commit 6ae57ad9f221e6b65bfd58d6cded114549c64d61
Author: Bairly <2652270566@qq.com>
Date:   Mon Mar 24 09:57:14 2025 +0800

    first commit

diff --git a/.ipynb_checkpoints/air_quality_prediction-checkpoint.ipynb b/.ipynb_checkpoints/air_quality_prediction-checkpoint.ipynb
new file mode 100644
index 0000000..8bb5f9b
--- /dev/null
+++ b/.ipynb_checkpoints/air_quality_prediction-checkpoint.ipynb
@@ -0,0 +1,467 @@
+{
+ "cells": [
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "# 预测建模\n",
+    "北京市空气质量指数预测（推荐难度系数10）\n",
+    "\n",
+    "这个数据集是北京市2022年11月1日至2023年10月31日期间空气质量相关数据。\n",
+    "根据这个数据集，回答以下问题"
+   ],
+   "id": "b610f839dca4877"
+  },
+  {
+   "cell_type": "code",
+   "id": "initial_id",
+   "metadata": {
+    "collapsed": true,
+    "ExecuteTime": {
+     "end_time": "2025-03-22T07:55:04.926730Z",
+     "start_time": "2025-03-22T07:55:03.071940Z"
+    }
+   },
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from calculate import *\n",
+    "from heatmap import *"
+   ],
+   "outputs": [],
+   "execution_count": 1
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-22T07:55:05.632142Z",
+     "start_time": "2025-03-22T07:55:04.941177Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "#读取数据\n",
+    "data=pd.read_excel('北京市空气质量指数与气象数据.xlsx')\n",
+    "data.head()"
+   ],
+   "id": "92ea7ba1218799cd",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "        date  hour        AQI        CO        NO2         O3       PM10  \\\n",
+       "0 2022-11-01     2  18.371429  0.211429  23.771429  29.057143  13.257143   \n",
+       "1 2022-11-01     5  21.914286  0.180000  26.571429  20.142857  18.914286   \n",
+       "2 2022-11-01     8  28.628571  0.311429  30.028571  14.285714  27.942857   \n",
+       "3 2022-11-01    11  19.000000  0.237143  17.971429  40.529412  17.852941   \n",
+       "4 2022-11-01    14  21.742857  0.252941  15.588235  53.617647  20.941176   \n",
+       "\n",
+       "      PM2.5       SO2     T  ...      P   Pa     U   Ff   Tn    Tx    VV   Td  \\\n",
+       "0  3.057143  2.628571   6.7  ...  770.5  0.1  36.0  1.0  5.3  17.3  30.0 -7.3   \n",
+       "1  3.771429  2.542857   2.0  ...  770.8  0.3  62.0  0.0  1.9  17.3   7.0 -4.5   \n",
+       "2  6.857143  2.400000   6.6  ...  771.7  0.9  56.0  0.0  0.9  17.3  10.0 -7.1   \n",
+       "3  5.914286  2.176471  13.5  ...  771.3 -0.4  19.0  2.0  0.9  17.3  30.0 -9.7   \n",
+       "4  6.742857  2.000000  15.7  ...  768.6 -2.7  19.0  2.0  0.9  17.3  30.0 -7.9   \n",
+       "\n",
+       "   RRR  tR  \n",
+       "0  0.0  12  \n",
+       "1  0.0  12  \n",
+       "2  0.0  12  \n",
+       "3  0.0  12  \n",
+       "4  0.0  12  \n",
+       "\n",
+       "[5 rows x 21 columns]"
+      ],
+      "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>date</th>\n",
+       "      <th>hour</th>\n",
+       "      <th>AQI</th>\n",
+       "      <th>CO</th>\n",
+       "      <th>NO2</th>\n",
+       "      <th>O3</th>\n",
+       "      <th>PM10</th>\n",
+       "      <th>PM2.5</th>\n",
+       "      <th>SO2</th>\n",
+       "      <th>T</th>\n",
+       "      <th>...</th>\n",
+       "      <th>P</th>\n",
+       "      <th>Pa</th>\n",
+       "      <th>U</th>\n",
+       "      <th>Ff</th>\n",
+       "      <th>Tn</th>\n",
+       "      <th>Tx</th>\n",
+       "      <th>VV</th>\n",
+       "      <th>Td</th>\n",
+       "      <th>RRR</th>\n",
+       "      <th>tR</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2022-11-01</td>\n",
+       "      <td>2</td>\n",
+       "      <td>18.371429</td>\n",
+       "      <td>0.211429</td>\n",
+       "      <td>23.771429</td>\n",
+       "      <td>29.057143</td>\n",
+       "      <td>13.257143</td>\n",
+       "      <td>3.057143</td>\n",
+       "      <td>2.628571</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>770.5</td>\n",
+       "      <td>0.1</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>-7.3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2022-11-01</td>\n",
+       "      <td>5</td>\n",
+       "      <td>21.914286</td>\n",
+       "      <td>0.180000</td>\n",
+       "      <td>26.571429</td>\n",
+       "      <td>20.142857</td>\n",
+       "      <td>18.914286</td>\n",
+       "      <td>3.771429</td>\n",
+       "      <td>2.542857</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>770.8</td>\n",
+       "      <td>0.3</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>-4.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2022-11-01</td>\n",
+       "      <td>8</td>\n",
+       "      <td>28.628571</td>\n",
+       "      <td>0.311429</td>\n",
+       "      <td>30.028571</td>\n",
+       "      <td>14.285714</td>\n",
+       "      <td>27.942857</td>\n",
+       "      <td>6.857143</td>\n",
+       "      <td>2.400000</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>771.7</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>-7.1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2022-11-01</td>\n",
+       "      <td>11</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>0.237143</td>\n",
+       "      <td>17.971429</td>\n",
+       "      <td>40.529412</td>\n",
+       "      <td>17.852941</td>\n",
+       "      <td>5.914286</td>\n",
+       "      <td>2.176471</td>\n",
+       "      <td>13.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>771.3</td>\n",
+       "      <td>-0.4</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>-9.7</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2022-11-01</td>\n",
+       "      <td>14</td>\n",
+       "      <td>21.742857</td>\n",
+       "      <td>0.252941</td>\n",
+       "      <td>15.588235</td>\n",
+       "      <td>53.617647</td>\n",
+       "      <td>20.941176</td>\n",
+       "      <td>6.742857</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>15.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>768.6</td>\n",
+       "      <td>-2.7</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>-7.9</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 21 columns</p>\n",
+       "</div>"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 2
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "## 题目1\n",
+    "研究单日内空气质量指数与各项指标的变化趋势，这种趋势是否具有周期性？"
+   ],
+   "id": "bca65e544d8bef55"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-22T07:55:05.749697Z",
+     "start_time": "2025-03-22T07:55:05.746320Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "#数据预处理：将数据按小时分组，计算每个小时各指标的平均值\n",
+    "\n",
+    "#可视化：绘制各指标小时均值的折线图，观察是否存在规律性波动\n"
+   ],
+   "id": "5f8e89a8d1561e4f",
+   "outputs": [],
+   "execution_count": 3
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-22T07:55:05.777089Z",
+     "start_time": "2025-03-22T07:55:05.774038Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "#ACF检验周期性\n",
+   "id": "4521bfa63d480997",
+   "outputs": [],
+   "execution_count": 4
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "## 题目2\n",
+    "简述各项指标间的相互关系。"
+   ],
+   "id": "59e20f3463e819a6"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-22T07:55:05.992326Z",
+     "start_time": "2025-03-22T07:55:05.988969Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "#计算相关系数矩阵\n",
+    "\n",
+    "#绘制热力图\n"
+   ],
+   "id": "c917d14115569bcd",
+   "outputs": [],
+   "execution_count": 5
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-22T07:55:06.153442Z",
+     "start_time": "2025-03-22T07:55:06.150747Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "#因子分析（PCA)\n",
+   "id": "509d783a82bbdcb2",
+   "outputs": [],
+   "execution_count": 6
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-22T07:55:06.261340Z",
+     "start_time": "2025-03-22T07:55:06.258833Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "#多元线性回归（我试试玩的）\n",
+   "id": "bb2d87337f46df",
+   "outputs": [],
+   "execution_count": 7
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "## 题目3\n",
+    "令2022年11月1日至2023年9月30日的空气质量数据为训练集，剩余数据为测试集。基于训练集，尝试使用两种不同的方法构建空气质量指数预测模型，并在测试集上测试。比较所选模型的预测效果。"
+   ],
+   "id": "3f89fa62a897a3e3"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-22T07:55:06.414915Z",
+     "start_time": "2025-03-22T07:55:06.410784Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "#数据划分：训练集：2022-11-01至2023-09-30，测试集：2023-10-1至2023-10-31。\n",
+   "id": "d1bdac1e4e1562f2",
+   "outputs": [],
+   "execution_count": 8
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "### (1)SARIMA模型",
+   "id": "75bc1cfcc85f60a7"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-22T07:55:06.452015Z",
+     "start_time": "2025-03-22T07:55:06.446830Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "\"\"\"\n",
+    "该模型在假设不知道测试集其他指标的情况下，仅使用AQI历史数据预测未来AQI\n",
+    "\"\"\"\n",
+    "\n",
+    "#训练模型\n",
+    "\n",
+    "#输出预测与实际AQI的对比图\n",
+    "\n",
+    "#计算拟合度\n"
+   ],
+   "id": "24996a0c06820cdc",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\n该模型在假设不知道测试集其他指标的情况下，仅使用AQI历史数据预测未来AQI\\n'"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 9
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "### (2)XGBOOST模型",
+   "id": "ebe88094b6c13e0c"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-22T07:55:06.482520Z",
+     "start_time": "2025-03-22T07:55:06.477496Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "\"\"\"\n",
+    "该模型在同样未知测试集其他指标的情况下，考虑到训练集的多种参数预测未来AQI\n",
+    "\"\"\"\n",
+    "\n",
+    "#训练模型\n",
+    "\n",
+    "#输出预测与实际AQI的对比图\n",
+    "\n",
+    "#计算拟合度\n"
+   ],
+   "id": "66f104e110aba36",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\n该模型在同样未知测试集其他指标的情况下，考虑到训练集的多种参数预测未来AQI\\n'"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 10
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
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diff --git a/air_quality_prediction.ipynb b/air_quality_prediction.ipynb
new file mode 100644
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--- /dev/null
+++ b/air_quality_prediction.ipynb
@@ -0,0 +1,1278 @@
+{
+ "cells": [
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "# 预测建模\n",
+    "北京市空气质量指数预测（推荐难度系数10）\n",
+    "\n",
+    "这个数据集是北京市2022年11月1日至2023年10月31日期间空气质量相关数据。\n",
+    "根据这个数据集，回答以下问题"
+   ],
+   "id": "b610f839dca4877"
+  },
+  {
+   "cell_type": "code",
+   "id": "initial_id",
+   "metadata": {
+    "collapsed": true,
+    "ExecuteTime": {
+     "end_time": "2025-03-24T00:39:20.612791Z",
+     "start_time": "2025-03-24T00:39:20.608728Z"
+    }
+   },
+   "source": [
+    "#导入基础包\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "#导入主成分分析相关包\n",
+    "from factor_analyzer import Rotator\n",
+    "from factor_analyzer.factor_analyzer import calculate_bartlett_sphericity, calculate_kmo\n",
+    "# from sklearn.decomposition import PCA\n",
+    "# from sklearn.preprocessing import StandardScaler\n",
+    "\n",
+    "#导入XGBOOST相关包\n",
+    "from xgboost import XGBRegressor\n",
+    "from scipy.stats import randint, uniform\n",
+    "from sklearn.model_selection import RandomizedSearchCV\n",
+    "from matplotlib.dates import DateFormatter, HourLocator\n",
+    "\n",
+    "#导入单独写的函数\n",
+    "from calculate import *\n",
+    "from heatmap import *\n",
+    "from sort_matrix import *"
+   ],
+   "outputs": [],
+   "execution_count": 18
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-24T00:39:21.076798Z",
+     "start_time": "2025-03-24T00:39:20.619798Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "#设置字体\n",
+    "plt.rcParams['font.family'] = 'SimHei'\n",
+    "#读取数据\n",
+    "data=pd.read_excel('北京市空气质量指数与气象数据.xlsx')\n",
+    "data.head()"
+   ],
+   "id": "92ea7ba1218799cd",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "        date  hour        AQI        CO        NO2         O3       PM10  \\\n",
+       "0 2022-11-01     2  18.371429  0.211429  23.771429  29.057143  13.257143   \n",
+       "1 2022-11-01     5  21.914286  0.180000  26.571429  20.142857  18.914286   \n",
+       "2 2022-11-01     8  28.628571  0.311429  30.028571  14.285714  27.942857   \n",
+       "3 2022-11-01    11  19.000000  0.237143  17.971429  40.529412  17.852941   \n",
+       "4 2022-11-01    14  21.742857  0.252941  15.588235  53.617647  20.941176   \n",
+       "\n",
+       "      PM2.5       SO2     T  ...      P   Pa     U   Ff   Tn    Tx    VV   Td  \\\n",
+       "0  3.057143  2.628571   6.7  ...  770.5  0.1  36.0  1.0  5.3  17.3  30.0 -7.3   \n",
+       "1  3.771429  2.542857   2.0  ...  770.8  0.3  62.0  0.0  1.9  17.3   7.0 -4.5   \n",
+       "2  6.857143  2.400000   6.6  ...  771.7  0.9  56.0  0.0  0.9  17.3  10.0 -7.1   \n",
+       "3  5.914286  2.176471  13.5  ...  771.3 -0.4  19.0  2.0  0.9  17.3  30.0 -9.7   \n",
+       "4  6.742857  2.000000  15.7  ...  768.6 -2.7  19.0  2.0  0.9  17.3  30.0 -7.9   \n",
+       "\n",
+       "   RRR  tR  \n",
+       "0  0.0  12  \n",
+       "1  0.0  12  \n",
+       "2  0.0  12  \n",
+       "3  0.0  12  \n",
+       "4  0.0  12  \n",
+       "\n",
+       "[5 rows x 21 columns]"
+      ],
+      "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>date</th>\n",
+       "      <th>hour</th>\n",
+       "      <th>AQI</th>\n",
+       "      <th>CO</th>\n",
+       "      <th>NO2</th>\n",
+       "      <th>O3</th>\n",
+       "      <th>PM10</th>\n",
+       "      <th>PM2.5</th>\n",
+       "      <th>SO2</th>\n",
+       "      <th>T</th>\n",
+       "      <th>...</th>\n",
+       "      <th>P</th>\n",
+       "      <th>Pa</th>\n",
+       "      <th>U</th>\n",
+       "      <th>Ff</th>\n",
+       "      <th>Tn</th>\n",
+       "      <th>Tx</th>\n",
+       "      <th>VV</th>\n",
+       "      <th>Td</th>\n",
+       "      <th>RRR</th>\n",
+       "      <th>tR</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2022-11-01</td>\n",
+       "      <td>2</td>\n",
+       "      <td>18.371429</td>\n",
+       "      <td>0.211429</td>\n",
+       "      <td>23.771429</td>\n",
+       "      <td>29.057143</td>\n",
+       "      <td>13.257143</td>\n",
+       "      <td>3.057143</td>\n",
+       "      <td>2.628571</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>770.5</td>\n",
+       "      <td>0.1</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>-7.3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2022-11-01</td>\n",
+       "      <td>5</td>\n",
+       "      <td>21.914286</td>\n",
+       "      <td>0.180000</td>\n",
+       "      <td>26.571429</td>\n",
+       "      <td>20.142857</td>\n",
+       "      <td>18.914286</td>\n",
+       "      <td>3.771429</td>\n",
+       "      <td>2.542857</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>770.8</td>\n",
+       "      <td>0.3</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>-4.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2022-11-01</td>\n",
+       "      <td>8</td>\n",
+       "      <td>28.628571</td>\n",
+       "      <td>0.311429</td>\n",
+       "      <td>30.028571</td>\n",
+       "      <td>14.285714</td>\n",
+       "      <td>27.942857</td>\n",
+       "      <td>6.857143</td>\n",
+       "      <td>2.400000</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>771.7</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>-7.1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2022-11-01</td>\n",
+       "      <td>11</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>0.237143</td>\n",
+       "      <td>17.971429</td>\n",
+       "      <td>40.529412</td>\n",
+       "      <td>17.852941</td>\n",
+       "      <td>5.914286</td>\n",
+       "      <td>2.176471</td>\n",
+       "      <td>13.5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>771.3</td>\n",
+       "      <td>-0.4</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>-9.7</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2022-11-01</td>\n",
+       "      <td>14</td>\n",
+       "      <td>21.742857</td>\n",
+       "      <td>0.252941</td>\n",
+       "      <td>15.588235</td>\n",
+       "      <td>53.617647</td>\n",
+       "      <td>20.941176</td>\n",
+       "      <td>6.742857</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>15.7</td>\n",
+       "      <td>...</td>\n",
+       "      <td>768.6</td>\n",
+       "      <td>-2.7</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>17.3</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>-7.9</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 21 columns</p>\n",
+       "</div>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 19
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "## 题目1\n",
+    "研究单日内空气质量指数与各项指标的变化趋势，这种趋势是否具有周期性？"
+   ],
+   "id": "bca65e544d8bef55"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-24T00:39:21.214231Z",
+     "start_time": "2025-03-24T00:39:21.202730Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "#数据预处理：将数据按小时分组，计算每个小时各指标的平均值\n",
+    "\n",
+    "#可视化：绘制各指标小时均值的折线图，观察是否存在规律性波动\n"
+   ],
+   "id": "5f8e89a8d1561e4f",
+   "outputs": [],
+   "execution_count": 20
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-24T00:39:21.293207Z",
+     "start_time": "2025-03-24T00:39:21.287594Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "#ACF检验周期性\n",
+   "id": "4521bfa63d480997",
+   "outputs": [],
+   "execution_count": 21
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "## 题目2\n",
+    "简述各项指标间的相互关系。"
+   ],
+   "id": "59e20f3463e819a6"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-24T00:39:22.701346Z",
+     "start_time": "2025-03-24T00:39:21.423153Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "#计算相关系数矩阵\n",
+    "correlation_matrix = data.iloc[:, 1:].corr()\n",
+    "#绘制热力图\n",
+    "plot_heatmap(correlation_matrix,20,16,title=\"Correlation Matrix Heatmap\",save_path=\"correlation_heatmap.png\")"
+   ],
+   "id": "c917d14115569bcd",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 2000x1600 with 2 Axes>"
+      ],
+      "image/png": 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"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "execution_count": 22
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-24T00:39:23.335605Z",
+     "start_time": "2025-03-24T00:39:22.772544Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "#主成分分析（PCA)\n",
+    "PCA_data=data.iloc[:,2:]#去除日期列\n",
+    "\n",
+    "# 计算KMO值\n",
+    "kmo_all, kmo_model = calculate_kmo(PCA_data)\n",
+    "print(f\"KMO值: {kmo_model.round(3)}\")\n",
+    "# 进行巴赫利特检验\n",
+    "chi_square_value, p_value = calculate_bartlett_sphericity(PCA_data)\n",
+    "print(f\"巴赫利特检验卡方值: {chi_square_value.round(3)}, p值: {p_value}\")\n",
+    "#判断\n",
+    "if kmo_model>0.7 and p_value<0.05:\n",
+    "    print(\"数据适合进行主成分分析\",'\\n')\n",
+    "else:\n",
+    "    print(\"数据不适合进行主成分分析\",'\\n')\n",
+    "\n",
+    "# 数据标准化\n",
+    "scaled_data = (PCA_data - PCA_data.mean()) / PCA_data.std()\n",
+    "scaled_data = scaled_data.dropna()#去除空值\n",
+    "\n",
+    "# 计算协方差矩阵\n",
+    "cov_matrix = np.cov(scaled_data, rowvar=False)\n",
+    "\n",
+    "# 计算特征值和特征向量\n",
+    "eigenvalues, eigenvectors = np.linalg.eigh(cov_matrix)\n",
+    "sorted_indices = np.argsort(eigenvalues)[::-1]\n",
+    "sorted_eigenvalues = eigenvalues[sorted_indices]\n",
+    "sorted_eigenvectors = eigenvectors[:, sorted_indices]\n",
+    "\n",
+    "# 绘制累计方差解释比例图\n",
+    "explained_variance_ratio = sorted_eigenvalues / np.sum(sorted_eigenvalues)\n",
+    "cumulative_explained_variance = np.cumsum(explained_variance_ratio)\n",
+    "print(\"累计方差解释比例:\", [f\"{cum * 100:.2f}%\" for cum in cumulative_explained_variance])\n",
+    "\n",
+    "plt.plot(range(1, len(cumulative_explained_variance) + 1), cumulative_explained_variance, marker='o')\n",
+    "plt.xlabel('主成分数量')\n",
+    "plt.ylabel('累计方差解释比例')\n",
+    "plt.title('PCA 累计方差解释比例')\n",
+    "plt.show()\n",
+    "\n",
+    "# 选择特征值大于1的作为主成分\n",
+    "mask = sorted_eigenvalues > 1\n",
+    "selected_eigenvectors = sorted_eigenvectors[:, mask]\n",
+    "\n",
+    "# 计算因子载荷矩阵\n",
+    "loadings = selected_eigenvectors * np.sqrt(sorted_eigenvalues[mask])\n",
+    "\n",
+    "# 使用Varimax旋转载荷矩阵\n",
+    "rotator = Rotator(method='varimax')\n",
+    "rotated_loadings = rotator.fit_transform(loadings)\n",
+    "\n",
+    "# 输出旋转后的成分矩阵\n",
+    "rotated_components_df = pd.DataFrame(rotated_loadings,\n",
+    "                                     index=PCA_data.columns,\n",
+    "                                     columns=[f'Factor{i+1}' for i in range(rotated_loadings.shape[1])])\n",
+    "rotated_components_df = rotated_components_df.round(3)\n",
+    "\n",
+    "# 输出排序后的载荷矩阵\n",
+    "rotated_components_df=sort_matrix_by_diag(rotated_components_df)\n",
+    "print(\"旋转后的载荷矩阵（排序后）：\\n\", rotated_components_df)\n",
+    "plot_heatmap(rotated_components_df, 4, 8,save_path=\"components_heatmap.png\")"
+   ],
+   "id": "509d783a82bbdcb2",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "KMO值: 0.762\n",
+      "巴赫利特检验卡方值: 90424.712, p值: 0.0\n",
+      "数据适合进行主成分分析 \n",
+      "\n",
+      "累计方差解释比例: ['31.41%', '54.60%', '66.53%', '73.02%', '78.89%', '84.04%', '88.27%', '91.46%', '93.59%', '95.70%', '97.14%', '98.29%', '98.91%', '99.26%', '99.55%', '99.79%', '99.96%', '100.00%', '100.00%']\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ],
+      "image/png": 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"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "旋转后的载荷矩阵（排序后）：\n",
+      "        Factor1  Factor3  Factor2  Factor4  Factor5\n",
+      "Tn      -0.963   -0.035   -0.071   -0.079    0.035\n",
+      "T       -0.958    0.138   -0.033    0.074   -0.028\n",
+      "Tx      -0.954    0.014   -0.045   -0.052   -0.063\n",
+      "P        0.924    0.029   -0.071   -0.032   -0.000\n",
+      "Po       0.921    0.029   -0.073   -0.033   -0.000\n",
+      "Td      -0.898   -0.366   -0.043   -0.013    0.076\n",
+      "O3      -0.637    0.529    0.030    0.239   -0.084\n",
+      "U       -0.322   -0.824    0.008   -0.156    0.229\n",
+      "Ff      -0.045    0.772    0.126    0.024    0.172\n",
+      "NO2      0.300   -0.728    0.290    0.110   -0.202\n",
+      "CO      -0.101   -0.695    0.449    0.298   -0.007\n",
+      "VV       0.153    0.667   -0.531   -0.093   -0.175\n",
+      "AQI     -0.017   -0.038    0.967    0.025   -0.029\n",
+      "PM10     0.037    0.060    0.933   -0.092    0.003\n",
+      "PM2.5    0.049   -0.359    0.879    0.149   -0.007\n",
+      "Pa       0.006   -0.055    0.147   -0.747   -0.130\n",
+      "SO2     -0.035   -0.099    0.208    0.694   -0.065\n",
+      "RRR     -0.139   -0.094   -0.103   -0.077    0.819\n",
+      "tR       0.163    0.120    0.087    0.131    0.512\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 400x800 with 2 Axes>"
+      ],
+      "image/png": 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"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "execution_count": 23
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "## 题目3\n",
+    "令2022年11月1日至2023年9月30日的空气质量数据为训练集，剩余数据为测试集。基于训练集，尝试使用两种不同的方法构建空气质量指数预测模型，并在测试集上测试。比较所选模型的预测效果。"
+   ],
+   "id": "3f89fa62a897a3e3"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-24T00:39:23.908760Z",
+     "start_time": "2025-03-24T00:39:23.432226Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "#重新读取数据\n",
+    "data=pd.read_excel('北京市空气质量指数与气象数据.xlsx')\n",
+    "# 合并 date 和 hour 为新的 data_hour 列\n",
+    "data['data_hour'] = pd.to_datetime(data['date']) + pd.to_timedelta(data['hour'], unit='h')\n",
+    "# 设置 data_hour 为索引列\n",
+    "data = data[['data_hour', 'AQI']].set_index('data_hour')  # 仅保留时间和AQI"
+   ],
+   "id": "d1bdac1e4e1562f2",
+   "outputs": [],
+   "execution_count": 24
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "### (1)SARIMA模型",
+   "id": "75bc1cfcc85f60a7"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-24T00:39:23.920602Z",
+     "start_time": "2025-03-24T00:39:23.914779Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "\"\"\"\n",
+    "该模型在假设不知道测试集其他指标的情况下，仅使用AQI历史数据预测未来AQI\n",
+    "\"\"\"\n",
+    "\n",
+    "#训练模型\n",
+    "\n",
+    "#输出预测与实际AQI的对比图\n",
+    "\n",
+    "#计算拟合度\n"
+   ],
+   "id": "24996a0c06820cdc",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\n该模型在假设不知道测试集其他指标的情况下，仅使用AQI历史数据预测未来AQI\\n'"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 25
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "### (2)XGBOOST模型",
+   "id": "ebe88094b6c13e0c"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-24T00:39:24.054353Z",
+     "start_time": "2025-03-24T00:39:24.027621Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "\"\"\"\n",
+    "该模型在假设不考虑测试集其他指标的情况下，仅使用AQI数据对未来AQI进行<单步预测>，即每次预测都是根据之前时间点的真实AQI值进行的。\n",
+    "整体运行时间约为20s，请耐心等待。\n",
+    "\"\"\"\n",
+    "#特征工程\n",
+    "data_processed = data.copy()\n",
+    "\n",
+    "#时间分解特征\n",
+    "# 基础特征\n",
+    "data_processed['hour'] = data_processed.index.hour\n",
+    "data_processed['day_of_week'] = data_processed.index.dayofweek\n",
+    "data_processed['month'] = data_processed.index.month\n",
+    "\n",
+    "# 周期性编码\n",
+    "data_processed['hour_sin'] = np.sin(2 * np.pi * data_processed['hour'] / 24)\n",
+    "data_processed['hour_cos'] = np.cos(2 * np.pi * data_processed['hour'] / 24)\n",
+    "data_processed['week_sin'] = np.sin(2 * np.pi * data_processed['day_of_week'] / 7)\n",
+    "data_processed['week_cos'] = np.cos(2 * np.pi * data_processed['day_of_week'] / 7)\n",
+    "\n",
+    "#滞后特征\n",
+    "# 生成3小时粒度的滞后特征（最多7天）\n",
+    "lags = [i for i in range(1, 7 * 8 + 1)]  # 7天*每天8个时间点（3小时间隔）\n",
+    "for lag in lags:\n",
+    "    data_processed[f'AQI_lag_{lag}'] = data_processed['AQI'].shift(lag)\n",
+    "\n",
+    "# 划分数据集\n",
+    "train_data = data_processed.loc['2022-11-01':'2023-09-30']\n",
+    "test_data = data_processed.loc['2023-10-01':]\n",
+    "\n",
+    "# 特征选择\n",
+    "features = [col for col in train_data.columns if col != 'AQI']\n",
+    "X_train, y_train = train_data[features], train_data['AQI']\n",
+    "X_test, y_test = test_data[features], test_data['AQI']"
+   ],
+   "id": "66f104e110aba36",
+   "outputs": [],
+   "execution_count": 26
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-24T00:39:44.748314Z",
+     "start_time": "2025-03-24T00:39:24.076578Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "#随机搜索法参数调优（这里耗时较长，请耐心等待）\n",
+    "param_dist = {\n",
+    "    'n_estimators': [100, 200, 300],\n",
+    "    'max_depth': randint(5, 10),\n",
+    "    'learning_rate': uniform(0.01, 0.2),\n",
+    "    'subsample': uniform(0.7, 0.3),\n",
+    "    'colsample_bytree': uniform(0.7, 0.3),\n",
+    "    'gamma': uniform(0, 0.3)\n",
+    "}\n",
+    "\n",
+    "search = RandomizedSearchCV(\n",
+    "    XGBRegressor(n_jobs=-1, random_state=42),\n",
+    "    param_distributions=param_dist,\n",
+    "    n_iter=10,\n",
+    "    cv=3,\n",
+    "    scoring='neg_mean_absolute_error',\n",
+    "    verbose=1\n",
+    ")\n",
+    "search.fit(X_train, y_train)"
+   ],
+   "id": "199aa487e826c1ac",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fitting 3 folds for each of 10 candidates, totalling 30 fits\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "RandomizedSearchCV(cv=3,\n",
+       "                   estimator=XGBRegressor(base_score=None, booster=None,\n",
+       "                                          callbacks=None,\n",
+       "                                          colsample_bylevel=None,\n",
+       "                                          colsample_bynode=None,\n",
+       "                                          colsample_bytree=None, device=None,\n",
+       "                                          early_stopping_rounds=None,\n",
+       "                                          enable_categorical=False,\n",
+       "                                          eval_metric=None, feature_types=None,\n",
+       "                                          gamma=None, grow_policy=None,\n",
+       "                                          importance_type=None,\n",
+       "                                          interaction_constraints=None,\n",
+       "                                          learning_rate=...\n",
+       "                                        'learning_rate': <scipy.stats._distn_infrastructure.rv_continuous_frozen object at 0x000001EB86B7EC90>,\n",
+       "                                        'max_depth': <scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x000001EBFF5165D0>,\n",
+       "                                        'n_estimators': [100, 200, 300],\n",
+       "                                        'subsample': <scipy.stats._distn_infrastructure.rv_continuous_frozen object at 0x000001EB86A1C5F0>},\n",
+       "                   scoring='neg_mean_absolute_error', verbose=1)"
+      ],
+      "text/html": [
+       "<style>#sk-container-id-4 {\n",
+       "  /* Definition of color scheme common for light and dark mode */\n",
+       "  --sklearn-color-text: black;\n",
+       "  --sklearn-color-line: gray;\n",
+       "  /* Definition of color scheme for unfitted estimators */\n",
+       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
+       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
+       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
+       "  --sklearn-color-unfitted-level-3: chocolate;\n",
+       "  /* Definition of color scheme for fitted estimators */\n",
+       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
+       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
+       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
+       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
+       "\n",
+       "  /* Specific color for light theme */\n",
+       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
+       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-icon: #696969;\n",
+       "\n",
+       "  @media (prefers-color-scheme: dark) {\n",
+       "    /* Redefinition of color scheme for dark theme */\n",
+       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
+       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-icon: #878787;\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 pre {\n",
+       "  padding: 0;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 input.sk-hidden--visually {\n",
+       "  border: 0;\n",
+       "  clip: rect(1px 1px 1px 1px);\n",
+       "  clip: rect(1px, 1px, 1px, 1px);\n",
+       "  height: 1px;\n",
+       "  margin: -1px;\n",
+       "  overflow: hidden;\n",
+       "  padding: 0;\n",
+       "  position: absolute;\n",
+       "  width: 1px;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-dashed-wrapped {\n",
+       "  border: 1px dashed var(--sklearn-color-line);\n",
+       "  margin: 0 0.4em 0.5em 0.4em;\n",
+       "  box-sizing: border-box;\n",
+       "  padding-bottom: 0.4em;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-container {\n",
+       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
+       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
+       "     so we also need the `!important` here to be able to override the\n",
+       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
+       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
+       "  display: inline-block !important;\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-text-repr-fallback {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-parallel-item,\n",
+       "div.sk-serial,\n",
+       "div.sk-item {\n",
+       "  /* draw centered vertical line to link estimators */\n",
+       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
+       "  background-size: 2px 100%;\n",
+       "  background-repeat: no-repeat;\n",
+       "  background-position: center center;\n",
+       "}\n",
+       "\n",
+       "/* Parallel-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-4 div.sk-parallel-item::after {\n",
+       "  content: \"\";\n",
+       "  width: 100%;\n",
+       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
+       "  flex-grow: 1;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-parallel {\n",
+       "  display: flex;\n",
+       "  align-items: stretch;\n",
+       "  justify-content: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-parallel-item {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-parallel-item:first-child::after {\n",
+       "  align-self: flex-end;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-parallel-item:last-child::after {\n",
+       "  align-self: flex-start;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-parallel-item:only-child::after {\n",
+       "  width: 0;\n",
+       "}\n",
+       "\n",
+       "/* Serial-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-4 div.sk-serial {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "  align-items: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  padding-right: 1em;\n",
+       "  padding-left: 1em;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
+       "clickable and can be expanded/collapsed.\n",
+       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
+       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
+       "*/\n",
+       "\n",
+       "/* Pipeline and ColumnTransformer style (default) */\n",
+       "\n",
+       "#sk-container-id-4 div.sk-toggleable {\n",
+       "  /* Default theme specific background. It is overwritten whether we have a\n",
+       "  specific estimator or a Pipeline/ColumnTransformer */\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable label */\n",
+       "#sk-container-id-4 label.sk-toggleable__label {\n",
+       "  cursor: pointer;\n",
+       "  display: block;\n",
+       "  width: 100%;\n",
+       "  margin-bottom: 0;\n",
+       "  padding: 0.5em;\n",
+       "  box-sizing: border-box;\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 label.sk-toggleable__label-arrow:before {\n",
+       "  /* Arrow on the left of the label */\n",
+       "  content: \"▸\";\n",
+       "  float: left;\n",
+       "  margin-right: 0.25em;\n",
+       "  color: var(--sklearn-color-icon);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable content - dropdown */\n",
+       "\n",
+       "#sk-container-id-4 div.sk-toggleable__content {\n",
+       "  max-height: 0;\n",
+       "  max-width: 0;\n",
+       "  overflow: hidden;\n",
+       "  text-align: left;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-toggleable__content.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-toggleable__content pre {\n",
+       "  margin: 0.2em;\n",
+       "  border-radius: 0.25em;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-toggleable__content.fitted pre {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
+       "  /* Expand drop-down */\n",
+       "  max-height: 200px;\n",
+       "  max-width: 100%;\n",
+       "  overflow: auto;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
+       "  content: \"▾\";\n",
+       "}\n",
+       "\n",
+       "/* Pipeline/ColumnTransformer-specific style */\n",
+       "\n",
+       "#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific style */\n",
+       "\n",
+       "/* Colorize estimator box */\n",
+       "#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-label label.sk-toggleable__label,\n",
+       "#sk-container-id-4 div.sk-label label {\n",
+       "  /* The background is the default theme color */\n",
+       "  color: var(--sklearn-color-text-on-default-background);\n",
+       "}\n",
+       "\n",
+       "/* On hover, darken the color of the background */\n",
+       "#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Label box, darken color on hover, fitted */\n",
+       "#sk-container-id-4 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator label */\n",
+       "\n",
+       "#sk-container-id-4 div.sk-label label {\n",
+       "  font-family: monospace;\n",
+       "  font-weight: bold;\n",
+       "  display: inline-block;\n",
+       "  line-height: 1.2em;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-label-container {\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific */\n",
+       "#sk-container-id-4 div.sk-estimator {\n",
+       "  font-family: monospace;\n",
+       "  border: 1px dotted var(--sklearn-color-border-box);\n",
+       "  border-radius: 0.25em;\n",
+       "  box-sizing: border-box;\n",
+       "  margin-bottom: 0.5em;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-estimator.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "/* on hover */\n",
+       "#sk-container-id-4 div.sk-estimator:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 div.sk-estimator.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
+       "\n",
+       "/* Common style for \"i\" and \"?\" */\n",
+       "\n",
+       ".sk-estimator-doc-link,\n",
+       "a:link.sk-estimator-doc-link,\n",
+       "a:visited.sk-estimator-doc-link {\n",
+       "  float: right;\n",
+       "  font-size: smaller;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1em;\n",
+       "  height: 1em;\n",
+       "  width: 1em;\n",
+       "  text-decoration: none !important;\n",
+       "  margin-left: 1ex;\n",
+       "  /* unfitted */\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted,\n",
+       "a:link.sk-estimator-doc-link.fitted,\n",
+       "a:visited.sk-estimator-doc-link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "/* Span, style for the box shown on hovering the info icon */\n",
+       ".sk-estimator-doc-link span {\n",
+       "  display: none;\n",
+       "  z-index: 9999;\n",
+       "  position: relative;\n",
+       "  font-weight: normal;\n",
+       "  right: .2ex;\n",
+       "  padding: .5ex;\n",
+       "  margin: .5ex;\n",
+       "  width: min-content;\n",
+       "  min-width: 20ex;\n",
+       "  max-width: 50ex;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  box-shadow: 2pt 2pt 4pt #999;\n",
+       "  /* unfitted */\n",
+       "  background: var(--sklearn-color-unfitted-level-0);\n",
+       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted span {\n",
+       "  /* fitted */\n",
+       "  background: var(--sklearn-color-fitted-level-0);\n",
+       "  border: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link:hover span {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
+       "\n",
+       "#sk-container-id-4 a.estimator_doc_link {\n",
+       "  float: right;\n",
+       "  font-size: 1rem;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1rem;\n",
+       "  height: 1rem;\n",
+       "  width: 1rem;\n",
+       "  text-decoration: none;\n",
+       "  /* unfitted */\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 a.estimator_doc_link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "#sk-container-id-4 a.estimator_doc_link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-4 a.estimator_doc_link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "</style><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomizedSearchCV(cv=3,\n",
+       "                   estimator=XGBRegressor(base_score=None, booster=None,\n",
+       "                                          callbacks=None,\n",
+       "                                          colsample_bylevel=None,\n",
+       "                                          colsample_bynode=None,\n",
+       "                                          colsample_bytree=None, device=None,\n",
+       "                                          early_stopping_rounds=None,\n",
+       "                                          enable_categorical=False,\n",
+       "                                          eval_metric=None, feature_types=None,\n",
+       "                                          gamma=None, grow_policy=None,\n",
+       "                                          importance_type=None,\n",
+       "                                          interaction_constraints=None,\n",
+       "                                          learning_rate=...\n",
+       "                                        &#x27;learning_rate&#x27;: &lt;scipy.stats._distn_infrastructure.rv_continuous_frozen object at 0x000001EB86B7EC90&gt;,\n",
+       "                                        &#x27;max_depth&#x27;: &lt;scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x000001EBFF5165D0&gt;,\n",
+       "                                        &#x27;n_estimators&#x27;: [100, 200, 300],\n",
+       "                                        &#x27;subsample&#x27;: &lt;scipy.stats._distn_infrastructure.rv_continuous_frozen object at 0x000001EB86A1C5F0&gt;},\n",
+       "                   scoring=&#x27;neg_mean_absolute_error&#x27;, verbose=1)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-10\" type=\"checkbox\" ><label for=\"sk-estimator-id-10\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;RandomizedSearchCV<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.model_selection.RandomizedSearchCV.html\">?<span>Documentation for RandomizedSearchCV</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>RandomizedSearchCV(cv=3,\n",
+       "                   estimator=XGBRegressor(base_score=None, booster=None,\n",
+       "                                          callbacks=None,\n",
+       "                                          colsample_bylevel=None,\n",
+       "                                          colsample_bynode=None,\n",
+       "                                          colsample_bytree=None, device=None,\n",
+       "                                          early_stopping_rounds=None,\n",
+       "                                          enable_categorical=False,\n",
+       "                                          eval_metric=None, feature_types=None,\n",
+       "                                          gamma=None, grow_policy=None,\n",
+       "                                          importance_type=None,\n",
+       "                                          interaction_constraints=None,\n",
+       "                                          learning_rate=...\n",
+       "                                        &#x27;learning_rate&#x27;: &lt;scipy.stats._distn_infrastructure.rv_continuous_frozen object at 0x000001EB86B7EC90&gt;,\n",
+       "                                        &#x27;max_depth&#x27;: &lt;scipy.stats._distn_infrastructure.rv_discrete_frozen object at 0x000001EBFF5165D0&gt;,\n",
+       "                                        &#x27;n_estimators&#x27;: [100, 200, 300],\n",
+       "                                        &#x27;subsample&#x27;: &lt;scipy.stats._distn_infrastructure.rv_continuous_frozen object at 0x000001EB86A1C5F0&gt;},\n",
+       "                   scoring=&#x27;neg_mean_absolute_error&#x27;, verbose=1)</pre></div> </div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-11\" type=\"checkbox\" ><label for=\"sk-estimator-id-11\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">best_estimator_: XGBRegressor</label><div class=\"sk-toggleable__content fitted\"><pre>XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
+       "             colsample_bylevel=None, colsample_bynode=None,\n",
+       "             colsample_bytree=0.7508184716426058, device=None,\n",
+       "             early_stopping_rounds=None, enable_categorical=False,\n",
+       "             eval_metric=None, feature_types=None, gamma=0.020833743645897518,\n",
+       "             grow_policy=None, importance_type=None,\n",
+       "             interaction_constraints=None, learning_rate=0.05075327204554973,\n",
+       "             max_bin=None, max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "             max_delta_step=None, max_depth=5, max_leaves=None,\n",
+       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "             multi_strategy=None, n_estimators=300, n_jobs=-1,\n",
+       "             num_parallel_tree=None, random_state=42, ...)</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-12\" type=\"checkbox\" ><label for=\"sk-estimator-id-12\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">XGBRegressor</label><div class=\"sk-toggleable__content fitted\"><pre>XGBRegressor(base_score=None, booster=None, callbacks=None,\n",
+       "             colsample_bylevel=None, colsample_bynode=None,\n",
+       "             colsample_bytree=0.7508184716426058, device=None,\n",
+       "             early_stopping_rounds=None, enable_categorical=False,\n",
+       "             eval_metric=None, feature_types=None, gamma=0.020833743645897518,\n",
+       "             grow_policy=None, importance_type=None,\n",
+       "             interaction_constraints=None, learning_rate=0.05075327204554973,\n",
+       "             max_bin=None, max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "             max_delta_step=None, max_depth=5, max_leaves=None,\n",
+       "             min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "             multi_strategy=None, n_estimators=300, n_jobs=-1,\n",
+       "             num_parallel_tree=None, random_state=42, ...)</pre></div> </div></div></div></div></div></div></div></div></div>"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 27
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-24T00:39:44.858277Z",
+     "start_time": "2025-03-24T00:39:44.835402Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "#模型预测\n",
+    "best_model = search.best_estimator_\n",
+    "y_pred = best_model.predict(X_test)\n",
+    "#评估指标\n",
+    "metrics=cal_metrics(y_pred, y_test)\n",
+    "#输出结果\n",
+    "print(\"最佳参数组合：\", search.best_params_)\n",
+    "print(\"评估指标：\")\n",
+    "for k, v in metrics.items():\n",
+    "    print(f\"{k}: {v:.2f}\")"
+   ],
+   "id": "fe076794bae89ccb",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "最佳参数组合： {'colsample_bytree': 0.7508184716426058, 'gamma': 0.020833743645897518, 'learning_rate': 0.05075327204554973, 'max_depth': 5, 'n_estimators': 300, 'subsample': 0.8259294864645319}\n",
+      "评估指标：\n",
+      "RMSE: 12.30\n",
+      "R-squared: 0.92\n",
+      "MAE: 7.87\n"
+     ]
+    }
+   ],
+   "execution_count": 28
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-24T00:39:45.901545Z",
+     "start_time": "2025-03-24T00:39:44.946371Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "#预测结果可视化\n",
+    "def plot_results(y_true, y_pred, timestamps):\n",
+    "    plt.figure(figsize=(18, 8))\n",
+    "    ax = plt.gca()\n",
+    "\n",
+    "    # 绘制预测曲线\n",
+    "    ax.plot(timestamps, y_true, label='真实值',\n",
+    "            marker='o', markersize=4, linewidth=1, alpha=0.8)\n",
+    "    ax.plot(timestamps, y_pred, label='预测值',\n",
+    "            linestyle='--', marker='x', markersize=5, alpha=0.9)\n",
+    "\n",
+    "    # 设置时间轴格式\n",
+    "    ax.xaxis.set_major_locator(HourLocator(interval=12))\n",
+    "    ax.xaxis.set_minor_locator(HourLocator(interval=3))\n",
+    "    ax.xaxis.set_major_formatter(DateFormatter(\"%m-%d %H:%M\"))\n",
+    "\n",
+    "    # 增强可视化元素\n",
+    "    plt.title(f'AQI预测效果对比（MAE={metrics[\"MAE\"]:.2f}, R-squared={metrics[\"R-squared\"]:.2f}）',\n",
+    "              fontsize=14, pad=20)\n",
+    "    plt.xlabel('时间', fontsize=12)\n",
+    "    plt.ylabel('AQI', fontsize=12)\n",
+    "    plt.grid(True, which='both', linestyle='--', alpha=0.5)\n",
+    "    plt.legend()\n",
+    "\n",
+    "    # 自动调整标签\n",
+    "    plt.xticks(rotation=45, ha='right')\n",
+    "    plt.tight_layout()\n",
+    "    plt.show()\n",
+    "\n",
+    "plot_results(y_test, y_pred, test_data.index)\n",
+    "\n",
+    "#特征重要性可视化\n",
+    "def plot_importance(model, features, top_n=20):\n",
+    "    importance = pd.Series(model.feature_importances_, index=features)\n",
+    "    top_features = importance.sort_values(ascending=False)[:top_n]\n",
+    "\n",
+    "    plt.figure(figsize=(12, 8))\n",
+    "    ax = top_features.sort_values().plot.barh()\n",
+    "\n",
+    "    # 添加数据标签\n",
+    "    for i in ax.patches:\n",
+    "        ax.text(i.get_width() + 0.02, i.get_y() + 0.2,\n",
+    "                f'{i.get_width():.2f}',\n",
+    "                fontsize=10, color='dimgrey')\n",
+    "\n",
+    "    plt.title('Top {} 重要特征'.format(top_n), fontsize=14)\n",
+    "    plt.xlabel('特征重要性', fontsize=12)\n",
+    "    plt.tight_layout()\n",
+    "    plt.show()\n",
+    "\n",
+    "\n",
+    "plot_importance(best_model, features)"
+   ],
+   "id": "2551eec52baeb4cb",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 1800x800 with 1 Axes>"
+      ],
+      "image/png": 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"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 1200x800 with 1 Axes>"
+      ],
+      "image/png": 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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "execution_count": 29
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/calculate.py b/calculate.py
new file mode 100644
index 0000000..9934d0b
--- /dev/null
+++ b/calculate.py
@@ -0,0 +1,26 @@
+import numpy as np
+
+def cal_metrics(estimated, true):
+    """
+    这是一个用来计算拟合度指标的函数
+    """
+
+    estimated = np.array(estimated)
+    true = np.array(true)
+
+    #RMSE
+    RMSE = np.sqrt(np.mean((estimated - true) ** 2))
+
+    #R-squared
+    SS_res = np.sum((true - estimated) ** 2)
+    SS_tot = np.sum((true - np.mean(true)) ** 2)
+    R_squared = 1 - (SS_res / SS_tot) if SS_tot != 0 else 0
+
+    #MAE
+    MAE = np.mean(np.abs(estimated - true))
+
+    return {
+        'RMSE': RMSE,
+        'R-squared': R_squared,
+        'MAE': MAE
+    }
\ No newline at end of file
diff --git a/components_heatmap.png b/components_heatmap.png
new file mode 100644
index 0000000..dce5573
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diff --git a/correlation_heatmap.png b/correlation_heatmap.png
new file mode 100644
index 0000000..7378346
Binary files /dev/null and b/correlation_heatmap.png differ
diff --git a/heatmap.py b/heatmap.py
new file mode 100644
index 0000000..beca08e
--- /dev/null
+++ b/heatmap.py
@@ -0,0 +1,29 @@
+import pandas as pd
+import seaborn as sns
+import matplotlib.pyplot as plt
+def plot_heatmap(matrix, len, wid, title="Heatmap", save_path="heatmap.png"):
+    # 设置支持中文的字体
+    plt.rcParams['font.family'] = 'SimHei'
+
+    # 解决负号显示问题
+    plt.rcParams['axes.unicode_minus'] = False
+
+    # 读取数据
+    df = matrix
+
+    # 绘制热力图
+    plt.figure(figsize=(len, wid))
+    sns.heatmap(
+        df,
+        annot=True,        # 显示数值
+        fmt=".2f",         # 数值格式
+        cmap="coolwarm",   # 红-蓝渐变色
+        vmin=-1, vmax=1,   # 颜色范围固定为-1到1
+        linewidths=0.5,
+    )
+    plt.title(title)
+    plt.xticks(rotation=45, ha="right")  # 调整X轴标签角度
+    plt.tight_layout()
+    plt.savefig(save_path)
+    plt.show()
+    plt.close()
\ No newline at end of file
diff --git a/readme.txt b/readme.txt
new file mode 100644
index 0000000..02ceffa
--- /dev/null
+++ b/readme.txt
@@ -0,0 +1,23 @@
+注意事项：
+1. 在6个项目中，任选一个使用R或Python编程完成。
+2. 组队完成，每队2-3人，按规定日期提交。
+3. 项目编号对应数据所在文件夹。
+4. 总得分（满分100分）=基础分60分（所展现代码水平）＋难度系数×完成度（10×4=40分）
+
+1、收集平台：北京市生态环境检测中心和rp5.ru气象网站
+2、采集时间：2022年11月1日至2023年10月31日
+3、样本量：2920
+4、变量含义：
+AQI：空气质量指数，值越高代表污染越严重
+T：地面以上2米处的大气摄氏度
+Po：气象站水平的大气压（毫米汞柱）
+P：平均海平面的大气压（毫米汞柱）
+Pa：气压趋势：观测前三小时内大气压的变化（毫米汞柱）
+U：地面高度2米处的相对湿度（%）
+Ff：观测前10分钟内地面高度10-12米处的平均风速（米每秒）
+Tn：在过去一段时间（不超过12小时）的最低气温（摄氏度）
+Tx：在过去一段时间（不超过12小时）的最高气温（摄氏度）
+VV：水平能见度（千米）
+Td：地面高度2米处的零点温度（摄氏度）
+RRR：降水量（毫米）
+tR：达到规定降水量的时间
diff --git a/sort_matrix.py b/sort_matrix.py
new file mode 100644
index 0000000..16cb3c0
--- /dev/null
+++ b/sort_matrix.py
@@ -0,0 +1,36 @@
+import pandas as pd
+def sort_matrix_by_diag (rotated_components_df):
+    # 调整因子列顺序：按方差解释降序排列
+    variance_explained = (rotated_components_df ** 2).sum()
+    column_order = variance_explained.sort_values(ascending=False).index.tolist()
+    rotated_components_df = rotated_components_df[column_order]
+
+    # 对载荷矩阵进行排序
+    sorted_loadings = rotated_components_df.copy()
+
+    # 确定每个变量的主因子（绝对值最大的列）
+    sorted_loadings['主因子'] = sorted_loadings.abs().idxmax(axis=1)
+
+    # 将主因子转换为按列顺序的分类变量，确保排序正确
+    sorted_loadings['主因子'] = pd.Categorical(
+        sorted_loadings['主因子'],
+        categories=column_order,
+        ordered=True
+    )
+
+    # 提取每个变量在其主因子上的载荷绝对值
+    sorted_loadings['绝对值'] = sorted_loadings.apply(
+        lambda row: abs(row[row['主因子']]),
+        axis=1
+    )
+
+    # 按主因子顺序和绝对值降序排序
+    sorted_loadings = sorted_loadings.sort_values(
+        by=['主因子', '绝对值'],
+        ascending=[True, False]
+    )
+
+    # 删除临时列并输出结果
+    sorted_loadings = sorted_loadings.drop(['主因子', '绝对值'], axis=1)
+
+    return sorted_loadings
\ No newline at end of file
diff --git a/北京市空气质量指数与气象数据.xlsx b/北京市空气质量指数与气象数据.xlsx
new file mode 100644
index 0000000..c8ab0f1
Binary files /dev/null and b/北京市空气质量指数与气象数据.xlsx differ
diff --git a/模型分析解读（论文参考这个）.md b/模型分析解读（论文参考这个）.md
new file mode 100644
index 0000000..06bfa2a
--- /dev/null
+++ b/模型分析解读（论文参考这个）.md
@@ -0,0 +1,54 @@
+## 热力图解读
+热力图显示了各指标之间的相关性。颜色越深表示相关性越强，颜色越浅表示相关性越弱，偏红色表示正相关，偏蓝色表示负相关。
+1. 图形大致可分为四个部分：
+   - 左上角的颜色较深的矩形反映了AQI与数个观测指标（污染物）的关系。
+   - 右上侧有一些颜色较深的区块，可能反映了污染物（如CO、NO2、O3）浓度与环境因素（如温度、湿度、风速）的相关关系。
+   - 中心与中心正右侧的深色区块反映温度与气压间的强负相关关系。
+   - 右下角的颜色较深的矩形主要反映各环境指标间的相关关系。
+2. 空气质量指数（AQI）与PM2.5、PM10有很强正相关关系，与CO、NO2、SO2呈现较强正相关关系。同时跟VV（水平能见度）有较强负相关关系。后者的原因显然。经过查阅资料，前者数个指标本就为AQI的计算所考虑的指标，而同为考虑指标的O3相关性低，不知道为什么，需要进一步调研。
+3. 小时（hour)与O3等指标呈现一定正相关关系，这或许反映O3浓度变化具有日周期。且与U（地面高度2米处的相对湿度）等指标呈现一定负相关关系。
+## 主成分分析解读
+1. 检验指标：
+   - KMO值: 0.762>0.7。
+   - 巴赫利特检验卡方值: 90424.712, p值: 0.0，显著。
+   - 提取5个特征值大于1的因子作为主成分，累积方差贡献率为78.89%。
+   - 检验效果较好，说明数据适合主成分分析降维。
+2. 旋转载荷矩阵解读：
+   1) Factor1（温度气压因子）
+      - 高载荷变量：
+      Tn (-0.963), T (-0.958), Tx (-0.954), P (0.924), Po (0.921), Td (-0.898)
+      - 物理意义：
+      主要反映温度（T, Tn, Tx）和气压（P, Po）相关指标的强负相关关系（温度越高，气压越低）。
+   2) Factor2（颗粒物污染因子）
+      - 高载荷变量：
+      AQI (0.967), PM10 (0.933), PM2.5 (0.879)
+      - 物理意义：
+      直接反映空气质量指数（AQI）和颗粒物污染（PM10, PM2.5），空气质量问题代表颗粒物污染主导。
+   3) Factor3（大气条件与污染物因子）
+      - 高载荷变量：
+      U (-0.824), Ff (0.772), NO2 (-0.728), CO (-0.695), VV (0.667)
+      - 物理意义：
+      风速增加（Ff）与相对湿度（U）负相关，与能见度（VV）正相关。
+      同时风速增加（Ff）与污染物浓度（NO2、CO负载荷）的负相关关系可能暗示了风对大气污染物的扩散作用。
+   4) Factor4（因子）
+      - 高载荷变量：
+      Pa (-0.747), SO2 (0.694)
+      - 物理意义：难以解释。
+   5) Factor5（降水因子）
+      - 高载荷变量：
+      RRR (0.819), tR (0.512)
+      - 物理意义：
+      直接反映降水量（RRR）和降水时间（tR）。
+   6) 交叉载荷与特殊变量
+      - O3（臭氧）：在Factor1和Factor3上均有载荷，可能需结合气象与化学机制进一步分析。
+      - VV（能见度）：受Factor3（风速）和Factor2（颗粒物）共同影响，符合实际物理规律。
+## XGBOOST模型解读
+1. 该模型使用历史AQI数据，并进行周期性编码和滞后特征构建（3小时粒度的滞后特征（最多7天）），作为特征工程。
+2. 每次预测均采用该时间点以前的真实数据，即每次预测均为单步预测。
+3. 使用随机搜索法参数调优。
+4. 评估指标：效果很好
+   - RMSE: 12.30
+   - R-squared: 0.92
+   - MAE: 7.87
+5. 重要特征：观察图，AQI_lag_1,2,3最为重要，即该时刻的AQI主要由前3个观测时刻决定。day_of_week显示影响较小，但不是完全没有。
+6. 其实也做了利用递归直接预测一整个月的，![效果看图就很明了了]（XG_pred_by_recursion.png)
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+# 预测建模
+北京市空气质量指数预测（推荐难度系数10）
+
+这个数据集是北京市2022年11月1日至2023年10月31日期间空气质量相关数据。
+根据这个数据集，回答以下问题：
+
+（1）研究单日内空气质量指数与各项指标的变化趋势，这种趋势是否具有周期性？
+
+（2）简述各项指标间的相互关系。
+
+（3）令2022年11月1日至2023年9月30日的空气质量数据为训练集，剩余数据为测试集。基于训练集，尝试使用两种不同的方法构建空气质量指数预测模型，并在测试集上测试。比较所选模型的预测效果。
+## 题目(1)
+1. 数据预处理：将数据按小时分组，计算每个小时各指标（AQI、CO、NO2等）的平均值。
+2. 可视化分析：绘制各指标小时均值的折线图，观察是否存在规律性波动（如早晚高峰）。
+3. 周期性检验：
+   - 自相关函数（ACF）：对AQI和各指标的时间序列计算ACF，检查24小时（或数据采样间隔的周期，如每3小时一次则周期为8）附近的峰值。
+## 题目(2)
+1. 计算所有变量的Pearson/Spearman相关系数矩阵，绘制热图。
+2. 关注污染物之间（如PM2.5与CO、NO2）的正相关性，以及气象因素（如风速Ff与PM2.5）的负相关性。
+3. 主成分分析（PCA）：提取主成分，分析哪些变量贡献最大，揭示潜在关联。
+## 题目(3)
+1. 数据划分：
+   - 训练集：2022-11-01至2023-09-30。
+   - 测试集：2023-10-01至2023-10-31。
+2. 特征工程
+   - 时间特征：小时、星期几、月份。
+   - 滞后特征：如前1小时AQI（需确保无未来数据泄漏）。
+3. 模型选择：
+   1) 方法1：SARIMA（季节性ARIMA）
+   
+      仅使用AQI历史数据，参数通过ACF/PACF确定，例如SARIMA(1,1,1)(1,1,1,8)（假设每日8个时间点）。
+      模型结构：SARIMA是传统时间序列模型ARIMA的扩展，通过引入季节性参数（P, D, Q, s）来捕捉数据的季节性规律。
+   2) 方法2： XGBOOST
+      基于决策树的集成学习算法，通过梯度提升框架迭代优化多个弱分类器（树模型），最终组合成强预测模型。
+      使用多参数，能建模非线性关系
+4. 评估指标：
+MAE（平均绝对误差）、RMSE（均方根误差）、R²（拟合优度）。
+5. 结果比较：
+   - 对比两模型在测试集上的误差指标，分析优劣。
+   - 可视化预测值与真实值的时间序列对比图。
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