안녕하세요. PSYda입니다.
이번 포스팅에서는 DataFrame의 집계(그루핑) 함수에 대해 알아보겠습니다.
집계함수란 데이터를 몇몇의 집단으로 나누어 집단간 평균, 합계 등의 연산을 수행하는 함수를 얘기합니다.
예를 들어 고등학교 학생 전체 성적 데이터가 있을 경우 반별로 영어성적에 대한 평균을 내거나, 과목별로 학생들의 성적에 대한 평균을 내는 것과 같습니다.
예와 같이 집계함수를 적용하기 위해서는 3가지 값이 필요하며, 그 값은 그룹할 기준(반별 또는 과목별), 연산을 수행할 값(영어성적), 연산 함수(평균) 입니다.
이번 포스팅에서 소개할 내용을 요약하면 아래와 같습니다.
- groupby 함수을 사용한 DataFrame 집계
- pivot_table 함수를 사용한 DataFrame 집계
실습에 사용한 데이터는 fifa19에 등장하는 축구선수들의 능력치 데이터입니다.
데이터는 여기에서 다운로드 받을 수 있습니다.
9. DataFrame의 집계함수
DataFrame을 집계할 수 있는 두 개의 함수
- groupby
- pivot_table
9.1 groupby 함수
groupby 함수를 사용한 집계 연산은 두 단계로 이루어짐
- DataFrame을 그룹별로 나누는 단계
- 나누어진 그룹에서 집계 함수(sum, mean, max 등)를 수행하는 단계
Library import
import pandas as pd
from pandas import Series , DataFrame
import numpy as np
player = pd.read_csv('data/Ch10_1_fifaStats2.csv')
player.head()
| Name | Age | Nationality | Club | Preferred Foot | Crossing | Dribbling | LongPassing | ShotPower | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | L. Messi | 31 | Argentina | FC Barcelona | Left | 84.0 | 97.0 | 87.0 | 85.0 |
| 1 | Cristiano Ronaldo | 33 | Portugal | Juventus | Right | 84.0 | 88.0 | 77.0 | 95.0 |
| 2 | Neymar Jr | 26 | Brazil | Paris Saint-Germain | Right | 79.0 | 96.0 | 78.0 | 80.0 |
| 3 | De Gea | 27 | Spain | Manchester United | Right | 17.0 | 18.0 | 51.0 | 31.0 |
| 4 | K. De Bruyne | 27 | Belgium | Manchester City | Right | 93.0 | 86.0 | 91.0 | 91.0 |
9.1.1 그룹핑 한줄로 수행하기
팀별로 선수의 능력치에 대한 평균값 확인(최상위 5개 팀 조회)
spByTeam = player.groupby('Club').mean()
spByTeam.sort_values(by = 'LongPassing', ascending = False).head()
| Age | Crossing | Dribbling | LongPassing | ShotPower | |
|---|---|---|---|---|---|
| Club | |||||
| Chelsea | 25.212121 | 59.484848 | 65.666667 | 65.787879 | 64.060606 |
| FC Barcelona | 23.848485 | 59.818182 | 66.121212 | 65.727273 | 64.303030 |
| Manchester United | 24.757576 | 62.242424 | 66.878788 | 65.727273 | 66.151515 |
| Manchester City | 23.909091 | 59.696970 | 66.151515 | 65.727273 | 65.606061 |
| Paris Saint-Germain | 24.566667 | 63.133333 | 68.833333 | 65.500000 | 64.500000 |
특정 하나의 컬럼만 조회하기(Series로 결과 출력됨)
팀별로 Shotpower의 평균을 계산하여 평균값이 제일 높은 5개 팀 조회
spByTeam2 = player.groupby('Club')['ShotPower'].mean()
spByTeam2.sort_values(ascending = False).head()
Club
Juventus 68.000000
Ajax 67.400000
Olympiacos CFP 67.000000
SL Benfica 66.714286
Lazio 66.687500
Name: ShotPower, dtype: float64
특정 두 개 이상의 컬럼 조회(DataFrame으로 결과 출력됨)
팀별로 롱패스와 드리블 능력치 평균값 계산하여 최상위 5개 팀 조회
spByTeam3 = player.groupby('Club')[['LongPassing', 'Dribbling']].mean()
spByTeam3.sort_values(by = 'LongPassing', ascending = False).head()
| LongPassing | Dribbling | |
|---|---|---|
| Club | ||
| Chelsea | 65.787879 | 65.666667 |
| FC Barcelona | 65.727273 | 66.121212 |
| Manchester United | 65.727273 | 66.878788 |
| Manchester City | 65.727273 | 66.151515 |
| Paris Saint-Germain | 65.500000 | 68.833333 |
두 개 이상의 변수로 그룹핑(Multi Index로 결과 조회됨)
팀 + 나라로 그룹핑하여 롱패스와 드리블 능력치 평균값 최상위 5개 팀+나라 조회
spByTeam4 = player.groupby(['Nationality','Club'])[['LongPassing', 'Dribbling']].mean()
spByTeam4.sort_values(by= 'LongPassing', ascending = False).head()
| LongPassing | Dribbling | ||
|---|---|---|---|
| Nationality | Club | ||
| Germany | Real Madrid | 93.0 | 81.0 |
| Croatia | FC Barcelona | 90.0 | 84.0 |
| Denmark | Tottenham Hotspur | 88.0 | 84.0 |
| Croatia | Real Madrid | 88.0 | 90.0 |
| Argentina | FC Barcelona | 87.0 | 97.0 |
9.1.2 groupby 원리 파헤치기
9.1.2.1 groupby 함수를 이용하면 Groupby 객체가 생성됨
playerGroup = player.groupby('Club')
playerGroup
<pandas.core.groupby.generic.DataFrameGroupBy object at 0x000002211EE1F940>
groupby 객체에서 groups 함수를 이용해 그룹별로 나누어진 값을 dict형태(key와 values)로 확인 가능
playerGroup.groups
{' SSV Jahn Regensburg': Int64Index([ 4587, 4840, 5260, 5335, 6184, 6783, 6917, 6954, 7184,
7195, 7633, 7657, 7867, 8337, 8933, 9024, 9212, 10285,
10312, 10686, 11059, 11244, 11861, 12363, 12671, 14161, 14319,
16105, 17786],
dtype='int64'),
'1. FC Heidenheim 1846': Int64Index([ 2053, 4348, 4812, 5093, 5722, 6135, 6208, 6294, 6333,
6545, 6678, 7595, 7723, 8543, 8567, 9040, 9380, 9535,
9890, 12004, 12350, 12356, 12654, 14737, 15318, 15842, 16503,
17538],
dtype='int64'),
'1. FC Kaiserslautern': Int64Index([ 5084, 5445, 6372, 7728, 8550, 9335, 9487, 9554, 9563,
9812, 9886, 10211, 10469, 10554, 11029, 11091, 12485, 14037,
14758, 15230, 15285, 15392, 15951, 16788, 17268, 17524],
dtype='int64'),
'1. FC Köln': Int64Index([ 189, 605, 958, 1439, 1461, 1670, 1683, 2010, 2077,
2294, 2533, 2681, 2771, 2868, 2906, 3275, 4412, 4542,
5259, 5265, 6495, 7391, 8332, 12091, 12241, 14148, 17473,
17680],
dtype='int64'),
'1. FC Magdeburg': Int64Index([ 4309, 5404, 5496, 6110, 6340, 6531, 7114, 7172, 7383,
7678, 7846, 8181, 8218, 9512, 10031, 10129, 10162, 10653,
10942, 11510, 12235, 12790, 13636, 14889, 16409, 16687],
dtype='int64'),
'1. FC Nürnberg': Int64Index([ 1298, 1864, 2354, 2391, 2510, 2577, 2643, 2677, 2891,
3278, 4250, 4851, 5243, 5613, 6001, 6057, 6324, 6376,
6517, 6652, 9882, 10406, 10717, 11159, 13842, 13884, 14477,
15123, 15755],
dtype='int64'),
'1. FC Union Berlin': Int64Index([ 2670, 3051, 3425, 3439, 3491, 3594, 3649, 3668, 3888,
4055, 4137, 4568, 4871, 4905, 5882, 6254, 6257, 6566,
6824, 7119, 7667, 8607, 8860, 9784, 9940, 16322, 16583,
17643],
dtype='int64'),
'1. FSV Mainz 05': Int64Index([ 594, 722, 899, 1168, 1381, 1504, 2197, 2252, 2367,
2490, 2748, 2752, 2809, 2878, 2980, 2981, 3021, 3365,
3408, 3827, 3987, 4597, 5848, 5929, 6593, 7941, 11396,
12055, 14045, 15566, 15838, 15843],
dtype='int64'),
'AC Ajaccio': Int64Index([ 3152, 4005, 4429, 4790, 5030, 5371, 6456, 6601, 7554,
7865, 8742, 8899, 9607, 9798, 10869, 11789, 12678, 13770,
14711, 16327, 17082, 17523, 17547],
dtype='int64'),
'AC Horsens': Int64Index([ 7068, 7721, 8614, 8902, 10573, 10629, 11103, 11700, 11851,
11920, 12305, 13296, 13450, 13484, 14542, 15069, 15524, 15729,
16527, 16802, 17056, 17309, 17903, 17998, 18049],
dtype='int64'),
'AD Alcorcón': Int64Index([ 3216, 3341, 3782, 4299, 4627, 4872, 5181, 5396, 5657,
5797, 5806, 5840, 6455, 6660, 7083, 7247, 7823, 8027,
8157, 8563, 8810, 9920, 11566, 11990, 12310, 12331, 12589,
14157, 14789],
dtype='int64'),
'ADO Den Haag': Int64Index([ 1830, 3085, 3148, 3323, 3777, 3959, 4828, 5472, 5765,
6203, 7778, 7854, 8421, 8575, 8788, 8837, 9642, 10092,
10763, 11525, 11971, 12002, 13545, 13640, 14313, 14417, 15603,
15782],
dtype='int64'),
'AEK Athens': Int64Index([ 1242, 1316, 1353, 1359, 2274, 2433, 2675, 2894, 3075,
3299, 3347, 3486, 3815, 3925, 3988, 4654, 5005, 5253,
5541, 5546, 6039, 6508, 8198, 10447, 10841, 11149, 15292,
17418],
dtype='int64'),
'AFC Wimbledon': Int64Index([ 8396, 8887, 10116, 10434, 10729, 11406, 11708, 11748, 12259,
12371, 12431, 12446, 12894, 13176, 13460, 13605, 14783, 15973,
16416, 16605, 17377, 17441, 17444, 17542, 17569, 17985],
dtype='int64'),
'AIK': Int64Index([ 2133, 2778, 2839, 2850, 3602, 4301, 4614, 5469, 6096,
7968, 8209, 8398, 8629, 9339, 9708, 10337, 11599, 12851,
13319, 13863, 14624, 16612, 16628, 16686, 16923, 17022, 17690],
dtype='int64'),
'AJ Auxerre': Int64Index([ 2690, 3581, 4040, 4069, 4141, 4624, 4817, 4848, 6255,
6493, 7196, 7407, 7501, 7762, 8558, 9836, 10103, 10133,
10547, 10703, 10790, 13669, 14992, 15695, 15746, 16129, 16809],
dtype='int64'),
'AS Béziers': Int64Index([ 4264, 9276, 9906, 10268, 10768, 10983, 11139, 11609, 11617,
11740, 12054, 12785, 12926, 13067, 13246, 13679, 13792, 13839,
15247, 15375, 16051, 16189, 16271, 16731, 16981, 17240],
dtype='int64'),
'AS Monaco': Int64Index([ 148, 201, 202, 440, 577, 636, 693, 775, 780,
840, 988, 1528, 1535, 1725, 1731, 1885, 2015, 2130,
2231, 3227, 3612, 5057, 5270, 7758, 9049, 9485, 9567,
10501, 11457, 11613, 12783, 13293, 13563],
dtype='int64'),
'AS Nancy Lorraine': Int64Index([ 4887, 6068, 6177, 6576, 6991, 6997, 7303, 7497, 7741,
8068, 8104, 8169, 8379, 8387, 8535, 8946, 9543, 10155,
10832, 11146, 11555, 12150, 13053, 13719, 14806, 15579, 16134,
16547, 17039, 17202],
dtype='int64'),
'AS Saint-Étienne': Int64Index([ 147, 536, 678, 857, 869, 1299, 1305, 1509, 1679,
1738, 2708, 2734, 2908, 3215, 5564, 5991, 7294, 7397,
12079, 13570, 15087, 15507, 15998, 16791],
dtype='int64'),
'AZ Alkmaar': Int64Index([ 1574, 1576, 1924, 2149, 2351, 2370, 2607, 2649, 2736,
3023, 3315, 3646, 4077, 4271, 4878, 5247, 5507, 5642,
5816, 6306, 7321, 8375, 8388, 8900, 8916, 9158, 9268,
9957, 11213, 12248],
dtype='int64'),
'Aalborg BK': Int64Index([ 3367, 3606, 3628, 3655, 6557, 7090, 7297, 8881, 8948,
9080, 10878, 11295, 11737, 11898, 12284, 13159, 14520, 14595,
15974, 16549, 17110, 17645, 17744, 17814, 17825, 17957, 18064],
dtype='int64'),
'Aarhus GF': Int64Index([ 5570, 6635, 6837, 7233, 7733, 8427, 9615, 9633, 9971,
10002, 10038, 10062, 10295, 11391, 11757, 12286, 12965, 13329,
14995, 17062, 17604, 17875, 17879, 17885, 17939, 17969, 18006],
dtype='int64'),
'Aberdeen': Int64Index([ 2290, 2815, 4294, 4608, 4838, 6311, 7010, 7780, 8202,
8221, 8252, 8526, 9067, 9202, 9345, 9938, 10070, 10361,
10685, 12638, 14463, 15209, 16518, 17551, 17729, 17981, 18072],
dtype='int64'),
'Accrington Stanley': Int64Index([ 6677, 7219, 8839, 9072, 9362, 10482, 10844, 11615, 11675,
11736, 13088, 13321, 13759, 13769, 14184, 14777, 15046, 15206,
15325, 15413, 15622, 15699, 15749, 16210, 16304, 17650, 17726,
17760],
dtype='int64'),
'Adelaide United': Int64Index([ 3263, 4128, 6940, 7032, 8245, 8970, 9186, 9529, 9767,
12095, 12280, 12442, 12902, 13565, 14472, 14886, 15246, 15493,
15733, 17354, 17713, 17789, 17918, 17933, 18009],
dtype='int64'),
'Ajax': Int64Index([ 171, 226, 323, 365, 426, 445, 494, 557, 973,
1028, 1102, 1327, 1399, 1541, 2951, 2991, 3399, 3527,
3556, 5073, 5415, 5520, 6680, 6711, 7376, 7947, 8774,
9962, 10015, 10137],
dtype='int64'),
'Akhisar Belediyespor': Int64Index([ 1293, 1447, 2657, 3121, 3302, 4009, 4230, 4300, 4302,
4449, 4832, 5207, 5230, 5669, 6293, 6415, 7022, 7210,
7245, 7393, 10048, 10525, 10753, 12057, 12270, 14055],
dtype='int64'),
'Al Ahli': Int64Index([ 673, 763, 868, 1032, 2186, 2683, 3719, 4504, 4679,
5316, 5696, 5738, 6730, 7100, 7102, 8578, 9090, 11341,
11978, 14374, 14899, 15187, 16579, 16617, 16667, 17017, 17021,
17023, 17134, 17532],
dtype='int64'),
'Al Batin': Int64Index([ 3610, 4182, 5266, 6089, 7107, 8822, 9680, 9878, 12368,
12410, 13338, 13393, 13537, 14536, 14869, 15469, 15968, 16319,
16326, 16455, 16950, 17405, 17437, 17500, 17627, 17696, 17731,
18055, 18094, 18095],
dtype='int64'),
'Al Faisaly': Int64Index([ 3595, 5544, 5584, 6231, 7095, 7103, 7295, 7382, 8077,
9975, 9983, 10191, 10887, 11321, 11528, 12512, 13052, 13308,
14467, 14590, 15664, 16161, 16226, 16295, 16296, 16457, 16690,
16843, 16988, 17032],
dtype='int64'),
'Al Fateh': Int64Index([ 3133, 6658, 6921, 8360, 9259, 9993, 10321, 11634, 11716,
11847, 12094, 12665, 13037, 13528, 13904, 14130, 14344, 15084,
15226, 15585, 16538, 16808, 17363, 17365, 17670, 17675, 17873,
17982],
dtype='int64'),
'Al Fayha': Int64Index([ 2674, 4327, 4942, 5616, 5758, 5834, 6378, 8045, 9650,
10037, 10394, 11756, 11959, 12140, 12281, 12386, 12763, 12838,
12995, 13376, 14023, 15596, 16169, 16531, 16599, 16733, 16985,
17231],
dtype='int64'),
'Al Hazem': Int64Index([ 4896, 4949, 6603, 6949, 7864, 8595, 9233, 11190, 12118,
12308, 12810, 13963, 14101, 14119, 14125, 14216, 14363, 14523,
14698, 14710, 15057, 15346, 15858, 16209, 16303, 16608, 16886,
16922, 17038, 17357],
dtype='int64'),
'Al Hilal': Int64Index([ 404, 832, 1136, 1170, 2054, 2145, 2723, 2917, 3014,
3084, 3738, 3819, 4687, 5398, 5666, 5993, 7310, 7487,
8100, 9240, 9570, 9755, 10561, 12932, 14339, 14697, 14713,
15601, 16627, 16762],
dtype='int64'),
'Al Ittihad': Int64Index([ 923, 1195, 3173, 3319, 3461, 4629, 4754, 5378, 5625,
6897, 6911, 7011, 7403, 7522, 7676, 8843, 9408, 10358,
11479, 11560, 11802, 12630, 12980, 13074, 14779, 15687, 15744,
15761, 16167, 17216],
dtype='int64'),
'Al Nassr': Int64Index([ 208, 765, 1754, 1789, 2069, 3557, 4021, 5069, 5211,
5714, 5743, 6857, 7786, 8854, 8867, 9089, 11568, 12185,
12466, 12706, 13261, 15245, 15689, 15698, 16586, 17054, 17482,
17849, 18019],
dtype='int64'),
'Al Qadisiyah': Int64Index([ 2768, 3635, 4863, 5518, 7774, 8431, 8919, 9675, 10472,
10652, 10765, 10991, 11003, 11054, 11780, 12285, 12632, 12722,
12971, 14173, 15379, 16372, 16492, 16611, 16618, 16621, 16703,
17034, 17055, 17302],
dtype='int64'),
'Al Raed': Int64Index([ 4030, 4132, 5058, 5330, 6553, 6674, 9210, 10330, 10672,
11867, 13276, 13287, 13421, 13471, 13559, 13843, 13862, 13996,
14345, 14614, 14750, 15111, 15653, 15872, 16476, 17323, 17461,
17722, 17724, 18114],
dtype='int64'),
'Al Shabab': Int64Index([ 1730, 3430, 4131, 4681, 4787, 5961, 6035, 7036, 7982,
9241, 9375, 11385, 11464, 11580, 11616, 12948, 13541, 13694,
14156, 14773, 14838, 15251, 15750, 15879, 16083, 16867, 17006,
17077, 17078, 17889],
dtype='int64'),
'Al Taawoun': Int64Index([ 1251, 1848, 2750, 5113, 6585, 8690, 8717, 10332, 10572,
10966, 11547, 11928, 11973, 12075, 13191, 13387, 14133, 14529,
14691, 14906, 15159, 15284, 16220, 16420, 17647, 17671, 17816,
17830, 18077],
dtype='int64'),
'Al Wehda': Int64Index([ 908, 1590, 2112, 2215, 2527, 3033, 3181, 3285, 5208,
6022, 9297, 10054, 10506, 11279, 12249, 12586, 12816, 13258,
14143, 14331, 14785, 14968, 15402, 15727, 15934, 16528, 16540,
16834, 17051, 17189],
dtype='int64'),
'Alanyaspor': Int64Index([ 1440, 1784, 2022, 2037, 2476, 2789, 3195, 3494, 3573,
3579, 4421, 4521, 5104, 5703, 5849, 6229, 6459, 6907,
6980, 7500, 8039, 8293, 9629, 10290, 14439, 16125, 16338,
16370, 16640, 16909],
dtype='int64'),
'Albacete BP': Int64Index([ 1771, 4349, 4657, 4864, 4990, 5651, 5837, 5905, 6175,
6494, 6723, 6886, 7768, 8278, 8385, 8417, 8516, 8757,
10208, 11004, 12159, 12224, 12267, 12688, 12975, 13260, 14423,
15168, 16786, 16792],
dtype='int64'),
'Alianza Petrolera': Int64Index([ 4176, 6848, 6932, 6948, 7153, 7799, 7820, 7983, 8572,
9519, 9718, 9805, 9941, 10297, 10416, 11729, 12352, 12490,
12996, 13163, 13326, 14688, 14815, 15427, 16087, 16440, 16634,
17337],
dtype='int64'),
'Amiens SC': Int64Index([ 1013, 1260, 1382, 1386, 1745, 1747, 2090, 2134, 2492,
2915, 3233, 3274, 3622, 3742, 4101, 5108, 5374, 5711,
5813, 7722, 7732, 11652, 13491, 13555, 14919, 14928, 15590,
15863, 16015],
dtype='int64'),
'América FC (Minas Gerais)': Int64Index([ 565, 1711, 2209, 2665, 2788, 3555, 3665, 3810, 3968,
4254, 4448, 4891, 7208, 7375, 7459, 7748, 9536, 10008,
11167, 12027],
dtype='int64'),
'América de Cali': Int64Index([ 3356, 4346, 4630, 4921, 5203, 5785, 5831, 6142, 6202,
7309, 8333, 8760, 8801, 8890, 8903, 9133, 9808, 10060,
11369, 11731, 12176, 16207, 16274, 16487, 16893, 17027, 17289,
18054],
dtype='int64'),
'Angers SCO': Int64Index([ 1395, 1543, 1653, 1704, 1813, 1856, 1862, 2545, 2552,
2594, 3005, 3035, 3659, 3846, 4322, 4731, 5303, 5752,
5915, 6246, 6291, 6827, 7534, 8935, 11650, 12394, 12656,
13931, 14526, 16228],
dtype='int64'),
'Antalyaspor': Int64Index([ 1415, 1430, 1609, 3514, 3570, 4649, 4753, 5145, 5393,
5484, 5872, 6072, 6345, 6646, 6820, 7071, 8236, 8250,
8329, 8969, 9265, 9581, 11764, 11790, 12628, 12730, 14755,
15153, 16213, 16729],
dtype='int64'),
'Argentinos Juniors': Int64Index([ 3198, 3834, 4612, 4850, 5586, 5612, 5662, 5694, 6006,
6466, 6579, 7751, 8992, 9864, 11460, 13017, 13620, 13974,
14092, 14281, 14582, 14600, 14897, 15465, 15500, 15702, 15941,
17987],
dtype='int64'),
'Arka Gdynia': Int64Index([ 4345, 4759, 7891, 8203, 9247, 9269, 9445, 9604, 9901,
10441, 11892, 11988, 12060, 13106, 13634, 13937, 14120, 14256,
14411, 15240, 15913, 16466, 17066, 17252, 17351, 17530, 17730],
dtype='int64'),
'Arsenal': Int64Index([ 33, 74, 87, 131, 146, 199, 235, 281, 289,
311, 317, 364, 464, 520, 606, 723, 789, 933,
959, 1495, 3392, 4590, 4719, 6136, 6937, 7069, 10424,
11579, 11765, 12497, 13999, 15157, 16216],
dtype='int64'),
'Ascoli': Int64Index([ 5290, 5305, 5577, 7099, 7178, 7381, 7634, 7802, 7936,
8210, 8256, 8650, 8956, 9135, 9479, 9815, 9974, 10626,
10960, 11315, 11776, 12655, 12935, 12985, 13026, 14703, 15927,
16098, 16622, 18056],
dtype='int64'),
'Aston Villa': Int64Index([ 1469, 1893, 2017, 2099, 2180, 2302, 2440, 2468, 3066,
3161, 3310, 3405, 3470, 3980, 4520, 4809, 5042, 5340,
5357, 5567, 5667, 7615, 10197, 10751, 14093, 15538, 15771,
17304, 17677, 17708],
dtype='int64'),
'Atalanta': Int64Index([ 151, 360, 707, 782, 784, 870, 1259, 1262, 1320,
1371, 1953, 3833, 3868, 4084, 4158, 4583, 5080, 6183,
7405, 7638, 7815, 12101, 12554, 14848],
dtype='int64'),
'Athletic Club de Bilbao': Int64Index([ 242, 316, 334, 501, 502, 521, 530, 616, 667,
778, 943, 956, 1026, 1157, 1579, 1604, 1843, 1945,
1957, 2046, 3841, 4807, 6617, 7714, 8008, 8426, 8502,
9138, 12059, 13339, 15353],
dtype='int64'),
'Atiker Konyaspor': Int64Index([ 1652, 1937, 2155, 2358, 2961, 2967, 3009, 3044, 4244,
4496, 4656, 5389, 5660, 5704, 5786, 5875, 6055, 6448,
6995, 7266, 7539, 7689, 8237, 9244, 10315, 11488, 13915],
dtype='int64'),
'Atlanta United': Int64Index([ 345, 418, 1707, 2050, 2816, 2975, 3146, 3729, 4660,
5408, 5568, 6616, 8187, 8220, 9637, 9727, 10606, 11120,
11915, 12398, 12474, 13071, 13188, 14499, 16064, 16332, 16334,
16750, 17469],
dtype='int64'),
'Atlético Bucaramanga': Int64Index([ 2779, 2792, 5249, 5487, 6570, 6735, 6761, 8661, 8729,
8766, 8862, 9841, 10612, 10773, 11018, 11565, 11722, 12163,
12407, 12717, 13148, 13868, 15610, 16300, 16306, 16613, 17276,
17491],
dtype='int64'),
'Atlético Huila': Int64Index([ 3012, 5639, 6777, 6868, 7368, 9484, 9768, 10721, 10853,
12080, 12831, 12893, 13014, 13364, 13425, 13492, 14993, 15656,
15890, 15980, 16194, 16359, 17135, 17550, 17566, 17633, 17934,
18044],
dtype='int64'),
'Atlético Madrid': Int64Index([ 9, 12, 17, 83, 86, 100, 106, 111, 163,
181, 212, 227, 233, 238, 249, 335, 363, 543,
682, 826, 9803, 11805, 11836, 12087, 12486, 12597, 12782,
13212, 14243, 14338, 15219, 15645, 15786],
dtype='int64'),
'Atlético Mineiro': Int64Index([ 159, 230, 567, 740, 965, 1338, 1587, 2673, 2783, 2938, 2948,
3349, 4160, 4554, 5056, 6030, 6178, 6274, 6528, 8268],
dtype='int64'),
'Atlético Nacional': Int64Index([ 1680, 1938, 2315, 2629, 2865, 3028, 3290, 3524, 3666,
4150, 4472, 4717, 5494, 6126, 7313, 7623, 7885, 8066,
8238, 8792, 11021, 11450, 13960, 17270, 17317, 18024, 18152,
18182],
dtype='int64'),
'Atlético Paranaense': Int64Index([ 1458, 2072, 2268, 2322, 2679, 3961, 4353, 4383, 4492,
4604, 5959, 6558, 7047, 7127, 7931, 8350, 8989, 11056,
11444, 12223],
dtype='int64'),
'Atlético Tucumán': Int64Index([ 2357, 3145, 3332, 3364, 3619, 4187, 4192, 4712, 4858,
4877, 5200, 5221, 5459, 5706, 5778, 5997, 7599, 8024,
8811, 9034, 9776, 10417, 12037, 13569, 15188, 15915, 15953,
16092],
dtype='int64'),
'Audax Italiano': Int64Index([ 5685, 6195, 6352, 6575, 6776, 7009, 7597, 8873, 8938,
9047, 9423, 9902, 10303, 10341, 10384, 11275, 11514, 11645,
12395, 13606, 14071, 14137, 14623, 14668, 15250, 15921, 17501,
17973],
dtype='int64'),
'BB Erzurumspor': Int64Index([ 1317, 3544, 3589, 4124, 4235, 4938, 5076, 5368, 5653,
6336, 7374, 9621, 10187, 10843, 11657, 12234, 13761, 13994,
14025, 14935, 15741, 15754, 16031, 16812, 18046],
dtype='int64'),
'BK Häcken': Int64Index([ 3006, 6079, 6387, 7289, 7773, 7999, 8082, 8395, 9185,
9561, 9584, 9895, 10736, 11026, 11665, 12124, 12393, 13997,
15315, 16477, 16591, 17307, 17507, 17534, 17782, 18021, 18099],
dtype='int64'),
'BSC Young Boys': Int64Index([ 910, 1130, 1394, 2632, 2666, 3376, 3709, 3781, 5147,
5184, 6896, 7339, 7489, 7562, 10604, 10941, 11398, 12770,
14481, 14678, 16691, 17171, 17407, 17483],
dtype='int64'),
'Bahia': Int64Index([ 1328, 1369, 2453, 2485, 2652, 2705, 2729, 3661, 4342,
4705, 5027, 6741, 6831, 6957, 7267, 7743, 8986, 9417,
10990, 11502],
dtype='int64'),
'Barnsley': Int64Index([ 5677, 6206, 6823, 7538, 7690, 7814, 7819, 7928, 8034,
8323, 8458, 9429, 10188, 10194, 11505, 12107, 12455, 12977,
16024, 16801, 16805, 17049, 17305, 17359, 17540, 17692, 17904,
18128],
dtype='int64'),
'Bayer 04 Leverkusen': Int64Index([ 133, 165, 216, 244, 321, 356, 361, 366, 388,
413, 591, 861, 1050, 1067, 1181, 1196, 1389, 1870,
2028, 3226, 3707, 4272, 6441, 14020, 15589, 15598],
dtype='int64'),
'Beijing Renhe FC': Int64Index([ 522, 896, 2480, 8098, 10213, 10311, 10632, 11392, 11947,
12244, 12697, 13079, 13320, 13543, 14380, 15199, 15205, 16188,
16532, 17185, 17242, 17494, 17504, 17558, 17695, 17988, 17990,
18186],
dtype='int64'),
'Beijing Sinobo Guoan FC': Int64Index([ 268, 272, 398, 941, 3596, 5159, 6795, 7387, 8204,
8469, 9383, 10478, 10808, 11116, 11404, 12291, 12418, 13199,
13777, 13830, 14818, 15021, 16046, 16798, 16825, 16996, 17770,
18155],
dtype='int64'),
'Belgrano de Córdoba': Int64Index([ 1852, 3105, 3574, 4589, 5131, 5194, 6728, 6885, 7146,
7312, 7362, 9396, 9447, 9552, 9903, 10529, 11101, 11586,
12570, 12912, 13894, 14613, 14921, 16114, 16993, 17177, 17355],
dtype='int64'),
'Benevento': Int64Index([ 1960, 3240, 3322, 3512, 3543, 3590, 4147, 4163, 4446,
4615, 4888, 5137, 5264, 5365, 5454, 6626, 7997, 8016,
8619, 9069, 10437, 11742, 12778, 15134, 17083],
dtype='int64'),
'Beşiktaş JK': Int64Index([ 108, 153, 369, 478, 496, 620, 716, 853, 887,
888, 994, 1291, 1332, 1358, 1575, 1654, 2003, 2979,
3813, 3973, 11038, 11218, 12523, 12577, 14591, 14960, 15554,
18050],
dtype='int64'),
'Birmingham City': Int64Index([ 3351, 3459, 4111, 4286, 4493, 4958, 4992, 5152, 5312,
5353, 5455, 5982, 6355, 6400, 6465, 8265, 8672, 8770,
9256, 9344, 10005, 10546, 10769, 10870, 12520, 12858, 13070,
13493, 15713, 17398],
dtype='int64'),
'Blackburn Rovers': Int64Index([ 2390, 3915, 4474, 4995, 5232, 5551, 5558, 5729, 6239,
6661, 6889, 7026, 7207, 7308, 8462, 9075, 9116, 9181,
9624, 9846, 10147, 12788, 13627, 13672, 15805, 15965, 17020,
17035, 17148, 17264],
dtype='int64'),
'Blackpool': Int64Index([ 8476, 8657, 8667, 9021, 9064, 9174, 9734, 11268, 11284,
11349, 11711, 11987, 12180, 12219, 12641, 13145, 13180, 13646,
13982, 14753, 15257, 15807, 16594, 16637, 16885, 17838, 18130,
18177],
dtype='int64'),
'Boavista FC': Int64Index([ 1635, 2325, 2404, 2940, 3643, 3768, 4058, 4181, 4285,
5024, 5794, 5948, 6350, 6382, 6598, 7386, 7821, 7877,
7942, 8229, 8412, 10373, 10507, 10644, 11976, 12067, 16664],
dtype='int64'),
'Boca Juniors': Int64Index([ 579, 592, 785, 786, 854, 921, 939, 981, 1003,
1284, 1301, 1620, 1918, 2032, 2137, 2201, 2245, 2504,
2943, 3139, 3638, 5053, 5718, 6512, 13616, 14357, 15051],
dtype='int64'),
'Bohemian FC': Int64Index([11436, 14987, 15351, 15398, 15821, 15857, 16059, 16185, 16520,
16831, 17107, 17113, 17294, 17381, 17410, 17424, 17506, 17749,
17780, 17805, 17923, 17924, 18040, 18106, 18150],
dtype='int64'),
'Bologna': Int64Index([ 1000, 1042, 1086, 1092, 1117, 1144, 1186, 1232, 1292,
1510, 1570, 1965, 2067, 2087, 2171, 2314, 2715, 2797,
2952, 4212, 4559, 4903, 4968, 5933, 6832, 7341, 13270,
14796],
dtype='int64'),
'Bolton Wanderers': Int64Index([ 4018, 4405, 4543, 5028, 5135, 5620, 5670, 5679, 5973,
5989, 5995, 6211, 6828, 7173, 7394, 7706, 7859, 8051,
8056, 8072, 8470, 8941, 9525, 10090, 10722, 15679, 15869,
15892, 17225, 17472],
dtype='int64'),
'Borussia Dortmund': Int64Index([ 68, 143, 278, 280, 285, 322, 343, 362, 379,
383, 392, 435, 570, 576, 583, 588, 666, 730,
1004, 1048, 1093, 1230, 1857, 2263, 2449, 5652, 7217,
9854, 11695, 14746, 15718, 16133, 16279],
dtype='int64'),
'Borussia Mönchengladbach': Int64Index([ 214, 347, 353, 355, 382, 407, 450, 603, 687,
900, 918, 949, 1060, 1108, 1121, 1270, 1682, 1790,
1958, 2199, 3618, 6518, 12966, 13066, 13100, 13323, 13510,
13682, 15008, 15408],
dtype='int64'),
'Botafogo': Int64Index([1041, 1460, 1705, 1980, 2182, 2295, 3200, 3309, 3474, 3482, 4096,
4734, 5020, 5047, 6214, 6881, 6922, 8071, 9274, 9372],
dtype='int64'),
'Bournemouth': Int64Index([ 595, 604, 653, 704, 889, 938, 1027, 1127, 1444,
1568, 1583, 1908, 1979, 2009, 2312, 2447, 2550, 2682,
4512, 5370, 5431, 13763, 14136, 14553, 14575, 15333, 15435,
15521, 15923, 16197, 16198, 16290],
dtype='int64'),
'Boyacá Chicó FC': Int64Index([ 6746, 9513, 10141, 10396, 10911, 11475, 12017, 12203, 12229,
12275, 12744, 13237, 13275, 13454, 13912, 13985, 14714, 15898,
16330, 16692, 16728, 16752, 17061, 17297, 17300, 17641, 17799,
17893],
dtype='int64'),
'Bradford City': Int64Index([ 6643, 7216, 8500, 8644, 9015, 9453, 9470, 10912, 10954,
11170, 11196, 11453, 11698, 11772, 12430, 12900, 12957, 13389,
13469, 13917, 14722, 15470, 16239, 16240, 16285, 17327, 17497,
17666],
dtype='int64'),
'Bray Wanderers': Int64Index([15950, 16344, 16354, 16367, 16390, 16670, 16826, 16941, 16965,
17108, 17120, 17345, 17554, 17706, 17714, 17896, 17974, 18011,
18018, 18059, 18108, 18124, 18181],
dtype='int64'),
'Brentford': Int64Index([ 2071, 2211, 3733, 3750, 4531, 4581, 4694, 4932, 5209,
5591, 5644, 5971, 6401, 6663, 7457, 7551, 7889, 8317,
8693, 10157, 11184, 12161, 14264, 15241, 16162, 16456, 16530,
16537, 16592, 16768],
dtype='int64'),
'Brescia': Int64Index([ 1871, 4544, 5451, 5542, 5759, 6219, 6589, 6754, 6930,
6988, 7414, 8499, 8921, 9203, 9288, 9460, 9471, 9936,
10552, 10716, 10958, 12905, 12913, 13239, 13313, 14401, 14497,
14767, 14809, 14922],
dtype='int64'),
'Brighton & Hove Albion': Int64Index([ 647, 842, 915, 944, 963, 999, 1051, 1056, 1184,
1400, 1446, 1615, 1727, 1783, 2273, 2380, 2610, 2761,
2920, 3258, 3793, 6368, 7492, 8371, 9300, 13846, 13895,
13945, 14456, 15893, 16128, 17380],
dtype='int64'),
'Brisbane Roar': Int64Index([ 2591, 4833, 5354, 5978, 6970, 7053, 7336, 7682, 7791,
10001, 10180, 10279, 10933, 11955, 14420, 14589, 15006, 16106,
16850, 16926, 16940, 17288, 17334],
dtype='int64'),
'Bristol City': Int64Index([ 2717, 3213, 3372, 3713, 3859, 3879, 4028, 4438, 4704,
5375, 5721, 5789, 5826, 5926, 6027, 6228, 6244, 6504,
6860, 8046, 9003, 10069, 10951, 12668, 13080, 14322, 16554,
17518, 17527, 17884],
dtype='int64'),
'Bristol Rovers': Int64Index([ 7285, 7971, 9337, 9521, 10235, 10714, 10719, 10906, 10962,
11551, 12272, 13485, 14341, 14364, 14765, 14990, 15169, 15231,
15335, 15437, 15612, 15637, 15722, 15806, 15844, 17285, 17379,
17880],
dtype='int64'),
'Brøndby IF': Int64Index([ 2271, 3071, 3078, 3453, 4139, 4295, 5244, 5692, 6429,
6790, 6836, 7755, 7834, 8548, 8584, 8640, 9109, 10883,
11079, 11236, 11534, 14196, 15047, 17797, 17848, 18041, 18111],
dtype='int64'),
'Burnley': Int64Index([ 463, 468, 531, 664, 668, 710, 718, 880, 1040,
1080, 1151, 1234, 1250, 1453, 1630, 1773, 1977, 2471,
2529, 2530, 2833, 3784, 7145, 11343, 11969, 13160, 16386,
16506, 16851, 16946, 16979, 17103, 17114],
dtype='int64'),
'Bursaspor': Int64Index([ 2100, 2219, 2580, 3097, 3120, 3456, 3650, 3715, 3760,
4461, 4483, 4507, 4830, 4952, 5572, 6850, 7373, 9398,
10846, 11267, 11417, 11558, 11819, 11957, 12669, 13595, 13635,
15615, 15658, 15982],
dtype='int64'),
'Burton Albion': Int64Index([ 5218, 7034, 7087, 7164, 7932, 8119, 8534, 8776, 8949,
9011, 9550, 10366, 10562, 13036, 13351, 13972, 14053, 14878,
14989, 15019, 16036, 16090, 16597, 16814, 17455, 17663, 18172,
18198],
dtype='int64'),
'Bury': Int64Index([ 7750, 9422, 9686, 9956, 10095, 10492, 10607, 10669, 10955,
11055, 12460, 12822, 13177, 13691, 13746, 13993, 14108, 14272,
14522, 15138, 15694, 15880, 16002, 16049, 16288, 16666, 17362,
17525],
dtype='int64'),
'CA Osasuna': Int64Index([ 2228, 3157, 3334, 3393, 3449, 3876, 3975, 4341, 4639,
4643, 4889, 5035, 5894, 6675, 6829, 6864, 7080, 7330,
7781, 9750, 12220, 12462, 13509, 13855, 14260],
dtype='int64'),
'CD Antofagasta': Int64Index([ 5421, 6383, 6809, 7027, 7185, 7280, 7727, 8352, 8405,
9330, 9432, 9577, 9635, 9728, 11272, 11320, 11499, 12096,
12262, 12346, 12429, 13271, 13498, 13959, 16350, 16695, 17552,
17818],
dtype='int64'),
'CD Aves': Int64Index([ 2631, 2656, 3086, 3597, 4102, 4458, 4628, 4808, 4923,
5189, 5524, 6182, 6341, 6960, 6982, 7171, 7292, 7401,
7875, 8374, 8410, 8959, 9893, 10385, 10734, 11486, 11864,
11890],
dtype='int64'),
'CD Everton de Viña del Mar': Int64Index([ 1923, 3221, 3695, 5078, 6143, 6682, 6815, 6973, 7074,
7903, 8044, 8239, 11086, 11363, 11871, 12911, 13118, 13832,
14548, 14552, 16004, 16682, 17041, 17138, 17220, 17312, 17515],
dtype='int64'),
'CD Feirense': Int64Index([ 2592, 3144, 3199, 3563, 4059, 4692, 4744, 4777, 4813,
4900, 5183, 5457, 5532, 6358, 7023, 7252, 7933, 7992,
8620, 8647, 9309, 11465, 11896, 12102, 12543, 12842],
dtype='int64'),
'CD Huachipato': Int64Index([ 4399, 5226, 5321, 5402, 7507, 8006, 8214, 8459, 8755,
8847, 8961, 10599, 13865, 13950, 15276, 15461, 16084, 16137,
16150, 16478, 17065, 17262, 17400, 17602, 17829, 17892, 18144],
dtype='int64'),
'CD Leganés': Int64Index([ 1081, 1212, 1384, 1442, 1533, 1544, 1649, 1782, 1823,
1910, 1915, 1982, 2113, 2398, 2556, 2721, 2824, 3218,
3225, 3239, 3662, 4203, 4459, 5118, 5143, 7547, 7803,
8609, 9943, 12423, 14293, 14797, 15453],
dtype='int64'),
'CD Lugo': Int64Index([ 2224, 2882, 3936, 4157, 4486, 4883, 5164, 5180, 5329,
5503, 7004, 7355, 7478, 7839, 7948, 8762, 8775, 9216,
9379, 9469, 9806, 9819, 10047, 10407, 11092, 13317, 13560,
14308, 15600, 16191],
dtype='int64'),
'CD Nacional': Int64Index([ 2744, 3577, 3811, 4416, 4737, 5130, 5158, 5476, 5601,
5879, 6100, 6172, 6193, 6237, 6408, 6437, 7120, 7372,
8347, 9596, 9659, 10344, 10375, 11232, 12936, 13871],
dtype='int64'),
'CD Numancia': Int64Index([ 2417, 2900, 4106, 4282, 4333, 4723, 4831, 5358, 5956,
6008, 6252, 6326, 7003, 7067, 7472, 7475, 7528, 8097,
8473, 8489, 9261, 9652, 10791, 11699, 13078, 14024, 14171,
17070],
dtype='int64'),
"CD O'Higgins": Int64Index([ 5411, 6420, 6469, 7060, 7159, 7451, 7643, 8235, 8255,
8440, 8594, 8692, 9834, 10029, 10453, 11203, 11998, 13000,
13140, 13864, 14082, 14385, 15274, 16818, 16934, 17045, 17161,
17803],
dtype='int64'),
'CD Palestino': Int64Index([ 3291, 3386, 3545, 5453, 5691, 6266, 7082, 7513, 7596,
7753, 7900, 8053, 8720, 8960, 9593, 10333, 11798, 12564,
12568, 12944, 12946, 13259, 13592, 13696, 13801, 14498, 17132,
17509],
dtype='int64'),
'CD Tenerife': Int64Index([ 2663, 3001, 3268, 3725, 4316, 4418, 4480, 4806, 5060,
5626, 5715, 5924, 6235, 6411, 6552, 6688, 6826, 6945,
7224, 9625, 10688, 11608, 12146, 13059, 13464, 13547, 13603,
14226, 14258, 14686],
dtype='int64'),
'CD Tondela': Int64Index([ 849, 2574, 4659, 5220, 6156, 6317, 6331, 6406, 6533,
6912, 7524, 7742, 7833, 8190, 8490, 9415, 10261, 10446,
10480, 10813, 11421, 11784, 11995, 12515, 12536],
dtype='int64'),
'CD Universidad de Concepción': Int64Index([ 2567, 2781, 3228, 3318, 4781, 5094, 5928, 6902, 7225,
7290, 7544, 7642, 7879, 8556, 8659, 9079, 9759, 10045,
10183, 10757, 11913, 11924, 12951, 12993, 15286, 16587, 16930],
dtype='int64'),
'CF Rayo Majadahonda': Int64Index([ 3962, 4162, 4335, 5083, 5957, 6719, 6737, 7711, 8283,
8754, 8952, 8954, 9106, 9218, 9434, 9619, 10266, 10353,
11153, 11407, 11423, 11680, 11840, 12828, 13027, 14676],
dtype='int64'),
'CF Reus Deportiu': Int64Index([ 3088, 5224, 5446, 5574, 5807, 7044, 7076, 7197, 7326,
7351, 7369, 7651, 7679, 8906, 9231, 10265, 11854, 12981,
13110, 13348, 13383, 13747, 13888, 15137, 15195, 15202, 15496,
15697],
dtype='int64'),
'Cagliari': Int64Index([ 549, 818, 819, 820, 985, 1172, 1336, 1668, 1757, 2138, 2223,
2703, 3082, 3400, 3424, 3913, 3924, 4478, 4545, 4780, 5098, 5186,
8638, 9690],
dtype='int64'),
'Cambridge United': Int64Index([ 9972, 11910, 12273, 12615, 12634, 13695, 14131, 14154, 14228,
14326, 14778, 14825, 14877, 15024, 15882, 15963, 16474, 16674,
16862, 16929, 17286, 18035, 18137, 18183, 18190, 18191, 18192,
18204],
dtype='int64'),
'Cardiff City': Int64Index([ 1467, 1849, 1876, 2107, 2159, 2293, 2388, 2451, 2876,
3000, 3167, 3175, 3871, 3912, 4080, 4426, 4761, 5136,
5698, 5730, 6009, 6116, 6498, 7450, 7704, 10140, 11532,
15848, 16357, 17456, 17544, 17546, 17796],
dtype='int64'),
'Carlisle United': Int64Index([10418, 10530, 10532, 12183, 12473, 12799, 13253, 13470, 13549,
13753, 13941, 14222, 14671, 14791, 15862, 16383, 16636, 17053,
17069, 17167, 17195, 17213, 17632, 18119, 18174],
dtype='int64'),
'Carpi': Int64Index([ 3114, 4006, 4140, 4722, 5309, 5996, 6623, 8418, 8523,
8571, 9876, 10284, 10421, 10584, 10939, 10978, 10988, 12044,
13154, 13298, 13899, 14227, 14761, 15562, 15781, 15955, 17150,
17348, 17454, 17763],
dtype='int64'),
'Ceará Sporting Club': Int64Index([ 2126, 2193, 3350, 3375, 4354, 4758, 4854, 5119, 5581,
6124, 7866, 8964, 9023, 11372, 11462, 11582, 12033, 12607,
13094, 13628],
dtype='int64'),
'Celtic': Int64Index([ 1087, 1272, 1290, 1472, 1479, 1873, 1983, 2066, 2153,
2313, 2612, 2892, 2902, 2936, 3484, 4076, 4117, 4251,
4685, 6045, 6059, 6197, 6941, 7510, 7812, 9402, 9713,
12738],
dtype='int64'),
'Central Coast Mariners': Int64Index([ 3442, 3730, 5074, 10044, 10873, 10977, 11381, 12194, 13147,
13162, 13416, 13575, 13799, 13849, 13889, 14332, 14644, 16564,
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dtype='int64'),
'Cerezo Osaka': Int64Index([ 3824, 4003, 4039, 4043, 4142, 4663, 4825, 6410, 7461,
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13815, 13821, 13857, 14570, 14586, 14822, 14932, 15160, 15547,
15725, 17071, 17882],
dtype='int64'),
'Chamois Niortais Football Club': Int64Index([ 4847, 6327, 7226, 7395, 7600, 9143, 10339, 10509, 10513,
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14309, 15015, 15218, 15235, 15571, 15803, 16012, 16070, 16236,
17271],
dtype='int64'),
'Changchun Yatai FC': Int64Index([ 1022, 1101, 2024, 4440, 7030, 7855, 8861, 9723, 9977,
12000, 12506, 12888, 13426, 13630, 14458, 14717, 15616, 15881,
16142, 16543, 16898, 17030, 17617, 17676, 17699, 17742, 17945,
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dtype='int64'),
'Chapecoense': Int64Index([ 1836, 2188, 2264, 2918, 3052, 3104, 3362, 3586, 4382,
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11542, 12449],
dtype='int64'),
'Charlton Athletic': Int64Index([ 4929, 5485, 7024, 8114, 8151, 8364, 8493, 8504, 8688,
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11786, 11926, 12943, 13044, 15997, 16003, 17592, 17621, 17912,
18063],
dtype='int64'),
'Chelsea': Int64Index([ 5, 14, 69, 121, 140, 176, 177, 200, 209,
219, 257, 265, 283, 304, 336, 534, 590, 641,
646, 681, 858, 1085, 1287, 1664, 3311, 3937, 5121,
10801, 14603, 14646, 15322, 15846, 16806],
dtype='int64'),
'Cheltenham Town': Int64Index([ 8878, 9368, 10982, 11876, 12025, 12522, 12834, 12867, 13405,
13900, 14159, 14188, 14832, 14885, 15036, 15254, 15312, 15742,
16013, 16292, 17176, 17293, 17462, 17548],
dtype='int64'),
'Chicago Fire': Int64Index([ 550, 1721, 2221, 2491, 6158, 6269, 8115, 8675, 9547,
10096, 10761, 11077, 11388, 11717, 12153, 12201, 12469, 12731,
13692, 13726, 13729, 15022, 15650],
dtype='int64'),
'Chievo Verona': Int64Index([ 525, 554, 979, 1141, 1162, 1318, 1889, 2179, 2257,
2320, 2400, 2428, 2628, 2838, 3022, 3031, 3420, 4960,
6608, 7868, 8180, 8849, 9038, 9980, 12662, 13132, 14011,
14857],
dtype='int64'),
'Chongqing Dangdai Lifan FC SWM Team': Int64Index([ 1235, 1901, 3389, 3926, 7674, 10232, 10902, 12546, 12621,
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16086, 16458, 16494, 16857, 17210, 17253, 17636, 17637, 18138,
18139],
dtype='int64'),
'Cittadella': Int64Index([ 3471, 5893, 6594, 7565, 7602, 8602, 8784, 8791, 8846,
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10712, 11306, 11791, 12165, 13232, 13355, 13923, 14925, 15573,
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dtype='int64'),
'Clermont Foot 63': Int64Index([ 4278, 4786, 6397, 6463, 7390, 7655, 7759, 7958, 8069,
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14509, 15033, 15386, 16104, 16861, 16987, 17016],
dtype='int64'),
'Club América': Int64Index([ 1053, 1243, 1719, 1729, 1748, 1825, 1874, 2303, 2317,
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5720, 5966, 8927, 11775, 12416, 12421, 13371, 13786, 14203,
14217, 15298, 15495],
dtype='int64'),
'Club Atlas': Int64Index([ 1594, 2828, 3495, 3511, 3783, 3802, 4174, 4246, 4460,
5439, 5724, 9517, 10430, 10867, 11097, 11821, 12718, 13331,
13671, 13876, 13948, 14065, 15086, 15152, 15216, 16109, 16205,
16763, 16924],
dtype='int64'),
'Club Atlético Aldosivi': Int64Index([ 3169, 4393, 5295, 5379, 5566, 6063, 6546, 7086, 7109,
7357, 8062, 8414, 8741, 9095, 9343, 9609, 9861, 11107,
11424, 11605, 12116, 12519, 12792, 12829, 13242, 13496, 14859,
16005],
dtype='int64'),
'Club Atlético Banfield': Int64Index([ 1084, 1090, 1667, 2203, 3059, 3623, 4001, 4866, 5690,
6944, 7808, 7938, 8300, 9353, 9555, 10240, 11280, 11517,
12850, 13076, 14138, 14282, 14495, 14557, 14787, 15409, 15685],
dtype='int64'),
'Club Atlético Colón': Int64Index([ 1324, 1737, 2119, 2190, 2807, 2949, 3382, 3536, 3553,
3568, 3732, 5115, 5156, 5239, 5608, 6612, 6814, 7015,
7142, 8207, 11668, 12578, 14315, 14980, 16030, 16325, 16813,
17140],
dtype='int64'),
'Club Atlético Huracán': Int64Index([ 749, 1828, 2254, 2896, 3093, 3214, 3611, 3615, 3891,
3990, 4373, 5109, 5235, 5331, 5500, 5767, 6431, 7766,
9363, 10793, 12693, 13429, 15092, 15455, 15463, 16091, 16364,
16609],
dtype='int64'),
'Club Atlético Lanús': Int64Index([ 1023, 2863, 3153, 3353, 3492, 3741, 4097, 4196, 4558,
4711, 4718, 5036, 6394, 7563, 7646, 8380, 8522, 8699,
8752, 9667, 9867, 10057, 11438, 12340, 13023, 13641, 15028,
15031],
dtype='int64'),
'Club Atlético Talleres': Int64Index([ 1952, 1994, 2817, 2931, 3866, 4618, 5522, 6090, 6113,
6418, 6770, 6793, 6871, 8103, 10487, 11783, 11807, 11934,
12814, 13201, 13462, 13966, 14954, 15217, 15429, 15988, 16166,
16366],
dtype='int64'),
'Club Atlético Tigre': Int64Index([ 2790, 3038, 3212, 3508, 3549, 3588, 3682, 4110, 4867,
5167, 5301, 5481, 5950, 6536, 7329, 8092, 9356, 9482,
9586, 9964, 10099, 10516, 11804, 12122, 13156, 16052, 16697,
17861],
dtype='int64'),
'Club Brugge KV': Int64Index([ 639, 764, 886, 1124, 1950, 2034, 2048, 2083, 2175,
2360, 2431, 2874, 2976, 2990, 3150, 3441, 3466, 3902,
4220, 4247, 4419, 6915, 7826, 8394, 10432, 12483, 12801,
15013],
dtype='int64'),
'Club Deportes Temuco': Int64Index([ 4874, 6556, 6653, 6901, 7629, 7880, 8486, 9674, 9913,
10182, 10969, 11096, 11305, 11838, 12214, 12328, 12740, 13131,
13141, 14012, 14016, 15835, 16253, 16550, 16737, 17028, 17131,
17392],
dtype='int64'),
'Club León': Int64Index([ 1420, 1724, 2386, 2576, 2922, 3614, 3645, 4245, 4515,
4668, 4917, 5103, 5467, 5817, 7098, 7168, 8435, 9112,
10733, 11632, 12344, 14692, 14706, 15102, 15349, 15519, 15536,
16006, 16421, 16551],
dtype='int64'),
'Club Necaxa': Int64Index([ 1998, 2635, 3690, 3762, 3944, 4303, 4305, 6186, 6990,
7077, 7175, 7324, 7878, 8533, 11335, 11801, 12167, 13322,
14311, 14639, 15287, 15369, 15624, 15629, 15663, 15935, 16118,
16163, 16201, 16259],
dtype='int64'),
'Club Tijuana': Int64Index([ 1548, 1999, 2284, 2639, 2684, 3840, 4194, 4367, 4774,
5263, 6713, 8299, 9184, 9340, 9689, 9845, 11713, 13562,
14318, 15136, 15572, 15574, 15925, 16066, 16473, 16483, 16983,
17350],
dtype='int64'),
'Clube Sport Marítimo': Int64Index([ 1302, 2076, 2377, 3111, 3245, 3417, 3541, 3751, 4279,
4391, 4398, 4489, 4514, 4908, 4944, 6150, 6305, 8701,
9865, 10097, 10223, 10398, 10676],
dtype='int64'),
'Colchester United': Int64Index([ 9350, 9630, 9687, 9809, 10293, 10550, 10888, 10924, 11084,
11270, 11667, 11981, 12759, 13010, 14206, 15269, 15490, 15759,
15840, 15854, 16237, 16699, 17142, 17211, 17287, 17325, 17361,
17658],
dtype='int64'),
'Colo-Colo': Int64Index([ 951, 2026, 2089, 2627, 2654, 2727, 2842, 3163, 3207,
3312, 4115, 4358, 4570, 4827, 5359, 5388, 5554, 7181,
8495, 12063, 13755, 13789, 13887, 14237, 14442, 14650, 15527,
17117],
dtype='int64'),
'Colorado Rapids': Int64Index([ 3603, 3849, 3999, 4019, 5999, 6549, 6574, 6749, 7149,
7340, 8096, 8564, 9909, 10042, 10184, 10646, 10821, 11027,
11253, 11941, 14165, 15417, 17115],
dtype='int64'),
'Columbus Crew SC': Int64Index([ 1182, 1621, 2448, 2770, 3080, 3210, 3907, 3979, 4154,
4397, 6226, 6276, 8450, 8457, 8734, 9001, 9349, 9478,
9508, 10146, 10489, 10615, 10699, 13285, 15556, 16255],
dtype='int64'),
'Cork City': Int64Index([10926, 10956, 11380, 11691, 11977, 13055, 13522, 13808, 14336,
14387, 14969, 14972, 14999, 15178, 16206, 16468, 16515, 16969,
17198, 17487, 17589, 17956, 18057, 18061, 18197],
dtype='int64'),
'Cosenza': Int64Index([ 4632, 6044, 6526, 6691, 9099, 9193, 10089, 10098, 10263,
10737, 10810, 11106, 11359, 11476, 11557, 11828, 12571, 13063,
13781, 14316, 14850, 14938, 14981, 15016, 15073, 15268, 15670,
15728, 16149, 17188],
dtype='int64'),
'Coventry City': Int64Index([ 7811, 9147, 9492, 9726, 9761, 10243, 10465, 10647, 10656,
10682, 10776, 10984, 12728, 12827, 12915, 13233, 13720, 13837,
13907, 14209, 14729, 15618, 16500, 16523, 16835, 17402, 17728,
18014],
dtype='int64'),
'Cracovia': Int64Index([ 4178, 6221, 6986, 7653, 8336, 8920, 10055, 10771, 10974,
11336, 11493, 11687, 12287, 12574, 13546, 14057, 14524, 14986,
15003, 15243, 15677, 15769, 16496, 17243, 17448, 17573, 17668],
dtype='int64'),
'Crawley Town': Int64Index([ 6125, 10328, 10861, 10890, 11410, 12396, 12922, 12992, 13446,
13499, 13593, 13604, 14383, 14579, 14920, 15075, 15311, 15550,
16178, 16193, 16868, 17877, 18012, 18082],
dtype='int64'),
'Crewe Alexandra': Int64Index([11135, 12208, 12775, 13196, 13532, 13564, 13978, 13989, 14421,
14781, 15055, 15170, 15211, 15816, 16341, 16402, 16782, 17124,
17272, 17275, 17798, 17968, 18102, 18105, 18123, 18126, 18146,
18202],
dtype='int64'),
'Crotone': Int64Index([ 3230, 3244, 3533, 3794, 4791, 5023, 5363, 5449, 5844,
6389, 7020, 7059, 7337, 8025, 8136, 10229, 11076, 12072,
12749, 13767, 13848, 14329, 15837, 18122],
dtype='int64'),
'Cruz Azul': Int64Index([ 593, 867, 1433, 1733, 2062, 2309, 3448, 3922, 3951,
4518, 4579, 4647, 5107, 5187, 6025, 6130, 6297, 6636,
7675, 8309, 9648, 10250, 13400, 14800, 16876],
dtype='int64'),
'Cruzeiro': Int64Index([ 231, 419, 1282, 1283, 1363, 1613, 3187, 3279, 3455, 3642, 4086,
4407, 4720, 5139, 5185, 5538, 5937, 6145, 8248, 9236],
dtype='int64'),
'Crystal Palace': Int64Index([ 270, 500, 598, 610, 691, 881, 1276, 1325, 1393,
1465, 1492, 1780, 2011, 2016, 2586, 2660, 2730, 2799,
3797, 4313, 5182, 5437, 5557, 6861, 7698, 15305, 15910,
16316, 16369, 16694, 16741, 17073],
dtype='int64'),
'Curicó Unido': Int64Index([ 7380, 7576, 8393, 8415, 8883, 9039, 9258, 10148, 10177,
10467, 10811, 10980, 11117, 11497, 11537, 11730, 11793, 12151,
12225, 12434, 13222, 13395, 15797, 16711, 17088, 17611, 17794,
17952],
dtype='int64'),
'Cádiz CF': Int64Index([ 2653, 2706, 3454, 3755, 3948, 4318, 4695, 5422, 6086,
6303, 6468, 6506, 6633, 7016, 7299, 7348, 7606, 7828,
7956, 8384, 8406, 8433, 8874, 9917, 12964, 14276, 14843,
15480, 15966, 17043],
dtype='int64'),
'Córdoba CF': Int64Index([ 3763, 4022, 4811, 5252, 5824, 6222, 6265, 7482, 8152,
8353, 8362, 8537, 8973, 10114, 10165, 10442, 10579, 11287,
11291, 11458, 11606, 13120, 13157, 14967, 15486, 16095],
dtype='int64'),
'DC United': Int64Index([ 552, 1132, 2805, 3036, 3516, 3559, 3969, 4770, 5382,
6755, 6959, 7495, 7996, 8079, 9000, 9005, 9387, 10073,
10109, 10412, 10862, 11308, 11309, 12215, 12405, 12672, 13971,
15063],
dtype='int64'),
'DSC Arminia Bielefeld': Int64Index([ 3872, 3875, 4049, 4433, 4502, 5025, 5699, 5796, 5930,
6095, 7019, 7480, 7873, 8149, 8260, 8430, 8582, 10039,
10041, 10475, 10925, 11110, 11254, 12387, 12422, 14285, 15070,
15904],
dtype='int64'),
'Daegu FC': Int64Index([ 2516, 7557, 7984, 8294, 8511, 9030, 11201, 11219, 11904,
12295, 12495, 12530, 13561, 13688, 14050, 14246, 14565, 14672,
15366, 16394, 16600, 16696, 16742, 16970, 16994, 17368, 17674,
17955],
dtype='int64'),
'Dalian YiFang FC': Int64Index([ 173, 295, 3343, 3496, 7991, 12852, 13580, 13596, 13757,
14047, 15221, 15752, 15784, 15894, 16176, 16331, 16379, 16975,
16982, 16998, 17109, 17233, 17258, 17433, 17512, 17778, 17842,
17966],
dtype='int64'),
'Dalkurd FF': Int64Index([10227, 10306, 11983, 12642, 13129, 13420, 13441, 13445, 13680,
14213, 14323, 14427, 15042, 15212, 15639, 15726, 16007, 16580,
17855, 17857, 18178],
dtype='int64'),
'De Graafschap': Int64Index([ 5783, 6597, 7824, 7898, 8078, 8297, 8356, 8553, 8793,
8888, 9121, 9440, 9597, 9785, 10205, 10409, 10577, 10608,
10927, 11087, 13335, 14410, 14868, 15099, 15489, 15657, 15659,
15985, 16371, 17344],
dtype='int64'),
'Defensa y Justicia': Int64Index([ 2326, 3141, 3360, 3575, 3640, 3804, 3820, 3884, 5281,
5680, 6271, 7301, 7464, 7872, 8528, 9060, 9325, 9348,
10009, 10225, 10259, 10445, 10881, 11257, 11354, 12613, 15114,
15565],
dtype='int64'),
'Deportes Iquique': Int64Index([ 2760, 6739, 6830, 6867, 7122, 7850, 8262, 8363, 8664,
8982, 9271, 9347, 10135, 10335, 10470, 11461, 12045, 13277,
13381, 14089, 14468, 14997, 15433, 15834, 16173, 16811, 17169,
17686],
dtype='int64'),
'Deportes Tolima': Int64Index([ 3303, 3409, 3585, 4265, 4338, 4773, 4964, 5146, 5725,
6256, 6567, 6805, 7014, 7813, 8342, 8806, 9499, 9984,
10745, 11843, 12301, 13093, 13099, 14170, 14622, 16749, 17553,
17644],
dtype='int64'),
'Deportivo Alavés': Int64Index([ 447, 644, 844, 892, 960, 964, 1096, 1164, 1166,
1321, 1499, 1537, 1591, 1762, 1845, 1899, 1932, 1940,
2477, 3683, 3882, 3967, 6460, 10329, 12073, 13511, 14046],
dtype='int64'),
'Deportivo Cali': Int64Index([ 992, 1273, 1777, 1788, 2316, 2754, 3267, 4042, 4287,
4633, 4906, 4924, 5689, 5768, 5832, 6898, 6977, 7660,
8137, 9086, 11484, 13550, 14049, 14568, 14664, 14680, 14749,
16658],
dtype='int64'),
'Deportivo Pasto': Int64Index([ 5125, 5424, 5659, 6919, 7734, 7998, 8439, 8628, 8665,
8785, 9477, 10253, 10651, 10903, 10993, 11360, 11868, 14112,
14219, 14743, 14834, 14841, 14930, 15027, 15614, 16208, 16698,
17537],
dtype='int64'),
'Deportivo Toluca': Int64Index([ 998, 1337, 1608, 2006, 2306, 3020, 3049, 3791, 4238,
4785, 4859, 5054, 5091, 5450, 5804, 5852, 6051, 6681,
10036, 10908, 12470, 13046, 14361, 15683, 16578, 16693, 17358,
18113],
dtype='int64'),
'Deportivo de La Coruña': Int64Index([ 1160, 1261, 1488, 1921, 2044, 2081, 2614, 2899, 2956,
3452, 3479, 3711, 3822, 3931, 4234, 4700, 4844, 4975,
4979, 5012, 5563, 6258, 6562, 6648, 8606, 9641, 9894,
9900, 12509, 12758],
dtype='int64'),
'Derby County': Int64Index([ 1464, 1791, 2645, 2852, 3336, 3384, 3428, 3473, 3689,
4061, 4256, 4289, 4464, 4494, 4677, 4994, 5291, 5376,
5509, 5688, 5829, 6152, 6357, 7180, 7364, 9546, 12492,
13410, 16291, 17346],
dtype='int64'),
'Derry City': Int64Index([13369, 15182, 15513, 15580, 15856, 16258, 16557, 16736, 17118,
17149, 17156, 17178, 17250, 17453, 17478, 17620, 17975, 18185],
dtype='int64'),
'Dijon FCO': Int64Index([ 1497, 1639, 1897, 2002, 2038, 2517, 2558, 2611, 2687,
2925, 3475, 3770, 3814, 4243, 4270, 4454, 4682, 5132,
5256, 6734, 7700, 8845, 11052, 12166, 14080, 16289],
dtype='int64'),
'Dinamo Zagreb': Int64Index([ 1593, 1646, 2120, 2378, 2857, 3236, 3816, 3932, 3945,
3965, 3996, 4087, 4457, 4482, 4912, 4930, 4936, 5251,
5547, 5603, 5787, 5811, 6742, 6747, 7838, 8993, 11199,
15389],
dtype='int64'),
'Djurgårdens IF': Int64Index([ 3074, 4291, 4959, 5013, 5617, 5710, 8108, 9206, 9681,
9702, 10257, 10296, 10950, 11334, 11940, 13005, 13518, 14088,
15342, 15411, 16707, 16819, 16847, 16910, 17747],
dtype='int64'),
'Doncaster Rovers': Int64Index([ 8491, 8551, 8656, 8985, 9016, 10345, 10559, 10568, 10802,
11102, 11420, 11472, 11621, 12003, 12402, 12417, 12601, 13586,
13647, 14007, 15605, 16151, 16243, 17248, 17419, 17678, 18042,
18078],
dtype='int64'),
'Dundalk': Int64Index([ 5946, 6153, 6656, 7944, 9172, 9663, 10003, 11332, 12043,
12111, 12377, 12439, 12600, 12927, 13048, 15220, 15662, 15688,
15867, 17679, 17687, 17963, 18004],
dtype='int64'),
'Dundee FC': Int64Index([ 6200, 8308, 9123, 9168, 9215, 9549, 9710, 10423, 10466,
10597, 11129, 11337, 13057, 13256, 13272, 13962, 14166, 14307,
15083, 15377, 16080, 16462, 16548, 17166, 17329, 17754, 17779],
dtype='int64'),
'Dynamo Kyiv': Int64Index([ 555, 574, 916, 983, 1133, 1248, 1619, 1752, 1875,
2004, 2141, 2369, 2374, 2409, 2531, 2972, 3675, 3697,
5246, 5314, 5726, 7279, 8316, 9899, 10539, 13598, 16512,
17812],
dtype='int64'),
'ESTAC Troyes': Int64Index([ 4228, 4283, 4925, 5161, 5277, 5531, 5756, 5963, 6064,
6147, 6188, 6569, 6620, 6780, 7236, 7281, 7458, 7851,
7871, 8222, 8769, 11264, 11561, 12337, 12622, 13637, 14257,
15110, 15115, 15532],
dtype='int64'),
'Eintracht Braunschweig': Int64Index([ 4436, 5987, 6667, 7631, 9284, 9361, 10160, 10537, 10840,
11234, 11429, 11491, 11779, 11972, 12465, 13502, 14144, 14186,
14242, 14248, 15043, 15820, 15866, 16019, 16431, 16433, 16672,
16962],
dtype='int64'),
'Eintracht Frankfurt': Int64Index([ 456, 504, 585, 712, 732, 966, 984, 1020, 1122,
1126, 1135, 1266, 1424, 1438, 1452, 1676, 1842, 1903,
2019, 2082, 2381, 2534, 2651, 3507, 4171, 4319, 5149,
5700, 7447, 14760, 14766, 15067, 15684],
dtype='int64'),
'Elche CF': Int64Index([ 4208, 4768, 5172, 5857, 6673, 7307, 7427, 7460, 7805,
8125, 8254, 8576, 8671, 8678, 9033, 9283, 9395, 9467,
9564, 9839, 10868, 12145, 12243, 14856, 15334, 16224],
dtype='int64'),
'Empoli': Int64Index([ 1421, 1582, 1674, 1827, 2085, 2620, 2909, 3256, 3354,
3905, 4325, 4442, 4534, 4547, 4622, 4710, 4745, 4767,
5315, 5774, 5901, 6702, 6811, 7479, 7974, 10419, 11588,
11860, 14907, 16796, 16914, 17234, 17833],
dtype='int64'),
'En Avant de Guingamp': Int64Index([ 1280, 1806, 1839, 1927, 1955, 2036, 2168, 2238, 2434,
2459, 2605, 3123, 3540, 3605, 3864, 3955, 4032, 5215,
5347, 5471, 7396, 8389, 12848, 13794, 15177],
dtype='int64'),
'Envigado FC': Int64Index([ 6325, 7669, 7912, 8170, 8348, 10834, 11068, 11100, 11762,
11965, 12538, 12587, 13359, 13436, 13607, 13622, 14015, 14402,
14473, 15113, 16273, 16283, 16396, 16513, 16779, 17386, 17756,
17977],
dtype='int64'),
'Esbjerg fB': Int64Index([ 7073, 7832, 7894, 9700, 10767, 11005, 11015, 11440, 11986,
12325, 12983, 13530, 13967, 14890, 15299, 15341, 15526, 15942,
16215, 16510, 17976, 18013, 18079, 18080, 18116],
dtype='int64'),
'Estudiantes de La Plata': Int64Index([ 2132, 2537, 3206, 3288, 3565, 4008, 4011, 4075, 4810,
5040, 5865, 5952, 6424, 6638, 9437, 9780, 9802, 10204,
10309, 12184, 13095, 13402, 13782, 14018, 15172, 15804, 16465,
16685],
dtype='int64'),
'Ettifaq FC': Int64Index([ 2027, 5702, 6002, 6386, 6818, 8110, 8496, 8611, 9228,
9342, 10948, 12698, 12760, 13590, 14223, 14350, 15193, 15197,
15382, 15418, 15875, 15901, 15903, 16346, 16414, 16461, 16789,
16894, 16896, 17223],
dtype='int64'),
'Everton': Int64Index([ 180, 198, 292, 444, 451, 457, 475, 517, 560,
617, 659, 699, 708, 767, 945, 1009, 1078, 1198,
1814, 1993, 2148, 2834, 3183, 3235, 5114, 6750, 8463,
8694, 13134, 13243, 14225, 15007, 15577],
dtype='int64'),
'Excelsior': Int64Index([ 3237, 3518, 4527, 7830, 8070, 8266, 9220, 9409, 9557,
9587, 9722, 9740, 9818, 10216, 10631, 10678, 10847, 10915,
11508, 11992, 12384, 12918, 14342, 16444, 16446, 16820],
dtype='int64'),
'Exeter City': Int64Index([ 9217, 9459, 9825, 10019, 10058, 10340, 10497, 11747, 11774,
11901, 11966, 12105, 12252, 13394, 13724, 15001, 15208, 15938,
16310, 16315, 16654, 17224, 17576, 17859, 17860, 17878, 17922,
17995],
dtype='int64'),
'Extremadura UD': Int64Index([ 4036, 5835, 5974, 6074, 6838, 7572, 7737, 7784, 7840,
8286, 8488, 8805, 8844, 8865, 8879, 8894, 9230, 9558,
10123, 10522, 10855, 10901, 11109, 13155, 13711, 14302, 14304,
14555, 14666, 14734],
dtype='int64'),
'FC Admira Wacker Mödling': Int64Index([ 6149, 6764, 7106, 8813, 9511, 9764, 10459, 10938, 10998,
11152, 11294, 11951, 12186, 12503, 13133, 13263, 13299, 14479,
14940, 15116, 15660, 15676, 16242, 16641, 16880, 17005, 17776],
dtype='int64'),
'FC Augsburg': Int64Index([ 628, 643, 720, 797, 903, 1131, 1407, 1909, 2124,
2600, 2971, 2977, 3083, 3761, 4269, 4396, 4671, 4861,
5318, 5443, 6571, 6822, 8219, 8598, 10642, 13523, 15058,
15329, 15548, 15874, 16978],
dtype='int64'),
'FC Barcelona': Int64Index([ 0, 7, 18, 20, 32, 42, 49, 53, 54,
96, 155, 192, 228, 236, 239, 263, 266, 324,
613, 1007, 1037, 3118, 3684, 6000, 6102, 8284, 8289,
8857, 10526, 10777, 11300, 12502, 14286],
dtype='int64'),
'FC Basel 1893': Int64Index([ 906, 1351, 1368, 1410, 1565, 1669, 1772, 2352, 2372,
2785, 2962, 4169, 4572, 5658, 5897, 6151, 6287, 6353,
6519, 8485, 12677, 13325, 15061, 15514, 16028, 17336, 17612],
dtype='int64'),
'FC Bayern München': Int64Index([ 10, 22, 28, 34, 66, 67, 82, 85, 95,
115, 154, 162, 164, 169, 179, 215, 221, 509,
1435, 1809, 9935, 11319, 12290, 12679, 13174, 14244, 14253,
15430, 16932],
dtype='int64'),
'FC Carl Zeiss Jena': Int64Index([ 8251, 9234, 9310, 10144, 10254, 10973, 11428, 11545, 11771,
12450, 12481, 12548, 12553, 12882, 13111, 13219, 13354, 13422,
14059, 14061, 14220, 15584, 16017, 16184, 16507, 17179, 17649,
17654],
dtype='int64'),
'FC Dallas': Int64Index([ 2173, 2205, 2695, 2895, 3283, 3480, 3566, 3720, 4873,
5534, 6846, 7260, 7412, 8303, 8669, 8724, 8988, 9739,
10833, 11312, 11660, 12956, 15723, 16735, 17048, 17244, 17366,
17618, 17992],
dtype='int64'),
'FC Emmen': Int64Index([ 5671, 7344, 8109, 8588, 8764, 9044, 9605, 10241, 10372,
10505, 10739, 11099, 11445, 11894, 11903, 11907, 12383, 13172,
14651, 15203, 16023, 16174, 16264, 16534, 16606, 16638, 16964,
17168, 17239, 17254],
dtype='int64'),
'FC Energie Cottbus': Int64Index([ 8199, 9208, 9331, 10065, 11140, 11144, 11156, 11677, 12168,
12179, 12188, 12218, 12860, 13225, 13583, 13925, 14034, 14107,
14211, 14483, 14720, 14747, 15162, 15380, 15798, 16250, 16717,
17520],
dtype='int64'),
'FC Erzgebirge Aue': Int64Index([ 4729, 4756, 5319, 5779, 5782, 6315, 6611, 6779, 6789,
7246, 7435, 7795, 8120, 8212, 8341, 8471, 9275, 10668,
12478, 12907, 13116, 13594, 13861, 13875, 15227, 15252, 16453,
17559, 17561],
dtype='int64'),
'FC Girondins de Bordeaux': Int64Index([ 863, 1069, 1159, 1187, 1356, 1391, 1502, 1580, 1866,
2001, 2300, 2382, 2784, 2969, 3067, 3219, 3280, 3490,
4330, 4430, 4574, 5540, 5560, 5751, 6708, 6962, 10380,
11447, 12552, 13935, 15813],
dtype='int64'),
'FC Groningen': Int64Index([ 1364, 3064, 3488, 4031, 4670, 5559, 6423, 7561, 7995,
8403, 8965, 8976, 9320, 10625, 10664, 10968, 11168, 12908,
13064, 14026, 14359, 14733, 15899, 16040, 16401, 16879],
dtype='int64'),
'FC Hansa Rostock': Int64Index([ 4961, 6794, 8038, 8126, 8154, 8852, 8904, 9385, 10166,
10287, 10999, 11827, 11842, 12268, 12374, 13214, 13987, 14117,
14320, 14635, 16072, 16119, 16227, 16482, 17291],
dtype='int64'),
'FC Ingolstadt 04': Int64Index([ 2128, 2557, 2853, 3164, 3403, 3717, 3796, 5596, 5717,
5732, 5757, 5878, 6010, 6434, 6759, 6842, 7371, 8855,
9589, 10452, 10623, 11379, 12800, 13589, 13780, 14964, 15539,
16657, 17396, 17847],
dtype='int64'),
'FC København': Int64Index([ 1123, 1749, 1922, 2420, 2554, 2974, 3739, 3758, 4260,
5697, 5727, 5744, 6014, 6088, 6475, 7212, 8080, 9714,
11177, 14943, 15635, 15962, 17514],
dtype='int64'),
'FC Lorient': Int64Index([ 3194, 3599, 3837, 4860, 5021, 5150, 5911, 6295, 6666,
6763, 7125, 7822, 7893, 9088, 9626, 10282, 11345, 12463,
13737, 14249, 14566, 16187, 16200, 16624, 16709, 16797, 17172,
17226, 17505, 17639],
dtype='int64'),
'FC Lugano': Int64Index([ 3526, 3992, 6166, 6714, 6906, 8726, 9295, 9884, 10792,
10987, 11481, 11933, 12103, 13081, 13486, 14123, 14236, 14415,
14451, 15338, 15371, 15476, 16298, 16337, 16561, 17498, 17723],
dtype='int64'),
'FC Luzern': Int64Index([ 5892, 6302, 6467, 6600, 7920, 8789, 9438, 9668, 9843,
9853, 9978, 10201, 10415, 10659, 10917, 11012, 11314, 11358,
12022, 12661, 13652, 14446, 14939, 15391, 17502, 17575, 17634],
dtype='int64'),
'FC Metz': Int64Index([ 2566, 2757, 3232, 3253, 3402, 3676, 4386, 5141, 5299,
5306, 5409, 5526, 5562, 5582, 6111, 7720, 8424, 9634,
9925, 10091, 10238, 10393, 11640, 12537, 13793, 13797],
dtype='int64'),
'FC Midtjylland': Int64Index([ 1841, 2191, 2811, 3126, 3172, 3308, 4195, 4381, 4453,
5105, 5171, 5623, 6672, 6699, 8121, 8804, 9848, 9888,
12158, 12175, 13407, 13649, 14612, 16351, 16353, 17886, 18115],
dtype='int64'),
'FC Nantes': Int64Index([ 634, 761, 769, 824, 1114, 1167, 1209, 1222, 1584,
1673, 1991, 2102, 2633, 3095, 4598, 4697, 4974, 5417,
6472, 6477, 7241, 7358, 7616, 8456, 8460, 10454, 11165,
12491, 12826, 13927, 14376, 14444],
dtype='int64'),
'FC Nordsjælland': Int64Index([ 4727, 6144, 6640, 8085, 8842, 9093, 9209, 9851, 10343,
10523, 11132, 12012, 12134, 13016, 13051, 15586, 15621, 15895,
16123, 16196, 16760, 17318, 17458, 17562, 17836, 18022, 18133],
dtype='int64'),
'FC Porto': Int64Index([ 94, 112, 175, 187, 318, 371, 406, 423, 480, 602, 651,
727, 747, 804, 990, 1185, 1928, 1990, 2158, 2233, 2237, 2583,
2818, 3298, 4145, 8545, 8625, 9142],
dtype='int64'),
'FC Red Bull Salzburg': Int64Index([ 859, 1030, 1750, 1832, 1894, 2563, 2710, 2753, 2854,
3358, 3899, 4392, 5761, 6024, 6040, 6227, 6334, 7579,
8257, 8998, 10064, 10856, 12084, 12569, 12712, 13040, 16398],
dtype='int64'),
'FC Schalke 04': Int64Index([ 102, 210, 261, 349, 476, 503, 559, 637, 649,
652, 791, 805, 1148, 1192, 1422, 1647, 2275, 2385,
2457, 2522, 2661, 4799, 6004, 6615, 9407, 10249, 11607,
15431, 16629],
dtype='int64'),
'FC Seoul': Int64Index([ 3896, 4020, 5629, 5853, 7399, 7650, 7913, 8542, 8687,
8768, 8875, 9334, 9830, 9955, 9990, 10012, 10399, 10749,
10760, 11293, 11709, 11745, 12008, 12385, 12415, 12435, 14113,
15002],
dtype='int64'),
'FC Sion': Int64Index([ 1699, 3249, 4186, 4524, 4586, 5173, 6056, 6361, 7473,
7895, 9002, 9446, 10857, 11452, 11530, 11818, 12561, 12941,
13654, 14576, 15277, 15348, 15665, 15914, 16373, 16917, 17434],
dtype='int64'),
'FC Sochaux-Montbéliard': Int64Index([ 5339, 5345, 6453, 6928, 7716, 7908, 8354, 8834, 9026,
9480, 10149, 10496, 10536, 10704, 11390, 12812, 14182, 14354,
14655, 14679, 15452, 15696, 16365, 16417, 16419, 16766, 17556,
17917],
dtype='int64'),
'FC St. Gallen': Int64Index([ 3270, 5886, 7315, 7555, 7740, 8076, 8505, 9582, 9616,
9790, 10395, 10905, 11408, 11769, 11814, 12036, 12817, 14001,
14102, 14965, 15578, 15943, 17626, 17771, 17919],
dtype='int64'),
'FC St. Pauli': Int64Index([ 2749, 2893, 3669, 4506, 4857, 4910, 5202, 5346, 5447,
5491, 5609, 5802, 6053, 6396, 6875, 7050, 7302, 7881,
8604, 9435, 10215, 10718, 11692, 13608, 14240, 14245, 15280,
16384, 16493, 16804],
dtype='int64'),
'FC Thun': Int64Index([ 4491, 6146, 7091, 7277, 8123, 8156, 9730, 10072, 11544,
11837, 12753, 12807, 14699, 15447, 15576, 15770, 15841, 15936,
16175, 16553, 16555, 16755, 16913, 17821, 18007, 18069],
dtype='int64'),
'FC Tokyo': Int64Index([ 2662, 3246, 4103, 5850, 6058, 6215, 7484, 8019, 8402,
8544, 8736, 9448, 10270, 10521, 10564, 11183, 11590, 12131,
12573, 14134, 14810, 15594, 15711, 15937, 16183, 16262, 16757,
16823, 17570, 17613],
dtype='int64'),
'FC Utrecht': Int64Index([ 2445, 2787, 3137, 3331, 3369, 3462, 3487, 3542, 3746,
4216, 4226, 4475, 4951, 5174, 6619, 6985, 7148, 7617,
8501, 10081, 10571, 12531, 12711, 13278, 14726, 16266],
dtype='int64'),
'FC Wacker Innsbruck': Int64Index([ 5242, 7884, 8313, 8897, 9915, 10104, 10371, 10420, 10755,
11399, 12154, 12413, 12547, 13295, 13697, 14009, 14416, 14693,
14716, 15192, 15324, 15714, 15785, 16281, 16727, 17203, 17330],
dtype='int64'),
'FC Würzburger Kickers': Int64Index([ 6974, 7000, 7842, 8144, 9178, 9302, 9498, 9579, 9656,
10120, 10280, 10527, 10732, 11112, 11175, 11378, 11670, 13686,
14095, 14517, 15023, 15583, 16951, 17153, 17619, 18045, 18127],
dtype='int64'),
'FC Zürich': Int64Index([ 5302, 5366, 5416, 6432, 6473, 6782, 6894, 7402, 7525,
7911, 8653, 8796, 9183, 9287, 11072, 13461, 13928, 14616,
15026, 15256, 16082, 16816, 16864, 17151, 17440, 17533, 17883],
dtype='int64'),
'FK Austria Wien': Int64Index([ 2812, 3986, 4371, 4996, 5906, 6020, 6707, 7117, 7234,
7462, 7568, 7849, 8029, 8259, 8390, 8506, 8593, 10348,
11723, 12457, 13653, 14549, 14901, 14971, 14974, 16740, 17152],
dtype='int64'),
'FK Bodø/Glimt': Int64Index([ 7670, 8292, 8802, 9575, 9717, 11307, 11834, 12388, 13031,
13170, 13557, 13725, 13881, 13883, 13920, 14631, 14690, 14700,
14908, 15460, 15559, 16241, 17031, 17734, 17881, 17929, 17932],
dtype='int64'),
'FK Haugesund': Int64Index([ 5908, 7776, 9122, 9315, 9524, 10463, 10663, 10820, 11237,
11342, 11820, 11841, 13448, 13456, 14150, 15194, 15533, 15779,
16942, 17496, 17616, 17625],
dtype='int64'),
'FSV Zwickau': Int64Index([ 6981, 8540, 9019, 9032, 9175, 9600, 9883, 10217, 10224,
10690, 10779, 10913, 12437, 13117, 13983, 14115, 14190, 14298,
14301, 14314, 15372, 15473, 15824, 15928, 15957],
dtype='int64'),
'Fenerbahçe SK': Int64Index([ 389, 532, 1118, 1217, 1310, 1357, 1525, 1557, 1634,
1661, 1779, 1815, 1883, 2095, 2139, 2397, 2458, 2469,
2524, 2713, 2747, 3027, 3156, 3317, 5585, 8279, 8370,
9820, 12726, 13911],
dtype='int64'),
'Feyenoord': Int64Index([ 638, 907, 1095, 1377, 1567, 1586, 1714, 1753, 1816,
1818, 2008, 2070, 2515, 2685, 3335, 5127, 5512, 6544,
7227, 8561, 8723, 8898, 11147, 12250, 13142, 13357, 13791,
15481],
dtype='int64'),
'Fiorentina': Int64Index([ 630, 657, 728, 734, 771, 1077, 1263, 1387, 1423,
1456, 1520, 2074, 2094, 2437, 2691, 3242, 3276, 3435,
3978, 4582, 5106, 14391, 16068, 16521],
dtype='int64'),
'Fleetwood Town': Int64Index([ 5311, 5488, 6273, 6488, 7712, 7756, 9433, 9965, 10053,
10336, 10408, 10759, 10817, 10995, 11448, 12345, 12516, 12616,
12885, 14267, 15121, 16219, 17080, 17468, 17689, 17781, 17824,
18175],
dtype='int64'),
'Fluminense': Int64Index([ 320, 420, 1486, 1799, 1935, 2035, 2196, 2222, 2731,
3627, 3634, 4529, 4537, 6109, 6924, 7033, 7198, 7529,
8192, 10592],
dtype='int64'),
'Foggia': Int64Index([ 1294, 2291, 3061, 3679, 4954, 5397, 5466, 5766, 6359,
6651, 7158, 9200, 9207, 9411, 10544, 10920, 11221, 11386,
11403, 13366, 13992, 14998, 16485, 17895, 17935, 17937, 17938],
dtype='int64'),
'Forest Green Rovers': Int64Index([10186, 10504, 10538, 10677, 11434, 11501, 11702, 11704, 12030,
12853, 12881, 13409, 13529, 13573, 14459, 14905, 15242, 15300,
15911, 15948, 16375, 16508, 16904, 17281],
dtype='int64'),
'Fortuna Düsseldorf': Int64Index([ 1925, 1989, 2402, 2678, 2739, 2791, 2794, 3165, 3196,
3265, 3385, 3406, 3517, 3591, 3727, 4045, 4166, 4477,
4835, 5838, 5842, 5925, 6525, 7693, 11352, 12110, 14098,
14587, 15558, 15871, 15977, 16571, 16620],
dtype='int64'),
'Fortuna Sittard': Int64Index([ 3062, 4573, 5784, 6480, 7343, 7420, 7574, 7985, 8419,
8835, 8864, 8983, 9028, 9145, 9235, 9442, 9679, 9919,
9953, 9999, 10697, 12042, 13734, 14022, 15234, 15317, 16684],
dtype='int64'),
'Frosinone': Int64Index([ 779, 1449, 1774, 2142, 2146, 2595, 2696, 2774, 3433,
3447, 3620, 3953, 4048, 4135, 4149, 4336, 4709, 4783,
4965, 5045, 6033, 6262, 6561, 6855, 6891, 8244, 8483,
9056, 11281, 12064, 14513, 15095, 16324],
dtype='int64'),
'Fulham': Int64Index([ 331, 609, 696, 1021, 1088, 1329, 1800, 1877, 1992,
2230, 2421, 2423, 2425, 2526, 2573, 2877, 3115, 3438,
3982, 4528, 5155, 5664, 7342, 10989, 15295, 16000, 16155,
16190, 16603, 16877, 16944, 17369],
dtype='int64'),
'GD Chaves': Int64Index([ 1672, 1987, 2393, 2579, 2759, 2897, 3745, 3772, 4138,
4277, 4307, 4578, 4955, 5470, 5593, 5632, 6003, 6154,
6307, 6551, 6632, 6925, 7263, 9472, 11331],
dtype='int64'),
'GFC Ajaccio': Int64Index([ 5075, 5280, 6478, 7126, 8978, 9169, 9292, 9654, 10708,
11204, 11409, 13184, 13187, 13542, 13870, 14630, 15122, 15423,
15774, 16443, 17133, 17684, 17688],
dtype='int64'),
'GIF Sundsvall': Int64Index([ 5665, 5668, 7406, 8820, 9545, 10823, 10986, 11526, 12419,
12942, 12968, 13150, 13501, 14647, 14659, 14757, 15068, 15442,
15853, 15885, 17170, 17596, 18091],
dtype='int64'),
'Galatasaray SK': Int64Index([ 385, 493, 656, 683, 684, 686, 930, 936, 1139,
1296, 1716, 1732, 1959, 2111, 2176, 2615, 3077, 3427,
4497, 6458, 11158, 13126, 14008, 14145, 14430, 14695, 14702,
15090, 15105, 15945],
dtype='int64'),
'Gamba Osaka': Int64Index([ 3939, 4081, 4470, 5517, 5533, 7213, 7757, 8162, 8302,
8980, 9526, 10515, 10636, 12265, 12327, 13702, 13836, 14853,
14955, 16447, 16920, 17214, 17218, 17681, 17832, 17854, 17944,
18087, 18088, 18173],
dtype='int64'),
'Gangwon FC': Int64Index([ 4204, 6278, 6685, 7008, 7471, 7749, 7807, 8231, 8413,
8432, 8632, 8758, 8990, 9746, 10206, 11256, 11792, 11849,
11889, 13015, 13398, 14334, 14371, 14492, 15000, 15049, 15780,
16980],
dtype='int64'),
'Genoa': Int64Index([ 527, 901, 1071, 1210, 1277, 1362, 1638, 1677, 1696,
1996, 2350, 2408, 2802, 2959, 3065, 3264, 4252, 4500,
4926, 5324, 6070, 6250, 6268, 7088, 9294, 11166, 14744],
dtype='int64'),
'Getafe CF': Int64Index([ 519, 698, 760, 770, 935, 972, 993, 1019, 1059,
1104, 1345, 1378, 1434, 1521, 1675, 1703, 2055, 2218,
2762, 3222, 3363, 4479, 8465, 12976, 13367, 13844, 13852,
15244],
dtype='int64'),
'Gillingham': Int64Index([ 8184, 9255, 10588, 11088, 11614, 12170, 12213, 12232, 12579,
12878, 13380, 13709, 13712, 14014, 14626, 14844, 15118, 15531,
15582, 15617, 16014, 16182, 16426, 16784, 16960, 17212, 17449,
17949],
dtype='int64'),
'Gimnasia y Esgrima La Plata': Int64Index([ 1985, 2873, 3921, 4027, 4902, 5001, 5573, 5747, 6296,
6489, 6692, 8731, 9045, 9192, 9704, 9923, 10349, 12680,
14274, 14362, 14382, 14431, 14945, 15053, 15545, 15674, 16287,
17349],
dtype='int64'),
'Gimnàstic de Tarragona': Int64Index([ 2989, 3243, 3600, 4637, 4736, 5068, 5097, 5195, 6363,
6516, 6625, 6969, 7611, 7887, 8194, 8444, 8756, 8866,
9014, 9881, 10271, 10352, 10876, 11753, 12114, 12727, 12793,
13643, 13833, 14164],
dtype='int64'),
'Girona FC': Int64Index([ 459, 511, 581, 655, 787, 799, 961, 1076, 1145,
1216, 1308, 1478, 1599, 1720, 2121, 2348, 2465, 2603,
3108, 5468, 6076, 7686, 8142, 11002, 15263, 15967, 16423,
16777, 17033],
dtype='int64'),
'Godoy Cruz': Int64Index([ 825, 2541, 3337, 3407, 3583, 3708, 4538, 7969, 9770,
10630, 10778, 11231, 11852, 12500, 13221, 13297, 13525, 13674,
13878, 14299, 14598, 14642, 15096, 15204, 15441, 15705, 16038,
16673],
dtype='int64'),
'Granada CF': Int64Index([ 1597, 3160, 3277, 4053, 4152, 4427, 4963, 4967, 5336,
5381, 5565, 5938, 6414, 7717, 7964, 9698, 10781, 11121,
11122, 11310, 11538, 12880, 13107, 13784, 13826, 14051, 14191,
14491, 14893],
dtype='int64'),
'Grasshopper Club Zürich': Int64Index([ 2543, 3558, 3821, 5885, 6374, 6800, 6926, 7128, 7960,
8492, 10323, 10633, 10772, 10943, 13447, 14261, 14854, 15066,
15112, 15143, 15370, 16317, 16780, 17085, 17094, 17097, 17951],
dtype='int64'),
'Grenoble Foot 38': Int64Index([ 4947, 5430, 5775, 6756, 7133, 7272, 7449, 9246, 10018,
10258, 10542, 10701, 10827, 11549, 11879, 12334, 12647, 12815,
13264, 13449, 13566, 13706, 14169, 14384, 15520, 15593],
dtype='int64'),
'Grimsby Town': Int64Index([10128, 10595, 10603, 11749, 12228, 12288, 13328, 13847, 14233,
14367, 14445, 14807, 15304, 15581, 15613, 15692, 15783, 16048,
16581, 16678, 16957, 17001, 17019, 17682, 18121],
dtype='int64'),
'Grêmio': Int64Index([ 157, 158, 232, 738, 1709, 2097, 2152, 2239, 2278,
2463, 2598, 2872, 3567, 4107, 5052, 5781, 5814, 7979,
9384, 10575],
dtype='int64'),
'Guadalajara': Int64Index([ 1482, 1694, 2418, 2861, 3481, 3801, 3806, 4222, 4414,
4703, 5178, 5579, 5675, 5843, 6462, 6509, 7162, 7583,
8018, 10239, 10670, 11961, 12015, 13431, 13659, 13952, 14085,
14701, 16061],
dtype='int64'),
'Guangzhou Evergrande Taobao FC': Int64Index([ 91, 166, 663, 1413, 3300, 3525, 3647, 4239, 4655,
5456, 5535, 5932, 6426, 7049, 7453, 8003, 9242, 9766,
10691, 12917, 14003, 14422, 14875, 16928, 17640, 17737, 17850,
17891],
dtype='int64'),
'Guangzhou R&F; FC': Int64Index([ 461, 1758, 2262, 2590, 5881, 6879, 7335, 8569, 10334,
11432, 12278, 13519, 13673, 14028, 15352, 16165, 16251, 17095,
17230, 17425, 17435, 17646, 17822, 17964, 18067, 18141, 18142,
18163],
dtype='int64'),
'Guizhou Hengfeng FC': Int64Index([ 1214, 3443, 3504, 3900, 4563, 8131, 9213, 9226, 10824,
11416, 11600, 12549, 13200, 13283, 13408, 13411, 13905, 14238,
14917, 15077, 15439, 16427, 16874, 17383, 17845, 17979, 18010,
18026],
dtype='int64'),
'Gyeongnam FC': Int64Index([ 3657, 6242, 6313, 7018, 7817, 8895, 10152, 11286, 12562,
12739, 12921, 13028, 13195, 13281, 13294, 13330, 13556, 14348,
14457, 14605, 14723, 15672, 15971, 16139, 16635, 16911, 16961,
17965],
dtype='int64'),
'Górnik Zabrze': Int64Index([ 3416, 3569, 8143, 8743, 9085, 10273, 10494, 12326, 12741,
13340, 13349, 13554, 13600, 14077, 14097, 14263, 14682, 14739,
15248, 15920, 16140, 16438, 16718, 16821, 17050, 17510, 17587],
dtype='int64'),
'Göztepe SK': Int64Index([ 991, 1360, 2043, 2204, 2668, 2978, 3019, 3106, 3154,
3743, 4179, 4202, 4580, 5090, 5452, 6137, 6168, 7065,
7413, 7612, 7671, 8566, 9273, 15074, 15546, 15912, 17182,
18093],
dtype='int64'),
'HJK Helsinki': Int64Index([ 7129, 9312, 9640, 9664, 10728, 11449, 12296, 12533, 12736,
13245, 13362, 14081, 14277, 14469, 14769, 16088, 16358, 17256,
17395, 17443, 17481, 17563, 17800, 17867, 18001, 18109],
dtype='int64'),
'Hallescher FC': Int64Index([ 8258, 8943, 10032, 10318, 10673, 10709, 10979, 11141, 11563,
11571, 11572, 11923, 12525, 12624, 12639, 12931, 13886, 14241,
15400, 16073, 16336, 16340, 16501, 17123, 17597],
dtype='int64'),
'Hamburger SV': Int64Index([ 855, 1401, 1477, 1561, 2157, 2296, 2623, 3373, 3445,
3769, 4099, 4266, 4395, 4511, 4606, 5086, 6032, 8807,
9257, 9425, 10748, 10770, 12436, 12988, 14435, 14449, 14462,
14957, 15156, 15175],
dtype='int64'),
'Hamilton Academical FC': Int64Index([ 7317, 10491, 11128, 12210, 12707, 12984, 13169, 13240, 13255,
14547, 14641, 14880, 15267, 15420, 15575, 15707, 15801, 16027,
16062, 16497, 16795, 16869, 17208, 17308, 17460, 17785, 17978,
18151],
dtype='int64'),
'Hammarby IF': Int64Index([ 3818, 3885, 3942, 5497, 6078, 6141, 7055, 7496, 7654,
8722, 8790, 9474, 9590, 9832, 10818, 12897, 13121, 13266,
13536, 15506, 15810, 16249, 16430, 16902, 17282, 17531, 17745],
dtype='int64'),
'Hannover 96': Int64Index([ 821, 1016, 1225, 1476, 1489, 1610, 1665, 1684, 1723,
1837, 2323, 2503, 2641, 2735, 3056, 3140, 3863, 4211,
4377, 4751, 5320, 6833, 6936, 9797, 10865, 15228, 15630,
16217, 16222],
dtype='int64'),
'Heart of Midlothian': Int64Index([ 2160, 3641, 4901, 5663, 6485, 6844, 7220, 7249, 7346,
7418, 7641, 8335, 9159, 9638, 10189, 10237, 11311, 11393,
11401, 11694, 11874, 12560, 13806, 13834, 14440, 14792, 16720],
dtype='int64'),
'Hebei China Fortune FC': Int64Index([ 547, 713, 872, 6139, 6878, 7767, 8211, 8487, 9091,
9298, 9486, 10565, 10605, 10854, 11839, 12691, 13751, 14914,
15450, 15458, 15467, 15778, 15883, 16042, 16202, 16231, 16511,
17353],
dtype='int64'),
'Hellas Verona': Int64Index([ 2585, 2954, 3069, 3192, 3664, 3985, 4129, 4899, 4989,
5142, 5737, 6212, 6500, 6810, 6883, 6899, 6910, 7064,
8036, 8658, 10316, 10750, 12209, 12271, 12499, 12526, 14360,
14588, 16141],
dtype='int64'),
'Henan Jianye FC': Int64Index([ 2226, 2548, 2946, 5916, 9189, 10578, 11647, 12193, 12667,
13487, 14408, 14425, 14475, 14835, 14949, 15052, 15477, 15654,
15930, 16195, 16307, 16374, 16836, 16871, 17661, 17702, 17820,
17953],
dtype='int64'),
'Heracles Almelo': Int64Index([ 2181, 4594, 5847, 5914, 6765, 6971, 7331, 7481, 7485,
7584, 7627, 7663, 8242, 8361, 8636, 8735, 8924, 9161,
10949, 11415, 12705, 12962, 13796, 13922, 14808, 14918, 15165,
15940, 16400],
dtype='int64'),
'Hertha BSC': Int64Index([ 222, 612, 714, 792, 836, 969, 1066, 1089, 1392,
1549, 1844, 1969, 2005, 2743, 3003, 3090, 3179, 3485,
4432, 4985, 5271, 5383, 5876, 6042, 8907, 13190, 13350,
13480, 13714, 14294, 15358, 15826],
dtype='int64'),
'Hibernian': Int64Index([ 3509, 4788, 5633, 5682, 7191, 7298, 7345, 7438, 7684,
8081, 8868, 9136, 9908, 9929, 10560, 11238, 11485, 11882,
12883, 13639, 13675, 14103, 14279, 17584, 17970],
dtype='int64'),
'Hobro IK': Int64Index([ 5740, 5748, 7509, 8128, 9062, 9463, 10365, 10747, 11504,
11642, 12206, 12324, 12351, 12700, 12835, 13244, 15307, 15354,
16481, 16567, 17089, 17480, 17817, 17910, 18030],
dtype='int64'),
'Hokkaido Consadole Sapporo': Int64Index([ 5790, 8480, 8536, 9595, 9907, 10548, 10619, 10706, 10730,
11113, 11487, 11721, 12089, 12769, 12776, 12784, 13227, 13413,
13664, 13703, 13991, 14013, 15972, 17442, 17466, 17672, 17764,
17801, 18171],
dtype='int64'),
'Holstein Kiel': Int64Index([ 2021, 3895, 4881, 5304, 5444, 5907, 6280, 6975, 7002,
7206, 7392, 7785, 8378, 9198, 9510, 10071, 10825, 11389,
11482, 13061, 13403, 13913, 14104, 14742, 14882, 15381, 16065,
16509, 17236],
dtype='int64'),
'Houston Dynamo': Int64Index([ 1997, 3660, 4757, 4801, 4895, 5196, 5212, 5515, 6785,
6953, 7268, 7439, 7856, 8367, 8447, 8652, 8928, 9110,
9795, 10164, 10405, 10957, 13204, 13656, 13957, 15509, 16277,
16335, 17792, 17931],
dtype='int64'),
'Huddersfield Town': Int64Index([ 831, 839, 1134, 1213, 1560, 1663, 1812, 1971, 2147,
2334, 2506, 2621, 2658, 3018, 3346, 3468, 3598, 4100,
4125, 5175, 6862, 7754, 10680, 12380, 14455, 15680, 16110,
16112, 16360, 16361, 16452, 17079],
dtype='int64'),
'Hull City': Int64Index([ 2613, 4240, 4317, 4443, 4499, 4539, 4593, 5399, 6054,
6134, 6318, 6482, 6621, 6803, 6961, 7314, 7422, 7598,
7957, 8583, 8841, 9598, 11034, 13689, 15795, 16245, 16432,
16590, 16938, 17474],
dtype='int64'),
'IF Brommapojkarna': Int64Index([11057, 11778, 12611, 13223, 13727, 13783, 13902, 14070, 14405,
14441, 14501, 14636, 14683, 14730, 14814, 15010, 15646, 15793,
15889, 16107, 16132, 16136, 16238, 17112, 17267, 17283],
dtype='int64'),
'IF Elfsborg': Int64Index([ 3604, 4782, 4797, 6650, 8635, 8885, 8889, 9533, 9694,
10066, 10299, 10495, 10596, 11454, 11739, 12674, 13375, 13516,
13932, 13940, 15387, 16308, 16404, 16710, 17040, 17301, 17707],
dtype='int64'),
'IFK Göteborg': Int64Index([ 7798, 8243, 8686, 9137, 9720, 10540, 11495, 12016, 12246,
12675, 13897, 14412, 14494, 14973, 15120, 15760, 15830, 16642,
16927, 17099, 17652, 17870, 18070],
dtype='int64'),
'IFK Norrköping': Int64Index([ 3260, 3377, 4684, 4789, 5728, 6161, 6853, 6903, 7257,
7363, 7498, 8228, 8655, 9514, 9922, 12521, 12986, 13810,
15817, 16349, 17184, 17488, 17653, 18051],
dtype='int64'),
'IK Sirius': Int64Index([ 8929, 9849, 9859, 10079, 10179, 10784, 11134, 11137, 11932,
11964, 12226, 12263, 12304, 12855, 13186, 13378, 13609, 14078,
14291, 14632, 14681, 16054, 16218, 17075, 17160, 17732, 17839],
dtype='int64'),
'IK Start': Int64Index([ 8134, 9612, 9613, 10014, 10897, 10904, 11243, 12018, 12343,
12649, 12865, 12945, 13139, 13841, 14177, 14525, 14574, 14801,
15065, 15140, 15483, 15564, 15814, 15924],
dtype='int64'),
'Incheon United FC': Int64Index([ 4980, 5621, 6788, 7038, 7863, 10107, 10486, 10762, 10880,
11169, 11260, 11274, 11725, 12448, 12596, 12808, 13115, 13388,
13733, 13738, 14132, 14432, 14486, 14596, 15753, 15984, 16127,
17662],
dtype='int64'),
'Independiente': Int64Index([ 578, 772, 843, 1094, 1428, 1500, 1546, 1645, 1963,
2064, 2464, 2509, 2544, 2671, 2772, 2926, 3286, 3387,
4200, 5403, 8527, 8637, 10450, 10787, 10953, 13334, 13772,
15174],
dtype='int64'),
'Independiente Medellín': Int64Index([ 3058, 3134, 4380, 5386, 6171, 6367, 6684, 8330, 8560,
8618, 8812, 8967, 8994, 9515, 11282, 11829, 11873, 12143,
12269, 12559, 13288, 14460, 14839, 16889, 17719, 17777, 17915,
18110],
dtype='int64'),
'Independiente Santa Fe': Int64Index([ 2479, 2945, 3744, 3774, 3839, 4193, 5255, 5269, 5308,
5486, 5605, 5871, 6398, 6704, 7137, 7240, 7287, 7409,
7433, 7490, 8138, 10210, 11053, 11405, 12643, 16117, 17585,
17907],
dtype='int64'),
'Inter': Int64Index([ 40, 43, 77, 97, 101, 104, 127, 332, 333,
337, 354, 393, 402, 433, 437, 561, 679, 798,
1238, 1247, 1425, 2589, 7930, 11083],
dtype='int64'),
'Internacional': Int64Index([ 564, 566, 737, 739, 940, 1746, 2143, 2266, 2342, 2518, 2867,
2927, 3348, 4385, 4822, 5163, 5514, 5635, 7792, 8277],
dtype='int64'),
'Ipswich Town': Int64Index([ 3873, 4552, 5003, 5502, 5661, 5862, 6019, 6322, 6712,
6965, 7085, 7456, 7747, 7860, 8445, 8517, 8585, 8631,
8794, 8981, 10025, 10587, 11032, 11259, 11911, 11936, 13958,
16577, 17423, 17484],
dtype='int64'),
'Itagüí Leones FC': Int64Index([10173, 10822, 10961, 11176, 11222, 11817, 11850, 12138, 12895,
13007, 13235, 13250, 13267, 13648, 13867, 14569, 14652, 14805,
15167, 15720, 15870, 15886, 16321, 16355, 16542, 17204, 17232,
17427],
dtype='int64'),
'Jagiellonia Białystok': Int64Index([ 3458, 3881, 4268, 4332, 4820, 5065, 5344, 5803, 6696,
6697, 7787, 7987, 8074, 9701, 10185, 10972, 11188, 11866,
11999, 14106, 14538, 16100, 17090, 17486, 17624, 17703, 18025],
dtype='int64'),
'Jaguares de Córdoba': Int64Index([ 6628, 7356, 8090, 8446, 9104, 9481, 10278, 10369, 10477,
10589, 11173, 11705, 12238, 12314, 12453, 12599, 13002, 13269,
13824, 13901, 13979, 14067, 14153, 14378, 15471, 16722, 17207,
17715],
dtype='int64'),
'Jeju United FC': Int64Index([ 3297, 5373, 5395, 5655, 7123, 7327, 8896, 8931, 8944,
9046, 9126, 9670, 9829, 9910, 10068, 10713, 10731, 11214,
11223, 11595, 12330, 13206, 13587, 13765, 13882, 14126, 14751,
17959],
dtype='int64'),
'Jeonbuk Hyundai Motors': Int64Index([ 3313, 3423, 3648, 3855, 4361, 4503, 4616, 4993, 5010,
5910, 6263, 6872, 7039, 7136, 7582, 7888, 8271, 9721,
10222, 10658, 11240, 11564, 11974, 12761, 14732, 15071, 15551,
16278],
dtype='int64'),
'Jeonnam Dragons': Int64Index([ 4778, 6310, 6669, 6752, 6787, 6989, 7662, 8005, 9542,
9924, 9966, 10255, 10641, 10959, 11387, 11527, 11962, 12130,
12745, 12949, 13013, 14409, 14812, 14956, 15236, 15403, 16223,
16301],
dtype='int64'),
'Jiangsu Suning FC': Int64Index([ 675, 694, 1073, 5861, 7790, 9370, 9578, 12172, 12182,
12510, 12617, 12845, 12909, 15076, 15079, 15125, 15758, 15789,
16522, 16689, 17475, 17815, 17819, 17837, 17958, 18062, 18065,
18120],
dtype='int64'),
'Junior FC': Int64Index([ 955, 2406, 2659, 2871, 3024, 3613, 3780, 3920, 4605,
5009, 5420, 5648, 6036, 6854, 7939, 8704, 9059, 9068,
9077, 9357, 10111, 10196, 10286, 13353, 14381, 14490, 15410,
16276],
dtype='int64'),
'Juventus': Int64Index([ 1, 15, 24, 64, 65, 70, 72, 73, 92,
99, 103, 128, 129, 139, 152, 243, 245, 247,
448, 815, 1049, 1149, 3418, 3700, 13896],
dtype='int64'),
'Júbilo Iwata': Int64Index([ 3550, 4205, 6108, 6270, 6540, 7892, 8461, 9822, 9872,
13119, 13125, 13178, 13473, 13762, 13845, 13879, 14748, 15198,
15468, 15868, 16053, 16252, 16272, 17146, 17147, 17607, 17608,
17866, 17954, 18196],
dtype='int64'),
'KAA Gent': Int64Index([ 919, 1204, 1483, 1860, 2640, 2701, 2796, 3728, 3906,
4071, 4082, 4108, 4170, 4468, 4653, 4732, 5190, 5286,
6784, 6882, 7322, 7424, 10075, 10649, 11069, 11651, 13891,
14489],
dtype='int64'),
'KAS Eupen': Int64Index([ 2650, 3305, 4014, 5055, 5859, 5900, 6279, 6369, 6370,
6946, 7001, 7037, 7306, 7647, 7659, 8153, 8708, 9476,
9645, 10338, 10863, 11548, 12318, 12550, 12914, 13874, 14634,
16972],
dtype='int64'),
'KFC Uerdingen 05': Int64Index([ 3825, 4431, 4541, 5734, 7214, 8002, 8158, 9120, 9148,
9847, 10367, 10788, 10891, 11826, 11875, 12575, 12934, 12990,
13049, 13146, 13650, 14040, 15072, 15078, 15887, 16120, 16650,
17967],
dtype='int64'),
'KRC Genk': Int64Index([ 813, 828, 932, 1507, 1564, 2343, 2851, 2887, 3041,
3151, 3502, 3894, 4094, 4109, 4800, 4862, 5428, 5480,
6513, 8031, 8065, 8295, 9018, 11330, 11612],
dtype='int64'),
'KSV Cercle Brugge': Int64Index([ 2934, 3414, 4060, 5599, 5600, 6046, 6047, 6261, 6840,
7273, 7455, 7972, 8139, 8438, 8957, 9874, 11620, 11663,
11794, 11823, 12233, 12846, 13138, 13384, 13468, 13681, 15343,
15541],
dtype='int64'),
'KV Kortrijk': Int64Index([ 3248, 3667, 3911, 4236, 4561, 4631, 4826, 5063, 5278,
5935, 5977, 6099, 6115, 6155, 6852, 7194, 7696, 8146,
8654, 8681, 10370, 10411, 11249, 11808, 15151, 15225, 15712,
16362],
dtype='int64'),
'KV Oostende': Int64Index([ 2424, 2983, 3446, 3880, 4118, 5120, 5287, 5501, 5745,
6026, 6173, 6198, 6554, 6581, 7062, 8197, 8416, 9541,
11513, 11624, 12093, 12864, 13623, 15147, 15625, 15681],
dtype='int64'),
'Kaizer Chiefs': Int64Index([ 1657, 2154, 3238, 3325, 4064, 4350, 4904, 5673, 5891,
7075, 7452, 7541, 7981, 8129, 9715, 9724, 10016, 10260,
10710, 10766, 11728, 11956, 12997, 13060, 14916, 15011, 16992],
dtype='int64'),
'Kalmar FF': Int64Index([ 3026, 6234, 7448, 7993, 9182, 9707, 10657, 10945, 11437,
11661, 12014, 12081, 12132, 12195, 12866, 13419, 13745, 14448,
14482, 14976, 15054, 16460, 16747, 16827, 16881, 17382, 17810],
dtype='int64'),
'Karlsruher SC': Int64Index([ 5646, 5860, 5969, 6251, 7618, 7665, 8301, 8306, 8909,
9950, 9959, 10209, 10350, 11042, 11601, 11942, 12341, 12433,
13101, 13103, 13798, 14898, 15142, 15367, 16392, 17375, 17599,
17601],
dtype='int64'),
'Kashima Antlers': Int64Index([ 1904, 3076, 3850, 4072, 4134, 5377, 5473, 6292, 6895,
7115, 7221, 8048, 8381, 8399, 9553, 9569, 9602, 9926,
10534, 10992, 11701, 11760, 13742, 14193, 14429, 15818, 16765,
16897, 17106, 17831],
dtype='int64'),
'Kashiwa Reysol': Int64Index([ 2846, 3087, 3704, 4315, 4816, 5337, 5975, 6584, 6908,
7769, 8312, 9393, 10743, 11394, 12046, 13465, 13930, 14343,
14577, 14763, 14953, 15479, 16026, 16041, 16859, 17417, 17774,
18060],
dtype='int64'),
'Kasimpaşa SK': Int64Index([ 752, 2549, 2866, 3472, 3681, 3740, 4352, 4469, 4530,
4638, 4651, 4824, 4875, 5686, 6417, 8484, 10842, 12532,
13130, 14709, 14924, 16428, 17759],
dtype='int64'),
'Kawasaki Frontale': Int64Index([ 1466, 2647, 3984, 4326, 4526, 4819, 5681, 6328, 6564,
7025, 7274, 7687, 8945, 9367, 9588, 9611, 10720, 11395,
11679, 11884, 12322, 12756, 13401, 13818, 14230, 14895, 16147,
16406, 16887, 17374],
dtype='int64'),
'Kayserispor': Int64Index([ 2033, 2310, 2331, 2432, 2507, 2588, 2982, 3304, 3617,
4105, 4167, 4290, 5223, 5296, 5391, 5392, 5788, 7609,
8479, 9996, 11512, 13599, 16616, 17074, 17091],
dtype='int64'),
'Kilmarnock': Int64Index([ 3671, 3808, 6132, 6399, 6614, 7800, 7924, 7966, 8401,
8751, 9243, 9279, 9672, 9796, 10583, 10598, 13500, 14141,
14337, 14661, 14696, 16800, 16853, 17165, 17296, 17529, 17871,
18147],
dtype='int64'),
'Korona Kielce': Int64Index([ 6913, 7760, 8111, 8643, 8910, 9025, 9591, 9870, 10848,
10994, 11186, 11366, 12155, 13459, 14251, 14583, 15034, 15091,
15161, 15544, 16022, 16025, 16984, 17583, 17718, 17739, 17909],
dtype='int64'),
'Kristiansund BK': Int64Index([ 6845, 6929, 7581, 9778, 10028, 10764, 11233, 11540, 12283,
12292, 12517, 12567, 12825, 12832, 13228, 13273, 13579, 13764,
13802, 14530, 15492, 16204, 16589, 17432],
dtype='int64'),
'LA Galaxy': Int64Index([ 109, 893, 1046, 1770, 1834, 3889, 4056, 6201, 6300,
6582, 6631, 7692, 8049, 8084, 8645, 8777, 9316, 9871,
11425, 11507, 11822, 12458, 13916, 16124, 16633],
dtype='int64'),
'LASK Linz': Int64Index([ 4012, 6285, 7183, 7652, 8224, 8263, 8737, 9199, 9610,
9775, 9952, 10689, 11085, 11301, 11533, 13377, 14044, 14121,
14627, 15425, 15958, 17364, 17579, 18158],
dtype='int64'),
'LOSC Lille': Int64Index([ 1297, 1380, 1865, 1884, 2249, 2373, 2415, 2740, 2822,
2855, 2875, 3388, 3870, 4674, 6084, 6298, 9359, 9831,
9942, 11251, 11857, 12011, 12861, 14087, 15765],
dtype='int64'),
'La Berrichonne de Châteauroux': Int64Index([ 4267, 5214, 7316, 8175, 8947, 9007, 10175, 10541, 10580,
12920, 13161, 13318, 13482, 13521, 13988, 14017, 14179, 14979,
15020, 15989, 16280, 16294, 17568, 17844],
dtype='int64'),
'La Equidad': Int64Index([ 3357, 4143, 6127, 6931, 7165, 7333, 7955, 8040, 8639,
8783, 9336, 10667, 10884, 11202, 11930, 12109, 12204, 12606,
12771, 13412, 13748, 14075, 15207, 15345, 16299, 16675, 16817,
17009],
dtype='int64'),
'Lazio': Int64Index([ 48, 78, 191, 217, 271, 298, 338, 472, 533,
759, 773, 783, 878, 1005, 1033, 1074, 1097, 1258,
1354, 1475, 1490, 1898, 2198, 3273, 3909, 5390, 5649,
8007, 10797, 13143, 14358, 14772],
dtype='int64'),
'Le Havre AC': Int64Index([ 3371, 5192, 5435, 6329, 6939, 7132, 7215, 7366, 7577,
8215, 8596, 9868, 10681, 11228, 11265, 11696, 11715, 11787,
11824, 11968, 12090, 12479, 12876, 13710, 15567, 15716, 16311,
16448, 17064, 17284],
dtype='int64'),
'Lecce': Int64Index([ 2992, 5102, 5240, 5294, 5419, 6705, 6851, 7593, 7847,
7977, 8000, 8369, 8718, 8997, 9857, 10346, 10624, 10831,
11610, 12083, 12794, 12886, 13021, 13432, 15173, 16067, 16845,
17711, 18194],
dtype='int64'),
'Lech Poznań': Int64Index([ 3072, 3352, 3422, 4007, 4846, 4885, 6880, 6935, 7388,
7949, 8552, 8630, 8642, 8682, 8795, 8901, 9053, 9556,
11414, 11641, 12306, 15640, 16101, 16535, 16700, 16704, 17042],
dtype='int64'),
'Lechia Gdańsk': Int64Index([ 3897, 4074, 4928, 4978, 5647, 5672, 6676, 7874, 7973,
9224, 9322, 9997, 10067, 10281, 10617, 10687, 11929, 12251,
12513, 12629, 13908, 14006, 15278, 16787, 16842, 16849, 17991],
dtype='int64'),
'Leeds United': Int64Index([ 1429, 1846, 2059, 2096, 2162, 2604, 2698, 2793, 3054,
3765, 4337, 4466, 4556, 4934, 5261, 5597, 5818, 6874,
7443, 7523, 11346, 11643, 13947, 14556, 14782, 16604, 16631,
16668, 17029, 17274],
dtype='int64'),
'Legia Warszawa': Int64Index([ 1802, 2609, 3032, 3266, 4747, 4884, 4918, 5198, 5401,
5735, 5912, 5964, 6082, 6225, 6267, 6602, 6952, 7140,
7466, 7719, 8020, 8514, 9677, 9743, 11192, 16830, 16858],
dtype='int64'),
'Leicester City': Int64Index([ 149, 251, 259, 341, 425, 670, 685, 742, 922,
1346, 1519, 1666, 1691, 1869, 1930, 1946, 1947, 1967,
1984, 2332, 2907, 3197, 3301, 3528, 4596, 5262, 6537,
10391, 11584, 13203, 13303, 13602],
dtype='int64'),
'Levante UD': Int64Index([ 330, 608, 640, 1113, 1237, 1341, 1511, 1550, 1624,
1659, 1702, 1785, 1808, 1833, 1973, 2208, 2246, 2581,
2870, 3329, 4093, 4467, 4898, 6232, 6665, 9692, 10918,
11637, 11777, 12071, 12748, 12751],
dtype='int64'),
'Lillestrøm SK': Int64Index([ 5641, 7204, 9995, 10006, 10040, 10356, 11554, 11581, 12009,
12580, 12754, 12821, 12873, 13356, 13872, 14471, 15290, 15561,
15763, 16895, 17261, 17593, 17603, 17642],
dtype='int64'),
'Limerick FC': Int64Index([13683, 15611, 15832, 16753, 16846, 16899, 17047, 17057, 17119,
17206, 17290, 17292, 17528, 17710, 17827, 17853, 17986, 18092,
18131],
dtype='int64'),
'Lincoln City': Int64Index([ 5134, 7601, 7688, 9296, 9928, 9948, 10460, 10512, 10923,
11467, 12683, 12725, 12805, 13417, 13544, 13788, 14438, 15179,
15497, 16181, 16504, 16568, 16931, 17545, 17657, 18016, 18047,
18184],
dtype='int64'),
'Liverpool': Int64Index([ 26, 58, 59, 61, 81, 118, 161, 241, 296,
302, 368, 370, 409, 481, 483, 515, 529, 665,
703, 735, 755, 1063, 1194, 2405, 4763, 8853, 13503,
13961, 14036, 14252, 14674, 15378, 15627],
dtype='int64'),
'Livingston FC': Int64Index([ 9403, 10030, 10288, 10919, 11073, 12115, 12207, 12967, 12991,
13112, 13171, 13392, 13399, 13515, 13676, 14594, 14602, 15214,
15812, 16244, 16470, 16647, 16677, 17341, 17511, 17659, 17716,
17865],
dtype='int64'),
'Livorno': Int64Index([ 2244, 3128, 4016, 5352, 5429, 6474, 7702, 7779, 8188,
8525, 8817, 10928, 11095, 11194, 11518, 12005, 12703, 12714,
13098, 13315, 13942, 13976, 14377, 14665, 15100, 15960, 16267,
17246, 17804, 17806],
dtype='int64'),
'Lobos BUAP': Int64Index([ 2084, 2782, 5553, 5569, 6484, 7028, 7166, 7174, 7724,
8977, 9285, 9304, 9374, 9390, 9495, 9719, 9771, 9979,
10305, 11316, 11594, 12257, 12349, 13440, 13479, 13612, 16572],
dtype='int64'),
'Lokomotiv Moscow': Int64Index([ 301, 381, 386, 405, 542, 715, 851, 882, 986,
1431, 1598, 1778, 1867, 2184, 2411, 3162, 4743, 5939,
7046, 7156, 7454, 7970, 9071, 9706, 10724, 12903, 16233,
16652],
dtype='int64'),
'Los Angeles FC': Int64Index([ 397, 1686, 1803, 2195, 3547, 3923, 4576, 4599, 4836,
5899, 5983, 6165, 7200, 8520, 8541, 8809, 9858, 10113,
10727, 11252, 11489, 12316, 16164, 16526, 16824],
dtype='int64'),
'Luton Town': Int64Index([ 6775, 6834, 6968, 7520, 7658, 8646, 9155, 9414, 9592,
10228, 10374, 11374, 11397, 11707, 12565, 12809, 13122, 13382,
13903, 15839, 16282, 16726, 17693, 17902, 18129],
dtype='int64'),
'MKE Ankaragücü': Int64Index([ 1199, 1514, 1835, 1900, 2536, 2795, 3043, 3171, 3342,
3355, 3826, 4379, 4669, 5236, 5237, 5298, 6066, 6112,
6613, 7005, 7151, 7493, 8912, 12709, 12875, 13391, 14510,
15454, 16569],
dtype='int64'),
'MSV Duisburg': Int64Index([ 3835, 4010, 4258, 5085, 5279, 5300, 5713, 5776, 5869,
6192, 6442, 6806, 7017, 7070, 7637, 7729, 7816, 8042,
10248, 10898, 11718, 12764, 13749, 14312, 17404, 17807],
dtype='int64'),
'Macclesfield Town': Int64Index([11446, 13690, 13744, 14118, 14158, 14414, 14837, 14846, 14852,
15005, 15014, 15017, 15462, 15631, 15641, 15719, 15808, 16113,
16429, 16559, 16619, 16751, 16921, 17347, 17409, 17809],
dtype='int64'),
'Malmö FF': Int64Index([ 2823, 2864, 3073, 3149, 3686, 3696, 3756, 4185, 4384,
4566, 5079, 5529, 6451, 6523, 6720, 8391, 9250, 9254,
12979, 13252, 14038, 15223, 15296, 15638, 16032, 17192, 17994],
dtype='int64'),
'Manchester City': Int64Index([ 4, 13, 23, 55, 56, 57, 60, 75, 84,
89, 107, 113, 135, 136, 156, 182, 352, 514,
645, 871, 1304, 2903, 4652, 6316, 6559, 8966, 13211,
13814, 14197, 14511, 15210, 16403, 17451],
dtype='int64'),
'Manchester United': Int64Index([ 3, 45, 47, 93, 116, 132, 211, 250, 254,
319, 327, 374, 377, 399, 454, 526, 584, 629,
654, 700, 717, 807, 1313, 2561, 3451, 4513, 8191,
10087, 10457, 10461, 11081, 11422, 12545],
dtype='int64'),
'Mansfield Town': Int64Index([ 7804, 9219, 9813, 10202, 10570, 10614, 10622, 11288, 11357,
11648, 11980, 11997, 12061, 12277, 12820, 13324, 13533, 13740,
14512, 14798, 15438, 16437, 17003, 17007, 17060, 17162, 17259,
17326],
dtype='int64'),
'Medipol Başakşehir FK': Int64Index([ 256, 724, 725, 1024, 1045, 1455, 1536, 1569, 1756,
2308, 2321, 2368, 2950, 3117, 3712, 3998, 4364, 4516,
4625, 4969, 5322, 6204, 9665, 14816, 15906, 16738, 16852,
16855],
dtype='int64'),
'Melbourne City FC': Int64Index([ 1264, 4165, 4890, 5763, 7218, 7673, 8339, 8733, 8836,
9572, 10404, 11161, 11187, 11208, 11813, 11912, 12171, 12610,
14349, 14543, 16844, 17740, 17790, 17828, 17971],
dtype='int64'),
'Melbourne Victory': Int64Index([ 873, 1886, 5032, 5364, 5945, 6011, 6230, 6486, 8579,
10021, 10351, 10940, 11878, 12147, 14894, 15599, 15766, 16407,
17316, 17541, 18073],
dtype='int64'),
'Middlesbrough': Int64Index([ 1592, 1911, 2122, 2185, 2646, 2692, 2901, 2911, 3135,
3380, 3788, 3958, 3997, 4092, 4920, 4940, 5423, 5530,
8498, 9688, 9970, 10836, 10936, 11456, 11671, 15628, 16529,
16659, 16799, 17439],
dtype='int64'),
'Miedź Legnica': Int64Index([ 6430, 7614, 8937, 9346, 10125, 10174, 10244, 10362, 10815,
11062, 12108, 12347, 12637, 12724, 12938, 12961, 13012, 13127,
13135, 13229, 13268, 13444, 15191, 16828, 16866, 17993, 18000],
dtype='int64'),
'Milan': Int64Index([ 38, 183, 224, 229, 246, 248, 284, 313, 432, 434, 449,
490, 510, 562, 744, 790, 978, 1038, 1070, 1239, 1342, 1775,
2460, 3079, 3500, 9187, 9748],
dtype='int64'),
'Millonarios FC': Int64Index([ 2482, 2914, 2994, 3138, 3250, 3506, 4209, 4296, 4983,
5099, 5254, 5749, 6189, 8164, 9097, 9164, 9211, 10468,
11459, 11529, 11758, 12092, 12620, 13032, 13670, 14515, 14892,
15448],
dtype='int64'),
'Millwall': Int64Index([ 2636, 3030, 4415, 4463, 4914, 4984, 5241, 5674, 5771,
6194, 6196, 6487, 6550, 6604, 6649, 6863, 7488, 8033,
8208, 9188, 9277, 9518, 16382, 16399, 16676, 17012, 17052,
17413, 17414, 17535],
dtype='int64'),
'Milton Keynes Dons': Int64Index([ 7666, 7764, 7946, 8095, 8408, 8923, 9394, 9404, 9562,
10558, 10618, 11326, 12274, 13073, 13476, 13684, 13918, 14355,
14399, 15089, 15302, 15332, 15364, 15745, 16602, 16730, 16967,
18028],
dtype='int64'),
'Minnesota United FC': Int64Index([ 1416, 2848, 3731, 3952, 3974, 4133, 4206, 5960, 6101,
6461, 7628, 7929, 8058, 8454, 9693, 9912, 10746, 10806,
11351, 11811, 11925, 12623, 12928, 13217, 14163, 14628, 14975,
15253, 15405, 17191],
dtype='int64'),
'Molde FK': Int64Index([ 2716, 4065, 4610, 5333, 5654, 5833, 6180, 6245, 6709,
7347, 7553, 7566, 8587, 8797, 9413, 9534, 10024, 11155,
11207, 11622, 11844, 12690, 16368, 17067, 17335, 17894],
dtype='int64'),
'Monarcas Morelia': Int64Index([ 1765, 2075, 2267, 3910, 4334, 5153, 5414, 5479, 5645,
5902, 5986, 6199, 6405, 6522, 6634, 8677, 9341, 11067,
11323, 12358, 12441, 12445, 14265, 15155, 15466, 16410, 16412,
17373],
dtype='int64'),
'Monterrey': Int64Index([ 1177, 1189, 1278, 1315, 1690, 1887, 2023, 2167, 2297,
2597, 2669, 2702, 2810, 3434, 3917, 4320, 9117, 9418,
11673, 12540, 14289, 14290, 14988, 15799, 16575, 17228],
dtype='int64'),
'Montpellier HSC': Int64Index([ 359, 838, 864, 1017, 1025, 1375, 1405, 1484, 1736,
2045, 2304, 2441, 3832, 4112, 5059, 5754, 5909, 7097,
8023, 10161, 11019, 11658, 12026, 13165, 13280, 13939, 14648,
15440],
dtype='int64'),
'Montreal Impact': Int64Index([ 524, 1365, 2047, 2243, 2258, 4275, 4865, 5504, 7089,
7144, 7222, 7334, 7718, 8599, 9991, 10170, 10814, 11242,
11712, 12646, 12651, 14317, 14847, 14994, 15141, 15708, 15954,
16211, 17397],
dtype='int64'),
'Morecambe': Int64Index([10886, 11970, 12200, 12447, 13434, 13618, 14273, 14962, 15144,
15222, 15560, 15747, 15787, 16380, 16451, 16489, 16754, 16860,
16873, 16933, 17063, 17549, 17926, 18033, 18066, 18140, 18159,
18160],
dtype='int64'),
'Moreirense FC': Int64Index([ 2403, 2686, 3068, 3294, 3314, 3798, 3887, 4051, 4197,
4619, 4853, 4931, 5087, 5970, 6148, 6503, 6555, 7526,
7994, 8176, 8206, 11198, 12098, 12657, 13787],
dtype='int64'),
'Motherwell': Int64Index([ 5148, 6220, 7229, 7697, 8249, 9355, 9522, 9725, 10247,
10909, 11245, 11427, 11550, 11669, 12735, 13286, 13892, 14365,
14464, 14677, 14913, 15836, 16345, 16459, 16643, 17014, 17758,
17930],
dtype='int64'),
'Málaga CF': Int64Index([ 1503, 1614, 2356, 2582, 2618, 2964, 3048, 3159, 3333,
3463, 3477, 3847, 4070, 4114, 4144, 4164, 4613, 4966,
5418, 5705, 6094, 6532, 6979, 7258, 7515, 8112, 8725,
9618, 10451, 15422],
dtype='int64'),
'NAC Breda': Int64Index([ 2232, 5384, 5801, 6786, 7135, 7713, 8182, 8298, 8557,
8684, 8940, 9076, 9684, 10481, 10590, 10866, 10965, 12160,
12391, 12408, 13251, 13949, 13970, 14280, 14333, 14465, 14658,
15800, 15900, 16514],
dtype='int64'),
'Nagoya Grampus': Int64Index([ 1012, 3004, 5191, 6587, 7113, 7264, 7858, 9388, 9424,
10545, 10591, 11516, 12411, 12645, 13866, 14891, 15475, 15516,
15651, 15773, 16097, 16103, 16339, 16968, 17174, 17422, 17651],
dtype='int64'),
'Napoli': Int64Index([ 29, 44, 50, 52, 137, 150, 190, 326, 339, 340, 350,
358, 367, 615, 690, 702, 781, 817, 1156, 1254, 1616, 1763,
1859, 2769, 5179],
dtype='int64'),
'Neuchâtel Xamax': Int64Index([ 2622, 8917, 9490, 9716, 10226, 10566, 10586, 12123, 13068,
13220, 13505, 13823, 14027, 14039, 14052, 14638, 14912, 15319,
15368, 15472, 15802, 15860, 15908, 16541, 16959, 17245, 17704],
dtype='int64'),
'New England Revolution': Int64Index([ 3008, 4219, 4957, 5070, 5201, 5780, 5823, 6043, 6797,
6858, 7006, 7170, 8365, 8425, 9360, 9968, 10236, 12372,
12752, 13495, 15436, 15553, 15634, 15909, 16050, 17445, 18170],
dtype='int64'),
'New York City FC': Int64Index([ 315, 1340, 1715, 3578, 4090, 4136, 4183, 4368, 4620,
4973, 5637, 5798, 6120, 6923, 7788, 8721, 8767, 10433,
10498, 11886, 12361, 12626, 15897, 16943, 17775, 17905],
dtype='int64'),
'New York Red Bulls': Int64Index([ 1717, 2164, 2166, 2288, 3016, 3182, 3272, 3339, 3771,
4642, 5955, 7182, 7691, 7937, 8603, 8748, 9696, 11011,
12066, 12099, 12563, 13085, 13632, 13880, 14221, 15201, 15491,
15737, 16713],
dtype='int64'),
'Newcastle Jets': Int64Index([ 3726, 4636, 4724, 7517, 7537, 9111, 9946, 10195, 12088,
12255, 12477, 12544, 12734, 13346, 13442, 13919, 14259, 14864,
15918, 16044, 16363, 16545, 16986, 17450],
dtype='int64'),
'Newcastle United': Int64Index([ 768, 830, 850, 884, 927, 970, 1203, 1256, 1295,
1339, 1344, 1372, 1547, 1706, 1831, 1858, 2114, 2129,
2150, 2718, 3224, 3330, 3947, 8004, 11206, 11426, 12178,
13969, 13995, 16347, 16471, 16743, 17143],
dtype='int64'),
"Newell's Old Boys": Int64Index([ 3552, 3747, 3753, 3817, 3886, 5066, 5096, 5168, 6502,
6563, 7031, 7081, 7141, 8093, 8127, 8452, 9416, 10145,
10414, 11754, 11815, 12757, 13365, 14247, 14950, 15150, 15255,
16389],
dtype='int64'),
'Newport County': Int64Index([12006, 12174, 13158, 13167, 13336, 13415, 13553, 13572, 13621,
13707, 13735, 13752, 14043, 14653, 15525, 15568, 16158, 16376,
16397, 16688, 16848, 16919, 17087, 18085, 18176, 18188],
dtype='int64'),
'Northampton Town': Int64Index([ 9223, 10402, 11373, 11654, 11806, 11900, 11917, 12198, 12315,
12595, 12640, 12955, 13182, 13374, 14328, 14519, 15449, 16221,
16734, 17269, 17314, 17700, 17846, 17914, 17940, 18039, 18154,
18179],
dtype='int64'),
'Norwich City': Int64Index([ 2000, 2392, 2840, 2888, 2973, 3560, 3706, 3893, 3934,
3935, 4063, 4120, 4425, 4434, 4648, 5425, 5516, 6547,
7118, 7138, 7367, 8568, 8714, 8747, 8773, 9497, 9774,
14541, 16199, 17092],
dtype='int64'),
'Nottingham Forest': Int64Index([ 1539, 1606, 1726, 2412, 2800, 2924, 2960, 3131, 3344,
3869, 3950, 3989, 4249, 4281, 4331, 4730, 4805, 4971,
5128, 5169, 5282, 5385, 5583, 5769, 6876, 6950, 7244,
9319, 9827, 16099],
dtype='int64'),
'Notts County': Int64Index([ 9083, 9427, 9454, 10181, 10379, 10935, 11039, 11592, 11693,
11989, 12119, 12297, 12650, 13238, 13517, 13624, 14352, 14900,
15273, 15487, 15668, 16121, 16502, 16854, 17122, 17130, 17543,
17735],
dtype='int64'),
'Nîmes Olympique': Int64Index([ 2547, 2700, 3576, 3687, 3703, 3714, 4829, 4843, 5046,
5225, 5433, 6207, 6241, 6729, 6762, 6870, 7248, 7504,
8015, 8372, 9063, 9127, 9197, 10439, 12137, 12773, 16655],
dtype='int64'),
'OGC Nice': Int64Index([ 206, 537, 589, 741, 1072, 1112, 1303, 1628, 1693,
1956, 1978, 2593, 2869, 3320, 3413, 4073, 4201, 4213,
4263, 4347, 4517, 4879, 6402, 6529, 9124, 11111, 11628,
14116],
dtype='int64'),
'Odds BK': Int64Index([ 6444, 6479, 6583, 6918, 7543, 7844, 8035, 8819, 9889,
10510, 10996, 12847, 14152, 14232, 14424, 14466, 14735, 15270,
16418, 17367, 17727, 17843, 17899],
dtype='int64'),
'Odense Boldklub': Int64Index([ 2461, 4941, 5081, 6718, 6813, 7045, 7630, 8617, 9070,
9131, 9291, 9354, 9439, 10158, 11211, 11225, 11299, 11832,
11869, 11943, 15504, 16130, 16436, 16954, 17972, 18103, 18164],
dtype='int64'),
'Ohod Club': Int64Index([ 5998, 8676, 8979, 9799, 9804, 10214, 10877, 12192, 12929,
13087, 13309, 13423, 13804, 13873, 14208, 15308, 15445, 15484,
15608, 16576, 16596, 16732, 17467, 17767, 17788],
dtype='int64'),
'Oldham Athletic': Int64Index([ 7664, 10931, 11028, 11430, 11633, 11825, 12294, 13001, 13075,
13265, 13700, 13980, 14346, 14508, 14563, 14718, 15297, 15301,
15339, 15359, 16393, 16721, 17565, 18086, 18165],
dtype='int64'),
'Olympiacos CFP': Int64Index([ 748, 848, 1146, 1158, 1491, 1742, 1793, 1840, 2063, 2078, 2241,
2379, 3063, 3109, 3326, 3830, 3972, 4057, 4231, 4343, 4362, 4501,
5846, 7105, 7556, 7915, 8174, 8705],
dtype='int64'),
'Olympique Lyonnais': Int64Index([ 80, 124, 126, 414, 415, 516, 572, 669, 745,
777, 811, 974, 1006, 1229, 1334, 1403, 2052, 2737,
3113, 3180, 4818, 6771, 8145, 12309, 13210, 14324, 14951,
14991, 15542],
dtype='int64'),
'Olympique de Marseille': Int64Index([ 122, 144, 203, 207, 218, 300, 446, 806, 909,
931, 967, 1115, 1119, 1596, 1631, 1641, 2165, 2570,
2689, 3055, 3081, 3776, 4402, 12039, 13197, 13812, 15289,
15961, 16257],
dtype='int64'),
'Once Caldas': Int64Index([ 1350, 2511, 3478, 3702, 3927, 6689, 6693, 6703, 6955,
7057, 9475, 9651, 9738, 9961, 9976, 10785, 10789, 11035,
11916, 12689, 13034, 13137, 14578, 15772, 16646, 16669, 17187,
17420],
dtype='int64'),
'Orlando City SC': Int64Index([ 2227, 2478, 3209, 3916, 4044, 4210, 4792, 4869, 5405,
6123, 6445, 8282, 8482, 8787, 8823, 9084, 9376, 9826,
10435, 11071, 11108, 11197, 12687, 13363, 14142, 14176, 16495,
16714, 16912, 17036],
dtype='int64'),
'Orlando Pirates': Int64Index([ 3011, 3398, 3429, 4068, 5458, 5493, 6609, 7288, 7621,
7677, 7681, 8305, 8315, 8610, 9399, 9632, 9636, 9833,
10230, 10378, 10574, 10875, 11684, 11768, 12631, 13552, 14876,
17808],
dtype='int64'),
'Os Belenenses': Int64Index([ 3838, 3914, 4772, 4913, 5257, 5297, 5508, 6038, 6309,
7101, 7112, 7503, 7540, 7619, 7765, 8697, 8711, 8825,
8996, 9176, 9293, 9622, 12035, 12618],
dtype='int64'),
'Oxford United': Int64Index([ 5962, 6179, 6659, 7536, 7916, 7953, 8060, 8962, 9154,
9280, 9682, 10448, 10484, 11638, 12766, 13124, 13427, 14041,
15103, 15259, 15508, 15626, 16214, 16516, 16680, 17081, 17769,
17908],
dtype='int64'),
'PAOK': Int64Index([ 701, 962, 1289, 1419, 1445, 1470, 1473, 1526, 1804,
1917, 2041, 2104, 2116, 2364, 3217, 3616, 3652, 4098,
4229, 4242, 4650, 4909, 5634, 6272, 6768, 13850, 15851],
dtype='int64'),
'PEC Zwolle': Int64Index([ 3158, 5014, 5229, 5394, 5764, 6015, 6450, 7043, 7193,
7416, 7752, 8088, 8287, 8727, 8826, 9140, 9378, 9877,
10826, 11598, 13113, 14564, 14721, 15181, 15501, 15666, 16405],
dtype='int64'),
'PFC CSKA Moscow': Int64Index([ 276, 541, 676, 1043, 1710, 1751, 1972, 2935, 3029,
4024, 4050, 4293, 6233, 6393, 6927, 8304, 8691, 9683,
9988, 11130, 11468, 12253, 12856, 14351, 14771, 15012, 15126,
16077],
dtype='int64'),
'PSV': Int64Index([ 329, 495, 499, 575, 897, 914, 1047, 1109, 1173,
1406, 1760, 1896, 2248, 2328, 2401, 2444, 2712, 3110,
3281, 4986, 5124, 7951, 9450, 11070, 12390, 13438, 13756,
13809, 13817, 15264],
dtype='int64'),
'Pachuca': Int64Index([ 1629, 1916, 1941, 2501, 2780, 2988, 3554, 4066, 4284,
4557, 4623, 4680, 4688, 4741, 6138, 6356, 8666, 11726,
11759, 13497, 13642, 13998, 14072, 14192, 14554, 15552, 16644,
16888, 17193],
dtype='int64'),
'Padova': Int64Index([ 5328, 6909, 7040, 7625, 8141, 8264, 8321, 8507, 8549,
8633, 9058, 9204, 9222, 9313, 9321, 9503, 10212, 10221,
10429, 11217, 11289, 12040, 12320, 12339, 12401, 12862, 13345,
13678, 14811, 14821],
dtype='int64'),
'Palermo': Int64Index([ 1678, 2270, 2283, 2498, 2880, 3234, 3759, 3790, 4510,
4834, 5343, 5492, 5676, 5855, 6062, 6595, 7079, 7271,
8698, 8863, 9196, 10479, 10803, 11063, 11105, 11751, 12870,
14618, 16229, 16648],
dtype='int64'),
'Panathinaikos FC': Int64Index([ 1695, 2341, 3419, 3532, 3571, 4035, 4046, 4471, 4548,
5289, 5845, 6091, 7332, 7512, 7986, 8429, 9114, 9382,
10859, 11048, 11094, 11689, 11958, 14452, 14724, 14784, 14867,
15018],
dtype='int64'),
'Paraná': Int64Index([ 1396, 1685, 2330, 3785, 4241, 4424, 4635, 4821, 4922,
5716, 5760, 7837, 7950, 8574, 9262, 10171, 11036, 11653,
12133, 12542],
dtype='int64'),
'Paris FC': Int64Index([ 5695, 6114, 6452, 6888, 7976, 8083, 8310, 9737, 9800,
10023, 10082, 10094, 10638, 10671, 11047, 11630, 14139, 14149,
14284, 15131, 15213, 16145, 16157, 16234, 16653],
dtype='int64'),
'Paris Saint-Germain': Int64Index([ 2, 21, 25, 39, 41, 63, 119, 138, 160,
168, 184, 260, 314, 372, 535, 631, 912, 1107,
1218, 1223, 1524, 5407, 5953, 6690, 10620, 11179, 11364,
11498, 12357, 13290],
dtype='int64'),
'Parma': Int64Index([ 883, 1052, 1642, 1687, 1905, 2093, 2236, 2587, 2966,
3519, 3539, 3854, 4025, 4366, 4445, 4762, 5898, 6471,
7161, 7607, 7917, 7952, 8094, 8468, 11443, 11906, 12353,
12427, 12676],
dtype='int64'),
'Patriotas Boyacá FC': Int64Index([ 2714, 5008, 5578, 5936, 6191, 6505, 7570, 8689, 10022,
10106, 10142, 10947, 11239, 11296, 11350, 11371, 12065, 12260,
12400, 12786, 13347, 13360, 14288, 14756, 15306, 15606, 15976,
17471],
dtype='int64'),
'Patronato': Int64Index([ 2821, 2941, 4394, 4571, 5231, 5866, 6028, 6162, 7160,
8037, 8464, 8512, 8744, 8750, 8753, 10946, 11795, 12247,
12354, 12644, 13663, 14963, 15130, 15362, 15515, 15691, 15827,
17638],
dtype='int64'),
'Perth Glory': Int64Index([ 1692, 4375, 6264, 6694, 6920, 6956, 7531, 8163, 8453,
8818, 9035, 11263, 11816, 12187, 13018, 13213, 13877, 14083,
14608, 14704, 16081, 16480, 16739, 17159, 17660],
dtype='int64'),
'Perugia': Int64Index([ 2502, 3964, 4306, 4447, 4621, 4752, 5064, 6409, 6647,
6967, 7232, 7549, 8089, 10963, 11123, 12239, 12633, 13050,
13108, 13279, 14031, 14531, 14562, 15098, 15294, 18134],
dtype='int64'),
'Pescara': Int64Index([ 3698, 3977, 4237, 5499, 5571, 5631, 5709, 6312, 6380,
7276, 7377, 7683, 8746, 8772, 8995, 9119, 9173, 9660,
9892, 10837, 12129, 12336, 12399, 15281, 15456, 15682, 16071,
16598],
dtype='int64'),
'Peterborough United': Int64Index([ 5275, 5556, 5576, 7661, 7739, 7845, 8437, 8740, 8803,
9969, 9981, 10932, 11126, 11333, 12476, 12494, 12653, 13585,
13800, 14100, 14210, 14936, 15426, 15952, 15981, 17026],
dtype='int64'),
'Philadelphia Union': Int64Index([ 1617, 1798, 2040, 2487, 4937, 5920, 6048, 6534, 7353,
7605, 7918, 8712, 9248, 9507, 9539, 9810, 9937, 10013,
10218, 11157, 11587, 11952, 11985, 12898, 14375, 15534, 15873,
16328, 17701],
dtype='int64'),
'Piast Gliwice': Int64Index([ 5985, 6428, 6760, 7131, 8436, 8706, 8918, 9048, 9125,
9862, 9891, 11125, 11224, 11515, 12202, 12715, 13029, 14172,
14271, 14476, 15048, 15917, 16093, 16246, 16356, 16790, 17493],
dtype='int64'),
'Plymouth Argyle': Int64Index([ 5436, 8765, 9491, 9627, 10093, 10151, 10277, 10381, 10455,
10519, 10543, 10660, 11061, 11154, 11302, 11744, 11887, 12149,
12199, 12424, 12541, 12681, 13750, 13981, 15266, 15992, 16491,
18002],
dtype='int64'),
'Pogoń Szczecin': Int64Index([ 4927, 5228, 5773, 6106, 6799, 6942, 7078, 7237, 7904,
8213, 8230, 8442, 9594, 9989, 10118, 10438, 11182, 11230,
11627, 14762, 15128, 16152, 16342, 17101, 17241, 17298],
dtype='int64'),
'Pohang Steelers': Int64Index([ 4329, 4611, 4956, 5873, 6668, 6751, 6859, 8177, 8404,
8848, 8958, 9811, 9932, 10627, 11738, 12100, 12156, 13019,
13216, 13344, 13943, 14389, 14629, 15655, 16270, 16582, 18084],
dtype='int64'),
'Port Vale': Int64Index([10139, 10485, 10650, 11010, 11770, 12068, 12217, 13173, 13631,
14198, 14400, 14823, 14858, 14863, 15025, 15038, 15185, 15186,
15190, 15344, 15736, 15922, 16018, 16701, 16882, 18089],
dtype='int64'),
'Portimonense SC': Int64Index([ 731, 948, 1817, 2626, 3247, 3292, 3800, 3865, 4199,
4793, 4814, 5033, 5650, 6052, 6247, 6457, 6856, 7783,
8010, 8240, 8821, 8856, 10167, 10272, 11049, 11893, 13202],
dtype='int64'),
'Portland Timbers': Int64Index([ 528, 1379, 2183, 2667, 3693, 3807, 5684, 5739, 5868,
6483, 7223, 8067, 8106, 8290, 9150, 9516, 10252, 10533,
10610, 10735, 10780, 11412, 11888, 12240, 12937, 15129, 15233,
15237, 17164, 17697],
dtype='int64'),
'Portsmouth': Int64Index([ 6236, 6320, 6538, 6671, 7436, 7782, 8233, 8615, 9289,
9538, 9603, 9671, 9835, 9954, 10207, 10812, 10896, 11014,
11258, 11338, 11503, 13205, 13224, 15239, 16435, 17555, 17694,
17741],
dtype='int64'),
'Preston North End': Int64Index([ 1948, 2953, 3766, 4029, 4400, 4584, 4746, 4852, 5129,
5151, 5310, 5380, 5592, 6034, 6338, 6586, 8328, 8886,
9317, 9658, 9885, 10364, 10392, 14502, 14996, 17313, 17941,
17942, 17943],
dtype='int64'),
'Puebla FC': Int64Index([ 1688, 2276, 2355, 4078, 5216, 5550, 5884, 7283, 7465,
7530, 7896, 8030, 8216, 8532, 9430, 10169, 10640, 10741,
11181, 11891, 12007, 14404, 14754, 15064, 15620, 15791, 16115,
16192, 16454, 16610],
dtype='int64'),
'Queens Park Rangers': Int64Index([ 2136, 2709, 2883, 3147, 3464, 4708, 4725, 4933, 5219,
5412, 5615, 5708, 5951, 7157, 7477, 7558, 8227, 8478,
9431, 10795, 11017, 12702, 14453, 14488, 14768, 15604, 16102,
16519, 17190, 17360],
dtype='int64'),
'Querétaro': Int64Index([ 803, 2187, 2599, 2738, 3724, 3809, 4644, 6129, 6510,
6655, 6835, 7134, 7442, 7926, 8183, 8434, 8838, 9419,
9824, 10231, 11174, 11271, 12746, 13615, 13795, 14394, 15059,
16767, 16875, 17181],
dtype='int64'),
'RB Leipzig': Int64Index([ 167, 195, 253, 351, 512, 599, 614, 627, 801,
812, 1036, 1098, 1110, 1735, 1769, 1797, 1824, 1934,
2292, 4378, 5170, 5610, 13582, 14670, 15323, 15850, 16160,
16286],
dtype='int64'),
'RC Celta': Int64Index([ 130, 412, 487, 774, 796, 877, 1064, 1106, 1205,
1207, 1432, 1437, 1648, 1655, 1761, 1890, 1912, 1931,
2213, 2540, 5448, 6573, 6998, 7058, 7061, 8716, 9697,
9931, 11400, 11883, 11902, 13011, 14393],
dtype='int64'),
'RC Strasbourg Alsace': Int64Index([ 976, 1468, 1518, 1640, 1853, 1868, 2648, 2720, 3229,
3411, 3460, 3812, 3976, 4067, 4359, 4525, 5072, 5133,
5947, 6289, 9194, 11367, 13929, 14189, 14295, 14866, 16076,
17605],
dtype='int64'),
'RCD Espanyol': Int64Index([ 544, 625, 633, 816, 860, 911, 971, 1011, 1031,
1103, 1252, 1450, 1637, 1644, 1713, 2235, 2298, 2344,
6159, 7861, 8280, 8285, 10377, 11569, 12205, 14194, 14212,
16556, 17116],
dtype='int64'),
'RCD Mallorca': Int64Index([ 3792, 5037, 6049, 6373, 7110, 7269, 7508, 7870, 8086,
8782, 8859, 9179, 9238, 9301, 9754, 10119, 10176, 10910,
11788, 12106, 12323, 12719, 13625, 13626, 14392, 14407, 14896,
15104],
dtype='int64'),
'RSC Anderlecht': Int64Index([ 829, 1418, 1850, 2194, 2280, 2375, 2699, 2711, 2841,
2947, 3040, 3255, 3844, 3892, 4026, 4360, 4428, 4585,
5918, 6514, 6641, 7772, 9963, 11138, 11435, 12231, 12721,
13567],
dtype='int64'),
'Racing Club': Int64Index([ 600, 719, 928, 1249, 1309, 1388, 1552, 1636, 2068,
2532, 2644, 2786, 3189, 3501, 3674, 4232, 5233, 5285,
5537, 6007, 6065, 6541, 9237, 9443, 9753, 13234, 17015,
17093],
dtype='int64'),
'Racing Club de Lens': Int64Index([ 2472, 3561, 4148, 5367, 5523, 6060, 6260, 6282, 7521,
7959, 7965, 8022, 8247, 8386, 9281, 9326, 9617, 10707,
10711, 11433, 12333, 13305, 14068, 14073, 14572, 14585, 15464,
15732, 16536, 17266],
dtype='int64'),
'Randers FC': Int64Index([ 7761, 8173, 8261, 8472, 9565, 9998, 10276, 10483, 10796,
11009, 11255, 11927, 12887, 13033, 13718, 14185, 14461, 14977,
15852, 16057, 16973, 17273, 17733, 17750, 17890],
dtype='int64'),
'Rangers FC': Int64Index([ 1792, 2098, 2115, 2135, 2384, 2862, 2986, 3306, 3701,
3779, 3862, 3994, 4151, 4683, 4794, 4946, 6224, 6435,
6454, 7426, 7708, 7793, 8679, 9566, 10922, 11298, 14804,
17516],
dtype='int64'),
'Ranheim Fotball': Int64Index([ 7415, 8357, 8877, 9866, 10274, 11625, 12029, 12038, 12451,
13333, 14268, 14535, 14790, 14840, 14959, 15404, 15443, 16021,
16260, 16269, 16377, 16833, 16890, 17277],
dtype='int64'),
'Rayo Vallecano': Int64Index([ 1171, 1279, 1286, 1335, 1409, 1698, 2061, 2101, 2163,
2178, 2318, 2329, 2470, 2505, 2596, 2664, 3877, 3957,
4423, 4549, 4551, 4776, 5039, 6637, 7886, 13418, 13968,
14662, 14820, 15108, 16154, 16156, 16467],
dtype='int64'),
'Reading': Int64Index([ 2172, 3307, 4323, 4505, 4750, 5100, 5984, 6104, 6210,
6698, 6722, 6745, 6821, 6994, 7550, 7591, 7649, 7656,
7809, 8205, 8600, 9606, 9666, 9904, 9947, 10086, 10251,
11064, 14419, 14687],
dtype='int64'),
'Real Betis': Int64Index([ 120, 237, 273, 306, 411, 427, 455, 458, 477,
497, 507, 586, 635, 648, 692, 726, 876, 1246,
1508, 1577, 1744, 9328, 14321, 14325, 14738, 15135, 16391],
dtype='int64'),
'Real Madrid': Int64Index([ 6, 8, 11, 19, 27, 30, 35, 36, 46,
62, 79, 105, 123, 172, 188, 328, 417, 430,
573, 697, 754, 1143, 2513, 6724, 8732, 9141, 10178,
10269, 11163, 11327, 11877, 12504, 13687],
dtype='int64'),
'Real Oviedo': Int64Index([ 1626, 2831, 2836, 2881, 2995, 3136, 3415, 3633, 4255,
4696, 4738, 4804, 4935, 5048, 5361, 5941, 6029, 6890,
7116, 9760, 10115, 11273, 11441, 12245, 12686, 13372, 13524,
13715, 14019, 14204],
dtype='int64'),
'Real Salt Lake': Int64Index([ 1554, 2229, 2493, 3857, 4013, 4640, 5460, 5968, 6037,
6715, 6802, 7831, 8073, 8942, 9229, 9509, 9777, 10648,
10849, 11075, 11655, 11703, 12157, 12488, 13072, 14506, 14817,
14873, 16574, 17128],
dtype='int64'),
'Real Sociedad': Int64Index([ 134, 275, 421, 438, 551, 808, 1039, 1150, 1200,
1201, 1457, 1513, 1838, 1913, 2014, 2031, 2086, 2349,
3261, 4017, 6701, 7108, 7235, 7705, 8118, 9087, 9107,
10126, 11618, 13657, 16415],
dtype='int64'),
'Real Sporting de Gijón': Int64Index([ 1307, 2118, 2279, 2473, 2625, 2728, 3057, 3119, 3378,
3587, 3949, 5355, 5594, 5607, 6476, 6914, 9191, 9655,
9662, 9765, 9844, 10490, 10593, 10702, 11022, 12428, 12496,
12874, 12972, 14902],
dtype='int64'),
'Real Valladolid CF': Int64Index([ 1075, 1161, 1349, 1578, 1829, 2210, 2528, 2564, 2944,
2987, 2993, 3374, 3379, 3401, 3510, 3867, 4455, 4532,
5326, 5434, 5510, 7400, 11835, 11845, 11909, 12777, 13803,
14663, 15511, 16803],
dtype='int64'),
'Real Zaragoza': Int64Index([ 2630, 3361, 3437, 3773, 4023, 4740, 4748, 4798, 4856,
5177, 5273, 5438, 6190, 6492, 6560, 7205, 7282, 7338,
7560, 7567, 7626, 8276, 9096, 10635, 11277, 11935, 12303,
12747, 14740, 14927],
dtype='int64'),
'Red Star FC': Int64Index([ 4893, 5889, 6958, 7789, 8565, 9037, 9092, 9644, 10443,
10819, 11033, 11171, 11344, 11674, 12074, 12404, 12508, 12663,
12824, 13397, 13665, 13722, 14426, 14470, 14694, 14862, 15082,
15636],
dtype='int64'),
'Rio Ave FC': Int64Index([ 862, 1988, 2826, 2898, 3523, 3938, 4085, 4126, 4168,
4357, 4389, 4815, 5154, 5400, 5836, 6481, 6622, 7190,
8319, 8400, 8991, 9465, 10426, 11562, 11690, 11979, 12169,
12998],
dtype='int64'),
'Rionegro Águilas': Int64Index([ 2970, 4221, 4546, 5213, 6041, 6304, 7318, 7354, 7408,
7857, 8591, 8674, 9043, 9282, 9371, 10531, 10835, 10893,
11082, 11646, 11982, 12342, 12924, 13311, 13312, 16329, 16378,
16837],
dtype='int64'),
'River Plate': Int64Index([ 439, 750, 802, 866, 913, 1179, 1954, 1995, 2125,
2407, 2803, 2804, 2830, 2837, 2860, 3394, 3843, 4113,
4488, 5166, 14398, 15088, 15347, 16108, 17121],
dtype='int64'),
'Rochdale': Int64Index([ 6887, 8167, 8281, 8858, 9260, 9369, 10363, 11058, 11509,
11960, 11991, 12058, 12190, 12237, 12890, 13236, 13472, 13731,
13944, 14151, 14610, 14712, 14909, 15888, 16544, 16656, 16662,
17229],
dtype='int64'),
'Roma': Int64Index([ 88, 98, 223, 258, 282, 287, 291, 303, 305,
376, 384, 548, 746, 809, 947, 1029, 1190, 1268,
1493, 1522, 1767, 1820, 9400, 9863, 10083, 11573],
dtype='int64'),
'Rosario Central': Int64Index([ 1810, 2467, 2542, 2568, 2584, 3112, 3476, 3993, 4123,
4276, 4339, 5038, 6097, 7139, 7827, 8397, 8508, 10695,
12539, 12551, 14048, 14283, 14983, 15535, 16045, 16079, 16126,
16958],
dtype='int64'),
'Rosenborg BK': Int64Index([ 2553, 2916, 3204, 3296, 3391, 3966, 4686, 4916, 5026,
5323, 6128, 6209, 6349, 6497, 6577, 9010, 10101, 10503,
10696, 13041, 13352, 15097, 15149, 16305, 17391, 17751],
dtype='int64'),
'Rotherham United': Int64Index([ 5210, 6710, 6812, 6934, 7296, 7511, 7545, 7726, 8014,
8059, 8148, 8171, 8608, 8634, 8827, 8833, 9180, 10131,
11619, 11685, 13936, 16138, 16395, 16761, 17096, 17098],
dtype='int64'),
'Royal Antwerp FC': Int64Index([ 1542, 1601, 2442, 2446, 2741, 2912, 3799, 3828, 4175,
4218, 4456, 4706, 4733, 4880, 5442, 5619, 5624, 5994,
8105, 8580, 11013, 11074, 11649, 12659, 14500],
dtype='int64'),
'Royal Excel Mouscron': Int64Index([ 3142, 6067, 7072, 7211, 7239, 7542, 7608, 7636, 8449,
8781, 8828, 9252, 10262, 10397, 10436, 11115, 11521, 11885,
12010, 12162, 12375, 12414, 12767, 13082, 13507, 16484, 16562,
16585],
dtype='int64'),
'SC Braga': Int64Index([ 431, 596, 743, 758, 776, 795, 810, 957, 1155, 1178, 1573,
1603, 1681, 1766, 1851, 1926, 2110, 2301, 2497, 2575, 2843, 2955,
3202, 3705, 3874, 4146, 6491, 9531],
dtype='int64'),
'SC Fortuna Köln': Int64Index([ 6446, 7012, 7243, 8953, 10246, 10661, 11235, 11402, 11492,
11536, 11539, 11918, 12369, 12685, 12868, 12869, 13209, 13332,
14865, 14961, 15030, 15510, 15701, 16891, 16915, 17615],
dtype='int64'),
'SC Freiburg': Int64Index([ 689, 937, 1035, 1943, 1949, 1966, 2057, 2430, 2499,
3039, 3099, 3293, 3593, 3775, 3829, 3848, 3928, 4224,
4314, 5463, 5477, 7810, 8519, 8728, 10684, 11735, 14904,
15671, 16011, 16144],
dtype='int64'),
'SC Heerenveen': Int64Index([ 2462, 2968, 3130, 4159, 4595, 4666, 4802, 4886, 4907,
5874, 7286, 7320, 7632, 7640, 8028, 9149, 9896, 10493,
10551, 11746, 11881, 11897, 12750, 13025, 13914, 14883, 15595],
dtype='int64'),
'SC Paderborn 07': Int64Index([ 4054, 4784, 5088, 5258, 5683, 5931, 6249, 7021, 7154,
7169, 7514, 7575, 8102, 8913, 8934, 8974, 9177, 9299,
11496, 11524, 12258, 12841, 15811, 16413, 17378, 17598, 17600,
17622, 17623, 17936],
dtype='int64'),
'SC Preußen Münster': Int64Index([ 7695, 8358, 8613, 8780, 10027, 10056, 10528, 10828, 10852,
10976, 11365, 11706, 11761, 12879, 12963, 13218, 14167, 14347,
14353, 14561, 15119, 15224, 15229, 16275, 17186, 17864, 17925],
dtype='int64'),
'SCR Altach': Int64Index([ 7389, 7841, 9205, 9306, 9544, 9608, 9789, 9914, 10154,
10233, 11191, 11205, 11216, 11250, 12348, 12602, 12635, 12844,
13458, 13514, 14397, 15154, 15703, 15907, 17180, 17479],
dtype='int64'),
'SD Eibar': Int64Index([ 390, 485, 571, 661, 709, 757, 841, 905, 942,
982, 1128, 1175, 1197, 1555, 1581, 2051, 2366, 2910,
2928, 3168, 3995, 4372, 5140, 10799, 11148, 11431, 13091,
14270, 14775],
dtype='int64'),
'SD Huesca': Int64Index([ 1939, 2029, 2207, 2346, 2496, 2520, 2602, 2697, 2763,
3127, 3592, 3908, 4198, 4444, 4870, 5327, 5342, 5356,
5360, 6187, 6290, 7573, 7883, 8122, 14707, 15406, 15876,
15987, 16756, 17299],
dtype='int64'),
'SG Dynamo Dresden': Int64Index([ 4374, 4485, 4592, 4699, 5313, 5521, 5742, 6283, 6436,
6662, 6727, 6738, 6951, 7189, 7199, 7770, 8327, 8971,
9009, 9232, 9574, 10132, 11172, 15383, 15979, 16318, 17046,
17522],
dtype='int64'),
'SG Sonnenhof Großaspach': Int64Index([ 7469, 8017, 9167, 10304, 11090, 11361, 11535, 11994, 12216,
12307, 12583, 12729, 12768, 13179, 13310, 13535, 13613, 13614,
13776, 13869, 14356, 14395, 15050, 17429],
dtype='int64'),
'SK Brann': Int64Index([ 3091, 4603, 4998, 5204, 6798, 7192, 7293, 7613, 7680,
8013, 8555, 8761, 8939, 9875, 9880, 9898, 10809, 10914,
14327, 14551, 14643, 16558, 17457, 17591, 17635, 17852, 17897],
dtype='int64'),
'SK Rapid Wien': Int64Index([ 2930, 2963, 2997, 3426, 3842, 4409, 5810, 5821, 5896,
6440, 6686, 6767, 6966, 7304, 8346, 9101, 9263, 10130,
10500, 11553, 11939, 12024, 12338, 12795, 14388, 14436, 17257],
dtype='int64'),
'SK Slavia Praha': Int64Index([ 1585, 2056, 2091, 2361, 2414, 2814, 2958, 3017, 3191,
3223, 3497, 3883, 4259, 4765, 5513, 5746, 5888, 6392,
6568, 7502, 8884, 9473, 9628, 10300, 11500, 17002, 17086,
18034],
dtype='int64'),
'SK Sturm Graz': Int64Index([ 2560, 3685, 4365, 4742, 5890, 6018, 6050, 6073, 6174,
6288, 7470, 8850, 9066, 9647, 10110, 10422, 10860, 10889,
12535, 14727, 15619, 16607, 17068, 17333, 17762],
dtype='int64'),
'SKN St. Pölten': Int64Index([ 9108, 9449, 9741, 10052, 10474, 10518, 11185, 11636, 11809,
12136, 12755, 12806, 12892, 13020, 13386, 13475, 13584, 13758,
13825, 14187, 14826, 14831, 16056, 16870, 17173, 17426, 17962],
dtype='int64'),
'SL Benfica': Int64Index([ 145, 194, 299, 308, 342, 375, 436, 488, 556, 582, 736,
904, 934, 980, 1062, 1116, 1228, 1233, 1312, 1361, 1888, 2030,
2285, 2333, 2474, 3252, 8573, 8592],
dtype='int64'),
'SPAL': Int64Index([ 729, 1319, 1331, 1408, 1474, 1556, 1571, 1722, 1914,
1981, 2435, 2777, 2905, 2932, 3789, 4038, 4189, 4207,
5755, 5827, 5923, 7763, 7963, 8713, 11324, 16343, 17920],
dtype='int64'),
'SV Darmstadt 98': Int64Index([ 2395, 2427, 2551, 3034, 4839, 5077, 5188, 5293, 5325,
5604, 5712, 5731, 6077, 6323, 6618, 6716, 7177, 7954,
9691, 9792, 12818, 12899, 13540, 13578, 16829, 17154, 17946],
dtype='int64'),
'SV Mattersburg': Int64Index([ 6791, 8322, 9253, 9365, 10427, 10738, 11118, 11160, 11543,
11552, 11662, 12023, 12144, 12572, 12605, 12953, 13247, 13701,
13766, 14062, 14146, 14234, 14518, 14684, 15740, 16235, 17000],
dtype='int64'),
'SV Meppen': Int64Index([ 8270, 8968, 9054, 9163, 9389, 9958, 10168, 10291, 11051,
11340, 11375, 11862, 12332, 12459, 12482, 12648, 12891, 13610,
14504, 14879, 14888, 15474, 15488, 16775, 17265, 17691, 17720,
18145],
dtype='int64'),
'SV Sandhausen': Int64Index([ 3607, 3954, 4002, 4413, 4490, 5002, 5283, 5606, 5990,
6157, 6385, 6548, 7311, 7319, 7360, 7604, 8012, 8474,
8641, 9318, 9323, 10502, 10794, 10907, 11325, 11938, 13629,
14094, 14373],
dtype='int64'),
'SV Wehen Wiesbaden': Int64Index([ 5341, 5753, 5812, 6527, 6933, 7163, 7586, 7848, 8892,
9029, 9073, 10499, 10517, 10845, 11591, 12126, 12527, 12857,
13035, 13520, 13574, 14201, 15407, 15896],
dtype='int64'),
'SV Werder Bremen': Int64Index([ 225, 297, 622, 705, 751, 895, 1138, 1220, 1244,
1253, 1275, 1322, 1451, 1523, 1527, 2225, 2619, 2726,
2847, 3271, 3505, 6706, 7836, 8272, 8344, 9649, 11629,
14096, 14140, 14505, 15293, 15822],
dtype='int64'),
'SV Zulte-Waregem': Int64Index([ 1612, 2775, 4253, 4340, 4498, 4562, 5590, 5819, 5839,
6205, 6343, 7035, 7635, 8168, 8559, 9456, 10121, 10313,
10804, 10892, 11104, 11220, 11626, 13730, 15990, 16074],
dtype='int64'),
'Sagan Tosu': Int64Index([ 553, 2758, 3231, 5830, 6695, 6816, 7398, 7585, 8808,
8831, 8880, 9290, 9441, 11119, 11733, 11865, 11872, 11921,
12076, 13314, 14450, 14480, 14607, 14667, 15258, 15361, 15648,
16908, 17137, 17384],
dtype='int64'),
'Sampdoria': Int64Index([ 403, 632, 834, 837, 1002, 1245, 1311, 1505, 1530,
1534, 2240, 2365, 2539, 2742, 2808, 2825, 3383, 3546,
3658, 3677, 3845, 5464, 5589, 9709, 10967, 12282, 17183],
dtype='int64'),
'San Jose Earthquakes': Int64Index([ 1847, 2806, 4607, 4894, 4948, 5482, 5506, 5701, 6360,
6572, 7419, 8616, 8824, 9967, 11045, 11317, 11370, 11583,
12379, 13551, 14000, 14278, 14689, 15260, 16148, 17011],
dtype='int64'),
'San Lorenzo de Almagro': Int64Index([ 1169, 1206, 1891, 1951, 2336, 2751, 2879, 3184, 3412,
3469, 3537, 4328, 4575, 6016, 6275, 6490, 6825, 7483,
8334, 8815, 9934, 10431, 11030, 12813, 13716, 13955, 13984,
14881],
dtype='int64'),
'San Luis de Quillota': Int64Index([ 4508, 4715, 5478, 6362, 6379, 6425, 6839, 7423, 7943,
9585, 9769, 9918, 10476, 11041, 11200, 11276, 12511, 13128,
14127, 14496, 15859, 15932, 16794, 17356, 17428, 17574, 17580,
18036],
dtype='int64'),
'San Martin de Tucumán': Int64Index([ 4972, 5858, 5904, 6005, 6075, 6081, 6117, 6520, 7935,
8196, 8392, 8987, 9006, 9227, 9406, 9933, 9939, 10150,
10440, 11556, 12254, 12261, 12373, 12910, 13231, 15933, 15993,
15995],
dtype='int64'),
'San Martín de San Juan': Int64Index([ 3529, 4569, 6447, 7410, 7909, 8117, 8621, 8778, 9171,
9930, 10043, 10088, 10245, 10400, 10929, 11227, 11490, 11494,
11719, 11812, 12919, 13056, 13370, 13721, 13813, 13816, 13890,
14330],
dtype='int64'),
'Sandefjord Fotball': Int64Index([ 8685, 9646, 10705, 10871, 10934, 11418, 12117, 12365, 12859,
12954, 12987, 13009, 13424, 13512, 13651, 13828, 14079, 14731,
15709, 17412, 17495, 17560, 18023, 18096],
dtype='int64'),
'Sanfrecce Hiroshima': Int64Index([ 2416, 3251, 4177, 4803, 5349, 5841, 6439, 6748, 7852,
9055, 9157, 10063, 10078, 12313, 12381, 12713, 13490, 13658,
13728, 14379, 14802, 14942, 16212, 16900, 17194, 18076],
dtype='int64'),
'Sangju Sangmu FC': Int64Index([ 6884, 10355, 10556, 10674, 10882, 11439, 12070, 12425, 12591,
12973, 13284, 13289, 14128, 14484, 14516, 14584, 14619, 15093,
15215, 15365, 15412, 15478, 15543, 15710, 15738, 16055, 16533,
17126],
dtype='int64'),
'Santa Clara': Int64Index([ 2998, 3254, 4602, 4678, 4702, 4721, 4795, 6565, 6605,
6654, 7041, 7143, 7230, 7250, 7685, 7710, 7825, 8075,
8225, 8241, 8975, 9249, 9464, 10916, 13732, 17572],
dtype='int64'),
'Santos': Int64Index([ 563, 1174, 1718, 2108, 3047, 3284, 3404, 3803, 3991,
4634, 4988, 5474, 6281, 6778, 7242, 7730, 7897, 11093,
12335, 13437],
dtype='int64'),
'Santos Laguna': Int64Index([ 1498, 1532, 2109, 2212, 2216, 2456, 2732, 2776, 4119,
4225, 4672, 4766, 4771, 5165, 5362, 6972, 7111, 7421,
8539, 8745, 8759, 10464, 11078, 12041, 17614, 18068],
dtype='int64'),
'Sarpsborg 08 FF': Int64Index([ 6607, 6877, 7745, 8009, 8124, 8377, 8814, 9082, 9455,
9576, 10033, 10084, 11522, 12031, 13062, 13181, 13430, 13488,
14160, 14215, 15183, 16075, 16872, 16956, 17743, 17823],
dtype='int64'),
'Sassuolo': Int64Index([ 312, 391, 800, 1288, 1651, 1807, 1826, 1879, 1881,
1882, 1962, 2251, 2269, 3584, 3853, 3878, 3918, 4104,
4214, 4476, 4550, 5528, 5575, 8133, 9736, 13666, 17044],
dtype='int64'),
'Scunthorpe United': Int64Index([ 5372, 7066, 7923, 8160, 8382, 8422, 8477, 9444, 9745,
10051, 10112, 10894, 11914, 12581, 12732, 13906, 14178, 14573,
14620, 15035, 15717, 16639, 16725, 17247, 17438, 18136, 18169],
dtype='int64'),
'Seattle Sounders FC': Int64Index([ 852, 1559, 1563, 2151, 2766, 3193, 3370, 3538, 4673,
4855, 5598, 5967, 6591, 7253, 8178, 8570, 9050, 10838,
11339, 12051, 12362, 13538, 13805, 13964, 14645, 16546, 16630],
dtype='int64'),
'Sevilla FC': Int64Index([ 142, 170, 255, 267, 269, 387, 462, 479, 546,
569, 618, 642, 660, 688, 845, 879, 1191, 1487,
1764, 1944, 2376, 4122, 6758, 6843, 7882, 9752, 9757,
11743, 12950, 14606],
dtype='int64'),
'Shakhtar Donetsk': Int64Index([ 286, 288, 453, 473, 484, 954, 1257, 1267, 1600,
1728, 1759, 2255, 2282, 2475, 3259, 3321, 3673, 3823,
4280, 4962, 5138, 5288, 5334, 6792, 10004, 13039, 13304,
13938],
dtype='int64'),
'Shamrock Rovers': Int64Index([ 9307, 9986, 11322, 12021, 12557, 12592, 12889, 13483, 13548,
14035, 14066, 14633, 15009, 15279, 15283, 15956, 16039, 16348,
16595, 17025, 17773, 18029],
dtype='int64'),
'Shandong Luneng TaiShan FC': Int64Index([ 1323, 1516, 2419, 3431, 5250, 6412, 7259, 7265, 8026,
9502, 11353, 11362, 12104, 12652, 14122, 14372, 14604, 14715,
15238, 15498, 15792, 16089, 16771, 17513, 17835, 17876, 18008],
dtype='int64'),
'Shanghai Greenland Shenhua FC': Int64Index([ 950, 1348, 1459, 2039, 4739, 7594, 10050, 11066, 11098,
11124, 11953, 12507, 12518, 12524, 13149, 13249, 13342, 13358,
14214, 15373, 15731, 15809, 16626, 16661, 16997, 17564, 17630,
18112],
dtype='int64'),
'Shanghai SIPG FC': Int64Index([ 205, 378, 662, 1208, 1712, 2801, 5980, 6983, 7096,
7176, 8091, 9272, 9314, 13439, 14162, 15499, 15529, 16016,
16143, 16434, 16475, 16901, 17578, 17667, 17669, 17673, 18032,
18125],
dtype='int64'),
'Sheffield United': Int64Index([ 2127, 2773, 3201, 3328, 3489, 3637, 3836, 4047, 4401,
4484, 4675, 5062, 6118, 6624, 6781, 7029, 7437, 7474,
7725, 8064, 8113, 8311, 9489, 11150, 16479, 16832, 16839,
16892, 17519, 17795],
dtype='int64'),
'Sheffield Wednesday': Int64Index([ 2486, 2884, 2939, 3042, 3186, 3324, 3903, 4351, 4370,
4567, 5317, 5525, 5772, 5903, 6087, 6133, 6388, 6893,
7270, 7441, 7644, 8840, 9094, 9801, 10601, 10864, 12989,
13754, 17415, 17869],
dtype='int64'),
'Shimizu S-Pulse': Int64Index([ 3831, 4376, 5441, 6093, 8530, 9036, 9201, 9673, 10693,
10725, 10970, 11261, 11766, 11796, 11800, 11803, 11908, 12863,
13089, 13327, 14478, 14485, 15106, 16584, 16769, 16936, 16939,
17100, 17102, 17209],
dtype='int64'),
'Shonan Bellmare': Int64Index([ 6938, 8547, 9421, 9601, 9703, 9763, 10744, 10775, 10786,
12780, 12906, 13030, 13489, 13775, 14544, 14824, 14970, 15735,
16058, 16203, 16408, 16625, 16781, 16840, 16841, 16878, 17157,
17158, 17249, 17858],
dtype='int64'),
'Shrewsbury': Int64Index([ 8021, 8047, 8730, 8882, 9103, 9669, 9949, 11215, 11895,
11954, 12319, 12329, 12528, 12558, 12636, 12694, 13835, 13910,
14580, 14621, 14649, 14933, 17315, 17874, 17921, 17961, 18157],
dtype='int64'),
'Sint-Truidense VV': Int64Index([ 3100, 3295, 3940, 4095, 4553, 4676, 4749, 4981, 5176,
5636, 5808, 6092, 6535, 6772, 7463, 7624, 8186, 8451,
8749, 9270, 9397, 9927, 10981, 12020, 12710, 12904, 13102,
17606],
dtype='int64'),
'Sivasspor': Int64Index([ 2546, 2616, 2637, 2859, 3397, 3493, 3672, 3795, 4156,
4261, 4324, 5877, 5927, 6390, 6464, 6515, 6726, 8428,
8515, 12266, 12843, 13152, 15314, 16425, 17125, 17127, 17581],
dtype='int64'),
'Sligo Rovers': Int64Index([13054, 13853, 14637, 15309, 15388, 15457, 15686, 16029, 16131,
16352, 16424, 16442, 16449, 17320, 17376, 17571, 17898, 18118,
18135],
dtype='int64'),
'Southampton': Int64Index([ 467, 623, 706, 793, 846, 894, 925, 1001, 1058,
1083, 1224, 1417, 1454, 1494, 1656, 1697, 1895, 2494,
2523, 2606, 3981, 4439, 4897, 6170, 12412, 12625, 14029,
14532, 14741, 14745, 14764, 14937, 15340],
dtype='int64'),
'Southend United': Int64Index([ 7284, 7862, 8130, 8510, 8673, 9332, 9333, 9377, 9985,
10662, 11016, 11266, 11750, 11944, 12409, 12467, 12664, 12978,
13164, 13453, 13705, 13819, 13858, 14370, 16230, 16472, 16632,
16977],
dtype='int64'),
'SpVgg Greuther Fürth': Int64Index([ 4388, 4406, 4465, 4690, 5284, 5338, 7179, 7325, 7506,
7934, 7980, 9351, 9386, 9493, 9523, 9747, 9987, 10520,
10637, 10692, 12555, 12765, 12772, 13083, 14235, 14851, 16008,
16047],
dtype='int64'),
'SpVgg Unterhaching': Int64Index([ 5736, 6371, 9623, 9732, 9873, 10289, 10307, 10325, 10386,
11463, 11469, 11471, 11734, 11763, 12708, 12970, 12974, 13463,
14030, 15004, 15133, 17476, 18058, 18107, 18187, 18189],
dtype='int64'),
'Sparta Praha': Int64Index([ 1795, 2569, 2693, 3340, 3716, 3901, 4473, 4591, 4796,
5050, 5227, 5552, 5820, 7291, 7384, 8179, 8366, 9027,
9113, 9504, 9537, 11328, 11383, 11678, 13611, 15275, 15633,
16225],
dtype='int64'),
'Spartak Moscow': Int64Index([ 597, 621, 788, 835, 885, 1061, 1240, 1385, 1402,
1443, 1481, 1796, 2020, 2140, 2394, 2438, 2578, 2832,
3098, 3521, 4943, 6098, 7914, 10563, 11290, 11292, 11664],
dtype='int64'),
'Spezia': Int64Index([ 3366, 3752, 4172, 6213, 6216, 6993, 7054, 7901, 8001,
8267, 8786, 8951, 9134, 9392, 9879, 10359, 10376, 10488,
10858, 10997, 12360, 12940, 13859, 14418, 14861, 15421, 16186,
17328],
dtype='int64'),
'Sport Club do Recife': Int64Index([ 1551, 2250, 2261, 3122, 3345, 3450, 3688, 3933, 5095,
5440, 6769, 6796, 6865, 7167, 8161, 8423, 8922, 10264,
11151, 13477],
dtype='int64'),
'Sporting CP': Int64Index([ 114, 204, 274, 310, 408, 410, 428, 558, 587,
865, 975, 1111, 1163, 1231, 1236, 1414, 1496, 1605,
1755, 1880, 1920, 2012, 2319, 2500, 2512, 2819, 3656,
4882, 10310, 12221],
dtype='int64'),
'Sporting Kansas City': Int64Index([ 1611, 1768, 2007, 2092, 2170, 2353, 2694, 3368, 3499,
3904, 4601, 6253, 6470, 7084, 7359, 7434, 9278, 10829,
11283, 12614, 14042, 14110, 14390, 14923, 15523, 15700, 15891],
dtype='int64'),
'Sporting Lokeren': Int64Index([ 2746, 3220, 4000, 4588, 4661, 5029, 5498, 5792, 6031,
6384, 6530, 7092, 7094, 7150, 7361, 7417, 7731, 7927,
8351, 8832, 10034, 10390, 10413, 11229, 11297, 12804, 13494,
17222],
dtype='int64'),
'Sporting de Charleroi': Int64Index([ 2481, 3089, 3241, 3534, 3749, 3983, 4184, 4304, 4311,
4577, 4755, 5123, 5199, 5791, 5793, 5976, 6167, 7187,
7961, 8340, 8626, 12181, 12376, 15505, 15724, 16991, 17306,
18003],
dtype='int64'),
'St. Johnstone FC': Int64Index([ 6744, 7349, 7505, 8223, 9214, 9286, 9653, 9817, 9828,
10076, 11031, 11411, 11672, 11785, 12276, 12704, 13428, 13921,
14255, 14406, 15434, 16615, 17421, 17577, 17698, 17772, 18180],
dtype='int64'),
'St. Mirren': Int64Index([ 6999, 10594, 11210, 12128, 12370, 12566, 12588, 13043, 13047,
13153, 13194, 13307, 13316, 13404, 13708, 13717, 13741, 14109,
15557, 15715, 16263, 16649, 16778, 17470, 17586, 17609, 18005],
dtype='int64'),
"St. Patrick's Athletic": Int64Index([10634, 12743, 13144, 13571, 13827, 15139, 15327, 15428, 15549,
15970, 15996, 15999, 16020, 16122, 16177, 16422, 16660, 16744,
16989, 17076, 17997, 18075, 18168],
dtype='int64'),
'Stabæk Fotball': Int64Index([ 4422, 7385, 7818, 8147, 10314, 10449, 10602, 11724, 12670,
12819, 12839, 12969, 13092, 13151, 13166, 14056, 14386, 14984,
15607, 15946, 16490, 17072, 17278, 17430, 17784, 18031, 18053],
dtype='int64'),
'Stade Brestois 29': Int64Index([ 3636, 4312, 4997, 5034, 5887, 6395, 6404, 6443, 7056,
7622, 7902, 8466, 8738, 9391, 9781, 11455, 11676, 12317,
12682, 13390, 14982, 15032, 15829, 15831, 16094],
dtype='int64'),
'Stade Malherbe Caen': Int64Index([ 822, 1376, 1562, 1627, 1878, 2156, 2919, 3102, 3177,
3601, 3629, 3737, 4452, 4509, 5292, 6181, 6243, 6403,
6629, 7063, 8101, 8232, 10275, 11356, 11741, 13953, 15588,
18117],
dtype='int64'),
'Stade Rennais FC': Int64Index([ 711, 917, 987, 995, 1153, 1269, 1343, 1411, 1961,
1970, 2362, 2767, 2820, 2929, 3092, 3444, 4310, 4560,
5406, 5561, 6105, 7429, 9583, 12438, 14903, 14911, 15180],
dtype='int64'),
'Stade de Reims': Int64Index([ 1811, 1855, 2217, 2488, 2904, 2957, 3124, 3522, 3694,
4308, 4420, 4481, 4645, 5815, 5867, 6348, 6892, 7735,
8116, 10322, 10723, 11001, 12279, 13768, 14581, 16517, 17219,
17385, 17452],
dtype='int64'),
'Standard de Liège': Int64Index([ 924, 1140, 1255, 1622, 2049, 2106, 2519, 2764, 2885,
3070, 3178, 3639, 3767, 4701, 4726, 4728, 4919, 5101,
5332, 5622, 7444, 8581, 8710, 8926, 9132, 13443, 14770,
15171],
dtype='int64'),
'Stevenage': Int64Index([ 7446, 12142, 12464, 12501, 12836, 13568, 13736, 14090, 14437,
14528, 14948, 15158, 15485, 15591, 16268, 16302, 16411, 16445,
16671, 16705, 16822, 17431, 17717, 17757, 17765, 17911, 18148,
18149],
dtype='int64'),
'Stoke City': Int64Index([ 466, 1412, 1776, 2281, 2324, 2327, 2345, 2422, 2508,
2535, 2572, 2765, 2813, 3390, 3421, 3930, 3941, 3970,
4052, 4248, 4662, 5019, 10000, 10900, 11576, 12803, 13588,
13990, 14366, 14795],
dtype='int64'),
'Strømsgodset IF': Int64Index([ 3531, 4915, 6321, 6819, 7548, 7707, 8683, 9744, 9838,
10600, 10944, 12019, 12452, 12471, 12480, 13003, 13136, 13956,
15828, 16745, 16774, 16949, 16952, 17199],
dtype='int64'),
'Sunderland': Int64Index([ 3166, 4533, 4535, 5234, 6521, 6847, 6873, 7328, 7428,
7578, 8052, 8355, 8448, 8601, 9139, 9773, 9855, 10535,
10557, 10758, 13337, 15094, 15101, 15395, 16469, 17175, 17332,
17390],
dtype='int64'),
'Suwon Samsung Bluewings': Int64Index([ 2144, 3101, 3861, 4939, 4987, 5011, 5197, 5462, 6107,
7945, 8274, 8627, 9017, 9551, 9580, 9850, 9944, 10102,
10331, 10700, 12032, 12389, 13257, 13977, 14617, 15330, 15673,
15902],
dtype='int64'),
'Swansea City': Int64Index([ 1215, 1471, 2286, 2571, 2856, 3143, 3262, 3624, 3946,
4079, 4089, 4180, 4369, 4435, 4769, 5193, 5426, 5917,
6085, 8288, 8307, 9129, 11682, 12791, 13693, 14033, 14657,
14871, 15446, 15739],
dtype='int64'),
'Swindon Town': Int64Index([ 8936, 10555, 11413, 11931, 11948, 12148, 12397, 12716, 13175,
13198, 13301, 14064, 14292, 14434, 14527, 14946, 15357, 16524,
16999, 17155, 17280, 17508, 17802, 17913, 18143, 18200],
dtype='int64'),
'Sydney FC': Int64Index([ 1607, 2798, 4664, 5800, 7155, 7370, 7440, 7580, 7589,
7853, 8702, 12787, 12877, 13168, 14725, 14794, 14947, 15949,
16679, 16953, 16963, 17521, 17721, 17725, 17887],
dtype='int64'),
'SønderjyskE': Int64Index([ 7794, 8172, 8696, 9327, 9751, 9794, 11209, 11442, 12212,
12302, 12585, 13022, 13343, 13893, 13951, 14239, 15127, 15310,
15944, 16614, 16681, 16945, 16971, 17629, 18015, 18104, 18153],
dtype='int64'),
'TSG 1899 Hoffenheim': Int64Index([ 197, 240, 373, 442, 465, 474, 624, 672, 753,
1044, 1176, 1285, 1367, 1370, 1398, 1448, 1512, 1787,
1861, 2389, 2933, 4779, 4849, 6164, 6176, 6314, 9061,
10122, 12097, 13090, 14675, 14926, 15849],
dtype='int64'),
'TSV 1860 München': Int64Index([ 7379, 8193, 9548, 9749, 10514, 10581, 11040, 11246, 11853,
12692, 12695, 12849, 13262, 13274, 13291, 13433, 13576, 13668,
14180, 14195, 14296, 14507, 14803, 14828, 15494, 16570, 16748,
18101],
dtype='int64'),
'TSV Hartberg': Int64Index([ 9410, 10585, 11143, 11212, 11611, 11752, 12053, 12443, 12796,
12901, 13478, 13661, 14205, 14540, 14558, 14719, 15107, 15132,
15163, 15675, 15721, 15964, 16588, 17104, 17465, 18090],
dtype='int64'),
'Tianjin Quanjian FC': Int64Index([ 518, 6766, 7835, 8695, 9170, 9452, 10283, 10425, 11631,
11635, 12774, 12789, 14224, 14474, 14759, 15623, 15877, 16153,
16566, 17217, 17485, 17656, 17856, 18071, 18074, 18167],
dtype='int64'),
'Tianjin TEDA FC': Int64Index([ 1226, 2450, 11136, 11603, 11639, 13368, 13481, 13601, 14135,
14396, 14592, 14813, 14874, 15124, 15376, 15397, 15502, 16856,
16883, 16916, 16918, 17237, 17260, 17399, 17447, 17947, 18052,
18132],
dtype='int64'),
'Tiburones Rojos de Veracruz': Int64Index([ 3287, 3721, 3960, 5954, 6217, 6438, 6543, 7124, 7255,
7468, 8055, 8140, 8513, 8623, 9156, 10327, 10354, 10899,
11478, 12052, 13282, 14493, 14884, 15847, 16309, 16314, 17144,
17310, 18037],
dtype='int64'),
'Tigres U.A.N.L.': Int64Index([ 539, 607, 920, 1010, 1057, 1300, 1404, 1741, 1821,
2018, 2299, 2396, 2704, 2890, 3520, 4233, 5475, 5992,
8905, 9153, 13077, 13591, 13973, 14297, 14310, 14340, 14567,
14571, 14673, 15249],
dtype='int64'),
'Torino': Int64Index([ 252, 309, 357, 498, 506, 611, 891, 989, 996,
1326, 1330, 1463, 1734, 1863, 2287, 2985, 4015, 4410,
4626, 5851, 6976, 7925, 10752, 11348, 15272, 15667],
dtype='int64'),
'Toronto FC': Int64Index([ 293, 1306, 1373, 1540, 2921, 2996, 3963, 4495, 4536,
5157, 6238, 7445, 7516, 8050, 8703, 10192, 10645, 10800,
10975, 11313, 11945, 12112, 13341, 14685, 15164, 15265, 17900,
17901],
dtype='int64'),
'Tottenham Hotspur': Int64Index([ 16, 31, 37, 51, 71, 110, 117, 125, 186,
220, 290, 348, 395, 396, 470, 482, 505, 1015,
1129, 1147, 1333, 1743, 2025, 2335, 3723, 5949, 10172,
11347, 11585, 13778, 14521, 14537, 14545],
dtype='int64'),
'Toulouse Football Club': Int64Index([ 827, 856, 902, 1618, 1708, 2253, 2265, 2426, 2755,
3155, 3338, 3608, 3626, 3754, 3757, 3890, 3956, 4155,
4188, 4223, 4519, 6346, 7007, 10639, 11248, 11567, 11732,
13699, 14752, 14842, 15374],
dtype='int64'),
'Trabzonspor': Int64Index([ 721, 977, 1079, 1221, 1501, 1942, 2169, 2206, 2307,
2719, 3513, 4297, 4760, 5602, 5762, 6223, 7104, 8318,
8343, 10643, 11133, 11859, 11950, 12050, 13208, 13946, 14021,
14202],
dtype='int64'),
'Tranmere Rovers': Int64Index([ 9532, 11773, 12082, 13248, 13645, 13831, 13965, 14074, 14514,
14546, 14660, 15166, 15271, 15512, 15530, 15704, 15730, 15861,
15986, 16333, 16464, 16573, 16665, 17489, 17811, 18156, 18205,
18206],
dtype='int64'),
'Trelleborgs FF': Int64Index([10511, 11024, 11666, 12493, 12604, 12884, 13045, 13379, 13581,
13685, 13723, 13840, 13885, 13934, 14793, 15184, 15528, 15632,
15734, 16069, 16256, 16387, 16498, 17279, 17464, 17906, 18203],
dtype='int64'),
'Tromsø IL': Int64Index([ 5864, 6013, 6645, 8851, 10234, 11006, 11007, 11262, 11304,
11570, 11686, 12077, 12378, 12609, 12742, 14870, 16552, 16712,
16759, 17834],
dtype='int64'),
'U.N.A.M.': Int64Index([ 1538, 1623, 2073, 2305, 3787, 4292, 4355, 4837, 5000,
5022, 5527, 5580, 7013, 8291, 8407, 9821, 10319, 10675,
11880, 11905, 12366, 12456, 13455, 13466, 14560, 15482, 15969,
16033, 16381],
dtype='int64'),
'UD Almería': Int64Index([ 3653, 4273, 4641, 5410, 5880, 6163, 6753, 6987, 7494,
7843, 8314, 8324, 8829, 9160, 9303, 9461, 9788, 10368,
10872, 11189, 11644, 11681, 12256, 12916, 13038, 13306, 13385,
14872, 15320, 15748],
dtype='int64'),
'UD Las Palmas': Int64Index([ 1137, 1872, 2177, 2383, 2410, 2565, 2608, 3129, 3644,
4173, 4190, 4403, 4404, 4565, 4691, 4698, 4714, 4970,
5122, 5238, 5465, 7519, 7978, 10035, 10127, 10830, 12236,
13452, 14183],
dtype='int64'),
'US Cremonese': Int64Index([ 2886, 3498, 3691, 4462, 5413, 6140, 6240, 6807, 6916,
6964, 7130, 7147, 7378, 8032, 8159, 8185, 9264, 9712,
10046, 10930, 11477, 13192, 15291, 16297, 17446],
dtype='int64'),
'US Orléans Loiret Football': Int64Index([ 6596, 8189, 8345, 9051, 9457, 9483, 9571, 9695, 11195,
11541, 11659, 11683, 11963, 12426, 12660, 13006, 13069, 13230,
13704, 13771, 14559, 15644, 16010, 16486, 17141],
dtype='int64'),
'US Salernitana 1919': Int64Index([ 3185, 3316, 3580, 4091, 4356, 5490, 5555, 6422, 6610,
6642, 6733, 6743, 7186, 7188, 7559, 7645, 7744, 7962,
8166, 8529, 8680, 9266, 9678, 9887, 10621, 13539, 13790,
17664],
dtype='int64'),
'Udinese': Int64Index([ 1054, 1091, 1183, 1219, 1281, 1572, 1633, 1700, 1740,
1892, 2200, 2371, 2484, 2835, 2858, 3007, 3053, 3654,
4034, 5015, 5117, 6119, 6319, 8226, 8871, 8911, 8914,
9685, 10007, 10403],
dtype='int64'),
'Ulsan Hyundai FC': Int64Index([ 3094, 5016, 5044, 5369, 6218, 6365, 6683, 6740, 6984,
7323, 8518, 8955, 8963, 9225, 9462, 9540, 9816, 9842,
10473, 11023, 11697, 12444, 13633, 13638, 13856, 13986, 14306,
15396],
dtype='int64'),
'Universidad Católica': Int64Index([ 1165, 2555, 2745, 3432, 3548, 3564, 4390, 4600, 5111,
5461, 5630, 5958, 6061, 6366, 6375, 6963, 9105, 9742,
9869, 10666, 14708, 14774, 15609, 15983, 17010, 17084, 17370,
17683],
dtype='int64'),
'Universidad de Chile': Int64Index([ 2260, 2339, 2562, 3046, 3096, 3582, 4041, 4161, 4522,
4842, 4845, 4950, 5006, 5041, 5116, 5267, 6284, 6501,
6524, 6731, 6732, 7202, 7305, 10200, 14200, 14829, 15767,
17196],
dtype='int64'),
'Unión Española': Int64Index([ 4088, 5548, 6131, 6286, 6507, 7610, 7648, 8234, 8331,
8383, 8531, 8719, 9573, 9960, 10292, 12576, 13504, 14076,
14229, 14728, 15040, 15751, 16085, 16441, 17371, 17408, 17590,
18193],
dtype='int64'),
'Unión La Calera': Int64Index([ 5351, 5489, 6592, 6606, 6687, 6978, 7431, 7518, 7797,
8597, 8622, 9494, 10198, 10301, 10326, 10756, 11065, 11519,
12289, 13838, 14503, 15384, 15815, 16172, 17322, 17416, 17872],
dtype='int64'),
'Unión de Santa Fe': Int64Index([ 2638, 2942, 3203, 3515, 3651, 3735, 4062, 4288, 5017,
5049, 5750, 5981, 7262, 8087, 8649, 10342, 12498, 12584,
13898, 13975, 14004, 14262, 14788, 14910, 14985, 15518, 15794,
16313],
dtype='int64'),
'Urawa Red Diamonds': Int64Index([ 1805, 2311, 3396, 4116, 4153, 4911, 5004, 6347, 7051,
7352, 7907, 8443, 8467, 8707, 9699, 9856, 10655, 11597,
12406, 13851, 15081, 15085, 15390, 15432, 16488, 16905, 17631],
dtype='int64'),
'V-Varen Nagasaki': Int64Index([ 5687, 6992, 8577, 10444, 11180, 11578, 11720, 11831, 11846,
12085, 12120, 13474, 13773, 14114, 14615, 14736, 15037, 15145,
15336, 15768, 15931, 16078, 16179, 16284, 17255, 17459, 17526,
17557, 17738, 17840],
dtype='int64'),
'VVV-Venlo': Int64Index([ 1426, 3621, 7411, 7467, 7571, 7592, 7890, 8411, 8481,
8816, 9074, 9078, 9505, 9735, 10219, 10694, 11593, 11656,
11797, 15363, 15690, 15823, 16170, 16248, 16254, 16706],
dtype='int64'),
'Valencia CF': Int64Index([ 90, 193, 196, 234, 262, 264, 307, 394, 416,
441, 443, 460, 471, 523, 674, 1018, 1065, 1099,
1154, 1480, 2117, 2214, 2725, 5007, 7771, 10874, 11269,
11559, 12086, 12733, 13097, 13779, 14168],
dtype='int64'),
'Valenciennes FC': Int64Index([ 4487, 5160, 5628, 5741, 6185, 6308, 7527, 8376, 8494,
9381, 9428, 9500, 10220, 10782, 11781, 12230, 12994, 13577,
14601, 14776, 15041, 15451, 15756, 16096, 16651, 16906, 17235,
17303, 17588],
dtype='int64'),
'Vancouver Whitecaps FC': Int64Index([ 2455, 2559, 3535, 3692, 3929, 5588, 5828, 6630, 6996,
7203, 7278, 7588, 7715, 8509, 8562, 8870, 9405, 9787,
10387, 10609, 10937, 11089, 12125, 12298, 15282, 17888, 18199],
dtype='int64'),
'Vegalta Sendai': Int64Index([ 6083, 7736, 8830, 9506, 9620, 10679, 11008, 11020, 11623,
11922, 11996, 12127, 12141, 12612, 12658, 12823, 13065, 13109,
14593, 14656, 14887, 15360, 16171, 16293, 16715, 17145, 17685],
dtype='int64'),
'Vejle Boldklub': Int64Index([ 7709, 7975, 8455, 9012, 9144, 11767, 11848, 11858, 12049,
12367, 12468, 12514, 12590, 12673, 12833, 13193, 13597, 15642,
15975, 16990, 17059, 17295, 17401, 17927, 18038, 18098, 18162],
dtype='int64'),
'Vendsyssel FF': Int64Index([ 8930, 9146, 9758, 10108, 11546, 11856, 11863, 11993, 12048,
12135, 12312, 12696, 13024, 13909, 13924, 13933, 13954, 14640,
14929, 15947, 16247, 16683, 16865, 17058, 17311, 17793, 17960],
dtype='int64'),
'Venezia FC': Int64Index([ 2220, 4363, 4451, 4523, 4868, 5805, 5856, 5965, 6499,
6801, 6904, 8063, 8648, 8950, 9496, 9639, 10061, 11080,
12454, 12854, 12939, 13373, 13414, 14550, 15109, 16563, 16758,
17321],
dtype='int64'),
'VfB Stuttgart': Int64Index([ 424, 489, 540, 680, 733, 766, 898, 1055, 1427,
1545, 1781, 1854, 2123, 2161, 2845, 2965, 4127, 4555,
6342, 6449, 7430, 8925, 12666, 13254, 13292, 13558, 15563],
dtype='int64'),
'VfL Bochum 1848': Int64Index([ 2889, 3010, 3176, 3257, 3856, 4033, 4227, 5519, 5536,
5979, 6277, 6299, 6301, 6590, 6817, 7042, 7587, 9729,
10576, 12420, 13698, 14105, 14287, 15939, 17111, 17343],
dtype='int64'),
'VfL Osnabrück': Int64Index([ 7777, 7796, 7921, 8246, 8799, 8891, 9042, 9364, 9837,
9860, 10256, 10401, 10971, 11523, 14099, 14827, 14849, 15117,
15326, 15444, 15602, 15706, 16525, 17536, 17787, 17791],
dtype='int64'),
'VfL Sportfreunde Lotte': Int64Index([ 8800, 8893, 9814, 10026, 10100, 10193, 10964, 11044, 11574,
11596, 12062, 12505, 12720, 12872, 12947, 13527, 14155, 14269,
14669, 14941, 14952, 15503, 15540, 15905, 16034, 16261, 16772,
16955],
dtype='int64'),
'VfL Wolfsburg': Int64Index([ 279, 508, 619, 626, 650, 762, 814, 1125, 1227,
1355, 1366, 1506, 1515, 1643, 1689, 1794, 2105, 2272,
2277, 2338, 2466, 3663, 5863, 6344, 6351, 8624, 9786,
10267, 13300, 14934, 15570, 15796],
dtype='int64'),
'VfR Aalen': Int64Index([ 5934, 6248, 8043, 8475, 8521, 9004, 9239, 10298, 10952,
11162, 11285, 11589, 12300, 12593, 12798, 12982, 14830, 15232,
15926, 15929, 16716, 16746, 17411, 17628],
dtype='int64'),
'Viktoria Plzeň': Int64Index([ 1436, 1588, 1906, 2088, 2538, 2722, 2733, 2923, 3107,
3483, 3748, 3858, 4215, 5483, 5825, 6419, 7869, 10153,
10156, 10163, 10357, 14111, 15415, 15865],
dtype='int64'),
'Villarreal CF': Int64Index([ 141, 174, 178, 277, 325, 346, 492, 513, 545,
580, 658, 833, 929, 1068, 1180, 1374, 1383, 1397,
1625, 1986, 2174, 2624, 3174, 4540, 9013, 9081, 10567,
11114, 12830, 13123, 13660, 14413],
dtype='int64'),
'Vissel Kobe': Int64Index([ 76, 890, 7300, 7701, 8409, 8779, 8984, 9057, 9772,
10754, 11142, 11145, 12152, 12475, 12797, 12923, 12952, 13667,
13677, 13820, 15262, 15649, 15777, 16565, 16785, 16884, 17340,
17342, 17755, 17766],
dtype='int64'),
'Vitesse': Int64Index([ 1975, 2058, 2103, 2131, 2495, 2642, 2844, 3359, 3852,
3919, 4617, 4735, 4892, 4999, 5733, 5972, 6069, 7564,
8670, 9973, 10085, 10774, 11810, 12762, 14207, 15044, 15328,
16388],
dtype='int64'),
'Vitória': Int64Index([ 1529, 1660, 1739, 1801, 2242, 2247, 3327, 3680, 3699,
4693, 5707, 5809, 5822, 6664, 6757, 7775, 8165, 9267,
9308, 12177],
dtype='int64'),
'Vitória Guimarães': Int64Index([ 1100, 1142, 1390, 1558, 1632, 1822, 1976, 2042, 2202,
2234, 2525, 2601, 3002, 3205, 3381, 3440, 3572, 3718,
4130, 4437, 4609, 4689, 4764, 5043, 5205, 5268, 5942,
6337, 8269, 10740],
dtype='int64'),
'Vitória de Setúbal': Int64Index([ 1701, 1919, 2829, 3045, 3395, 3551, 3609, 4658, 4665,
5307, 5511, 5545, 5618, 5643, 5770, 6169, 6657, 7425,
7533, 7940, 8054, 8524, 9614, 11131, 11193, 11937, 12321,
13822],
dtype='int64'),
'Vålerenga Fotball': Int64Index([ 6160, 6339, 7546, 8011, 8041, 8107, 8715, 8739, 9100,
9324, 9420, 9779, 10382, 11755, 13619, 14254, 14266, 14780,
14978, 16815, 17136, 17746, 17768, 17783, 17916, 18020],
dtype='int64'),
'Vélez Sarsfield': Int64Index([ 2521, 3060, 3410, 3778, 4646, 5144, 5427, 5611, 5627,
5640, 6416, 6427, 7231, 9128, 10308, 10458, 12196, 13183,
13451, 14403, 14855, 14958, 15288, 15647, 15669, 16505, 16838,
17037],
dtype='int64'),
'Waasland-Beveren': Int64Index([ 2617, 5110, 5638, 5719, 7350, 8663, 9041, 9530, 9559,
9807, 10017, 10879, 11419, 11473, 11483, 11782, 11830, 12028,
12139, 12608, 12701, 12871, 12999, 14174, 14428, 14609, 14625,
15399],
dtype='int64'),
'Walsall': Int64Index([ 6905, 7552, 7899, 8497, 8668, 8771, 9022, 9436, 9657,
9782, 10134, 10715, 10783, 11050, 11727, 12627, 12840, 12896,
13406, 13644, 13860, 14443, 14611, 15424, 16593, 17251, 17655],
dtype='int64'),
'Waterford FC': Int64Index([ 7919, 12472, 12619, 13713, 13811, 14069, 14305, 14433, 14539,
15039, 15321, 15537, 15991, 16180, 16724, 16773, 16948, 17013,
17595, 17813, 17851, 18081, 18097, 18195, 18201],
dtype='int64'),
'Watford': Int64Index([ 344, 469, 491, 875, 926, 1105, 1188, 1241, 1314,
1347, 1441, 1650, 2013, 2256, 2337, 2359, 2387, 2436,
2439, 2454, 3015, 3116, 4716, 7806, 12802, 14845, 15419,
15743, 17989],
dtype='int64'),
'Wellington Phoenix': Int64Index([ 4083, 6849, 8503, 8612, 8876, 10049, 10616, 11688, 11714,
12013, 12069, 12113, 15200, 15303, 15313, 15693, 15819, 16146,
16232, 17201, 17753],
dtype='int64'),
'West Bromwich Albion': Int64Index([ 968, 1202, 1211, 1517, 1553, 1786, 2060, 2340, 2672,
2707, 3190, 3467, 3722, 3734, 4450, 4977, 5112, 7275,
8651, 8660, 9458, 9643, 9840, 10895, 11164, 12487, 14084,
14597, 14599, 14819],
dtype='int64'),
'West Ham United': Int64Index([ 185, 294, 380, 400, 422, 486, 671, 695, 847,
946, 952, 1014, 1034, 1082, 1152, 1265, 1274, 1462,
1485, 1566, 1595, 2676, 2937, 8155, 8349, 11037, 13361,
13467, 15775, 15919, 16323, 16623],
dtype='int64'),
'Western Sydney Wanderers': Int64Index([ 3025, 3764, 4262, 5348, 6012, 6080, 9195, 9982, 10077,
10839, 12264, 13058, 13189, 13760, 14002, 15522, 15764, 15878,
16060, 16907, 17024, 17463, 17980, 18048, 18083],
dtype='int64'),
'Wigan Athletic': Int64Index([ 3457, 3632, 4037, 4408, 4953, 5031, 5162, 5539, 5799,
5854, 5870, 5944, 6071, 6122, 6364, 6496, 7532, 7620,
7967, 8200, 8201, 8709, 9520, 9916, 10317, 16312, 16439,
16995, 17319, 17324],
dtype='int64'),
'Willem II': Int64Index([ 1589, 3013, 4564, 5549, 6121, 6377, 6773, 6947, 7201,
7365, 7404, 8275, 8420, 8589, 8662, 8869, 9098, 10798,
11355, 12837, 14060, 14454, 14860, 14966, 15401, 15978, 16770,
17490],
dtype='int64'),
'Wisła Kraków': Int64Index([ 4417, 5092, 5723, 6774, 7093, 7989, 8326, 8586, 9130,
9162, 9221, 11382, 11602, 12222, 12293, 12364, 12440, 12603,
14058, 16764, 16966, 17406, 17648, 17712, 17862, 17948],
dtype='int64'),
'Wisła Płock': Int64Index([ 5222, 6578, 7703, 8932, 9052, 9426, 9793, 10383, 11710,
12403, 13302, 13435, 13513, 13617, 14032, 14303, 14533, 14799,
14944, 15056, 16009, 17582, 17761, 17863, 17996, 18161],
dtype='int64'),
'Wolfsberger AC': Int64Index([ 4841, 6330, 7906, 8132, 9338, 9994, 10020, 10569, 11043,
11046, 11474, 11946, 12242, 12392, 12461, 12489, 12737, 13526,
16043, 16385, 17205, 17221, 17372, 17841, 17983, 17984],
dtype='int64'),
'Wolverhampton Wanderers': Int64Index([ 213, 401, 429, 601, 756, 794, 823, 1193, 1658,
1662, 1968, 1974, 2189, 2429, 2634, 3125, 3269, 7801,
8538, 8700, 9245, 9527, 9791, 13829, 15261, 15587, 15916,
16159, 16560, 16863, 17352, 17393, 17503],
dtype='int64'),
'Wycombe Wanderers': Int64Index([ 7699, 8325, 8546, 9466, 9501, 9661, 9992, 10080, 10462,
10582, 10805, 10985, 11060, 11368, 11384, 11531, 11833, 12299,
13042, 13531, 13854, 14010, 15189, 16320, 16463],
dtype='int64'),
'Yeni Malatyaspor': Int64Index([ 2079, 3132, 3188, 3436, 3805, 4411, 4976, 5206, 5217,
6103, 6391, 6433, 6700, 7569, 7746, 8253, 8908, 9451,
10611, 11303, 13086, 13926, 14931, 15148, 15517, 15833, 15994,
16810, 17139, 17387],
dtype='int64'),
'Yeovil Town': Int64Index([11376, 11480, 11511, 11975, 12197, 12529, 12781, 13004, 13104,
13105, 13506, 13655, 14091, 14147, 14181, 14534, 14833, 14836,
15045, 15062, 15337, 15569, 16001, 16663, 16974, 17163, 17517,
17752],
dtype='int64'),
'Yokohama F. Marinos': Int64Index([ 3670, 5071, 5495, 6869, 7048, 7052, 7209, 8195, 9151,
9166, 9733, 10136, 10456, 11451, 11575, 12173, 12189, 13396,
14129, 15959, 16645, 17331, 17388, 17389, 17394, 17594, 17610,
17826, 17928, 18043],
dtype='int64'),
'Zagłębie Lubin': Int64Index([ 5919, 6580, 7238, 8320, 8373, 9311, 9412, 9731, 10059,
10074, 10553, 11000, 11466, 11520, 11577, 12311, 12359, 13008,
13226, 13807, 15176, 15316, 15788, 17227, 17499, 17748, 18100],
dtype='int64'),
'Zagłębie Sosnowiec': Int64Index([10324, 10428, 11127, 11241, 11799, 11899, 11967, 12191, 12355,
12723, 12933, 12959, 13215, 13743, 14447, 15146, 15350, 15678,
15757, 15790, 16037, 16168, 17477, 17868, 17999],
dtype='int64'),
'Çaykur Rizespor': Int64Index([ 1531, 1929, 2489, 3289, 3530, 3851, 3860, 4713, 5089,
5274, 6259, 6588, 6943, 7254, 7476, 7486, 7499, 7668,
8368, 9102, 10010, 10388, 10389, 13084, 15080, 15355, 15661,
16116, 16702, 17004],
dtype='int64'),
'Örebro SK': Int64Index([ 4344, 7432, 7738, 9008, 10143, 10199, 10320, 10851, 11178,
11377, 12056, 12164, 12432, 13114, 14063, 14250, 15776, 16035,
16723, 16807, 16935, 17105, 17200, 17709, 17736, 17950, 18166],
dtype='int64'),
'Östersunds FK': Int64Index([ 6023, 6335, 6808, 7988, 8099, 9118, 9897, 10124, 10203,
10242, 10742, 11025, 12078, 12121, 12484, 12699, 12925, 14005,
14175, 15555, 16776, 18027],
dtype='int64'),
'Śląsk Wrocław': Int64Index([ 5067, 5678, 6421, 7228, 7694, 7910, 8798, 9020, 9488,
9676, 9783, 10524, 10549, 13241, 14300, 14654, 15414, 15416,
16601, 16719, 17238, 17263, 17338, 17492, 17567],
dtype='int64')}
9.1.2.2 groupby 객체를 이용해 집계함수 사용
- 하나의 집계 함수 적용 : groupby객체.집계함수명()
- 여러개의 집계 함수 적용 : groupby객체.agg([집계함수명1,집계함수명2]) 사용(Multi Column 형태로 출력됨)
groupby 객체의 mean 함수 호출
playerGroup.mean().head()
| Age | Crossing | Dribbling | LongPassing | ShotPower | |
|---|---|---|---|---|---|
| Club | |||||
| SSV Jahn Regensburg | 25.655172 | 47.172414 | 52.655172 | 45.689655 | 54.137931 |
| 1. FC Heidenheim 1846 | 24.000000 | 49.464286 | 54.214286 | 48.964286 | 57.071429 |
| 1. FC Kaiserslautern | 23.846154 | 48.076923 | 49.769231 | 48.653846 | 56.692308 |
| 1. FC Köln | 24.321429 | 52.357143 | 57.964286 | 54.714286 | 58.178571 |
| 1. FC Magdeburg | 24.692308 | 46.500000 | 51.346154 | 47.153846 | 52.269231 |
playerGroup.agg(['mean', 'sum']).head()
| Age | Crossing | Dribbling | LongPassing | ShotPower | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| mean | sum | mean | sum | mean | sum | mean | sum | mean | sum | |
| Club | ||||||||||
| SSV Jahn Regensburg | 25.655172 | 744 | 47.172414 | 1368.0 | 52.655172 | 1527.0 | 45.689655 | 1325.0 | 54.137931 | 1570.0 |
| 1. FC Heidenheim 1846 | 24.000000 | 672 | 49.464286 | 1385.0 | 54.214286 | 1518.0 | 48.964286 | 1371.0 | 57.071429 | 1598.0 |
| 1. FC Kaiserslautern | 23.846154 | 620 | 48.076923 | 1250.0 | 49.769231 | 1294.0 | 48.653846 | 1265.0 | 56.692308 | 1474.0 |
| 1. FC Köln | 24.321429 | 681 | 52.357143 | 1466.0 | 57.964286 | 1623.0 | 54.714286 | 1532.0 | 58.178571 | 1629.0 |
| 1. FC Magdeburg | 24.692308 | 642 | 46.500000 | 1209.0 | 51.346154 | 1335.0 | 47.153846 | 1226.0 | 52.269231 | 1359.0 |
9.2 pivot_table 함수
팀별로 드리블 능력치의 평균을 구해 상위 5개팀 출력
player.pivot_table(index = 'Club', values = 'Dribbling', aggfunc = 'mean').sort_values(by = 'Dribbling', ascending = False).head()
| Dribbling | |
|---|---|
| Club | |
| Juventus | 69.520000 |
| Paris Saint-Germain | 68.833333 |
| Napoli | 68.640000 |
| Liverpool | 68.212121 |
| Borussia Dortmund | 68.151515 |
EX2) 나라 + 팀 별로 롱패스와 슟파워의 평균과 최대값을 계산
player.pivot_table(index = ('Nationality','Club'), values = ('LongPassing','ShotPower'), aggfunc = ('mean','max')).head()
| LongPassing | ShotPower | ||||
|---|---|---|---|---|---|
| max | mean | max | mean | ||
| Nationality | Club | ||||
| Afghanistan | Notts County | 60.0 | 60.0 | 60.0 | 60.0 |
| Philadelphia Union | 59.0 | 59.0 | 61.0 | 61.0 | |
| SV Meppen | 42.0 | 42.0 | 39.0 | 39.0 | |
| Walsall | 55.0 | 55.0 | 55.0 | 55.0 | |
| Albania | AC Ajaccio | 61.0 | 61.0 | 69.0 | 69.0 |
위의 Jupyter notebook 내용은 여기 Github에서도 확인 할 수 있습니다.
다음 포스팅은 DataFrame의 계층적 멀티인덱스와 멀티컬럼을 다루는 방법에 대해 알아볼 예정입니다.
감사합니다.
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