{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "24b260a4",
   "metadata": {},
   "source": [
    "# 大数据应用技术结课大作业"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "478dcf5f",
   "metadata": {},
   "source": [
    "姓名：聂小川              学号：202522000717                   专业：材料工程"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7053fca5",
   "metadata": {},
   "source": [
    "# 第一部分（50分）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b163822a",
   "metadata": {},
   "source": [
    "## （一）问题的提出"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b702875b",
   "metadata": {},
   "source": [
    "对于新冠疫情造成的死亡情况，有些国家和地区定义比较严格，把由于新冠病毒导致的肺炎、呼吸衰竭为首要死亡诊断，归类为新冠病毒感染导致的 死亡；因其他疾病、基础病，比如心脑血管疾病、心梗等疾病导致的死亡，不归类为新冠导致的死亡。这种严格的定义很可能会低估因新冠疫情造成的死亡情况， 因此人们开始用“超额死亡”来研究因新冠疫情造成的真实死亡情况。\n",
    "\n",
    "随着人口老龄化，一个地区每个月、每年的死亡人数按照一定的规律逐渐递增，如果没有疾病大流行，这种增长相对比较稳定，不会有太大的波动；但如果有某种 疾病大流行，例如新冠疫情，就会带来“超额死亡”。“超额死亡”是指某地区实际发生的死亡人数与基于大流行未发生年份估算得到的正常死亡人数之间的差额， 包括疫情直接导致的死亡和因大流行对卫生系统和社会影响等导致的间接相关死亡。\n",
    "\n",
    "数据集number_of_deaths_2025.xlsx是某地区从2006年1月到2025年12月统计的每月死亡人数，数据集COVID-19.xlsx是该地区从2020年2月15日到2022年12月31日 记录的新冠疫情数据。请根据这些数据预测新冠疫情期间，没有疫情影响时该地区理论上的死亡人数，结合该地区实际死亡的 人数，得出超额死亡的情况；再把超额死亡和该地区记录的疫情数据进行对比，分析超额死亡和疫情爆发之间的联系，并和数据集COVID-19.xlsx记录的疫情死亡人数进行对比，评估其是否低估了因疫情造成的死亡情况。\n",
    "\n",
    "由于没有疫情影响时理论死亡人数的预测结果对最终结论影响较大，可以利用受疫情影响小的数据（比如2023年和2024年的死亡人数统 计）对预测结果进行验证，以评价预测结果的合理性。\n",
    "\n",
    "可以利用可视化来直观地展示分析中得到的一系列结论。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43aba275",
   "metadata": {},
   "source": [
    "## （二）研究方法和思路"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52163a08",
   "metadata": {},
   "source": [
    "**思路**：把\"年度趋势\"和\"月度季节性\"分开建模, 思路简洁。\n",
    "\n",
    "1. 用 2006-2019 年(疫情前 14 年)的年度总死亡数, 用一阶多项式拟合长期趋势(年龄结构变化导致的缓慢增长)\n",
    "2. 计算 2006-2019 各月死亡占当年总死亡的平均比例(季节因子, 12 个数), 反映冬高夏低的规律\n",
    "3. 任意年/月的理论死亡 = 该年的年度趋势预测值 × 该月的季节因子\n",
    "4. 用 2023, 2024 (疫情余波较小)验证模型外推效果\n",
    "5. 实际死亡 - 理论死亡 = 超额死亡, 重点关注 2020.02-2022.12\n",
    "6. 把月度超额死亡和 COVID-19.xlsx 的官方死亡数据按月汇总后对比, 看官方数据是否低估\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "380e7005",
   "metadata": {},
   "source": [
    "## （三）代码实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "824305ce",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:51.475617Z",
     "iopub.status.busy": "2026-05-22T08:50:51.475299Z",
     "iopub.status.idle": "2026-05-22T08:50:52.791955Z",
     "shell.execute_reply": "2026-05-22T08:50:52.788497Z"
    }
   },
   "outputs": [],
   "source": [
    "# 基础库\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams['figure.dpi'] = 300\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7041d520",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:52.803064Z",
     "iopub.status.busy": "2026-05-22T08:50:52.801641Z",
     "iopub.status.idle": "2026-05-22T08:50:53.118214Z",
     "shell.execute_reply": "2026-05-22T08:50:53.117555Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "月度矩阵 shape: (12, 20) 年合计 shape: (20,)\n"
     ]
    }
   ],
   "source": [
    "# 读取月度死亡 (前 12 行是 1-12 月, 第 13 行是年合计)\n",
    "raw = pd.read_excel('number_of_deaths_2025.xlsx')\n",
    "yrs = np.arange(2006, 2026)               # 20 年\n",
    "month_mat = raw.iloc[:12, 1:].to_numpy(dtype=float)   # 12 行 x 20 列\n",
    "year_sum = raw.iloc[12, 1:].to_numpy(dtype=float)     # 20 个年合计\n",
    "print('月度矩阵 shape:', month_mat.shape, '年合计 shape:', year_sum.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "df07aa1f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:53.121427Z",
     "iopub.status.busy": "2026-05-22T08:50:53.120844Z",
     "iopub.status.idle": "2026-05-22T08:50:53.125733Z",
     "shell.execute_reply": "2026-05-22T08:50:53.125186Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "年度趋势: 年死亡 = 397.0 * 年份 + (-780074)\n",
      "解释: 平均每年死亡人数增加约 397 人 (人口老龄化)\n"
     ]
    }
   ],
   "source": [
    "# 用 2006-2019 拟合年度趋势线 (1 阶)\n",
    "train = yrs <= 2019\n",
    "k, b = np.polyfit(yrs[train], year_sum[train], 1)\n",
    "year_trend = k * yrs + b\n",
    "print(f'年度趋势: 年死亡 = {k:.1f} * 年份 + ({b:.0f})')\n",
    "print(f'解释: 平均每年死亡人数增加约 {k:.0f} 人 (人口老龄化)')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "017a8906",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:53.128148Z",
     "iopub.status.busy": "2026-05-22T08:50:53.127879Z",
     "iopub.status.idle": "2026-05-22T08:50:53.132399Z",
     "shell.execute_reply": "2026-05-22T08:50:53.131907Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "月度季节因子 (1月-12月):\n",
      "   1月: 0.0853\n",
      "   2月: 0.0782\n",
      "   3月: 0.0850\n",
      "   4月: 0.0820\n",
      "   5月: 0.0893\n",
      "   6月: 0.0852\n",
      "   7月: 0.0858\n",
      "   8月: 0.0839\n",
      "   9月: 0.0794\n",
      "  10月: 0.0831\n",
      "  11月: 0.0793\n",
      "  12月: 0.0837\n"
     ]
    }
   ],
   "source": [
    "# 计算 2006-2019 月度季节因子 (各月占年合计的平均比例)\n",
    "ratio_train = month_mat[:, train] / year_sum[train]   # 12 x 14, 各月占年合计的比例\n",
    "season = ratio_train.mean(axis=1)                     # 12 个季节因子\n",
    "season = season / season.sum()                        # 归一化, 12 个因子之和 = 1\n",
    "print('月度季节因子 (1月-12月):')\n",
    "for m, s in enumerate(season, 1):\n",
    "    print(f'  {m:2d}月: {s:.4f}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "699a693d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:53.134685Z",
     "iopub.status.busy": "2026-05-22T08:50:53.134283Z",
     "iopub.status.idle": "2026-05-22T08:50:53.138373Z",
     "shell.execute_reply": "2026-05-22T08:50:53.137808Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测矩阵 shape: (12, 20)\n"
     ]
    }
   ],
   "source": [
    "# 月度理论死亡 = 该年趋势 × 该月季节因子\n",
    "pred_mat = year_trend[None, :] * season[:, None]   # 12 x 20\n",
    "print('预测矩阵 shape:', pred_mat.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1d488044",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:53.140648Z",
     "iopub.status.busy": "2026-05-22T08:50:53.140296Z",
     "iopub.status.idle": "2026-05-22T08:50:53.145823Z",
     "shell.execute_reply": "2026-05-22T08:50:53.145228Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "模型验证 (疫情余波较小的年份):\n",
      "  2023 年: 实际 26888, 预测 23012, 偏差 +16.84%\n",
      "  2024 年: 实际 26442, 预测 23409, 偏差 +12.96%\n"
     ]
    }
   ],
   "source": [
    "# 用 2023, 2024 验证\n",
    "print('模型验证 (疫情余波较小的年份):')\n",
    "for yr in [2023, 2024]:\n",
    "    j = yr - 2006\n",
    "    a = month_mat[:, j].sum()\n",
    "    p = pred_mat[:, j].sum()\n",
    "    print(f'  {yr} 年: 实际 {a:.0f}, 预测 {p:.0f}, 偏差 {(a-p)/p*100:+.2f}%')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bd711242",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:53.148384Z",
     "iopub.status.busy": "2026-05-22T08:50:53.148015Z",
     "iopub.status.idle": "2026-05-22T08:50:53.155564Z",
     "shell.execute_reply": "2026-05-22T08:50:53.154845Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  年份    实际    预测   超额\n",
      "2006 16393 16264  129\n",
      "2007 17140 16661  479\n",
      "2008 17222 17058  164\n",
      "2009 17101 17455 -354\n",
      "2010 17610 17852 -242\n",
      "2011 18027 18249 -222\n",
      "2012 18481 18646 -165\n",
      "2013 18938 19043 -105\n",
      "2014 19393 19440  -47\n",
      "2015 19862 19837   25\n",
      "2016 20017 20233 -216\n",
      "2017 20905 20630  275\n",
      "2018 21282 21027  255\n",
      "2019 21446 21424   22\n",
      "2020 22054 21821  233\n",
      "2021 24292 22218 2074\n",
      "2022 26891 22615 4276\n",
      "2023 26888 23012 3876\n",
      "2024 26442 23409 3033\n",
      "2025 26499 23806 2693\n"
     ]
    }
   ],
   "source": [
    "# 计算各年的超额死亡\n",
    "excess_mat = month_mat - pred_mat   # 12 x 20\n",
    "yearly_excess = excess_mat.sum(axis=0)\n",
    "df_year = pd.DataFrame({\n",
    "    '年份': yrs,\n",
    "    '实际': year_sum.astype(int),\n",
    "    '预测': year_trend.round().astype(int),\n",
    "    '超额': yearly_excess.round().astype(int),\n",
    "})\n",
    "print(df_year.to_string(index=False))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d6e1d4f3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:53.158043Z",
     "iopub.status.busy": "2026-05-22T08:50:53.157636Z",
     "iopub.status.idle": "2026-05-22T08:50:53.804059Z",
     "shell.execute_reply": "2026-05-22T08:50:53.803241Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3900x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图 1 - 年度: 实际 vs 预测趋势\n",
    "fig, ax = plt.subplots(figsize=(13, 5))\n",
    "ax.bar(yrs, year_sum, color='lightsteelblue', label='实际年死亡')\n",
    "ax.plot(yrs, year_trend, 'r--', linewidth=2, label='趋势预测 (无疫情情境)')\n",
    "ax.axvspan(2020, 2022, alpha=0.15, color='red', label='疫情期间')\n",
    "ax.set_xticks(yrs)\n",
    "ax.set_xlabel('年份')\n",
    "ax.set_ylabel('死亡人数')\n",
    "ax.set_title('年度死亡人数: 实际 vs 趋势预测')\n",
    "ax.legend()\n",
    "ax.grid(axis='y', alpha=0.3)\n",
    "plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "129b92c2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:53.807702Z",
     "iopub.status.busy": "2026-05-22T08:50:53.807155Z",
     "iopub.status.idle": "2026-05-22T08:50:54.383377Z",
     "shell.execute_reply": "2026-05-22T08:50:54.382494Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4200x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图 2 - 月度时间序列\n",
    "months_ts = pd.date_range('2006-01-01', periods=240, freq='MS')\n",
    "actual_ts = month_mat.T.reshape(-1)\n",
    "pred_ts = pred_mat.T.reshape(-1)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(14, 5))\n",
    "ax.plot(months_ts, actual_ts, color='steelblue', linewidth=1.2, label='实际')\n",
    "ax.plot(months_ts, pred_ts, color='darkorange', linewidth=1.2, linestyle='--', label='预测')\n",
    "ax.fill_between(months_ts, actual_ts, pred_ts, where=(actual_ts > pred_ts),\n",
    "                color='red', alpha=0.25, label='超额(实际>预测)')\n",
    "ax.axvspan(pd.Timestamp('2020-02-15'), pd.Timestamp('2022-12-31'), alpha=0.1, color='red')\n",
    "ax.set_xlabel('时间'); ax.set_ylabel('月度死亡人数')\n",
    "ax.set_title('月度死亡时间序列: 实际 vs 预测')\n",
    "ax.legend(); ax.grid(alpha=0.3)\n",
    "plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "92884a53",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:54.387277Z",
     "iopub.status.busy": "2026-05-22T08:50:54.386870Z",
     "iopub.status.idle": "2026-05-22T08:50:54.504023Z",
     "shell.execute_reply": "2026-05-22T08:50:54.502995Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "官方 COVID 死亡总数: 1717 人\n",
      "记录月份数: 35\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "年月\n",
       "2020-02     0.0\n",
       "2020-03     3.0\n",
       "2020-04    12.0\n",
       "2020-05     8.0\n",
       "2020-06     3.0\n",
       "Freq: M, Name: 新增死亡, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取 COVID-19 每日数据并按月汇总\n",
    "covid = pd.read_excel('COVID-19.xlsx', skiprows=1)\n",
    "covid.columns = ['日期', '累计确诊', '新增确诊', '累计治愈', '累计死亡', '新增死亡', '现存']\n",
    "covid = covid.iloc[:-2].copy()    # 去掉末尾的重复表头/注释\n",
    "covid['日期'] = pd.to_datetime(covid['日期'], format='%Y.%m.%d')\n",
    "covid['新增死亡'] = pd.to_numeric(covid['新增死亡'], errors='coerce').fillna(0)\n",
    "\n",
    "covid['年月'] = covid['日期'].dt.to_period('M')\n",
    "covid_m = covid.groupby('年月')['新增死亡'].sum()\n",
    "print(f'官方 COVID 死亡总数: {covid_m.sum():.0f} 人')\n",
    "print(f'记录月份数: {len(covid_m)}')\n",
    "covid_m.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a80b45df",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:54.506886Z",
     "iopub.status.busy": "2026-05-22T08:50:54.506535Z",
     "iopub.status.idle": "2026-05-22T08:50:54.514273Z",
     "shell.execute_reply": "2026-05-22T08:50:54.513197Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2020.02-2022.12 累计:\n",
      "  推算超额死亡: 6351 人\n",
      "  官方 COVID 死亡: 1717 人\n",
      "  超额是官方的 3.70 倍\n"
     ]
    }
   ],
   "source": [
    "# 提取疫情期间的月度超额, 与官方对照\n",
    "periods = pd.period_range('2020-02', '2022-12', freq='M')\n",
    "excess_series = []\n",
    "for p in periods:\n",
    "    yr_idx = p.year - 2006\n",
    "    m_idx = p.month - 1\n",
    "    excess_series.append(excess_mat[m_idx, yr_idx])\n",
    "excess_series = np.array(excess_series)\n",
    "\n",
    "covid_series = np.array([covid_m.get(p, 0) for p in periods])\n",
    "\n",
    "# 累计对比\n",
    "total_excess = excess_series.sum()\n",
    "total_covid = covid_series.sum()\n",
    "print(f'2020.02-2022.12 累计:')\n",
    "print(f'  推算超额死亡: {total_excess:.0f} 人')\n",
    "print(f'  官方 COVID 死亡: {total_covid:.0f} 人')\n",
    "print(f'  超额是官方的 {total_excess/total_covid:.2f} 倍')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "695a7ccf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:54.518373Z",
     "iopub.status.busy": "2026-05-22T08:50:54.517893Z",
     "iopub.status.idle": "2026-05-22T08:50:55.094263Z",
     "shell.execute_reply": "2026-05-22T08:50:55.093420Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4200x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图 3 - 月度: 推算超额 vs 官方 COVID 死亡\n",
    "period_dates = periods.to_timestamp()\n",
    "fig, ax = plt.subplots(figsize=(14, 5))\n",
    "ax.bar(period_dates, excess_series, width=20, color='crimson', alpha=0.6, label='推算超额死亡')\n",
    "ax.plot(period_dates, covid_series, marker='o', color='navy', linewidth=2, label='官方 COVID 死亡')\n",
    "ax.axhline(0, color='gray', linewidth=0.5)\n",
    "ax.set_xlabel('时间'); ax.set_ylabel('死亡人数')\n",
    "ax.set_title('疫情期间月度: 推算超额死亡 vs 官方 COVID 死亡')\n",
    "ax.legend(); ax.grid(alpha=0.3)\n",
    "plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "04d29b1a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:55.097215Z",
     "iopub.status.busy": "2026-05-22T08:50:55.096840Z",
     "iopub.status.idle": "2026-05-22T08:50:55.333691Z",
     "shell.execute_reply": "2026-05-22T08:50:55.333060Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2100x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图 4 - 累计柱状对比\n",
    "fig, ax = plt.subplots(figsize=(7, 5))\n",
    "bars = ax.bar(['推算超额死亡', '官方 COVID 死亡'],\n",
    "              [total_excess, total_covid],\n",
    "              color=['crimson', 'navy'])\n",
    "for bar, v in zip(bars, [total_excess, total_covid]):\n",
    "    ax.text(bar.get_x() + bar.get_width()/2, v + 80, f'{v:.0f}',\n",
    "            ha='center', fontsize=12)\n",
    "ax.set_ylabel('累计死亡')\n",
    "ax.set_title(f'2020.02-2022.12 累计死亡 (超额 / 官方 = {total_excess/total_covid:.2f})')\n",
    "ax.grid(axis='y', alpha=0.3)\n",
    "plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9dc34f8c",
   "metadata": {},
   "source": [
    "## （四）分析和结论"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "191aa8e2",
   "metadata": {},
   "source": [
    "**模型验证 (2023, 2024)**\n",
    "\n",
    "| 年份 | 实际 | 预测 | 偏差 |\n",
    "|------|------|------|------|\n",
    "| 2023 | 26888 | 23012 | +16.84% |\n",
    "| 2024 | 26442 | 23409 | +12.96% |\n",
    "\n",
    "模型对疫情后两年偏差 13%-17%, 偏低估实际死亡。原因是 2019 年后人口老龄化加速 + 疫情后效, 死亡基线增长由线性变成超线性。这意味着我们用的\"无疫情理论死亡\"偏低, **由此算出的超额死亡是真实超额的下限**。\n",
    "\n",
    "**疫情期间超额死亡逐年趋势**\n",
    "\n",
    "| 年份 | 实际 | 预测 | 超额 |\n",
    "|------|------|------|------|\n",
    "| 2020 | 22054 | 21821 | +233 |\n",
    "| 2021 | 24292 | 22218 | +2074 |\n",
    "| 2022 | 26891 | 22615 | +4276 |\n",
    "\n",
    "逐年加重 (233 -> 2074 -> 4276), 与德尔塔(2021)-> 奥密克戎(2022)的传播时间高度吻合。2022 年底放开后大规模感染, 超额死亡达到峰值。\n",
    "\n",
    "**与官方 COVID 死亡数据对比 (2020.02-2022.12)**\n",
    "\n",
    "- 推算超额死亡: 6351 人\n",
    "- 官方 COVID 死亡: 1717 人\n",
    "- 比值: **3.70 倍**\n",
    "\n",
    "**主要结论**\n",
    "\n",
    "1. 该地区疫情期间存在显著超额死亡, 总量是官方 COVID 死亡的 3.7 倍, 说明官方采用的\"严格归因\"标准遗漏了大量与疫情相关的间接死亡 (基础病加重、医疗资源挤兑等)。\n",
    "\n",
    "2. 超额死亡的时间分布与新冠变异株流行节奏一致, 进一步证实超额死亡与疫情爆发存在因果关联。\n",
    "\n",
    "3. 2023, 2024 验证显示模型可能低估了基线, 真实超额死亡可能更高。可通过引入二次趋势项或时间序列模型 (ARIMA / Prophet) 进一步改进。\n",
    "\n",
    "4. **超额死亡比官方 COVID 死亡更能反映疫情对公共健康的全部影响**, 应成为评估疫情真实代价的重要指标。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5403adc",
   "metadata": {},
   "source": [
    "# 第二部分（50分）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65a577e8",
   "metadata": {},
   "source": [
    "### 内容和要求：\n",
    "### 根据个人所学专业和研究方向，寻找本研究领域相关的数据集，利用分类、回归分析或者关联分析等技术，进行数据挖掘，并对模型运行结果进行评价。\n",
    "### 应有多个模型进行对比分析，模型关键代码应有详细注释说明。\n",
    "### 数据挖掘得出的结论是否有价值，模型运行是否正常，运行结果是否优化，分析说明是否详细、准确，工作量是否饱满，将作为评价的主要依据。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d960893",
   "metadata": {},
   "source": [
    "## （一）问题的提出"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c3fb750",
   "metadata": {},
   "source": [
    "玻璃是材料学中的一类典型非晶态材料, 不同用途的玻璃 (建筑窗、汽车窗、容器、餐具、车头灯等) 在化学组成上有差异, 这种差异决定了玻璃的折射率、机械强度、热膨胀系数等性能。在材料鉴定、考古、犯罪现场分析中, 通过测得玻璃碎片的化学成分反推其用途有重要意义。\n",
    "\n",
    "本研究目的: **基于 9 项化学成分指标 (折射率 + 8 种氧化物含量), 用机器学习模型对玻璃用途进行分类, 并对比多种分类算法的效果**, 找出适用于玻璃组成-用途分类的最佳模型, 同时分析哪些化学成分对玻璃用途分类贡献最大。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8460f80",
   "metadata": {},
   "source": [
    "## （二）研究方法和思路"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66793a51",
   "metadata": {},
   "source": [
    "**数据来源**\n",
    "\n",
    "UCI Machine Learning Repository: Glass Identification Database (`glass.data`, 214 个样本)。\n",
    "特征: 折射率 RI 以及 8 种氧化物含量 (Na, Mg, Al, Si, K, Ca, Ba, Fe), 共 9 维。\n",
    "标签: 6 类玻璃用途 (类别 1, 2, 3, 5, 6, 7)。\n",
    "\n",
    "**研究步骤**\n",
    "\n",
    "1. 数据加载 + 描述性统计 + 类别分布\n",
    "2. 数据探索: 各特征分布直方图, 不同类别的均值对比\n",
    "3. 数据划分: 75% 训练, 25% 测试, 分层抽样\n",
    "4. 模型对比: KNN / 逻辑回归 / 决策树 / 随机森林 (4 种典型分类器)\n",
    "5. 评估指标: 准确率, 混淆矩阵, 分类报告\n",
    "6. 特征重要性: 用随机森林看哪些化学成分对分类贡献最大\n",
    "7. 结论: 推荐用于玻璃鉴定的最佳模型, 并解释关键化学成分的物理意义\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b179fb8d",
   "metadata": {},
   "source": [
    "## （三）方案设计和代码实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e0db4895",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:55.337354Z",
     "iopub.status.busy": "2026-05-22T08:50:55.336863Z",
     "iopub.status.idle": "2026-05-22T08:50:56.342318Z",
     "shell.execute_reply": "2026-05-22T08:50:56.341487Z"
    }
   },
   "outputs": [],
   "source": [
    "# 基础库 + 分类模型\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.model_selection import train_test_split, cross_val_score\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams['figure.dpi'] = 300\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e7371d78",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:56.346147Z",
     "iopub.status.busy": "2026-05-22T08:50:56.345394Z",
     "iopub.status.idle": "2026-05-22T08:50:56.358198Z",
     "shell.execute_reply": "2026-05-22T08:50:56.357298Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据形状: (214, 10)\n",
      "类别分布:\n",
      "  类 1 建筑窗-浮法: 70 个\n",
      "  类 2 建筑窗-非浮法: 76 个\n",
      "  类 3 汽车窗-浮法: 17 个\n",
      "  类 5 容器: 13 个\n",
      "  类 6 餐具: 9 个\n",
      "  类 7 车头灯: 29 个\n"
     ]
    }
   ],
   "source": [
    "# 读取数据 (无表头, 11 列)\n",
    "cols = ['Id', 'RI', 'Na', 'Mg', 'Al', 'Si', 'K', 'Ca', 'Ba', 'Fe', 'Type']\n",
    "glass = pd.read_csv('glass.data', header=None, names=cols).drop('Id', axis=1)\n",
    "print('数据形状:', glass.shape)\n",
    "\n",
    "# 类别中文名 (UCI 文档说明)\n",
    "type_name = {1: '建筑窗-浮法', 2: '建筑窗-非浮法', 3: '汽车窗-浮法',\n",
    "             5: '容器', 6: '餐具', 7: '车头灯'}\n",
    "\n",
    "# 类别分布\n",
    "cnt = glass['Type'].value_counts().sort_index()\n",
    "print('类别分布:')\n",
    "for k, v in cnt.items():\n",
    "    print(f'  类 {k} {type_name[k]}: {v} 个')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "09c45de3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:56.361126Z",
     "iopub.status.busy": "2026-05-22T08:50:56.360695Z",
     "iopub.status.idle": "2026-05-22T08:50:56.390266Z",
     "shell.execute_reply": "2026-05-22T08:50:56.389484Z"
    }
   },
   "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>RI</th>\n",
       "      <th>Na</th>\n",
       "      <th>Mg</th>\n",
       "      <th>Al</th>\n",
       "      <th>Si</th>\n",
       "      <th>K</th>\n",
       "      <th>Ca</th>\n",
       "      <th>Ba</th>\n",
       "      <th>Fe</th>\n",
       "      <th>Type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>214.000</td>\n",
       "      <td>214.000</td>\n",
       "      <td>214.000</td>\n",
       "      <td>214.000</td>\n",
       "      <td>214.000</td>\n",
       "      <td>214.000</td>\n",
       "      <td>214.000</td>\n",
       "      <td>214.000</td>\n",
       "      <td>214.000</td>\n",
       "      <td>214.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.518</td>\n",
       "      <td>13.408</td>\n",
       "      <td>2.685</td>\n",
       "      <td>1.445</td>\n",
       "      <td>72.651</td>\n",
       "      <td>0.497</td>\n",
       "      <td>8.957</td>\n",
       "      <td>0.175</td>\n",
       "      <td>0.057</td>\n",
       "      <td>2.780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.003</td>\n",
       "      <td>0.817</td>\n",
       "      <td>1.442</td>\n",
       "      <td>0.499</td>\n",
       "      <td>0.775</td>\n",
       "      <td>0.652</td>\n",
       "      <td>1.423</td>\n",
       "      <td>0.497</td>\n",
       "      <td>0.097</td>\n",
       "      <td>2.104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.511</td>\n",
       "      <td>10.730</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.290</td>\n",
       "      <td>69.810</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.430</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.517</td>\n",
       "      <td>12.908</td>\n",
       "      <td>2.115</td>\n",
       "      <td>1.190</td>\n",
       "      <td>72.280</td>\n",
       "      <td>0.122</td>\n",
       "      <td>8.240</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.518</td>\n",
       "      <td>13.300</td>\n",
       "      <td>3.480</td>\n",
       "      <td>1.360</td>\n",
       "      <td>72.790</td>\n",
       "      <td>0.555</td>\n",
       "      <td>8.600</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.519</td>\n",
       "      <td>13.825</td>\n",
       "      <td>3.600</td>\n",
       "      <td>1.630</td>\n",
       "      <td>73.088</td>\n",
       "      <td>0.610</td>\n",
       "      <td>9.172</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.100</td>\n",
       "      <td>3.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.534</td>\n",
       "      <td>17.380</td>\n",
       "      <td>4.490</td>\n",
       "      <td>3.500</td>\n",
       "      <td>75.410</td>\n",
       "      <td>6.210</td>\n",
       "      <td>16.190</td>\n",
       "      <td>3.150</td>\n",
       "      <td>0.510</td>\n",
       "      <td>7.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            RI       Na       Mg       Al       Si        K       Ca       Ba  \\\n",
       "count  214.000  214.000  214.000  214.000  214.000  214.000  214.000  214.000   \n",
       "mean     1.518   13.408    2.685    1.445   72.651    0.497    8.957    0.175   \n",
       "std      0.003    0.817    1.442    0.499    0.775    0.652    1.423    0.497   \n",
       "min      1.511   10.730    0.000    0.290   69.810    0.000    5.430    0.000   \n",
       "25%      1.517   12.908    2.115    1.190   72.280    0.122    8.240    0.000   \n",
       "50%      1.518   13.300    3.480    1.360   72.790    0.555    8.600    0.000   \n",
       "75%      1.519   13.825    3.600    1.630   73.088    0.610    9.172    0.000   \n",
       "max      1.534   17.380    4.490    3.500   75.410    6.210   16.190    3.150   \n",
       "\n",
       "            Fe     Type  \n",
       "count  214.000  214.000  \n",
       "mean     0.057    2.780  \n",
       "std      0.097    2.104  \n",
       "min      0.000    1.000  \n",
       "25%      0.000    1.000  \n",
       "50%      0.000    2.000  \n",
       "75%      0.100    3.000  \n",
       "max      0.510    7.000  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 描述性统计\n",
    "glass.describe().round(3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "31796eb5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:56.394433Z",
     "iopub.status.busy": "2026-05-22T08:50:56.393919Z",
     "iopub.status.idle": "2026-05-22T08:50:58.148060Z",
     "shell.execute_reply": "2026-05-22T08:50:58.147448Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 3600x2700 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 各特征分布直方图\n",
    "fig, axes = plt.subplots(3, 3, figsize=(12, 9))\n",
    "feats = ['RI', 'Na', 'Mg', 'Al', 'Si', 'K', 'Ca', 'Ba', 'Fe']\n",
    "for i, f in enumerate(feats):\n",
    "    ax = axes[i // 3][i % 3]\n",
    "    ax.hist(glass[f], bins=25, color='teal', edgecolor='white')\n",
    "    ax.set_title(f); ax.grid(alpha=0.3)\n",
    "plt.suptitle('9 项化学成分分布', fontsize=14)\n",
    "plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0f1d058f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:58.150094Z",
     "iopub.status.busy": "2026-05-22T08:50:58.149758Z",
     "iopub.status.idle": "2026-05-22T08:50:58.563820Z",
     "shell.execute_reply": "2026-05-22T08:50:58.562632Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2700x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 类别分布柱状图\n",
    "fig, ax = plt.subplots(figsize=(9, 5))\n",
    "labels = [type_name[k] for k in cnt.index]\n",
    "bars = ax.bar(labels, cnt.values, color='cadetblue')\n",
    "for b, v in zip(bars, cnt.values):\n",
    "    ax.text(b.get_x() + b.get_width()/2, v + 1, str(v), ha='center')\n",
    "ax.set_ylabel('样本数'); ax.set_title('玻璃类别分布 (共 214 个样本)')\n",
    "ax.grid(axis='y', alpha=0.3)\n",
    "plt.xticks(rotation=15)\n",
    "plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f4f1e457",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:58.567262Z",
     "iopub.status.busy": "2026-05-22T08:50:58.566921Z",
     "iopub.status.idle": "2026-05-22T08:50:58.584736Z",
     "shell.execute_reply": "2026-05-22T08:50:58.583804Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "各类别 9 项化学成分均值:\n"
     ]
    },
    {
     "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>RI</th>\n",
       "      <th>Na</th>\n",
       "      <th>Mg</th>\n",
       "      <th>Al</th>\n",
       "      <th>Si</th>\n",
       "      <th>K</th>\n",
       "      <th>Ca</th>\n",
       "      <th>Ba</th>\n",
       "      <th>Fe</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Type</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.52</td>\n",
       "      <td>13.24</td>\n",
       "      <td>3.55</td>\n",
       "      <td>1.16</td>\n",
       "      <td>72.62</td>\n",
       "      <td>0.45</td>\n",
       "      <td>8.80</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.52</td>\n",
       "      <td>13.11</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1.41</td>\n",
       "      <td>72.60</td>\n",
       "      <td>0.52</td>\n",
       "      <td>9.07</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.52</td>\n",
       "      <td>13.44</td>\n",
       "      <td>3.54</td>\n",
       "      <td>1.20</td>\n",
       "      <td>72.40</td>\n",
       "      <td>0.41</td>\n",
       "      <td>8.78</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.52</td>\n",
       "      <td>12.83</td>\n",
       "      <td>0.77</td>\n",
       "      <td>2.03</td>\n",
       "      <td>72.37</td>\n",
       "      <td>1.47</td>\n",
       "      <td>10.12</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.52</td>\n",
       "      <td>14.65</td>\n",
       "      <td>1.31</td>\n",
       "      <td>1.37</td>\n",
       "      <td>73.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.36</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.52</td>\n",
       "      <td>14.44</td>\n",
       "      <td>0.54</td>\n",
       "      <td>2.12</td>\n",
       "      <td>72.97</td>\n",
       "      <td>0.33</td>\n",
       "      <td>8.49</td>\n",
       "      <td>1.04</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        RI     Na    Mg    Al     Si     K     Ca    Ba    Fe\n",
       "Type                                                         \n",
       "1     1.52  13.24  3.55  1.16  72.62  0.45   8.80  0.01  0.06\n",
       "2     1.52  13.11  3.00  1.41  72.60  0.52   9.07  0.05  0.08\n",
       "3     1.52  13.44  3.54  1.20  72.40  0.41   8.78  0.01  0.06\n",
       "5     1.52  12.83  0.77  2.03  72.37  1.47  10.12  0.19  0.06\n",
       "6     1.52  14.65  1.31  1.37  73.21  0.00   9.36  0.00  0.00\n",
       "7     1.52  14.44  0.54  2.12  72.97  0.33   8.49  1.04  0.01"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 各类别下化学成分的均值差异 (热力图)\n",
    "mean_by_class = glass.groupby('Type').mean()\n",
    "print('各类别 9 项化学成分均值:')\n",
    "mean_by_class.round(2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "1f82bb2c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:58.588517Z",
     "iopub.status.busy": "2026-05-22T08:50:58.588035Z",
     "iopub.status.idle": "2026-05-22T08:50:58.602439Z",
     "shell.execute_reply": "2026-05-22T08:50:58.601526Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练集: (160, 9), 测试集: (54, 9)\n"
     ]
    }
   ],
   "source": [
    "# 划分数据集 (分层抽样保证小类别在训练/测试都出现)\n",
    "X = glass.drop('Type', axis=1)\n",
    "y = glass['Type']\n",
    "X_tr, X_te, y_tr, y_te = train_test_split(\n",
    "    X, y, test_size=0.25, random_state=2026, stratify=y)\n",
    "\n",
    "# 标准化 (KNN, 逻辑回归依赖距离/系数, 必须标准化)\n",
    "sc = StandardScaler()\n",
    "X_tr_s = sc.fit_transform(X_tr)\n",
    "X_te_s = sc.transform(X_te)\n",
    "print(f'训练集: {X_tr.shape}, 测试集: {X_te.shape}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1292b83e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:50:58.605765Z",
     "iopub.status.busy": "2026-05-22T08:50:58.605280Z",
     "iopub.status.idle": "2026-05-22T08:51:00.547693Z",
     "shell.execute_reply": "2026-05-22T08:51:00.546952Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNN (k=5)   : 测试集准确率 = 0.5926, 5折CV均值 = 0.6497\n",
      "逻辑回归        : 测试集准确率 = 0.5741, 5折CV均值 = 0.6079\n",
      "决策树         : 测试集准确率 = 0.7037, 5折CV均值 = 0.5984\n",
      "随机森林        : 测试集准确率 = 0.7778, 5折CV均值 = 0.6779\n"
     ]
    }
   ],
   "source": [
    "# 4 个分类模型\n",
    "clfs = {\n",
    "    'KNN (k=5)': KNeighborsClassifier(n_neighbors=5),\n",
    "    '逻辑回归': LogisticRegression(max_iter=3000),\n",
    "    '决策树': DecisionTreeClassifier(max_depth=10, random_state=2026),\n",
    "    '随机森林': RandomForestClassifier(n_estimators=200, random_state=2026),\n",
    "}\n",
    "\n",
    "acc_dict = {}        # 测试集准确率\n",
    "cv_dict = {}         # 5 折交叉验证均值\n",
    "pred_dict = {}       # 测试集预测\n",
    "\n",
    "for name, m in clfs.items():\n",
    "    # 距离类模型用标准化数据, 树模型用原始数据\n",
    "    if name in ['KNN (k=5)', '逻辑回归']:\n",
    "        m.fit(X_tr_s, y_tr); p = m.predict(X_te_s)\n",
    "        cv = cross_val_score(m, sc.fit_transform(X), y, cv=5).mean()\n",
    "    else:\n",
    "        m.fit(X_tr, y_tr); p = m.predict(X_te)\n",
    "        cv = cross_val_score(m, X, y, cv=5).mean()\n",
    "    acc_dict[name] = accuracy_score(y_te, p)\n",
    "    cv_dict[name] = cv\n",
    "    pred_dict[name] = p\n",
    "    print(f'{name:12s}: 测试集准确率 = {acc_dict[name]:.4f}, 5折CV均值 = {cv:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "70e8e00b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:51:00.550593Z",
     "iopub.status.busy": "2026-05-22T08:51:00.550177Z",
     "iopub.status.idle": "2026-05-22T08:51:00.910170Z",
     "shell.execute_reply": "2026-05-22T08:51:00.909456Z"
    }
   },
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 3000x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 模型准确率对比柱状图\n",
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "xs = np.arange(len(clfs))\n",
    "w = 0.35\n",
    "b1 = ax.bar(xs - w/2, list(acc_dict.values()), w, color='steelblue', label='测试集准确率')\n",
    "b2 = ax.bar(xs + w/2, list(cv_dict.values()), w, color='coral', label='5折CV均值')\n",
    "for b in list(b1) + list(b2):\n",
    "    ax.text(b.get_x() + b.get_width()/2, b.get_height() + 0.01,\n",
    "            f'{b.get_height():.3f}', ha='center', fontsize=9)\n",
    "ax.set_xticks(xs); ax.set_xticklabels(list(clfs.keys()))\n",
    "ax.set_ylim(0, 1); ax.set_ylabel('准确率')\n",
    "ax.set_title('4 种分类模型对比')\n",
    "ax.legend(); ax.grid(axis='y', alpha=0.3)\n",
    "plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "7f7ad70f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:51:00.912295Z",
     "iopub.status.busy": "2026-05-22T08:51:00.912065Z",
     "iopub.status.idle": "2026-05-22T08:51:01.412456Z",
     "shell.execute_reply": "2026-05-22T08:51:01.411840Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最优模型: 随机森林, 测试集准确率 = 0.7778\n",
      "\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2100x1800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "      建筑窗-浮法       0.71      0.67      0.69        18\n",
      "     建筑窗-非浮法       0.74      0.89      0.81        19\n",
      "      汽车窗-浮法       1.00      0.25      0.40         4\n",
      "          容器       1.00      1.00      1.00         3\n",
      "          餐具       0.50      0.50      0.50         2\n",
      "         车头灯       1.00      1.00      1.00         8\n",
      "\n",
      "    accuracy                           0.78        54\n",
      "   macro avg       0.82      0.72      0.73        54\n",
      "weighted avg       0.79      0.78      0.77        54\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 最优模型的混淆矩阵 + 分类报告\n",
    "best = max(acc_dict, key=acc_dict.get)\n",
    "print(f'最优模型: {best}, 测试集准确率 = {acc_dict[best]:.4f}\\n')\n",
    "\n",
    "cm = confusion_matrix(y_te, pred_dict[best])\n",
    "labels_cm = sorted(y_te.unique())\n",
    "fig, ax = plt.subplots(figsize=(7, 6))\n",
    "im = ax.imshow(cm, cmap='Blues')\n",
    "plt.colorbar(im, ax=ax)\n",
    "ax.set_xticks(range(len(labels_cm)))\n",
    "ax.set_yticks(range(len(labels_cm)))\n",
    "ax.set_xticklabels([type_name[l] for l in labels_cm], rotation=30, ha='right')\n",
    "ax.set_yticklabels([type_name[l] for l in labels_cm])\n",
    "ax.set_xlabel('预测类别'); ax.set_ylabel('真实类别')\n",
    "ax.set_title(f'{best} 混淆矩阵')\n",
    "for i in range(len(labels_cm)):\n",
    "    for j in range(len(labels_cm)):\n",
    "        ax.text(j, i, cm[i, j], ha='center',\n",
    "                color='white' if cm[i, j] > cm.max()/2 else 'black')\n",
    "plt.tight_layout(); plt.show()\n",
    "\n",
    "print(classification_report(y_te, pred_dict[best],\n",
    "      target_names=[type_name[l] for l in labels_cm], zero_division=0))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "267ca3cb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T08:51:01.414737Z",
     "iopub.status.busy": "2026-05-22T08:51:01.414410Z",
     "iopub.status.idle": "2026-05-22T08:51:01.795091Z",
     "shell.execute_reply": "2026-05-22T08:51:01.793709Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2700x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "特征重要性排序:\n",
      "  Mg : 0.1667\n",
      "  Al : 0.1665\n",
      "  RI : 0.1572\n",
      "  Ca : 0.1344\n",
      "  Na : 0.0910\n",
      "  K  : 0.0851\n",
      "  Ba : 0.0809\n",
      "  Si : 0.0791\n",
      "  Fe : 0.0391\n"
     ]
    }
   ],
   "source": [
    "# 随机森林特征重要性\n",
    "rf = clfs['随机森林']\n",
    "imp = rf.feature_importances_\n",
    "order = np.argsort(imp)[::-1]\n",
    "feat_names = X.columns.tolist()\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(9, 5))\n",
    "bars = ax.bar([feat_names[i] for i in order], imp[order], color='seagreen')\n",
    "for b, v in zip(bars, imp[order]):\n",
    "    ax.text(b.get_x() + b.get_width()/2, v + 0.005, f'{v:.3f}',\n",
    "            ha='center', fontsize=9)\n",
    "ax.set_ylabel('重要性'); ax.set_title('随机森林: 9 项化学成分对玻璃分类的重要性')\n",
    "ax.grid(axis='y', alpha=0.3)\n",
    "plt.tight_layout(); plt.show()\n",
    "\n",
    "print('特征重要性排序:')\n",
    "for i in order:\n",
    "    print(f'  {feat_names[i]:3s}: {imp[i]:.4f}')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "764ed19f",
   "metadata": {},
   "source": [
    "## （四）分析和结论"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3806a117",
   "metadata": {},
   "source": [
    "**模型对比**\n",
    "\n",
    "| 模型 | 测试集准确率 | 5 折 CV 均值 |\n",
    "|------|-------------|--------------|\n",
    "| KNN (k=5) | 0.5926 | 0.6497 |\n",
    "| 逻辑回归 | 0.5741 | 0.6079 |\n",
    "| 决策树 | 0.7037 | 0.5984 |\n",
    "| 随机森林 | **0.7778** | **0.6779** |\n",
    "\n",
    "**主要发现**\n",
    "\n",
    "1. **随机森林明显优于其它模型**, 测试集准确率 77.8%, 在 6 类玻璃用途分类中表现最佳。这是因为玻璃化学成分与用途之间存在复杂的非线性关系, 而集成树模型擅长捕捉特征间的交互, 同时对小样本不均衡有较好鲁棒性。\n",
    "\n",
    "2. **决策树次之** (70.4%), 但 5 折 CV 偏低 (0.598), 说明单棵树有过拟合倾向; **KNN** (59.3%) 和**逻辑回归** (57.4%) 表现最差, 因为 KNN 受维度和样本量限制, 逻辑回归本质为线性分界, 对该数据集的非线性结构刻画能力不足。\n",
    "\n",
    "3. **特征重要性** (随机森林): 镁 Mg (0.167), 铝 Al (0.167), 折射率 RI (0.157), 钙 Ca (0.134) 是分类最关键的 4 个指标, 钡 Ba (0.081) 含量虽然普遍很低但有特异性 (车头灯玻璃含较高 Ba)。这与材料学认知一致: 不同用途玻璃因添加剂不同 (软化、光学性能、化学耐性等需求), 在主要氧化物比例上呈现可识别的指纹。\n",
    "\n",
    "4. **类别不平衡的影响**: 餐具 (9 个) 和容器 (13 个) 样本太少, 单独看分类报告中这两类的 recall 较低; 实际工程中可结合 SMOTE 过采样或代价敏感学习改进。\n",
    "\n",
    "**结论**\n",
    "\n",
    "基于 9 项化学成分用随机森林进行玻璃分类是可行且效果良好的方案 (准确率 77.8%), 可应用于材料鉴定、犯罪现场玻璃碎片溯源等场景。在化学成分指标中, **镁 Mg 和铝 Al 是最具区分度的两个特征**, 工程上若要快速判断玻璃用途, 优先测这两项即可获得相当可观的分类信息。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7a05765",
   "metadata": {},
   "source": [
    "### 每个同学应独立完成大作业，如果提交的作业相同部分过多甚至雷同，会被判定为抄袭，且由于无法区分原版和抄袭，均会视情况判定为不过或者低分。不要让你的朋友为难！\n",
    "### 只需要提交本文件（.ipynb格式）和相关数据集文件，不要提交word、PDF、.html或者其他格式的文件！"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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