In [2]:
#Import Packages
import pandas as pd
import numpy as np
import time
from Players import Players
from Player import Player
In [13]:
%%timeit -r1
p_list = Players('2015-16', 0, 100)
The slowest run took 9.64 times longer than the fastest. This could mean that an intermediate result is being cached.
1 loop, best of 1: 8.74 s per loop
In [15]:
%%timeit -r1
p_list = Players('2015-16', 100, 200)
The slowest run took 4.94 times longer than the fastest. This could mean that an intermediate result is being cached.
1 loop, best of 1: 22.7 s per loop
In [16]:
%%timeit -r1
p_list = Players('2015-16', 200, 300)
The slowest run took 4.21 times longer than the fastest. This could mean that an intermediate result is being cached.
1 loop, best of 1: 31.3 s per loop
In [17]:
%%timeit -r1
p_list = Players('2015-16', 300, 400)
1 loop, best of 1: 38.5 s per loop
In [14]:
%%timeit -r1
p_list = Players('2015-16', 400, 500)
The slowest run took 7.05 times longer than the fastest. This could mean that an intermediate result is being cached.
1 loop, best of 1: 11.1 s per loop
In [2]:
p_list = Players('2015-16')
In [6]:
p1 = p_list.players[1495]
p1.desc
Out[6]:
FIRST_NAME
LAST_NAME
BIRTHDATE
HEIGHT
WEIGHT
SEASON_EXP
POSITION
ROSTERSTATUS
TEAM_ID
TEAM_NAME
0
Tim
Duncan
1976-04-25T00:00:00
6-11
250
19
Center-Forward
Active
1610612759
Spurs
In [7]:
p1.game_logs
Out[7]:
SEASON_ID
Player_ID
Game_ID
GAME_DATE
MATCHUP
WL
MIN
FGM
FGA
FG_PCT
...
DREB
REB
AST
STL
BLK
TOV
PF
PTS
PLUS_MINUS
VIDEO_AVAILABLE
10534
22015
1495
21501215
APR 12, 2016
SAS vs. OKC
W
34
5
14
0.357
...
5
9
3
0
1
1
2
12
2
1
10535
22015
1495
21501186
APR 08, 2016
SAS @ DEN
L
34
9
15
0.600
...
5
7
2
0
1
2
1
21
-3
1
10536
22015
1495
21501177
APR 07, 2016
SAS @ GSW
L
19
2
6
0.333
...
2
3
1
0
0
2
0
4
-13
1
10537
22015
1495
21501161
APR 05, 2016
SAS @ UTA
W
24
0
3
0.000
...
2
2
2
0
2
1
2
3
-10
1
10538
22015
1495
21501140
APR 02, 2016
SAS vs. TOR
W
29
2
7
0.286
...
6
11
0
1
3
1
0
5
7
1
10539
22015
1495
21501118
MAR 30, 2016
SAS vs. NOP
W
27
3
10
0.300
...
8
9
1
0
3
0
1
8
16
1
10540
22015
1495
21501078
MAR 25, 2016
SAS vs. MEM
W
31
6
8
0.750
...
6
8
7
1
0
1
0
12
-1
1
10541
22015
1495
21501063
MAR 23, 2016
SAS vs. MIA
W
24
1
2
0.500
...
8
9
4
1
0
2
0
4
24
1
10542
22015
1495
21501043
MAR 21, 2016
SAS @ CHA
L
31
7
11
0.636
...
7
10
2
2
4
1
2
16
1
1
10543
22015
1495
21501036
MAR 19, 2016
SAS vs. GSW
W
8
0
1
0.000
...
0
2
0
0
0
2
1
1
-3
1
10544
22015
1495
21501018
MAR 17, 2016
SAS vs. POR
W
21
5
6
0.833
...
7
7
0
0
2
0
2
11
23
1
10545
22015
1495
21501001
MAR 15, 2016
SAS vs. LAC
W
22
3
5
0.600
...
3
7
2
0
0
0
2
6
0
1
10546
22015
1495
21500979
MAR 12, 2016
SAS vs. OKC
W
22
5
7
0.714
...
3
6
1
2
0
0
3
11
-5
1
10547
22015
1495
21500960
MAR 10, 2016
SAS vs. CHI
W
28
3
7
0.429
...
2
3
4
2
0
0
1
7
3
1
10548
22015
1495
21500939
MAR 07, 2016
SAS @ IND
L
28
3
9
0.333
...
8
14
4
1
2
3
3
9
-3
1
10549
22015
1495
21500909
MAR 03, 2016
SAS @ NOP
W
22
2
6
0.333
...
3
5
2
0
2
1
1
7
14
1
10550
22015
1495
21500905
MAR 02, 2016
SAS vs. DET
W
20
6
9
0.667
...
5
8
1
1
0
1
1
12
17
1
10551
22015
1495
21500872
FEB 27, 2016
SAS @ HOU
W
25
3
7
0.429
...
5
6
6
0
1
2
4
6
18
1
10552
22015
1495
21500860
FEB 25, 2016
SAS @ UTA
W
32
7
11
0.636
...
8
11
2
1
1
3
3
14
12
1
10553
22015
1495
21500854
FEB 24, 2016
SAS @ SAC
W
12
0
2
0.000
...
2
2
0
0
0
0
2
0
-8
1
10554
22015
1495
21500826
FEB 21, 2016
SAS @ PHX
W
17
1
5
0.200
...
3
3
2
1
1
0
2
6
1
1
10555
22015
1495
21500818
FEB 19, 2016
SAS @ LAL
W
28
4
9
0.444
...
8
13
1
0
3
0
1
12
6
1
10556
22015
1495
21500804
FEB 18, 2016
SAS @ LAC
L
20
1
6
0.167
...
6
6
1
1
0
3
2
2
-18
1
10557
22015
1495
21500790
FEB 10, 2016
SAS @ ORL
W
18
2
9
0.222
...
5
7
5
0
3
1
1
5
4
1
10558
22015
1495
21500653
JAN 22, 2016
SAS @ LAL
W
21
1
5
0.200
...
2
3
3
1
1
1
0
4
8
1
10559
22015
1495
21500612
JAN 17, 2016
SAS vs. DAL
W
21
0
4
0.000
...
5
5
1
0
1
0
2
2
16
1
10560
22015
1495
21500590
JAN 14, 2016
SAS vs. CLE
W
33
4
10
0.400
...
4
6
3
1
2
1
3
9
3
1
10561
22015
1495
21500570
JAN 12, 2016
SAS @ DET
W
30
5
8
0.625
...
7
9
3
4
2
2
3
14
6
1
10562
22015
1495
21500566
JAN 11, 2016
SAS @ BKN
W
22
4
7
0.571
...
3
4
2
1
2
1
2
8
11
1
10563
22015
1495
21500546
JAN 08, 2016
SAS vs. NYK
W
21
3
5
0.600
...
4
5
1
1
0
2
1
7
6
1
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
10565
22015
1495
21500516
JAN 04, 2016
SAS @ MIL
W
27
7
11
0.636
...
8
10
4
2
1
1
5
14
12
1
10566
22015
1495
21500502
JAN 02, 2016
SAS vs. HOU
W
14
0
3
0.000
...
4
4
2
0
0
1
1
0
-1
1
10567
22015
1495
21500439
DEC 25, 2015
SAS @ HOU
L
32
5
10
0.500
...
9
11
3
0
0
3
4
13
2
1
10568
22015
1495
21500431
DEC 23, 2015
SAS @ MIN
W
24
1
6
0.167
...
3
5
5
1
4
2
2
2
17
1
10569
22015
1495
21500416
DEC 21, 2015
SAS vs. IND
W
23
3
6
0.500
...
4
5
3
2
2
1
3
7
1
1
10570
22015
1495
21500393
DEC 18, 2015
SAS vs. LAC
W
29
5
8
0.625
...
2
5
4
1
0
2
2
14
5
1
10571
22015
1495
21500364
DEC 14, 2015
SAS vs. UTA
W
18
2
2
1.000
...
4
5
1
0
0
2
2
5
32
1
10572
22015
1495
21500347
DEC 12, 2015
SAS @ ATL
W
31
2
6
0.333
...
10
10
4
1
0
4
2
4
28
1
10573
22015
1495
21500342
DEC 11, 2015
SAS vs. LAL
W
20
2
5
0.400
...
4
4
2
1
1
2
0
5
13
1
10574
22015
1495
21500323
DEC 09, 2015
SAS @ TOR
L
20
4
8
0.500
...
0
2
2
0
0
1
1
8
-12
1
10575
22015
1495
21500296
DEC 05, 2015
SAS vs. BOS
W
24
3
5
0.600
...
4
5
4
0
1
1
1
6
1
1
10576
22015
1495
21500280
DEC 03, 2015
SAS @ MEM
W
31
3
6
0.500
...
9
10
5
1
3
1
3
6
12
2
10577
22015
1495
21500275
DEC 02, 2015
SAS vs. MIL
W
20
7
11
0.636
...
7
10
1
1
0
2
1
16
11
1
10578
22015
1495
21500257
NOV 30, 2015
SAS @ CHI
L
30
3
7
0.429
...
8
12
3
0
1
2
3
6
10
1
10579
22015
1495
21500242
NOV 28, 2015
SAS vs. ATL
W
28
5
9
0.556
...
13
18
4
1
2
1
3
10
24
1
10580
22015
1495
21500224
NOV 25, 2015
SAS vs. DAL
W
28
1
4
0.250
...
8
9
4
0
2
2
2
2
13
1
10581
22015
1495
21500207
NOV 23, 2015
SAS vs. PHX
W
32
2
6
0.333
...
5
8
1
2
1
2
3
7
20
1
10582
22015
1495
21500195
NOV 21, 2015
SAS vs. MEM
W
36
5
8
0.625
...
8
10
4
4
2
3
5
10
6
1
10583
22015
1495
21500182
NOV 20, 2015
SAS @ NOP
L
19
2
6
0.333
...
0
0
2
1
1
0
2
6
7
1
10584
22015
1495
21500172
NOV 18, 2015
SAS vs. DEN
W
28
5
8
0.625
...
6
11
6
1
6
2
3
12
15
1
10585
22015
1495
21500156
NOV 16, 2015
SAS vs. POR
W
29
4
8
0.500
...
5
9
2
0
2
2
0
10
0
1
10586
22015
1495
21500142
NOV 14, 2015
SAS vs. PHI
W
27
7
12
0.583
...
3
4
2
1
4
1
2
15
17
1
10587
22015
1495
21500123
NOV 11, 2015
SAS @ POR
W
21
5
7
0.714
...
6
6
2
1
2
1
3
12
-8
1
10588
22015
1495
21500103
NOV 09, 2015
SAS @ SAC
W
23
4
8
0.500
...
10
14
2
0
0
2
3
11
11
1
10589
22015
1495
21500090
NOV 07, 2015
SAS vs. CHA
W
24
4
5
0.800
...
7
8
2
0
0
3
2
11
-4
1
10590
22015
1495
21500061
NOV 04, 2015
SAS @ WAS
L
27
3
5
0.600
...
9
11
5
0
0
4
4
8
-12
1
10591
22015
1495
21500048
NOV 02, 2015
SAS @ NYK
W
35
6
10
0.600
...
9
10
6
1
2
1
4
16
20
1
10592
22015
1495
21500040
NOV 01, 2015
SAS @ BOS
W
29
3
9
0.333
...
8
9
5
0
1
4
4
7
5
1
10593
22015
1495
21500028
OCT 30, 2015
SAS vs. BKN
W
29
4
7
0.571
...
8
8
1
0
0
2
2
15
26
1
10594
22015
1495
21500013
OCT 28, 2015
SAS @ OKC
L
26
3
8
0.375
...
3
6
0
2
3
1
2
8
-6
1
61 rows × 27 columns
In [12]:
date_list = p1.game_logs['GAME_DATE'].sort_values(ascending=False)
date_list
Out[12]:
10593 OCT 30, 2015
10594 OCT 28, 2015
10578 NOV 30, 2015
10579 NOV 28, 2015
10580 NOV 25, 2015
10581 NOV 23, 2015
10582 NOV 21, 2015
10583 NOV 20, 2015
10584 NOV 18, 2015
10585 NOV 16, 2015
10586 NOV 14, 2015
10587 NOV 11, 2015
10588 NOV 09, 2015
10589 NOV 07, 2015
10590 NOV 04, 2015
10591 NOV 02, 2015
10592 NOV 01, 2015
10539 MAR 30, 2016
10540 MAR 25, 2016
10541 MAR 23, 2016
10542 MAR 21, 2016
10543 MAR 19, 2016
10544 MAR 17, 2016
10545 MAR 15, 2016
10546 MAR 12, 2016
10547 MAR 10, 2016
10548 MAR 07, 2016
10549 MAR 03, 2016
10550 MAR 02, 2016
10558 JAN 22, 2016
...
10560 JAN 14, 2016
10561 JAN 12, 2016
10562 JAN 11, 2016
10563 JAN 08, 2016
10564 JAN 06, 2016
10565 JAN 04, 2016
10566 JAN 02, 2016
10551 FEB 27, 2016
10552 FEB 25, 2016
10553 FEB 24, 2016
10554 FEB 21, 2016
10555 FEB 19, 2016
10556 FEB 18, 2016
10557 FEB 10, 2016
10567 DEC 25, 2015
10568 DEC 23, 2015
10569 DEC 21, 2015
10570 DEC 18, 2015
10571 DEC 14, 2015
10572 DEC 12, 2015
10573 DEC 11, 2015
10574 DEC 09, 2015
10575 DEC 05, 2015
10576 DEC 03, 2015
10577 DEC 02, 2015
10534 APR 12, 2016
10535 APR 08, 2016
10536 APR 07, 2016
10537 APR 05, 2016
10538 APR 02, 2016
Name: GAME_DATE, dtype: object
In [21]:
training=pd.DataFrame()
date_col='GAME_DATE'
target = 'PTS'
for d in date_list:
avg_val = np.mean(p1.game_logs[p1.game_logs[date_col]<d][target])
print d,avg_val,p1.game_logs[p1.game_logs[date_col]==d][target].reset_index(drop=True).ix[0]
OCT 30, 2015 8.45 15
OCT 28, 2015 8.45762711864 8
NOV 30, 2015 8.5 6
NOV 28, 2015 8.47368421053 10
NOV 25, 2015 8.58928571429 2
NOV 23, 2015 8.61818181818 7
NOV 21, 2015 8.59259259259 10
NOV 20, 2015 8.64150943396 6
NOV 18, 2015 8.57692307692 12
NOV 16, 2015 8.54901960784 10
NOV 14, 2015 8.42 15
NOV 11, 2015 8.34693877551 12
NOV 09, 2015 8.29166666667 11
NOV 07, 2015 8.23404255319 11
NOV 04, 2015 8.23913043478 8
NOV 02, 2015 8.06666666667 16
NOV 01, 2015 8.09090909091 7
MAR 30, 2016 8.09302325581 8
MAR 25, 2016 8.0 12
MAR 23, 2016 8.09756097561 4
MAR 21, 2016 7.9 16
MAR 19, 2016 8.07692307692 1
MAR 17, 2016 8.0 11
MAR 15, 2016 8.05405405405 6
MAR 12, 2016 7.97222222222 11
MAR 10, 2016 8.0 7
MAR 07, 2016 7.97058823529 9
MAR 03, 2016 8.0 7
MAR 02, 2016 7.875 12
JAN 22, 2016 8.0 4
JAN 17, 2016 8.2 2
JAN 14, 2016 8.1724137931 9
JAN 12, 2016 7.96428571429 14
JAN 11, 2016 7.96296296296 8
JAN 08, 2016 8.0 7
JAN 06, 2016 7.6 18
JAN 04, 2016 7.33333333333 14
JAN 02, 2016 7.65217391304 0
FEB 27, 2016 7.72727272727 6
FEB 25, 2016 7.42857142857 14
FEB 24, 2016 7.8 0
FEB 21, 2016 7.89473684211 6
FEB 19, 2016 7.66666666667 12
FEB 18, 2016 8.0 2
FEB 10, 2016 8.1875 5
DEC 25, 2015 7.86666666667 13
DEC 23, 2015 8.28571428571 2
DEC 21, 2015 8.38461538462 7
DEC 18, 2015 7.91666666667 14
DEC 14, 2015 8.18181818182 5
DEC 12, 2015 8.6 4
DEC 11, 2015 9.0 5
DEC 09, 2015 9.125 8
DEC 05, 2015 9.57142857143 6
DEC 03, 2015 10.1666666667 6
DEC 02, 2015 9.0 16
APR 12, 2016 8.25 12
APR 08, 2016 4.0 21
APR 07, 2016 4.0 4
APR 05, 2016 5.0 3
APR 02, 2016 nan 5
In [24]:
p = Player(pid=203112)
ga = p.game_logs
ga[['GAME_DATE', 'Game_ID','MIN', 'PTS']]
Out[24]:
GAME_DATE
Game_ID
MIN
PTS
76
APR 13, 2016
21501224
29
10
77
APR 11, 2016
21501211
16
9
78
APR 09, 2016
21501193
21
7
79
APR 07, 2016
21501176
28
17
80
APR 05, 2016
21501162
15
8
81
APR 02, 2016
21501141
17
5
82
APR 01, 2016
21501135
14
4
83
MAR 30, 2016
21501120
13
7
84
MAR 28, 2016
21501105
28
10
85
MAR 27, 2016
21501095
17
7
86
MAR 25, 2016
21501079
19
14
87
MAR 23, 2016
21501062
22
9
88
MAR 21, 2016
21501049
11
2
89
MAR 20, 2016
21501042
23
3
90
MAR 18, 2016
21501022
18
6
91
MAR 16, 2016
21501010
14
5
92
MAR 15, 2016
21501002
5
1
93
MAR 13, 2016
21500986
11
2
94
MAR 11, 2016
21500970
14
3
95
MAR 09, 2016
21500957
21
8
96
MAR 07, 2016
21500941
20
2
97
MAR 05, 2016
21500928
31
16
98
MAR 03, 2016
21500910
16
4
99
MAR 02, 2016
21500902
26
11
100
FEB 29, 2016
21500889
28
10
101
FEB 26, 2016
21500867
15
4
102
FEB 24, 2016
21500854
23
15
103
FEB 23, 2016
21500842
13
0
104
FEB 19, 2016
21500816
15
0
105
FEB 10, 2016
21500791
15
6
106
FEB 08, 2016
21500775
5
3
107
FEB 07, 2016
21500773
3
0
108
FEB 05, 2016
21500754
6
0
109
FEB 01, 2016
21500729
17
4
110
JAN 30, 2016
21500712
11
6
111
JAN 28, 2016
21500696
19
3
112
JAN 26, 2016
21500682
17
4
113
JAN 21, 2016
21500643
11
4
114
JAN 20, 2016
21500638
2
2
115
JAN 13, 2016
21500585
9
0
116
JAN 09, 2016
21500556
22
9
117
JAN 07, 2016
21500539
25
18
118
JAN 05, 2016
21500523
16
12
119
JAN 04, 2016
21500517
5
0
120
JAN 02, 2016
21500496
4
2
121
DEC 30, 2015
21500483
9
2
122
DEC 28, 2015
21500468
25
8
123
DEC 15, 2015
21500369
1
0
124
DEC 05, 2015
21500293
4
2
125
DEC 03, 2015
21500282
7
2
126
NOV 28, 2015
21500245
15
9
127
NOV 27, 2015
21500237
9
1
128
NOV 19, 2015
21500175
5
0
129
NOV 18, 2015
21500169
16
0
130
NOV 15, 2015
21500150
15
2
131
NOV 13, 2015
21500137
19
3
132
NOV 09, 2015
21500103
3
3
133
NOV 07, 2015
21500092
15
3
134
NOV 04, 2015
21500067
4
0
In [16]:
ga.columns
Out[16]:
Index([u'SEASON_ID', u'Player_ID', u'Game_ID', u'GAME_DATE', u'MATCHUP', u'WL',
u'MIN', u'FGM', u'FGA', u'FG_PCT', u'FG3M', u'FG3A', u'FG3_PCT', u'FTM',
u'FTA', u'FT_PCT', u'OREB', u'DREB', u'REB', u'AST', u'STL', u'BLK',
u'TOV', u'PF', u'PTS', u'PLUS_MINUS', u'VIDEO_AVAILABLE'],
dtype='object')
In [22]:
date_col = 'GAME_DATE'
target_col = 'PTS'
id_col = 'Game_ID'
n=3
stats=pd.DataFrame()
ga[date_col] = pd.to_datetime(ga[date_col])
for index, g in ga.sort_values(date_col).iterrows():
curr_dt = pd.to_datetime(g[date_col])
past_games = ga[ga[date_col]<curr_dt]
if len(past_games) > n:
past_games = past_games.sort_values(date_col, ascending=False).head(n)
print past_games
avg_val = np.mean(past_games[target_col])
stats.set_value(index, id_col, g[id_col])
stats.set_value(index, target_col, g[target_col])
stats.set_value(index, (target_col + '_avg'), avg_val)
Empty DataFrame
Columns: [SEASON_ID, Player_ID, Game_ID, GAME_DATE, MATCHUP, WL, MIN, FGM, FGA, FG_PCT, FG3M, FG3A, FG3_PCT, FTM, FTA, FT_PCT, OREB, DREB, REB, AST, STL, BLK, TOV, PF, PTS, PLUS_MINUS, VIDEO_AVAILABLE]
Index: []
[0 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
134 22015 203112 21500067 2015-11-04 SAC @ PHX L 4 0 0
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
134 0.0 ... 1 1 1 0 0 0 0 0
PLUS_MINUS VIDEO_AVAILABLE
134 -1 1
[1 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
133 22015 203112 21500092 2015-11-07 SAC vs. GSW L 15 1 1
134 22015 203112 21500067 2015-11-04 SAC @ PHX L 4 0 0
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
133 1.0 ... 3 3 2 0 1 1 0 3
134 0.0 ... 1 1 1 0 0 0 0 0
PLUS_MINUS VIDEO_AVAILABLE
133 8 1
134 -1 1
[2 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
132 22015 203112 21500103 2015-11-09 SAC vs. SAS L 3 1 1
133 22015 203112 21500092 2015-11-07 SAC vs. GSW L 15 1 1
134 22015 203112 21500067 2015-11-04 SAC @ PHX L 4 0 0
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
132 1.0 ... 0 0 0 0 0 0 0 3
133 1.0 ... 3 3 2 0 1 1 0 3
134 0.0 ... 1 1 1 0 0 0 0 0
PLUS_MINUS VIDEO_AVAILABLE
132 2 1
133 8 1
134 -1 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
131 22015 203112 21500137 2015-11-13 SAC vs. BKN W 19 1 2
132 22015 203112 21500103 2015-11-09 SAC vs. SAS L 3 1 1
133 22015 203112 21500092 2015-11-07 SAC vs. GSW L 15 1 1
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
131 0.5 ... 1 1 0 2 0 1 0 3
132 1.0 ... 0 0 0 0 0 0 0 3
133 1.0 ... 3 3 2 0 1 1 0 3
PLUS_MINUS VIDEO_AVAILABLE
131 13 1
132 2 1
133 8 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
130 22015 203112 21500150 2015-11-15 SAC vs. TOR W 15 1 2
131 22015 203112 21500137 2015-11-13 SAC vs. BKN W 19 1 2
132 22015 203112 21500103 2015-11-09 SAC vs. SAS L 3 1 1
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
130 0.5 ... 3 3 1 0 0 0 3 2
131 0.5 ... 1 1 0 2 0 1 0 3
132 1.0 ... 0 0 0 0 0 0 0 3
PLUS_MINUS VIDEO_AVAILABLE
130 -5 1
131 13 1
132 2 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
129 22015 203112 21500169 2015-11-18 SAC @ ATL L 16 0 0
130 22015 203112 21500150 2015-11-15 SAC vs. TOR W 15 1 2
131 22015 203112 21500137 2015-11-13 SAC vs. BKN W 19 1 2
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
129 0.0 ... 1 1 1 0 1 1 3 0
130 0.5 ... 3 3 1 0 0 0 3 2
131 0.5 ... 1 1 0 2 0 1 0 3
PLUS_MINUS VIDEO_AVAILABLE
129 -10 1
130 -5 1
131 13 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
128 22015 203112 21500175 2015-11-19 SAC @ MIA L 5 0 1
129 22015 203112 21500169 2015-11-18 SAC @ ATL L 16 0 0
130 22015 203112 21500150 2015-11-15 SAC vs. TOR W 15 1 2
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
128 0.0 ... 0 1 0 0 0 0 0 0
129 0.0 ... 1 1 1 0 1 1 3 0
130 0.5 ... 3 3 1 0 0 0 3 2
PLUS_MINUS VIDEO_AVAILABLE
128 -1 1
129 -10 1
130 -5 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
127 22015 203112 21500237 2015-11-27 SAC vs. MIN L 9 0 1
128 22015 203112 21500175 2015-11-19 SAC @ MIA L 5 0 1
129 22015 203112 21500169 2015-11-18 SAC @ ATL L 16 0 0
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
127 0.0 ... 1 1 0 0 0 0 3 1
128 0.0 ... 0 1 0 0 0 0 0 0
129 0.0 ... 1 1 1 0 1 1 3 0
PLUS_MINUS VIDEO_AVAILABLE
127 -8 1
128 -1 1
129 -10 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
126 22015 203112 21500245 2015-11-28 SAC @ GSW L 15 4 7
127 22015 203112 21500237 2015-11-27 SAC vs. MIN L 9 0 1
128 22015 203112 21500175 2015-11-19 SAC @ MIA L 5 0 1
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
126 0.571 ... 3 7 1 0 0 1 3 9
127 0.000 ... 1 1 0 0 0 0 3 1
128 0.000 ... 0 1 0 0 0 0 0 0
PLUS_MINUS VIDEO_AVAILABLE
126 -12 1
127 -8 1
128 -1 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
125 22015 203112 21500282 2015-12-03 SAC vs. BOS L 7 1 4
126 22015 203112 21500245 2015-11-28 SAC @ GSW L 15 4 7
127 22015 203112 21500237 2015-11-27 SAC vs. MIN L 9 0 1
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
125 0.250 ... 0 1 0 1 0 0 0 2
126 0.571 ... 3 7 1 0 0 1 3 9
127 0.000 ... 1 1 0 0 0 0 3 1
PLUS_MINUS VIDEO_AVAILABLE
125 -7 1
126 -12 1
127 -8 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
124 22015 203112 21500293 2015-12-05 SAC @ HOU L 4 1 2
125 22015 203112 21500282 2015-12-03 SAC vs. BOS L 7 1 4
126 22015 203112 21500245 2015-11-28 SAC @ GSW L 15 4 7
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
124 0.500 ... 0 1 0 0 0 0 2 2
125 0.250 ... 0 1 0 1 0 0 0 2
126 0.571 ... 3 7 1 0 0 1 3 9
PLUS_MINUS VIDEO_AVAILABLE
124 -6 1
125 -7 1
126 -12 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
123 22015 203112 21500369 2015-12-15 SAC vs. HOU W 1 0 1
124 22015 203112 21500293 2015-12-05 SAC @ HOU L 4 1 2
125 22015 203112 21500282 2015-12-03 SAC vs. BOS L 7 1 4
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
123 0.00 ... 0 0 0 0 0 0 0 0
124 0.50 ... 0 1 0 0 0 0 2 2
125 0.25 ... 0 1 0 1 0 0 0 2
PLUS_MINUS VIDEO_AVAILABLE
123 -3 1
124 -6 1
125 -7 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
122 22015 203112 21500468 2015-12-28 SAC @ GSW L 25 3 7
123 22015 203112 21500369 2015-12-15 SAC vs. HOU W 1 0 1
124 22015 203112 21500293 2015-12-05 SAC @ HOU L 4 1 2
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
122 0.429 ... 7 10 1 2 3 2 4 8
123 0.000 ... 0 0 0 0 0 0 0 0
124 0.500 ... 0 1 0 0 0 0 2 2
PLUS_MINUS VIDEO_AVAILABLE
122 -6 1
123 -3 1
124 -6 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
121 22015 203112 21500483 2015-12-30 SAC vs. PHI L 9 0 1
122 22015 203112 21500468 2015-12-28 SAC @ GSW L 25 3 7
123 22015 203112 21500369 2015-12-15 SAC vs. HOU W 1 0 1
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
121 0.000 ... 3 5 0 1 0 0 1 2
122 0.429 ... 7 10 1 2 3 2 4 8
123 0.000 ... 0 0 0 0 0 0 0 0
PLUS_MINUS VIDEO_AVAILABLE
121 6 1
122 -6 1
123 -3 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
120 22015 203112 21500496 2016-01-02 SAC vs. PHX W 4 1 2
121 22015 203112 21500483 2015-12-30 SAC vs. PHI L 9 0 1
122 22015 203112 21500468 2015-12-28 SAC @ GSW L 25 3 7
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
120 0.500 ... 0 0 0 1 0 0 1 2
121 0.000 ... 3 5 0 1 0 0 1 2
122 0.429 ... 7 10 1 2 3 2 4 8
PLUS_MINUS VIDEO_AVAILABLE
120 0 1
121 6 1
122 -6 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
119 22015 203112 21500517 2016-01-04 SAC @ OKC W 5 0 0
120 22015 203112 21500496 2016-01-02 SAC vs. PHX W 4 1 2
121 22015 203112 21500483 2015-12-30 SAC vs. PHI L 9 0 1
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
119 0.0 ... 0 1 0 0 0 0 1 0
120 0.5 ... 0 0 0 1 0 0 1 2
121 0.0 ... 3 5 0 1 0 0 1 2
PLUS_MINUS VIDEO_AVAILABLE
119 -6 1
120 0 1
121 6 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
118 22015 203112 21500523 2016-01-05 SAC @ DAL L 16 4 4
119 22015 203112 21500517 2016-01-04 SAC @ OKC W 5 0 0
120 22015 203112 21500496 2016-01-02 SAC vs. PHX W 4 1 2
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
118 1.0 ... 3 6 0 1 0 0 3 12
119 0.0 ... 0 1 0 0 0 0 1 0
120 0.5 ... 0 0 0 1 0 0 1 2
PLUS_MINUS VIDEO_AVAILABLE
118 -5 1
119 -6 1
120 0 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
117 22015 203112 21500539 2016-01-07 SAC vs. LAL W 25 8 9
118 22015 203112 21500523 2016-01-05 SAC @ DAL L 16 4 4
119 22015 203112 21500517 2016-01-04 SAC @ OKC W 5 0 0
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
117 0.889 ... 2 4 0 1 2 0 1 18
118 1.000 ... 3 6 0 1 0 0 3 12
119 0.000 ... 0 1 0 0 0 0 1 0
PLUS_MINUS VIDEO_AVAILABLE
117 16 1
118 -5 1
119 -6 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
116 22015 203112 21500556 2016-01-09 SAC vs. GSW L 22 3 4
117 22015 203112 21500539 2016-01-07 SAC vs. LAL W 25 8 9
118 22015 203112 21500523 2016-01-05 SAC @ DAL L 16 4 4
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
116 0.750 ... 2 3 0 0 0 0 3 9
117 0.889 ... 2 4 0 1 2 0 1 18
118 1.000 ... 3 6 0 1 0 0 3 12
PLUS_MINUS VIDEO_AVAILABLE
116 -8 1
117 16 1
118 -5 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
115 22015 203112 21500585 2016-01-13 SAC vs. NOP L 9 0 1
116 22015 203112 21500556 2016-01-09 SAC vs. GSW L 22 3 4
117 22015 203112 21500539 2016-01-07 SAC vs. LAL W 25 8 9
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
115 0.000 ... 2 2 1 0 1 0 0 0
116 0.750 ... 2 3 0 0 0 0 3 9
117 0.889 ... 2 4 0 1 2 0 1 18
PLUS_MINUS VIDEO_AVAILABLE
115 -1 1
116 -8 1
117 16 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
114 22015 203112 21500638 2016-01-20 SAC @ LAL W 2 1 2
115 22015 203112 21500585 2016-01-13 SAC vs. NOP L 9 0 1
116 22015 203112 21500556 2016-01-09 SAC vs. GSW L 22 3 4
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
114 0.50 ... 0 0 0 0 0 0 0 2
115 0.00 ... 2 2 1 0 1 0 0 0
116 0.75 ... 2 3 0 0 0 0 3 9
PLUS_MINUS VIDEO_AVAILABLE
114 1 1
115 -1 1
116 -8 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
113 22015 203112 21500643 2016-01-21 SAC vs. ATL W 11 1 2
114 22015 203112 21500638 2016-01-20 SAC @ LAL W 2 1 2
115 22015 203112 21500585 2016-01-13 SAC vs. NOP L 9 0 1
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
113 0.5 ... 1 1 0 0 0 0 1 4
114 0.5 ... 0 0 0 0 0 0 0 2
115 0.0 ... 2 2 1 0 1 0 0 0
PLUS_MINUS VIDEO_AVAILABLE
113 -10 1
114 1 1
115 -1 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
112 22015 203112 21500682 2016-01-26 SAC @ POR L 17 2 4
113 22015 203112 21500643 2016-01-21 SAC vs. ATL W 11 1 2
114 22015 203112 21500638 2016-01-20 SAC @ LAL W 2 1 2
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
112 0.5 ... 3 6 1 1 0 1 1 4
113 0.5 ... 1 1 0 0 0 0 1 4
114 0.5 ... 0 0 0 0 0 0 0 2
PLUS_MINUS VIDEO_AVAILABLE
112 -3 1
113 -10 1
114 1 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
111 22015 203112 21500696 2016-01-28 SAC @ NOP L 19 1 3
112 22015 203112 21500682 2016-01-26 SAC @ POR L 17 2 4
113 22015 203112 21500643 2016-01-21 SAC vs. ATL W 11 1 2
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
111 0.333 ... 7 9 0 0 0 1 2 3
112 0.500 ... 3 6 1 1 0 1 1 4
113 0.500 ... 1 1 0 0 0 0 1 4
PLUS_MINUS VIDEO_AVAILABLE
111 3 1
112 -3 1
113 -10 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
110 22015 203112 21500712 2016-01-30 SAC @ MEM L 11 3 3
111 22015 203112 21500696 2016-01-28 SAC @ NOP L 19 1 3
112 22015 203112 21500682 2016-01-26 SAC @ POR L 17 2 4
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
110 1.000 ... 1 3 0 0 0 0 2 6
111 0.333 ... 7 9 0 0 0 1 2 3
112 0.500 ... 3 6 1 1 0 1 1 4
PLUS_MINUS VIDEO_AVAILABLE
110 4 1
111 3 1
112 -3 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
109 22015 203112 21500729 2016-02-01 SAC vs. MIL W 17 2 7
110 22015 203112 21500712 2016-01-30 SAC @ MEM L 11 3 3
111 22015 203112 21500696 2016-01-28 SAC @ NOP L 19 1 3
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
109 0.286 ... 1 8 1 0 0 0 2 4
110 1.000 ... 1 3 0 0 0 0 2 6
111 0.333 ... 7 9 0 0 0 1 2 3
PLUS_MINUS VIDEO_AVAILABLE
109 -3 1
110 4 1
111 3 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
108 22015 203112 21500754 2016-02-05 SAC @ BKN L 6 0 0
109 22015 203112 21500729 2016-02-01 SAC vs. MIL W 17 2 7
110 22015 203112 21500712 2016-01-30 SAC @ MEM L 11 3 3
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
108 0.000 ... 0 0 0 0 1 0 0 0
109 0.286 ... 1 8 1 0 0 0 2 4
110 1.000 ... 1 3 0 0 0 0 2 6
PLUS_MINUS VIDEO_AVAILABLE
108 -4 1
109 -3 1
110 4 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
107 22015 203112 21500773 2016-02-07 SAC @ BOS L 3 0 0
108 22015 203112 21500754 2016-02-05 SAC @ BKN L 6 0 0
109 22015 203112 21500729 2016-02-01 SAC vs. MIL W 17 2 7
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
107 0.000 ... 0 1 0 0 0 0 0 0
108 0.000 ... 0 0 0 0 1 0 0 0
109 0.286 ... 1 8 1 0 0 0 2 4
PLUS_MINUS VIDEO_AVAILABLE
107 -2 1
108 -4 1
109 -3 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
106 22015 203112 21500775 2016-02-08 SAC @ CLE L 5 1 2
107 22015 203112 21500773 2016-02-07 SAC @ BOS L 3 0 0
108 22015 203112 21500754 2016-02-05 SAC @ BKN L 6 0 0
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
106 0.5 ... 0 1 0 1 0 0 0 3
107 0.0 ... 0 1 0 0 0 0 0 0
108 0.0 ... 0 0 0 0 1 0 0 0
PLUS_MINUS VIDEO_AVAILABLE
106 -2 1
107 -2 1
108 -4 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
105 22015 203112 21500791 2016-02-10 SAC @ PHI W 15 2 3
106 22015 203112 21500775 2016-02-08 SAC @ CLE L 5 1 2
107 22015 203112 21500773 2016-02-07 SAC @ BOS L 3 0 0
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
105 0.667 ... 1 4 0 0 2 1 3 6
106 0.500 ... 0 1 0 1 0 0 0 3
107 0.000 ... 0 1 0 0 0 0 0 0
PLUS_MINUS VIDEO_AVAILABLE
105 13 1
106 -2 1
107 -2 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
104 22015 203112 21500816 2016-02-19 SAC vs. DEN W 15 0 0
105 22015 203112 21500791 2016-02-10 SAC @ PHI W 15 2 3
106 22015 203112 21500775 2016-02-08 SAC @ CLE L 5 1 2
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
104 0.000 ... 3 3 0 0 0 1 1 0
105 0.667 ... 1 4 0 0 2 1 3 6
106 0.500 ... 0 1 0 1 0 0 0 3
PLUS_MINUS VIDEO_AVAILABLE
104 2 1
105 13 1
106 -2 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
103 22015 203112 21500842 2016-02-23 SAC @ DEN W 13 0 2
104 22015 203112 21500816 2016-02-19 SAC vs. DEN W 15 0 0
105 22015 203112 21500791 2016-02-10 SAC @ PHI W 15 2 3
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
103 0.000 ... 3 3 0 0 3 0 1 0
104 0.000 ... 3 3 0 0 0 1 1 0
105 0.667 ... 1 4 0 0 2 1 3 6
PLUS_MINUS VIDEO_AVAILABLE
103 -1 1
104 2 1
105 13 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
102 22015 203112 21500854 2016-02-24 SAC vs. SAS L 23 6 9
103 22015 203112 21500842 2016-02-23 SAC @ DEN W 13 0 2
104 22015 203112 21500816 2016-02-19 SAC vs. DEN W 15 0 0
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
102 0.667 ... 2 2 0 2 0 1 4 15
103 0.000 ... 3 3 0 0 3 0 1 0
104 0.000 ... 3 3 0 0 0 1 1 0
PLUS_MINUS VIDEO_AVAILABLE
102 13 1
103 -1 1
104 2 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
101 22015 203112 21500867 2016-02-26 SAC vs. LAC L 15 1 1
102 22015 203112 21500854 2016-02-24 SAC vs. SAS L 23 6 9
103 22015 203112 21500842 2016-02-23 SAC @ DEN W 13 0 2
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
101 1.000 ... 0 0 0 0 1 0 3 4
102 0.667 ... 2 2 0 2 0 1 4 15
103 0.000 ... 3 3 0 0 3 0 1 0
PLUS_MINUS VIDEO_AVAILABLE
101 -12 1
102 13 1
103 -1 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
100 22015 203112 21500889 2016-02-29 SAC vs. OKC L 28 5 9
101 22015 203112 21500867 2016-02-26 SAC vs. LAC L 15 1 1
102 22015 203112 21500854 2016-02-24 SAC vs. SAS L 23 6 9
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
100 0.556 ... 0 4 2 3 0 0 3 10
101 1.000 ... 0 0 0 0 1 0 3 4
102 0.667 ... 2 2 0 2 0 1 4 15
PLUS_MINUS VIDEO_AVAILABLE
100 -16 1
101 -12 1
102 13 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
99 22015 203112 21500902 2016-03-02 SAC @ MEM L 26 5 6
100 22015 203112 21500889 2016-02-29 SAC vs. OKC L 28 5 9
101 22015 203112 21500867 2016-02-26 SAC vs. LAC L 15 1 1
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
99 0.833 ... 2 3 1 1 0 1 5 11
100 0.556 ... 0 4 2 3 0 0 3 10
101 1.000 ... 0 0 0 0 1 0 3 4
PLUS_MINUS VIDEO_AVAILABLE
99 -5 1
100 -16 1
101 -12 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
98 22015 203112 21500910 2016-03-03 SAC @ DAL W 16 2 2
99 22015 203112 21500902 2016-03-02 SAC @ MEM L 26 5 6
100 22015 203112 21500889 2016-02-29 SAC vs. OKC L 28 5 9
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
98 1.000 ... 3 3 0 0 0 2 1 4
99 0.833 ... 2 3 1 1 0 1 5 11
100 0.556 ... 0 4 2 3 0 0 3 10
PLUS_MINUS VIDEO_AVAILABLE
98 1 1
99 -5 1
100 -16 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
97 22015 203112 21500928 2016-03-05 SAC @ SAS L 31 7 7
98 22015 203112 21500910 2016-03-03 SAC @ DAL W 16 2 2
99 22015 203112 21500902 2016-03-02 SAC @ MEM L 26 5 6
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
97 1.000 ... 6 7 1 1 0 1 4 16
98 1.000 ... 3 3 0 0 0 2 1 4
99 0.833 ... 2 3 1 1 0 1 5 11
PLUS_MINUS VIDEO_AVAILABLE
97 -10 1
98 1 1
99 -5 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
96 22015 203112 21500941 2016-03-07 SAC @ NOP L 20 1 2
97 22015 203112 21500928 2016-03-05 SAC @ SAS L 31 7 7
98 22015 203112 21500910 2016-03-03 SAC @ DAL W 16 2 2
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
96 0.5 ... 6 8 2 0 0 0 3 2
97 1.0 ... 6 7 1 1 0 1 4 16
98 1.0 ... 3 3 0 0 0 2 1 4
PLUS_MINUS VIDEO_AVAILABLE
96 1 1
97 -10 1
98 1 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
95 22015 203112 21500957 2016-03-09 SAC vs. CLE L 21 3 5
96 22015 203112 21500941 2016-03-07 SAC @ NOP L 20 1 2
97 22015 203112 21500928 2016-03-05 SAC @ SAS L 31 7 7
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
95 0.6 ... 4 4 0 0 1 0 3 8
96 0.5 ... 6 8 2 0 0 0 3 2
97 1.0 ... 6 7 1 1 0 1 4 16
PLUS_MINUS VIDEO_AVAILABLE
95 -6 1
96 1 1
97 -10 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
94 22015 203112 21500970 2016-03-11 SAC vs. ORL L 14 1 2
95 22015 203112 21500957 2016-03-09 SAC vs. CLE L 21 3 5
96 22015 203112 21500941 2016-03-07 SAC @ NOP L 20 1 2
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
94 0.5 ... 3 4 1 0 0 1 2 3
95 0.6 ... 4 4 0 0 1 0 3 8
96 0.5 ... 6 8 2 0 0 0 3 2
PLUS_MINUS VIDEO_AVAILABLE
94 -15 1
95 -6 1
96 1 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
93 22015 203112 21500986 2016-03-13 SAC vs. UTA L 11 1 2
94 22015 203112 21500970 2016-03-11 SAC vs. ORL L 14 1 2
95 22015 203112 21500957 2016-03-09 SAC vs. CLE L 21 3 5
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
93 0.5 ... 1 1 0 0 0 0 2 2
94 0.5 ... 3 4 1 0 0 1 2 3
95 0.6 ... 4 4 0 0 1 0 3 8
PLUS_MINUS VIDEO_AVAILABLE
93 -17 1
94 -15 1
95 -6 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
92 22015 203112 21501002 2016-03-15 SAC @ LAL W 5 0 1
93 22015 203112 21500986 2016-03-13 SAC vs. UTA L 11 1 2
94 22015 203112 21500970 2016-03-11 SAC vs. ORL L 14 1 2
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
92 0.0 ... 1 1 0 0 0 0 0 1
93 0.5 ... 1 1 0 0 0 0 2 2
94 0.5 ... 3 4 1 0 0 1 2 3
PLUS_MINUS VIDEO_AVAILABLE
92 -5 1
93 -17 1
94 -15 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
91 22015 203112 21501010 2016-03-16 SAC vs. NOP L 14 2 2
92 22015 203112 21501002 2016-03-15 SAC @ LAL W 5 0 1
93 22015 203112 21500986 2016-03-13 SAC vs. UTA L 11 1 2
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
91 1.0 ... 1 1 0 1 0 0 3 5
92 0.0 ... 1 1 0 0 0 0 0 1
93 0.5 ... 1 1 0 0 0 0 2 2
PLUS_MINUS VIDEO_AVAILABLE
91 10 1
92 -5 1
93 -17 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
90 22015 203112 21501022 2016-03-18 SAC @ DET L 18 1 3
91 22015 203112 21501010 2016-03-16 SAC vs. NOP L 14 2 2
92 22015 203112 21501002 2016-03-15 SAC @ LAL W 5 0 1
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
90 0.333 ... 1 3 1 1 0 1 2 6
91 1.000 ... 1 1 0 1 0 0 3 5
92 0.000 ... 1 1 0 0 0 0 0 1
PLUS_MINUS VIDEO_AVAILABLE
90 -6 1
91 10 1
92 -5 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
89 22015 203112 21501042 2016-03-20 SAC @ NYK W 23 1 4
90 22015 203112 21501022 2016-03-18 SAC @ DET L 18 1 3
91 22015 203112 21501010 2016-03-16 SAC vs. NOP L 14 2 2
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
89 0.250 ... 4 4 1 1 0 1 2 3
90 0.333 ... 1 3 1 1 0 1 2 6
91 1.000 ... 1 1 0 1 0 0 3 5
PLUS_MINUS VIDEO_AVAILABLE
89 3 1
90 -6 1
91 10 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
88 22015 203112 21501049 2016-03-21 SAC @ CHI L 11 1 2
89 22015 203112 21501042 2016-03-20 SAC @ NYK W 23 1 4
90 22015 203112 21501022 2016-03-18 SAC @ DET L 18 1 3
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
88 0.500 ... 1 1 0 0 0 0 2 2
89 0.250 ... 4 4 1 1 0 1 2 3
90 0.333 ... 1 3 1 1 0 1 2 6
PLUS_MINUS VIDEO_AVAILABLE
88 -3 1
89 3 1
90 -6 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
87 22015 203112 21501062 2016-03-23 SAC @ MIN L 22 4 5
88 22015 203112 21501049 2016-03-21 SAC @ CHI L 11 1 2
89 22015 203112 21501042 2016-03-20 SAC @ NYK W 23 1 4
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
87 0.80 ... 0 2 1 0 0 1 3 9
88 0.50 ... 1 1 0 0 0 0 2 2
89 0.25 ... 4 4 1 1 0 1 2 3
PLUS_MINUS VIDEO_AVAILABLE
87 -7 1
88 -3 1
89 3 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
86 22015 203112 21501079 2016-03-25 SAC vs. PHX W 19 4 9
87 22015 203112 21501062 2016-03-23 SAC @ MIN L 22 4 5
88 22015 203112 21501049 2016-03-21 SAC @ CHI L 11 1 2
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
86 0.444 ... 7 7 0 0 2 1 4 14
87 0.800 ... 0 2 1 0 0 1 3 9
88 0.500 ... 1 1 0 0 0 0 2 2
PLUS_MINUS VIDEO_AVAILABLE
86 9 1
87 -7 1
88 -3 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
85 22015 203112 21501095 2016-03-27 SAC vs. DAL W 17 3 4
86 22015 203112 21501079 2016-03-25 SAC vs. PHX W 19 4 9
87 22015 203112 21501062 2016-03-23 SAC @ MIN L 22 4 5
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
85 0.750 ... 2 3 0 2 0 0 1 7
86 0.444 ... 7 7 0 0 2 1 4 14
87 0.800 ... 0 2 1 0 0 1 3 9
PLUS_MINUS VIDEO_AVAILABLE
85 8 1
86 9 1
87 -7 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
84 22015 203112 21501105 2016-03-28 SAC @ POR L 28 4 8
85 22015 203112 21501095 2016-03-27 SAC vs. DAL W 17 3 4
86 22015 203112 21501079 2016-03-25 SAC vs. PHX W 19 4 9
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
84 0.500 ... 3 4 1 1 1 1 3 10
85 0.750 ... 2 3 0 2 0 0 1 7
86 0.444 ... 7 7 0 0 2 1 4 14
PLUS_MINUS VIDEO_AVAILABLE
84 -4 1
85 8 1
86 9 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
83 22015 203112 21501120 2016-03-30 SAC vs. WAS W 13 3 3
84 22015 203112 21501105 2016-03-28 SAC @ POR L 28 4 8
85 22015 203112 21501095 2016-03-27 SAC vs. DAL W 17 3 4
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
83 1.00 ... 4 5 0 1 0 0 1 7
84 0.50 ... 3 4 1 1 1 1 3 10
85 0.75 ... 2 3 0 2 0 0 1 7
PLUS_MINUS VIDEO_AVAILABLE
83 3 1
84 -4 1
85 8 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
82 22015 203112 21501135 2016-04-01 SAC vs. MIA L 14 2 6
83 22015 203112 21501120 2016-03-30 SAC vs. WAS W 13 3 3
84 22015 203112 21501105 2016-03-28 SAC @ POR L 28 4 8
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
82 0.333 ... 0 2 0 0 0 0 2 4
83 1.000 ... 4 5 0 1 0 0 1 7
84 0.500 ... 3 4 1 1 1 1 3 10
PLUS_MINUS VIDEO_AVAILABLE
82 -10 1
83 3 1
84 -4 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
81 22015 203112 21501141 2016-04-02 SAC @ DEN W 17 2 8
82 22015 203112 21501135 2016-04-01 SAC vs. MIA L 14 2 6
83 22015 203112 21501120 2016-03-30 SAC vs. WAS W 13 3 3
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
81 0.250 ... 4 6 2 0 1 0 2 5
82 0.333 ... 0 2 0 0 0 0 2 4
83 1.000 ... 4 5 0 1 0 0 1 7
PLUS_MINUS VIDEO_AVAILABLE
81 -5 1
82 -10 1
83 3 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
80 22015 203112 21501162 2016-04-05 SAC vs. POR L 15 3 5
81 22015 203112 21501141 2016-04-02 SAC @ DEN W 17 2 8
82 22015 203112 21501135 2016-04-01 SAC vs. MIA L 14 2 6
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
80 0.600 ... 0 0 0 0 0 0 1 8
81 0.250 ... 4 6 2 0 1 0 2 5
82 0.333 ... 0 2 0 0 0 0 2 4
PLUS_MINUS VIDEO_AVAILABLE
80 -15 1
81 -5 1
82 -10 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
79 22015 203112 21501176 2016-04-07 SAC vs. MIN L 28 7 12
80 22015 203112 21501162 2016-04-05 SAC vs. POR L 15 3 5
81 22015 203112 21501141 2016-04-02 SAC @ DEN W 17 2 8
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
79 0.583 ... 3 6 1 0 1 1 3 17
80 0.600 ... 0 0 0 0 0 0 1 8
81 0.250 ... 4 6 2 0 1 0 2 5
PLUS_MINUS VIDEO_AVAILABLE
79 -10 1
80 -15 1
81 -5 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
78 22015 203112 21501193 2016-04-09 SAC vs. OKC W 21 3 5
79 22015 203112 21501176 2016-04-07 SAC vs. MIN L 28 7 12
80 22015 203112 21501162 2016-04-05 SAC vs. POR L 15 3 5
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
78 0.600 ... 5 8 0 1 0 1 1 7
79 0.583 ... 3 6 1 0 1 1 3 17
80 0.600 ... 0 0 0 0 0 0 1 8
PLUS_MINUS VIDEO_AVAILABLE
78 16 1
79 -10 1
80 -15 1
[3 rows x 27 columns]
SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \
77 22015 203112 21501211 2016-04-11 SAC @ PHX W 16 2 2
78 22015 203112 21501193 2016-04-09 SAC vs. OKC W 21 3 5
79 22015 203112 21501176 2016-04-07 SAC vs. MIN L 28 7 12
FG_PCT ... DREB REB AST STL BLK TOV PF PTS \
77 1.000 ... 0 1 1 1 2 3 2 9
78 0.600 ... 5 8 0 1 0 1 1 7
79 0.583 ... 3 6 1 0 1 1 3 17
PLUS_MINUS VIDEO_AVAILABLE
77 8 1
78 16 1
79 -10 1
[3 rows x 27 columns]
In [23]:
stats
Out[23]:
Game_ID
PTS
PTS_avg
134
21500067.0
0.0
NaN
133
21500092.0
3.0
0.000000
132
21500103.0
3.0
1.500000
131
21500137.0
3.0
2.000000
130
21500150.0
2.0
3.000000
129
21500169.0
0.0
2.666667
128
21500175.0
0.0
1.666667
127
21500237.0
1.0
0.666667
126
21500245.0
9.0
0.333333
125
21500282.0
2.0
3.333333
124
21500293.0
2.0
4.000000
123
21500369.0
0.0
4.333333
122
21500468.0
8.0
1.333333
121
21500483.0
2.0
3.333333
120
21500496.0
2.0
3.333333
119
21500517.0
0.0
4.000000
118
21500523.0
12.0
1.333333
117
21500539.0
18.0
4.666667
116
21500556.0
9.0
10.000000
115
21500585.0
0.0
13.000000
114
21500638.0
2.0
9.000000
113
21500643.0
4.0
3.666667
112
21500682.0
4.0
2.000000
111
21500696.0
3.0
3.333333
110
21500712.0
6.0
3.666667
109
21500729.0
4.0
4.333333
108
21500754.0
0.0
4.333333
107
21500773.0
0.0
3.333333
106
21500775.0
3.0
1.333333
105
21500791.0
6.0
1.000000
104
21500816.0
0.0
3.000000
103
21500842.0
0.0
3.000000
102
21500854.0
15.0
2.000000
101
21500867.0
4.0
5.000000
100
21500889.0
10.0
6.333333
99
21500902.0
11.0
9.666667
98
21500910.0
4.0
8.333333
97
21500928.0
16.0
8.333333
96
21500941.0
2.0
10.333333
95
21500957.0
8.0
7.333333
94
21500970.0
3.0
8.666667
93
21500986.0
2.0
4.333333
92
21501002.0
1.0
4.333333
91
21501010.0
5.0
2.000000
90
21501022.0
6.0
2.666667
89
21501042.0
3.0
4.000000
88
21501049.0
2.0
4.666667
87
21501062.0
9.0
3.666667
86
21501079.0
14.0
4.666667
85
21501095.0
7.0
8.333333
84
21501105.0
10.0
10.000000
83
21501120.0
7.0
10.333333
82
21501135.0
4.0
8.000000
81
21501141.0
5.0
7.000000
80
21501162.0
8.0
5.333333
79
21501176.0
17.0
5.666667
78
21501193.0
7.0
10.000000
77
21501211.0
9.0
10.666667
76
21501224.0
10.0
11.000000
In [26]:
---------------------------------------------------------------------------
ImportError Traceback (most recent call last)
<ipython-input-26-758b8d67f268> in <module>()
----> 1 from Regression.Reg_Model import Reg_Model
2 p = Player(pid=203112)
3 ga = p.game_logs
4 stats=p.get_stats('GAME_DATE', 'Game_ID', 'PTS', ['PTS', 'MIN', 'FGM', 'FGA', 'FG_PCT'],5)
5 model = Reg_Model()
ImportError: No module named Regression.Reg_Model
In [ ]:
Content source: mprego/NBA
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