Pandas基础1.1｜Python学习笔记
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2022-05-26 21:35:40
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【练习一】 现有一份关于美剧《权力的游戏》剧本的数据集，请解决以下问题：
（a）在所有的数据中，一共出现了多少人物？
import pandas as pd
import numpy as np
df = pd.read_csv('C:/Users/PuLinYue/Desktop/joyful-pandas/data/Game_of_Thrones_Script.csv')
df.head()
| Release Date | Season | Episode | Episode Title | Name | Sentence | |
|---|---|---|---|---|---|---|
| 0 | 2011/4/17 | Season 1 | Episode 1 | Winter is Coming | waymar royce | What do you expect? They're savages. One lot s... |
| 1 | 2011/4/17 | Season 1 | Episode 1 | Winter is Coming | will | I've never seen wildlings do a thing like this... |
| 2 | 2011/4/17 | Season 1 | Episode 1 | Winter is Coming | waymar royce | How close did you get? |
| 3 | 2011/4/17 | Season 1 | Episode 1 | Winter is Coming | will | Close as any man would. |
| 4 | 2011/4/17 | Season 1 | Episode 1 | Winter is Coming | gared | We should head back to the wall. |
df.describe()
| Release Date | Season | Episode | Episode Title | Name | Sentence | |
|---|---|---|---|---|---|---|
| count | 23911 | 23911 | 23911 | 23911 | 23911 | 23911 |
| unique | 73 | 8 | 10 | 73 | 564 | 22300 |
| top | 2017/8/13 | Season 2 | Episode 5 | Eastwatch | tyrion lannister | No. |
| freq | 505 | 3914 | 3083 | 505 | 1760 | 103 |
df['Name'].nunique() #显示Name有多少个唯一值
564
（b）以单元格计数（即简单把一个单元格视作一句），谁说了最多的话？
df['Name'].value_counts()
tyrion lannister 1760
jon snow 1133
daenerys targaryen 1048
cersei lannister 1005
jaime lannister 945
...
janos slunt 1
steward of house stark 1
archmaester 1
night watch stable boy 1
bryndel 1
Name: Name, Length: 564, dtype: int64
df['Name'].value_counts().index[0]
'tyrion lannister'
（c）以单词计数，谁说了最多的单词？
#apply(lambda x:len(x.split())) apply函数看每个句子里有多少个单词
df_words = df.assign(Words=df['Sentence'].apply(lambda x:len(x.split()))).sort_values(by='Name')
df_words.head()
| Release Date | Season | Episode | Episode Title | Name | Sentence | Words | |
|---|---|---|---|---|---|---|---|
| 276 | 2011/4/17 | Season 1 | Episode 1 | Winter is Coming | a voice | It's Maester Luwin, my lord. | 5 |
| 3012 | 2011/6/19 | Season 1 | Episode 10 | Fire and Blood | addam marbrand | ls it true about Stannis and Renly? | 7 |
| 3017 | 2011/6/19 | Season 1 | Episode 10 | Fire and Blood | addam marbrand | Kevan Lannister | 2 |
| 13610 | 2014/6/8 | Season 4 | Episode 9 | The Watchers on the Wall | aemon | And what is it that couldn't wait until mornin... | 10 |
| 13614 | 2014/6/8 | Season 4 | Episode 9 | The Watchers on the Wall | aemon | Oh, no need. I know my way around this library... | 48 |
df.assign(Words=df['Sentence'].apply(lambda x:len(x.split())))
| Release Date | Season | Episode | Episode Title | Name | Sentence | Words | |
|---|---|---|---|---|---|---|---|
| 0 | 2011/4/17 | Season 1 | Episode 1 | Winter is Coming | waymar royce | What do you expect? They're savages. One lot s... | 25 |
| 1 | 2011/4/17 | Season 1 | Episode 1 | Winter is Coming | will | I've never seen wildlings do a thing like this... | 21 |
| 2 | 2011/4/17 | Season 1 | Episode 1 | Winter is Coming | waymar royce | How close did you get? | 5 |
| 3 | 2011/4/17 | Season 1 | Episode 1 | Winter is Coming | will | Close as any man would. | 5 |
| 4 | 2011/4/17 | Season 1 | Episode 1 | Winter is Coming | gared | We should head back to the wall. | 7 |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 23906 | 2019/5/19 | Season 8 | Episode 6 | The Iron Throne | brienne | I think we can all agree that ships take prece... | 12 |
| 23907 | 2019/5/19 | Season 8 | Episode 6 | The Iron Throne | bronn | I think that's a very presumptuous statement. | 7 |
| 23908 | 2019/5/19 | Season 8 | Episode 6 | The Iron Throne | tyrion lannister | I once brought a jackass and a honeycomb into ... | 11 |
| 23909 | 2019/5/19 | Season 8 | Episode 6 | The Iron Throne | man | The Queen in the North! | 5 |
| 23910 | 2019/5/19 | Season 8 | Episode 6 | The Iron Throne | all | The Queen in the North! The Queen in the North... | 25 |
23911 rows × 7 columns
#基本思路：先对人进行排序
#以will为例。向下统计，若遇到will则将对应的words数加上去，若不是则跳过。
#L_count[-1] 第一个元素特殊处理
L_count = []
N_words = list(zip(df_words['Name'],df_words['Words']))
for i in N_words:
if i == N_words[0]:
L_count.append(i[1])
last = i[0]
else:
L_count.append(L_count[-1]+i[1] if i[0]==last else i[1])
last = i[0]
df_words['Count']=L_count
df_words['Name'][df_words['Count'].idxmax()]
'tyrion lannister'
【练习二】现有一份关于科比的投篮数据集，请解决如下问题：
（a）哪种action_type和combined_shot_type的组合是最多的？
df_1 = pd.read_csv('C:/Users/PuLinYue/Desktop/joyful-pandas/data/Kobe_data.csv',index_col='shot_id')
df_1.head()
| action_type | combined_shot_type | game_event_id | game_id | lat | loc_x | loc_y | lon | minutes_remaining | period | ... | shot_made_flag | shot_type | shot_zone_area | shot_zone_basic | shot_zone_range | team_id | team_name | game_date | matchup | opponent | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| shot_id | |||||||||||||||||||||
| 1 | Jump Shot | Jump Shot | 10 | 20000012 | 33.9723 | 167 | 72 | -118.1028 | 10 | 1 | ... | NaN | 2PT Field Goal | Right Side(R) | Mid-Range | 16-24 ft. | 1610612747 | Los Angeles Lakers | 2000/10/31 | LAL @ POR | POR |
| 2 | Jump Shot | Jump Shot | 12 | 20000012 | 34.0443 | -157 | 0 | -118.4268 | 10 | 1 | ... | 0.0 | 2PT Field Goal | Left Side(L) | Mid-Range | 8-16 ft. | 1610612747 | Los Angeles Lakers | 2000/10/31 | LAL @ POR | POR |
| 3 | Jump Shot | Jump Shot | 35 | 20000012 | 33.9093 | -101 | 135 | -118.3708 | 7 | 1 | ... | 1.0 | 2PT Field Goal | Left Side Center(LC) | Mid-Range | 16-24 ft. | 1610612747 | Los Angeles Lakers | 2000/10/31 | LAL @ POR | POR |
| 4 | Jump Shot | Jump Shot | 43 | 20000012 | 33.8693 | 138 | 175 | -118.1318 | 6 | 1 | ... | 0.0 | 2PT Field Goal | Right Side Center(RC) | Mid-Range | 16-24 ft. | 1610612747 | Los Angeles Lakers | 2000/10/31 | LAL @ POR | POR |
| 5 | Driving Dunk Shot | Dunk | 155 | 20000012 | 34.0443 | 0 | 0 | -118.2698 | 6 | 2 | ... | 1.0 | 2PT Field Goal | Center(C) | Restricted Area | Less Than 8 ft. | 1610612747 | Los Angeles Lakers | 2000/10/31 | LAL @ POR | POR |
5 rows × 24 columns
gamegroup = list(zip(df_1['action_type'],df_1['combined_shot_type']))
gamegroup
[('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Layup Shot', 'Layup'),
('Reverse Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Layup Shot', 'Layup'),
('Reverse Dunk Shot', 'Dunk'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Driving Layup Shot', 'Layup'),
('Driving Layup Shot', 'Layup'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Driving Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Reverse Layup Shot', 'Layup'),
('Tip Shot', 'Tip Shot'),
('Slam Dunk Shot', 'Dunk'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Running Hook Shot', 'Hook Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Reverse Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Dunk Shot', 'Dunk'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Tip Shot', 'Tip Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Layup Shot', 'Layup'),
('Driving Layup Shot', 'Layup'),
('Tip Shot', 'Tip Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Reverse Dunk Shot', 'Dunk'),
('Driving Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Slam Dunk Shot', 'Dunk'),
('Layup Shot', 'Layup'),
('Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Reverse Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Layup Shot', 'Layup'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Driving Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Layup Shot', 'Layup'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Layup Shot', 'Layup'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Driving Dunk Shot', 'Dunk'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Dunk Shot', 'Dunk'),
('Turnaround Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Driving Layup Shot', 'Layup'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Reverse Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Layup shot', 'Layup'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Running Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Tip Shot', 'Tip Shot'),
('Driving Layup Shot', 'Layup'),
('Running Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Driving Layup Shot', 'Layup'),
('Running Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Running Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Tip Shot', 'Tip Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Turnaround Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Reverse Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Reverse Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Layup Shot', 'Layup'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Driving Layup Shot', 'Layup'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Layup Shot', 'Layup'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Driving Layup Shot', 'Layup'),
('Driving Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Layup shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Dunk Shot', 'Dunk'),
('Reverse Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Turnaround Jump Shot', 'Jump Shot'),
('Driving Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Driving Finger Roll Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Finger Roll Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Driving Finger Roll Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Dunk Shot', 'Dunk'),
('Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Layup shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Dunk Shot', 'Dunk'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Dunk Shot', 'Dunk'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Tip Shot', 'Tip Shot'),
('Slam Dunk Shot', 'Dunk'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Reverse Layup Shot', 'Layup'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Reverse Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Reverse Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Driving Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Layup shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Reverse Layup Shot', 'Layup'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Reverse Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Slam Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Finger Roll Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Tip Shot', 'Tip Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Running Jump Shot', 'Jump Shot'),
('Driving Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Reverse Layup Shot', 'Layup'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Alley Oop Dunk Shot', 'Dunk'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Dunk Shot', 'Dunk'),
('Layup Shot', 'Layup'),
('Driving Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Tip Shot', 'Tip Shot'),
('Layup Shot', 'Layup'),
('Alley Oop Layup shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Dunk Shot', 'Dunk'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Turnaround Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Jump Shot', 'Jump Shot'),
('Layup Shot', 'Layup'),
('Layup Shot', 'Layup'),
('Jump Shot', 'Jump Shot'),
('Driving Layup Shot', 'Layup'),
...]
pd.Series(gamegroup).value_counts().index[0]
('Jump Shot', 'Jump Shot')
（b）在所有被记录的game_id中，遭遇到最多的opponent是一个支？
df_1.iloc[:,[3,-1]]#取最后三列
| game_id | opponent | |
|---|---|---|
| shot_id | ||
| 1 | 20000012 | POR |
| 2 | 20000012 | POR |
| 3 | 20000012 | POR |
| 4 | 20000012 | POR |
| 5 | 20000012 | POR |
| ... | ... | ... |
| 30693 | 49900088 | IND |
| 30694 | 49900088 | IND |
| 30695 | 49900088 | IND |
| 30696 | 49900088 | IND |
| 30697 | 49900088 | IND |
30697 rows × 2 columns
gamegroup_1 = list(zip(df_1['game_id'],df_1['opponent']))
pd.Series(list(list(zip(*(pd.Series(gamegroup_1).unique()).tolist()))[1])).value_counts().index[0]
'SAS'
zip(df_1['game_id'],df_1['opponent'])
list(zip(df_1['game_id'],df_1['opponent']))
[(20000012, 'POR'),
(20000012, 'POR'),
(20000012, 'POR'),
(20000012, 'POR'),
(20000012, 'POR'),
(20000012, 'POR'),
(20000012, 'POR'),
(20000012, 'POR'),
(20000012, 'POR'),
(20000012, 'POR'),
(20000012, 'POR'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000019, 'UTA'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000047, 'VAN'),
(20000049, 'LAC'),
(20000049, 'LAC'),
(20000049, 'LAC'),
(20000049, 'LAC'),
(20000049, 'LAC'),
(20000049, 'LAC'),
(20000049, 'LAC'),
(20000049, 'LAC'),
(20000049, 'LAC'),
(20000049, 'LAC'),
(20000049, 'LAC'),
(20000049, 'LAC'),
(20000049, 'LAC'),
(20000049, 'LAC'),
(20000058, 'HOU'),
(20000058, 'HOU'),
(20000058, 'HOU'),
(20000058, 'HOU'),
(20000058, 'HOU'),
(20000058, 'HOU'),
(20000058, 'HOU'),
(20000058, 'HOU'),
(20000058, 'HOU'),
(20000058, 'HOU'),
(20000058, 'HOU'),
(20000058, 'HOU'),
(20000058, 'HOU'),
(20000058, 'HOU'),
(20000058, 'HOU'),
(20000058, 'HOU'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
(20000068, 'SAS'),
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...]
#unique函数：去重。不可用在list上，需要用在pd.series上。
a = pd.Series(list(zip(df_1['game_id'],df_1['opponent']))).unique()
a
array([(20000012, 'POR'), (20000019, 'UTA'), (20000047, 'VAN'), ...,
(49900086, 'IND'), (49900087, 'IND'), (49900088, 'IND')],
dtype=object)
a = pd.Series(list(zip(df_1['game_id'],df_1['opponent']))).unique().tolist()
a #无重复元素
[(20000012, 'POR'),
(20000019, 'UTA'),
(20000047, 'VAN'),
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...]
#解包——所有的第一个元素拿出来，第二元素拿出来。此时没有重复元素。
#取出两个包：第一个元素的集合、第二个元素的集合。
n = list(zip(*a))
n
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20400512,
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20501010,
20501026,
20501042,
20501066,
20501078,
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20501120,
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20501229,
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20600044,
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20600066,
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20600212,
20600223,
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20600523,
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20601174,
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20800015,
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20800300,
20800313,
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20800350,
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20800417,
20800423,
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20800487,
20800500,
20800513,
20800525,
20800538,
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20800612,
20800627,
20800629,
20800647,
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20800732,
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20800925,
20800948,
20800962,
20800966,
20800991,
20801008,
20801022,
20801038,
20801056,
20801070,
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pd.Series(n) #变成序列
0 (20000012, 20000019, 20000047, 20000049, 20000...
1 (POR, UTA, VAN, LAC, HOU, SAS, HOU, DEN, SAC, ...
dtype: object
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