从英雄联盟学数据分析：平衡性分析看板的设计思路

之前有一些朋友评论和私信希望我可以出一些游戏数据分析、大厂数据分析的实例，我一直在找一个比较好的方式，因为内部的数据肯定是不能公开的，无论脱敏与否都不合规
如果现编一些数据和场景，又会丢失很多真实数据里面值得学习的点，所以一直卡着没有头绪

直到最近在研究阿里天池，发现阿里居然有现成的真实游戏数据

数据集的链接放在这里：https://tianchi.aliyun.com/dataset/90273

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 51490 entries, 0 to 51489
Data columns (total 61 columns):
 #   Column              Non-Null Count  Dtype
---  ------              --------------  -----
 0   gameId              51490 non-null  int64
 1   creationTime        51490 non-null  int64
 2   gameDuration        51490 non-null  int64
 3   seasonId            51490 non-null  int64
 4   winner              51490 non-null  int64
 5   firstBlood          51490 non-null  int64
 6   firstTower          51490 non-null  int64
 7   firstInhibitor      51490 non-null  int64
 8   firstBaron          51490 non-null  int64
 9   firstDragon         51490 non-null  int64
 10  firstRiftHerald     51490 non-null  int64
 11  t1_champ1id         51490 non-null  int64
 12  t1_champ1_sum1      51490 non-null  int64
 13  t1_champ1_sum2      51490 non-null  int64
 14  t1_champ2id         51490 non-null  int64
 15  t1_champ2_sum1      51490 non-null  int64
 16  t1_champ2_sum2      51490 non-null  int64
 17  t1_champ3id         51490 non-null  int64
 18  t1_champ3_sum1      51490 non-null  int64
 19  t1_champ3_sum2      51490 non-null  int64
 20  t1_champ4id         51490 non-null  int64
 21  t1_champ4_sum1      51490 non-null  int64
 22  t1_champ4_sum2      51490 non-null  int64
 23  t1_champ5id         51490 non-null  int64
 24  t1_champ5_sum1      51490 non-null  int64
 25  t1_champ5_sum2      51490 non-null  int64
 26  t1_towerKills       51490 non-null  int64
 27  t1_inhibitorKills   51490 non-null  int64
 28  t1_baronKills       51490 non-null  int64
 29  t1_dragonKills      51490 non-null  int64
 30  t1_riftHeraldKills  51490 non-null  int64
 31  t1_ban1             51490 non-null  int64
 32  t1_ban2             51490 non-null  int64
 33  t1_ban3             51490 non-null  int64
 34  t1_ban4             51490 non-null  int64
 35  t1_ban5             51490 non-null  int64
 36  t2_champ1id         51490 non-null  int64
 37  t2_champ1_sum1      51490 non-null  int64
 38  t2_champ1_sum2      51490 non-null  int64
 39  t2_champ2id         51490 non-null  int64
 40  t2_champ2_sum1      51490 non-null  int64
 41  t2_champ2_sum2      51490 non-null  int64
 42  t2_champ3id         51490 non-null  int64
 43  t2_champ3_sum1      51490 non-null  int64
 44  t2_champ3_sum2      51490 non-null  int64
 45  t2_champ4id         51490 non-null  int64
 46  t2_champ4_sum1      51490 non-null  int64
 47  t2_champ4_sum2      51490 non-null  int64
 48  t2_champ5id         51490 non-null  int64
 49  t2_champ5_sum1      51490 non-null  int64
 50  t2_champ5_sum2      51490 non-null  int64
 51  t2_towerKills       51490 non-null  int64
 52  t2_inhibitorKills   51490