绝地求生游戏最终排名预测

知识点

  • 数据读取与预览

  • 数据可视化

  • 构建随机森林预测模型

导入数据并预览

先导入数据并预览。本次实验同样来源于 Kaggle 上的一个竞赛: 绝地求生排名预测 ,由于原始数据较大,我们只取了其中一部分的数据来进行分析。如果你想分析所有的数据可以去 下载原始数据

读取数据并预览前5行

  1. import pandas as pd
  2. df = pd.read_csv('train.csv')
  3. df.head()

由上面的输出结果可知,数据主要由 29 列构成。我们所要预测的列为 winPlacePerc 。各列所表示的含义如下。

  • DBNOs - 击倒多少敌人
  • assists - 伤害过多少敌人(最终该敌人被队友杀害)
  • boosts - 使用过多少个提升性的物品 (boost items used)
  • damageDealt - 造成的总伤害-自己所受的伤害
  • headshotKills - 通过爆头而杀死的敌人数量
  • heals - 使用了多少救援类物品
  • Id - 玩家ID
  • killPlace - 杀死敌人数量的排名
  • killPoints - 基于杀戮的玩家外部排名。将其视为Elo排名,只有杀死才有意义。如果 rankPoints 中的值不是 -1,那么 killPoints 中的任何 0 都应被视为“无”。
  • killStreaks - 短时间内杀死敌人的最大数量
  • kills - 杀死的敌人的数量
  • longestKill - 玩家和玩家在死亡时被杀的最长距离。 这可能会产生误导,因为击倒一名球员并开走可能会导致最长的杀戮统计数据。
  • matchDuration - 匹配用了多少秒
  • matchId - 匹配的 ID(每一局一个 ID)
  • matchType - 单排/双排/四排;标准模式是 “solo”,“duo”,“squad”,“solo-fpp”,“duo-fpp”和“squad-fpp”; 其他模式来自事件或自定义匹配。
  • rankPoints - 类似 Elo 的玩家排名。 此排名不一致,并且在 API 的下一个版本中已弃用,因此请谨慎使用。值 -1 表示“无”。
  • revives - 玩家救援队友的次数
  • rideDistance - 玩家使用交通工具行驶了多少米
  • roadKills - 在交通工具上杀死了多少玩家
  • swimDistance - 游泳了多少米
  • teamKills - 该玩家杀死队友的次数
  • vehicleDestroys - 毁坏了多少交通工具
  • walkDistance - 步行运动了多少米
  • weaponsAcquired - 捡了多少把枪
  • winPoints - 基于赢的玩家外部排名。将其视为 Elo 排名,只有获胜才有意义。如果 kPoints 中的值不是 -1,那么 winPoints 中的任何 0 都应被视为“无”。
  • groupId - 队伍的 ID。 如果同一组玩家在不同的比赛中比赛,他们每次都会有不同的 GroupId。
  • numGroups - 在该局比赛中有玩家数据的队伍数量
  • maxPlace - 在该局中已有数据的最差的队伍名词(可能与该局队伍数不匹配,因为数据收集有跳跃)
  • winPlacePerc - 预测目标,是以百分数计算的,介于 0-1 之间,1 对应第一名,0 对应最后一名。 它是根据 maxPlace 计算的,而不是 numGroups ,因此匹配中可能缺少某些队伍。
  1. # 现在查看一下数据的基本信息。
  2. df.info()
  3. # 由上可知,该数据集中不含有缺失值,查看数据描述。
  4. df.describe()

数据可视化

  1. # 由于我们所要预测的列为 winPlacePerc ,即排名情况,所以先来分析该列。先导入相关的画图工具。
  2. import seaborn as sns
  3. from matplotlib import pyplot as plt
  4. %matplotlib inline
  5. plt.style.use('fivethirtyeight')
  6. #winPlacePerc 列是系统给出的游戏排名,而 winPoints 是外部给出的游戏排名,现在画出这两列的数据分布图。
  7. fig, (ax1, ax2) = plt.subplots(1, 2)
  8. fig.set_figwidth(15)
  9. sns.distplot(df['winPlacePerc'], ax=ax1)
  10. sns.distplot(df['winPoints'], ax=ax2)
  11. plt.show()

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" alt="img">

从上的结果可以看到,游戏排名似乎呈两极分化现象,0 和 1 两头的人数都相对多一点。

  1. # 现在来看玩家击倒敌人的人数的情况。
  2. train_dbno = pd.DataFrame(df['DBNOs'].value_counts(), columns=['DBNOs'])
  3. dbno = train_dbno.iloc[:9, :]
  4. dbno.iloc[8]['DBNOs'] = train_dbno.iloc[8:, :].sum()['DBNOs']
  5. plt.figure(figsize=(14, 5))
  6. sns.barplot(dbno.index, dbno.DBNOs)
  7. plt.gca().set_xticklabels([0, 1, 2, 3, 4, 5, 6, 7, '8+'])
  8. plt.gca().set_xlabel('No of enemy players knocked')
  9. plt.gca().set_ylabel("count")
  10. plt.show()
  11. plt.savefig("enemy_")

aaarticlea/png;base64,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" alt="img">

从上图可以看到,击倒敌人的数量越多,排名也就越高。这说明,击倒敌人与排名有很大的关系。


  1. fig, (ax1, ax2) = plt.subplots(figsize=(15, 5))
  2. sns.pointplot(x='DBNOs', y='winPlacePerc', data=df, alpha=0.8)
  3. plt.xlabel('Number of DBNOs', fontsize=15, color='blue')
  4. plt.ylabel('Win Percentage', fontsize=15, color='blue')
  5. plt.title('DBNOs / Win Ratio', fontsize=20, color='blue')
  6. plt.grid()
  7. plt.show()

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" alt="img">

从上图可以看到,击倒敌人的数量越多,排名也就越高。这说明,击倒敌人与排名有很大的关系。

  1. # 现在看在一局游戏中,玩家自己所受到的伤害。
  2. fig, (ax1, ax2) = plt.subplots(1, 2)
  3. fig.set_figwidth(15)
  4. sns.distplot(df['damageDealt'], ax=ax1)
  5. sns.boxplot(df['damageDealt'], ax=ax2)
  6. plt.show()

aaarticlea/png;base64,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" alt="img">

从上图可以看出,大多数人的受到的伤害在 0 到 500 之间。现在来看玩家受伤害值是否与排名有关系。

  1. # 将伤害值分为 6 个部分。
  2. # pd.cut()
  3. data = df.copy()
  4. data['damageDealt_rank'] = pd.cut(data['damageDealt'],
  5. [-1,500,1000,1500,2000,2500,60000],
  6. labels=['0-500','500-1000','1000-1500',
  7. '1500-2000','2000-2500','2500+'])
  8. f,ax1 = plt.subplots()
  9. sns.pointplot(x='damageDealt_rank', y='winPlacePerc', data=data,alpha=0.8)
  10. plt.xlabel('damageDealtk', fontsize=15, color='blue')
  11. plt.xticks(rotation=45)
  12. plt.ylabel('Win Percentage', fontsize=15, color='blue')
  13. plt.title('damageDealt / Win Ratio', fontsize=20, color='blue')
  14. plt.grid()
  15. plt.show()

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" alt="img">

从上图可以看到,玩家排名越靠前,所受到的伤害就越大。

现在来看杀死敌人的排名情况。

  1. plt.figure()
  2. sns.distplot(df['killPlace'], bins=50)
  3. plt.show()

aaarticlea/png;base64,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" alt="img">

从上图可以看出,在杀死敌人排名中呈现均匀分布的现象。

现看一下杀死敌人的数量。

  1. plt.figure()
  2. sns.distplot(df['killPlace'])
  3. plt.show()

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" alt="img">

从上图可以看出,在杀死敌人排名中呈现均匀分布的现象。

现看一下杀死敌人的数量。

  1. # sns.regplot
  2. plt.figure()
  3. sns.regplot(df['kills'].values, df['damageDealt'].values)
  4. plt.gca().set_ylabel('Damage dealt')
  5. plt.gca().set_xlabel('Total kills')
  6. plt.show()

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" alt="img">

从上图可以看到,大多数玩家杀死敌人的数量都不超过 5 个人。从右图看到,有个别玩家在游戏中杀死敌人的数量超多了 20 人。

我们可以分析一下,游戏玩家杀死敌人的数量与自己所受到的伤害的关系。

  1. plt.figure()
  2. sns.regplot(df['kills'].values, df['damageDealt'].values)
  3. plt.gca().set_ylabel('Damage dealt')
  4. plt.gca().set_xlabel('Total kills')
  5. plt.show()

从上图可以看到,一个玩家杀死敌人的数量越多,自己所受到的伤害就越大,基本呈线性关系。

现在分析一下玩家杀死敌人的数量与排名的关系。

  1. data = df.copy()
  2. # 将杀死敌人的数量分为 6 个部分。
  3. data['kills_rank'] = pd.cut(data['kills'], [-1, 0, 2, 5, 10, 20, 60],
  4. labels=['0_kills', '1-2_kills', '3-5_kills',
  5. '6-10_kills', '11-20_kills', '20+kills'])
  6. plt.figure(figsize=(10, 4))
  7. sns.boxplot(x='kills_rank', y='winPlacePerc', data=data)
  8. plt.show()

从上图可以看到,玩家杀死敌人的数量越多,其最后的排名也就越高。

再来看一下玩家在游戏中,一枪爆头的个数。

  1. fig, (ax1, ax2) = plt.subplots(1, 2)
  2. fig.set_figwidth(15)
  3. sns.distplot(df['headshotKills'], ax=ax1)
  4. sns.boxplot(df['headshotKills'], ax=ax2)
  5. plt.show()

aaarticlea/png;base64,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" alt="img">

从上图可看到,大多数玩家都没有一枪爆头。但在右图中,有个别玩家一枪爆头的数量到达了 8 人。

现在看一下,爆头人数与排名之间的关系。

  1. f, ax1 = plt.subplots(figsize=(14, 4))
  2. sns.pointplot(x='headshotKills', y='winPlacePerc', data=df, alpha=0.8)
  3. plt.xlabel('Number of headshotKills', fontsize=15, color='blue')
  4. plt.ylabel('Win Percentage', fontsize=15, color='blue')
  5. plt.title('headshotKills/ Win Ratio', fontsize=20, color='blue')
  6. plt.grid()
  7. plt.show()

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" alt="img">

可以查看一下短时间内杀死敌人的数量。

  1. killstreak = pd.DataFrame(df['killStreaks'].value_counts())
  2. killstreak.iloc[4] = killstreak.iloc[4:].sum()
  3. killstreak = killstreak[:5]
  4. sns.barplot(killstreak.index, killstreak['killStreaks'])

aaarticlea/png;base64,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" alt="img">

  1. data = df.copy()
  2. data['move'] = data['rideDistance']+data['swimDistance']+data['walkDistance']
  3. sns.distplot(data['move'])

aaarticlea/png;base64,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" alt="img">

  1. fig, (ax1, ax2) = plt.subplots(1, 2)
  2. fig.set_figwidth(15)
  3. sns.distplot(df['weaponsAcquired'], ax=ax1)
  4. sns.boxplot(df['weaponsAcquired'], ax=ax2)

aaarticlea/png;base64,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" alt="img">

  1. f, ax1 = plt.subplots(figsize=(15, 5))
  2. sns.pointplot(x='weaponsAcquired', y='winPlacePerc', data=df, alpha=0.8)
  3. plt.xlabel('Number of weaponsAcquired', fontsize=15, color='blue')
  4. plt.ylabel('Win Percentage', fontsize=15, color='blue')
  5. plt.title('weaponsAcquired/ Win Ratio', fontsize=20, color='blue')
  6. plt.grid()
  7. plt.show()

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" alt="img">

  1. # heals - 使用了多少救援类物品
  2. # boosts - 使用过多少个提升性的物品 (boost items used)
  3. data = df.copy()
  4. f, ax1 = plt.subplots(figsize=(14, 4))
  5. sns.pointplot(x='heals', y='winPlacePerc', data=data, color='lime', alpha=0.8)
  6. sns.pointplot(x='boosts', y='winPlacePerc', data=data, color='blue', alpha=0.8)
  7. plt.text(0, 0.9, 'Heals', color='lime', fontsize=17, style='italic')
  8. plt.text(0, 0.85, 'Boosts', color='blue', fontsize=17, style='italic')
  9. plt.xlabel('Number of heal/boost items', fontsize=15, color='blue')
  10. plt.ylabel('Win Percentage', fontsize=15, color='blue')
  11. plt.title('Heals vs Boosts', fontsize=20, color='blue')
  12. plt.grid()

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" alt="img">

特征工程

上面只是对数据集中的一些特征列进行了可视化,以便更好的理解数据。而我们的任务是根据这些特征来预测玩家的排名。现在我们对数据进行手工提取特征。

  1. def dispose(df):
  2. # 救援类物品和提升性能类物品都可以算作是一类,因此将这两者加起来得到一个新的特征列。同样的方法对距离进行处理。
  3. df['healsAndBoosts'] = df['heals']+df['boosts']
  4. df['totalDistance'] = df['walkDistance']+df['rideDistance']+df['swimDistance']
  5. # 当使用提升类物品时,游戏玩家可以运行得更快。同时也帮助玩家保持在区外。因此,我们可以创建一个特征列,用来记录游戏玩家没走一步所消耗的提升性物品。救援类物品虽然不会使玩家跑得更快,但也有助于保持远离危险地带。所以让我们也为救援类物品创建相同的特征列。
  6. df['boostsPerWalkDistance'] = df['boosts'] / \
  7. (df['walkDistance']+1) # 加 1 是为了防止分母为 0
  8. df['boostsPerWalkDistance'].fillna(0, inplace=True)
  9. df['healsPerWalkDistance'] = df['heals']/(df['walkDistance']+1)
  10. df['healsPerWalkDistance'].fillna(0, inplace=True)
  11. df['healsAndBoostsPerWalkDistance'] = df['healsAndBoosts'] / \
  12. (df['walkDistance']+1)
  13. df['healsAndBoostsPerWalkDistance'].fillna(0, inplace=True)
  14. df[['walkDistance', 'boosts', 'boostsPerWalkDistance', 'heals',
  15. 'healsPerWalkDistance', 'healsAndBoosts', 'healsAndBoostsPerWalkDistance']][40:45]
  16. # 提取杀死敌人的数量与步行距离的关系。
  17. df['killsPerWalkDistance'] = df['kills'] / \
  18. (df['walkDistance']+1) # 加 1 是为了防止分母为 0
  19. df['killsPerWalkDistance'].fillna(0, inplace=True)
  20. df[['kills', 'walkDistance', 'rideDistance','killsPerWalkDistance', 'winPlacePerc']].tail(5)
  21. return df
  22. df=dispose(df)

构建模型

先来看一下我们的数据。

  1. df.head()

从上图可以看到,此时的数据包含 36 列。但玩家编号(Id)、分组编号(groupId)、游戏局编号(matchId)、游戏的类型(matchType)对预测结果是没有帮助的。因此现在将这四列删除掉。

  1. def df_drop(df):
  2. df_drop = df.drop(['Id', 'groupId', 'matchId', 'matchType'], axis=1)
  3. df_drop = df_drop(df)

划分训练集和测试集。

  1. from sklearn.model_selection import train_test_split
  2. data_X = df_drop.drop(['winPlacePerc'], axis=1)
  3. data_y = df_drop['winPlacePerc']

构建预测模型。这里我们使用随机森林回归的方法来构建模型。

  1. from sklearn.ensemble import RandomForestRegressor
  2. model = RandomForestRegressor(n_estimators=40) # 构建模型
  3. model.fit(data_X, data_y) # 训练模型
  4. test_X = pd.read_csv('test_C2.csv')
  5. dispos(test_X)
  6. y_pred = model.predict(test_X) # 预测
  7. y_pred[:10]

上面我们完成了预测模型的构建预训练,并对测试集进行预测。为了直观的看出模型预测的好坏,现在通过画图的方法来对比。

  1. f, ax1 = plt.subplots(figsize=(15, 5))
  2. plt.plot(test_y[:100])
  3. plt.plot(y_pred[:100])

在上图中,蓝色线条表示测试数据的真实值,而红色线条表示预测的数据。从图中可以看出,我们所构建的模型基本能够预测正确。现在查看一下均方误差。

  1. from sklearn.metrics import mean_squared_error
  2. mean_squared_error(y_pred, test_y)











还有较多bug,未完待续。。。。。

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