1sgUNhfD55556u0DOPynn93/LMmCUTn+B2LADo13r9NrLf79fo0fR5AgAAAND/2Y4O2c0bJdHPFjgcZuoMKWeI1Noi543FbscBgH6v10Xbb33rW/rNb34ja2008gAAAABAn7Gby6RQUEpJk7Jy3I4D9FvG45H3pHmSJGf5a7KN9S4nAoD+rdftEV5//XUtXrxY//rXvzRp0iTFxcV1u/2pp56KWDgAAAAAiKau1gjFo1mvAzhMZtxkmWGFslvL5by6SN4zL3A7EgD0W70u2qanp+v888+PRhYAAAAA6FN2Y7hoS2sE4PAZY+Q5+SyFHrpXzoq35Jk1RyYjy+1YANAv9bpou3DhwmjkAAAAAIA+ZdtaZbduliSZYhYhAyLBUzxazqixshs+UWjJi/Kd/xW3IwFAv9TrnrYAAAAAMBDYTaWSdaTMbJm0DLfjAAOG96QzJUn2g5WyFdtdTgMA/VOPZtqWl5ersLCwa/uJJ57QY489pvLycrW3t3c7duXKlZFNCAAAAABRYMvWSZI8I2iNAESSGVogM/EI2Y/fV+iVf8j3lf90OxIA9DsHnWl77bXX6s0339Srr74qSfrtb3+ryy+/XEOGDNF7772nY445RllZWSotLdW8efOiHhgAAAAAIsHZXbQ19LMFIs570jzJeGTXlcjZ3TsaANBzBy3aBgIBrVq1Srfffrsk6Z577tF9992n3/3ud/L7/frOd76jl19+WTfccIPq6uqiHhgAAAAADpdtapR2f2yboi0QeSYrR54ZMyVJzkvPyVrH5UQA0L8ctGj761//Wg899JAee+wxSeFWCccdd5wkKSEhQQ0NDZKkr371q/rrX/8axagAAAAAEBl244bwN7n5Mkkp7oYBBijP3NMkf0B2+xbZD1e5HQcA+pWDFm2NMfrhD3+oM844Q5KUl5en6upqSVJhYaGWLVsmSSorK5O1NopRAQAAACAyuvrZMssWiBqTlCLP7M9JkkKv/FM22OFyIgDoPw5atJWkq666Sg899JAk6aSTTtKzzz4rSbr88sv1zW9+U6eeeqq+9KUv6fzzz49eUgAAAACIkE/72Y5xOQkwsHlmzZFSUqW6Gjlvv+F2HADoN3w9PXD06PA70Pfdd58cJ9yLZsGCBcrKytKbb76pc845R1dffXV0UgIAAABAhNi6Gqm6UjIemRGj3I4DDGgmzi/v585Q6NnH5Ly2SJ7px8gkJLodCwBiXo9m2krSj370IzU3N8vj8cjn+7TWe9FFF+m3v/2trr/+evn9/qiEBAAAAIBIsaW7Z9kOK5AJxLucBhj4zBFHS7n5UmuLnFcXuR0HAPqFHhdtb731VjU2NkYzCwAAAABEHa0RgL5lPB55T/28JMl553XZmiqXEwFA7Otx0ZZFxgAAAAD0d9barkXIKNoCfceMGhd+zYVCCv37n27HAYCY1+OirSQZY6KVAwAAAACib1eF1Ngg+eJkCorcTgMMGsaY3bNtjeyHq+RsLXc7EgDEtB4vRCZJY8eOPWjhtrq6+rACAQAAAEC0dLVGKCyW8cW5nAYYXEz+cJmpR8p+sELOS8/JXHYtk8MAYD96VbS99dZblZaWFq0sAAAAABBVtEYA3OU9aZ6CH38gW14qW/KBzMQj3I4EADGpV0Xbiy66SLm5udHKAvQZa62sJMeGv4yRPCbcL4R3egEAAAYm64RkN26QJJmRFG0BN5i0DHmOmyvn1ZcVevl5mbETmfUOAPvQ45620Shkvfrqqzr77LM1dOhQGWP097//vdvtl112mYwx3b7OOOOMiOfAwNUesqppC2lLY4c+qW3X6qo2vburVW9VhL+W72zVO7ta9fbOVi2raNWbFa16e2eL3q9sVUlNmzY1dGhXS1DNQYfF+AAAAPo5u22L1NYqxSfI5A1zOw4waHlmf05KSZNqq+W89arbcQAgJvV4pm00ClZNTU064ogj9LWvfU0XXHDBPo8544wztHDhwq7tQCAQ8RwYOBxrVdvmqLY9pLp2R83B3l+3HY7U4VgpaFXd5nTt9xnJkzZUx335KjX3bpI6AAAAYkBXa4QRo2U8vVqTGUAEGX9A3lPOUujpR+S8tkieaUfLpKS6HQsAYkqPK0+O4xz8oF6aN2+e5s2bd8BjAoGA8vLyIv7YGDistappd1TZElJ1W0ihz9RpE7xGiXEeJfmMErxG/t1fPmPkMVLnHPLQ7lYJ7Y5VWyj81RwMF36bgo6CVlIgRWf/10/0uqS1JTUam+7XpIx4ZcZ7+/inBgAAQG992s92tMtJAJgp02Xefl12a7lC//6nfOde5HYkAIgpMT9dcMmSJcrNzVVGRoZOOukk3XbbbcrKytrv8W1tbWpra+varq+v74uYcEF7yKqiJaiK5pDanE8rtX6PlBnwKi3gVZrfozhPz1p7+HYf5vcaJX+mpZK1Vo0dVuvLt+iDjz7WmGNO1K7WkHbtaNEbO1o0PMmnqVnxmpAR6PHjAQCA/o+xZ/9hOzpkyzdKkjwjx7obBohRJSUlffp4CcUTNHpruZxV7+jjlCy1pu//b/39yc7OVmFhYRTSAYC7Yrpoe8YZZ+iCCy5QcXGxNmzYoO9973uaN2+e3nrrLXm9+57ZeMcdd+jWW2/t46ToS20hR1sag6poCamzVOszUk6CV9nxXqXEeSLeg9kYoxS/UWJztR645gtatuI9JRaO15raNpXWd2hLU1Bbmhq1eGuTpufEa0Z2gpLi+MgdAAADHWPP/sNuLpNCwXAfzawct+MAMWVHdbWMpIsvvrjPH/vBC+bpK1MnqOLP9+ukhY/1+v6JiYkqKSmhcAtgwInpou1FF3368YgpU6Zo6tSpGjVqlJYsWaKTTz55n/e5+eabddNNN3Vt19fXq6CgIOpZEX3tIavyxg7t3KNYmxxnlJ/oU1a8V94oLJa3P3FyNCUrXlOy4tXQHtKH1W1aVdWqunZHb+5o0fKKFh2RFa/j8hKVTPEWAIABi7Fn/2FLd7dGGDkmKossA/1ZbWOTrKTfXnuVZh4xpU8fOy4UVGjXFh1fNFyf3HWHahOSe3zfNZs265Lbf67KykqKtgAGnJgu2n7WyJEjlZ2drfXr1++3aBsIBFisbIAJWattTUFtaQqqswtCmt+jgiSfUv2Rn1XbWyl+r2blJerYIQn6pLZdb+9s0bbmoFZWtuqDqlZNz47XrLxEJfoo3gIAMNAw9uw/OvvZeorHuJwEiF2jh+XryLF9/xqxCX7ZTRs0oqVBZvJUmf18shYABpN+VbTdsmWLqqqqlJ+f73YU9JHq1pBK6zu6etamxBmNSIlTqj/2/hH3GKPxGQGNS/drU2OHXtverK1NQb2zq1UfVLfp+LxEHZkT36czggEAACDZ1hbZ7VskSYaiLRB7CkZIO7ZKba3Slk1S0Ui3EwGA61wt2jY2Nmr9+vVd22VlZVq1apUyMzOVmZmpW2+9VfPnz1deXp42bNig73znOxo9erROP/10F1OjL7SHrMoaOlTZGpIkBTxGRSk+Zcd7XZ9ZezDGGI1I8asoOU5lDR1avLVJu1pDemVrk96rbNVpw5M0ItXvdkwAAIBBw25cL1krZeXIpKa5HQfAZxivVxo5RrZktWx5qTQkXyY+we1YAOAqVz+v/e6772r69OmaPn26JOmmm27S9OnT9YMf/EBer1cffPCBzjnnHI0dO1ZXXHGFZsyYoddee42PoA1wVa0hvVfZ2lWwHZbk0/ScgHISfDFfsN2TMUYjU/26fHy6zihIVqLPqLotpEc31Ou5jQ1q7nDcjggAADAodPaz9Ywc63ISAPuVkyelZUiOI7thrdtpAMB1rs60nTt3rqy1+739xRdf7MM0cFvICc+urWgJF2uTfEaj0/z9fiEvjzGalh2v8Rl+vba9WSt2teqjmjaV1rfr1IJkTczgTQgAAIBocnb3s6U1AhC7jDHS6PGyK5ZJlTtlq6tkMrPcjgUArunf1TAMGM1BR+9XtXUVbIcl+TQ1K9DvC7Z7ivd6dOrwZF0yNk058V61hKye3digZ8rq1RJk1i0AAEA02Po6qXKnZIzMiFFuxwFwACY5RRpWIEmy60tkHf5OAjB4DZyKGPqtytaQ3q9qU0vIyu+RJmX4NSIlTp5+1AqhN4Ymxemy8emanZcgI6mktl0PlNRqY32729EAAAAGHNs5yzZ/uExCostpAByMGTFKivNLLc3hRckAYJCiaAvXWGu1saFDa2vb5Vgpze/RtOx4pQe8bkeLOq8xOiE/SZeMTVNmwKvGoKNHN9Tr1W1Ncg7QMgQAAAC982lrhNEuJwHQE8YXJ7O7/7TdVCrb1upyIgBwB0VbuCLkWK2pbdfWpqCkcDuESRl+xXkG5uza/clPitPl49M1LStekvRmRYseWVenhvaQy8kAAAD6P2vtpzNt6WcL9B9D8qXUdMkJsSgZgEGLoi36XHvIanV1m6rbHBlJY9PiNCIlLtx4fhCK8xidUZisc0akyO8x2tIU1INra7W5scPtaAAAAP1bdaVUXyd5vTKFxW6nAdBDxhiZMePDG7sqZGuq3A0EAC6gaIs+1Rx09EFVm5qCVj4jTc70KyfB53asmDAxI6DLx6crJ96rpqDVX9fV6d2dLbK0SwAAADgkTuknkiRTUCwT53c5DYDeMMmp0tDORcnWsCgZgEGHoi36TGOHo9VVbWpzrOK9RlOzAkr1D/z+tb2REfDqq2PTNSHdL0fSoq1NemFzo0IUbgEAAHqN1ghA/2ZGjJbi4qTmJmlrudtxAKBPUbRFn6hrD+nD6jYFrZTkCxdsE3xcfvvi9xqdMyJFnxsaXt34/ao2PbGhXm0h3lkGAADoKes4smXrJUlmJEVboD8ycXEyxbsXJdu4Xra1xeVEANB3qJoh6mrbQvq4ul0hK6XGeTQ5MzDoFhzrLWOMjh2SqPkjUxTnkcoaOvTnT+pUzwJlAAAAPbNjq9TaIgXiZYYOdzsNgEOVN3T3omROuE0Cn0IEMEhQtEVU1baFVFLTLkdSRsCjiZl++SjY9tiYtIC+MiZNST6jXa0hPfRJnSqag27HAgAAiHlOZ2uEopEyHlpyAf2VMUZm7ETJGKlql1S10+1IANAnKNoiaj5bsB2f7pfXULDtrfzEOH11bLqy471q7HD0l3V12lDX7nYsAACAmEY/W2DgMEnJUsEISZJdt0Y2yEQWAAMfRVtERV373gVbDwXbQ5Ye8OriMWkqSo5Tu2P1RGm9Vle1uh0LAAAgJtlgUHZTmSTJQz9bYEAwhSOl+ASpvU1243q34wBA1FG0RcQ1djgUbKMg3ufRhaNSNTkzICvpH+WNWrmLRvwAAACfZbdslIIdUlKKlJPndhwAEWC8XpkxE8IbW8tlG+rdDQQAUUbRFhHVHHT0UXVbeNExv0fjKNhGlNdjdFZhso7KiZckvbSlScsrml1OBQAAEFts6e7WCCNHyzAWBQYMk5nd9UaMXfexxKJkAAYwiraImJDHp4+q2xS0UnKc0QR62EaFMUYnD0vScUMSJEmLtzXrte1NrKIKAACwmy39RJLkoZ8tMOCY0eMkr09qqFd2M7NtAQxcFG0REfEpaapPH652R0rwGk3MCMjnoWAbLcYYnTg0SXPyEyVJb+xo0eJtzRRuAQDAoGdbmmW3bZYkmVHjXE4DINKMPyCzu1d1fkONhqYku5wIAKKDoi0OW0jSV3/9kEK+gPweaVKmX3EUbPvErLxEnTIsSZL09s4WvbSFGbcAAGBws2Xrwh+Zzhkik5rudhwA0ZA/XEpJk9da/ebMk2iTAGBAomiLw2Kt1YfK0sgZx8k4IU3MCCjg5bLqS0flJmheYfjd5fcqW/XiZgq3AABg8LIbdrdGGMksW2CgMsbIjJ0oK+ncCaOVun2z25EAIOKoruGwvLa9WRUmScGOdqXUbVNSHJeUG47IitfZRckyklZVtWrRVgq3AABg8LHWytmwVpJkRo11OQ2AaDLJKapITpckDV39jmwLCzQDGFiosOGQfVTdqjcrWiRJT//4Jvk7+EfSTZMy43Xm7hm3K3a1agk9bgEAwGBTXSnV1Uher0zRSLfTAIiyiuR0fbyzUnHtrQq9+IzbcQAgoija4pBsaezQP8sbJUnFtk4rn/+by4kgSVOy4nVGQbhwu3xni17bQSEdAAAMHl2zbAuKZfwBl9MAiDZrjK569mVZSfb9d+WsX+N2JACIGJ/bAdD/1LeH9FRZvUJWGpvmV1FtnduR+lxJSYnbEQ5onJK11mTqzR0t2rl9u0aq/pDOk52drcLCwginAwAA+FR5ebkqKysjcq6ile8oVdL2+GTtWrkyIuf8rFgfBwKDzdtbtquqeLyyy9Yo9PwTMtd8WyYQ73YsADhsFG3RK0HH6u9lDWoOWuXEe/X5ohR9WOt2qr5TtXOHZIwuvvhit6Mc1AmXLNCZN/5Q6026fvPrX+v1P9/b63MkJiaqpKSEwi0AAIiK8vJyTZgwQc3Nh//pIJ/Hox3fvUYKBHTON7+tVdt3RiDh/jU2Nkb1/AB6bsf4I5Rds1OqrZbz73/JO+98tyMBwGGjaIteeWVrk7Y1BxXwGl0wMlV+r3E7Up9qrKuTrNV1P/6Vjjj6WLfjHFRzY6Wak7N11k0/0pf+81rFt/Z8VvSm9Wt123VXqLKykqItAACIisrKSjU3N+uh731H44sKDutcSe2tSq3arqDHo/tu+R/JRGec+sLyd/SDPz6k1tbWqJwfQO9Zn0/es7+o0MP/J+ftN2QmTZOnsNjtWABwWCjaosdWV7Xqvcrw4PScohRlBLwuJ3LPsOJRGjd1mtsxDspaq02NQW1tCqoxNU/DCwuVFT94f28AACA2jS8q0JFjxxzWOZyy9VKV5MvO1ZHjxkYo2d7WlG+O2rkBHDrPyLFyph0tu+odhZ57TObqm2R8cW7HAoBDxkJk6JEdzUG9uDn8EbDj8xI1Ks3vciL0hDFGRck+DUkIF2rX1rarrj3kcioAAIAoqKmSJJmMLJeDAHCL97RzpOQUqXKnnCUvuR0HAA4LRVscVEvQ0dNl9QpaaVRqnGbnJbgdCb1gjNGo1DhlBjyykkpq2tXU4bgdCwAAIGJsR4fUsLsNFEVbYNAyCYnynjlfkuS8uVjO1nKXEwHAoaNoiwNyrNWzGxtU1+4o3e/R2UUpMlHqD4boMcZobLpfqXEehaz0UU2bWoMUbgEAwABRG55lq8QkVo0HBjnPhCkyU6ZL1ir097+G39QBgH6Ioi0O6PXtzSpr6JDPSBeMTFW8j0umv/IaowkZfiX6jDoc6aOadrWHrNuxAAAADpvd3RqBWbYAJMk77wIpOTXcJmHxC27HAYBDQgUO+7Wxvl1vVrRIkuYVJis3gXXr+jufx2hiRkABr1FryOrjmjYFHQq3AACg/7LWStX0swXwKZOQKO/ZX5QkOW8tlVNe5nIiAOg9irbYp+YOR89tapAkTcuK16RMPmY2UAS8RpMy/PIZqSlo9Ulde/iPHQAAgP6opVlqa5WMkdIz3E4DIEZ4xk6UmXa0JKvQM4/Ktre5HQkAeoWiLfZirdU/yhvUFLTKjvfq5OFJbkdChCX4PJqYEZBHUk2bo9L6Dgq3AACgf+psjZCWIePlk2EAPuU9/VwpNU2qrpTzyr/cjgMAvULRFnt5d1erNtR3yGukc0akKM7DwmMDUYrfo7HpfknSjpaQtjUHXU4EAADQe539bGmNAOCzTHyCvGdfKEly3n5Nzsb1LicCgJ6jaItudjQHtWRbkyTp5GFJ9LEd4LLivRqREidJ2tgQVGVryOVEAAAAPWcdR6qtDm9QtAWwD57R4+U5cqYkKfTM32iTAKDfoGiLLu0hq2c3NihkpTFpfk3Ppo/tYDA00av8RK8kaV1tu+rbKdwCAIB+or5OCoWkuDgpOcXtNABilOe0s6W0DKm2WqEXn3U7DgD0CNMoo6i8vFyVlZVux+ixj5SpapOsgA1qWO0Wvfee06P7lZSURDkZoskYo+KUOLWGrGraHJXUtGtqVsDtWAAAAAfV2RpB6VkyhpZewGDVk79JkybOUPFbi6SVy7TOG1BD3vA+SLZ/2dnZKiwsdDUDgNhG0TZKysvLNWHCBDU3N7sdpUemnnaevvzTP8hxHP3uqvm6aeWbvT5HY2NjFJKhLxhjNC7Nr9XVbWoKWn1c065Ew0R8AAAQ46rDEyRMJq0RgMFoR3W1jKSLL764R8ffceqJ+tbso5S45F86/p6HtLPJvb/XExMTVVJSQuEWwH5RtI2SyspKNTc363/+9wEVjR7ndpwDCnl8qs0cISspqaVa37v95726/7LFL+mBn/1Ira2t0QmIPuH1GE3MCOiDqja1hqxCaUPl8fG/CAAAEJtse5vUWB/eyMx2NwwAV9Q2NslK+u21V2nmEVMOeryxVi2V25SbJH30P99UWcYQyYVZ+ms2bdYlt/9clZWVFG0B7BcVmSgrGj1O46ZOczvGflkbnlVp2x0lxxlNHTlcxhT06hyb1q2NUjr0Nb/XaEKGXx9Ut6nDn6Szbvqx25EAAAD2bfcsWyWnyvhp7QQMZqOH5evIsWN6dKwdli+7cpnS2lo0PSVRZqi7bRIAYH/4/PMgt6MlpNp2Rx6FFx+jFxiS4jwam+aXJB130X9qs5JdTgQAALA3W727ny2zbAH0gklOkSkOF3jthjWyzU0uJwKAfaNoO4i1BB1tbOiQJBWlxCnRx+WAsKx4rxIbd0mS1ihDmxraXU4EAADwKWsdqaazny1FWwC9NLxISs+UHEd2zWpZp2eLcANAX6JKN0hZa7WurkOOldL8HuUnet2OhBiT0FytVf96UtYYPV3WoJq2kNuRAAAAwurrpGBQ8sVJqWlupwHQzxhjZMZNlnw+qaFetrzU7UgAsBeKtoPU1qagGjoceY00Oi2OtgjYi5H05I9uVKoNL0z2RGm9WkO8Aw0AANxnO/vZZmQxjgVwSEx8vMyYCeGNTWWy9bWu5gGAz6JoOwg1dTgqbwxKkopT4hTv5TLAvgXbWjVNlUqJ86iqNaRnNzbIsdbtWAAAYLDbXbQ1WbRGAHDoTG6+lJsnycqWrJYNdrgdCQC6UK0bZBxrta6uXVZSRsCj3ATaIuDA4hXS/JGp8hmptL5DS7Y1ux0JAAAMYra9TWpsCG9kZLkbBkC/Z8ZMkOLjpdYW2XUlskxSARAjKNoOMpsbg2oKWvmMNDrVz8fJ0CN5iT6dVZQiSXp7Z4s+qGp1OREAABi0OlsjpKTK+APuZgHQ7xlfnMz4qZKMtHOHVLHN7UgAIImi7aDS2OFoS1O4LcKo1Dj5vRRs0XMTMgKanZcgSXphc6O2NPLRIQAA0Pe6+tlm0hoBQGSYtHSZEaMkSXbdGtnmJpcTAQBF20HDWqv1de2SpKyAR9kJPpcToT86Pi9R49L9cqz0VFm96tpDbkcCAACDiLWOVFMlSTIUbQFEUmGxlJYhOaFwf1uHRZgBuIui7SCxtenTtggjU/1ux0E/ZYzRWYUpyk3wqjlo9XRpgzocej4BAIA+Ul8nBYOSL05KSXM7DYABxBgjM2FK+P8vjfWyZevcjgRgkKNoOwg0Bx2VN4bbIhTTFgGHye81uqA4VQleox0tQb24uZFm/QAAoE/Yqs7WCFmszQAg4kwgXmbcpPDGlk2ftmMBABdQtB3grLXaUNchKynd71FOvNftSBgA0gNenVucIiPpw+o2rdjFwmQAAKAP1IQLKLRGABAtJjtXGlogSbJrPpRtb3M5EYDBiqLtALejOaT6DkceI41Ki2NGAiJmRIpfnxuWJEl6ZWuTNjW0u5wIAAAMZLatVWpsCG9kULQFED1m5FgpKVnqaA/3t+WThQBcQNF2AGsNOdrY2CFJGpEcp3gvv25E1tE58ZqUEZCV9PeNDSxMBgAAoqc6vACZUlJl/KzRACB6jNcrM2Gq5PFItdVSeZnbkQAMQlTxBqjOtgiOlVLjPMpLpC0CIs8YozMKk5Wb4FULC5MBAIAo6uotSWsEAH3AJCXLjJkgSbIb18vWVrucCMBgQ9F2gNrVGlJtuyMj2iIguuI8LEwGAACiyzqOVBOeaUs/WwB9xeQNk4YMlaRwmwT62wLoQxRtB6AOx6qsPtwWoTDZp0Qfv2ZEFwuTAQCAqKqvlUJByRcnpaS5nQbAIGLGjJcSk6T2tvDCZExQAdBHqOYNQGX1HQpaKclnNDTJ53YcDBIsTAYAAKLl09YIWXyCDECfMl6fzMQjwv1ta6robwugz1C0HWBq20La1RpeDGpUql8eBrXoQyxMBgAAoqJqlyTJZOW6HATAYER/WwBuoGg7gISs1YbdbRHyE71K8fPrRd/67MJkT5XWszAZAAA4LLa5SWpukoyRMrPcjgNgkKK/LYC+RlVvANnSGFRryMrvkQqT49yOg0Fqz4XJKlpCeqGchckAAMBh2D3LVmkZMj7GuADc062/bclq/s4BEFUUbQeIpg5HW5uCkqSRqX75PLRFgHv2XJjso5o2vcvCZAAA4BDZztYI2bRGAOCuT/vbeqXaatmN692OBGAAc7Vo++qrr+rss8/W0KFDZYzR3//+9263W2v1gx/8QPn5+UpISNApp5yidevWuRM2htndbRGspMyAR1nxXrcjAd0WJvs3C5MBAIBDYDvapbqa8EZWjrthAEC7+9uOmxjeKC+TrdzpbiAAA5arRdumpiYdccQRuvvuu/d5+89//nP99re/1e9//3stX75cSUlJOv3009Xayqy9Pe1oCamhw5HHSCNT+cgYYgcLkwEAgMNSXRn+b1KyTHyCu1kAYDeTmy8NK5Qk2TUfyrY0u5wIwEDkatF23rx5uu2223T++efvdZu1VnfddZf+53/+R+eee66mTp2qhx56SNu2bdtrRu5g1h6y2tQQXnysKDlOAS8dLxA7OhcmG8LCZAAA4BDYyt39bLNojQAgtpiRY6XUNCkUlP3ofdkQE1QARJbP7QD7U1ZWph07duiUU07p2peWlqZjjz1Wb731li666KJ93q+trU1tbZ+u4lhfXx/1rG4qa+hQyErJPqP8RNoiIPJKSkoO+xxj5VW18lTRIj2yapMmq1qx1nU5OztbhYWFbscAAPQzg23s2Zes40g14Zm2htYIAGKM8XikiUfIrnhLamqQXVcijZskY2LtLx0A/VXMFm137NghSRoyZEi3/UOGDOm6bV/uuOMO3XrrrVHNFitq20KqbA2/mzcqzc8/Doioqp07JGN08cUXR+R8I48+Xl+7+3Ft9yXrvp/frjcf/UNEzhspiYmJKikpoXALAOiVwTT27HO11VIoJPkDUkqq22kAYC8mEC9NmCr7wQqpYpuUli7lD3c7FoABImaLtofq5ptv1k033dS1XV9fr4KCAhcTRYeze/ExScpP9Co5jrYIiKzGujrJWl3341/piKOPjcg5W1qq1ZSSq7P/6yf6jyu/Ln9HS0TOe7g2rV+r2667QpWVlRRtAQC9MljGnm6wVZ2tEXKYnAAgZpmMLKl4jGzZOtl1a6SkFJnUNLdjARgAYrZom5eXJ0mqqKhQfn5+1/6KigpNmzZtv/cLBAIKBALRjue6rU1BtYas4jxSYTKLjyF6hhWP0rip0yJyLmut1tV1aFdrSC1ZhRqbFaAPMwCgXxssY8++Zq2VqsIrstMaAUDMKxgh1ddKVbtkP14lHTlTxs+/DQAOT8xWS4qLi5WXl6dXXnmla199fb2WL1+uWbNmuZjMfa1BR1sag5Kk4pQ4+TzMPED/YIzRqLQ4JfmMOhyppKZdIcvCZAAA4DMaG6S2NsnjkTIy3U4DAAdkjJEZP1lKSJTa2mQ//iDclxsADoOrRdvGxkatWrVKq1atkhRefGzVqlUqLy+XMUY33nijbrvtNj377LNavXq1LrnkEg0dOlTnnXeem7FdV9rQIUdSmt+j7HgWH0P/4jVG49P98hmpKWi1oa4jPJsGAABgN7t7lq0ys2U8jHcBxD7ji5OZPF3yeqW6GtkNa92OBKCfc7U9wrvvvqvPfe5zXdud/cAuvfRSPfjgg/rOd76jpqYmXXXVVaqtrdXxxx+vF154QfHx8W5Fdl1Va0g1bY6MpJGpcfT3Qr8U7/NoXLpfH9W0a1drSMlxHg1NitluLQAAoK/t7mdLawQA/YlJTJLGT5H9aJW0bbNsSqpM3jC3YwHop1ytksydO/eAM+yMMfrRj36kH/3oR32YKnaFrFXZ7sXHhib5lOiL2e4WwEGlB7wakeLTxoagyho6lBRnlOZnJg0AAIOdbW0Nt0eQpEyKtgD6F5OdKxWNkt20QfaTEikxmYXJABwSqn79yJbGoNocq4DHqIBZiRgAhib6ulp8rK1tV1uIvk8AAAx6na0RUtNl/H53swDAoSgaKWXlSNaR/WiVbHub24kA9EMUbfuJ5qCjrU27Fx9LjZOXxccwABhjNHqPhcnWsDAZAACDnqU1AoB+Lrww2RQpMUlqb5P96H0WJgPQaxRt+wFrrUrrO2QlZQQ8ygzwa8PAsefCZI1Bq1IWJgMAYNCywaBUWx3eyM51NwwAHAbj88lMmiZ5fVJ9rey6Ev7OAdArVP/6gcrWkOraHXkkjUxh8TEMPJ0Lk0nSztaQdjSHXE4EAABcUVMpWSslJIYX9AGAfswkJslMmBLe2LFV2lrubiAA/QpF2xgXdKzKGsKLjw1P9imexccwQHUuTCZJZQ0dqmuncAsAwGBjd+3uZ0trBAADhMnKkRk5VpJkN6yVra50ORGA/oIKYIwrb+xQhyPFe42GsfgYBrjOhcmsWJgMAIDBxjohqXp3P9ucIS6nAYAIGl4k5Q2VJNmPP1Cgo93lQAD6A4q2Mayxw9H23R8TH5kaJw9tETDA7bUwWW27HPo+AQAwONRUS6GQ5A9IKWlupwGAiDHGyIyZKKWmS6GgRtZUKDMh3u1YAGIcRdsY1bn4mCRlxXuVEfC6nAjoG90WJuuw2lDPwmQAAAwGdldF+JucIazhAGDAMR5PeGGyQLwCoaD+euHnJYdPFgLYP4q2MWpnS0gNHY48RipOiXM7DtCnui1M1sLCZAAADHjWSlXhfrYmO9flMAAQHcbvl5k8XSFj9LniQg398F0mqADYL4q2MajDsdq4e/GxwmSfAl5mGmDw2XNhstKGDtW2UbgFAGCgSm5vlYJBKS5OSstwOw4ARI1JTtGm9Fw51ipr0zo5y151OxKAGEXRNgZtauhQ0EqJPqP8RBYfw+DVuTCZFF6YrCXIx4cAABiI0lubwt9k59IaAcCAVx+fqJtfDhdrnZeek1Oy2uVEAGIRRdsY09DuqKIlPKNwFIuPYZDrXJgsOc4oaKWSmnYFHT4+BADAQOIxRmmtzZIkkz3E5TQA0DfufHOFqorGSLIKPfUXOVvL3Y4EIMZQtI0h1lptqG+XJOUmeJXqZ/ExwGuMJqQH5PdILSGrT+ra6fsEAMAAMqtgqOKckOTzSemZbscBgD6zbfJRMmMmSMEOhf76gGxNlduRAMQQirYxZHtzSE1BK6+RipJZfAzo5Pcajc8IyCOpps3Rxoag25EAAECEzJ80NvxNVo6Mhz9PAAwiHo+8X/iqlDdUampU8JH7ZVua3U4FIEYwKooR7SGr8sbw4mNFKXHys/gY0E1KnEej08JvZmxrDqqimcItAAD9nnV0wcQxkiSTk+dyGADoe8YfkO/L/ymlpkmVOxV67EHZEH/rAKBoGzM2NnQoZKXkOKO8BNoiAPuSk+DT8KTw4nwb6jtU3x5yOREAADgcidW7NDQlWUHjkTKy3I4DAK4wqWnyfeU/JX9AduMGhZ59jJZwACjaxoLatpB2tYaLTyNT/ayYCxxAYbJPmQGPrKQ1te1qCzluRwIAAIcofdsmSVJdfCKtEQAMambIUHkvvFQyHtkPVsj597/cjgTAZYyMXOZYq9L6cFuEvESvUuL4lQAHYozR2DS/knxGHY5UUtOukMO70AAA9DfWcZS6bbMkqTY+yeU0AOA+z6hx8p79RUmS8/orCi171eVEANxEhdBl25qCaglZxXlYfAzoKa/HaHyGX3EeqSlota6unY8PAQDQz9hNpYprb1VVc4saAgluxwGAmOCZfow8J50pSXJefEbOh++5nAiAWyjauqgt5GhzU7jB+IiUOPk8tEUAeire69H4dL+MpKo2R+WNNOsHAKA/sR+tkiT9vWS9RHswAOjiOf4keY45QZIUevqvcjasdTkRADdQtHVRaX2HHCulxnmUE8/iY0Bvpfq9GpUanqG+pSmonS0UbgEA6A+sE5JT8oEk6YmPKEYAwJ6MMfKccY7MpGmSE1LosT/J2d1OBsDgQdHWJdVtIVW3hRdQGpkax+JjwCEakujTsCSfJGl9XYfq2kIuJwIAAAdjy9ZLzU0KxgW0ZCOFCAD4LGM88p73ZZniMVJ7m0J/uV+2apfbsQD0IYq2LgjtsfjY0ESfklh8DDgsRck+ZcV7ZSWV1LarOei4HQkAABxAZ4/GuvwCFhQFgP0wPp+8X7pMyh8uNTcq+Of7ZOvr3I4FoI9QLXTBlsag2kJWfo9RYbLP7ThAv2eM0Zi0OKXEeRSyUklNuzr4AxAAgJhkgx2yJaslSbXDR7gbBgBinAnEy/eV/5QysqTaagUf/r1sU4PbsQD0AYq2faw56Gjr7sXHRqbGycviY0BEeI3RhAy/4r1GrSGrkpp2hSyFWwAAYo39pERqa5VS09Wcmet2HACIeSY5Rb5Lvi6lpkuVOxV8+D7Zlma3YwGIMoq2fcjubotgJWUEPMr8/+3deZxU1YH28d+5t5beN5Ze2PdF2UFEUVxQNMto1MQYMZoYk4waNcboZFMzmdHEmWzO+Grymugkr0ZjohIzRsUFVARUEFnsZhPoRmiwgd63qrrn/aOagpYduvtWdz3fz6fs4tb29K2Lferh9Llh7X6RjhR04sVtwEBdxGN9TQSr4lZERCSpeKuXA+CcPAl0XgcRkaNi8grixW1mNuzYRuyx/4ttafY7loh0IrWGXaiqOUZNq4cDDM3WycdEOkNGwGF0XggD7GqOsaU+6nckERERaWObm7DrPgDAGT/Z5zQiIt2L6dWHwFXfgPQM7EflxP70O2yk1e9YItJJVNp2kahn2VQXP/lY/6wAaQHtepHOkht2GZ4bBOCjhijbG1TcioiIJANbuhJiMehTBH2L/Y4jItLtmMJi3Llfh1AYu+VDYn/+H2xUn3dEeiI1h12kvD5CxIN019AvUycfE+lsfdMDiRP9fVgXoao55nMiERER8Va1LY0wbpJ+60xE5Dg5JQNwr/waBEPYDWXE/vpHbEyfd0R6GpW2XaA+4rG9Mf4/0KE5QRwNUEW6RP/MAEUZLgDrqlupadVARkRExC+2rga7aSPQtp6tiIgcN2fgUNwvfgVcF1u2mthf/oiNacatSE+i0raTWWBjTXyNmd5pLnlh199AIinEGMPQ7CC9wg4WKN3TSkPE8zuWiIhISorPsrWYAYMx+b38jiMi0u05Q0fiXv4VcAPYslXEnvqDiluRHkSlbSdrTs+jPmpxDQzJDvodRyTlGGMYmRciJ+gQs/DBnhZaYipuRUREupK1Fu/9dwEw46f6nEZEpOdwRoxpm3EbwK5dozVuRXoQlbadKKtXXxozewMwKCtIyNWyCCJ+cIxhTH6IjICh1YM1u1uJeNbvWCIiIqmj8iPYWQluAOfkiX6nERHpUZzho3Gv+CoEAth1HxD786MqbkV6AJW2nehTt9yFdVwyAyaxrqaI+CPgGMbmhwg5hqaYpXRPCzEVtyIiIl3CW9E2y3b0SZi0dJ/TiIj0PM6wUbhXXAuBIHZ9aVtxG/E7loicAJW2nWQ3YSZ9+gtgLcNyQzo7rkgSCLsOJ+WHCBioi1hKq1vxrIpbERGRzmRjUbzVywFwJkzzOY2ISM/lDB2J+6X9itsnHsFGWv2OJSLHSaVtJ4h5llIKAEhrqiY7qN0skiwygg5j88M4BmpaPdZWt6LaVkREpPPY9WXQ2ABZ2ZhhI/2OIyLSozlDRuBe+TUIhrAb1xL742+wzU1+xxKR4xDwO0BPtHRnEw0mSN2unRR4NUCJ35FEZD/ZIYexeSHW7Glld4tHOKdIs+FFREQ6yd4TkDnjJmMcLRkmIrJXaWlppz13xilnMfjtBbgVm6l78OdsPvVsouETW56md+/eDBw4sIMSisiRqLTtBEHH4FiP5395FzfcdIvfcUTkIHLDLqPzQpRVt9KSlss/3fFTzbgVERHpYLaxAbvuA0BLI4iI7FW5ezcGmDt3bqe+zrjC3vzvVZdSBAT+9Dv+6Y9/ZUt17XE/X0ZGBqWlpSpuRbqISttOMK1vOpGt67jj+b+ASluRpFWQ5jIiN8i66lZO/cJX2WBrmOJ3KBERkR7EW7UcvBgU9cMUFvsdR0QkKVTXN2CB+6//OqdOGNepr7U7GiF/dyUjeuWz5tZvsLGgiJZg6Jifp2xLBV++5z6qqqpU2op0EZW2nSSNmN8RROQo9EkPsK2igvqcIjaZXN6qbOS0ogy/Y4mIiHR71lq85UsAcCad4nMaEZHkM7xfMZNHjuj017EtQ7ErlxFqbGBM9U7MuMmYnNxOf10ROTE6Q5aIpLy05hqe/+VdALy+vZHFlY0+JxIREen+7LYK2FkJgQDOuMl+xxERSVkmnIaZOA2ycyAawb7/LnbXx37HEpEjUGkrIgK88cf/w3BbDcDC7Y0s2aHiVkRE5ER4y5cCYMZOwKTrt1hERPxkgiHM+KmQVwBeDLv6vfg/rolI0lJpKyLSZii1nFEc/1C5YJuKWxERkeNlW1uwq98DwJk83ec0IiICYAIBzLjJUFgCgF1fivfhOqzVKZlFkpFKWxGR/ZxelKHiVkRE5ATZ1SugtQV69cEMHOp3HBERaWMcBzPqJMzgYfENFZuxpauwns7LI5JsVNqKiHzC6UUZzCzaV9wuVXErIiJyTLz34ksjOJOmY4zxOY2IiOzPGIMZNAwz+mQwBj6uxL6/DBtp9TuaiOxHpa2IyEHMLN5X3L62TScnExEROVp253bs1i3gODgTpvodR0REDsEUlsSXS3ADUFuNfe9tbEO937FEpI1KWxGRQ9i/uF24vZGF2xq03pOIiMgReO8uBsCMOhmTle1zGhERORyT3wsz6RQIp0FTI/a9pdiqnX7HEhFU2oqIHNbM4gzOKokXt4t3NDF/q4pbERGRQ7EtzXjvvwuAM+00n9OIiMjRMJlZmMmnQm4+xGLYNSuwWz7U5x4Rn6m0FRE5glMLM5gzIBOA5VXN/H1LPZ4GMCIiIgfwVi7fdwKywcP9jiMiIkfJhEKY8VOgZAAAdvMGbOlKbCzqczKR1KXSVkTkKEzqnc5nB2VhgDV7WnhmUx1RT8WtiIjIXtZavHcXAeBMO10nIBMR6WaM4+CMGIMZMbbtBGU7sCvewTY3+R1NJCWptBUROUonFaRxydBsXAPra1p5amMtrTEVtyIiIgC2fBPsrIRgSCcgExHpxkxJf8z4qRAMQn0ddtkSspt1YmaRrqbSVkTkGIzIDfP5YTkEHdhSH+HxDTU0RDy/Y4mIiPhu7yxbM24yJi3d5zQiInIiTF5+fJ3brByIRhi2Zwc/Puc0sPrsI9JVVNqKiByjwdkhrhieS7prqGyM8od11exq1lpPIiKSumx9LfaDVQC4OgGZiEiPYNLSMZNOSaxz+70zT2XI4lex9bU+JxNJDSptRUSOQ0lmkKtG5pEXcqhp9fjjuhoq6iN+xxIREfGF9+5i8GKY/oMwRf38jiMiIh1k7zq3m/P6UN/aStauHUR/8wu8zRv9jibS46m0FRE5TgVpLl8emUdJRoDmmOWJDTWU7mnxO5aIiEiXstEI3jtvAeCceqbPaUREpDNUp2cx47eP0ZydC/V1xP7wILE3XsZ6Wi5BpLOotBUROQEZQYcrRuQyMjdEzMK8zXUs3dGItTpBmYiIpAa7ajk01kNOHmbMOL/jiIhIJ1lbtYcNMy/AjJ8C1uK9+g9if3gIW7PH72giPZJKWxGRExR0DBcPyWZKnzQAXtvWyAsV9cQ8FbciItKzWWuJLXkDAOeUmRjH9TmRiIh0JhsI4F58Be5Fl0MwhN2ykehDP8f7YKXf0UR6HJW2IiIdwDGG8/pncU6/TADe39XCnzbU0BDRrwuJiEjPZTeth53bIRjCmXKq33FERKQLGGNwJp5C4Bu3YkoGQHMTsaf+h+jf/oxt1XJxIh1Fpa2ISAc6pW86nx+aQ9g1bG2I8ujaarY36gRlIiLSM3lLXgfAmTgNk5bucxoREelKplcf3K/eiHP6OYDBvreU6G9/id1W4Xc0kR5Bpa2ISAcblhvi6pF59Aq71EU8HltXw+rdzX7HEhER6VC2aid2fSlgcKaf4XccERHxgXEDuLM/jfvlb0J2Luz6mOjv7ie24EVsLOZ3PJFuTaWtiEgnKEhzuWpULsNygkQt/H1LPa9+1ICnE5SJiEgPEXvrNQDMqLGYXn18TiMiIn5yhgwn8M3vYMZOAM/DW/gS0d/dj9253e9oIt1WUpe2d999N8aYdpfRo0f7HUtE5KikuQ6XDc3htML4r4u+vbOJJzbUUhfRvziLiEj3ZmtrsO8vA2j7tVgREUl1JiMT97KrcC+dC+kZsH0r0d/+ktiiV7GezvUhcqwCfgc4kpNOOomXX3458edAIOkji4gkGGM4sySTvukBni+vp7w+wiNl1XxmUDZDc0J+xxMRETku3pKF4MUwg4biDBjsdxwREUkSxhjMyZMwg4YR+/tT2HUf4L38v9iy1bgXX6HfzBA5Bkk90xbiJW1RUVHi0rt3b78jiYgcs9H5Ya4ZlUffdJfGqOXPG2tZsE3LJYiISPdjmxrx3l0MaJatiIgcnMnOwf3iV3H/6XIIhbFbtxB98D+JvfGK1roVOUpJX9quX7+ekpIShg4dypVXXkl5ebnfkUREjktBmsuXR+YxuXcaAEt2NPH4+hpqWzVoERGR7sN7exFEWqGwGDNcS5eJiMjBGWNwJp1C4PrvYoaNhFgU79Xnif7fX+Ftq/A7nkjSS+rSdvr06Tz66KO88MILPPjgg2zatIkzzjiDurq6Qz6mpaWF2tradhcRkWQRcAznD8ji4sHZhB3D1oYovy+rZm11i9/RRETkOKTa2NNGWvHefgMA9/RzMMb4nEhERJKdyc3HvfLruBdfEV/rdsc2Yg//mthLf8O26nOQyKEkdWl74YUX8vnPf57x48czZ84cnn/+eaqrq/nzn/98yMfce++95ObmJi4DBgzowsQiIkdndH6Ya0bnUZQeoDlmeWZTHc9trqM5qgX6RUS6k1Qbe3rvLobGBsgrwJw0we84IiLSTRhjcCZMJXDD7ZiTJ4G1eIsXEn3wP/E+XOd3PJGklNSl7Sfl5eUxcuRINmzYcMj7fO9736OmpiZxqajQlHsRSU75YZe5I3OZUZiOAdbsaeHhsmo+rG31O5qIiBylVBp72kgr3qJXAXDPmI1xXJ8TiYhId2MyswlcOhf3imshJw+qdxP742+IznsC29TodzyRpBLwO8CxqK+vZ+PGjVx11VWHvE84HCYcDndhKhGR4xdwDLNKMhmeG+J/t9SzuyXGnzfWMrFXGuf0yyTk6tdORUSSWSqNPb133oKG+vgs2wlT/Y4jIiLdmDNyLGbQULxXnsd75y3sineIri/FnXMR5uRJWn5HhCSfaXvbbbexcOFCNm/ezFtvvcXnPvc5XNfliiuu8DuaiEiH6pcZ5Cuj85jSJ36SshW7mvld2R42a9atiIgkAdvagvfWawC4Z87GuJplKyIiJ8aE03A/dQnuV2+A3oXQUE/s6ceI/fE32KqdfscT8V1Sl7Zbt27liiuuYNSoUXzhC1+gV69eLFmyhD59+vgdTUSkwwUdw3n9s7hieA45QYeaVo8nNtbyt811NES01q2IiPjHe3dxfJZtfi/MeM2yFRGRjuMMGELgG7finH0BBALYTeuJPvSfxF79BzYS8TueiG+SenmEJ554wu8IIiJdblB2iGvH5PH69kaWfdzMB3ta2FjbylklGUzslaZfFRIRkS7VbpbtGZplKyIiHc8EArhnnoczbjKx55/GbijDe+NlvFXLcT91Cc6IMX5HFOlyST3TVkQkVYVdh/P6Z3H1qFwK011aYpYXKxr4f+tr2NkU9TueiIikEG/pG/vNsp3idxwREenBTH4v3C99DfcLV0NObvxEZY8/TPTJR7E1e/yOJ9KlVNqKiCSx4owgV4/K49x+mYQcw0cNUR4pq+alinoao1oyQUREOpdtbMBb1DbL9uwLNMtWREQ6nTEGZ8x4AjfcgTPjLDAOtmwV0QfuI7boNWws5ndEkS6h0lZEJMk5xjCtbzrXjcljVF4ICyyvauY3H+xh6Y5Gop71O6KIiPRQ3huvQEszFJVgTp7odxwREUkhJhTGPf+zBL5xK2bgEIi04r38d6IP/Rxv41q/44l0OpW2IiLdRHbI5XNDcvji8Bz6ti2Z8Nq2Rh4u3UNZdQvWqrwVEZGOY6t3473zJgDuuZ/GGH10EBGRrmcKi3GvuR73osshIxOqdhD7f7+NL5mwZ5ff8UQ6TVKfiExERA40ODvENaOCrN7dwuvbGqlu9Xh2Ux39MwPMKslkQFbQ74giItIDxBa8CLEYZvBwzLBRfscREZEUZoyDmXgKZvQ4vNdexHtnUXzJhA2lOKedjTPzHEww5HdMkQ6lfy4XEemGHGMY3yuNr4/N5/SidAIGtjZEeWx9DU9sqOGjhojfEUVEpBuzlduw7y8DwJn9aYwxPicSEREBk5aOe+HFBL55K2bwcIhG8V6fT/SB+/A+eF+/fSg9imbaioh0YyHXcEZxJhN6pfFWZRMrdzWzuS7C5roahuUEmVmcQXGGZt6KiMjRs9YSe/FZwGJOmoDTb6DfkURERNoxfYtxv/xNbOlKYi89BzV7iD31B8yQ4bgXXIzpW+x3RJETptJWRKRNaWmp3xFOSF/gNFw2kcs2MtlYG2FjbQ19bCNDqCWP1sR9e/fuzcCB+hAuIiIHsqWrsJs3QiCAO/szfscREZEkkoyfmcxp59Nn4wf02bAGZ9MGIg/9nN2DRrBj5Dhi4TR99ulC5eXlVFVV+R3jmCTz8aHSVkRS3q6dlWAMc+fO9TtKh+k1YCjnXHcrEy+8jI/dDD4mgw+XvcXr//PfrFv0Munp6ZSWlibtDycREfGHjUSIzX8OAOe0szF5BT4nEhGRZFC5ezcGkvoz0+C8HO6bM4uLx4yg1+Z1BMpWce/rS3lk1VpWrF6tzz6drLy8nDFjxtDY2Oh3lGOSkZGRtJ+NVdqKSMqrr6kBa7nxJz9nwrTpfsfpUNHqcpoyCmhJy2HolNMYOuU0vMZa/vrT77OzqiopfzCJiIh/vMULoXo35OTinH6233FERCRJVNc3YIH7r/86p04Y53ecw9rQ0kRJ7W5y0+Cn55/JN6ZNILJyGXbAAK3R3omqqqpobGzkD9+/ndGDBvgd56iUbangy/fcR1WSfjZWaSsi0qbfkGGMGj/R7xidoiVm2d4YpbIxChk5fP5f/5s3bJTm7Y1M7J1GVlDnpRQRSXW2Zg/em68A4M7+DCYU9jmRiIgkm+H9ipk8coTfMY7IWgs7ttGyvowh+bmw7E1iOypw5lyE03+Q3/F6tNGDBnSLY6Q70Kd0EZEUEHYNg7ODTO2TRkb9x9R+vIMWE+DNykb+z+rdzNtUS0V9RGdbFRFJYbEXnoVIK2bAYMzJk/yOIyIictyMMZiifpT16c+/vvYWnutit24h9rv7if71j9jq3X5HFDkilbYiIikk4BgyGndz32cmM85W0S8zgAeUVrfy2Poafl9WzXtVTTTHPL+jiohIF/LWrsaWrQbHwf3MZfr1URER6RE8x+HfFi5h7Tn/hJk4DTDY1SuI/vfPiL30N2xjg98RRQ5JyyOIiKSgWKSVYhr59Mg8KhujvFfVxJrdLXzcHOPFigZe2drAyLww4wvCDMoO6sO7iEgPZltbiD3/DADOjLMwfYt9TiQiItKxomkZBC76Inb6GfGydtMGvMUL8ZYvxZlxFs6MM7UskCQdlbYiIimuKCPAhQOzObskk1W7W3h/VzNVzTE+2NPCB3tayAk6nFwQZlyvNPLDrt9xRUSkg3mvvQi11ZBXgDPrPL/jiIiIdBpT1A/3qm9iN64l9sr/QuU2vAUv4L3zJs4Zs3GmzMAEVJVJctCRKCIiAKQFHKb1TWdqnzQqG6Os3B0vbWsjHm/taOKtHU0UZwQYkx9mdF6InJAKXBGR7s7bVoG39A0A3E9dggmGfE4kIiLSuYwxmOGjMcNGYte8T+zVf8CeXXgvPIu3eCHumbMxE6ZiXFVm4i8dgSIi0o4xhuLMIMWZQc7tl8m6mlZW7Wpmc12E7Y1RtjdGefWjBvpnBhibH2ZUXpjMoJZIFxHpbmw0QuzZP4H1MCdPxBkxxu9IIiIiXcYYB3PyJMyY8XjvLcVbOB9q9hB77il4/WXcM87FTJym8lZ8oyNPREQOKeAYxuaHGZsfpiHiUVbdQumeFrY2RBOX+Vsb6JcZYGRemJG5IfK0hIKISLfgLXgRPt4Bmdm4F17idxwRERFfGNfFnXoazoSpeO8uxlv0Wry8/ftf4I1XcGaegzPxFC2bIF1OR5yIiByVzKDDlD7pTOmTTm1rjNI9LZRWt1LZuK/AffWjBvqmu4zMDTM8N0RhuquTmImIJCFv6xa8txYA4H7mMkxGpr+BREREfGaCIdwZs3CmzsBbtgRv0atQswfvf/+K98bLONPPxJlyKiac5ndUSREqbUVE5JjlhFymF2YwvTCDmtYY66tbWVfTSkV9hJ1NMXY2NfJmZSOZAcPQnBBDc0IMzg6SHtAyCiIifrOR1rZlESxm/BSc0Sf7HUlERCRpmGAI99QzcabMwFveVt7W1uDNfw7v9fk4k0/FmT4Tk5vvd1Tp4VTaiojICckNuUztm87Uvuk0Rj021MQL3C11rTRELat2t7BqdwsGKMkMxEvc7CBFGQHNwhUR8YH3wjzY9TFk5eBecLHfcURERJKSCQZxp5+BM+VU7MrlxBYvgKqdeIsX4C19HXPyJNwZszBF/fyOKj2USlsRkRRVWlraac89FBgM7CFMFelUkUaDCfFRQ5SPGqK8sR2CNkYvmimgmXxayCBKZ1S4vXv3ZuDAgZ3wzMmnvLycqqoqv2N0iVR6X0U6krfmfbzlSwCD+7krMOkZfkcSERFJaiYQxEyejpk0Dbu+DG/xAuzmjdiVy4iuXIbpPyi+bMJJEzHBkN9xpQdRaSsikmJ27awEY5g7d26Xvm5uUT9GnnYOI087h+GnzIKsbCrJpJL4Ooo1O7bx4btvsvHdRXz4zpvs2VbeIa+bkZFBaWlpjy/4ysvLGTNmDI2NjX5H6RKp8r6KdCRbvZvYc38GiJ9UZehInxOJiIh0H8Y4mJFjcUaOxW6rILZ4AfaDlditW4ht3QIvzMMZPwVn6gxM32K/40oPoNJWRCTF1NfUgLXc+JOfM2HadF8y2MZtRCPptIYyiAQziAbTyS0sYdKnv8CkT38BACcWIdjaSDDSSCDShBuLHPNM3C0b1vJvN15LVVVVjy/3qqqqaGxs5If//TsGDR/ld5xOlUrvq0hHsbEYsacfg5bm+Iygs+b4HUlERKTbMiUDCFx6FXZOLd5778R/i6V6N947i/DeWYTpPwhz8iScsRMw2Tl+x5VuSqWtiEiK6jdkGKPGT/Q7BgAxa6lr9ahpu9RHPDw3SEt6Li3puQAEDGSHHHKCDtkhh6ygg6s1cQ8waPiopHlfRSR5ePOfw1ZshnAa7iVXYlzX70giIiLdnsnKwT3jXJyZZ2M/XI+3bAl27Wrs1i3YrVvwXpiHGTwUc9JEnDHjMZlZfkeWbkSlrYiI+M41hrywS144XiLEPEttxKO2NX6pj3hELexp8djT4gFggMygITvokB2Ml7hprtHJzUREPsFbuQxv6RsAuBd/EZPfy+dEIiIiPYsxDmbYKJxho7D1tXirV2DXrIiXt5s3YjdvxHv+GczgYZjho3GGjYK+RfrsIoel0lZERJKO6xjywy75bSWuZy0NkXiRW9caozbiEfGgPmKpj8TYTgyIz8bNaitws4IOMUc/5kQktdnKbcSeewoA54zZOKPH+ZxIRESkZzNZObinngmnnomt3o235v14gbt9K3bTeuym9Xjzn4PsnETRa4aM0CxcOYA+zYqISNJzjCE7ZMgOOZAZwFpLS8xSF/GojcRn4jZELFEL1a0e1a3x2bj0Hsb3569hOdk0bG+gOCNIcUaAzKDj7zckItIFbEM90ScfgWgkPqtH69iKiIh0KZNXgHv62XD62djdVXjrPsBuXIvdvBHqarEr3iG24p34nfN7YfoNwJQMxPQfiCnqjwkG/f0GxFcqbUVEpNsxxpAWMKQFHPqkx7d51tIYtdS3lbjxItcju1dfqoCqyiagCYCsgEOfdJe+6QH6tn0tSHO1Rq6I9Bg2GiH25CNQvRvyCuLr2Dr6BysRERG/mILe+2bgRiPYLR9iN67F27gWdlbCnl3YPbuwq1fEH+A40LsQ07sPpqAPpndf6NUH06sPJj3D1+9FuoZKWxER6REcY8gKGrL2m0VbtvJ9fvLdm7j/0ccJ9CqmsjFKVXOM+qhHfZ3HprpI4r6ugV5pe4vctjI3LUCGZuWKSDdjrUds3hOJE48FvvQ1fbgTERFJIiYQxAwbBcNG4QK2qRG7rQL7UQV2Wzl2azk01MHO7did27GffIJwWnx5hawcyMre9zUjM35bOAzhNEwoHL8eDILjxotg1wXH1Xq63YBKWxER6bEMlopVyxhIPZMHZQPQGrN83Bzl46YYO5uibZcYrZ5lZ1OMnU0xoCXxHFkBh97pLr3SXHqnufRKC9A7zSUjoDJXRJKT99qL8Vk6joN7+TWYPoV+RxIREZHDMOkZiRIXwFoLtdXYnZXYqp2w62Ps7o+xVR9DXQ20NENLc/w2OLDUPaoXdcB19pW5ia8mfpvTdklcN5j9tweCEApBMH4prq7hx+ecRp/6GuyObQfcbly343ZYilBpKyIiKSXkGvplBumXuW99KGstNa1eosDd2RTl4+Yoe1q8xKzczfvNygXICJi2IjeQKHR7pwXIDBj9q7WI+Ca29A28N14GwP3M53GGjPA5kYiIiBwrYwzk5mNy82HEmHa32dYWqKnG1tdBfS22rhbq67D1tdDUCK0t2JZmaGlpK3dbwIsd+CLWg6gHRI861+HK4d7A9848Fep2Y8t2H/jYQBDS0hMXk952PSMLwmF9hjoIlbYiIpLyjDHkhV3ywi4j8/Zt3zsrt6o5xq7mGLvarte0ejRGLY31USrq2w9ywq6hIOxSEHbJD7sUpO297hB2NTtXRDqP9/67eC88C4Az63ycSaf4G0hEREQ6nAmFoU/hMf0mjbUexLx4eet5EIvFr8fa/rx3u2fBi8Vn+npe/GK9/a7bffeNRqG1NV4iR1qprCjnqcce40uzZpKfFoZIBCKt8Yu1EI1AfQTqa+OZ9g8YCGAzs+NLPGRmwd7rKb4ev0pbERGRQzjYrFyIl7m7W2JUNUfZ1Ryjqjl+vbrFoyVm2d4YZXvjgf9inRkwFKS1lbn7Fbv5YZeAo39ZFpHj55WtJjbvSQCc6WfgzDrf50QiIiKSLIxxIOBwtDXg8Xwy2bF8Od/+x9c4/eJL6DVy32/6WGshFoXmZmhuguYmbNtXmhrjl2gUavZAzZ59Za7jYLNzITcvPuM4Jw8TSK0aM7W+WxERkQ4Qcg1FGQGKMtr/GI168TJ3T0uM3c2xfddbYjRGLQ1RS8NBZucC5IScRJGb1zYztyDskhtSoSsih+dtqyD2lz+A9TATp+HM+Sf9iqGIiIgkBWNMfH3brCBkxc8zsv8oxXoeNNZDfT22oQ7q2y7RyH5F7qb4fbOyIb8XpqB3vMTt4TNxVdqKiIh0kIBj6JseoG/6gT9em2PeJ8pcL/61OUaLZ6lt9ahtPXDtXNhX6OaHXfJCTmKmbp5m6IoIYAqLMaNOBs/D/ezn47NpRERERLoB4ziQlQNZOYky11obn4FbswdbswdqquMzc9sKXVuxGdwAdm+BW9AbEw77+F10DpW2IiIiXSDNdSjOcCjOaL/UgrWWxmh8hu7ulhjVbbNz97QVu61HKnSD8RI3Rj5nfPkGWkJZNEQ80gIGVzPteozy8nKqqqr8jtElevfuzcCBA/2O0a0YN4B76VwqtmymasX7fsc5JqWlpX5HEBGRFNDdft60tLQQ7mYlZEfuY2MMZGRCRiamuD9A/ORq1Xuwu6tgT1V8zdyqHdiqHfHbc3IxfYqgdyEmLa3DsvhJpa2IiIiPjDFkBg2ZQYcBWQcvdPccUOjGZ+22eJbaiEdtxAOTzaduuZs6YMWuFgBCjiEtYEh3DWmuIT3gkNZ23dUM3W6jvLycMWPG0NjY6HeULpGRkUFpaamK22NUsXUrY04e122Pk/r6er8jiIhID1S5ezcGmDt3rt9Rjokx8XN3dUed9TPdhNOgsBhTWByfiVtXi939MeyugrpaqK3B1tbAxrX7Ctw+hfHHdVMqbUVERJLU/oVu/4MUuk1Ry57W+JILpVs+4ukXXmbq7E9hQ+nELLR6ltZWS+1BnjvkxGf/JkrdgJMod1XoJpeqqioaGxv54X//jkHDR/kdp1Nt2bCWf7vxWqqqqlTaHqO9x8kfvn87owcN8DvOUXth6Tvc+fs/0Nzc7HcUERHpgarrG7DA/dd/nVMnjPM7zlHZ+7OxO2WGrv2ZboyBnFxMTi4MHh6fhVu1E/txZXwphf0L3Nx8TFFJvMB1u1cN2r3SioiICBAfqGQEDRlBh36ZQSJbanjyB99k9pQ3GTluAlELzVFLU8yjOWppju27HrXQ6kGr51F74IoLBB1Ibyt009x9pW6aa7SGro8GDR/FqPET/Y4hSW70oAFM3u+MzcmurLzC7wgiIpIChvcr7jY/H/f+bOxOmcHfn+kmnAb9BmL6DTywwN27Lu76UmyfQkxhCeQVdIuTtqq0FRER6WGMMQQNBEOGbA48IVHEs21FrkdTbL/rbYVuxIPIYQrdNLdtVm6g/bILKnRFRERERMRP7Qrc5ibYsR27Y1v8xGY7tmN3bIdwGraohGD0IB94kohKWxERkRQTdMwhC92oZ9uKXC8+O7dtlm5zzGsrc+OF7kHOiZaYoZseMPFL2/U013SLf8kWEREREZGew6Slw6ChMHBIfMmEHdvg40poaYYtHzIWeG7uJWR9vN3vqAel0lZEREQSAo4h2zFkBw9e6Da3FbpNsb3X48su7F/ofnKGroG2GbnxWbnp+10PanauiIiIiIh0ImMM5OZhcvOww0fFl0/Y/hGmejdzhg9mW2213xEPSqWtiIiIHJWAY8hyDFmHKXSbovFlFpr2u+5B/M8xCy1eu8ftv35uhmbnioiIiIhIJzKOC32LMX2LWf3BB/ztr3/ln86/lEF+BzsIlbYiIiJywg5V6FprafUsjVHbVua2lbrR+PbjmZ0rIiIiIiJyoloDQe58dRGfDqf5HeWgVNqKiIhIpzHGEHYNYRfyw+1vi3ntZ+Qe7exc03sY3/jd31lDAZEdjRSkufQKB8gNO7ianSsiIiIiIj2ASlsRERHxhXuE2blN0bYZup+YnWudAIMnTecj4KNtjYnHOUB+2KUgzaUg7NJrv6+aoSsiIiIiIt2JSlsRERFJKvvPzs07yOzcsrIyHvqPe/j+Pf9BOL8Pu1pi7GmJEfFgV0uMXS2xA54zPWDoFY6XuHlhl9yQQ27IJSfkkBV0cDRDV0REREREkohKWxEREek2XMcQiLbw/ovPMPyeHzJ5yDAgPju3NuKxuzle2u5ujrG7Jcau5hh1kfhM3a3RKFsbogc8p2MgJ7ivxM0NuWSHHLKD8UI3KxhfU1cnRhMRERERka6i0lZERES6PWMMuSGX3JDLkE/c1hqz7G4rcne1RKlp9ahpjVHb6lHb6uFZqG71qG71DvrcEC92swL7StysoENGwCFj74nSAoZ0d9+fA44KXhEREREROX4qbUVEpMcrLS31O0KnS4Xv8XiFXENRRoCijADQfr0Fz1rqIvHytqY1lih06yNe4tIYtXgWaiMetZFDF7v7CzqQ7jptyzwYQq4h7MS/hhxD2HUS2wJO2wxiE78e/2pwDQQcQzMuGbn5WAzWWgDN+hURERER6eFU2oqISI+1a2clGMPcuXP9jtJl6uvr/Y7QrTj7zdAdQPCg94l5loZovMCt26/MbWo7SVpjdO+J0uIFrwUiHkQ8DyIdENL040evrWMX8NaO5vimvTeZ+HXT7rphb6d74O3mE/eN/8chXgQ7e2/bb5shPtPYtO0vk7gev4/TVjC7xuC0fY3/WeWyiIiIiMjxUmkrIiI9Vn1NDVjLjT/5OROmTfc7Tqda8tpL/O5n/0pzc7PfUXoc1zHkhFxyQu4R72utpcWziRK3NRb/c0vMJq63xiytbdtaYh4xC1HPErXxgjhqLVGPtq+WSMzCJ8pPm3i9g2zEcmiHu63jObCvyHXiX/fNJo7PJN7/eiSQRu9Bw7o4pYiIiIhI8lFpKyIiPV6/IcMYNX6i3zE61Zb1a/2OIMRnlqa5hjQX8sNHLnmPxvLly5k27RQeev51hp00Hmvj1aslfiV+nf22x8vjvds4zO0Ant13u7ff47zEY2ziPp7d91jPxi8xaxNfYxZi+zWuXtv9onuf8Eh1bMEgbnpiAbDzxHeciIiIiEg3ptJWREREJMl5sRjGWoLtTnCWnEsP7C11Y3sLXW/f9ZiFyP6zidtmGEe9+KzippYW9myrwAwOH/F1RERERER6MpW2IiIiItJh9l8HN4iBY5hwvHZlGXdcOpO5y5Z1Wj4RERERke7A8TuAiIiIiIiIiIiIiOyj0lZEREREREREREQkiai0FREREREREREREUkiKm1FREREREREREREkohKWxEREREREREREZEk0i1K2wceeIDBgweTlpbG9OnTefvtt/2OJCIiIiIiIiIiItIpkr60ffLJJ7n11lu56667WL58ORMmTGDOnDns3LnT72giIiIiIiIiIiIiHS7pS9tf/OIXXHfddXzlK19h7NixPPTQQ2RkZPD73//e72giIiIiIiIiIiIiHS6pS9vW1laWLVvG7NmzE9scx2H27NksXrzYx2QiIiIiIiIiIiIinSPgd4DDqaqqIhaLUVhY2G57YWEhZWVlB31MS0sLLS0tiT/X1NQAUFtb23lBD6K+vh6AdatW0NTQ0KWv3dW2bFwHwKbSNWSmp/ucpnPpe+2ZUul7hdT6fvW99kwVH64HYNmyZYmftz3Z2rVrgdQYU+x9b+vr67t07Lb3tay1x/zYZBt7vrduA/VNTV362ieibEs5AKs2bSEtM9PnNEenO2aG7pm7O2aG7pm7O2YG5e5K3TEzdM/c3TEzdM/c6ys+ApJ37Gns8YxOu8i2bdvo168fb731FjNmzEhsv/3221m4cCFLly494DF33303P/7xj7sypoiIiIj0ABUVFfTv3/+YHqOxp4iIiIgcjyONPZO6tG1tbSUjI4O//OUvXHzxxYntV199NdXV1cybN++Ax3xytoPneezevZtevXphjOmK2N1GbW0tAwYMoKKigpycHL/jdGvalx1H+7JjaX92HO3LjqN92XG0LzuGtZa6ujpKSkpwnGNbPUxjz55Nf8dSi97v1KL3O7Xo/U4tyf5+H+3YM6mXRwiFQkyZMoVXXnklUdp6nscrr7zCjTfeeNDHhMNhwuFwu215eXmdnLR7y8nJScqDuDvSvuw42pcdS/uz42hfdhzty46jfXnicnNzj+txGnumBv0dSy16v1OL3u/Uovc7tSTz+300Y8+kLm0Bbr31Vq6++mqmTp3KKaecwq9+9SsaGhr4yle+4nc0ERERERERERERkQ6X9KXt5Zdfzscff8ydd95JZWUlEydO5IUXXjjg5GQiIiIiIiIiIiIiPUHSl7YAN9544yGXQ5DjFw6Hueuuuw74lT45dtqXHUf7smNpf3Yc7cuOo33ZcbQvRTqX/o6lFr3fqUXvd2rR+51aesr7ndQnIhMRERERERERERFJNcd2elwRERERERERERER6VQqbUVERERERERERESSiEpbERERERERERERkSSi0jYFvP7663z2s5+lpKQEYwzPPvtsu9uttdx5550UFxeTnp7O7NmzWb9+vT9hk9yR9uU111yDMabd5YILLvAnbJK79957mTZtGtnZ2fTt25eLL76YtWvXtrtPc3MzN9xwA7169SIrK4tLL72UHTt2+JQ4eR3NvjzrrLMOODa/+c1v+pQ4eT344IOMHz+enJwccnJymDFjBv/4xz8St+uYPHpH2pc6Jo/fT3/6U4wx3HLLLYltOjZFTozGy6lDY9DUorFdatOYqee7++67D/hMMXr06MTt3f39VmmbAhoaGpgwYQIPPPDAQW+/7777uP/++3nooYdYunQpmZmZzJkzh+bm5i5OmvyOtC8BLrjgArZv3564/OlPf+rChN3HwoULueGGG1iyZAnz588nEolw/vnn09DQkLjPt7/9bZ577jmeeuopFi5cyLZt27jkkkt8TJ2cjmZfAlx33XXtjs377rvPp8TJq3///vz0pz9l2bJlvPvuu5xzzjlcdNFFrFmzBtAxeSyOtC9Bx+TxeOedd/jNb37D+PHj223XsSlyYjReTh0ag6YWje1Sl8ZMqeOkk05q95nizTffTNzW7d9vKykFsM8880ziz57n2aKiIvsf//EfiW3V1dU2HA7bP/3pTz4k7D4+uS+ttfbqq6+2F110kS95urudO3dawC5cuNBaGz8Og8GgfeqppxL3KS0ttYBdvHixXzG7hU/uS2utnTVrlr355pv9C9WN5efn24cffljHZAfYuy+t1TF5POrq6uyIESPs/Pnz2+0/HZsiHUvj5dSiMWjq0diu59OYKXXcdddddsKECQe9rSe835ppm+I2bdpEZWUls2fPTmzLzc1l+vTpLF682Mdk3deCBQvo27cvo0aN4p//+Z/ZtWuX35G6hZqaGgAKCgoAWLZsGZFIpN2xOXr0aAYOHKhj8wg+uS/3euyxx+jduzcnn3wy3/ve92hsbPQjXrcRi8V44oknaGhoYMaMGTomT8An9+VeOiaPzQ033MCnP/3pdscg6P+XIp1N4+WeTWPQ1KGxXerQmCm1rF+/npKSEoYOHcqVV15JeXk50DPe74DfAcRflZWVABQWFrbbXlhYmLhNjt4FF1zAJZdcwpAhQ9i4cSPf//73ufDCC1m8eDGu6/odL2l5nsctt9zC6aefzsknnwzEj81QKEReXl67++rYPLyD7UuAL33pSwwaNIiSkhJWrlzJHXfcwdq1a3n66ad9TJucVq1axYwZM2hubiYrK4tnnnmGsWPHsmLFCh2Tx+hQ+xJ0TB6rJ554guXLl/POO+8ccJv+fynSuTRe7rk0Bk0NGtulFo2ZUsv06dN59NFHGTVqFNu3b+fHP/4xZ5xxBqtXr+4R77dKW5EO9MUvfjFxfdy4cYwfP55hw4axYMECzj33XB+TJbcbbriB1atXt1t7Ro7Pofbl17/+9cT1cePGUVxczLnnnsvGjRsZNmxYV8dMaqNGjWLFihXU1NTwl7/8hauvvpqFCxf6HatbOtS+HDt2rI7JY1BRUcHNN9/M/PnzSUtL8zuOiEiPoTFoatDYLnVozJR6LrzwwsT18ePHM336dAYNGsSf//xn0tPTfUzWMbQ8QoorKioCOODseTt27EjcJsdv6NCh9O7dmw0bNvgdJWndeOON/P3vf+e1116jf//+ie1FRUW0trZSXV3d7v46Ng/tUPvyYKZPnw6gY/MgQqEQw4cPZ8qUKdx7771MmDCBX//61zomj8Oh9uXB6Jg8tGXLlrFz504mT55MIBAgEAiwcOFC7r//fgKBAIWFhTo2RTqRxss9k8agqUNju9ShMZPk5eUxcuRINmzY0CP+jqu0TXFDhgyhqKiIV155JbGttraWpUuXtlt3UI7P1q1b2bVrF8XFxX5HSTrWWm688UaeeeYZXn31VYYMGdLu9ilTphAMBtsdm2vXrqW8vFzH5iccaV8ezIoVKwB0bB4Fz/NoaWnRMdkB9u7Lg9ExeWjnnnsuq1atYsWKFYnL1KlTufLKKxPXdWyKdB6Nl3sWjUFFY7ueS2Mmqa+vZ+PGjRQXF/eIv+NaHiEF1NfXt5u5tGnTJlasWEFBQQEDBw7klltu4d/+7d8YMWIEQ4YM4Uc/+hElJSVcfPHF/oVOUofblwUFBfz4xz/m0ksvpaioiI0bN3L77bczfPhw5syZ42Pq5HTDDTfw+OOPM2/ePLKzsxNryuTm5pKenk5ubi7XXnstt956KwUFBeTk5PCtb32LGTNmcOqpp/qcPrkcaV9u3LiRxx9/nE996lP06tWLlStX8u1vf5szzzyT8ePH+5w+uXzve9/jwgsvZODAgdTV1fH444+zYMECXnzxRR2Tx+hw+1LH5LHJzs5ut0Y1QGZmJr169Ups17EpcmI0Xk4dGoOmFo3tUovGTKnntttu47Of/SyDBg1i27Zt3HXXXbiuyxVXXNEz/o5b6fFee+01Cxxwufrqq6211nqeZ3/0ox/ZwsJCGw6H7bnnnmvXrl3rb+gkdbh92djYaM8//3zbp08fGwwG7aBBg+x1111nKysr/Y6dlA62HwH7yCOPJO7T1NRkr7/+epufn28zMjLs5z73Obt9+3b/QiepI+3L8vJye+aZZ9qCggIbDoft8OHD7Xe/+11bU1Pjb/Ak9NWvftUOGjTIhkIh26dPH3vuuefal156KXG7jsmjd7h9qWPyxM2aNcvefPPNiT/r2BQ5MRovpw6NQVOLxnaiMVPPdvnll9vi4mIbCoVsv3797OWXX243bNiQuL27v9/GWms7vRkWERERERERERERkaOiNW1FREREREREREREkohKWxEREREREREREZEkotJWREREREREREREJImotBURERERERERERFJIiptRURERERERERERJKISlsRERERERERERGRJKLSVkRERERERERERCSJqLQVERERERERERERSSIqbUVEjsGGDRs47bTTGDBgAPPmzfM7joiIiIj0YBp7ioikLpW2IiLHwHVd7r//fn7wgx/w4osv+h3nAI888ggzZ86kvr6+S193w4YN3HPPPTQ1NXXp64qIiIj0ZBp7HpzGniKSClTaiogchVdeeYW+ffty6623UlxczPz58/n3f//3Ls+xYMECjDFUV1cfsL1///489thj3H333axateqEXuess87illtuOar7Njc3c9lll1FSUkJ6evoJve7B3H333UycOLHDn1dEREQkWWnseWgae4pIqlBpKyIpyxhz2Mvdd98NQG1tLd/5zndYvHgx2dnZPPXUU9x///3k5+d3ar6DDV5PO+00tm/fTm5ubmLbnj17+M53vsObb77JpEmTeO+995gxY0anZtvft771LS6++GKuueaaDn3eq666iqysLO655x5WrVrFhAkTOvT5RURERLqSxp4dQ2NPEUkVxlpr/Q4hIuKHysrKxPUnn3ySO++8k7Vr1ya2ZWVlkZWVRUtLC83NzeTm5hKNRqmrq+v0QTPEB84TJ07kV7/6Vae/VjK99l6VlZXU19dz//338/LLL/PCCy8wcODAQ97/vvvuIz09nW9961tdmFJERETk6GjsmZyvvZfGniKSbDTTVkRSVlFRUeKSm5uLMabdtqysLACWLFnCeeedRzgcZsCAAfzsZz8jGo0mnuess87ipptu4vbbb6egoICioqLETIm9ysrKmDlzJmlpaYwdO5aXX34ZYwzPPvvsQbNdc801LFy4kF//+teJ2RebN28+6K+ovfnmm5xxxhmkp6czYMAAbrrpJhoaGhK3Dx48mHvuuYevfvWrZGdnM3DgQH77298ecf94nnfY76m8vJyLLrqIrKwscnJy+MIXvsCOHTsSt2/cuJGLLrqIwsJCsrKymDZtGi+//PIRX/enP/0phYWFjBgxgnvvvZeMjAxCoVBi0Ox5Hv/6r/9K//79CYfDpKen85Of/IS6ujqam5vZvHkzxhiefvppzj77bDIyMpgwYQKLFy8+4muLiIiIdBaNPQ9PY08RkU+wIiJiH3nkEZubm3vA9q1bt9qMjAx7/fXX29LSUvvMM8/Y3r1727vuuitxn1mzZtmcnBx7991323Xr1tn/+Z//scYY+9JLL1lrrY1Go3bUqFH2vPPOsytWrLBvvPGGPeWUUyxgn3nmmYPmqa6utjNmzLDXXXed3b59u92+fbuNRqP2tddes4Dds2ePtdbaDRs22MzMTPvLX/7Srlu3zi5atMhOmjTJXnPNNYnnGjRokC0oKLAPPPCAXb9+vb333nut4zi2rKzskPvjSN9TLBazEydOtDNnzrTvvvuuXbJkiZ0yZYqdNWtW4jlWrFhhH3roIbtq1Sq7bt06+8Mf/tCmpaXZLVu2HPJ1n3zySRsOh+3DDz9sy8rK7A9+8AObnZ1tJ0yYkLjPL37xC5uTk2OfeOIJW1ZWZq+//noLWMCuXr3abtq0yQJ29OjR9u9//7tdu3atveyyy+ygQYNsJBI55GuLiIiIdBWNPdvT2FNE5EAqbUVE7KEHzt///vftqFGjrOd5iW0PPPCAzcrKsrFYzFobH2TOnDmz3eOmTZtm77jjDmuttf/4xz9sIBCw27dvT9w+f/78ww6c9z7vzTff3G7bJwfO1157rf3617/e7j5vvPGGdRzHNjU1WWvjA+e5c+cmbvc8z/bt29c++OCDh33tw31PL730knVd15aXlyduX7NmjQXs22+/fcjnPemkk+x//dd/HfL2GTNm2Ouvv77dtunTp7cbOJeUlNh///d/PyDb3sftHTg//PDDB2QrLS095GuLiIiIdBWNPQ98bY09RUTa0/IIIiKHUVpayowZMzDGJLadfvrp1NfXs3Xr1sS28ePHt3tccXExO3fuBGDt2rUMGDCAoqKixO2nnHJKh+R7//33efTRRxNroGVlZTFnzhw8z2PTpk0Hzbf3V/H25juUw31PpaWlDBgwgAEDBiRuHzt2LHl5eZSWlgJQX1/PbbfdxpgxY8jLyyMrK4vS0lLKy8sP+ZqlpaVMnz693bb9T2xRW1vLtm3bOP3009vd5/TTT0+87sHyFxcXAxzxexYRERHxk8ae+2jsKSKpLuB3ABGRniAYDLb7szEGz/M6/XXr6+v5xje+wU033XTAbfufOOF48p3o93Tbbbcxf/58/vM//5Phw4eTnp7OZZddRmtr61E/x4nYP//eDz5d8Z6IiIiIdDaNPQ+ksaeI9DSaaSsichhjxoxh8eLFWGsT2xYtWkR2djb9+/c/qucYNWoUFRUV7U6U8M477xzxcaFQiFgsdtj7TJ48mQ8++IDhw4cfcAmFQkeV73iMGTOGiooKKioqEts++OADqqurGTt2LBDfT9dccw2f+9znGDduHEVFRWzevPmIz7t06dJ225YsWZK4npOTQ0lJCYsWLWp3n0WLFiVeV0RERKS70tjz4DT2FJFUpNJWROQwrr/+eioqKvjWt75FWVkZ8+bN46677uLWW2/FcY7uf6HnnXcew4YN4+qrr2blypUsWrSIH/7whwDtfvXtkwYPHszSpUvZvHkzVVVVB/2X+jvuuIO33nqLG2+8kRUrVrB+/XrmzZvHjTfeeHzf8FGaPXs248aN48orr2T58uW8/fbbfPnLX2bWrFlMnToVgBEjRvD000+zYsUK3n//fb70pS8dcbbBzTffzO9//3seeeQR1q1bx1133cWaNWva3ee73/0uP/vZz3jyySdZu3Yt//Iv/8KKFSu4+eabO+37FREREekKGnsenMaeIpKKVNqKiBxGv379eP7553n77beZMGEC3/zmN7n22msTA9+j4bouzz77LPX19UybNo2vfe1r/OAHPwAgLS3tkI+77bbbcF2XsWPH0qdPn4OuxzV+/HgWLlzIunXrOOOMM5g0aRJ33nknJSUlx/7NHgNjDPPmzSM/P58zzzyT2bNnM3ToUJ588snEfX7xi1+Qn5/Paaedxmc/+1nmzJnD5MmTD/u8l19+OT/60Y+4/fbbmTJlClu2bOGf//mf293npptu4tZbb+U73/kO48aN44UXXuBvf/sbI0aM6JTvVURERKSraOx5cBp7ikgqMnb/37sQEZEusWjRImbOnMmGDRsYNmyY33FEREREpAfT2FNEpPtRaSsi0gWeeeYZsrKyGDFiBBs2bODmm28mPz+fN9980+9oIiIiItLDaOwpItL9BfwOICKSCurq6rjjjjsoLy+nd+/ezJ49m5///Od+xxIRERGRHkhjTxGR7k8zbUVERERERERERESSiE5EJiIiIiIiIiIiIpJEVNqKiIiIiIiIiIiIJBGVtiIiIiIiIiIiIiJJRKWtiIiIiIiIiIiISBJRaSsiIiIiIiIiIiKSRFTaioiIiIiIiIiIiCQRlbYiIiIiIiIiIiIiSUSlrYiIiIiIiIiIiEgSUWkrIiIiIiIiIiIikkT+P/Yd7dtjOMbRAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Tải dữ liệu tips\n",
    "df = sns.load_dataset(\"tips\")\n",
    "\n",
    "# Tạo subplot để hiển thị hai đồ thị histogram cạnh nhau\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 6), sharey=True)\n",
    "\n",
    "# Vẽ histogram cho thời gian dùng bữa \"Lunch\"\n",
    "sns.histplot(df[df[\"time\"] == \"Lunch\"][\"total_bill\"], kde=True, ax=axes[0], color='skyblue')\n",
    "axes[0].set_title('Tổng tiền hóa đơn cho bữa trưa (Lunch)')\n",
    "axes[0].set_xlabel('Tổng tiền hóa đơn')\n",
    "axes[0].set_ylabel('Tần suất')\n",
    "\n",
    "# Vẽ histogram cho thời gian dùng bữa \"Dinner\"\n",
    "sns.histplot(df[df[\"time\"] == \"Dinner\"][\"total_bill\"], kde=True, ax=axes[1], color='salmon')\n",
    "axes[1].set_title('Tổng tiền hóa đơn cho bữa tối (Dinner)')\n",
    "axes[1].set_xlabel('Tổng tiền hóa đơn')\n",
    "\n",
    "# Hiển thị biểu đồ\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 10. Vẽ hai đồ thị boxplot cạnh nhau để so sánh tổng hóa đơn giữa hai thời gian dùng bữa `Lunch` và `Dinner`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Tải dữ liệu tips\n",
    "df = sns.load_dataset(\"tips\")\n",
    "\n",
    "# Tạo subplot để hiển thị hai đồ thị boxplot cạnh nhau\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 6), sharey=True)\n",
    "\n",
    "# Vẽ boxplot cho thời gian dùng bữa \"Lunch\"\n",
    "sns.boxplot(x=\"total_bill\", data=df[df[\"time\"] == \"Lunch\"], ax=axes[0], color='skyblue')\n",
    "axes[0].set_title('Tổng tiền hóa đơn cho bữa trưa (Lunch)')\n",
    "axes[0].set_xlabel('Tổng tiền hóa đơn')\n",
    "\n",
    "# Vẽ boxplot cho thời gian dùng bữa \"Dinner\"\n",
    "sns.boxplot(x=\"total_bill\", data=df[df[\"time\"] == \"Dinner\"], ax=axes[1], color='salmon')\n",
    "axes[1].set_title('Tổng tiền hóa đơn cho bữa tối (Dinner)')\n",
    "axes[1].set_xlabel('Tổng tiền hóa đơn')\n",
    "\n",
    "# Hiển thị biểu đồ\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "authorship_tag": "ABX9TyOkldNpyHDDGNs27UhN+pnq",
   "provenance": []
  },
  "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": "3.8.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
