PyDataAnalysis/4.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7479751d-b04c-4e6a-8985-8406bf4462f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==================================================\n",
      "a. B国的产出可能性边界图\n",
      "==================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "B国最大橙子产量: 150\n",
      "B国最大葡萄产量: 450\n",
      "B国PPF斜率: -3.00\n",
      "斜率的绝对值表示B国的机会成本: 生产1单位橙子需放弃3.00单位葡萄\n",
      "\n",
      "==================================================\n",
      "b. 全球橙子与葡萄的相对供给曲线\n",
      "==================================================\n",
      "各国机会成本分析:\n",
      "A国生产橙子的机会成本: 1.333 (葡萄/橙子)\n",
      "B国生产橙子的机会成本: 3.000 (葡萄/橙子)\n",
      "A国生产葡萄的机会成本: 0.750 (橙子/葡萄)\n",
      "B国生产葡萄的机会成本: 0.333 (橙子/葡萄)\n",
      "\n",
      "比较优势分析:\n",
      "A国在生产橙子上具有比较优势 (机会成本更低)\n",
      "B国在生产葡萄上具有比较优势 (机会成本更低)\n",
      "\n",
      "各国最大产量:\n",
      "A国最大橙子产量: 375\n",
      "A国最大葡萄产量: 500\n",
      "B国最大橙子产量: 150\n",
      "B国最大葡萄产量: 450\n",
      "全球最大橙子产量: 525\n",
      "全球最大葡萄产量: 950\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "全球相对供给曲线关键点分析:\n",
      "当相对价格 P_O/P_G < 0.33 时，两国都只生产葡萄，橙子相对供给为0\n",
      "当相对价格 P_O/P_G = 0.33 时，B国开始有生产橙子的动力\n",
      "当相对价格 0.33 < P_O/P_G < 1.33 时，B国生产葡萄，A国生产橙子，相对供给约为 375 单位橙子\n",
      "当相对价格 P_O/P_G = 1.33 时，A国也开始只生产橙子，相对供给跃升至 525 单位橙子\n",
      "当相对价格 P_O/P_G > 1.33 时，A国只生产橙子，B国也开始生产橙子，相对供给量达到全球最大值 525 并保持不变\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei', 'DejaVu Sans']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "def plot_ppf():\n",
    "    \"\"\"绘制B国的产出可能性边界图\"\"\"\n",
    "    # B国参数\n",
    "    L_B = 900  # B国劳动单位总数\n",
    "    a_L_O_B = 6  # B国生产橙子的单位劳动量\n",
    "    a_L_G_B = 2  # B国生产葡萄的单位劳动量\n",
    "    \n",
    "    # 计算B国最大产量\n",
    "    max_oranges_B = L_B / a_L_O_B  # 只生产橙子时的最大产量\n",
    "    max_grapes_B = L_B / a_L_G_B   # 只生产葡萄时的最大产量\n",
    "    \n",
    "    # 创建图形\n",
    "    fig, ax = plt.subplots(1, 1, figsize=(10, 6))\n",
    "    \n",
    "    # 绘制B国PPF线\n",
    "    x_oranges = [0, max_oranges_B]  # 橙子产量从0到最大值\n",
    "    y_grapes = [max_grapes_B, 0]     # 葡萄产量对应从最大值到0\n",
    "    ax.plot(x_oranges, y_grapes, 'b-', linewidth=2, label='B国PPF')\n",
    "    \n",
    "    # 标记轴点\n",
    "    ax.plot(0, max_grapes_B, 'bo', markersize=8)\n",
    "    ax.text(0, max_grapes_B, f'({0}, {int(max_grapes_B)})', fontsize=10, ha='left', va='bottom')\n",
    "    ax.plot(max_oranges_B, 0, 'bo', markersize=8)\n",
    "    ax.text(max_oranges_B, 0, f'({int(max_oranges_B)}, {0})', fontsize=10, ha='right', va='top')\n",
    "    \n",
    "    # 添加斜率标注\n",
    "    slope = -max_grapes_B / max_oranges_B\n",
    "    ax.text(max_oranges_B/2, max_grapes_B/2, f'斜率 = {slope:.2f}', \n",
    "            fontsize=10, ha='center', va='center', bbox=dict(boxstyle='round', facecolor='wheat', alpha=0.8))\n",
    "    \n",
    "    # 设置图形属性\n",
    "    ax.set_xlabel('橙子产量', fontsize=12)\n",
    "    ax.set_ylabel('葡萄产量', fontsize=12)\n",
    "    ax.set_title('B国的产出可能性边界图 (PPF)', fontsize=14, fontweight='bold')\n",
    "    ax.grid(True, linestyle='--', alpha=0.6)\n",
    "    ax.legend()\n",
    "    \n",
    "    # 设置坐标轴范围\n",
    "    ax.set_xlim(-5, max_oranges_B * 1.1)\n",
    "    ax.set_ylim(-5, max_grapes_B * 1.1)\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    \n",
    "    print(f\"B国最大橙子产量: {int(max_oranges_B)}\")\n",
    "    print(f\"B国最大葡萄产量: {int(max_grapes_B)}\")\n",
    "    print(f\"B国PPF斜率: {slope:.2f}\")\n",
    "    print(f\"斜率的绝对值表示B国的机会成本: 生产1单位橙子需放弃{-slope:.2f}单位葡萄\")\n",
    "    print()\n",
    "\n",
    "def plot_world_rs():\n",
    "    \"\"\"构建全球橙子与葡萄的相对供给曲线\"\"\"\n",
    "    # A国参数\n",
    "    L_A = 1500\n",
    "    a_L_O_A = 4\n",
    "    a_L_G_A = 3\n",
    "    \n",
    "    # B国参数\n",
    "    L_B = 900\n",
    "    a_L_O_B = 6\n",
    "    a_L_G_B = 2\n",
    "    \n",
    "    # 计算各国的单位劳动生产率\n",
    "    P_O_A = 1 / a_L_O_A  # A国生产橙子的单位劳动生产率\n",
    "    P_G_A = 1 / a_L_G_A  # A国生产葡萄的单位劳动生产率\n",
    "    P_O_B = 1 / a_L_O_B  # B国生产橙子的单位劳动生产率\n",
    "    P_G_B = 1 / a_L_G_B  # B国生产葡萄的单位劳动生产率\n",
    "    \n",
    "    # 计算各国的机会成本\n",
    "    OC_O_A = P_G_A / P_O_A  # A国生产橙子的机会成本 (葡萄/橙子)\n",
    "    OC_O_B = P_G_B / P_O_B  # B国生产橙子的机会成本 (葡萄/橙子)\n",
    "    OC_G_A = P_O_A / P_G_A  # A国生产葡萄的机会成本 (橙子/葡萄)\n",
    "    OC_G_B = P_O_B / P_G_B  # B国生产葡萄的机会成本 (橙子/葡萄)\n",
    "    \n",
    "    print(\"各国机会成本分析:\")\n",
    "    print(f\"A国生产橙子的机会成本: {OC_O_A:.3f} (葡萄/橙子)\")\n",
    "    print(f\"B国生产橙子的机会成本: {OC_O_B:.3f} (葡萄/橙子)\")\n",
    "    print(f\"A国生产葡萄的机会成本: {OC_G_A:.3f} (橙子/葡萄)\")\n",
    "    print(f\"B国生产葡萄的机会成本: {OC_G_B:.3f} (橙子/葡萄)\")\n",
    "    print()\n",
    "    \n",
    "    # 比较优势分析\n",
    "    if OC_O_A < OC_O_B:\n",
    "        print(\"比较优势分析:\")\n",
    "        print(\"A国在生产橙子上具有比较优势 (机会成本更低)\")\n",
    "        print(\"B国在生产葡萄上具有比较优势 (机会成本更低)\")\n",
    "    elif OC_O_B < OC_O_A:\n",
    "        print(\"比较优势分析:\")\n",
    "        print(\"B国在生产橙子上具有比较优势 (机会成本更低)\")\n",
    "        print(\"A国在生产葡萄上具有比较优势 (机会成本更低)\")\n",
    "    else:\n",
    "        print(\"两国在生产橙子上的机会成本相同，没有比较优势。\")\n",
    "    print()\n",
    "    \n",
    "    # 计算各国最大产量\n",
    "    max_oranges_A = L_A / a_L_O_A\n",
    "    max_grapes_A = L_A / a_L_G_A\n",
    "    max_oranges_B = L_B / a_L_O_B\n",
    "    max_grapes_B = L_B / a_L_G_B\n",
    "    \n",
    "    # 全球最大产量\n",
    "    world_max_oranges = max_oranges_A + max_oranges_B\n",
    "    world_max_grapes = max_grapes_A + max_grapes_B\n",
    "    \n",
    "    print(\"各国最大产量:\")\n",
    "    print(f\"A国最大橙子产量: {int(max_oranges_A)}\")\n",
    "    print(f\"A国最大葡萄产量: {int(max_grapes_A)}\")\n",
    "    print(f\"B国最大橙子产量: {int(max_oranges_B)}\")\n",
    "    print(f\"B国最大葡萄产量: {int(max_grapes_B)}\")\n",
    "    print(f\"全球最大橙子产量: {int(world_max_oranges)}\")\n",
    "    print(f\"全球最大葡萄产量: {int(world_max_grapes)}\")\n",
    "    print()\n",
    "    \n",
    "    # 构建相对价格轴 (P_Orange / P_Grape)\n",
    "    # 相对价格范围从B国葡萄的机会成本到A国葡萄的机会成本 (因为A国在橙子上具有比较优势，B国在葡萄上具有比较优势)\n",
    "    p_o_per_p_g_min = OC_G_B  # B国生产葡萄的机会成本 (最低相对价格)\n",
    "    p_o_per_p_g_max = OC_G_A  # A国生产葡萄的机会成本 (最高相对价格)\n",
    "    \n",
    "    # 定义相对价格点\n",
    "    p1 = p_o_per_p_g_min  # B国葡萄机会成本\n",
    "    p2 = OC_O_A  # A国橙子机会成本 (也是B国葡萄机会成本时的临界点)\n",
    "    p3 = p_o_per_p_g_max  # A国葡萄机会成本\n",
    "    \n",
    "    # 相对供给量计算\n",
    "    # 在 p < p1 时，两国都只生产葡萄，Q_orange = 0\n",
    "    # 在 p1 <= p <= p2 时，B国只生产葡萄，A国生产橙子和葡萄，Q_orange = max_oranges_A * (p - p1) / (p2 - p1) (简化线性，实际为阶梯)\n",
    "    # 在 p2 < p <= p3 时，A国只生产橙子，B国只生产葡萄，Q_orange = max_oranges_A\n",
    "    # 在 p > p3 时，A国只生产橙子，B国生产橙子和葡萄，Q_orange = max_oranges_A + max_oranges_B * (p - p3) / (p3 * 1.5 - p3) (简化，实际为阶梯到最大)\n",
    "    \n",
    "    # 为了绘制阶梯状RS曲线，我们定义关键点\n",
    "    # p < p1: RS = 0 (橙子/葡萄)\n",
    "    # p = p1: RS从0跳跃到A国单独生产时的量 (A国生产部分橙子)\n",
    "    # p1 < p < p2: B国只生产葡萄，A国生产橙子，RS = max_oranges_A / max_grapes_B (A国生产所有橙子时)\n",
    "    # p = p2: RS从A国单独生产跳跃到A+B两国生产所有橙子\n",
    "    # p > p2: RS = (max_oranges_A + max_oranges_B) / 0 = 无穷大 (实际为B国也开始生产橙子后，量迅速增加)\n",
    "    \n",
    "    # 简化模型：绘制一个代表性的阶梯状RS曲线\n",
    "    # 1. p < p1: RS = 0\n",
    "    # 2. p = p1: B国开始生产橙子，RS开始增加\n",
    "    # 3. p1 < p < p2: A国生产橙子，B国生产葡萄，RS = max_oranges_A / max_grapes_B\n",
    "    # 4. p = p2: A国也只生产橙子，RS = max_oranges_A / (A国生产葡萄的量) -> 无穷 (在图中表现为垂直线)\n",
    "    # 5. p > p2: A国只生产橙子，B国生产橙子，RS非常大 (水平线在最高点)\n",
    "    \n",
    "    rel_price = [0, p1, p1, p2, p2, p2*1.5]  # 相对价格 (P_Orange/P_Grape)\n",
    "    rel_supply = [0, 0, max_oranges_A, max_oranges_A, world_max_oranges, world_max_oranges]  # 相对供给量 (橙子/葡萄)\n",
    "    \n",
    "    # 创建图形\n",
    "    fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
    "    \n",
    "    # 绘制相对供给曲线 (阶梯状)\n",
    "    ax.plot(rel_price, rel_supply, 'r-', linewidth=2, label='世界相对供给曲线 (RS)', drawstyle='steps-post')\n",
    "    \n",
    "    # 标记关键点\n",
    "    ax.plot([p1, p1], [0, max_oranges_A], 'r--', linewidth=1)\n",
    "    ax.plot([p2, p2], [0, world_max_oranges], 'r--', linewidth=1)\n",
    "    ax.plot([0, p1], [max_oranges_A, max_oranges_A], 'r--', linewidth=1)\n",
    "    ax.plot([p1, p2], [max_oranges_A, max_oranges_A], 'r--', linewidth=1)\n",
    "    \n",
    "    ax.plot(p1, max_oranges_A, 'ro', markersize=8, label=f'关键点1: (p={p1:.2f}, Q={int(max_oranges_A)})')\n",
    "    ax.plot(p2, world_max_oranges, 'ro', markersize=8, label=f'关键点2: (p={p2:.2f}, Q={int(world_max_oranges)})')\n",
    "    \n",
    "    # 添加文字标注\n",
    "    ax.annotate(f'B国开始生产\\n橙子 (p={p1:.2f})', xy=(p1, 0), xytext=(p1*0.7, max_oranges_A*0.3),\n",
    "                arrowprops=dict(arrowstyle='->', color='blue', lw=1),\n",
    "                fontsize=10, ha='center', bbox=dict(boxstyle='round,pad=0.3', facecolor='lightblue', alpha=0.8))\n",
    "                \n",
    "    ax.annotate(f'A国开始只生产\\n橙子 (p={p2:.2f})', xy=(p2, max_oranges_A), xytext=(p2*1.2, world_max_oranges*0.7),\n",
    "                arrowprops=dict(arrowstyle='->', color='red', lw=1),\n",
    "                fontsize=10, ha='center', bbox=dict(boxstyle='round,pad=0.3', facecolor='mistyrose', alpha=0.8))\n",
    "    \n",
    "    # 设置图形属性\n",
    "    ax.set_xlabel('相对价格 (P_橙子 / P_葡萄)', fontsize=12)\n",
    "    ax.set_ylabel('相对供给量 (橙子 / 葡萄)', fontsize=12)\n",
    "    ax.set_title('全球橙子与葡萄的相对供给曲线 (RS)', fontsize=14, fontweight='bold')\n",
    "    ax.grid(True, linestyle='--', alpha=0.6)\n",
    "    ax.legend(loc='upper left')\n",
    "    \n",
    "    # 设置坐标轴比例，使图形更清晰\n",
    "    ax.set_xlim(0, max(rel_price)*1.1)\n",
    "    ax.set_ylim(0, max(rel_supply)*1.1)\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    \n",
    "    print(\"全球相对供给曲线关键点分析:\")\n",
    "    print(f\"当相对价格 P_O/P_G < {p1:.2f} 时，两国都只生产葡萄，橙子相对供给为0\")\n",
    "    print(f\"当相对价格 P_O/P_G = {p1:.2f} 时，B国开始有生产橙子的动力\")\n",
    "    print(f\"当相对价格 {p1:.2f} < P_O/P_G < {p2:.2f} 时，B国生产葡萄，A国生产橙子，相对供给约为 {int(max_oranges_A)} 单位橙子\")\n",
    "    print(f\"当相对价格 P_O/P_G = {p2:.2f} 时，A国也开始只生产橙子，相对供给跃升至 {int(world_max_oranges)} 单位橙子\")\n",
    "    print(f\"当相对价格 P_O/P_G > {p2:.2f} 时，A国只生产橙子，B国也开始生产橙子，相对供给量达到全球最大值 {int(world_max_oranges)} 并保持不变\")\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    print(\"=\"*50)\n",
    "    print(\"a. B国的产出可能性边界图\")\n",
    "    print(\"=\"*50)\n",
    "    plot_ppf()\n",
    "    \n",
    "    print(\"=\"*50)\n",
    "    print(\"b. 全球橙子与葡萄的相对供给曲线\")\n",
    "    print(\"=\"*50)\n",
    "    plot_world_rs()\n",
    "\n",
    "\n",
    "\n"
   ]
  },
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   "id": "c77dc5b9-5d23-4252-94e3-b2ac5fa421b1",
   "metadata": {},
   "outputs": [],
   "source": []
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