项目.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 数据加载\n",
    "将数据文件加载到 Pandas 数据框中。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:4: SyntaxWarning: invalid escape sequence '\\s'\n",
      "<>:5: SyntaxWarning: invalid escape sequence '\\s'\n",
      "<>:4: SyntaxWarning: invalid escape sequence '\\s'\n",
      "<>:5: SyntaxWarning: invalid escape sequence '\\s'\n",
      "C:\\Users\\18154\\AppData\\Local\\Temp\\ipykernel_31028\\3881520939.py:4: SyntaxWarning: invalid escape sequence '\\s'\n",
      "  athletes_data_path = \"2025_Problem_C_Data\\summerOly_athletes.csv\"\n",
      "C:\\Users\\18154\\AppData\\Local\\Temp\\ipykernel_31028\\3881520939.py:5: SyntaxWarning: invalid escape sequence '\\s'\n",
      "  medal_counts_data_path = \"2025_Problem_C_Data\\summerOly_medal_counts.csv\"\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# 数据加载\n",
    "athletes_data_path = \"2025_Problem_C_Data\\summerOly_athletes.csv\"\n",
    "medal_counts_data_path = \"2025_Problem_C_Data\\summerOly_medal_counts.csv\"\n",
    "\n",
    "# 加载运动员数据\n",
    "athletes_data = pd.read_csv(athletes_data_path)\n",
    "medal_counts_data = pd.read_csv(medal_counts_data_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. 数据清洗\n",
    "\n",
    "将奖牌数据和项目数据合并\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据清洗：只保留2000年及以后的有奖牌数据\n",
    "athletes_data = athletes_data[\n",
    "    (athletes_data[\"Year\"] >= 2000) & (athletes_data[\"Medal\"].notnull())\n",
    "]\n",
    "\n",
    "# 按项目和国家统计奖牌数\n",
    "project_medals = athletes_data.groupby([\"Sport\", \"NOC\"])[\"Medal\"].count().reset_index()\n",
    "project_medals.rename(columns={\"Medal\": \"MedalCount\"}, inplace=True)\n",
    "\n",
    "# 计算每个项目的总奖牌数\n",
    "project_totals = project_medals.groupby(\"Sport\")[\"MedalCount\"].sum().reset_index()\n",
    "project_totals.rename(columns={\"MedalCount\": \"TotalMedals\"}, inplace=True)\n",
    "\n",
    "# 合并总奖牌数以计算占比\n",
    "project_medals = project_medals.merge(project_totals, on=\"Sport\")\n",
    "project_medals[\"MedalPercentage\"] = (\n",
    "    project_medals[\"MedalCount\"] / project_medals[\"TotalMedals\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. 分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "主导国家分析：\n",
      "                                  Sport DominantCountry  MedalCount  \\\n",
      "0                        3x3 Basketball             CHN          16   \n",
      "1            3x3 Basketball, Basketball             AUS           1   \n",
      "2                               Archery             KOR          88   \n",
      "3                   Artistic Gymnastics             USA         143   \n",
      "4                     Artistic Swimming             EGY          28   \n",
      "5                             Athletics             USA        1007   \n",
      "6                             Badminton             CHN         124   \n",
      "7                              Baseball             CUB          72   \n",
      "8                     Baseball/Softball             JPN          39   \n",
      "9                            Basketball             AUS         167   \n",
      "10                     Beach Volleyball             BRA          56   \n",
      "11                               Boxing             KAZ          67   \n",
      "12                             Breaking             FRA           4   \n",
      "13                         Canoe Slalom             AUS          12   \n",
      "14                         Canoe Sprint             HUN          60   \n",
      "15                             Canoeing             GER         144   \n",
      "16                              Cycling             AUS         190   \n",
      "17                Cycling BMX Freestyle             USA           8   \n",
      "18                   Cycling BMX Racing             NED          12   \n",
      "19                Cycling Mountain Bike             SUI          10   \n",
      "20                         Cycling Road             NED          22   \n",
      "21  Cycling Road, Cycling Mountain Bike             GBR           2   \n",
      "22          Cycling Road, Cycling Track             ITA          10   \n",
      "23              Cycling Road, Triathlon             USA           2   \n",
      "24                        Cycling Track             GER          77   \n",
      "25                               Diving             CHN         112   \n",
      "26                           Equestrian             GBR          45   \n",
      "27                        Equestrianism             GER         122   \n",
      "28                              Fencing             ITA         213   \n",
      "29                             Football             JPN         222   \n",
      "30                                 Golf             USA          22   \n",
      "31                           Gymnastics             RUS         313   \n",
      "32                             Handball             FRA         214   \n",
      "33                               Hockey             GER         234   \n",
      "34                                 Judo             JPN         124   \n",
      "35                               Karate             JPN           8   \n",
      "36                    Marathon Swimming             FRA           7   \n",
      "37          Marathon Swimming, Swimming             GER           8   \n",
      "38                    Modern Pentathlon             HUN          28   \n",
      "39                  Rhythmic Gymnastics             BUL          50   \n",
      "40                               Rowing             USA         303   \n",
      "41                         Rugby Sevens             FIJ          79   \n",
      "42                              Sailing             GBR         112   \n",
      "43                             Shooting             USA         208   \n",
      "44                        Skateboarding             BRA          24   \n",
      "45                             Softball             AUS          45   \n",
      "46                       Sport Climbing             USA          12   \n",
      "47                              Surfing             BRA          10   \n",
      "48                             Swimming             USA         695   \n",
      "49                Synchronized Swimming             CHN          54   \n",
      "50                         Table Tennis             KOR          85   \n",
      "51                            Taekwondo             KOR          31   \n",
      "52                               Tennis             USA         115   \n",
      "53                Trampoline Gymnastics             CHN           8   \n",
      "54                         Trampolining             RUS          16   \n",
      "55                            Triathlon             AUS          45   \n",
      "56                           Volleyball             BRA         170   \n",
      "57                           Water Polo             AUS         182   \n",
      "58                        Weightlifting             CHN          64   \n",
      "59                            Wrestling             USA         111   \n",
      "\n",
      "    MedalPercentage  CompetitionIntensity  \n",
      "0          0.125000              0.027663  \n",
      "1          1.000000                   NaN  \n",
      "2          0.057743              0.015038  \n",
      "3          0.062255              0.018042  \n",
      "4          0.108949              0.033106  \n",
      "5          0.061617              0.008035  \n",
      "6          0.093444              0.019660  \n",
      "7          0.125436              0.031101  \n",
      "8          0.166667              0.044872  \n",
      "9          0.083375              0.021938  \n",
      "10         0.083333              0.022512  \n",
      "11         0.033958              0.008879  \n",
      "12         0.121212              0.037473  \n",
      "13         0.046875              0.015748  \n",
      "14         0.079365              0.018344  \n",
      "15         0.066146              0.015454  \n",
      "16         0.059524              0.014871  \n",
      "17         0.190476              0.040803  \n",
      "18         0.104348              0.028949  \n",
      "19         0.069444              0.016023  \n",
      "20         0.044625              0.012000  \n",
      "21         0.500000              0.000000  \n",
      "22         0.333333              0.090414  \n",
      "23         1.000000                   NaN  \n",
      "24         0.087699              0.026638  \n",
      "25         0.084465              0.024125  \n",
      "26         0.053892              0.018432  \n",
      "27         0.071303              0.021377  \n",
      "28         0.084591              0.020605  \n",
      "29         0.065564              0.015456  \n",
      "30         0.061111              0.013930  \n",
      "31         0.062600              0.018736  \n",
      "32         0.087418              0.022857  \n",
      "33         0.086251              0.030197  \n",
      "34         0.041114              0.008491  \n",
      "35         0.098765              0.022740  \n",
      "36         0.078652              0.018350  \n",
      "37         0.153846              0.030407  \n",
      "38         0.059322              0.018628  \n",
      "39         0.077640              0.025550  \n",
      "40         0.079465              0.017976  \n",
      "41         0.085129              0.027300  \n",
      "42         0.042392              0.012256  \n",
      "43         0.052248              0.010468  \n",
      "44         0.142857              0.040352  \n",
      "45         0.125698              0.039964  \n",
      "46         0.111111              0.027978  \n",
      "47         0.113636              0.033953  \n",
      "48         0.060778              0.009583  \n",
      "49         0.092150              0.029671  \n",
      "50         0.047887              0.013091  \n",
      "51         0.035632              0.008670  \n",
      "52         0.060209              0.014885  \n",
      "53         0.125000              0.028640  \n",
      "54         0.105263              0.030501  \n",
      "55         0.054745              0.017280  \n",
      "56         0.084409              0.023078  \n",
      "57         0.099508              0.030363  \n",
      "58         0.040661              0.008606  \n",
      "59         0.049028              0.012290  \n",
      "\n",
      "竞争激烈性分析（标准差越小越激烈）：\n",
      "                                  Sport  CompetitionIntensity\n",
      "0                        3x3 Basketball              0.027663\n",
      "1            3x3 Basketball, Basketball                   NaN\n",
      "2                               Archery              0.015038\n",
      "3                   Artistic Gymnastics              0.018042\n",
      "4                     Artistic Swimming              0.033106\n",
      "5                             Athletics              0.008035\n",
      "6                             Badminton              0.019660\n",
      "7                              Baseball              0.031101\n",
      "8                     Baseball/Softball              0.044872\n",
      "9                            Basketball              0.021938\n",
      "10                     Beach Volleyball              0.022512\n",
      "11                               Boxing              0.008879\n",
      "12                             Breaking              0.037473\n",
      "13                         Canoe Slalom              0.015748\n",
      "14                         Canoe Sprint              0.018344\n",
      "15                             Canoeing              0.015454\n",
      "16                              Cycling              0.014871\n",
      "17                Cycling BMX Freestyle              0.040803\n",
      "18                   Cycling BMX Racing              0.028949\n",
      "19                Cycling Mountain Bike              0.016023\n",
      "20                         Cycling Road              0.012000\n",
      "21  Cycling Road, Cycling Mountain Bike              0.000000\n",
      "22          Cycling Road, Cycling Track              0.090414\n",
      "23              Cycling Road, Triathlon                   NaN\n",
      "24                        Cycling Track              0.026638\n",
      "25                               Diving              0.024125\n",
      "26                           Equestrian              0.018432\n",
      "27                        Equestrianism              0.021377\n",
      "28                              Fencing              0.020605\n",
      "29                             Football              0.015456\n",
      "30                                 Golf              0.013930\n",
      "31                           Gymnastics              0.018736\n",
      "32                             Handball              0.022857\n",
      "33                               Hockey              0.030197\n",
      "34                                 Judo              0.008491\n",
      "35                               Karate              0.022740\n",
      "36                    Marathon Swimming              0.018350\n",
      "37          Marathon Swimming, Swimming              0.030407\n",
      "38                    Modern Pentathlon              0.018628\n",
      "39                  Rhythmic Gymnastics              0.025550\n",
      "40                               Rowing              0.017976\n",
      "41                         Rugby Sevens              0.027300\n",
      "42                              Sailing              0.012256\n",
      "43                             Shooting              0.010468\n",
      "44                        Skateboarding              0.040352\n",
      "45                             Softball              0.039964\n",
      "46                       Sport Climbing              0.027978\n",
      "47                              Surfing              0.033953\n",
      "48                             Swimming              0.009583\n",
      "49                Synchronized Swimming              0.029671\n",
      "50                         Table Tennis              0.013091\n",
      "51                            Taekwondo              0.008670\n",
      "52                               Tennis              0.014885\n",
      "53                Trampoline Gymnastics              0.028640\n",
      "54                         Trampolining              0.030501\n",
      "55                            Triathlon              0.017280\n",
      "56                           Volleyball              0.023078\n",
      "57                           Water Polo              0.030363\n",
      "58                        Weightlifting              0.008606\n",
      "59                            Wrestling              0.012290\n",
      "\n",
      "垄斧性项目：\n",
      "                                  Sport DominantCountry  MedalCount  \\\n",
      "23              Cycling Road, Triathlon             USA           2   \n",
      "1            3x3 Basketball, Basketball             AUS           1   \n",
      "21  Cycling Road, Cycling Mountain Bike             GBR           2   \n",
      "22          Cycling Road, Cycling Track             ITA          10   \n",
      "17                Cycling BMX Freestyle             USA           8   \n",
      "8                     Baseball/Softball             JPN          39   \n",
      "37          Marathon Swimming, Swimming             GER           8   \n",
      "44                        Skateboarding             BRA          24   \n",
      "45                             Softball             AUS          45   \n",
      "7                              Baseball             CUB          72   \n",
      "53                Trampoline Gymnastics             CHN           8   \n",
      "0                        3x3 Basketball             CHN          16   \n",
      "12                             Breaking             FRA           4   \n",
      "47                              Surfing             BRA          10   \n",
      "46                       Sport Climbing             USA          12   \n",
      "4                     Artistic Swimming             EGY          28   \n",
      "54                         Trampolining             RUS          16   \n",
      "18                   Cycling BMX Racing             NED          12   \n",
      "57                           Water Polo             AUS         182   \n",
      "35                               Karate             JPN           8   \n",
      "6                             Badminton             CHN         124   \n",
      "49                Synchronized Swimming             CHN          54   \n",
      "24                        Cycling Track             GER          77   \n",
      "32                             Handball             FRA         214   \n",
      "33                               Hockey             GER         234   \n",
      "41                         Rugby Sevens             FIJ          79   \n",
      "28                              Fencing             ITA         213   \n",
      "25                               Diving             CHN         112   \n",
      "56                           Volleyball             BRA         170   \n",
      "9                            Basketball             AUS         167   \n",
      "10                     Beach Volleyball             BRA          56   \n",
      "40                               Rowing             USA         303   \n",
      "14                         Canoe Sprint             HUN          60   \n",
      "36                    Marathon Swimming             FRA           7   \n",
      "39                  Rhythmic Gymnastics             BUL          50   \n",
      "27                        Equestrianism             GER         122   \n",
      "19                Cycling Mountain Bike             SUI          10   \n",
      "15                             Canoeing             GER         144   \n",
      "29                             Football             JPN         222   \n",
      "31                           Gymnastics             RUS         313   \n",
      "3                   Artistic Gymnastics             USA         143   \n",
      "5                             Athletics             USA        1007   \n",
      "30                                 Golf             USA          22   \n",
      "48                             Swimming             USA         695   \n",
      "52                               Tennis             USA         115   \n",
      "16                              Cycling             AUS         190   \n",
      "38                    Modern Pentathlon             HUN          28   \n",
      "2                               Archery             KOR          88   \n",
      "55                            Triathlon             AUS          45   \n",
      "26                           Equestrian             GBR          45   \n",
      "43                             Shooting             USA         208   \n",
      "\n",
      "    MedalPercentage  CompetitionIntensity  \n",
      "23         1.000000                   NaN  \n",
      "1          1.000000                   NaN  \n",
      "21         0.500000              0.000000  \n",
      "22         0.333333              0.090414  \n",
      "17         0.190476              0.040803  \n",
      "8          0.166667              0.044872  \n",
      "37         0.153846              0.030407  \n",
      "44         0.142857              0.040352  \n",
      "45         0.125698              0.039964  \n",
      "7          0.125436              0.031101  \n",
      "53         0.125000              0.028640  \n",
      "0          0.125000              0.027663  \n",
      "12         0.121212              0.037473  \n",
      "47         0.113636              0.033953  \n",
      "46         0.111111              0.027978  \n",
      "4          0.108949              0.033106  \n",
      "54         0.105263              0.030501  \n",
      "18         0.104348              0.028949  \n",
      "57         0.099508              0.030363  \n",
      "35         0.098765              0.022740  \n",
      "6          0.093444              0.019660  \n",
      "49         0.092150              0.029671  \n",
      "24         0.087699              0.026638  \n",
      "32         0.087418              0.022857  \n",
      "33         0.086251              0.030197  \n",
      "41         0.085129              0.027300  \n",
      "28         0.084591              0.020605  \n",
      "25         0.084465              0.024125  \n",
      "56         0.084409              0.023078  \n",
      "9          0.083375              0.021938  \n",
      "10         0.083333              0.022512  \n",
      "40         0.079465              0.017976  \n",
      "14         0.079365              0.018344  \n",
      "36         0.078652              0.018350  \n",
      "39         0.077640              0.025550  \n",
      "27         0.071303              0.021377  \n",
      "19         0.069444              0.016023  \n",
      "15         0.066146              0.015454  \n",
      "29         0.065564              0.015456  \n",
      "31         0.062600              0.018736  \n",
      "3          0.062255              0.018042  \n",
      "5          0.061617              0.008035  \n",
      "30         0.061111              0.013930  \n",
      "48         0.060778              0.009583  \n",
      "52         0.060209              0.014885  \n",
      "16         0.059524              0.014871  \n",
      "38         0.059322              0.018628  \n",
      "2          0.057743              0.015038  \n",
      "55         0.054745              0.017280  \n",
      "26         0.053892              0.018432  \n",
      "43         0.052248              0.010468  \n"
     ]
    }
   ],
   "source": [
    "# 1. 识别主导国家\n",
    "dominant_projects = project_medals.loc[\n",
    "    project_medals.groupby(\"Sport\")[\"MedalCount\"].idxmax()\n",
    "]\n",
    "dominant_projects = dominant_projects[[\"Sport\", \"NOC\", \"MedalCount\", \"MedalPercentage\"]]\n",
    "dominant_projects.rename(columns={\"NOC\": \"DominantCountry\"}, inplace=True)\n",
    "\n",
    "# 2. 计算竞争激烈的项目（衡量奖牌分布均匀性，标准差越小竞争越激烈）\n",
    "competition_stats = (\n",
    "    project_medals.groupby(\"Sport\")[\"MedalPercentage\"].std().reset_index()\n",
    ")\n",
    "competition_stats.rename(\n",
    "    columns={\"MedalPercentage\": \"CompetitionIntensity\"}, inplace=True\n",
    ")\n",
    "\n",
    "# 合并主导国家和竞争激烈性\n",
    "project_analysis = dominant_projects.merge(competition_stats, on=\"Sport\")\n",
    "\n",
    "# 3. 筞选垄斧性项目（某国奖牌比例 > 50%）\n",
    "monopolized_projects = project_analysis[project_analysis[\"MedalPercentage\"] > 0.05]\n",
    "\n",
    "# 按垄断程度排序\n",
    "monopolized_projects = monopolized_projects.sort_values(\n",
    "    by=\"MedalPercentage\", ascending=False\n",
    ")\n",
    "\n",
    "# 输出分析结果\n",
    "print(\"\\u4e3b\\u5bfc\\u56fd\\u5bb6\\u5206\\u6790：\")\n",
    "print(project_analysis)\n",
    "\n",
    "print(\n",
    "    \"\\n\\u7ade\\u4e89\\u6fc0\\u70c8\\u6027\\u5206\\u6790（\\u6807\\u51c6\\u5dee\\u8d8a\\u5c0f\\u8d8a\\u6fc0\\u70c8\\uff09：\"\n",
    ")\n",
    "print(competition_stats)\n",
    "\n",
    "print(\"\\n\\u5784\\u65a7\\u6027\\u9879\\u76ee：\")\n",
    "print(monopolized_projects)\n",
    "\n",
    "# 保存结果到文件\n",
    "project_analysis.to_csv(\"project_analysis.csv\", index=False)\n",
    "monopolized_projects.to_csv(\"monopolized_projects.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4.按照竞争激烈度排序"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "竞争激烈性排序：\n",
      "                                  Sport  CompetitionIntensity\n",
      "21  Cycling Road, Cycling Mountain Bike              0.000000\n",
      "5                             Athletics              0.008035\n",
      "34                                 Judo              0.008491\n",
      "58                        Weightlifting              0.008606\n",
      "51                            Taekwondo              0.008670\n",
      "11                               Boxing              0.008879\n",
      "48                             Swimming              0.009583\n",
      "43                             Shooting              0.010468\n",
      "20                         Cycling Road              0.012000\n",
      "42                              Sailing              0.012256\n",
      "59                            Wrestling              0.012290\n",
      "50                         Table Tennis              0.013091\n",
      "30                                 Golf              0.013930\n",
      "16                              Cycling              0.014871\n",
      "52                               Tennis              0.014885\n",
      "2                               Archery              0.015038\n",
      "15                             Canoeing              0.015454\n",
      "29                             Football              0.015456\n",
      "13                         Canoe Slalom              0.015748\n",
      "19                Cycling Mountain Bike              0.016023\n",
      "55                            Triathlon              0.017280\n",
      "40                               Rowing              0.017976\n",
      "3                   Artistic Gymnastics              0.018042\n",
      "14                         Canoe Sprint              0.018344\n",
      "36                    Marathon Swimming              0.018350\n",
      "26                           Equestrian              0.018432\n",
      "38                    Modern Pentathlon              0.018628\n",
      "31                           Gymnastics              0.018736\n",
      "6                             Badminton              0.019660\n",
      "28                              Fencing              0.020605\n",
      "27                        Equestrianism              0.021377\n",
      "9                            Basketball              0.021938\n",
      "10                     Beach Volleyball              0.022512\n",
      "35                               Karate              0.022740\n",
      "32                             Handball              0.022857\n",
      "56                           Volleyball              0.023078\n",
      "25                               Diving              0.024125\n",
      "39                  Rhythmic Gymnastics              0.025550\n",
      "24                        Cycling Track              0.026638\n",
      "41                         Rugby Sevens              0.027300\n",
      "0                        3x3 Basketball              0.027663\n",
      "46                       Sport Climbing              0.027978\n",
      "53                Trampoline Gymnastics              0.028640\n",
      "18                   Cycling BMX Racing              0.028949\n",
      "49                Synchronized Swimming              0.029671\n",
      "33                               Hockey              0.030197\n",
      "57                           Water Polo              0.030363\n",
      "37          Marathon Swimming, Swimming              0.030407\n",
      "54                         Trampolining              0.030501\n",
      "7                              Baseball              0.031101\n",
      "4                     Artistic Swimming              0.033106\n",
      "47                              Surfing              0.033953\n",
      "12                             Breaking              0.037473\n",
      "45                             Softball              0.039964\n",
      "44                        Skateboarding              0.040352\n",
      "17                Cycling BMX Freestyle              0.040803\n",
      "8                     Baseball/Softball              0.044872\n",
      "22          Cycling Road, Cycling Track              0.090414\n",
      "1            3x3 Basketball, Basketball                   NaN\n",
      "23              Cycling Road, Triathlon                   NaN\n"
     ]
    }
   ],
   "source": [
    "# 按照竞争激烈度排序\n",
    "competition_stats = competition_stats.sort_values(\n",
    "    by=\"CompetitionIntensity\", ascending=True\n",
    ")\n",
    "\n",
    "# 保存结果到文件\n",
    "competition_stats.to_csv(\"competition_intensity_sorted.csv\", index=False)\n",
    "\n",
    "# 输出排序结果\n",
    "print(\"\\u7ade\\u4e89\\u6fc0\\u70c8\\u6027\\u6392\\u5e8f\\uff1a\")\n",
    "print(competition_stats)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "增加代码可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\18154\\AppData\\Local\\Temp\\ipykernel_31028\\3593435137.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\18154\\AppData\\Local\\Temp\\ipykernel_31028\\3593435137.py:55: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# 设置绘图风格\n",
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "# 可视化1：竞争激烈性（标准差越小竞争越激烈）\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.barplot(\n",
    "    data=competition_stats.sort_values(by=\"CompetitionIntensity\", ascending=True),\n",
    "    x=\"CompetitionIntensity\",\n",
    "    y=\"Sport\",\n",
    "    palette=\"viridis\",\n",
    ")\n",
    "plt.title(\"Competition Intensity by Sport (Standard Deviation of Medal Distribution)\")\n",
    "plt.xlabel(\"Competition Intensity (Lower = More Competitive)\")\n",
    "plt.ylabel(\"Sport\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# 可视化2：垄断性项目（按奖牌占比排序）\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.barplot(\n",
    "    data=monopolized_projects.sort_values(by=\"MedalPercentage\", ascending=False),\n",
    "    x=\"MedalPercentage\",\n",
    "    y=\"Sport\",\n",
    "    hue=\"DominantCountry\",\n",
    "    dodge=False,\n",
    "    palette=\"coolwarm\",\n",
    ")\n",
    "plt.title(\"Monopolized Projects by Medal Percentage\")\n",
    "plt.xlabel(\"Medal Percentage\")\n",
    "plt.ylabel(\"Sport\")\n",
    "plt.legend(title=\"Dominant Country\", bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# 可视化3：各国在不同项目中的奖牌分布\n",
    "top_sports = (\n",
    "    project_medals[\"Sport\"].value_counts().index[:10]\n",
    ")  # 取奖牌数最多的前10个项目\n",
    "top_projects = project_medals[project_medals[\"Sport\"].isin(top_sports)]\n",
    "\n",
    "plt.figure(figsize=(14, 8))\n",
    "sns.barplot(\n",
    "    data=top_projects,\n",
    "    x=\"MedalCount\",\n",
    "    y=\"Sport\",\n",
    "    hue=\"NOC\",\n",
    "    dodge=False,\n",
    "    palette=\"tab20\",\n",
    ")\n",
    "plt.title(\"Top 10 Sports by Medal Count Distribution Across Countries\")\n",
    "plt.xlabel(\"Medal Count\")\n",
    "plt.ylabel(\"Sport\")\n",
    "plt.legend(title=\"Country (NOC)\", bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过散点图来直观展示 MedalPercentage（垄断程度）和 CompetitionIntensity（竞争激烈性）之间的关系。这有助于发现是否存在某种模式或相关性。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear Regression Results:\n",
      "Slope: 3.4835\n",
      "Intercept: 0.0070\n",
      "R-squared: 0.9126\n",
      "P-value: 8.7522e-31\n",
      "Standard Error: 0.1454\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from scipy.stats import linregress\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# 从 CSV 文件加载数据\n",
    "project_analysis = pd.read_csv(\"project_analysis.csv\")\n",
    "\n",
    "# 移除无效数据（NaN 和无穷大）\n",
    "filtered_data = project_analysis[\n",
    "    project_analysis[\"MedalPercentage\"].notna()\n",
    "    & project_analysis[\"CompetitionIntensity\"].notna()\n",
    "    & (project_analysis[\"MedalPercentage\"] < 1)\n",
    "    & (project_analysis[\"CompetitionIntensity\"] > 0)\n",
    "]\n",
    "\n",
    "# 提取过滤后的数据\n",
    "x = filtered_data[\"CompetitionIntensity\"]\n",
    "y = filtered_data[\"MedalPercentage\"]\n",
    "\n",
    "# 重新计算线性回归\n",
    "slope, intercept, r_value, p_value, std_err = linregress(x, y)\n",
    "\n",
    "# 绘制散点图和拟合直线\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(\n",
    "    data=filtered_data,\n",
    "    x=\"CompetitionIntensity\",\n",
    "    y=\"MedalPercentage\",\n",
    "    hue=\"DominantCountry\",\n",
    "    palette=\"tab20\",\n",
    "    s=100,\n",
    "    edgecolor=\"w\",\n",
    ")\n",
    "\n",
    "# 绘制拟合直线\n",
    "x_line = np.linspace(x.min(), x.max(), 100)\n",
    "y_line = slope * x_line + intercept\n",
    "plt.plot(\n",
    "    x_line, y_line, color=\"red\", linestyle=\"--\", label=f\"Fit Line (r={r_value:.2f})\"\n",
    ")\n",
    "\n",
    "# 图表标题和标签\n",
    "plt.title(\n",
    "    \"Relationship Between Medal Percentage and Competition Intensity with Fit Line\"\n",
    ")\n",
    "plt.xlabel(\"Competition Intensity (Lower = More Competitive)\")\n",
    "plt.ylabel(\"Medal Percentage (Dominance)\")\n",
    "plt.legend(title=\"Dominant Country\", bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n",
    "plt.grid(True, linestyle=\"--\", alpha=0.7)\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示图表\n",
    "plt.show()\n",
    "\n",
    "# 输出相关性结果\n",
    "print(f\"Linear Regression Results:\")\n",
    "print(f\"Slope: {slope:.4f}\")\n",
    "print(f\"Intercept: {intercept:.4f}\")\n",
    "print(f\"R-squared: {r_value**2:.4f}\")\n",
    "print(f\"P-value: {p_value:.4e}\")\n",
    "print(f\"Standard Error: {std_err:.4f}\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}