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78 Commits
gusev_vlad
...
madyshev_e
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27
abanin_daniil_lab_3/README.md
Normal file
27
abanin_daniil_lab_3/README.md
Normal file
@@ -0,0 +1,27 @@
|
||||
## Лабораторная работа №3
|
||||
|
||||
### Деревья решений
|
||||
|
||||
## Cтудент группы ПИбд-41 Абанин Даниил
|
||||
|
||||
### Как запустить лабораторную работу:
|
||||
|
||||
* установить python, numpy, matplotlib, sklearn
|
||||
* запустить проект (lab3)
|
||||
|
||||
### Какие технологии использовались:
|
||||
|
||||
* Язык программирования `Python`, библиотеки numpy, matplotlib, sklearn
|
||||
* Среда разработки `PyCharm`
|
||||
|
||||
### Что делает лабораторная работа:
|
||||
|
||||
* Выполняет ранжирование признаков для регрессионной модели
|
||||
* По данным "Eligibility Prediction for Loan" решает задачу классификации (с помощью дерева решений), в которой необходимо выявить риски выдачи кредита и определить его статус (выдан или отказ). В качестве исходных данных используются три признака: Credit_History - соответствие кредитной истории стандартам банка, ApplicantIncome - доход заявителя, LoanAmount - сумма кредита.
|
||||
|
||||
### Примеры работы:
|
||||
|
||||
#### Результаты:
|
||||
* Наиболее важным параметром при выдачи кредита оказался доход заявителя - ApplicantIncome, затем LoanAmount - сумма выдаваемого кредита
|
||||
|
||||
|
||||
33
abanin_daniil_lab_3/lab3.py
Normal file
33
abanin_daniil_lab_3/lab3.py
Normal file
@@ -0,0 +1,33 @@
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.tree import DecisionTreeClassifier
|
||||
import pandas as pd
|
||||
import numpy as np
|
||||
|
||||
pd.options.mode.chained_assignment = None
|
||||
|
||||
FILE_PATH = "loan.csv"
|
||||
REQUIRED_COLUMNS = ['Credit_History', 'LoanAmount', 'ApplicantIncome']
|
||||
TARGET_COLUMN = 'Loan_Status'
|
||||
|
||||
|
||||
def print_classifier_info(feature_importance):
|
||||
feature_names = REQUIRED_COLUMNS
|
||||
embarked_score = feature_importance[-3:].sum()
|
||||
scores = np.append(feature_importance[:2], embarked_score)
|
||||
scores = map(lambda score: round(score, 2), scores)
|
||||
print(dict(zip(feature_names, scores)))
|
||||
|
||||
|
||||
if __name__ == '__main__':
|
||||
data = pd.read_csv(FILE_PATH)
|
||||
|
||||
X = data[REQUIRED_COLUMNS]
|
||||
y = data[TARGET_COLUMN]
|
||||
|
||||
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
|
||||
|
||||
classifier_tree = DecisionTreeClassifier(random_state=42)
|
||||
classifier_tree.fit(X_train, y_train)
|
||||
|
||||
print_classifier_info(classifier_tree.feature_importances_)
|
||||
print("Оценка качества (задача классификации) - ", classifier_tree.score(X_test, y_test))
|
||||
615
abanin_daniil_lab_3/loan.csv
Normal file
615
abanin_daniil_lab_3/loan.csv
Normal file
@@ -0,0 +1,615 @@
|
||||
Loan_ID,Gender,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status
|
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LP001002,Male,No,0,1,No,5849,0.0,360.0,1.0,0,Y,0.0
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LP001003,Male,Yes,1,1,No,4583,1508.0,128.0,360.0,1,Rural,0.0
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LP001005,Male,Yes,0,1,Yes,3000,0.0,66.0,360.0,1,Urban,1.0
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LP001006,Male,Yes,0,0,No,2583,2358.0,120.0,360.0,1,Urban,1.0
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LP001008,Male,No,0,1,No,6000,0.0,141.0,360.0,1,Urban,1.0
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LP001011,Male,Yes,2,1,Yes,5417,4196.0,267.0,360.0,1,Urban,1.0
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LP001013,Male,Yes,0,0,No,2333,1516.0,95.0,360.0,1,Urban,1.0
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LP001014,Male,Yes,3+,1,No,3036,2504.0,158.0,360.0,0,Semiurban,0.0
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LP001018,Male,Yes,2,1,No,4006,1526.0,168.0,360.0,1,Urban,1.0
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LP001020,Male,Yes,1,1,No,12841,10968.0,349.0,360.0,1,Semiurban,0.0
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LP001029,Male,No,0,1,No,1853,2840.0,114.0,360.0,1,Rural,0.0
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LP001030,Male,Yes,2,1,No,1299,1086.0,17.0,120.0,1,Urban,1.0
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LP001034,Male,No,1,0,No,3596,0.0,100.0,240.0,0,Urban,1.0
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LP001036,Female,No,0,1,No,3510,0.0,76.0,360.0,0,Urban,0.0
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LP001038,Male,Yes,0,0,No,4887,0.0,133.0,360.0,1,Rural,0.0
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LP001041,Male,Yes,0,1,,2600,3500.0,115.0,,1,Urban,1.0
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LP001043,Male,Yes,0,0,No,7660,0.0,104.0,360.0,0,Urban,0.0
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LP001046,Male,Yes,1,1,No,5955,5625.0,315.0,360.0,1,Urban,1.0
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LP001047,Male,Yes,0,0,No,2600,1911.0,116.0,360.0,0,Semiurban,0.0
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LP001050,,Yes,2,0,No,3365,1917.0,112.0,360.0,0,Rural,0.0
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LP001052,Male,Yes,1,1,,3717,2925.0,151.0,360.0,0,Semiurban,0.0
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LP001066,Male,Yes,0,1,Yes,9560,0.0,191.0,360.0,1,Semiurban,1.0
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LP001068,Male,Yes,0,1,No,2799,2253.0,122.0,360.0,1,Semiurban,1.0
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LP001073,Male,Yes,2,0,No,4226,1040.0,110.0,360.0,1,Urban,1.0
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LP001086,Male,No,0,0,No,1442,0.0,35.0,360.0,1,Urban,0.0
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LP001087,Female,No,2,1,,3750,2083.0,120.0,360.0,1,Semiurban,1.0
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LP001091,Male,Yes,1,1,,4166,3369.0,201.0,360.0,0,Urban,0.0
|
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LP001095,Male,No,0,1,No,3167,0.0,74.0,360.0,1,Urban,0.0
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LP001097,Male,No,1,1,Yes,4692,0.0,106.0,360.0,1,Rural,0.0
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LP001098,Male,Yes,0,1,No,3500,1667.0,114.0,360.0,1,Semiurban,1.0
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LP001100,Male,No,3+,1,No,12500,3000.0,320.0,360.0,1,Rural,0.0
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LP001106,Male,Yes,0,1,No,2275,2067.0,0.0,360.0,1,Urban,1.0
|
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LP001109,Male,Yes,0,1,No,1828,1330.0,100.0,,0,Urban,0.0
|
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LP001112,Female,Yes,0,1,No,3667,1459.0,144.0,360.0,1,Semiurban,1.0
|
||||
LP001114,Male,No,0,1,No,4166,7210.0,184.0,360.0,1,Urban,1.0
|
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LP001116,Male,No,0,0,No,3748,1668.0,110.0,360.0,1,Semiurban,1.0
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LP001119,Male,No,0,1,No,3600,0.0,80.0,360.0,1,Urban,0.0
|
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LP001120,Male,No,0,1,No,1800,1213.0,47.0,360.0,1,Urban,1.0
|
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LP001123,Male,Yes,0,1,No,2400,0.0,75.0,360.0,0,Urban,1.0
|
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LP001131,Male,Yes,0,1,No,3941,2336.0,134.0,360.0,1,Semiurban,1.0
|
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LP001136,Male,Yes,0,0,Yes,4695,0.0,96.0,,1,Urban,1.0
|
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LP001137,Female,No,0,1,No,3410,0.0,88.0,,1,Urban,1.0
|
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LP001138,Male,Yes,1,1,No,5649,0.0,44.0,360.0,1,Urban,1.0
|
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LP001144,Male,Yes,0,1,No,5821,0.0,144.0,360.0,1,Urban,1.0
|
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LP001146,Female,Yes,0,1,No,2645,3440.0,120.0,360.0,0,Urban,0.0
|
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LP001151,Female,No,0,1,No,4000,2275.0,144.0,360.0,1,Semiurban,1.0
|
||||
LP001155,Female,Yes,0,0,No,1928,1644.0,100.0,360.0,1,Semiurban,1.0
|
||||
LP001157,Female,No,0,1,No,3086,0.0,120.0,360.0,1,Semiurban,1.0
|
||||
LP001164,Female,No,0,1,No,4230,0.0,112.0,360.0,1,Semiurban,0.0
|
||||
LP001179,Male,Yes,2,1,No,4616,0.0,134.0,360.0,1,Urban,0.0
|
||||
LP001186,Female,Yes,1,1,Yes,11500,0.0,286.0,360.0,0,Urban,0.0
|
||||
LP001194,Male,Yes,2,1,No,2708,1167.0,97.0,360.0,1,Semiurban,1.0
|
||||
LP001195,Male,Yes,0,1,No,2132,1591.0,96.0,360.0,1,Semiurban,1.0
|
||||
LP001197,Male,Yes,0,1,No,3366,2200.0,135.0,360.0,1,Rural,0.0
|
||||
LP001198,Male,Yes,1,1,No,8080,2250.0,180.0,360.0,1,Urban,1.0
|
||||
LP001199,Male,Yes,2,0,No,3357,2859.0,144.0,360.0,1,Urban,1.0
|
||||
LP001205,Male,Yes,0,1,No,2500,3796.0,120.0,360.0,1,Urban,1.0
|
||||
LP001206,Male,Yes,3+,1,No,3029,0.0,99.0,360.0,1,Urban,1.0
|
||||
LP001207,Male,Yes,0,0,Yes,2609,3449.0,165.0,180.0,0,Rural,0.0
|
||||
LP001213,Male,Yes,1,1,No,4945,0.0,0.0,360.0,0,Rural,0.0
|
||||
LP001222,Female,No,0,1,No,4166,0.0,116.0,360.0,0,Semiurban,0.0
|
||||
LP001225,Male,Yes,0,1,No,5726,4595.0,258.0,360.0,1,Semiurban,0.0
|
||||
LP001228,Male,No,0,0,No,3200,2254.0,126.0,180.0,0,Urban,0.0
|
||||
LP001233,Male,Yes,1,1,No,10750,0.0,312.0,360.0,1,Urban,1.0
|
||||
LP001238,Male,Yes,3+,0,Yes,7100,0.0,125.0,60.0,1,Urban,1.0
|
||||
LP001241,Female,No,0,1,No,4300,0.0,136.0,360.0,0,Semiurban,0.0
|
||||
LP001243,Male,Yes,0,1,No,3208,3066.0,172.0,360.0,1,Urban,1.0
|
||||
LP001245,Male,Yes,2,0,Yes,1875,1875.0,97.0,360.0,1,Semiurban,1.0
|
||||
LP001248,Male,No,0,1,No,3500,0.0,81.0,300.0,1,Semiurban,1.0
|
||||
LP001250,Male,Yes,3+,0,No,4755,0.0,95.0,,0,Semiurban,0.0
|
||||
LP001253,Male,Yes,3+,1,Yes,5266,1774.0,187.0,360.0,1,Semiurban,1.0
|
||||
LP001255,Male,No,0,1,No,3750,0.0,113.0,480.0,1,Urban,0.0
|
||||
LP001256,Male,No,0,1,No,3750,4750.0,176.0,360.0,1,Urban,0.0
|
||||
LP001259,Male,Yes,1,1,Yes,1000,3022.0,110.0,360.0,1,Urban,0.0
|
||||
LP001263,Male,Yes,3+,1,No,3167,4000.0,180.0,300.0,0,Semiurban,0.0
|
||||
LP001264,Male,Yes,3+,0,Yes,3333,2166.0,130.0,360.0,0,Semiurban,1.0
|
||||
LP001265,Female,No,0,1,No,3846,0.0,111.0,360.0,1,Semiurban,1.0
|
||||
LP001266,Male,Yes,1,1,Yes,2395,0.0,0.0,360.0,1,Semiurban,1.0
|
||||
LP001267,Female,Yes,2,1,No,1378,1881.0,167.0,360.0,1,Urban,0.0
|
||||
LP001273,Male,Yes,0,1,No,6000,2250.0,265.0,360.0,0,Semiurban,0.0
|
||||
LP001275,Male,Yes,1,1,No,3988,0.0,50.0,240.0,1,Urban,1.0
|
||||
LP001279,Male,No,0,1,No,2366,2531.0,136.0,360.0,1,Semiurban,1.0
|
||||
LP001280,Male,Yes,2,0,No,3333,2000.0,99.0,360.0,0,Semiurban,1.0
|
||||
LP001282,Male,Yes,0,1,No,2500,2118.0,104.0,360.0,1,Semiurban,1.0
|
||||
LP001289,Male,No,0,1,No,8566,0.0,210.0,360.0,1,Urban,1.0
|
||||
LP001310,Male,Yes,0,1,No,5695,4167.0,175.0,360.0,1,Semiurban,1.0
|
||||
LP001316,Male,Yes,0,1,No,2958,2900.0,131.0,360.0,1,Semiurban,1.0
|
||||
LP001318,Male,Yes,2,1,No,6250,5654.0,188.0,180.0,1,Semiurban,1.0
|
||||
LP001319,Male,Yes,2,0,No,3273,1820.0,81.0,360.0,1,Urban,1.0
|
||||
LP001322,Male,No,0,1,No,4133,0.0,122.0,360.0,1,Semiurban,1.0
|
||||
LP001325,Male,No,0,0,No,3620,0.0,25.0,120.0,1,Semiurban,1.0
|
||||
LP001326,Male,No,0,1,,6782,0.0,0.0,360.0,0,Urban,0.0
|
||||
LP001327,Female,Yes,0,1,No,2484,2302.0,137.0,360.0,1,Semiurban,1.0
|
||||
LP001333,Male,Yes,0,1,No,1977,997.0,50.0,360.0,1,Semiurban,1.0
|
||||
LP001334,Male,Yes,0,0,No,4188,0.0,115.0,180.0,1,Semiurban,1.0
|
||||
LP001343,Male,Yes,0,1,No,1759,3541.0,131.0,360.0,1,Semiurban,1.0
|
||||
LP001345,Male,Yes,2,0,No,4288,3263.0,133.0,180.0,1,Urban,1.0
|
||||
LP001349,Male,No,0,1,No,4843,3806.0,151.0,360.0,1,Semiurban,1.0
|
||||
LP001350,Male,Yes,,1,No,13650,0.0,0.0,360.0,1,Urban,1.0
|
||||
LP001356,Male,Yes,0,1,No,4652,3583.0,0.0,360.0,1,Semiurban,1.0
|
||||
LP001357,Male,,,1,No,3816,754.0,160.0,360.0,1,Urban,1.0
|
||||
LP001367,Male,Yes,1,1,No,3052,1030.0,100.0,360.0,1,Urban,1.0
|
||||
LP001369,Male,Yes,2,1,No,11417,1126.0,225.0,360.0,1,Urban,1.0
|
||||
LP001370,Male,No,0,0,,7333,0.0,120.0,360.0,1,Rural,0.0
|
||||
LP001379,Male,Yes,2,1,No,3800,3600.0,216.0,360.0,0,Urban,0.0
|
||||
LP001384,Male,Yes,3+,0,No,2071,754.0,94.0,480.0,1,Semiurban,1.0
|
||||
LP001385,Male,No,0,1,No,5316,0.0,136.0,360.0,1,Urban,1.0
|
||||
LP001387,Female,Yes,0,1,,2929,2333.0,139.0,360.0,1,Semiurban,1.0
|
||||
LP001391,Male,Yes,0,0,No,3572,4114.0,152.0,,0,Rural,0.0
|
||||
LP001392,Female,No,1,1,Yes,7451,0.0,0.0,360.0,1,Semiurban,1.0
|
||||
LP001398,Male,No,0,1,,5050,0.0,118.0,360.0,1,Semiurban,1.0
|
||||
LP001401,Male,Yes,1,1,No,14583,0.0,185.0,180.0,1,Rural,1.0
|
||||
LP001404,Female,Yes,0,1,No,3167,2283.0,154.0,360.0,1,Semiurban,1.0
|
||||
LP001405,Male,Yes,1,1,No,2214,1398.0,85.0,360.0,0,Urban,1.0
|
||||
LP001421,Male,Yes,0,1,No,5568,2142.0,175.0,360.0,1,Rural,0.0
|
||||
LP001422,Female,No,0,1,No,10408,0.0,259.0,360.0,1,Urban,1.0
|
||||
LP001426,Male,Yes,,1,No,5667,2667.0,180.0,360.0,1,Rural,1.0
|
||||
LP001430,Female,No,0,1,No,4166,0.0,44.0,360.0,1,Semiurban,1.0
|
||||
LP001431,Female,No,0,1,No,2137,8980.0,137.0,360.0,0,Semiurban,1.0
|
||||
LP001432,Male,Yes,2,1,No,2957,0.0,81.0,360.0,1,Semiurban,1.0
|
||||
LP001439,Male,Yes,0,0,No,4300,2014.0,194.0,360.0,1,Rural,1.0
|
||||
LP001443,Female,No,0,1,No,3692,0.0,93.0,360.0,0,Rural,1.0
|
||||
LP001448,,Yes,3+,1,No,23803,0.0,370.0,360.0,1,Rural,1.0
|
||||
LP001449,Male,No,0,1,No,3865,1640.0,0.0,360.0,1,Rural,1.0
|
||||
LP001451,Male,Yes,1,1,Yes,10513,3850.0,160.0,180.0,0,Urban,0.0
|
||||
LP001465,Male,Yes,0,1,No,6080,2569.0,182.0,360.0,0,Rural,0.0
|
||||
LP001469,Male,No,0,1,Yes,20166,0.0,650.0,480.0,0,Urban,1.0
|
||||
LP001473,Male,No,0,1,No,2014,1929.0,74.0,360.0,1,Urban,1.0
|
||||
LP001478,Male,No,0,1,No,2718,0.0,70.0,360.0,1,Semiurban,1.0
|
||||
LP001482,Male,Yes,0,1,Yes,3459,0.0,25.0,120.0,1,Semiurban,1.0
|
||||
LP001487,Male,No,0,1,No,4895,0.0,102.0,360.0,1,Semiurban,1.0
|
||||
LP001488,Male,Yes,3+,1,No,4000,7750.0,290.0,360.0,1,Semiurban,0.0
|
||||
LP001489,Female,Yes,0,1,No,4583,0.0,84.0,360.0,1,Rural,0.0
|
||||
LP001491,Male,Yes,2,1,Yes,3316,3500.0,88.0,360.0,1,Urban,1.0
|
||||
LP001492,Male,No,0,1,No,14999,0.0,242.0,360.0,0,Semiurban,0.0
|
||||
LP001493,Male,Yes,2,0,No,4200,1430.0,129.0,360.0,1,Rural,0.0
|
||||
LP001497,Male,Yes,2,1,No,5042,2083.0,185.0,360.0,1,Rural,0.0
|
||||
LP001498,Male,No,0,1,No,5417,0.0,168.0,360.0,1,Urban,1.0
|
||||
LP001504,Male,No,0,1,Yes,6950,0.0,175.0,180.0,1,Semiurban,1.0
|
||||
LP001507,Male,Yes,0,1,No,2698,2034.0,122.0,360.0,1,Semiurban,1.0
|
||||
LP001508,Male,Yes,2,1,No,11757,0.0,187.0,180.0,1,Urban,1.0
|
||||
LP001514,Female,Yes,0,1,No,2330,4486.0,100.0,360.0,1,Semiurban,1.0
|
||||
LP001516,Female,Yes,2,1,No,14866,0.0,70.0,360.0,1,Urban,1.0
|
||||
LP001518,Male,Yes,1,1,No,1538,1425.0,30.0,360.0,1,Urban,1.0
|
||||
LP001519,Female,No,0,1,No,10000,1666.0,225.0,360.0,1,Rural,0.0
|
||||
LP001520,Male,Yes,0,1,No,4860,830.0,125.0,360.0,1,Semiurban,1.0
|
||||
LP001528,Male,No,0,1,No,6277,0.0,118.0,360.0,0,Rural,0.0
|
||||
LP001529,Male,Yes,0,1,Yes,2577,3750.0,152.0,360.0,1,Rural,1.0
|
||||
LP001531,Male,No,0,1,No,9166,0.0,244.0,360.0,1,Urban,0.0
|
||||
LP001532,Male,Yes,2,0,No,2281,0.0,113.0,360.0,1,Rural,0.0
|
||||
LP001535,Male,No,0,1,No,3254,0.0,50.0,360.0,1,Urban,1.0
|
||||
LP001536,Male,Yes,3+,1,No,39999,0.0,600.0,180.0,0,Semiurban,1.0
|
||||
LP001541,Male,Yes,1,1,No,6000,0.0,160.0,360.0,0,Rural,1.0
|
||||
LP001543,Male,Yes,1,1,No,9538,0.0,187.0,360.0,1,Urban,1.0
|
||||
LP001546,Male,No,0,1,,2980,2083.0,120.0,360.0,1,Rural,1.0
|
||||
LP001552,Male,Yes,0,1,No,4583,5625.0,255.0,360.0,1,Semiurban,1.0
|
||||
LP001560,Male,Yes,0,0,No,1863,1041.0,98.0,360.0,1,Semiurban,1.0
|
||||
LP001562,Male,Yes,0,1,No,7933,0.0,275.0,360.0,1,Urban,0.0
|
||||
LP001565,Male,Yes,1,1,No,3089,1280.0,121.0,360.0,0,Semiurban,0.0
|
||||
LP001570,Male,Yes,2,1,No,4167,1447.0,158.0,360.0,1,Rural,1.0
|
||||
LP001572,Male,Yes,0,1,No,9323,0.0,75.0,180.0,1,Urban,1.0
|
||||
LP001574,Male,Yes,0,1,No,3707,3166.0,182.0,,1,Rural,1.0
|
||||
LP001577,Female,Yes,0,1,No,4583,0.0,112.0,360.0,1,Rural,0.0
|
||||
LP001578,Male,Yes,0,1,No,2439,3333.0,129.0,360.0,1,Rural,1.0
|
||||
LP001579,Male,No,0,1,No,2237,0.0,63.0,480.0,0,Semiurban,0.0
|
||||
LP001580,Male,Yes,2,1,No,8000,0.0,200.0,360.0,1,Semiurban,1.0
|
||||
LP001581,Male,Yes,0,0,,1820,1769.0,95.0,360.0,1,Rural,1.0
|
||||
LP001585,,Yes,3+,1,No,51763,0.0,700.0,300.0,1,Urban,1.0
|
||||
LP001586,Male,Yes,3+,0,No,3522,0.0,81.0,180.0,1,Rural,0.0
|
||||
LP001594,Male,Yes,0,1,No,5708,5625.0,187.0,360.0,1,Semiurban,1.0
|
||||
LP001603,Male,Yes,0,0,Yes,4344,736.0,87.0,360.0,1,Semiurban,0.0
|
||||
LP001606,Male,Yes,0,1,No,3497,1964.0,116.0,360.0,1,Rural,1.0
|
||||
LP001608,Male,Yes,2,1,No,2045,1619.0,101.0,360.0,1,Rural,1.0
|
||||
LP001610,Male,Yes,3+,1,No,5516,11300.0,495.0,360.0,0,Semiurban,0.0
|
||||
LP001616,Male,Yes,1,1,No,3750,0.0,116.0,360.0,1,Semiurban,1.0
|
||||
LP001630,Male,No,0,0,No,2333,1451.0,102.0,480.0,0,Urban,0.0
|
||||
LP001633,Male,Yes,1,1,No,6400,7250.0,180.0,360.0,0,Urban,0.0
|
||||
LP001634,Male,No,0,1,No,1916,5063.0,67.0,360.0,0,Rural,0.0
|
||||
LP001636,Male,Yes,0,1,No,4600,0.0,73.0,180.0,1,Semiurban,1.0
|
||||
LP001637,Male,Yes,1,1,No,33846,0.0,260.0,360.0,1,Semiurban,0.0
|
||||
LP001639,Female,Yes,0,1,No,3625,0.0,108.0,360.0,1,Semiurban,1.0
|
||||
LP001640,Male,Yes,0,1,Yes,39147,4750.0,120.0,360.0,1,Semiurban,1.0
|
||||
LP001641,Male,Yes,1,1,Yes,2178,0.0,66.0,300.0,0,Rural,0.0
|
||||
LP001643,Male,Yes,0,1,No,2383,2138.0,58.0,360.0,0,Rural,1.0
|
||||
LP001644,,Yes,0,1,Yes,674,5296.0,168.0,360.0,1,Rural,1.0
|
||||
LP001647,Male,Yes,0,1,No,9328,0.0,188.0,180.0,1,Rural,1.0
|
||||
LP001653,Male,No,0,0,No,4885,0.0,48.0,360.0,1,Rural,1.0
|
||||
LP001656,Male,No,0,1,No,12000,0.0,164.0,360.0,1,Semiurban,0.0
|
||||
LP001657,Male,Yes,0,0,No,6033,0.0,160.0,360.0,1,Urban,0.0
|
||||
LP001658,Male,No,0,1,No,3858,0.0,76.0,360.0,1,Semiurban,1.0
|
||||
LP001664,Male,No,0,1,No,4191,0.0,120.0,360.0,1,Rural,1.0
|
||||
LP001665,Male,Yes,1,1,No,3125,2583.0,170.0,360.0,1,Semiurban,0.0
|
||||
LP001666,Male,No,0,1,No,8333,3750.0,187.0,360.0,1,Rural,1.0
|
||||
LP001669,Female,No,0,0,No,1907,2365.0,120.0,,1,Urban,1.0
|
||||
LP001671,Female,Yes,0,1,No,3416,2816.0,113.0,360.0,0,Semiurban,1.0
|
||||
LP001673,Male,No,0,1,Yes,11000,0.0,83.0,360.0,1,Urban,0.0
|
||||
LP001674,Male,Yes,1,0,No,2600,2500.0,90.0,360.0,1,Semiurban,1.0
|
||||
LP001677,Male,No,2,1,No,4923,0.0,166.0,360.0,0,Semiurban,1.0
|
||||
LP001682,Male,Yes,3+,0,No,3992,0.0,0.0,180.0,1,Urban,0.0
|
||||
LP001688,Male,Yes,1,0,No,3500,1083.0,135.0,360.0,1,Urban,1.0
|
||||
LP001691,Male,Yes,2,0,No,3917,0.0,124.0,360.0,1,Semiurban,1.0
|
||||
LP001692,Female,No,0,0,No,4408,0.0,120.0,360.0,1,Semiurban,1.0
|
||||
LP001693,Female,No,0,1,No,3244,0.0,80.0,360.0,1,Urban,1.0
|
||||
LP001698,Male,No,0,0,No,3975,2531.0,55.0,360.0,1,Rural,1.0
|
||||
LP001699,Male,No,0,1,No,2479,0.0,59.0,360.0,1,Urban,1.0
|
||||
LP001702,Male,No,0,1,No,3418,0.0,127.0,360.0,1,Semiurban,0.0
|
||||
LP001708,Female,No,0,1,No,10000,0.0,214.0,360.0,1,Semiurban,0.0
|
||||
LP001711,Male,Yes,3+,1,No,3430,1250.0,128.0,360.0,0,Semiurban,0.0
|
||||
LP001713,Male,Yes,1,1,Yes,7787,0.0,240.0,360.0,1,Urban,1.0
|
||||
LP001715,Male,Yes,3+,0,Yes,5703,0.0,130.0,360.0,1,Rural,1.0
|
||||
LP001716,Male,Yes,0,1,No,3173,3021.0,137.0,360.0,1,Urban,1.0
|
||||
LP001720,Male,Yes,3+,0,No,3850,983.0,100.0,360.0,1,Semiurban,1.0
|
||||
LP001722,Male,Yes,0,1,No,150,1800.0,135.0,360.0,1,Rural,0.0
|
||||
LP001726,Male,Yes,0,1,No,3727,1775.0,131.0,360.0,1,Semiurban,1.0
|
||||
LP001732,Male,Yes,2,1,,5000,0.0,72.0,360.0,0,Semiurban,0.0
|
||||
LP001734,Female,Yes,2,1,No,4283,2383.0,127.0,360.0,0,Semiurban,1.0
|
||||
LP001736,Male,Yes,0,1,No,2221,0.0,60.0,360.0,0,Urban,0.0
|
||||
LP001743,Male,Yes,2,1,No,4009,1717.0,116.0,360.0,1,Semiurban,1.0
|
||||
LP001744,Male,No,0,1,No,2971,2791.0,144.0,360.0,1,Semiurban,1.0
|
||||
LP001749,Male,Yes,0,1,No,7578,1010.0,175.0,,1,Semiurban,1.0
|
||||
LP001750,Male,Yes,0,1,No,6250,0.0,128.0,360.0,1,Semiurban,1.0
|
||||
LP001751,Male,Yes,0,1,No,3250,0.0,170.0,360.0,1,Rural,0.0
|
||||
LP001754,Male,Yes,,0,Yes,4735,0.0,138.0,360.0,1,Urban,0.0
|
||||
LP001758,Male,Yes,2,1,No,6250,1695.0,210.0,360.0,1,Semiurban,1.0
|
||||
LP001760,Male,,,1,No,4758,0.0,158.0,480.0,1,Semiurban,1.0
|
||||
LP001761,Male,No,0,1,Yes,6400,0.0,200.0,360.0,1,Rural,1.0
|
||||
LP001765,Male,Yes,1,1,No,2491,2054.0,104.0,360.0,1,Semiurban,1.0
|
||||
LP001768,Male,Yes,0,1,,3716,0.0,42.0,180.0,1,Rural,1.0
|
||||
LP001770,Male,No,0,0,No,3189,2598.0,120.0,,1,Rural,1.0
|
||||
LP001776,Female,No,0,1,No,8333,0.0,280.0,360.0,1,Semiurban,1.0
|
||||
LP001778,Male,Yes,1,1,No,3155,1779.0,140.0,360.0,1,Semiurban,1.0
|
||||
LP001784,Male,Yes,1,1,No,5500,1260.0,170.0,360.0,1,Rural,1.0
|
||||
LP001786,Male,Yes,0,1,,5746,0.0,255.0,360.0,0,Urban,0.0
|
||||
LP001788,Female,No,0,1,Yes,3463,0.0,122.0,360.0,0,Urban,1.0
|
||||
LP001790,Female,No,1,1,No,3812,0.0,112.0,360.0,1,Rural,1.0
|
||||
LP001792,Male,Yes,1,1,No,3315,0.0,96.0,360.0,1,Semiurban,1.0
|
||||
LP001798,Male,Yes,2,1,No,5819,5000.0,120.0,360.0,1,Rural,1.0
|
||||
LP001800,Male,Yes,1,0,No,2510,1983.0,140.0,180.0,1,Urban,0.0
|
||||
LP001806,Male,No,0,1,No,2965,5701.0,155.0,60.0,1,Urban,1.0
|
||||
LP001807,Male,Yes,2,1,Yes,6250,1300.0,108.0,360.0,1,Rural,1.0
|
||||
LP001811,Male,Yes,0,0,No,3406,4417.0,123.0,360.0,1,Semiurban,1.0
|
||||
LP001813,Male,No,0,1,Yes,6050,4333.0,120.0,180.0,1,Urban,0.0
|
||||
LP001814,Male,Yes,2,1,No,9703,0.0,112.0,360.0,1,Urban,1.0
|
||||
LP001819,Male,Yes,1,0,No,6608,0.0,137.0,180.0,1,Urban,1.0
|
||||
LP001824,Male,Yes,1,1,No,2882,1843.0,123.0,480.0,1,Semiurban,1.0
|
||||
LP001825,Male,Yes,0,1,No,1809,1868.0,90.0,360.0,1,Urban,1.0
|
||||
LP001835,Male,Yes,0,0,No,1668,3890.0,201.0,360.0,0,Semiurban,0.0
|
||||
LP001836,Female,No,2,1,No,3427,0.0,138.0,360.0,1,Urban,0.0
|
||||
LP001841,Male,No,0,0,Yes,2583,2167.0,104.0,360.0,1,Rural,1.0
|
||||
LP001843,Male,Yes,1,0,No,2661,7101.0,279.0,180.0,1,Semiurban,1.0
|
||||
LP001844,Male,No,0,1,Yes,16250,0.0,192.0,360.0,0,Urban,0.0
|
||||
LP001846,Female,No,3+,1,No,3083,0.0,255.0,360.0,1,Rural,1.0
|
||||
LP001849,Male,No,0,0,No,6045,0.0,115.0,360.0,0,Rural,0.0
|
||||
LP001854,Male,Yes,3+,1,No,5250,0.0,94.0,360.0,1,Urban,0.0
|
||||
LP001859,Male,Yes,0,1,No,14683,2100.0,304.0,360.0,1,Rural,0.0
|
||||
LP001864,Male,Yes,3+,0,No,4931,0.0,128.0,360.0,0,Semiurban,0.0
|
||||
LP001865,Male,Yes,1,1,No,6083,4250.0,330.0,360.0,0,Urban,1.0
|
||||
LP001868,Male,No,0,1,No,2060,2209.0,134.0,360.0,1,Semiurban,1.0
|
||||
LP001870,Female,No,1,1,No,3481,0.0,155.0,36.0,1,Semiurban,0.0
|
||||
LP001871,Female,No,0,1,No,7200,0.0,120.0,360.0,1,Rural,1.0
|
||||
LP001872,Male,No,0,1,Yes,5166,0.0,128.0,360.0,1,Semiurban,1.0
|
||||
LP001875,Male,No,0,1,No,4095,3447.0,151.0,360.0,1,Rural,1.0
|
||||
LP001877,Male,Yes,2,1,No,4708,1387.0,150.0,360.0,1,Semiurban,1.0
|
||||
LP001882,Male,Yes,3+,1,No,4333,1811.0,160.0,360.0,0,Urban,1.0
|
||||
LP001883,Female,No,0,1,,3418,0.0,135.0,360.0,1,Rural,0.0
|
||||
LP001884,Female,No,1,1,No,2876,1560.0,90.0,360.0,1,Urban,1.0
|
||||
LP001888,Female,No,0,1,No,3237,0.0,30.0,360.0,1,Urban,1.0
|
||||
LP001891,Male,Yes,0,1,No,11146,0.0,136.0,360.0,1,Urban,1.0
|
||||
LP001892,Male,No,0,1,No,2833,1857.0,126.0,360.0,1,Rural,1.0
|
||||
LP001894,Male,Yes,0,1,No,2620,2223.0,150.0,360.0,1,Semiurban,1.0
|
||||
LP001896,Male,Yes,2,1,No,3900,0.0,90.0,360.0,1,Semiurban,1.0
|
||||
LP001900,Male,Yes,1,1,No,2750,1842.0,115.0,360.0,1,Semiurban,1.0
|
||||
LP001903,Male,Yes,0,1,No,3993,3274.0,207.0,360.0,1,Semiurban,1.0
|
||||
LP001904,Male,Yes,0,1,No,3103,1300.0,80.0,360.0,1,Urban,1.0
|
||||
LP001907,Male,Yes,0,1,No,14583,0.0,436.0,360.0,1,Semiurban,1.0
|
||||
LP001908,Female,Yes,0,0,No,4100,0.0,124.0,360.0,0,Rural,1.0
|
||||
LP001910,Male,No,1,0,Yes,4053,2426.0,158.0,360.0,0,Urban,0.0
|
||||
LP001914,Male,Yes,0,1,No,3927,800.0,112.0,360.0,1,Semiurban,1.0
|
||||
LP001915,Male,Yes,2,1,No,2301,985.7999878,78.0,180.0,1,Urban,1.0
|
||||
LP001917,Female,No,0,1,No,1811,1666.0,54.0,360.0,1,Urban,1.0
|
||||
LP001922,Male,Yes,0,1,No,20667,0.0,0.0,360.0,1,Rural,0.0
|
||||
LP001924,Male,No,0,1,No,3158,3053.0,89.0,360.0,1,Rural,1.0
|
||||
LP001925,Female,No,0,1,Yes,2600,1717.0,99.0,300.0,1,Semiurban,0.0
|
||||
LP001926,Male,Yes,0,1,No,3704,2000.0,120.0,360.0,1,Rural,1.0
|
||||
LP001931,Female,No,0,1,No,4124,0.0,115.0,360.0,1,Semiurban,1.0
|
||||
LP001935,Male,No,0,1,No,9508,0.0,187.0,360.0,1,Rural,1.0
|
||||
LP001936,Male,Yes,0,1,No,3075,2416.0,139.0,360.0,1,Rural,1.0
|
||||
LP001938,Male,Yes,2,1,No,4400,0.0,127.0,360.0,0,Semiurban,0.0
|
||||
LP001940,Male,Yes,2,1,No,3153,1560.0,134.0,360.0,1,Urban,1.0
|
||||
LP001945,Female,No,,1,No,5417,0.0,143.0,480.0,0,Urban,0.0
|
||||
LP001947,Male,Yes,0,1,No,2383,3334.0,172.0,360.0,1,Semiurban,1.0
|
||||
LP001949,Male,Yes,3+,1,,4416,1250.0,110.0,360.0,1,Urban,1.0
|
||||
LP001953,Male,Yes,1,1,No,6875,0.0,200.0,360.0,1,Semiurban,1.0
|
||||
LP001954,Female,Yes,1,1,No,4666,0.0,135.0,360.0,1,Urban,1.0
|
||||
LP001955,Female,No,0,1,No,5000,2541.0,151.0,480.0,1,Rural,0.0
|
||||
LP001963,Male,Yes,1,1,No,2014,2925.0,113.0,360.0,1,Urban,0.0
|
||||
LP001964,Male,Yes,0,0,No,1800,2934.0,93.0,360.0,0,Urban,0.0
|
||||
LP001972,Male,Yes,,0,No,2875,1750.0,105.0,360.0,1,Semiurban,1.0
|
||||
LP001974,Female,No,0,1,No,5000,0.0,132.0,360.0,1,Rural,1.0
|
||||
LP001977,Male,Yes,1,1,No,1625,1803.0,96.0,360.0,1,Urban,1.0
|
||||
LP001978,Male,No,0,1,No,4000,2500.0,140.0,360.0,1,Rural,1.0
|
||||
LP001990,Male,No,0,0,No,2000,0.0,0.0,360.0,1,Urban,0.0
|
||||
LP001993,Female,No,0,1,No,3762,1666.0,135.0,360.0,1,Rural,1.0
|
||||
LP001994,Female,No,0,1,No,2400,1863.0,104.0,360.0,0,Urban,0.0
|
||||
LP001996,Male,No,0,1,No,20233,0.0,480.0,360.0,1,Rural,0.0
|
||||
LP001998,Male,Yes,2,0,No,7667,0.0,185.0,360.0,0,Rural,1.0
|
||||
LP002002,Female,No,0,1,No,2917,0.0,84.0,360.0,1,Semiurban,1.0
|
||||
LP002004,Male,No,0,0,No,2927,2405.0,111.0,360.0,1,Semiurban,1.0
|
||||
LP002006,Female,No,0,1,No,2507,0.0,56.0,360.0,1,Rural,1.0
|
||||
LP002008,Male,Yes,2,1,Yes,5746,0.0,144.0,84.0,0,Rural,1.0
|
||||
LP002024,,Yes,0,1,No,2473,1843.0,159.0,360.0,1,Rural,0.0
|
||||
LP002031,Male,Yes,1,0,No,3399,1640.0,111.0,180.0,1,Urban,1.0
|
||||
LP002035,Male,Yes,2,1,No,3717,0.0,120.0,360.0,1,Semiurban,1.0
|
||||
LP002036,Male,Yes,0,1,No,2058,2134.0,88.0,360.0,0,Urban,1.0
|
||||
LP002043,Female,No,1,1,No,3541,0.0,112.0,360.0,0,Semiurban,1.0
|
||||
LP002050,Male,Yes,1,1,Yes,10000,0.0,155.0,360.0,1,Rural,0.0
|
||||
LP002051,Male,Yes,0,1,No,2400,2167.0,115.0,360.0,1,Semiurban,1.0
|
||||
LP002053,Male,Yes,3+,1,No,4342,189.0,124.0,360.0,1,Semiurban,1.0
|
||||
LP002054,Male,Yes,2,0,No,3601,1590.0,0.0,360.0,1,Rural,1.0
|
||||
LP002055,Female,No,0,1,No,3166,2985.0,132.0,360.0,0,Rural,1.0
|
||||
LP002065,Male,Yes,3+,1,No,15000,0.0,300.0,360.0,1,Rural,1.0
|
||||
LP002067,Male,Yes,1,1,Yes,8666,4983.0,376.0,360.0,0,Rural,0.0
|
||||
LP002068,Male,No,0,1,No,4917,0.0,130.0,360.0,0,Rural,1.0
|
||||
LP002082,Male,Yes,0,1,Yes,5818,2160.0,184.0,360.0,1,Semiurban,1.0
|
||||
LP002086,Female,Yes,0,1,No,4333,2451.0,110.0,360.0,1,Urban,0.0
|
||||
LP002087,Female,No,0,1,No,2500,0.0,67.0,360.0,1,Urban,1.0
|
||||
LP002097,Male,No,1,1,No,4384,1793.0,117.0,360.0,1,Urban,1.0
|
||||
LP002098,Male,No,0,1,No,2935,0.0,98.0,360.0,1,Semiurban,1.0
|
||||
LP002100,Male,No,,1,No,2833,0.0,71.0,360.0,1,Urban,1.0
|
||||
LP002101,Male,Yes,0,1,,63337,0.0,490.0,180.0,1,Urban,1.0
|
||||
LP002103,,Yes,1,1,Yes,9833,1833.0,182.0,180.0,1,Urban,1.0
|
||||
LP002106,Male,Yes,,1,Yes,5503,4490.0,70.0,,1,Semiurban,1.0
|
||||
LP002110,Male,Yes,1,1,,5250,688.0,160.0,360.0,1,Rural,1.0
|
||||
LP002112,Male,Yes,2,1,Yes,2500,4600.0,176.0,360.0,1,Rural,1.0
|
||||
LP002113,Female,No,3+,0,No,1830,0.0,0.0,360.0,0,Urban,0.0
|
||||
LP002114,Female,No,0,1,No,4160,0.0,71.0,360.0,1,Semiurban,1.0
|
||||
LP002115,Male,Yes,3+,0,No,2647,1587.0,173.0,360.0,1,Rural,0.0
|
||||
LP002116,Female,No,0,1,No,2378,0.0,46.0,360.0,1,Rural,0.0
|
||||
LP002119,Male,Yes,1,0,No,4554,1229.0,158.0,360.0,1,Urban,1.0
|
||||
LP002126,Male,Yes,3+,0,No,3173,0.0,74.0,360.0,1,Semiurban,1.0
|
||||
LP002128,Male,Yes,2,1,,2583,2330.0,125.0,360.0,1,Rural,1.0
|
||||
LP002129,Male,Yes,0,1,No,2499,2458.0,160.0,360.0,1,Semiurban,1.0
|
||||
LP002130,Male,Yes,,0,No,3523,3230.0,152.0,360.0,0,Rural,0.0
|
||||
LP002131,Male,Yes,2,0,No,3083,2168.0,126.0,360.0,1,Urban,1.0
|
||||
LP002137,Male,Yes,0,1,No,6333,4583.0,259.0,360.0,0,Semiurban,1.0
|
||||
LP002138,Male,Yes,0,1,No,2625,6250.0,187.0,360.0,1,Rural,1.0
|
||||
LP002139,Male,Yes,0,1,No,9083,0.0,228.0,360.0,1,Semiurban,1.0
|
||||
LP002140,Male,No,0,1,No,8750,4167.0,308.0,360.0,1,Rural,0.0
|
||||
LP002141,Male,Yes,3+,1,No,2666,2083.0,95.0,360.0,1,Rural,1.0
|
||||
LP002142,Female,Yes,0,1,Yes,5500,0.0,105.0,360.0,0,Rural,0.0
|
||||
LP002143,Female,Yes,0,1,No,2423,505.0,130.0,360.0,1,Semiurban,1.0
|
||||
LP002144,Female,No,,1,No,3813,0.0,116.0,180.0,1,Urban,1.0
|
||||
LP002149,Male,Yes,2,1,No,8333,3167.0,165.0,360.0,1,Rural,1.0
|
||||
LP002151,Male,Yes,1,1,No,3875,0.0,67.0,360.0,1,Urban,0.0
|
||||
LP002158,Male,Yes,0,0,No,3000,1666.0,100.0,480.0,0,Urban,0.0
|
||||
LP002160,Male,Yes,3+,1,No,5167,3167.0,200.0,360.0,1,Semiurban,1.0
|
||||
LP002161,Female,No,1,1,No,4723,0.0,81.0,360.0,1,Semiurban,0.0
|
||||
LP002170,Male,Yes,2,1,No,5000,3667.0,236.0,360.0,1,Semiurban,1.0
|
||||
LP002175,Male,Yes,0,1,No,4750,2333.0,130.0,360.0,1,Urban,1.0
|
||||
LP002178,Male,Yes,0,1,No,3013,3033.0,95.0,300.0,0,Urban,1.0
|
||||
LP002180,Male,No,0,1,Yes,6822,0.0,141.0,360.0,1,Rural,1.0
|
||||
LP002181,Male,No,0,0,No,6216,0.0,133.0,360.0,1,Rural,0.0
|
||||
LP002187,Male,No,0,1,No,2500,0.0,96.0,480.0,1,Semiurban,0.0
|
||||
LP002188,Male,No,0,1,No,5124,0.0,124.0,,0,Rural,0.0
|
||||
LP002190,Male,Yes,1,1,No,6325,0.0,175.0,360.0,1,Semiurban,1.0
|
||||
LP002191,Male,Yes,0,1,No,19730,5266.0,570.0,360.0,1,Rural,0.0
|
||||
LP002194,Female,No,0,1,Yes,15759,0.0,55.0,360.0,1,Semiurban,1.0
|
||||
LP002197,Male,Yes,2,1,No,5185,0.0,155.0,360.0,1,Semiurban,1.0
|
||||
LP002201,Male,Yes,2,1,Yes,9323,7873.0,380.0,300.0,1,Rural,1.0
|
||||
LP002205,Male,No,1,1,No,3062,1987.0,111.0,180.0,0,Urban,0.0
|
||||
LP002209,Female,No,0,1,,2764,1459.0,110.0,360.0,1,Urban,1.0
|
||||
LP002211,Male,Yes,0,1,No,4817,923.0,120.0,180.0,1,Urban,1.0
|
||||
LP002219,Male,Yes,3+,1,No,8750,4996.0,130.0,360.0,1,Rural,1.0
|
||||
LP002223,Male,Yes,0,1,No,4310,0.0,130.0,360.0,0,Semiurban,1.0
|
||||
LP002224,Male,No,0,1,No,3069,0.0,71.0,480.0,1,Urban,0.0
|
||||
LP002225,Male,Yes,2,1,No,5391,0.0,130.0,360.0,1,Urban,1.0
|
||||
LP002226,Male,Yes,0,1,,3333,2500.0,128.0,360.0,1,Semiurban,1.0
|
||||
LP002229,Male,No,0,1,No,5941,4232.0,296.0,360.0,1,Semiurban,1.0
|
||||
LP002231,Female,No,0,1,No,6000,0.0,156.0,360.0,1,Urban,1.0
|
||||
LP002234,Male,No,0,1,Yes,7167,0.0,128.0,360.0,1,Urban,1.0
|
||||
LP002236,Male,Yes,2,1,No,4566,0.0,100.0,360.0,1,Urban,0.0
|
||||
LP002237,Male,No,1,1,,3667,0.0,113.0,180.0,1,Urban,1.0
|
||||
LP002239,Male,No,0,0,No,2346,1600.0,132.0,360.0,1,Semiurban,1.0
|
||||
LP002243,Male,Yes,0,0,No,3010,3136.0,0.0,360.0,0,Urban,0.0
|
||||
LP002244,Male,Yes,0,1,No,2333,2417.0,136.0,360.0,1,Urban,1.0
|
||||
LP002250,Male,Yes,0,1,No,5488,0.0,125.0,360.0,1,Rural,1.0
|
||||
LP002255,Male,No,3+,1,No,9167,0.0,185.0,360.0,1,Rural,1.0
|
||||
LP002262,Male,Yes,3+,1,No,9504,0.0,275.0,360.0,1,Rural,1.0
|
||||
LP002263,Male,Yes,0,1,No,2583,2115.0,120.0,360.0,0,Urban,1.0
|
||||
LP002265,Male,Yes,2,0,No,1993,1625.0,113.0,180.0,1,Semiurban,1.0
|
||||
LP002266,Male,Yes,2,1,No,3100,1400.0,113.0,360.0,1,Urban,1.0
|
||||
LP002272,Male,Yes,2,1,No,3276,484.0,135.0,360.0,0,Semiurban,1.0
|
||||
LP002277,Female,No,0,1,No,3180,0.0,71.0,360.0,0,Urban,0.0
|
||||
LP002281,Male,Yes,0,1,No,3033,1459.0,95.0,360.0,1,Urban,1.0
|
||||
LP002284,Male,No,0,0,No,3902,1666.0,109.0,360.0,1,Rural,1.0
|
||||
LP002287,Female,No,0,1,No,1500,1800.0,103.0,360.0,0,Semiurban,0.0
|
||||
LP002288,Male,Yes,2,0,No,2889,0.0,45.0,180.0,0,Urban,0.0
|
||||
LP002296,Male,No,0,0,No,2755,0.0,65.0,300.0,1,Rural,0.0
|
||||
LP002297,Male,No,0,1,No,2500,20000.0,103.0,360.0,1,Semiurban,1.0
|
||||
LP002300,Female,No,0,0,No,1963,0.0,53.0,360.0,1,Semiurban,1.0
|
||||
LP002301,Female,No,0,1,Yes,7441,0.0,194.0,360.0,1,Rural,0.0
|
||||
LP002305,Female,No,0,1,No,4547,0.0,115.0,360.0,1,Semiurban,1.0
|
||||
LP002308,Male,Yes,0,0,No,2167,2400.0,115.0,360.0,1,Urban,1.0
|
||||
LP002314,Female,No,0,0,No,2213,0.0,66.0,360.0,1,Rural,1.0
|
||||
LP002315,Male,Yes,1,1,No,8300,0.0,152.0,300.0,0,Semiurban,0.0
|
||||
LP002317,Male,Yes,3+,1,No,81000,0.0,360.0,360.0,0,Rural,0.0
|
||||
LP002318,Female,No,1,0,Yes,3867,0.0,62.0,360.0,1,Semiurban,0.0
|
||||
LP002319,Male,Yes,0,1,,6256,0.0,160.0,360.0,0,Urban,1.0
|
||||
LP002328,Male,Yes,0,0,No,6096,0.0,218.0,360.0,0,Rural,0.0
|
||||
LP002332,Male,Yes,0,0,No,2253,2033.0,110.0,360.0,1,Rural,1.0
|
||||
LP002335,Female,Yes,0,0,No,2149,3237.0,178.0,360.0,0,Semiurban,0.0
|
||||
LP002337,Female,No,0,1,No,2995,0.0,60.0,360.0,1,Urban,1.0
|
||||
LP002341,Female,No,1,1,No,2600,0.0,160.0,360.0,1,Urban,0.0
|
||||
LP002342,Male,Yes,2,1,Yes,1600,20000.0,239.0,360.0,1,Urban,0.0
|
||||
LP002345,Male,Yes,0,1,No,1025,2773.0,112.0,360.0,1,Rural,1.0
|
||||
LP002347,Male,Yes,0,1,No,3246,1417.0,138.0,360.0,1,Semiurban,1.0
|
||||
LP002348,Male,Yes,0,1,No,5829,0.0,138.0,360.0,1,Rural,1.0
|
||||
LP002357,Female,No,0,0,No,2720,0.0,80.0,,0,Urban,0.0
|
||||
LP002361,Male,Yes,0,1,No,1820,1719.0,100.0,360.0,1,Urban,1.0
|
||||
LP002362,Male,Yes,1,1,No,7250,1667.0,110.0,,0,Urban,0.0
|
||||
LP002364,Male,Yes,0,1,No,14880,0.0,96.0,360.0,1,Semiurban,1.0
|
||||
LP002366,Male,Yes,0,1,No,2666,4300.0,121.0,360.0,1,Rural,1.0
|
||||
LP002367,Female,No,1,0,No,4606,0.0,81.0,360.0,1,Rural,0.0
|
||||
LP002368,Male,Yes,2,1,No,5935,0.0,133.0,360.0,1,Semiurban,1.0
|
||||
LP002369,Male,Yes,0,1,No,2920,16.12000084,87.0,360.0,1,Rural,1.0
|
||||
LP002370,Male,No,0,0,No,2717,0.0,60.0,180.0,1,Urban,1.0
|
||||
LP002377,Female,No,1,1,Yes,8624,0.0,150.0,360.0,1,Semiurban,1.0
|
||||
LP002379,Male,No,0,1,No,6500,0.0,105.0,360.0,0,Rural,0.0
|
||||
LP002386,Male,No,0,1,,12876,0.0,405.0,360.0,1,Semiurban,1.0
|
||||
LP002387,Male,Yes,0,1,No,2425,2340.0,143.0,360.0,1,Semiurban,1.0
|
||||
LP002390,Male,No,0,1,No,3750,0.0,100.0,360.0,1,Urban,1.0
|
||||
LP002393,Female,,,1,No,10047,0.0,0.0,240.0,1,Semiurban,1.0
|
||||
LP002398,Male,No,0,1,No,1926,1851.0,50.0,360.0,1,Semiurban,1.0
|
||||
LP002401,Male,Yes,0,1,No,2213,1125.0,0.0,360.0,1,Urban,1.0
|
||||
LP002403,Male,No,0,1,Yes,10416,0.0,187.0,360.0,0,Urban,0.0
|
||||
LP002407,Female,Yes,0,0,Yes,7142,0.0,138.0,360.0,1,Rural,1.0
|
||||
LP002408,Male,No,0,1,No,3660,5064.0,187.0,360.0,1,Semiurban,1.0
|
||||
LP002409,Male,Yes,0,1,No,7901,1833.0,180.0,360.0,1,Rural,1.0
|
||||
LP002418,Male,No,3+,0,No,4707,1993.0,148.0,360.0,1,Semiurban,1.0
|
||||
LP002422,Male,No,1,1,No,37719,0.0,152.0,360.0,1,Semiurban,1.0
|
||||
LP002424,Male,Yes,0,1,No,7333,8333.0,175.0,300.0,0,Rural,1.0
|
||||
LP002429,Male,Yes,1,1,Yes,3466,1210.0,130.0,360.0,1,Rural,1.0
|
||||
LP002434,Male,Yes,2,0,No,4652,0.0,110.0,360.0,1,Rural,1.0
|
||||
LP002435,Male,Yes,0,1,,3539,1376.0,55.0,360.0,1,Rural,0.0
|
||||
LP002443,Male,Yes,2,1,No,3340,1710.0,150.0,360.0,0,Rural,0.0
|
||||
LP002444,Male,No,1,0,Yes,2769,1542.0,190.0,360.0,0,Semiurban,0.0
|
||||
LP002446,Male,Yes,2,0,No,2309,1255.0,125.0,360.0,0,Rural,0.0
|
||||
LP002447,Male,Yes,2,0,No,1958,1456.0,60.0,300.0,0,Urban,1.0
|
||||
LP002448,Male,Yes,0,1,No,3948,1733.0,149.0,360.0,0,Rural,0.0
|
||||
LP002449,Male,Yes,0,1,No,2483,2466.0,90.0,180.0,0,Rural,1.0
|
||||
LP002453,Male,No,0,1,Yes,7085,0.0,84.0,360.0,1,Semiurban,1.0
|
||||
LP002455,Male,Yes,2,1,No,3859,0.0,96.0,360.0,1,Semiurban,1.0
|
||||
LP002459,Male,Yes,0,1,No,4301,0.0,118.0,360.0,1,Urban,1.0
|
||||
LP002467,Male,Yes,0,1,No,3708,2569.0,173.0,360.0,1,Urban,0.0
|
||||
LP002472,Male,No,2,1,No,4354,0.0,136.0,360.0,1,Rural,1.0
|
||||
LP002473,Male,Yes,0,1,No,8334,0.0,160.0,360.0,1,Semiurban,0.0
|
||||
LP002478,,Yes,0,1,Yes,2083,4083.0,160.0,360.0,0,Semiurban,1.0
|
||||
LP002484,Male,Yes,3+,1,No,7740,0.0,128.0,180.0,1,Urban,1.0
|
||||
LP002487,Male,Yes,0,1,No,3015,2188.0,153.0,360.0,1,Rural,1.0
|
||||
LP002489,Female,No,1,0,,5191,0.0,132.0,360.0,1,Semiurban,1.0
|
||||
LP002493,Male,No,0,1,No,4166,0.0,98.0,360.0,0,Semiurban,0.0
|
||||
LP002494,Male,No,0,1,No,6000,0.0,140.0,360.0,1,Rural,1.0
|
||||
LP002500,Male,Yes,3+,0,No,2947,1664.0,70.0,180.0,0,Urban,0.0
|
||||
LP002501,,Yes,0,1,No,16692,0.0,110.0,360.0,1,Semiurban,1.0
|
||||
LP002502,Female,Yes,2,0,,210,2917.0,98.0,360.0,1,Semiurban,1.0
|
||||
LP002505,Male,Yes,0,1,No,4333,2451.0,110.0,360.0,1,Urban,0.0
|
||||
LP002515,Male,Yes,1,1,Yes,3450,2079.0,162.0,360.0,1,Semiurban,1.0
|
||||
LP002517,Male,Yes,1,0,No,2653,1500.0,113.0,180.0,0,Rural,0.0
|
||||
LP002519,Male,Yes,3+,1,No,4691,0.0,100.0,360.0,1,Semiurban,1.0
|
||||
LP002522,Female,No,0,1,Yes,2500,0.0,93.0,360.0,0,Urban,1.0
|
||||
LP002524,Male,No,2,1,No,5532,4648.0,162.0,360.0,1,Rural,1.0
|
||||
LP002527,Male,Yes,2,1,Yes,16525,1014.0,150.0,360.0,1,Rural,1.0
|
||||
LP002529,Male,Yes,2,1,No,6700,1750.0,230.0,300.0,1,Semiurban,1.0
|
||||
LP002530,,Yes,2,1,No,2873,1872.0,132.0,360.0,0,Semiurban,0.0
|
||||
LP002531,Male,Yes,1,1,Yes,16667,2250.0,86.0,360.0,1,Semiurban,1.0
|
||||
LP002533,Male,Yes,2,1,No,2947,1603.0,0.0,360.0,1,Urban,0.0
|
||||
LP002534,Female,No,0,0,No,4350,0.0,154.0,360.0,1,Rural,1.0
|
||||
LP002536,Male,Yes,3+,0,No,3095,0.0,113.0,360.0,1,Rural,1.0
|
||||
LP002537,Male,Yes,0,1,No,2083,3150.0,128.0,360.0,1,Semiurban,1.0
|
||||
LP002541,Male,Yes,0,1,No,10833,0.0,234.0,360.0,1,Semiurban,1.0
|
||||
LP002543,Male,Yes,2,1,No,8333,0.0,246.0,360.0,1,Semiurban,1.0
|
||||
LP002544,Male,Yes,1,0,No,1958,2436.0,131.0,360.0,1,Rural,1.0
|
||||
LP002545,Male,No,2,1,No,3547,0.0,80.0,360.0,0,Rural,0.0
|
||||
LP002547,Male,Yes,1,1,No,18333,0.0,500.0,360.0,1,Urban,0.0
|
||||
LP002555,Male,Yes,2,1,Yes,4583,2083.0,160.0,360.0,1,Semiurban,1.0
|
||||
LP002556,Male,No,0,1,No,2435,0.0,75.0,360.0,1,Urban,0.0
|
||||
LP002560,Male,No,0,0,No,2699,2785.0,96.0,360.0,0,Semiurban,1.0
|
||||
LP002562,Male,Yes,1,0,No,5333,1131.0,186.0,360.0,0,Urban,1.0
|
||||
LP002571,Male,No,0,0,No,3691,0.0,110.0,360.0,1,Rural,1.0
|
||||
LP002582,Female,No,0,0,Yes,17263,0.0,225.0,360.0,1,Semiurban,1.0
|
||||
LP002585,Male,Yes,0,1,No,3597,2157.0,119.0,360.0,0,Rural,0.0
|
||||
LP002586,Female,Yes,1,1,No,3326,913.0,105.0,84.0,1,Semiurban,1.0
|
||||
LP002587,Male,Yes,0,0,No,2600,1700.0,107.0,360.0,1,Rural,1.0
|
||||
LP002588,Male,Yes,0,1,No,4625,2857.0,111.0,12.0,0,Urban,1.0
|
||||
LP002600,Male,Yes,1,1,Yes,2895,0.0,95.0,360.0,1,Semiurban,1.0
|
||||
LP002602,Male,No,0,1,No,6283,4416.0,209.0,360.0,0,Rural,0.0
|
||||
LP002603,Female,No,0,1,No,645,3683.0,113.0,480.0,1,Rural,1.0
|
||||
LP002606,Female,No,0,1,No,3159,0.0,100.0,360.0,1,Semiurban,1.0
|
||||
LP002615,Male,Yes,2,1,No,4865,5624.0,208.0,360.0,1,Semiurban,1.0
|
||||
LP002618,Male,Yes,1,0,No,4050,5302.0,138.0,360.0,0,Rural,0.0
|
||||
LP002619,Male,Yes,0,0,No,3814,1483.0,124.0,300.0,1,Semiurban,1.0
|
||||
LP002622,Male,Yes,2,1,No,3510,4416.0,243.0,360.0,1,Rural,1.0
|
||||
LP002624,Male,Yes,0,1,No,20833,6667.0,480.0,360.0,0,Urban,1.0
|
||||
LP002625,,No,0,1,No,3583,0.0,96.0,360.0,1,Urban,0.0
|
||||
LP002626,Male,Yes,0,1,Yes,2479,3013.0,188.0,360.0,1,Urban,1.0
|
||||
LP002634,Female,No,1,1,No,13262,0.0,40.0,360.0,1,Urban,1.0
|
||||
LP002637,Male,No,0,0,No,3598,1287.0,100.0,360.0,1,Rural,0.0
|
||||
LP002640,Male,Yes,1,1,No,6065,2004.0,250.0,360.0,1,Semiurban,1.0
|
||||
LP002643,Male,Yes,2,1,No,3283,2035.0,148.0,360.0,1,Urban,1.0
|
||||
LP002648,Male,Yes,0,1,No,2130,6666.0,70.0,180.0,1,Semiurban,0.0
|
||||
LP002652,Male,No,0,1,No,5815,3666.0,311.0,360.0,1,Rural,0.0
|
||||
LP002659,Male,Yes,3+,1,No,3466,3428.0,150.0,360.0,1,Rural,1.0
|
||||
LP002670,Female,Yes,2,1,No,2031,1632.0,113.0,480.0,1,Semiurban,1.0
|
||||
LP002682,Male,Yes,,0,No,3074,1800.0,123.0,360.0,0,Semiurban,0.0
|
||||
LP002683,Male,No,0,1,No,4683,1915.0,185.0,360.0,1,Semiurban,0.0
|
||||
LP002684,Female,No,0,0,No,3400,0.0,95.0,360.0,1,Rural,0.0
|
||||
LP002689,Male,Yes,2,0,No,2192,1742.0,45.0,360.0,1,Semiurban,1.0
|
||||
LP002690,Male,No,0,1,No,2500,0.0,55.0,360.0,1,Semiurban,1.0
|
||||
LP002692,Male,Yes,3+,1,Yes,5677,1424.0,100.0,360.0,1,Rural,1.0
|
||||
LP002693,Male,Yes,2,1,Yes,7948,7166.0,480.0,360.0,1,Rural,1.0
|
||||
LP002697,Male,No,0,1,No,4680,2087.0,0.0,360.0,1,Semiurban,0.0
|
||||
LP002699,Male,Yes,2,1,Yes,17500,0.0,400.0,360.0,1,Rural,1.0
|
||||
LP002705,Male,Yes,0,1,No,3775,0.0,110.0,360.0,1,Semiurban,1.0
|
||||
LP002706,Male,Yes,1,0,No,5285,1430.0,161.0,360.0,0,Semiurban,1.0
|
||||
LP002714,Male,No,1,0,No,2679,1302.0,94.0,360.0,1,Semiurban,1.0
|
||||
LP002716,Male,No,0,0,No,6783,0.0,130.0,360.0,1,Semiurban,1.0
|
||||
LP002717,Male,Yes,0,1,No,1025,5500.0,216.0,360.0,0,Rural,1.0
|
||||
LP002720,Male,Yes,3+,1,No,4281,0.0,100.0,360.0,1,Urban,1.0
|
||||
LP002723,Male,No,2,1,No,3588,0.0,110.0,360.0,0,Rural,0.0
|
||||
LP002729,Male,No,1,1,No,11250,0.0,196.0,360.0,0,Semiurban,0.0
|
||||
LP002731,Female,No,0,0,Yes,18165,0.0,125.0,360.0,1,Urban,1.0
|
||||
LP002732,Male,No,0,0,,2550,2042.0,126.0,360.0,1,Rural,1.0
|
||||
LP002734,Male,Yes,0,1,No,6133,3906.0,324.0,360.0,1,Urban,1.0
|
||||
LP002738,Male,No,2,1,No,3617,0.0,107.0,360.0,1,Semiurban,1.0
|
||||
LP002739,Male,Yes,0,0,No,2917,536.0,66.0,360.0,1,Rural,0.0
|
||||
LP002740,Male,Yes,3+,1,No,6417,0.0,157.0,180.0,1,Rural,1.0
|
||||
LP002741,Female,Yes,1,1,No,4608,2845.0,140.0,180.0,1,Semiurban,1.0
|
||||
LP002743,Female,No,0,1,No,2138,0.0,99.0,360.0,0,Semiurban,0.0
|
||||
LP002753,Female,No,1,1,,3652,0.0,95.0,360.0,1,Semiurban,1.0
|
||||
LP002755,Male,Yes,1,0,No,2239,2524.0,128.0,360.0,1,Urban,1.0
|
||||
LP002757,Female,Yes,0,0,No,3017,663.0,102.0,360.0,0,Semiurban,1.0
|
||||
LP002767,Male,Yes,0,1,No,2768,1950.0,155.0,360.0,1,Rural,1.0
|
||||
LP002768,Male,No,0,0,No,3358,0.0,80.0,36.0,1,Semiurban,0.0
|
||||
LP002772,Male,No,0,1,No,2526,1783.0,145.0,360.0,1,Rural,1.0
|
||||
LP002776,Female,No,0,1,No,5000,0.0,103.0,360.0,0,Semiurban,0.0
|
||||
LP002777,Male,Yes,0,1,No,2785,2016.0,110.0,360.0,1,Rural,1.0
|
||||
LP002778,Male,Yes,2,1,Yes,6633,0.0,0.0,360.0,0,Rural,0.0
|
||||
LP002784,Male,Yes,1,0,No,2492,2375.0,0.0,360.0,1,Rural,1.0
|
||||
LP002785,Male,Yes,1,1,No,3333,3250.0,158.0,360.0,1,Urban,1.0
|
||||
LP002788,Male,Yes,0,0,No,2454,2333.0,181.0,360.0,0,Urban,0.0
|
||||
LP002789,Male,Yes,0,1,No,3593,4266.0,132.0,180.0,0,Rural,0.0
|
||||
LP002792,Male,Yes,1,1,No,5468,1032.0,26.0,360.0,1,Semiurban,1.0
|
||||
LP002794,Female,No,0,1,No,2667,1625.0,84.0,360.0,0,Urban,1.0
|
||||
LP002795,Male,Yes,3+,1,Yes,10139,0.0,260.0,360.0,1,Semiurban,1.0
|
||||
LP002798,Male,Yes,0,1,No,3887,2669.0,162.0,360.0,1,Semiurban,1.0
|
||||
LP002804,Female,Yes,0,1,No,4180,2306.0,182.0,360.0,1,Semiurban,1.0
|
||||
LP002807,Male,Yes,2,0,No,3675,242.0,108.0,360.0,1,Semiurban,1.0
|
||||
LP002813,Female,Yes,1,1,Yes,19484,0.0,600.0,360.0,1,Semiurban,1.0
|
||||
LP002820,Male,Yes,0,1,No,5923,2054.0,211.0,360.0,1,Rural,1.0
|
||||
LP002821,Male,No,0,0,Yes,5800,0.0,132.0,360.0,1,Semiurban,1.0
|
||||
LP002832,Male,Yes,2,1,No,8799,0.0,258.0,360.0,0,Urban,0.0
|
||||
LP002833,Male,Yes,0,0,No,4467,0.0,120.0,360.0,0,Rural,1.0
|
||||
LP002836,Male,No,0,1,No,3333,0.0,70.0,360.0,1,Urban,1.0
|
||||
LP002837,Male,Yes,3+,1,No,3400,2500.0,123.0,360.0,0,Rural,0.0
|
||||
LP002840,Female,No,0,1,No,2378,0.0,9.0,360.0,1,Urban,0.0
|
||||
LP002841,Male,Yes,0,1,No,3166,2064.0,104.0,360.0,0,Urban,0.0
|
||||
LP002842,Male,Yes,1,1,No,3417,1750.0,186.0,360.0,1,Urban,1.0
|
||||
LP002847,Male,Yes,,1,No,5116,1451.0,165.0,360.0,0,Urban,0.0
|
||||
LP002855,Male,Yes,2,1,No,16666,0.0,275.0,360.0,1,Urban,1.0
|
||||
LP002862,Male,Yes,2,0,No,6125,1625.0,187.0,480.0,1,Semiurban,0.0
|
||||
LP002863,Male,Yes,3+,1,No,6406,0.0,150.0,360.0,1,Semiurban,0.0
|
||||
LP002868,Male,Yes,2,1,No,3159,461.0,108.0,84.0,1,Urban,1.0
|
||||
LP002872,,Yes,0,1,No,3087,2210.0,136.0,360.0,0,Semiurban,0.0
|
||||
LP002874,Male,No,0,1,No,3229,2739.0,110.0,360.0,1,Urban,1.0
|
||||
LP002877,Male,Yes,1,1,No,1782,2232.0,107.0,360.0,1,Rural,1.0
|
||||
LP002888,Male,No,0,1,,3182,2917.0,161.0,360.0,1,Urban,1.0
|
||||
LP002892,Male,Yes,2,1,No,6540,0.0,205.0,360.0,1,Semiurban,1.0
|
||||
LP002893,Male,No,0,1,No,1836,33837.0,90.0,360.0,1,Urban,0.0
|
||||
LP002894,Female,Yes,0,1,No,3166,0.0,36.0,360.0,1,Semiurban,1.0
|
||||
LP002898,Male,Yes,1,1,No,1880,0.0,61.0,360.0,0,Rural,0.0
|
||||
LP002911,Male,Yes,1,1,No,2787,1917.0,146.0,360.0,0,Rural,0.0
|
||||
LP002912,Male,Yes,1,1,No,4283,3000.0,172.0,84.0,1,Rural,0.0
|
||||
LP002916,Male,Yes,0,1,No,2297,1522.0,104.0,360.0,1,Urban,1.0
|
||||
LP002917,Female,No,0,0,No,2165,0.0,70.0,360.0,1,Semiurban,1.0
|
||||
LP002925,,No,0,1,No,4750,0.0,94.0,360.0,1,Semiurban,1.0
|
||||
LP002926,Male,Yes,2,1,Yes,2726,0.0,106.0,360.0,0,Semiurban,0.0
|
||||
LP002928,Male,Yes,0,1,No,3000,3416.0,56.0,180.0,1,Semiurban,1.0
|
||||
LP002931,Male,Yes,2,1,Yes,6000,0.0,205.0,240.0,1,Semiurban,0.0
|
||||
LP002933,,No,3+,1,Yes,9357,0.0,292.0,360.0,1,Semiurban,1.0
|
||||
LP002936,Male,Yes,0,1,No,3859,3300.0,142.0,180.0,1,Rural,1.0
|
||||
LP002938,Male,Yes,0,1,Yes,16120,0.0,260.0,360.0,1,Urban,1.0
|
||||
LP002940,Male,No,0,0,No,3833,0.0,110.0,360.0,1,Rural,1.0
|
||||
LP002941,Male,Yes,2,0,Yes,6383,1000.0,187.0,360.0,1,Rural,0.0
|
||||
LP002943,Male,No,,1,No,2987,0.0,88.0,360.0,0,Semiurban,0.0
|
||||
LP002945,Male,Yes,0,1,Yes,9963,0.0,180.0,360.0,1,Rural,1.0
|
||||
LP002948,Male,Yes,2,1,No,5780,0.0,192.0,360.0,1,Urban,1.0
|
||||
LP002949,Female,No,3+,1,,416,41667.0,350.0,180.0,0,Urban,0.0
|
||||
LP002950,Male,Yes,0,0,,2894,2792.0,155.0,360.0,1,Rural,1.0
|
||||
LP002953,Male,Yes,3+,1,No,5703,0.0,128.0,360.0,1,Urban,1.0
|
||||
LP002958,Male,No,0,1,No,3676,4301.0,172.0,360.0,1,Rural,1.0
|
||||
LP002959,Female,Yes,1,1,No,12000,0.0,496.0,360.0,1,Semiurban,1.0
|
||||
LP002960,Male,Yes,0,0,No,2400,3800.0,0.0,180.0,1,Urban,0.0
|
||||
LP002961,Male,Yes,1,1,No,3400,2500.0,173.0,360.0,1,Semiurban,1.0
|
||||
LP002964,Male,Yes,2,0,No,3987,1411.0,157.0,360.0,1,Rural,1.0
|
||||
LP002974,Male,Yes,0,1,No,3232,1950.0,108.0,360.0,1,Rural,1.0
|
||||
LP002978,Female,No,0,1,No,2900,0.0,71.0,360.0,1,Rural,1.0
|
||||
LP002979,Male,Yes,3+,1,No,4106,0.0,40.0,180.0,1,Rural,1.0
|
||||
LP002983,Male,Yes,1,1,No,8072,240.0,253.0,360.0,1,Urban,1.0
|
||||
LP002984,Male,Yes,2,1,No,7583,0.0,187.0,360.0,1,Urban,1.0
|
||||
LP002990,Female,No,0,1,Yes,4583,0.0,133.0,360.0,0,Semiurban,0.0
|
||||
|
BIN
abanin_daniil_lab_3/result.png
Normal file
BIN
abanin_daniil_lab_3/result.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 27 KiB |
26
abanin_daniil_lab_4/README.md
Normal file
26
abanin_daniil_lab_4/README.md
Normal file
@@ -0,0 +1,26 @@
|
||||
## Лабораторная работа №4
|
||||
|
||||
### Ранжирование признаков
|
||||
|
||||
## ПИбд-41 Абанин Даниил
|
||||
|
||||
### Как запустить лабораторную работу:
|
||||
|
||||
* установить python, pandas, matplotlib, scipy
|
||||
* запустить проект (стартовая точка lab4)
|
||||
|
||||
### Какие технологии использовались:
|
||||
|
||||
* Язык программирования `Python`, библиотеки pandas, matplotlib, scipy
|
||||
* Среда разработки `PyCharm`
|
||||
|
||||
### Что делает лабораторная работа:
|
||||
Программа читает данные из csv файла. На основе имеющейся информации кластеризует заявителей на различные группы по риску выдачи кредита.
|
||||
При кластеризации используются такие признаки, как: ApplicantIncome - доход заявителя, LoanAmount - сумма займа в тысячах, Credit_History -
|
||||
статус кредитной истории заявителя (соответствие рекомендациям), Self_Employed - самозанятость (Да/Нет), Education - наличие образования
|
||||
|
||||
### Тест
|
||||
|
||||
|
||||
|
||||
По результатам кластеризации дендрограммой видно, что было проведено эффективное разбиение данных. На диаграмме показаны различные группы заявителей по рискам выдачи кредита
|
||||
23
abanin_daniil_lab_4/lab4.py
Normal file
23
abanin_daniil_lab_4/lab4.py
Normal file
@@ -0,0 +1,23 @@
|
||||
from scipy.cluster import hierarchy
|
||||
import pandas as pd
|
||||
from matplotlib import pyplot as plt
|
||||
|
||||
|
||||
def start():
|
||||
data = pd.read_csv('loan.csv')
|
||||
x = data[['ApplicantIncome', 'LoanAmount', 'Credit_History', 'Self_Employed', 'Education']]
|
||||
plt.figure(1, figsize=(16, 9))
|
||||
plt.title('Дендрограмма кластеризации заявителей')
|
||||
|
||||
hierarchy.dendrogram(hierarchy.linkage(x, method='single'),
|
||||
truncate_mode='lastp',
|
||||
p=20,
|
||||
orientation='top',
|
||||
leaf_rotation=90,
|
||||
leaf_font_size=8,
|
||||
show_contracted=True)
|
||||
|
||||
plt.show()
|
||||
|
||||
|
||||
start()
|
||||
615
abanin_daniil_lab_4/loan.csv
Normal file
615
abanin_daniil_lab_4/loan.csv
Normal file
@@ -0,0 +1,615 @@
|
||||
Loan_ID,Gender,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status
|
||||
LP001002,Male,No,0,1,0.0,5849,0.0,360.0,1.0,0,Y,0.0
|
||||
LP001003,Male,Yes,1,1,0.0,4583,1508.0,128.0,360.0,1,Rural,0.0
|
||||
LP001005,Male,Yes,0,1,1.0,3000,0.0,66.0,360.0,1,Urban,1.0
|
||||
LP001006,Male,Yes,0,0,0.0,2583,2358.0,120.0,360.0,1,Urban,1.0
|
||||
LP001008,Male,No,0,1,0.0,6000,0.0,141.0,360.0,1,Urban,1.0
|
||||
LP001011,Male,Yes,2,1,1.0,5417,4196.0,267.0,360.0,1,Urban,1.0
|
||||
LP001013,Male,Yes,0,0,0.0,2333,1516.0,95.0,360.0,1,Urban,1.0
|
||||
LP001014,Male,Yes,3+,1,0.0,3036,2504.0,158.0,360.0,0,Semiurban,0.0
|
||||
LP001018,Male,Yes,2,1,0.0,4006,1526.0,168.0,360.0,1,Urban,1.0
|
||||
LP001020,Male,Yes,1,1,0.0,12841,10968.0,349.0,360.0,1,Semiurban,0.0
|
||||
LP001024,Male,Yes,2,1,0.0,3200,700.0,70.0,360.0,1,Urban,1.0
|
||||
LP001027,Male,Yes,2,1,0.0,2500,1840.0,109.0,360.0,1,Urban,1.0
|
||||
LP001028,Male,Yes,2,1,0.0,3073,8106.0,200.0,360.0,1,Urban,1.0
|
||||
LP001029,Male,No,0,1,0.0,1853,2840.0,114.0,360.0,1,Rural,0.0
|
||||
LP001030,Male,Yes,2,1,0.0,1299,1086.0,17.0,120.0,1,Urban,1.0
|
||||
LP001032,Male,No,0,1,0.0,4950,0.0,125.0,360.0,1,Urban,1.0
|
||||
LP001034,Male,No,1,0,0.0,3596,0.0,100.0,240.0,0,Urban,1.0
|
||||
LP001036,Female,No,0,1,0.0,3510,0.0,76.0,360.0,0,Urban,0.0
|
||||
LP001038,Male,Yes,0,0,0.0,4887,0.0,133.0,360.0,1,Rural,0.0
|
||||
LP001041,Male,Yes,0,1,0.0,2600,3500.0,115.0,,1,Urban,1.0
|
||||
LP001043,Male,Yes,0,0,0.0,7660,0.0,104.0,360.0,0,Urban,0.0
|
||||
LP001046,Male,Yes,1,1,0.0,5955,5625.0,315.0,360.0,1,Urban,1.0
|
||||
LP001047,Male,Yes,0,0,0.0,2600,1911.0,116.0,360.0,0,Semiurban,0.0
|
||||
LP001050,,Yes,2,0,0.0,3365,1917.0,112.0,360.0,0,Rural,0.0
|
||||
LP001052,Male,Yes,1,1,0.0,3717,2925.0,151.0,360.0,0,Semiurban,0.0
|
||||
LP001066,Male,Yes,0,1,1.0,9560,0.0,191.0,360.0,1,Semiurban,1.0
|
||||
LP001068,Male,Yes,0,1,0.0,2799,2253.0,122.0,360.0,1,Semiurban,1.0
|
||||
LP001073,Male,Yes,2,0,0.0,4226,1040.0,110.0,360.0,1,Urban,1.0
|
||||
LP001086,Male,No,0,0,0.0,1442,0.0,35.0,360.0,1,Urban,0.0
|
||||
LP001087,Female,No,2,1,0.0,3750,2083.0,120.0,360.0,1,Semiurban,1.0
|
||||
LP001091,Male,Yes,1,1,0.0,4166,3369.0,201.0,360.0,0,Urban,0.0
|
||||
LP001095,Male,No,0,1,0.0,3167,0.0,74.0,360.0,1,Urban,0.0
|
||||
LP001097,Male,No,1,1,1.0,4692,0.0,106.0,360.0,1,Rural,0.0
|
||||
LP001098,Male,Yes,0,1,0.0,3500,1667.0,114.0,360.0,1,Semiurban,1.0
|
||||
LP001100,Male,No,3+,1,0.0,12500,3000.0,320.0,360.0,1,Rural,0.0
|
||||
LP001106,Male,Yes,0,1,0.0,2275,2067.0,0.0,360.0,1,Urban,1.0
|
||||
LP001109,Male,Yes,0,1,0.0,1828,1330.0,100.0,,0,Urban,0.0
|
||||
LP001112,Female,Yes,0,1,0.0,3667,1459.0,144.0,360.0,1,Semiurban,1.0
|
||||
LP001114,Male,No,0,1,0.0,4166,7210.0,184.0,360.0,1,Urban,1.0
|
||||
LP001116,Male,No,0,0,0.0,3748,1668.0,110.0,360.0,1,Semiurban,1.0
|
||||
LP001119,Male,No,0,1,0.0,3600,0.0,80.0,360.0,1,Urban,0.0
|
||||
LP001120,Male,No,0,1,0.0,1800,1213.0,47.0,360.0,1,Urban,1.0
|
||||
LP001123,Male,Yes,0,1,0.0,2400,0.0,75.0,360.0,0,Urban,1.0
|
||||
LP001131,Male,Yes,0,1,0.0,3941,2336.0,134.0,360.0,1,Semiurban,1.0
|
||||
LP001136,Male,Yes,0,0,1.0,4695,0.0,96.0,,1,Urban,1.0
|
||||
LP001137,Female,No,0,1,0.0,3410,0.0,88.0,,1,Urban,1.0
|
||||
LP001138,Male,Yes,1,1,0.0,5649,0.0,44.0,360.0,1,Urban,1.0
|
||||
LP001144,Male,Yes,0,1,0.0,5821,0.0,144.0,360.0,1,Urban,1.0
|
||||
LP001146,Female,Yes,0,1,0.0,2645,3440.0,120.0,360.0,0,Urban,0.0
|
||||
LP001151,Female,No,0,1,0.0,4000,2275.0,144.0,360.0,1,Semiurban,1.0
|
||||
LP001155,Female,Yes,0,0,0.0,1928,1644.0,100.0,360.0,1,Semiurban,1.0
|
||||
LP001157,Female,No,0,1,0.0,3086,0.0,120.0,360.0,1,Semiurban,1.0
|
||||
LP001164,Female,No,0,1,0.0,4230,0.0,112.0,360.0,1,Semiurban,0.0
|
||||
LP001179,Male,Yes,2,1,0.0,4616,0.0,134.0,360.0,1,Urban,0.0
|
||||
LP001186,Female,Yes,1,1,1.0,11500,0.0,286.0,360.0,0,Urban,0.0
|
||||
LP001194,Male,Yes,2,1,0.0,2708,1167.0,97.0,360.0,1,Semiurban,1.0
|
||||
LP001195,Male,Yes,0,1,0.0,2132,1591.0,96.0,360.0,1,Semiurban,1.0
|
||||
LP001197,Male,Yes,0,1,0.0,3366,2200.0,135.0,360.0,1,Rural,0.0
|
||||
LP001198,Male,Yes,1,1,0.0,8080,2250.0,180.0,360.0,1,Urban,1.0
|
||||
LP001199,Male,Yes,2,0,0.0,3357,2859.0,144.0,360.0,1,Urban,1.0
|
||||
LP001205,Male,Yes,0,1,0.0,2500,3796.0,120.0,360.0,1,Urban,1.0
|
||||
LP001206,Male,Yes,3+,1,0.0,3029,0.0,99.0,360.0,1,Urban,1.0
|
||||
LP001207,Male,Yes,0,0,1.0,2609,3449.0,165.0,180.0,0,Rural,0.0
|
||||
LP001213,Male,Yes,1,1,0.0,4945,0.0,0.0,360.0,0,Rural,0.0
|
||||
LP001222,Female,No,0,1,0.0,4166,0.0,116.0,360.0,0,Semiurban,0.0
|
||||
LP001225,Male,Yes,0,1,0.0,5726,4595.0,258.0,360.0,1,Semiurban,0.0
|
||||
LP001228,Male,No,0,0,0.0,3200,2254.0,126.0,180.0,0,Urban,0.0
|
||||
LP001233,Male,Yes,1,1,0.0,10750,0.0,312.0,360.0,1,Urban,1.0
|
||||
LP001238,Male,Yes,3+,0,1.0,7100,0.0,125.0,60.0,1,Urban,1.0
|
||||
LP001241,Female,No,0,1,0.0,4300,0.0,136.0,360.0,0,Semiurban,0.0
|
||||
LP001243,Male,Yes,0,1,0.0,3208,3066.0,172.0,360.0,1,Urban,1.0
|
||||
LP001245,Male,Yes,2,0,1.0,1875,1875.0,97.0,360.0,1,Semiurban,1.0
|
||||
LP001248,Male,No,0,1,0.0,3500,0.0,81.0,300.0,1,Semiurban,1.0
|
||||
LP001250,Male,Yes,3+,0,0.0,4755,0.0,95.0,,0,Semiurban,0.0
|
||||
LP001253,Male,Yes,3+,1,1.0,5266,1774.0,187.0,360.0,1,Semiurban,1.0
|
||||
LP001255,Male,No,0,1,0.0,3750,0.0,113.0,480.0,1,Urban,0.0
|
||||
LP001256,Male,No,0,1,0.0,3750,4750.0,176.0,360.0,1,Urban,0.0
|
||||
LP001259,Male,Yes,1,1,1.0,1000,3022.0,110.0,360.0,1,Urban,0.0
|
||||
LP001263,Male,Yes,3+,1,0.0,3167,4000.0,180.0,300.0,0,Semiurban,0.0
|
||||
LP001264,Male,Yes,3+,0,1.0,3333,2166.0,130.0,360.0,0,Semiurban,1.0
|
||||
LP001265,Female,No,0,1,0.0,3846,0.0,111.0,360.0,1,Semiurban,1.0
|
||||
LP001266,Male,Yes,1,1,1.0,2395,0.0,0.0,360.0,1,Semiurban,1.0
|
||||
LP001267,Female,Yes,2,1,0.0,1378,1881.0,167.0,360.0,1,Urban,0.0
|
||||
LP001273,Male,Yes,0,1,0.0,6000,2250.0,265.0,360.0,0,Semiurban,0.0
|
||||
LP001275,Male,Yes,1,1,0.0,3988,0.0,50.0,240.0,1,Urban,1.0
|
||||
LP001279,Male,No,0,1,0.0,2366,2531.0,136.0,360.0,1,Semiurban,1.0
|
||||
LP001280,Male,Yes,2,0,0.0,3333,2000.0,99.0,360.0,0,Semiurban,1.0
|
||||
LP001282,Male,Yes,0,1,0.0,2500,2118.0,104.0,360.0,1,Semiurban,1.0
|
||||
LP001289,Male,No,0,1,0.0,8566,0.0,210.0,360.0,1,Urban,1.0
|
||||
LP001310,Male,Yes,0,1,0.0,5695,4167.0,175.0,360.0,1,Semiurban,1.0
|
||||
LP001316,Male,Yes,0,1,0.0,2958,2900.0,131.0,360.0,1,Semiurban,1.0
|
||||
LP001318,Male,Yes,2,1,0.0,6250,5654.0,188.0,180.0,1,Semiurban,1.0
|
||||
LP001319,Male,Yes,2,0,0.0,3273,1820.0,81.0,360.0,1,Urban,1.0
|
||||
LP001322,Male,No,0,1,0.0,4133,0.0,122.0,360.0,1,Semiurban,1.0
|
||||
LP001325,Male,No,0,0,0.0,3620,0.0,25.0,120.0,1,Semiurban,1.0
|
||||
LP001326,Male,No,0,1,0.0,6782,0.0,0.0,360.0,0,Urban,0.0
|
||||
LP001327,Female,Yes,0,1,0.0,2484,2302.0,137.0,360.0,1,Semiurban,1.0
|
||||
LP001333,Male,Yes,0,1,0.0,1977,997.0,50.0,360.0,1,Semiurban,1.0
|
||||
LP001334,Male,Yes,0,0,0.0,4188,0.0,115.0,180.0,1,Semiurban,1.0
|
||||
LP001343,Male,Yes,0,1,0.0,1759,3541.0,131.0,360.0,1,Semiurban,1.0
|
||||
LP001345,Male,Yes,2,0,0.0,4288,3263.0,133.0,180.0,1,Urban,1.0
|
||||
LP001349,Male,No,0,1,0.0,4843,3806.0,151.0,360.0,1,Semiurban,1.0
|
||||
LP001350,Male,Yes,,1,0.0,13650,0.0,0.0,360.0,1,Urban,1.0
|
||||
LP001356,Male,Yes,0,1,0.0,4652,3583.0,0.0,360.0,1,Semiurban,1.0
|
||||
LP001357,Male,,,1,0.0,3816,754.0,160.0,360.0,1,Urban,1.0
|
||||
LP001367,Male,Yes,1,1,0.0,3052,1030.0,100.0,360.0,1,Urban,1.0
|
||||
LP001369,Male,Yes,2,1,0.0,11417,1126.0,225.0,360.0,1,Urban,1.0
|
||||
LP001370,Male,No,0,0,0.0,7333,0.0,120.0,360.0,1,Rural,0.0
|
||||
LP001379,Male,Yes,2,1,0.0,3800,3600.0,216.0,360.0,0,Urban,0.0
|
||||
LP001384,Male,Yes,3+,0,0.0,2071,754.0,94.0,480.0,1,Semiurban,1.0
|
||||
LP001385,Male,No,0,1,0.0,5316,0.0,136.0,360.0,1,Urban,1.0
|
||||
LP001387,Female,Yes,0,1,0.0,2929,2333.0,139.0,360.0,1,Semiurban,1.0
|
||||
LP001391,Male,Yes,0,0,0.0,3572,4114.0,152.0,,0,Rural,0.0
|
||||
LP001392,Female,No,1,1,1.0,7451,0.0,0.0,360.0,1,Semiurban,1.0
|
||||
LP001398,Male,No,0,1,0.0,5050,0.0,118.0,360.0,1,Semiurban,1.0
|
||||
LP001401,Male,Yes,1,1,0.0,14583,0.0,185.0,180.0,1,Rural,1.0
|
||||
LP001404,Female,Yes,0,1,0.0,3167,2283.0,154.0,360.0,1,Semiurban,1.0
|
||||
LP001405,Male,Yes,1,1,0.0,2214,1398.0,85.0,360.0,0,Urban,1.0
|
||||
LP001421,Male,Yes,0,1,0.0,5568,2142.0,175.0,360.0,1,Rural,0.0
|
||||
LP001422,Female,No,0,1,0.0,10408,0.0,259.0,360.0,1,Urban,1.0
|
||||
LP001426,Male,Yes,,1,0.0,5667,2667.0,180.0,360.0,1,Rural,1.0
|
||||
LP001430,Female,No,0,1,0.0,4166,0.0,44.0,360.0,1,Semiurban,1.0
|
||||
LP001431,Female,No,0,1,0.0,2137,8980.0,137.0,360.0,0,Semiurban,1.0
|
||||
LP001432,Male,Yes,2,1,0.0,2957,0.0,81.0,360.0,1,Semiurban,1.0
|
||||
LP001439,Male,Yes,0,0,0.0,4300,2014.0,194.0,360.0,1,Rural,1.0
|
||||
LP001443,Female,No,0,1,0.0,3692,0.0,93.0,360.0,0,Rural,1.0
|
||||
LP001448,,Yes,3+,1,0.0,23803,0.0,370.0,360.0,1,Rural,1.0
|
||||
LP001449,Male,No,0,1,0.0,3865,1640.0,0.0,360.0,1,Rural,1.0
|
||||
LP001451,Male,Yes,1,1,1.0,10513,3850.0,160.0,180.0,0,Urban,0.0
|
||||
LP001465,Male,Yes,0,1,0.0,6080,2569.0,182.0,360.0,0,Rural,0.0
|
||||
LP001469,Male,No,0,1,1.0,20166,0.0,650.0,480.0,0,Urban,1.0
|
||||
LP001473,Male,No,0,1,0.0,2014,1929.0,74.0,360.0,1,Urban,1.0
|
||||
LP001478,Male,No,0,1,0.0,2718,0.0,70.0,360.0,1,Semiurban,1.0
|
||||
LP001482,Male,Yes,0,1,1.0,3459,0.0,25.0,120.0,1,Semiurban,1.0
|
||||
LP001487,Male,No,0,1,0.0,4895,0.0,102.0,360.0,1,Semiurban,1.0
|
||||
LP001488,Male,Yes,3+,1,0.0,4000,7750.0,290.0,360.0,1,Semiurban,0.0
|
||||
LP001489,Female,Yes,0,1,0.0,4583,0.0,84.0,360.0,1,Rural,0.0
|
||||
LP001491,Male,Yes,2,1,1.0,3316,3500.0,88.0,360.0,1,Urban,1.0
|
||||
LP001492,Male,No,0,1,0.0,14999,0.0,242.0,360.0,0,Semiurban,0.0
|
||||
LP001493,Male,Yes,2,0,0.0,4200,1430.0,129.0,360.0,1,Rural,0.0
|
||||
LP001497,Male,Yes,2,1,0.0,5042,2083.0,185.0,360.0,1,Rural,0.0
|
||||
LP001498,Male,No,0,1,0.0,5417,0.0,168.0,360.0,1,Urban,1.0
|
||||
LP001504,Male,No,0,1,1.0,6950,0.0,175.0,180.0,1,Semiurban,1.0
|
||||
LP001507,Male,Yes,0,1,0.0,2698,2034.0,122.0,360.0,1,Semiurban,1.0
|
||||
LP001508,Male,Yes,2,1,0.0,11757,0.0,187.0,180.0,1,Urban,1.0
|
||||
LP001514,Female,Yes,0,1,0.0,2330,4486.0,100.0,360.0,1,Semiurban,1.0
|
||||
LP001516,Female,Yes,2,1,0.0,14866,0.0,70.0,360.0,1,Urban,1.0
|
||||
LP001518,Male,Yes,1,1,0.0,1538,1425.0,30.0,360.0,1,Urban,1.0
|
||||
LP001519,Female,No,0,1,0.0,10000,1666.0,225.0,360.0,1,Rural,0.0
|
||||
LP001520,Male,Yes,0,1,0.0,4860,830.0,125.0,360.0,1,Semiurban,1.0
|
||||
LP001528,Male,No,0,1,0.0,6277,0.0,118.0,360.0,0,Rural,0.0
|
||||
LP001529,Male,Yes,0,1,1.0,2577,3750.0,152.0,360.0,1,Rural,1.0
|
||||
LP001531,Male,No,0,1,0.0,9166,0.0,244.0,360.0,1,Urban,0.0
|
||||
LP001532,Male,Yes,2,0,0.0,2281,0.0,113.0,360.0,1,Rural,0.0
|
||||
LP001535,Male,No,0,1,0.0,3254,0.0,50.0,360.0,1,Urban,1.0
|
||||
LP001536,Male,Yes,3+,1,0.0,39999,0.0,600.0,180.0,0,Semiurban,1.0
|
||||
LP001541,Male,Yes,1,1,0.0,6000,0.0,160.0,360.0,0,Rural,1.0
|
||||
LP001543,Male,Yes,1,1,0.0,9538,0.0,187.0,360.0,1,Urban,1.0
|
||||
LP001546,Male,No,0,1,0.0,2980,2083.0,120.0,360.0,1,Rural,1.0
|
||||
LP001552,Male,Yes,0,1,0.0,4583,5625.0,255.0,360.0,1,Semiurban,1.0
|
||||
LP001560,Male,Yes,0,0,0.0,1863,1041.0,98.0,360.0,1,Semiurban,1.0
|
||||
LP001562,Male,Yes,0,1,0.0,7933,0.0,275.0,360.0,1,Urban,0.0
|
||||
LP001565,Male,Yes,1,1,0.0,3089,1280.0,121.0,360.0,0,Semiurban,0.0
|
||||
LP001570,Male,Yes,2,1,0.0,4167,1447.0,158.0,360.0,1,Rural,1.0
|
||||
LP001572,Male,Yes,0,1,0.0,9323,0.0,75.0,180.0,1,Urban,1.0
|
||||
LP001574,Male,Yes,0,1,0.0,3707,3166.0,182.0,,1,Rural,1.0
|
||||
LP001577,Female,Yes,0,1,0.0,4583,0.0,112.0,360.0,1,Rural,0.0
|
||||
LP001578,Male,Yes,0,1,0.0,2439,3333.0,129.0,360.0,1,Rural,1.0
|
||||
LP001579,Male,No,0,1,0.0,2237,0.0,63.0,480.0,0,Semiurban,0.0
|
||||
LP001580,Male,Yes,2,1,0.0,8000,0.0,200.0,360.0,1,Semiurban,1.0
|
||||
LP001581,Male,Yes,0,0,0.0,1820,1769.0,95.0,360.0,1,Rural,1.0
|
||||
LP001585,,Yes,3+,1,0.0,51763,0.0,700.0,300.0,1,Urban,1.0
|
||||
LP001586,Male,Yes,3+,0,0.0,3522,0.0,81.0,180.0,1,Rural,0.0
|
||||
LP001594,Male,Yes,0,1,0.0,5708,5625.0,187.0,360.0,1,Semiurban,1.0
|
||||
LP001603,Male,Yes,0,0,1.0,4344,736.0,87.0,360.0,1,Semiurban,0.0
|
||||
LP001606,Male,Yes,0,1,0.0,3497,1964.0,116.0,360.0,1,Rural,1.0
|
||||
LP001608,Male,Yes,2,1,0.0,2045,1619.0,101.0,360.0,1,Rural,1.0
|
||||
LP001610,Male,Yes,3+,1,0.0,5516,11300.0,495.0,360.0,0,Semiurban,0.0
|
||||
LP001616,Male,Yes,1,1,0.0,3750,0.0,116.0,360.0,1,Semiurban,1.0
|
||||
LP001630,Male,No,0,0,0.0,2333,1451.0,102.0,480.0,0,Urban,0.0
|
||||
LP001633,Male,Yes,1,1,0.0,6400,7250.0,180.0,360.0,0,Urban,0.0
|
||||
LP001634,Male,No,0,1,0.0,1916,5063.0,67.0,360.0,0,Rural,0.0
|
||||
LP001636,Male,Yes,0,1,0.0,4600,0.0,73.0,180.0,1,Semiurban,1.0
|
||||
LP001637,Male,Yes,1,1,0.0,33846,0.0,260.0,360.0,1,Semiurban,0.0
|
||||
LP001639,Female,Yes,0,1,0.0,3625,0.0,108.0,360.0,1,Semiurban,1.0
|
||||
LP001640,Male,Yes,0,1,1.0,39147,4750.0,120.0,360.0,1,Semiurban,1.0
|
||||
LP001641,Male,Yes,1,1,1.0,2178,0.0,66.0,300.0,0,Rural,0.0
|
||||
LP001643,Male,Yes,0,1,0.0,2383,2138.0,58.0,360.0,0,Rural,1.0
|
||||
LP001644,,Yes,0,1,1.0,674,5296.0,168.0,360.0,1,Rural,1.0
|
||||
LP001647,Male,Yes,0,1,0.0,9328,0.0,188.0,180.0,1,Rural,1.0
|
||||
LP001653,Male,No,0,0,0.0,4885,0.0,48.0,360.0,1,Rural,1.0
|
||||
LP001656,Male,No,0,1,0.0,12000,0.0,164.0,360.0,1,Semiurban,0.0
|
||||
LP001657,Male,Yes,0,0,0.0,6033,0.0,160.0,360.0,1,Urban,0.0
|
||||
LP001658,Male,No,0,1,0.0,3858,0.0,76.0,360.0,1,Semiurban,1.0
|
||||
LP001664,Male,No,0,1,0.0,4191,0.0,120.0,360.0,1,Rural,1.0
|
||||
LP001665,Male,Yes,1,1,0.0,3125,2583.0,170.0,360.0,1,Semiurban,0.0
|
||||
LP001666,Male,No,0,1,0.0,8333,3750.0,187.0,360.0,1,Rural,1.0
|
||||
LP001669,Female,No,0,0,0.0,1907,2365.0,120.0,,1,Urban,1.0
|
||||
LP001671,Female,Yes,0,1,0.0,3416,2816.0,113.0,360.0,0,Semiurban,1.0
|
||||
LP001673,Male,No,0,1,1.0,11000,0.0,83.0,360.0,1,Urban,0.0
|
||||
LP001674,Male,Yes,1,0,0.0,2600,2500.0,90.0,360.0,1,Semiurban,1.0
|
||||
LP001677,Male,No,2,1,0.0,4923,0.0,166.0,360.0,0,Semiurban,1.0
|
||||
LP001682,Male,Yes,3+,0,0.0,3992,0.0,0.0,180.0,1,Urban,0.0
|
||||
LP001688,Male,Yes,1,0,0.0,3500,1083.0,135.0,360.0,1,Urban,1.0
|
||||
LP001691,Male,Yes,2,0,0.0,3917,0.0,124.0,360.0,1,Semiurban,1.0
|
||||
LP001692,Female,No,0,0,0.0,4408,0.0,120.0,360.0,1,Semiurban,1.0
|
||||
LP001693,Female,No,0,1,0.0,3244,0.0,80.0,360.0,1,Urban,1.0
|
||||
LP001698,Male,No,0,0,0.0,3975,2531.0,55.0,360.0,1,Rural,1.0
|
||||
LP001699,Male,No,0,1,0.0,2479,0.0,59.0,360.0,1,Urban,1.0
|
||||
LP001702,Male,No,0,1,0.0,3418,0.0,127.0,360.0,1,Semiurban,0.0
|
||||
LP001708,Female,No,0,1,0.0,10000,0.0,214.0,360.0,1,Semiurban,0.0
|
||||
LP001711,Male,Yes,3+,1,0.0,3430,1250.0,128.0,360.0,0,Semiurban,0.0
|
||||
LP001713,Male,Yes,1,1,1.0,7787,0.0,240.0,360.0,1,Urban,1.0
|
||||
LP001715,Male,Yes,3+,0,1.0,5703,0.0,130.0,360.0,1,Rural,1.0
|
||||
LP001716,Male,Yes,0,1,0.0,3173,3021.0,137.0,360.0,1,Urban,1.0
|
||||
LP001720,Male,Yes,3+,0,0.0,3850,983.0,100.0,360.0,1,Semiurban,1.0
|
||||
LP001722,Male,Yes,0,1,0.0,150,1800.0,135.0,360.0,1,Rural,0.0
|
||||
LP001726,Male,Yes,0,1,0.0,3727,1775.0,131.0,360.0,1,Semiurban,1.0
|
||||
LP001732,Male,Yes,2,1,0.0,5000,0.0,72.0,360.0,0,Semiurban,0.0
|
||||
LP001734,Female,Yes,2,1,0.0,4283,2383.0,127.0,360.0,0,Semiurban,1.0
|
||||
LP001736,Male,Yes,0,1,0.0,2221,0.0,60.0,360.0,0,Urban,0.0
|
||||
LP001743,Male,Yes,2,1,0.0,4009,1717.0,116.0,360.0,1,Semiurban,1.0
|
||||
LP001744,Male,No,0,1,0.0,2971,2791.0,144.0,360.0,1,Semiurban,1.0
|
||||
LP001749,Male,Yes,0,1,0.0,7578,1010.0,175.0,,1,Semiurban,1.0
|
||||
LP001750,Male,Yes,0,1,0.0,6250,0.0,128.0,360.0,1,Semiurban,1.0
|
||||
LP001751,Male,Yes,0,1,0.0,3250,0.0,170.0,360.0,1,Rural,0.0
|
||||
LP001754,Male,Yes,,0,1.0,4735,0.0,138.0,360.0,1,Urban,0.0
|
||||
LP001758,Male,Yes,2,1,0.0,6250,1695.0,210.0,360.0,1,Semiurban,1.0
|
||||
LP001760,Male,,,1,0.0,4758,0.0,158.0,480.0,1,Semiurban,1.0
|
||||
LP001761,Male,No,0,1,1.0,6400,0.0,200.0,360.0,1,Rural,1.0
|
||||
LP001765,Male,Yes,1,1,0.0,2491,2054.0,104.0,360.0,1,Semiurban,1.0
|
||||
LP001768,Male,Yes,0,1,0.0,3716,0.0,42.0,180.0,1,Rural,1.0
|
||||
LP001770,Male,No,0,0,0.0,3189,2598.0,120.0,,1,Rural,1.0
|
||||
LP001776,Female,No,0,1,0.0,8333,0.0,280.0,360.0,1,Semiurban,1.0
|
||||
LP001778,Male,Yes,1,1,0.0,3155,1779.0,140.0,360.0,1,Semiurban,1.0
|
||||
LP001784,Male,Yes,1,1,0.0,5500,1260.0,170.0,360.0,1,Rural,1.0
|
||||
LP001786,Male,Yes,0,1,0.0,5746,0.0,255.0,360.0,0,Urban,0.0
|
||||
LP001788,Female,No,0,1,1.0,3463,0.0,122.0,360.0,0,Urban,1.0
|
||||
LP001790,Female,No,1,1,0.0,3812,0.0,112.0,360.0,1,Rural,1.0
|
||||
LP001792,Male,Yes,1,1,0.0,3315,0.0,96.0,360.0,1,Semiurban,1.0
|
||||
LP001798,Male,Yes,2,1,0.0,5819,5000.0,120.0,360.0,1,Rural,1.0
|
||||
LP001800,Male,Yes,1,0,0.0,2510,1983.0,140.0,180.0,1,Urban,0.0
|
||||
LP001806,Male,No,0,1,0.0,2965,5701.0,155.0,60.0,1,Urban,1.0
|
||||
LP001807,Male,Yes,2,1,1.0,6250,1300.0,108.0,360.0,1,Rural,1.0
|
||||
LP001811,Male,Yes,0,0,0.0,3406,4417.0,123.0,360.0,1,Semiurban,1.0
|
||||
LP001813,Male,No,0,1,1.0,6050,4333.0,120.0,180.0,1,Urban,0.0
|
||||
LP001814,Male,Yes,2,1,0.0,9703,0.0,112.0,360.0,1,Urban,1.0
|
||||
LP001819,Male,Yes,1,0,0.0,6608,0.0,137.0,180.0,1,Urban,1.0
|
||||
LP001824,Male,Yes,1,1,0.0,2882,1843.0,123.0,480.0,1,Semiurban,1.0
|
||||
LP001825,Male,Yes,0,1,0.0,1809,1868.0,90.0,360.0,1,Urban,1.0
|
||||
LP001835,Male,Yes,0,0,0.0,1668,3890.0,201.0,360.0,0,Semiurban,0.0
|
||||
LP001836,Female,No,2,1,0.0,3427,0.0,138.0,360.0,1,Urban,0.0
|
||||
LP001841,Male,No,0,0,1.0,2583,2167.0,104.0,360.0,1,Rural,1.0
|
||||
LP001843,Male,Yes,1,0,0.0,2661,7101.0,279.0,180.0,1,Semiurban,1.0
|
||||
LP001844,Male,No,0,1,1.0,16250,0.0,192.0,360.0,0,Urban,0.0
|
||||
LP001846,Female,No,3+,1,0.0,3083,0.0,255.0,360.0,1,Rural,1.0
|
||||
LP001849,Male,No,0,0,0.0,6045,0.0,115.0,360.0,0,Rural,0.0
|
||||
LP001854,Male,Yes,3+,1,0.0,5250,0.0,94.0,360.0,1,Urban,0.0
|
||||
LP001859,Male,Yes,0,1,0.0,14683,2100.0,304.0,360.0,1,Rural,0.0
|
||||
LP001864,Male,Yes,3+,0,0.0,4931,0.0,128.0,360.0,0,Semiurban,0.0
|
||||
LP001865,Male,Yes,1,1,0.0,6083,4250.0,330.0,360.0,0,Urban,1.0
|
||||
LP001868,Male,No,0,1,0.0,2060,2209.0,134.0,360.0,1,Semiurban,1.0
|
||||
LP001870,Female,No,1,1,0.0,3481,0.0,155.0,36.0,1,Semiurban,0.0
|
||||
LP001871,Female,No,0,1,0.0,7200,0.0,120.0,360.0,1,Rural,1.0
|
||||
LP001872,Male,No,0,1,1.0,5166,0.0,128.0,360.0,1,Semiurban,1.0
|
||||
LP001875,Male,No,0,1,0.0,4095,3447.0,151.0,360.0,1,Rural,1.0
|
||||
LP001877,Male,Yes,2,1,0.0,4708,1387.0,150.0,360.0,1,Semiurban,1.0
|
||||
LP001882,Male,Yes,3+,1,0.0,4333,1811.0,160.0,360.0,0,Urban,1.0
|
||||
LP001883,Female,No,0,1,0.0,3418,0.0,135.0,360.0,1,Rural,0.0
|
||||
LP001884,Female,No,1,1,0.0,2876,1560.0,90.0,360.0,1,Urban,1.0
|
||||
LP001888,Female,No,0,1,0.0,3237,0.0,30.0,360.0,1,Urban,1.0
|
||||
LP001891,Male,Yes,0,1,0.0,11146,0.0,136.0,360.0,1,Urban,1.0
|
||||
LP001892,Male,No,0,1,0.0,2833,1857.0,126.0,360.0,1,Rural,1.0
|
||||
LP001894,Male,Yes,0,1,0.0,2620,2223.0,150.0,360.0,1,Semiurban,1.0
|
||||
LP001896,Male,Yes,2,1,0.0,3900,0.0,90.0,360.0,1,Semiurban,1.0
|
||||
LP001900,Male,Yes,1,1,0.0,2750,1842.0,115.0,360.0,1,Semiurban,1.0
|
||||
LP001903,Male,Yes,0,1,0.0,3993,3274.0,207.0,360.0,1,Semiurban,1.0
|
||||
LP001904,Male,Yes,0,1,0.0,3103,1300.0,80.0,360.0,1,Urban,1.0
|
||||
LP001907,Male,Yes,0,1,0.0,14583,0.0,436.0,360.0,1,Semiurban,1.0
|
||||
LP001908,Female,Yes,0,0,0.0,4100,0.0,124.0,360.0,0,Rural,1.0
|
||||
LP001910,Male,No,1,0,1.0,4053,2426.0,158.0,360.0,0,Urban,0.0
|
||||
LP001914,Male,Yes,0,1,0.0,3927,800.0,112.0,360.0,1,Semiurban,1.0
|
||||
LP001915,Male,Yes,2,1,0.0,2301,985.7999878,78.0,180.0,1,Urban,1.0
|
||||
LP001917,Female,No,0,1,0.0,1811,1666.0,54.0,360.0,1,Urban,1.0
|
||||
LP001922,Male,Yes,0,1,0.0,20667,0.0,0.0,360.0,1,Rural,0.0
|
||||
LP001924,Male,No,0,1,0.0,3158,3053.0,89.0,360.0,1,Rural,1.0
|
||||
LP001925,Female,No,0,1,1.0,2600,1717.0,99.0,300.0,1,Semiurban,0.0
|
||||
LP001926,Male,Yes,0,1,0.0,3704,2000.0,120.0,360.0,1,Rural,1.0
|
||||
LP001931,Female,No,0,1,0.0,4124,0.0,115.0,360.0,1,Semiurban,1.0
|
||||
LP001935,Male,No,0,1,0.0,9508,0.0,187.0,360.0,1,Rural,1.0
|
||||
LP001936,Male,Yes,0,1,0.0,3075,2416.0,139.0,360.0,1,Rural,1.0
|
||||
LP001938,Male,Yes,2,1,0.0,4400,0.0,127.0,360.0,0,Semiurban,0.0
|
||||
LP001940,Male,Yes,2,1,0.0,3153,1560.0,134.0,360.0,1,Urban,1.0
|
||||
LP001945,Female,No,,1,0.0,5417,0.0,143.0,480.0,0,Urban,0.0
|
||||
LP001947,Male,Yes,0,1,0.0,2383,3334.0,172.0,360.0,1,Semiurban,1.0
|
||||
LP001949,Male,Yes,3+,1,0.0,4416,1250.0,110.0,360.0,1,Urban,1.0
|
||||
LP001953,Male,Yes,1,1,0.0,6875,0.0,200.0,360.0,1,Semiurban,1.0
|
||||
LP001954,Female,Yes,1,1,0.0,4666,0.0,135.0,360.0,1,Urban,1.0
|
||||
LP001955,Female,No,0,1,0.0,5000,2541.0,151.0,480.0,1,Rural,0.0
|
||||
LP001963,Male,Yes,1,1,0.0,2014,2925.0,113.0,360.0,1,Urban,0.0
|
||||
LP001964,Male,Yes,0,0,0.0,1800,2934.0,93.0,360.0,0,Urban,0.0
|
||||
LP001972,Male,Yes,,0,0.0,2875,1750.0,105.0,360.0,1,Semiurban,1.0
|
||||
LP001974,Female,No,0,1,0.0,5000,0.0,132.0,360.0,1,Rural,1.0
|
||||
LP001977,Male,Yes,1,1,0.0,1625,1803.0,96.0,360.0,1,Urban,1.0
|
||||
LP001978,Male,No,0,1,0.0,4000,2500.0,140.0,360.0,1,Rural,1.0
|
||||
LP001990,Male,No,0,0,0.0,2000,0.0,0.0,360.0,1,Urban,0.0
|
||||
LP001993,Female,No,0,1,0.0,3762,1666.0,135.0,360.0,1,Rural,1.0
|
||||
LP001994,Female,No,0,1,0.0,2400,1863.0,104.0,360.0,0,Urban,0.0
|
||||
LP001996,Male,No,0,1,0.0,20233,0.0,480.0,360.0,1,Rural,0.0
|
||||
LP001998,Male,Yes,2,0,0.0,7667,0.0,185.0,360.0,0,Rural,1.0
|
||||
LP002002,Female,No,0,1,0.0,2917,0.0,84.0,360.0,1,Semiurban,1.0
|
||||
LP002004,Male,No,0,0,0.0,2927,2405.0,111.0,360.0,1,Semiurban,1.0
|
||||
LP002006,Female,No,0,1,0.0,2507,0.0,56.0,360.0,1,Rural,1.0
|
||||
LP002008,Male,Yes,2,1,1.0,5746,0.0,144.0,84.0,0,Rural,1.0
|
||||
LP002024,,Yes,0,1,0.0,2473,1843.0,159.0,360.0,1,Rural,0.0
|
||||
LP002031,Male,Yes,1,0,0.0,3399,1640.0,111.0,180.0,1,Urban,1.0
|
||||
LP002035,Male,Yes,2,1,0.0,3717,0.0,120.0,360.0,1,Semiurban,1.0
|
||||
LP002036,Male,Yes,0,1,0.0,2058,2134.0,88.0,360.0,0,Urban,1.0
|
||||
LP002043,Female,No,1,1,0.0,3541,0.0,112.0,360.0,0,Semiurban,1.0
|
||||
LP002050,Male,Yes,1,1,1.0,10000,0.0,155.0,360.0,1,Rural,0.0
|
||||
LP002051,Male,Yes,0,1,0.0,2400,2167.0,115.0,360.0,1,Semiurban,1.0
|
||||
LP002053,Male,Yes,3+,1,0.0,4342,189.0,124.0,360.0,1,Semiurban,1.0
|
||||
LP002054,Male,Yes,2,0,0.0,3601,1590.0,0.0,360.0,1,Rural,1.0
|
||||
LP002055,Female,No,0,1,0.0,3166,2985.0,132.0,360.0,0,Rural,1.0
|
||||
LP002065,Male,Yes,3+,1,0.0,15000,0.0,300.0,360.0,1,Rural,1.0
|
||||
LP002067,Male,Yes,1,1,1.0,8666,4983.0,376.0,360.0,0,Rural,0.0
|
||||
LP002068,Male,No,0,1,0.0,4917,0.0,130.0,360.0,0,Rural,1.0
|
||||
LP002082,Male,Yes,0,1,1.0,5818,2160.0,184.0,360.0,1,Semiurban,1.0
|
||||
LP002086,Female,Yes,0,1,0.0,4333,2451.0,110.0,360.0,1,Urban,0.0
|
||||
LP002087,Female,No,0,1,0.0,2500,0.0,67.0,360.0,1,Urban,1.0
|
||||
LP002097,Male,No,1,1,0.0,4384,1793.0,117.0,360.0,1,Urban,1.0
|
||||
LP002098,Male,No,0,1,0.0,2935,0.0,98.0,360.0,1,Semiurban,1.0
|
||||
LP002100,Male,No,,1,0.0,2833,0.0,71.0,360.0,1,Urban,1.0
|
||||
LP002101,Male,Yes,0,1,0.0,63337,0.0,490.0,180.0,1,Urban,1.0
|
||||
LP002103,,Yes,1,1,1.0,9833,1833.0,182.0,180.0,1,Urban,1.0
|
||||
LP002106,Male,Yes,,1,1.0,5503,4490.0,70.0,,1,Semiurban,1.0
|
||||
LP002110,Male,Yes,1,1,0.0,5250,688.0,160.0,360.0,1,Rural,1.0
|
||||
LP002112,Male,Yes,2,1,1.0,2500,4600.0,176.0,360.0,1,Rural,1.0
|
||||
LP002113,Female,No,3+,0,0.0,1830,0.0,0.0,360.0,0,Urban,0.0
|
||||
LP002114,Female,No,0,1,0.0,4160,0.0,71.0,360.0,1,Semiurban,1.0
|
||||
LP002115,Male,Yes,3+,0,0.0,2647,1587.0,173.0,360.0,1,Rural,0.0
|
||||
LP002116,Female,No,0,1,0.0,2378,0.0,46.0,360.0,1,Rural,0.0
|
||||
LP002119,Male,Yes,1,0,0.0,4554,1229.0,158.0,360.0,1,Urban,1.0
|
||||
LP002126,Male,Yes,3+,0,0.0,3173,0.0,74.0,360.0,1,Semiurban,1.0
|
||||
LP002128,Male,Yes,2,1,0.0,2583,2330.0,125.0,360.0,1,Rural,1.0
|
||||
LP002129,Male,Yes,0,1,0.0,2499,2458.0,160.0,360.0,1,Semiurban,1.0
|
||||
LP002130,Male,Yes,,0,0.0,3523,3230.0,152.0,360.0,0,Rural,0.0
|
||||
LP002131,Male,Yes,2,0,0.0,3083,2168.0,126.0,360.0,1,Urban,1.0
|
||||
LP002137,Male,Yes,0,1,0.0,6333,4583.0,259.0,360.0,0,Semiurban,1.0
|
||||
LP002138,Male,Yes,0,1,0.0,2625,6250.0,187.0,360.0,1,Rural,1.0
|
||||
LP002139,Male,Yes,0,1,0.0,9083,0.0,228.0,360.0,1,Semiurban,1.0
|
||||
LP002140,Male,No,0,1,0.0,8750,4167.0,308.0,360.0,1,Rural,0.0
|
||||
LP002141,Male,Yes,3+,1,0.0,2666,2083.0,95.0,360.0,1,Rural,1.0
|
||||
LP002142,Female,Yes,0,1,1.0,5500,0.0,105.0,360.0,0,Rural,0.0
|
||||
LP002143,Female,Yes,0,1,0.0,2423,505.0,130.0,360.0,1,Semiurban,1.0
|
||||
LP002144,Female,No,,1,0.0,3813,0.0,116.0,180.0,1,Urban,1.0
|
||||
LP002149,Male,Yes,2,1,0.0,8333,3167.0,165.0,360.0,1,Rural,1.0
|
||||
LP002151,Male,Yes,1,1,0.0,3875,0.0,67.0,360.0,1,Urban,0.0
|
||||
LP002158,Male,Yes,0,0,0.0,3000,1666.0,100.0,480.0,0,Urban,0.0
|
||||
LP002160,Male,Yes,3+,1,0.0,5167,3167.0,200.0,360.0,1,Semiurban,1.0
|
||||
LP002161,Female,No,1,1,0.0,4723,0.0,81.0,360.0,1,Semiurban,0.0
|
||||
LP002170,Male,Yes,2,1,0.0,5000,3667.0,236.0,360.0,1,Semiurban,1.0
|
||||
LP002175,Male,Yes,0,1,0.0,4750,2333.0,130.0,360.0,1,Urban,1.0
|
||||
LP002178,Male,Yes,0,1,0.0,3013,3033.0,95.0,300.0,0,Urban,1.0
|
||||
LP002180,Male,No,0,1,1.0,6822,0.0,141.0,360.0,1,Rural,1.0
|
||||
LP002181,Male,No,0,0,0.0,6216,0.0,133.0,360.0,1,Rural,0.0
|
||||
LP002187,Male,No,0,1,0.0,2500,0.0,96.0,480.0,1,Semiurban,0.0
|
||||
LP002188,Male,No,0,1,0.0,5124,0.0,124.0,,0,Rural,0.0
|
||||
LP002190,Male,Yes,1,1,0.0,6325,0.0,175.0,360.0,1,Semiurban,1.0
|
||||
LP002191,Male,Yes,0,1,0.0,19730,5266.0,570.0,360.0,1,Rural,0.0
|
||||
LP002194,Female,No,0,1,1.0,15759,0.0,55.0,360.0,1,Semiurban,1.0
|
||||
LP002197,Male,Yes,2,1,0.0,5185,0.0,155.0,360.0,1,Semiurban,1.0
|
||||
LP002201,Male,Yes,2,1,1.0,9323,7873.0,380.0,300.0,1,Rural,1.0
|
||||
LP002205,Male,No,1,1,0.0,3062,1987.0,111.0,180.0,0,Urban,0.0
|
||||
LP002209,Female,No,0,1,0.0,2764,1459.0,110.0,360.0,1,Urban,1.0
|
||||
LP002211,Male,Yes,0,1,0.0,4817,923.0,120.0,180.0,1,Urban,1.0
|
||||
LP002219,Male,Yes,3+,1,0.0,8750,4996.0,130.0,360.0,1,Rural,1.0
|
||||
LP002223,Male,Yes,0,1,0.0,4310,0.0,130.0,360.0,0,Semiurban,1.0
|
||||
LP002224,Male,No,0,1,0.0,3069,0.0,71.0,480.0,1,Urban,0.0
|
||||
LP002225,Male,Yes,2,1,0.0,5391,0.0,130.0,360.0,1,Urban,1.0
|
||||
LP002226,Male,Yes,0,1,0.0,3333,2500.0,128.0,360.0,1,Semiurban,1.0
|
||||
LP002229,Male,No,0,1,0.0,5941,4232.0,296.0,360.0,1,Semiurban,1.0
|
||||
LP002231,Female,No,0,1,0.0,6000,0.0,156.0,360.0,1,Urban,1.0
|
||||
LP002234,Male,No,0,1,1.0,7167,0.0,128.0,360.0,1,Urban,1.0
|
||||
LP002236,Male,Yes,2,1,0.0,4566,0.0,100.0,360.0,1,Urban,0.0
|
||||
LP002237,Male,No,1,1,0.0,3667,0.0,113.0,180.0,1,Urban,1.0
|
||||
LP002239,Male,No,0,0,0.0,2346,1600.0,132.0,360.0,1,Semiurban,1.0
|
||||
LP002243,Male,Yes,0,0,0.0,3010,3136.0,0.0,360.0,0,Urban,0.0
|
||||
LP002244,Male,Yes,0,1,0.0,2333,2417.0,136.0,360.0,1,Urban,1.0
|
||||
LP002250,Male,Yes,0,1,0.0,5488,0.0,125.0,360.0,1,Rural,1.0
|
||||
LP002255,Male,No,3+,1,0.0,9167,0.0,185.0,360.0,1,Rural,1.0
|
||||
LP002262,Male,Yes,3+,1,0.0,9504,0.0,275.0,360.0,1,Rural,1.0
|
||||
LP002263,Male,Yes,0,1,0.0,2583,2115.0,120.0,360.0,0,Urban,1.0
|
||||
LP002265,Male,Yes,2,0,0.0,1993,1625.0,113.0,180.0,1,Semiurban,1.0
|
||||
LP002266,Male,Yes,2,1,0.0,3100,1400.0,113.0,360.0,1,Urban,1.0
|
||||
LP002272,Male,Yes,2,1,0.0,3276,484.0,135.0,360.0,0,Semiurban,1.0
|
||||
LP002277,Female,No,0,1,0.0,3180,0.0,71.0,360.0,0,Urban,0.0
|
||||
LP002281,Male,Yes,0,1,0.0,3033,1459.0,95.0,360.0,1,Urban,1.0
|
||||
LP002284,Male,No,0,0,0.0,3902,1666.0,109.0,360.0,1,Rural,1.0
|
||||
LP002287,Female,No,0,1,0.0,1500,1800.0,103.0,360.0,0,Semiurban,0.0
|
||||
LP002288,Male,Yes,2,0,0.0,2889,0.0,45.0,180.0,0,Urban,0.0
|
||||
LP002296,Male,No,0,0,0.0,2755,0.0,65.0,300.0,1,Rural,0.0
|
||||
LP002297,Male,No,0,1,0.0,2500,20000.0,103.0,360.0,1,Semiurban,1.0
|
||||
LP002300,Female,No,0,0,0.0,1963,0.0,53.0,360.0,1,Semiurban,1.0
|
||||
LP002301,Female,No,0,1,1.0,7441,0.0,194.0,360.0,1,Rural,0.0
|
||||
LP002305,Female,No,0,1,0.0,4547,0.0,115.0,360.0,1,Semiurban,1.0
|
||||
LP002308,Male,Yes,0,0,0.0,2167,2400.0,115.0,360.0,1,Urban,1.0
|
||||
LP002314,Female,No,0,0,0.0,2213,0.0,66.0,360.0,1,Rural,1.0
|
||||
LP002315,Male,Yes,1,1,0.0,8300,0.0,152.0,300.0,0,Semiurban,0.0
|
||||
LP002317,Male,Yes,3+,1,0.0,81000,0.0,360.0,360.0,0,Rural,0.0
|
||||
LP002318,Female,No,1,0,1.0,3867,0.0,62.0,360.0,1,Semiurban,0.0
|
||||
LP002319,Male,Yes,0,1,0.0,6256,0.0,160.0,360.0,0,Urban,1.0
|
||||
LP002328,Male,Yes,0,0,0.0,6096,0.0,218.0,360.0,0,Rural,0.0
|
||||
LP002332,Male,Yes,0,0,0.0,2253,2033.0,110.0,360.0,1,Rural,1.0
|
||||
LP002335,Female,Yes,0,0,0.0,2149,3237.0,178.0,360.0,0,Semiurban,0.0
|
||||
LP002337,Female,No,0,1,0.0,2995,0.0,60.0,360.0,1,Urban,1.0
|
||||
LP002341,Female,No,1,1,0.0,2600,0.0,160.0,360.0,1,Urban,0.0
|
||||
LP002342,Male,Yes,2,1,1.0,1600,20000.0,239.0,360.0,1,Urban,0.0
|
||||
LP002345,Male,Yes,0,1,0.0,1025,2773.0,112.0,360.0,1,Rural,1.0
|
||||
LP002347,Male,Yes,0,1,0.0,3246,1417.0,138.0,360.0,1,Semiurban,1.0
|
||||
LP002348,Male,Yes,0,1,0.0,5829,0.0,138.0,360.0,1,Rural,1.0
|
||||
LP002357,Female,No,0,0,0.0,2720,0.0,80.0,,0,Urban,0.0
|
||||
LP002361,Male,Yes,0,1,0.0,1820,1719.0,100.0,360.0,1,Urban,1.0
|
||||
LP002362,Male,Yes,1,1,0.0,7250,1667.0,110.0,,0,Urban,0.0
|
||||
LP002364,Male,Yes,0,1,0.0,14880,0.0,96.0,360.0,1,Semiurban,1.0
|
||||
LP002366,Male,Yes,0,1,0.0,2666,4300.0,121.0,360.0,1,Rural,1.0
|
||||
LP002367,Female,No,1,0,0.0,4606,0.0,81.0,360.0,1,Rural,0.0
|
||||
LP002368,Male,Yes,2,1,0.0,5935,0.0,133.0,360.0,1,Semiurban,1.0
|
||||
LP002369,Male,Yes,0,1,0.0,2920,16.12000084,87.0,360.0,1,Rural,1.0
|
||||
LP002370,Male,No,0,0,0.0,2717,0.0,60.0,180.0,1,Urban,1.0
|
||||
LP002377,Female,No,1,1,1.0,8624,0.0,150.0,360.0,1,Semiurban,1.0
|
||||
LP002379,Male,No,0,1,0.0,6500,0.0,105.0,360.0,0,Rural,0.0
|
||||
LP002386,Male,No,0,1,0.0,12876,0.0,405.0,360.0,1,Semiurban,1.0
|
||||
LP002387,Male,Yes,0,1,0.0,2425,2340.0,143.0,360.0,1,Semiurban,1.0
|
||||
LP002390,Male,No,0,1,0.0,3750,0.0,100.0,360.0,1,Urban,1.0
|
||||
LP002393,Female,,,1,0.0,10047,0.0,0.0,240.0,1,Semiurban,1.0
|
||||
LP002398,Male,No,0,1,0.0,1926,1851.0,50.0,360.0,1,Semiurban,1.0
|
||||
LP002401,Male,Yes,0,1,0.0,2213,1125.0,0.0,360.0,1,Urban,1.0
|
||||
LP002403,Male,No,0,1,1.0,10416,0.0,187.0,360.0,0,Urban,0.0
|
||||
LP002407,Female,Yes,0,0,1.0,7142,0.0,138.0,360.0,1,Rural,1.0
|
||||
LP002408,Male,No,0,1,0.0,3660,5064.0,187.0,360.0,1,Semiurban,1.0
|
||||
LP002409,Male,Yes,0,1,0.0,7901,1833.0,180.0,360.0,1,Rural,1.0
|
||||
LP002418,Male,No,3+,0,0.0,4707,1993.0,148.0,360.0,1,Semiurban,1.0
|
||||
LP002422,Male,No,1,1,0.0,37719,0.0,152.0,360.0,1,Semiurban,1.0
|
||||
LP002424,Male,Yes,0,1,0.0,7333,8333.0,175.0,300.0,0,Rural,1.0
|
||||
LP002429,Male,Yes,1,1,1.0,3466,1210.0,130.0,360.0,1,Rural,1.0
|
||||
LP002434,Male,Yes,2,0,0.0,4652,0.0,110.0,360.0,1,Rural,1.0
|
||||
LP002435,Male,Yes,0,1,0.0,3539,1376.0,55.0,360.0,1,Rural,0.0
|
||||
LP002443,Male,Yes,2,1,0.0,3340,1710.0,150.0,360.0,0,Rural,0.0
|
||||
LP002444,Male,No,1,0,1.0,2769,1542.0,190.0,360.0,0,Semiurban,0.0
|
||||
LP002446,Male,Yes,2,0,0.0,2309,1255.0,125.0,360.0,0,Rural,0.0
|
||||
LP002447,Male,Yes,2,0,0.0,1958,1456.0,60.0,300.0,0,Urban,1.0
|
||||
LP002448,Male,Yes,0,1,0.0,3948,1733.0,149.0,360.0,0,Rural,0.0
|
||||
LP002449,Male,Yes,0,1,0.0,2483,2466.0,90.0,180.0,0,Rural,1.0
|
||||
LP002453,Male,No,0,1,1.0,7085,0.0,84.0,360.0,1,Semiurban,1.0
|
||||
LP002455,Male,Yes,2,1,0.0,3859,0.0,96.0,360.0,1,Semiurban,1.0
|
||||
LP002459,Male,Yes,0,1,0.0,4301,0.0,118.0,360.0,1,Urban,1.0
|
||||
LP002467,Male,Yes,0,1,0.0,3708,2569.0,173.0,360.0,1,Urban,0.0
|
||||
LP002472,Male,No,2,1,0.0,4354,0.0,136.0,360.0,1,Rural,1.0
|
||||
LP002473,Male,Yes,0,1,0.0,8334,0.0,160.0,360.0,1,Semiurban,0.0
|
||||
LP002478,,Yes,0,1,1.0,2083,4083.0,160.0,360.0,0,Semiurban,1.0
|
||||
LP002484,Male,Yes,3+,1,0.0,7740,0.0,128.0,180.0,1,Urban,1.0
|
||||
LP002487,Male,Yes,0,1,0.0,3015,2188.0,153.0,360.0,1,Rural,1.0
|
||||
LP002489,Female,No,1,0,0.0,5191,0.0,132.0,360.0,1,Semiurban,1.0
|
||||
LP002493,Male,No,0,1,0.0,4166,0.0,98.0,360.0,0,Semiurban,0.0
|
||||
LP002494,Male,No,0,1,0.0,6000,0.0,140.0,360.0,1,Rural,1.0
|
||||
LP002500,Male,Yes,3+,0,0.0,2947,1664.0,70.0,180.0,0,Urban,0.0
|
||||
LP002501,,Yes,0,1,0.0,16692,0.0,110.0,360.0,1,Semiurban,1.0
|
||||
LP002502,Female,Yes,2,0,0.0,210,2917.0,98.0,360.0,1,Semiurban,1.0
|
||||
LP002505,Male,Yes,0,1,0.0,4333,2451.0,110.0,360.0,1,Urban,0.0
|
||||
LP002515,Male,Yes,1,1,1.0,3450,2079.0,162.0,360.0,1,Semiurban,1.0
|
||||
LP002517,Male,Yes,1,0,0.0,2653,1500.0,113.0,180.0,0,Rural,0.0
|
||||
LP002519,Male,Yes,3+,1,0.0,4691,0.0,100.0,360.0,1,Semiurban,1.0
|
||||
LP002522,Female,No,0,1,1.0,2500,0.0,93.0,360.0,0,Urban,1.0
|
||||
LP002524,Male,No,2,1,0.0,5532,4648.0,162.0,360.0,1,Rural,1.0
|
||||
LP002527,Male,Yes,2,1,1.0,16525,1014.0,150.0,360.0,1,Rural,1.0
|
||||
LP002529,Male,Yes,2,1,0.0,6700,1750.0,230.0,300.0,1,Semiurban,1.0
|
||||
LP002530,,Yes,2,1,0.0,2873,1872.0,132.0,360.0,0,Semiurban,0.0
|
||||
LP002531,Male,Yes,1,1,1.0,16667,2250.0,86.0,360.0,1,Semiurban,1.0
|
||||
LP002533,Male,Yes,2,1,0.0,2947,1603.0,0.0,360.0,1,Urban,0.0
|
||||
LP002534,Female,No,0,0,0.0,4350,0.0,154.0,360.0,1,Rural,1.0
|
||||
LP002536,Male,Yes,3+,0,0.0,3095,0.0,113.0,360.0,1,Rural,1.0
|
||||
LP002537,Male,Yes,0,1,0.0,2083,3150.0,128.0,360.0,1,Semiurban,1.0
|
||||
LP002541,Male,Yes,0,1,0.0,10833,0.0,234.0,360.0,1,Semiurban,1.0
|
||||
LP002543,Male,Yes,2,1,0.0,8333,0.0,246.0,360.0,1,Semiurban,1.0
|
||||
LP002544,Male,Yes,1,0,0.0,1958,2436.0,131.0,360.0,1,Rural,1.0
|
||||
LP002545,Male,No,2,1,0.0,3547,0.0,80.0,360.0,0,Rural,0.0
|
||||
LP002547,Male,Yes,1,1,0.0,18333,0.0,500.0,360.0,1,Urban,0.0
|
||||
LP002555,Male,Yes,2,1,1.0,4583,2083.0,160.0,360.0,1,Semiurban,1.0
|
||||
LP002556,Male,No,0,1,0.0,2435,0.0,75.0,360.0,1,Urban,0.0
|
||||
LP002560,Male,No,0,0,0.0,2699,2785.0,96.0,360.0,0,Semiurban,1.0
|
||||
LP002562,Male,Yes,1,0,0.0,5333,1131.0,186.0,360.0,0,Urban,1.0
|
||||
LP002571,Male,No,0,0,0.0,3691,0.0,110.0,360.0,1,Rural,1.0
|
||||
LP002582,Female,No,0,0,1.0,17263,0.0,225.0,360.0,1,Semiurban,1.0
|
||||
LP002585,Male,Yes,0,1,0.0,3597,2157.0,119.0,360.0,0,Rural,0.0
|
||||
LP002586,Female,Yes,1,1,0.0,3326,913.0,105.0,84.0,1,Semiurban,1.0
|
||||
LP002587,Male,Yes,0,0,0.0,2600,1700.0,107.0,360.0,1,Rural,1.0
|
||||
LP002588,Male,Yes,0,1,0.0,4625,2857.0,111.0,12.0,0,Urban,1.0
|
||||
LP002600,Male,Yes,1,1,1.0,2895,0.0,95.0,360.0,1,Semiurban,1.0
|
||||
LP002602,Male,No,0,1,0.0,6283,4416.0,209.0,360.0,0,Rural,0.0
|
||||
LP002603,Female,No,0,1,0.0,645,3683.0,113.0,480.0,1,Rural,1.0
|
||||
LP002606,Female,No,0,1,0.0,3159,0.0,100.0,360.0,1,Semiurban,1.0
|
||||
LP002615,Male,Yes,2,1,0.0,4865,5624.0,208.0,360.0,1,Semiurban,1.0
|
||||
LP002618,Male,Yes,1,0,0.0,4050,5302.0,138.0,360.0,0,Rural,0.0
|
||||
LP002619,Male,Yes,0,0,0.0,3814,1483.0,124.0,300.0,1,Semiurban,1.0
|
||||
LP002622,Male,Yes,2,1,0.0,3510,4416.0,243.0,360.0,1,Rural,1.0
|
||||
LP002624,Male,Yes,0,1,0.0,20833,6667.0,480.0,360.0,0,Urban,1.0
|
||||
LP002625,,No,0,1,0.0,3583,0.0,96.0,360.0,1,Urban,0.0
|
||||
LP002626,Male,Yes,0,1,1.0,2479,3013.0,188.0,360.0,1,Urban,1.0
|
||||
LP002634,Female,No,1,1,0.0,13262,0.0,40.0,360.0,1,Urban,1.0
|
||||
LP002637,Male,No,0,0,0.0,3598,1287.0,100.0,360.0,1,Rural,0.0
|
||||
LP002640,Male,Yes,1,1,0.0,6065,2004.0,250.0,360.0,1,Semiurban,1.0
|
||||
LP002643,Male,Yes,2,1,0.0,3283,2035.0,148.0,360.0,1,Urban,1.0
|
||||
LP002648,Male,Yes,0,1,0.0,2130,6666.0,70.0,180.0,1,Semiurban,0.0
|
||||
LP002652,Male,No,0,1,0.0,5815,3666.0,311.0,360.0,1,Rural,0.0
|
||||
LP002659,Male,Yes,3+,1,0.0,3466,3428.0,150.0,360.0,1,Rural,1.0
|
||||
LP002670,Female,Yes,2,1,0.0,2031,1632.0,113.0,480.0,1,Semiurban,1.0
|
||||
LP002682,Male,Yes,,0,0.0,3074,1800.0,123.0,360.0,0,Semiurban,0.0
|
||||
LP002683,Male,No,0,1,0.0,4683,1915.0,185.0,360.0,1,Semiurban,0.0
|
||||
LP002684,Female,No,0,0,0.0,3400,0.0,95.0,360.0,1,Rural,0.0
|
||||
LP002689,Male,Yes,2,0,0.0,2192,1742.0,45.0,360.0,1,Semiurban,1.0
|
||||
LP002690,Male,No,0,1,0.0,2500,0.0,55.0,360.0,1,Semiurban,1.0
|
||||
LP002692,Male,Yes,3+,1,1.0,5677,1424.0,100.0,360.0,1,Rural,1.0
|
||||
LP002693,Male,Yes,2,1,1.0,7948,7166.0,480.0,360.0,1,Rural,1.0
|
||||
LP002697,Male,No,0,1,0.0,4680,2087.0,0.0,360.0,1,Semiurban,0.0
|
||||
LP002699,Male,Yes,2,1,1.0,17500,0.0,400.0,360.0,1,Rural,1.0
|
||||
LP002705,Male,Yes,0,1,0.0,3775,0.0,110.0,360.0,1,Semiurban,1.0
|
||||
LP002706,Male,Yes,1,0,0.0,5285,1430.0,161.0,360.0,0,Semiurban,1.0
|
||||
LP002714,Male,No,1,0,0.0,2679,1302.0,94.0,360.0,1,Semiurban,1.0
|
||||
LP002716,Male,No,0,0,0.0,6783,0.0,130.0,360.0,1,Semiurban,1.0
|
||||
LP002717,Male,Yes,0,1,0.0,1025,5500.0,216.0,360.0,0,Rural,1.0
|
||||
LP002720,Male,Yes,3+,1,0.0,4281,0.0,100.0,360.0,1,Urban,1.0
|
||||
LP002723,Male,No,2,1,0.0,3588,0.0,110.0,360.0,0,Rural,0.0
|
||||
LP002729,Male,No,1,1,0.0,11250,0.0,196.0,360.0,0,Semiurban,0.0
|
||||
LP002731,Female,No,0,0,1.0,18165,0.0,125.0,360.0,1,Urban,1.0
|
||||
LP002732,Male,No,0,0,0.0,2550,2042.0,126.0,360.0,1,Rural,1.0
|
||||
LP002734,Male,Yes,0,1,0.0,6133,3906.0,324.0,360.0,1,Urban,1.0
|
||||
LP002738,Male,No,2,1,0.0,3617,0.0,107.0,360.0,1,Semiurban,1.0
|
||||
LP002739,Male,Yes,0,0,0.0,2917,536.0,66.0,360.0,1,Rural,0.0
|
||||
LP002740,Male,Yes,3+,1,0.0,6417,0.0,157.0,180.0,1,Rural,1.0
|
||||
LP002741,Female,Yes,1,1,0.0,4608,2845.0,140.0,180.0,1,Semiurban,1.0
|
||||
LP002743,Female,No,0,1,0.0,2138,0.0,99.0,360.0,0,Semiurban,0.0
|
||||
LP002753,Female,No,1,1,0.0,3652,0.0,95.0,360.0,1,Semiurban,1.0
|
||||
LP002755,Male,Yes,1,0,0.0,2239,2524.0,128.0,360.0,1,Urban,1.0
|
||||
LP002757,Female,Yes,0,0,0.0,3017,663.0,102.0,360.0,0,Semiurban,1.0
|
||||
LP002767,Male,Yes,0,1,0.0,2768,1950.0,155.0,360.0,1,Rural,1.0
|
||||
LP002768,Male,No,0,0,0.0,3358,0.0,80.0,36.0,1,Semiurban,0.0
|
||||
LP002772,Male,No,0,1,0.0,2526,1783.0,145.0,360.0,1,Rural,1.0
|
||||
LP002776,Female,No,0,1,0.0,5000,0.0,103.0,360.0,0,Semiurban,0.0
|
||||
LP002777,Male,Yes,0,1,0.0,2785,2016.0,110.0,360.0,1,Rural,1.0
|
||||
LP002778,Male,Yes,2,1,1.0,6633,0.0,0.0,360.0,0,Rural,0.0
|
||||
LP002784,Male,Yes,1,0,0.0,2492,2375.0,0.0,360.0,1,Rural,1.0
|
||||
LP002785,Male,Yes,1,1,0.0,3333,3250.0,158.0,360.0,1,Urban,1.0
|
||||
LP002788,Male,Yes,0,0,0.0,2454,2333.0,181.0,360.0,0,Urban,0.0
|
||||
LP002789,Male,Yes,0,1,0.0,3593,4266.0,132.0,180.0,0,Rural,0.0
|
||||
LP002792,Male,Yes,1,1,0.0,5468,1032.0,26.0,360.0,1,Semiurban,1.0
|
||||
LP002794,Female,No,0,1,0.0,2667,1625.0,84.0,360.0,0,Urban,1.0
|
||||
LP002795,Male,Yes,3+,1,1.0,10139,0.0,260.0,360.0,1,Semiurban,1.0
|
||||
LP002798,Male,Yes,0,1,0.0,3887,2669.0,162.0,360.0,1,Semiurban,1.0
|
||||
LP002804,Female,Yes,0,1,0.0,4180,2306.0,182.0,360.0,1,Semiurban,1.0
|
||||
LP002807,Male,Yes,2,0,0.0,3675,242.0,108.0,360.0,1,Semiurban,1.0
|
||||
LP002813,Female,Yes,1,1,1.0,19484,0.0,600.0,360.0,1,Semiurban,1.0
|
||||
LP002820,Male,Yes,0,1,0.0,5923,2054.0,211.0,360.0,1,Rural,1.0
|
||||
LP002821,Male,No,0,0,1.0,5800,0.0,132.0,360.0,1,Semiurban,1.0
|
||||
LP002832,Male,Yes,2,1,0.0,8799,0.0,258.0,360.0,0,Urban,0.0
|
||||
LP002833,Male,Yes,0,0,0.0,4467,0.0,120.0,360.0,0,Rural,1.0
|
||||
LP002836,Male,No,0,1,0.0,3333,0.0,70.0,360.0,1,Urban,1.0
|
||||
LP002837,Male,Yes,3+,1,0.0,3400,2500.0,123.0,360.0,0,Rural,0.0
|
||||
LP002840,Female,No,0,1,0.0,2378,0.0,9.0,360.0,1,Urban,0.0
|
||||
LP002841,Male,Yes,0,1,0.0,3166,2064.0,104.0,360.0,0,Urban,0.0
|
||||
LP002842,Male,Yes,1,1,0.0,3417,1750.0,186.0,360.0,1,Urban,1.0
|
||||
LP002847,Male,Yes,,1,0.0,5116,1451.0,165.0,360.0,0,Urban,0.0
|
||||
LP002855,Male,Yes,2,1,0.0,16666,0.0,275.0,360.0,1,Urban,1.0
|
||||
LP002862,Male,Yes,2,0,0.0,6125,1625.0,187.0,480.0,1,Semiurban,0.0
|
||||
LP002863,Male,Yes,3+,1,0.0,6406,0.0,150.0,360.0,1,Semiurban,0.0
|
||||
LP002868,Male,Yes,2,1,0.0,3159,461.0,108.0,84.0,1,Urban,1.0
|
||||
LP002872,,Yes,0,1,0.0,3087,2210.0,136.0,360.0,0,Semiurban,0.0
|
||||
LP002874,Male,No,0,1,0.0,3229,2739.0,110.0,360.0,1,Urban,1.0
|
||||
LP002877,Male,Yes,1,1,0.0,1782,2232.0,107.0,360.0,1,Rural,1.0
|
||||
LP002888,Male,No,0,1,0.0,3182,2917.0,161.0,360.0,1,Urban,1.0
|
||||
LP002892,Male,Yes,2,1,0.0,6540,0.0,205.0,360.0,1,Semiurban,1.0
|
||||
LP002893,Male,No,0,1,0.0,1836,33837.0,90.0,360.0,1,Urban,0.0
|
||||
LP002894,Female,Yes,0,1,0.0,3166,0.0,36.0,360.0,1,Semiurban,1.0
|
||||
LP002898,Male,Yes,1,1,0.0,1880,0.0,61.0,360.0,0,Rural,0.0
|
||||
LP002911,Male,Yes,1,1,0.0,2787,1917.0,146.0,360.0,0,Rural,0.0
|
||||
LP002912,Male,Yes,1,1,0.0,4283,3000.0,172.0,84.0,1,Rural,0.0
|
||||
LP002916,Male,Yes,0,1,0.0,2297,1522.0,104.0,360.0,1,Urban,1.0
|
||||
LP002917,Female,No,0,0,0.0,2165,0.0,70.0,360.0,1,Semiurban,1.0
|
||||
LP002925,,No,0,1,0.0,4750,0.0,94.0,360.0,1,Semiurban,1.0
|
||||
LP002926,Male,Yes,2,1,1.0,2726,0.0,106.0,360.0,0,Semiurban,0.0
|
||||
LP002928,Male,Yes,0,1,0.0,3000,3416.0,56.0,180.0,1,Semiurban,1.0
|
||||
LP002931,Male,Yes,2,1,1.0,6000,0.0,205.0,240.0,1,Semiurban,0.0
|
||||
LP002933,,No,3+,1,1.0,9357,0.0,292.0,360.0,1,Semiurban,1.0
|
||||
LP002936,Male,Yes,0,1,0.0,3859,3300.0,142.0,180.0,1,Rural,1.0
|
||||
LP002938,Male,Yes,0,1,1.0,16120,0.0,260.0,360.0,1,Urban,1.0
|
||||
LP002940,Male,No,0,0,0.0,3833,0.0,110.0,360.0,1,Rural,1.0
|
||||
LP002941,Male,Yes,2,0,1.0,6383,1000.0,187.0,360.0,1,Rural,0.0
|
||||
LP002943,Male,No,,1,0.0,2987,0.0,88.0,360.0,0,Semiurban,0.0
|
||||
LP002945,Male,Yes,0,1,1.0,9963,0.0,180.0,360.0,1,Rural,1.0
|
||||
LP002948,Male,Yes,2,1,0.0,5780,0.0,192.0,360.0,1,Urban,1.0
|
||||
LP002949,Female,No,3+,1,0.0,416,41667.0,350.0,180.0,0,Urban,0.0
|
||||
LP002950,Male,Yes,0,0,0.0,2894,2792.0,155.0,360.0,1,Rural,1.0
|
||||
LP002953,Male,Yes,3+,1,0.0,5703,0.0,128.0,360.0,1,Urban,1.0
|
||||
LP002958,Male,No,0,1,0.0,3676,4301.0,172.0,360.0,1,Rural,1.0
|
||||
LP002959,Female,Yes,1,1,0.0,12000,0.0,496.0,360.0,1,Semiurban,1.0
|
||||
LP002960,Male,Yes,0,0,0.0,2400,3800.0,0.0,180.0,1,Urban,0.0
|
||||
LP002961,Male,Yes,1,1,0.0,3400,2500.0,173.0,360.0,1,Semiurban,1.0
|
||||
LP002964,Male,Yes,2,0,0.0,3987,1411.0,157.0,360.0,1,Rural,1.0
|
||||
LP002974,Male,Yes,0,1,0.0,3232,1950.0,108.0,360.0,1,Rural,1.0
|
||||
LP002978,Female,No,0,1,0.0,2900,0.0,71.0,360.0,1,Rural,1.0
|
||||
LP002979,Male,Yes,3+,1,0.0,4106,0.0,40.0,180.0,1,Rural,1.0
|
||||
LP002983,Male,Yes,1,1,0.0,8072,240.0,253.0,360.0,1,Urban,1.0
|
||||
LP002984,Male,Yes,2,1,0.0,7583,0.0,187.0,360.0,1,Urban,1.0
|
||||
LP002990,Female,No,0,1,1.0,4583,0.0,133.0,360.0,0,Semiurban,0.0
|
||||
|
BIN
abanin_daniil_lab_4/result.png
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abanin_daniil_lab_4/result.png
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|
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38
abanin_daniil_lab_5/README.md
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38
abanin_daniil_lab_5/README.md
Normal file
@@ -0,0 +1,38 @@
|
||||
## Лабораторная работа №5
|
||||
|
||||
### Ранжирование признаков
|
||||
|
||||
## ПИбд-41 Абанин Даниил
|
||||
|
||||
### Как запустить лабораторную работу:
|
||||
|
||||
* установить python, pandas, matplotlib, sklearn
|
||||
* запустить проект (стартовая точка lab4)
|
||||
|
||||
### Какие технологии использовались:
|
||||
|
||||
* Язык программирования `Python`, библиотеки pandas, matplotlib, sklearn
|
||||
* Среда разработки `PyCharm`
|
||||
|
||||
### Что делает лабораторная работа:
|
||||
Программа решает задачу регрессии, используя полиномиальную регрессию.
|
||||
Цель - предсказать сумму займа (LoanAmount), используя имеющиеся признаки: ApplicantIncome - доход заявителя, Credit_History - статус соответствия кредитной истории стандартам банка,
|
||||
Education - наличие образования, Married - заявитель женат/замужем (Да/Нет), Self_Employed - самозанятый (Да/Нет)
|
||||
|
||||
### Тест
|
||||
Зелёные маркеры на графике - тестовые результаты
|
||||
Красные маркеры на графике - предсказанные результаты
|
||||
|
||||
При небольшом объёме тестовых данных, алгоритм показывает неплохие результаты обучения
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
Но при увеличении объёма данных, алгоритм теряет свою эффективность
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
Вывод: На малых объёмах данных алгоритм показывает свою эффективность. Но при большем объём стоит использовать другие методы для данного набора информации
|
||||
BIN
abanin_daniil_lab_5/grade_1.png
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BIN
abanin_daniil_lab_5/grade_1.png
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|
After Width: | Height: | Size: 13 KiB |
BIN
abanin_daniil_lab_5/grade_2.png
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abanin_daniil_lab_5/grade_2.png
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|
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33
abanin_daniil_lab_5/lab5.py
Normal file
33
abanin_daniil_lab_5/lab5.py
Normal file
@@ -0,0 +1,33 @@
|
||||
from matplotlib import pyplot as plt
|
||||
from sklearn import metrics
|
||||
from sklearn.linear_model import LinearRegression
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.preprocessing import PolynomialFeatures
|
||||
from sklearn.pipeline import Pipeline
|
||||
import pandas as pd
|
||||
|
||||
|
||||
def start():
|
||||
data = pd.read_csv('loan.csv')
|
||||
x = data[['ApplicantIncome', 'Credit_History', 'Education', 'Married', 'Self_Employed']]
|
||||
y = data[['LoanAmount']]
|
||||
|
||||
x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.1, random_state=42)
|
||||
|
||||
poly = Pipeline([('poly', PolynomialFeatures(degree=3)),
|
||||
('linear', LinearRegression())])
|
||||
poly.fit(x_train, y_train)
|
||||
|
||||
y_predicted = poly.predict(x_test)
|
||||
|
||||
print('Оценка обучения:')
|
||||
print(metrics.r2_score(y_test, y_predicted))
|
||||
|
||||
plt.figure(1, figsize=(16, 9))
|
||||
plt.title('Сравнение результатов обучения')
|
||||
plt.scatter(x=[i for i in range(len(x_test))], y=y_test, c='green', s=5)
|
||||
plt.scatter(x=[i for i in range(len(x_test))], y=y_predicted, c='red', s=5)
|
||||
plt.show()
|
||||
|
||||
|
||||
start()
|
||||
615
abanin_daniil_lab_5/loan.csv
Normal file
615
abanin_daniil_lab_5/loan.csv
Normal file
@@ -0,0 +1,615 @@
|
||||
Loan_ID,Gender,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status
|
||||
LP001002,Male,0.0,0,1,0.0,5849,0.0,360.0,1.0,0,Y,0.0
|
||||
LP001003,Male,1.0,1,1,0.0,4583,1508.0,128.0,360.0,1,Rural,0.0
|
||||
LP001005,Male,1.0,0,1,1.0,3000,0.0,66.0,360.0,1,Urban,1.0
|
||||
LP001006,Male,1.0,0,0,0.0,2583,2358.0,120.0,360.0,1,Urban,1.0
|
||||
LP001008,Male,0.0,0,1,0.0,6000,0.0,141.0,360.0,1,Urban,1.0
|
||||
LP001011,Male,1.0,2,1,1.0,5417,4196.0,267.0,360.0,1,Urban,1.0
|
||||
LP001013,Male,1.0,0,0,0.0,2333,1516.0,95.0,360.0,1,Urban,1.0
|
||||
LP001014,Male,1.0,3+,1,0.0,3036,2504.0,158.0,360.0,0,Semiurban,0.0
|
||||
LP001018,Male,1.0,2,1,0.0,4006,1526.0,168.0,360.0,1,Urban,1.0
|
||||
LP001020,Male,1.0,1,1,0.0,12841,10968.0,349.0,360.0,1,Semiurban,0.0
|
||||
LP001024,Male,1.0,2,1,0.0,3200,700.0,70.0,360.0,1,Urban,1.0
|
||||
LP001027,Male,1.0,2,1,0.0,2500,1840.0,109.0,360.0,1,Urban,1.0
|
||||
LP001028,Male,1.0,2,1,0.0,3073,8106.0,200.0,360.0,1,Urban,1.0
|
||||
LP001029,Male,0.0,0,1,0.0,1853,2840.0,114.0,360.0,1,Rural,0.0
|
||||
LP001030,Male,1.0,2,1,0.0,1299,1086.0,17.0,120.0,1,Urban,1.0
|
||||
LP001032,Male,0.0,0,1,0.0,4950,0.0,125.0,360.0,1,Urban,1.0
|
||||
LP001034,Male,0.0,1,0,0.0,3596,0.0,100.0,240.0,0,Urban,1.0
|
||||
LP001036,Female,0.0,0,1,0.0,3510,0.0,76.0,360.0,0,Urban,0.0
|
||||
LP001038,Male,1.0,0,0,0.0,4887,0.0,133.0,360.0,1,Rural,0.0
|
||||
LP001041,Male,1.0,0,1,0.0,2600,3500.0,115.0,,1,Urban,1.0
|
||||
LP001043,Male,1.0,0,0,0.0,7660,0.0,104.0,360.0,0,Urban,0.0
|
||||
LP001046,Male,1.0,1,1,0.0,5955,5625.0,315.0,360.0,1,Urban,1.0
|
||||
LP001047,Male,1.0,0,0,0.0,2600,1911.0,116.0,360.0,0,Semiurban,0.0
|
||||
LP001050,,1.0,2,0,0.0,3365,1917.0,112.0,360.0,0,Rural,0.0
|
||||
LP001052,Male,1.0,1,1,0.0,3717,2925.0,151.0,360.0,0,Semiurban,0.0
|
||||
LP001066,Male,1.0,0,1,1.0,9560,0.0,191.0,360.0,1,Semiurban,1.0
|
||||
LP001068,Male,1.0,0,1,0.0,2799,2253.0,122.0,360.0,1,Semiurban,1.0
|
||||
LP001073,Male,1.0,2,0,0.0,4226,1040.0,110.0,360.0,1,Urban,1.0
|
||||
LP001086,Male,0.0,0,0,0.0,1442,0.0,35.0,360.0,1,Urban,0.0
|
||||
LP001087,Female,0.0,2,1,0.0,3750,2083.0,120.0,360.0,1,Semiurban,1.0
|
||||
LP001091,Male,1.0,1,1,0.0,4166,3369.0,201.0,360.0,0,Urban,0.0
|
||||
LP001095,Male,0.0,0,1,0.0,3167,0.0,74.0,360.0,1,Urban,0.0
|
||||
LP001097,Male,0.0,1,1,1.0,4692,0.0,106.0,360.0,1,Rural,0.0
|
||||
LP001098,Male,1.0,0,1,0.0,3500,1667.0,114.0,360.0,1,Semiurban,1.0
|
||||
LP001100,Male,0.0,3+,1,0.0,12500,3000.0,320.0,360.0,1,Rural,0.0
|
||||
LP001106,Male,1.0,0,1,0.0,2275,2067.0,0.0,360.0,1,Urban,1.0
|
||||
LP001109,Male,1.0,0,1,0.0,1828,1330.0,100.0,,0,Urban,0.0
|
||||
LP001112,Female,1.0,0,1,0.0,3667,1459.0,144.0,360.0,1,Semiurban,1.0
|
||||
LP001114,Male,0.0,0,1,0.0,4166,7210.0,184.0,360.0,1,Urban,1.0
|
||||
LP001116,Male,0.0,0,0,0.0,3748,1668.0,110.0,360.0,1,Semiurban,1.0
|
||||
LP001119,Male,0.0,0,1,0.0,3600,0.0,80.0,360.0,1,Urban,0.0
|
||||
LP001120,Male,0.0,0,1,0.0,1800,1213.0,47.0,360.0,1,Urban,1.0
|
||||
LP001123,Male,1.0,0,1,0.0,2400,0.0,75.0,360.0,0,Urban,1.0
|
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LP001131,Male,1.0,0,1,0.0,3941,2336.0,134.0,360.0,1,Semiurban,1.0
|
||||
LP001136,Male,1.0,0,0,1.0,4695,0.0,96.0,,1,Urban,1.0
|
||||
LP001137,Female,0.0,0,1,0.0,3410,0.0,88.0,,1,Urban,1.0
|
||||
LP001138,Male,1.0,1,1,0.0,5649,0.0,44.0,360.0,1,Urban,1.0
|
||||
LP001144,Male,1.0,0,1,0.0,5821,0.0,144.0,360.0,1,Urban,1.0
|
||||
LP001146,Female,1.0,0,1,0.0,2645,3440.0,120.0,360.0,0,Urban,0.0
|
||||
LP001151,Female,0.0,0,1,0.0,4000,2275.0,144.0,360.0,1,Semiurban,1.0
|
||||
LP001155,Female,1.0,0,0,0.0,1928,1644.0,100.0,360.0,1,Semiurban,1.0
|
||||
LP001157,Female,0.0,0,1,0.0,3086,0.0,120.0,360.0,1,Semiurban,1.0
|
||||
LP001164,Female,0.0,0,1,0.0,4230,0.0,112.0,360.0,1,Semiurban,0.0
|
||||
LP001179,Male,1.0,2,1,0.0,4616,0.0,134.0,360.0,1,Urban,0.0
|
||||
LP001186,Female,1.0,1,1,1.0,11500,0.0,286.0,360.0,0,Urban,0.0
|
||||
LP001194,Male,1.0,2,1,0.0,2708,1167.0,97.0,360.0,1,Semiurban,1.0
|
||||
LP001195,Male,1.0,0,1,0.0,2132,1591.0,96.0,360.0,1,Semiurban,1.0
|
||||
LP001197,Male,1.0,0,1,0.0,3366,2200.0,135.0,360.0,1,Rural,0.0
|
||||
LP001198,Male,1.0,1,1,0.0,8080,2250.0,180.0,360.0,1,Urban,1.0
|
||||
LP001199,Male,1.0,2,0,0.0,3357,2859.0,144.0,360.0,1,Urban,1.0
|
||||
LP001205,Male,1.0,0,1,0.0,2500,3796.0,120.0,360.0,1,Urban,1.0
|
||||
LP001206,Male,1.0,3+,1,0.0,3029,0.0,99.0,360.0,1,Urban,1.0
|
||||
LP001207,Male,1.0,0,0,1.0,2609,3449.0,165.0,180.0,0,Rural,0.0
|
||||
LP001213,Male,1.0,1,1,0.0,4945,0.0,0.0,360.0,0,Rural,0.0
|
||||
LP001222,Female,0.0,0,1,0.0,4166,0.0,116.0,360.0,0,Semiurban,0.0
|
||||
LP001225,Male,1.0,0,1,0.0,5726,4595.0,258.0,360.0,1,Semiurban,0.0
|
||||
LP001228,Male,0.0,0,0,0.0,3200,2254.0,126.0,180.0,0,Urban,0.0
|
||||
LP001233,Male,1.0,1,1,0.0,10750,0.0,312.0,360.0,1,Urban,1.0
|
||||
LP001238,Male,1.0,3+,0,1.0,7100,0.0,125.0,60.0,1,Urban,1.0
|
||||
LP001241,Female,0.0,0,1,0.0,4300,0.0,136.0,360.0,0,Semiurban,0.0
|
||||
LP001243,Male,1.0,0,1,0.0,3208,3066.0,172.0,360.0,1,Urban,1.0
|
||||
LP001245,Male,1.0,2,0,1.0,1875,1875.0,97.0,360.0,1,Semiurban,1.0
|
||||
LP001248,Male,0.0,0,1,0.0,3500,0.0,81.0,300.0,1,Semiurban,1.0
|
||||
LP001250,Male,1.0,3+,0,0.0,4755,0.0,95.0,,0,Semiurban,0.0
|
||||
LP001253,Male,1.0,3+,1,1.0,5266,1774.0,187.0,360.0,1,Semiurban,1.0
|
||||
LP001255,Male,0.0,0,1,0.0,3750,0.0,113.0,480.0,1,Urban,0.0
|
||||
LP001256,Male,0.0,0,1,0.0,3750,4750.0,176.0,360.0,1,Urban,0.0
|
||||
LP001259,Male,1.0,1,1,1.0,1000,3022.0,110.0,360.0,1,Urban,0.0
|
||||
LP001263,Male,1.0,3+,1,0.0,3167,4000.0,180.0,300.0,0,Semiurban,0.0
|
||||
LP001264,Male,1.0,3+,0,1.0,3333,2166.0,130.0,360.0,0,Semiurban,1.0
|
||||
LP001265,Female,0.0,0,1,0.0,3846,0.0,111.0,360.0,1,Semiurban,1.0
|
||||
LP001266,Male,1.0,1,1,1.0,2395,0.0,0.0,360.0,1,Semiurban,1.0
|
||||
LP001267,Female,1.0,2,1,0.0,1378,1881.0,167.0,360.0,1,Urban,0.0
|
||||
LP001273,Male,1.0,0,1,0.0,6000,2250.0,265.0,360.0,0,Semiurban,0.0
|
||||
LP001275,Male,1.0,1,1,0.0,3988,0.0,50.0,240.0,1,Urban,1.0
|
||||
LP001279,Male,0.0,0,1,0.0,2366,2531.0,136.0,360.0,1,Semiurban,1.0
|
||||
LP001280,Male,1.0,2,0,0.0,3333,2000.0,99.0,360.0,0,Semiurban,1.0
|
||||
LP001282,Male,1.0,0,1,0.0,2500,2118.0,104.0,360.0,1,Semiurban,1.0
|
||||
LP001289,Male,0.0,0,1,0.0,8566,0.0,210.0,360.0,1,Urban,1.0
|
||||
LP001310,Male,1.0,0,1,0.0,5695,4167.0,175.0,360.0,1,Semiurban,1.0
|
||||
LP001316,Male,1.0,0,1,0.0,2958,2900.0,131.0,360.0,1,Semiurban,1.0
|
||||
LP001318,Male,1.0,2,1,0.0,6250,5654.0,188.0,180.0,1,Semiurban,1.0
|
||||
LP001319,Male,1.0,2,0,0.0,3273,1820.0,81.0,360.0,1,Urban,1.0
|
||||
LP001322,Male,0.0,0,1,0.0,4133,0.0,122.0,360.0,1,Semiurban,1.0
|
||||
LP001325,Male,0.0,0,0,0.0,3620,0.0,25.0,120.0,1,Semiurban,1.0
|
||||
LP001326,Male,0.0,0,1,0.0,6782,0.0,0.0,360.0,0,Urban,0.0
|
||||
LP001327,Female,1.0,0,1,0.0,2484,2302.0,137.0,360.0,1,Semiurban,1.0
|
||||
LP001333,Male,1.0,0,1,0.0,1977,997.0,50.0,360.0,1,Semiurban,1.0
|
||||
LP001334,Male,1.0,0,0,0.0,4188,0.0,115.0,180.0,1,Semiurban,1.0
|
||||
LP001343,Male,1.0,0,1,0.0,1759,3541.0,131.0,360.0,1,Semiurban,1.0
|
||||
LP001345,Male,1.0,2,0,0.0,4288,3263.0,133.0,180.0,1,Urban,1.0
|
||||
LP001349,Male,0.0,0,1,0.0,4843,3806.0,151.0,360.0,1,Semiurban,1.0
|
||||
LP001350,Male,1.0,,1,0.0,13650,0.0,0.0,360.0,1,Urban,1.0
|
||||
LP001356,Male,1.0,0,1,0.0,4652,3583.0,0.0,360.0,1,Semiurban,1.0
|
||||
LP001357,Male,0.0,,1,0.0,3816,754.0,160.0,360.0,1,Urban,1.0
|
||||
LP001367,Male,1.0,1,1,0.0,3052,1030.0,100.0,360.0,1,Urban,1.0
|
||||
LP001369,Male,1.0,2,1,0.0,11417,1126.0,225.0,360.0,1,Urban,1.0
|
||||
LP001370,Male,0.0,0,0,0.0,7333,0.0,120.0,360.0,1,Rural,0.0
|
||||
LP001379,Male,1.0,2,1,0.0,3800,3600.0,216.0,360.0,0,Urban,0.0
|
||||
LP001384,Male,1.0,3+,0,0.0,2071,754.0,94.0,480.0,1,Semiurban,1.0
|
||||
LP001385,Male,0.0,0,1,0.0,5316,0.0,136.0,360.0,1,Urban,1.0
|
||||
LP001387,Female,1.0,0,1,0.0,2929,2333.0,139.0,360.0,1,Semiurban,1.0
|
||||
LP001391,Male,1.0,0,0,0.0,3572,4114.0,152.0,,0,Rural,0.0
|
||||
LP001392,Female,0.0,1,1,1.0,7451,0.0,0.0,360.0,1,Semiurban,1.0
|
||||
LP001398,Male,0.0,0,1,0.0,5050,0.0,118.0,360.0,1,Semiurban,1.0
|
||||
LP001401,Male,1.0,1,1,0.0,14583,0.0,185.0,180.0,1,Rural,1.0
|
||||
LP001404,Female,1.0,0,1,0.0,3167,2283.0,154.0,360.0,1,Semiurban,1.0
|
||||
LP001405,Male,1.0,1,1,0.0,2214,1398.0,85.0,360.0,0,Urban,1.0
|
||||
LP001421,Male,1.0,0,1,0.0,5568,2142.0,175.0,360.0,1,Rural,0.0
|
||||
LP001422,Female,0.0,0,1,0.0,10408,0.0,259.0,360.0,1,Urban,1.0
|
||||
LP001426,Male,1.0,,1,0.0,5667,2667.0,180.0,360.0,1,Rural,1.0
|
||||
LP001430,Female,0.0,0,1,0.0,4166,0.0,44.0,360.0,1,Semiurban,1.0
|
||||
LP001431,Female,0.0,0,1,0.0,2137,8980.0,137.0,360.0,0,Semiurban,1.0
|
||||
LP001432,Male,1.0,2,1,0.0,2957,0.0,81.0,360.0,1,Semiurban,1.0
|
||||
LP001439,Male,1.0,0,0,0.0,4300,2014.0,194.0,360.0,1,Rural,1.0
|
||||
LP001443,Female,0.0,0,1,0.0,3692,0.0,93.0,360.0,0,Rural,1.0
|
||||
LP001448,,1.0,3+,1,0.0,23803,0.0,370.0,360.0,1,Rural,1.0
|
||||
LP001449,Male,0.0,0,1,0.0,3865,1640.0,0.0,360.0,1,Rural,1.0
|
||||
LP001451,Male,1.0,1,1,1.0,10513,3850.0,160.0,180.0,0,Urban,0.0
|
||||
LP001465,Male,1.0,0,1,0.0,6080,2569.0,182.0,360.0,0,Rural,0.0
|
||||
LP001469,Male,0.0,0,1,1.0,20166,0.0,650.0,480.0,0,Urban,1.0
|
||||
LP001473,Male,0.0,0,1,0.0,2014,1929.0,74.0,360.0,1,Urban,1.0
|
||||
LP001478,Male,0.0,0,1,0.0,2718,0.0,70.0,360.0,1,Semiurban,1.0
|
||||
LP001482,Male,1.0,0,1,1.0,3459,0.0,25.0,120.0,1,Semiurban,1.0
|
||||
LP001487,Male,0.0,0,1,0.0,4895,0.0,102.0,360.0,1,Semiurban,1.0
|
||||
LP001488,Male,1.0,3+,1,0.0,4000,7750.0,290.0,360.0,1,Semiurban,0.0
|
||||
LP001489,Female,1.0,0,1,0.0,4583,0.0,84.0,360.0,1,Rural,0.0
|
||||
LP001491,Male,1.0,2,1,1.0,3316,3500.0,88.0,360.0,1,Urban,1.0
|
||||
LP001492,Male,0.0,0,1,0.0,14999,0.0,242.0,360.0,0,Semiurban,0.0
|
||||
LP001493,Male,1.0,2,0,0.0,4200,1430.0,129.0,360.0,1,Rural,0.0
|
||||
LP001497,Male,1.0,2,1,0.0,5042,2083.0,185.0,360.0,1,Rural,0.0
|
||||
LP001498,Male,0.0,0,1,0.0,5417,0.0,168.0,360.0,1,Urban,1.0
|
||||
LP001504,Male,0.0,0,1,1.0,6950,0.0,175.0,180.0,1,Semiurban,1.0
|
||||
LP001507,Male,1.0,0,1,0.0,2698,2034.0,122.0,360.0,1,Semiurban,1.0
|
||||
LP001508,Male,1.0,2,1,0.0,11757,0.0,187.0,180.0,1,Urban,1.0
|
||||
LP001514,Female,1.0,0,1,0.0,2330,4486.0,100.0,360.0,1,Semiurban,1.0
|
||||
LP001516,Female,1.0,2,1,0.0,14866,0.0,70.0,360.0,1,Urban,1.0
|
||||
LP001518,Male,1.0,1,1,0.0,1538,1425.0,30.0,360.0,1,Urban,1.0
|
||||
LP001519,Female,0.0,0,1,0.0,10000,1666.0,225.0,360.0,1,Rural,0.0
|
||||
LP001520,Male,1.0,0,1,0.0,4860,830.0,125.0,360.0,1,Semiurban,1.0
|
||||
LP001528,Male,0.0,0,1,0.0,6277,0.0,118.0,360.0,0,Rural,0.0
|
||||
LP001529,Male,1.0,0,1,1.0,2577,3750.0,152.0,360.0,1,Rural,1.0
|
||||
LP001531,Male,0.0,0,1,0.0,9166,0.0,244.0,360.0,1,Urban,0.0
|
||||
LP001532,Male,1.0,2,0,0.0,2281,0.0,113.0,360.0,1,Rural,0.0
|
||||
LP001535,Male,0.0,0,1,0.0,3254,0.0,50.0,360.0,1,Urban,1.0
|
||||
LP001536,Male,1.0,3+,1,0.0,39999,0.0,600.0,180.0,0,Semiurban,1.0
|
||||
LP001541,Male,1.0,1,1,0.0,6000,0.0,160.0,360.0,0,Rural,1.0
|
||||
LP001543,Male,1.0,1,1,0.0,9538,0.0,187.0,360.0,1,Urban,1.0
|
||||
LP001546,Male,0.0,0,1,0.0,2980,2083.0,120.0,360.0,1,Rural,1.0
|
||||
LP001552,Male,1.0,0,1,0.0,4583,5625.0,255.0,360.0,1,Semiurban,1.0
|
||||
LP001560,Male,1.0,0,0,0.0,1863,1041.0,98.0,360.0,1,Semiurban,1.0
|
||||
LP001562,Male,1.0,0,1,0.0,7933,0.0,275.0,360.0,1,Urban,0.0
|
||||
LP001565,Male,1.0,1,1,0.0,3089,1280.0,121.0,360.0,0,Semiurban,0.0
|
||||
LP001570,Male,1.0,2,1,0.0,4167,1447.0,158.0,360.0,1,Rural,1.0
|
||||
LP001572,Male,1.0,0,1,0.0,9323,0.0,75.0,180.0,1,Urban,1.0
|
||||
LP001574,Male,1.0,0,1,0.0,3707,3166.0,182.0,,1,Rural,1.0
|
||||
LP001577,Female,1.0,0,1,0.0,4583,0.0,112.0,360.0,1,Rural,0.0
|
||||
LP001578,Male,1.0,0,1,0.0,2439,3333.0,129.0,360.0,1,Rural,1.0
|
||||
LP001579,Male,0.0,0,1,0.0,2237,0.0,63.0,480.0,0,Semiurban,0.0
|
||||
LP001580,Male,1.0,2,1,0.0,8000,0.0,200.0,360.0,1,Semiurban,1.0
|
||||
LP001581,Male,1.0,0,0,0.0,1820,1769.0,95.0,360.0,1,Rural,1.0
|
||||
LP001585,,1.0,3+,1,0.0,51763,0.0,700.0,300.0,1,Urban,1.0
|
||||
LP001586,Male,1.0,3+,0,0.0,3522,0.0,81.0,180.0,1,Rural,0.0
|
||||
LP001594,Male,1.0,0,1,0.0,5708,5625.0,187.0,360.0,1,Semiurban,1.0
|
||||
LP001603,Male,1.0,0,0,1.0,4344,736.0,87.0,360.0,1,Semiurban,0.0
|
||||
LP001606,Male,1.0,0,1,0.0,3497,1964.0,116.0,360.0,1,Rural,1.0
|
||||
LP001608,Male,1.0,2,1,0.0,2045,1619.0,101.0,360.0,1,Rural,1.0
|
||||
LP001610,Male,1.0,3+,1,0.0,5516,11300.0,495.0,360.0,0,Semiurban,0.0
|
||||
LP001616,Male,1.0,1,1,0.0,3750,0.0,116.0,360.0,1,Semiurban,1.0
|
||||
LP001630,Male,0.0,0,0,0.0,2333,1451.0,102.0,480.0,0,Urban,0.0
|
||||
LP001633,Male,1.0,1,1,0.0,6400,7250.0,180.0,360.0,0,Urban,0.0
|
||||
LP001634,Male,0.0,0,1,0.0,1916,5063.0,67.0,360.0,0,Rural,0.0
|
||||
LP001636,Male,1.0,0,1,0.0,4600,0.0,73.0,180.0,1,Semiurban,1.0
|
||||
LP001637,Male,1.0,1,1,0.0,33846,0.0,260.0,360.0,1,Semiurban,0.0
|
||||
LP001639,Female,1.0,0,1,0.0,3625,0.0,108.0,360.0,1,Semiurban,1.0
|
||||
LP001640,Male,1.0,0,1,1.0,39147,4750.0,120.0,360.0,1,Semiurban,1.0
|
||||
LP001641,Male,1.0,1,1,1.0,2178,0.0,66.0,300.0,0,Rural,0.0
|
||||
LP001643,Male,1.0,0,1,0.0,2383,2138.0,58.0,360.0,0,Rural,1.0
|
||||
LP001644,,1.0,0,1,1.0,674,5296.0,168.0,360.0,1,Rural,1.0
|
||||
LP001647,Male,1.0,0,1,0.0,9328,0.0,188.0,180.0,1,Rural,1.0
|
||||
LP001653,Male,0.0,0,0,0.0,4885,0.0,48.0,360.0,1,Rural,1.0
|
||||
LP001656,Male,0.0,0,1,0.0,12000,0.0,164.0,360.0,1,Semiurban,0.0
|
||||
LP001657,Male,1.0,0,0,0.0,6033,0.0,160.0,360.0,1,Urban,0.0
|
||||
LP001658,Male,0.0,0,1,0.0,3858,0.0,76.0,360.0,1,Semiurban,1.0
|
||||
LP001664,Male,0.0,0,1,0.0,4191,0.0,120.0,360.0,1,Rural,1.0
|
||||
LP001665,Male,1.0,1,1,0.0,3125,2583.0,170.0,360.0,1,Semiurban,0.0
|
||||
LP001666,Male,0.0,0,1,0.0,8333,3750.0,187.0,360.0,1,Rural,1.0
|
||||
LP001669,Female,0.0,0,0,0.0,1907,2365.0,120.0,,1,Urban,1.0
|
||||
LP001671,Female,1.0,0,1,0.0,3416,2816.0,113.0,360.0,0,Semiurban,1.0
|
||||
LP001673,Male,0.0,0,1,1.0,11000,0.0,83.0,360.0,1,Urban,0.0
|
||||
LP001674,Male,1.0,1,0,0.0,2600,2500.0,90.0,360.0,1,Semiurban,1.0
|
||||
LP001677,Male,0.0,2,1,0.0,4923,0.0,166.0,360.0,0,Semiurban,1.0
|
||||
LP001682,Male,1.0,3+,0,0.0,3992,0.0,0.0,180.0,1,Urban,0.0
|
||||
LP001688,Male,1.0,1,0,0.0,3500,1083.0,135.0,360.0,1,Urban,1.0
|
||||
LP001691,Male,1.0,2,0,0.0,3917,0.0,124.0,360.0,1,Semiurban,1.0
|
||||
LP001692,Female,0.0,0,0,0.0,4408,0.0,120.0,360.0,1,Semiurban,1.0
|
||||
LP001693,Female,0.0,0,1,0.0,3244,0.0,80.0,360.0,1,Urban,1.0
|
||||
LP001698,Male,0.0,0,0,0.0,3975,2531.0,55.0,360.0,1,Rural,1.0
|
||||
LP001699,Male,0.0,0,1,0.0,2479,0.0,59.0,360.0,1,Urban,1.0
|
||||
LP001702,Male,0.0,0,1,0.0,3418,0.0,127.0,360.0,1,Semiurban,0.0
|
||||
LP001708,Female,0.0,0,1,0.0,10000,0.0,214.0,360.0,1,Semiurban,0.0
|
||||
LP001711,Male,1.0,3+,1,0.0,3430,1250.0,128.0,360.0,0,Semiurban,0.0
|
||||
LP001713,Male,1.0,1,1,1.0,7787,0.0,240.0,360.0,1,Urban,1.0
|
||||
LP001715,Male,1.0,3+,0,1.0,5703,0.0,130.0,360.0,1,Rural,1.0
|
||||
LP001716,Male,1.0,0,1,0.0,3173,3021.0,137.0,360.0,1,Urban,1.0
|
||||
LP001720,Male,1.0,3+,0,0.0,3850,983.0,100.0,360.0,1,Semiurban,1.0
|
||||
LP001722,Male,1.0,0,1,0.0,150,1800.0,135.0,360.0,1,Rural,0.0
|
||||
LP001726,Male,1.0,0,1,0.0,3727,1775.0,131.0,360.0,1,Semiurban,1.0
|
||||
LP001732,Male,1.0,2,1,0.0,5000,0.0,72.0,360.0,0,Semiurban,0.0
|
||||
LP001734,Female,1.0,2,1,0.0,4283,2383.0,127.0,360.0,0,Semiurban,1.0
|
||||
LP001736,Male,1.0,0,1,0.0,2221,0.0,60.0,360.0,0,Urban,0.0
|
||||
LP001743,Male,1.0,2,1,0.0,4009,1717.0,116.0,360.0,1,Semiurban,1.0
|
||||
LP001744,Male,0.0,0,1,0.0,2971,2791.0,144.0,360.0,1,Semiurban,1.0
|
||||
LP001749,Male,1.0,0,1,0.0,7578,1010.0,175.0,,1,Semiurban,1.0
|
||||
LP001750,Male,1.0,0,1,0.0,6250,0.0,128.0,360.0,1,Semiurban,1.0
|
||||
LP001751,Male,1.0,0,1,0.0,3250,0.0,170.0,360.0,1,Rural,0.0
|
||||
LP001754,Male,1.0,,0,1.0,4735,0.0,138.0,360.0,1,Urban,0.0
|
||||
LP001758,Male,1.0,2,1,0.0,6250,1695.0,210.0,360.0,1,Semiurban,1.0
|
||||
LP001760,Male,0.0,,1,0.0,4758,0.0,158.0,480.0,1,Semiurban,1.0
|
||||
LP001761,Male,0.0,0,1,1.0,6400,0.0,200.0,360.0,1,Rural,1.0
|
||||
LP001765,Male,1.0,1,1,0.0,2491,2054.0,104.0,360.0,1,Semiurban,1.0
|
||||
LP001768,Male,1.0,0,1,0.0,3716,0.0,42.0,180.0,1,Rural,1.0
|
||||
LP001770,Male,0.0,0,0,0.0,3189,2598.0,120.0,,1,Rural,1.0
|
||||
LP001776,Female,0.0,0,1,0.0,8333,0.0,280.0,360.0,1,Semiurban,1.0
|
||||
LP001778,Male,1.0,1,1,0.0,3155,1779.0,140.0,360.0,1,Semiurban,1.0
|
||||
LP001784,Male,1.0,1,1,0.0,5500,1260.0,170.0,360.0,1,Rural,1.0
|
||||
LP001786,Male,1.0,0,1,0.0,5746,0.0,255.0,360.0,0,Urban,0.0
|
||||
LP001788,Female,0.0,0,1,1.0,3463,0.0,122.0,360.0,0,Urban,1.0
|
||||
LP001790,Female,0.0,1,1,0.0,3812,0.0,112.0,360.0,1,Rural,1.0
|
||||
LP001792,Male,1.0,1,1,0.0,3315,0.0,96.0,360.0,1,Semiurban,1.0
|
||||
LP001798,Male,1.0,2,1,0.0,5819,5000.0,120.0,360.0,1,Rural,1.0
|
||||
LP001800,Male,1.0,1,0,0.0,2510,1983.0,140.0,180.0,1,Urban,0.0
|
||||
LP001806,Male,0.0,0,1,0.0,2965,5701.0,155.0,60.0,1,Urban,1.0
|
||||
LP001807,Male,1.0,2,1,1.0,6250,1300.0,108.0,360.0,1,Rural,1.0
|
||||
LP001811,Male,1.0,0,0,0.0,3406,4417.0,123.0,360.0,1,Semiurban,1.0
|
||||
LP001813,Male,0.0,0,1,1.0,6050,4333.0,120.0,180.0,1,Urban,0.0
|
||||
LP001814,Male,1.0,2,1,0.0,9703,0.0,112.0,360.0,1,Urban,1.0
|
||||
LP001819,Male,1.0,1,0,0.0,6608,0.0,137.0,180.0,1,Urban,1.0
|
||||
LP001824,Male,1.0,1,1,0.0,2882,1843.0,123.0,480.0,1,Semiurban,1.0
|
||||
LP001825,Male,1.0,0,1,0.0,1809,1868.0,90.0,360.0,1,Urban,1.0
|
||||
LP001835,Male,1.0,0,0,0.0,1668,3890.0,201.0,360.0,0,Semiurban,0.0
|
||||
LP001836,Female,0.0,2,1,0.0,3427,0.0,138.0,360.0,1,Urban,0.0
|
||||
LP001841,Male,0.0,0,0,1.0,2583,2167.0,104.0,360.0,1,Rural,1.0
|
||||
LP001843,Male,1.0,1,0,0.0,2661,7101.0,279.0,180.0,1,Semiurban,1.0
|
||||
LP001844,Male,0.0,0,1,1.0,16250,0.0,192.0,360.0,0,Urban,0.0
|
||||
LP001846,Female,0.0,3+,1,0.0,3083,0.0,255.0,360.0,1,Rural,1.0
|
||||
LP001849,Male,0.0,0,0,0.0,6045,0.0,115.0,360.0,0,Rural,0.0
|
||||
LP001854,Male,1.0,3+,1,0.0,5250,0.0,94.0,360.0,1,Urban,0.0
|
||||
LP001859,Male,1.0,0,1,0.0,14683,2100.0,304.0,360.0,1,Rural,0.0
|
||||
LP001864,Male,1.0,3+,0,0.0,4931,0.0,128.0,360.0,0,Semiurban,0.0
|
||||
LP001865,Male,1.0,1,1,0.0,6083,4250.0,330.0,360.0,0,Urban,1.0
|
||||
LP001868,Male,0.0,0,1,0.0,2060,2209.0,134.0,360.0,1,Semiurban,1.0
|
||||
LP001870,Female,0.0,1,1,0.0,3481,0.0,155.0,36.0,1,Semiurban,0.0
|
||||
LP001871,Female,0.0,0,1,0.0,7200,0.0,120.0,360.0,1,Rural,1.0
|
||||
LP001872,Male,0.0,0,1,1.0,5166,0.0,128.0,360.0,1,Semiurban,1.0
|
||||
LP001875,Male,0.0,0,1,0.0,4095,3447.0,151.0,360.0,1,Rural,1.0
|
||||
LP001877,Male,1.0,2,1,0.0,4708,1387.0,150.0,360.0,1,Semiurban,1.0
|
||||
LP001882,Male,1.0,3+,1,0.0,4333,1811.0,160.0,360.0,0,Urban,1.0
|
||||
LP001883,Female,0.0,0,1,0.0,3418,0.0,135.0,360.0,1,Rural,0.0
|
||||
LP001884,Female,0.0,1,1,0.0,2876,1560.0,90.0,360.0,1,Urban,1.0
|
||||
LP001888,Female,0.0,0,1,0.0,3237,0.0,30.0,360.0,1,Urban,1.0
|
||||
LP001891,Male,1.0,0,1,0.0,11146,0.0,136.0,360.0,1,Urban,1.0
|
||||
LP001892,Male,0.0,0,1,0.0,2833,1857.0,126.0,360.0,1,Rural,1.0
|
||||
LP001894,Male,1.0,0,1,0.0,2620,2223.0,150.0,360.0,1,Semiurban,1.0
|
||||
LP001896,Male,1.0,2,1,0.0,3900,0.0,90.0,360.0,1,Semiurban,1.0
|
||||
LP001900,Male,1.0,1,1,0.0,2750,1842.0,115.0,360.0,1,Semiurban,1.0
|
||||
LP001903,Male,1.0,0,1,0.0,3993,3274.0,207.0,360.0,1,Semiurban,1.0
|
||||
LP001904,Male,1.0,0,1,0.0,3103,1300.0,80.0,360.0,1,Urban,1.0
|
||||
LP001907,Male,1.0,0,1,0.0,14583,0.0,436.0,360.0,1,Semiurban,1.0
|
||||
LP001908,Female,1.0,0,0,0.0,4100,0.0,124.0,360.0,0,Rural,1.0
|
||||
LP001910,Male,0.0,1,0,1.0,4053,2426.0,158.0,360.0,0,Urban,0.0
|
||||
LP001914,Male,1.0,0,1,0.0,3927,800.0,112.0,360.0,1,Semiurban,1.0
|
||||
LP001915,Male,1.0,2,1,0.0,2301,985.7999878,78.0,180.0,1,Urban,1.0
|
||||
LP001917,Female,0.0,0,1,0.0,1811,1666.0,54.0,360.0,1,Urban,1.0
|
||||
LP001922,Male,1.0,0,1,0.0,20667,0.0,0.0,360.0,1,Rural,0.0
|
||||
LP001924,Male,0.0,0,1,0.0,3158,3053.0,89.0,360.0,1,Rural,1.0
|
||||
LP001925,Female,0.0,0,1,1.0,2600,1717.0,99.0,300.0,1,Semiurban,0.0
|
||||
LP001926,Male,1.0,0,1,0.0,3704,2000.0,120.0,360.0,1,Rural,1.0
|
||||
LP001931,Female,0.0,0,1,0.0,4124,0.0,115.0,360.0,1,Semiurban,1.0
|
||||
LP001935,Male,0.0,0,1,0.0,9508,0.0,187.0,360.0,1,Rural,1.0
|
||||
LP001936,Male,1.0,0,1,0.0,3075,2416.0,139.0,360.0,1,Rural,1.0
|
||||
LP001938,Male,1.0,2,1,0.0,4400,0.0,127.0,360.0,0,Semiurban,0.0
|
||||
LP001940,Male,1.0,2,1,0.0,3153,1560.0,134.0,360.0,1,Urban,1.0
|
||||
LP001945,Female,0.0,,1,0.0,5417,0.0,143.0,480.0,0,Urban,0.0
|
||||
LP001947,Male,1.0,0,1,0.0,2383,3334.0,172.0,360.0,1,Semiurban,1.0
|
||||
LP001949,Male,1.0,3+,1,0.0,4416,1250.0,110.0,360.0,1,Urban,1.0
|
||||
LP001953,Male,1.0,1,1,0.0,6875,0.0,200.0,360.0,1,Semiurban,1.0
|
||||
LP001954,Female,1.0,1,1,0.0,4666,0.0,135.0,360.0,1,Urban,1.0
|
||||
LP001955,Female,0.0,0,1,0.0,5000,2541.0,151.0,480.0,1,Rural,0.0
|
||||
LP001963,Male,1.0,1,1,0.0,2014,2925.0,113.0,360.0,1,Urban,0.0
|
||||
LP001964,Male,1.0,0,0,0.0,1800,2934.0,93.0,360.0,0,Urban,0.0
|
||||
LP001972,Male,1.0,,0,0.0,2875,1750.0,105.0,360.0,1,Semiurban,1.0
|
||||
LP001974,Female,0.0,0,1,0.0,5000,0.0,132.0,360.0,1,Rural,1.0
|
||||
LP001977,Male,1.0,1,1,0.0,1625,1803.0,96.0,360.0,1,Urban,1.0
|
||||
LP001978,Male,0.0,0,1,0.0,4000,2500.0,140.0,360.0,1,Rural,1.0
|
||||
LP001990,Male,0.0,0,0,0.0,2000,0.0,0.0,360.0,1,Urban,0.0
|
||||
LP001993,Female,0.0,0,1,0.0,3762,1666.0,135.0,360.0,1,Rural,1.0
|
||||
LP001994,Female,0.0,0,1,0.0,2400,1863.0,104.0,360.0,0,Urban,0.0
|
||||
LP001996,Male,0.0,0,1,0.0,20233,0.0,480.0,360.0,1,Rural,0.0
|
||||
LP001998,Male,1.0,2,0,0.0,7667,0.0,185.0,360.0,0,Rural,1.0
|
||||
LP002002,Female,0.0,0,1,0.0,2917,0.0,84.0,360.0,1,Semiurban,1.0
|
||||
LP002004,Male,0.0,0,0,0.0,2927,2405.0,111.0,360.0,1,Semiurban,1.0
|
||||
LP002006,Female,0.0,0,1,0.0,2507,0.0,56.0,360.0,1,Rural,1.0
|
||||
LP002008,Male,1.0,2,1,1.0,5746,0.0,144.0,84.0,0,Rural,1.0
|
||||
LP002024,,1.0,0,1,0.0,2473,1843.0,159.0,360.0,1,Rural,0.0
|
||||
LP002031,Male,1.0,1,0,0.0,3399,1640.0,111.0,180.0,1,Urban,1.0
|
||||
LP002035,Male,1.0,2,1,0.0,3717,0.0,120.0,360.0,1,Semiurban,1.0
|
||||
LP002036,Male,1.0,0,1,0.0,2058,2134.0,88.0,360.0,0,Urban,1.0
|
||||
LP002043,Female,0.0,1,1,0.0,3541,0.0,112.0,360.0,0,Semiurban,1.0
|
||||
LP002050,Male,1.0,1,1,1.0,10000,0.0,155.0,360.0,1,Rural,0.0
|
||||
LP002051,Male,1.0,0,1,0.0,2400,2167.0,115.0,360.0,1,Semiurban,1.0
|
||||
LP002053,Male,1.0,3+,1,0.0,4342,189.0,124.0,360.0,1,Semiurban,1.0
|
||||
LP002054,Male,1.0,2,0,0.0,3601,1590.0,0.0,360.0,1,Rural,1.0
|
||||
LP002055,Female,0.0,0,1,0.0,3166,2985.0,132.0,360.0,0,Rural,1.0
|
||||
LP002065,Male,1.0,3+,1,0.0,15000,0.0,300.0,360.0,1,Rural,1.0
|
||||
LP002067,Male,1.0,1,1,1.0,8666,4983.0,376.0,360.0,0,Rural,0.0
|
||||
LP002068,Male,0.0,0,1,0.0,4917,0.0,130.0,360.0,0,Rural,1.0
|
||||
LP002082,Male,1.0,0,1,1.0,5818,2160.0,184.0,360.0,1,Semiurban,1.0
|
||||
LP002086,Female,1.0,0,1,0.0,4333,2451.0,110.0,360.0,1,Urban,0.0
|
||||
LP002087,Female,0.0,0,1,0.0,2500,0.0,67.0,360.0,1,Urban,1.0
|
||||
LP002097,Male,0.0,1,1,0.0,4384,1793.0,117.0,360.0,1,Urban,1.0
|
||||
LP002098,Male,0.0,0,1,0.0,2935,0.0,98.0,360.0,1,Semiurban,1.0
|
||||
LP002100,Male,0.0,,1,0.0,2833,0.0,71.0,360.0,1,Urban,1.0
|
||||
LP002101,Male,1.0,0,1,0.0,63337,0.0,490.0,180.0,1,Urban,1.0
|
||||
LP002103,,1.0,1,1,1.0,9833,1833.0,182.0,180.0,1,Urban,1.0
|
||||
LP002106,Male,1.0,,1,1.0,5503,4490.0,70.0,,1,Semiurban,1.0
|
||||
LP002110,Male,1.0,1,1,0.0,5250,688.0,160.0,360.0,1,Rural,1.0
|
||||
LP002112,Male,1.0,2,1,1.0,2500,4600.0,176.0,360.0,1,Rural,1.0
|
||||
LP002113,Female,0.0,3+,0,0.0,1830,0.0,0.0,360.0,0,Urban,0.0
|
||||
LP002114,Female,0.0,0,1,0.0,4160,0.0,71.0,360.0,1,Semiurban,1.0
|
||||
LP002115,Male,1.0,3+,0,0.0,2647,1587.0,173.0,360.0,1,Rural,0.0
|
||||
LP002116,Female,0.0,0,1,0.0,2378,0.0,46.0,360.0,1,Rural,0.0
|
||||
LP002119,Male,1.0,1,0,0.0,4554,1229.0,158.0,360.0,1,Urban,1.0
|
||||
LP002126,Male,1.0,3+,0,0.0,3173,0.0,74.0,360.0,1,Semiurban,1.0
|
||||
LP002128,Male,1.0,2,1,0.0,2583,2330.0,125.0,360.0,1,Rural,1.0
|
||||
LP002129,Male,1.0,0,1,0.0,2499,2458.0,160.0,360.0,1,Semiurban,1.0
|
||||
LP002130,Male,1.0,,0,0.0,3523,3230.0,152.0,360.0,0,Rural,0.0
|
||||
LP002131,Male,1.0,2,0,0.0,3083,2168.0,126.0,360.0,1,Urban,1.0
|
||||
LP002137,Male,1.0,0,1,0.0,6333,4583.0,259.0,360.0,0,Semiurban,1.0
|
||||
LP002138,Male,1.0,0,1,0.0,2625,6250.0,187.0,360.0,1,Rural,1.0
|
||||
LP002139,Male,1.0,0,1,0.0,9083,0.0,228.0,360.0,1,Semiurban,1.0
|
||||
LP002140,Male,0.0,0,1,0.0,8750,4167.0,308.0,360.0,1,Rural,0.0
|
||||
LP002141,Male,1.0,3+,1,0.0,2666,2083.0,95.0,360.0,1,Rural,1.0
|
||||
LP002142,Female,1.0,0,1,1.0,5500,0.0,105.0,360.0,0,Rural,0.0
|
||||
LP002143,Female,1.0,0,1,0.0,2423,505.0,130.0,360.0,1,Semiurban,1.0
|
||||
LP002144,Female,0.0,,1,0.0,3813,0.0,116.0,180.0,1,Urban,1.0
|
||||
LP002149,Male,1.0,2,1,0.0,8333,3167.0,165.0,360.0,1,Rural,1.0
|
||||
LP002151,Male,1.0,1,1,0.0,3875,0.0,67.0,360.0,1,Urban,0.0
|
||||
LP002158,Male,1.0,0,0,0.0,3000,1666.0,100.0,480.0,0,Urban,0.0
|
||||
LP002160,Male,1.0,3+,1,0.0,5167,3167.0,200.0,360.0,1,Semiurban,1.0
|
||||
LP002161,Female,0.0,1,1,0.0,4723,0.0,81.0,360.0,1,Semiurban,0.0
|
||||
LP002170,Male,1.0,2,1,0.0,5000,3667.0,236.0,360.0,1,Semiurban,1.0
|
||||
LP002175,Male,1.0,0,1,0.0,4750,2333.0,130.0,360.0,1,Urban,1.0
|
||||
LP002178,Male,1.0,0,1,0.0,3013,3033.0,95.0,300.0,0,Urban,1.0
|
||||
LP002180,Male,0.0,0,1,1.0,6822,0.0,141.0,360.0,1,Rural,1.0
|
||||
LP002181,Male,0.0,0,0,0.0,6216,0.0,133.0,360.0,1,Rural,0.0
|
||||
LP002187,Male,0.0,0,1,0.0,2500,0.0,96.0,480.0,1,Semiurban,0.0
|
||||
LP002188,Male,0.0,0,1,0.0,5124,0.0,124.0,,0,Rural,0.0
|
||||
LP002190,Male,1.0,1,1,0.0,6325,0.0,175.0,360.0,1,Semiurban,1.0
|
||||
LP002191,Male,1.0,0,1,0.0,19730,5266.0,570.0,360.0,1,Rural,0.0
|
||||
LP002194,Female,0.0,0,1,1.0,15759,0.0,55.0,360.0,1,Semiurban,1.0
|
||||
LP002197,Male,1.0,2,1,0.0,5185,0.0,155.0,360.0,1,Semiurban,1.0
|
||||
LP002201,Male,1.0,2,1,1.0,9323,7873.0,380.0,300.0,1,Rural,1.0
|
||||
LP002205,Male,0.0,1,1,0.0,3062,1987.0,111.0,180.0,0,Urban,0.0
|
||||
LP002209,Female,0.0,0,1,0.0,2764,1459.0,110.0,360.0,1,Urban,1.0
|
||||
LP002211,Male,1.0,0,1,0.0,4817,923.0,120.0,180.0,1,Urban,1.0
|
||||
LP002219,Male,1.0,3+,1,0.0,8750,4996.0,130.0,360.0,1,Rural,1.0
|
||||
LP002223,Male,1.0,0,1,0.0,4310,0.0,130.0,360.0,0,Semiurban,1.0
|
||||
LP002224,Male,0.0,0,1,0.0,3069,0.0,71.0,480.0,1,Urban,0.0
|
||||
LP002225,Male,1.0,2,1,0.0,5391,0.0,130.0,360.0,1,Urban,1.0
|
||||
LP002226,Male,1.0,0,1,0.0,3333,2500.0,128.0,360.0,1,Semiurban,1.0
|
||||
LP002229,Male,0.0,0,1,0.0,5941,4232.0,296.0,360.0,1,Semiurban,1.0
|
||||
LP002231,Female,0.0,0,1,0.0,6000,0.0,156.0,360.0,1,Urban,1.0
|
||||
LP002234,Male,0.0,0,1,1.0,7167,0.0,128.0,360.0,1,Urban,1.0
|
||||
LP002236,Male,1.0,2,1,0.0,4566,0.0,100.0,360.0,1,Urban,0.0
|
||||
LP002237,Male,0.0,1,1,0.0,3667,0.0,113.0,180.0,1,Urban,1.0
|
||||
LP002239,Male,0.0,0,0,0.0,2346,1600.0,132.0,360.0,1,Semiurban,1.0
|
||||
LP002243,Male,1.0,0,0,0.0,3010,3136.0,0.0,360.0,0,Urban,0.0
|
||||
LP002244,Male,1.0,0,1,0.0,2333,2417.0,136.0,360.0,1,Urban,1.0
|
||||
LP002250,Male,1.0,0,1,0.0,5488,0.0,125.0,360.0,1,Rural,1.0
|
||||
LP002255,Male,0.0,3+,1,0.0,9167,0.0,185.0,360.0,1,Rural,1.0
|
||||
LP002262,Male,1.0,3+,1,0.0,9504,0.0,275.0,360.0,1,Rural,1.0
|
||||
LP002263,Male,1.0,0,1,0.0,2583,2115.0,120.0,360.0,0,Urban,1.0
|
||||
LP002265,Male,1.0,2,0,0.0,1993,1625.0,113.0,180.0,1,Semiurban,1.0
|
||||
LP002266,Male,1.0,2,1,0.0,3100,1400.0,113.0,360.0,1,Urban,1.0
|
||||
LP002272,Male,1.0,2,1,0.0,3276,484.0,135.0,360.0,0,Semiurban,1.0
|
||||
LP002277,Female,0.0,0,1,0.0,3180,0.0,71.0,360.0,0,Urban,0.0
|
||||
LP002281,Male,1.0,0,1,0.0,3033,1459.0,95.0,360.0,1,Urban,1.0
|
||||
LP002284,Male,0.0,0,0,0.0,3902,1666.0,109.0,360.0,1,Rural,1.0
|
||||
LP002287,Female,0.0,0,1,0.0,1500,1800.0,103.0,360.0,0,Semiurban,0.0
|
||||
LP002288,Male,1.0,2,0,0.0,2889,0.0,45.0,180.0,0,Urban,0.0
|
||||
LP002296,Male,0.0,0,0,0.0,2755,0.0,65.0,300.0,1,Rural,0.0
|
||||
LP002297,Male,0.0,0,1,0.0,2500,20000.0,103.0,360.0,1,Semiurban,1.0
|
||||
LP002300,Female,0.0,0,0,0.0,1963,0.0,53.0,360.0,1,Semiurban,1.0
|
||||
LP002301,Female,0.0,0,1,1.0,7441,0.0,194.0,360.0,1,Rural,0.0
|
||||
LP002305,Female,0.0,0,1,0.0,4547,0.0,115.0,360.0,1,Semiurban,1.0
|
||||
LP002308,Male,1.0,0,0,0.0,2167,2400.0,115.0,360.0,1,Urban,1.0
|
||||
LP002314,Female,0.0,0,0,0.0,2213,0.0,66.0,360.0,1,Rural,1.0
|
||||
LP002315,Male,1.0,1,1,0.0,8300,0.0,152.0,300.0,0,Semiurban,0.0
|
||||
LP002317,Male,1.0,3+,1,0.0,81000,0.0,360.0,360.0,0,Rural,0.0
|
||||
LP002318,Female,0.0,1,0,1.0,3867,0.0,62.0,360.0,1,Semiurban,0.0
|
||||
LP002319,Male,1.0,0,1,0.0,6256,0.0,160.0,360.0,0,Urban,1.0
|
||||
LP002328,Male,1.0,0,0,0.0,6096,0.0,218.0,360.0,0,Rural,0.0
|
||||
LP002332,Male,1.0,0,0,0.0,2253,2033.0,110.0,360.0,1,Rural,1.0
|
||||
LP002335,Female,1.0,0,0,0.0,2149,3237.0,178.0,360.0,0,Semiurban,0.0
|
||||
LP002337,Female,0.0,0,1,0.0,2995,0.0,60.0,360.0,1,Urban,1.0
|
||||
LP002341,Female,0.0,1,1,0.0,2600,0.0,160.0,360.0,1,Urban,0.0
|
||||
LP002342,Male,1.0,2,1,1.0,1600,20000.0,239.0,360.0,1,Urban,0.0
|
||||
LP002345,Male,1.0,0,1,0.0,1025,2773.0,112.0,360.0,1,Rural,1.0
|
||||
LP002347,Male,1.0,0,1,0.0,3246,1417.0,138.0,360.0,1,Semiurban,1.0
|
||||
LP002348,Male,1.0,0,1,0.0,5829,0.0,138.0,360.0,1,Rural,1.0
|
||||
LP002357,Female,0.0,0,0,0.0,2720,0.0,80.0,,0,Urban,0.0
|
||||
LP002361,Male,1.0,0,1,0.0,1820,1719.0,100.0,360.0,1,Urban,1.0
|
||||
LP002362,Male,1.0,1,1,0.0,7250,1667.0,110.0,,0,Urban,0.0
|
||||
LP002364,Male,1.0,0,1,0.0,14880,0.0,96.0,360.0,1,Semiurban,1.0
|
||||
LP002366,Male,1.0,0,1,0.0,2666,4300.0,121.0,360.0,1,Rural,1.0
|
||||
LP002367,Female,0.0,1,0,0.0,4606,0.0,81.0,360.0,1,Rural,0.0
|
||||
LP002368,Male,1.0,2,1,0.0,5935,0.0,133.0,360.0,1,Semiurban,1.0
|
||||
LP002369,Male,1.0,0,1,0.0,2920,16.12000084,87.0,360.0,1,Rural,1.0
|
||||
LP002370,Male,0.0,0,0,0.0,2717,0.0,60.0,180.0,1,Urban,1.0
|
||||
LP002377,Female,0.0,1,1,1.0,8624,0.0,150.0,360.0,1,Semiurban,1.0
|
||||
LP002379,Male,0.0,0,1,0.0,6500,0.0,105.0,360.0,0,Rural,0.0
|
||||
LP002386,Male,0.0,0,1,0.0,12876,0.0,405.0,360.0,1,Semiurban,1.0
|
||||
LP002387,Male,1.0,0,1,0.0,2425,2340.0,143.0,360.0,1,Semiurban,1.0
|
||||
LP002390,Male,0.0,0,1,0.0,3750,0.0,100.0,360.0,1,Urban,1.0
|
||||
LP002393,Female,0.0,,1,0.0,10047,0.0,0.0,240.0,1,Semiurban,1.0
|
||||
LP002398,Male,0.0,0,1,0.0,1926,1851.0,50.0,360.0,1,Semiurban,1.0
|
||||
LP002401,Male,1.0,0,1,0.0,2213,1125.0,0.0,360.0,1,Urban,1.0
|
||||
LP002403,Male,0.0,0,1,1.0,10416,0.0,187.0,360.0,0,Urban,0.0
|
||||
LP002407,Female,1.0,0,0,1.0,7142,0.0,138.0,360.0,1,Rural,1.0
|
||||
LP002408,Male,0.0,0,1,0.0,3660,5064.0,187.0,360.0,1,Semiurban,1.0
|
||||
LP002409,Male,1.0,0,1,0.0,7901,1833.0,180.0,360.0,1,Rural,1.0
|
||||
LP002418,Male,0.0,3+,0,0.0,4707,1993.0,148.0,360.0,1,Semiurban,1.0
|
||||
LP002422,Male,0.0,1,1,0.0,37719,0.0,152.0,360.0,1,Semiurban,1.0
|
||||
LP002424,Male,1.0,0,1,0.0,7333,8333.0,175.0,300.0,0,Rural,1.0
|
||||
LP002429,Male,1.0,1,1,1.0,3466,1210.0,130.0,360.0,1,Rural,1.0
|
||||
LP002434,Male,1.0,2,0,0.0,4652,0.0,110.0,360.0,1,Rural,1.0
|
||||
LP002435,Male,1.0,0,1,0.0,3539,1376.0,55.0,360.0,1,Rural,0.0
|
||||
LP002443,Male,1.0,2,1,0.0,3340,1710.0,150.0,360.0,0,Rural,0.0
|
||||
LP002444,Male,0.0,1,0,1.0,2769,1542.0,190.0,360.0,0,Semiurban,0.0
|
||||
LP002446,Male,1.0,2,0,0.0,2309,1255.0,125.0,360.0,0,Rural,0.0
|
||||
LP002447,Male,1.0,2,0,0.0,1958,1456.0,60.0,300.0,0,Urban,1.0
|
||||
LP002448,Male,1.0,0,1,0.0,3948,1733.0,149.0,360.0,0,Rural,0.0
|
||||
LP002449,Male,1.0,0,1,0.0,2483,2466.0,90.0,180.0,0,Rural,1.0
|
||||
LP002453,Male,0.0,0,1,1.0,7085,0.0,84.0,360.0,1,Semiurban,1.0
|
||||
LP002455,Male,1.0,2,1,0.0,3859,0.0,96.0,360.0,1,Semiurban,1.0
|
||||
LP002459,Male,1.0,0,1,0.0,4301,0.0,118.0,360.0,1,Urban,1.0
|
||||
LP002467,Male,1.0,0,1,0.0,3708,2569.0,173.0,360.0,1,Urban,0.0
|
||||
LP002472,Male,0.0,2,1,0.0,4354,0.0,136.0,360.0,1,Rural,1.0
|
||||
LP002473,Male,1.0,0,1,0.0,8334,0.0,160.0,360.0,1,Semiurban,0.0
|
||||
LP002478,,1.0,0,1,1.0,2083,4083.0,160.0,360.0,0,Semiurban,1.0
|
||||
LP002484,Male,1.0,3+,1,0.0,7740,0.0,128.0,180.0,1,Urban,1.0
|
||||
LP002487,Male,1.0,0,1,0.0,3015,2188.0,153.0,360.0,1,Rural,1.0
|
||||
LP002489,Female,0.0,1,0,0.0,5191,0.0,132.0,360.0,1,Semiurban,1.0
|
||||
LP002493,Male,0.0,0,1,0.0,4166,0.0,98.0,360.0,0,Semiurban,0.0
|
||||
LP002494,Male,0.0,0,1,0.0,6000,0.0,140.0,360.0,1,Rural,1.0
|
||||
LP002500,Male,1.0,3+,0,0.0,2947,1664.0,70.0,180.0,0,Urban,0.0
|
||||
LP002501,,1.0,0,1,0.0,16692,0.0,110.0,360.0,1,Semiurban,1.0
|
||||
LP002502,Female,1.0,2,0,0.0,210,2917.0,98.0,360.0,1,Semiurban,1.0
|
||||
LP002505,Male,1.0,0,1,0.0,4333,2451.0,110.0,360.0,1,Urban,0.0
|
||||
LP002515,Male,1.0,1,1,1.0,3450,2079.0,162.0,360.0,1,Semiurban,1.0
|
||||
LP002517,Male,1.0,1,0,0.0,2653,1500.0,113.0,180.0,0,Rural,0.0
|
||||
LP002519,Male,1.0,3+,1,0.0,4691,0.0,100.0,360.0,1,Semiurban,1.0
|
||||
LP002522,Female,0.0,0,1,1.0,2500,0.0,93.0,360.0,0,Urban,1.0
|
||||
LP002524,Male,0.0,2,1,0.0,5532,4648.0,162.0,360.0,1,Rural,1.0
|
||||
LP002527,Male,1.0,2,1,1.0,16525,1014.0,150.0,360.0,1,Rural,1.0
|
||||
LP002529,Male,1.0,2,1,0.0,6700,1750.0,230.0,300.0,1,Semiurban,1.0
|
||||
LP002530,,1.0,2,1,0.0,2873,1872.0,132.0,360.0,0,Semiurban,0.0
|
||||
LP002531,Male,1.0,1,1,1.0,16667,2250.0,86.0,360.0,1,Semiurban,1.0
|
||||
LP002533,Male,1.0,2,1,0.0,2947,1603.0,0.0,360.0,1,Urban,0.0
|
||||
LP002534,Female,0.0,0,0,0.0,4350,0.0,154.0,360.0,1,Rural,1.0
|
||||
LP002536,Male,1.0,3+,0,0.0,3095,0.0,113.0,360.0,1,Rural,1.0
|
||||
LP002537,Male,1.0,0,1,0.0,2083,3150.0,128.0,360.0,1,Semiurban,1.0
|
||||
LP002541,Male,1.0,0,1,0.0,10833,0.0,234.0,360.0,1,Semiurban,1.0
|
||||
LP002543,Male,1.0,2,1,0.0,8333,0.0,246.0,360.0,1,Semiurban,1.0
|
||||
LP002544,Male,1.0,1,0,0.0,1958,2436.0,131.0,360.0,1,Rural,1.0
|
||||
LP002545,Male,0.0,2,1,0.0,3547,0.0,80.0,360.0,0,Rural,0.0
|
||||
LP002547,Male,1.0,1,1,0.0,18333,0.0,500.0,360.0,1,Urban,0.0
|
||||
LP002555,Male,1.0,2,1,1.0,4583,2083.0,160.0,360.0,1,Semiurban,1.0
|
||||
LP002556,Male,0.0,0,1,0.0,2435,0.0,75.0,360.0,1,Urban,0.0
|
||||
LP002560,Male,0.0,0,0,0.0,2699,2785.0,96.0,360.0,0,Semiurban,1.0
|
||||
LP002562,Male,1.0,1,0,0.0,5333,1131.0,186.0,360.0,0,Urban,1.0
|
||||
LP002571,Male,0.0,0,0,0.0,3691,0.0,110.0,360.0,1,Rural,1.0
|
||||
LP002582,Female,0.0,0,0,1.0,17263,0.0,225.0,360.0,1,Semiurban,1.0
|
||||
LP002585,Male,1.0,0,1,0.0,3597,2157.0,119.0,360.0,0,Rural,0.0
|
||||
LP002586,Female,1.0,1,1,0.0,3326,913.0,105.0,84.0,1,Semiurban,1.0
|
||||
LP002587,Male,1.0,0,0,0.0,2600,1700.0,107.0,360.0,1,Rural,1.0
|
||||
LP002588,Male,1.0,0,1,0.0,4625,2857.0,111.0,12.0,0,Urban,1.0
|
||||
LP002600,Male,1.0,1,1,1.0,2895,0.0,95.0,360.0,1,Semiurban,1.0
|
||||
LP002602,Male,0.0,0,1,0.0,6283,4416.0,209.0,360.0,0,Rural,0.0
|
||||
LP002603,Female,0.0,0,1,0.0,645,3683.0,113.0,480.0,1,Rural,1.0
|
||||
LP002606,Female,0.0,0,1,0.0,3159,0.0,100.0,360.0,1,Semiurban,1.0
|
||||
LP002615,Male,1.0,2,1,0.0,4865,5624.0,208.0,360.0,1,Semiurban,1.0
|
||||
LP002618,Male,1.0,1,0,0.0,4050,5302.0,138.0,360.0,0,Rural,0.0
|
||||
LP002619,Male,1.0,0,0,0.0,3814,1483.0,124.0,300.0,1,Semiurban,1.0
|
||||
LP002622,Male,1.0,2,1,0.0,3510,4416.0,243.0,360.0,1,Rural,1.0
|
||||
LP002624,Male,1.0,0,1,0.0,20833,6667.0,480.0,360.0,0,Urban,1.0
|
||||
LP002625,,0.0,0,1,0.0,3583,0.0,96.0,360.0,1,Urban,0.0
|
||||
LP002626,Male,1.0,0,1,1.0,2479,3013.0,188.0,360.0,1,Urban,1.0
|
||||
LP002634,Female,0.0,1,1,0.0,13262,0.0,40.0,360.0,1,Urban,1.0
|
||||
LP002637,Male,0.0,0,0,0.0,3598,1287.0,100.0,360.0,1,Rural,0.0
|
||||
LP002640,Male,1.0,1,1,0.0,6065,2004.0,250.0,360.0,1,Semiurban,1.0
|
||||
LP002643,Male,1.0,2,1,0.0,3283,2035.0,148.0,360.0,1,Urban,1.0
|
||||
LP002648,Male,1.0,0,1,0.0,2130,6666.0,70.0,180.0,1,Semiurban,0.0
|
||||
LP002652,Male,0.0,0,1,0.0,5815,3666.0,311.0,360.0,1,Rural,0.0
|
||||
LP002659,Male,1.0,3+,1,0.0,3466,3428.0,150.0,360.0,1,Rural,1.0
|
||||
LP002670,Female,1.0,2,1,0.0,2031,1632.0,113.0,480.0,1,Semiurban,1.0
|
||||
LP002682,Male,1.0,,0,0.0,3074,1800.0,123.0,360.0,0,Semiurban,0.0
|
||||
LP002683,Male,0.0,0,1,0.0,4683,1915.0,185.0,360.0,1,Semiurban,0.0
|
||||
LP002684,Female,0.0,0,0,0.0,3400,0.0,95.0,360.0,1,Rural,0.0
|
||||
LP002689,Male,1.0,2,0,0.0,2192,1742.0,45.0,360.0,1,Semiurban,1.0
|
||||
LP002690,Male,0.0,0,1,0.0,2500,0.0,55.0,360.0,1,Semiurban,1.0
|
||||
LP002692,Male,1.0,3+,1,1.0,5677,1424.0,100.0,360.0,1,Rural,1.0
|
||||
LP002693,Male,1.0,2,1,1.0,7948,7166.0,480.0,360.0,1,Rural,1.0
|
||||
LP002697,Male,0.0,0,1,0.0,4680,2087.0,0.0,360.0,1,Semiurban,0.0
|
||||
LP002699,Male,1.0,2,1,1.0,17500,0.0,400.0,360.0,1,Rural,1.0
|
||||
LP002705,Male,1.0,0,1,0.0,3775,0.0,110.0,360.0,1,Semiurban,1.0
|
||||
LP002706,Male,1.0,1,0,0.0,5285,1430.0,161.0,360.0,0,Semiurban,1.0
|
||||
LP002714,Male,0.0,1,0,0.0,2679,1302.0,94.0,360.0,1,Semiurban,1.0
|
||||
LP002716,Male,0.0,0,0,0.0,6783,0.0,130.0,360.0,1,Semiurban,1.0
|
||||
LP002717,Male,1.0,0,1,0.0,1025,5500.0,216.0,360.0,0,Rural,1.0
|
||||
LP002720,Male,1.0,3+,1,0.0,4281,0.0,100.0,360.0,1,Urban,1.0
|
||||
LP002723,Male,0.0,2,1,0.0,3588,0.0,110.0,360.0,0,Rural,0.0
|
||||
LP002729,Male,0.0,1,1,0.0,11250,0.0,196.0,360.0,0,Semiurban,0.0
|
||||
LP002731,Female,0.0,0,0,1.0,18165,0.0,125.0,360.0,1,Urban,1.0
|
||||
LP002732,Male,0.0,0,0,0.0,2550,2042.0,126.0,360.0,1,Rural,1.0
|
||||
LP002734,Male,1.0,0,1,0.0,6133,3906.0,324.0,360.0,1,Urban,1.0
|
||||
LP002738,Male,0.0,2,1,0.0,3617,0.0,107.0,360.0,1,Semiurban,1.0
|
||||
LP002739,Male,1.0,0,0,0.0,2917,536.0,66.0,360.0,1,Rural,0.0
|
||||
LP002740,Male,1.0,3+,1,0.0,6417,0.0,157.0,180.0,1,Rural,1.0
|
||||
LP002741,Female,1.0,1,1,0.0,4608,2845.0,140.0,180.0,1,Semiurban,1.0
|
||||
LP002743,Female,0.0,0,1,0.0,2138,0.0,99.0,360.0,0,Semiurban,0.0
|
||||
LP002753,Female,0.0,1,1,0.0,3652,0.0,95.0,360.0,1,Semiurban,1.0
|
||||
LP002755,Male,1.0,1,0,0.0,2239,2524.0,128.0,360.0,1,Urban,1.0
|
||||
LP002757,Female,1.0,0,0,0.0,3017,663.0,102.0,360.0,0,Semiurban,1.0
|
||||
LP002767,Male,1.0,0,1,0.0,2768,1950.0,155.0,360.0,1,Rural,1.0
|
||||
LP002768,Male,0.0,0,0,0.0,3358,0.0,80.0,36.0,1,Semiurban,0.0
|
||||
LP002772,Male,0.0,0,1,0.0,2526,1783.0,145.0,360.0,1,Rural,1.0
|
||||
LP002776,Female,0.0,0,1,0.0,5000,0.0,103.0,360.0,0,Semiurban,0.0
|
||||
LP002777,Male,1.0,0,1,0.0,2785,2016.0,110.0,360.0,1,Rural,1.0
|
||||
LP002778,Male,1.0,2,1,1.0,6633,0.0,0.0,360.0,0,Rural,0.0
|
||||
LP002784,Male,1.0,1,0,0.0,2492,2375.0,0.0,360.0,1,Rural,1.0
|
||||
LP002785,Male,1.0,1,1,0.0,3333,3250.0,158.0,360.0,1,Urban,1.0
|
||||
LP002788,Male,1.0,0,0,0.0,2454,2333.0,181.0,360.0,0,Urban,0.0
|
||||
LP002789,Male,1.0,0,1,0.0,3593,4266.0,132.0,180.0,0,Rural,0.0
|
||||
LP002792,Male,1.0,1,1,0.0,5468,1032.0,26.0,360.0,1,Semiurban,1.0
|
||||
LP002794,Female,0.0,0,1,0.0,2667,1625.0,84.0,360.0,0,Urban,1.0
|
||||
LP002795,Male,1.0,3+,1,1.0,10139,0.0,260.0,360.0,1,Semiurban,1.0
|
||||
LP002798,Male,1.0,0,1,0.0,3887,2669.0,162.0,360.0,1,Semiurban,1.0
|
||||
LP002804,Female,1.0,0,1,0.0,4180,2306.0,182.0,360.0,1,Semiurban,1.0
|
||||
LP002807,Male,1.0,2,0,0.0,3675,242.0,108.0,360.0,1,Semiurban,1.0
|
||||
LP002813,Female,1.0,1,1,1.0,19484,0.0,600.0,360.0,1,Semiurban,1.0
|
||||
LP002820,Male,1.0,0,1,0.0,5923,2054.0,211.0,360.0,1,Rural,1.0
|
||||
LP002821,Male,0.0,0,0,1.0,5800,0.0,132.0,360.0,1,Semiurban,1.0
|
||||
LP002832,Male,1.0,2,1,0.0,8799,0.0,258.0,360.0,0,Urban,0.0
|
||||
LP002833,Male,1.0,0,0,0.0,4467,0.0,120.0,360.0,0,Rural,1.0
|
||||
LP002836,Male,0.0,0,1,0.0,3333,0.0,70.0,360.0,1,Urban,1.0
|
||||
LP002837,Male,1.0,3+,1,0.0,3400,2500.0,123.0,360.0,0,Rural,0.0
|
||||
LP002840,Female,0.0,0,1,0.0,2378,0.0,9.0,360.0,1,Urban,0.0
|
||||
LP002841,Male,1.0,0,1,0.0,3166,2064.0,104.0,360.0,0,Urban,0.0
|
||||
LP002842,Male,1.0,1,1,0.0,3417,1750.0,186.0,360.0,1,Urban,1.0
|
||||
LP002847,Male,1.0,,1,0.0,5116,1451.0,165.0,360.0,0,Urban,0.0
|
||||
LP002855,Male,1.0,2,1,0.0,16666,0.0,275.0,360.0,1,Urban,1.0
|
||||
LP002862,Male,1.0,2,0,0.0,6125,1625.0,187.0,480.0,1,Semiurban,0.0
|
||||
LP002863,Male,1.0,3+,1,0.0,6406,0.0,150.0,360.0,1,Semiurban,0.0
|
||||
LP002868,Male,1.0,2,1,0.0,3159,461.0,108.0,84.0,1,Urban,1.0
|
||||
LP002872,,1.0,0,1,0.0,3087,2210.0,136.0,360.0,0,Semiurban,0.0
|
||||
LP002874,Male,0.0,0,1,0.0,3229,2739.0,110.0,360.0,1,Urban,1.0
|
||||
LP002877,Male,1.0,1,1,0.0,1782,2232.0,107.0,360.0,1,Rural,1.0
|
||||
LP002888,Male,0.0,0,1,0.0,3182,2917.0,161.0,360.0,1,Urban,1.0
|
||||
LP002892,Male,1.0,2,1,0.0,6540,0.0,205.0,360.0,1,Semiurban,1.0
|
||||
LP002893,Male,0.0,0,1,0.0,1836,33837.0,90.0,360.0,1,Urban,0.0
|
||||
LP002894,Female,1.0,0,1,0.0,3166,0.0,36.0,360.0,1,Semiurban,1.0
|
||||
LP002898,Male,1.0,1,1,0.0,1880,0.0,61.0,360.0,0,Rural,0.0
|
||||
LP002911,Male,1.0,1,1,0.0,2787,1917.0,146.0,360.0,0,Rural,0.0
|
||||
LP002912,Male,1.0,1,1,0.0,4283,3000.0,172.0,84.0,1,Rural,0.0
|
||||
LP002916,Male,1.0,0,1,0.0,2297,1522.0,104.0,360.0,1,Urban,1.0
|
||||
LP002917,Female,0.0,0,0,0.0,2165,0.0,70.0,360.0,1,Semiurban,1.0
|
||||
LP002925,,0.0,0,1,0.0,4750,0.0,94.0,360.0,1,Semiurban,1.0
|
||||
LP002926,Male,1.0,2,1,1.0,2726,0.0,106.0,360.0,0,Semiurban,0.0
|
||||
LP002928,Male,1.0,0,1,0.0,3000,3416.0,56.0,180.0,1,Semiurban,1.0
|
||||
LP002931,Male,1.0,2,1,1.0,6000,0.0,205.0,240.0,1,Semiurban,0.0
|
||||
LP002933,,0.0,3+,1,1.0,9357,0.0,292.0,360.0,1,Semiurban,1.0
|
||||
LP002936,Male,1.0,0,1,0.0,3859,3300.0,142.0,180.0,1,Rural,1.0
|
||||
LP002938,Male,1.0,0,1,1.0,16120,0.0,260.0,360.0,1,Urban,1.0
|
||||
LP002940,Male,0.0,0,0,0.0,3833,0.0,110.0,360.0,1,Rural,1.0
|
||||
LP002941,Male,1.0,2,0,1.0,6383,1000.0,187.0,360.0,1,Rural,0.0
|
||||
LP002943,Male,0.0,,1,0.0,2987,0.0,88.0,360.0,0,Semiurban,0.0
|
||||
LP002945,Male,1.0,0,1,1.0,9963,0.0,180.0,360.0,1,Rural,1.0
|
||||
LP002948,Male,1.0,2,1,0.0,5780,0.0,192.0,360.0,1,Urban,1.0
|
||||
LP002949,Female,0.0,3+,1,0.0,416,41667.0,350.0,180.0,0,Urban,0.0
|
||||
LP002950,Male,1.0,0,0,0.0,2894,2792.0,155.0,360.0,1,Rural,1.0
|
||||
LP002953,Male,1.0,3+,1,0.0,5703,0.0,128.0,360.0,1,Urban,1.0
|
||||
LP002958,Male,0.0,0,1,0.0,3676,4301.0,172.0,360.0,1,Rural,1.0
|
||||
LP002959,Female,1.0,1,1,0.0,12000,0.0,496.0,360.0,1,Semiurban,1.0
|
||||
LP002960,Male,1.0,0,0,0.0,2400,3800.0,0.0,180.0,1,Urban,0.0
|
||||
LP002961,Male,1.0,1,1,0.0,3400,2500.0,173.0,360.0,1,Semiurban,1.0
|
||||
LP002964,Male,1.0,2,0,0.0,3987,1411.0,157.0,360.0,1,Rural,1.0
|
||||
LP002974,Male,1.0,0,1,0.0,3232,1950.0,108.0,360.0,1,Rural,1.0
|
||||
LP002978,Female,0.0,0,1,0.0,2900,0.0,71.0,360.0,1,Rural,1.0
|
||||
LP002979,Male,1.0,3+,1,0.0,4106,0.0,40.0,180.0,1,Rural,1.0
|
||||
LP002983,Male,1.0,1,1,0.0,8072,240.0,253.0,360.0,1,Urban,1.0
|
||||
LP002984,Male,1.0,2,1,0.0,7583,0.0,187.0,360.0,1,Urban,1.0
|
||||
LP002990,Female,0.0,0,1,1.0,4583,0.0,133.0,360.0,0,Semiurban,0.0
|
||||
|
BIN
abanin_daniil_lab_5/result_1.png
Normal file
BIN
abanin_daniil_lab_5/result_1.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 66 KiB |
BIN
abanin_daniil_lab_5/result_2.png
Normal file
BIN
abanin_daniil_lab_5/result_2.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 22 KiB |
76
alexandrov_dmitrii_lab_6/lab6.py
Normal file
76
alexandrov_dmitrii_lab_6/lab6.py
Normal file
@@ -0,0 +1,76 @@
|
||||
from matplotlib import pyplot as plt
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.neural_network import MLPClassifier
|
||||
import pandas as pd
|
||||
import numpy as np
|
||||
|
||||
data = pd.read_csv('sberbank_data.csv', index_col='id')
|
||||
x = data[['timestamp', 'full_sq', 'floor', 'max_floor', 'build_year', 'num_room', 'material', 'kremlin_km']]
|
||||
|
||||
x = x.replace('NA', 0)
|
||||
x.fillna(0, inplace=True)
|
||||
|
||||
col_date = []
|
||||
|
||||
for val in x['timestamp']:
|
||||
col_date.append(val.split('-', 1)[0])
|
||||
|
||||
x = x.drop(columns='timestamp')
|
||||
x['timestamp'] = col_date
|
||||
|
||||
y = []
|
||||
for val in data['price_doc']:
|
||||
if val < 1500000:
|
||||
y.append('low')
|
||||
elif val < 3000000:
|
||||
y.append('medium')
|
||||
elif val < 5500000:
|
||||
y.append('high')
|
||||
elif val < 10000000:
|
||||
y.append('premium')
|
||||
else:
|
||||
y.append('oligarch')
|
||||
|
||||
x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.01, random_state=42)
|
||||
|
||||
min_scores = []
|
||||
med_scores = []
|
||||
max_scores = []
|
||||
|
||||
|
||||
def do_test(iters_num):
|
||||
global x_train, x_test, y_train, y_test, min_scores, med_scores, max_scores
|
||||
|
||||
print("Testing iterations number "+str(iters_num)+":")
|
||||
scores = []
|
||||
|
||||
for i in range(10):
|
||||
neuro = MLPClassifier(max_iter=200)
|
||||
neuro.fit(x_train, y_train)
|
||||
scr = neuro.score(x_test, y_test)
|
||||
print("res"+str(i+1)+": "+str(scr))
|
||||
scores.append(scr)
|
||||
|
||||
print("Medium result: "+str(np.mean(scores)))
|
||||
|
||||
min_scores.append(np.min(scores))
|
||||
med_scores.append(np.mean(scores))
|
||||
max_scores.append(np.max(scores))
|
||||
|
||||
|
||||
def start():
|
||||
global min_scores, med_scores, max_scores
|
||||
|
||||
iter_nums = [200, 400, 600, 800, 1000]
|
||||
|
||||
for num in iter_nums:
|
||||
do_test(num)
|
||||
|
||||
plt.figure(1, figsize=(16, 9))
|
||||
plt.plot(iter_nums, min_scores, c='r')
|
||||
plt.plot(iter_nums, med_scores, c='b')
|
||||
plt.plot(iter_nums, max_scores, c='b')
|
||||
plt.show()
|
||||
|
||||
|
||||
start()
|
||||
149
alexandrov_dmitrii_lab_6/readme.md
Normal file
149
alexandrov_dmitrii_lab_6/readme.md
Normal file
@@ -0,0 +1,149 @@
|
||||
### Задание
|
||||
Использовать нейронную сеть по варианту для выбранных данных по варианту, самостоятельно сформулировав задачу.
|
||||
Интерпретировать результаты и оценить, насколько хорошо она подходит для
|
||||
решения сформулированной вами задачи.
|
||||
|
||||
Вариант 1: MLPClassifier
|
||||
|
||||
Была сформулирована следующая задача: необходимо классифицировать жильё по стоимости на основе избранных признаков при помощи нейронной сети.
|
||||
|
||||
### Запуск программы
|
||||
Файл lab6.py содержит и запускает программу, аргументов и настройки ~~вроде~~ не требует.
|
||||
|
||||
### Описание программы
|
||||
Программа считывает цены на жильё как выходные данные и следующие данные как входные: год размещения объявления, площадь, этаж, количество этажей, год постройки, количество комнат, материал, расстояние до кремля (условного центра).
|
||||
Далее она обрабатывает данные (цифровизирует нулевые данные), оставляет только год объявления. Цены распределяются по пяти классам.
|
||||
|
||||
После обработки программа делит данные на 99% обучающего материала и 1% тестового.
|
||||
Эти данные обрабатываются по 10 раз для идентичных моделей нейронных сетей, использующих метод градиентного спуска "adam", с разной настройкой максимального количества поколений: 200, 400, 600, 800, 1000.
|
||||
Считаются оценка модели. Для каждой модели запоминаются минимальный, максимальный и средний результаты. В консоль выводятся все результаты.
|
||||
В конце программа показывает графики зависимости результатов от максимального количества поколений модели.
|
||||
|
||||
### Результаты тестирования
|
||||
По результатам тестирования, можно сказать следующее:
|
||||
* В общем, модель даёт средний результат в районе 40-50% точности, что недостаточно.
|
||||
* Увеличение максимального количества поколений влияет сильнее всего на минимальные оценки, сужая разброс точности.
|
||||
* Нельзя сказать, что увеличение максимального количества поколений сильно улучшит модель: максимум на 10% точности.
|
||||
|
||||
Пример консольного вывода:
|
||||
>Testing iterations number 200:
|
||||
>
|
||||
>res1: 0.3806228373702422
|
||||
>
|
||||
>res2: 0.6055363321799307
|
||||
>
|
||||
>res3: 0.4809688581314879
|
||||
>
|
||||
>res4: 0.4913494809688581
|
||||
>
|
||||
>res5: 0.4844290657439446
|
||||
>
|
||||
>res6: 0.2975778546712803
|
||||
>
|
||||
>res7: 0.48788927335640137
|
||||
>
|
||||
>res8: 0.06228373702422145
|
||||
>
|
||||
>res9: 0.6193771626297578
|
||||
>
|
||||
>res10: 0.47750865051903113
|
||||
>
|
||||
>Medium result: 0.4387543252595155
|
||||
>
|
||||
>Testing iterations number 400:
|
||||
>
|
||||
>res1: 0.6124567474048442
|
||||
>
|
||||
>res2: 0.4290657439446367
|
||||
>
|
||||
>res3: 0.3217993079584775
|
||||
>
|
||||
>res4: 0.5467128027681661
|
||||
>
|
||||
>res5: 0.48788927335640137
|
||||
>
|
||||
>res6: 0.40484429065743943
|
||||
>
|
||||
>res7: 0.6020761245674741
|
||||
>
|
||||
>res8: 0.4186851211072664
|
||||
>
|
||||
>res9: 0.42214532871972316
|
||||
>
|
||||
>res10: 0.370242214532872
|
||||
>
|
||||
>Medium result: 0.46159169550173
|
||||
>
|
||||
>Testing iterations number 600:
|
||||
>
|
||||
>res1: 0.4359861591695502
|
||||
>
|
||||
>res2: 0.2560553633217993
|
||||
>
|
||||
>res3: 0.5363321799307958
|
||||
>
|
||||
>res4: 0.5778546712802768
|
||||
>
|
||||
>res5: 0.35986159169550175
|
||||
>
|
||||
>res6: 0.356401384083045
|
||||
>
|
||||
>res7: 0.49480968858131485
|
||||
>
|
||||
>res8: 0.5121107266435986
|
||||
>
|
||||
>res9: 0.5224913494809689
|
||||
>
|
||||
>res10: 0.5190311418685121
|
||||
>
|
||||
>Medium result: 0.4570934256055363
|
||||
>
|
||||
>Testing iterations number 800:
|
||||
>
|
||||
>res1: 0.25951557093425603
|
||||
>
|
||||
>res2: 0.4083044982698962
|
||||
>
|
||||
>res3: 0.5224913494809689
|
||||
>
|
||||
>res4: 0.5986159169550173
|
||||
>
|
||||
>res5: 0.24567474048442905
|
||||
>
|
||||
>res6: 0.4013840830449827
|
||||
>
|
||||
>res7: 0.21453287197231835
|
||||
>
|
||||
>res8: 0.4671280276816609
|
||||
>
|
||||
>res9: 0.40484429065743943
|
||||
>
|
||||
>res10: 0.38408304498269896
|
||||
>
|
||||
>Medium result: 0.3906574394463667
|
||||
>
|
||||
>Testing iterations number 1000:
|
||||
>
|
||||
>res1: 0.4186851211072664
|
||||
>
|
||||
>res2: 0.5017301038062284
|
||||
>
|
||||
>res3: 0.5121107266435986
|
||||
>
|
||||
>res4: 0.3806228373702422
|
||||
>
|
||||
>res5: 0.44982698961937717
|
||||
>
|
||||
>res6: 0.5986159169550173
|
||||
>
|
||||
>res7: 0.5570934256055363
|
||||
>
|
||||
>res8: 0.4290657439446367
|
||||
>
|
||||
>res9: 0.32525951557093424
|
||||
>
|
||||
>res10: 0.41522491349480967
|
||||
>
|
||||
>Medium result: 0.4588235294117647
|
||||
|
||||
Итого: Для отобранных данных нейронная модель с методом градиентного спуска "adam" показала себя не лучшим образом. Возможно, другие методы могут выдать лучшие результаты, либо необходима более обширная модификация модели.
|
||||
28896
alexandrov_dmitrii_lab_6/sberbank_data.csv
Normal file
28896
alexandrov_dmitrii_lab_6/sberbank_data.csv
Normal file
File diff suppressed because one or more lines are too long
2795
alexandrov_dmitrii_lab_7/data.txt
Normal file
2795
alexandrov_dmitrii_lab_7/data.txt
Normal file
File diff suppressed because it is too large
Load Diff
96
alexandrov_dmitrii_lab_7/lab7.py
Normal file
96
alexandrov_dmitrii_lab_7/lab7.py
Normal file
@@ -0,0 +1,96 @@
|
||||
import numpy as np
|
||||
from keras_preprocessing.sequence import pad_sequences
|
||||
from keras_preprocessing.text import Tokenizer
|
||||
from keras.models import Sequential
|
||||
from keras.layers import Dense, LSTM, Embedding, Dropout
|
||||
from keras.callbacks import ModelCheckpoint
|
||||
|
||||
|
||||
def recreate_model(predictors, labels, model, filepath, epoch_num):
|
||||
model.compile(loss='sparse_categorical_crossentropy', optimizer='adam', metrics=['accuracy'])
|
||||
append_epochs(predictors, labels, model, epoch_num)
|
||||
|
||||
|
||||
def append_epochs(predictors, labels, model, filepath, epoch_num):
|
||||
checkpoint = ModelCheckpoint(filepath, monitor='loss', verbose=1, save_best_only=True, mode='min')
|
||||
desired_callbacks = [checkpoint]
|
||||
model.fit(predictors, labels, epochs=epoch_num, verbose=1, callbacks=desired_callbacks)
|
||||
|
||||
|
||||
def generate_text(tokenizer, seed_text, next_words, model, max_seq_length):
|
||||
for _ in range(next_words):
|
||||
token_list = tokenizer.texts_to_sequences([seed_text])[0]
|
||||
token_list = pad_sequences([token_list], maxlen=max_seq_length - 1, padding='pre')
|
||||
predicted = np.argmax(model.predict(token_list), axis=-1)
|
||||
output_word = ""
|
||||
for word, index in tokenizer.word_index.items():
|
||||
if index == predicted:
|
||||
output_word = word
|
||||
break
|
||||
seed_text += " " + output_word
|
||||
return seed_text
|
||||
|
||||
|
||||
def start():
|
||||
flag = -1
|
||||
while flag < 1 or flag > 2:
|
||||
flag = int(input("Select model and text (1 - eng, 2 - ru): "))
|
||||
|
||||
if flag == 1:
|
||||
file = open("data.txt").read()
|
||||
filepath = "model_eng.hdf5"
|
||||
elif flag == 2:
|
||||
file = open("rus_data.txt").read()
|
||||
filepath = "model_rus.hdf5"
|
||||
else:
|
||||
exit(1)
|
||||
|
||||
tokenizer = Tokenizer()
|
||||
tokenizer.fit_on_texts([file])
|
||||
words_count = len(tokenizer.word_index) + 1
|
||||
|
||||
input_sequences = []
|
||||
for line in file.split('\n'):
|
||||
token_list = tokenizer.texts_to_sequences([line])[0]
|
||||
for i in range(1, len(token_list)):
|
||||
n_gram_sequence = token_list[:i + 1]
|
||||
input_sequences.append(n_gram_sequence)
|
||||
|
||||
max_seq_length = max([len(x) for x in input_sequences])
|
||||
input_sequences = pad_sequences(input_sequences, maxlen=max_seq_length, padding='pre')
|
||||
|
||||
predictors, labels = input_sequences[:, :-1], input_sequences[:, -1]
|
||||
|
||||
model = Sequential()
|
||||
model.add(Embedding(words_count, 100, input_length=max_seq_length - 1))
|
||||
model.add(LSTM(150))
|
||||
model.add(Dropout(0.15))
|
||||
model.add(Dense(words_count, activation='softmax'))
|
||||
|
||||
flag = input("Do you want to recreate the model ? (print yes): ")
|
||||
if flag == 'yes':
|
||||
flag = input("Are you sure? (print yes): ")
|
||||
if flag == 'yes':
|
||||
num = int(input("Select number of epoch: "))
|
||||
if 0 < num < 100:
|
||||
recreate_model(predictors, labels, model, filepath, num)
|
||||
|
||||
model.load_weights(filepath)
|
||||
model.compile(loss='sparse_categorical_crossentropy', optimizer='adam', metrics=['accuracy'])
|
||||
|
||||
flag = input("Do you want to train the model ? (print yes): ")
|
||||
if flag == 'yes':
|
||||
flag = input("Are you sure? (print yes): ")
|
||||
if flag == 'yes':
|
||||
num = int(input("Select number of epoch: "))
|
||||
if 0 < num < 100:
|
||||
append_epochs(predictors, labels, model, filepath, num)
|
||||
|
||||
flag = 'y'
|
||||
while flag == 'y':
|
||||
seed = input("Enter seed: ")
|
||||
print(generate_text(tokenizer, seed, 25, model, max_seq_length))
|
||||
flag = input("Continue? (print \'y\'): ")
|
||||
|
||||
|
||||
start()
|
||||
BIN
alexandrov_dmitrii_lab_7/model_eng.hdf5
Normal file
BIN
alexandrov_dmitrii_lab_7/model_eng.hdf5
Normal file
Binary file not shown.
BIN
alexandrov_dmitrii_lab_7/model_rus.hdf5
Normal file
BIN
alexandrov_dmitrii_lab_7/model_rus.hdf5
Normal file
Binary file not shown.
49
alexandrov_dmitrii_lab_7/readme.md
Normal file
49
alexandrov_dmitrii_lab_7/readme.md
Normal file
@@ -0,0 +1,49 @@
|
||||
### Задание
|
||||
Выбрать художественный текст(четные варианты – русскоязычный, нечетные – англоязычный)и обучить на нем рекуррентную нейронную сеть для решения задачи генерации. Подобрать архитектуру и параметры так, чтобы приблизиться к максимально осмысленному результату. Далее разбиться на пары четный-нечетный вариант, обменяться разработанными сетями и проверить, как архитектура товарища справляется с вашим текстом.
|
||||
|
||||
Вариант 1: первостепенно - английский текст. Кооперироваться, впрочем, не с кем.
|
||||
|
||||
### Запуск программы
|
||||
Файл lab7.py содержит и запускает программу, аргументов и настройки ~~вроде~~ не требует.
|
||||
|
||||
### Описание программы
|
||||
Программа представляет собой консольное приложение-инструмент для работы с моделями. Она может создавать и обучать однородные модели для разных текстов.
|
||||
В файлах хранятся два текста: англоязычный data.txt (Остров сокровищ) и русскоязычный rus_data.txt (Хоббит). Также там хранятся две сохранённые обученные модели:
|
||||
* model_eng - модель, обученная на английском тексте. На текущий момент 27 эпох обучения.
|
||||
* model_rus - модель, обученная на русском тексте. На текущий момент 12 эпох обучения.
|
||||
Обучение проходило 1 день.
|
||||
|
||||
В программе необходимо выбрать загружаемый текст и соответствующую модель, в данный момент подключается русскоязычная модель.
|
||||
|
||||
Программа содержит методы пересоздания модели и дообучения модели (передаётся модель и количество эпох дообучения). Оба метода отключены и могут быть подключены обратно при необходимости.
|
||||
|
||||
После возможных пересоздания и дообучения моделей программа запрашивает текст-кодовое слово, которое модели будет необходимо продолжить, сгенерировав свой текст.
|
||||
|
||||
Сама модель имеет следующую архитектуру:
|
||||
* слой, преобразующий слова в векторы плотности, Embedding с входом, равным числу слов, с выходом 100, и с длиной ввода, равной длине максимального слова.
|
||||
* слой с блоками долгой краткосрочной памятью, составляющая рекуррентную сеть, LSTM со 150 блоками.
|
||||
* слой, задающий степень разрыва нейронных связей между соседними слоями, Dropout с процентом разрыва 15.
|
||||
* слой вычисления взвешенных сумм Dense с числом нейронов, равным числу слов в тексте и функцией активации 'softmax'
|
||||
|
||||
### Результаты тестирования
|
||||
По результатам дневного обучения можно сказать следующее:
|
||||
|
||||
Модель успешно генерирует бессмысленные последовательности слов, которые либо состоят из обрывков фраз, либо случайно (но достаточно часто) складываются в осмысленные словосочетания, но не более.
|
||||
|
||||
Примеры генераций (первое слово - код генерации):
|
||||
|
||||
Модель, обученная на 'Острове сокровищ', 27 эпох обучения:
|
||||
>ship that he said with the buccaneers a gentleman and neither can read and figure but what is it anyway ah 'deposed' that's it is a
|
||||
>
|
||||
>chest said the doctor touching the black spot mind by the arm who is the ship there's long john now you are the first that were
|
||||
>
|
||||
>silver said the doctor if you can get the treasure you can find the ship there's been a man that has lost his score out he
|
||||
|
||||
Модель, обученная на 'Хоббите', 12 эпох обучения:
|
||||
>дракон и тут они услыхали про смога он понял что он стал видел и разозлился как слоны у гэндальфа хороши но все это было бы он
|
||||
>
|
||||
>поле он не мог сообразить что он делал то в живых и слышал бильбо как раз доедал пуще прежнего а бильбо все таки уж не мог
|
||||
>
|
||||
>паук направился к нему толстому из свертков они добрались до рассвета и даже дальше не останавливаясь а именно что гоблины обидело бильбо они не мог ничего
|
||||
|
||||
Итого: Даже такая простая модель с таким малым количеством эпох обучения может иногда сгенерировать нечто осмысленное. Однако для генерации нормального текста необходимо длительное обучение и более сложная модель, из нескольких слоёв LSTM и Dropout после них, что, однако, потребовало бы вычислительные мощности, которых у меня нет в наличии. Иначе следует взять очень маленький текст.
|
||||
6838
alexandrov_dmitrii_lab_7/rus_data.txt
Normal file
6838
alexandrov_dmitrii_lab_7/rus_data.txt
Normal file
File diff suppressed because it is too large
Load Diff
83
basharin_sevastyan_lab_1/README.md
Normal file
83
basharin_sevastyan_lab_1/README.md
Normal file
@@ -0,0 +1,83 @@
|
||||
## Лабораторная работа 1. Вариант 4.
|
||||
### Задание
|
||||
Построить графики, отобразить
|
||||
качество моделей, объяснить полученные результаты.
|
||||
|
||||
Данные: `make_circles (noise=0.2, factor=0.5, random_state=rs)`
|
||||
|
||||
Модели:
|
||||
- Линейная регресся
|
||||
- Полиномиальная регрессия (со степенью 4)
|
||||
- Гребневая полиномиальная регресся (со степенью 4, alpha = 1.0)
|
||||
|
||||
### Как запустить
|
||||
Для запуска программы необходимо с помощью командной строки в корневой директории файлов прокета прописать:
|
||||
```
|
||||
python main.py
|
||||
```
|
||||
После будет запущена программа и сгенерированы 3 графика.
|
||||
|
||||
### Используемые технологии
|
||||
- `numpy` (псевдоним `np`): NumPy - это библиотека для научных вычислений в Python.
|
||||
- `matplotlib.pyplot` (псевдоним `plt`): Matplotlib - это библиотека для создания статических, анимированных и интерактивных визуализаций в Python. `pyplot` - это модуль Matplotlib, который используется для создания графиков и диаграмм.
|
||||
- `matplotlib.colors.ListedColormap` - этот модуль Matplotlib используется для создания цветных схем цветовых карт, которые могут быть использованы для визуализации данных.
|
||||
- `sklearn` (scikit-learn): Scikit-learn - это библиотека для машинного обучения и анализа данных в Python. Из данной библиотеки были использованы следующие модули:
|
||||
- `model_selection` - Этот модуль scikit-learn предоставляет инструменты для разделения данных на обучающие и тестовые наборы.
|
||||
- `linear_model` - содержит реализации линейных моделей, таких как линейная регрессия, логистическая регрессия и другие.
|
||||
- `pipeline` - позволяет объединить несколько этапов обработки данных и построения моделей в одну конвейерную цепочку.
|
||||
- `PolynomialFeatures` - Этот класс scikit-learn используется для генерации полиномиальных признаков, позволяя моделям учитывать нелинейные зависимости в данных.
|
||||
- `make_circles` - Эта функция scikit-learn создает набор данных, представляющий собой два класса, расположенных в форме двух пересекающихся окружностей. Это удобно для демонстрации работы различных моделей классификации.
|
||||
- `LinearRegression` - линейная регрессия - это алгоритм машинного обучения, используемый для задач бинарной классификации.
|
||||
|
||||
### Описание работы
|
||||
Программа генерирует данные, разделяет данные на тестовые и обучающие для моделей по заданию.
|
||||
```python
|
||||
rs = randrange(50)
|
||||
X, y = make_circles(noise=0.2, factor=0.5, random_state=rs)
|
||||
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=rs)
|
||||
```
|
||||
`X_train` и `y_train` используются для обучения, а на данных `X_test` и `y_test` - оценка их качества.
|
||||
|
||||
Поскольку все модели в задании регрессионные, результаты работы будем оценивать через решение задачи предсказания.
|
||||
|
||||
Для оценки будем использовать следующие критерии: среднеквадратическому отклонению и коэфициенту детерминации. Чем ошибка меньше и чем коэфициент детерминации больше, тем лучше.
|
||||
```python
|
||||
np.round(np.sqrt(metrics.mean_squared_error(y_test, y_predict)),3) #среднеквадратическое отклонение
|
||||
np.round(metrics.r2_score(y_test, y_predict), 2) #коэфициент детерминации
|
||||
```
|
||||
Оценочные параметры округлены с помощью функции `round` до 3х и 2х знаков после запятой.
|
||||
|
||||
### Линейная регрессия
|
||||
Для создания модели линейной регрессии воспользуемся `LinearRegression`.
|
||||
```python
|
||||
linear_reg = LinearRegression()
|
||||
```
|
||||
Обучим её и предскажем с её помощью `y` на тестовой выборке `x_text`.
|
||||
```python
|
||||
model.fit(X_train, y_train)
|
||||
y_predict = model.predict(X_test)
|
||||
```
|
||||
График для оценки результатов:
|
||||
|
||||
|
||||
#### Полиномиальная регрессия
|
||||
Добавим 3 недостающих члена к линейной модели, возведённых в соответствующие степени 2, 3 и 4.
|
||||
```python
|
||||
poly_reg = make_pipeline(PolynomialFeatures(degree=4), StandardScaler(), LogisticRegression(random_state=rs))
|
||||
```
|
||||
График для оценки результатов:
|
||||
|
||||
|
||||
#### Полиномиальная гребневая регрессия
|
||||
Линейная регрессия является разновидностью полиномиальной регрессии со степенью ведущего члена равной 1.
|
||||
```python
|
||||
ridge_poly_reg = make_pipeline(PolynomialFeatures(degree=4), StandardScaler(), LogisticRegression(penalty='l2', C=1.0, random_state=rs))
|
||||
```
|
||||
График для оценки результатов:
|
||||
|
||||
|
||||
Точность измерений:
|
||||
|
||||
|
||||
### Вывод
|
||||
Наиболее низкое среднеквадратичное отклонение и наиболее высокий коэффициент детерминации показала модель полиномиальной и полиномиальной гребневой регрессии. Это означает, что они являются лучшими моделями для данного набора данных.
|
||||
BIN
basharin_sevastyan_lab_1/linear.png
Normal file
BIN
basharin_sevastyan_lab_1/linear.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 47 KiB |
60
basharin_sevastyan_lab_1/main.py
Normal file
60
basharin_sevastyan_lab_1/main.py
Normal file
@@ -0,0 +1,60 @@
|
||||
from random import randrange
|
||||
import numpy as np
|
||||
from matplotlib import pyplot as plt
|
||||
from matplotlib.colors import ListedColormap
|
||||
from sklearn import metrics
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.linear_model import LinearRegression, LogisticRegression
|
||||
from sklearn.pipeline import make_pipeline
|
||||
from sklearn.preprocessing import StandardScaler, PolynomialFeatures
|
||||
from sklearn.datasets import make_circles
|
||||
|
||||
rs = randrange(50)
|
||||
X, y = make_circles(noise=0.2, factor=0.5, random_state=rs) # Сгенерируем данные
|
||||
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2,
|
||||
random_state=rs) # Разделим данные на обучающий и тестовый наборы
|
||||
|
||||
# Линейная модель
|
||||
linear_reg = LinearRegression()
|
||||
# Полиномиальная регрессия (со степенью 4)
|
||||
poly_reg = make_pipeline(PolynomialFeatures(degree=4), StandardScaler(), LogisticRegression(random_state=rs))
|
||||
# Гребневая полиномиальная регрессия (со степенью 4 и alpha=1.0)
|
||||
ridge_poly_reg = make_pipeline(PolynomialFeatures(degree=4), StandardScaler(), LogisticRegression(penalty='l2', C=1.0,
|
||||
random_state=rs))
|
||||
|
||||
|
||||
# Обучение моделей
|
||||
def mid_sq_n_det(name, model):
|
||||
model.fit(X_train, y_train)
|
||||
y_predict = model.predict(X_test)
|
||||
print(f'Рассчёт среднеквадратичной ошибки для {name}: '
|
||||
f'{np.round(np.sqrt(metrics.mean_squared_error(y_test, y_predict)),3)}') # Рассчёт среднеквадратичной ошибки модели
|
||||
print(f'Рассчёт коэфициента детерминации для {name}: {np.round(metrics.r2_score(y_test, y_predict), 2)}') # Рассчёт коэфициента детерминации модели
|
||||
return name, model
|
||||
|
||||
|
||||
# Графики
|
||||
models = [mid_sq_n_det("Линейная регрессия", linear_reg),
|
||||
mid_sq_n_det("Полиномиальная регрессия (со степенью 4)", poly_reg),
|
||||
mid_sq_n_det("Гребневая полиномиальная регрессия (со степенью 4, alpha = 1.0)", ridge_poly_reg)]
|
||||
|
||||
cmap_background = ListedColormap(['#FFAAAA', '#AAAAFF'])
|
||||
cmap_points = ListedColormap(['#FF0000', '#0000FF'])
|
||||
|
||||
plt.figure(figsize=(15, 4))
|
||||
for i, (name, model) in enumerate(models):
|
||||
plt.subplot(1, 3, i + 1)
|
||||
xx, yy = np.meshgrid(np.linspace(X[:, 0].min() - 1, X[:, 0].max() + 1, 100),
|
||||
np.linspace(X[:, 1].min() - 1, X[:, 1].max() + 1, 100))
|
||||
Z = model.predict(np.c_[xx.ravel(), yy.ravel()])
|
||||
Z = Z.reshape(xx.shape)
|
||||
plt.contourf(xx, yy, Z, cmap=cmap_background, alpha=0.5)
|
||||
plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cmap_points, marker='o', label='Тестовые точки')
|
||||
plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cmap_points, marker='x', label='Обучающие точки')
|
||||
plt.legend()
|
||||
plt.title(name)
|
||||
plt.text(0.5, -1.2, 'Красный класс', color='r', fontsize=12)
|
||||
plt.text(0.5, -1.7, 'Синий класс', color='b', fontsize=12)
|
||||
|
||||
plt.tight_layout()
|
||||
plt.show()
|
||||
BIN
basharin_sevastyan_lab_1/poly.png
Normal file
BIN
basharin_sevastyan_lab_1/poly.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 42 KiB |
BIN
basharin_sevastyan_lab_1/result.png
Normal file
BIN
basharin_sevastyan_lab_1/result.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 31 KiB |
BIN
basharin_sevastyan_lab_1/ridge.png
Normal file
BIN
basharin_sevastyan_lab_1/ridge.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 44 KiB |
55
belyaeva_ekaterina_lab_2/README.md
Normal file
55
belyaeva_ekaterina_lab_2/README.md
Normal file
@@ -0,0 +1,55 @@
|
||||
## Задание
|
||||
|
||||
Используя код из пункта «Решение задачи ранжирования признаков», выполните ранжирование признаков с помощью указанных по варианту моделей. Отобразите получившиеся оценки каждого признака каждой моделью и среднюю оценку. Проведите анализ получившихся результатов. Какие четыре признака оказались самыми важными по среднему значению? (Названия\индексы признаков и будут ответом на задание).
|
||||
|
||||
Вариант 6:
|
||||
|
||||
- Гребневая регрессия (Ridge)
|
||||
- Сокращение признаков Случайными деревьями (Random Forest Regressor)
|
||||
- Линейная корреляция (f_regression)
|
||||
|
||||
|
||||
## Как запустить лабораторную
|
||||
Запустить файл main.py
|
||||
## Используемые технологии
|
||||
Библиотеки numpy, scikit-learn, их компоненты
|
||||
## Описание лабораторной (программы)
|
||||
Данный код выполняет оценку важности признаков в задаче регрессии.
|
||||
|
||||
Сначала генерируются исходные данные с использованием 14 признаков (X) и функции-выхода (Y), которая представляет собой регрессионную проблему Фридмана. Затем используются две модели - гребневая регрессия (Ridge) и случайный лес (Random Forest) - для обучения на данных и оценки важности признаков.
|
||||
|
||||
Затем вычисляются коэффициенты корреляции между признаками и целевой переменной, и результаты сохраняются в словаре ranks с ключом "Correlation".
|
||||
|
||||
Далее в цикле вычисляются средние значения оценок важности признаков для каждого признака. Результаты сохраняются в словаре mean.
|
||||
|
||||
Как результат, программа выводит оценки важности для каждой модели и средние значения важности для каждого признака
|
||||
## Результат
|
||||
|
||||
В результате получаем следующее:
|
||||
|
||||
Ridge
|
||||
[('x4', 1.0), ('x14', 0.92), ('x1', 0.76), ('x2', 0.75), ('x12', 0.67), ('x5', 0.61), ('x11', 0.59), ('x6', 0.08), ('x8', 0.08), ('x3', 0.06), ('x7', 0.03), ('x10', 0.01), ('x9', 0.0), ('x13', 0.0)]
|
||||
Random Forest
|
||||
[('x14', 1.0), ('x2', 0.76), ('x1', 0.66), ('x4', 0.55), ('x11', 0.29), ('x12', 0.28), ('x5', 0.23), ('x3', 0.1), ('x13', 0.09), ('x7', 0.01), ('x6', 0.0), ('x8', 0.0), ('x9', 0.0), ('x10', 0.0)]
|
||||
Correlation
|
||||
[('x4', 1.0), ('x14', 0.98), ('x2', 0.45), ('x12', 0.44), ('x1', 0.3), ('x11', 0.29), ('x5', 0.04), ('x8', 0.02), ('x7', 0.01), ('x9', 0.01), ('x3', 0.0), ('x6', 0.0), ('x10', 0.0), ('x13', 0.0)]
|
||||
Mean Importance:
|
||||
x14 : 0.97
|
||||
x4 : 0.85
|
||||
x2 : 0.65
|
||||
x1 : 0.57
|
||||
x12 : 0.46
|
||||
x11 : 0.39
|
||||
x5 : 0.29
|
||||
x3 : 0.05
|
||||
x6 : 0.03
|
||||
x8 : 0.03
|
||||
x13 : 0.03
|
||||
x7 : 0.02
|
||||
x9 : 0.0
|
||||
x10 : 0.0
|
||||
|
||||
Вывод: Самым важным признаком в среднем оказался х14, потом х4 и далее по убывающей - х2, х1, х12, х11, х5. Остальные признаки показали минимальную значимость или не имеют ее совсем.
|
||||
|
||||
Но стоит отметить, что несмотря на среднюю оценку признаков, разные модели выявили их значимость по-разному, что можно увидеть в тексте выше.
|
||||
Корреляция и гребневая регрессия показали чуть более схожий результат, нежели сокращение признаков случайными деревьями, хотя стоит заметить, что результаты всех моделей все равно отличаются.
|
||||
74
belyaeva_ekaterina_lab_2/main.py
Normal file
74
belyaeva_ekaterina_lab_2/main.py
Normal file
@@ -0,0 +1,74 @@
|
||||
from sklearn.linear_model import Ridge
|
||||
from sklearn.feature_selection import f_regression
|
||||
from sklearn.ensemble import RandomForestRegressor
|
||||
from sklearn.preprocessing import MinMaxScaler
|
||||
import numpy as np
|
||||
|
||||
# генерируем исходные данные: 750 строк-наблюдений и 14 столбцов-признаков
|
||||
np.random.seed(0)
|
||||
size = 750
|
||||
X = np.random.uniform(0, 1, (size, 14))
|
||||
# Задаем функцию-выход: регрессионную проблему Фридмана
|
||||
Y = (10 * np.sin(np.pi*X[:, 0]*X[:, 1]) + 20*(X[:, 2] - .5)**2 +
|
||||
10*X[:, 3] + 5*X[:, 4]**5 + np.random.normal(0, 1))
|
||||
# Добавляем зависимость признаков
|
||||
X[:, 10:] = X[:, :4] + np.random.normal(0, .025, (size, 4))
|
||||
|
||||
# Гребневая регрессия
|
||||
ridge = Ridge(alpha=7)
|
||||
ridge.fit(X, Y)
|
||||
# Случайные деревья
|
||||
rf = RandomForestRegressor(n_estimators=100, random_state=0)
|
||||
rf.fit(X, Y)
|
||||
|
||||
ranks = {}
|
||||
|
||||
names = ["x%s" % i for i in range(1, 15)]
|
||||
|
||||
def rank_to_dict(ranks, names):
|
||||
ranks = np.abs(ranks)
|
||||
minmax = MinMaxScaler()
|
||||
ranks = minmax.fit_transform(np.array(ranks).reshape(14, 1)).ravel()
|
||||
ranks = map(lambda x: round(x, 2), ranks)
|
||||
return dict(zip(names, ranks))
|
||||
|
||||
ranks["Ridge"] = rank_to_dict(ridge.coef_, names)
|
||||
ranks["Random Forest"] = rank_to_dict(rf.feature_importances_, names)
|
||||
|
||||
# Вычисляем коэффициенты корреляции между признаками и целевой переменной
|
||||
correlation_coeffs = f_regression(X, Y)[0]
|
||||
|
||||
# Добавляем результаты корреляции в словарь ranks
|
||||
ranks["Correlation"] = rank_to_dict(correlation_coeffs, names)
|
||||
|
||||
# Создаем пустой словарь для данных
|
||||
mean = {}
|
||||
|
||||
# Бежим по словарю ranks
|
||||
for key, value in ranks.items():
|
||||
# Пробегаемся по словарю значений ranks, которые являются парой имя:оценка
|
||||
for item in value.items():
|
||||
# Имя будет ключом для нашего mean
|
||||
# Если элемента с текущим ключом в mean нет - добавляем
|
||||
if item[0] not in mean:
|
||||
mean[item[0]] = 0
|
||||
# Суммируем значения по каждому ключу-имени признака
|
||||
mean[item[0]] += item[1]
|
||||
|
||||
# Находим среднее по каждому признаку
|
||||
for key, value in mean.items():
|
||||
res = value / len(ranks)
|
||||
mean[key] = round(res, 2)
|
||||
|
||||
# Сортируем и распечатываем список
|
||||
mean = sorted(mean.items(), key=lambda x: x[1], reverse=True)
|
||||
|
||||
for key, value in ranks.items():
|
||||
ranks[key] = sorted(value.items(), key=lambda x: x[1], reverse=True)
|
||||
for key, value in ranks.items():
|
||||
print(key)
|
||||
print(value)
|
||||
|
||||
print("Mean Importance:")
|
||||
for item in mean:
|
||||
print(item[0], ":", item[1])
|
||||
36
gusev_vladislav_lab_2/README.md
Normal file
36
gusev_vladislav_lab_2/README.md
Normal file
@@ -0,0 +1,36 @@
|
||||
### Вариант 9
|
||||
### Задание на лабораторную работу:
|
||||
Выполнить ранжирование признаков с помощью указанных по варианту моделей:
|
||||
- Лассо (Lasso)
|
||||
- Сокращение признаков Случайными деревьями (Random Forest Regressor)
|
||||
- Линейная корреляция (f_regression)
|
||||
|
||||
### Как запустить лабораторную работу:
|
||||
Выполняем файл gusev_vladislav_lab_2.py, в консоль будут выведены результаты.
|
||||
|
||||
### Технологии
|
||||
NumPy - библиотека для работы с многомерными массивами. Sklearn - библиотека с большим количеством алгоритмов машинного обучения.
|
||||
|
||||
### По коду
|
||||
В начале генерируем исходные данные: 750 строк-наблюдений и 14 столбцов-признаков, задаем функцию-выход: регрессионную проблему Фридмана, добавляем зависимость признаков
|
||||
|
||||
Далее создаем пустой словарь для хранения рангов признаков, используем методы из библиотеки Sklearn: Lasso, RandomForestRegressor и f_regression для задания по варианту.
|
||||
|
||||
Далее необходимо объявить функцию def rank_to_dict(ranks, names): для соотнесения нашего списка рангов и списка оценок по признакам. Возвращает он словарь типа (имя_признака: оценка_признака) и оценки приведены к единому диапазону от 0 до 1 и округлены до сотых.
|
||||
|
||||
В конце формируем среднее по каждому признаку, сортируем по убыванию и выводим на экран.
|
||||
|
||||
Пример:
|
||||
|
||||
|
||||
|
||||
Признаки х4 и х14 имеют наивысшие ранги, что говорит об их наибольшей значимости для решения задачи
|
||||
|
||||
Далее x2 и x12 занимают второе место по значимости (средняя значимость)
|
||||
|
||||
х1, х11 ниже среднего
|
||||
|
||||
х5, х8, х7 низкая значимость
|
||||
|
||||
х9, х3, х13, х10, х6 очень низкая значимость
|
||||
|
||||
53
gusev_vladislav_lab_2/gusev_vladislav_lab_2.py
Normal file
53
gusev_vladislav_lab_2/gusev_vladislav_lab_2.py
Normal file
@@ -0,0 +1,53 @@
|
||||
from sklearn.linear_model import Lasso
|
||||
from sklearn.ensemble import RandomForestRegressor
|
||||
from sklearn.feature_selection import f_regression
|
||||
from sklearn.preprocessing import MinMaxScaler
|
||||
import numpy as np
|
||||
|
||||
#генерируем исходные данные: 750 строк-наблюдений и 14 столбцов-признаков
|
||||
np.random.seed(0)
|
||||
size = 750
|
||||
X = np.random.uniform(0, 1, (size, 14))
|
||||
#Задаем функцию-выход: регрессионную проблему Фридмана
|
||||
Y = (10 * np.sin(np.pi*X[:,0]*X[:,1]) + 20*(X[:,2] - .5)**2 +
|
||||
10*X[:,3] + 5*X[:,4]**5 + np.random.normal(0,1))
|
||||
#Добавляем зависимость признаков
|
||||
X[:,10:] = X[:,:4] + np.random.normal(0, .025, (size,4))
|
||||
|
||||
names = ["x%s" % i for i in range(1,15)]
|
||||
#Создается пустой словарь для хранения рангов признаков
|
||||
ranks = {}
|
||||
|
||||
#Lasso
|
||||
lasso = Lasso(alpha=0.5)
|
||||
lasso.fit(X, Y)
|
||||
ranks["Lasso"] = dict(zip(names, lasso.coef_))
|
||||
#Случайные деревья
|
||||
rf = RandomForestRegressor(n_estimators=100)
|
||||
rf.fit(X, Y)
|
||||
ranks["Random Forest"] = dict(zip(names, rf.feature_importances_))
|
||||
#Линейная корреляция
|
||||
f_scores, p_values = f_regression(X, Y)
|
||||
ranks["f_regression"] = dict(zip(names, f_scores))
|
||||
|
||||
def rank_to_dict(ranks, names):
|
||||
ranks = np.abs(ranks)
|
||||
minmax = MinMaxScaler()
|
||||
ranks = minmax.fit_transform(np.array(ranks).reshape(14,1)).ravel()
|
||||
ranks = map(lambda x: round(x, 2), ranks)
|
||||
return dict(zip(names, ranks))
|
||||
|
||||
mean = {}
|
||||
for key, value in ranks.items():
|
||||
for item in value.items():
|
||||
if(item[0] not in mean):
|
||||
mean[item[0]] = 0
|
||||
mean[item[0]] += item[1]
|
||||
|
||||
|
||||
sorted_mean = sorted(mean.items(), key=lambda x: x[1], reverse=True)
|
||||
result = {}
|
||||
for item in sorted_mean:
|
||||
result[item[0]] = item[1]
|
||||
print(f'{item[0]}: {item[1]}')
|
||||
|
||||
BIN
gusev_vladislav_lab_2/img.png
Normal file
BIN
gusev_vladislav_lab_2/img.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 12 KiB |
27
gusev_vladislav_lab_3/README.md
Normal file
27
gusev_vladislav_lab_3/README.md
Normal file
@@ -0,0 +1,27 @@
|
||||
### Вариант 9
|
||||
### Задание на лабораторную работу:
|
||||
Решите с помощью библиотечной реализации дерева решений задачу: Запрограммировать дерево решений как минимум на 99% ваших данных для задачи: Зависимость глубины алмаза (depth) от длины (x), ширины (y) и высоты алмаза (z) . Проверить работу модели на оставшемся проценте, сделать вывод.
|
||||
|
||||
### Как запустить лабораторную работу:
|
||||
Выполняем файл gusev_vladislav_lab_3.py, решение будет в консоли.
|
||||
|
||||
### Технологии
|
||||
Sklearn - библиотека с большим количеством алгоритмов машинного обучения. Нам понадобится библиотека для дерева решения регрессии sklearn.tree.DecisionTreeRegressor.
|
||||
|
||||
### По коду
|
||||
1) Для начала загружаем данные из csv файла
|
||||
2) Разделеям данные на признаки (X) и целевую переменную (y)
|
||||
3) Разделяем данные на обучающее и тестовые
|
||||
4) Обучаем дерево регрессией (model)
|
||||
5) Выводим важность признаков, предсказание значений на тестовой выборке и оценку производительности модели
|
||||
|
||||
Пример:
|
||||
|
||||
|
||||
|
||||
### Вывод
|
||||
- score: ~0.88. Это мера того, насколько хорошо модель соответствует данным. По значению 88% можно сказать, что модель хорошо соответствует данным.
|
||||
- feature_importances: ~0.26, ~0.34, ~0,39. Это говорит о важности признаков для нашей модели. Можно сказать, что высота (z) имеет наибольшую важность.
|
||||
- Mean Squared Error: 0.22. Это ошибка модели. Это говорит о том, что модель в среднем ошибается в 22% случаев.
|
||||
|
||||
По итогу можно сказать, что модель отработала хорошо, из-за score ~0.88.
|
||||
53944
gusev_vladislav_lab_3/diamonds_prices.csv
Normal file
53944
gusev_vladislav_lab_3/diamonds_prices.csv
Normal file
File diff suppressed because it is too large
Load Diff
31
gusev_vladislav_lab_3/gusev_vladislav_lab_3.py
Normal file
31
gusev_vladislav_lab_3/gusev_vladislav_lab_3.py
Normal file
@@ -0,0 +1,31 @@
|
||||
import pandas as pd
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.tree import DecisionTreeRegressor
|
||||
from sklearn.metrics import mean_squared_error
|
||||
|
||||
# Загрузка данных из csv-файла
|
||||
data = pd.read_csv('diamonds_prices.csv', index_col='diamond_id')
|
||||
|
||||
# Разделение данных на признаки (X) и целевую переменную (y)
|
||||
X = data[['x', 'y', 'z']]
|
||||
|
||||
print (X.head())
|
||||
y = data['depth']
|
||||
|
||||
# Разделение данных на обучающую и тестовую выборки
|
||||
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.01, random_state=42)
|
||||
|
||||
#Решение с помощью дерева регрессии
|
||||
model = DecisionTreeRegressor()
|
||||
model.fit(X_train, y_train)
|
||||
test_score = model.score(X_test, y_test)
|
||||
# Получение важности признаков
|
||||
feature_importances = model.feature_importances_
|
||||
# Предсказание значений на тестовой выборке
|
||||
y_pred = model.predict(X_test)
|
||||
# Оценка производительности модели
|
||||
mse = mean_squared_error(y_test, y_pred)
|
||||
|
||||
print("score", test_score)
|
||||
print("feature_importances", feature_importances)
|
||||
print("Mean Squared Error: {:.2f}".format(mse))
|
||||
BIN
gusev_vladislav_lab_3/img.png
Normal file
BIN
gusev_vladislav_lab_3/img.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 9.9 KiB |
24
gusev_vladislav_lab_5/README.md
Normal file
24
gusev_vladislav_lab_5/README.md
Normal file
@@ -0,0 +1,24 @@
|
||||
### Вариант 9
|
||||
### Задание на лабораторную работу:
|
||||
Использовать регрессию по варианту для данных из курсовой работы. Самостоятельно сформулировав задачу. Интерпретировать результаты и оценить, насколько хорошо он подходит для решения сформулированной задачи.
|
||||
### Как запустить лабораторную работу:
|
||||
Выполняем файл gusev_vladislav_lab_5.py, будет выведен график на экран.
|
||||
|
||||
### Технологии
|
||||
NumPy - библиотека для работы с многомерными массивами. Mathplotlib - библиотека для визуализации данных двумерной и трехмерной графикой. Sklearn - библиотека с большим количеством алгоритмов машинного обучения.
|
||||
|
||||
### Задача
|
||||
Мною было принято решение посмотреть, как зависит
|
||||
### По коду
|
||||
1) Для начала загружаем данные из csv файла
|
||||
2) Разделяем данные на обучающее и тестовые
|
||||
3) Рескейлим данные из столбца price, который был в диапозоне от 370 до 2700 к диапозону от 0 до 1
|
||||
4) Обучаем модель, находим R^2 (среднеквадратическая ошибка) и коэффициент детерминации
|
||||
5) Выводим графики
|
||||
|
||||
|
||||
|
||||
|
||||
### Вывод
|
||||
- Среднеквадарическая ошибка получилась довольно низкой, что говорит нам о точности тестовых и предсказанных значений, однако коэффициент детерминации получился крайне низким, даже отрицательным. Это значит, что модель не понимает зависимости данных.
|
||||
- Итог: гребневая модель регресси не применима к нашей задаче
|
||||
53944
gusev_vladislav_lab_5/diamonds_prices.csv
Normal file
53944
gusev_vladislav_lab_5/diamonds_prices.csv
Normal file
File diff suppressed because it is too large
Load Diff
34
gusev_vladislav_lab_5/gusev_vladislav_lab_5.py
Normal file
34
gusev_vladislav_lab_5/gusev_vladislav_lab_5.py
Normal file
@@ -0,0 +1,34 @@
|
||||
import pandas as pd
|
||||
|
||||
from sklearn.linear_model import Ridge
|
||||
from sklearn import metrics
|
||||
from sklearn.preprocessing import MinMaxScaler
|
||||
import matplotlib.pyplot as plt
|
||||
import numpy as np
|
||||
# загрузка данных из файла
|
||||
data = pd.read_csv('diamonds_prices.csv')
|
||||
scaler = MinMaxScaler()
|
||||
|
||||
x_train = data[['price', 'carat', 'depth']].iloc[0:round(len(data) / 100 * 99)]
|
||||
y_train = data['table'].iloc[0:round(len(data) / 100 * 99)]
|
||||
y_train = scaler.fit_transform(y_train.values.reshape(-1, 1)) # приводим к виду от 0 до 1
|
||||
y_train = y_train.flatten()
|
||||
x_test = data[['price', 'carat', 'depth']].iloc[round(len(data) / 100 * 99):len(data)]
|
||||
y_test = data['table'].iloc[round(len(data) / 100 * 99):len(data)]
|
||||
y_test = scaler.fit_transform(y_test.values.reshape(-1, 1)) # приводим к виду от 0 до 1
|
||||
y_test = y_test.flatten()
|
||||
|
||||
rid = Ridge(alpha=1.0)
|
||||
rid.fit(x_train.values, y_train)
|
||||
y_predict = rid.predict(x_test.values)
|
||||
|
||||
mid_square = np.round(np.sqrt(metrics.mean_squared_error(y_test, y_predict)),3) # рассчёт Ср^2
|
||||
coeff_determ = np.round(metrics.r2_score(y_test, y_predict), 2) # рассчёт коэффициента детерминации
|
||||
|
||||
plt.plot(y_test, c="red", label="y тестовые ")
|
||||
plt.plot(y_predict, c="green", label="y предсказанные \n"
|
||||
"Ср^2 = " + str(mid_square) + "\n"
|
||||
"Coeff_determ = " + str(coeff_determ))
|
||||
plt.legend(loc='upper right')
|
||||
plt.title("Гребневая регрессия")
|
||||
plt.show()
|
||||
BIN
gusev_vladislav_lab_5/img.png
Normal file
BIN
gusev_vladislav_lab_5/img.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 75 KiB |
47
gusev_vladislav_lab_6/README.md
Normal file
47
gusev_vladislav_lab_6/README.md
Normal file
@@ -0,0 +1,47 @@
|
||||
### Вариант 9
|
||||
### Задание на лабораторную работу:
|
||||
Использовать нейронную сеть MLPClassifier для данных из курсовой работы,
|
||||
самостоятельно сформулировав задачу. Интерпретировать результаты и
|
||||
оценить, насколько хорошо она подходит для решения сформулированной
|
||||
вами задачи.
|
||||
### Как запустить лабораторную работу:
|
||||
Выполняем файл gusev_vladislav_lab_6.py, решение будет в консоли.
|
||||
|
||||
### Технологии
|
||||
Sklearn - библиотека с большим количеством алгоритмов машинного обучения.
|
||||
|
||||
### Задача
|
||||
Мною было принято решение посмотреть, как зависит цена алмазов от их
|
||||
карат, глубины и размера верхней грани (table)
|
||||
### По коду
|
||||
1) Для начала загружаем данные из csv файла
|
||||
2) Разделяем данные на обучающее и тестовые
|
||||
3) Рескейлим данные
|
||||
4) Задаем MLPClassifier и обучаем. Предсказываем данные и оцениваем производительность
|
||||
5) Выводим в консоль
|
||||
|
||||
|
||||
|
||||
### По консоли
|
||||
Accuracy: Это процент правильных предсказаний модели на тестовом наборе данных. Например, если значение
|
||||
|
||||
Classification Report (Отчет о классификации): Этот отчет предоставляет детализированную информацию о производительности модели для каждой категории (класса). Включает следующие метрики:
|
||||
|
||||
Precision (Точность): Доля объектов, которые правильно классифицированы как принадлежащие к данному классу относительно всех объектов, которые модель классифицировала как этот класс. Точность измеряет, насколько модель избегает ложных положительных результатов.
|
||||
|
||||
Recall (Полнота): Доля объектов, которые правильно классифицированы как принадлежащие к данному классу относительно всех объектов этого класса в исходных данных. Полнота измеряет способность модели обнаруживать объекты данного класса.
|
||||
|
||||
F1-Score: Гармоническое среднее точности и полноты. Эта метрика объединяет точность и полноту в одну метрику и помогает балансировать их.
|
||||
|
||||
Support (Поддержка): Количество объектов в данном классе.
|
||||
|
||||
High, low и medium, это высокие, низкие и средние значения столбца Price.
|
||||
|
||||
Accuracy (Точность): Это процент правильных классификаций моделью
|
||||
|
||||
Macro Avg (Макро среднее): Это среднее значение метрик для каждого класса, вычисленное независимо для каждого класса и затем усредненное. Это не учитывает разницу в размере классов и рассматривает все классы как равнозначные.
|
||||
|
||||
Weighted Avg (Взвешенное среднее): Это взвешенное среднее метрик, учитывая размер каждого класса. Это может быть полезным, когда классы имеют различные размеры (например, один класс больше другого).
|
||||
### Вывод
|
||||
- Точность вышла крайне высокой, из чего можно сделать вывод, что модель отлично подходит для
|
||||
выбранной задачи
|
||||
53944
gusev_vladislav_lab_6/diamonds_prices.csv
Normal file
53944
gusev_vladislav_lab_6/diamonds_prices.csv
Normal file
File diff suppressed because it is too large
Load Diff
44
gusev_vladislav_lab_6/gusev_vladislav_lab_6.py
Normal file
44
gusev_vladislav_lab_6/gusev_vladislav_lab_6.py
Normal file
@@ -0,0 +1,44 @@
|
||||
import pandas as pd
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.neural_network import MLPClassifier
|
||||
from sklearn.preprocessing import MinMaxScaler
|
||||
from sklearn.metrics import accuracy_score, classification_report, confusion_matrix
|
||||
|
||||
|
||||
# Загрузка данных из файла (замените 'diamonds.csv' на ваш путь к файлу)
|
||||
data = pd.read_csv('diamonds_prices.csv')
|
||||
|
||||
# Выделение признаков (price, depth и carat)
|
||||
X = data[['carat', 'depth', 'table']]
|
||||
|
||||
# Целевая переменная - table
|
||||
y = data['price']
|
||||
|
||||
# Определение категорий (классов) для table, например, на основе диапазонов
|
||||
# Вам нужно заменить этот блок на свои категории
|
||||
# Пример: создание категорий на основе квантилей
|
||||
y_categories = pd.qcut(y, q=3, labels=['Low', 'Medium', 'High'])
|
||||
|
||||
# Разделение данных на обучающий и тестовый наборы
|
||||
X_train, X_test, y_train, y_test = train_test_split(X, y_categories, test_size=0.2, random_state=42)
|
||||
|
||||
# Нормализация данных
|
||||
scaler = MinMaxScaler()
|
||||
X_train = scaler.fit_transform(X_train)
|
||||
X_test = scaler.transform(X_test)
|
||||
|
||||
# Создание и обучение MLPClassifier
|
||||
mlp_classifier = MLPClassifier(hidden_layer_sizes=(100, 50), max_iter=1000, random_state=42)
|
||||
mlp_classifier.fit(X_train, y_train)
|
||||
|
||||
# Предсказание на тестовых данных
|
||||
y_pred = mlp_classifier.predict(X_test)
|
||||
|
||||
# Оценка производительности модели
|
||||
accuracy = accuracy_score(y_test, y_pred)
|
||||
class_report = classification_report(y_test, y_pred)
|
||||
|
||||
# Вывод результатов
|
||||
print(f'Accuracy: {accuracy}')
|
||||
print('Classification Report:')
|
||||
print(class_report)
|
||||
BIN
gusev_vladislav_lab_6/img.png
Normal file
BIN
gusev_vladislav_lab_6/img.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 15 KiB |
869
ilbekov_dmitriy_lab_3/F1DriversDataset.csv
Normal file
869
ilbekov_dmitriy_lab_3/F1DriversDataset.csv
Normal file
@@ -0,0 +1,869 @@
|
||||
Driver,Nationality,Seasons,Championships,Race_Entries,Race_Starts,Pole_Positions,Race_Wins,Podiums,Fastest_Laps,Points,Active,Championship Years,Decade,Pole_Rate,Start_Rate,Win_Rate,Podium_Rate,FastLap_Rate,Points_Per_Entry,Years_Active,Champion
|
||||
Carlo Abate,Italy,"[1962, 1963]",0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
George Abecassis,United Kingdom,"[1951, 1952]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kenny Acheson,United Kingdom,"[1983, 1985]",0.0,10.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.3,0.0,0.0,0.0,0.0,2,False
|
||||
Andrea de Adamich,Italy,"[1968, 1970, 1971, 1972, 1973]",0.0,36.0,30.0,0.0,0.0,0.0,0.0,6.0,False,,1970,0.0,0.8333333333333334,0.0,0.0,0.0,0.16666666666666666,5,False
|
||||
Philippe Adams,Belgium,[1994],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Walt Ader,United States,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Kurt Adolff,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fred Agabashian,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957]",0.0,9.0,8.0,1.0,0.0,0.0,0.0,1.5,False,,1950,0.1111111111111111,0.8888888888888888,0.0,0.0,0.0,0.16666666666666666,8,False
|
||||
Kurt Ahrens Jr.,West Germany,"[1966, 1967, 1968, 1969]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Jack Aitken,United Kingdom,[2020],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Christijan Albers,Netherlands,"[2005, 2006, 2007]",0.0,46.0,46.0,0.0,0.0,0.0,0.0,4.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.08695652173913043,3,False
|
||||
Alexander Albon,Thailand,"[2019, 2020, 2022]",0.0,61.0,60.0,0.0,0.0,2.0,0.0,202.0,True,,2020,0.0,0.9836065573770492,0.0,0.03278688524590164,0.0,3.3114754098360657,3,False
|
||||
Michele Alboreto,Italy,"[1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994]",0.0,215.0,194.0,2.0,5.0,23.0,5.0,186.5,False,,1990,0.009302325581395349,0.9023255813953488,0.023255813953488372,0.10697674418604651,0.023255813953488372,0.8674418604651163,14,False
|
||||
Jean Alesi,France,"[1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001]",0.0,202.0,201.0,2.0,1.0,32.0,4.0,241.0,False,,2000,0.009900990099009901,0.995049504950495,0.0049504950495049506,0.15841584158415842,0.019801980198019802,1.193069306930693,13,False
|
||||
Jaime Alguersuari,Spain,"[2009, 2010, 2011]",0.0,46.0,46.0,0.0,0.0,0.0,0.0,31.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.6739130434782609,3,False
|
||||
Philippe Alliot,France,"[1984, 1985, 1986, 1987, 1988, 1989, 1990, 1993, 1994]",0.0,116.0,109.0,0.0,0.0,0.0,0.0,7.0,False,,1990,0.0,0.9396551724137931,0.0,0.0,0.0,0.0603448275862069,9,False
|
||||
Cliff Allison,United Kingdom,"[1958, 1959, 1960, 1961]",0.0,18.0,16.0,0.0,0.0,1.0,0.0,11.0,False,,1960,0.0,0.8888888888888888,0.0,0.05555555555555555,0.0,0.6111111111111112,4,False
|
||||
Fernando Alonso,Spain,"[2001, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2021, 2022]",2.0,359.0,356.0,22.0,32.0,99.0,23.0,2076.0,True,"[2005, 2006]",2010,0.06128133704735376,0.9916434540389972,0.08913649025069638,0.2757660167130919,0.06406685236768803,5.782729805013927,19,True
|
||||
Giovanna Amati,Italy,[1992],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
George Amick,United States,[1958],0.0,2.0,1.0,0.0,0.0,1.0,0.0,6.0,False,,1960,0.0,0.5,0.0,0.5,0.0,3.0,1,False
|
||||
Red Amick,United States,"[1959, 1960]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Chris Amon,New Zealand,"[1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976]",0.0,108.0,96.0,5.0,0.0,11.0,3.0,83.0,False,,1970,0.046296296296296294,0.8888888888888888,0.0,0.10185185185185185,0.027777777777777776,0.7685185185185185,14,False
|
||||
Bob Anderson,United Kingdom,"[1963, 1964, 1965, 1966, 1967]",0.0,29.0,25.0,0.0,0.0,1.0,0.0,8.0,False,,1960,0.0,0.8620689655172413,0.0,0.034482758620689655,0.0,0.27586206896551724,5,False
|
||||
Conny Andersson,Sweden,"[1976, 1977]",0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.2,0.0,0.0,0.0,0.0,2,False
|
||||
Emil Andres,United States,[1950],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mario Andretti,United States,"[1968, 1969, 1970, 1971, 1972, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982]",1.0,131.0,128.0,18.0,12.0,19.0,10.0,180.0,False,[1978],1980,0.13740458015267176,0.9770992366412213,0.0916030534351145,0.1450381679389313,0.07633587786259542,1.3740458015267176,14,True
|
||||
Michael Andretti,United States,[1993],0.0,13.0,13.0,0.0,0.0,1.0,0.0,7.0,False,,1990,0.0,1.0,0.0,0.07692307692307693,0.0,0.5384615384615384,1,False
|
||||
Keith Andrews,United States,"[1955, 1956]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Elio de Angelis,Italy,"[1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,109.0,108.0,3.0,2.0,9.0,0.0,122.0,False,,1980,0.027522935779816515,0.9908256880733946,0.01834862385321101,0.08256880733944955,0.0,1.1192660550458715,8,False
|
||||
Marco Apicella,Italy,[1993],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mário de Araújo Cabral,Portugal,"[1959, 1960, 1963, 1964]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,4,False
|
||||
Frank Armi,United States,[1954],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Chuck Arnold,United States,[1959],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
René Arnoux,France,"[1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,164.0,149.0,18.0,7.0,22.0,12.0,181.0,False,,1980,0.10975609756097561,0.9085365853658537,0.042682926829268296,0.13414634146341464,0.07317073170731707,1.103658536585366,12,False
|
||||
Peter Arundell,United Kingdom,"[1963, 1964, 1966]",0.0,13.0,11.0,0.0,0.0,2.0,0.0,12.0,False,,1960,0.0,0.8461538461538461,0.0,0.15384615384615385,0.0,0.9230769230769231,3,False
|
||||
Alberto Ascari,Italy,"[1950, 1951, 1952, 1953, 1954, 1955]",2.0,33.0,32.0,14.0,13.0,17.0,12.0,107.64,False,"[1952, 1953]",1950,0.42424242424242425,0.9696969696969697,0.3939393939393939,0.5151515151515151,0.36363636363636365,3.2618181818181817,6,True
|
||||
Peter Ashdown,United Kingdom,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ian Ashley,United Kingdom,"[1974, 1975, 1976, 1977]",0.0,11.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.36363636363636365,0.0,0.0,0.0,0.0,4,False
|
||||
Gerry Ashmore,United Kingdom,"[1961, 1962]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,2,False
|
||||
Bill Aston,United Kingdom,[1952],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Richard Attwood,United Kingdom,"[1964, 1965, 1967, 1968, 1969]",0.0,17.0,16.0,0.0,0.0,1.0,1.0,11.0,False,,1970,0.0,0.9411764705882353,0.0,0.058823529411764705,0.058823529411764705,0.6470588235294118,5,False
|
||||
Manny Ayulo,United States,"[1951, 1952, 1953, 1954]",0.0,6.0,4.0,0.0,0.0,1.0,0.0,2.0,False,,1950,0.0,0.6666666666666666,0.0,0.16666666666666666,0.0,0.3333333333333333,4,False
|
||||
Luca Badoer,Italy,"[1993, 1995, 1996, 1999, 2009]",0.0,58.0,50.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.8620689655172413,0.0,0.0,0.0,0.0,5,False
|
||||
Giancarlo Baghetti,Italy,"[1961, 1962, 1963, 1964, 1965, 1966, 1967]",0.0,21.0,21.0,0.0,1.0,1.0,1.0,14.0,False,,1960,0.0,1.0,0.047619047619047616,0.047619047619047616,0.047619047619047616,0.6666666666666666,7,False
|
||||
Julian Bailey,United Kingdom,"[1988, 1991]",0.0,20.0,7.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.35,0.0,0.0,0.0,0.05,2,False
|
||||
Mauro Baldi,Italy,"[1982, 1983, 1984, 1985]",0.0,41.0,36.0,0.0,0.0,0.0,0.0,5.0,False,,1980,0.0,0.8780487804878049,0.0,0.0,0.0,0.12195121951219512,4,False
|
||||
Bobby Ball,United States,"[1951, 1952]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.0,2,False
|
||||
Marcel Balsa,France,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lorenzo Bandini,Italy,"[1961, 1962, 1963, 1964, 1965, 1966, 1967]",0.0,42.0,42.0,1.0,1.0,8.0,2.0,58.0,False,,1960,0.023809523809523808,1.0,0.023809523809523808,0.19047619047619047,0.047619047619047616,1.380952380952381,7,False
|
||||
Henry Banks,United States,"[1950, 1951, 1952]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Fabrizio Barbazza,Italy,"[1991, 1993]",0.0,20.0,8.0,0.0,0.0,0.0,0.0,2.0,False,,1990,0.0,0.4,0.0,0.0,0.0,0.1,2,False
|
||||
John Barber,United Kingdom,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Skip Barber,United States,"[1971, 1972]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,2,False
|
||||
Paolo Barilla,Italy,"[1989, 1990]",0.0,15.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.6,0.0,0.0,0.0,0.0,2,False
|
||||
Rubens Barrichello,Brazil,"[1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011]",0.0,326.0,322.0,14.0,11.0,68.0,17.0,658.0,False,,2000,0.04294478527607362,0.9877300613496932,0.03374233128834356,0.2085889570552147,0.05214723926380368,2.01840490797546,19,False
|
||||
Michael Bartels,Germany,[1991],0.0,4.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Edgar Barth,"East Germany, West Germany","[1953, 1957, 1958, 1960, 1961, 1964]",0.0,7.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,6,False
|
||||
Giorgio Bassi,Italy,[1965],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Erwin Bauer,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Zsolt Baumgartner,Hungary,"[2003, 2004]",0.0,20.0,20.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.05,2,False
|
||||
Élie Bayol,France,"[1952, 1953, 1954, 1955, 1956]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.25,5,False
|
||||
Don Beauman,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Karl-Günther Bechem[g],West Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Jean Behra,France,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959]",0.0,53.0,52.0,0.0,0.0,9.0,1.0,51.14,False,,1960,0.0,0.9811320754716981,0.0,0.16981132075471697,0.018867924528301886,0.9649056603773585,8,False
|
||||
Derek Bell,United Kingdom,"[1968, 1969, 1970, 1971, 1972, 1974]",0.0,16.0,9.0,0.0,0.0,0.0,0.0,1.0,False,,1970,0.0,0.5625,0.0,0.0,0.0,0.0625,6,False
|
||||
Stefan Bellof,West Germany,"[1984, 1985]",0.0,22.0,20.0,0.0,0.0,0.0,0.0,4.0,False,,1980,0.0,0.9090909090909091,0.0,0.0,0.0,0.18181818181818182,2,False
|
||||
Paul Belmondo,France,"[1992, 1994]",0.0,27.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.25925925925925924,0.0,0.0,0.0,0.0,2,False
|
||||
Tom Belsø,Denmark,"[1973, 1974]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Jean-Pierre Beltoise,France,"[1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974]",0.0,88.0,86.0,0.0,1.0,8.0,4.0,77.0,False,,1970,0.0,0.9772727272727273,0.011363636363636364,0.09090909090909091,0.045454545454545456,0.875,8,False
|
||||
Olivier Beretta,Monaco,[1994],0.0,10.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.9,0.0,0.0,0.0,0.0,1,False
|
||||
Allen Berg,Canada,[1986],0.0,9.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Georges Berger,Belgium,"[1953, 1954]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Gerhard Berger,Austria,"[1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997]",0.0,210.0,210.0,12.0,10.0,48.0,21.0,385.0,False,,1990,0.05714285714285714,1.0,0.047619047619047616,0.22857142857142856,0.1,1.8333333333333333,14,False
|
||||
Éric Bernard,France,"[1989, 1990, 1991, 1994]",0.0,47.0,45.0,0.0,0.0,1.0,0.0,10.0,False,,1990,0.0,0.9574468085106383,0.0,0.02127659574468085,0.0,0.2127659574468085,4,False
|
||||
Enrique Bernoldi,Brazil,"[2001, 2002]",0.0,29.0,28.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9655172413793104,0.0,0.0,0.0,0.0,2,False
|
||||
Enrico Bertaggia,Italy,[1989],0.0,6.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Bettenhausen,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,11.0,11.0,0.0,0.0,1.0,1.0,11.0,False,,1960,0.0,1.0,0.0,0.09090909090909091,0.09090909090909091,1.0,11,False
|
||||
Mike Beuttler,United Kingdom,"[1971, 1972, 1973]",0.0,29.0,28.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.9655172413793104,0.0,0.0,0.0,0.0,3,False
|
||||
Birabongse Bhanudej,Thailand,"[1950, 1951, 1952, 1953, 1954]",0.0,19.0,19.0,0.0,0.0,0.0,0.0,8.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.42105263157894735,5,False
|
||||
Jules Bianchi,France,"[2013, 2014]",0.0,34.0,34.0,0.0,0.0,0.0,0.0,2.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.058823529411764705,2,False
|
||||
Lucien Bianchi,Belgium,"[1959, 1960, 1961, 1962, 1963, 1965, 1968]",0.0,19.0,17.0,0.0,0.0,1.0,0.0,6.0,False,,1960,0.0,0.8947368421052632,0.0,0.05263157894736842,0.0,0.3157894736842105,7,False
|
||||
Gino Bianco,Brazil,[1952],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Hans Binder,Austria,"[1976, 1977, 1978]",0.0,15.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.8666666666666667,0.0,0.0,0.0,0.0,3,False
|
||||
Clemente Biondetti,Italy,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pablo Birger,Argentina,"[1953, 1955]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Art Bisch,United States,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Harry Blanchard,United States,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Michael Bleekemolen,Netherlands,"[1977, 1978]",0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.2,0.0,0.0,0.0,0.0,2,False
|
||||
Alex Blignaut,South Africa,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Trevor Blokdyk,South Africa,"[1963, 1965]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Mark Blundell,United Kingdom,"[1991, 1993, 1994, 1995]",0.0,63.0,61.0,0.0,0.0,3.0,0.0,32.0,False,,1990,0.0,0.9682539682539683,0.0,0.047619047619047616,0.0,0.5079365079365079,4,False
|
||||
Raul Boesel,Brazil,"[1982, 1983]",0.0,30.0,23.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7666666666666667,0.0,0.0,0.0,0.0,2,False
|
||||
Menato Boffa,Italy,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Bondurant,United States,"[1965, 1966]",0.0,9.0,9.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.3333333333333333,2,False
|
||||
Felice Bonetto,Italy,"[1950, 1951, 1952, 1953]",0.0,16.0,15.0,0.0,0.0,2.0,0.0,17.5,False,,1950,0.0,0.9375,0.0,0.125,0.0,1.09375,4,False
|
||||
Jo Bonnier,Sweden,"[1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971]",0.0,108.0,104.0,1.0,1.0,1.0,0.0,39.0,False,,1960,0.009259259259259259,0.9629629629629629,0.009259259259259259,0.009259259259259259,0.0,0.3611111111111111,16,False
|
||||
Roberto Bonomi,Argentina,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Juan Manuel Bordeu,Argentina,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Slim Borgudd,Sweden,"[1981, 1982]",0.0,15.0,10.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,0.6666666666666666,0.0,0.0,0.0,0.06666666666666667,2,False
|
||||
Luki Botha,South Africa,[1967],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Valtteri Bottas,Finland,"[2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,202.0,201.0,20.0,10.0,67.0,19.0,1791.0,True,,2020,0.09900990099009901,0.995049504950495,0.04950495049504951,0.3316831683168317,0.09405940594059406,8.866336633663366,10,False
|
||||
Jean-Christophe Boullion,France,[1995],0.0,11.0,11.0,0.0,0.0,0.0,0.0,3.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.2727272727272727,1,False
|
||||
Sébastien Bourdais,France,"[2008, 2009]",0.0,27.0,27.0,0.0,0.0,0.0,0.0,6.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.2222222222222222,2,False
|
||||
Thierry Boutsen,Belgium,"[1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993]",0.0,164.0,163.0,1.0,3.0,15.0,1.0,132.0,False,,1990,0.006097560975609756,0.9939024390243902,0.018292682926829267,0.09146341463414634,0.006097560975609756,0.8048780487804879,11,False
|
||||
Johnny Boyd,United States,"[1955, 1956, 1957, 1958, 1959, 1960]",0.0,6.0,6.0,0.0,0.0,1.0,0.0,4.0,False,,1960,0.0,1.0,0.0,0.16666666666666666,0.0,0.6666666666666666,6,False
|
||||
David Brabham,Australia,"[1990, 1994]",0.0,30.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8,0.0,0.0,0.0,0.0,2,False
|
||||
Gary Brabham,Australia,[1990],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jack Brabham,Australia,"[1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970]",3.0,128.0,126.0,13.0,14.0,31.0,12.0,253.0,False,"[1959, 1960, 1966]",1960,0.1015625,0.984375,0.109375,0.2421875,0.09375,1.9765625,16,True
|
||||
Bill Brack,Canada,"[1968, 1969, 1972]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Ernesto Brambilla,Italy,"[1963, 1969]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Vittorio Brambilla,Italy,"[1974, 1975, 1976, 1977, 1978, 1979, 1980]",0.0,79.0,74.0,1.0,1.0,1.0,1.0,15.5,False,,1980,0.012658227848101266,0.9367088607594937,0.012658227848101266,0.012658227848101266,0.012658227848101266,0.1962025316455696,7,False
|
||||
Toni Branca,Switzerland,"[1950, 1951]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Gianfranco Brancatelli,Italy,[1979],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eric Brandon,United Kingdom,"[1952, 1954]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Don Branson,United States,"[1959, 1960]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,1.0,0.0,0.0,0.0,1.5,2,False
|
||||
Tom Bridger,United Kingdom,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Brise,United Kingdom,[1975],0.0,10.0,10.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.1,1,False
|
||||
Chris Bristow,United Kingdom,"[1959, 1960]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Peter Broeker,Canada,[1963],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Brooks,United Kingdom,"[1956, 1957, 1958, 1959, 1960, 1961]",0.0,39.0,38.0,3.0,6.0,10.0,3.0,75.0,False,,1960,0.07692307692307693,0.9743589743589743,0.15384615384615385,0.2564102564102564,0.07692307692307693,1.9230769230769231,6,False
|
||||
Alan Brown,United Kingdom,"[1952, 1953, 1954]",0.0,9.0,8.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,0.8888888888888888,0.0,0.0,0.0,0.2222222222222222,3,False
|
||||
Walt Brown,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Warwick Brown,Australia,[1976],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Adolf Brudes,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Martin Brundle,United Kingdom,"[1984, 1985, 1986, 1987, 1988, 1989, 1991, 1992, 1993, 1994, 1995, 1996]",0.0,165.0,158.0,0.0,0.0,9.0,0.0,98.0,False,,1990,0.0,0.9575757575757575,0.0,0.05454545454545454,0.0,0.593939393939394,12,False
|
||||
Gianmaria Bruni,Italy,[2004],0.0,18.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jimmy Bryan,United States,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,10.0,9.0,0.0,1.0,3.0,0.0,18.0,False,,1960,0.0,0.9,0.1,0.3,0.0,1.8,9,False
|
||||
Clemar Bucci,Argentina,"[1954, 1955]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ronnie Bucknum,United States,"[1964, 1965, 1966]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.18181818181818182,3,False
|
||||
Ivor Bueb,United Kingdom,"[1957, 1958, 1959]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,3,False
|
||||
Sébastien Buemi,Switzerland,"[2009, 2010, 2011]",0.0,55.0,55.0,0.0,0.0,0.0,0.0,29.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.5272727272727272,3,False
|
||||
Luiz Bueno,Brazil,[1973],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ian Burgess,United Kingdom,"[1958, 1959, 1960, 1961, 1962, 1963]",0.0,20.0,16.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,6,False
|
||||
Luciano Burti,Brazil,"[2000, 2001]",0.0,15.0,14.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9333333333333333,0.0,0.0,0.0,0.0,2,False
|
||||
Roberto Bussinello,Italy,"[1961, 1965]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Jenson Button,United Kingdom,"[2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017]",1.0,309.0,306.0,8.0,15.0,50.0,8.0,1235.0,False,[2009],2010,0.025889967637540454,0.9902912621359223,0.04854368932038835,0.16181229773462782,0.025889967637540454,3.9967637540453076,18,True
|
||||
Tommy Byrne,Ireland,[1982],0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4,0.0,0.0,0.0,0.0,1,False
|
||||
Giulio Cabianca,Italy,"[1958, 1959, 1960]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.75,3,False
|
||||
Phil Cade,United States,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alex Caffi,Italy,"[1986, 1987, 1988, 1989, 1990, 1991]",0.0,75.0,56.0,0.0,0.0,0.0,0.0,6.0,False,,1990,0.0,0.7466666666666667,0.0,0.0,0.0,0.08,6,False
|
||||
John Campbell-Jones,United Kingdom,"[1962, 1963]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Adrián Campos,Spain,"[1987, 1988]",0.0,21.0,17.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8095238095238095,0.0,0.0,0.0,0.0,2,False
|
||||
John Cannon,Canada,[1971],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eitel Cantoni,Uruguay,[1952],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Cantrell,United States,[1950],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Ivan Capelli,Italy,"[1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993]",0.0,98.0,93.0,0.0,0.0,3.0,0.0,31.0,False,,1990,0.0,0.9489795918367347,0.0,0.030612244897959183,0.0,0.3163265306122449,9,False
|
||||
Piero Carini,Italy,"[1952, 1953]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Duane Carter,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1959, 1960]",0.0,8.0,8.0,0.0,0.0,1.0,0.0,6.5,False,,1950,0.0,1.0,0.0,0.125,0.0,0.8125,8,False
|
||||
Eugenio Castellotti,Italy,"[1955, 1956, 1957]",0.0,14.0,14.0,1.0,0.0,3.0,0.0,19.5,False,,1960,0.07142857142857142,1.0,0.0,0.21428571428571427,0.0,1.3928571428571428,3,False
|
||||
Johnny Cecotto,Venezuela,"[1983, 1984]",0.0,23.0,18.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,0.782608695652174,0.0,0.0,0.0,0.043478260869565216,2,False
|
||||
Andrea de Cesaris,Italy,"[1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994]",0.0,214.0,208.0,1.0,0.0,5.0,1.0,59.0,False,,1990,0.004672897196261682,0.9719626168224299,0.0,0.02336448598130841,0.004672897196261682,0.2757009345794392,15,False
|
||||
François Cevert,France,"[1970, 1971, 1972, 1973]",0.0,47.0,46.0,0.0,1.0,13.0,2.0,89.0,False,,1970,0.0,0.9787234042553191,0.02127659574468085,0.2765957446808511,0.0425531914893617,1.8936170212765957,4,False
|
||||
Eugène Chaboud,France,"[1950, 1951]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,1.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.3333333333333333,2,False
|
||||
Jay Chamberlain,United States,[1962],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Karun Chandhok,India,"[2010, 2011]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Alain de Changy,Belgium,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Colin Chapman,United Kingdom,[1956],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dave Charlton,South Africa,"[1965, 1967, 1968, 1970, 1971, 1972, 1973, 1974, 1975]",0.0,14.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.7857142857142857,0.0,0.0,0.0,0.0,9,False
|
||||
Pedro Chaves,Portugal,[1991],0.0,13.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Cheesbourg,United States,"[1957, 1958, 1959]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
Eddie Cheever,United States,"[1978, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,143.0,132.0,0.0,0.0,9.0,0.0,70.0,False,,1980,0.0,0.9230769230769231,0.0,0.06293706293706294,0.0,0.48951048951048953,11,False
|
||||
Andrea Chiesa,Switzerland,[1992],0.0,10.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.3,0.0,0.0,0.0,0.0,1,False
|
||||
Max Chilton,United Kingdom,"[2013, 2014]",0.0,35.0,35.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ettore Chimeri,Venezuela,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Louis Chiron,Monaco,"[1950, 1951, 1953, 1955, 1956, 1958]",0.0,19.0,15.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,0.7894736842105263,0.0,0.05263157894736842,0.0,0.21052631578947367,6,False
|
||||
Joie Chitwood,United States,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.0,1,False
|
||||
Bob Christie,United States,"[1956, 1957, 1958, 1959, 1960]",0.0,7.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,5,False
|
||||
Johnny Claes,Belgium,"[1950, 1951, 1952, 1953, 1955]",0.0,25.0,23.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.92,0.0,0.0,0.0,0.0,5,False
|
||||
David Clapham,South Africa,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jim Clark,United Kingdom,"[1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968]",2.0,73.0,72.0,33.0,25.0,32.0,28.0,255.0,False,"[1963, 1965]",1960,0.4520547945205479,0.9863013698630136,0.3424657534246575,0.4383561643835616,0.3835616438356164,3.493150684931507,9,True
|
||||
Kevin Cogan,United States,"[1980, 1981]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Peter Collins,United Kingdom,"[1952, 1953, 1954, 1955, 1956, 1957, 1958]",0.0,35.0,32.0,0.0,3.0,9.0,0.0,47.0,False,,1960,0.0,0.9142857142857143,0.08571428571428572,0.2571428571428571,0.0,1.3428571428571427,7,False
|
||||
Bernard Collomb,France,"[1961, 1962, 1963, 1964]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,4,False
|
||||
Alberto Colombo,Italy,[1978],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Érik Comas,France,"[1991, 1992, 1993, 1994]",0.0,63.0,59.0,0.0,0.0,0.0,0.0,7.0,False,,1990,0.0,0.9365079365079365,0.0,0.0,0.0,0.1111111111111111,4,False
|
||||
Franco Comotti,Italy,"[1950, 1952]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
George Connor,United States,"[1950, 1951, 1952]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
George Constantine,United States,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
John Cordts,Canada,[1969],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
David Coulthard,United Kingdom,"[1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008]",0.0,247.0,246.0,12.0,13.0,62.0,18.0,535.0,False,,2000,0.048582995951417005,0.9959514170040485,0.05263157894736842,0.25101214574898784,0.0728744939271255,2.165991902834008,15,False
|
||||
Piers Courage,United Kingdom,"[1967, 1968, 1969, 1970]",0.0,29.0,27.0,0.0,0.0,2.0,0.0,20.0,False,,1970,0.0,0.9310344827586207,0.0,0.06896551724137931,0.0,0.6896551724137931,4,False
|
||||
Chris Craft,United Kingdom,[1971],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jim Crawford,United Kingdom,[1975],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ray Crawford,United States,"[1955, 1956, 1959]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Alberto Crespo,Argentina,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Antonio Creus,Spain,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Larry Crockett,United States,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Crook,United Kingdom,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Art Cross,United States,"[1952, 1953, 1954, 1955]",0.0,4.0,4.0,0.0,0.0,1.0,0.0,8.0,False,,1950,0.0,1.0,0.0,0.25,0.0,2.0,4,False
|
||||
Geoffrey Crossley,United Kingdom,[1950],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jérôme d'Ambrosio,Belgium,"[2011, 2012]",0.0,20.0,20.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Chuck Daigh,United States,[1960],0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Yannick Dalmas,France,"[1987, 1988, 1989, 1990, 1994]",0.0,49.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.4897959183673469,0.0,0.0,0.0,0.0,5,False
|
||||
Derek Daly,Ireland,"[1978, 1979, 1980, 1981, 1982]",0.0,64.0,49.0,0.0,0.0,0.0,0.0,15.0,False,,1980,0.0,0.765625,0.0,0.0,0.0,0.234375,5,False
|
||||
Christian Danner,West Germany,"[1985, 1986, 1987, 1989]",0.0,47.0,36.0,0.0,0.0,0.0,0.0,4.0,False,,1990,0.0,0.7659574468085106,0.0,0.0,0.0,0.0851063829787234,4,False
|
||||
Jorge Daponte,Argentina,[1954],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Anthony Davidson,United Kingdom,"[2002, 2005, 2007, 2008]",0.0,24.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Jimmy Davies,United States,"[1950, 1951, 1953, 1954, 1955]",0.0,8.0,5.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,0.625,0.0,0.125,0.0,0.5,5,False
|
||||
Colin Davis,United Kingdom,[1959],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jimmy Daywalt,United States,"[1953, 1954, 1955, 1956, 1957, 1959]",0.0,10.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,6,False
|
||||
Jean-Denis Délétraz,Switzerland,"[1994, 1995]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Patrick Depailler,France,"[1972, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",0.0,95.0,95.0,1.0,2.0,19.0,4.0,139.0,False,,1980,0.010526315789473684,1.0,0.021052631578947368,0.2,0.042105263157894736,1.4631578947368422,8,False
|
||||
Pedro Diniz,Brazil,"[1995, 1996, 1997, 1998, 1999, 2000]",0.0,99.0,98.0,0.0,0.0,0.0,0.0,10.0,False,,2000,0.0,0.98989898989899,0.0,0.0,0.0,0.10101010101010101,6,False
|
||||
Duke Dinsmore,United States,"[1950, 1951, 1953, 1956]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,4,False
|
||||
Frank Dochnal,United States,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
José Dolhem,France,[1974],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Martin Donnelly,United Kingdom,"[1989, 1990]",0.0,15.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8666666666666667,0.0,0.0,0.0,0.0,2,False
|
||||
Mark Donohue,United States,"[1971, 1974, 1975]",0.0,16.0,14.0,0.0,0.0,1.0,0.0,8.0,False,,1970,0.0,0.875,0.0,0.0625,0.0,0.5,3,False
|
||||
Robert Doornbos,Monaco Netherlands,"[2005, 2006]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ken Downing,United Kingdom,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Drake,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paddy Driver,South Africa,"[1963, 1974]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Piero Drogo,Italy,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bernard de Dryver,Belgium,"[1977, 1978]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Johnny Dumfries,United Kingdom,[1986],0.0,16.0,15.0,0.0,0.0,0.0,0.0,3.0,False,,1990,0.0,0.9375,0.0,0.0,0.0,0.1875,1,False
|
||||
Geoff Duke,United Kingdom,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Len Duncan,United States,[1954],0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Piero Dusio,Italy,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
George Eaton,Canada,"[1969, 1970, 1971]",0.0,13.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8461538461538461,0.0,0.0,0.0,0.0,3,False
|
||||
Bernie Ecclestone,United Kingdom,[1958],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Don Edmunds,United States,[1957],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Guy Edwards,United Kingdom,"[1974, 1976, 1977]",0.0,17.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6470588235294118,0.0,0.0,0.0,0.0,3,False
|
||||
Vic Elford,United Kingdom,"[1968, 1969, 1971]",0.0,13.0,13.0,0.0,0.0,0.0,0.0,8.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.6153846153846154,3,False
|
||||
Ed Elisian,United States,"[1954, 1955, 1956, 1957, 1958]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Paul Emery,United Kingdom,"[1956, 1958]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Tomáš Enge,Czech Republic,[2001],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paul England,Australia,[1957],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Marcus Ericsson,Sweden,"[2014, 2015, 2016, 2017, 2018]",0.0,97.0,97.0,0.0,0.0,0.0,0.0,18.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.18556701030927836,5,False
|
||||
Harald Ertl,Austria,"[1975, 1976, 1977, 1978, 1980]",0.0,28.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6785714285714286,0.0,0.0,0.0,0.0,5,False
|
||||
Nasif Estéfano,Argentina,"[1960, 1962]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Philippe Étancelin,France,"[1950, 1951, 1952]",0.0,12.0,12.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.25,3,False
|
||||
Bob Evans,United Kingdom,"[1975, 1976]",0.0,12.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,2,False
|
||||
Corrado Fabi,Italy,"[1983, 1984]",0.0,18.0,12.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Teo Fabi,Italy,"[1982, 1984, 1985, 1986, 1987]",0.0,71.0,64.0,3.0,0.0,2.0,2.0,23.0,False,,1980,0.04225352112676056,0.9014084507042254,0.0,0.028169014084507043,0.028169014084507043,0.323943661971831,5,False
|
||||
Pascal Fabre,France,[1987],0.0,14.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.7857142857142857,0.0,0.0,0.0,0.0,1,False
|
||||
Carlo Facetti,Italy,[1974],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Luigi Fagioli,Italy,"[1950, 1951]",0.0,7.0,7.0,0.0,1.0,6.0,0.0,28.0,False,,1950,0.0,1.0,0.14285714285714285,0.8571428571428571,0.0,4.0,2,False
|
||||
Jack Fairman,United Kingdom,"[1953, 1955, 1956, 1957, 1958, 1959, 1960, 1961]",0.0,13.0,12.0,0.0,0.0,0.0,0.0,5.0,False,,1960,0.0,0.9230769230769231,0.0,0.0,0.0,0.38461538461538464,8,False
|
||||
Juan Manuel Fangio,Argentina,"[1950, 1951, 1953, 1954, 1955, 1956, 1957, 1958]",5.0,52.0,51.0,29.0,24.0,35.0,23.0,245.0,False,"[1951, 1954, 1955, 1956, 1957]",1950,0.5576923076923077,0.9807692307692307,0.46153846153846156,0.6730769230769231,0.4423076923076923,4.711538461538462,8,True
|
||||
Nino Farina,Italy,"[1950, 1951, 1952, 1953, 1954, 1955]",1.0,34.0,33.0,5.0,5.0,20.0,5.0,115.33,False,[1950],1950,0.14705882352941177,0.9705882352941176,0.14705882352941177,0.5882352941176471,0.14705882352941177,3.392058823529412,6,True
|
||||
Walt Faulkner,United States,"[1950, 1951, 1953, 1954, 1955]",0.0,6.0,5.0,1.0,0.0,0.0,0.0,1.0,False,,1950,0.16666666666666666,0.8333333333333334,0.0,0.0,0.0,0.16666666666666666,5,False
|
||||
William Ferguson,South Africa,[1972],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Maria Teresa de Filippis,Italy,"[1958, 1959]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,2,False
|
||||
Ralph Firman,Ireland,[2003],0.0,15.0,14.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,0.9333333333333333,0.0,0.0,0.0,0.06666666666666667,1,False
|
||||
Ludwig Fischer,West Germany,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rudi Fischer,Switzerland,"[1951, 1952]",0.0,8.0,7.0,0.0,0.0,2.0,0.0,10.0,False,,1950,0.0,0.875,0.0,0.25,0.0,1.25,2,False
|
||||
Mike Fisher,United States,[1967],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Giancarlo Fisichella,Italy,"[1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009]",0.0,231.0,229.0,4.0,3.0,19.0,2.0,275.0,False,,2000,0.017316017316017316,0.9913419913419913,0.012987012987012988,0.08225108225108226,0.008658008658008658,1.1904761904761905,14,False
|
||||
John Fitch,United States,"[1953, 1955]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Christian Fittipaldi,Brazil,"[1992, 1993, 1994]",0.0,43.0,40.0,0.0,0.0,0.0,0.0,12.0,False,,1990,0.0,0.9302325581395349,0.0,0.0,0.0,0.27906976744186046,3,False
|
||||
Emerson Fittipaldi,Brazil,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",2.0,149.0,144.0,6.0,14.0,35.0,6.0,281.0,False,"[1972, 1974]",1980,0.040268456375838924,0.9664429530201343,0.09395973154362416,0.2348993288590604,0.040268456375838924,1.8859060402684564,11,True
|
||||
Pietro Fittipaldi,Brazil,[2020],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Wilson Fittipaldi,Brazil,"[1972, 1973, 1975]",0.0,38.0,35.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,0.9210526315789473,0.0,0.0,0.0,0.07894736842105263,3,False
|
||||
Theo Fitzau,East Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pat Flaherty,United States,"[1950, 1953, 1954, 1955, 1956, 1959]",0.0,6.0,6.0,1.0,1.0,1.0,0.0,8.0,False,,1950,0.16666666666666666,1.0,0.16666666666666666,0.16666666666666666,0.0,1.3333333333333333,6,False
|
||||
Jan Flinterman,Netherlands,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ron Flockhart,United Kingdom,"[1954, 1956, 1957, 1958, 1959, 1960]",0.0,14.0,14.0,0.0,0.0,1.0,0.0,5.0,False,,1960,0.0,1.0,0.0,0.07142857142857142,0.0,0.35714285714285715,6,False
|
||||
Myron Fohr,United States,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gregor Foitek,Switzerland,"[1989, 1990]",0.0,22.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.3181818181818182,0.0,0.0,0.0,0.0,2,False
|
||||
George Follmer,United States,[1973],0.0,13.0,12.0,0.0,0.0,1.0,0.0,5.0,False,,1970,0.0,0.9230769230769231,0.0,0.07692307692307693,0.0,0.38461538461538464,1,False
|
||||
George Fonder,United States,"[1952, 1954]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Norberto Fontana,Argentina,[1997],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Asdrúbal Fontes Bayardo,Uruguay,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Carl Forberg,United States,[1951],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Gene Force,United States,"[1951, 1960]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Franco Forini,Switzerland,[1987],0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Philip Fotheringham-Parker,United Kingdom,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
A. J. Foyt,United States,"[1958, 1959, 1960]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Giorgio Francia,Italy,"[1977, 1981]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Don Freeland,United States,"[1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,8.0,8.0,0.0,0.0,1.0,0.0,4.0,False,,1960,0.0,1.0,0.0,0.125,0.0,0.5,8,False
|
||||
Heinz-Harald Frentzen,Germany,"[1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003]",0.0,160.0,156.0,2.0,3.0,18.0,6.0,174.0,False,,2000,0.0125,0.975,0.01875,0.1125,0.0375,1.0875,10,False
|
||||
Paul Frère,Belgium,"[1952, 1953, 1954, 1955, 1956]",0.0,11.0,11.0,0.0,0.0,1.0,0.0,11.0,False,,1950,0.0,1.0,0.0,0.09090909090909091,0.0,1.0,5,False
|
||||
Patrick Friesacher,Austria,[2005],0.0,11.0,11.0,0.0,0.0,0.0,0.0,3.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.2727272727272727,1,False
|
||||
Joe Fry,United Kingdom,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Hiroshi Fushida,Japan,[1975],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Beppe Gabbiani,Italy,"[1978, 1981]",0.0,17.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.17647058823529413,0.0,0.0,0.0,0.0,2,False
|
||||
Bertrand Gachot,Belgium France,"[1989, 1990, 1991, 1992, 1994, 1995]",0.0,84.0,47.0,0.0,0.0,0.0,1.0,5.0,False,,1990,0.0,0.5595238095238095,0.0,0.0,0.011904761904761904,0.05952380952380952,6,False
|
||||
Patrick Gaillard,France,[1979],0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4,0.0,0.0,0.0,0.0,1,False
|
||||
Divina Galica,United Kingdom,"[1976, 1978]",0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Nanni Galli,Italy,"[1970, 1971, 1972, 1973]",0.0,20.0,17.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.85,0.0,0.0,0.0,0.0,4,False
|
||||
Oscar Alfredo Gálvez,Argentina,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,2.0,1,False
|
||||
Fred Gamble,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Howden Ganley,New Zealand,"[1971, 1972, 1973, 1974]",0.0,41.0,35.0,0.0,0.0,0.0,0.0,10.0,False,,1970,0.0,0.8536585365853658,0.0,0.0,0.0,0.24390243902439024,4,False
|
||||
Giedo van der Garde,Netherlands,[2013],0.0,19.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Frank Gardner,Australia,"[1964, 1965, 1968]",0.0,9.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8888888888888888,0.0,0.0,0.0,0.0,3,False
|
||||
Billy Garrett,United States,"[1956, 1958]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Jo Gartner,Austria,[1984],0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pierre Gasly,France,"[2017, 2018, 2019, 2020, 2021, 2022]",0.0,109.0,109.0,0.0,1.0,3.0,3.0,334.0,True,,2020,0.0,1.0,0.009174311926605505,0.027522935779816515,0.027522935779816515,3.0642201834862384,6,False
|
||||
Tony Gaze,Australia,[1952],0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.75,0.0,0.0,0.0,0.0,1,False
|
||||
Geki,Italy,"[1964, 1965, 1966]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Olivier Gendebien,Belgium,"[1956, 1958, 1959, 1960, 1961]",0.0,15.0,14.0,0.0,0.0,2.0,0.0,18.0,False,,1960,0.0,0.9333333333333333,0.0,0.13333333333333333,0.0,1.2,5,False
|
||||
Marc Gené,Spain,"[1999, 2000, 2003, 2004]",0.0,36.0,36.0,0.0,0.0,0.0,0.0,5.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.1388888888888889,4,False
|
||||
Elmer George,United States,[1957],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Gerard,United Kingdom,"[1950, 1951, 1953, 1954, 1956, 1957]",0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,6,False
|
||||
Gerino Gerini,Italy,"[1956, 1958]",0.0,7.0,6.0,0.0,0.0,0.0,0.0,1.5,False,,1960,0.0,0.8571428571428571,0.0,0.0,0.0,0.21428571428571427,2,False
|
||||
Peter Gethin,United Kingdom,"[1970, 1971, 1972, 1973, 1974]",0.0,31.0,30.0,0.0,1.0,1.0,0.0,11.0,False,,1970,0.0,0.967741935483871,0.03225806451612903,0.03225806451612903,0.0,0.3548387096774194,5,False
|
||||
Piercarlo Ghinzani,Italy,"[1981, 1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,111.0,74.0,0.0,0.0,0.0,0.0,2.0,False,,1990,0.0,0.6666666666666666,0.0,0.0,0.0,0.018018018018018018,8,False
|
||||
Bruno Giacomelli,Italy,"[1977, 1978, 1979, 1980, 1981, 1982, 1983, 1990]",0.0,82.0,69.0,1.0,0.0,1.0,0.0,14.0,False,,1980,0.012195121951219513,0.8414634146341463,0.0,0.012195121951219513,0.0,0.17073170731707318,8,False
|
||||
Dick Gibson,United Kingdom,"[1957, 1958]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Gimax,Italy,[1978],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Richie Ginther,United States,"[1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967]",0.0,54.0,52.0,0.0,1.0,14.0,3.0,102.0,False,,1960,0.0,0.9629629629629629,0.018518518518518517,0.25925925925925924,0.05555555555555555,1.8888888888888888,8,False
|
||||
Antonio Giovinazzi,Italy,"[2017, 2019, 2020, 2021]",0.0,62.0,62.0,0.0,0.0,0.0,0.0,21.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.3387096774193548,4,False
|
||||
Yves Giraud-Cabantous,France,"[1950, 1951, 1952, 1953]",0.0,13.0,13.0,0.0,0.0,0.0,0.0,5.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.38461538461538464,4,False
|
||||
Ignazio Giunti,Italy,[1970],0.0,4.0,4.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.75,1,False
|
||||
Timo Glock,Germany,"[2004, 2008, 2009, 2010, 2011, 2012]",0.0,95.0,91.0,0.0,0.0,3.0,1.0,51.0,False,,2010,0.0,0.9578947368421052,0.0,0.031578947368421054,0.010526315789473684,0.5368421052631579,6,False
|
||||
Helm Glöckler,West Germany,[1953],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paco Godia,Spain,"[1951, 1954, 1956, 1957, 1958]",0.0,14.0,13.0,0.0,0.0,0.0,0.0,6.0,False,,1960,0.0,0.9285714285714286,0.0,0.0,0.0,0.42857142857142855,5,False
|
||||
Carel Godin de Beaufort,Netherlands,"[1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964]",0.0,31.0,28.0,0.0,0.0,0.0,0.0,4.0,False,,1960,0.0,0.9032258064516129,0.0,0.0,0.0,0.12903225806451613,8,False
|
||||
Christian Goethals,Belgium,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paul Goldsmith,United States,"[1958, 1959, 1960]",0.0,3.0,3.0,0.0,0.0,1.0,0.0,6.0,False,,1960,0.0,1.0,0.0,0.3333333333333333,0.0,2.0,3,False
|
||||
José Froilán González,Argentina,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1960]",0.0,26.0,26.0,3.0,2.0,15.0,6.0,72.14,False,,1950,0.11538461538461539,1.0,0.07692307692307693,0.5769230769230769,0.23076923076923078,2.7746153846153847,9,False
|
||||
Óscar González,Uruguay,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Aldo Gordini,France,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Horace Gould,United Kingdom,"[1954, 1955, 1956, 1957, 1958, 1960]",0.0,18.0,14.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,0.7777777777777778,0.0,0.0,0.0,0.1111111111111111,6,False
|
||||
Jean-Marc Gounon,France,"[1993, 1994]",0.0,9.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Emmanuel de Graffenried,Switzerland,"[1950, 1951, 1952, 1953, 1954, 1956]",0.0,23.0,22.0,0.0,0.0,0.0,0.0,9.0,False,,1950,0.0,0.9565217391304348,0.0,0.0,0.0,0.391304347826087,6,False
|
||||
Lucas di Grassi,Brazil,[2010],0.0,19.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,0.9473684210526315,0.0,0.0,0.0,0.0,1,False
|
||||
Cecil Green,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.5,2,False
|
||||
Keith Greene,United Kingdom,"[1959, 1960, 1961, 1962]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,4,False
|
||||
Masten Gregory,United States,"[1957, 1958, 1959, 1960, 1961, 1962, 1963, 1965]",0.0,43.0,38.0,0.0,0.0,3.0,0.0,21.0,False,,1960,0.0,0.8837209302325582,0.0,0.06976744186046512,0.0,0.4883720930232558,8,False
|
||||
Cliff Griffith,United States,"[1951, 1952, 1956]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,3,False
|
||||
Georges Grignard,France,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bobby Grim,United States,"[1959, 1960]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Romain Grosjean,France,"[2009, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020]",0.0,181.0,179.0,0.0,0.0,10.0,1.0,391.0,False,,2020,0.0,0.988950276243094,0.0,0.055248618784530384,0.0055248618784530384,2.160220994475138,10,False
|
||||
Olivier Grouillard,France,"[1989, 1990, 1991, 1992]",0.0,62.0,41.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.6612903225806451,0.0,0.0,0.0,0.016129032258064516,4,False
|
||||
Brian Gubby,United Kingdom,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
André Guelfi,France,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Miguel Ángel Guerra,Argentina,[1981],0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Roberto Guerrero,Colombia,"[1982, 1983]",0.0,29.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7241379310344828,0.0,0.0,0.0,0.0,2,False
|
||||
Maurício Gugelmin,Brazil,"[1988, 1989, 1990, 1991, 1992]",0.0,80.0,74.0,0.0,0.0,1.0,1.0,10.0,False,,1990,0.0,0.925,0.0,0.0125,0.0125,0.125,5,False
|
||||
Dan Gurney,United States,"[1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1970]",0.0,87.0,86.0,3.0,4.0,19.0,6.0,133.0,False,,1960,0.034482758620689655,0.9885057471264368,0.04597701149425287,0.21839080459770116,0.06896551724137931,1.528735632183908,11,False
|
||||
Esteban Gutiérrez,Mexico,"[2013, 2014, 2016]",0.0,59.0,59.0,0.0,0.0,0.0,1.0,6.0,False,,2010,0.0,1.0,0.0,0.0,0.01694915254237288,0.1016949152542373,3,False
|
||||
Hubert Hahne,West Germany,"[1967, 1968, 1970]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Mike Hailwood,United Kingdom,"[1963, 1964, 1965, 1971, 1972, 1973, 1974]",0.0,50.0,50.0,0.0,0.0,2.0,1.0,29.0,False,,1970,0.0,1.0,0.0,0.04,0.02,0.58,7,False
|
||||
Mika Häkkinen,Finland,"[1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001]",2.0,165.0,161.0,26.0,20.0,51.0,25.0,420.0,False,"[1998, 1999]",2000,0.15757575757575756,0.9757575757575757,0.12121212121212122,0.3090909090909091,0.15151515151515152,2.5454545454545454,11,True
|
||||
Bruce Halford,United Kingdom,"[1956, 1957, 1959, 1960]",0.0,9.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8888888888888888,0.0,0.0,0.0,0.0,4,False
|
||||
Jim Hall,United States,"[1960, 1961, 1962, 1963]",0.0,12.0,11.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.9166666666666666,0.0,0.0,0.0,0.25,4,False
|
||||
Duncan Hamilton,United Kingdom,"[1951, 1952, 1953]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Lewis Hamilton,United Kingdom,"[2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",7.0,311.0,311.0,103.0,103.0,191.0,61.0,4415.5,True,"[2008, 2014, 2015, 2017, 2018, 2019, 2020]",2010,0.3311897106109325,1.0,0.3311897106109325,0.6141479099678456,0.19614147909967847,14.19774919614148,16,True
|
||||
David Hampshire,United Kingdom,[1950],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Sam Hanks,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957]",0.0,8.0,8.0,0.0,1.0,4.0,0.0,20.0,False,,1950,0.0,1.0,0.125,0.5,0.0,2.5,8,False
|
||||
Walt Hansgen,United States,"[1961, 1964]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,1.0,0.0,0.0,0.0,1.0,2,False
|
||||
Mike Harris,South Africa,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Cuth Harrison,United Kingdom,[1950],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brian Hart,United Kingdom,[1967],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brendon Hartley,New Zealand,"[2017, 2018]",0.0,25.0,25.0,0.0,0.0,0.0,0.0,4.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.16,2,False
|
||||
Gene Hartley,United States,"[1950, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,10.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,10,False
|
||||
Rio Haryanto,Indonesia,[2016],0.0,12.0,12.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Masahiro Hasemi,Japan,[1976],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Naoki Hattori,Japan,[1991],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paul Hawkins,Australia,[1965],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mike Hawthorn,United Kingdom,"[1952, 1953, 1954, 1955, 1956, 1957, 1958]",1.0,47.0,45.0,4.0,3.0,18.0,6.0,112.64,False,[1958],1960,0.0851063829787234,0.9574468085106383,0.06382978723404255,0.3829787234042553,0.1276595744680851,2.3965957446808512,7,True
|
||||
Boy Hayje,Netherlands,"[1976, 1977]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,2,False
|
||||
Willi Heeks,West Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Nick Heidfeld,Germany,"[2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011]",0.0,185.0,183.0,1.0,0.0,13.0,2.0,259.0,False,,2010,0.005405405405405406,0.9891891891891892,0.0,0.07027027027027027,0.010810810810810811,1.4,12,False
|
||||
Theo Helfrich,West Germany,"[1952, 1953, 1954]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Mack Hellings,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Brian Henton,United Kingdom,"[1975, 1977, 1981, 1982]",0.0,37.0,19.0,0.0,0.0,0.0,1.0,0.0,False,,1980,0.0,0.5135135135135135,0.0,0.0,0.02702702702702703,0.0,4,False
|
||||
Johnny Herbert,United Kingdom,"[1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000]",0.0,165.0,160.0,0.0,3.0,7.0,0.0,98.0,False,,1990,0.0,0.9696969696969697,0.01818181818181818,0.04242424242424243,0.0,0.593939393939394,12,False
|
||||
Al Herman,United States,"[1955, 1956, 1957, 1959, 1960]",0.0,8.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.625,0.0,0.0,0.0,0.0,5,False
|
||||
Hans Herrmann,West Germany,"[1953, 1954, 1955, 1957, 1958, 1959, 1960, 1961]",0.0,19.0,17.0,0.0,0.0,1.0,1.0,10.0,False,,1960,0.0,0.8947368421052632,0.0,0.05263157894736842,0.05263157894736842,0.5263157894736842,8,False
|
||||
François Hesnault,France,"[1984, 1985]",0.0,21.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.9047619047619048,0.0,0.0,0.0,0.0,2,False
|
||||
Hans Heyer,West Germany,[1977],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Damon Hill,United Kingdom,"[1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999]",1.0,122.0,115.0,20.0,22.0,42.0,19.0,360.0,False,[1996],2000,0.16393442622950818,0.9426229508196722,0.18032786885245902,0.3442622950819672,0.1557377049180328,2.9508196721311477,8,True
|
||||
Graham Hill,United Kingdom,"[1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975]",2.0,179.0,176.0,13.0,14.0,36.0,10.0,270.0,False,"[1962, 1968]",1970,0.07262569832402235,0.9832402234636871,0.0782122905027933,0.2011173184357542,0.055865921787709494,1.5083798882681565,18,True
|
||||
Phil Hill,United States,"[1958, 1959, 1960, 1961, 1962, 1963, 1964, 1966]",1.0,52.0,49.0,6.0,3.0,16.0,6.0,94.0,False,[1961],1960,0.11538461538461539,0.9423076923076923,0.057692307692307696,0.3076923076923077,0.11538461538461539,1.8076923076923077,8,True
|
||||
Peter Hirt,Switzerland,"[1951, 1952, 1953]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
David Hobbs,United Kingdom,"[1967, 1968, 1971, 1974]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Gary Hocking,Rhodesia and Nyasaland,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ingo Hoffmann,Brazil,"[1976, 1977]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Bill Holland,United States,"[1950, 1953]",0.0,3.0,2.0,0.0,0.0,1.0,0.0,6.0,False,,1950,0.0,0.6666666666666666,0.0,0.3333333333333333,0.0,2.0,2,False
|
||||
Jackie Holmes,United States,"[1950, 1953]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Bill Homeier,United States,"[1954, 1955, 1960]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.16666666666666666,3,False
|
||||
Kazuyoshi Hoshino,Japan,"[1976, 1977]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Jerry Hoyt,United States,"[1950, 1953, 1954, 1955]",0.0,4.0,4.0,1.0,0.0,0.0,0.0,0.0,False,,1950,0.25,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Nico Hülkenberg,Germany,"[2010, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2022]",0.0,185.0,182.0,1.0,0.0,0.0,2.0,521.0,True,,2020,0.005405405405405406,0.9837837837837838,0.0,0.0,0.010810810810810811,2.8162162162162163,11,False
|
||||
Denny Hulme,New Zealand,"[1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974]",1.0,112.0,112.0,1.0,8.0,33.0,9.0,248.0,False,[1967],1970,0.008928571428571428,1.0,0.07142857142857142,0.29464285714285715,0.08035714285714286,2.2142857142857144,10,True
|
||||
James Hunt,United Kingdom,"[1973, 1974, 1975, 1976, 1977, 1978, 1979]",1.0,93.0,92.0,14.0,10.0,23.0,8.0,179.0,False,[1976],1980,0.15053763440860216,0.989247311827957,0.10752688172043011,0.24731182795698925,0.08602150537634409,1.924731182795699,7,True
|
||||
Jim Hurtubise,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gus Hutchison,United States,[1970],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jacky Ickx,Belgium,"[1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979]",0.0,120.0,114.0,13.0,8.0,25.0,14.0,181.0,False,,1970,0.10833333333333334,0.95,0.06666666666666667,0.20833333333333334,0.11666666666666667,1.5083333333333333,13,False
|
||||
Yuji Ide,Japan,[2006],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jesús Iglesias,Argentina,[1955],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Taki Inoue,Japan,"[1994, 1995]",0.0,18.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Innes Ireland,United Kingdom,"[1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966]",0.0,53.0,50.0,0.0,1.0,4.0,1.0,47.0,False,,1960,0.0,0.9433962264150944,0.018867924528301886,0.07547169811320754,0.018867924528301886,0.8867924528301887,8,False
|
||||
Eddie Irvine,United Kingdom,"[1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002]",0.0,148.0,145.0,0.0,4.0,26.0,1.0,191.0,False,,2000,0.0,0.9797297297297297,0.02702702702702703,0.17567567567567569,0.006756756756756757,1.2905405405405406,10,False
|
||||
Chris Irwin,United Kingdom,"[1966, 1967]",0.0,10.0,10.0,0.0,0.0,0.0,0.0,2.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.2,2,False
|
||||
Jean-Pierre Jabouille,France,"[1974, 1975, 1977, 1978, 1979, 1980, 1981]",0.0,55.0,49.0,6.0,2.0,2.0,0.0,21.0,False,,1980,0.10909090909090909,0.8909090909090909,0.03636363636363636,0.03636363636363636,0.0,0.38181818181818183,7,False
|
||||
Jimmy Jackson,United States,"[1950, 1954]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Joe James,United States,"[1951, 1952]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
John James,United Kingdom,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jean-Pierre Jarier,France,"[1971, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983]",0.0,143.0,135.0,3.0,0.0,3.0,3.0,31.5,False,,1980,0.02097902097902098,0.9440559440559441,0.0,0.02097902097902098,0.02097902097902098,0.2202797202797203,12,False
|
||||
Max Jean[w],France,[1971],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Stefan Johansson,Sweden,"[1980, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991]",0.0,103.0,79.0,0.0,0.0,12.0,0.0,88.0,False,,1990,0.0,0.7669902912621359,0.0,0.11650485436893204,0.0,0.8543689320388349,10,False
|
||||
Eddie Johnson,United States,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,9.0,9.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.1111111111111111,9,False
|
||||
Leslie Johnson,United Kingdom,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bruce Johnstone,South Africa,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alan Jones,Australia,"[1975, 1976, 1977, 1978, 1979, 1980, 1981, 1983, 1985, 1986]",1.0,117.0,116.0,6.0,12.0,24.0,13.0,199.0,False,[1980],1980,0.05128205128205128,0.9914529914529915,0.10256410256410256,0.20512820512820512,0.1111111111111111,1.7008547008547008,10,True
|
||||
Tom Jones,United States,[1967],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Juan Jover,Spain,[1951],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Oswald Karch,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Narain Karthikeyan,India,"[2005, 2011, 2012]",0.0,48.0,46.0,0.0,0.0,0.0,0.0,5.0,False,,2010,0.0,0.9583333333333334,0.0,0.0,0.0,0.10416666666666667,3,False
|
||||
Ukyo Katayama,Japan,"[1992, 1993, 1994, 1995, 1996, 1997]",0.0,97.0,95.0,0.0,0.0,0.0,0.0,5.0,False,,1990,0.0,0.979381443298969,0.0,0.0,0.0,0.05154639175257732,6,False
|
||||
Ken Kavanagh,Australia,[1958],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rupert Keegan,United Kingdom,"[1977, 1978, 1980, 1982]",0.0,37.0,25.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6756756756756757,0.0,0.0,0.0,0.0,4,False
|
||||
Eddie Keizan,South Africa,"[1973, 1974, 1975]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Al Keller,United States,"[1955, 1956, 1957, 1958, 1959]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,5,False
|
||||
Joe Kelly,Ireland,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
David Kennedy,Ireland,[1980],0.0,7.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Loris Kessel,Switzerland,"[1976, 1977]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Bruce Kessler,United States,[1958],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nicolas Kiesa,Denmark,[2003],0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Leo Kinnunen,Finland,[1974],0.0,6.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.16666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Danny Kladis,United States,[1954],0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.2,0.0,0.0,0.0,0.0,1,False
|
||||
Hans Klenk,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Peter de Klerk,South Africa,"[1963, 1965, 1969, 1970]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Christian Klien,Austria,"[2004, 2005, 2006, 2010]",0.0,51.0,49.0,0.0,0.0,0.0,0.0,14.0,False,,2010,0.0,0.9607843137254902,0.0,0.0,0.0,0.27450980392156865,4,False
|
||||
Karl Kling,West Germany,"[1954, 1955]",0.0,11.0,11.0,0.0,0.0,2.0,1.0,17.0,False,,1950,0.0,1.0,0.0,0.18181818181818182,0.09090909090909091,1.5454545454545454,2,False
|
||||
Ernst Klodwig,East Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kamui Kobayashi,Japan,"[2009, 2010, 2011, 2012, 2014]",0.0,76.0,75.0,0.0,0.0,1.0,1.0,125.0,False,,2010,0.0,0.9868421052631579,0.0,0.013157894736842105,0.013157894736842105,1.644736842105263,5,False
|
||||
Helmuth Koinigg,Austria,[1974],0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Heikki Kovalainen,Finland,"[2007, 2008, 2009, 2010, 2011, 2012, 2013]",0.0,112.0,111.0,1.0,1.0,4.0,2.0,105.0,False,,2010,0.008928571428571428,0.9910714285714286,0.008928571428571428,0.03571428571428571,0.017857142857142856,0.9375,7,False
|
||||
Mikko Kozarowitzky,Finland,[1977],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Willi Krakau,West Germany,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rudolf Krause,East Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Robert Kubica,Poland,"[2006, 2007, 2008, 2009, 2010, 2019, 2021]",0.0,99.0,99.0,1.0,1.0,12.0,1.0,274.0,False,,2010,0.010101010101010102,1.0,0.010101010101010102,0.12121212121212122,0.010101010101010102,2.7676767676767677,7,False
|
||||
Kurt Kuhnke,West Germany,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Masami Kuwashima,Japan,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Daniil Kvyat,Russia,"[2014, 2015, 2016, 2017, 2019, 2020]",0.0,112.0,110.0,0.0,0.0,3.0,1.0,202.0,False,,2020,0.0,0.9821428571428571,0.0,0.026785714285714284,0.008928571428571428,1.8035714285714286,6,False
|
||||
Robert La Caze,Morocco,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jacques Laffite,France,"[1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,180.0,176.0,7.0,6.0,32.0,7.0,228.0,False,,1980,0.03888888888888889,0.9777777777777777,0.03333333333333333,0.17777777777777778,0.03888888888888889,1.2666666666666666,13,False
|
||||
Franck Lagorce,France,[1994],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jan Lammers,Netherlands,"[1979, 1980, 1981, 1982, 1992]",0.0,41.0,23.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5609756097560976,0.0,0.0,0.0,0.0,5,False
|
||||
Pedro Lamy,Portugal,"[1993, 1994, 1995, 1996]",0.0,32.0,32.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.03125,4,False
|
||||
Chico Landi,Brazil,"[1951, 1952, 1953, 1956]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,1.5,False,,1950,0.0,1.0,0.0,0.0,0.0,0.25,4,False
|
||||
Hermann Lang,West Germany,"[1953, 1954]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.0,2,False
|
||||
Claudio Langes,Italy,[1990],0.0,14.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nicola Larini,Italy,"[1987, 1988, 1989, 1990, 1991, 1992, 1994, 1997]",0.0,75.0,49.0,0.0,0.0,1.0,0.0,7.0,False,,1990,0.0,0.6533333333333333,0.0,0.013333333333333334,0.0,0.09333333333333334,8,False
|
||||
Oscar Larrauri,Argentina,"[1988, 1989]",0.0,21.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.38095238095238093,0.0,0.0,0.0,0.0,2,False
|
||||
Gérard Larrousse,France,[1974],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jud Larson,United States,"[1958, 1959]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Nicholas Latifi,Canada,"[2020, 2021, 2022]",0.0,61.0,61.0,0.0,0.0,0.0,0.0,9.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.14754098360655737,3,False
|
||||
Niki Lauda,Austria,"[1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1982, 1983, 1984, 1985]",3.0,177.0,171.0,24.0,25.0,54.0,24.0,420.5,False,"[1975, 1977, 1984]",1980,0.13559322033898305,0.9661016949152542,0.14124293785310735,0.3050847457627119,0.13559322033898305,2.3757062146892656,13,True
|
||||
Roger Laurent,Belgium,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Giovanni Lavaggi,Italy,"[1995, 1996]",0.0,10.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.7,0.0,0.0,0.0,0.0,2,False
|
||||
Chris Lawrence,United Kingdom,[1966],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Charles Leclerc,Monaco,"[2018, 2019, 2020, 2021, 2022]",0.0,104.0,103.0,18.0,5.0,24.0,7.0,868.0,True,,2020,0.17307692307692307,0.9903846153846154,0.04807692307692308,0.23076923076923078,0.0673076923076923,8.346153846153847,5,False
|
||||
Michel Leclère,France,"[1975, 1976]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.875,0.0,0.0,0.0,0.0,2,False
|
||||
Neville Lederle,South Africa,"[1962, 1965]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.5,2,False
|
||||
Geoff Lees,United Kingdom,"[1978, 1979, 1980, 1982]",0.0,12.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4166666666666667,0.0,0.0,0.0,0.0,4,False
|
||||
Gijs van Lennep,Netherlands,"[1971, 1973, 1974, 1975]",0.0,10.0,8.0,0.0,0.0,0.0,0.0,2.0,False,,1970,0.0,0.8,0.0,0.0,0.0,0.2,4,False
|
||||
Arthur Legat,Belgium,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
JJ Lehto,Finland,"[1989, 1990, 1991, 1992, 1993, 1994]",0.0,70.0,62.0,0.0,0.0,1.0,0.0,10.0,False,,1990,0.0,0.8857142857142857,0.0,0.014285714285714285,0.0,0.14285714285714285,6,False
|
||||
Lamberto Leoni,Italy,"[1977, 1978]",0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.2,0.0,0.0,0.0,0.0,2,False
|
||||
Les Leston,United Kingdom,"[1956, 1957]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Pierre Levegh,France,"[1950, 1951]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Bayliss Levrett,United States,[1950],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Lewis,United Kingdom,"[1961, 1962]",0.0,10.0,9.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.9,0.0,0.0,0.0,0.3,2,False
|
||||
Stuart Lewis-Evans,United Kingdom,"[1957, 1958]",0.0,14.0,14.0,2.0,0.0,2.0,0.0,16.0,False,,1960,0.14285714285714285,1.0,0.0,0.14285714285714285,0.0,1.1428571428571428,2,False
|
||||
Guy Ligier,France,"[1966, 1967]",0.0,13.0,12.0,0.0,0.0,0.0,0.0,1.0,False,,1970,0.0,0.9230769230769231,0.0,0.0,0.0,0.07692307692307693,2,False
|
||||
Andy Linden,United States,"[1951, 1952, 1953, 1954, 1955, 1956, 1957]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,5.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.625,7,False
|
||||
Roberto Lippi,Italy,"[1961, 1962, 1963]",0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,3,False
|
||||
Vitantonio Liuzzi,Italy,"[2005, 2006, 2007, 2009, 2010, 2011]",0.0,81.0,80.0,0.0,0.0,0.0,0.0,26.0,False,,2010,0.0,0.9876543209876543,0.0,0.0,0.0,0.32098765432098764,6,False
|
||||
Dries van der Lof,Netherlands,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lella Lombardi,Italy,"[1974, 1975, 1976]",0.0,17.0,12.0,0.0,0.0,0.0,0.0,0.5,False,,1980,0.0,0.7058823529411765,0.0,0.0,0.0,0.029411764705882353,3,False
|
||||
Ricardo Londoño,Colombia,[1981],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernst Loof,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
André Lotterer,Germany,[2014],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Henri Louveau,France,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
John Love,Rhodesia,"[1962, 1963, 1964, 1965, 1967, 1968, 1969, 1970, 1971, 1972]",0.0,10.0,9.0,0.0,0.0,1.0,0.0,6.0,False,,1970,0.0,0.9,0.0,0.1,0.0,0.6,10,False
|
||||
Pete Lovely,United States,"[1959, 1960, 1969, 1970, 1971]",0.0,11.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6363636363636364,0.0,0.0,0.0,0.0,5,False
|
||||
Roger Loyer,France,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jean Lucas,France,[1955],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jean Lucienbonnet,France,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Erik Lundgren,Sweden,[1951],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brett Lunger,United States,"[1975, 1976, 1977, 1978]",0.0,43.0,34.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7906976744186046,0.0,0.0,0.0,0.0,4,False
|
||||
Mike MacDowel,United Kingdom,[1957],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Herbert MacKay-Fraser,United States,[1957],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Mackey,United States,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lance Macklin,United Kingdom,"[1952, 1953, 1954, 1955]",0.0,15.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.8666666666666667,0.0,0.0,0.0,0.0,4,False
|
||||
Damien Magee,United Kingdom,"[1975, 1976]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Maggs,South Africa,"[1961, 1962, 1963, 1964, 1965]",0.0,27.0,25.0,0.0,0.0,3.0,0.0,26.0,False,,1960,0.0,0.9259259259259259,0.0,0.1111111111111111,0.0,0.9629629629629629,5,False
|
||||
Mike Magill,United States,"[1957, 1958, 1959]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
Umberto Maglioli,Italy,"[1953, 1954, 1955, 1956, 1957]",0.0,10.0,10.0,0.0,0.0,2.0,0.0,3.33,False,,1960,0.0,1.0,0.0,0.2,0.0,0.333,5,False
|
||||
Jan Magnussen,Denmark,"[1995, 1997, 1998]",0.0,25.0,24.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,0.96,0.0,0.0,0.0,0.04,3,False
|
||||
Kevin Magnussen,Denmark,"[2014, 2015, 2016, 2017, 2018, 2019, 2020, 2022]",0.0,143.0,142.0,1.0,0.0,1.0,2.0,183.0,True,,2020,0.006993006993006993,0.993006993006993,0.0,0.006993006993006993,0.013986013986013986,1.2797202797202798,8,False
|
||||
Guy Mairesse,France,"[1950, 1951]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Willy Mairesse,Belgium,"[1960, 1961, 1962, 1963, 1965]",0.0,13.0,12.0,0.0,0.0,1.0,0.0,7.0,False,,1960,0.0,0.9230769230769231,0.0,0.07692307692307693,0.0,0.5384615384615384,5,False
|
||||
Pastor Maldonado,Venezuela,"[2011, 2012, 2013, 2014, 2015]",0.0,96.0,95.0,1.0,1.0,1.0,0.0,76.0,False,,2010,0.010416666666666666,0.9895833333333334,0.010416666666666666,0.010416666666666666,0.0,0.7916666666666666,5,False
|
||||
Nigel Mansell,United Kingdom,"[1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1994, 1995]",1.0,191.0,187.0,32.0,31.0,59.0,30.0,480.0,False,[1992],1990,0.16753926701570682,0.9790575916230366,0.16230366492146597,0.3089005235602094,0.15706806282722513,2.513089005235602,15,True
|
||||
Sergio Mantovani,Italy,"[1953, 1954, 1955]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,4.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.5,3,False
|
||||
Johnny Mantz,United States,[1953],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Robert Manzon,France,"[1950, 1951, 1952, 1953, 1954, 1955, 1956]",0.0,29.0,28.0,0.0,0.0,2.0,0.0,16.0,False,,1950,0.0,0.9655172413793104,0.0,0.06896551724137931,0.0,0.5517241379310345,7,False
|
||||
Onofre Marimón,Argentina,"[1951, 1953, 1954]",0.0,12.0,11.0,0.0,0.0,2.0,1.0,8.14,False,,1950,0.0,0.9166666666666666,0.0,0.16666666666666666,0.08333333333333333,0.6783333333333333,3,False
|
||||
Helmut Marko,Austria,"[1971, 1972]",0.0,10.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Tarso Marques,Brazil,"[1996, 1997, 2001]",0.0,26.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9230769230769231,0.0,0.0,0.0,0.0,3,False
|
||||
Leslie Marr,United Kingdom,"[1954, 1955]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Marsh,United Kingdom,"[1957, 1958, 1961]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,3,False
|
||||
Eugène Martin,France,[1950],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pierluigi Martini,Italy,"[1984, 1985, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995]",0.0,124.0,118.0,0.0,0.0,0.0,0.0,18.0,False,,1990,0.0,0.9516129032258065,0.0,0.0,0.0,0.14516129032258066,10,False
|
||||
Jochen Mass,West Germany,"[1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1982]",0.0,114.0,105.0,0.0,1.0,8.0,2.0,71.0,False,,1980,0.0,0.9210526315789473,0.008771929824561403,0.07017543859649122,0.017543859649122806,0.6228070175438597,9,False
|
||||
Felipe Massa,Brazil,"[2002, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017]",0.0,272.0,269.0,16.0,11.0,41.0,15.0,1167.0,False,,2010,0.058823529411764705,0.9889705882352942,0.04044117647058824,0.15073529411764705,0.05514705882352941,4.290441176470588,15,False
|
||||
Cristiano da Matta,Brazil,"[2003, 2004]",0.0,28.0,28.0,0.0,0.0,0.0,0.0,13.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.4642857142857143,2,False
|
||||
Michael May,Switzerland,[1961],0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Timmy Mayer,United States,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nikita Mazepin,RAF,[2021],0.0,22.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,0.9545454545454546,0.0,0.0,0.0,0.0,1,False
|
||||
François Mazet,France,[1971],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gastón Mazzacane,Argentina,"[2000, 2001]",0.0,21.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kenneth McAlpine,United Kingdom,"[1952, 1953, 1955]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Perry McCarthy,United Kingdom,[1992],0.0,11.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernie McCoy,United States,"[1953, 1954]",0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,2,False
|
||||
Johnny McDowell,United States,"[1950, 1951, 1952]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Jack McGrath,United States,"[1950, 1951, 1952, 1953, 1954, 1955]",0.0,6.0,6.0,1.0,0.0,2.0,1.0,9.0,False,,1950,0.16666666666666666,1.0,0.0,0.3333333333333333,0.16666666666666666,1.5,6,False
|
||||
Brian McGuire,Australia,[1977],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bruce McLaren,New Zealand,"[1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970]",0.0,104.0,100.0,0.0,4.0,27.0,3.0,188.5,False,,1960,0.0,0.9615384615384616,0.038461538461538464,0.25961538461538464,0.028846153846153848,1.8125,13,False
|
||||
Allan McNish,United Kingdom,[2002],0.0,17.0,16.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9411764705882353,0.0,0.0,0.0,0.0,1,False
|
||||
Graham McRae,New Zealand,[1973],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jim McWithey,United States,"[1959, 1960]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Carlos Menditeguy,Argentina,"[1953, 1954, 1955, 1956, 1957, 1958, 1960]",0.0,11.0,10.0,0.0,0.0,1.0,0.0,9.0,False,,1960,0.0,0.9090909090909091,0.0,0.09090909090909091,0.0,0.8181818181818182,7,False
|
||||
Roberto Merhi,Spain,[2015],0.0,14.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,0.9285714285714286,0.0,0.0,0.0,0.0,1,False
|
||||
Harry Merkel,West Germany,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Arturo Merzario,Italy,"[1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979]",0.0,85.0,57.0,0.0,0.0,0.0,0.0,11.0,False,,1980,0.0,0.6705882352941176,0.0,0.0,0.0,0.12941176470588237,8,False
|
||||
Roberto Mieres,Argentina,"[1953, 1954, 1955]",0.0,17.0,17.0,0.0,0.0,0.0,1.0,13.0,False,,1950,0.0,1.0,0.0,0.0,0.058823529411764705,0.7647058823529411,3,False
|
||||
François Migault,France,"[1972, 1974, 1975]",0.0,16.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8125,0.0,0.0,0.0,0.0,3,False
|
||||
John Miles,United Kingdom,"[1969, 1970]",0.0,15.0,12.0,0.0,0.0,0.0,0.0,2.0,False,,1970,0.0,0.8,0.0,0.0,0.0,0.13333333333333333,2,False
|
||||
Ken Miles,United Kingdom,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
André Milhoux,Belgium,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Chet Miller,United States,"[1951, 1952]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Gerhard Mitter,West Germany,"[1963, 1964, 1965]",0.0,7.0,5.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.7142857142857143,0.0,0.0,0.0,0.42857142857142855,3,False
|
||||
Stefano Modena,Italy,"[1987, 1988, 1989, 1990, 1991, 1992]",0.0,81.0,70.0,0.0,0.0,2.0,0.0,17.0,False,,1990,0.0,0.8641975308641975,0.0,0.024691358024691357,0.0,0.20987654320987653,6,False
|
||||
Thomas Monarch,United States,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Franck Montagny,France,[2006],0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tiago Monteiro,Portugal,"[2005, 2006]",0.0,37.0,37.0,0.0,0.0,1.0,0.0,7.0,False,,2010,0.0,1.0,0.0,0.02702702702702703,0.0,0.1891891891891892,2,False
|
||||
Andrea Montermini,Italy,"[1994, 1995, 1996]",0.0,29.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.6551724137931034,0.0,0.0,0.0,0.0,3,False
|
||||
Peter Monteverdi,Switzerland,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Robin Montgomerie-Charrington,United Kingdom,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Juan Pablo Montoya,Colombia,"[2001, 2002, 2003, 2004, 2005, 2006]",0.0,95.0,94.0,13.0,7.0,30.0,12.0,307.0,False,,2000,0.1368421052631579,0.9894736842105263,0.07368421052631578,0.3157894736842105,0.12631578947368421,3.231578947368421,6,False
|
||||
Gianni Morbidelli,Italy,"[1990, 1991, 1992, 1994, 1995, 1997]",0.0,70.0,67.0,0.0,0.0,1.0,0.0,8.5,False,,1990,0.0,0.9571428571428572,0.0,0.014285714285714285,0.0,0.12142857142857143,6,False
|
||||
Roberto Moreno,Brazil,"[1982, 1987, 1989, 1990, 1991, 1992, 1995]",0.0,77.0,41.0,0.0,0.0,1.0,1.0,15.0,False,,1990,0.0,0.5324675324675324,0.0,0.012987012987012988,0.012987012987012988,0.19480519480519481,7,False
|
||||
Dave Morgan,United Kingdom,[1975],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Silvio Moser,Switzerland,"[1967, 1968, 1969, 1970, 1971]",0.0,20.0,12.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,0.6,0.0,0.0,0.0,0.15,5,False
|
||||
Bill Moss,United Kingdom,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Stirling Moss,United Kingdom,"[1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961]",0.0,67.0,66.0,16.0,16.0,24.0,19.0,185.64,False,,1960,0.23880597014925373,0.9850746268656716,0.23880597014925373,0.3582089552238806,0.2835820895522388,2.7707462686567164,11,False
|
||||
Gino Munaron,Italy,[1960],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
David Murray,United Kingdom,"[1950, 1951, 1952]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.8,0.0,0.0,0.0,0.0,3,False
|
||||
Luigi Musso,Italy,"[1953, 1954, 1955, 1956, 1957, 1958]",0.0,25.0,24.0,0.0,1.0,7.0,1.0,44.0,False,,1960,0.0,0.96,0.04,0.28,0.04,1.76,6,False
|
||||
Kazuki Nakajima,Japan,"[2007, 2008, 2009]",0.0,36.0,36.0,0.0,0.0,0.0,0.0,9.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.25,3,False
|
||||
Satoru Nakajima,Japan,"[1987, 1988, 1989, 1990, 1991]",0.0,80.0,74.0,0.0,0.0,0.0,1.0,16.0,False,,1990,0.0,0.925,0.0,0.0,0.0125,0.2,5,False
|
||||
Shinji Nakano,Japan,"[1997, 1998]",0.0,33.0,33.0,0.0,0.0,0.0,0.0,2.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.06060606060606061,2,False
|
||||
Duke Nalon,United States,"[1951, 1952, 1953]",0.0,5.0,3.0,1.0,0.0,0.0,0.0,0.0,False,,1950,0.2,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Alessandro Nannini,Italy,"[1986, 1987, 1988, 1989, 1990]",0.0,78.0,76.0,0.0,1.0,9.0,2.0,65.0,False,,1990,0.0,0.9743589743589743,0.01282051282051282,0.11538461538461539,0.02564102564102564,0.8333333333333334,5,False
|
||||
Emanuele Naspetti,Italy,"[1992, 1993]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Felipe Nasr,Brazil,"[2015, 2016]",0.0,40.0,39.0,0.0,0.0,0.0,0.0,29.0,False,,2020,0.0,0.975,0.0,0.0,0.0,0.725,2,False
|
||||
Massimo Natili,Italy,[1961],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Brian Naylor,United Kingdom,"[1957, 1958, 1959, 1960, 1961]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.875,0.0,0.0,0.0,0.0,5,False
|
||||
Mike Nazaruk,United States,"[1951, 1953, 1954]",0.0,4.0,3.0,0.0,0.0,1.0,0.0,8.0,False,,1950,0.0,0.75,0.0,0.25,0.0,2.0,3,False
|
||||
Tiff Needell,United Kingdom,[1980],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jac Nellemann,Denmark,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Patrick Nève,Belgium,"[1976, 1977, 1978]",0.0,14.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,3,False
|
||||
John Nicholson,New Zealand,"[1974, 1975]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Cal Niday,United States,"[1953, 1954, 1955]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Helmut Niedermayr,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brausch Niemann,South Africa,"[1963, 1965]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Gunnar Nilsson,Sweden,"[1976, 1977]",0.0,32.0,31.0,0.0,1.0,4.0,1.0,31.0,False,,1980,0.0,0.96875,0.03125,0.125,0.03125,0.96875,2,False
|
||||
Hideki Noda,Japan,[1994],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lando Norris,United Kingdom,"[2019, 2020, 2021, 2022]",0.0,83.0,83.0,1.0,0.0,6.0,5.0,428.0,True,,2020,0.012048192771084338,1.0,0.0,0.07228915662650602,0.060240963855421686,5.156626506024097,4,False
|
||||
Rodney Nuckey,United Kingdom,[1953],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Robert O'Brien,United States,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Esteban Ocon,France,"[2016, 2017, 2018, 2020, 2021, 2022]",0.0,112.0,112.0,0.0,1.0,2.0,0.0,364.0,True,,2020,0.0,1.0,0.008928571428571428,0.017857142857142856,0.0,3.25,6,False
|
||||
Pat O'Connor,United States,"[1954, 1955, 1956, 1957, 1958]",0.0,6.0,5.0,1.0,0.0,0.0,0.0,0.0,False,,1960,0.16666666666666666,0.8333333333333334,0.0,0.0,0.0,0.0,5,False
|
||||
Casimiro de Oliveira,Portugal,[1958],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Oliver,United Kingdom,"[1968, 1969, 1970, 1971, 1972, 1973, 1977]",0.0,52.0,50.0,0.0,0.0,2.0,1.0,13.0,False,,1970,0.0,0.9615384615384616,0.0,0.038461538461538464,0.019230769230769232,0.25,7,False
|
||||
Danny Ongais,United States,"[1977, 1978]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Rikky von Opel,Liechtenstein,"[1973, 1974]",0.0,14.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,2,False
|
||||
Karl Oppitzhauser,Austria,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fritz d'Orey,Brazil,[1959],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Arthur Owen,United Kingdom,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Carlos Pace,Brazil,"[1972, 1973, 1974, 1975, 1976, 1977]",0.0,73.0,72.0,1.0,1.0,6.0,5.0,58.0,False,,1970,0.0136986301369863,0.9863013698630136,0.0136986301369863,0.0821917808219178,0.0684931506849315,0.7945205479452054,6,False
|
||||
Nello Pagani,Italy,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Riccardo Paletti,Italy,[1982],0.0,8.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Torsten Palm,Sweden,[1975],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jolyon Palmer,United Kingdom,"[2016, 2017]",0.0,37.0,35.0,0.0,0.0,0.0,0.0,9.0,False,,2020,0.0,0.9459459459459459,0.0,0.0,0.0,0.24324324324324326,2,False
|
||||
Jonathan Palmer,United Kingdom,"[1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,88.0,83.0,0.0,0.0,0.0,1.0,14.0,False,,1990,0.0,0.9431818181818182,0.0,0.0,0.011363636363636364,0.1590909090909091,7,False
|
||||
Olivier Panis,France,"[1994, 1995, 1996, 1997, 1998, 1999, 2001, 2002, 2003, 2004]",0.0,158.0,157.0,0.0,1.0,5.0,0.0,76.0,False,,2000,0.0,0.9936708860759493,0.006329113924050633,0.03164556962025317,0.0,0.4810126582278481,10,False
|
||||
Giorgio Pantano,Italy,[2004],0.0,15.0,14.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Massimiliano Papis,Italy,[1995],0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mike Parkes,United Kingdom,"[1959, 1966, 1967]",0.0,7.0,6.0,1.0,0.0,2.0,0.0,14.0,False,,1960,0.14285714285714285,0.8571428571428571,0.0,0.2857142857142857,0.0,2.0,3,False
|
||||
Reg Parnell,United Kingdom,"[1950, 1951, 1952, 1954]",0.0,7.0,6.0,0.0,0.0,1.0,0.0,9.0,False,,1950,0.0,0.8571428571428571,0.0,0.14285714285714285,0.0,1.2857142857142858,4,False
|
||||
Tim Parnell,United Kingdom,"[1959, 1961, 1963]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,3,False
|
||||
Johnnie Parsons,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958]",0.0,9.0,9.0,0.0,1.0,1.0,1.0,12.0,False,,1950,0.0,1.0,0.1111111111111111,0.1111111111111111,0.1111111111111111,1.3333333333333333,9,False
|
||||
Riccardo Patrese,Italy,"[1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993]",0.0,257.0,256.0,8.0,6.0,37.0,13.0,281.0,False,,1980,0.0311284046692607,0.9961089494163424,0.023346303501945526,0.14396887159533073,0.05058365758754864,1.093385214007782,17,False
|
||||
Al Pease,Canada,"[1967, 1968, 1969]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Roger Penske,United States,"[1961, 1962]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Cesare Perdisa,Italy,"[1955, 1956, 1957]",0.0,8.0,8.0,0.0,0.0,2.0,0.0,5.0,False,,1960,0.0,1.0,0.0,0.25,0.0,0.625,3,False
|
||||
Sergio Pérez,Mexico,"[2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,240.0,236.0,1.0,4.0,27.0,9.0,1219.0,True,,2020,0.004166666666666667,0.9833333333333333,0.016666666666666666,0.1125,0.0375,5.079166666666667,12,False
|
||||
Luis Pérez-Sala,Spain,"[1988, 1989]",0.0,32.0,26.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.8125,0.0,0.0,0.0,0.03125,2,False
|
||||
Larry Perkins,Australia,"[1974, 1976, 1977]",0.0,15.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7333333333333333,0.0,0.0,0.0,0.0,3,False
|
||||
Henri Pescarolo,France,"[1968, 1970, 1971, 1972, 1973, 1974, 1976]",0.0,64.0,57.0,0.0,0.0,1.0,1.0,12.0,False,,1970,0.0,0.890625,0.0,0.015625,0.015625,0.1875,7,False
|
||||
Alessandro Pesenti-Rossi,Italy,[1976],0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.75,0.0,0.0,0.0,0.0,1,False
|
||||
Josef Peters,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ronnie Peterson,Sweden,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978]",0.0,123.0,123.0,14.0,10.0,26.0,9.0,206.0,False,,1970,0.11382113821138211,1.0,0.08130081300813008,0.21138211382113822,0.07317073170731707,1.6747967479674797,9,False
|
||||
Vitaly Petrov,Russia,"[2010, 2011, 2012]",0.0,58.0,57.0,0.0,0.0,1.0,1.0,64.0,False,,2010,0.0,0.9827586206896551,0.0,0.017241379310344827,0.017241379310344827,1.103448275862069,3,False
|
||||
Alfredo Pián,Argentina,[1950],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Oscar Piastri,Australia,[2023],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,True,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Charles Pic,France,"[2012, 2013]",0.0,39.0,39.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
François Picard,France,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernie Pieterse,South Africa,"[1962, 1963, 1965]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Paul Pietsch,West Germany,"[1950, 1951, 1952]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
André Pilette,Belgium,"[1951, 1953, 1954, 1956, 1961, 1963, 1964]",0.0,14.0,9.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,0.6428571428571429,0.0,0.0,0.0,0.14285714285714285,7,False
|
||||
Teddy Pilette,Belgium,"[1974, 1977]",0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.25,0.0,0.0,0.0,0.0,2,False
|
||||
Luigi Piotti,Italy,"[1955, 1956, 1957, 1958]",0.0,8.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.625,0.0,0.0,0.0,0.0,4,False
|
||||
David Piper,United Kingdom,"[1959, 1960]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Nelson Piquet,Brazil,"[1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991]",3.0,207.0,204.0,24.0,23.0,60.0,23.0,481.5,False,"[1981, 1983, 1987]",1980,0.11594202898550725,0.9855072463768116,0.1111111111111111,0.2898550724637681,0.1111111111111111,2.3260869565217392,14,True
|
||||
Nelson Piquet Jr.,Brazil,"[2008, 2009]",0.0,28.0,28.0,0.0,0.0,1.0,0.0,19.0,False,,2010,0.0,1.0,0.0,0.03571428571428571,0.0,0.6785714285714286,2,False
|
||||
Renato Pirocchi,Italy,[1961],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Didier Pironi,France,"[1978, 1979, 1980, 1981, 1982]",0.0,72.0,70.0,4.0,3.0,13.0,5.0,101.0,False,,1980,0.05555555555555555,0.9722222222222222,0.041666666666666664,0.18055555555555555,0.06944444444444445,1.4027777777777777,5,False
|
||||
Emanuele Pirro,Italy,"[1989, 1990, 1991]",0.0,40.0,37.0,0.0,0.0,0.0,0.0,3.0,False,,1990,0.0,0.925,0.0,0.0,0.0,0.075,3,False
|
||||
Antônio Pizzonia,Brazil,"[2003, 2004, 2005]",0.0,20.0,20.0,0.0,0.0,0.0,0.0,8.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.4,3,False
|
||||
Eric van de Poele,Belgium,"[1991, 1992]",0.0,29.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.1724137931034483,0.0,0.0,0.0,0.0,2,False
|
||||
Jacques Pollet,France,"[1954, 1955]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ben Pon,Netherlands,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dennis Poore,United Kingdom,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.5,1,False
|
||||
Alfonso de Portago,Spain,"[1956, 1957]",0.0,5.0,5.0,0.0,0.0,1.0,0.0,4.0,False,,1960,0.0,1.0,0.0,0.2,0.0,0.8,2,False
|
||||
Sam Posey,United States,"[1971, 1972]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Charles Pozzi,France,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Pretorius,South Africa,"[1965, 1968, 1971, 1973]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.75,0.0,0.0,0.0,0.0,4,False
|
||||
Ernesto Prinoth,Italy,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
David Prophet,United Kingdom,"[1963, 1965]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Alain Prost,France,"[1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1993]",4.0,202.0,199.0,33.0,51.0,106.0,41.0,768.5,False,"[1985, 1986, 1989, 1993]",1990,0.16336633663366337,0.9851485148514851,0.2524752475247525,0.5247524752475248,0.20297029702970298,3.8044554455445545,13,True
|
||||
Tom Pryce,United Kingdom,"[1974, 1975, 1976, 1977]",0.0,42.0,42.0,1.0,0.0,2.0,0.0,19.0,False,,1980,0.023809523809523808,1.0,0.0,0.047619047619047616,0.0,0.4523809523809524,4,False
|
||||
David Purley,United Kingdom,"[1973, 1974, 1977]",0.0,11.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6363636363636364,0.0,0.0,0.0,0.0,3,False
|
||||
Clive Puzey,Rhodesia,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dieter Quester,Austria,"[1969, 1974]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Ian Raby,United Kingdom,"[1963, 1964, 1965]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,3,False
|
||||
Bobby Rahal,United States,[1978],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Kimi Räikkönen,Finland,"[2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021]",1.0,353.0,349.0,18.0,21.0,103.0,46.0,1873.0,False,[2007],2010,0.05099150141643059,0.9886685552407932,0.059490084985835696,0.29178470254957506,0.13031161473087818,5.305949008498583,19,True
|
||||
Hermano da Silva Ramos,Brazil,"[1955, 1956]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.2857142857142857,2,False
|
||||
Pierre-Henri Raphanel,France,"[1988, 1989]",0.0,17.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.058823529411764705,0.0,0.0,0.0,0.0,2,False
|
||||
Dick Rathmann,United States,"[1950, 1956, 1958, 1959, 1960]",0.0,6.0,5.0,1.0,0.0,0.0,0.0,2.0,False,,1960,0.16666666666666666,0.8333333333333334,0.0,0.0,0.0,0.3333333333333333,5,False
|
||||
Jim Rathmann,United States,"[1950, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,10.0,10.0,0.0,1.0,4.0,2.0,29.0,False,,1960,0.0,1.0,0.1,0.4,0.2,2.9,10,False
|
||||
Roland Ratzenberger,Austria,[1994],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Héctor Rebaque,Mexico,"[1977, 1978, 1979, 1980, 1981]",0.0,58.0,41.0,0.0,0.0,0.0,0.0,13.0,False,,1980,0.0,0.7068965517241379,0.0,0.0,0.0,0.22413793103448276,5,False
|
||||
Brian Redman,United Kingdom,"[1968, 1970, 1971, 1972, 1973, 1974]",0.0,15.0,12.0,0.0,0.0,1.0,0.0,8.0,False,,1970,0.0,0.8,0.0,0.06666666666666667,0.0,0.5333333333333333,6,False
|
||||
Jimmy Reece,United States,"[1952, 1954, 1955, 1956, 1957, 1958]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,6,False
|
||||
Ray Reed,Rhodesia,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alan Rees,United Kingdom,[1967],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Clay Regazzoni,Switzerland,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",0.0,139.0,132.0,5.0,5.0,28.0,15.0,209.0,False,,1980,0.03597122302158273,0.9496402877697842,0.03597122302158273,0.2014388489208633,0.1079136690647482,1.5035971223021583,11,False
|
||||
Paul di Resta,United Kingdom,"[2011, 2012, 2013, 2017]",0.0,59.0,59.0,0.0,0.0,0.0,0.0,121.0,False,,2010,0.0,1.0,0.0,0.0,0.0,2.0508474576271185,4,False
|
||||
Carlos Reutemann,Argentina,"[1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982]",0.0,146.0,146.0,6.0,12.0,45.0,6.0,298.0,False,,1980,0.0410958904109589,1.0,0.0821917808219178,0.3082191780821918,0.0410958904109589,2.041095890410959,11,False
|
||||
Lance Reventlow,United States,[1960],0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Peter Revson,United States,"[1964, 1971, 1972, 1973, 1974]",0.0,32.0,30.0,1.0,2.0,8.0,0.0,61.0,False,,1970,0.03125,0.9375,0.0625,0.25,0.0,1.90625,5,False
|
||||
John Rhodes,United Kingdom,[1965],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alex Ribeiro,Brazil,"[1976, 1977, 1979]",0.0,20.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,3,False
|
||||
Daniel Ricciardo,Australia,"[2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,232.0,232.0,3.0,8.0,32.0,16.0,1311.0,False,,2020,0.01293103448275862,1.0,0.034482758620689655,0.13793103448275862,0.06896551724137931,5.650862068965517,12,False
|
||||
Ken Richardson,United Kingdom,[1951],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fritz Riess,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jim Rigsby,United States,[1952],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jochen Rindt,Austria,"[1964, 1965, 1966, 1967, 1968, 1969, 1970]",1.0,62.0,60.0,10.0,6.0,13.0,3.0,107.0,False,[1970],1970,0.16129032258064516,0.967741935483871,0.0967741935483871,0.20967741935483872,0.04838709677419355,1.7258064516129032,7,True
|
||||
John Riseley-Prichard,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Giovanni de Riu,Italy,[1954],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Richard Robarts,United Kingdom,[1974],0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.75,0.0,0.0,0.0,0.0,1,False
|
||||
Pedro Rodríguez,Mexico,"[1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971]",0.0,54.0,54.0,0.0,2.0,7.0,1.0,71.0,False,,1970,0.0,1.0,0.037037037037037035,0.12962962962962962,0.018518518518518517,1.3148148148148149,9,False
|
||||
Ricardo Rodríguez,Mexico,"[1961, 1962]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,4.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.6666666666666666,2,False
|
||||
Alberto Rodriguez Larreta,Argentina,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Franco Rol,Italy,"[1950, 1951, 1952]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Alan Rollinson,United Kingdom,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Rolt,United Kingdom,"[1950, 1953, 1955]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Bertil Roos,Sweden,[1974],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pedro de la Rosa,Spain,"[1999, 2000, 2001, 2002, 2005, 2006, 2010, 2011, 2012]",0.0,107.0,104.0,0.0,0.0,1.0,1.0,35.0,False,,2010,0.0,0.9719626168224299,0.0,0.009345794392523364,0.009345794392523364,0.32710280373831774,9,False
|
||||
Keke Rosberg,Finland,"[1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",1.0,128.0,114.0,5.0,5.0,17.0,3.0,159.5,False,[1982],1980,0.0390625,0.890625,0.0390625,0.1328125,0.0234375,1.24609375,9,True
|
||||
Nico Rosberg,Germany,"[2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016]",1.0,206.0,206.0,30.0,23.0,57.0,20.0,1594.5,False,[2016],2010,0.14563106796116504,1.0,0.11165048543689321,0.2766990291262136,0.0970873786407767,7.740291262135922,11,True
|
||||
Mauri Rose,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,1.0,0.0,0.5,0.0,2.0,2,False
|
||||
Louis Rosier,France,"[1950, 1951, 1952, 1953, 1954, 1955, 1956]",0.0,38.0,38.0,0.0,0.0,2.0,0.0,18.0,False,,1950,0.0,1.0,0.0,0.05263157894736842,0.0,0.47368421052631576,7,False
|
||||
Ricardo Rosset,Brazil,"[1996, 1997, 1998]",0.0,33.0,26.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.7878787878787878,0.0,0.0,0.0,0.0,3,False
|
||||
Alexander Rossi,United States,[2015],0.0,7.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,1,False
|
||||
Huub Rothengatter,Netherlands,"[1984, 1985, 1986]",0.0,30.0,25.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,3,False
|
||||
Basil van Rooyen,South Africa,"[1968, 1969]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Lloyd Ruby,United States,"[1960, 1961]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Jean-Claude Rudaz,Switzerland,[1964],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
George Russell,United Kingdom,"[2019, 2020, 2021, 2022]",0.0,83.0,83.0,1.0,1.0,9.0,5.0,300.0,True,,2020,0.012048192771084338,1.0,0.012048192771084338,0.10843373493975904,0.060240963855421686,3.6144578313253013,4,False
|
||||
Eddie Russo,United States,"[1955, 1956, 1957, 1960]",0.0,7.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5714285714285714,0.0,0.0,0.0,0.0,4,False
|
||||
Paul Russo,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,11.0,8.0,0.0,0.0,1.0,1.0,8.5,False,,1960,0.0,0.7272727272727273,0.0,0.09090909090909091,0.09090909090909091,0.7727272727272727,11,False
|
||||
Troy Ruttman,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1960]",0.0,12.0,8.0,0.0,1.0,1.0,0.0,9.5,False,,1950,0.0,0.6666666666666666,0.08333333333333333,0.08333333333333333,0.0,0.7916666666666666,10,False
|
||||
Peter Ryan,Canada,[1961],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eddie Sachs,United States,"[1957, 1958, 1959, 1960]",0.0,7.0,4.0,1.0,0.0,0.0,0.0,0.0,False,,1960,0.14285714285714285,0.5714285714285714,0.0,0.0,0.0,0.0,4,False
|
||||
Bob Said,United States,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Carlos Sainz Jr.,Spain,"[2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,164.0,163.0,3.0,1.0,15.0,3.0,794.5,True,,2020,0.018292682926829267,0.9939024390243902,0.006097560975609756,0.09146341463414634,0.018292682926829267,4.844512195121951,8,False
|
||||
Eliseo Salazar,Chile,"[1981, 1982, 1983]",0.0,37.0,24.0,0.0,0.0,0.0,0.0,3.0,False,,1980,0.0,0.6486486486486487,0.0,0.0,0.0,0.08108108108108109,3,False
|
||||
Mika Salo,Finland,"[1994, 1995, 1996, 1997, 1998, 1999, 2000, 2002]",0.0,111.0,109.0,0.0,0.0,2.0,0.0,33.0,False,,2000,0.0,0.9819819819819819,0.0,0.018018018018018018,0.0,0.2972972972972973,8,False
|
||||
Roy Salvadori,United Kingdom,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962]",0.0,50.0,47.0,0.0,0.0,2.0,0.0,19.0,False,,1960,0.0,0.94,0.0,0.04,0.0,0.38,11,False
|
||||
Consalvo Sanesi,Italy,"[1950, 1951]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.6,2,False
|
||||
Stéphane Sarrazin,France,[1999],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Logan Sargeant,United States,[2023],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,True,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Takuma Sato,Japan,"[2002, 2003, 2004, 2005, 2006, 2007, 2008]",0.0,92.0,90.0,0.0,0.0,1.0,0.0,44.0,False,,2000,0.0,0.9782608695652174,0.0,0.010869565217391304,0.0,0.4782608695652174,7,False
|
||||
Carl Scarborough,United States,"[1951, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ludovico Scarfiotti,Italy,"[1963, 1964, 1965, 1966, 1967, 1968]",0.0,12.0,10.0,0.0,1.0,1.0,1.0,17.0,False,,1970,0.0,0.8333333333333334,0.08333333333333333,0.08333333333333333,0.08333333333333333,1.4166666666666667,6,False
|
||||
Giorgio Scarlatti,Italy,"[1956, 1957, 1958, 1959, 1960, 1961]",0.0,15.0,12.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.06666666666666667,6,False
|
||||
Ian Scheckter,South Africa,"[1974, 1975, 1976, 1977]",0.0,20.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.9,0.0,0.0,0.0,0.0,4,False
|
||||
Jody Scheckter,South Africa,"[1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",1.0,113.0,112.0,3.0,10.0,33.0,5.0,246.0,False,[1979],1980,0.02654867256637168,0.9911504424778761,0.08849557522123894,0.2920353982300885,0.04424778761061947,2.1769911504424777,9,True
|
||||
Harry Schell,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,57.0,56.0,0.0,0.0,2.0,0.0,32.0,False,,1960,0.0,0.9824561403508771,0.0,0.03508771929824561,0.0,0.5614035087719298,11,False
|
||||
Tim Schenken,Australia,"[1970, 1971, 1972, 1973, 1974]",0.0,36.0,34.0,0.0,0.0,1.0,0.0,7.0,False,,1970,0.0,0.9444444444444444,0.0,0.027777777777777776,0.0,0.19444444444444445,5,False
|
||||
Albert Scherrer,Switzerland,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Domenico Schiattarella,Italy,"[1994, 1995]",0.0,7.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8571428571428571,0.0,0.0,0.0,0.0,2,False
|
||||
Heinz Schiller,Switzerland,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Schindler,United States,"[1950, 1951, 1952]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Jean-Louis Schlesser,France,"[1983, 1988]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Jo Schlesser,France,[1968],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bernd Schneider,West Germany,"[1988, 1989, 1990]",0.0,34.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.2647058823529412,0.0,0.0,0.0,0.0,3,False
|
||||
Rudolf Schoeller,Switzerland,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rob Schroeder,United States,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Michael Schumacher,Germany,"[1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2010, 2011, 2012]",7.0,308.0,306.0,68.0,91.0,155.0,77.0,1566.0,False,"[1994, 1995, 2000, 2001, 2002, 2003, 2004]",2000,0.22077922077922077,0.9935064935064936,0.29545454545454547,0.5032467532467533,0.25,5.084415584415584,19,True
|
||||
Mick Schumacher,Germany,"[2021, 2022]",0.0,44.0,43.0,0.0,0.0,0.0,0.0,12.0,False,,2020,0.0,0.9772727272727273,0.0,0.0,0.0,0.2727272727272727,2,False
|
||||
Ralf Schumacher,Germany,"[1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007]",0.0,181.0,180.0,6.0,6.0,27.0,8.0,329.0,False,,2000,0.03314917127071823,0.994475138121547,0.03314917127071823,0.14917127071823205,0.04419889502762431,1.8176795580110496,11,False
|
||||
Vern Schuppan,Australia,"[1972, 1974, 1975, 1977]",0.0,13.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6923076923076923,0.0,0.0,0.0,0.0,4,False
|
||||
Adolfo Schwelm Cruz,Argentina,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Scott,United States,"[1952, 1953, 1954]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Archie Scott Brown,United Kingdom,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Piero Scotti,Italy,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Wolfgang Seidel,West Germany,"[1953, 1958, 1960, 1961, 1962]",0.0,12.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,5,False
|
||||
Günther Seiffert,West Germany,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ayrton Senna,Brazil,"[1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994]",3.0,162.0,161.0,65.0,41.0,80.0,19.0,610.0,False,"[1988, 1990, 1991]",1990,0.4012345679012346,0.9938271604938271,0.25308641975308643,0.49382716049382713,0.11728395061728394,3.765432098765432,11,True
|
||||
Bruno Senna,Brazil,"[2010, 2011, 2012]",0.0,46.0,46.0,0.0,0.0,0.0,1.0,33.0,False,,2010,0.0,1.0,0.0,0.0,0.021739130434782608,0.717391304347826,3,False
|
||||
Dorino Serafini,Italy,[1950],0.0,1.0,1.0,0.0,0.0,1.0,0.0,3.0,False,,1950,0.0,1.0,0.0,1.0,0.0,3.0,1,False
|
||||
Chico Serra,Brazil,"[1981, 1982, 1983]",0.0,33.0,18.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,0.5454545454545454,0.0,0.0,0.0,0.030303030303030304,3,False
|
||||
Doug Serrurier,South Africa,"[1962, 1963, 1965]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Johnny Servoz-Gavin,France,"[1967, 1968, 1969, 1970]",0.0,13.0,12.0,0.0,0.0,1.0,0.0,9.0,False,,1970,0.0,0.9230769230769231,0.0,0.07692307692307693,0.0,0.6923076923076923,4,False
|
||||
Tony Settember,United States,"[1962, 1963]",0.0,7.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8571428571428571,0.0,0.0,0.0,0.0,2,False
|
||||
Hap Sharp,United States,"[1961, 1962, 1963, 1964]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Brian Shawe-Taylor,United Kingdom,"[1950, 1951]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Carroll Shelby,United States,"[1958, 1959]",0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Shelly,New Zealand,[1962],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Jo Siffert,Switzerland,"[1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971]",0.0,100.0,96.0,2.0,2.0,6.0,4.0,68.0,False,,1970,0.02,0.96,0.02,0.06,0.04,0.68,10,False
|
||||
André Simon,France,"[1951, 1952, 1955, 1956, 1957]",0.0,12.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.9166666666666666,0.0,0.0,0.0,0.0,5,False
|
||||
Sergey Sirotkin,Russia,[2018],0.0,21.0,21.0,0.0,0.0,0.0,0.0,1.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.047619047619047616,1,False
|
||||
Rob Slotemaker,Netherlands,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Moisés Solana,Mexico,"[1963, 1964, 1965, 1966, 1967, 1968]",0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,6,False
|
||||
Alex Soler-Roig,Spain,"[1970, 1971, 1972]",0.0,10.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Raymond Sommer,France,[1950],0.0,5.0,5.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.6,1,False
|
||||
Vincenzo Sospiri,Italy,[1997],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Stephen South,United Kingdom,[1980],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mike Sparken,France,[1955],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Scott Speed,United States,"[2006, 2007]",0.0,28.0,28.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Mike Spence,United Kingdom,"[1963, 1964, 1965, 1966, 1967, 1968]",0.0,37.0,36.0,0.0,0.0,1.0,0.0,27.0,False,,1970,0.0,0.972972972972973,0.0,0.02702702702702703,0.0,0.7297297297297297,6,False
|
||||
Alan Stacey,United Kingdom,"[1958, 1959, 1960]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Gaetano Starrabba,Italy,[1961],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Will Stevens,United Kingdom,"[2014, 2015]",0.0,20.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,0.9,0.0,0.0,0.0,0.0,2,False
|
||||
Chuck Stevenson,United States,"[1951, 1952, 1953, 1954, 1960]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Ian Stewart,United Kingdom,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Stewart,United Kingdom,"[1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973]",3.0,100.0,99.0,17.0,27.0,43.0,15.0,359.0,False,"[1969, 1971, 1973]",1970,0.17,0.99,0.27,0.43,0.15,3.59,9,True
|
||||
Jimmy Stewart,United Kingdom,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Siegfried Stohr,Italy,[1981],0.0,13.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6923076923076923,0.0,0.0,0.0,0.0,1,False
|
||||
Rolf Stommelen,West Germany,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1978]",0.0,63.0,54.0,0.0,0.0,1.0,0.0,14.0,False,,1970,0.0,0.8571428571428571,0.0,0.015873015873015872,0.0,0.2222222222222222,8,False
|
||||
Philippe Streiff,France,"[1984, 1985, 1986, 1987, 1988]",0.0,54.0,53.0,0.0,0.0,1.0,0.0,11.0,False,,1990,0.0,0.9814814814814815,0.0,0.018518518518518517,0.0,0.2037037037037037,5,False
|
||||
Lance Stroll,Canada,"[2017, 2018, 2019, 2020, 2021, 2022]",0.0,124.0,123.0,1.0,0.0,3.0,0.0,202.0,True,,2020,0.008064516129032258,0.9919354838709677,0.0,0.024193548387096774,0.0,1.6290322580645162,6,False
|
||||
Hans Stuck,West Germany,"[1951, 1952, 1953]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Hans-Joachim Stuck,West Germany,"[1974, 1975, 1976, 1977, 1978, 1979]",0.0,81.0,74.0,0.0,0.0,2.0,0.0,29.0,False,,1980,0.0,0.9135802469135802,0.0,0.024691358024691357,0.0,0.35802469135802467,6,False
|
||||
Otto Stuppacher,Austria,[1976],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Danny Sullivan,United States,[1983],0.0,15.0,15.0,0.0,0.0,0.0,0.0,2.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.13333333333333333,1,False
|
||||
Marc Surer,Switzerland,"[1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,88.0,82.0,0.0,0.0,0.0,1.0,17.0,False,,1980,0.0,0.9318181818181818,0.0,0.0,0.011363636363636364,0.19318181818181818,8,False
|
||||
John Surtees,United Kingdom,"[1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972]",1.0,113.0,111.0,8.0,6.0,24.0,10.0,180.0,False,[1964],1970,0.07079646017699115,0.9823008849557522,0.05309734513274336,0.21238938053097345,0.08849557522123894,1.592920353982301,13,True
|
||||
Andy Sutcliffe,United Kingdom,[1977],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Adrian Sutil,Germany,"[2007, 2008, 2009, 2010, 2011, 2013, 2014]",0.0,128.0,128.0,0.0,0.0,0.0,1.0,124.0,False,,2010,0.0,1.0,0.0,0.0,0.0078125,0.96875,7,False
|
||||
Len Sutton,United States,"[1958, 1959, 1960]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
Aguri Suzuki,Japan,"[1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995]",0.0,88.0,65.0,0.0,0.0,1.0,0.0,8.0,False,,1990,0.0,0.7386363636363636,0.0,0.011363636363636364,0.0,0.09090909090909091,8,False
|
||||
Toshio Suzuki,Japan,[1993],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jacques Swaters,Belgium,"[1951, 1953, 1954]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.0,3,False
|
||||
Bob Sweikert,United States,"[1952, 1953, 1954, 1955, 1956]",0.0,7.0,5.0,0.0,1.0,1.0,0.0,8.0,False,,1950,0.0,0.7142857142857143,0.14285714285714285,0.14285714285714285,0.0,1.1428571428571428,5,False
|
||||
Toranosuke Takagi,Japan,"[1998, 1999]",0.0,32.0,32.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Noritake Takahara,Japan,"[1976, 1977]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kunimitsu Takahashi,Japan,[1977],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Patrick Tambay,France,"[1977, 1978, 1979, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,123.0,114.0,5.0,2.0,11.0,2.0,103.0,False,,1980,0.04065040650406504,0.926829268292683,0.016260162601626018,0.08943089430894309,0.016260162601626018,0.8373983739837398,9,False
|
||||
Luigi Taramazzo,Italy,[1958],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gabriele Tarquini,Italy,"[1987, 1988, 1989, 1990, 1991, 1992, 1995]",0.0,79.0,38.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.4810126582278481,0.0,0.0,0.0,0.012658227848101266,7,False
|
||||
Piero Taruffi,Italy,"[1950, 1951, 1952, 1954, 1955, 1956]",0.0,19.0,18.0,0.0,1.0,5.0,1.0,41.0,False,,1950,0.0,0.9473684210526315,0.05263157894736842,0.2631578947368421,0.05263157894736842,2.1578947368421053,6,False
|
||||
Dennis Taylor,United Kingdom,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Henry Taylor,United Kingdom,"[1959, 1960, 1961]",0.0,11.0,8.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.7272727272727273,0.0,0.0,0.0,0.2727272727272727,3,False
|
||||
John Taylor,United Kingdom,"[1964, 1966]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.2,2,False
|
||||
Mike Taylor,United Kingdom,"[1959, 1960]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Trevor Taylor,United Kingdom,"[1959, 1961, 1962, 1963, 1964, 1966]",0.0,29.0,27.0,0.0,0.0,1.0,0.0,8.0,False,,1960,0.0,0.9310344827586207,0.0,0.034482758620689655,0.0,0.27586206896551724,6,False
|
||||
Marshall Teague,United States,"[1953, 1954, 1957]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Shorty Templeman,United States,"[1955, 1958, 1960]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Max de Terra,Switzerland,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
André Testut,Monaco,"[1958, 1959]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Mike Thackwell,New Zealand,"[1980, 1984]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Alfonso Thiele,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eric Thompson,United Kingdom,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,2.0,1,False
|
||||
Johnny Thomson,United States,"[1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,8.0,8.0,1.0,0.0,1.0,1.0,10.0,False,,1960,0.125,1.0,0.0,0.125,0.125,1.25,8,False
|
||||
Leslie Thorne,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bud Tingelstad,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Sam Tingle,Rhodesia,"[1963, 1965, 1967, 1968, 1969]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Desmond Titterington,United Kingdom,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Johnnie Tolan,United States,"[1956, 1957, 1958]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,3,False
|
||||
Alejandro de Tomaso,Argentina,"[1957, 1959]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Charles de Tornaco,Belgium,"[1952, 1953]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Trimmer,United Kingdom,"[1975, 1976, 1977, 1978]",0.0,6.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,4,False
|
||||
Maurice Trintignant,France,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964]",0.0,84.0,82.0,0.0,2.0,10.0,1.0,72.33,False,,1960,0.0,0.9761904761904762,0.023809523809523808,0.11904761904761904,0.011904761904761904,0.8610714285714286,15,False
|
||||
Wolfgang von Trips,West Germany,"[1956, 1957, 1958, 1959, 1960, 1961]",0.0,29.0,27.0,1.0,2.0,6.0,0.0,56.0,False,,1960,0.034482758620689655,0.9310344827586207,0.06896551724137931,0.20689655172413793,0.0,1.9310344827586208,6,False
|
||||
Jarno Trulli,Italy,"[1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011]",0.0,256.0,252.0,4.0,1.0,11.0,1.0,246.5,False,,2000,0.015625,0.984375,0.00390625,0.04296875,0.00390625,0.962890625,15,False
|
||||
Yuki Tsunoda,Japan,"[2021, 2022]",0.0,45.0,43.0,0.0,0.0,0.0,0.0,44.0,True,,2020,0.0,0.9555555555555556,0.0,0.0,0.0,0.9777777777777777,2,False
|
||||
Esteban Tuero,Argentina,[1998],0.0,16.0,16.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Guy Tunmer,South Africa,[1975],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jack Turner,United States,"[1956, 1957, 1958, 1959]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,4,False
|
||||
Toni Ulmen,West Germany,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bobby Unser,United States,[1968],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jerry Unser Jr.,United States,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alberto Uria,Uruguay,"[1955, 1956]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Nino Vaccarella,Italy,"[1961, 1962, 1965]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,3,False
|
||||
Stoffel Vandoorne,Belgium,"[2016, 2017, 2018]",0.0,42.0,41.0,0.0,0.0,0.0,0.0,26.0,False,,2020,0.0,0.9761904761904762,0.0,0.0,0.0,0.6190476190476191,3,False
|
||||
Bob Veith,United States,"[1956, 1957, 1958, 1959, 1960]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Jean-Éric Vergne,France,"[2012, 2013, 2014]",0.0,58.0,58.0,0.0,0.0,0.0,0.0,51.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.8793103448275862,3,False
|
||||
Jos Verstappen,Netherlands,"[1994, 1995, 1996, 1997, 1998, 2000, 2001, 2003]",0.0,107.0,106.0,0.0,0.0,2.0,0.0,17.0,False,,2000,0.0,0.9906542056074766,0.0,0.018691588785046728,0.0,0.1588785046728972,8,False
|
||||
Max Verstappen,Netherlands,"[2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",2.0,164.0,164.0,21.0,36.0,78.0,21.0,2036.5,True,"[2021, 2022]",2020,0.12804878048780488,1.0,0.21951219512195122,0.47560975609756095,0.12804878048780488,12.417682926829269,8,True
|
||||
Sebastian Vettel,Germany,"[2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",4.0,300.0,299.0,57.0,53.0,122.0,38.0,3098.0,False,"[2010, 2011, 2012, 2013]",2010,0.19,0.9966666666666667,0.17666666666666667,0.4066666666666667,0.12666666666666668,10.326666666666666,16,True
|
||||
Gilles Villeneuve,Canada,"[1977, 1978, 1979, 1980, 1981, 1982]",0.0,68.0,67.0,2.0,6.0,13.0,8.0,101.0,False,,1980,0.029411764705882353,0.9852941176470589,0.08823529411764706,0.19117647058823528,0.11764705882352941,1.4852941176470589,6,False
|
||||
Jacques Villeneuve,Canada,"[1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006]",1.0,165.0,163.0,13.0,11.0,23.0,9.0,235.0,False,[1997],2000,0.07878787878787878,0.9878787878787879,0.06666666666666667,0.1393939393939394,0.05454545454545454,1.4242424242424243,11,True
|
||||
Jacques Villeneuve Sr.,Canada,"[1981, 1983]",0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Luigi Villoresi,Italy,"[1950, 1951, 1952, 1953, 1954, 1955, 1956]",0.0,34.0,31.0,0.0,0.0,8.0,1.0,46.0,False,,1950,0.0,0.9117647058823529,0.0,0.23529411764705882,0.029411764705882353,1.3529411764705883,7,False
|
||||
Emilio de Villota,Spain,"[1976, 1977, 1978, 1981, 1982]",0.0,15.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.13333333333333333,0.0,0.0,0.0,0.0,5,False
|
||||
Ottorino Volonterio,Switzerland,"[1954, 1956, 1957]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Jo Vonlanthen,Switzerland,[1975],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernie de Vos,Canada,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nyck de Vries,Netherlands,[2022],0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,True,,2020,0.0,1.0,0.0,0.0,0.0,1.0,1,False
|
||||
Bill Vukovich,United States,"[1951, 1952, 1953, 1954, 1955]",0.0,6.0,5.0,1.0,2.0,2.0,3.0,19.0,False,,1950,0.16666666666666666,0.8333333333333334,0.3333333333333333,0.3333333333333333,0.5,3.1666666666666665,5,False
|
||||
Syd van der Vyver,South Africa,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fred Wacker,United States,"[1953, 1954]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,2,False
|
||||
David Walker,Australia,"[1971, 1972]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Peter Walker,United Kingdom,"[1950, 1951, 1955]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Lee Wallard,United States,"[1950, 1951]",0.0,3.0,2.0,0.0,1.0,1.0,1.0,9.0,False,,1950,0.0,0.6666666666666666,0.3333333333333333,0.3333333333333333,0.3333333333333333,3.0,2,False
|
||||
Heini Walter,Switzerland,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rodger Ward,United States,"[1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1963]",0.0,12.0,12.0,0.0,1.0,2.0,0.0,14.0,False,,1960,0.0,1.0,0.08333333333333333,0.16666666666666666,0.0,1.1666666666666667,11,False
|
||||
Derek Warwick,United Kingdom,"[1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1993]",0.0,162.0,147.0,0.0,0.0,4.0,2.0,71.0,False,,1990,0.0,0.9074074074074074,0.0,0.024691358024691357,0.012345679012345678,0.4382716049382716,11,False
|
||||
John Watson,United Kingdom,"[1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1985]",0.0,154.0,152.0,2.0,5.0,20.0,5.0,169.0,False,,1980,0.012987012987012988,0.987012987012987,0.032467532467532464,0.12987012987012986,0.032467532467532464,1.0974025974025974,12,False
|
||||
Spider Webb,United States,"[1950, 1952, 1953, 1954]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.8,0.0,0.0,0.0,0.0,4,False
|
||||
Mark Webber,Australia,"[2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013]",0.0,217.0,215.0,13.0,9.0,42.0,19.0,1047.5,False,,2010,0.059907834101382486,0.9907834101382489,0.041474654377880185,0.1935483870967742,0.08755760368663594,4.8271889400921655,12,False
|
||||
Pascal Wehrlein,Germany,"[2016, 2017]",0.0,40.0,39.0,0.0,0.0,0.0,0.0,6.0,False,,2020,0.0,0.975,0.0,0.0,0.0,0.15,2,False
|
||||
Volker Weidler,West Germany,[1989],0.0,10.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Wayne Weiler,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Karl Wendlinger,Austria,"[1991, 1992, 1993, 1994, 1995]",0.0,42.0,41.0,0.0,0.0,0.0,0.0,14.0,False,,1990,0.0,0.9761904761904762,0.0,0.0,0.0,0.3333333333333333,5,False
|
||||
Peter Westbury,United Kingdom,[1970],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Chuck Weyant,United States,"[1955, 1957, 1958, 1959]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,4,False
|
||||
Ken Wharton,United Kingdom,"[1952, 1953, 1954, 1955]",0.0,16.0,15.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,0.9375,0.0,0.0,0.0,0.1875,4,False
|
||||
Ted Whiteaway,United Kingdom,[1955],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Graham Whitehead,United Kingdom,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Peter Whitehead,United Kingdom,"[1950, 1951, 1952, 1953, 1954]",0.0,12.0,10.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,0.8333333333333334,0.0,0.08333333333333333,0.0,0.3333333333333333,5,False
|
||||
Bill Whitehouse,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Robin Widdows,United Kingdom,[1968],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eppie Wietzes,Canada,"[1967, 1974]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Mike Wilds,United Kingdom,"[1974, 1975, 1976]",0.0,8.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.375,0.0,0.0,0.0,0.0,3,False
|
||||
Jonathan Williams,United Kingdom,[1967],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Roger Williamson,United Kingdom,[1973],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dempsey Wilson,United States,"[1958, 1960]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Desiré Wilson,South Africa,[1980],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Justin Wilson,United Kingdom,[2003],0.0,16.0,16.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0625,1,False
|
||||
Vic Wilson,United Kingdom,"[1960, 1966]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Joachim Winkelhock,West Germany,[1989],0.0,7.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Manfred Winkelhock,West Germany,"[1980, 1982, 1983, 1984, 1985]",0.0,56.0,47.0,0.0,0.0,0.0,0.0,2.0,False,,1980,0.0,0.8392857142857143,0.0,0.0,0.0,0.03571428571428571,5,False
|
||||
Markus Winkelhock,Germany,[2007],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Reine Wisell,Sweden,"[1970, 1971, 1972, 1973, 1974]",0.0,23.0,22.0,0.0,0.0,1.0,0.0,13.0,False,,1970,0.0,0.9565217391304348,0.0,0.043478260869565216,0.0,0.5652173913043478,5,False
|
||||
Roelof Wunderink,Netherlands,[1975],0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Alexander Wurz,Austria,"[1997, 1998, 1999, 2000, 2005, 2007]",0.0,69.0,69.0,0.0,0.0,3.0,1.0,45.0,False,,2000,0.0,1.0,0.0,0.043478260869565216,0.014492753623188406,0.6521739130434783,6,False
|
||||
Sakon Yamamoto,Japan,"[2006, 2007, 2010]",0.0,21.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Alex Yoong,Malaysia,"[2001, 2002]",0.0,18.0,14.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.7777777777777778,0.0,0.0,0.0,0.0,2,False
|
||||
Alessandro Zanardi,Italy,"[1991, 1992, 1993, 1994, 1999]",0.0,44.0,41.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.9318181818181818,0.0,0.0,0.0,0.022727272727272728,5,False
|
||||
Emilio Zapico,Spain,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Zhou Guanyu,China,[2022],0.0,23.0,23.0,0.0,0.0,0.0,2.0,6.0,True,,2020,0.0,1.0,0.0,0.0,0.08695652173913043,0.2608695652173913,1,False
|
||||
Ricardo Zonta,Brazil,"[1999, 2000, 2001, 2004, 2005]",0.0,37.0,36.0,0.0,0.0,0.0,0.0,3.0,False,,2000,0.0,0.972972972972973,0.0,0.0,0.0,0.08108108108108109,5,False
|
||||
Renzo Zorzi,Italy,"[1975, 1976, 1977]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.14285714285714285,3,False
|
||||
Ricardo Zunino,Argentina,"[1979, 1980, 1981]",0.0,11.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.9090909090909091,0.0,0.0,0.0,0.0,3,False
|
||||
|
21
ilbekov_dmitriy_lab_3/README.md
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21
ilbekov_dmitriy_lab_3/README.md
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@@ -0,0 +1,21 @@
|
||||
# Лабораторная работа 3
|
||||
### Вариант 10
|
||||
|
||||
### Задание:
|
||||
- Используя данные из "F1DriversDataset.csv" решает задачу классификации (с помощью дерева решений), в которой по различным характеристикам требуется найти для "Количества чемпионских титулов" два наиболее важных признака из трех: Количество поулов, Количество побед, количество подиумов
|
||||
### Запуск
|
||||
- Запустить файл lab3.py
|
||||
|
||||
### Технологии
|
||||
- Язык - 'Python'
|
||||
- Библиотеки sklearn, numpy, pandas
|
||||
|
||||
### Что делает
|
||||
Программа вычисляет оценку важности каждого признака с помощью атрибута `feature_importances_` классификатора. Важность признаков сохраняется в переменной `scores`, а также вычисляет оценку качества классификатора на тестовых данных `X_test` и `Y_test` с помощью метода `score`
|
||||
|
||||
### Пример работы
|
||||
Пример работы представлен в виде скриншота:
|
||||
|
||||
|
||||
|
||||
Наиболее важным признаком оказалось количество подиумов гонщика
|
||||
BIN
ilbekov_dmitriy_lab_3/console.jpg
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BIN
ilbekov_dmitriy_lab_3/console.jpg
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|
After Width: | Height: | Size: 12 KiB |
26
ilbekov_dmitriy_lab_3/lab3.py
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26
ilbekov_dmitriy_lab_3/lab3.py
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|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.tree import DecisionTreeClassifier
|
||||
import pandas as pd
|
||||
import numpy as np
|
||||
|
||||
pd.options.mode.chained_assignment = None
|
||||
|
||||
path = "F1DriversDataset.csv"
|
||||
required = ['Pole_Positions', 'Race_Wins', 'Podiums']
|
||||
target = 'Championships'
|
||||
|
||||
data = pd.read_csv(path)
|
||||
X = data[required]
|
||||
y = data[target]
|
||||
|
||||
X_train, X_test, Y_train, Y_test = train_test_split(X, y, test_size=0.1, random_state=42)
|
||||
|
||||
classifier_tree = DecisionTreeClassifier(random_state=42)
|
||||
classifier_tree.fit(X_train, Y_train)
|
||||
|
||||
feature_names = required
|
||||
embarked_score = classifier_tree.feature_importances_[-3:].sum()
|
||||
scores = np.append(classifier_tree.feature_importances_[:2], embarked_score)
|
||||
scores = map(lambda score: round(score, 2), scores)
|
||||
print(dict(zip(feature_names, scores)))
|
||||
print("Оценка качества: ", classifier_tree.score(X_test, Y_test))
|
||||
869
ilbekov_dmitriy_lab_4/F1DriversDataset.csv
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869
ilbekov_dmitriy_lab_4/F1DriversDataset.csv
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@@ -0,0 +1,869 @@
|
||||
Driver,Nationality,Seasons,Championships,Race_Entries,Race_Starts,Pole_Positions,Race_Wins,Podiums,Fastest_Laps,Points,Active,Championship Years,Decade,Pole_Rate,Start_Rate,Win_Rate,Podium_Rate,FastLap_Rate,Points_Per_Entry,Years_Active,Champion
|
||||
Carlo Abate,Italy,"[1962, 1963]",0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
George Abecassis,United Kingdom,"[1951, 1952]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kenny Acheson,United Kingdom,"[1983, 1985]",0.0,10.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.3,0.0,0.0,0.0,0.0,2,False
|
||||
Andrea de Adamich,Italy,"[1968, 1970, 1971, 1972, 1973]",0.0,36.0,30.0,0.0,0.0,0.0,0.0,6.0,False,,1970,0.0,0.8333333333333334,0.0,0.0,0.0,0.16666666666666666,5,False
|
||||
Philippe Adams,Belgium,[1994],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Walt Ader,United States,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Kurt Adolff,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fred Agabashian,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957]",0.0,9.0,8.0,1.0,0.0,0.0,0.0,1.5,False,,1950,0.1111111111111111,0.8888888888888888,0.0,0.0,0.0,0.16666666666666666,8,False
|
||||
Kurt Ahrens Jr.,West Germany,"[1966, 1967, 1968, 1969]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Jack Aitken,United Kingdom,[2020],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Christijan Albers,Netherlands,"[2005, 2006, 2007]",0.0,46.0,46.0,0.0,0.0,0.0,0.0,4.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.08695652173913043,3,False
|
||||
Alexander Albon,Thailand,"[2019, 2020, 2022]",0.0,61.0,60.0,0.0,0.0,2.0,0.0,202.0,True,,2020,0.0,0.9836065573770492,0.0,0.03278688524590164,0.0,3.3114754098360657,3,False
|
||||
Michele Alboreto,Italy,"[1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994]",0.0,215.0,194.0,2.0,5.0,23.0,5.0,186.5,False,,1990,0.009302325581395349,0.9023255813953488,0.023255813953488372,0.10697674418604651,0.023255813953488372,0.8674418604651163,14,False
|
||||
Jean Alesi,France,"[1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001]",0.0,202.0,201.0,2.0,1.0,32.0,4.0,241.0,False,,2000,0.009900990099009901,0.995049504950495,0.0049504950495049506,0.15841584158415842,0.019801980198019802,1.193069306930693,13,False
|
||||
Jaime Alguersuari,Spain,"[2009, 2010, 2011]",0.0,46.0,46.0,0.0,0.0,0.0,0.0,31.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.6739130434782609,3,False
|
||||
Philippe Alliot,France,"[1984, 1985, 1986, 1987, 1988, 1989, 1990, 1993, 1994]",0.0,116.0,109.0,0.0,0.0,0.0,0.0,7.0,False,,1990,0.0,0.9396551724137931,0.0,0.0,0.0,0.0603448275862069,9,False
|
||||
Cliff Allison,United Kingdom,"[1958, 1959, 1960, 1961]",0.0,18.0,16.0,0.0,0.0,1.0,0.0,11.0,False,,1960,0.0,0.8888888888888888,0.0,0.05555555555555555,0.0,0.6111111111111112,4,False
|
||||
Fernando Alonso,Spain,"[2001, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2021, 2022]",2.0,359.0,356.0,22.0,32.0,99.0,23.0,2076.0,True,"[2005, 2006]",2010,0.06128133704735376,0.9916434540389972,0.08913649025069638,0.2757660167130919,0.06406685236768803,5.782729805013927,19,True
|
||||
Giovanna Amati,Italy,[1992],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
George Amick,United States,[1958],0.0,2.0,1.0,0.0,0.0,1.0,0.0,6.0,False,,1960,0.0,0.5,0.0,0.5,0.0,3.0,1,False
|
||||
Red Amick,United States,"[1959, 1960]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Chris Amon,New Zealand,"[1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976]",0.0,108.0,96.0,5.0,0.0,11.0,3.0,83.0,False,,1970,0.046296296296296294,0.8888888888888888,0.0,0.10185185185185185,0.027777777777777776,0.7685185185185185,14,False
|
||||
Bob Anderson,United Kingdom,"[1963, 1964, 1965, 1966, 1967]",0.0,29.0,25.0,0.0,0.0,1.0,0.0,8.0,False,,1960,0.0,0.8620689655172413,0.0,0.034482758620689655,0.0,0.27586206896551724,5,False
|
||||
Conny Andersson,Sweden,"[1976, 1977]",0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.2,0.0,0.0,0.0,0.0,2,False
|
||||
Emil Andres,United States,[1950],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mario Andretti,United States,"[1968, 1969, 1970, 1971, 1972, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982]",1.0,131.0,128.0,18.0,12.0,19.0,10.0,180.0,False,[1978],1980,0.13740458015267176,0.9770992366412213,0.0916030534351145,0.1450381679389313,0.07633587786259542,1.3740458015267176,14,True
|
||||
Michael Andretti,United States,[1993],0.0,13.0,13.0,0.0,0.0,1.0,0.0,7.0,False,,1990,0.0,1.0,0.0,0.07692307692307693,0.0,0.5384615384615384,1,False
|
||||
Keith Andrews,United States,"[1955, 1956]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Elio de Angelis,Italy,"[1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,109.0,108.0,3.0,2.0,9.0,0.0,122.0,False,,1980,0.027522935779816515,0.9908256880733946,0.01834862385321101,0.08256880733944955,0.0,1.1192660550458715,8,False
|
||||
Marco Apicella,Italy,[1993],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mário de Araújo Cabral,Portugal,"[1959, 1960, 1963, 1964]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,4,False
|
||||
Frank Armi,United States,[1954],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Chuck Arnold,United States,[1959],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
René Arnoux,France,"[1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,164.0,149.0,18.0,7.0,22.0,12.0,181.0,False,,1980,0.10975609756097561,0.9085365853658537,0.042682926829268296,0.13414634146341464,0.07317073170731707,1.103658536585366,12,False
|
||||
Peter Arundell,United Kingdom,"[1963, 1964, 1966]",0.0,13.0,11.0,0.0,0.0,2.0,0.0,12.0,False,,1960,0.0,0.8461538461538461,0.0,0.15384615384615385,0.0,0.9230769230769231,3,False
|
||||
Alberto Ascari,Italy,"[1950, 1951, 1952, 1953, 1954, 1955]",2.0,33.0,32.0,14.0,13.0,17.0,12.0,107.64,False,"[1952, 1953]",1950,0.42424242424242425,0.9696969696969697,0.3939393939393939,0.5151515151515151,0.36363636363636365,3.2618181818181817,6,True
|
||||
Peter Ashdown,United Kingdom,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ian Ashley,United Kingdom,"[1974, 1975, 1976, 1977]",0.0,11.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.36363636363636365,0.0,0.0,0.0,0.0,4,False
|
||||
Gerry Ashmore,United Kingdom,"[1961, 1962]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,2,False
|
||||
Bill Aston,United Kingdom,[1952],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Richard Attwood,United Kingdom,"[1964, 1965, 1967, 1968, 1969]",0.0,17.0,16.0,0.0,0.0,1.0,1.0,11.0,False,,1970,0.0,0.9411764705882353,0.0,0.058823529411764705,0.058823529411764705,0.6470588235294118,5,False
|
||||
Manny Ayulo,United States,"[1951, 1952, 1953, 1954]",0.0,6.0,4.0,0.0,0.0,1.0,0.0,2.0,False,,1950,0.0,0.6666666666666666,0.0,0.16666666666666666,0.0,0.3333333333333333,4,False
|
||||
Luca Badoer,Italy,"[1993, 1995, 1996, 1999, 2009]",0.0,58.0,50.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.8620689655172413,0.0,0.0,0.0,0.0,5,False
|
||||
Giancarlo Baghetti,Italy,"[1961, 1962, 1963, 1964, 1965, 1966, 1967]",0.0,21.0,21.0,0.0,1.0,1.0,1.0,14.0,False,,1960,0.0,1.0,0.047619047619047616,0.047619047619047616,0.047619047619047616,0.6666666666666666,7,False
|
||||
Julian Bailey,United Kingdom,"[1988, 1991]",0.0,20.0,7.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.35,0.0,0.0,0.0,0.05,2,False
|
||||
Mauro Baldi,Italy,"[1982, 1983, 1984, 1985]",0.0,41.0,36.0,0.0,0.0,0.0,0.0,5.0,False,,1980,0.0,0.8780487804878049,0.0,0.0,0.0,0.12195121951219512,4,False
|
||||
Bobby Ball,United States,"[1951, 1952]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.0,2,False
|
||||
Marcel Balsa,France,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lorenzo Bandini,Italy,"[1961, 1962, 1963, 1964, 1965, 1966, 1967]",0.0,42.0,42.0,1.0,1.0,8.0,2.0,58.0,False,,1960,0.023809523809523808,1.0,0.023809523809523808,0.19047619047619047,0.047619047619047616,1.380952380952381,7,False
|
||||
Henry Banks,United States,"[1950, 1951, 1952]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Fabrizio Barbazza,Italy,"[1991, 1993]",0.0,20.0,8.0,0.0,0.0,0.0,0.0,2.0,False,,1990,0.0,0.4,0.0,0.0,0.0,0.1,2,False
|
||||
John Barber,United Kingdom,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Skip Barber,United States,"[1971, 1972]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,2,False
|
||||
Paolo Barilla,Italy,"[1989, 1990]",0.0,15.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.6,0.0,0.0,0.0,0.0,2,False
|
||||
Rubens Barrichello,Brazil,"[1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011]",0.0,326.0,322.0,14.0,11.0,68.0,17.0,658.0,False,,2000,0.04294478527607362,0.9877300613496932,0.03374233128834356,0.2085889570552147,0.05214723926380368,2.01840490797546,19,False
|
||||
Michael Bartels,Germany,[1991],0.0,4.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Edgar Barth,"East Germany, West Germany","[1953, 1957, 1958, 1960, 1961, 1964]",0.0,7.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,6,False
|
||||
Giorgio Bassi,Italy,[1965],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Erwin Bauer,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Zsolt Baumgartner,Hungary,"[2003, 2004]",0.0,20.0,20.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.05,2,False
|
||||
Élie Bayol,France,"[1952, 1953, 1954, 1955, 1956]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.25,5,False
|
||||
Don Beauman,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Karl-Günther Bechem[g],West Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Jean Behra,France,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959]",0.0,53.0,52.0,0.0,0.0,9.0,1.0,51.14,False,,1960,0.0,0.9811320754716981,0.0,0.16981132075471697,0.018867924528301886,0.9649056603773585,8,False
|
||||
Derek Bell,United Kingdom,"[1968, 1969, 1970, 1971, 1972, 1974]",0.0,16.0,9.0,0.0,0.0,0.0,0.0,1.0,False,,1970,0.0,0.5625,0.0,0.0,0.0,0.0625,6,False
|
||||
Stefan Bellof,West Germany,"[1984, 1985]",0.0,22.0,20.0,0.0,0.0,0.0,0.0,4.0,False,,1980,0.0,0.9090909090909091,0.0,0.0,0.0,0.18181818181818182,2,False
|
||||
Paul Belmondo,France,"[1992, 1994]",0.0,27.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.25925925925925924,0.0,0.0,0.0,0.0,2,False
|
||||
Tom Belsø,Denmark,"[1973, 1974]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Jean-Pierre Beltoise,France,"[1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974]",0.0,88.0,86.0,0.0,1.0,8.0,4.0,77.0,False,,1970,0.0,0.9772727272727273,0.011363636363636364,0.09090909090909091,0.045454545454545456,0.875,8,False
|
||||
Olivier Beretta,Monaco,[1994],0.0,10.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.9,0.0,0.0,0.0,0.0,1,False
|
||||
Allen Berg,Canada,[1986],0.0,9.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Georges Berger,Belgium,"[1953, 1954]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Gerhard Berger,Austria,"[1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997]",0.0,210.0,210.0,12.0,10.0,48.0,21.0,385.0,False,,1990,0.05714285714285714,1.0,0.047619047619047616,0.22857142857142856,0.1,1.8333333333333333,14,False
|
||||
Éric Bernard,France,"[1989, 1990, 1991, 1994]",0.0,47.0,45.0,0.0,0.0,1.0,0.0,10.0,False,,1990,0.0,0.9574468085106383,0.0,0.02127659574468085,0.0,0.2127659574468085,4,False
|
||||
Enrique Bernoldi,Brazil,"[2001, 2002]",0.0,29.0,28.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9655172413793104,0.0,0.0,0.0,0.0,2,False
|
||||
Enrico Bertaggia,Italy,[1989],0.0,6.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Bettenhausen,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,11.0,11.0,0.0,0.0,1.0,1.0,11.0,False,,1960,0.0,1.0,0.0,0.09090909090909091,0.09090909090909091,1.0,11,False
|
||||
Mike Beuttler,United Kingdom,"[1971, 1972, 1973]",0.0,29.0,28.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.9655172413793104,0.0,0.0,0.0,0.0,3,False
|
||||
Birabongse Bhanudej,Thailand,"[1950, 1951, 1952, 1953, 1954]",0.0,19.0,19.0,0.0,0.0,0.0,0.0,8.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.42105263157894735,5,False
|
||||
Jules Bianchi,France,"[2013, 2014]",0.0,34.0,34.0,0.0,0.0,0.0,0.0,2.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.058823529411764705,2,False
|
||||
Lucien Bianchi,Belgium,"[1959, 1960, 1961, 1962, 1963, 1965, 1968]",0.0,19.0,17.0,0.0,0.0,1.0,0.0,6.0,False,,1960,0.0,0.8947368421052632,0.0,0.05263157894736842,0.0,0.3157894736842105,7,False
|
||||
Gino Bianco,Brazil,[1952],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Hans Binder,Austria,"[1976, 1977, 1978]",0.0,15.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.8666666666666667,0.0,0.0,0.0,0.0,3,False
|
||||
Clemente Biondetti,Italy,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pablo Birger,Argentina,"[1953, 1955]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Art Bisch,United States,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Harry Blanchard,United States,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Michael Bleekemolen,Netherlands,"[1977, 1978]",0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.2,0.0,0.0,0.0,0.0,2,False
|
||||
Alex Blignaut,South Africa,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Trevor Blokdyk,South Africa,"[1963, 1965]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Mark Blundell,United Kingdom,"[1991, 1993, 1994, 1995]",0.0,63.0,61.0,0.0,0.0,3.0,0.0,32.0,False,,1990,0.0,0.9682539682539683,0.0,0.047619047619047616,0.0,0.5079365079365079,4,False
|
||||
Raul Boesel,Brazil,"[1982, 1983]",0.0,30.0,23.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7666666666666667,0.0,0.0,0.0,0.0,2,False
|
||||
Menato Boffa,Italy,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Bondurant,United States,"[1965, 1966]",0.0,9.0,9.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.3333333333333333,2,False
|
||||
Felice Bonetto,Italy,"[1950, 1951, 1952, 1953]",0.0,16.0,15.0,0.0,0.0,2.0,0.0,17.5,False,,1950,0.0,0.9375,0.0,0.125,0.0,1.09375,4,False
|
||||
Jo Bonnier,Sweden,"[1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971]",0.0,108.0,104.0,1.0,1.0,1.0,0.0,39.0,False,,1960,0.009259259259259259,0.9629629629629629,0.009259259259259259,0.009259259259259259,0.0,0.3611111111111111,16,False
|
||||
Roberto Bonomi,Argentina,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Juan Manuel Bordeu,Argentina,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Slim Borgudd,Sweden,"[1981, 1982]",0.0,15.0,10.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,0.6666666666666666,0.0,0.0,0.0,0.06666666666666667,2,False
|
||||
Luki Botha,South Africa,[1967],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Valtteri Bottas,Finland,"[2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,202.0,201.0,20.0,10.0,67.0,19.0,1791.0,True,,2020,0.09900990099009901,0.995049504950495,0.04950495049504951,0.3316831683168317,0.09405940594059406,8.866336633663366,10,False
|
||||
Jean-Christophe Boullion,France,[1995],0.0,11.0,11.0,0.0,0.0,0.0,0.0,3.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.2727272727272727,1,False
|
||||
Sébastien Bourdais,France,"[2008, 2009]",0.0,27.0,27.0,0.0,0.0,0.0,0.0,6.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.2222222222222222,2,False
|
||||
Thierry Boutsen,Belgium,"[1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993]",0.0,164.0,163.0,1.0,3.0,15.0,1.0,132.0,False,,1990,0.006097560975609756,0.9939024390243902,0.018292682926829267,0.09146341463414634,0.006097560975609756,0.8048780487804879,11,False
|
||||
Johnny Boyd,United States,"[1955, 1956, 1957, 1958, 1959, 1960]",0.0,6.0,6.0,0.0,0.0,1.0,0.0,4.0,False,,1960,0.0,1.0,0.0,0.16666666666666666,0.0,0.6666666666666666,6,False
|
||||
David Brabham,Australia,"[1990, 1994]",0.0,30.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8,0.0,0.0,0.0,0.0,2,False
|
||||
Gary Brabham,Australia,[1990],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jack Brabham,Australia,"[1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970]",3.0,128.0,126.0,13.0,14.0,31.0,12.0,253.0,False,"[1959, 1960, 1966]",1960,0.1015625,0.984375,0.109375,0.2421875,0.09375,1.9765625,16,True
|
||||
Bill Brack,Canada,"[1968, 1969, 1972]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Ernesto Brambilla,Italy,"[1963, 1969]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Vittorio Brambilla,Italy,"[1974, 1975, 1976, 1977, 1978, 1979, 1980]",0.0,79.0,74.0,1.0,1.0,1.0,1.0,15.5,False,,1980,0.012658227848101266,0.9367088607594937,0.012658227848101266,0.012658227848101266,0.012658227848101266,0.1962025316455696,7,False
|
||||
Toni Branca,Switzerland,"[1950, 1951]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Gianfranco Brancatelli,Italy,[1979],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eric Brandon,United Kingdom,"[1952, 1954]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Don Branson,United States,"[1959, 1960]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,1.0,0.0,0.0,0.0,1.5,2,False
|
||||
Tom Bridger,United Kingdom,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Brise,United Kingdom,[1975],0.0,10.0,10.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.1,1,False
|
||||
Chris Bristow,United Kingdom,"[1959, 1960]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Peter Broeker,Canada,[1963],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Brooks,United Kingdom,"[1956, 1957, 1958, 1959, 1960, 1961]",0.0,39.0,38.0,3.0,6.0,10.0,3.0,75.0,False,,1960,0.07692307692307693,0.9743589743589743,0.15384615384615385,0.2564102564102564,0.07692307692307693,1.9230769230769231,6,False
|
||||
Alan Brown,United Kingdom,"[1952, 1953, 1954]",0.0,9.0,8.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,0.8888888888888888,0.0,0.0,0.0,0.2222222222222222,3,False
|
||||
Walt Brown,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Warwick Brown,Australia,[1976],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Adolf Brudes,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Martin Brundle,United Kingdom,"[1984, 1985, 1986, 1987, 1988, 1989, 1991, 1992, 1993, 1994, 1995, 1996]",0.0,165.0,158.0,0.0,0.0,9.0,0.0,98.0,False,,1990,0.0,0.9575757575757575,0.0,0.05454545454545454,0.0,0.593939393939394,12,False
|
||||
Gianmaria Bruni,Italy,[2004],0.0,18.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jimmy Bryan,United States,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,10.0,9.0,0.0,1.0,3.0,0.0,18.0,False,,1960,0.0,0.9,0.1,0.3,0.0,1.8,9,False
|
||||
Clemar Bucci,Argentina,"[1954, 1955]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ronnie Bucknum,United States,"[1964, 1965, 1966]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.18181818181818182,3,False
|
||||
Ivor Bueb,United Kingdom,"[1957, 1958, 1959]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,3,False
|
||||
Sébastien Buemi,Switzerland,"[2009, 2010, 2011]",0.0,55.0,55.0,0.0,0.0,0.0,0.0,29.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.5272727272727272,3,False
|
||||
Luiz Bueno,Brazil,[1973],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ian Burgess,United Kingdom,"[1958, 1959, 1960, 1961, 1962, 1963]",0.0,20.0,16.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,6,False
|
||||
Luciano Burti,Brazil,"[2000, 2001]",0.0,15.0,14.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9333333333333333,0.0,0.0,0.0,0.0,2,False
|
||||
Roberto Bussinello,Italy,"[1961, 1965]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Jenson Button,United Kingdom,"[2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017]",1.0,309.0,306.0,8.0,15.0,50.0,8.0,1235.0,False,[2009],2010,0.025889967637540454,0.9902912621359223,0.04854368932038835,0.16181229773462782,0.025889967637540454,3.9967637540453076,18,True
|
||||
Tommy Byrne,Ireland,[1982],0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4,0.0,0.0,0.0,0.0,1,False
|
||||
Giulio Cabianca,Italy,"[1958, 1959, 1960]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.75,3,False
|
||||
Phil Cade,United States,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alex Caffi,Italy,"[1986, 1987, 1988, 1989, 1990, 1991]",0.0,75.0,56.0,0.0,0.0,0.0,0.0,6.0,False,,1990,0.0,0.7466666666666667,0.0,0.0,0.0,0.08,6,False
|
||||
John Campbell-Jones,United Kingdom,"[1962, 1963]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Adrián Campos,Spain,"[1987, 1988]",0.0,21.0,17.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8095238095238095,0.0,0.0,0.0,0.0,2,False
|
||||
John Cannon,Canada,[1971],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eitel Cantoni,Uruguay,[1952],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Cantrell,United States,[1950],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Ivan Capelli,Italy,"[1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993]",0.0,98.0,93.0,0.0,0.0,3.0,0.0,31.0,False,,1990,0.0,0.9489795918367347,0.0,0.030612244897959183,0.0,0.3163265306122449,9,False
|
||||
Piero Carini,Italy,"[1952, 1953]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Duane Carter,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1959, 1960]",0.0,8.0,8.0,0.0,0.0,1.0,0.0,6.5,False,,1950,0.0,1.0,0.0,0.125,0.0,0.8125,8,False
|
||||
Eugenio Castellotti,Italy,"[1955, 1956, 1957]",0.0,14.0,14.0,1.0,0.0,3.0,0.0,19.5,False,,1960,0.07142857142857142,1.0,0.0,0.21428571428571427,0.0,1.3928571428571428,3,False
|
||||
Johnny Cecotto,Venezuela,"[1983, 1984]",0.0,23.0,18.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,0.782608695652174,0.0,0.0,0.0,0.043478260869565216,2,False
|
||||
Andrea de Cesaris,Italy,"[1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994]",0.0,214.0,208.0,1.0,0.0,5.0,1.0,59.0,False,,1990,0.004672897196261682,0.9719626168224299,0.0,0.02336448598130841,0.004672897196261682,0.2757009345794392,15,False
|
||||
François Cevert,France,"[1970, 1971, 1972, 1973]",0.0,47.0,46.0,0.0,1.0,13.0,2.0,89.0,False,,1970,0.0,0.9787234042553191,0.02127659574468085,0.2765957446808511,0.0425531914893617,1.8936170212765957,4,False
|
||||
Eugène Chaboud,France,"[1950, 1951]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,1.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.3333333333333333,2,False
|
||||
Jay Chamberlain,United States,[1962],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Karun Chandhok,India,"[2010, 2011]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Alain de Changy,Belgium,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Colin Chapman,United Kingdom,[1956],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dave Charlton,South Africa,"[1965, 1967, 1968, 1970, 1971, 1972, 1973, 1974, 1975]",0.0,14.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.7857142857142857,0.0,0.0,0.0,0.0,9,False
|
||||
Pedro Chaves,Portugal,[1991],0.0,13.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Cheesbourg,United States,"[1957, 1958, 1959]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
Eddie Cheever,United States,"[1978, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,143.0,132.0,0.0,0.0,9.0,0.0,70.0,False,,1980,0.0,0.9230769230769231,0.0,0.06293706293706294,0.0,0.48951048951048953,11,False
|
||||
Andrea Chiesa,Switzerland,[1992],0.0,10.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.3,0.0,0.0,0.0,0.0,1,False
|
||||
Max Chilton,United Kingdom,"[2013, 2014]",0.0,35.0,35.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ettore Chimeri,Venezuela,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Louis Chiron,Monaco,"[1950, 1951, 1953, 1955, 1956, 1958]",0.0,19.0,15.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,0.7894736842105263,0.0,0.05263157894736842,0.0,0.21052631578947367,6,False
|
||||
Joie Chitwood,United States,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.0,1,False
|
||||
Bob Christie,United States,"[1956, 1957, 1958, 1959, 1960]",0.0,7.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,5,False
|
||||
Johnny Claes,Belgium,"[1950, 1951, 1952, 1953, 1955]",0.0,25.0,23.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.92,0.0,0.0,0.0,0.0,5,False
|
||||
David Clapham,South Africa,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jim Clark,United Kingdom,"[1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968]",2.0,73.0,72.0,33.0,25.0,32.0,28.0,255.0,False,"[1963, 1965]",1960,0.4520547945205479,0.9863013698630136,0.3424657534246575,0.4383561643835616,0.3835616438356164,3.493150684931507,9,True
|
||||
Kevin Cogan,United States,"[1980, 1981]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Peter Collins,United Kingdom,"[1952, 1953, 1954, 1955, 1956, 1957, 1958]",0.0,35.0,32.0,0.0,3.0,9.0,0.0,47.0,False,,1960,0.0,0.9142857142857143,0.08571428571428572,0.2571428571428571,0.0,1.3428571428571427,7,False
|
||||
Bernard Collomb,France,"[1961, 1962, 1963, 1964]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,4,False
|
||||
Alberto Colombo,Italy,[1978],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Érik Comas,France,"[1991, 1992, 1993, 1994]",0.0,63.0,59.0,0.0,0.0,0.0,0.0,7.0,False,,1990,0.0,0.9365079365079365,0.0,0.0,0.0,0.1111111111111111,4,False
|
||||
Franco Comotti,Italy,"[1950, 1952]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
George Connor,United States,"[1950, 1951, 1952]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
George Constantine,United States,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
John Cordts,Canada,[1969],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
David Coulthard,United Kingdom,"[1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008]",0.0,247.0,246.0,12.0,13.0,62.0,18.0,535.0,False,,2000,0.048582995951417005,0.9959514170040485,0.05263157894736842,0.25101214574898784,0.0728744939271255,2.165991902834008,15,False
|
||||
Piers Courage,United Kingdom,"[1967, 1968, 1969, 1970]",0.0,29.0,27.0,0.0,0.0,2.0,0.0,20.0,False,,1970,0.0,0.9310344827586207,0.0,0.06896551724137931,0.0,0.6896551724137931,4,False
|
||||
Chris Craft,United Kingdom,[1971],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jim Crawford,United Kingdom,[1975],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ray Crawford,United States,"[1955, 1956, 1959]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Alberto Crespo,Argentina,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Antonio Creus,Spain,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Larry Crockett,United States,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Crook,United Kingdom,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Art Cross,United States,"[1952, 1953, 1954, 1955]",0.0,4.0,4.0,0.0,0.0,1.0,0.0,8.0,False,,1950,0.0,1.0,0.0,0.25,0.0,2.0,4,False
|
||||
Geoffrey Crossley,United Kingdom,[1950],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jérôme d'Ambrosio,Belgium,"[2011, 2012]",0.0,20.0,20.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Chuck Daigh,United States,[1960],0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Yannick Dalmas,France,"[1987, 1988, 1989, 1990, 1994]",0.0,49.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.4897959183673469,0.0,0.0,0.0,0.0,5,False
|
||||
Derek Daly,Ireland,"[1978, 1979, 1980, 1981, 1982]",0.0,64.0,49.0,0.0,0.0,0.0,0.0,15.0,False,,1980,0.0,0.765625,0.0,0.0,0.0,0.234375,5,False
|
||||
Christian Danner,West Germany,"[1985, 1986, 1987, 1989]",0.0,47.0,36.0,0.0,0.0,0.0,0.0,4.0,False,,1990,0.0,0.7659574468085106,0.0,0.0,0.0,0.0851063829787234,4,False
|
||||
Jorge Daponte,Argentina,[1954],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Anthony Davidson,United Kingdom,"[2002, 2005, 2007, 2008]",0.0,24.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Jimmy Davies,United States,"[1950, 1951, 1953, 1954, 1955]",0.0,8.0,5.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,0.625,0.0,0.125,0.0,0.5,5,False
|
||||
Colin Davis,United Kingdom,[1959],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jimmy Daywalt,United States,"[1953, 1954, 1955, 1956, 1957, 1959]",0.0,10.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,6,False
|
||||
Jean-Denis Délétraz,Switzerland,"[1994, 1995]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Patrick Depailler,France,"[1972, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",0.0,95.0,95.0,1.0,2.0,19.0,4.0,139.0,False,,1980,0.010526315789473684,1.0,0.021052631578947368,0.2,0.042105263157894736,1.4631578947368422,8,False
|
||||
Pedro Diniz,Brazil,"[1995, 1996, 1997, 1998, 1999, 2000]",0.0,99.0,98.0,0.0,0.0,0.0,0.0,10.0,False,,2000,0.0,0.98989898989899,0.0,0.0,0.0,0.10101010101010101,6,False
|
||||
Duke Dinsmore,United States,"[1950, 1951, 1953, 1956]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,4,False
|
||||
Frank Dochnal,United States,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
José Dolhem,France,[1974],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Martin Donnelly,United Kingdom,"[1989, 1990]",0.0,15.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8666666666666667,0.0,0.0,0.0,0.0,2,False
|
||||
Mark Donohue,United States,"[1971, 1974, 1975]",0.0,16.0,14.0,0.0,0.0,1.0,0.0,8.0,False,,1970,0.0,0.875,0.0,0.0625,0.0,0.5,3,False
|
||||
Robert Doornbos,Monaco Netherlands,"[2005, 2006]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ken Downing,United Kingdom,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Drake,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paddy Driver,South Africa,"[1963, 1974]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Piero Drogo,Italy,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bernard de Dryver,Belgium,"[1977, 1978]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Johnny Dumfries,United Kingdom,[1986],0.0,16.0,15.0,0.0,0.0,0.0,0.0,3.0,False,,1990,0.0,0.9375,0.0,0.0,0.0,0.1875,1,False
|
||||
Geoff Duke,United Kingdom,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Len Duncan,United States,[1954],0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Piero Dusio,Italy,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
George Eaton,Canada,"[1969, 1970, 1971]",0.0,13.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8461538461538461,0.0,0.0,0.0,0.0,3,False
|
||||
Bernie Ecclestone,United Kingdom,[1958],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Don Edmunds,United States,[1957],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Guy Edwards,United Kingdom,"[1974, 1976, 1977]",0.0,17.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6470588235294118,0.0,0.0,0.0,0.0,3,False
|
||||
Vic Elford,United Kingdom,"[1968, 1969, 1971]",0.0,13.0,13.0,0.0,0.0,0.0,0.0,8.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.6153846153846154,3,False
|
||||
Ed Elisian,United States,"[1954, 1955, 1956, 1957, 1958]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Paul Emery,United Kingdom,"[1956, 1958]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Tomáš Enge,Czech Republic,[2001],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paul England,Australia,[1957],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Marcus Ericsson,Sweden,"[2014, 2015, 2016, 2017, 2018]",0.0,97.0,97.0,0.0,0.0,0.0,0.0,18.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.18556701030927836,5,False
|
||||
Harald Ertl,Austria,"[1975, 1976, 1977, 1978, 1980]",0.0,28.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6785714285714286,0.0,0.0,0.0,0.0,5,False
|
||||
Nasif Estéfano,Argentina,"[1960, 1962]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Philippe Étancelin,France,"[1950, 1951, 1952]",0.0,12.0,12.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.25,3,False
|
||||
Bob Evans,United Kingdom,"[1975, 1976]",0.0,12.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,2,False
|
||||
Corrado Fabi,Italy,"[1983, 1984]",0.0,18.0,12.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Teo Fabi,Italy,"[1982, 1984, 1985, 1986, 1987]",0.0,71.0,64.0,3.0,0.0,2.0,2.0,23.0,False,,1980,0.04225352112676056,0.9014084507042254,0.0,0.028169014084507043,0.028169014084507043,0.323943661971831,5,False
|
||||
Pascal Fabre,France,[1987],0.0,14.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.7857142857142857,0.0,0.0,0.0,0.0,1,False
|
||||
Carlo Facetti,Italy,[1974],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Luigi Fagioli,Italy,"[1950, 1951]",0.0,7.0,7.0,0.0,1.0,6.0,0.0,28.0,False,,1950,0.0,1.0,0.14285714285714285,0.8571428571428571,0.0,4.0,2,False
|
||||
Jack Fairman,United Kingdom,"[1953, 1955, 1956, 1957, 1958, 1959, 1960, 1961]",0.0,13.0,12.0,0.0,0.0,0.0,0.0,5.0,False,,1960,0.0,0.9230769230769231,0.0,0.0,0.0,0.38461538461538464,8,False
|
||||
Juan Manuel Fangio,Argentina,"[1950, 1951, 1953, 1954, 1955, 1956, 1957, 1958]",5.0,52.0,51.0,29.0,24.0,35.0,23.0,245.0,False,"[1951, 1954, 1955, 1956, 1957]",1950,0.5576923076923077,0.9807692307692307,0.46153846153846156,0.6730769230769231,0.4423076923076923,4.711538461538462,8,True
|
||||
Nino Farina,Italy,"[1950, 1951, 1952, 1953, 1954, 1955]",1.0,34.0,33.0,5.0,5.0,20.0,5.0,115.33,False,[1950],1950,0.14705882352941177,0.9705882352941176,0.14705882352941177,0.5882352941176471,0.14705882352941177,3.392058823529412,6,True
|
||||
Walt Faulkner,United States,"[1950, 1951, 1953, 1954, 1955]",0.0,6.0,5.0,1.0,0.0,0.0,0.0,1.0,False,,1950,0.16666666666666666,0.8333333333333334,0.0,0.0,0.0,0.16666666666666666,5,False
|
||||
William Ferguson,South Africa,[1972],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Maria Teresa de Filippis,Italy,"[1958, 1959]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,2,False
|
||||
Ralph Firman,Ireland,[2003],0.0,15.0,14.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,0.9333333333333333,0.0,0.0,0.0,0.06666666666666667,1,False
|
||||
Ludwig Fischer,West Germany,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rudi Fischer,Switzerland,"[1951, 1952]",0.0,8.0,7.0,0.0,0.0,2.0,0.0,10.0,False,,1950,0.0,0.875,0.0,0.25,0.0,1.25,2,False
|
||||
Mike Fisher,United States,[1967],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Giancarlo Fisichella,Italy,"[1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009]",0.0,231.0,229.0,4.0,3.0,19.0,2.0,275.0,False,,2000,0.017316017316017316,0.9913419913419913,0.012987012987012988,0.08225108225108226,0.008658008658008658,1.1904761904761905,14,False
|
||||
John Fitch,United States,"[1953, 1955]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Christian Fittipaldi,Brazil,"[1992, 1993, 1994]",0.0,43.0,40.0,0.0,0.0,0.0,0.0,12.0,False,,1990,0.0,0.9302325581395349,0.0,0.0,0.0,0.27906976744186046,3,False
|
||||
Emerson Fittipaldi,Brazil,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",2.0,149.0,144.0,6.0,14.0,35.0,6.0,281.0,False,"[1972, 1974]",1980,0.040268456375838924,0.9664429530201343,0.09395973154362416,0.2348993288590604,0.040268456375838924,1.8859060402684564,11,True
|
||||
Pietro Fittipaldi,Brazil,[2020],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Wilson Fittipaldi,Brazil,"[1972, 1973, 1975]",0.0,38.0,35.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,0.9210526315789473,0.0,0.0,0.0,0.07894736842105263,3,False
|
||||
Theo Fitzau,East Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pat Flaherty,United States,"[1950, 1953, 1954, 1955, 1956, 1959]",0.0,6.0,6.0,1.0,1.0,1.0,0.0,8.0,False,,1950,0.16666666666666666,1.0,0.16666666666666666,0.16666666666666666,0.0,1.3333333333333333,6,False
|
||||
Jan Flinterman,Netherlands,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ron Flockhart,United Kingdom,"[1954, 1956, 1957, 1958, 1959, 1960]",0.0,14.0,14.0,0.0,0.0,1.0,0.0,5.0,False,,1960,0.0,1.0,0.0,0.07142857142857142,0.0,0.35714285714285715,6,False
|
||||
Myron Fohr,United States,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gregor Foitek,Switzerland,"[1989, 1990]",0.0,22.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.3181818181818182,0.0,0.0,0.0,0.0,2,False
|
||||
George Follmer,United States,[1973],0.0,13.0,12.0,0.0,0.0,1.0,0.0,5.0,False,,1970,0.0,0.9230769230769231,0.0,0.07692307692307693,0.0,0.38461538461538464,1,False
|
||||
George Fonder,United States,"[1952, 1954]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Norberto Fontana,Argentina,[1997],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Asdrúbal Fontes Bayardo,Uruguay,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Carl Forberg,United States,[1951],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Gene Force,United States,"[1951, 1960]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Franco Forini,Switzerland,[1987],0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Philip Fotheringham-Parker,United Kingdom,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
A. J. Foyt,United States,"[1958, 1959, 1960]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Giorgio Francia,Italy,"[1977, 1981]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Don Freeland,United States,"[1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,8.0,8.0,0.0,0.0,1.0,0.0,4.0,False,,1960,0.0,1.0,0.0,0.125,0.0,0.5,8,False
|
||||
Heinz-Harald Frentzen,Germany,"[1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003]",0.0,160.0,156.0,2.0,3.0,18.0,6.0,174.0,False,,2000,0.0125,0.975,0.01875,0.1125,0.0375,1.0875,10,False
|
||||
Paul Frère,Belgium,"[1952, 1953, 1954, 1955, 1956]",0.0,11.0,11.0,0.0,0.0,1.0,0.0,11.0,False,,1950,0.0,1.0,0.0,0.09090909090909091,0.0,1.0,5,False
|
||||
Patrick Friesacher,Austria,[2005],0.0,11.0,11.0,0.0,0.0,0.0,0.0,3.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.2727272727272727,1,False
|
||||
Joe Fry,United Kingdom,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Hiroshi Fushida,Japan,[1975],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Beppe Gabbiani,Italy,"[1978, 1981]",0.0,17.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.17647058823529413,0.0,0.0,0.0,0.0,2,False
|
||||
Bertrand Gachot,Belgium France,"[1989, 1990, 1991, 1992, 1994, 1995]",0.0,84.0,47.0,0.0,0.0,0.0,1.0,5.0,False,,1990,0.0,0.5595238095238095,0.0,0.0,0.011904761904761904,0.05952380952380952,6,False
|
||||
Patrick Gaillard,France,[1979],0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4,0.0,0.0,0.0,0.0,1,False
|
||||
Divina Galica,United Kingdom,"[1976, 1978]",0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Nanni Galli,Italy,"[1970, 1971, 1972, 1973]",0.0,20.0,17.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.85,0.0,0.0,0.0,0.0,4,False
|
||||
Oscar Alfredo Gálvez,Argentina,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,2.0,1,False
|
||||
Fred Gamble,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Howden Ganley,New Zealand,"[1971, 1972, 1973, 1974]",0.0,41.0,35.0,0.0,0.0,0.0,0.0,10.0,False,,1970,0.0,0.8536585365853658,0.0,0.0,0.0,0.24390243902439024,4,False
|
||||
Giedo van der Garde,Netherlands,[2013],0.0,19.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Frank Gardner,Australia,"[1964, 1965, 1968]",0.0,9.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8888888888888888,0.0,0.0,0.0,0.0,3,False
|
||||
Billy Garrett,United States,"[1956, 1958]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Jo Gartner,Austria,[1984],0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pierre Gasly,France,"[2017, 2018, 2019, 2020, 2021, 2022]",0.0,109.0,109.0,0.0,1.0,3.0,3.0,334.0,True,,2020,0.0,1.0,0.009174311926605505,0.027522935779816515,0.027522935779816515,3.0642201834862384,6,False
|
||||
Tony Gaze,Australia,[1952],0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.75,0.0,0.0,0.0,0.0,1,False
|
||||
Geki,Italy,"[1964, 1965, 1966]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Olivier Gendebien,Belgium,"[1956, 1958, 1959, 1960, 1961]",0.0,15.0,14.0,0.0,0.0,2.0,0.0,18.0,False,,1960,0.0,0.9333333333333333,0.0,0.13333333333333333,0.0,1.2,5,False
|
||||
Marc Gené,Spain,"[1999, 2000, 2003, 2004]",0.0,36.0,36.0,0.0,0.0,0.0,0.0,5.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.1388888888888889,4,False
|
||||
Elmer George,United States,[1957],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Gerard,United Kingdom,"[1950, 1951, 1953, 1954, 1956, 1957]",0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,6,False
|
||||
Gerino Gerini,Italy,"[1956, 1958]",0.0,7.0,6.0,0.0,0.0,0.0,0.0,1.5,False,,1960,0.0,0.8571428571428571,0.0,0.0,0.0,0.21428571428571427,2,False
|
||||
Peter Gethin,United Kingdom,"[1970, 1971, 1972, 1973, 1974]",0.0,31.0,30.0,0.0,1.0,1.0,0.0,11.0,False,,1970,0.0,0.967741935483871,0.03225806451612903,0.03225806451612903,0.0,0.3548387096774194,5,False
|
||||
Piercarlo Ghinzani,Italy,"[1981, 1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,111.0,74.0,0.0,0.0,0.0,0.0,2.0,False,,1990,0.0,0.6666666666666666,0.0,0.0,0.0,0.018018018018018018,8,False
|
||||
Bruno Giacomelli,Italy,"[1977, 1978, 1979, 1980, 1981, 1982, 1983, 1990]",0.0,82.0,69.0,1.0,0.0,1.0,0.0,14.0,False,,1980,0.012195121951219513,0.8414634146341463,0.0,0.012195121951219513,0.0,0.17073170731707318,8,False
|
||||
Dick Gibson,United Kingdom,"[1957, 1958]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Gimax,Italy,[1978],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Richie Ginther,United States,"[1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967]",0.0,54.0,52.0,0.0,1.0,14.0,3.0,102.0,False,,1960,0.0,0.9629629629629629,0.018518518518518517,0.25925925925925924,0.05555555555555555,1.8888888888888888,8,False
|
||||
Antonio Giovinazzi,Italy,"[2017, 2019, 2020, 2021]",0.0,62.0,62.0,0.0,0.0,0.0,0.0,21.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.3387096774193548,4,False
|
||||
Yves Giraud-Cabantous,France,"[1950, 1951, 1952, 1953]",0.0,13.0,13.0,0.0,0.0,0.0,0.0,5.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.38461538461538464,4,False
|
||||
Ignazio Giunti,Italy,[1970],0.0,4.0,4.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.75,1,False
|
||||
Timo Glock,Germany,"[2004, 2008, 2009, 2010, 2011, 2012]",0.0,95.0,91.0,0.0,0.0,3.0,1.0,51.0,False,,2010,0.0,0.9578947368421052,0.0,0.031578947368421054,0.010526315789473684,0.5368421052631579,6,False
|
||||
Helm Glöckler,West Germany,[1953],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paco Godia,Spain,"[1951, 1954, 1956, 1957, 1958]",0.0,14.0,13.0,0.0,0.0,0.0,0.0,6.0,False,,1960,0.0,0.9285714285714286,0.0,0.0,0.0,0.42857142857142855,5,False
|
||||
Carel Godin de Beaufort,Netherlands,"[1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964]",0.0,31.0,28.0,0.0,0.0,0.0,0.0,4.0,False,,1960,0.0,0.9032258064516129,0.0,0.0,0.0,0.12903225806451613,8,False
|
||||
Christian Goethals,Belgium,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paul Goldsmith,United States,"[1958, 1959, 1960]",0.0,3.0,3.0,0.0,0.0,1.0,0.0,6.0,False,,1960,0.0,1.0,0.0,0.3333333333333333,0.0,2.0,3,False
|
||||
José Froilán González,Argentina,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1960]",0.0,26.0,26.0,3.0,2.0,15.0,6.0,72.14,False,,1950,0.11538461538461539,1.0,0.07692307692307693,0.5769230769230769,0.23076923076923078,2.7746153846153847,9,False
|
||||
Óscar González,Uruguay,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Aldo Gordini,France,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Horace Gould,United Kingdom,"[1954, 1955, 1956, 1957, 1958, 1960]",0.0,18.0,14.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,0.7777777777777778,0.0,0.0,0.0,0.1111111111111111,6,False
|
||||
Jean-Marc Gounon,France,"[1993, 1994]",0.0,9.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Emmanuel de Graffenried,Switzerland,"[1950, 1951, 1952, 1953, 1954, 1956]",0.0,23.0,22.0,0.0,0.0,0.0,0.0,9.0,False,,1950,0.0,0.9565217391304348,0.0,0.0,0.0,0.391304347826087,6,False
|
||||
Lucas di Grassi,Brazil,[2010],0.0,19.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,0.9473684210526315,0.0,0.0,0.0,0.0,1,False
|
||||
Cecil Green,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.5,2,False
|
||||
Keith Greene,United Kingdom,"[1959, 1960, 1961, 1962]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,4,False
|
||||
Masten Gregory,United States,"[1957, 1958, 1959, 1960, 1961, 1962, 1963, 1965]",0.0,43.0,38.0,0.0,0.0,3.0,0.0,21.0,False,,1960,0.0,0.8837209302325582,0.0,0.06976744186046512,0.0,0.4883720930232558,8,False
|
||||
Cliff Griffith,United States,"[1951, 1952, 1956]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,3,False
|
||||
Georges Grignard,France,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bobby Grim,United States,"[1959, 1960]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Romain Grosjean,France,"[2009, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020]",0.0,181.0,179.0,0.0,0.0,10.0,1.0,391.0,False,,2020,0.0,0.988950276243094,0.0,0.055248618784530384,0.0055248618784530384,2.160220994475138,10,False
|
||||
Olivier Grouillard,France,"[1989, 1990, 1991, 1992]",0.0,62.0,41.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.6612903225806451,0.0,0.0,0.0,0.016129032258064516,4,False
|
||||
Brian Gubby,United Kingdom,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
André Guelfi,France,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Miguel Ángel Guerra,Argentina,[1981],0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Roberto Guerrero,Colombia,"[1982, 1983]",0.0,29.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7241379310344828,0.0,0.0,0.0,0.0,2,False
|
||||
Maurício Gugelmin,Brazil,"[1988, 1989, 1990, 1991, 1992]",0.0,80.0,74.0,0.0,0.0,1.0,1.0,10.0,False,,1990,0.0,0.925,0.0,0.0125,0.0125,0.125,5,False
|
||||
Dan Gurney,United States,"[1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1970]",0.0,87.0,86.0,3.0,4.0,19.0,6.0,133.0,False,,1960,0.034482758620689655,0.9885057471264368,0.04597701149425287,0.21839080459770116,0.06896551724137931,1.528735632183908,11,False
|
||||
Esteban Gutiérrez,Mexico,"[2013, 2014, 2016]",0.0,59.0,59.0,0.0,0.0,0.0,1.0,6.0,False,,2010,0.0,1.0,0.0,0.0,0.01694915254237288,0.1016949152542373,3,False
|
||||
Hubert Hahne,West Germany,"[1967, 1968, 1970]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Mike Hailwood,United Kingdom,"[1963, 1964, 1965, 1971, 1972, 1973, 1974]",0.0,50.0,50.0,0.0,0.0,2.0,1.0,29.0,False,,1970,0.0,1.0,0.0,0.04,0.02,0.58,7,False
|
||||
Mika Häkkinen,Finland,"[1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001]",2.0,165.0,161.0,26.0,20.0,51.0,25.0,420.0,False,"[1998, 1999]",2000,0.15757575757575756,0.9757575757575757,0.12121212121212122,0.3090909090909091,0.15151515151515152,2.5454545454545454,11,True
|
||||
Bruce Halford,United Kingdom,"[1956, 1957, 1959, 1960]",0.0,9.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8888888888888888,0.0,0.0,0.0,0.0,4,False
|
||||
Jim Hall,United States,"[1960, 1961, 1962, 1963]",0.0,12.0,11.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.9166666666666666,0.0,0.0,0.0,0.25,4,False
|
||||
Duncan Hamilton,United Kingdom,"[1951, 1952, 1953]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Lewis Hamilton,United Kingdom,"[2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",7.0,311.0,311.0,103.0,103.0,191.0,61.0,4415.5,True,"[2008, 2014, 2015, 2017, 2018, 2019, 2020]",2010,0.3311897106109325,1.0,0.3311897106109325,0.6141479099678456,0.19614147909967847,14.19774919614148,16,True
|
||||
David Hampshire,United Kingdom,[1950],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Sam Hanks,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957]",0.0,8.0,8.0,0.0,1.0,4.0,0.0,20.0,False,,1950,0.0,1.0,0.125,0.5,0.0,2.5,8,False
|
||||
Walt Hansgen,United States,"[1961, 1964]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,1.0,0.0,0.0,0.0,1.0,2,False
|
||||
Mike Harris,South Africa,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Cuth Harrison,United Kingdom,[1950],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brian Hart,United Kingdom,[1967],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brendon Hartley,New Zealand,"[2017, 2018]",0.0,25.0,25.0,0.0,0.0,0.0,0.0,4.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.16,2,False
|
||||
Gene Hartley,United States,"[1950, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,10.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,10,False
|
||||
Rio Haryanto,Indonesia,[2016],0.0,12.0,12.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Masahiro Hasemi,Japan,[1976],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Naoki Hattori,Japan,[1991],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paul Hawkins,Australia,[1965],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mike Hawthorn,United Kingdom,"[1952, 1953, 1954, 1955, 1956, 1957, 1958]",1.0,47.0,45.0,4.0,3.0,18.0,6.0,112.64,False,[1958],1960,0.0851063829787234,0.9574468085106383,0.06382978723404255,0.3829787234042553,0.1276595744680851,2.3965957446808512,7,True
|
||||
Boy Hayje,Netherlands,"[1976, 1977]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,2,False
|
||||
Willi Heeks,West Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Nick Heidfeld,Germany,"[2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011]",0.0,185.0,183.0,1.0,0.0,13.0,2.0,259.0,False,,2010,0.005405405405405406,0.9891891891891892,0.0,0.07027027027027027,0.010810810810810811,1.4,12,False
|
||||
Theo Helfrich,West Germany,"[1952, 1953, 1954]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Mack Hellings,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Brian Henton,United Kingdom,"[1975, 1977, 1981, 1982]",0.0,37.0,19.0,0.0,0.0,0.0,1.0,0.0,False,,1980,0.0,0.5135135135135135,0.0,0.0,0.02702702702702703,0.0,4,False
|
||||
Johnny Herbert,United Kingdom,"[1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000]",0.0,165.0,160.0,0.0,3.0,7.0,0.0,98.0,False,,1990,0.0,0.9696969696969697,0.01818181818181818,0.04242424242424243,0.0,0.593939393939394,12,False
|
||||
Al Herman,United States,"[1955, 1956, 1957, 1959, 1960]",0.0,8.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.625,0.0,0.0,0.0,0.0,5,False
|
||||
Hans Herrmann,West Germany,"[1953, 1954, 1955, 1957, 1958, 1959, 1960, 1961]",0.0,19.0,17.0,0.0,0.0,1.0,1.0,10.0,False,,1960,0.0,0.8947368421052632,0.0,0.05263157894736842,0.05263157894736842,0.5263157894736842,8,False
|
||||
François Hesnault,France,"[1984, 1985]",0.0,21.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.9047619047619048,0.0,0.0,0.0,0.0,2,False
|
||||
Hans Heyer,West Germany,[1977],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Damon Hill,United Kingdom,"[1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999]",1.0,122.0,115.0,20.0,22.0,42.0,19.0,360.0,False,[1996],2000,0.16393442622950818,0.9426229508196722,0.18032786885245902,0.3442622950819672,0.1557377049180328,2.9508196721311477,8,True
|
||||
Graham Hill,United Kingdom,"[1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975]",2.0,179.0,176.0,13.0,14.0,36.0,10.0,270.0,False,"[1962, 1968]",1970,0.07262569832402235,0.9832402234636871,0.0782122905027933,0.2011173184357542,0.055865921787709494,1.5083798882681565,18,True
|
||||
Phil Hill,United States,"[1958, 1959, 1960, 1961, 1962, 1963, 1964, 1966]",1.0,52.0,49.0,6.0,3.0,16.0,6.0,94.0,False,[1961],1960,0.11538461538461539,0.9423076923076923,0.057692307692307696,0.3076923076923077,0.11538461538461539,1.8076923076923077,8,True
|
||||
Peter Hirt,Switzerland,"[1951, 1952, 1953]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
David Hobbs,United Kingdom,"[1967, 1968, 1971, 1974]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Gary Hocking,Rhodesia and Nyasaland,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ingo Hoffmann,Brazil,"[1976, 1977]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Bill Holland,United States,"[1950, 1953]",0.0,3.0,2.0,0.0,0.0,1.0,0.0,6.0,False,,1950,0.0,0.6666666666666666,0.0,0.3333333333333333,0.0,2.0,2,False
|
||||
Jackie Holmes,United States,"[1950, 1953]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Bill Homeier,United States,"[1954, 1955, 1960]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.16666666666666666,3,False
|
||||
Kazuyoshi Hoshino,Japan,"[1976, 1977]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Jerry Hoyt,United States,"[1950, 1953, 1954, 1955]",0.0,4.0,4.0,1.0,0.0,0.0,0.0,0.0,False,,1950,0.25,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Nico Hülkenberg,Germany,"[2010, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2022]",0.0,185.0,182.0,1.0,0.0,0.0,2.0,521.0,True,,2020,0.005405405405405406,0.9837837837837838,0.0,0.0,0.010810810810810811,2.8162162162162163,11,False
|
||||
Denny Hulme,New Zealand,"[1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974]",1.0,112.0,112.0,1.0,8.0,33.0,9.0,248.0,False,[1967],1970,0.008928571428571428,1.0,0.07142857142857142,0.29464285714285715,0.08035714285714286,2.2142857142857144,10,True
|
||||
James Hunt,United Kingdom,"[1973, 1974, 1975, 1976, 1977, 1978, 1979]",1.0,93.0,92.0,14.0,10.0,23.0,8.0,179.0,False,[1976],1980,0.15053763440860216,0.989247311827957,0.10752688172043011,0.24731182795698925,0.08602150537634409,1.924731182795699,7,True
|
||||
Jim Hurtubise,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gus Hutchison,United States,[1970],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jacky Ickx,Belgium,"[1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979]",0.0,120.0,114.0,13.0,8.0,25.0,14.0,181.0,False,,1970,0.10833333333333334,0.95,0.06666666666666667,0.20833333333333334,0.11666666666666667,1.5083333333333333,13,False
|
||||
Yuji Ide,Japan,[2006],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jesús Iglesias,Argentina,[1955],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Taki Inoue,Japan,"[1994, 1995]",0.0,18.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Innes Ireland,United Kingdom,"[1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966]",0.0,53.0,50.0,0.0,1.0,4.0,1.0,47.0,False,,1960,0.0,0.9433962264150944,0.018867924528301886,0.07547169811320754,0.018867924528301886,0.8867924528301887,8,False
|
||||
Eddie Irvine,United Kingdom,"[1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002]",0.0,148.0,145.0,0.0,4.0,26.0,1.0,191.0,False,,2000,0.0,0.9797297297297297,0.02702702702702703,0.17567567567567569,0.006756756756756757,1.2905405405405406,10,False
|
||||
Chris Irwin,United Kingdom,"[1966, 1967]",0.0,10.0,10.0,0.0,0.0,0.0,0.0,2.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.2,2,False
|
||||
Jean-Pierre Jabouille,France,"[1974, 1975, 1977, 1978, 1979, 1980, 1981]",0.0,55.0,49.0,6.0,2.0,2.0,0.0,21.0,False,,1980,0.10909090909090909,0.8909090909090909,0.03636363636363636,0.03636363636363636,0.0,0.38181818181818183,7,False
|
||||
Jimmy Jackson,United States,"[1950, 1954]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Joe James,United States,"[1951, 1952]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
John James,United Kingdom,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jean-Pierre Jarier,France,"[1971, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983]",0.0,143.0,135.0,3.0,0.0,3.0,3.0,31.5,False,,1980,0.02097902097902098,0.9440559440559441,0.0,0.02097902097902098,0.02097902097902098,0.2202797202797203,12,False
|
||||
Max Jean[w],France,[1971],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Stefan Johansson,Sweden,"[1980, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991]",0.0,103.0,79.0,0.0,0.0,12.0,0.0,88.0,False,,1990,0.0,0.7669902912621359,0.0,0.11650485436893204,0.0,0.8543689320388349,10,False
|
||||
Eddie Johnson,United States,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,9.0,9.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.1111111111111111,9,False
|
||||
Leslie Johnson,United Kingdom,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bruce Johnstone,South Africa,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alan Jones,Australia,"[1975, 1976, 1977, 1978, 1979, 1980, 1981, 1983, 1985, 1986]",1.0,117.0,116.0,6.0,12.0,24.0,13.0,199.0,False,[1980],1980,0.05128205128205128,0.9914529914529915,0.10256410256410256,0.20512820512820512,0.1111111111111111,1.7008547008547008,10,True
|
||||
Tom Jones,United States,[1967],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Juan Jover,Spain,[1951],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Oswald Karch,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Narain Karthikeyan,India,"[2005, 2011, 2012]",0.0,48.0,46.0,0.0,0.0,0.0,0.0,5.0,False,,2010,0.0,0.9583333333333334,0.0,0.0,0.0,0.10416666666666667,3,False
|
||||
Ukyo Katayama,Japan,"[1992, 1993, 1994, 1995, 1996, 1997]",0.0,97.0,95.0,0.0,0.0,0.0,0.0,5.0,False,,1990,0.0,0.979381443298969,0.0,0.0,0.0,0.05154639175257732,6,False
|
||||
Ken Kavanagh,Australia,[1958],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rupert Keegan,United Kingdom,"[1977, 1978, 1980, 1982]",0.0,37.0,25.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6756756756756757,0.0,0.0,0.0,0.0,4,False
|
||||
Eddie Keizan,South Africa,"[1973, 1974, 1975]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Al Keller,United States,"[1955, 1956, 1957, 1958, 1959]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,5,False
|
||||
Joe Kelly,Ireland,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
David Kennedy,Ireland,[1980],0.0,7.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Loris Kessel,Switzerland,"[1976, 1977]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Bruce Kessler,United States,[1958],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nicolas Kiesa,Denmark,[2003],0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Leo Kinnunen,Finland,[1974],0.0,6.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.16666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Danny Kladis,United States,[1954],0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.2,0.0,0.0,0.0,0.0,1,False
|
||||
Hans Klenk,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Peter de Klerk,South Africa,"[1963, 1965, 1969, 1970]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Christian Klien,Austria,"[2004, 2005, 2006, 2010]",0.0,51.0,49.0,0.0,0.0,0.0,0.0,14.0,False,,2010,0.0,0.9607843137254902,0.0,0.0,0.0,0.27450980392156865,4,False
|
||||
Karl Kling,West Germany,"[1954, 1955]",0.0,11.0,11.0,0.0,0.0,2.0,1.0,17.0,False,,1950,0.0,1.0,0.0,0.18181818181818182,0.09090909090909091,1.5454545454545454,2,False
|
||||
Ernst Klodwig,East Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kamui Kobayashi,Japan,"[2009, 2010, 2011, 2012, 2014]",0.0,76.0,75.0,0.0,0.0,1.0,1.0,125.0,False,,2010,0.0,0.9868421052631579,0.0,0.013157894736842105,0.013157894736842105,1.644736842105263,5,False
|
||||
Helmuth Koinigg,Austria,[1974],0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Heikki Kovalainen,Finland,"[2007, 2008, 2009, 2010, 2011, 2012, 2013]",0.0,112.0,111.0,1.0,1.0,4.0,2.0,105.0,False,,2010,0.008928571428571428,0.9910714285714286,0.008928571428571428,0.03571428571428571,0.017857142857142856,0.9375,7,False
|
||||
Mikko Kozarowitzky,Finland,[1977],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Willi Krakau,West Germany,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rudolf Krause,East Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Robert Kubica,Poland,"[2006, 2007, 2008, 2009, 2010, 2019, 2021]",0.0,99.0,99.0,1.0,1.0,12.0,1.0,274.0,False,,2010,0.010101010101010102,1.0,0.010101010101010102,0.12121212121212122,0.010101010101010102,2.7676767676767677,7,False
|
||||
Kurt Kuhnke,West Germany,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Masami Kuwashima,Japan,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Daniil Kvyat,Russia,"[2014, 2015, 2016, 2017, 2019, 2020]",0.0,112.0,110.0,0.0,0.0,3.0,1.0,202.0,False,,2020,0.0,0.9821428571428571,0.0,0.026785714285714284,0.008928571428571428,1.8035714285714286,6,False
|
||||
Robert La Caze,Morocco,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jacques Laffite,France,"[1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,180.0,176.0,7.0,6.0,32.0,7.0,228.0,False,,1980,0.03888888888888889,0.9777777777777777,0.03333333333333333,0.17777777777777778,0.03888888888888889,1.2666666666666666,13,False
|
||||
Franck Lagorce,France,[1994],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jan Lammers,Netherlands,"[1979, 1980, 1981, 1982, 1992]",0.0,41.0,23.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5609756097560976,0.0,0.0,0.0,0.0,5,False
|
||||
Pedro Lamy,Portugal,"[1993, 1994, 1995, 1996]",0.0,32.0,32.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.03125,4,False
|
||||
Chico Landi,Brazil,"[1951, 1952, 1953, 1956]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,1.5,False,,1950,0.0,1.0,0.0,0.0,0.0,0.25,4,False
|
||||
Hermann Lang,West Germany,"[1953, 1954]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.0,2,False
|
||||
Claudio Langes,Italy,[1990],0.0,14.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nicola Larini,Italy,"[1987, 1988, 1989, 1990, 1991, 1992, 1994, 1997]",0.0,75.0,49.0,0.0,0.0,1.0,0.0,7.0,False,,1990,0.0,0.6533333333333333,0.0,0.013333333333333334,0.0,0.09333333333333334,8,False
|
||||
Oscar Larrauri,Argentina,"[1988, 1989]",0.0,21.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.38095238095238093,0.0,0.0,0.0,0.0,2,False
|
||||
Gérard Larrousse,France,[1974],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jud Larson,United States,"[1958, 1959]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Nicholas Latifi,Canada,"[2020, 2021, 2022]",0.0,61.0,61.0,0.0,0.0,0.0,0.0,9.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.14754098360655737,3,False
|
||||
Niki Lauda,Austria,"[1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1982, 1983, 1984, 1985]",3.0,177.0,171.0,24.0,25.0,54.0,24.0,420.5,False,"[1975, 1977, 1984]",1980,0.13559322033898305,0.9661016949152542,0.14124293785310735,0.3050847457627119,0.13559322033898305,2.3757062146892656,13,True
|
||||
Roger Laurent,Belgium,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Giovanni Lavaggi,Italy,"[1995, 1996]",0.0,10.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.7,0.0,0.0,0.0,0.0,2,False
|
||||
Chris Lawrence,United Kingdom,[1966],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Charles Leclerc,Monaco,"[2018, 2019, 2020, 2021, 2022]",0.0,104.0,103.0,18.0,5.0,24.0,7.0,868.0,True,,2020,0.17307692307692307,0.9903846153846154,0.04807692307692308,0.23076923076923078,0.0673076923076923,8.346153846153847,5,False
|
||||
Michel Leclère,France,"[1975, 1976]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.875,0.0,0.0,0.0,0.0,2,False
|
||||
Neville Lederle,South Africa,"[1962, 1965]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.5,2,False
|
||||
Geoff Lees,United Kingdom,"[1978, 1979, 1980, 1982]",0.0,12.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4166666666666667,0.0,0.0,0.0,0.0,4,False
|
||||
Gijs van Lennep,Netherlands,"[1971, 1973, 1974, 1975]",0.0,10.0,8.0,0.0,0.0,0.0,0.0,2.0,False,,1970,0.0,0.8,0.0,0.0,0.0,0.2,4,False
|
||||
Arthur Legat,Belgium,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
JJ Lehto,Finland,"[1989, 1990, 1991, 1992, 1993, 1994]",0.0,70.0,62.0,0.0,0.0,1.0,0.0,10.0,False,,1990,0.0,0.8857142857142857,0.0,0.014285714285714285,0.0,0.14285714285714285,6,False
|
||||
Lamberto Leoni,Italy,"[1977, 1978]",0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.2,0.0,0.0,0.0,0.0,2,False
|
||||
Les Leston,United Kingdom,"[1956, 1957]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Pierre Levegh,France,"[1950, 1951]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Bayliss Levrett,United States,[1950],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Lewis,United Kingdom,"[1961, 1962]",0.0,10.0,9.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.9,0.0,0.0,0.0,0.3,2,False
|
||||
Stuart Lewis-Evans,United Kingdom,"[1957, 1958]",0.0,14.0,14.0,2.0,0.0,2.0,0.0,16.0,False,,1960,0.14285714285714285,1.0,0.0,0.14285714285714285,0.0,1.1428571428571428,2,False
|
||||
Guy Ligier,France,"[1966, 1967]",0.0,13.0,12.0,0.0,0.0,0.0,0.0,1.0,False,,1970,0.0,0.9230769230769231,0.0,0.0,0.0,0.07692307692307693,2,False
|
||||
Andy Linden,United States,"[1951, 1952, 1953, 1954, 1955, 1956, 1957]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,5.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.625,7,False
|
||||
Roberto Lippi,Italy,"[1961, 1962, 1963]",0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,3,False
|
||||
Vitantonio Liuzzi,Italy,"[2005, 2006, 2007, 2009, 2010, 2011]",0.0,81.0,80.0,0.0,0.0,0.0,0.0,26.0,False,,2010,0.0,0.9876543209876543,0.0,0.0,0.0,0.32098765432098764,6,False
|
||||
Dries van der Lof,Netherlands,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lella Lombardi,Italy,"[1974, 1975, 1976]",0.0,17.0,12.0,0.0,0.0,0.0,0.0,0.5,False,,1980,0.0,0.7058823529411765,0.0,0.0,0.0,0.029411764705882353,3,False
|
||||
Ricardo Londoño,Colombia,[1981],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernst Loof,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
André Lotterer,Germany,[2014],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Henri Louveau,France,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
John Love,Rhodesia,"[1962, 1963, 1964, 1965, 1967, 1968, 1969, 1970, 1971, 1972]",0.0,10.0,9.0,0.0,0.0,1.0,0.0,6.0,False,,1970,0.0,0.9,0.0,0.1,0.0,0.6,10,False
|
||||
Pete Lovely,United States,"[1959, 1960, 1969, 1970, 1971]",0.0,11.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6363636363636364,0.0,0.0,0.0,0.0,5,False
|
||||
Roger Loyer,France,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jean Lucas,France,[1955],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jean Lucienbonnet,France,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Erik Lundgren,Sweden,[1951],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brett Lunger,United States,"[1975, 1976, 1977, 1978]",0.0,43.0,34.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7906976744186046,0.0,0.0,0.0,0.0,4,False
|
||||
Mike MacDowel,United Kingdom,[1957],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Herbert MacKay-Fraser,United States,[1957],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Mackey,United States,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lance Macklin,United Kingdom,"[1952, 1953, 1954, 1955]",0.0,15.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.8666666666666667,0.0,0.0,0.0,0.0,4,False
|
||||
Damien Magee,United Kingdom,"[1975, 1976]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Maggs,South Africa,"[1961, 1962, 1963, 1964, 1965]",0.0,27.0,25.0,0.0,0.0,3.0,0.0,26.0,False,,1960,0.0,0.9259259259259259,0.0,0.1111111111111111,0.0,0.9629629629629629,5,False
|
||||
Mike Magill,United States,"[1957, 1958, 1959]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
Umberto Maglioli,Italy,"[1953, 1954, 1955, 1956, 1957]",0.0,10.0,10.0,0.0,0.0,2.0,0.0,3.33,False,,1960,0.0,1.0,0.0,0.2,0.0,0.333,5,False
|
||||
Jan Magnussen,Denmark,"[1995, 1997, 1998]",0.0,25.0,24.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,0.96,0.0,0.0,0.0,0.04,3,False
|
||||
Kevin Magnussen,Denmark,"[2014, 2015, 2016, 2017, 2018, 2019, 2020, 2022]",0.0,143.0,142.0,1.0,0.0,1.0,2.0,183.0,True,,2020,0.006993006993006993,0.993006993006993,0.0,0.006993006993006993,0.013986013986013986,1.2797202797202798,8,False
|
||||
Guy Mairesse,France,"[1950, 1951]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Willy Mairesse,Belgium,"[1960, 1961, 1962, 1963, 1965]",0.0,13.0,12.0,0.0,0.0,1.0,0.0,7.0,False,,1960,0.0,0.9230769230769231,0.0,0.07692307692307693,0.0,0.5384615384615384,5,False
|
||||
Pastor Maldonado,Venezuela,"[2011, 2012, 2013, 2014, 2015]",0.0,96.0,95.0,1.0,1.0,1.0,0.0,76.0,False,,2010,0.010416666666666666,0.9895833333333334,0.010416666666666666,0.010416666666666666,0.0,0.7916666666666666,5,False
|
||||
Nigel Mansell,United Kingdom,"[1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1994, 1995]",1.0,191.0,187.0,32.0,31.0,59.0,30.0,480.0,False,[1992],1990,0.16753926701570682,0.9790575916230366,0.16230366492146597,0.3089005235602094,0.15706806282722513,2.513089005235602,15,True
|
||||
Sergio Mantovani,Italy,"[1953, 1954, 1955]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,4.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.5,3,False
|
||||
Johnny Mantz,United States,[1953],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Robert Manzon,France,"[1950, 1951, 1952, 1953, 1954, 1955, 1956]",0.0,29.0,28.0,0.0,0.0,2.0,0.0,16.0,False,,1950,0.0,0.9655172413793104,0.0,0.06896551724137931,0.0,0.5517241379310345,7,False
|
||||
Onofre Marimón,Argentina,"[1951, 1953, 1954]",0.0,12.0,11.0,0.0,0.0,2.0,1.0,8.14,False,,1950,0.0,0.9166666666666666,0.0,0.16666666666666666,0.08333333333333333,0.6783333333333333,3,False
|
||||
Helmut Marko,Austria,"[1971, 1972]",0.0,10.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Tarso Marques,Brazil,"[1996, 1997, 2001]",0.0,26.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9230769230769231,0.0,0.0,0.0,0.0,3,False
|
||||
Leslie Marr,United Kingdom,"[1954, 1955]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Marsh,United Kingdom,"[1957, 1958, 1961]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,3,False
|
||||
Eugène Martin,France,[1950],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pierluigi Martini,Italy,"[1984, 1985, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995]",0.0,124.0,118.0,0.0,0.0,0.0,0.0,18.0,False,,1990,0.0,0.9516129032258065,0.0,0.0,0.0,0.14516129032258066,10,False
|
||||
Jochen Mass,West Germany,"[1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1982]",0.0,114.0,105.0,0.0,1.0,8.0,2.0,71.0,False,,1980,0.0,0.9210526315789473,0.008771929824561403,0.07017543859649122,0.017543859649122806,0.6228070175438597,9,False
|
||||
Felipe Massa,Brazil,"[2002, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017]",0.0,272.0,269.0,16.0,11.0,41.0,15.0,1167.0,False,,2010,0.058823529411764705,0.9889705882352942,0.04044117647058824,0.15073529411764705,0.05514705882352941,4.290441176470588,15,False
|
||||
Cristiano da Matta,Brazil,"[2003, 2004]",0.0,28.0,28.0,0.0,0.0,0.0,0.0,13.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.4642857142857143,2,False
|
||||
Michael May,Switzerland,[1961],0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Timmy Mayer,United States,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nikita Mazepin,RAF,[2021],0.0,22.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,0.9545454545454546,0.0,0.0,0.0,0.0,1,False
|
||||
François Mazet,France,[1971],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gastón Mazzacane,Argentina,"[2000, 2001]",0.0,21.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kenneth McAlpine,United Kingdom,"[1952, 1953, 1955]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Perry McCarthy,United Kingdom,[1992],0.0,11.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernie McCoy,United States,"[1953, 1954]",0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,2,False
|
||||
Johnny McDowell,United States,"[1950, 1951, 1952]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Jack McGrath,United States,"[1950, 1951, 1952, 1953, 1954, 1955]",0.0,6.0,6.0,1.0,0.0,2.0,1.0,9.0,False,,1950,0.16666666666666666,1.0,0.0,0.3333333333333333,0.16666666666666666,1.5,6,False
|
||||
Brian McGuire,Australia,[1977],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bruce McLaren,New Zealand,"[1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970]",0.0,104.0,100.0,0.0,4.0,27.0,3.0,188.5,False,,1960,0.0,0.9615384615384616,0.038461538461538464,0.25961538461538464,0.028846153846153848,1.8125,13,False
|
||||
Allan McNish,United Kingdom,[2002],0.0,17.0,16.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9411764705882353,0.0,0.0,0.0,0.0,1,False
|
||||
Graham McRae,New Zealand,[1973],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jim McWithey,United States,"[1959, 1960]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Carlos Menditeguy,Argentina,"[1953, 1954, 1955, 1956, 1957, 1958, 1960]",0.0,11.0,10.0,0.0,0.0,1.0,0.0,9.0,False,,1960,0.0,0.9090909090909091,0.0,0.09090909090909091,0.0,0.8181818181818182,7,False
|
||||
Roberto Merhi,Spain,[2015],0.0,14.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,0.9285714285714286,0.0,0.0,0.0,0.0,1,False
|
||||
Harry Merkel,West Germany,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Arturo Merzario,Italy,"[1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979]",0.0,85.0,57.0,0.0,0.0,0.0,0.0,11.0,False,,1980,0.0,0.6705882352941176,0.0,0.0,0.0,0.12941176470588237,8,False
|
||||
Roberto Mieres,Argentina,"[1953, 1954, 1955]",0.0,17.0,17.0,0.0,0.0,0.0,1.0,13.0,False,,1950,0.0,1.0,0.0,0.0,0.058823529411764705,0.7647058823529411,3,False
|
||||
François Migault,France,"[1972, 1974, 1975]",0.0,16.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8125,0.0,0.0,0.0,0.0,3,False
|
||||
John Miles,United Kingdom,"[1969, 1970]",0.0,15.0,12.0,0.0,0.0,0.0,0.0,2.0,False,,1970,0.0,0.8,0.0,0.0,0.0,0.13333333333333333,2,False
|
||||
Ken Miles,United Kingdom,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
André Milhoux,Belgium,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Chet Miller,United States,"[1951, 1952]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Gerhard Mitter,West Germany,"[1963, 1964, 1965]",0.0,7.0,5.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.7142857142857143,0.0,0.0,0.0,0.42857142857142855,3,False
|
||||
Stefano Modena,Italy,"[1987, 1988, 1989, 1990, 1991, 1992]",0.0,81.0,70.0,0.0,0.0,2.0,0.0,17.0,False,,1990,0.0,0.8641975308641975,0.0,0.024691358024691357,0.0,0.20987654320987653,6,False
|
||||
Thomas Monarch,United States,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Franck Montagny,France,[2006],0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tiago Monteiro,Portugal,"[2005, 2006]",0.0,37.0,37.0,0.0,0.0,1.0,0.0,7.0,False,,2010,0.0,1.0,0.0,0.02702702702702703,0.0,0.1891891891891892,2,False
|
||||
Andrea Montermini,Italy,"[1994, 1995, 1996]",0.0,29.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.6551724137931034,0.0,0.0,0.0,0.0,3,False
|
||||
Peter Monteverdi,Switzerland,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Robin Montgomerie-Charrington,United Kingdom,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Juan Pablo Montoya,Colombia,"[2001, 2002, 2003, 2004, 2005, 2006]",0.0,95.0,94.0,13.0,7.0,30.0,12.0,307.0,False,,2000,0.1368421052631579,0.9894736842105263,0.07368421052631578,0.3157894736842105,0.12631578947368421,3.231578947368421,6,False
|
||||
Gianni Morbidelli,Italy,"[1990, 1991, 1992, 1994, 1995, 1997]",0.0,70.0,67.0,0.0,0.0,1.0,0.0,8.5,False,,1990,0.0,0.9571428571428572,0.0,0.014285714285714285,0.0,0.12142857142857143,6,False
|
||||
Roberto Moreno,Brazil,"[1982, 1987, 1989, 1990, 1991, 1992, 1995]",0.0,77.0,41.0,0.0,0.0,1.0,1.0,15.0,False,,1990,0.0,0.5324675324675324,0.0,0.012987012987012988,0.012987012987012988,0.19480519480519481,7,False
|
||||
Dave Morgan,United Kingdom,[1975],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Silvio Moser,Switzerland,"[1967, 1968, 1969, 1970, 1971]",0.0,20.0,12.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,0.6,0.0,0.0,0.0,0.15,5,False
|
||||
Bill Moss,United Kingdom,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Stirling Moss,United Kingdom,"[1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961]",0.0,67.0,66.0,16.0,16.0,24.0,19.0,185.64,False,,1960,0.23880597014925373,0.9850746268656716,0.23880597014925373,0.3582089552238806,0.2835820895522388,2.7707462686567164,11,False
|
||||
Gino Munaron,Italy,[1960],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
David Murray,United Kingdom,"[1950, 1951, 1952]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.8,0.0,0.0,0.0,0.0,3,False
|
||||
Luigi Musso,Italy,"[1953, 1954, 1955, 1956, 1957, 1958]",0.0,25.0,24.0,0.0,1.0,7.0,1.0,44.0,False,,1960,0.0,0.96,0.04,0.28,0.04,1.76,6,False
|
||||
Kazuki Nakajima,Japan,"[2007, 2008, 2009]",0.0,36.0,36.0,0.0,0.0,0.0,0.0,9.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.25,3,False
|
||||
Satoru Nakajima,Japan,"[1987, 1988, 1989, 1990, 1991]",0.0,80.0,74.0,0.0,0.0,0.0,1.0,16.0,False,,1990,0.0,0.925,0.0,0.0,0.0125,0.2,5,False
|
||||
Shinji Nakano,Japan,"[1997, 1998]",0.0,33.0,33.0,0.0,0.0,0.0,0.0,2.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.06060606060606061,2,False
|
||||
Duke Nalon,United States,"[1951, 1952, 1953]",0.0,5.0,3.0,1.0,0.0,0.0,0.0,0.0,False,,1950,0.2,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Alessandro Nannini,Italy,"[1986, 1987, 1988, 1989, 1990]",0.0,78.0,76.0,0.0,1.0,9.0,2.0,65.0,False,,1990,0.0,0.9743589743589743,0.01282051282051282,0.11538461538461539,0.02564102564102564,0.8333333333333334,5,False
|
||||
Emanuele Naspetti,Italy,"[1992, 1993]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Felipe Nasr,Brazil,"[2015, 2016]",0.0,40.0,39.0,0.0,0.0,0.0,0.0,29.0,False,,2020,0.0,0.975,0.0,0.0,0.0,0.725,2,False
|
||||
Massimo Natili,Italy,[1961],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Brian Naylor,United Kingdom,"[1957, 1958, 1959, 1960, 1961]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.875,0.0,0.0,0.0,0.0,5,False
|
||||
Mike Nazaruk,United States,"[1951, 1953, 1954]",0.0,4.0,3.0,0.0,0.0,1.0,0.0,8.0,False,,1950,0.0,0.75,0.0,0.25,0.0,2.0,3,False
|
||||
Tiff Needell,United Kingdom,[1980],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jac Nellemann,Denmark,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Patrick Nève,Belgium,"[1976, 1977, 1978]",0.0,14.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,3,False
|
||||
John Nicholson,New Zealand,"[1974, 1975]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Cal Niday,United States,"[1953, 1954, 1955]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Helmut Niedermayr,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brausch Niemann,South Africa,"[1963, 1965]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Gunnar Nilsson,Sweden,"[1976, 1977]",0.0,32.0,31.0,0.0,1.0,4.0,1.0,31.0,False,,1980,0.0,0.96875,0.03125,0.125,0.03125,0.96875,2,False
|
||||
Hideki Noda,Japan,[1994],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lando Norris,United Kingdom,"[2019, 2020, 2021, 2022]",0.0,83.0,83.0,1.0,0.0,6.0,5.0,428.0,True,,2020,0.012048192771084338,1.0,0.0,0.07228915662650602,0.060240963855421686,5.156626506024097,4,False
|
||||
Rodney Nuckey,United Kingdom,[1953],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Robert O'Brien,United States,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Esteban Ocon,France,"[2016, 2017, 2018, 2020, 2021, 2022]",0.0,112.0,112.0,0.0,1.0,2.0,0.0,364.0,True,,2020,0.0,1.0,0.008928571428571428,0.017857142857142856,0.0,3.25,6,False
|
||||
Pat O'Connor,United States,"[1954, 1955, 1956, 1957, 1958]",0.0,6.0,5.0,1.0,0.0,0.0,0.0,0.0,False,,1960,0.16666666666666666,0.8333333333333334,0.0,0.0,0.0,0.0,5,False
|
||||
Casimiro de Oliveira,Portugal,[1958],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Oliver,United Kingdom,"[1968, 1969, 1970, 1971, 1972, 1973, 1977]",0.0,52.0,50.0,0.0,0.0,2.0,1.0,13.0,False,,1970,0.0,0.9615384615384616,0.0,0.038461538461538464,0.019230769230769232,0.25,7,False
|
||||
Danny Ongais,United States,"[1977, 1978]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Rikky von Opel,Liechtenstein,"[1973, 1974]",0.0,14.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,2,False
|
||||
Karl Oppitzhauser,Austria,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fritz d'Orey,Brazil,[1959],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Arthur Owen,United Kingdom,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Carlos Pace,Brazil,"[1972, 1973, 1974, 1975, 1976, 1977]",0.0,73.0,72.0,1.0,1.0,6.0,5.0,58.0,False,,1970,0.0136986301369863,0.9863013698630136,0.0136986301369863,0.0821917808219178,0.0684931506849315,0.7945205479452054,6,False
|
||||
Nello Pagani,Italy,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Riccardo Paletti,Italy,[1982],0.0,8.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Torsten Palm,Sweden,[1975],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jolyon Palmer,United Kingdom,"[2016, 2017]",0.0,37.0,35.0,0.0,0.0,0.0,0.0,9.0,False,,2020,0.0,0.9459459459459459,0.0,0.0,0.0,0.24324324324324326,2,False
|
||||
Jonathan Palmer,United Kingdom,"[1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,88.0,83.0,0.0,0.0,0.0,1.0,14.0,False,,1990,0.0,0.9431818181818182,0.0,0.0,0.011363636363636364,0.1590909090909091,7,False
|
||||
Olivier Panis,France,"[1994, 1995, 1996, 1997, 1998, 1999, 2001, 2002, 2003, 2004]",0.0,158.0,157.0,0.0,1.0,5.0,0.0,76.0,False,,2000,0.0,0.9936708860759493,0.006329113924050633,0.03164556962025317,0.0,0.4810126582278481,10,False
|
||||
Giorgio Pantano,Italy,[2004],0.0,15.0,14.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Massimiliano Papis,Italy,[1995],0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mike Parkes,United Kingdom,"[1959, 1966, 1967]",0.0,7.0,6.0,1.0,0.0,2.0,0.0,14.0,False,,1960,0.14285714285714285,0.8571428571428571,0.0,0.2857142857142857,0.0,2.0,3,False
|
||||
Reg Parnell,United Kingdom,"[1950, 1951, 1952, 1954]",0.0,7.0,6.0,0.0,0.0,1.0,0.0,9.0,False,,1950,0.0,0.8571428571428571,0.0,0.14285714285714285,0.0,1.2857142857142858,4,False
|
||||
Tim Parnell,United Kingdom,"[1959, 1961, 1963]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,3,False
|
||||
Johnnie Parsons,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958]",0.0,9.0,9.0,0.0,1.0,1.0,1.0,12.0,False,,1950,0.0,1.0,0.1111111111111111,0.1111111111111111,0.1111111111111111,1.3333333333333333,9,False
|
||||
Riccardo Patrese,Italy,"[1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993]",0.0,257.0,256.0,8.0,6.0,37.0,13.0,281.0,False,,1980,0.0311284046692607,0.9961089494163424,0.023346303501945526,0.14396887159533073,0.05058365758754864,1.093385214007782,17,False
|
||||
Al Pease,Canada,"[1967, 1968, 1969]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Roger Penske,United States,"[1961, 1962]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Cesare Perdisa,Italy,"[1955, 1956, 1957]",0.0,8.0,8.0,0.0,0.0,2.0,0.0,5.0,False,,1960,0.0,1.0,0.0,0.25,0.0,0.625,3,False
|
||||
Sergio Pérez,Mexico,"[2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,240.0,236.0,1.0,4.0,27.0,9.0,1219.0,True,,2020,0.004166666666666667,0.9833333333333333,0.016666666666666666,0.1125,0.0375,5.079166666666667,12,False
|
||||
Luis Pérez-Sala,Spain,"[1988, 1989]",0.0,32.0,26.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.8125,0.0,0.0,0.0,0.03125,2,False
|
||||
Larry Perkins,Australia,"[1974, 1976, 1977]",0.0,15.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7333333333333333,0.0,0.0,0.0,0.0,3,False
|
||||
Henri Pescarolo,France,"[1968, 1970, 1971, 1972, 1973, 1974, 1976]",0.0,64.0,57.0,0.0,0.0,1.0,1.0,12.0,False,,1970,0.0,0.890625,0.0,0.015625,0.015625,0.1875,7,False
|
||||
Alessandro Pesenti-Rossi,Italy,[1976],0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.75,0.0,0.0,0.0,0.0,1,False
|
||||
Josef Peters,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ronnie Peterson,Sweden,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978]",0.0,123.0,123.0,14.0,10.0,26.0,9.0,206.0,False,,1970,0.11382113821138211,1.0,0.08130081300813008,0.21138211382113822,0.07317073170731707,1.6747967479674797,9,False
|
||||
Vitaly Petrov,Russia,"[2010, 2011, 2012]",0.0,58.0,57.0,0.0,0.0,1.0,1.0,64.0,False,,2010,0.0,0.9827586206896551,0.0,0.017241379310344827,0.017241379310344827,1.103448275862069,3,False
|
||||
Alfredo Pián,Argentina,[1950],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Oscar Piastri,Australia,[2023],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,True,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Charles Pic,France,"[2012, 2013]",0.0,39.0,39.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
François Picard,France,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernie Pieterse,South Africa,"[1962, 1963, 1965]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Paul Pietsch,West Germany,"[1950, 1951, 1952]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
André Pilette,Belgium,"[1951, 1953, 1954, 1956, 1961, 1963, 1964]",0.0,14.0,9.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,0.6428571428571429,0.0,0.0,0.0,0.14285714285714285,7,False
|
||||
Teddy Pilette,Belgium,"[1974, 1977]",0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.25,0.0,0.0,0.0,0.0,2,False
|
||||
Luigi Piotti,Italy,"[1955, 1956, 1957, 1958]",0.0,8.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.625,0.0,0.0,0.0,0.0,4,False
|
||||
David Piper,United Kingdom,"[1959, 1960]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Nelson Piquet,Brazil,"[1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991]",3.0,207.0,204.0,24.0,23.0,60.0,23.0,481.5,False,"[1981, 1983, 1987]",1980,0.11594202898550725,0.9855072463768116,0.1111111111111111,0.2898550724637681,0.1111111111111111,2.3260869565217392,14,True
|
||||
Nelson Piquet Jr.,Brazil,"[2008, 2009]",0.0,28.0,28.0,0.0,0.0,1.0,0.0,19.0,False,,2010,0.0,1.0,0.0,0.03571428571428571,0.0,0.6785714285714286,2,False
|
||||
Renato Pirocchi,Italy,[1961],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Didier Pironi,France,"[1978, 1979, 1980, 1981, 1982]",0.0,72.0,70.0,4.0,3.0,13.0,5.0,101.0,False,,1980,0.05555555555555555,0.9722222222222222,0.041666666666666664,0.18055555555555555,0.06944444444444445,1.4027777777777777,5,False
|
||||
Emanuele Pirro,Italy,"[1989, 1990, 1991]",0.0,40.0,37.0,0.0,0.0,0.0,0.0,3.0,False,,1990,0.0,0.925,0.0,0.0,0.0,0.075,3,False
|
||||
Antônio Pizzonia,Brazil,"[2003, 2004, 2005]",0.0,20.0,20.0,0.0,0.0,0.0,0.0,8.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.4,3,False
|
||||
Eric van de Poele,Belgium,"[1991, 1992]",0.0,29.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.1724137931034483,0.0,0.0,0.0,0.0,2,False
|
||||
Jacques Pollet,France,"[1954, 1955]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ben Pon,Netherlands,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dennis Poore,United Kingdom,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.5,1,False
|
||||
Alfonso de Portago,Spain,"[1956, 1957]",0.0,5.0,5.0,0.0,0.0,1.0,0.0,4.0,False,,1960,0.0,1.0,0.0,0.2,0.0,0.8,2,False
|
||||
Sam Posey,United States,"[1971, 1972]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Charles Pozzi,France,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Pretorius,South Africa,"[1965, 1968, 1971, 1973]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.75,0.0,0.0,0.0,0.0,4,False
|
||||
Ernesto Prinoth,Italy,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
David Prophet,United Kingdom,"[1963, 1965]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Alain Prost,France,"[1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1993]",4.0,202.0,199.0,33.0,51.0,106.0,41.0,768.5,False,"[1985, 1986, 1989, 1993]",1990,0.16336633663366337,0.9851485148514851,0.2524752475247525,0.5247524752475248,0.20297029702970298,3.8044554455445545,13,True
|
||||
Tom Pryce,United Kingdom,"[1974, 1975, 1976, 1977]",0.0,42.0,42.0,1.0,0.0,2.0,0.0,19.0,False,,1980,0.023809523809523808,1.0,0.0,0.047619047619047616,0.0,0.4523809523809524,4,False
|
||||
David Purley,United Kingdom,"[1973, 1974, 1977]",0.0,11.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6363636363636364,0.0,0.0,0.0,0.0,3,False
|
||||
Clive Puzey,Rhodesia,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dieter Quester,Austria,"[1969, 1974]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Ian Raby,United Kingdom,"[1963, 1964, 1965]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,3,False
|
||||
Bobby Rahal,United States,[1978],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Kimi Räikkönen,Finland,"[2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021]",1.0,353.0,349.0,18.0,21.0,103.0,46.0,1873.0,False,[2007],2010,0.05099150141643059,0.9886685552407932,0.059490084985835696,0.29178470254957506,0.13031161473087818,5.305949008498583,19,True
|
||||
Hermano da Silva Ramos,Brazil,"[1955, 1956]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.2857142857142857,2,False
|
||||
Pierre-Henri Raphanel,France,"[1988, 1989]",0.0,17.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.058823529411764705,0.0,0.0,0.0,0.0,2,False
|
||||
Dick Rathmann,United States,"[1950, 1956, 1958, 1959, 1960]",0.0,6.0,5.0,1.0,0.0,0.0,0.0,2.0,False,,1960,0.16666666666666666,0.8333333333333334,0.0,0.0,0.0,0.3333333333333333,5,False
|
||||
Jim Rathmann,United States,"[1950, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,10.0,10.0,0.0,1.0,4.0,2.0,29.0,False,,1960,0.0,1.0,0.1,0.4,0.2,2.9,10,False
|
||||
Roland Ratzenberger,Austria,[1994],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Héctor Rebaque,Mexico,"[1977, 1978, 1979, 1980, 1981]",0.0,58.0,41.0,0.0,0.0,0.0,0.0,13.0,False,,1980,0.0,0.7068965517241379,0.0,0.0,0.0,0.22413793103448276,5,False
|
||||
Brian Redman,United Kingdom,"[1968, 1970, 1971, 1972, 1973, 1974]",0.0,15.0,12.0,0.0,0.0,1.0,0.0,8.0,False,,1970,0.0,0.8,0.0,0.06666666666666667,0.0,0.5333333333333333,6,False
|
||||
Jimmy Reece,United States,"[1952, 1954, 1955, 1956, 1957, 1958]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,6,False
|
||||
Ray Reed,Rhodesia,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alan Rees,United Kingdom,[1967],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Clay Regazzoni,Switzerland,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",0.0,139.0,132.0,5.0,5.0,28.0,15.0,209.0,False,,1980,0.03597122302158273,0.9496402877697842,0.03597122302158273,0.2014388489208633,0.1079136690647482,1.5035971223021583,11,False
|
||||
Paul di Resta,United Kingdom,"[2011, 2012, 2013, 2017]",0.0,59.0,59.0,0.0,0.0,0.0,0.0,121.0,False,,2010,0.0,1.0,0.0,0.0,0.0,2.0508474576271185,4,False
|
||||
Carlos Reutemann,Argentina,"[1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982]",0.0,146.0,146.0,6.0,12.0,45.0,6.0,298.0,False,,1980,0.0410958904109589,1.0,0.0821917808219178,0.3082191780821918,0.0410958904109589,2.041095890410959,11,False
|
||||
Lance Reventlow,United States,[1960],0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Peter Revson,United States,"[1964, 1971, 1972, 1973, 1974]",0.0,32.0,30.0,1.0,2.0,8.0,0.0,61.0,False,,1970,0.03125,0.9375,0.0625,0.25,0.0,1.90625,5,False
|
||||
John Rhodes,United Kingdom,[1965],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alex Ribeiro,Brazil,"[1976, 1977, 1979]",0.0,20.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,3,False
|
||||
Daniel Ricciardo,Australia,"[2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,232.0,232.0,3.0,8.0,32.0,16.0,1311.0,False,,2020,0.01293103448275862,1.0,0.034482758620689655,0.13793103448275862,0.06896551724137931,5.650862068965517,12,False
|
||||
Ken Richardson,United Kingdom,[1951],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fritz Riess,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jim Rigsby,United States,[1952],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jochen Rindt,Austria,"[1964, 1965, 1966, 1967, 1968, 1969, 1970]",1.0,62.0,60.0,10.0,6.0,13.0,3.0,107.0,False,[1970],1970,0.16129032258064516,0.967741935483871,0.0967741935483871,0.20967741935483872,0.04838709677419355,1.7258064516129032,7,True
|
||||
John Riseley-Prichard,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Giovanni de Riu,Italy,[1954],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Richard Robarts,United Kingdom,[1974],0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.75,0.0,0.0,0.0,0.0,1,False
|
||||
Pedro Rodríguez,Mexico,"[1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971]",0.0,54.0,54.0,0.0,2.0,7.0,1.0,71.0,False,,1970,0.0,1.0,0.037037037037037035,0.12962962962962962,0.018518518518518517,1.3148148148148149,9,False
|
||||
Ricardo Rodríguez,Mexico,"[1961, 1962]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,4.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.6666666666666666,2,False
|
||||
Alberto Rodriguez Larreta,Argentina,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Franco Rol,Italy,"[1950, 1951, 1952]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Alan Rollinson,United Kingdom,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Rolt,United Kingdom,"[1950, 1953, 1955]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Bertil Roos,Sweden,[1974],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pedro de la Rosa,Spain,"[1999, 2000, 2001, 2002, 2005, 2006, 2010, 2011, 2012]",0.0,107.0,104.0,0.0,0.0,1.0,1.0,35.0,False,,2010,0.0,0.9719626168224299,0.0,0.009345794392523364,0.009345794392523364,0.32710280373831774,9,False
|
||||
Keke Rosberg,Finland,"[1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",1.0,128.0,114.0,5.0,5.0,17.0,3.0,159.5,False,[1982],1980,0.0390625,0.890625,0.0390625,0.1328125,0.0234375,1.24609375,9,True
|
||||
Nico Rosberg,Germany,"[2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016]",1.0,206.0,206.0,30.0,23.0,57.0,20.0,1594.5,False,[2016],2010,0.14563106796116504,1.0,0.11165048543689321,0.2766990291262136,0.0970873786407767,7.740291262135922,11,True
|
||||
Mauri Rose,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,1.0,0.0,0.5,0.0,2.0,2,False
|
||||
Louis Rosier,France,"[1950, 1951, 1952, 1953, 1954, 1955, 1956]",0.0,38.0,38.0,0.0,0.0,2.0,0.0,18.0,False,,1950,0.0,1.0,0.0,0.05263157894736842,0.0,0.47368421052631576,7,False
|
||||
Ricardo Rosset,Brazil,"[1996, 1997, 1998]",0.0,33.0,26.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.7878787878787878,0.0,0.0,0.0,0.0,3,False
|
||||
Alexander Rossi,United States,[2015],0.0,7.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,1,False
|
||||
Huub Rothengatter,Netherlands,"[1984, 1985, 1986]",0.0,30.0,25.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,3,False
|
||||
Basil van Rooyen,South Africa,"[1968, 1969]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Lloyd Ruby,United States,"[1960, 1961]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Jean-Claude Rudaz,Switzerland,[1964],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
George Russell,United Kingdom,"[2019, 2020, 2021, 2022]",0.0,83.0,83.0,1.0,1.0,9.0,5.0,300.0,True,,2020,0.012048192771084338,1.0,0.012048192771084338,0.10843373493975904,0.060240963855421686,3.6144578313253013,4,False
|
||||
Eddie Russo,United States,"[1955, 1956, 1957, 1960]",0.0,7.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5714285714285714,0.0,0.0,0.0,0.0,4,False
|
||||
Paul Russo,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,11.0,8.0,0.0,0.0,1.0,1.0,8.5,False,,1960,0.0,0.7272727272727273,0.0,0.09090909090909091,0.09090909090909091,0.7727272727272727,11,False
|
||||
Troy Ruttman,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1960]",0.0,12.0,8.0,0.0,1.0,1.0,0.0,9.5,False,,1950,0.0,0.6666666666666666,0.08333333333333333,0.08333333333333333,0.0,0.7916666666666666,10,False
|
||||
Peter Ryan,Canada,[1961],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eddie Sachs,United States,"[1957, 1958, 1959, 1960]",0.0,7.0,4.0,1.0,0.0,0.0,0.0,0.0,False,,1960,0.14285714285714285,0.5714285714285714,0.0,0.0,0.0,0.0,4,False
|
||||
Bob Said,United States,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Carlos Sainz Jr.,Spain,"[2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,164.0,163.0,3.0,1.0,15.0,3.0,794.5,True,,2020,0.018292682926829267,0.9939024390243902,0.006097560975609756,0.09146341463414634,0.018292682926829267,4.844512195121951,8,False
|
||||
Eliseo Salazar,Chile,"[1981, 1982, 1983]",0.0,37.0,24.0,0.0,0.0,0.0,0.0,3.0,False,,1980,0.0,0.6486486486486487,0.0,0.0,0.0,0.08108108108108109,3,False
|
||||
Mika Salo,Finland,"[1994, 1995, 1996, 1997, 1998, 1999, 2000, 2002]",0.0,111.0,109.0,0.0,0.0,2.0,0.0,33.0,False,,2000,0.0,0.9819819819819819,0.0,0.018018018018018018,0.0,0.2972972972972973,8,False
|
||||
Roy Salvadori,United Kingdom,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962]",0.0,50.0,47.0,0.0,0.0,2.0,0.0,19.0,False,,1960,0.0,0.94,0.0,0.04,0.0,0.38,11,False
|
||||
Consalvo Sanesi,Italy,"[1950, 1951]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.6,2,False
|
||||
Stéphane Sarrazin,France,[1999],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Logan Sargeant,United States,[2023],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,True,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Takuma Sato,Japan,"[2002, 2003, 2004, 2005, 2006, 2007, 2008]",0.0,92.0,90.0,0.0,0.0,1.0,0.0,44.0,False,,2000,0.0,0.9782608695652174,0.0,0.010869565217391304,0.0,0.4782608695652174,7,False
|
||||
Carl Scarborough,United States,"[1951, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ludovico Scarfiotti,Italy,"[1963, 1964, 1965, 1966, 1967, 1968]",0.0,12.0,10.0,0.0,1.0,1.0,1.0,17.0,False,,1970,0.0,0.8333333333333334,0.08333333333333333,0.08333333333333333,0.08333333333333333,1.4166666666666667,6,False
|
||||
Giorgio Scarlatti,Italy,"[1956, 1957, 1958, 1959, 1960, 1961]",0.0,15.0,12.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.06666666666666667,6,False
|
||||
Ian Scheckter,South Africa,"[1974, 1975, 1976, 1977]",0.0,20.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.9,0.0,0.0,0.0,0.0,4,False
|
||||
Jody Scheckter,South Africa,"[1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",1.0,113.0,112.0,3.0,10.0,33.0,5.0,246.0,False,[1979],1980,0.02654867256637168,0.9911504424778761,0.08849557522123894,0.2920353982300885,0.04424778761061947,2.1769911504424777,9,True
|
||||
Harry Schell,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,57.0,56.0,0.0,0.0,2.0,0.0,32.0,False,,1960,0.0,0.9824561403508771,0.0,0.03508771929824561,0.0,0.5614035087719298,11,False
|
||||
Tim Schenken,Australia,"[1970, 1971, 1972, 1973, 1974]",0.0,36.0,34.0,0.0,0.0,1.0,0.0,7.0,False,,1970,0.0,0.9444444444444444,0.0,0.027777777777777776,0.0,0.19444444444444445,5,False
|
||||
Albert Scherrer,Switzerland,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Domenico Schiattarella,Italy,"[1994, 1995]",0.0,7.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8571428571428571,0.0,0.0,0.0,0.0,2,False
|
||||
Heinz Schiller,Switzerland,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Schindler,United States,"[1950, 1951, 1952]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Jean-Louis Schlesser,France,"[1983, 1988]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Jo Schlesser,France,[1968],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bernd Schneider,West Germany,"[1988, 1989, 1990]",0.0,34.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.2647058823529412,0.0,0.0,0.0,0.0,3,False
|
||||
Rudolf Schoeller,Switzerland,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rob Schroeder,United States,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Michael Schumacher,Germany,"[1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2010, 2011, 2012]",7.0,308.0,306.0,68.0,91.0,155.0,77.0,1566.0,False,"[1994, 1995, 2000, 2001, 2002, 2003, 2004]",2000,0.22077922077922077,0.9935064935064936,0.29545454545454547,0.5032467532467533,0.25,5.084415584415584,19,True
|
||||
Mick Schumacher,Germany,"[2021, 2022]",0.0,44.0,43.0,0.0,0.0,0.0,0.0,12.0,False,,2020,0.0,0.9772727272727273,0.0,0.0,0.0,0.2727272727272727,2,False
|
||||
Ralf Schumacher,Germany,"[1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007]",0.0,181.0,180.0,6.0,6.0,27.0,8.0,329.0,False,,2000,0.03314917127071823,0.994475138121547,0.03314917127071823,0.14917127071823205,0.04419889502762431,1.8176795580110496,11,False
|
||||
Vern Schuppan,Australia,"[1972, 1974, 1975, 1977]",0.0,13.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6923076923076923,0.0,0.0,0.0,0.0,4,False
|
||||
Adolfo Schwelm Cruz,Argentina,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Scott,United States,"[1952, 1953, 1954]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Archie Scott Brown,United Kingdom,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Piero Scotti,Italy,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Wolfgang Seidel,West Germany,"[1953, 1958, 1960, 1961, 1962]",0.0,12.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,5,False
|
||||
Günther Seiffert,West Germany,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ayrton Senna,Brazil,"[1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994]",3.0,162.0,161.0,65.0,41.0,80.0,19.0,610.0,False,"[1988, 1990, 1991]",1990,0.4012345679012346,0.9938271604938271,0.25308641975308643,0.49382716049382713,0.11728395061728394,3.765432098765432,11,True
|
||||
Bruno Senna,Brazil,"[2010, 2011, 2012]",0.0,46.0,46.0,0.0,0.0,0.0,1.0,33.0,False,,2010,0.0,1.0,0.0,0.0,0.021739130434782608,0.717391304347826,3,False
|
||||
Dorino Serafini,Italy,[1950],0.0,1.0,1.0,0.0,0.0,1.0,0.0,3.0,False,,1950,0.0,1.0,0.0,1.0,0.0,3.0,1,False
|
||||
Chico Serra,Brazil,"[1981, 1982, 1983]",0.0,33.0,18.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,0.5454545454545454,0.0,0.0,0.0,0.030303030303030304,3,False
|
||||
Doug Serrurier,South Africa,"[1962, 1963, 1965]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Johnny Servoz-Gavin,France,"[1967, 1968, 1969, 1970]",0.0,13.0,12.0,0.0,0.0,1.0,0.0,9.0,False,,1970,0.0,0.9230769230769231,0.0,0.07692307692307693,0.0,0.6923076923076923,4,False
|
||||
Tony Settember,United States,"[1962, 1963]",0.0,7.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8571428571428571,0.0,0.0,0.0,0.0,2,False
|
||||
Hap Sharp,United States,"[1961, 1962, 1963, 1964]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Brian Shawe-Taylor,United Kingdom,"[1950, 1951]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Carroll Shelby,United States,"[1958, 1959]",0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Shelly,New Zealand,[1962],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Jo Siffert,Switzerland,"[1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971]",0.0,100.0,96.0,2.0,2.0,6.0,4.0,68.0,False,,1970,0.02,0.96,0.02,0.06,0.04,0.68,10,False
|
||||
André Simon,France,"[1951, 1952, 1955, 1956, 1957]",0.0,12.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.9166666666666666,0.0,0.0,0.0,0.0,5,False
|
||||
Sergey Sirotkin,Russia,[2018],0.0,21.0,21.0,0.0,0.0,0.0,0.0,1.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.047619047619047616,1,False
|
||||
Rob Slotemaker,Netherlands,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Moisés Solana,Mexico,"[1963, 1964, 1965, 1966, 1967, 1968]",0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,6,False
|
||||
Alex Soler-Roig,Spain,"[1970, 1971, 1972]",0.0,10.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Raymond Sommer,France,[1950],0.0,5.0,5.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.6,1,False
|
||||
Vincenzo Sospiri,Italy,[1997],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Stephen South,United Kingdom,[1980],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mike Sparken,France,[1955],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Scott Speed,United States,"[2006, 2007]",0.0,28.0,28.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Mike Spence,United Kingdom,"[1963, 1964, 1965, 1966, 1967, 1968]",0.0,37.0,36.0,0.0,0.0,1.0,0.0,27.0,False,,1970,0.0,0.972972972972973,0.0,0.02702702702702703,0.0,0.7297297297297297,6,False
|
||||
Alan Stacey,United Kingdom,"[1958, 1959, 1960]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Gaetano Starrabba,Italy,[1961],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Will Stevens,United Kingdom,"[2014, 2015]",0.0,20.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,0.9,0.0,0.0,0.0,0.0,2,False
|
||||
Chuck Stevenson,United States,"[1951, 1952, 1953, 1954, 1960]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Ian Stewart,United Kingdom,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Stewart,United Kingdom,"[1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973]",3.0,100.0,99.0,17.0,27.0,43.0,15.0,359.0,False,"[1969, 1971, 1973]",1970,0.17,0.99,0.27,0.43,0.15,3.59,9,True
|
||||
Jimmy Stewart,United Kingdom,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Siegfried Stohr,Italy,[1981],0.0,13.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6923076923076923,0.0,0.0,0.0,0.0,1,False
|
||||
Rolf Stommelen,West Germany,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1978]",0.0,63.0,54.0,0.0,0.0,1.0,0.0,14.0,False,,1970,0.0,0.8571428571428571,0.0,0.015873015873015872,0.0,0.2222222222222222,8,False
|
||||
Philippe Streiff,France,"[1984, 1985, 1986, 1987, 1988]",0.0,54.0,53.0,0.0,0.0,1.0,0.0,11.0,False,,1990,0.0,0.9814814814814815,0.0,0.018518518518518517,0.0,0.2037037037037037,5,False
|
||||
Lance Stroll,Canada,"[2017, 2018, 2019, 2020, 2021, 2022]",0.0,124.0,123.0,1.0,0.0,3.0,0.0,202.0,True,,2020,0.008064516129032258,0.9919354838709677,0.0,0.024193548387096774,0.0,1.6290322580645162,6,False
|
||||
Hans Stuck,West Germany,"[1951, 1952, 1953]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Hans-Joachim Stuck,West Germany,"[1974, 1975, 1976, 1977, 1978, 1979]",0.0,81.0,74.0,0.0,0.0,2.0,0.0,29.0,False,,1980,0.0,0.9135802469135802,0.0,0.024691358024691357,0.0,0.35802469135802467,6,False
|
||||
Otto Stuppacher,Austria,[1976],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Danny Sullivan,United States,[1983],0.0,15.0,15.0,0.0,0.0,0.0,0.0,2.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.13333333333333333,1,False
|
||||
Marc Surer,Switzerland,"[1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,88.0,82.0,0.0,0.0,0.0,1.0,17.0,False,,1980,0.0,0.9318181818181818,0.0,0.0,0.011363636363636364,0.19318181818181818,8,False
|
||||
John Surtees,United Kingdom,"[1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972]",1.0,113.0,111.0,8.0,6.0,24.0,10.0,180.0,False,[1964],1970,0.07079646017699115,0.9823008849557522,0.05309734513274336,0.21238938053097345,0.08849557522123894,1.592920353982301,13,True
|
||||
Andy Sutcliffe,United Kingdom,[1977],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Adrian Sutil,Germany,"[2007, 2008, 2009, 2010, 2011, 2013, 2014]",0.0,128.0,128.0,0.0,0.0,0.0,1.0,124.0,False,,2010,0.0,1.0,0.0,0.0,0.0078125,0.96875,7,False
|
||||
Len Sutton,United States,"[1958, 1959, 1960]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
Aguri Suzuki,Japan,"[1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995]",0.0,88.0,65.0,0.0,0.0,1.0,0.0,8.0,False,,1990,0.0,0.7386363636363636,0.0,0.011363636363636364,0.0,0.09090909090909091,8,False
|
||||
Toshio Suzuki,Japan,[1993],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jacques Swaters,Belgium,"[1951, 1953, 1954]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.0,3,False
|
||||
Bob Sweikert,United States,"[1952, 1953, 1954, 1955, 1956]",0.0,7.0,5.0,0.0,1.0,1.0,0.0,8.0,False,,1950,0.0,0.7142857142857143,0.14285714285714285,0.14285714285714285,0.0,1.1428571428571428,5,False
|
||||
Toranosuke Takagi,Japan,"[1998, 1999]",0.0,32.0,32.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Noritake Takahara,Japan,"[1976, 1977]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kunimitsu Takahashi,Japan,[1977],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Patrick Tambay,France,"[1977, 1978, 1979, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,123.0,114.0,5.0,2.0,11.0,2.0,103.0,False,,1980,0.04065040650406504,0.926829268292683,0.016260162601626018,0.08943089430894309,0.016260162601626018,0.8373983739837398,9,False
|
||||
Luigi Taramazzo,Italy,[1958],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gabriele Tarquini,Italy,"[1987, 1988, 1989, 1990, 1991, 1992, 1995]",0.0,79.0,38.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.4810126582278481,0.0,0.0,0.0,0.012658227848101266,7,False
|
||||
Piero Taruffi,Italy,"[1950, 1951, 1952, 1954, 1955, 1956]",0.0,19.0,18.0,0.0,1.0,5.0,1.0,41.0,False,,1950,0.0,0.9473684210526315,0.05263157894736842,0.2631578947368421,0.05263157894736842,2.1578947368421053,6,False
|
||||
Dennis Taylor,United Kingdom,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Henry Taylor,United Kingdom,"[1959, 1960, 1961]",0.0,11.0,8.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.7272727272727273,0.0,0.0,0.0,0.2727272727272727,3,False
|
||||
John Taylor,United Kingdom,"[1964, 1966]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.2,2,False
|
||||
Mike Taylor,United Kingdom,"[1959, 1960]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Trevor Taylor,United Kingdom,"[1959, 1961, 1962, 1963, 1964, 1966]",0.0,29.0,27.0,0.0,0.0,1.0,0.0,8.0,False,,1960,0.0,0.9310344827586207,0.0,0.034482758620689655,0.0,0.27586206896551724,6,False
|
||||
Marshall Teague,United States,"[1953, 1954, 1957]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Shorty Templeman,United States,"[1955, 1958, 1960]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Max de Terra,Switzerland,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
André Testut,Monaco,"[1958, 1959]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Mike Thackwell,New Zealand,"[1980, 1984]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Alfonso Thiele,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eric Thompson,United Kingdom,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,2.0,1,False
|
||||
Johnny Thomson,United States,"[1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,8.0,8.0,1.0,0.0,1.0,1.0,10.0,False,,1960,0.125,1.0,0.0,0.125,0.125,1.25,8,False
|
||||
Leslie Thorne,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bud Tingelstad,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Sam Tingle,Rhodesia,"[1963, 1965, 1967, 1968, 1969]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Desmond Titterington,United Kingdom,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Johnnie Tolan,United States,"[1956, 1957, 1958]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,3,False
|
||||
Alejandro de Tomaso,Argentina,"[1957, 1959]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Charles de Tornaco,Belgium,"[1952, 1953]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Trimmer,United Kingdom,"[1975, 1976, 1977, 1978]",0.0,6.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,4,False
|
||||
Maurice Trintignant,France,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964]",0.0,84.0,82.0,0.0,2.0,10.0,1.0,72.33,False,,1960,0.0,0.9761904761904762,0.023809523809523808,0.11904761904761904,0.011904761904761904,0.8610714285714286,15,False
|
||||
Wolfgang von Trips,West Germany,"[1956, 1957, 1958, 1959, 1960, 1961]",0.0,29.0,27.0,1.0,2.0,6.0,0.0,56.0,False,,1960,0.034482758620689655,0.9310344827586207,0.06896551724137931,0.20689655172413793,0.0,1.9310344827586208,6,False
|
||||
Jarno Trulli,Italy,"[1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011]",0.0,256.0,252.0,4.0,1.0,11.0,1.0,246.5,False,,2000,0.015625,0.984375,0.00390625,0.04296875,0.00390625,0.962890625,15,False
|
||||
Yuki Tsunoda,Japan,"[2021, 2022]",0.0,45.0,43.0,0.0,0.0,0.0,0.0,44.0,True,,2020,0.0,0.9555555555555556,0.0,0.0,0.0,0.9777777777777777,2,False
|
||||
Esteban Tuero,Argentina,[1998],0.0,16.0,16.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Guy Tunmer,South Africa,[1975],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jack Turner,United States,"[1956, 1957, 1958, 1959]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,4,False
|
||||
Toni Ulmen,West Germany,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bobby Unser,United States,[1968],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jerry Unser Jr.,United States,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alberto Uria,Uruguay,"[1955, 1956]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Nino Vaccarella,Italy,"[1961, 1962, 1965]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,3,False
|
||||
Stoffel Vandoorne,Belgium,"[2016, 2017, 2018]",0.0,42.0,41.0,0.0,0.0,0.0,0.0,26.0,False,,2020,0.0,0.9761904761904762,0.0,0.0,0.0,0.6190476190476191,3,False
|
||||
Bob Veith,United States,"[1956, 1957, 1958, 1959, 1960]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Jean-Éric Vergne,France,"[2012, 2013, 2014]",0.0,58.0,58.0,0.0,0.0,0.0,0.0,51.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.8793103448275862,3,False
|
||||
Jos Verstappen,Netherlands,"[1994, 1995, 1996, 1997, 1998, 2000, 2001, 2003]",0.0,107.0,106.0,0.0,0.0,2.0,0.0,17.0,False,,2000,0.0,0.9906542056074766,0.0,0.018691588785046728,0.0,0.1588785046728972,8,False
|
||||
Max Verstappen,Netherlands,"[2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",2.0,164.0,164.0,21.0,36.0,78.0,21.0,2036.5,True,"[2021, 2022]",2020,0.12804878048780488,1.0,0.21951219512195122,0.47560975609756095,0.12804878048780488,12.417682926829269,8,True
|
||||
Sebastian Vettel,Germany,"[2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",4.0,300.0,299.0,57.0,53.0,122.0,38.0,3098.0,False,"[2010, 2011, 2012, 2013]",2010,0.19,0.9966666666666667,0.17666666666666667,0.4066666666666667,0.12666666666666668,10.326666666666666,16,True
|
||||
Gilles Villeneuve,Canada,"[1977, 1978, 1979, 1980, 1981, 1982]",0.0,68.0,67.0,2.0,6.0,13.0,8.0,101.0,False,,1980,0.029411764705882353,0.9852941176470589,0.08823529411764706,0.19117647058823528,0.11764705882352941,1.4852941176470589,6,False
|
||||
Jacques Villeneuve,Canada,"[1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006]",1.0,165.0,163.0,13.0,11.0,23.0,9.0,235.0,False,[1997],2000,0.07878787878787878,0.9878787878787879,0.06666666666666667,0.1393939393939394,0.05454545454545454,1.4242424242424243,11,True
|
||||
Jacques Villeneuve Sr.,Canada,"[1981, 1983]",0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Luigi Villoresi,Italy,"[1950, 1951, 1952, 1953, 1954, 1955, 1956]",0.0,34.0,31.0,0.0,0.0,8.0,1.0,46.0,False,,1950,0.0,0.9117647058823529,0.0,0.23529411764705882,0.029411764705882353,1.3529411764705883,7,False
|
||||
Emilio de Villota,Spain,"[1976, 1977, 1978, 1981, 1982]",0.0,15.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.13333333333333333,0.0,0.0,0.0,0.0,5,False
|
||||
Ottorino Volonterio,Switzerland,"[1954, 1956, 1957]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Jo Vonlanthen,Switzerland,[1975],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernie de Vos,Canada,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nyck de Vries,Netherlands,[2022],0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,True,,2020,0.0,1.0,0.0,0.0,0.0,1.0,1,False
|
||||
Bill Vukovich,United States,"[1951, 1952, 1953, 1954, 1955]",0.0,6.0,5.0,1.0,2.0,2.0,3.0,19.0,False,,1950,0.16666666666666666,0.8333333333333334,0.3333333333333333,0.3333333333333333,0.5,3.1666666666666665,5,False
|
||||
Syd van der Vyver,South Africa,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fred Wacker,United States,"[1953, 1954]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,2,False
|
||||
David Walker,Australia,"[1971, 1972]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Peter Walker,United Kingdom,"[1950, 1951, 1955]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Lee Wallard,United States,"[1950, 1951]",0.0,3.0,2.0,0.0,1.0,1.0,1.0,9.0,False,,1950,0.0,0.6666666666666666,0.3333333333333333,0.3333333333333333,0.3333333333333333,3.0,2,False
|
||||
Heini Walter,Switzerland,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rodger Ward,United States,"[1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1963]",0.0,12.0,12.0,0.0,1.0,2.0,0.0,14.0,False,,1960,0.0,1.0,0.08333333333333333,0.16666666666666666,0.0,1.1666666666666667,11,False
|
||||
Derek Warwick,United Kingdom,"[1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1993]",0.0,162.0,147.0,0.0,0.0,4.0,2.0,71.0,False,,1990,0.0,0.9074074074074074,0.0,0.024691358024691357,0.012345679012345678,0.4382716049382716,11,False
|
||||
John Watson,United Kingdom,"[1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1985]",0.0,154.0,152.0,2.0,5.0,20.0,5.0,169.0,False,,1980,0.012987012987012988,0.987012987012987,0.032467532467532464,0.12987012987012986,0.032467532467532464,1.0974025974025974,12,False
|
||||
Spider Webb,United States,"[1950, 1952, 1953, 1954]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.8,0.0,0.0,0.0,0.0,4,False
|
||||
Mark Webber,Australia,"[2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013]",0.0,217.0,215.0,13.0,9.0,42.0,19.0,1047.5,False,,2010,0.059907834101382486,0.9907834101382489,0.041474654377880185,0.1935483870967742,0.08755760368663594,4.8271889400921655,12,False
|
||||
Pascal Wehrlein,Germany,"[2016, 2017]",0.0,40.0,39.0,0.0,0.0,0.0,0.0,6.0,False,,2020,0.0,0.975,0.0,0.0,0.0,0.15,2,False
|
||||
Volker Weidler,West Germany,[1989],0.0,10.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Wayne Weiler,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Karl Wendlinger,Austria,"[1991, 1992, 1993, 1994, 1995]",0.0,42.0,41.0,0.0,0.0,0.0,0.0,14.0,False,,1990,0.0,0.9761904761904762,0.0,0.0,0.0,0.3333333333333333,5,False
|
||||
Peter Westbury,United Kingdom,[1970],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Chuck Weyant,United States,"[1955, 1957, 1958, 1959]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,4,False
|
||||
Ken Wharton,United Kingdom,"[1952, 1953, 1954, 1955]",0.0,16.0,15.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,0.9375,0.0,0.0,0.0,0.1875,4,False
|
||||
Ted Whiteaway,United Kingdom,[1955],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Graham Whitehead,United Kingdom,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Peter Whitehead,United Kingdom,"[1950, 1951, 1952, 1953, 1954]",0.0,12.0,10.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,0.8333333333333334,0.0,0.08333333333333333,0.0,0.3333333333333333,5,False
|
||||
Bill Whitehouse,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Robin Widdows,United Kingdom,[1968],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eppie Wietzes,Canada,"[1967, 1974]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Mike Wilds,United Kingdom,"[1974, 1975, 1976]",0.0,8.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.375,0.0,0.0,0.0,0.0,3,False
|
||||
Jonathan Williams,United Kingdom,[1967],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Roger Williamson,United Kingdom,[1973],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dempsey Wilson,United States,"[1958, 1960]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Desiré Wilson,South Africa,[1980],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Justin Wilson,United Kingdom,[2003],0.0,16.0,16.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0625,1,False
|
||||
Vic Wilson,United Kingdom,"[1960, 1966]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Joachim Winkelhock,West Germany,[1989],0.0,7.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Manfred Winkelhock,West Germany,"[1980, 1982, 1983, 1984, 1985]",0.0,56.0,47.0,0.0,0.0,0.0,0.0,2.0,False,,1980,0.0,0.8392857142857143,0.0,0.0,0.0,0.03571428571428571,5,False
|
||||
Markus Winkelhock,Germany,[2007],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Reine Wisell,Sweden,"[1970, 1971, 1972, 1973, 1974]",0.0,23.0,22.0,0.0,0.0,1.0,0.0,13.0,False,,1970,0.0,0.9565217391304348,0.0,0.043478260869565216,0.0,0.5652173913043478,5,False
|
||||
Roelof Wunderink,Netherlands,[1975],0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Alexander Wurz,Austria,"[1997, 1998, 1999, 2000, 2005, 2007]",0.0,69.0,69.0,0.0,0.0,3.0,1.0,45.0,False,,2000,0.0,1.0,0.0,0.043478260869565216,0.014492753623188406,0.6521739130434783,6,False
|
||||
Sakon Yamamoto,Japan,"[2006, 2007, 2010]",0.0,21.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Alex Yoong,Malaysia,"[2001, 2002]",0.0,18.0,14.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.7777777777777778,0.0,0.0,0.0,0.0,2,False
|
||||
Alessandro Zanardi,Italy,"[1991, 1992, 1993, 1994, 1999]",0.0,44.0,41.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.9318181818181818,0.0,0.0,0.0,0.022727272727272728,5,False
|
||||
Emilio Zapico,Spain,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Zhou Guanyu,China,[2022],0.0,23.0,23.0,0.0,0.0,0.0,2.0,6.0,True,,2020,0.0,1.0,0.0,0.0,0.08695652173913043,0.2608695652173913,1,False
|
||||
Ricardo Zonta,Brazil,"[1999, 2000, 2001, 2004, 2005]",0.0,37.0,36.0,0.0,0.0,0.0,0.0,3.0,False,,2000,0.0,0.972972972972973,0.0,0.0,0.0,0.08108108108108109,5,False
|
||||
Renzo Zorzi,Italy,"[1975, 1976, 1977]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.14285714285714285,3,False
|
||||
Ricardo Zunino,Argentina,"[1979, 1980, 1981]",0.0,11.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.9090909090909091,0.0,0.0,0.0,0.0,3,False
|
||||
|
26
ilbekov_dmitriy_lab_4/README.md
Normal file
26
ilbekov_dmitriy_lab_4/README.md
Normal file
@@ -0,0 +1,26 @@
|
||||
# Лабораторная работа 4
|
||||
### Вариант 10
|
||||
|
||||
### Задание:
|
||||
- Используя данные из "F1DriversDataset.csv" сформулировать задачу, решаемую кластеризацией: Выделить 3 группы гонщиков ("условно" легендарные, выдающиеся, обыкновенные) с похожими достижениями в гонках и определить характеристики каждой группы
|
||||
### Алгоритм кластеризации:
|
||||
- K-means (по варианту)
|
||||
### Запуск
|
||||
- Запустить файл lab4.py
|
||||
|
||||
### Технологии
|
||||
- Язык - 'Python'
|
||||
- Библиотеки sklearn, numpy, pandas, matplotlib
|
||||
|
||||
### Что делает
|
||||
- Программа реализовывает кластеризацию алгоритмом k-means, в результате чего мы получаем 3 кластера гонщиков (с определенными характеристиками для каждого кластера)
|
||||
- Программа также оценивает качество кластеризации, используя Индекс силуэта (Метрика, которая измеряет, насколько каждый объект в кластере похож на свой собственный кластер по сравнению с другими кластерами. Вычисление индекса силуэта включает в себя вычисление среднего значения коэффициента силуэта для всех объектов. Чем ближе значение индекса силуэта к 1, тем лучше кластеризация.)
|
||||
- Программа выводит график, позволяющий визуально понять, как прошла кластеризация
|
||||
|
||||
### Пример работы
|
||||
Пример работы представлен в виде скриншотов:
|
||||
|
||||
|
||||
|
||||
|
||||
Как мы видим кластеризация помолга нам распределить гонщиков на 3 группы и определить характеристики групп, оценка качества кластеризации - 0.77, что довольно хороший показатель, значит алгоритм K-means справился со своей задачей
|
||||
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ilbekov_dmitriy_lab_4/console.jpg
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ilbekov_dmitriy_lab_4/graphics.png
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41
ilbekov_dmitriy_lab_4/lab4.py
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ilbekov_dmitriy_lab_4/lab4.py
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|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
from sklearn.cluster import KMeans
|
||||
import matplotlib.pyplot as plt
|
||||
from sklearn.metrics import silhouette_score
|
||||
|
||||
# Загрузка данных
|
||||
data = pd.read_csv("F1DriversDataset.csv")
|
||||
|
||||
# Выбор признаков для кластеризации
|
||||
features = ['Championships', 'Race_Entries', 'Race_Starts', 'Pole_Positions', 'Race_Wins', 'Podiums', 'Fastest_Laps']
|
||||
X = data[features]
|
||||
|
||||
# Применение алгоритма K-means
|
||||
k = 3 # количество кластеров
|
||||
kmeans = KMeans(n_clusters=k)
|
||||
kmeans.fit(X)
|
||||
|
||||
# Оценка качества кластеризации (Индекс силуэта)
|
||||
silhouette_avg = silhouette_score(X, kmeans.labels_)
|
||||
print("Средний индекс силуэта: ", silhouette_avg, "\n")
|
||||
|
||||
# Анализ полученных кластеров
|
||||
cluster_centers = kmeans.cluster_centers_
|
||||
labels = kmeans.labels_
|
||||
for i in range(k):
|
||||
cluster_indices = np.where(labels == i)[0]
|
||||
cluster_size = len(cluster_indices)
|
||||
print(f"Кластер {i+1}: {cluster_size} гонщиков")
|
||||
print("Средние значения признаков:")
|
||||
for j, feature in enumerate(features):
|
||||
print(f"{feature}: {cluster_centers[i][j]}")
|
||||
print()
|
||||
|
||||
|
||||
# Визуализация результатов кластеризации
|
||||
plt.scatter(X['Championships'], X['Race_Wins'], c=kmeans.labels_)
|
||||
plt.xlabel('Championships')
|
||||
plt.ylabel('Race_Wins')
|
||||
plt.title('K-means Clustering of F1 Drivers')
|
||||
plt.show()
|
||||
869
ilbekov_dmitriy_lab_5/F1DriversDataset.csv
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869
ilbekov_dmitriy_lab_5/F1DriversDataset.csv
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|
||||
Driver,Nationality,Seasons,Championships,Race_Entries,Race_Starts,Pole_Positions,Race_Wins,Podiums,Fastest_Laps,Points,Active,Championship Years,Decade,Pole_Rate,Start_Rate,Win_Rate,Podium_Rate,FastLap_Rate,Points_Per_Entry,Years_Active,Champion
|
||||
Carlo Abate,Italy,"[1962, 1963]",0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
George Abecassis,United Kingdom,"[1951, 1952]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kenny Acheson,United Kingdom,"[1983, 1985]",0.0,10.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.3,0.0,0.0,0.0,0.0,2,False
|
||||
Andrea de Adamich,Italy,"[1968, 1970, 1971, 1972, 1973]",0.0,36.0,30.0,0.0,0.0,0.0,0.0,6.0,False,,1970,0.0,0.8333333333333334,0.0,0.0,0.0,0.16666666666666666,5,False
|
||||
Philippe Adams,Belgium,[1994],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Walt Ader,United States,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Kurt Adolff,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fred Agabashian,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957]",0.0,9.0,8.0,1.0,0.0,0.0,0.0,1.5,False,,1950,0.1111111111111111,0.8888888888888888,0.0,0.0,0.0,0.16666666666666666,8,False
|
||||
Kurt Ahrens Jr.,West Germany,"[1966, 1967, 1968, 1969]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Jack Aitken,United Kingdom,[2020],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Christijan Albers,Netherlands,"[2005, 2006, 2007]",0.0,46.0,46.0,0.0,0.0,0.0,0.0,4.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.08695652173913043,3,False
|
||||
Alexander Albon,Thailand,"[2019, 2020, 2022]",0.0,61.0,60.0,0.0,0.0,2.0,0.0,202.0,True,,2020,0.0,0.9836065573770492,0.0,0.03278688524590164,0.0,3.3114754098360657,3,False
|
||||
Michele Alboreto,Italy,"[1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994]",0.0,215.0,194.0,2.0,5.0,23.0,5.0,186.5,False,,1990,0.009302325581395349,0.9023255813953488,0.023255813953488372,0.10697674418604651,0.023255813953488372,0.8674418604651163,14,False
|
||||
Jean Alesi,France,"[1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001]",0.0,202.0,201.0,2.0,1.0,32.0,4.0,241.0,False,,2000,0.009900990099009901,0.995049504950495,0.0049504950495049506,0.15841584158415842,0.019801980198019802,1.193069306930693,13,False
|
||||
Jaime Alguersuari,Spain,"[2009, 2010, 2011]",0.0,46.0,46.0,0.0,0.0,0.0,0.0,31.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.6739130434782609,3,False
|
||||
Philippe Alliot,France,"[1984, 1985, 1986, 1987, 1988, 1989, 1990, 1993, 1994]",0.0,116.0,109.0,0.0,0.0,0.0,0.0,7.0,False,,1990,0.0,0.9396551724137931,0.0,0.0,0.0,0.0603448275862069,9,False
|
||||
Cliff Allison,United Kingdom,"[1958, 1959, 1960, 1961]",0.0,18.0,16.0,0.0,0.0,1.0,0.0,11.0,False,,1960,0.0,0.8888888888888888,0.0,0.05555555555555555,0.0,0.6111111111111112,4,False
|
||||
Fernando Alonso,Spain,"[2001, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2021, 2022]",2.0,359.0,356.0,22.0,32.0,99.0,23.0,2076.0,True,"[2005, 2006]",2010,0.06128133704735376,0.9916434540389972,0.08913649025069638,0.2757660167130919,0.06406685236768803,5.782729805013927,19,True
|
||||
Giovanna Amati,Italy,[1992],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
George Amick,United States,[1958],0.0,2.0,1.0,0.0,0.0,1.0,0.0,6.0,False,,1960,0.0,0.5,0.0,0.5,0.0,3.0,1,False
|
||||
Red Amick,United States,"[1959, 1960]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Chris Amon,New Zealand,"[1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976]",0.0,108.0,96.0,5.0,0.0,11.0,3.0,83.0,False,,1970,0.046296296296296294,0.8888888888888888,0.0,0.10185185185185185,0.027777777777777776,0.7685185185185185,14,False
|
||||
Bob Anderson,United Kingdom,"[1963, 1964, 1965, 1966, 1967]",0.0,29.0,25.0,0.0,0.0,1.0,0.0,8.0,False,,1960,0.0,0.8620689655172413,0.0,0.034482758620689655,0.0,0.27586206896551724,5,False
|
||||
Conny Andersson,Sweden,"[1976, 1977]",0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.2,0.0,0.0,0.0,0.0,2,False
|
||||
Emil Andres,United States,[1950],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mario Andretti,United States,"[1968, 1969, 1970, 1971, 1972, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982]",1.0,131.0,128.0,18.0,12.0,19.0,10.0,180.0,False,[1978],1980,0.13740458015267176,0.9770992366412213,0.0916030534351145,0.1450381679389313,0.07633587786259542,1.3740458015267176,14,True
|
||||
Michael Andretti,United States,[1993],0.0,13.0,13.0,0.0,0.0,1.0,0.0,7.0,False,,1990,0.0,1.0,0.0,0.07692307692307693,0.0,0.5384615384615384,1,False
|
||||
Keith Andrews,United States,"[1955, 1956]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Elio de Angelis,Italy,"[1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,109.0,108.0,3.0,2.0,9.0,0.0,122.0,False,,1980,0.027522935779816515,0.9908256880733946,0.01834862385321101,0.08256880733944955,0.0,1.1192660550458715,8,False
|
||||
Marco Apicella,Italy,[1993],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mário de Araújo Cabral,Portugal,"[1959, 1960, 1963, 1964]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,4,False
|
||||
Frank Armi,United States,[1954],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Chuck Arnold,United States,[1959],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
René Arnoux,France,"[1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,164.0,149.0,18.0,7.0,22.0,12.0,181.0,False,,1980,0.10975609756097561,0.9085365853658537,0.042682926829268296,0.13414634146341464,0.07317073170731707,1.103658536585366,12,False
|
||||
Peter Arundell,United Kingdom,"[1963, 1964, 1966]",0.0,13.0,11.0,0.0,0.0,2.0,0.0,12.0,False,,1960,0.0,0.8461538461538461,0.0,0.15384615384615385,0.0,0.9230769230769231,3,False
|
||||
Alberto Ascari,Italy,"[1950, 1951, 1952, 1953, 1954, 1955]",2.0,33.0,32.0,14.0,13.0,17.0,12.0,107.64,False,"[1952, 1953]",1950,0.42424242424242425,0.9696969696969697,0.3939393939393939,0.5151515151515151,0.36363636363636365,3.2618181818181817,6,True
|
||||
Peter Ashdown,United Kingdom,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ian Ashley,United Kingdom,"[1974, 1975, 1976, 1977]",0.0,11.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.36363636363636365,0.0,0.0,0.0,0.0,4,False
|
||||
Gerry Ashmore,United Kingdom,"[1961, 1962]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,2,False
|
||||
Bill Aston,United Kingdom,[1952],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Richard Attwood,United Kingdom,"[1964, 1965, 1967, 1968, 1969]",0.0,17.0,16.0,0.0,0.0,1.0,1.0,11.0,False,,1970,0.0,0.9411764705882353,0.0,0.058823529411764705,0.058823529411764705,0.6470588235294118,5,False
|
||||
Manny Ayulo,United States,"[1951, 1952, 1953, 1954]",0.0,6.0,4.0,0.0,0.0,1.0,0.0,2.0,False,,1950,0.0,0.6666666666666666,0.0,0.16666666666666666,0.0,0.3333333333333333,4,False
|
||||
Luca Badoer,Italy,"[1993, 1995, 1996, 1999, 2009]",0.0,58.0,50.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.8620689655172413,0.0,0.0,0.0,0.0,5,False
|
||||
Giancarlo Baghetti,Italy,"[1961, 1962, 1963, 1964, 1965, 1966, 1967]",0.0,21.0,21.0,0.0,1.0,1.0,1.0,14.0,False,,1960,0.0,1.0,0.047619047619047616,0.047619047619047616,0.047619047619047616,0.6666666666666666,7,False
|
||||
Julian Bailey,United Kingdom,"[1988, 1991]",0.0,20.0,7.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.35,0.0,0.0,0.0,0.05,2,False
|
||||
Mauro Baldi,Italy,"[1982, 1983, 1984, 1985]",0.0,41.0,36.0,0.0,0.0,0.0,0.0,5.0,False,,1980,0.0,0.8780487804878049,0.0,0.0,0.0,0.12195121951219512,4,False
|
||||
Bobby Ball,United States,"[1951, 1952]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.0,2,False
|
||||
Marcel Balsa,France,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lorenzo Bandini,Italy,"[1961, 1962, 1963, 1964, 1965, 1966, 1967]",0.0,42.0,42.0,1.0,1.0,8.0,2.0,58.0,False,,1960,0.023809523809523808,1.0,0.023809523809523808,0.19047619047619047,0.047619047619047616,1.380952380952381,7,False
|
||||
Henry Banks,United States,"[1950, 1951, 1952]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Fabrizio Barbazza,Italy,"[1991, 1993]",0.0,20.0,8.0,0.0,0.0,0.0,0.0,2.0,False,,1990,0.0,0.4,0.0,0.0,0.0,0.1,2,False
|
||||
John Barber,United Kingdom,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Skip Barber,United States,"[1971, 1972]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,2,False
|
||||
Paolo Barilla,Italy,"[1989, 1990]",0.0,15.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.6,0.0,0.0,0.0,0.0,2,False
|
||||
Rubens Barrichello,Brazil,"[1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011]",0.0,326.0,322.0,14.0,11.0,68.0,17.0,658.0,False,,2000,0.04294478527607362,0.9877300613496932,0.03374233128834356,0.2085889570552147,0.05214723926380368,2.01840490797546,19,False
|
||||
Michael Bartels,Germany,[1991],0.0,4.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Edgar Barth,"East Germany, West Germany","[1953, 1957, 1958, 1960, 1961, 1964]",0.0,7.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,6,False
|
||||
Giorgio Bassi,Italy,[1965],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Erwin Bauer,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Zsolt Baumgartner,Hungary,"[2003, 2004]",0.0,20.0,20.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.05,2,False
|
||||
Élie Bayol,France,"[1952, 1953, 1954, 1955, 1956]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.25,5,False
|
||||
Don Beauman,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Karl-Günther Bechem[g],West Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Jean Behra,France,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959]",0.0,53.0,52.0,0.0,0.0,9.0,1.0,51.14,False,,1960,0.0,0.9811320754716981,0.0,0.16981132075471697,0.018867924528301886,0.9649056603773585,8,False
|
||||
Derek Bell,United Kingdom,"[1968, 1969, 1970, 1971, 1972, 1974]",0.0,16.0,9.0,0.0,0.0,0.0,0.0,1.0,False,,1970,0.0,0.5625,0.0,0.0,0.0,0.0625,6,False
|
||||
Stefan Bellof,West Germany,"[1984, 1985]",0.0,22.0,20.0,0.0,0.0,0.0,0.0,4.0,False,,1980,0.0,0.9090909090909091,0.0,0.0,0.0,0.18181818181818182,2,False
|
||||
Paul Belmondo,France,"[1992, 1994]",0.0,27.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.25925925925925924,0.0,0.0,0.0,0.0,2,False
|
||||
Tom Belsø,Denmark,"[1973, 1974]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Jean-Pierre Beltoise,France,"[1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974]",0.0,88.0,86.0,0.0,1.0,8.0,4.0,77.0,False,,1970,0.0,0.9772727272727273,0.011363636363636364,0.09090909090909091,0.045454545454545456,0.875,8,False
|
||||
Olivier Beretta,Monaco,[1994],0.0,10.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.9,0.0,0.0,0.0,0.0,1,False
|
||||
Allen Berg,Canada,[1986],0.0,9.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Georges Berger,Belgium,"[1953, 1954]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Gerhard Berger,Austria,"[1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997]",0.0,210.0,210.0,12.0,10.0,48.0,21.0,385.0,False,,1990,0.05714285714285714,1.0,0.047619047619047616,0.22857142857142856,0.1,1.8333333333333333,14,False
|
||||
Éric Bernard,France,"[1989, 1990, 1991, 1994]",0.0,47.0,45.0,0.0,0.0,1.0,0.0,10.0,False,,1990,0.0,0.9574468085106383,0.0,0.02127659574468085,0.0,0.2127659574468085,4,False
|
||||
Enrique Bernoldi,Brazil,"[2001, 2002]",0.0,29.0,28.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9655172413793104,0.0,0.0,0.0,0.0,2,False
|
||||
Enrico Bertaggia,Italy,[1989],0.0,6.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Bettenhausen,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,11.0,11.0,0.0,0.0,1.0,1.0,11.0,False,,1960,0.0,1.0,0.0,0.09090909090909091,0.09090909090909091,1.0,11,False
|
||||
Mike Beuttler,United Kingdom,"[1971, 1972, 1973]",0.0,29.0,28.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.9655172413793104,0.0,0.0,0.0,0.0,3,False
|
||||
Birabongse Bhanudej,Thailand,"[1950, 1951, 1952, 1953, 1954]",0.0,19.0,19.0,0.0,0.0,0.0,0.0,8.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.42105263157894735,5,False
|
||||
Jules Bianchi,France,"[2013, 2014]",0.0,34.0,34.0,0.0,0.0,0.0,0.0,2.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.058823529411764705,2,False
|
||||
Lucien Bianchi,Belgium,"[1959, 1960, 1961, 1962, 1963, 1965, 1968]",0.0,19.0,17.0,0.0,0.0,1.0,0.0,6.0,False,,1960,0.0,0.8947368421052632,0.0,0.05263157894736842,0.0,0.3157894736842105,7,False
|
||||
Gino Bianco,Brazil,[1952],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Hans Binder,Austria,"[1976, 1977, 1978]",0.0,15.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.8666666666666667,0.0,0.0,0.0,0.0,3,False
|
||||
Clemente Biondetti,Italy,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pablo Birger,Argentina,"[1953, 1955]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Art Bisch,United States,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Harry Blanchard,United States,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Michael Bleekemolen,Netherlands,"[1977, 1978]",0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.2,0.0,0.0,0.0,0.0,2,False
|
||||
Alex Blignaut,South Africa,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Trevor Blokdyk,South Africa,"[1963, 1965]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Mark Blundell,United Kingdom,"[1991, 1993, 1994, 1995]",0.0,63.0,61.0,0.0,0.0,3.0,0.0,32.0,False,,1990,0.0,0.9682539682539683,0.0,0.047619047619047616,0.0,0.5079365079365079,4,False
|
||||
Raul Boesel,Brazil,"[1982, 1983]",0.0,30.0,23.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7666666666666667,0.0,0.0,0.0,0.0,2,False
|
||||
Menato Boffa,Italy,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Bondurant,United States,"[1965, 1966]",0.0,9.0,9.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.3333333333333333,2,False
|
||||
Felice Bonetto,Italy,"[1950, 1951, 1952, 1953]",0.0,16.0,15.0,0.0,0.0,2.0,0.0,17.5,False,,1950,0.0,0.9375,0.0,0.125,0.0,1.09375,4,False
|
||||
Jo Bonnier,Sweden,"[1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971]",0.0,108.0,104.0,1.0,1.0,1.0,0.0,39.0,False,,1960,0.009259259259259259,0.9629629629629629,0.009259259259259259,0.009259259259259259,0.0,0.3611111111111111,16,False
|
||||
Roberto Bonomi,Argentina,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Juan Manuel Bordeu,Argentina,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Slim Borgudd,Sweden,"[1981, 1982]",0.0,15.0,10.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,0.6666666666666666,0.0,0.0,0.0,0.06666666666666667,2,False
|
||||
Luki Botha,South Africa,[1967],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Valtteri Bottas,Finland,"[2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,202.0,201.0,20.0,10.0,67.0,19.0,1791.0,True,,2020,0.09900990099009901,0.995049504950495,0.04950495049504951,0.3316831683168317,0.09405940594059406,8.866336633663366,10,False
|
||||
Jean-Christophe Boullion,France,[1995],0.0,11.0,11.0,0.0,0.0,0.0,0.0,3.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.2727272727272727,1,False
|
||||
Sébastien Bourdais,France,"[2008, 2009]",0.0,27.0,27.0,0.0,0.0,0.0,0.0,6.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.2222222222222222,2,False
|
||||
Thierry Boutsen,Belgium,"[1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993]",0.0,164.0,163.0,1.0,3.0,15.0,1.0,132.0,False,,1990,0.006097560975609756,0.9939024390243902,0.018292682926829267,0.09146341463414634,0.006097560975609756,0.8048780487804879,11,False
|
||||
Johnny Boyd,United States,"[1955, 1956, 1957, 1958, 1959, 1960]",0.0,6.0,6.0,0.0,0.0,1.0,0.0,4.0,False,,1960,0.0,1.0,0.0,0.16666666666666666,0.0,0.6666666666666666,6,False
|
||||
David Brabham,Australia,"[1990, 1994]",0.0,30.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8,0.0,0.0,0.0,0.0,2,False
|
||||
Gary Brabham,Australia,[1990],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jack Brabham,Australia,"[1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970]",3.0,128.0,126.0,13.0,14.0,31.0,12.0,253.0,False,"[1959, 1960, 1966]",1960,0.1015625,0.984375,0.109375,0.2421875,0.09375,1.9765625,16,True
|
||||
Bill Brack,Canada,"[1968, 1969, 1972]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Ernesto Brambilla,Italy,"[1963, 1969]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Vittorio Brambilla,Italy,"[1974, 1975, 1976, 1977, 1978, 1979, 1980]",0.0,79.0,74.0,1.0,1.0,1.0,1.0,15.5,False,,1980,0.012658227848101266,0.9367088607594937,0.012658227848101266,0.012658227848101266,0.012658227848101266,0.1962025316455696,7,False
|
||||
Toni Branca,Switzerland,"[1950, 1951]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Gianfranco Brancatelli,Italy,[1979],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eric Brandon,United Kingdom,"[1952, 1954]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Don Branson,United States,"[1959, 1960]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,1.0,0.0,0.0,0.0,1.5,2,False
|
||||
Tom Bridger,United Kingdom,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Brise,United Kingdom,[1975],0.0,10.0,10.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.1,1,False
|
||||
Chris Bristow,United Kingdom,"[1959, 1960]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Peter Broeker,Canada,[1963],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Brooks,United Kingdom,"[1956, 1957, 1958, 1959, 1960, 1961]",0.0,39.0,38.0,3.0,6.0,10.0,3.0,75.0,False,,1960,0.07692307692307693,0.9743589743589743,0.15384615384615385,0.2564102564102564,0.07692307692307693,1.9230769230769231,6,False
|
||||
Alan Brown,United Kingdom,"[1952, 1953, 1954]",0.0,9.0,8.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,0.8888888888888888,0.0,0.0,0.0,0.2222222222222222,3,False
|
||||
Walt Brown,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Warwick Brown,Australia,[1976],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Adolf Brudes,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Martin Brundle,United Kingdom,"[1984, 1985, 1986, 1987, 1988, 1989, 1991, 1992, 1993, 1994, 1995, 1996]",0.0,165.0,158.0,0.0,0.0,9.0,0.0,98.0,False,,1990,0.0,0.9575757575757575,0.0,0.05454545454545454,0.0,0.593939393939394,12,False
|
||||
Gianmaria Bruni,Italy,[2004],0.0,18.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jimmy Bryan,United States,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,10.0,9.0,0.0,1.0,3.0,0.0,18.0,False,,1960,0.0,0.9,0.1,0.3,0.0,1.8,9,False
|
||||
Clemar Bucci,Argentina,"[1954, 1955]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ronnie Bucknum,United States,"[1964, 1965, 1966]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.18181818181818182,3,False
|
||||
Ivor Bueb,United Kingdom,"[1957, 1958, 1959]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,3,False
|
||||
Sébastien Buemi,Switzerland,"[2009, 2010, 2011]",0.0,55.0,55.0,0.0,0.0,0.0,0.0,29.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.5272727272727272,3,False
|
||||
Luiz Bueno,Brazil,[1973],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ian Burgess,United Kingdom,"[1958, 1959, 1960, 1961, 1962, 1963]",0.0,20.0,16.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,6,False
|
||||
Luciano Burti,Brazil,"[2000, 2001]",0.0,15.0,14.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9333333333333333,0.0,0.0,0.0,0.0,2,False
|
||||
Roberto Bussinello,Italy,"[1961, 1965]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Jenson Button,United Kingdom,"[2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017]",1.0,309.0,306.0,8.0,15.0,50.0,8.0,1235.0,False,[2009],2010,0.025889967637540454,0.9902912621359223,0.04854368932038835,0.16181229773462782,0.025889967637540454,3.9967637540453076,18,True
|
||||
Tommy Byrne,Ireland,[1982],0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4,0.0,0.0,0.0,0.0,1,False
|
||||
Giulio Cabianca,Italy,"[1958, 1959, 1960]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.75,3,False
|
||||
Phil Cade,United States,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alex Caffi,Italy,"[1986, 1987, 1988, 1989, 1990, 1991]",0.0,75.0,56.0,0.0,0.0,0.0,0.0,6.0,False,,1990,0.0,0.7466666666666667,0.0,0.0,0.0,0.08,6,False
|
||||
John Campbell-Jones,United Kingdom,"[1962, 1963]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Adrián Campos,Spain,"[1987, 1988]",0.0,21.0,17.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8095238095238095,0.0,0.0,0.0,0.0,2,False
|
||||
John Cannon,Canada,[1971],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eitel Cantoni,Uruguay,[1952],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Cantrell,United States,[1950],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Ivan Capelli,Italy,"[1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993]",0.0,98.0,93.0,0.0,0.0,3.0,0.0,31.0,False,,1990,0.0,0.9489795918367347,0.0,0.030612244897959183,0.0,0.3163265306122449,9,False
|
||||
Piero Carini,Italy,"[1952, 1953]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Duane Carter,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1959, 1960]",0.0,8.0,8.0,0.0,0.0,1.0,0.0,6.5,False,,1950,0.0,1.0,0.0,0.125,0.0,0.8125,8,False
|
||||
Eugenio Castellotti,Italy,"[1955, 1956, 1957]",0.0,14.0,14.0,1.0,0.0,3.0,0.0,19.5,False,,1960,0.07142857142857142,1.0,0.0,0.21428571428571427,0.0,1.3928571428571428,3,False
|
||||
Johnny Cecotto,Venezuela,"[1983, 1984]",0.0,23.0,18.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,0.782608695652174,0.0,0.0,0.0,0.043478260869565216,2,False
|
||||
Andrea de Cesaris,Italy,"[1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994]",0.0,214.0,208.0,1.0,0.0,5.0,1.0,59.0,False,,1990,0.004672897196261682,0.9719626168224299,0.0,0.02336448598130841,0.004672897196261682,0.2757009345794392,15,False
|
||||
François Cevert,France,"[1970, 1971, 1972, 1973]",0.0,47.0,46.0,0.0,1.0,13.0,2.0,89.0,False,,1970,0.0,0.9787234042553191,0.02127659574468085,0.2765957446808511,0.0425531914893617,1.8936170212765957,4,False
|
||||
Eugène Chaboud,France,"[1950, 1951]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,1.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.3333333333333333,2,False
|
||||
Jay Chamberlain,United States,[1962],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Karun Chandhok,India,"[2010, 2011]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Alain de Changy,Belgium,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Colin Chapman,United Kingdom,[1956],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dave Charlton,South Africa,"[1965, 1967, 1968, 1970, 1971, 1972, 1973, 1974, 1975]",0.0,14.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.7857142857142857,0.0,0.0,0.0,0.0,9,False
|
||||
Pedro Chaves,Portugal,[1991],0.0,13.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Cheesbourg,United States,"[1957, 1958, 1959]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
Eddie Cheever,United States,"[1978, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,143.0,132.0,0.0,0.0,9.0,0.0,70.0,False,,1980,0.0,0.9230769230769231,0.0,0.06293706293706294,0.0,0.48951048951048953,11,False
|
||||
Andrea Chiesa,Switzerland,[1992],0.0,10.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.3,0.0,0.0,0.0,0.0,1,False
|
||||
Max Chilton,United Kingdom,"[2013, 2014]",0.0,35.0,35.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ettore Chimeri,Venezuela,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Louis Chiron,Monaco,"[1950, 1951, 1953, 1955, 1956, 1958]",0.0,19.0,15.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,0.7894736842105263,0.0,0.05263157894736842,0.0,0.21052631578947367,6,False
|
||||
Joie Chitwood,United States,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.0,1,False
|
||||
Bob Christie,United States,"[1956, 1957, 1958, 1959, 1960]",0.0,7.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,5,False
|
||||
Johnny Claes,Belgium,"[1950, 1951, 1952, 1953, 1955]",0.0,25.0,23.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.92,0.0,0.0,0.0,0.0,5,False
|
||||
David Clapham,South Africa,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jim Clark,United Kingdom,"[1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968]",2.0,73.0,72.0,33.0,25.0,32.0,28.0,255.0,False,"[1963, 1965]",1960,0.4520547945205479,0.9863013698630136,0.3424657534246575,0.4383561643835616,0.3835616438356164,3.493150684931507,9,True
|
||||
Kevin Cogan,United States,"[1980, 1981]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Peter Collins,United Kingdom,"[1952, 1953, 1954, 1955, 1956, 1957, 1958]",0.0,35.0,32.0,0.0,3.0,9.0,0.0,47.0,False,,1960,0.0,0.9142857142857143,0.08571428571428572,0.2571428571428571,0.0,1.3428571428571427,7,False
|
||||
Bernard Collomb,France,"[1961, 1962, 1963, 1964]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,4,False
|
||||
Alberto Colombo,Italy,[1978],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Érik Comas,France,"[1991, 1992, 1993, 1994]",0.0,63.0,59.0,0.0,0.0,0.0,0.0,7.0,False,,1990,0.0,0.9365079365079365,0.0,0.0,0.0,0.1111111111111111,4,False
|
||||
Franco Comotti,Italy,"[1950, 1952]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
George Connor,United States,"[1950, 1951, 1952]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
George Constantine,United States,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
John Cordts,Canada,[1969],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
David Coulthard,United Kingdom,"[1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008]",0.0,247.0,246.0,12.0,13.0,62.0,18.0,535.0,False,,2000,0.048582995951417005,0.9959514170040485,0.05263157894736842,0.25101214574898784,0.0728744939271255,2.165991902834008,15,False
|
||||
Piers Courage,United Kingdom,"[1967, 1968, 1969, 1970]",0.0,29.0,27.0,0.0,0.0,2.0,0.0,20.0,False,,1970,0.0,0.9310344827586207,0.0,0.06896551724137931,0.0,0.6896551724137931,4,False
|
||||
Chris Craft,United Kingdom,[1971],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jim Crawford,United Kingdom,[1975],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ray Crawford,United States,"[1955, 1956, 1959]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Alberto Crespo,Argentina,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Antonio Creus,Spain,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Larry Crockett,United States,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Crook,United Kingdom,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Art Cross,United States,"[1952, 1953, 1954, 1955]",0.0,4.0,4.0,0.0,0.0,1.0,0.0,8.0,False,,1950,0.0,1.0,0.0,0.25,0.0,2.0,4,False
|
||||
Geoffrey Crossley,United Kingdom,[1950],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jérôme d'Ambrosio,Belgium,"[2011, 2012]",0.0,20.0,20.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Chuck Daigh,United States,[1960],0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Yannick Dalmas,France,"[1987, 1988, 1989, 1990, 1994]",0.0,49.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.4897959183673469,0.0,0.0,0.0,0.0,5,False
|
||||
Derek Daly,Ireland,"[1978, 1979, 1980, 1981, 1982]",0.0,64.0,49.0,0.0,0.0,0.0,0.0,15.0,False,,1980,0.0,0.765625,0.0,0.0,0.0,0.234375,5,False
|
||||
Christian Danner,West Germany,"[1985, 1986, 1987, 1989]",0.0,47.0,36.0,0.0,0.0,0.0,0.0,4.0,False,,1990,0.0,0.7659574468085106,0.0,0.0,0.0,0.0851063829787234,4,False
|
||||
Jorge Daponte,Argentina,[1954],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Anthony Davidson,United Kingdom,"[2002, 2005, 2007, 2008]",0.0,24.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Jimmy Davies,United States,"[1950, 1951, 1953, 1954, 1955]",0.0,8.0,5.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,0.625,0.0,0.125,0.0,0.5,5,False
|
||||
Colin Davis,United Kingdom,[1959],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jimmy Daywalt,United States,"[1953, 1954, 1955, 1956, 1957, 1959]",0.0,10.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,6,False
|
||||
Jean-Denis Délétraz,Switzerland,"[1994, 1995]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Patrick Depailler,France,"[1972, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",0.0,95.0,95.0,1.0,2.0,19.0,4.0,139.0,False,,1980,0.010526315789473684,1.0,0.021052631578947368,0.2,0.042105263157894736,1.4631578947368422,8,False
|
||||
Pedro Diniz,Brazil,"[1995, 1996, 1997, 1998, 1999, 2000]",0.0,99.0,98.0,0.0,0.0,0.0,0.0,10.0,False,,2000,0.0,0.98989898989899,0.0,0.0,0.0,0.10101010101010101,6,False
|
||||
Duke Dinsmore,United States,"[1950, 1951, 1953, 1956]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,4,False
|
||||
Frank Dochnal,United States,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
José Dolhem,France,[1974],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Martin Donnelly,United Kingdom,"[1989, 1990]",0.0,15.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8666666666666667,0.0,0.0,0.0,0.0,2,False
|
||||
Mark Donohue,United States,"[1971, 1974, 1975]",0.0,16.0,14.0,0.0,0.0,1.0,0.0,8.0,False,,1970,0.0,0.875,0.0,0.0625,0.0,0.5,3,False
|
||||
Robert Doornbos,Monaco Netherlands,"[2005, 2006]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ken Downing,United Kingdom,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Drake,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paddy Driver,South Africa,"[1963, 1974]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Piero Drogo,Italy,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bernard de Dryver,Belgium,"[1977, 1978]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Johnny Dumfries,United Kingdom,[1986],0.0,16.0,15.0,0.0,0.0,0.0,0.0,3.0,False,,1990,0.0,0.9375,0.0,0.0,0.0,0.1875,1,False
|
||||
Geoff Duke,United Kingdom,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Len Duncan,United States,[1954],0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Piero Dusio,Italy,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
George Eaton,Canada,"[1969, 1970, 1971]",0.0,13.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8461538461538461,0.0,0.0,0.0,0.0,3,False
|
||||
Bernie Ecclestone,United Kingdom,[1958],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Don Edmunds,United States,[1957],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Guy Edwards,United Kingdom,"[1974, 1976, 1977]",0.0,17.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6470588235294118,0.0,0.0,0.0,0.0,3,False
|
||||
Vic Elford,United Kingdom,"[1968, 1969, 1971]",0.0,13.0,13.0,0.0,0.0,0.0,0.0,8.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.6153846153846154,3,False
|
||||
Ed Elisian,United States,"[1954, 1955, 1956, 1957, 1958]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Paul Emery,United Kingdom,"[1956, 1958]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Tomáš Enge,Czech Republic,[2001],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paul England,Australia,[1957],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Marcus Ericsson,Sweden,"[2014, 2015, 2016, 2017, 2018]",0.0,97.0,97.0,0.0,0.0,0.0,0.0,18.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.18556701030927836,5,False
|
||||
Harald Ertl,Austria,"[1975, 1976, 1977, 1978, 1980]",0.0,28.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6785714285714286,0.0,0.0,0.0,0.0,5,False
|
||||
Nasif Estéfano,Argentina,"[1960, 1962]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Philippe Étancelin,France,"[1950, 1951, 1952]",0.0,12.0,12.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.25,3,False
|
||||
Bob Evans,United Kingdom,"[1975, 1976]",0.0,12.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,2,False
|
||||
Corrado Fabi,Italy,"[1983, 1984]",0.0,18.0,12.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Teo Fabi,Italy,"[1982, 1984, 1985, 1986, 1987]",0.0,71.0,64.0,3.0,0.0,2.0,2.0,23.0,False,,1980,0.04225352112676056,0.9014084507042254,0.0,0.028169014084507043,0.028169014084507043,0.323943661971831,5,False
|
||||
Pascal Fabre,France,[1987],0.0,14.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.7857142857142857,0.0,0.0,0.0,0.0,1,False
|
||||
Carlo Facetti,Italy,[1974],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Luigi Fagioli,Italy,"[1950, 1951]",0.0,7.0,7.0,0.0,1.0,6.0,0.0,28.0,False,,1950,0.0,1.0,0.14285714285714285,0.8571428571428571,0.0,4.0,2,False
|
||||
Jack Fairman,United Kingdom,"[1953, 1955, 1956, 1957, 1958, 1959, 1960, 1961]",0.0,13.0,12.0,0.0,0.0,0.0,0.0,5.0,False,,1960,0.0,0.9230769230769231,0.0,0.0,0.0,0.38461538461538464,8,False
|
||||
Juan Manuel Fangio,Argentina,"[1950, 1951, 1953, 1954, 1955, 1956, 1957, 1958]",5.0,52.0,51.0,29.0,24.0,35.0,23.0,245.0,False,"[1951, 1954, 1955, 1956, 1957]",1950,0.5576923076923077,0.9807692307692307,0.46153846153846156,0.6730769230769231,0.4423076923076923,4.711538461538462,8,True
|
||||
Nino Farina,Italy,"[1950, 1951, 1952, 1953, 1954, 1955]",1.0,34.0,33.0,5.0,5.0,20.0,5.0,115.33,False,[1950],1950,0.14705882352941177,0.9705882352941176,0.14705882352941177,0.5882352941176471,0.14705882352941177,3.392058823529412,6,True
|
||||
Walt Faulkner,United States,"[1950, 1951, 1953, 1954, 1955]",0.0,6.0,5.0,1.0,0.0,0.0,0.0,1.0,False,,1950,0.16666666666666666,0.8333333333333334,0.0,0.0,0.0,0.16666666666666666,5,False
|
||||
William Ferguson,South Africa,[1972],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Maria Teresa de Filippis,Italy,"[1958, 1959]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,2,False
|
||||
Ralph Firman,Ireland,[2003],0.0,15.0,14.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,0.9333333333333333,0.0,0.0,0.0,0.06666666666666667,1,False
|
||||
Ludwig Fischer,West Germany,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rudi Fischer,Switzerland,"[1951, 1952]",0.0,8.0,7.0,0.0,0.0,2.0,0.0,10.0,False,,1950,0.0,0.875,0.0,0.25,0.0,1.25,2,False
|
||||
Mike Fisher,United States,[1967],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Giancarlo Fisichella,Italy,"[1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009]",0.0,231.0,229.0,4.0,3.0,19.0,2.0,275.0,False,,2000,0.017316017316017316,0.9913419913419913,0.012987012987012988,0.08225108225108226,0.008658008658008658,1.1904761904761905,14,False
|
||||
John Fitch,United States,"[1953, 1955]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Christian Fittipaldi,Brazil,"[1992, 1993, 1994]",0.0,43.0,40.0,0.0,0.0,0.0,0.0,12.0,False,,1990,0.0,0.9302325581395349,0.0,0.0,0.0,0.27906976744186046,3,False
|
||||
Emerson Fittipaldi,Brazil,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",2.0,149.0,144.0,6.0,14.0,35.0,6.0,281.0,False,"[1972, 1974]",1980,0.040268456375838924,0.9664429530201343,0.09395973154362416,0.2348993288590604,0.040268456375838924,1.8859060402684564,11,True
|
||||
Pietro Fittipaldi,Brazil,[2020],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Wilson Fittipaldi,Brazil,"[1972, 1973, 1975]",0.0,38.0,35.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,0.9210526315789473,0.0,0.0,0.0,0.07894736842105263,3,False
|
||||
Theo Fitzau,East Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pat Flaherty,United States,"[1950, 1953, 1954, 1955, 1956, 1959]",0.0,6.0,6.0,1.0,1.0,1.0,0.0,8.0,False,,1950,0.16666666666666666,1.0,0.16666666666666666,0.16666666666666666,0.0,1.3333333333333333,6,False
|
||||
Jan Flinterman,Netherlands,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ron Flockhart,United Kingdom,"[1954, 1956, 1957, 1958, 1959, 1960]",0.0,14.0,14.0,0.0,0.0,1.0,0.0,5.0,False,,1960,0.0,1.0,0.0,0.07142857142857142,0.0,0.35714285714285715,6,False
|
||||
Myron Fohr,United States,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gregor Foitek,Switzerland,"[1989, 1990]",0.0,22.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.3181818181818182,0.0,0.0,0.0,0.0,2,False
|
||||
George Follmer,United States,[1973],0.0,13.0,12.0,0.0,0.0,1.0,0.0,5.0,False,,1970,0.0,0.9230769230769231,0.0,0.07692307692307693,0.0,0.38461538461538464,1,False
|
||||
George Fonder,United States,"[1952, 1954]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Norberto Fontana,Argentina,[1997],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Asdrúbal Fontes Bayardo,Uruguay,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Carl Forberg,United States,[1951],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Gene Force,United States,"[1951, 1960]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Franco Forini,Switzerland,[1987],0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Philip Fotheringham-Parker,United Kingdom,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
A. J. Foyt,United States,"[1958, 1959, 1960]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Giorgio Francia,Italy,"[1977, 1981]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Don Freeland,United States,"[1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,8.0,8.0,0.0,0.0,1.0,0.0,4.0,False,,1960,0.0,1.0,0.0,0.125,0.0,0.5,8,False
|
||||
Heinz-Harald Frentzen,Germany,"[1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003]",0.0,160.0,156.0,2.0,3.0,18.0,6.0,174.0,False,,2000,0.0125,0.975,0.01875,0.1125,0.0375,1.0875,10,False
|
||||
Paul Frère,Belgium,"[1952, 1953, 1954, 1955, 1956]",0.0,11.0,11.0,0.0,0.0,1.0,0.0,11.0,False,,1950,0.0,1.0,0.0,0.09090909090909091,0.0,1.0,5,False
|
||||
Patrick Friesacher,Austria,[2005],0.0,11.0,11.0,0.0,0.0,0.0,0.0,3.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.2727272727272727,1,False
|
||||
Joe Fry,United Kingdom,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Hiroshi Fushida,Japan,[1975],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Beppe Gabbiani,Italy,"[1978, 1981]",0.0,17.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.17647058823529413,0.0,0.0,0.0,0.0,2,False
|
||||
Bertrand Gachot,Belgium France,"[1989, 1990, 1991, 1992, 1994, 1995]",0.0,84.0,47.0,0.0,0.0,0.0,1.0,5.0,False,,1990,0.0,0.5595238095238095,0.0,0.0,0.011904761904761904,0.05952380952380952,6,False
|
||||
Patrick Gaillard,France,[1979],0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4,0.0,0.0,0.0,0.0,1,False
|
||||
Divina Galica,United Kingdom,"[1976, 1978]",0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Nanni Galli,Italy,"[1970, 1971, 1972, 1973]",0.0,20.0,17.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.85,0.0,0.0,0.0,0.0,4,False
|
||||
Oscar Alfredo Gálvez,Argentina,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,2.0,1,False
|
||||
Fred Gamble,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Howden Ganley,New Zealand,"[1971, 1972, 1973, 1974]",0.0,41.0,35.0,0.0,0.0,0.0,0.0,10.0,False,,1970,0.0,0.8536585365853658,0.0,0.0,0.0,0.24390243902439024,4,False
|
||||
Giedo van der Garde,Netherlands,[2013],0.0,19.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Frank Gardner,Australia,"[1964, 1965, 1968]",0.0,9.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8888888888888888,0.0,0.0,0.0,0.0,3,False
|
||||
Billy Garrett,United States,"[1956, 1958]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Jo Gartner,Austria,[1984],0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pierre Gasly,France,"[2017, 2018, 2019, 2020, 2021, 2022]",0.0,109.0,109.0,0.0,1.0,3.0,3.0,334.0,True,,2020,0.0,1.0,0.009174311926605505,0.027522935779816515,0.027522935779816515,3.0642201834862384,6,False
|
||||
Tony Gaze,Australia,[1952],0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.75,0.0,0.0,0.0,0.0,1,False
|
||||
Geki,Italy,"[1964, 1965, 1966]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Olivier Gendebien,Belgium,"[1956, 1958, 1959, 1960, 1961]",0.0,15.0,14.0,0.0,0.0,2.0,0.0,18.0,False,,1960,0.0,0.9333333333333333,0.0,0.13333333333333333,0.0,1.2,5,False
|
||||
Marc Gené,Spain,"[1999, 2000, 2003, 2004]",0.0,36.0,36.0,0.0,0.0,0.0,0.0,5.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.1388888888888889,4,False
|
||||
Elmer George,United States,[1957],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Gerard,United Kingdom,"[1950, 1951, 1953, 1954, 1956, 1957]",0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,6,False
|
||||
Gerino Gerini,Italy,"[1956, 1958]",0.0,7.0,6.0,0.0,0.0,0.0,0.0,1.5,False,,1960,0.0,0.8571428571428571,0.0,0.0,0.0,0.21428571428571427,2,False
|
||||
Peter Gethin,United Kingdom,"[1970, 1971, 1972, 1973, 1974]",0.0,31.0,30.0,0.0,1.0,1.0,0.0,11.0,False,,1970,0.0,0.967741935483871,0.03225806451612903,0.03225806451612903,0.0,0.3548387096774194,5,False
|
||||
Piercarlo Ghinzani,Italy,"[1981, 1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,111.0,74.0,0.0,0.0,0.0,0.0,2.0,False,,1990,0.0,0.6666666666666666,0.0,0.0,0.0,0.018018018018018018,8,False
|
||||
Bruno Giacomelli,Italy,"[1977, 1978, 1979, 1980, 1981, 1982, 1983, 1990]",0.0,82.0,69.0,1.0,0.0,1.0,0.0,14.0,False,,1980,0.012195121951219513,0.8414634146341463,0.0,0.012195121951219513,0.0,0.17073170731707318,8,False
|
||||
Dick Gibson,United Kingdom,"[1957, 1958]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Gimax,Italy,[1978],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Richie Ginther,United States,"[1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967]",0.0,54.0,52.0,0.0,1.0,14.0,3.0,102.0,False,,1960,0.0,0.9629629629629629,0.018518518518518517,0.25925925925925924,0.05555555555555555,1.8888888888888888,8,False
|
||||
Antonio Giovinazzi,Italy,"[2017, 2019, 2020, 2021]",0.0,62.0,62.0,0.0,0.0,0.0,0.0,21.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.3387096774193548,4,False
|
||||
Yves Giraud-Cabantous,France,"[1950, 1951, 1952, 1953]",0.0,13.0,13.0,0.0,0.0,0.0,0.0,5.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.38461538461538464,4,False
|
||||
Ignazio Giunti,Italy,[1970],0.0,4.0,4.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.75,1,False
|
||||
Timo Glock,Germany,"[2004, 2008, 2009, 2010, 2011, 2012]",0.0,95.0,91.0,0.0,0.0,3.0,1.0,51.0,False,,2010,0.0,0.9578947368421052,0.0,0.031578947368421054,0.010526315789473684,0.5368421052631579,6,False
|
||||
Helm Glöckler,West Germany,[1953],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paco Godia,Spain,"[1951, 1954, 1956, 1957, 1958]",0.0,14.0,13.0,0.0,0.0,0.0,0.0,6.0,False,,1960,0.0,0.9285714285714286,0.0,0.0,0.0,0.42857142857142855,5,False
|
||||
Carel Godin de Beaufort,Netherlands,"[1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964]",0.0,31.0,28.0,0.0,0.0,0.0,0.0,4.0,False,,1960,0.0,0.9032258064516129,0.0,0.0,0.0,0.12903225806451613,8,False
|
||||
Christian Goethals,Belgium,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paul Goldsmith,United States,"[1958, 1959, 1960]",0.0,3.0,3.0,0.0,0.0,1.0,0.0,6.0,False,,1960,0.0,1.0,0.0,0.3333333333333333,0.0,2.0,3,False
|
||||
José Froilán González,Argentina,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1960]",0.0,26.0,26.0,3.0,2.0,15.0,6.0,72.14,False,,1950,0.11538461538461539,1.0,0.07692307692307693,0.5769230769230769,0.23076923076923078,2.7746153846153847,9,False
|
||||
Óscar González,Uruguay,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Aldo Gordini,France,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Horace Gould,United Kingdom,"[1954, 1955, 1956, 1957, 1958, 1960]",0.0,18.0,14.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,0.7777777777777778,0.0,0.0,0.0,0.1111111111111111,6,False
|
||||
Jean-Marc Gounon,France,"[1993, 1994]",0.0,9.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Emmanuel de Graffenried,Switzerland,"[1950, 1951, 1952, 1953, 1954, 1956]",0.0,23.0,22.0,0.0,0.0,0.0,0.0,9.0,False,,1950,0.0,0.9565217391304348,0.0,0.0,0.0,0.391304347826087,6,False
|
||||
Lucas di Grassi,Brazil,[2010],0.0,19.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,0.9473684210526315,0.0,0.0,0.0,0.0,1,False
|
||||
Cecil Green,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.5,2,False
|
||||
Keith Greene,United Kingdom,"[1959, 1960, 1961, 1962]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,4,False
|
||||
Masten Gregory,United States,"[1957, 1958, 1959, 1960, 1961, 1962, 1963, 1965]",0.0,43.0,38.0,0.0,0.0,3.0,0.0,21.0,False,,1960,0.0,0.8837209302325582,0.0,0.06976744186046512,0.0,0.4883720930232558,8,False
|
||||
Cliff Griffith,United States,"[1951, 1952, 1956]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,3,False
|
||||
Georges Grignard,France,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bobby Grim,United States,"[1959, 1960]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Romain Grosjean,France,"[2009, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020]",0.0,181.0,179.0,0.0,0.0,10.0,1.0,391.0,False,,2020,0.0,0.988950276243094,0.0,0.055248618784530384,0.0055248618784530384,2.160220994475138,10,False
|
||||
Olivier Grouillard,France,"[1989, 1990, 1991, 1992]",0.0,62.0,41.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.6612903225806451,0.0,0.0,0.0,0.016129032258064516,4,False
|
||||
Brian Gubby,United Kingdom,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
André Guelfi,France,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Miguel Ángel Guerra,Argentina,[1981],0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Roberto Guerrero,Colombia,"[1982, 1983]",0.0,29.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7241379310344828,0.0,0.0,0.0,0.0,2,False
|
||||
Maurício Gugelmin,Brazil,"[1988, 1989, 1990, 1991, 1992]",0.0,80.0,74.0,0.0,0.0,1.0,1.0,10.0,False,,1990,0.0,0.925,0.0,0.0125,0.0125,0.125,5,False
|
||||
Dan Gurney,United States,"[1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1970]",0.0,87.0,86.0,3.0,4.0,19.0,6.0,133.0,False,,1960,0.034482758620689655,0.9885057471264368,0.04597701149425287,0.21839080459770116,0.06896551724137931,1.528735632183908,11,False
|
||||
Esteban Gutiérrez,Mexico,"[2013, 2014, 2016]",0.0,59.0,59.0,0.0,0.0,0.0,1.0,6.0,False,,2010,0.0,1.0,0.0,0.0,0.01694915254237288,0.1016949152542373,3,False
|
||||
Hubert Hahne,West Germany,"[1967, 1968, 1970]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Mike Hailwood,United Kingdom,"[1963, 1964, 1965, 1971, 1972, 1973, 1974]",0.0,50.0,50.0,0.0,0.0,2.0,1.0,29.0,False,,1970,0.0,1.0,0.0,0.04,0.02,0.58,7,False
|
||||
Mika Häkkinen,Finland,"[1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001]",2.0,165.0,161.0,26.0,20.0,51.0,25.0,420.0,False,"[1998, 1999]",2000,0.15757575757575756,0.9757575757575757,0.12121212121212122,0.3090909090909091,0.15151515151515152,2.5454545454545454,11,True
|
||||
Bruce Halford,United Kingdom,"[1956, 1957, 1959, 1960]",0.0,9.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8888888888888888,0.0,0.0,0.0,0.0,4,False
|
||||
Jim Hall,United States,"[1960, 1961, 1962, 1963]",0.0,12.0,11.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.9166666666666666,0.0,0.0,0.0,0.25,4,False
|
||||
Duncan Hamilton,United Kingdom,"[1951, 1952, 1953]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Lewis Hamilton,United Kingdom,"[2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",7.0,311.0,311.0,103.0,103.0,191.0,61.0,4415.5,True,"[2008, 2014, 2015, 2017, 2018, 2019, 2020]",2010,0.3311897106109325,1.0,0.3311897106109325,0.6141479099678456,0.19614147909967847,14.19774919614148,16,True
|
||||
David Hampshire,United Kingdom,[1950],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Sam Hanks,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957]",0.0,8.0,8.0,0.0,1.0,4.0,0.0,20.0,False,,1950,0.0,1.0,0.125,0.5,0.0,2.5,8,False
|
||||
Walt Hansgen,United States,"[1961, 1964]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,1.0,0.0,0.0,0.0,1.0,2,False
|
||||
Mike Harris,South Africa,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Cuth Harrison,United Kingdom,[1950],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brian Hart,United Kingdom,[1967],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brendon Hartley,New Zealand,"[2017, 2018]",0.0,25.0,25.0,0.0,0.0,0.0,0.0,4.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.16,2,False
|
||||
Gene Hartley,United States,"[1950, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,10.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,10,False
|
||||
Rio Haryanto,Indonesia,[2016],0.0,12.0,12.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Masahiro Hasemi,Japan,[1976],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Naoki Hattori,Japan,[1991],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paul Hawkins,Australia,[1965],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mike Hawthorn,United Kingdom,"[1952, 1953, 1954, 1955, 1956, 1957, 1958]",1.0,47.0,45.0,4.0,3.0,18.0,6.0,112.64,False,[1958],1960,0.0851063829787234,0.9574468085106383,0.06382978723404255,0.3829787234042553,0.1276595744680851,2.3965957446808512,7,True
|
||||
Boy Hayje,Netherlands,"[1976, 1977]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,2,False
|
||||
Willi Heeks,West Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Nick Heidfeld,Germany,"[2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011]",0.0,185.0,183.0,1.0,0.0,13.0,2.0,259.0,False,,2010,0.005405405405405406,0.9891891891891892,0.0,0.07027027027027027,0.010810810810810811,1.4,12,False
|
||||
Theo Helfrich,West Germany,"[1952, 1953, 1954]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Mack Hellings,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Brian Henton,United Kingdom,"[1975, 1977, 1981, 1982]",0.0,37.0,19.0,0.0,0.0,0.0,1.0,0.0,False,,1980,0.0,0.5135135135135135,0.0,0.0,0.02702702702702703,0.0,4,False
|
||||
Johnny Herbert,United Kingdom,"[1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000]",0.0,165.0,160.0,0.0,3.0,7.0,0.0,98.0,False,,1990,0.0,0.9696969696969697,0.01818181818181818,0.04242424242424243,0.0,0.593939393939394,12,False
|
||||
Al Herman,United States,"[1955, 1956, 1957, 1959, 1960]",0.0,8.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.625,0.0,0.0,0.0,0.0,5,False
|
||||
Hans Herrmann,West Germany,"[1953, 1954, 1955, 1957, 1958, 1959, 1960, 1961]",0.0,19.0,17.0,0.0,0.0,1.0,1.0,10.0,False,,1960,0.0,0.8947368421052632,0.0,0.05263157894736842,0.05263157894736842,0.5263157894736842,8,False
|
||||
François Hesnault,France,"[1984, 1985]",0.0,21.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.9047619047619048,0.0,0.0,0.0,0.0,2,False
|
||||
Hans Heyer,West Germany,[1977],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Damon Hill,United Kingdom,"[1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999]",1.0,122.0,115.0,20.0,22.0,42.0,19.0,360.0,False,[1996],2000,0.16393442622950818,0.9426229508196722,0.18032786885245902,0.3442622950819672,0.1557377049180328,2.9508196721311477,8,True
|
||||
Graham Hill,United Kingdom,"[1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975]",2.0,179.0,176.0,13.0,14.0,36.0,10.0,270.0,False,"[1962, 1968]",1970,0.07262569832402235,0.9832402234636871,0.0782122905027933,0.2011173184357542,0.055865921787709494,1.5083798882681565,18,True
|
||||
Phil Hill,United States,"[1958, 1959, 1960, 1961, 1962, 1963, 1964, 1966]",1.0,52.0,49.0,6.0,3.0,16.0,6.0,94.0,False,[1961],1960,0.11538461538461539,0.9423076923076923,0.057692307692307696,0.3076923076923077,0.11538461538461539,1.8076923076923077,8,True
|
||||
Peter Hirt,Switzerland,"[1951, 1952, 1953]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
David Hobbs,United Kingdom,"[1967, 1968, 1971, 1974]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Gary Hocking,Rhodesia and Nyasaland,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ingo Hoffmann,Brazil,"[1976, 1977]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Bill Holland,United States,"[1950, 1953]",0.0,3.0,2.0,0.0,0.0,1.0,0.0,6.0,False,,1950,0.0,0.6666666666666666,0.0,0.3333333333333333,0.0,2.0,2,False
|
||||
Jackie Holmes,United States,"[1950, 1953]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Bill Homeier,United States,"[1954, 1955, 1960]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.16666666666666666,3,False
|
||||
Kazuyoshi Hoshino,Japan,"[1976, 1977]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Jerry Hoyt,United States,"[1950, 1953, 1954, 1955]",0.0,4.0,4.0,1.0,0.0,0.0,0.0,0.0,False,,1950,0.25,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Nico Hülkenberg,Germany,"[2010, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2022]",0.0,185.0,182.0,1.0,0.0,0.0,2.0,521.0,True,,2020,0.005405405405405406,0.9837837837837838,0.0,0.0,0.010810810810810811,2.8162162162162163,11,False
|
||||
Denny Hulme,New Zealand,"[1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974]",1.0,112.0,112.0,1.0,8.0,33.0,9.0,248.0,False,[1967],1970,0.008928571428571428,1.0,0.07142857142857142,0.29464285714285715,0.08035714285714286,2.2142857142857144,10,True
|
||||
James Hunt,United Kingdom,"[1973, 1974, 1975, 1976, 1977, 1978, 1979]",1.0,93.0,92.0,14.0,10.0,23.0,8.0,179.0,False,[1976],1980,0.15053763440860216,0.989247311827957,0.10752688172043011,0.24731182795698925,0.08602150537634409,1.924731182795699,7,True
|
||||
Jim Hurtubise,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gus Hutchison,United States,[1970],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jacky Ickx,Belgium,"[1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979]",0.0,120.0,114.0,13.0,8.0,25.0,14.0,181.0,False,,1970,0.10833333333333334,0.95,0.06666666666666667,0.20833333333333334,0.11666666666666667,1.5083333333333333,13,False
|
||||
Yuji Ide,Japan,[2006],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jesús Iglesias,Argentina,[1955],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Taki Inoue,Japan,"[1994, 1995]",0.0,18.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Innes Ireland,United Kingdom,"[1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966]",0.0,53.0,50.0,0.0,1.0,4.0,1.0,47.0,False,,1960,0.0,0.9433962264150944,0.018867924528301886,0.07547169811320754,0.018867924528301886,0.8867924528301887,8,False
|
||||
Eddie Irvine,United Kingdom,"[1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002]",0.0,148.0,145.0,0.0,4.0,26.0,1.0,191.0,False,,2000,0.0,0.9797297297297297,0.02702702702702703,0.17567567567567569,0.006756756756756757,1.2905405405405406,10,False
|
||||
Chris Irwin,United Kingdom,"[1966, 1967]",0.0,10.0,10.0,0.0,0.0,0.0,0.0,2.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.2,2,False
|
||||
Jean-Pierre Jabouille,France,"[1974, 1975, 1977, 1978, 1979, 1980, 1981]",0.0,55.0,49.0,6.0,2.0,2.0,0.0,21.0,False,,1980,0.10909090909090909,0.8909090909090909,0.03636363636363636,0.03636363636363636,0.0,0.38181818181818183,7,False
|
||||
Jimmy Jackson,United States,"[1950, 1954]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Joe James,United States,"[1951, 1952]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
John James,United Kingdom,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jean-Pierre Jarier,France,"[1971, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983]",0.0,143.0,135.0,3.0,0.0,3.0,3.0,31.5,False,,1980,0.02097902097902098,0.9440559440559441,0.0,0.02097902097902098,0.02097902097902098,0.2202797202797203,12,False
|
||||
Max Jean[w],France,[1971],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Stefan Johansson,Sweden,"[1980, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991]",0.0,103.0,79.0,0.0,0.0,12.0,0.0,88.0,False,,1990,0.0,0.7669902912621359,0.0,0.11650485436893204,0.0,0.8543689320388349,10,False
|
||||
Eddie Johnson,United States,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,9.0,9.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.1111111111111111,9,False
|
||||
Leslie Johnson,United Kingdom,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bruce Johnstone,South Africa,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alan Jones,Australia,"[1975, 1976, 1977, 1978, 1979, 1980, 1981, 1983, 1985, 1986]",1.0,117.0,116.0,6.0,12.0,24.0,13.0,199.0,False,[1980],1980,0.05128205128205128,0.9914529914529915,0.10256410256410256,0.20512820512820512,0.1111111111111111,1.7008547008547008,10,True
|
||||
Tom Jones,United States,[1967],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Juan Jover,Spain,[1951],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Oswald Karch,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Narain Karthikeyan,India,"[2005, 2011, 2012]",0.0,48.0,46.0,0.0,0.0,0.0,0.0,5.0,False,,2010,0.0,0.9583333333333334,0.0,0.0,0.0,0.10416666666666667,3,False
|
||||
Ukyo Katayama,Japan,"[1992, 1993, 1994, 1995, 1996, 1997]",0.0,97.0,95.0,0.0,0.0,0.0,0.0,5.0,False,,1990,0.0,0.979381443298969,0.0,0.0,0.0,0.05154639175257732,6,False
|
||||
Ken Kavanagh,Australia,[1958],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rupert Keegan,United Kingdom,"[1977, 1978, 1980, 1982]",0.0,37.0,25.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6756756756756757,0.0,0.0,0.0,0.0,4,False
|
||||
Eddie Keizan,South Africa,"[1973, 1974, 1975]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Al Keller,United States,"[1955, 1956, 1957, 1958, 1959]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,5,False
|
||||
Joe Kelly,Ireland,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
David Kennedy,Ireland,[1980],0.0,7.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Loris Kessel,Switzerland,"[1976, 1977]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Bruce Kessler,United States,[1958],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nicolas Kiesa,Denmark,[2003],0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Leo Kinnunen,Finland,[1974],0.0,6.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.16666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Danny Kladis,United States,[1954],0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.2,0.0,0.0,0.0,0.0,1,False
|
||||
Hans Klenk,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Peter de Klerk,South Africa,"[1963, 1965, 1969, 1970]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Christian Klien,Austria,"[2004, 2005, 2006, 2010]",0.0,51.0,49.0,0.0,0.0,0.0,0.0,14.0,False,,2010,0.0,0.9607843137254902,0.0,0.0,0.0,0.27450980392156865,4,False
|
||||
Karl Kling,West Germany,"[1954, 1955]",0.0,11.0,11.0,0.0,0.0,2.0,1.0,17.0,False,,1950,0.0,1.0,0.0,0.18181818181818182,0.09090909090909091,1.5454545454545454,2,False
|
||||
Ernst Klodwig,East Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kamui Kobayashi,Japan,"[2009, 2010, 2011, 2012, 2014]",0.0,76.0,75.0,0.0,0.0,1.0,1.0,125.0,False,,2010,0.0,0.9868421052631579,0.0,0.013157894736842105,0.013157894736842105,1.644736842105263,5,False
|
||||
Helmuth Koinigg,Austria,[1974],0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Heikki Kovalainen,Finland,"[2007, 2008, 2009, 2010, 2011, 2012, 2013]",0.0,112.0,111.0,1.0,1.0,4.0,2.0,105.0,False,,2010,0.008928571428571428,0.9910714285714286,0.008928571428571428,0.03571428571428571,0.017857142857142856,0.9375,7,False
|
||||
Mikko Kozarowitzky,Finland,[1977],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Willi Krakau,West Germany,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rudolf Krause,East Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Robert Kubica,Poland,"[2006, 2007, 2008, 2009, 2010, 2019, 2021]",0.0,99.0,99.0,1.0,1.0,12.0,1.0,274.0,False,,2010,0.010101010101010102,1.0,0.010101010101010102,0.12121212121212122,0.010101010101010102,2.7676767676767677,7,False
|
||||
Kurt Kuhnke,West Germany,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Masami Kuwashima,Japan,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Daniil Kvyat,Russia,"[2014, 2015, 2016, 2017, 2019, 2020]",0.0,112.0,110.0,0.0,0.0,3.0,1.0,202.0,False,,2020,0.0,0.9821428571428571,0.0,0.026785714285714284,0.008928571428571428,1.8035714285714286,6,False
|
||||
Robert La Caze,Morocco,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jacques Laffite,France,"[1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,180.0,176.0,7.0,6.0,32.0,7.0,228.0,False,,1980,0.03888888888888889,0.9777777777777777,0.03333333333333333,0.17777777777777778,0.03888888888888889,1.2666666666666666,13,False
|
||||
Franck Lagorce,France,[1994],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jan Lammers,Netherlands,"[1979, 1980, 1981, 1982, 1992]",0.0,41.0,23.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5609756097560976,0.0,0.0,0.0,0.0,5,False
|
||||
Pedro Lamy,Portugal,"[1993, 1994, 1995, 1996]",0.0,32.0,32.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.03125,4,False
|
||||
Chico Landi,Brazil,"[1951, 1952, 1953, 1956]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,1.5,False,,1950,0.0,1.0,0.0,0.0,0.0,0.25,4,False
|
||||
Hermann Lang,West Germany,"[1953, 1954]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.0,2,False
|
||||
Claudio Langes,Italy,[1990],0.0,14.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nicola Larini,Italy,"[1987, 1988, 1989, 1990, 1991, 1992, 1994, 1997]",0.0,75.0,49.0,0.0,0.0,1.0,0.0,7.0,False,,1990,0.0,0.6533333333333333,0.0,0.013333333333333334,0.0,0.09333333333333334,8,False
|
||||
Oscar Larrauri,Argentina,"[1988, 1989]",0.0,21.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.38095238095238093,0.0,0.0,0.0,0.0,2,False
|
||||
Gérard Larrousse,France,[1974],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jud Larson,United States,"[1958, 1959]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Nicholas Latifi,Canada,"[2020, 2021, 2022]",0.0,61.0,61.0,0.0,0.0,0.0,0.0,9.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.14754098360655737,3,False
|
||||
Niki Lauda,Austria,"[1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1982, 1983, 1984, 1985]",3.0,177.0,171.0,24.0,25.0,54.0,24.0,420.5,False,"[1975, 1977, 1984]",1980,0.13559322033898305,0.9661016949152542,0.14124293785310735,0.3050847457627119,0.13559322033898305,2.3757062146892656,13,True
|
||||
Roger Laurent,Belgium,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Giovanni Lavaggi,Italy,"[1995, 1996]",0.0,10.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.7,0.0,0.0,0.0,0.0,2,False
|
||||
Chris Lawrence,United Kingdom,[1966],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Charles Leclerc,Monaco,"[2018, 2019, 2020, 2021, 2022]",0.0,104.0,103.0,18.0,5.0,24.0,7.0,868.0,True,,2020,0.17307692307692307,0.9903846153846154,0.04807692307692308,0.23076923076923078,0.0673076923076923,8.346153846153847,5,False
|
||||
Michel Leclère,France,"[1975, 1976]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.875,0.0,0.0,0.0,0.0,2,False
|
||||
Neville Lederle,South Africa,"[1962, 1965]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.5,2,False
|
||||
Geoff Lees,United Kingdom,"[1978, 1979, 1980, 1982]",0.0,12.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4166666666666667,0.0,0.0,0.0,0.0,4,False
|
||||
Gijs van Lennep,Netherlands,"[1971, 1973, 1974, 1975]",0.0,10.0,8.0,0.0,0.0,0.0,0.0,2.0,False,,1970,0.0,0.8,0.0,0.0,0.0,0.2,4,False
|
||||
Arthur Legat,Belgium,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
JJ Lehto,Finland,"[1989, 1990, 1991, 1992, 1993, 1994]",0.0,70.0,62.0,0.0,0.0,1.0,0.0,10.0,False,,1990,0.0,0.8857142857142857,0.0,0.014285714285714285,0.0,0.14285714285714285,6,False
|
||||
Lamberto Leoni,Italy,"[1977, 1978]",0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.2,0.0,0.0,0.0,0.0,2,False
|
||||
Les Leston,United Kingdom,"[1956, 1957]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Pierre Levegh,France,"[1950, 1951]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Bayliss Levrett,United States,[1950],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Lewis,United Kingdom,"[1961, 1962]",0.0,10.0,9.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.9,0.0,0.0,0.0,0.3,2,False
|
||||
Stuart Lewis-Evans,United Kingdom,"[1957, 1958]",0.0,14.0,14.0,2.0,0.0,2.0,0.0,16.0,False,,1960,0.14285714285714285,1.0,0.0,0.14285714285714285,0.0,1.1428571428571428,2,False
|
||||
Guy Ligier,France,"[1966, 1967]",0.0,13.0,12.0,0.0,0.0,0.0,0.0,1.0,False,,1970,0.0,0.9230769230769231,0.0,0.0,0.0,0.07692307692307693,2,False
|
||||
Andy Linden,United States,"[1951, 1952, 1953, 1954, 1955, 1956, 1957]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,5.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.625,7,False
|
||||
Roberto Lippi,Italy,"[1961, 1962, 1963]",0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,3,False
|
||||
Vitantonio Liuzzi,Italy,"[2005, 2006, 2007, 2009, 2010, 2011]",0.0,81.0,80.0,0.0,0.0,0.0,0.0,26.0,False,,2010,0.0,0.9876543209876543,0.0,0.0,0.0,0.32098765432098764,6,False
|
||||
Dries van der Lof,Netherlands,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lella Lombardi,Italy,"[1974, 1975, 1976]",0.0,17.0,12.0,0.0,0.0,0.0,0.0,0.5,False,,1980,0.0,0.7058823529411765,0.0,0.0,0.0,0.029411764705882353,3,False
|
||||
Ricardo Londoño,Colombia,[1981],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernst Loof,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
André Lotterer,Germany,[2014],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Henri Louveau,France,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
John Love,Rhodesia,"[1962, 1963, 1964, 1965, 1967, 1968, 1969, 1970, 1971, 1972]",0.0,10.0,9.0,0.0,0.0,1.0,0.0,6.0,False,,1970,0.0,0.9,0.0,0.1,0.0,0.6,10,False
|
||||
Pete Lovely,United States,"[1959, 1960, 1969, 1970, 1971]",0.0,11.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6363636363636364,0.0,0.0,0.0,0.0,5,False
|
||||
Roger Loyer,France,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jean Lucas,France,[1955],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jean Lucienbonnet,France,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Erik Lundgren,Sweden,[1951],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brett Lunger,United States,"[1975, 1976, 1977, 1978]",0.0,43.0,34.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7906976744186046,0.0,0.0,0.0,0.0,4,False
|
||||
Mike MacDowel,United Kingdom,[1957],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Herbert MacKay-Fraser,United States,[1957],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Mackey,United States,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lance Macklin,United Kingdom,"[1952, 1953, 1954, 1955]",0.0,15.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.8666666666666667,0.0,0.0,0.0,0.0,4,False
|
||||
Damien Magee,United Kingdom,"[1975, 1976]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Maggs,South Africa,"[1961, 1962, 1963, 1964, 1965]",0.0,27.0,25.0,0.0,0.0,3.0,0.0,26.0,False,,1960,0.0,0.9259259259259259,0.0,0.1111111111111111,0.0,0.9629629629629629,5,False
|
||||
Mike Magill,United States,"[1957, 1958, 1959]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
Umberto Maglioli,Italy,"[1953, 1954, 1955, 1956, 1957]",0.0,10.0,10.0,0.0,0.0,2.0,0.0,3.33,False,,1960,0.0,1.0,0.0,0.2,0.0,0.333,5,False
|
||||
Jan Magnussen,Denmark,"[1995, 1997, 1998]",0.0,25.0,24.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,0.96,0.0,0.0,0.0,0.04,3,False
|
||||
Kevin Magnussen,Denmark,"[2014, 2015, 2016, 2017, 2018, 2019, 2020, 2022]",0.0,143.0,142.0,1.0,0.0,1.0,2.0,183.0,True,,2020,0.006993006993006993,0.993006993006993,0.0,0.006993006993006993,0.013986013986013986,1.2797202797202798,8,False
|
||||
Guy Mairesse,France,"[1950, 1951]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Willy Mairesse,Belgium,"[1960, 1961, 1962, 1963, 1965]",0.0,13.0,12.0,0.0,0.0,1.0,0.0,7.0,False,,1960,0.0,0.9230769230769231,0.0,0.07692307692307693,0.0,0.5384615384615384,5,False
|
||||
Pastor Maldonado,Venezuela,"[2011, 2012, 2013, 2014, 2015]",0.0,96.0,95.0,1.0,1.0,1.0,0.0,76.0,False,,2010,0.010416666666666666,0.9895833333333334,0.010416666666666666,0.010416666666666666,0.0,0.7916666666666666,5,False
|
||||
Nigel Mansell,United Kingdom,"[1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1994, 1995]",1.0,191.0,187.0,32.0,31.0,59.0,30.0,480.0,False,[1992],1990,0.16753926701570682,0.9790575916230366,0.16230366492146597,0.3089005235602094,0.15706806282722513,2.513089005235602,15,True
|
||||
Sergio Mantovani,Italy,"[1953, 1954, 1955]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,4.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.5,3,False
|
||||
Johnny Mantz,United States,[1953],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Robert Manzon,France,"[1950, 1951, 1952, 1953, 1954, 1955, 1956]",0.0,29.0,28.0,0.0,0.0,2.0,0.0,16.0,False,,1950,0.0,0.9655172413793104,0.0,0.06896551724137931,0.0,0.5517241379310345,7,False
|
||||
Onofre Marimón,Argentina,"[1951, 1953, 1954]",0.0,12.0,11.0,0.0,0.0,2.0,1.0,8.14,False,,1950,0.0,0.9166666666666666,0.0,0.16666666666666666,0.08333333333333333,0.6783333333333333,3,False
|
||||
Helmut Marko,Austria,"[1971, 1972]",0.0,10.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Tarso Marques,Brazil,"[1996, 1997, 2001]",0.0,26.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9230769230769231,0.0,0.0,0.0,0.0,3,False
|
||||
Leslie Marr,United Kingdom,"[1954, 1955]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Marsh,United Kingdom,"[1957, 1958, 1961]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,3,False
|
||||
Eugène Martin,France,[1950],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pierluigi Martini,Italy,"[1984, 1985, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995]",0.0,124.0,118.0,0.0,0.0,0.0,0.0,18.0,False,,1990,0.0,0.9516129032258065,0.0,0.0,0.0,0.14516129032258066,10,False
|
||||
Jochen Mass,West Germany,"[1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1982]",0.0,114.0,105.0,0.0,1.0,8.0,2.0,71.0,False,,1980,0.0,0.9210526315789473,0.008771929824561403,0.07017543859649122,0.017543859649122806,0.6228070175438597,9,False
|
||||
Felipe Massa,Brazil,"[2002, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017]",0.0,272.0,269.0,16.0,11.0,41.0,15.0,1167.0,False,,2010,0.058823529411764705,0.9889705882352942,0.04044117647058824,0.15073529411764705,0.05514705882352941,4.290441176470588,15,False
|
||||
Cristiano da Matta,Brazil,"[2003, 2004]",0.0,28.0,28.0,0.0,0.0,0.0,0.0,13.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.4642857142857143,2,False
|
||||
Michael May,Switzerland,[1961],0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Timmy Mayer,United States,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nikita Mazepin,RAF,[2021],0.0,22.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,0.9545454545454546,0.0,0.0,0.0,0.0,1,False
|
||||
François Mazet,France,[1971],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gastón Mazzacane,Argentina,"[2000, 2001]",0.0,21.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kenneth McAlpine,United Kingdom,"[1952, 1953, 1955]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Perry McCarthy,United Kingdom,[1992],0.0,11.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernie McCoy,United States,"[1953, 1954]",0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,2,False
|
||||
Johnny McDowell,United States,"[1950, 1951, 1952]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Jack McGrath,United States,"[1950, 1951, 1952, 1953, 1954, 1955]",0.0,6.0,6.0,1.0,0.0,2.0,1.0,9.0,False,,1950,0.16666666666666666,1.0,0.0,0.3333333333333333,0.16666666666666666,1.5,6,False
|
||||
Brian McGuire,Australia,[1977],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bruce McLaren,New Zealand,"[1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970]",0.0,104.0,100.0,0.0,4.0,27.0,3.0,188.5,False,,1960,0.0,0.9615384615384616,0.038461538461538464,0.25961538461538464,0.028846153846153848,1.8125,13,False
|
||||
Allan McNish,United Kingdom,[2002],0.0,17.0,16.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9411764705882353,0.0,0.0,0.0,0.0,1,False
|
||||
Graham McRae,New Zealand,[1973],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jim McWithey,United States,"[1959, 1960]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Carlos Menditeguy,Argentina,"[1953, 1954, 1955, 1956, 1957, 1958, 1960]",0.0,11.0,10.0,0.0,0.0,1.0,0.0,9.0,False,,1960,0.0,0.9090909090909091,0.0,0.09090909090909091,0.0,0.8181818181818182,7,False
|
||||
Roberto Merhi,Spain,[2015],0.0,14.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,0.9285714285714286,0.0,0.0,0.0,0.0,1,False
|
||||
Harry Merkel,West Germany,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Arturo Merzario,Italy,"[1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979]",0.0,85.0,57.0,0.0,0.0,0.0,0.0,11.0,False,,1980,0.0,0.6705882352941176,0.0,0.0,0.0,0.12941176470588237,8,False
|
||||
Roberto Mieres,Argentina,"[1953, 1954, 1955]",0.0,17.0,17.0,0.0,0.0,0.0,1.0,13.0,False,,1950,0.0,1.0,0.0,0.0,0.058823529411764705,0.7647058823529411,3,False
|
||||
François Migault,France,"[1972, 1974, 1975]",0.0,16.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8125,0.0,0.0,0.0,0.0,3,False
|
||||
John Miles,United Kingdom,"[1969, 1970]",0.0,15.0,12.0,0.0,0.0,0.0,0.0,2.0,False,,1970,0.0,0.8,0.0,0.0,0.0,0.13333333333333333,2,False
|
||||
Ken Miles,United Kingdom,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
André Milhoux,Belgium,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Chet Miller,United States,"[1951, 1952]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Gerhard Mitter,West Germany,"[1963, 1964, 1965]",0.0,7.0,5.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.7142857142857143,0.0,0.0,0.0,0.42857142857142855,3,False
|
||||
Stefano Modena,Italy,"[1987, 1988, 1989, 1990, 1991, 1992]",0.0,81.0,70.0,0.0,0.0,2.0,0.0,17.0,False,,1990,0.0,0.8641975308641975,0.0,0.024691358024691357,0.0,0.20987654320987653,6,False
|
||||
Thomas Monarch,United States,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Franck Montagny,France,[2006],0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tiago Monteiro,Portugal,"[2005, 2006]",0.0,37.0,37.0,0.0,0.0,1.0,0.0,7.0,False,,2010,0.0,1.0,0.0,0.02702702702702703,0.0,0.1891891891891892,2,False
|
||||
Andrea Montermini,Italy,"[1994, 1995, 1996]",0.0,29.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.6551724137931034,0.0,0.0,0.0,0.0,3,False
|
||||
Peter Monteverdi,Switzerland,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Robin Montgomerie-Charrington,United Kingdom,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Juan Pablo Montoya,Colombia,"[2001, 2002, 2003, 2004, 2005, 2006]",0.0,95.0,94.0,13.0,7.0,30.0,12.0,307.0,False,,2000,0.1368421052631579,0.9894736842105263,0.07368421052631578,0.3157894736842105,0.12631578947368421,3.231578947368421,6,False
|
||||
Gianni Morbidelli,Italy,"[1990, 1991, 1992, 1994, 1995, 1997]",0.0,70.0,67.0,0.0,0.0,1.0,0.0,8.5,False,,1990,0.0,0.9571428571428572,0.0,0.014285714285714285,0.0,0.12142857142857143,6,False
|
||||
Roberto Moreno,Brazil,"[1982, 1987, 1989, 1990, 1991, 1992, 1995]",0.0,77.0,41.0,0.0,0.0,1.0,1.0,15.0,False,,1990,0.0,0.5324675324675324,0.0,0.012987012987012988,0.012987012987012988,0.19480519480519481,7,False
|
||||
Dave Morgan,United Kingdom,[1975],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Silvio Moser,Switzerland,"[1967, 1968, 1969, 1970, 1971]",0.0,20.0,12.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,0.6,0.0,0.0,0.0,0.15,5,False
|
||||
Bill Moss,United Kingdom,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Stirling Moss,United Kingdom,"[1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961]",0.0,67.0,66.0,16.0,16.0,24.0,19.0,185.64,False,,1960,0.23880597014925373,0.9850746268656716,0.23880597014925373,0.3582089552238806,0.2835820895522388,2.7707462686567164,11,False
|
||||
Gino Munaron,Italy,[1960],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
David Murray,United Kingdom,"[1950, 1951, 1952]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.8,0.0,0.0,0.0,0.0,3,False
|
||||
Luigi Musso,Italy,"[1953, 1954, 1955, 1956, 1957, 1958]",0.0,25.0,24.0,0.0,1.0,7.0,1.0,44.0,False,,1960,0.0,0.96,0.04,0.28,0.04,1.76,6,False
|
||||
Kazuki Nakajima,Japan,"[2007, 2008, 2009]",0.0,36.0,36.0,0.0,0.0,0.0,0.0,9.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.25,3,False
|
||||
Satoru Nakajima,Japan,"[1987, 1988, 1989, 1990, 1991]",0.0,80.0,74.0,0.0,0.0,0.0,1.0,16.0,False,,1990,0.0,0.925,0.0,0.0,0.0125,0.2,5,False
|
||||
Shinji Nakano,Japan,"[1997, 1998]",0.0,33.0,33.0,0.0,0.0,0.0,0.0,2.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.06060606060606061,2,False
|
||||
Duke Nalon,United States,"[1951, 1952, 1953]",0.0,5.0,3.0,1.0,0.0,0.0,0.0,0.0,False,,1950,0.2,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Alessandro Nannini,Italy,"[1986, 1987, 1988, 1989, 1990]",0.0,78.0,76.0,0.0,1.0,9.0,2.0,65.0,False,,1990,0.0,0.9743589743589743,0.01282051282051282,0.11538461538461539,0.02564102564102564,0.8333333333333334,5,False
|
||||
Emanuele Naspetti,Italy,"[1992, 1993]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Felipe Nasr,Brazil,"[2015, 2016]",0.0,40.0,39.0,0.0,0.0,0.0,0.0,29.0,False,,2020,0.0,0.975,0.0,0.0,0.0,0.725,2,False
|
||||
Massimo Natili,Italy,[1961],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Brian Naylor,United Kingdom,"[1957, 1958, 1959, 1960, 1961]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.875,0.0,0.0,0.0,0.0,5,False
|
||||
Mike Nazaruk,United States,"[1951, 1953, 1954]",0.0,4.0,3.0,0.0,0.0,1.0,0.0,8.0,False,,1950,0.0,0.75,0.0,0.25,0.0,2.0,3,False
|
||||
Tiff Needell,United Kingdom,[1980],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jac Nellemann,Denmark,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Patrick Nève,Belgium,"[1976, 1977, 1978]",0.0,14.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,3,False
|
||||
John Nicholson,New Zealand,"[1974, 1975]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Cal Niday,United States,"[1953, 1954, 1955]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Helmut Niedermayr,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brausch Niemann,South Africa,"[1963, 1965]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Gunnar Nilsson,Sweden,"[1976, 1977]",0.0,32.0,31.0,0.0,1.0,4.0,1.0,31.0,False,,1980,0.0,0.96875,0.03125,0.125,0.03125,0.96875,2,False
|
||||
Hideki Noda,Japan,[1994],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lando Norris,United Kingdom,"[2019, 2020, 2021, 2022]",0.0,83.0,83.0,1.0,0.0,6.0,5.0,428.0,True,,2020,0.012048192771084338,1.0,0.0,0.07228915662650602,0.060240963855421686,5.156626506024097,4,False
|
||||
Rodney Nuckey,United Kingdom,[1953],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Robert O'Brien,United States,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Esteban Ocon,France,"[2016, 2017, 2018, 2020, 2021, 2022]",0.0,112.0,112.0,0.0,1.0,2.0,0.0,364.0,True,,2020,0.0,1.0,0.008928571428571428,0.017857142857142856,0.0,3.25,6,False
|
||||
Pat O'Connor,United States,"[1954, 1955, 1956, 1957, 1958]",0.0,6.0,5.0,1.0,0.0,0.0,0.0,0.0,False,,1960,0.16666666666666666,0.8333333333333334,0.0,0.0,0.0,0.0,5,False
|
||||
Casimiro de Oliveira,Portugal,[1958],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Oliver,United Kingdom,"[1968, 1969, 1970, 1971, 1972, 1973, 1977]",0.0,52.0,50.0,0.0,0.0,2.0,1.0,13.0,False,,1970,0.0,0.9615384615384616,0.0,0.038461538461538464,0.019230769230769232,0.25,7,False
|
||||
Danny Ongais,United States,"[1977, 1978]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Rikky von Opel,Liechtenstein,"[1973, 1974]",0.0,14.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,2,False
|
||||
Karl Oppitzhauser,Austria,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fritz d'Orey,Brazil,[1959],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Arthur Owen,United Kingdom,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Carlos Pace,Brazil,"[1972, 1973, 1974, 1975, 1976, 1977]",0.0,73.0,72.0,1.0,1.0,6.0,5.0,58.0,False,,1970,0.0136986301369863,0.9863013698630136,0.0136986301369863,0.0821917808219178,0.0684931506849315,0.7945205479452054,6,False
|
||||
Nello Pagani,Italy,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Riccardo Paletti,Italy,[1982],0.0,8.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Torsten Palm,Sweden,[1975],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jolyon Palmer,United Kingdom,"[2016, 2017]",0.0,37.0,35.0,0.0,0.0,0.0,0.0,9.0,False,,2020,0.0,0.9459459459459459,0.0,0.0,0.0,0.24324324324324326,2,False
|
||||
Jonathan Palmer,United Kingdom,"[1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,88.0,83.0,0.0,0.0,0.0,1.0,14.0,False,,1990,0.0,0.9431818181818182,0.0,0.0,0.011363636363636364,0.1590909090909091,7,False
|
||||
Olivier Panis,France,"[1994, 1995, 1996, 1997, 1998, 1999, 2001, 2002, 2003, 2004]",0.0,158.0,157.0,0.0,1.0,5.0,0.0,76.0,False,,2000,0.0,0.9936708860759493,0.006329113924050633,0.03164556962025317,0.0,0.4810126582278481,10,False
|
||||
Giorgio Pantano,Italy,[2004],0.0,15.0,14.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Massimiliano Papis,Italy,[1995],0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mike Parkes,United Kingdom,"[1959, 1966, 1967]",0.0,7.0,6.0,1.0,0.0,2.0,0.0,14.0,False,,1960,0.14285714285714285,0.8571428571428571,0.0,0.2857142857142857,0.0,2.0,3,False
|
||||
Reg Parnell,United Kingdom,"[1950, 1951, 1952, 1954]",0.0,7.0,6.0,0.0,0.0,1.0,0.0,9.0,False,,1950,0.0,0.8571428571428571,0.0,0.14285714285714285,0.0,1.2857142857142858,4,False
|
||||
Tim Parnell,United Kingdom,"[1959, 1961, 1963]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,3,False
|
||||
Johnnie Parsons,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958]",0.0,9.0,9.0,0.0,1.0,1.0,1.0,12.0,False,,1950,0.0,1.0,0.1111111111111111,0.1111111111111111,0.1111111111111111,1.3333333333333333,9,False
|
||||
Riccardo Patrese,Italy,"[1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993]",0.0,257.0,256.0,8.0,6.0,37.0,13.0,281.0,False,,1980,0.0311284046692607,0.9961089494163424,0.023346303501945526,0.14396887159533073,0.05058365758754864,1.093385214007782,17,False
|
||||
Al Pease,Canada,"[1967, 1968, 1969]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Roger Penske,United States,"[1961, 1962]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Cesare Perdisa,Italy,"[1955, 1956, 1957]",0.0,8.0,8.0,0.0,0.0,2.0,0.0,5.0,False,,1960,0.0,1.0,0.0,0.25,0.0,0.625,3,False
|
||||
Sergio Pérez,Mexico,"[2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,240.0,236.0,1.0,4.0,27.0,9.0,1219.0,True,,2020,0.004166666666666667,0.9833333333333333,0.016666666666666666,0.1125,0.0375,5.079166666666667,12,False
|
||||
Luis Pérez-Sala,Spain,"[1988, 1989]",0.0,32.0,26.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.8125,0.0,0.0,0.0,0.03125,2,False
|
||||
Larry Perkins,Australia,"[1974, 1976, 1977]",0.0,15.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7333333333333333,0.0,0.0,0.0,0.0,3,False
|
||||
Henri Pescarolo,France,"[1968, 1970, 1971, 1972, 1973, 1974, 1976]",0.0,64.0,57.0,0.0,0.0,1.0,1.0,12.0,False,,1970,0.0,0.890625,0.0,0.015625,0.015625,0.1875,7,False
|
||||
Alessandro Pesenti-Rossi,Italy,[1976],0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.75,0.0,0.0,0.0,0.0,1,False
|
||||
Josef Peters,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ronnie Peterson,Sweden,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978]",0.0,123.0,123.0,14.0,10.0,26.0,9.0,206.0,False,,1970,0.11382113821138211,1.0,0.08130081300813008,0.21138211382113822,0.07317073170731707,1.6747967479674797,9,False
|
||||
Vitaly Petrov,Russia,"[2010, 2011, 2012]",0.0,58.0,57.0,0.0,0.0,1.0,1.0,64.0,False,,2010,0.0,0.9827586206896551,0.0,0.017241379310344827,0.017241379310344827,1.103448275862069,3,False
|
||||
Alfredo Pián,Argentina,[1950],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Oscar Piastri,Australia,[2023],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,True,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Charles Pic,France,"[2012, 2013]",0.0,39.0,39.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
François Picard,France,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernie Pieterse,South Africa,"[1962, 1963, 1965]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Paul Pietsch,West Germany,"[1950, 1951, 1952]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
André Pilette,Belgium,"[1951, 1953, 1954, 1956, 1961, 1963, 1964]",0.0,14.0,9.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,0.6428571428571429,0.0,0.0,0.0,0.14285714285714285,7,False
|
||||
Teddy Pilette,Belgium,"[1974, 1977]",0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.25,0.0,0.0,0.0,0.0,2,False
|
||||
Luigi Piotti,Italy,"[1955, 1956, 1957, 1958]",0.0,8.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.625,0.0,0.0,0.0,0.0,4,False
|
||||
David Piper,United Kingdom,"[1959, 1960]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Nelson Piquet,Brazil,"[1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991]",3.0,207.0,204.0,24.0,23.0,60.0,23.0,481.5,False,"[1981, 1983, 1987]",1980,0.11594202898550725,0.9855072463768116,0.1111111111111111,0.2898550724637681,0.1111111111111111,2.3260869565217392,14,True
|
||||
Nelson Piquet Jr.,Brazil,"[2008, 2009]",0.0,28.0,28.0,0.0,0.0,1.0,0.0,19.0,False,,2010,0.0,1.0,0.0,0.03571428571428571,0.0,0.6785714285714286,2,False
|
||||
Renato Pirocchi,Italy,[1961],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Didier Pironi,France,"[1978, 1979, 1980, 1981, 1982]",0.0,72.0,70.0,4.0,3.0,13.0,5.0,101.0,False,,1980,0.05555555555555555,0.9722222222222222,0.041666666666666664,0.18055555555555555,0.06944444444444445,1.4027777777777777,5,False
|
||||
Emanuele Pirro,Italy,"[1989, 1990, 1991]",0.0,40.0,37.0,0.0,0.0,0.0,0.0,3.0,False,,1990,0.0,0.925,0.0,0.0,0.0,0.075,3,False
|
||||
Antônio Pizzonia,Brazil,"[2003, 2004, 2005]",0.0,20.0,20.0,0.0,0.0,0.0,0.0,8.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.4,3,False
|
||||
Eric van de Poele,Belgium,"[1991, 1992]",0.0,29.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.1724137931034483,0.0,0.0,0.0,0.0,2,False
|
||||
Jacques Pollet,France,"[1954, 1955]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ben Pon,Netherlands,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dennis Poore,United Kingdom,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.5,1,False
|
||||
Alfonso de Portago,Spain,"[1956, 1957]",0.0,5.0,5.0,0.0,0.0,1.0,0.0,4.0,False,,1960,0.0,1.0,0.0,0.2,0.0,0.8,2,False
|
||||
Sam Posey,United States,"[1971, 1972]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Charles Pozzi,France,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Pretorius,South Africa,"[1965, 1968, 1971, 1973]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.75,0.0,0.0,0.0,0.0,4,False
|
||||
Ernesto Prinoth,Italy,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
David Prophet,United Kingdom,"[1963, 1965]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Alain Prost,France,"[1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1993]",4.0,202.0,199.0,33.0,51.0,106.0,41.0,768.5,False,"[1985, 1986, 1989, 1993]",1990,0.16336633663366337,0.9851485148514851,0.2524752475247525,0.5247524752475248,0.20297029702970298,3.8044554455445545,13,True
|
||||
Tom Pryce,United Kingdom,"[1974, 1975, 1976, 1977]",0.0,42.0,42.0,1.0,0.0,2.0,0.0,19.0,False,,1980,0.023809523809523808,1.0,0.0,0.047619047619047616,0.0,0.4523809523809524,4,False
|
||||
David Purley,United Kingdom,"[1973, 1974, 1977]",0.0,11.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6363636363636364,0.0,0.0,0.0,0.0,3,False
|
||||
Clive Puzey,Rhodesia,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dieter Quester,Austria,"[1969, 1974]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Ian Raby,United Kingdom,"[1963, 1964, 1965]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,3,False
|
||||
Bobby Rahal,United States,[1978],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Kimi Räikkönen,Finland,"[2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021]",1.0,353.0,349.0,18.0,21.0,103.0,46.0,1873.0,False,[2007],2010,0.05099150141643059,0.9886685552407932,0.059490084985835696,0.29178470254957506,0.13031161473087818,5.305949008498583,19,True
|
||||
Hermano da Silva Ramos,Brazil,"[1955, 1956]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.2857142857142857,2,False
|
||||
Pierre-Henri Raphanel,France,"[1988, 1989]",0.0,17.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.058823529411764705,0.0,0.0,0.0,0.0,2,False
|
||||
Dick Rathmann,United States,"[1950, 1956, 1958, 1959, 1960]",0.0,6.0,5.0,1.0,0.0,0.0,0.0,2.0,False,,1960,0.16666666666666666,0.8333333333333334,0.0,0.0,0.0,0.3333333333333333,5,False
|
||||
Jim Rathmann,United States,"[1950, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,10.0,10.0,0.0,1.0,4.0,2.0,29.0,False,,1960,0.0,1.0,0.1,0.4,0.2,2.9,10,False
|
||||
Roland Ratzenberger,Austria,[1994],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Héctor Rebaque,Mexico,"[1977, 1978, 1979, 1980, 1981]",0.0,58.0,41.0,0.0,0.0,0.0,0.0,13.0,False,,1980,0.0,0.7068965517241379,0.0,0.0,0.0,0.22413793103448276,5,False
|
||||
Brian Redman,United Kingdom,"[1968, 1970, 1971, 1972, 1973, 1974]",0.0,15.0,12.0,0.0,0.0,1.0,0.0,8.0,False,,1970,0.0,0.8,0.0,0.06666666666666667,0.0,0.5333333333333333,6,False
|
||||
Jimmy Reece,United States,"[1952, 1954, 1955, 1956, 1957, 1958]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,6,False
|
||||
Ray Reed,Rhodesia,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alan Rees,United Kingdom,[1967],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Clay Regazzoni,Switzerland,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",0.0,139.0,132.0,5.0,5.0,28.0,15.0,209.0,False,,1980,0.03597122302158273,0.9496402877697842,0.03597122302158273,0.2014388489208633,0.1079136690647482,1.5035971223021583,11,False
|
||||
Paul di Resta,United Kingdom,"[2011, 2012, 2013, 2017]",0.0,59.0,59.0,0.0,0.0,0.0,0.0,121.0,False,,2010,0.0,1.0,0.0,0.0,0.0,2.0508474576271185,4,False
|
||||
Carlos Reutemann,Argentina,"[1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982]",0.0,146.0,146.0,6.0,12.0,45.0,6.0,298.0,False,,1980,0.0410958904109589,1.0,0.0821917808219178,0.3082191780821918,0.0410958904109589,2.041095890410959,11,False
|
||||
Lance Reventlow,United States,[1960],0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Peter Revson,United States,"[1964, 1971, 1972, 1973, 1974]",0.0,32.0,30.0,1.0,2.0,8.0,0.0,61.0,False,,1970,0.03125,0.9375,0.0625,0.25,0.0,1.90625,5,False
|
||||
John Rhodes,United Kingdom,[1965],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alex Ribeiro,Brazil,"[1976, 1977, 1979]",0.0,20.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,3,False
|
||||
Daniel Ricciardo,Australia,"[2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,232.0,232.0,3.0,8.0,32.0,16.0,1311.0,False,,2020,0.01293103448275862,1.0,0.034482758620689655,0.13793103448275862,0.06896551724137931,5.650862068965517,12,False
|
||||
Ken Richardson,United Kingdom,[1951],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fritz Riess,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jim Rigsby,United States,[1952],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jochen Rindt,Austria,"[1964, 1965, 1966, 1967, 1968, 1969, 1970]",1.0,62.0,60.0,10.0,6.0,13.0,3.0,107.0,False,[1970],1970,0.16129032258064516,0.967741935483871,0.0967741935483871,0.20967741935483872,0.04838709677419355,1.7258064516129032,7,True
|
||||
John Riseley-Prichard,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Giovanni de Riu,Italy,[1954],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Richard Robarts,United Kingdom,[1974],0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.75,0.0,0.0,0.0,0.0,1,False
|
||||
Pedro Rodríguez,Mexico,"[1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971]",0.0,54.0,54.0,0.0,2.0,7.0,1.0,71.0,False,,1970,0.0,1.0,0.037037037037037035,0.12962962962962962,0.018518518518518517,1.3148148148148149,9,False
|
||||
Ricardo Rodríguez,Mexico,"[1961, 1962]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,4.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.6666666666666666,2,False
|
||||
Alberto Rodriguez Larreta,Argentina,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Franco Rol,Italy,"[1950, 1951, 1952]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Alan Rollinson,United Kingdom,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Rolt,United Kingdom,"[1950, 1953, 1955]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Bertil Roos,Sweden,[1974],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pedro de la Rosa,Spain,"[1999, 2000, 2001, 2002, 2005, 2006, 2010, 2011, 2012]",0.0,107.0,104.0,0.0,0.0,1.0,1.0,35.0,False,,2010,0.0,0.9719626168224299,0.0,0.009345794392523364,0.009345794392523364,0.32710280373831774,9,False
|
||||
Keke Rosberg,Finland,"[1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",1.0,128.0,114.0,5.0,5.0,17.0,3.0,159.5,False,[1982],1980,0.0390625,0.890625,0.0390625,0.1328125,0.0234375,1.24609375,9,True
|
||||
Nico Rosberg,Germany,"[2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016]",1.0,206.0,206.0,30.0,23.0,57.0,20.0,1594.5,False,[2016],2010,0.14563106796116504,1.0,0.11165048543689321,0.2766990291262136,0.0970873786407767,7.740291262135922,11,True
|
||||
Mauri Rose,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,1.0,0.0,0.5,0.0,2.0,2,False
|
||||
Louis Rosier,France,"[1950, 1951, 1952, 1953, 1954, 1955, 1956]",0.0,38.0,38.0,0.0,0.0,2.0,0.0,18.0,False,,1950,0.0,1.0,0.0,0.05263157894736842,0.0,0.47368421052631576,7,False
|
||||
Ricardo Rosset,Brazil,"[1996, 1997, 1998]",0.0,33.0,26.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.7878787878787878,0.0,0.0,0.0,0.0,3,False
|
||||
Alexander Rossi,United States,[2015],0.0,7.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,1,False
|
||||
Huub Rothengatter,Netherlands,"[1984, 1985, 1986]",0.0,30.0,25.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,3,False
|
||||
Basil van Rooyen,South Africa,"[1968, 1969]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Lloyd Ruby,United States,"[1960, 1961]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Jean-Claude Rudaz,Switzerland,[1964],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
George Russell,United Kingdom,"[2019, 2020, 2021, 2022]",0.0,83.0,83.0,1.0,1.0,9.0,5.0,300.0,True,,2020,0.012048192771084338,1.0,0.012048192771084338,0.10843373493975904,0.060240963855421686,3.6144578313253013,4,False
|
||||
Eddie Russo,United States,"[1955, 1956, 1957, 1960]",0.0,7.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5714285714285714,0.0,0.0,0.0,0.0,4,False
|
||||
Paul Russo,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,11.0,8.0,0.0,0.0,1.0,1.0,8.5,False,,1960,0.0,0.7272727272727273,0.0,0.09090909090909091,0.09090909090909091,0.7727272727272727,11,False
|
||||
Troy Ruttman,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1960]",0.0,12.0,8.0,0.0,1.0,1.0,0.0,9.5,False,,1950,0.0,0.6666666666666666,0.08333333333333333,0.08333333333333333,0.0,0.7916666666666666,10,False
|
||||
Peter Ryan,Canada,[1961],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eddie Sachs,United States,"[1957, 1958, 1959, 1960]",0.0,7.0,4.0,1.0,0.0,0.0,0.0,0.0,False,,1960,0.14285714285714285,0.5714285714285714,0.0,0.0,0.0,0.0,4,False
|
||||
Bob Said,United States,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Carlos Sainz Jr.,Spain,"[2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,164.0,163.0,3.0,1.0,15.0,3.0,794.5,True,,2020,0.018292682926829267,0.9939024390243902,0.006097560975609756,0.09146341463414634,0.018292682926829267,4.844512195121951,8,False
|
||||
Eliseo Salazar,Chile,"[1981, 1982, 1983]",0.0,37.0,24.0,0.0,0.0,0.0,0.0,3.0,False,,1980,0.0,0.6486486486486487,0.0,0.0,0.0,0.08108108108108109,3,False
|
||||
Mika Salo,Finland,"[1994, 1995, 1996, 1997, 1998, 1999, 2000, 2002]",0.0,111.0,109.0,0.0,0.0,2.0,0.0,33.0,False,,2000,0.0,0.9819819819819819,0.0,0.018018018018018018,0.0,0.2972972972972973,8,False
|
||||
Roy Salvadori,United Kingdom,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962]",0.0,50.0,47.0,0.0,0.0,2.0,0.0,19.0,False,,1960,0.0,0.94,0.0,0.04,0.0,0.38,11,False
|
||||
Consalvo Sanesi,Italy,"[1950, 1951]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.6,2,False
|
||||
Stéphane Sarrazin,France,[1999],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Logan Sargeant,United States,[2023],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,True,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Takuma Sato,Japan,"[2002, 2003, 2004, 2005, 2006, 2007, 2008]",0.0,92.0,90.0,0.0,0.0,1.0,0.0,44.0,False,,2000,0.0,0.9782608695652174,0.0,0.010869565217391304,0.0,0.4782608695652174,7,False
|
||||
Carl Scarborough,United States,"[1951, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ludovico Scarfiotti,Italy,"[1963, 1964, 1965, 1966, 1967, 1968]",0.0,12.0,10.0,0.0,1.0,1.0,1.0,17.0,False,,1970,0.0,0.8333333333333334,0.08333333333333333,0.08333333333333333,0.08333333333333333,1.4166666666666667,6,False
|
||||
Giorgio Scarlatti,Italy,"[1956, 1957, 1958, 1959, 1960, 1961]",0.0,15.0,12.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.06666666666666667,6,False
|
||||
Ian Scheckter,South Africa,"[1974, 1975, 1976, 1977]",0.0,20.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.9,0.0,0.0,0.0,0.0,4,False
|
||||
Jody Scheckter,South Africa,"[1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",1.0,113.0,112.0,3.0,10.0,33.0,5.0,246.0,False,[1979],1980,0.02654867256637168,0.9911504424778761,0.08849557522123894,0.2920353982300885,0.04424778761061947,2.1769911504424777,9,True
|
||||
Harry Schell,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,57.0,56.0,0.0,0.0,2.0,0.0,32.0,False,,1960,0.0,0.9824561403508771,0.0,0.03508771929824561,0.0,0.5614035087719298,11,False
|
||||
Tim Schenken,Australia,"[1970, 1971, 1972, 1973, 1974]",0.0,36.0,34.0,0.0,0.0,1.0,0.0,7.0,False,,1970,0.0,0.9444444444444444,0.0,0.027777777777777776,0.0,0.19444444444444445,5,False
|
||||
Albert Scherrer,Switzerland,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Domenico Schiattarella,Italy,"[1994, 1995]",0.0,7.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8571428571428571,0.0,0.0,0.0,0.0,2,False
|
||||
Heinz Schiller,Switzerland,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Schindler,United States,"[1950, 1951, 1952]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Jean-Louis Schlesser,France,"[1983, 1988]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Jo Schlesser,France,[1968],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bernd Schneider,West Germany,"[1988, 1989, 1990]",0.0,34.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.2647058823529412,0.0,0.0,0.0,0.0,3,False
|
||||
Rudolf Schoeller,Switzerland,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rob Schroeder,United States,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Michael Schumacher,Germany,"[1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2010, 2011, 2012]",7.0,308.0,306.0,68.0,91.0,155.0,77.0,1566.0,False,"[1994, 1995, 2000, 2001, 2002, 2003, 2004]",2000,0.22077922077922077,0.9935064935064936,0.29545454545454547,0.5032467532467533,0.25,5.084415584415584,19,True
|
||||
Mick Schumacher,Germany,"[2021, 2022]",0.0,44.0,43.0,0.0,0.0,0.0,0.0,12.0,False,,2020,0.0,0.9772727272727273,0.0,0.0,0.0,0.2727272727272727,2,False
|
||||
Ralf Schumacher,Germany,"[1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007]",0.0,181.0,180.0,6.0,6.0,27.0,8.0,329.0,False,,2000,0.03314917127071823,0.994475138121547,0.03314917127071823,0.14917127071823205,0.04419889502762431,1.8176795580110496,11,False
|
||||
Vern Schuppan,Australia,"[1972, 1974, 1975, 1977]",0.0,13.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6923076923076923,0.0,0.0,0.0,0.0,4,False
|
||||
Adolfo Schwelm Cruz,Argentina,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Scott,United States,"[1952, 1953, 1954]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Archie Scott Brown,United Kingdom,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Piero Scotti,Italy,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Wolfgang Seidel,West Germany,"[1953, 1958, 1960, 1961, 1962]",0.0,12.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,5,False
|
||||
Günther Seiffert,West Germany,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ayrton Senna,Brazil,"[1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994]",3.0,162.0,161.0,65.0,41.0,80.0,19.0,610.0,False,"[1988, 1990, 1991]",1990,0.4012345679012346,0.9938271604938271,0.25308641975308643,0.49382716049382713,0.11728395061728394,3.765432098765432,11,True
|
||||
Bruno Senna,Brazil,"[2010, 2011, 2012]",0.0,46.0,46.0,0.0,0.0,0.0,1.0,33.0,False,,2010,0.0,1.0,0.0,0.0,0.021739130434782608,0.717391304347826,3,False
|
||||
Dorino Serafini,Italy,[1950],0.0,1.0,1.0,0.0,0.0,1.0,0.0,3.0,False,,1950,0.0,1.0,0.0,1.0,0.0,3.0,1,False
|
||||
Chico Serra,Brazil,"[1981, 1982, 1983]",0.0,33.0,18.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,0.5454545454545454,0.0,0.0,0.0,0.030303030303030304,3,False
|
||||
Doug Serrurier,South Africa,"[1962, 1963, 1965]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Johnny Servoz-Gavin,France,"[1967, 1968, 1969, 1970]",0.0,13.0,12.0,0.0,0.0,1.0,0.0,9.0,False,,1970,0.0,0.9230769230769231,0.0,0.07692307692307693,0.0,0.6923076923076923,4,False
|
||||
Tony Settember,United States,"[1962, 1963]",0.0,7.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8571428571428571,0.0,0.0,0.0,0.0,2,False
|
||||
Hap Sharp,United States,"[1961, 1962, 1963, 1964]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Brian Shawe-Taylor,United Kingdom,"[1950, 1951]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Carroll Shelby,United States,"[1958, 1959]",0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Shelly,New Zealand,[1962],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Jo Siffert,Switzerland,"[1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971]",0.0,100.0,96.0,2.0,2.0,6.0,4.0,68.0,False,,1970,0.02,0.96,0.02,0.06,0.04,0.68,10,False
|
||||
André Simon,France,"[1951, 1952, 1955, 1956, 1957]",0.0,12.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.9166666666666666,0.0,0.0,0.0,0.0,5,False
|
||||
Sergey Sirotkin,Russia,[2018],0.0,21.0,21.0,0.0,0.0,0.0,0.0,1.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.047619047619047616,1,False
|
||||
Rob Slotemaker,Netherlands,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Moisés Solana,Mexico,"[1963, 1964, 1965, 1966, 1967, 1968]",0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,6,False
|
||||
Alex Soler-Roig,Spain,"[1970, 1971, 1972]",0.0,10.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Raymond Sommer,France,[1950],0.0,5.0,5.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.6,1,False
|
||||
Vincenzo Sospiri,Italy,[1997],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Stephen South,United Kingdom,[1980],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mike Sparken,France,[1955],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Scott Speed,United States,"[2006, 2007]",0.0,28.0,28.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Mike Spence,United Kingdom,"[1963, 1964, 1965, 1966, 1967, 1968]",0.0,37.0,36.0,0.0,0.0,1.0,0.0,27.0,False,,1970,0.0,0.972972972972973,0.0,0.02702702702702703,0.0,0.7297297297297297,6,False
|
||||
Alan Stacey,United Kingdom,"[1958, 1959, 1960]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Gaetano Starrabba,Italy,[1961],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Will Stevens,United Kingdom,"[2014, 2015]",0.0,20.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,0.9,0.0,0.0,0.0,0.0,2,False
|
||||
Chuck Stevenson,United States,"[1951, 1952, 1953, 1954, 1960]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Ian Stewart,United Kingdom,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Stewart,United Kingdom,"[1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973]",3.0,100.0,99.0,17.0,27.0,43.0,15.0,359.0,False,"[1969, 1971, 1973]",1970,0.17,0.99,0.27,0.43,0.15,3.59,9,True
|
||||
Jimmy Stewart,United Kingdom,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Siegfried Stohr,Italy,[1981],0.0,13.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6923076923076923,0.0,0.0,0.0,0.0,1,False
|
||||
Rolf Stommelen,West Germany,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1978]",0.0,63.0,54.0,0.0,0.0,1.0,0.0,14.0,False,,1970,0.0,0.8571428571428571,0.0,0.015873015873015872,0.0,0.2222222222222222,8,False
|
||||
Philippe Streiff,France,"[1984, 1985, 1986, 1987, 1988]",0.0,54.0,53.0,0.0,0.0,1.0,0.0,11.0,False,,1990,0.0,0.9814814814814815,0.0,0.018518518518518517,0.0,0.2037037037037037,5,False
|
||||
Lance Stroll,Canada,"[2017, 2018, 2019, 2020, 2021, 2022]",0.0,124.0,123.0,1.0,0.0,3.0,0.0,202.0,True,,2020,0.008064516129032258,0.9919354838709677,0.0,0.024193548387096774,0.0,1.6290322580645162,6,False
|
||||
Hans Stuck,West Germany,"[1951, 1952, 1953]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Hans-Joachim Stuck,West Germany,"[1974, 1975, 1976, 1977, 1978, 1979]",0.0,81.0,74.0,0.0,0.0,2.0,0.0,29.0,False,,1980,0.0,0.9135802469135802,0.0,0.024691358024691357,0.0,0.35802469135802467,6,False
|
||||
Otto Stuppacher,Austria,[1976],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Danny Sullivan,United States,[1983],0.0,15.0,15.0,0.0,0.0,0.0,0.0,2.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.13333333333333333,1,False
|
||||
Marc Surer,Switzerland,"[1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,88.0,82.0,0.0,0.0,0.0,1.0,17.0,False,,1980,0.0,0.9318181818181818,0.0,0.0,0.011363636363636364,0.19318181818181818,8,False
|
||||
John Surtees,United Kingdom,"[1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972]",1.0,113.0,111.0,8.0,6.0,24.0,10.0,180.0,False,[1964],1970,0.07079646017699115,0.9823008849557522,0.05309734513274336,0.21238938053097345,0.08849557522123894,1.592920353982301,13,True
|
||||
Andy Sutcliffe,United Kingdom,[1977],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Adrian Sutil,Germany,"[2007, 2008, 2009, 2010, 2011, 2013, 2014]",0.0,128.0,128.0,0.0,0.0,0.0,1.0,124.0,False,,2010,0.0,1.0,0.0,0.0,0.0078125,0.96875,7,False
|
||||
Len Sutton,United States,"[1958, 1959, 1960]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
Aguri Suzuki,Japan,"[1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995]",0.0,88.0,65.0,0.0,0.0,1.0,0.0,8.0,False,,1990,0.0,0.7386363636363636,0.0,0.011363636363636364,0.0,0.09090909090909091,8,False
|
||||
Toshio Suzuki,Japan,[1993],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jacques Swaters,Belgium,"[1951, 1953, 1954]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.0,3,False
|
||||
Bob Sweikert,United States,"[1952, 1953, 1954, 1955, 1956]",0.0,7.0,5.0,0.0,1.0,1.0,0.0,8.0,False,,1950,0.0,0.7142857142857143,0.14285714285714285,0.14285714285714285,0.0,1.1428571428571428,5,False
|
||||
Toranosuke Takagi,Japan,"[1998, 1999]",0.0,32.0,32.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Noritake Takahara,Japan,"[1976, 1977]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kunimitsu Takahashi,Japan,[1977],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Patrick Tambay,France,"[1977, 1978, 1979, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,123.0,114.0,5.0,2.0,11.0,2.0,103.0,False,,1980,0.04065040650406504,0.926829268292683,0.016260162601626018,0.08943089430894309,0.016260162601626018,0.8373983739837398,9,False
|
||||
Luigi Taramazzo,Italy,[1958],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gabriele Tarquini,Italy,"[1987, 1988, 1989, 1990, 1991, 1992, 1995]",0.0,79.0,38.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.4810126582278481,0.0,0.0,0.0,0.012658227848101266,7,False
|
||||
Piero Taruffi,Italy,"[1950, 1951, 1952, 1954, 1955, 1956]",0.0,19.0,18.0,0.0,1.0,5.0,1.0,41.0,False,,1950,0.0,0.9473684210526315,0.05263157894736842,0.2631578947368421,0.05263157894736842,2.1578947368421053,6,False
|
||||
Dennis Taylor,United Kingdom,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Henry Taylor,United Kingdom,"[1959, 1960, 1961]",0.0,11.0,8.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.7272727272727273,0.0,0.0,0.0,0.2727272727272727,3,False
|
||||
John Taylor,United Kingdom,"[1964, 1966]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.2,2,False
|
||||
Mike Taylor,United Kingdom,"[1959, 1960]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Trevor Taylor,United Kingdom,"[1959, 1961, 1962, 1963, 1964, 1966]",0.0,29.0,27.0,0.0,0.0,1.0,0.0,8.0,False,,1960,0.0,0.9310344827586207,0.0,0.034482758620689655,0.0,0.27586206896551724,6,False
|
||||
Marshall Teague,United States,"[1953, 1954, 1957]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Shorty Templeman,United States,"[1955, 1958, 1960]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Max de Terra,Switzerland,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
André Testut,Monaco,"[1958, 1959]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Mike Thackwell,New Zealand,"[1980, 1984]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Alfonso Thiele,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eric Thompson,United Kingdom,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,2.0,1,False
|
||||
Johnny Thomson,United States,"[1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,8.0,8.0,1.0,0.0,1.0,1.0,10.0,False,,1960,0.125,1.0,0.0,0.125,0.125,1.25,8,False
|
||||
Leslie Thorne,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bud Tingelstad,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Sam Tingle,Rhodesia,"[1963, 1965, 1967, 1968, 1969]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Desmond Titterington,United Kingdom,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Johnnie Tolan,United States,"[1956, 1957, 1958]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,3,False
|
||||
Alejandro de Tomaso,Argentina,"[1957, 1959]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Charles de Tornaco,Belgium,"[1952, 1953]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Trimmer,United Kingdom,"[1975, 1976, 1977, 1978]",0.0,6.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,4,False
|
||||
Maurice Trintignant,France,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964]",0.0,84.0,82.0,0.0,2.0,10.0,1.0,72.33,False,,1960,0.0,0.9761904761904762,0.023809523809523808,0.11904761904761904,0.011904761904761904,0.8610714285714286,15,False
|
||||
Wolfgang von Trips,West Germany,"[1956, 1957, 1958, 1959, 1960, 1961]",0.0,29.0,27.0,1.0,2.0,6.0,0.0,56.0,False,,1960,0.034482758620689655,0.9310344827586207,0.06896551724137931,0.20689655172413793,0.0,1.9310344827586208,6,False
|
||||
Jarno Trulli,Italy,"[1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011]",0.0,256.0,252.0,4.0,1.0,11.0,1.0,246.5,False,,2000,0.015625,0.984375,0.00390625,0.04296875,0.00390625,0.962890625,15,False
|
||||
Yuki Tsunoda,Japan,"[2021, 2022]",0.0,45.0,43.0,0.0,0.0,0.0,0.0,44.0,True,,2020,0.0,0.9555555555555556,0.0,0.0,0.0,0.9777777777777777,2,False
|
||||
Esteban Tuero,Argentina,[1998],0.0,16.0,16.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Guy Tunmer,South Africa,[1975],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jack Turner,United States,"[1956, 1957, 1958, 1959]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,4,False
|
||||
Toni Ulmen,West Germany,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bobby Unser,United States,[1968],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jerry Unser Jr.,United States,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alberto Uria,Uruguay,"[1955, 1956]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Nino Vaccarella,Italy,"[1961, 1962, 1965]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,3,False
|
||||
Stoffel Vandoorne,Belgium,"[2016, 2017, 2018]",0.0,42.0,41.0,0.0,0.0,0.0,0.0,26.0,False,,2020,0.0,0.9761904761904762,0.0,0.0,0.0,0.6190476190476191,3,False
|
||||
Bob Veith,United States,"[1956, 1957, 1958, 1959, 1960]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Jean-Éric Vergne,France,"[2012, 2013, 2014]",0.0,58.0,58.0,0.0,0.0,0.0,0.0,51.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.8793103448275862,3,False
|
||||
Jos Verstappen,Netherlands,"[1994, 1995, 1996, 1997, 1998, 2000, 2001, 2003]",0.0,107.0,106.0,0.0,0.0,2.0,0.0,17.0,False,,2000,0.0,0.9906542056074766,0.0,0.018691588785046728,0.0,0.1588785046728972,8,False
|
||||
Max Verstappen,Netherlands,"[2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",2.0,164.0,164.0,21.0,36.0,78.0,21.0,2036.5,True,"[2021, 2022]",2020,0.12804878048780488,1.0,0.21951219512195122,0.47560975609756095,0.12804878048780488,12.417682926829269,8,True
|
||||
Sebastian Vettel,Germany,"[2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",4.0,300.0,299.0,57.0,53.0,122.0,38.0,3098.0,False,"[2010, 2011, 2012, 2013]",2010,0.19,0.9966666666666667,0.17666666666666667,0.4066666666666667,0.12666666666666668,10.326666666666666,16,True
|
||||
Gilles Villeneuve,Canada,"[1977, 1978, 1979, 1980, 1981, 1982]",0.0,68.0,67.0,2.0,6.0,13.0,8.0,101.0,False,,1980,0.029411764705882353,0.9852941176470589,0.08823529411764706,0.19117647058823528,0.11764705882352941,1.4852941176470589,6,False
|
||||
Jacques Villeneuve,Canada,"[1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006]",1.0,165.0,163.0,13.0,11.0,23.0,9.0,235.0,False,[1997],2000,0.07878787878787878,0.9878787878787879,0.06666666666666667,0.1393939393939394,0.05454545454545454,1.4242424242424243,11,True
|
||||
Jacques Villeneuve Sr.,Canada,"[1981, 1983]",0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Luigi Villoresi,Italy,"[1950, 1951, 1952, 1953, 1954, 1955, 1956]",0.0,34.0,31.0,0.0,0.0,8.0,1.0,46.0,False,,1950,0.0,0.9117647058823529,0.0,0.23529411764705882,0.029411764705882353,1.3529411764705883,7,False
|
||||
Emilio de Villota,Spain,"[1976, 1977, 1978, 1981, 1982]",0.0,15.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.13333333333333333,0.0,0.0,0.0,0.0,5,False
|
||||
Ottorino Volonterio,Switzerland,"[1954, 1956, 1957]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Jo Vonlanthen,Switzerland,[1975],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernie de Vos,Canada,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nyck de Vries,Netherlands,[2022],0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,True,,2020,0.0,1.0,0.0,0.0,0.0,1.0,1,False
|
||||
Bill Vukovich,United States,"[1951, 1952, 1953, 1954, 1955]",0.0,6.0,5.0,1.0,2.0,2.0,3.0,19.0,False,,1950,0.16666666666666666,0.8333333333333334,0.3333333333333333,0.3333333333333333,0.5,3.1666666666666665,5,False
|
||||
Syd van der Vyver,South Africa,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fred Wacker,United States,"[1953, 1954]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,2,False
|
||||
David Walker,Australia,"[1971, 1972]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Peter Walker,United Kingdom,"[1950, 1951, 1955]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Lee Wallard,United States,"[1950, 1951]",0.0,3.0,2.0,0.0,1.0,1.0,1.0,9.0,False,,1950,0.0,0.6666666666666666,0.3333333333333333,0.3333333333333333,0.3333333333333333,3.0,2,False
|
||||
Heini Walter,Switzerland,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rodger Ward,United States,"[1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1963]",0.0,12.0,12.0,0.0,1.0,2.0,0.0,14.0,False,,1960,0.0,1.0,0.08333333333333333,0.16666666666666666,0.0,1.1666666666666667,11,False
|
||||
Derek Warwick,United Kingdom,"[1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1993]",0.0,162.0,147.0,0.0,0.0,4.0,2.0,71.0,False,,1990,0.0,0.9074074074074074,0.0,0.024691358024691357,0.012345679012345678,0.4382716049382716,11,False
|
||||
John Watson,United Kingdom,"[1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1985]",0.0,154.0,152.0,2.0,5.0,20.0,5.0,169.0,False,,1980,0.012987012987012988,0.987012987012987,0.032467532467532464,0.12987012987012986,0.032467532467532464,1.0974025974025974,12,False
|
||||
Spider Webb,United States,"[1950, 1952, 1953, 1954]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.8,0.0,0.0,0.0,0.0,4,False
|
||||
Mark Webber,Australia,"[2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013]",0.0,217.0,215.0,13.0,9.0,42.0,19.0,1047.5,False,,2010,0.059907834101382486,0.9907834101382489,0.041474654377880185,0.1935483870967742,0.08755760368663594,4.8271889400921655,12,False
|
||||
Pascal Wehrlein,Germany,"[2016, 2017]",0.0,40.0,39.0,0.0,0.0,0.0,0.0,6.0,False,,2020,0.0,0.975,0.0,0.0,0.0,0.15,2,False
|
||||
Volker Weidler,West Germany,[1989],0.0,10.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Wayne Weiler,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Karl Wendlinger,Austria,"[1991, 1992, 1993, 1994, 1995]",0.0,42.0,41.0,0.0,0.0,0.0,0.0,14.0,False,,1990,0.0,0.9761904761904762,0.0,0.0,0.0,0.3333333333333333,5,False
|
||||
Peter Westbury,United Kingdom,[1970],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Chuck Weyant,United States,"[1955, 1957, 1958, 1959]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,4,False
|
||||
Ken Wharton,United Kingdom,"[1952, 1953, 1954, 1955]",0.0,16.0,15.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,0.9375,0.0,0.0,0.0,0.1875,4,False
|
||||
Ted Whiteaway,United Kingdom,[1955],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Graham Whitehead,United Kingdom,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Peter Whitehead,United Kingdom,"[1950, 1951, 1952, 1953, 1954]",0.0,12.0,10.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,0.8333333333333334,0.0,0.08333333333333333,0.0,0.3333333333333333,5,False
|
||||
Bill Whitehouse,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Robin Widdows,United Kingdom,[1968],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eppie Wietzes,Canada,"[1967, 1974]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Mike Wilds,United Kingdom,"[1974, 1975, 1976]",0.0,8.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.375,0.0,0.0,0.0,0.0,3,False
|
||||
Jonathan Williams,United Kingdom,[1967],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Roger Williamson,United Kingdom,[1973],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dempsey Wilson,United States,"[1958, 1960]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Desiré Wilson,South Africa,[1980],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Justin Wilson,United Kingdom,[2003],0.0,16.0,16.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0625,1,False
|
||||
Vic Wilson,United Kingdom,"[1960, 1966]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Joachim Winkelhock,West Germany,[1989],0.0,7.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Manfred Winkelhock,West Germany,"[1980, 1982, 1983, 1984, 1985]",0.0,56.0,47.0,0.0,0.0,0.0,0.0,2.0,False,,1980,0.0,0.8392857142857143,0.0,0.0,0.0,0.03571428571428571,5,False
|
||||
Markus Winkelhock,Germany,[2007],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Reine Wisell,Sweden,"[1970, 1971, 1972, 1973, 1974]",0.0,23.0,22.0,0.0,0.0,1.0,0.0,13.0,False,,1970,0.0,0.9565217391304348,0.0,0.043478260869565216,0.0,0.5652173913043478,5,False
|
||||
Roelof Wunderink,Netherlands,[1975],0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Alexander Wurz,Austria,"[1997, 1998, 1999, 2000, 2005, 2007]",0.0,69.0,69.0,0.0,0.0,3.0,1.0,45.0,False,,2000,0.0,1.0,0.0,0.043478260869565216,0.014492753623188406,0.6521739130434783,6,False
|
||||
Sakon Yamamoto,Japan,"[2006, 2007, 2010]",0.0,21.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Alex Yoong,Malaysia,"[2001, 2002]",0.0,18.0,14.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.7777777777777778,0.0,0.0,0.0,0.0,2,False
|
||||
Alessandro Zanardi,Italy,"[1991, 1992, 1993, 1994, 1999]",0.0,44.0,41.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.9318181818181818,0.0,0.0,0.0,0.022727272727272728,5,False
|
||||
Emilio Zapico,Spain,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Zhou Guanyu,China,[2022],0.0,23.0,23.0,0.0,0.0,0.0,2.0,6.0,True,,2020,0.0,1.0,0.0,0.0,0.08695652173913043,0.2608695652173913,1,False
|
||||
Ricardo Zonta,Brazil,"[1999, 2000, 2001, 2004, 2005]",0.0,37.0,36.0,0.0,0.0,0.0,0.0,3.0,False,,2000,0.0,0.972972972972973,0.0,0.0,0.0,0.08108108108108109,5,False
|
||||
Renzo Zorzi,Italy,"[1975, 1976, 1977]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.14285714285714285,3,False
|
||||
Ricardo Zunino,Argentina,"[1979, 1980, 1981]",0.0,11.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.9090909090909091,0.0,0.0,0.0,0.0,3,False
|
||||
|
29
ilbekov_dmitriy_lab_5/README.md
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29
ilbekov_dmitriy_lab_5/README.md
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@@ -0,0 +1,29 @@
|
||||
# Лабораторная работа 5
|
||||
### Вариант 10
|
||||
|
||||
### Задание:
|
||||
- Используя данные из "F1DriversDataset.csv" сформулировать задачу, решаемую регрессией: Предсказать количество чемпионских титулов по характеристикам: `Race_Entries`, `Race_Starts`, `Pole_Positions`, `Race_Wins`, `Podiums`, `Fastest_Laps`
|
||||
### Алгоритм кластеризации:
|
||||
- Линейная регрессия (по варианту)
|
||||
### Запуск
|
||||
- Запустить файл lab5.py
|
||||
|
||||
### Технологии
|
||||
- Язык - 'Python'
|
||||
- Библиотеки sklearn, pandas, matplotlib
|
||||
|
||||
### Что делает
|
||||
- Программа обучает модель линейной регрессии на 95% данных
|
||||
- Программа оценивает качество предсказаний, используя Коэффициент детерминации R^2 (Мера качества модели регрессии и оценивает, насколько хорошо модель соответствует данным. Она измеряет долю дисперсии зависимой переменной, которая может быть объяснена моделью, относительно общей дисперсии зависимой переменной) на тестовой выборке остальных 5%
|
||||
- Программа позволяет вручную ввести требуемые характеристики пилота и предсказать количество титулов для данного пилота
|
||||
- Также результат предсказания можно интерпретировать в другом ключе: если мы введем реальные характеристики гонщика, мы можем посмотреть, насколько он достоин быть титулованным, справедливо или несправедливо отнеслась к нему судьба:)
|
||||
- Программа дополнительно выводит график, позволяющий визуально определить качество работы модели
|
||||
|
||||
### Пример работы
|
||||
Пример работы представлен в виде скриншотов:
|
||||
|
||||
|
||||
|
||||
|
||||
- В результате по графику мы можем видеть, что модель линейной регрессии действительно неплохо справилась со своей задачей предсказания, это подтверждает и хороший R^2 коэффициент, равный 0.89.
|
||||
- В качестве реального гонщика был выбран действующий чемпион Формулы 1 - Макс Ферстаппен. Любопытно, что модель содержит данные до 23 года и на этих данных модель предсказала, что Ферстаппен - трехкратный чемпион мира в округлении (скриншот консоли). И действительно совсем недавно Макс Ферстаппен стал трехкратным чемпионом мира, оформив чемпионский титул 2023 года. Это еще раз доказывает, что модель действительно неплохо научилась предсказывать.
|
||||
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ilbekov_dmitriy_lab_5/console.jpg
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ilbekov_dmitriy_lab_5/graphics.png
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44
ilbekov_dmitriy_lab_5/lab5.py
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ilbekov_dmitriy_lab_5/lab5.py
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|
||||
import pandas as pd
|
||||
from matplotlib import pyplot as plt
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.linear_model import LinearRegression
|
||||
|
||||
# Загрузка данных
|
||||
data = pd.read_csv("F1DriversDataset.csv")
|
||||
|
||||
# Выбор признаков и целевой переменной
|
||||
features = ['Race_Entries', 'Race_Starts', 'Pole_Positions', 'Race_Wins', 'Podiums', 'Fastest_Laps']
|
||||
target = 'Championships'
|
||||
X = data[features]
|
||||
y = data[target]
|
||||
|
||||
# Разделение данных на обучающую и тестовую выборки
|
||||
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.05, random_state=42)
|
||||
|
||||
# Обучение модели
|
||||
model = LinearRegression()
|
||||
model.fit(X_train, y_train)
|
||||
|
||||
# Оценка качества модели на тестовой выборке
|
||||
score = model.score(X_test, y_test)
|
||||
print("Коэффициент детерминации R^2 на тестовой выборке:", score)
|
||||
|
||||
# Предсказание количества чемпионских титулов для гонщика
|
||||
new_features = []
|
||||
for feature in features:
|
||||
value = float(input(f"Введите значение для {feature}: "))
|
||||
new_features.append(value)
|
||||
new_features = [new_features]
|
||||
predicted_championships = model.predict(new_features)
|
||||
print("Предсказанное количество чемпионских титулов:", predicted_championships[0])
|
||||
|
||||
# Визуализация модели
|
||||
y_pred = model.predict(X_test)
|
||||
|
||||
plt.scatter(y_test, y_pred)
|
||||
plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'k--', lw=2)
|
||||
plt.xlabel('Фактическое количество чемпионских титулов')
|
||||
plt.ylabel('Предсказанное количество чемпионских титулов')
|
||||
plt.title('Предсказания модели линейной регрессии')
|
||||
plt.show()
|
||||
|
||||
869
ilbekov_dmitriy_lab_6/F1DriversDataset.csv
Normal file
869
ilbekov_dmitriy_lab_6/F1DriversDataset.csv
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@@ -0,0 +1,869 @@
|
||||
Driver,Nationality,Seasons,Championships,Race_Entries,Race_Starts,Pole_Positions,Race_Wins,Podiums,Fastest_Laps,Points,Active,Championship Years,Decade,Pole_Rate,Start_Rate,Win_Rate,Podium_Rate,FastLap_Rate,Points_Per_Entry,Years_Active,Champion
|
||||
Carlo Abate,Italy,"[1962, 1963]",0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
George Abecassis,United Kingdom,"[1951, 1952]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kenny Acheson,United Kingdom,"[1983, 1985]",0.0,10.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.3,0.0,0.0,0.0,0.0,2,False
|
||||
Andrea de Adamich,Italy,"[1968, 1970, 1971, 1972, 1973]",0.0,36.0,30.0,0.0,0.0,0.0,0.0,6.0,False,,1970,0.0,0.8333333333333334,0.0,0.0,0.0,0.16666666666666666,5,False
|
||||
Philippe Adams,Belgium,[1994],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Walt Ader,United States,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Kurt Adolff,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fred Agabashian,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957]",0.0,9.0,8.0,1.0,0.0,0.0,0.0,1.5,False,,1950,0.1111111111111111,0.8888888888888888,0.0,0.0,0.0,0.16666666666666666,8,False
|
||||
Kurt Ahrens Jr.,West Germany,"[1966, 1967, 1968, 1969]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Jack Aitken,United Kingdom,[2020],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Christijan Albers,Netherlands,"[2005, 2006, 2007]",0.0,46.0,46.0,0.0,0.0,0.0,0.0,4.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.08695652173913043,3,False
|
||||
Alexander Albon,Thailand,"[2019, 2020, 2022]",0.0,61.0,60.0,0.0,0.0,2.0,0.0,202.0,True,,2020,0.0,0.9836065573770492,0.0,0.03278688524590164,0.0,3.3114754098360657,3,False
|
||||
Michele Alboreto,Italy,"[1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994]",0.0,215.0,194.0,2.0,5.0,23.0,5.0,186.5,False,,1990,0.009302325581395349,0.9023255813953488,0.023255813953488372,0.10697674418604651,0.023255813953488372,0.8674418604651163,14,False
|
||||
Jean Alesi,France,"[1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001]",0.0,202.0,201.0,2.0,1.0,32.0,4.0,241.0,False,,2000,0.009900990099009901,0.995049504950495,0.0049504950495049506,0.15841584158415842,0.019801980198019802,1.193069306930693,13,False
|
||||
Jaime Alguersuari,Spain,"[2009, 2010, 2011]",0.0,46.0,46.0,0.0,0.0,0.0,0.0,31.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.6739130434782609,3,False
|
||||
Philippe Alliot,France,"[1984, 1985, 1986, 1987, 1988, 1989, 1990, 1993, 1994]",0.0,116.0,109.0,0.0,0.0,0.0,0.0,7.0,False,,1990,0.0,0.9396551724137931,0.0,0.0,0.0,0.0603448275862069,9,False
|
||||
Cliff Allison,United Kingdom,"[1958, 1959, 1960, 1961]",0.0,18.0,16.0,0.0,0.0,1.0,0.0,11.0,False,,1960,0.0,0.8888888888888888,0.0,0.05555555555555555,0.0,0.6111111111111112,4,False
|
||||
Fernando Alonso,Spain,"[2001, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2021, 2022]",2.0,359.0,356.0,22.0,32.0,99.0,23.0,2076.0,True,"[2005, 2006]",2010,0.06128133704735376,0.9916434540389972,0.08913649025069638,0.2757660167130919,0.06406685236768803,5.782729805013927,19,True
|
||||
Giovanna Amati,Italy,[1992],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
George Amick,United States,[1958],0.0,2.0,1.0,0.0,0.0,1.0,0.0,6.0,False,,1960,0.0,0.5,0.0,0.5,0.0,3.0,1,False
|
||||
Red Amick,United States,"[1959, 1960]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Chris Amon,New Zealand,"[1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976]",0.0,108.0,96.0,5.0,0.0,11.0,3.0,83.0,False,,1970,0.046296296296296294,0.8888888888888888,0.0,0.10185185185185185,0.027777777777777776,0.7685185185185185,14,False
|
||||
Bob Anderson,United Kingdom,"[1963, 1964, 1965, 1966, 1967]",0.0,29.0,25.0,0.0,0.0,1.0,0.0,8.0,False,,1960,0.0,0.8620689655172413,0.0,0.034482758620689655,0.0,0.27586206896551724,5,False
|
||||
Conny Andersson,Sweden,"[1976, 1977]",0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.2,0.0,0.0,0.0,0.0,2,False
|
||||
Emil Andres,United States,[1950],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mario Andretti,United States,"[1968, 1969, 1970, 1971, 1972, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982]",1.0,131.0,128.0,18.0,12.0,19.0,10.0,180.0,False,[1978],1980,0.13740458015267176,0.9770992366412213,0.0916030534351145,0.1450381679389313,0.07633587786259542,1.3740458015267176,14,True
|
||||
Michael Andretti,United States,[1993],0.0,13.0,13.0,0.0,0.0,1.0,0.0,7.0,False,,1990,0.0,1.0,0.0,0.07692307692307693,0.0,0.5384615384615384,1,False
|
||||
Keith Andrews,United States,"[1955, 1956]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Elio de Angelis,Italy,"[1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,109.0,108.0,3.0,2.0,9.0,0.0,122.0,False,,1980,0.027522935779816515,0.9908256880733946,0.01834862385321101,0.08256880733944955,0.0,1.1192660550458715,8,False
|
||||
Marco Apicella,Italy,[1993],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mário de Araújo Cabral,Portugal,"[1959, 1960, 1963, 1964]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,4,False
|
||||
Frank Armi,United States,[1954],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Chuck Arnold,United States,[1959],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
René Arnoux,France,"[1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,164.0,149.0,18.0,7.0,22.0,12.0,181.0,False,,1980,0.10975609756097561,0.9085365853658537,0.042682926829268296,0.13414634146341464,0.07317073170731707,1.103658536585366,12,False
|
||||
Peter Arundell,United Kingdom,"[1963, 1964, 1966]",0.0,13.0,11.0,0.0,0.0,2.0,0.0,12.0,False,,1960,0.0,0.8461538461538461,0.0,0.15384615384615385,0.0,0.9230769230769231,3,False
|
||||
Alberto Ascari,Italy,"[1950, 1951, 1952, 1953, 1954, 1955]",2.0,33.0,32.0,14.0,13.0,17.0,12.0,107.64,False,"[1952, 1953]",1950,0.42424242424242425,0.9696969696969697,0.3939393939393939,0.5151515151515151,0.36363636363636365,3.2618181818181817,6,True
|
||||
Peter Ashdown,United Kingdom,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ian Ashley,United Kingdom,"[1974, 1975, 1976, 1977]",0.0,11.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.36363636363636365,0.0,0.0,0.0,0.0,4,False
|
||||
Gerry Ashmore,United Kingdom,"[1961, 1962]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,2,False
|
||||
Bill Aston,United Kingdom,[1952],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Richard Attwood,United Kingdom,"[1964, 1965, 1967, 1968, 1969]",0.0,17.0,16.0,0.0,0.0,1.0,1.0,11.0,False,,1970,0.0,0.9411764705882353,0.0,0.058823529411764705,0.058823529411764705,0.6470588235294118,5,False
|
||||
Manny Ayulo,United States,"[1951, 1952, 1953, 1954]",0.0,6.0,4.0,0.0,0.0,1.0,0.0,2.0,False,,1950,0.0,0.6666666666666666,0.0,0.16666666666666666,0.0,0.3333333333333333,4,False
|
||||
Luca Badoer,Italy,"[1993, 1995, 1996, 1999, 2009]",0.0,58.0,50.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.8620689655172413,0.0,0.0,0.0,0.0,5,False
|
||||
Giancarlo Baghetti,Italy,"[1961, 1962, 1963, 1964, 1965, 1966, 1967]",0.0,21.0,21.0,0.0,1.0,1.0,1.0,14.0,False,,1960,0.0,1.0,0.047619047619047616,0.047619047619047616,0.047619047619047616,0.6666666666666666,7,False
|
||||
Julian Bailey,United Kingdom,"[1988, 1991]",0.0,20.0,7.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.35,0.0,0.0,0.0,0.05,2,False
|
||||
Mauro Baldi,Italy,"[1982, 1983, 1984, 1985]",0.0,41.0,36.0,0.0,0.0,0.0,0.0,5.0,False,,1980,0.0,0.8780487804878049,0.0,0.0,0.0,0.12195121951219512,4,False
|
||||
Bobby Ball,United States,"[1951, 1952]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.0,2,False
|
||||
Marcel Balsa,France,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lorenzo Bandini,Italy,"[1961, 1962, 1963, 1964, 1965, 1966, 1967]",0.0,42.0,42.0,1.0,1.0,8.0,2.0,58.0,False,,1960,0.023809523809523808,1.0,0.023809523809523808,0.19047619047619047,0.047619047619047616,1.380952380952381,7,False
|
||||
Henry Banks,United States,"[1950, 1951, 1952]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Fabrizio Barbazza,Italy,"[1991, 1993]",0.0,20.0,8.0,0.0,0.0,0.0,0.0,2.0,False,,1990,0.0,0.4,0.0,0.0,0.0,0.1,2,False
|
||||
John Barber,United Kingdom,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Skip Barber,United States,"[1971, 1972]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,2,False
|
||||
Paolo Barilla,Italy,"[1989, 1990]",0.0,15.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.6,0.0,0.0,0.0,0.0,2,False
|
||||
Rubens Barrichello,Brazil,"[1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011]",0.0,326.0,322.0,14.0,11.0,68.0,17.0,658.0,False,,2000,0.04294478527607362,0.9877300613496932,0.03374233128834356,0.2085889570552147,0.05214723926380368,2.01840490797546,19,False
|
||||
Michael Bartels,Germany,[1991],0.0,4.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Edgar Barth,"East Germany, West Germany","[1953, 1957, 1958, 1960, 1961, 1964]",0.0,7.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,6,False
|
||||
Giorgio Bassi,Italy,[1965],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Erwin Bauer,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Zsolt Baumgartner,Hungary,"[2003, 2004]",0.0,20.0,20.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.05,2,False
|
||||
Élie Bayol,France,"[1952, 1953, 1954, 1955, 1956]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.25,5,False
|
||||
Don Beauman,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Karl-Günther Bechem[g],West Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Jean Behra,France,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959]",0.0,53.0,52.0,0.0,0.0,9.0,1.0,51.14,False,,1960,0.0,0.9811320754716981,0.0,0.16981132075471697,0.018867924528301886,0.9649056603773585,8,False
|
||||
Derek Bell,United Kingdom,"[1968, 1969, 1970, 1971, 1972, 1974]",0.0,16.0,9.0,0.0,0.0,0.0,0.0,1.0,False,,1970,0.0,0.5625,0.0,0.0,0.0,0.0625,6,False
|
||||
Stefan Bellof,West Germany,"[1984, 1985]",0.0,22.0,20.0,0.0,0.0,0.0,0.0,4.0,False,,1980,0.0,0.9090909090909091,0.0,0.0,0.0,0.18181818181818182,2,False
|
||||
Paul Belmondo,France,"[1992, 1994]",0.0,27.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.25925925925925924,0.0,0.0,0.0,0.0,2,False
|
||||
Tom Belsø,Denmark,"[1973, 1974]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Jean-Pierre Beltoise,France,"[1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974]",0.0,88.0,86.0,0.0,1.0,8.0,4.0,77.0,False,,1970,0.0,0.9772727272727273,0.011363636363636364,0.09090909090909091,0.045454545454545456,0.875,8,False
|
||||
Olivier Beretta,Monaco,[1994],0.0,10.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.9,0.0,0.0,0.0,0.0,1,False
|
||||
Allen Berg,Canada,[1986],0.0,9.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Georges Berger,Belgium,"[1953, 1954]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Gerhard Berger,Austria,"[1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997]",0.0,210.0,210.0,12.0,10.0,48.0,21.0,385.0,False,,1990,0.05714285714285714,1.0,0.047619047619047616,0.22857142857142856,0.1,1.8333333333333333,14,False
|
||||
Éric Bernard,France,"[1989, 1990, 1991, 1994]",0.0,47.0,45.0,0.0,0.0,1.0,0.0,10.0,False,,1990,0.0,0.9574468085106383,0.0,0.02127659574468085,0.0,0.2127659574468085,4,False
|
||||
Enrique Bernoldi,Brazil,"[2001, 2002]",0.0,29.0,28.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9655172413793104,0.0,0.0,0.0,0.0,2,False
|
||||
Enrico Bertaggia,Italy,[1989],0.0,6.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Bettenhausen,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,11.0,11.0,0.0,0.0,1.0,1.0,11.0,False,,1960,0.0,1.0,0.0,0.09090909090909091,0.09090909090909091,1.0,11,False
|
||||
Mike Beuttler,United Kingdom,"[1971, 1972, 1973]",0.0,29.0,28.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.9655172413793104,0.0,0.0,0.0,0.0,3,False
|
||||
Birabongse Bhanudej,Thailand,"[1950, 1951, 1952, 1953, 1954]",0.0,19.0,19.0,0.0,0.0,0.0,0.0,8.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.42105263157894735,5,False
|
||||
Jules Bianchi,France,"[2013, 2014]",0.0,34.0,34.0,0.0,0.0,0.0,0.0,2.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.058823529411764705,2,False
|
||||
Lucien Bianchi,Belgium,"[1959, 1960, 1961, 1962, 1963, 1965, 1968]",0.0,19.0,17.0,0.0,0.0,1.0,0.0,6.0,False,,1960,0.0,0.8947368421052632,0.0,0.05263157894736842,0.0,0.3157894736842105,7,False
|
||||
Gino Bianco,Brazil,[1952],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Hans Binder,Austria,"[1976, 1977, 1978]",0.0,15.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.8666666666666667,0.0,0.0,0.0,0.0,3,False
|
||||
Clemente Biondetti,Italy,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pablo Birger,Argentina,"[1953, 1955]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Art Bisch,United States,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Harry Blanchard,United States,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Michael Bleekemolen,Netherlands,"[1977, 1978]",0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.2,0.0,0.0,0.0,0.0,2,False
|
||||
Alex Blignaut,South Africa,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Trevor Blokdyk,South Africa,"[1963, 1965]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Mark Blundell,United Kingdom,"[1991, 1993, 1994, 1995]",0.0,63.0,61.0,0.0,0.0,3.0,0.0,32.0,False,,1990,0.0,0.9682539682539683,0.0,0.047619047619047616,0.0,0.5079365079365079,4,False
|
||||
Raul Boesel,Brazil,"[1982, 1983]",0.0,30.0,23.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7666666666666667,0.0,0.0,0.0,0.0,2,False
|
||||
Menato Boffa,Italy,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Bondurant,United States,"[1965, 1966]",0.0,9.0,9.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.3333333333333333,2,False
|
||||
Felice Bonetto,Italy,"[1950, 1951, 1952, 1953]",0.0,16.0,15.0,0.0,0.0,2.0,0.0,17.5,False,,1950,0.0,0.9375,0.0,0.125,0.0,1.09375,4,False
|
||||
Jo Bonnier,Sweden,"[1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971]",0.0,108.0,104.0,1.0,1.0,1.0,0.0,39.0,False,,1960,0.009259259259259259,0.9629629629629629,0.009259259259259259,0.009259259259259259,0.0,0.3611111111111111,16,False
|
||||
Roberto Bonomi,Argentina,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Juan Manuel Bordeu,Argentina,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Slim Borgudd,Sweden,"[1981, 1982]",0.0,15.0,10.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,0.6666666666666666,0.0,0.0,0.0,0.06666666666666667,2,False
|
||||
Luki Botha,South Africa,[1967],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Valtteri Bottas,Finland,"[2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,202.0,201.0,20.0,10.0,67.0,19.0,1791.0,True,,2020,0.09900990099009901,0.995049504950495,0.04950495049504951,0.3316831683168317,0.09405940594059406,8.866336633663366,10,False
|
||||
Jean-Christophe Boullion,France,[1995],0.0,11.0,11.0,0.0,0.0,0.0,0.0,3.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.2727272727272727,1,False
|
||||
Sébastien Bourdais,France,"[2008, 2009]",0.0,27.0,27.0,0.0,0.0,0.0,0.0,6.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.2222222222222222,2,False
|
||||
Thierry Boutsen,Belgium,"[1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993]",0.0,164.0,163.0,1.0,3.0,15.0,1.0,132.0,False,,1990,0.006097560975609756,0.9939024390243902,0.018292682926829267,0.09146341463414634,0.006097560975609756,0.8048780487804879,11,False
|
||||
Johnny Boyd,United States,"[1955, 1956, 1957, 1958, 1959, 1960]",0.0,6.0,6.0,0.0,0.0,1.0,0.0,4.0,False,,1960,0.0,1.0,0.0,0.16666666666666666,0.0,0.6666666666666666,6,False
|
||||
David Brabham,Australia,"[1990, 1994]",0.0,30.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8,0.0,0.0,0.0,0.0,2,False
|
||||
Gary Brabham,Australia,[1990],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jack Brabham,Australia,"[1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970]",3.0,128.0,126.0,13.0,14.0,31.0,12.0,253.0,False,"[1959, 1960, 1966]",1960,0.1015625,0.984375,0.109375,0.2421875,0.09375,1.9765625,16,True
|
||||
Bill Brack,Canada,"[1968, 1969, 1972]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Ernesto Brambilla,Italy,"[1963, 1969]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Vittorio Brambilla,Italy,"[1974, 1975, 1976, 1977, 1978, 1979, 1980]",0.0,79.0,74.0,1.0,1.0,1.0,1.0,15.5,False,,1980,0.012658227848101266,0.9367088607594937,0.012658227848101266,0.012658227848101266,0.012658227848101266,0.1962025316455696,7,False
|
||||
Toni Branca,Switzerland,"[1950, 1951]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Gianfranco Brancatelli,Italy,[1979],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eric Brandon,United Kingdom,"[1952, 1954]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Don Branson,United States,"[1959, 1960]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,1.0,0.0,0.0,0.0,1.5,2,False
|
||||
Tom Bridger,United Kingdom,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Brise,United Kingdom,[1975],0.0,10.0,10.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.1,1,False
|
||||
Chris Bristow,United Kingdom,"[1959, 1960]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Peter Broeker,Canada,[1963],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Brooks,United Kingdom,"[1956, 1957, 1958, 1959, 1960, 1961]",0.0,39.0,38.0,3.0,6.0,10.0,3.0,75.0,False,,1960,0.07692307692307693,0.9743589743589743,0.15384615384615385,0.2564102564102564,0.07692307692307693,1.9230769230769231,6,False
|
||||
Alan Brown,United Kingdom,"[1952, 1953, 1954]",0.0,9.0,8.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,0.8888888888888888,0.0,0.0,0.0,0.2222222222222222,3,False
|
||||
Walt Brown,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Warwick Brown,Australia,[1976],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Adolf Brudes,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Martin Brundle,United Kingdom,"[1984, 1985, 1986, 1987, 1988, 1989, 1991, 1992, 1993, 1994, 1995, 1996]",0.0,165.0,158.0,0.0,0.0,9.0,0.0,98.0,False,,1990,0.0,0.9575757575757575,0.0,0.05454545454545454,0.0,0.593939393939394,12,False
|
||||
Gianmaria Bruni,Italy,[2004],0.0,18.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jimmy Bryan,United States,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,10.0,9.0,0.0,1.0,3.0,0.0,18.0,False,,1960,0.0,0.9,0.1,0.3,0.0,1.8,9,False
|
||||
Clemar Bucci,Argentina,"[1954, 1955]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ronnie Bucknum,United States,"[1964, 1965, 1966]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.18181818181818182,3,False
|
||||
Ivor Bueb,United Kingdom,"[1957, 1958, 1959]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,3,False
|
||||
Sébastien Buemi,Switzerland,"[2009, 2010, 2011]",0.0,55.0,55.0,0.0,0.0,0.0,0.0,29.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.5272727272727272,3,False
|
||||
Luiz Bueno,Brazil,[1973],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ian Burgess,United Kingdom,"[1958, 1959, 1960, 1961, 1962, 1963]",0.0,20.0,16.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,6,False
|
||||
Luciano Burti,Brazil,"[2000, 2001]",0.0,15.0,14.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9333333333333333,0.0,0.0,0.0,0.0,2,False
|
||||
Roberto Bussinello,Italy,"[1961, 1965]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Jenson Button,United Kingdom,"[2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017]",1.0,309.0,306.0,8.0,15.0,50.0,8.0,1235.0,False,[2009],2010,0.025889967637540454,0.9902912621359223,0.04854368932038835,0.16181229773462782,0.025889967637540454,3.9967637540453076,18,True
|
||||
Tommy Byrne,Ireland,[1982],0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4,0.0,0.0,0.0,0.0,1,False
|
||||
Giulio Cabianca,Italy,"[1958, 1959, 1960]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.75,3,False
|
||||
Phil Cade,United States,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alex Caffi,Italy,"[1986, 1987, 1988, 1989, 1990, 1991]",0.0,75.0,56.0,0.0,0.0,0.0,0.0,6.0,False,,1990,0.0,0.7466666666666667,0.0,0.0,0.0,0.08,6,False
|
||||
John Campbell-Jones,United Kingdom,"[1962, 1963]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Adrián Campos,Spain,"[1987, 1988]",0.0,21.0,17.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8095238095238095,0.0,0.0,0.0,0.0,2,False
|
||||
John Cannon,Canada,[1971],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eitel Cantoni,Uruguay,[1952],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Cantrell,United States,[1950],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Ivan Capelli,Italy,"[1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993]",0.0,98.0,93.0,0.0,0.0,3.0,0.0,31.0,False,,1990,0.0,0.9489795918367347,0.0,0.030612244897959183,0.0,0.3163265306122449,9,False
|
||||
Piero Carini,Italy,"[1952, 1953]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Duane Carter,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1959, 1960]",0.0,8.0,8.0,0.0,0.0,1.0,0.0,6.5,False,,1950,0.0,1.0,0.0,0.125,0.0,0.8125,8,False
|
||||
Eugenio Castellotti,Italy,"[1955, 1956, 1957]",0.0,14.0,14.0,1.0,0.0,3.0,0.0,19.5,False,,1960,0.07142857142857142,1.0,0.0,0.21428571428571427,0.0,1.3928571428571428,3,False
|
||||
Johnny Cecotto,Venezuela,"[1983, 1984]",0.0,23.0,18.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,0.782608695652174,0.0,0.0,0.0,0.043478260869565216,2,False
|
||||
Andrea de Cesaris,Italy,"[1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994]",0.0,214.0,208.0,1.0,0.0,5.0,1.0,59.0,False,,1990,0.004672897196261682,0.9719626168224299,0.0,0.02336448598130841,0.004672897196261682,0.2757009345794392,15,False
|
||||
François Cevert,France,"[1970, 1971, 1972, 1973]",0.0,47.0,46.0,0.0,1.0,13.0,2.0,89.0,False,,1970,0.0,0.9787234042553191,0.02127659574468085,0.2765957446808511,0.0425531914893617,1.8936170212765957,4,False
|
||||
Eugène Chaboud,France,"[1950, 1951]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,1.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.3333333333333333,2,False
|
||||
Jay Chamberlain,United States,[1962],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Karun Chandhok,India,"[2010, 2011]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Alain de Changy,Belgium,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Colin Chapman,United Kingdom,[1956],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dave Charlton,South Africa,"[1965, 1967, 1968, 1970, 1971, 1972, 1973, 1974, 1975]",0.0,14.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.7857142857142857,0.0,0.0,0.0,0.0,9,False
|
||||
Pedro Chaves,Portugal,[1991],0.0,13.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Cheesbourg,United States,"[1957, 1958, 1959]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
Eddie Cheever,United States,"[1978, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,143.0,132.0,0.0,0.0,9.0,0.0,70.0,False,,1980,0.0,0.9230769230769231,0.0,0.06293706293706294,0.0,0.48951048951048953,11,False
|
||||
Andrea Chiesa,Switzerland,[1992],0.0,10.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.3,0.0,0.0,0.0,0.0,1,False
|
||||
Max Chilton,United Kingdom,"[2013, 2014]",0.0,35.0,35.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ettore Chimeri,Venezuela,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Louis Chiron,Monaco,"[1950, 1951, 1953, 1955, 1956, 1958]",0.0,19.0,15.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,0.7894736842105263,0.0,0.05263157894736842,0.0,0.21052631578947367,6,False
|
||||
Joie Chitwood,United States,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.0,1,False
|
||||
Bob Christie,United States,"[1956, 1957, 1958, 1959, 1960]",0.0,7.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,5,False
|
||||
Johnny Claes,Belgium,"[1950, 1951, 1952, 1953, 1955]",0.0,25.0,23.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.92,0.0,0.0,0.0,0.0,5,False
|
||||
David Clapham,South Africa,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jim Clark,United Kingdom,"[1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968]",2.0,73.0,72.0,33.0,25.0,32.0,28.0,255.0,False,"[1963, 1965]",1960,0.4520547945205479,0.9863013698630136,0.3424657534246575,0.4383561643835616,0.3835616438356164,3.493150684931507,9,True
|
||||
Kevin Cogan,United States,"[1980, 1981]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Peter Collins,United Kingdom,"[1952, 1953, 1954, 1955, 1956, 1957, 1958]",0.0,35.0,32.0,0.0,3.0,9.0,0.0,47.0,False,,1960,0.0,0.9142857142857143,0.08571428571428572,0.2571428571428571,0.0,1.3428571428571427,7,False
|
||||
Bernard Collomb,France,"[1961, 1962, 1963, 1964]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,4,False
|
||||
Alberto Colombo,Italy,[1978],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Érik Comas,France,"[1991, 1992, 1993, 1994]",0.0,63.0,59.0,0.0,0.0,0.0,0.0,7.0,False,,1990,0.0,0.9365079365079365,0.0,0.0,0.0,0.1111111111111111,4,False
|
||||
Franco Comotti,Italy,"[1950, 1952]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
George Connor,United States,"[1950, 1951, 1952]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
George Constantine,United States,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
John Cordts,Canada,[1969],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
David Coulthard,United Kingdom,"[1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008]",0.0,247.0,246.0,12.0,13.0,62.0,18.0,535.0,False,,2000,0.048582995951417005,0.9959514170040485,0.05263157894736842,0.25101214574898784,0.0728744939271255,2.165991902834008,15,False
|
||||
Piers Courage,United Kingdom,"[1967, 1968, 1969, 1970]",0.0,29.0,27.0,0.0,0.0,2.0,0.0,20.0,False,,1970,0.0,0.9310344827586207,0.0,0.06896551724137931,0.0,0.6896551724137931,4,False
|
||||
Chris Craft,United Kingdom,[1971],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jim Crawford,United Kingdom,[1975],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ray Crawford,United States,"[1955, 1956, 1959]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Alberto Crespo,Argentina,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Antonio Creus,Spain,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Larry Crockett,United States,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Crook,United Kingdom,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Art Cross,United States,"[1952, 1953, 1954, 1955]",0.0,4.0,4.0,0.0,0.0,1.0,0.0,8.0,False,,1950,0.0,1.0,0.0,0.25,0.0,2.0,4,False
|
||||
Geoffrey Crossley,United Kingdom,[1950],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jérôme d'Ambrosio,Belgium,"[2011, 2012]",0.0,20.0,20.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Chuck Daigh,United States,[1960],0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Yannick Dalmas,France,"[1987, 1988, 1989, 1990, 1994]",0.0,49.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.4897959183673469,0.0,0.0,0.0,0.0,5,False
|
||||
Derek Daly,Ireland,"[1978, 1979, 1980, 1981, 1982]",0.0,64.0,49.0,0.0,0.0,0.0,0.0,15.0,False,,1980,0.0,0.765625,0.0,0.0,0.0,0.234375,5,False
|
||||
Christian Danner,West Germany,"[1985, 1986, 1987, 1989]",0.0,47.0,36.0,0.0,0.0,0.0,0.0,4.0,False,,1990,0.0,0.7659574468085106,0.0,0.0,0.0,0.0851063829787234,4,False
|
||||
Jorge Daponte,Argentina,[1954],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Anthony Davidson,United Kingdom,"[2002, 2005, 2007, 2008]",0.0,24.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Jimmy Davies,United States,"[1950, 1951, 1953, 1954, 1955]",0.0,8.0,5.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,0.625,0.0,0.125,0.0,0.5,5,False
|
||||
Colin Davis,United Kingdom,[1959],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jimmy Daywalt,United States,"[1953, 1954, 1955, 1956, 1957, 1959]",0.0,10.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,6,False
|
||||
Jean-Denis Délétraz,Switzerland,"[1994, 1995]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Patrick Depailler,France,"[1972, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",0.0,95.0,95.0,1.0,2.0,19.0,4.0,139.0,False,,1980,0.010526315789473684,1.0,0.021052631578947368,0.2,0.042105263157894736,1.4631578947368422,8,False
|
||||
Pedro Diniz,Brazil,"[1995, 1996, 1997, 1998, 1999, 2000]",0.0,99.0,98.0,0.0,0.0,0.0,0.0,10.0,False,,2000,0.0,0.98989898989899,0.0,0.0,0.0,0.10101010101010101,6,False
|
||||
Duke Dinsmore,United States,"[1950, 1951, 1953, 1956]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,4,False
|
||||
Frank Dochnal,United States,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
José Dolhem,France,[1974],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Martin Donnelly,United Kingdom,"[1989, 1990]",0.0,15.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8666666666666667,0.0,0.0,0.0,0.0,2,False
|
||||
Mark Donohue,United States,"[1971, 1974, 1975]",0.0,16.0,14.0,0.0,0.0,1.0,0.0,8.0,False,,1970,0.0,0.875,0.0,0.0625,0.0,0.5,3,False
|
||||
Robert Doornbos,Monaco Netherlands,"[2005, 2006]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ken Downing,United Kingdom,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Drake,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paddy Driver,South Africa,"[1963, 1974]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Piero Drogo,Italy,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bernard de Dryver,Belgium,"[1977, 1978]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Johnny Dumfries,United Kingdom,[1986],0.0,16.0,15.0,0.0,0.0,0.0,0.0,3.0,False,,1990,0.0,0.9375,0.0,0.0,0.0,0.1875,1,False
|
||||
Geoff Duke,United Kingdom,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Len Duncan,United States,[1954],0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Piero Dusio,Italy,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
George Eaton,Canada,"[1969, 1970, 1971]",0.0,13.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8461538461538461,0.0,0.0,0.0,0.0,3,False
|
||||
Bernie Ecclestone,United Kingdom,[1958],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Don Edmunds,United States,[1957],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Guy Edwards,United Kingdom,"[1974, 1976, 1977]",0.0,17.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6470588235294118,0.0,0.0,0.0,0.0,3,False
|
||||
Vic Elford,United Kingdom,"[1968, 1969, 1971]",0.0,13.0,13.0,0.0,0.0,0.0,0.0,8.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.6153846153846154,3,False
|
||||
Ed Elisian,United States,"[1954, 1955, 1956, 1957, 1958]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Paul Emery,United Kingdom,"[1956, 1958]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Tomáš Enge,Czech Republic,[2001],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paul England,Australia,[1957],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Marcus Ericsson,Sweden,"[2014, 2015, 2016, 2017, 2018]",0.0,97.0,97.0,0.0,0.0,0.0,0.0,18.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.18556701030927836,5,False
|
||||
Harald Ertl,Austria,"[1975, 1976, 1977, 1978, 1980]",0.0,28.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6785714285714286,0.0,0.0,0.0,0.0,5,False
|
||||
Nasif Estéfano,Argentina,"[1960, 1962]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Philippe Étancelin,France,"[1950, 1951, 1952]",0.0,12.0,12.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.25,3,False
|
||||
Bob Evans,United Kingdom,"[1975, 1976]",0.0,12.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,2,False
|
||||
Corrado Fabi,Italy,"[1983, 1984]",0.0,18.0,12.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Teo Fabi,Italy,"[1982, 1984, 1985, 1986, 1987]",0.0,71.0,64.0,3.0,0.0,2.0,2.0,23.0,False,,1980,0.04225352112676056,0.9014084507042254,0.0,0.028169014084507043,0.028169014084507043,0.323943661971831,5,False
|
||||
Pascal Fabre,France,[1987],0.0,14.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.7857142857142857,0.0,0.0,0.0,0.0,1,False
|
||||
Carlo Facetti,Italy,[1974],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Luigi Fagioli,Italy,"[1950, 1951]",0.0,7.0,7.0,0.0,1.0,6.0,0.0,28.0,False,,1950,0.0,1.0,0.14285714285714285,0.8571428571428571,0.0,4.0,2,False
|
||||
Jack Fairman,United Kingdom,"[1953, 1955, 1956, 1957, 1958, 1959, 1960, 1961]",0.0,13.0,12.0,0.0,0.0,0.0,0.0,5.0,False,,1960,0.0,0.9230769230769231,0.0,0.0,0.0,0.38461538461538464,8,False
|
||||
Juan Manuel Fangio,Argentina,"[1950, 1951, 1953, 1954, 1955, 1956, 1957, 1958]",5.0,52.0,51.0,29.0,24.0,35.0,23.0,245.0,False,"[1951, 1954, 1955, 1956, 1957]",1950,0.5576923076923077,0.9807692307692307,0.46153846153846156,0.6730769230769231,0.4423076923076923,4.711538461538462,8,True
|
||||
Nino Farina,Italy,"[1950, 1951, 1952, 1953, 1954, 1955]",1.0,34.0,33.0,5.0,5.0,20.0,5.0,115.33,False,[1950],1950,0.14705882352941177,0.9705882352941176,0.14705882352941177,0.5882352941176471,0.14705882352941177,3.392058823529412,6,True
|
||||
Walt Faulkner,United States,"[1950, 1951, 1953, 1954, 1955]",0.0,6.0,5.0,1.0,0.0,0.0,0.0,1.0,False,,1950,0.16666666666666666,0.8333333333333334,0.0,0.0,0.0,0.16666666666666666,5,False
|
||||
William Ferguson,South Africa,[1972],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Maria Teresa de Filippis,Italy,"[1958, 1959]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,2,False
|
||||
Ralph Firman,Ireland,[2003],0.0,15.0,14.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,0.9333333333333333,0.0,0.0,0.0,0.06666666666666667,1,False
|
||||
Ludwig Fischer,West Germany,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rudi Fischer,Switzerland,"[1951, 1952]",0.0,8.0,7.0,0.0,0.0,2.0,0.0,10.0,False,,1950,0.0,0.875,0.0,0.25,0.0,1.25,2,False
|
||||
Mike Fisher,United States,[1967],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Giancarlo Fisichella,Italy,"[1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009]",0.0,231.0,229.0,4.0,3.0,19.0,2.0,275.0,False,,2000,0.017316017316017316,0.9913419913419913,0.012987012987012988,0.08225108225108226,0.008658008658008658,1.1904761904761905,14,False
|
||||
John Fitch,United States,"[1953, 1955]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Christian Fittipaldi,Brazil,"[1992, 1993, 1994]",0.0,43.0,40.0,0.0,0.0,0.0,0.0,12.0,False,,1990,0.0,0.9302325581395349,0.0,0.0,0.0,0.27906976744186046,3,False
|
||||
Emerson Fittipaldi,Brazil,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",2.0,149.0,144.0,6.0,14.0,35.0,6.0,281.0,False,"[1972, 1974]",1980,0.040268456375838924,0.9664429530201343,0.09395973154362416,0.2348993288590604,0.040268456375838924,1.8859060402684564,11,True
|
||||
Pietro Fittipaldi,Brazil,[2020],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Wilson Fittipaldi,Brazil,"[1972, 1973, 1975]",0.0,38.0,35.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,0.9210526315789473,0.0,0.0,0.0,0.07894736842105263,3,False
|
||||
Theo Fitzau,East Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pat Flaherty,United States,"[1950, 1953, 1954, 1955, 1956, 1959]",0.0,6.0,6.0,1.0,1.0,1.0,0.0,8.0,False,,1950,0.16666666666666666,1.0,0.16666666666666666,0.16666666666666666,0.0,1.3333333333333333,6,False
|
||||
Jan Flinterman,Netherlands,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ron Flockhart,United Kingdom,"[1954, 1956, 1957, 1958, 1959, 1960]",0.0,14.0,14.0,0.0,0.0,1.0,0.0,5.0,False,,1960,0.0,1.0,0.0,0.07142857142857142,0.0,0.35714285714285715,6,False
|
||||
Myron Fohr,United States,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gregor Foitek,Switzerland,"[1989, 1990]",0.0,22.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.3181818181818182,0.0,0.0,0.0,0.0,2,False
|
||||
George Follmer,United States,[1973],0.0,13.0,12.0,0.0,0.0,1.0,0.0,5.0,False,,1970,0.0,0.9230769230769231,0.0,0.07692307692307693,0.0,0.38461538461538464,1,False
|
||||
George Fonder,United States,"[1952, 1954]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Norberto Fontana,Argentina,[1997],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Asdrúbal Fontes Bayardo,Uruguay,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Carl Forberg,United States,[1951],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Gene Force,United States,"[1951, 1960]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Franco Forini,Switzerland,[1987],0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Philip Fotheringham-Parker,United Kingdom,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
A. J. Foyt,United States,"[1958, 1959, 1960]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Giorgio Francia,Italy,"[1977, 1981]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Don Freeland,United States,"[1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,8.0,8.0,0.0,0.0,1.0,0.0,4.0,False,,1960,0.0,1.0,0.0,0.125,0.0,0.5,8,False
|
||||
Heinz-Harald Frentzen,Germany,"[1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003]",0.0,160.0,156.0,2.0,3.0,18.0,6.0,174.0,False,,2000,0.0125,0.975,0.01875,0.1125,0.0375,1.0875,10,False
|
||||
Paul Frère,Belgium,"[1952, 1953, 1954, 1955, 1956]",0.0,11.0,11.0,0.0,0.0,1.0,0.0,11.0,False,,1950,0.0,1.0,0.0,0.09090909090909091,0.0,1.0,5,False
|
||||
Patrick Friesacher,Austria,[2005],0.0,11.0,11.0,0.0,0.0,0.0,0.0,3.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.2727272727272727,1,False
|
||||
Joe Fry,United Kingdom,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Hiroshi Fushida,Japan,[1975],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Beppe Gabbiani,Italy,"[1978, 1981]",0.0,17.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.17647058823529413,0.0,0.0,0.0,0.0,2,False
|
||||
Bertrand Gachot,Belgium France,"[1989, 1990, 1991, 1992, 1994, 1995]",0.0,84.0,47.0,0.0,0.0,0.0,1.0,5.0,False,,1990,0.0,0.5595238095238095,0.0,0.0,0.011904761904761904,0.05952380952380952,6,False
|
||||
Patrick Gaillard,France,[1979],0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4,0.0,0.0,0.0,0.0,1,False
|
||||
Divina Galica,United Kingdom,"[1976, 1978]",0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Nanni Galli,Italy,"[1970, 1971, 1972, 1973]",0.0,20.0,17.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.85,0.0,0.0,0.0,0.0,4,False
|
||||
Oscar Alfredo Gálvez,Argentina,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,2.0,1,False
|
||||
Fred Gamble,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Howden Ganley,New Zealand,"[1971, 1972, 1973, 1974]",0.0,41.0,35.0,0.0,0.0,0.0,0.0,10.0,False,,1970,0.0,0.8536585365853658,0.0,0.0,0.0,0.24390243902439024,4,False
|
||||
Giedo van der Garde,Netherlands,[2013],0.0,19.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Frank Gardner,Australia,"[1964, 1965, 1968]",0.0,9.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8888888888888888,0.0,0.0,0.0,0.0,3,False
|
||||
Billy Garrett,United States,"[1956, 1958]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Jo Gartner,Austria,[1984],0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pierre Gasly,France,"[2017, 2018, 2019, 2020, 2021, 2022]",0.0,109.0,109.0,0.0,1.0,3.0,3.0,334.0,True,,2020,0.0,1.0,0.009174311926605505,0.027522935779816515,0.027522935779816515,3.0642201834862384,6,False
|
||||
Tony Gaze,Australia,[1952],0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.75,0.0,0.0,0.0,0.0,1,False
|
||||
Geki,Italy,"[1964, 1965, 1966]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Olivier Gendebien,Belgium,"[1956, 1958, 1959, 1960, 1961]",0.0,15.0,14.0,0.0,0.0,2.0,0.0,18.0,False,,1960,0.0,0.9333333333333333,0.0,0.13333333333333333,0.0,1.2,5,False
|
||||
Marc Gené,Spain,"[1999, 2000, 2003, 2004]",0.0,36.0,36.0,0.0,0.0,0.0,0.0,5.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.1388888888888889,4,False
|
||||
Elmer George,United States,[1957],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Gerard,United Kingdom,"[1950, 1951, 1953, 1954, 1956, 1957]",0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,6,False
|
||||
Gerino Gerini,Italy,"[1956, 1958]",0.0,7.0,6.0,0.0,0.0,0.0,0.0,1.5,False,,1960,0.0,0.8571428571428571,0.0,0.0,0.0,0.21428571428571427,2,False
|
||||
Peter Gethin,United Kingdom,"[1970, 1971, 1972, 1973, 1974]",0.0,31.0,30.0,0.0,1.0,1.0,0.0,11.0,False,,1970,0.0,0.967741935483871,0.03225806451612903,0.03225806451612903,0.0,0.3548387096774194,5,False
|
||||
Piercarlo Ghinzani,Italy,"[1981, 1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,111.0,74.0,0.0,0.0,0.0,0.0,2.0,False,,1990,0.0,0.6666666666666666,0.0,0.0,0.0,0.018018018018018018,8,False
|
||||
Bruno Giacomelli,Italy,"[1977, 1978, 1979, 1980, 1981, 1982, 1983, 1990]",0.0,82.0,69.0,1.0,0.0,1.0,0.0,14.0,False,,1980,0.012195121951219513,0.8414634146341463,0.0,0.012195121951219513,0.0,0.17073170731707318,8,False
|
||||
Dick Gibson,United Kingdom,"[1957, 1958]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Gimax,Italy,[1978],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Richie Ginther,United States,"[1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967]",0.0,54.0,52.0,0.0,1.0,14.0,3.0,102.0,False,,1960,0.0,0.9629629629629629,0.018518518518518517,0.25925925925925924,0.05555555555555555,1.8888888888888888,8,False
|
||||
Antonio Giovinazzi,Italy,"[2017, 2019, 2020, 2021]",0.0,62.0,62.0,0.0,0.0,0.0,0.0,21.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.3387096774193548,4,False
|
||||
Yves Giraud-Cabantous,France,"[1950, 1951, 1952, 1953]",0.0,13.0,13.0,0.0,0.0,0.0,0.0,5.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.38461538461538464,4,False
|
||||
Ignazio Giunti,Italy,[1970],0.0,4.0,4.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.75,1,False
|
||||
Timo Glock,Germany,"[2004, 2008, 2009, 2010, 2011, 2012]",0.0,95.0,91.0,0.0,0.0,3.0,1.0,51.0,False,,2010,0.0,0.9578947368421052,0.0,0.031578947368421054,0.010526315789473684,0.5368421052631579,6,False
|
||||
Helm Glöckler,West Germany,[1953],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paco Godia,Spain,"[1951, 1954, 1956, 1957, 1958]",0.0,14.0,13.0,0.0,0.0,0.0,0.0,6.0,False,,1960,0.0,0.9285714285714286,0.0,0.0,0.0,0.42857142857142855,5,False
|
||||
Carel Godin de Beaufort,Netherlands,"[1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964]",0.0,31.0,28.0,0.0,0.0,0.0,0.0,4.0,False,,1960,0.0,0.9032258064516129,0.0,0.0,0.0,0.12903225806451613,8,False
|
||||
Christian Goethals,Belgium,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paul Goldsmith,United States,"[1958, 1959, 1960]",0.0,3.0,3.0,0.0,0.0,1.0,0.0,6.0,False,,1960,0.0,1.0,0.0,0.3333333333333333,0.0,2.0,3,False
|
||||
José Froilán González,Argentina,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1960]",0.0,26.0,26.0,3.0,2.0,15.0,6.0,72.14,False,,1950,0.11538461538461539,1.0,0.07692307692307693,0.5769230769230769,0.23076923076923078,2.7746153846153847,9,False
|
||||
Óscar González,Uruguay,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Aldo Gordini,France,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Horace Gould,United Kingdom,"[1954, 1955, 1956, 1957, 1958, 1960]",0.0,18.0,14.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,0.7777777777777778,0.0,0.0,0.0,0.1111111111111111,6,False
|
||||
Jean-Marc Gounon,France,"[1993, 1994]",0.0,9.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Emmanuel de Graffenried,Switzerland,"[1950, 1951, 1952, 1953, 1954, 1956]",0.0,23.0,22.0,0.0,0.0,0.0,0.0,9.0,False,,1950,0.0,0.9565217391304348,0.0,0.0,0.0,0.391304347826087,6,False
|
||||
Lucas di Grassi,Brazil,[2010],0.0,19.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,0.9473684210526315,0.0,0.0,0.0,0.0,1,False
|
||||
Cecil Green,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.5,2,False
|
||||
Keith Greene,United Kingdom,"[1959, 1960, 1961, 1962]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,4,False
|
||||
Masten Gregory,United States,"[1957, 1958, 1959, 1960, 1961, 1962, 1963, 1965]",0.0,43.0,38.0,0.0,0.0,3.0,0.0,21.0,False,,1960,0.0,0.8837209302325582,0.0,0.06976744186046512,0.0,0.4883720930232558,8,False
|
||||
Cliff Griffith,United States,"[1951, 1952, 1956]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,3,False
|
||||
Georges Grignard,France,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bobby Grim,United States,"[1959, 1960]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Romain Grosjean,France,"[2009, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020]",0.0,181.0,179.0,0.0,0.0,10.0,1.0,391.0,False,,2020,0.0,0.988950276243094,0.0,0.055248618784530384,0.0055248618784530384,2.160220994475138,10,False
|
||||
Olivier Grouillard,France,"[1989, 1990, 1991, 1992]",0.0,62.0,41.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.6612903225806451,0.0,0.0,0.0,0.016129032258064516,4,False
|
||||
Brian Gubby,United Kingdom,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
André Guelfi,France,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Miguel Ángel Guerra,Argentina,[1981],0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Roberto Guerrero,Colombia,"[1982, 1983]",0.0,29.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7241379310344828,0.0,0.0,0.0,0.0,2,False
|
||||
Maurício Gugelmin,Brazil,"[1988, 1989, 1990, 1991, 1992]",0.0,80.0,74.0,0.0,0.0,1.0,1.0,10.0,False,,1990,0.0,0.925,0.0,0.0125,0.0125,0.125,5,False
|
||||
Dan Gurney,United States,"[1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1970]",0.0,87.0,86.0,3.0,4.0,19.0,6.0,133.0,False,,1960,0.034482758620689655,0.9885057471264368,0.04597701149425287,0.21839080459770116,0.06896551724137931,1.528735632183908,11,False
|
||||
Esteban Gutiérrez,Mexico,"[2013, 2014, 2016]",0.0,59.0,59.0,0.0,0.0,0.0,1.0,6.0,False,,2010,0.0,1.0,0.0,0.0,0.01694915254237288,0.1016949152542373,3,False
|
||||
Hubert Hahne,West Germany,"[1967, 1968, 1970]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Mike Hailwood,United Kingdom,"[1963, 1964, 1965, 1971, 1972, 1973, 1974]",0.0,50.0,50.0,0.0,0.0,2.0,1.0,29.0,False,,1970,0.0,1.0,0.0,0.04,0.02,0.58,7,False
|
||||
Mika Häkkinen,Finland,"[1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001]",2.0,165.0,161.0,26.0,20.0,51.0,25.0,420.0,False,"[1998, 1999]",2000,0.15757575757575756,0.9757575757575757,0.12121212121212122,0.3090909090909091,0.15151515151515152,2.5454545454545454,11,True
|
||||
Bruce Halford,United Kingdom,"[1956, 1957, 1959, 1960]",0.0,9.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8888888888888888,0.0,0.0,0.0,0.0,4,False
|
||||
Jim Hall,United States,"[1960, 1961, 1962, 1963]",0.0,12.0,11.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.9166666666666666,0.0,0.0,0.0,0.25,4,False
|
||||
Duncan Hamilton,United Kingdom,"[1951, 1952, 1953]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Lewis Hamilton,United Kingdom,"[2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",7.0,311.0,311.0,103.0,103.0,191.0,61.0,4415.5,True,"[2008, 2014, 2015, 2017, 2018, 2019, 2020]",2010,0.3311897106109325,1.0,0.3311897106109325,0.6141479099678456,0.19614147909967847,14.19774919614148,16,True
|
||||
David Hampshire,United Kingdom,[1950],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Sam Hanks,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957]",0.0,8.0,8.0,0.0,1.0,4.0,0.0,20.0,False,,1950,0.0,1.0,0.125,0.5,0.0,2.5,8,False
|
||||
Walt Hansgen,United States,"[1961, 1964]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,1.0,0.0,0.0,0.0,1.0,2,False
|
||||
Mike Harris,South Africa,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Cuth Harrison,United Kingdom,[1950],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brian Hart,United Kingdom,[1967],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brendon Hartley,New Zealand,"[2017, 2018]",0.0,25.0,25.0,0.0,0.0,0.0,0.0,4.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.16,2,False
|
||||
Gene Hartley,United States,"[1950, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,10.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,10,False
|
||||
Rio Haryanto,Indonesia,[2016],0.0,12.0,12.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Masahiro Hasemi,Japan,[1976],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Naoki Hattori,Japan,[1991],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Paul Hawkins,Australia,[1965],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mike Hawthorn,United Kingdom,"[1952, 1953, 1954, 1955, 1956, 1957, 1958]",1.0,47.0,45.0,4.0,3.0,18.0,6.0,112.64,False,[1958],1960,0.0851063829787234,0.9574468085106383,0.06382978723404255,0.3829787234042553,0.1276595744680851,2.3965957446808512,7,True
|
||||
Boy Hayje,Netherlands,"[1976, 1977]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,2,False
|
||||
Willi Heeks,West Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Nick Heidfeld,Germany,"[2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011]",0.0,185.0,183.0,1.0,0.0,13.0,2.0,259.0,False,,2010,0.005405405405405406,0.9891891891891892,0.0,0.07027027027027027,0.010810810810810811,1.4,12,False
|
||||
Theo Helfrich,West Germany,"[1952, 1953, 1954]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Mack Hellings,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Brian Henton,United Kingdom,"[1975, 1977, 1981, 1982]",0.0,37.0,19.0,0.0,0.0,0.0,1.0,0.0,False,,1980,0.0,0.5135135135135135,0.0,0.0,0.02702702702702703,0.0,4,False
|
||||
Johnny Herbert,United Kingdom,"[1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000]",0.0,165.0,160.0,0.0,3.0,7.0,0.0,98.0,False,,1990,0.0,0.9696969696969697,0.01818181818181818,0.04242424242424243,0.0,0.593939393939394,12,False
|
||||
Al Herman,United States,"[1955, 1956, 1957, 1959, 1960]",0.0,8.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.625,0.0,0.0,0.0,0.0,5,False
|
||||
Hans Herrmann,West Germany,"[1953, 1954, 1955, 1957, 1958, 1959, 1960, 1961]",0.0,19.0,17.0,0.0,0.0,1.0,1.0,10.0,False,,1960,0.0,0.8947368421052632,0.0,0.05263157894736842,0.05263157894736842,0.5263157894736842,8,False
|
||||
François Hesnault,France,"[1984, 1985]",0.0,21.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.9047619047619048,0.0,0.0,0.0,0.0,2,False
|
||||
Hans Heyer,West Germany,[1977],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Damon Hill,United Kingdom,"[1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999]",1.0,122.0,115.0,20.0,22.0,42.0,19.0,360.0,False,[1996],2000,0.16393442622950818,0.9426229508196722,0.18032786885245902,0.3442622950819672,0.1557377049180328,2.9508196721311477,8,True
|
||||
Graham Hill,United Kingdom,"[1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975]",2.0,179.0,176.0,13.0,14.0,36.0,10.0,270.0,False,"[1962, 1968]",1970,0.07262569832402235,0.9832402234636871,0.0782122905027933,0.2011173184357542,0.055865921787709494,1.5083798882681565,18,True
|
||||
Phil Hill,United States,"[1958, 1959, 1960, 1961, 1962, 1963, 1964, 1966]",1.0,52.0,49.0,6.0,3.0,16.0,6.0,94.0,False,[1961],1960,0.11538461538461539,0.9423076923076923,0.057692307692307696,0.3076923076923077,0.11538461538461539,1.8076923076923077,8,True
|
||||
Peter Hirt,Switzerland,"[1951, 1952, 1953]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
David Hobbs,United Kingdom,"[1967, 1968, 1971, 1974]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Gary Hocking,Rhodesia and Nyasaland,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ingo Hoffmann,Brazil,"[1976, 1977]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Bill Holland,United States,"[1950, 1953]",0.0,3.0,2.0,0.0,0.0,1.0,0.0,6.0,False,,1950,0.0,0.6666666666666666,0.0,0.3333333333333333,0.0,2.0,2,False
|
||||
Jackie Holmes,United States,"[1950, 1953]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Bill Homeier,United States,"[1954, 1955, 1960]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.16666666666666666,3,False
|
||||
Kazuyoshi Hoshino,Japan,"[1976, 1977]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Jerry Hoyt,United States,"[1950, 1953, 1954, 1955]",0.0,4.0,4.0,1.0,0.0,0.0,0.0,0.0,False,,1950,0.25,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Nico Hülkenberg,Germany,"[2010, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2022]",0.0,185.0,182.0,1.0,0.0,0.0,2.0,521.0,True,,2020,0.005405405405405406,0.9837837837837838,0.0,0.0,0.010810810810810811,2.8162162162162163,11,False
|
||||
Denny Hulme,New Zealand,"[1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974]",1.0,112.0,112.0,1.0,8.0,33.0,9.0,248.0,False,[1967],1970,0.008928571428571428,1.0,0.07142857142857142,0.29464285714285715,0.08035714285714286,2.2142857142857144,10,True
|
||||
James Hunt,United Kingdom,"[1973, 1974, 1975, 1976, 1977, 1978, 1979]",1.0,93.0,92.0,14.0,10.0,23.0,8.0,179.0,False,[1976],1980,0.15053763440860216,0.989247311827957,0.10752688172043011,0.24731182795698925,0.08602150537634409,1.924731182795699,7,True
|
||||
Jim Hurtubise,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gus Hutchison,United States,[1970],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jacky Ickx,Belgium,"[1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979]",0.0,120.0,114.0,13.0,8.0,25.0,14.0,181.0,False,,1970,0.10833333333333334,0.95,0.06666666666666667,0.20833333333333334,0.11666666666666667,1.5083333333333333,13,False
|
||||
Yuji Ide,Japan,[2006],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jesús Iglesias,Argentina,[1955],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Taki Inoue,Japan,"[1994, 1995]",0.0,18.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Innes Ireland,United Kingdom,"[1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966]",0.0,53.0,50.0,0.0,1.0,4.0,1.0,47.0,False,,1960,0.0,0.9433962264150944,0.018867924528301886,0.07547169811320754,0.018867924528301886,0.8867924528301887,8,False
|
||||
Eddie Irvine,United Kingdom,"[1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002]",0.0,148.0,145.0,0.0,4.0,26.0,1.0,191.0,False,,2000,0.0,0.9797297297297297,0.02702702702702703,0.17567567567567569,0.006756756756756757,1.2905405405405406,10,False
|
||||
Chris Irwin,United Kingdom,"[1966, 1967]",0.0,10.0,10.0,0.0,0.0,0.0,0.0,2.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.2,2,False
|
||||
Jean-Pierre Jabouille,France,"[1974, 1975, 1977, 1978, 1979, 1980, 1981]",0.0,55.0,49.0,6.0,2.0,2.0,0.0,21.0,False,,1980,0.10909090909090909,0.8909090909090909,0.03636363636363636,0.03636363636363636,0.0,0.38181818181818183,7,False
|
||||
Jimmy Jackson,United States,"[1950, 1954]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Joe James,United States,"[1951, 1952]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
John James,United Kingdom,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jean-Pierre Jarier,France,"[1971, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983]",0.0,143.0,135.0,3.0,0.0,3.0,3.0,31.5,False,,1980,0.02097902097902098,0.9440559440559441,0.0,0.02097902097902098,0.02097902097902098,0.2202797202797203,12,False
|
||||
Max Jean[w],France,[1971],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Stefan Johansson,Sweden,"[1980, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991]",0.0,103.0,79.0,0.0,0.0,12.0,0.0,88.0,False,,1990,0.0,0.7669902912621359,0.0,0.11650485436893204,0.0,0.8543689320388349,10,False
|
||||
Eddie Johnson,United States,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,9.0,9.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.1111111111111111,9,False
|
||||
Leslie Johnson,United Kingdom,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bruce Johnstone,South Africa,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alan Jones,Australia,"[1975, 1976, 1977, 1978, 1979, 1980, 1981, 1983, 1985, 1986]",1.0,117.0,116.0,6.0,12.0,24.0,13.0,199.0,False,[1980],1980,0.05128205128205128,0.9914529914529915,0.10256410256410256,0.20512820512820512,0.1111111111111111,1.7008547008547008,10,True
|
||||
Tom Jones,United States,[1967],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Juan Jover,Spain,[1951],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Oswald Karch,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Narain Karthikeyan,India,"[2005, 2011, 2012]",0.0,48.0,46.0,0.0,0.0,0.0,0.0,5.0,False,,2010,0.0,0.9583333333333334,0.0,0.0,0.0,0.10416666666666667,3,False
|
||||
Ukyo Katayama,Japan,"[1992, 1993, 1994, 1995, 1996, 1997]",0.0,97.0,95.0,0.0,0.0,0.0,0.0,5.0,False,,1990,0.0,0.979381443298969,0.0,0.0,0.0,0.05154639175257732,6,False
|
||||
Ken Kavanagh,Australia,[1958],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rupert Keegan,United Kingdom,"[1977, 1978, 1980, 1982]",0.0,37.0,25.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6756756756756757,0.0,0.0,0.0,0.0,4,False
|
||||
Eddie Keizan,South Africa,"[1973, 1974, 1975]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Al Keller,United States,"[1955, 1956, 1957, 1958, 1959]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,5,False
|
||||
Joe Kelly,Ireland,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
David Kennedy,Ireland,[1980],0.0,7.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Loris Kessel,Switzerland,"[1976, 1977]",0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Bruce Kessler,United States,[1958],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nicolas Kiesa,Denmark,[2003],0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Leo Kinnunen,Finland,[1974],0.0,6.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.16666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Danny Kladis,United States,[1954],0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.2,0.0,0.0,0.0,0.0,1,False
|
||||
Hans Klenk,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Peter de Klerk,South Africa,"[1963, 1965, 1969, 1970]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Christian Klien,Austria,"[2004, 2005, 2006, 2010]",0.0,51.0,49.0,0.0,0.0,0.0,0.0,14.0,False,,2010,0.0,0.9607843137254902,0.0,0.0,0.0,0.27450980392156865,4,False
|
||||
Karl Kling,West Germany,"[1954, 1955]",0.0,11.0,11.0,0.0,0.0,2.0,1.0,17.0,False,,1950,0.0,1.0,0.0,0.18181818181818182,0.09090909090909091,1.5454545454545454,2,False
|
||||
Ernst Klodwig,East Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kamui Kobayashi,Japan,"[2009, 2010, 2011, 2012, 2014]",0.0,76.0,75.0,0.0,0.0,1.0,1.0,125.0,False,,2010,0.0,0.9868421052631579,0.0,0.013157894736842105,0.013157894736842105,1.644736842105263,5,False
|
||||
Helmuth Koinigg,Austria,[1974],0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Heikki Kovalainen,Finland,"[2007, 2008, 2009, 2010, 2011, 2012, 2013]",0.0,112.0,111.0,1.0,1.0,4.0,2.0,105.0,False,,2010,0.008928571428571428,0.9910714285714286,0.008928571428571428,0.03571428571428571,0.017857142857142856,0.9375,7,False
|
||||
Mikko Kozarowitzky,Finland,[1977],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Willi Krakau,West Germany,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rudolf Krause,East Germany,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Robert Kubica,Poland,"[2006, 2007, 2008, 2009, 2010, 2019, 2021]",0.0,99.0,99.0,1.0,1.0,12.0,1.0,274.0,False,,2010,0.010101010101010102,1.0,0.010101010101010102,0.12121212121212122,0.010101010101010102,2.7676767676767677,7,False
|
||||
Kurt Kuhnke,West Germany,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Masami Kuwashima,Japan,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Daniil Kvyat,Russia,"[2014, 2015, 2016, 2017, 2019, 2020]",0.0,112.0,110.0,0.0,0.0,3.0,1.0,202.0,False,,2020,0.0,0.9821428571428571,0.0,0.026785714285714284,0.008928571428571428,1.8035714285714286,6,False
|
||||
Robert La Caze,Morocco,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jacques Laffite,France,"[1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,180.0,176.0,7.0,6.0,32.0,7.0,228.0,False,,1980,0.03888888888888889,0.9777777777777777,0.03333333333333333,0.17777777777777778,0.03888888888888889,1.2666666666666666,13,False
|
||||
Franck Lagorce,France,[1994],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jan Lammers,Netherlands,"[1979, 1980, 1981, 1982, 1992]",0.0,41.0,23.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5609756097560976,0.0,0.0,0.0,0.0,5,False
|
||||
Pedro Lamy,Portugal,"[1993, 1994, 1995, 1996]",0.0,32.0,32.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.03125,4,False
|
||||
Chico Landi,Brazil,"[1951, 1952, 1953, 1956]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,1.5,False,,1950,0.0,1.0,0.0,0.0,0.0,0.25,4,False
|
||||
Hermann Lang,West Germany,"[1953, 1954]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.0,2,False
|
||||
Claudio Langes,Italy,[1990],0.0,14.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nicola Larini,Italy,"[1987, 1988, 1989, 1990, 1991, 1992, 1994, 1997]",0.0,75.0,49.0,0.0,0.0,1.0,0.0,7.0,False,,1990,0.0,0.6533333333333333,0.0,0.013333333333333334,0.0,0.09333333333333334,8,False
|
||||
Oscar Larrauri,Argentina,"[1988, 1989]",0.0,21.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.38095238095238093,0.0,0.0,0.0,0.0,2,False
|
||||
Gérard Larrousse,France,[1974],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jud Larson,United States,"[1958, 1959]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Nicholas Latifi,Canada,"[2020, 2021, 2022]",0.0,61.0,61.0,0.0,0.0,0.0,0.0,9.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.14754098360655737,3,False
|
||||
Niki Lauda,Austria,"[1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1982, 1983, 1984, 1985]",3.0,177.0,171.0,24.0,25.0,54.0,24.0,420.5,False,"[1975, 1977, 1984]",1980,0.13559322033898305,0.9661016949152542,0.14124293785310735,0.3050847457627119,0.13559322033898305,2.3757062146892656,13,True
|
||||
Roger Laurent,Belgium,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Giovanni Lavaggi,Italy,"[1995, 1996]",0.0,10.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.7,0.0,0.0,0.0,0.0,2,False
|
||||
Chris Lawrence,United Kingdom,[1966],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Charles Leclerc,Monaco,"[2018, 2019, 2020, 2021, 2022]",0.0,104.0,103.0,18.0,5.0,24.0,7.0,868.0,True,,2020,0.17307692307692307,0.9903846153846154,0.04807692307692308,0.23076923076923078,0.0673076923076923,8.346153846153847,5,False
|
||||
Michel Leclère,France,"[1975, 1976]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.875,0.0,0.0,0.0,0.0,2,False
|
||||
Neville Lederle,South Africa,"[1962, 1965]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.5,2,False
|
||||
Geoff Lees,United Kingdom,"[1978, 1979, 1980, 1982]",0.0,12.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4166666666666667,0.0,0.0,0.0,0.0,4,False
|
||||
Gijs van Lennep,Netherlands,"[1971, 1973, 1974, 1975]",0.0,10.0,8.0,0.0,0.0,0.0,0.0,2.0,False,,1970,0.0,0.8,0.0,0.0,0.0,0.2,4,False
|
||||
Arthur Legat,Belgium,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
JJ Lehto,Finland,"[1989, 1990, 1991, 1992, 1993, 1994]",0.0,70.0,62.0,0.0,0.0,1.0,0.0,10.0,False,,1990,0.0,0.8857142857142857,0.0,0.014285714285714285,0.0,0.14285714285714285,6,False
|
||||
Lamberto Leoni,Italy,"[1977, 1978]",0.0,5.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.2,0.0,0.0,0.0,0.0,2,False
|
||||
Les Leston,United Kingdom,"[1956, 1957]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Pierre Levegh,France,"[1950, 1951]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Bayliss Levrett,United States,[1950],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Lewis,United Kingdom,"[1961, 1962]",0.0,10.0,9.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.9,0.0,0.0,0.0,0.3,2,False
|
||||
Stuart Lewis-Evans,United Kingdom,"[1957, 1958]",0.0,14.0,14.0,2.0,0.0,2.0,0.0,16.0,False,,1960,0.14285714285714285,1.0,0.0,0.14285714285714285,0.0,1.1428571428571428,2,False
|
||||
Guy Ligier,France,"[1966, 1967]",0.0,13.0,12.0,0.0,0.0,0.0,0.0,1.0,False,,1970,0.0,0.9230769230769231,0.0,0.0,0.0,0.07692307692307693,2,False
|
||||
Andy Linden,United States,"[1951, 1952, 1953, 1954, 1955, 1956, 1957]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,5.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.625,7,False
|
||||
Roberto Lippi,Italy,"[1961, 1962, 1963]",0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,3,False
|
||||
Vitantonio Liuzzi,Italy,"[2005, 2006, 2007, 2009, 2010, 2011]",0.0,81.0,80.0,0.0,0.0,0.0,0.0,26.0,False,,2010,0.0,0.9876543209876543,0.0,0.0,0.0,0.32098765432098764,6,False
|
||||
Dries van der Lof,Netherlands,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lella Lombardi,Italy,"[1974, 1975, 1976]",0.0,17.0,12.0,0.0,0.0,0.0,0.0,0.5,False,,1980,0.0,0.7058823529411765,0.0,0.0,0.0,0.029411764705882353,3,False
|
||||
Ricardo Londoño,Colombia,[1981],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernst Loof,West Germany,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
André Lotterer,Germany,[2014],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Henri Louveau,France,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
John Love,Rhodesia,"[1962, 1963, 1964, 1965, 1967, 1968, 1969, 1970, 1971, 1972]",0.0,10.0,9.0,0.0,0.0,1.0,0.0,6.0,False,,1970,0.0,0.9,0.0,0.1,0.0,0.6,10,False
|
||||
Pete Lovely,United States,"[1959, 1960, 1969, 1970, 1971]",0.0,11.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6363636363636364,0.0,0.0,0.0,0.0,5,False
|
||||
Roger Loyer,France,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jean Lucas,France,[1955],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jean Lucienbonnet,France,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Erik Lundgren,Sweden,[1951],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brett Lunger,United States,"[1975, 1976, 1977, 1978]",0.0,43.0,34.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7906976744186046,0.0,0.0,0.0,0.0,4,False
|
||||
Mike MacDowel,United Kingdom,[1957],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Herbert MacKay-Fraser,United States,[1957],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Mackey,United States,[1951],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lance Macklin,United Kingdom,"[1952, 1953, 1954, 1955]",0.0,15.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.8666666666666667,0.0,0.0,0.0,0.0,4,False
|
||||
Damien Magee,United Kingdom,"[1975, 1976]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Maggs,South Africa,"[1961, 1962, 1963, 1964, 1965]",0.0,27.0,25.0,0.0,0.0,3.0,0.0,26.0,False,,1960,0.0,0.9259259259259259,0.0,0.1111111111111111,0.0,0.9629629629629629,5,False
|
||||
Mike Magill,United States,"[1957, 1958, 1959]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
Umberto Maglioli,Italy,"[1953, 1954, 1955, 1956, 1957]",0.0,10.0,10.0,0.0,0.0,2.0,0.0,3.33,False,,1960,0.0,1.0,0.0,0.2,0.0,0.333,5,False
|
||||
Jan Magnussen,Denmark,"[1995, 1997, 1998]",0.0,25.0,24.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,0.96,0.0,0.0,0.0,0.04,3,False
|
||||
Kevin Magnussen,Denmark,"[2014, 2015, 2016, 2017, 2018, 2019, 2020, 2022]",0.0,143.0,142.0,1.0,0.0,1.0,2.0,183.0,True,,2020,0.006993006993006993,0.993006993006993,0.0,0.006993006993006993,0.013986013986013986,1.2797202797202798,8,False
|
||||
Guy Mairesse,France,"[1950, 1951]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Willy Mairesse,Belgium,"[1960, 1961, 1962, 1963, 1965]",0.0,13.0,12.0,0.0,0.0,1.0,0.0,7.0,False,,1960,0.0,0.9230769230769231,0.0,0.07692307692307693,0.0,0.5384615384615384,5,False
|
||||
Pastor Maldonado,Venezuela,"[2011, 2012, 2013, 2014, 2015]",0.0,96.0,95.0,1.0,1.0,1.0,0.0,76.0,False,,2010,0.010416666666666666,0.9895833333333334,0.010416666666666666,0.010416666666666666,0.0,0.7916666666666666,5,False
|
||||
Nigel Mansell,United Kingdom,"[1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1994, 1995]",1.0,191.0,187.0,32.0,31.0,59.0,30.0,480.0,False,[1992],1990,0.16753926701570682,0.9790575916230366,0.16230366492146597,0.3089005235602094,0.15706806282722513,2.513089005235602,15,True
|
||||
Sergio Mantovani,Italy,"[1953, 1954, 1955]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,4.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.5,3,False
|
||||
Johnny Mantz,United States,[1953],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Robert Manzon,France,"[1950, 1951, 1952, 1953, 1954, 1955, 1956]",0.0,29.0,28.0,0.0,0.0,2.0,0.0,16.0,False,,1950,0.0,0.9655172413793104,0.0,0.06896551724137931,0.0,0.5517241379310345,7,False
|
||||
Onofre Marimón,Argentina,"[1951, 1953, 1954]",0.0,12.0,11.0,0.0,0.0,2.0,1.0,8.14,False,,1950,0.0,0.9166666666666666,0.0,0.16666666666666666,0.08333333333333333,0.6783333333333333,3,False
|
||||
Helmut Marko,Austria,"[1971, 1972]",0.0,10.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Tarso Marques,Brazil,"[1996, 1997, 2001]",0.0,26.0,24.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9230769230769231,0.0,0.0,0.0,0.0,3,False
|
||||
Leslie Marr,United Kingdom,"[1954, 1955]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Marsh,United Kingdom,"[1957, 1958, 1961]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,3,False
|
||||
Eugène Martin,France,[1950],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pierluigi Martini,Italy,"[1984, 1985, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995]",0.0,124.0,118.0,0.0,0.0,0.0,0.0,18.0,False,,1990,0.0,0.9516129032258065,0.0,0.0,0.0,0.14516129032258066,10,False
|
||||
Jochen Mass,West Germany,"[1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1982]",0.0,114.0,105.0,0.0,1.0,8.0,2.0,71.0,False,,1980,0.0,0.9210526315789473,0.008771929824561403,0.07017543859649122,0.017543859649122806,0.6228070175438597,9,False
|
||||
Felipe Massa,Brazil,"[2002, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017]",0.0,272.0,269.0,16.0,11.0,41.0,15.0,1167.0,False,,2010,0.058823529411764705,0.9889705882352942,0.04044117647058824,0.15073529411764705,0.05514705882352941,4.290441176470588,15,False
|
||||
Cristiano da Matta,Brazil,"[2003, 2004]",0.0,28.0,28.0,0.0,0.0,0.0,0.0,13.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.4642857142857143,2,False
|
||||
Michael May,Switzerland,[1961],0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,1,False
|
||||
Timmy Mayer,United States,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nikita Mazepin,RAF,[2021],0.0,22.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,0.9545454545454546,0.0,0.0,0.0,0.0,1,False
|
||||
François Mazet,France,[1971],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gastón Mazzacane,Argentina,"[2000, 2001]",0.0,21.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kenneth McAlpine,United Kingdom,"[1952, 1953, 1955]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Perry McCarthy,United Kingdom,[1992],0.0,11.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernie McCoy,United States,"[1953, 1954]",0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,2,False
|
||||
Johnny McDowell,United States,"[1950, 1951, 1952]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Jack McGrath,United States,"[1950, 1951, 1952, 1953, 1954, 1955]",0.0,6.0,6.0,1.0,0.0,2.0,1.0,9.0,False,,1950,0.16666666666666666,1.0,0.0,0.3333333333333333,0.16666666666666666,1.5,6,False
|
||||
Brian McGuire,Australia,[1977],0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bruce McLaren,New Zealand,"[1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970]",0.0,104.0,100.0,0.0,4.0,27.0,3.0,188.5,False,,1960,0.0,0.9615384615384616,0.038461538461538464,0.25961538461538464,0.028846153846153848,1.8125,13,False
|
||||
Allan McNish,United Kingdom,[2002],0.0,17.0,16.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9411764705882353,0.0,0.0,0.0,0.0,1,False
|
||||
Graham McRae,New Zealand,[1973],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jim McWithey,United States,"[1959, 1960]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Carlos Menditeguy,Argentina,"[1953, 1954, 1955, 1956, 1957, 1958, 1960]",0.0,11.0,10.0,0.0,0.0,1.0,0.0,9.0,False,,1960,0.0,0.9090909090909091,0.0,0.09090909090909091,0.0,0.8181818181818182,7,False
|
||||
Roberto Merhi,Spain,[2015],0.0,14.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,0.9285714285714286,0.0,0.0,0.0,0.0,1,False
|
||||
Harry Merkel,West Germany,[1952],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Arturo Merzario,Italy,"[1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979]",0.0,85.0,57.0,0.0,0.0,0.0,0.0,11.0,False,,1980,0.0,0.6705882352941176,0.0,0.0,0.0,0.12941176470588237,8,False
|
||||
Roberto Mieres,Argentina,"[1953, 1954, 1955]",0.0,17.0,17.0,0.0,0.0,0.0,1.0,13.0,False,,1950,0.0,1.0,0.0,0.0,0.058823529411764705,0.7647058823529411,3,False
|
||||
François Migault,France,"[1972, 1974, 1975]",0.0,16.0,13.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.8125,0.0,0.0,0.0,0.0,3,False
|
||||
John Miles,United Kingdom,"[1969, 1970]",0.0,15.0,12.0,0.0,0.0,0.0,0.0,2.0,False,,1970,0.0,0.8,0.0,0.0,0.0,0.13333333333333333,2,False
|
||||
Ken Miles,United Kingdom,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
André Milhoux,Belgium,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Chet Miller,United States,"[1951, 1952]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Gerhard Mitter,West Germany,"[1963, 1964, 1965]",0.0,7.0,5.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.7142857142857143,0.0,0.0,0.0,0.42857142857142855,3,False
|
||||
Stefano Modena,Italy,"[1987, 1988, 1989, 1990, 1991, 1992]",0.0,81.0,70.0,0.0,0.0,2.0,0.0,17.0,False,,1990,0.0,0.8641975308641975,0.0,0.024691358024691357,0.0,0.20987654320987653,6,False
|
||||
Thomas Monarch,United States,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Franck Montagny,France,[2006],0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tiago Monteiro,Portugal,"[2005, 2006]",0.0,37.0,37.0,0.0,0.0,1.0,0.0,7.0,False,,2010,0.0,1.0,0.0,0.02702702702702703,0.0,0.1891891891891892,2,False
|
||||
Andrea Montermini,Italy,"[1994, 1995, 1996]",0.0,29.0,19.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.6551724137931034,0.0,0.0,0.0,0.0,3,False
|
||||
Peter Monteverdi,Switzerland,[1961],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Robin Montgomerie-Charrington,United Kingdom,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Juan Pablo Montoya,Colombia,"[2001, 2002, 2003, 2004, 2005, 2006]",0.0,95.0,94.0,13.0,7.0,30.0,12.0,307.0,False,,2000,0.1368421052631579,0.9894736842105263,0.07368421052631578,0.3157894736842105,0.12631578947368421,3.231578947368421,6,False
|
||||
Gianni Morbidelli,Italy,"[1990, 1991, 1992, 1994, 1995, 1997]",0.0,70.0,67.0,0.0,0.0,1.0,0.0,8.5,False,,1990,0.0,0.9571428571428572,0.0,0.014285714285714285,0.0,0.12142857142857143,6,False
|
||||
Roberto Moreno,Brazil,"[1982, 1987, 1989, 1990, 1991, 1992, 1995]",0.0,77.0,41.0,0.0,0.0,1.0,1.0,15.0,False,,1990,0.0,0.5324675324675324,0.0,0.012987012987012988,0.012987012987012988,0.19480519480519481,7,False
|
||||
Dave Morgan,United Kingdom,[1975],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Silvio Moser,Switzerland,"[1967, 1968, 1969, 1970, 1971]",0.0,20.0,12.0,0.0,0.0,0.0,0.0,3.0,False,,1970,0.0,0.6,0.0,0.0,0.0,0.15,5,False
|
||||
Bill Moss,United Kingdom,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Stirling Moss,United Kingdom,"[1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961]",0.0,67.0,66.0,16.0,16.0,24.0,19.0,185.64,False,,1960,0.23880597014925373,0.9850746268656716,0.23880597014925373,0.3582089552238806,0.2835820895522388,2.7707462686567164,11,False
|
||||
Gino Munaron,Italy,[1960],0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
David Murray,United Kingdom,"[1950, 1951, 1952]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.8,0.0,0.0,0.0,0.0,3,False
|
||||
Luigi Musso,Italy,"[1953, 1954, 1955, 1956, 1957, 1958]",0.0,25.0,24.0,0.0,1.0,7.0,1.0,44.0,False,,1960,0.0,0.96,0.04,0.28,0.04,1.76,6,False
|
||||
Kazuki Nakajima,Japan,"[2007, 2008, 2009]",0.0,36.0,36.0,0.0,0.0,0.0,0.0,9.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.25,3,False
|
||||
Satoru Nakajima,Japan,"[1987, 1988, 1989, 1990, 1991]",0.0,80.0,74.0,0.0,0.0,0.0,1.0,16.0,False,,1990,0.0,0.925,0.0,0.0,0.0125,0.2,5,False
|
||||
Shinji Nakano,Japan,"[1997, 1998]",0.0,33.0,33.0,0.0,0.0,0.0,0.0,2.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.06060606060606061,2,False
|
||||
Duke Nalon,United States,"[1951, 1952, 1953]",0.0,5.0,3.0,1.0,0.0,0.0,0.0,0.0,False,,1950,0.2,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Alessandro Nannini,Italy,"[1986, 1987, 1988, 1989, 1990]",0.0,78.0,76.0,0.0,1.0,9.0,2.0,65.0,False,,1990,0.0,0.9743589743589743,0.01282051282051282,0.11538461538461539,0.02564102564102564,0.8333333333333334,5,False
|
||||
Emanuele Naspetti,Italy,"[1992, 1993]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Felipe Nasr,Brazil,"[2015, 2016]",0.0,40.0,39.0,0.0,0.0,0.0,0.0,29.0,False,,2020,0.0,0.975,0.0,0.0,0.0,0.725,2,False
|
||||
Massimo Natili,Italy,[1961],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Brian Naylor,United Kingdom,"[1957, 1958, 1959, 1960, 1961]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.875,0.0,0.0,0.0,0.0,5,False
|
||||
Mike Nazaruk,United States,"[1951, 1953, 1954]",0.0,4.0,3.0,0.0,0.0,1.0,0.0,8.0,False,,1950,0.0,0.75,0.0,0.25,0.0,2.0,3,False
|
||||
Tiff Needell,United Kingdom,[1980],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jac Nellemann,Denmark,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Patrick Nève,Belgium,"[1976, 1977, 1978]",0.0,14.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,3,False
|
||||
John Nicholson,New Zealand,"[1974, 1975]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Cal Niday,United States,"[1953, 1954, 1955]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Helmut Niedermayr,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Brausch Niemann,South Africa,"[1963, 1965]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Gunnar Nilsson,Sweden,"[1976, 1977]",0.0,32.0,31.0,0.0,1.0,4.0,1.0,31.0,False,,1980,0.0,0.96875,0.03125,0.125,0.03125,0.96875,2,False
|
||||
Hideki Noda,Japan,[1994],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Lando Norris,United Kingdom,"[2019, 2020, 2021, 2022]",0.0,83.0,83.0,1.0,0.0,6.0,5.0,428.0,True,,2020,0.012048192771084338,1.0,0.0,0.07228915662650602,0.060240963855421686,5.156626506024097,4,False
|
||||
Rodney Nuckey,United Kingdom,[1953],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Robert O'Brien,United States,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Esteban Ocon,France,"[2016, 2017, 2018, 2020, 2021, 2022]",0.0,112.0,112.0,0.0,1.0,2.0,0.0,364.0,True,,2020,0.0,1.0,0.008928571428571428,0.017857142857142856,0.0,3.25,6,False
|
||||
Pat O'Connor,United States,"[1954, 1955, 1956, 1957, 1958]",0.0,6.0,5.0,1.0,0.0,0.0,0.0,0.0,False,,1960,0.16666666666666666,0.8333333333333334,0.0,0.0,0.0,0.0,5,False
|
||||
Casimiro de Oliveira,Portugal,[1958],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Oliver,United Kingdom,"[1968, 1969, 1970, 1971, 1972, 1973, 1977]",0.0,52.0,50.0,0.0,0.0,2.0,1.0,13.0,False,,1970,0.0,0.9615384615384616,0.0,0.038461538461538464,0.019230769230769232,0.25,7,False
|
||||
Danny Ongais,United States,"[1977, 1978]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Rikky von Opel,Liechtenstein,"[1973, 1974]",0.0,14.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,2,False
|
||||
Karl Oppitzhauser,Austria,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fritz d'Orey,Brazil,[1959],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Arthur Owen,United Kingdom,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Carlos Pace,Brazil,"[1972, 1973, 1974, 1975, 1976, 1977]",0.0,73.0,72.0,1.0,1.0,6.0,5.0,58.0,False,,1970,0.0136986301369863,0.9863013698630136,0.0136986301369863,0.0821917808219178,0.0684931506849315,0.7945205479452054,6,False
|
||||
Nello Pagani,Italy,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Riccardo Paletti,Italy,[1982],0.0,8.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Torsten Palm,Sweden,[1975],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jolyon Palmer,United Kingdom,"[2016, 2017]",0.0,37.0,35.0,0.0,0.0,0.0,0.0,9.0,False,,2020,0.0,0.9459459459459459,0.0,0.0,0.0,0.24324324324324326,2,False
|
||||
Jonathan Palmer,United Kingdom,"[1983, 1984, 1985, 1986, 1987, 1988, 1989]",0.0,88.0,83.0,0.0,0.0,0.0,1.0,14.0,False,,1990,0.0,0.9431818181818182,0.0,0.0,0.011363636363636364,0.1590909090909091,7,False
|
||||
Olivier Panis,France,"[1994, 1995, 1996, 1997, 1998, 1999, 2001, 2002, 2003, 2004]",0.0,158.0,157.0,0.0,1.0,5.0,0.0,76.0,False,,2000,0.0,0.9936708860759493,0.006329113924050633,0.03164556962025317,0.0,0.4810126582278481,10,False
|
||||
Giorgio Pantano,Italy,[2004],0.0,15.0,14.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.9333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Massimiliano Papis,Italy,[1995],0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mike Parkes,United Kingdom,"[1959, 1966, 1967]",0.0,7.0,6.0,1.0,0.0,2.0,0.0,14.0,False,,1960,0.14285714285714285,0.8571428571428571,0.0,0.2857142857142857,0.0,2.0,3,False
|
||||
Reg Parnell,United Kingdom,"[1950, 1951, 1952, 1954]",0.0,7.0,6.0,0.0,0.0,1.0,0.0,9.0,False,,1950,0.0,0.8571428571428571,0.0,0.14285714285714285,0.0,1.2857142857142858,4,False
|
||||
Tim Parnell,United Kingdom,"[1959, 1961, 1963]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,3,False
|
||||
Johnnie Parsons,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958]",0.0,9.0,9.0,0.0,1.0,1.0,1.0,12.0,False,,1950,0.0,1.0,0.1111111111111111,0.1111111111111111,0.1111111111111111,1.3333333333333333,9,False
|
||||
Riccardo Patrese,Italy,"[1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993]",0.0,257.0,256.0,8.0,6.0,37.0,13.0,281.0,False,,1980,0.0311284046692607,0.9961089494163424,0.023346303501945526,0.14396887159533073,0.05058365758754864,1.093385214007782,17,False
|
||||
Al Pease,Canada,"[1967, 1968, 1969]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Roger Penske,United States,"[1961, 1962]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Cesare Perdisa,Italy,"[1955, 1956, 1957]",0.0,8.0,8.0,0.0,0.0,2.0,0.0,5.0,False,,1960,0.0,1.0,0.0,0.25,0.0,0.625,3,False
|
||||
Sergio Pérez,Mexico,"[2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,240.0,236.0,1.0,4.0,27.0,9.0,1219.0,True,,2020,0.004166666666666667,0.9833333333333333,0.016666666666666666,0.1125,0.0375,5.079166666666667,12,False
|
||||
Luis Pérez-Sala,Spain,"[1988, 1989]",0.0,32.0,26.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.8125,0.0,0.0,0.0,0.03125,2,False
|
||||
Larry Perkins,Australia,"[1974, 1976, 1977]",0.0,15.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.7333333333333333,0.0,0.0,0.0,0.0,3,False
|
||||
Henri Pescarolo,France,"[1968, 1970, 1971, 1972, 1973, 1974, 1976]",0.0,64.0,57.0,0.0,0.0,1.0,1.0,12.0,False,,1970,0.0,0.890625,0.0,0.015625,0.015625,0.1875,7,False
|
||||
Alessandro Pesenti-Rossi,Italy,[1976],0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.75,0.0,0.0,0.0,0.0,1,False
|
||||
Josef Peters,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ronnie Peterson,Sweden,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978]",0.0,123.0,123.0,14.0,10.0,26.0,9.0,206.0,False,,1970,0.11382113821138211,1.0,0.08130081300813008,0.21138211382113822,0.07317073170731707,1.6747967479674797,9,False
|
||||
Vitaly Petrov,Russia,"[2010, 2011, 2012]",0.0,58.0,57.0,0.0,0.0,1.0,1.0,64.0,False,,2010,0.0,0.9827586206896551,0.0,0.017241379310344827,0.017241379310344827,1.103448275862069,3,False
|
||||
Alfredo Pián,Argentina,[1950],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Oscar Piastri,Australia,[2023],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,True,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Charles Pic,France,"[2012, 2013]",0.0,39.0,39.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
François Picard,France,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernie Pieterse,South Africa,"[1962, 1963, 1965]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Paul Pietsch,West Germany,"[1950, 1951, 1952]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
André Pilette,Belgium,"[1951, 1953, 1954, 1956, 1961, 1963, 1964]",0.0,14.0,9.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,0.6428571428571429,0.0,0.0,0.0,0.14285714285714285,7,False
|
||||
Teddy Pilette,Belgium,"[1974, 1977]",0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.25,0.0,0.0,0.0,0.0,2,False
|
||||
Luigi Piotti,Italy,"[1955, 1956, 1957, 1958]",0.0,8.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.625,0.0,0.0,0.0,0.0,4,False
|
||||
David Piper,United Kingdom,"[1959, 1960]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Nelson Piquet,Brazil,"[1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991]",3.0,207.0,204.0,24.0,23.0,60.0,23.0,481.5,False,"[1981, 1983, 1987]",1980,0.11594202898550725,0.9855072463768116,0.1111111111111111,0.2898550724637681,0.1111111111111111,2.3260869565217392,14,True
|
||||
Nelson Piquet Jr.,Brazil,"[2008, 2009]",0.0,28.0,28.0,0.0,0.0,1.0,0.0,19.0,False,,2010,0.0,1.0,0.0,0.03571428571428571,0.0,0.6785714285714286,2,False
|
||||
Renato Pirocchi,Italy,[1961],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Didier Pironi,France,"[1978, 1979, 1980, 1981, 1982]",0.0,72.0,70.0,4.0,3.0,13.0,5.0,101.0,False,,1980,0.05555555555555555,0.9722222222222222,0.041666666666666664,0.18055555555555555,0.06944444444444445,1.4027777777777777,5,False
|
||||
Emanuele Pirro,Italy,"[1989, 1990, 1991]",0.0,40.0,37.0,0.0,0.0,0.0,0.0,3.0,False,,1990,0.0,0.925,0.0,0.0,0.0,0.075,3,False
|
||||
Antônio Pizzonia,Brazil,"[2003, 2004, 2005]",0.0,20.0,20.0,0.0,0.0,0.0,0.0,8.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.4,3,False
|
||||
Eric van de Poele,Belgium,"[1991, 1992]",0.0,29.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.1724137931034483,0.0,0.0,0.0,0.0,2,False
|
||||
Jacques Pollet,France,"[1954, 1955]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ben Pon,Netherlands,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dennis Poore,United Kingdom,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,1.5,1,False
|
||||
Alfonso de Portago,Spain,"[1956, 1957]",0.0,5.0,5.0,0.0,0.0,1.0,0.0,4.0,False,,1960,0.0,1.0,0.0,0.2,0.0,0.8,2,False
|
||||
Sam Posey,United States,"[1971, 1972]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Charles Pozzi,France,[1950],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Pretorius,South Africa,"[1965, 1968, 1971, 1973]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.75,0.0,0.0,0.0,0.0,4,False
|
||||
Ernesto Prinoth,Italy,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
David Prophet,United Kingdom,"[1963, 1965]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Alain Prost,France,"[1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1993]",4.0,202.0,199.0,33.0,51.0,106.0,41.0,768.5,False,"[1985, 1986, 1989, 1993]",1990,0.16336633663366337,0.9851485148514851,0.2524752475247525,0.5247524752475248,0.20297029702970298,3.8044554455445545,13,True
|
||||
Tom Pryce,United Kingdom,"[1974, 1975, 1976, 1977]",0.0,42.0,42.0,1.0,0.0,2.0,0.0,19.0,False,,1980,0.023809523809523808,1.0,0.0,0.047619047619047616,0.0,0.4523809523809524,4,False
|
||||
David Purley,United Kingdom,"[1973, 1974, 1977]",0.0,11.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6363636363636364,0.0,0.0,0.0,0.0,3,False
|
||||
Clive Puzey,Rhodesia,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dieter Quester,Austria,"[1969, 1974]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Ian Raby,United Kingdom,"[1963, 1964, 1965]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,3,False
|
||||
Bobby Rahal,United States,[1978],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Kimi Räikkönen,Finland,"[2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021]",1.0,353.0,349.0,18.0,21.0,103.0,46.0,1873.0,False,[2007],2010,0.05099150141643059,0.9886685552407932,0.059490084985835696,0.29178470254957506,0.13031161473087818,5.305949008498583,19,True
|
||||
Hermano da Silva Ramos,Brazil,"[1955, 1956]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,2.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.2857142857142857,2,False
|
||||
Pierre-Henri Raphanel,France,"[1988, 1989]",0.0,17.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.058823529411764705,0.0,0.0,0.0,0.0,2,False
|
||||
Dick Rathmann,United States,"[1950, 1956, 1958, 1959, 1960]",0.0,6.0,5.0,1.0,0.0,0.0,0.0,2.0,False,,1960,0.16666666666666666,0.8333333333333334,0.0,0.0,0.0,0.3333333333333333,5,False
|
||||
Jim Rathmann,United States,"[1950, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,10.0,10.0,0.0,1.0,4.0,2.0,29.0,False,,1960,0.0,1.0,0.1,0.4,0.2,2.9,10,False
|
||||
Roland Ratzenberger,Austria,[1994],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Héctor Rebaque,Mexico,"[1977, 1978, 1979, 1980, 1981]",0.0,58.0,41.0,0.0,0.0,0.0,0.0,13.0,False,,1980,0.0,0.7068965517241379,0.0,0.0,0.0,0.22413793103448276,5,False
|
||||
Brian Redman,United Kingdom,"[1968, 1970, 1971, 1972, 1973, 1974]",0.0,15.0,12.0,0.0,0.0,1.0,0.0,8.0,False,,1970,0.0,0.8,0.0,0.06666666666666667,0.0,0.5333333333333333,6,False
|
||||
Jimmy Reece,United States,"[1952, 1954, 1955, 1956, 1957, 1958]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,6,False
|
||||
Ray Reed,Rhodesia,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alan Rees,United Kingdom,[1967],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Clay Regazzoni,Switzerland,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",0.0,139.0,132.0,5.0,5.0,28.0,15.0,209.0,False,,1980,0.03597122302158273,0.9496402877697842,0.03597122302158273,0.2014388489208633,0.1079136690647482,1.5035971223021583,11,False
|
||||
Paul di Resta,United Kingdom,"[2011, 2012, 2013, 2017]",0.0,59.0,59.0,0.0,0.0,0.0,0.0,121.0,False,,2010,0.0,1.0,0.0,0.0,0.0,2.0508474576271185,4,False
|
||||
Carlos Reutemann,Argentina,"[1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982]",0.0,146.0,146.0,6.0,12.0,45.0,6.0,298.0,False,,1980,0.0410958904109589,1.0,0.0821917808219178,0.3082191780821918,0.0410958904109589,2.041095890410959,11,False
|
||||
Lance Reventlow,United States,[1960],0.0,4.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.25,0.0,0.0,0.0,0.0,1,False
|
||||
Peter Revson,United States,"[1964, 1971, 1972, 1973, 1974]",0.0,32.0,30.0,1.0,2.0,8.0,0.0,61.0,False,,1970,0.03125,0.9375,0.0625,0.25,0.0,1.90625,5,False
|
||||
John Rhodes,United Kingdom,[1965],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alex Ribeiro,Brazil,"[1976, 1977, 1979]",0.0,20.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,3,False
|
||||
Daniel Ricciardo,Australia,"[2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,232.0,232.0,3.0,8.0,32.0,16.0,1311.0,False,,2020,0.01293103448275862,1.0,0.034482758620689655,0.13793103448275862,0.06896551724137931,5.650862068965517,12,False
|
||||
Ken Richardson,United Kingdom,[1951],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fritz Riess,West Germany,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jim Rigsby,United States,[1952],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jochen Rindt,Austria,"[1964, 1965, 1966, 1967, 1968, 1969, 1970]",1.0,62.0,60.0,10.0,6.0,13.0,3.0,107.0,False,[1970],1970,0.16129032258064516,0.967741935483871,0.0967741935483871,0.20967741935483872,0.04838709677419355,1.7258064516129032,7,True
|
||||
John Riseley-Prichard,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Giovanni de Riu,Italy,[1954],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Richard Robarts,United Kingdom,[1974],0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.75,0.0,0.0,0.0,0.0,1,False
|
||||
Pedro Rodríguez,Mexico,"[1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971]",0.0,54.0,54.0,0.0,2.0,7.0,1.0,71.0,False,,1970,0.0,1.0,0.037037037037037035,0.12962962962962962,0.018518518518518517,1.3148148148148149,9,False
|
||||
Ricardo Rodríguez,Mexico,"[1961, 1962]",0.0,6.0,5.0,0.0,0.0,0.0,0.0,4.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.6666666666666666,2,False
|
||||
Alberto Rodriguez Larreta,Argentina,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Franco Rol,Italy,"[1950, 1951, 1952]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Alan Rollinson,United Kingdom,[1965],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Tony Rolt,United Kingdom,"[1950, 1953, 1955]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Bertil Roos,Sweden,[1974],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Pedro de la Rosa,Spain,"[1999, 2000, 2001, 2002, 2005, 2006, 2010, 2011, 2012]",0.0,107.0,104.0,0.0,0.0,1.0,1.0,35.0,False,,2010,0.0,0.9719626168224299,0.0,0.009345794392523364,0.009345794392523364,0.32710280373831774,9,False
|
||||
Keke Rosberg,Finland,"[1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",1.0,128.0,114.0,5.0,5.0,17.0,3.0,159.5,False,[1982],1980,0.0390625,0.890625,0.0390625,0.1328125,0.0234375,1.24609375,9,True
|
||||
Nico Rosberg,Germany,"[2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016]",1.0,206.0,206.0,30.0,23.0,57.0,20.0,1594.5,False,[2016],2010,0.14563106796116504,1.0,0.11165048543689321,0.2766990291262136,0.0970873786407767,7.740291262135922,11,True
|
||||
Mauri Rose,United States,"[1950, 1951]",0.0,2.0,2.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,1.0,0.0,0.5,0.0,2.0,2,False
|
||||
Louis Rosier,France,"[1950, 1951, 1952, 1953, 1954, 1955, 1956]",0.0,38.0,38.0,0.0,0.0,2.0,0.0,18.0,False,,1950,0.0,1.0,0.0,0.05263157894736842,0.0,0.47368421052631576,7,False
|
||||
Ricardo Rosset,Brazil,"[1996, 1997, 1998]",0.0,33.0,26.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.7878787878787878,0.0,0.0,0.0,0.0,3,False
|
||||
Alexander Rossi,United States,[2015],0.0,7.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,2020,0.0,0.7142857142857143,0.0,0.0,0.0,0.0,1,False
|
||||
Huub Rothengatter,Netherlands,"[1984, 1985, 1986]",0.0,30.0,25.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,3,False
|
||||
Basil van Rooyen,South Africa,"[1968, 1969]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Lloyd Ruby,United States,"[1960, 1961]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Jean-Claude Rudaz,Switzerland,[1964],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
George Russell,United Kingdom,"[2019, 2020, 2021, 2022]",0.0,83.0,83.0,1.0,1.0,9.0,5.0,300.0,True,,2020,0.012048192771084338,1.0,0.012048192771084338,0.10843373493975904,0.060240963855421686,3.6144578313253013,4,False
|
||||
Eddie Russo,United States,"[1955, 1956, 1957, 1960]",0.0,7.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5714285714285714,0.0,0.0,0.0,0.0,4,False
|
||||
Paul Russo,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,11.0,8.0,0.0,0.0,1.0,1.0,8.5,False,,1960,0.0,0.7272727272727273,0.0,0.09090909090909091,0.09090909090909091,0.7727272727272727,11,False
|
||||
Troy Ruttman,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1960]",0.0,12.0,8.0,0.0,1.0,1.0,0.0,9.5,False,,1950,0.0,0.6666666666666666,0.08333333333333333,0.08333333333333333,0.0,0.7916666666666666,10,False
|
||||
Peter Ryan,Canada,[1961],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eddie Sachs,United States,"[1957, 1958, 1959, 1960]",0.0,7.0,4.0,1.0,0.0,0.0,0.0,0.0,False,,1960,0.14285714285714285,0.5714285714285714,0.0,0.0,0.0,0.0,4,False
|
||||
Bob Said,United States,[1959],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Carlos Sainz Jr.,Spain,"[2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",0.0,164.0,163.0,3.0,1.0,15.0,3.0,794.5,True,,2020,0.018292682926829267,0.9939024390243902,0.006097560975609756,0.09146341463414634,0.018292682926829267,4.844512195121951,8,False
|
||||
Eliseo Salazar,Chile,"[1981, 1982, 1983]",0.0,37.0,24.0,0.0,0.0,0.0,0.0,3.0,False,,1980,0.0,0.6486486486486487,0.0,0.0,0.0,0.08108108108108109,3,False
|
||||
Mika Salo,Finland,"[1994, 1995, 1996, 1997, 1998, 1999, 2000, 2002]",0.0,111.0,109.0,0.0,0.0,2.0,0.0,33.0,False,,2000,0.0,0.9819819819819819,0.0,0.018018018018018018,0.0,0.2972972972972973,8,False
|
||||
Roy Salvadori,United Kingdom,"[1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962]",0.0,50.0,47.0,0.0,0.0,2.0,0.0,19.0,False,,1960,0.0,0.94,0.0,0.04,0.0,0.38,11,False
|
||||
Consalvo Sanesi,Italy,"[1950, 1951]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.6,2,False
|
||||
Stéphane Sarrazin,France,[1999],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Logan Sargeant,United States,[2023],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,True,,2020,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Takuma Sato,Japan,"[2002, 2003, 2004, 2005, 2006, 2007, 2008]",0.0,92.0,90.0,0.0,0.0,1.0,0.0,44.0,False,,2000,0.0,0.9782608695652174,0.0,0.010869565217391304,0.0,0.4782608695652174,7,False
|
||||
Carl Scarborough,United States,"[1951, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Ludovico Scarfiotti,Italy,"[1963, 1964, 1965, 1966, 1967, 1968]",0.0,12.0,10.0,0.0,1.0,1.0,1.0,17.0,False,,1970,0.0,0.8333333333333334,0.08333333333333333,0.08333333333333333,0.08333333333333333,1.4166666666666667,6,False
|
||||
Giorgio Scarlatti,Italy,"[1956, 1957, 1958, 1959, 1960, 1961]",0.0,15.0,12.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.06666666666666667,6,False
|
||||
Ian Scheckter,South Africa,"[1974, 1975, 1976, 1977]",0.0,20.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.9,0.0,0.0,0.0,0.0,4,False
|
||||
Jody Scheckter,South Africa,"[1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980]",1.0,113.0,112.0,3.0,10.0,33.0,5.0,246.0,False,[1979],1980,0.02654867256637168,0.9911504424778761,0.08849557522123894,0.2920353982300885,0.04424778761061947,2.1769911504424777,9,True
|
||||
Harry Schell,United States,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,57.0,56.0,0.0,0.0,2.0,0.0,32.0,False,,1960,0.0,0.9824561403508771,0.0,0.03508771929824561,0.0,0.5614035087719298,11,False
|
||||
Tim Schenken,Australia,"[1970, 1971, 1972, 1973, 1974]",0.0,36.0,34.0,0.0,0.0,1.0,0.0,7.0,False,,1970,0.0,0.9444444444444444,0.0,0.027777777777777776,0.0,0.19444444444444445,5,False
|
||||
Albert Scherrer,Switzerland,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Domenico Schiattarella,Italy,"[1994, 1995]",0.0,7.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.8571428571428571,0.0,0.0,0.0,0.0,2,False
|
||||
Heinz Schiller,Switzerland,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bill Schindler,United States,"[1950, 1951, 1952]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Jean-Louis Schlesser,France,"[1983, 1988]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Jo Schlesser,France,[1968],0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bernd Schneider,West Germany,"[1988, 1989, 1990]",0.0,34.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.2647058823529412,0.0,0.0,0.0,0.0,3,False
|
||||
Rudolf Schoeller,Switzerland,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rob Schroeder,United States,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Michael Schumacher,Germany,"[1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2010, 2011, 2012]",7.0,308.0,306.0,68.0,91.0,155.0,77.0,1566.0,False,"[1994, 1995, 2000, 2001, 2002, 2003, 2004]",2000,0.22077922077922077,0.9935064935064936,0.29545454545454547,0.5032467532467533,0.25,5.084415584415584,19,True
|
||||
Mick Schumacher,Germany,"[2021, 2022]",0.0,44.0,43.0,0.0,0.0,0.0,0.0,12.0,False,,2020,0.0,0.9772727272727273,0.0,0.0,0.0,0.2727272727272727,2,False
|
||||
Ralf Schumacher,Germany,"[1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007]",0.0,181.0,180.0,6.0,6.0,27.0,8.0,329.0,False,,2000,0.03314917127071823,0.994475138121547,0.03314917127071823,0.14917127071823205,0.04419889502762431,1.8176795580110496,11,False
|
||||
Vern Schuppan,Australia,"[1972, 1974, 1975, 1977]",0.0,13.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6923076923076923,0.0,0.0,0.0,0.0,4,False
|
||||
Adolfo Schwelm Cruz,Argentina,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bob Scott,United States,"[1952, 1953, 1954]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Archie Scott Brown,United Kingdom,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Piero Scotti,Italy,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Wolfgang Seidel,West Germany,"[1953, 1958, 1960, 1961, 1962]",0.0,12.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8333333333333334,0.0,0.0,0.0,0.0,5,False
|
||||
Günther Seiffert,West Germany,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ayrton Senna,Brazil,"[1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994]",3.0,162.0,161.0,65.0,41.0,80.0,19.0,610.0,False,"[1988, 1990, 1991]",1990,0.4012345679012346,0.9938271604938271,0.25308641975308643,0.49382716049382713,0.11728395061728394,3.765432098765432,11,True
|
||||
Bruno Senna,Brazil,"[2010, 2011, 2012]",0.0,46.0,46.0,0.0,0.0,0.0,1.0,33.0,False,,2010,0.0,1.0,0.0,0.0,0.021739130434782608,0.717391304347826,3,False
|
||||
Dorino Serafini,Italy,[1950],0.0,1.0,1.0,0.0,0.0,1.0,0.0,3.0,False,,1950,0.0,1.0,0.0,1.0,0.0,3.0,1,False
|
||||
Chico Serra,Brazil,"[1981, 1982, 1983]",0.0,33.0,18.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,0.5454545454545454,0.0,0.0,0.0,0.030303030303030304,3,False
|
||||
Doug Serrurier,South Africa,"[1962, 1963, 1965]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,3,False
|
||||
Johnny Servoz-Gavin,France,"[1967, 1968, 1969, 1970]",0.0,13.0,12.0,0.0,0.0,1.0,0.0,9.0,False,,1970,0.0,0.9230769230769231,0.0,0.07692307692307693,0.0,0.6923076923076923,4,False
|
||||
Tony Settember,United States,"[1962, 1963]",0.0,7.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8571428571428571,0.0,0.0,0.0,0.0,2,False
|
||||
Hap Sharp,United States,"[1961, 1962, 1963, 1964]",0.0,6.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,4,False
|
||||
Brian Shawe-Taylor,United Kingdom,"[1950, 1951]",0.0,3.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,2,False
|
||||
Carroll Shelby,United States,"[1958, 1959]",0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Shelly,New Zealand,[1962],0.0,3.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.3333333333333333,0.0,0.0,0.0,0.0,1,False
|
||||
Jo Siffert,Switzerland,"[1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971]",0.0,100.0,96.0,2.0,2.0,6.0,4.0,68.0,False,,1970,0.02,0.96,0.02,0.06,0.04,0.68,10,False
|
||||
André Simon,France,"[1951, 1952, 1955, 1956, 1957]",0.0,12.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.9166666666666666,0.0,0.0,0.0,0.0,5,False
|
||||
Sergey Sirotkin,Russia,[2018],0.0,21.0,21.0,0.0,0.0,0.0,0.0,1.0,False,,2020,0.0,1.0,0.0,0.0,0.0,0.047619047619047616,1,False
|
||||
Rob Slotemaker,Netherlands,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Moisés Solana,Mexico,"[1963, 1964, 1965, 1966, 1967, 1968]",0.0,8.0,8.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,6,False
|
||||
Alex Soler-Roig,Spain,"[1970, 1971, 1972]",0.0,10.0,6.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Raymond Sommer,France,[1950],0.0,5.0,5.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.6,1,False
|
||||
Vincenzo Sospiri,Italy,[1997],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Stephen South,United Kingdom,[1980],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Mike Sparken,France,[1955],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Scott Speed,United States,"[2006, 2007]",0.0,28.0,28.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Mike Spence,United Kingdom,"[1963, 1964, 1965, 1966, 1967, 1968]",0.0,37.0,36.0,0.0,0.0,1.0,0.0,27.0,False,,1970,0.0,0.972972972972973,0.0,0.02702702702702703,0.0,0.7297297297297297,6,False
|
||||
Alan Stacey,United Kingdom,"[1958, 1959, 1960]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Gaetano Starrabba,Italy,[1961],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Will Stevens,United Kingdom,"[2014, 2015]",0.0,20.0,18.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,0.9,0.0,0.0,0.0,0.0,2,False
|
||||
Chuck Stevenson,United States,"[1951, 1952, 1953, 1954, 1960]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Ian Stewart,United Kingdom,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jackie Stewart,United Kingdom,"[1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973]",3.0,100.0,99.0,17.0,27.0,43.0,15.0,359.0,False,"[1969, 1971, 1973]",1970,0.17,0.99,0.27,0.43,0.15,3.59,9,True
|
||||
Jimmy Stewart,United Kingdom,[1953],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Siegfried Stohr,Italy,[1981],0.0,13.0,9.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.6923076923076923,0.0,0.0,0.0,0.0,1,False
|
||||
Rolf Stommelen,West Germany,"[1970, 1971, 1972, 1973, 1974, 1975, 1976, 1978]",0.0,63.0,54.0,0.0,0.0,1.0,0.0,14.0,False,,1970,0.0,0.8571428571428571,0.0,0.015873015873015872,0.0,0.2222222222222222,8,False
|
||||
Philippe Streiff,France,"[1984, 1985, 1986, 1987, 1988]",0.0,54.0,53.0,0.0,0.0,1.0,0.0,11.0,False,,1990,0.0,0.9814814814814815,0.0,0.018518518518518517,0.0,0.2037037037037037,5,False
|
||||
Lance Stroll,Canada,"[2017, 2018, 2019, 2020, 2021, 2022]",0.0,124.0,123.0,1.0,0.0,3.0,0.0,202.0,True,,2020,0.008064516129032258,0.9919354838709677,0.0,0.024193548387096774,0.0,1.6290322580645162,6,False
|
||||
Hans Stuck,West Germany,"[1951, 1952, 1953]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Hans-Joachim Stuck,West Germany,"[1974, 1975, 1976, 1977, 1978, 1979]",0.0,81.0,74.0,0.0,0.0,2.0,0.0,29.0,False,,1980,0.0,0.9135802469135802,0.0,0.024691358024691357,0.0,0.35802469135802467,6,False
|
||||
Otto Stuppacher,Austria,[1976],0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Danny Sullivan,United States,[1983],0.0,15.0,15.0,0.0,0.0,0.0,0.0,2.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.13333333333333333,1,False
|
||||
Marc Surer,Switzerland,"[1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,88.0,82.0,0.0,0.0,0.0,1.0,17.0,False,,1980,0.0,0.9318181818181818,0.0,0.0,0.011363636363636364,0.19318181818181818,8,False
|
||||
John Surtees,United Kingdom,"[1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972]",1.0,113.0,111.0,8.0,6.0,24.0,10.0,180.0,False,[1964],1970,0.07079646017699115,0.9823008849557522,0.05309734513274336,0.21238938053097345,0.08849557522123894,1.592920353982301,13,True
|
||||
Andy Sutcliffe,United Kingdom,[1977],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Adrian Sutil,Germany,"[2007, 2008, 2009, 2010, 2011, 2013, 2014]",0.0,128.0,128.0,0.0,0.0,0.0,1.0,124.0,False,,2010,0.0,1.0,0.0,0.0,0.0078125,0.96875,7,False
|
||||
Len Sutton,United States,"[1958, 1959, 1960]",0.0,4.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.75,0.0,0.0,0.0,0.0,3,False
|
||||
Aguri Suzuki,Japan,"[1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995]",0.0,88.0,65.0,0.0,0.0,1.0,0.0,8.0,False,,1990,0.0,0.7386363636363636,0.0,0.011363636363636364,0.0,0.09090909090909091,8,False
|
||||
Toshio Suzuki,Japan,[1993],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jacques Swaters,Belgium,"[1951, 1953, 1954]",0.0,8.0,7.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.875,0.0,0.0,0.0,0.0,3,False
|
||||
Bob Sweikert,United States,"[1952, 1953, 1954, 1955, 1956]",0.0,7.0,5.0,0.0,1.0,1.0,0.0,8.0,False,,1950,0.0,0.7142857142857143,0.14285714285714285,0.14285714285714285,0.0,1.1428571428571428,5,False
|
||||
Toranosuke Takagi,Japan,"[1998, 1999]",0.0,32.0,32.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Noritake Takahara,Japan,"[1976, 1977]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Kunimitsu Takahashi,Japan,[1977],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Patrick Tambay,France,"[1977, 1978, 1979, 1981, 1982, 1983, 1984, 1985, 1986]",0.0,123.0,114.0,5.0,2.0,11.0,2.0,103.0,False,,1980,0.04065040650406504,0.926829268292683,0.016260162601626018,0.08943089430894309,0.016260162601626018,0.8373983739837398,9,False
|
||||
Luigi Taramazzo,Italy,[1958],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Gabriele Tarquini,Italy,"[1987, 1988, 1989, 1990, 1991, 1992, 1995]",0.0,79.0,38.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.4810126582278481,0.0,0.0,0.0,0.012658227848101266,7,False
|
||||
Piero Taruffi,Italy,"[1950, 1951, 1952, 1954, 1955, 1956]",0.0,19.0,18.0,0.0,1.0,5.0,1.0,41.0,False,,1950,0.0,0.9473684210526315,0.05263157894736842,0.2631578947368421,0.05263157894736842,2.1578947368421053,6,False
|
||||
Dennis Taylor,United Kingdom,[1959],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Henry Taylor,United Kingdom,"[1959, 1960, 1961]",0.0,11.0,8.0,0.0,0.0,0.0,0.0,3.0,False,,1960,0.0,0.7272727272727273,0.0,0.0,0.0,0.2727272727272727,3,False
|
||||
John Taylor,United Kingdom,"[1964, 1966]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,1.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.2,2,False
|
||||
Mike Taylor,United Kingdom,"[1959, 1960]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Trevor Taylor,United Kingdom,"[1959, 1961, 1962, 1963, 1964, 1966]",0.0,29.0,27.0,0.0,0.0,1.0,0.0,8.0,False,,1960,0.0,0.9310344827586207,0.0,0.034482758620689655,0.0,0.27586206896551724,6,False
|
||||
Marshall Teague,United States,"[1953, 1954, 1957]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Shorty Templeman,United States,"[1955, 1958, 1960]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6,0.0,0.0,0.0,0.0,3,False
|
||||
Max de Terra,Switzerland,"[1952, 1953]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
André Testut,Monaco,"[1958, 1959]",0.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Mike Thackwell,New Zealand,"[1980, 1984]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Alfonso Thiele,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eric Thompson,United Kingdom,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,2.0,False,,1950,0.0,1.0,0.0,0.0,0.0,2.0,1,False
|
||||
Johnny Thomson,United States,"[1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960]",0.0,8.0,8.0,1.0,0.0,1.0,1.0,10.0,False,,1960,0.125,1.0,0.0,0.125,0.125,1.25,8,False
|
||||
Leslie Thorne,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bud Tingelstad,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Sam Tingle,Rhodesia,"[1963, 1965, 1967, 1968, 1969]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Desmond Titterington,United Kingdom,[1956],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Johnnie Tolan,United States,"[1956, 1957, 1958]",0.0,7.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.42857142857142855,0.0,0.0,0.0,0.0,3,False
|
||||
Alejandro de Tomaso,Argentina,"[1957, 1959]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Charles de Tornaco,Belgium,"[1952, 1953]",0.0,4.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Tony Trimmer,United Kingdom,"[1975, 1976, 1977, 1978]",0.0,6.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,4,False
|
||||
Maurice Trintignant,France,"[1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964]",0.0,84.0,82.0,0.0,2.0,10.0,1.0,72.33,False,,1960,0.0,0.9761904761904762,0.023809523809523808,0.11904761904761904,0.011904761904761904,0.8610714285714286,15,False
|
||||
Wolfgang von Trips,West Germany,"[1956, 1957, 1958, 1959, 1960, 1961]",0.0,29.0,27.0,1.0,2.0,6.0,0.0,56.0,False,,1960,0.034482758620689655,0.9310344827586207,0.06896551724137931,0.20689655172413793,0.0,1.9310344827586208,6,False
|
||||
Jarno Trulli,Italy,"[1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011]",0.0,256.0,252.0,4.0,1.0,11.0,1.0,246.5,False,,2000,0.015625,0.984375,0.00390625,0.04296875,0.00390625,0.962890625,15,False
|
||||
Yuki Tsunoda,Japan,"[2021, 2022]",0.0,45.0,43.0,0.0,0.0,0.0,0.0,44.0,True,,2020,0.0,0.9555555555555556,0.0,0.0,0.0,0.9777777777777777,2,False
|
||||
Esteban Tuero,Argentina,[1998],0.0,16.0,16.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Guy Tunmer,South Africa,[1975],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Jack Turner,United States,"[1956, 1957, 1958, 1959]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,4,False
|
||||
Toni Ulmen,West Germany,[1952],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Bobby Unser,United States,[1968],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Jerry Unser Jr.,United States,[1958],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Alberto Uria,Uruguay,"[1955, 1956]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Nino Vaccarella,Italy,"[1961, 1962, 1965]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.8,0.0,0.0,0.0,0.0,3,False
|
||||
Stoffel Vandoorne,Belgium,"[2016, 2017, 2018]",0.0,42.0,41.0,0.0,0.0,0.0,0.0,26.0,False,,2020,0.0,0.9761904761904762,0.0,0.0,0.0,0.6190476190476191,3,False
|
||||
Bob Veith,United States,"[1956, 1957, 1958, 1959, 1960]",0.0,5.0,5.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,5,False
|
||||
Jean-Éric Vergne,France,"[2012, 2013, 2014]",0.0,58.0,58.0,0.0,0.0,0.0,0.0,51.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.8793103448275862,3,False
|
||||
Jos Verstappen,Netherlands,"[1994, 1995, 1996, 1997, 1998, 2000, 2001, 2003]",0.0,107.0,106.0,0.0,0.0,2.0,0.0,17.0,False,,2000,0.0,0.9906542056074766,0.0,0.018691588785046728,0.0,0.1588785046728972,8,False
|
||||
Max Verstappen,Netherlands,"[2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",2.0,164.0,164.0,21.0,36.0,78.0,21.0,2036.5,True,"[2021, 2022]",2020,0.12804878048780488,1.0,0.21951219512195122,0.47560975609756095,0.12804878048780488,12.417682926829269,8,True
|
||||
Sebastian Vettel,Germany,"[2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022]",4.0,300.0,299.0,57.0,53.0,122.0,38.0,3098.0,False,"[2010, 2011, 2012, 2013]",2010,0.19,0.9966666666666667,0.17666666666666667,0.4066666666666667,0.12666666666666668,10.326666666666666,16,True
|
||||
Gilles Villeneuve,Canada,"[1977, 1978, 1979, 1980, 1981, 1982]",0.0,68.0,67.0,2.0,6.0,13.0,8.0,101.0,False,,1980,0.029411764705882353,0.9852941176470589,0.08823529411764706,0.19117647058823528,0.11764705882352941,1.4852941176470589,6,False
|
||||
Jacques Villeneuve,Canada,"[1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006]",1.0,165.0,163.0,13.0,11.0,23.0,9.0,235.0,False,[1997],2000,0.07878787878787878,0.9878787878787879,0.06666666666666667,0.1393939393939394,0.05454545454545454,1.4242424242424243,11,True
|
||||
Jacques Villeneuve Sr.,Canada,"[1981, 1983]",0.0,3.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,2,False
|
||||
Luigi Villoresi,Italy,"[1950, 1951, 1952, 1953, 1954, 1955, 1956]",0.0,34.0,31.0,0.0,0.0,8.0,1.0,46.0,False,,1950,0.0,0.9117647058823529,0.0,0.23529411764705882,0.029411764705882353,1.3529411764705883,7,False
|
||||
Emilio de Villota,Spain,"[1976, 1977, 1978, 1981, 1982]",0.0,15.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.13333333333333333,0.0,0.0,0.0,0.0,5,False
|
||||
Ottorino Volonterio,Switzerland,"[1954, 1956, 1957]",0.0,3.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Jo Vonlanthen,Switzerland,[1975],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Ernie de Vos,Canada,[1963],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Nyck de Vries,Netherlands,[2022],0.0,2.0,2.0,0.0,0.0,0.0,0.0,2.0,True,,2020,0.0,1.0,0.0,0.0,0.0,1.0,1,False
|
||||
Bill Vukovich,United States,"[1951, 1952, 1953, 1954, 1955]",0.0,6.0,5.0,1.0,2.0,2.0,3.0,19.0,False,,1950,0.16666666666666666,0.8333333333333334,0.3333333333333333,0.3333333333333333,0.5,3.1666666666666665,5,False
|
||||
Syd van der Vyver,South Africa,[1962],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Fred Wacker,United States,"[1953, 1954]",0.0,5.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.6,0.0,0.0,0.0,0.0,2,False
|
||||
David Walker,Australia,"[1971, 1972]",0.0,11.0,11.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Peter Walker,United Kingdom,"[1950, 1951, 1955]",0.0,4.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Lee Wallard,United States,"[1950, 1951]",0.0,3.0,2.0,0.0,1.0,1.0,1.0,9.0,False,,1950,0.0,0.6666666666666666,0.3333333333333333,0.3333333333333333,0.3333333333333333,3.0,2,False
|
||||
Heini Walter,Switzerland,[1962],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Rodger Ward,United States,"[1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1963]",0.0,12.0,12.0,0.0,1.0,2.0,0.0,14.0,False,,1960,0.0,1.0,0.08333333333333333,0.16666666666666666,0.0,1.1666666666666667,11,False
|
||||
Derek Warwick,United Kingdom,"[1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1993]",0.0,162.0,147.0,0.0,0.0,4.0,2.0,71.0,False,,1990,0.0,0.9074074074074074,0.0,0.024691358024691357,0.012345679012345678,0.4382716049382716,11,False
|
||||
John Watson,United Kingdom,"[1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1985]",0.0,154.0,152.0,2.0,5.0,20.0,5.0,169.0,False,,1980,0.012987012987012988,0.987012987012987,0.032467532467532464,0.12987012987012986,0.032467532467532464,1.0974025974025974,12,False
|
||||
Spider Webb,United States,"[1950, 1952, 1953, 1954]",0.0,5.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,0.8,0.0,0.0,0.0,0.0,4,False
|
||||
Mark Webber,Australia,"[2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013]",0.0,217.0,215.0,13.0,9.0,42.0,19.0,1047.5,False,,2010,0.059907834101382486,0.9907834101382489,0.041474654377880185,0.1935483870967742,0.08755760368663594,4.8271889400921655,12,False
|
||||
Pascal Wehrlein,Germany,"[2016, 2017]",0.0,40.0,39.0,0.0,0.0,0.0,0.0,6.0,False,,2020,0.0,0.975,0.0,0.0,0.0,0.15,2,False
|
||||
Volker Weidler,West Germany,[1989],0.0,10.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Wayne Weiler,United States,[1960],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Karl Wendlinger,Austria,"[1991, 1992, 1993, 1994, 1995]",0.0,42.0,41.0,0.0,0.0,0.0,0.0,14.0,False,,1990,0.0,0.9761904761904762,0.0,0.0,0.0,0.3333333333333333,5,False
|
||||
Peter Westbury,United Kingdom,[1970],0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Chuck Weyant,United States,"[1955, 1957, 1958, 1959]",0.0,6.0,4.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.6666666666666666,0.0,0.0,0.0,0.0,4,False
|
||||
Ken Wharton,United Kingdom,"[1952, 1953, 1954, 1955]",0.0,16.0,15.0,0.0,0.0,0.0,0.0,3.0,False,,1950,0.0,0.9375,0.0,0.0,0.0,0.1875,4,False
|
||||
Ted Whiteaway,United Kingdom,[1955],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Graham Whitehead,United Kingdom,[1952],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Peter Whitehead,United Kingdom,"[1950, 1951, 1952, 1953, 1954]",0.0,12.0,10.0,0.0,0.0,1.0,0.0,4.0,False,,1950,0.0,0.8333333333333334,0.0,0.08333333333333333,0.0,0.3333333333333333,5,False
|
||||
Bill Whitehouse,United Kingdom,[1954],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1950,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Robin Widdows,United Kingdom,[1968],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Eppie Wietzes,Canada,"[1967, 1974]",0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,2,False
|
||||
Mike Wilds,United Kingdom,"[1974, 1975, 1976]",0.0,8.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.375,0.0,0.0,0.0,0.0,3,False
|
||||
Jonathan Williams,United Kingdom,[1967],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Roger Williamson,United Kingdom,[1973],0.0,2.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1970,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Dempsey Wilson,United States,"[1958, 1960]",0.0,5.0,2.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.4,0.0,0.0,0.0,0.0,2,False
|
||||
Desiré Wilson,South Africa,[1980],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Justin Wilson,United Kingdom,[2003],0.0,16.0,16.0,0.0,0.0,0.0,0.0,1.0,False,,2000,0.0,1.0,0.0,0.0,0.0,0.0625,1,False
|
||||
Vic Wilson,United Kingdom,"[1960, 1966]",0.0,2.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,1960,0.0,0.5,0.0,0.0,0.0,0.0,2,False
|
||||
Joachim Winkelhock,West Germany,[1989],0.0,7.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1990,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Manfred Winkelhock,West Germany,"[1980, 1982, 1983, 1984, 1985]",0.0,56.0,47.0,0.0,0.0,0.0,0.0,2.0,False,,1980,0.0,0.8392857142857143,0.0,0.0,0.0,0.03571428571428571,5,False
|
||||
Markus Winkelhock,Germany,[2007],0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,1,False
|
||||
Reine Wisell,Sweden,"[1970, 1971, 1972, 1973, 1974]",0.0,23.0,22.0,0.0,0.0,1.0,0.0,13.0,False,,1970,0.0,0.9565217391304348,0.0,0.043478260869565216,0.0,0.5652173913043478,5,False
|
||||
Roelof Wunderink,Netherlands,[1975],0.0,6.0,3.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.5,0.0,0.0,0.0,0.0,1,False
|
||||
Alexander Wurz,Austria,"[1997, 1998, 1999, 2000, 2005, 2007]",0.0,69.0,69.0,0.0,0.0,3.0,1.0,45.0,False,,2000,0.0,1.0,0.0,0.043478260869565216,0.014492753623188406,0.6521739130434783,6,False
|
||||
Sakon Yamamoto,Japan,"[2006, 2007, 2010]",0.0,21.0,21.0,0.0,0.0,0.0,0.0,0.0,False,,2010,0.0,1.0,0.0,0.0,0.0,0.0,3,False
|
||||
Alex Yoong,Malaysia,"[2001, 2002]",0.0,18.0,14.0,0.0,0.0,0.0,0.0,0.0,False,,2000,0.0,0.7777777777777778,0.0,0.0,0.0,0.0,2,False
|
||||
Alessandro Zanardi,Italy,"[1991, 1992, 1993, 1994, 1999]",0.0,44.0,41.0,0.0,0.0,0.0,0.0,1.0,False,,1990,0.0,0.9318181818181818,0.0,0.0,0.0,0.022727272727272728,5,False
|
||||
Emilio Zapico,Spain,[1976],0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.0,0.0,0.0,0.0,0.0,1,False
|
||||
Zhou Guanyu,China,[2022],0.0,23.0,23.0,0.0,0.0,0.0,2.0,6.0,True,,2020,0.0,1.0,0.0,0.0,0.08695652173913043,0.2608695652173913,1,False
|
||||
Ricardo Zonta,Brazil,"[1999, 2000, 2001, 2004, 2005]",0.0,37.0,36.0,0.0,0.0,0.0,0.0,3.0,False,,2000,0.0,0.972972972972973,0.0,0.0,0.0,0.08108108108108109,5,False
|
||||
Renzo Zorzi,Italy,"[1975, 1976, 1977]",0.0,7.0,7.0,0.0,0.0,0.0,0.0,1.0,False,,1980,0.0,1.0,0.0,0.0,0.0,0.14285714285714285,3,False
|
||||
Ricardo Zunino,Argentina,"[1979, 1980, 1981]",0.0,11.0,10.0,0.0,0.0,0.0,0.0,0.0,False,,1980,0.0,0.9090909090909091,0.0,0.0,0.0,0.0,3,False
|
||||
|
27
ilbekov_dmitriy_lab_6/README.md
Normal file
27
ilbekov_dmitriy_lab_6/README.md
Normal file
@@ -0,0 +1,27 @@
|
||||
# Лабораторная работа 6
|
||||
### Вариант 10
|
||||
|
||||
### Задание:
|
||||
- Используя данные из "F1DriversDataset.csv" сформулировать задачу, решаемую нейронной сетью (MLPRegressor): Предсказать количество чемпионских титулов по характеристикам: `Race_Entries`, `Race_Starts`, `Pole_Positions`, `Race_Wins`, `Podiums`, `Fastest_Laps`
|
||||
### Запуск
|
||||
- Запустить файл lab6.py
|
||||
|
||||
### Технологии
|
||||
- Язык - 'Python'
|
||||
- Библиотеки sklearn, pandas, matplotlib
|
||||
|
||||
### Что делает
|
||||
- Программа обучает нейронную модель на 95% данных (Были подобраны следующие настройки модели - 20 слоев и 20 нейронов в каждом, большие или меньшие значения приводили к переобучению или недообучению, solver - для оптимизации был выбран алгоритм adam на основе стохастического градиента, activation - функция активации скрытых слоев был выбран relu выпрямленная линейная единица измерения)
|
||||
- Программа оценивает качество предсказаний, используя Коэффициент детерминации R^2 (Мера качества модели регрессии и оценивает, насколько хорошо модель соответствует данным. Она измеряет долю дисперсии зависимой переменной, которая может быть объяснена моделью, относительно общей дисперсии зависимой переменной) на тестовой выборке остальных 5%
|
||||
- Программа позволяет вручную ввести требуемые характеристики пилота и предсказать количество титулов для данного пилота
|
||||
- Также результат предсказания можно интерпретировать в другом ключе: если мы введем реальные характеристики гонщика, мы можем посмотреть, насколько он достоин быть титулованным, справедливо или несправедливо отнеслась к нему судьба:)
|
||||
- Программа дополнительно выводит график, позволяющий визуально определить качество работы модели
|
||||
|
||||
### Пример работы
|
||||
Пример работы представлен в виде скриншотов:
|
||||
|
||||
|
||||
|
||||
|
||||
- В результате по графику мы можем видеть, что нейронная модель неплохо справилась со своей задачей предсказания, это подтверждает и хороший R^2 коэффициент, равный 0.8984, что на несколько тысячных лучше, чем Линейная регрессия на тех же данных.
|
||||
- В качестве реального гонщика был выбран действующий чемпион Формулы 1 - Макс Ферстаппен. В отличие от линейной регрессии, модель правильно предсказала два чемпионских титула (в сокращении), при этом показатель 2.23 говорит о потенциале на 3 титул (что оправдается в 23 году)
|
||||
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ilbekov_dmitriy_lab_6/console.jpg
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ilbekov_dmitriy_lab_6/graphics.png
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49
ilbekov_dmitriy_lab_6/lab6.py
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49
ilbekov_dmitriy_lab_6/lab6.py
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@@ -0,0 +1,49 @@
|
||||
import pandas as pd
|
||||
from matplotlib import pyplot as plt
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.neural_network import MLPRegressor
|
||||
from sklearn.metrics import mean_squared_error, mean_absolute_error
|
||||
|
||||
# Загрузка данных
|
||||
data = pd.read_csv("F1DriversDataset.csv")
|
||||
|
||||
# Выбор признаков и целевой переменной
|
||||
features = ['Race_Entries', 'Race_Starts', 'Pole_Positions', 'Race_Wins', 'Podiums', 'Fastest_Laps']
|
||||
target = 'Championships'
|
||||
X = data[features]
|
||||
y = data[target]
|
||||
|
||||
# Разделение данных на обучающую и тестовую выборки
|
||||
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.05, random_state=42)
|
||||
|
||||
# Обучение модели
|
||||
model = MLPRegressor(
|
||||
hidden_layer_sizes=(20, 20),
|
||||
activation='relu',
|
||||
solver='adam',
|
||||
random_state=42
|
||||
)
|
||||
model.fit(X_train, y_train)
|
||||
|
||||
# Оценка качества модели на тестовой выборке
|
||||
y_pred = model.predict(X_test)
|
||||
score = model.score(X_test, y_test)
|
||||
print("Коэффициент детерминации R^2 на тестовой выборке:", score)
|
||||
|
||||
# Предсказание количества чемпионских титулов для гонщика
|
||||
new_features = []
|
||||
for feature in features:
|
||||
value = float(input(f"Введите значение для {feature}: "))
|
||||
new_features.append(value)
|
||||
new_features = [new_features]
|
||||
predicted_championships = model.predict(new_features)
|
||||
print("Предсказанное количество чемпионских титулов:", predicted_championships[0])
|
||||
|
||||
# Визуализация модели
|
||||
|
||||
plt.scatter(y_test, y_pred)
|
||||
plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'k--', lw=2)
|
||||
plt.xlabel('Фактическое количество чемпионских титулов')
|
||||
plt.ylabel('Предсказанное количество чемпионских титулов')
|
||||
plt.title('Предсказания модели MLPRegressor')
|
||||
plt.show()
|
||||
33
ilbekov_dmitriy_lab_7/README.md
Normal file
33
ilbekov_dmitriy_lab_7/README.md
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@@ -0,0 +1,33 @@
|
||||
# Лабораторная работа 7
|
||||
### Вариант 10
|
||||
|
||||
### Задание:
|
||||
- Выбрать художественный текст (четные варианты – русскоязычный, нечетные – англоязычный)и обучить на нем рекуррентную нейронную сеть для решения задачи генерации. Подобрать архитектуру и параметры так, чтобы приблизиться к максимально осмысленному результату.
|
||||
### Запуск
|
||||
- Запустить файл lab7.py (Для английского языка необходимо в коде выбрать соответсвующий файл и начальную строку)
|
||||
|
||||
### Технологии
|
||||
- Язык - 'Python'
|
||||
- Библиотеки numpy, keras, tensorflow
|
||||
|
||||
### Что делает
|
||||
- Программа читает текст из файла .txt
|
||||
- Программа использует `Tokenizer` с настройкой `char_level=True`, что позволяет упразднить использование `Embedding` слоя далее
|
||||
- Программа подготавливает исходный текст и последовательности для обучения модели
|
||||
- Далее строится последовательная рекуррентная нейронная сеть `Sequential` (использует LSTM-ячейки) с двумя слоями LSTM. `LSTM` (Long Short-Term Memory) является типом рекуррентной нейронной сети, который хорошо подходит для работы с последовательными данными, такими как текст. Использование двух слоев позволяет модели иметь больше гибкости и уловить более сложные зависимости в тексте. Слой `Dense` с функцией активации softmax используется для предсказания следующего слова
|
||||
- Модель компилируется с использованием функции потерь `sparse_categorical_crossentropy` и оптимизатора `Adam`.
|
||||
- После чего происходит обучение модели на 100 эпохах (оптимальный вариант)
|
||||
- После обучения программа, используя начальный текст генерирует текст размером 250 (по умолчанию) символами
|
||||
|
||||
### Пример работы
|
||||
Пример работы представлен в виде скриншотов:
|
||||
|
||||
Сгенерированный текст:
|
||||
- (RUS) Уходили в тайгу в середине октября, когда выпадал первый снег. это было чудесное время. за одну ночь природа преображалась: все вокруг светлело. остывший воздух становился упругим и звонким. всюду на снегу виднелись следы зверьков — так тайга перед человеком открыв
|
||||
- (ENG) I had last night. but was too drunk to remember to shut the popholes. with the ring of light from his lantern dancing from side to side, he lurched across the yard, kicked off his boots at the back door. when major saw that they should all meet in the bedroom went o
|
||||
|
||||
Скриншоты:
|
||||
|
||||
|
||||
|
||||
- В результате программа генерирует вполне себе осмысленный текст как на русском, так и на английском языках.
|
||||
BIN
ilbekov_dmitriy_lab_7/console_eng.jpg
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ilbekov_dmitriy_lab_7/console_rus.jpg
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71
ilbekov_dmitriy_lab_7/lab7.py
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71
ilbekov_dmitriy_lab_7/lab7.py
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@@ -0,0 +1,71 @@
|
||||
import numpy as np
|
||||
from keras.preprocessing.text import Tokenizer
|
||||
from keras.preprocessing.sequence import pad_sequences
|
||||
from keras.models import Sequential
|
||||
from keras.layers import LSTM, Dense, Dropout
|
||||
|
||||
# Чтение текста из файла
|
||||
with open('text_russian.txt', 'r', encoding='utf-8') as file:
|
||||
text = file.read()
|
||||
# with open('text_english.txt', 'r', encoding='utf-8') as file:
|
||||
# text = file.read()
|
||||
|
||||
# Параметры модели
|
||||
seq_length = 10
|
||||
|
||||
# Создание экземпляра Tokenizer и обучение на тексте
|
||||
tokenizer = Tokenizer(char_level=True)
|
||||
tokenizer.fit_on_texts([text])
|
||||
|
||||
# Преобразование текста в последовательности чисел
|
||||
sequences = tokenizer.texts_to_sequences([text])[0]
|
||||
|
||||
# Создание входных и выходных последовательностей
|
||||
X_data = []
|
||||
y_data = []
|
||||
for i in range(seq_length, len(sequences)):
|
||||
sequence = sequences[i - seq_length:i]
|
||||
target = sequences[i]
|
||||
X_data.append(sequence)
|
||||
y_data.append(target)
|
||||
|
||||
# Преобразование входных и выходных данных в формат массивов numpy
|
||||
X = pad_sequences(X_data, maxlen=seq_length)
|
||||
y = np.array(y_data)
|
||||
|
||||
# Создание модели RNN
|
||||
vocab_size = len(tokenizer.word_index) + 1
|
||||
model = Sequential()
|
||||
model.add(LSTM(256, input_shape=(seq_length, 1), return_sequences=True))
|
||||
model.add(LSTM(128, input_shape=(seq_length, 1)))
|
||||
model.add(Dense(vocab_size, activation='softmax'))
|
||||
|
||||
# Компиляция модели
|
||||
model.compile(loss='sparse_categorical_crossentropy', optimizer='adam', metrics=['accuracy'])
|
||||
|
||||
# Обучение модели
|
||||
model.fit(X, y, epochs=100, verbose=1)
|
||||
|
||||
|
||||
# Функция для генерации текста
|
||||
def generate_text(seed_text, gen_length):
|
||||
generated_text = seed_text
|
||||
|
||||
for _ in range(gen_length):
|
||||
sequence = tokenizer.texts_to_sequences([seed_text])[0]
|
||||
sequence = pad_sequences([sequence], maxlen=seq_length)
|
||||
prediction = model.predict(sequence)[0]
|
||||
predicted_index = np.argmax(prediction)
|
||||
predicted_char = tokenizer.index_word[predicted_index]
|
||||
generated_text += predicted_char
|
||||
seed_text += predicted_char
|
||||
seed_text = seed_text[1:]
|
||||
|
||||
return generated_text
|
||||
|
||||
# Генерация текста
|
||||
seed_text = "Уходили в тайгу"
|
||||
# seed_text = "I had last night"
|
||||
generated_text = generate_text(seed_text, 250)
|
||||
print(generated_text)
|
||||
|
||||
11
ilbekov_dmitriy_lab_7/text_english.txt
Normal file
11
ilbekov_dmitriy_lab_7/text_english.txt
Normal file
@@ -0,0 +1,11 @@
|
||||
Mr. Jones, of the Manor Farm, had locked the hen-houses for the night, but was too drunk to remember to shut the popholes. With the ring of light from his lantern dancing from side to side, he lurched across the yard, kicked off his boots at the back door, drew himself a last glass of beer from the barrel in the scullery, and made his way up to bed, where Mrs. Jones was already snoring.
|
||||
|
||||
As soon as the light in the bedroom went out there was a stirring and a fluttering all through the farm buildings. Word had gone round during the day that old Major, the prize Middle White boar, had had a strange dream on the previous night and wished to communicate it to the other animals. It had been agreed that they should all meet in the big barn as soon as Mr. Jones was safely out of the way. Old Major (so he was always called, though the name under which he had been exhibited was Willingdon Beauty) was so highly regarded on the farm that everyone was quite ready to lose an hour’s sleep in order to hear what he had to say.
|
||||
|
||||
At one end of the big barn, on a sort of raised platform, Major was already ensconced on his bed of straw, under a lantern which hung from a beam. He was twelve years old and had lately grown rather stout, but he was still a majestic-looking pig, with a wise and benevolent appearance in spite of the fact that his tushes had never been cut. Before long the other animals began to arrive and make themselves comfortable after their different fashions. First came the three dogs, Bluebell, Jessie, and Pincher, and then the pigs, who settled down in the straw immediately in front of the platform. The hens perched themselves on the window-sills, the pigeons fluttered up to the rafters, the sheep and cows lay down behind the pigs and began to chew the cud.The two cart-horses, Boxer and Clover, came in together, walking very slowly and setting down their vast hairy hoofs with great care lest there should be some small animal concealed in the straw. Clover was a stout motherly mare approaching middle life, who had never quite got her figure back after her fourth foal. Boxer was an enormous beast, nearly eighteen hands high, and as strong as any two ordinary horses put together. A white stripe down his nose gave him a somewhat stupid appearance, and in fact he was not of first-rate intelligence, but he was universally respected for his steadiness of character and tremendous powers of work. After the horses came Muriel, the white goat, and Benjamin, the donkey. Benjamin was the oldest animal on the farm, and the worst tempered. He seldom talked, and when he did, it was usually to make some cynical remark – for instance, he would say that God had given him a tail to keep the flies off, but that he would sooner have had no tail and no flies. Alone among the animals on the farm he never laughed. If asked why, he would say that he saw nothing to laugh at.Nevertheless, without openly admitting it, he was devoted to Boxer; the two of them usually spent their Sundays together in the small paddock beyond the orchard, grazing side by side and never speaking.
|
||||
|
||||
The two horses had just lain down when a brood of ducklings, which had lost their mother, filed into the barn, cheeping feebly and wandering from side to side to find some place where they would not be trodden on. Clover made a sort of wall round them with her great foreleg, and the ducklings nestled down inside it and promptly fell asleep. At the last moment Mollie, the foolish, pretty white mare who drew Mr. Jones’s trap, came mincing daintily in, chewing at a lump of sugar. She took a place near the front and began flirting her white mane, hoping to draw attention to the red ribbons it was plaited with. Last of all came the cat, who looked round, as usual, for the warmest place, and finally squeezed herself in between Boxer and Clover; there she purred contentedly throughout Major’s speech without listening to a word of what he was saying.
|
||||
|
||||
All the animals were now present except Moses, the tame raven, who slept on a perch behind the back door. When Major saw that they had all made themselves comfortable and were waiting attentively, he cleared his throat and began:
|
||||
|
||||
‘Comrades, you have heard already about the strange dream that I had last night. But I will come to the dream later. I have something else to say first. I do not think, comrades, that I shall be with you for many months longer, and before I die, I feel it my duty to pass on to you such wisdom as I have acquired. I have had a long life, I have had much time for thought as I lay alone in my stall, and I think I may say that I understand the nature of life on this earth as well as any animal now living. It is about this that I wish to speak to you.
|
||||
23
ilbekov_dmitriy_lab_7/text_russian.txt
Normal file
23
ilbekov_dmitriy_lab_7/text_russian.txt
Normal file
@@ -0,0 +1,23 @@
|
||||
Самолет сделал разворот над аэродромом и взял курс на север. Внизу проплыли пригородные поселки, а затем вдаль и вширь разлилось таежное безбрежье. Проходит час, другой. Напряженно всматриваюсь в маленькое оконце самолета: ни единой юрты, ни единого зимовейка, только кое-где белеют небольшие озера. Лес сверху кажется чахлым, похожим на редкую щетку. Горы сгладились и утратили свою первоначальную величавую красоту. И кажется, под нами проплывает холодная безжизненная пустыня, кое-как прикрытая жалкой растительностью.
|
||||
|
||||
Но это — обман зрения. Под нами север, суровый и непокорный. В этих краях я родился и вырос. И первое, что увидел в жизни и запомнил, — это синие дали гор, голубые столбы дымокуров возле изб. А еще стаи чаек над рекой.
|
||||
|
||||
Моим первым другом был старый пес Варнак. В свое время он верно служил отцу. Теперь плохо слышал, задыхался и, как говорил отец, был списан в куриные сторожа. Я приносил Варнаку лакомства, а потом ездил на нем верхом. Когда надоедало это занятие, мы укрывались где-нибудь в тени. Варнак растягивался на земле, клал морду на лапы и закрывал глаза. Из рассказов отца я знал все «подвиги» моего друга. Я садился рядом с ним и, подражая отцу, начинал говорить: «Вот это ухо Варнаку порвал медведь-шатун в тот год, когда ты, сын, родился. Ох и матерый зверь был…» Потом я брал лук, и мы шли за амбар стрелять в мишень.
|
||||
|
||||
Самым большим событием для нас, мальчишек, были проводы отцов и братьев на охоту. Они уходили в тайгу в середине октября, когда выпадал первый снег. Это было чудесное время. За одну ночь природа преображалась: все вокруг светлело. Остывший воздух становился упругим и звонким. Всюду на снегу виднелись следы зверьков — так тайга перед человеком открывала свои тайны, вводила его в свой загадочный мир. Мы провожали охотников до леса и с завистью смотрели им вслед.
|
||||
|
||||
Проходили недели, месяцы, снега заваливали избы, вьюги заметали тропы, а охотники все были в тайге. В длинные зимние вечера, которым не было ни конца ни края, мать рассказывала мне сказки и легенды про охотников и зверей. И передо мной открывался удивительный таежный мир. Утром я надевал лыжи и отправлялся к горам, но мужества хватало дойти только до опушки леса.
|
||||
|
||||
Но вот наступал январь с его морозами, и охотники возвращались из тайги. Они были бородатыми, исхудавшими, пропахшими хвоей, потом и дымом. Нам, ребятишкам, охотники приносили гостинцы: по мешочку серы и испеченные на костре лепешки. В первый же день мы узнавали о тех, кто добывал медведя, а на следующее утро делали берлогу на опушке леса и разыгрывали во всех подробностях схватку охотника со зверем.
|
||||
|
||||
…Сорок первый год. Война. Нам пришлось на таежных тропах заменить мужчин, ушедших на фронт. Мы месяцами жили в зимовьях, промышляя белок и медведей, сохатых и горностаев, кормили стариков и женщин.
|
||||
|
||||
Дорого доставался нам кусок хлеба: мы блуждали в тайге, утопали в снегах, в сорокаградусные морозы наживали простуду у костров, нередко за свою неопытность расплачивались кровью: в нас стреляли собственные ружья, нас калечили звери.
|
||||
|
||||
Теперь все это кажется далеким сном.
|
||||
|
||||
…И вот я снова возвращаюсь к порогу своей юности. Впереди показалась река Нёпа, приток Нижней Тунгуски. Будто какой-то великан взмахнул белой лентой, она извилась и упала среди гор. Даже отсюда, с высоты, я узнаю знакомые места. Хребет Юктокон. С высоты он похож на спящего медведя с темным загривком, отливающим зеленью. У его подножия дымится незамерзающее озеро, и кажется, что зверь дышит. Вот сейчас он услышит гул самолета, поднимет морду, покрытую куржаком, и недовольно зарычит на весь лес.
|
||||
|
||||
Я внимательно оглядываю тайгу вокруг хребта, надеясь увидеть зимовейко или палатку. Где-то здесь стоянка старой эвенки Авдо, которая во время войны на таежных тропах была для меня и матерью, и старшим товарищем.
|
||||
|
||||
Помню, как-то заблудился я, двое суток кружил по тайге, выбился из сил. Разложил костер и отдался на милость судьбы.
|
||||
41
kurmyza_pavel_lab_1/README.md
Normal file
41
kurmyza_pavel_lab_1/README.md
Normal file
@@ -0,0 +1,41 @@
|
||||
# Лабораторная работа №1
|
||||
|
||||
## ПИбд-41, Курмыза Павел, Вариант 13
|
||||
|
||||
### Данные:
|
||||
|
||||
- make_moons (noise=0.3, random_state=rs)
|
||||
|
||||
### Модели:
|
||||
|
||||
- Линейную регрессию
|
||||
- Полиномиальную регрессию (со степенью 3)
|
||||
- Многослойный персептрон со 100-а нейронами в скрытом слое (alpha = 0.01)
|
||||
|
||||
## Как запустить ЛР
|
||||
|
||||
- Запустить файл main.py
|
||||
|
||||
## Используемые технологии
|
||||
|
||||
- Язык программирования Python
|
||||
- Библиотеки: sklearn, matplotlib, numpy
|
||||
|
||||
## Что делает программа
|
||||
|
||||
После генерации набора данных с помощью функции make_moons(), программа создает графики для моделей, которые указаны в
|
||||
задании. Затем она выводит в консоль качество данных для этих моделей.
|
||||
|
||||
## Тесты
|
||||
|
||||
### Консоль
|
||||
|
||||
|
||||
|
||||
### Графики
|
||||
|
||||
|
||||
|
||||
### Вывод
|
||||
|
||||
Исходя из этого, можно сделать вывод: лучший результат показала модель многослойного персептрона на 100 нейронах.
|
||||
BIN
kurmyza_pavel_lab_1/console_output.jpg
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|
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91
kurmyza_pavel_lab_1/main.py
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91
kurmyza_pavel_lab_1/main.py
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|
||||
from random import randrange
|
||||
import numpy as np
|
||||
from sklearn.neural_network import MLPClassifier
|
||||
from sklearn.metrics import accuracy_score, mean_squared_error
|
||||
from matplotlib import pyplot as plt
|
||||
from sklearn.linear_model import LinearRegression
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.preprocessing import PolynomialFeatures
|
||||
from sklearn.datasets import make_moons
|
||||
from sklearn.pipeline import make_pipeline
|
||||
|
||||
RANDOM_STATE = randrange(50)
|
||||
|
||||
# Генерация случайных данных на основе случайного состояния
|
||||
|
||||
X, y = make_moons(noise=0.3, random_state=RANDOM_STATE)
|
||||
|
||||
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=RANDOM_STATE)
|
||||
|
||||
# Полиномиальная регрессия (3 степень)
|
||||
|
||||
DEGREE = 3
|
||||
|
||||
poly_regression = make_pipeline(PolynomialFeatures(degree=DEGREE), LinearRegression()) # создание модели
|
||||
poly_regression.fit(X_train, y_train) # обучение
|
||||
y_pred_poly_regression = poly_regression.predict(X_test) # предсказание
|
||||
|
||||
# Линейная регрессия
|
||||
|
||||
linear_regression = LinearRegression() # создание модели
|
||||
linear_regression.fit(X_train, y_train) # обучение
|
||||
y_pred_linear_regression = linear_regression.predict(X_test) # предсказание
|
||||
|
||||
# Многослойный персептрон (100 нейронов)
|
||||
|
||||
HIDDEN_LAYER_SIZES = 100
|
||||
ALPHA = 0.01
|
||||
|
||||
perceptron_100 = MLPClassifier(hidden_layer_sizes=(HIDDEN_LAYER_SIZES,), alpha=ALPHA,
|
||||
random_state=RANDOM_STATE) # создание модели
|
||||
perceptron_100.fit(X_train, y_train) # обучение
|
||||
y_pred_perceptron_100 = perceptron_100.predict(X_test) # предсказание
|
||||
|
||||
# Оценка точности и вывод в консоль
|
||||
|
||||
acc_linear_regression = mean_squared_error(y_test, y_pred_linear_regression)
|
||||
acc_poly_regression = mean_squared_error(y_test, y_pred_poly_regression)
|
||||
acc_perceptron_100 = accuracy_score(y_test, y_pred_perceptron_100)
|
||||
|
||||
print(f"Оценка точности: "
|
||||
f"\n Линейная регрессия: {acc_linear_regression}"
|
||||
f"\n Полиномиальная регрессия (3 степень): {acc_poly_regression}"
|
||||
f"\n Многослойный персептрон (100 нейронов): {acc_perceptron_100}")
|
||||
|
||||
# Предсказание классов для точек графика для их визуализации
|
||||
|
||||
x_min, y_min = X[:, 0].min() - 0.5, X[:, 1].min() - 0.5
|
||||
x_max, y_max = X[:, 0].max() + 0.5, X[:, 1].max() + 0.5
|
||||
|
||||
xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.02), np.arange(y_min, y_max, 0.02))
|
||||
|
||||
prediction_data = np.c_[xx.ravel(), yy.ravel()]
|
||||
|
||||
Z_poly_regression = poly_regression.predict(prediction_data)
|
||||
Z_poly_regression = Z_poly_regression.reshape(xx.shape)
|
||||
|
||||
Z_linear_regression = linear_regression.predict(prediction_data)
|
||||
Z_linear_regression = Z_linear_regression.reshape(xx.shape)
|
||||
|
||||
Z_perceptron_100 = perceptron_100.predict(prediction_data)
|
||||
Z_perceptron_100 = Z_perceptron_100.reshape(xx.shape)
|
||||
|
||||
|
||||
# Отрисовка графиков
|
||||
|
||||
def draw_graphic(title, nrows, ncols, index, Z):
|
||||
plt.subplot(nrows, ncols, index)
|
||||
plt.contourf(xx, yy, Z, alpha=0.8)
|
||||
plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, alpha=0.6)
|
||||
plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train)
|
||||
plt.title(title)
|
||||
plt.xlabel('1 признак')
|
||||
plt.ylabel('2 признак')
|
||||
|
||||
|
||||
draw_graphic('Линейная регрессия', 1, 3, 1, Z_linear_regression)
|
||||
draw_graphic('Полиномиальная регрессия', 1, 3, 2, Z_poly_regression)
|
||||
draw_graphic('Персептрон', 1, 3, 3, Z_perceptron_100)
|
||||
|
||||
plt.tight_layout()
|
||||
plt.show()
|
||||
BIN
kurmyza_pavel_lab_1/plots.jpg
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BIN
kurmyza_pavel_lab_1/plots.jpg
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Binary file not shown.
|
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59
kurmyza_pavel_lab_2/README.md
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59
kurmyza_pavel_lab_2/README.md
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@@ -0,0 +1,59 @@
|
||||
# Лабораторная работа №2
|
||||
|
||||
## ПИбд-41, Курмыза Павел, Вариант 13
|
||||
|
||||
## Как запустить ЛР
|
||||
|
||||
- Запустить файл main.py
|
||||
|
||||
## Используемые технологии
|
||||
|
||||
- Язык программирования Python
|
||||
- Библиотеки: sklearn, numpy
|
||||
|
||||
## Что делает программа
|
||||
|
||||
Выполняет ранжирование 14 признаков для регрессионной проблемы Фридмана с помощью моделей:
|
||||
|
||||
- Рекурсивное сокращение признаков (Recursive Feature Elimination – RFE)
|
||||
- Сокращение признаков Случайными деревьями (Random Forest Regressor)
|
||||
- Линейная корреляция (f_regression)
|
||||
|
||||
Отображение получившихся результатов: 4 самых важных признака по среднему значению, значения признаков для каждой
|
||||
модели.
|
||||
|
||||
## Результаты
|
||||
|
||||
### RFE
|
||||
|
||||
{'x1': 1.0, 'x2': 1.0, 'x3': 1.0, 'x4': 1.0, 'x5': 1.0, 'x11': 1.0, 'x13': 1.0, 'x12': 0.86, 'x14': 0.71, 'x8': 0.57, '
|
||||
x6': 0.43, 'x10': 0.29, 'x7': 0.14, 'x9': 0.0}
|
||||
|
||||
### RFR
|
||||
|
||||
{'x14': 1.0, 'x2': 0.84, 'x4': 0.77, 'x1': 0.74, 'x11': 0.36, 'x12': 0.35, 'x5': 0.28, 'x3': 0.12, 'x13': 0.12, 'x6':
|
||||
0.01, 'x7': 0.01, 'x8': 0.01, 'x9': 0.01, 'x10': 0.0}
|
||||
|
||||
### f_regression
|
||||
|
||||
{'x4': 1.0, 'x14': 0.97, 'x2': 0.57, 'x12': 0.56, 'x1': 0.44, 'x11': 0.43, 'x5': 0.17, 'x8': 0.13, 'x7': 0.1, 'x9':
|
||||
0.08, 'x10': 0.05, 'x6': 0.04, 'x3': 0.01, 'x13': 0.0}
|
||||
|
||||
### Средние значения
|
||||
|
||||
{'x1': 0.33, 'x2': 0.33, 'x3': 0.33, 'x4': 0.33, 'x5': 0.33, 'x11': 0.33, 'x13': 0.33, 'x12': 0.29, 'x14': 0.24, 'x8':
|
||||
0.19, 'x6': 0.14, 'x10': 0.1, 'x7': 0.05, 'x9': 0.0}
|
||||
|
||||
## Вывод
|
||||
|
||||
По итогу тестирования было выявлено:
|
||||
|
||||
1. Модель рекурсивного сокращения признаков отдала предпочтение многим важным параметрам таким как x1, x2, x3, x4, x5,
|
||||
x11, x13, x12, x14.
|
||||
2. Модель сокращения признаков случайными деревьями выявила в качестве важных признаков x14, x2, x4, x1. Несмотря на то,
|
||||
что признак x3 не был выявлен, его влияние может быть учтено через скоррелированный параметр x14.
|
||||
3. Метод линейной корреляции (f_regression) сделал наилучшее взвешивание, отдав предпочтение прзинакам x4, x14, x2, x12.
|
||||
Несмотря на то, что признаки x1 и x3 не были выявлены, их влияние может быть учтено через скоррелированные параметры
|
||||
x12 и x14.
|
||||
|
||||
Согласно среднему значению, важными признаками являются: x1, x2, x3, x4, x5.
|
||||
94
kurmyza_pavel_lab_2/main.py
Normal file
94
kurmyza_pavel_lab_2/main.py
Normal file
@@ -0,0 +1,94 @@
|
||||
from sklearn.linear_model import LinearRegression
|
||||
from sklearn.feature_selection import RFE, f_regression
|
||||
import numpy as np
|
||||
from sklearn.preprocessing import MinMaxScaler
|
||||
from operator import itemgetter
|
||||
from sklearn.ensemble import RandomForestRegressor
|
||||
|
||||
|
||||
def rank_to_dict(ranks, names):
|
||||
ranks = np.abs(ranks)
|
||||
|
||||
minmax = MinMaxScaler()
|
||||
|
||||
ranks = minmax.fit_transform(np.array(ranks).reshape(FEATURES_AMOUNT, 1)).ravel()
|
||||
ranks = map(lambda x: round(x, 2), ranks)
|
||||
return dict(zip(names, ranks))
|
||||
|
||||
|
||||
def flip_array(arr):
|
||||
return -1 * arr + np.max(arr)
|
||||
|
||||
|
||||
def sort_by_desc(dictionary):
|
||||
return dict(sorted(dictionary.items(), key=itemgetter(1), reverse=True))
|
||||
|
||||
|
||||
def calc_mean(ranks):
|
||||
mean = {}
|
||||
|
||||
for key, value in ranks.items():
|
||||
for item in value.items():
|
||||
if item[0] not in mean:
|
||||
mean[item[0]] = 0
|
||||
mean[item[0]] += item[1]
|
||||
|
||||
for key, value in mean.items():
|
||||
res = value / len(ranks)
|
||||
mean[key] = round(res, 2)
|
||||
|
||||
return sort_by_desc(mean)
|
||||
|
||||
|
||||
# Исходные данные составляют 750 строк-наблюдений и 14 столбцов-признаков
|
||||
|
||||
FEATURES_SIZE = 750
|
||||
FEATURES_AMOUNT = 14
|
||||
|
||||
# Генерация случайных исходных данных
|
||||
|
||||
np.random.seed(0)
|
||||
x = np.random.uniform(0, 1, (FEATURES_SIZE, 14))
|
||||
|
||||
# Создание функции-выхода (постановка регрессионной проблемы Фридмана) и добавление зависимости признаков
|
||||
|
||||
y = (10 * np.sin(np.pi * x[:, 0] * x[:, 1]) + 20 * (x[:, 2] - .5) ** 2 +
|
||||
10 * x[:, 3] + 5 * x[:, 4] ** 5 + np.random.normal(0, 1))
|
||||
|
||||
x[:, 10:] = x[:, :4] + np.random.normal(0, .025, (FEATURES_SIZE, 4))
|
||||
|
||||
# Создаём модель рекурсивного сокращения признаков на основе линейной модели и обучаем её
|
||||
|
||||
regression = LinearRegression()
|
||||
regression.fit(x, y)
|
||||
rfe = RFE(regression)
|
||||
rfe.fit(x, y)
|
||||
|
||||
# Создаём модель сокращения признаков случайными деревьями и обучаем её
|
||||
|
||||
rfr = RandomForestRegressor()
|
||||
rfr.fit(x, y)
|
||||
|
||||
# Создаём модель линейной корреляции и обучаем её
|
||||
|
||||
f, _ = f_regression(x, y, center=False)
|
||||
|
||||
# Аккумулируем наименования признаков
|
||||
|
||||
features_names = ["x%s" % i for i in range(1, FEATURES_AMOUNT + 1)]
|
||||
|
||||
# Собираем отображения значений каждого признака каждой моделью
|
||||
|
||||
features_ranks = {
|
||||
'RFE': sort_by_desc(rank_to_dict(flip_array(rfe.ranking_), features_names)),
|
||||
'RFR': sort_by_desc(rank_to_dict(rfr.feature_importances_, features_names)),
|
||||
'f_regression': sort_by_desc(rank_to_dict(f, features_names))
|
||||
}
|
||||
|
||||
# Подсчитываем среднюю оценку и выводим результаты
|
||||
|
||||
print(f"Результаты:"
|
||||
f"\n RFE \n{features_ranks['RFE']}"
|
||||
f"\n RFR \n{features_ranks['RFR']}"
|
||||
f"\n f_regression \n {features_ranks['f_regression']}"
|
||||
f"\n Средние значения \n{calc_mean(features_ranks)}")
|
||||
55
kurmyza_pavel_lab_3/README.md
Normal file
55
kurmyza_pavel_lab_3/README.md
Normal file
@@ -0,0 +1,55 @@
|
||||
# Лабораторная работа №3
|
||||
|
||||
## ПИбд-41, Курмыза Павел
|
||||
|
||||
Датасет по варианту: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand.
|
||||
|
||||
Данный набор данных содержит информацию о бронировании городской и курортной гостиниц и включает в себя такие
|
||||
сведения, как время бронирования, продолжительность пребывания, количество взрослых, детей и/или младенцев, количество
|
||||
свободных парковочных мест и т.д.
|
||||
|
||||
## Как запустить ЛР
|
||||
|
||||
- Запустить файл main.py
|
||||
|
||||
## Используемые технологии
|
||||
|
||||
- Язык программирования Python
|
||||
- Библиотеки: sklearn, numpy, pandas, xgboost, matplotlib, seaborn
|
||||
|
||||
## Что делает программа
|
||||
|
||||
Программа решает задачу классификации на выбранном датасете: определение гостиничного класса отеля (городской отель или
|
||||
курортный отель). Решение достигается в несколько этапов:
|
||||
|
||||
- Предобработка данных
|
||||
- Балансировка данных
|
||||
- Стандартизация данных и приведение их к виду, удобном для работы с моделями ML
|
||||
- Использование нескольких моделей классификации
|
||||
- Сравнение оценок и поиск наиболее подходящей модели
|
||||
- Оценка специфичности наилучшей модели классификации
|
||||
|
||||
## Тестирование
|
||||
|
||||
Для решения задачи классификации были выбраны 3 модели: XGBClassifier, RandomForestClassifier, DecisionTreeClassifier.
|
||||
|
||||
Оценка точности моделей:
|
||||
|
||||
- XGBClassifier: 0.970565942395149
|
||||
- RandomForestClassifier: 0.9901465386558869
|
||||
- DecisionTreeClassifier: 0.9714502273875695
|
||||
|
||||
Оцека способности модели RandomForestClassifier предсказывать истинные положительные результаты (TP / (TP + FN)), также
|
||||
известные как коэффициент чувствительности, и истинные отрицательные результаты (TN / (TN + FP)), также известный как
|
||||
коэффициент специфичности через матрицу неточностей:
|
||||
|
||||
|
||||
|
||||
Матрица неточностей подтверждает приведенную ранее оценку модели RandomForestClassifier. Кроме того, она указывает на
|
||||
то, что помимо высокой точности, модель также имеет высокую специфичность.
|
||||
|
||||
## Вывод
|
||||
|
||||
По итогу тестирования было выявлено, что наилучше всего с задачей классификации данного набора данных справляется модель
|
||||
RandomForestClassifier, так как имеет наивысшую оценку точности. Тем не менее, все из выбранных моделей показали высокие
|
||||
результаты. Из этого следует, что задача классификации для данного набора решена.
|
||||
BIN
kurmyza_pavel_lab_3/confusion_matrix.jpg
Normal file
BIN
kurmyza_pavel_lab_3/confusion_matrix.jpg
Normal file
Binary file not shown.
|
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119391
kurmyza_pavel_lab_3/hotel_bookings.csv
Normal file
119391
kurmyza_pavel_lab_3/hotel_bookings.csv
Normal file
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119
kurmyza_pavel_lab_3/main.py
Normal file
119
kurmyza_pavel_lab_3/main.py
Normal file
@@ -0,0 +1,119 @@
|
||||
import pandas as pd
|
||||
from matplotlib import pyplot as plt
|
||||
from sklearn.tree import DecisionTreeClassifier
|
||||
from sklearn.ensemble import RandomForestClassifier
|
||||
from sklearn.preprocessing import LabelEncoder
|
||||
from sklearn.feature_selection import VarianceThreshold
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.preprocessing import StandardScaler
|
||||
from xgboost import XGBClassifier
|
||||
from sklearn.metrics import confusion_matrix, classification_report
|
||||
import seaborn as sns
|
||||
|
||||
# Считываем датасет
|
||||
ds = pd.read_csv('hotel_bookings.csv')
|
||||
|
||||
# Удаляем из датасета строки с пропущенными значениями столбцов country, children.
|
||||
# Выбраны именно данные столбцы, так как, по информации из kaggle, только они могут содержать пропущеные значения
|
||||
ds.dropna(axis=0, subset=['country', 'children'], inplace=True)
|
||||
|
||||
# Усредняем значения столбца agent, чтобы убрать его влияние на результат, так как столбец содержит неважные данные
|
||||
moa = ds['agent'].mean()
|
||||
ds['agent'].fillna(value=moa, axis=0, inplace=True)
|
||||
|
||||
# Заполняем пропущенные значения ячеек, чтобы исключить незаполненные
|
||||
ds.fillna(method='pad', inplace=True)
|
||||
ds.dropna(inplace=True, subset=['company'])
|
||||
|
||||
# Переводим столбцы, содержащие текстовые данные в числовое представление
|
||||
hotel = LabelEncoder()
|
||||
meal = LabelEncoder()
|
||||
country = LabelEncoder()
|
||||
market_segment = LabelEncoder()
|
||||
distribution_channel = LabelEncoder()
|
||||
reserved_room_type = LabelEncoder()
|
||||
assigned_room_type = LabelEncoder()
|
||||
deposit_type = LabelEncoder()
|
||||
customer_type = LabelEncoder()
|
||||
reservation_status = LabelEncoder()
|
||||
reservation_status_date = LabelEncoder()
|
||||
|
||||
ds['hotel_n'] = hotel.fit_transform(ds['hotel'])
|
||||
ds['arrival_date_month_n'] = hotel.fit_transform(ds['arrival_date_month'])
|
||||
ds['meal_n'] = hotel.fit_transform(ds['meal'])
|
||||
ds['country_n'] = hotel.fit_transform(ds['country'])
|
||||
ds['market_segment_n'] = hotel.fit_transform(ds['market_segment'])
|
||||
ds['distribution_channel_n'] = hotel.fit_transform(ds['distribution_channel'])
|
||||
ds['reserved_room_type_n'] = hotel.fit_transform(ds['reserved_room_type'])
|
||||
ds['assigned_room_type_n'] = hotel.fit_transform(ds['assigned_room_type'])
|
||||
ds['deposit_type_n'] = hotel.fit_transform(ds['deposit_type'])
|
||||
ds['customer_type_n'] = hotel.fit_transform(ds['customer_type'])
|
||||
ds['reservation_status_n'] = hotel.fit_transform(ds['reservation_status'])
|
||||
ds['reservation_status_date_n'] = hotel.fit_transform(ds['reservation_status_date'])
|
||||
|
||||
# Удаляем приведенные к числовым данным столбцы, они больше не нужны
|
||||
ds.drop(
|
||||
['hotel', 'arrival_date_month', 'meal', 'country', 'market_segment', 'distribution_channel', 'reserved_room_type',
|
||||
'assigned_room_type', 'deposit_type', 'customer_type', 'reservation_status', 'reservation_status_date'], axis=1,
|
||||
inplace=True)
|
||||
|
||||
# Производим балансировку данных таким образом, чтобы было одинаковое количество отелей всех классов
|
||||
ds_0 = ds[ds['hotel_n'] == 0]
|
||||
ds_1 = ds[ds['hotel_n'] == 1]
|
||||
ds_0 = ds_0.sample(ds_1.shape[0])
|
||||
ds = ds_0._append(ds_1, ignore_index=True)
|
||||
|
||||
# Полдготовка данных для выполнения модели
|
||||
x = ds.drop('hotel_n', axis=1)
|
||||
y = ds['hotel_n']
|
||||
|
||||
threshold = VarianceThreshold()
|
||||
|
||||
x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2)
|
||||
x_train = threshold.fit_transform(x_train)
|
||||
x_test = threshold.transform(x_test)
|
||||
|
||||
# Производим стандартизацию данных и приводим их к виду, с которым работают модели классификации
|
||||
scaler = StandardScaler()
|
||||
|
||||
x_train = scaler.fit_transform(x_train)
|
||||
x_test = scaler.fit_transform(x_test)
|
||||
|
||||
y_train = y_train.to_numpy()
|
||||
y_test = y_test.to_numpy()
|
||||
|
||||
# Использование моделей машинного обучения.
|
||||
# Для сравнения точности были взяты модели XGBClassifier, RandomForestClassifier, DecisionTreeClassifier.
|
||||
|
||||
xg = XGBClassifier()
|
||||
xg.fit(x_train, y_train)
|
||||
|
||||
rf = RandomForestClassifier()
|
||||
rf.fit(x_train, y_train)
|
||||
|
||||
dt = DecisionTreeClassifier()
|
||||
dt.fit(x_train, y_train)
|
||||
|
||||
# Оценка точности моделей классификации
|
||||
|
||||
xgb_accuracy = xg.score(x_test, y_test)
|
||||
rf_accuracy = rf.score(x_test, y_test)
|
||||
dt_accuracy = dt.score(x_test, y_test)
|
||||
|
||||
print(f"Оценка точности моделей:"
|
||||
f"\n XGBClassifier: {xgb_accuracy}",
|
||||
f"\n RandomForestClassifier: {rf_accuracy}",
|
||||
f"\n DecisionTreeClassifier: {dt_accuracy}")
|
||||
|
||||
# Оценка коэффициента специфичности через матрицу неточностей
|
||||
|
||||
y_pred = rf.predict(x_test)
|
||||
|
||||
cm = confusion_matrix(y_test, y_pred)
|
||||
plt.figure(figsize=(7, 5))
|
||||
sns.heatmap(cm, annot=True)
|
||||
plt.xlabel('Prediction')
|
||||
plt.ylabel('Actual')
|
||||
plt.show()
|
||||
|
||||
print(classification_report(y_test, y_pred))
|
||||
46
kurmyza_pavel_lab_4/README.md
Normal file
46
kurmyza_pavel_lab_4/README.md
Normal file
@@ -0,0 +1,46 @@
|
||||
# Лабораторная работа №4
|
||||
|
||||
## ПИбд-41, Курмыза Павел
|
||||
|
||||
Датасет по варианту: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand.
|
||||
|
||||
Данный набор данных содержит информацию о бронировании городской и курортной гостиниц и включает в себя такие
|
||||
сведения, как время бронирования, продолжительность пребывания, количество взрослых, детей и/или младенцев, количество
|
||||
свободных парковочных мест и т.д.
|
||||
|
||||
## Как запустить ЛР
|
||||
|
||||
- Запустить файл main.py
|
||||
|
||||
## Используемые технологии
|
||||
|
||||
- Язык программирования Python
|
||||
- Библиотеки: sklearn, numpy, pandas
|
||||
|
||||
## Что делает программа
|
||||
|
||||
Программа решает задачу регрессии на выбранном датасете: предсказание возможности бронирования номера в отеле
|
||||
определенного типа (курортный отель или гостиничный). Решение достигается в несколько этапов:
|
||||
|
||||
- Предобработка данных
|
||||
- Стандартизация данных и приведение их к виду, удобном для работы с моделями ML
|
||||
- Использование модели логистической регрессии
|
||||
- Оценка точности модели для решения данной задачи
|
||||
|
||||
## Тестирование
|
||||
|
||||
Для решения задачи регрессии была выбрана модель LogisticRegression.
|
||||
|
||||
LogisticRegression - это статистическая модель, которая в своей базовой форме использует логистическую функцию для
|
||||
моделирования двоичной зависимой переменной. В анализе регрессии, логистическая регрессия оценивает параметры
|
||||
логистической модели (вид бинарной регрессии).
|
||||
|
||||
Оценка точности модели:
|
||||
|
||||
|
||||
|
||||
## Вывод
|
||||
|
||||
По итогу тестирования было выявлено, что данная модель может быть использована для решения задачи предсказания
|
||||
возможности бронирования номера в отеле определенного типа. Однако, оценка точности модели и матрица неточностей
|
||||
указывают на то, что в 20-30% случаев модель будет ошибаться.
|
||||
119391
kurmyza_pavel_lab_4/hotel_bookings.csv
Normal file
119391
kurmyza_pavel_lab_4/hotel_bookings.csv
Normal file
File diff suppressed because it is too large
Load Diff
47
kurmyza_pavel_lab_4/main.py
Normal file
47
kurmyza_pavel_lab_4/main.py
Normal file
@@ -0,0 +1,47 @@
|
||||
import pandas as pd
|
||||
from sklearn.metrics import accuracy_score, confusion_matrix
|
||||
from sklearn.metrics import classification_report
|
||||
from sklearn.preprocessing import LabelEncoder
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.linear_model import LogisticRegression
|
||||
|
||||
# Считываем данные датасета
|
||||
data = pd.read_csv('hotel_bookings.csv')
|
||||
|
||||
# Удаляем столбцы, содержащие неопределенные данные
|
||||
data = data.drop(['country', 'agent', 'company'], axis=1)
|
||||
data = data.dropna()
|
||||
|
||||
# Находим категориальные признаки
|
||||
list_1 = list(data.columns)
|
||||
|
||||
list_cate = []
|
||||
for i in list_1:
|
||||
if data[i].dtype == 'object':
|
||||
list_cate.append(i)
|
||||
|
||||
# Производим кодирование признаков в числовой формат для того, чтобы модель могла с ними работать
|
||||
le = LabelEncoder()
|
||||
for i in list_cate:
|
||||
data[i] = le.fit_transform(data[i])
|
||||
|
||||
# Исключаем тип отеля из набора входных данных
|
||||
y = data['hotel']
|
||||
x = data.drop('hotel', axis=1)
|
||||
|
||||
# Выделяем данные для обучения и тестирования
|
||||
x_train, x_test, y_train, y_test = train_test_split(x, y, random_state=0, test_size=0.2)
|
||||
|
||||
# Создаем и обучаем модель логистической регрессии
|
||||
reg = LogisticRegression()
|
||||
reg.fit(x_train, y_train)
|
||||
|
||||
# Используем модель на тестовой выборке и оцениваем точность
|
||||
y_pred_reg = reg.predict(x_test)
|
||||
acc_reg = accuracy_score(y_test, y_pred_reg)
|
||||
|
||||
# Выводим результаты оценки точности и обучения
|
||||
print("Classification Report is:\n", classification_report(y_test, y_pred_reg))
|
||||
print("Confusion Matrix:\n", confusion_matrix(y_test, y_pred_reg))
|
||||
print("\nTraining Score:", reg.score(x_train, y_train) * 100)
|
||||
print(f"Accuracy Score of Logistic Regression is {acc_reg}")
|
||||
BIN
kurmyza_pavel_lab_4/report.jpg
Normal file
BIN
kurmyza_pavel_lab_4/report.jpg
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 66 KiB |
35
lipatov_ilya_lab_1/README.md
Normal file
35
lipatov_ilya_lab_1/README.md
Normal file
@@ -0,0 +1,35 @@
|
||||
## Лабораторная работа №1
|
||||
|
||||
### Работа с типовыми наборами данных и различными моделями
|
||||
|
||||
## Выполнил студент группы ПИбд-41 Липатов Илья
|
||||
|
||||
### Как запустить лабораторную работу:
|
||||
|
||||
* установить python, numpy, matplotlib, sklearn
|
||||
* запустить проект (стартовая точка класс lab1)
|
||||
|
||||
### Какие технологии использовались:
|
||||
|
||||
* Язык программирования `Python`, библиотеки numpy, matplotlib, sklearn
|
||||
* Среда разработки `PyCharm`
|
||||
|
||||
### Что делает лабораторная работа:
|
||||
|
||||
* Генерирует набор данных типа с помощью make_circles(noise=0.2, factor=0.5, random_state=4)
|
||||
* Сравнивает три типа моделей: линейную, полиномиальную (степень 4) и персептрон
|
||||
|
||||
### Примеры работы:
|
||||
|
||||
#### Результаты:
|
||||
* Линейная регрессия, оценка качества: 0.0494206358498015
|
||||
* Полиноминальная регрессия, оценка качества: 0.4480860719638978
|
||||
* Персептрон, оценка качества: 0.52
|
||||
|
||||
#### Самый лучший результат показал персептрон - 0.52
|
||||
|
||||
#### График линейной, полиномиальной, персептрон:
|
||||
|
||||
|
||||
|
||||
|
||||
52
lipatov_ilya_lab_1/lab1.py
Normal file
52
lipatov_ilya_lab_1/lab1.py
Normal file
@@ -0,0 +1,52 @@
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.preprocessing import PolynomialFeatures
|
||||
from sklearn.linear_model import LinearRegression
|
||||
from sklearn.preprocessing import StandardScaler
|
||||
from sklearn.linear_model import Perceptron
|
||||
from sklearn.datasets import make_circles
|
||||
import matplotlib.pyplot as plt
|
||||
import numpy as np
|
||||
|
||||
|
||||
def polynomial(x_train, y_train):
|
||||
model = PolynomialFeatures(degree=4).fit(x_train, y_train)
|
||||
x_poly = model.fit_transform(x_train)
|
||||
lin = LinearRegression()
|
||||
lin.fit(x_poly, y_train)
|
||||
plt.scatter(x_train, y_train, color='green')
|
||||
plt.plot(x_train, lin.predict(x_poly), color='red')
|
||||
plt.show()
|
||||
print('Полиноминальная регрессия')
|
||||
print('Оценка качества:', lin.score(x_poly, y_train))
|
||||
|
||||
|
||||
def lineal(x, y, x_train, y_train):
|
||||
model = LinearRegression().fit(x_train, y_train)
|
||||
plt.scatter(x, y, color='green')
|
||||
plt.plot(x, model.predict(x), color='red')
|
||||
plt.show()
|
||||
print('Линейная регрессия')
|
||||
print('Оценка качества:', model.score(x_train, y_train))
|
||||
|
||||
|
||||
def perceptron(x_test, x_train, y_train):
|
||||
sc = StandardScaler()
|
||||
sc.fit(x_train)
|
||||
x_train_std = sc.transform(x_train)
|
||||
x_test_std = sc.transform(x_test)
|
||||
model = Perceptron(eta0=0.1, random_state=1).fit(x_train_std, y_train)
|
||||
plt.scatter(x_train, y_train, color='green')
|
||||
plt.plot(x_test_std, model.predict(x_test_std), color='red')
|
||||
plt.show()
|
||||
print('Персептрон')
|
||||
print('Оценка качества:', model.score(x_train, y_train))
|
||||
|
||||
|
||||
x, y = make_circles(noise=0.2, factor=0.5, random_state=10)
|
||||
x = x[:, np.newaxis, 1]
|
||||
x = StandardScaler().fit_transform(x)
|
||||
x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=.5, random_state=42)
|
||||
|
||||
lineal(x_test, y_test, x_train, y_train)
|
||||
polynomial(x_train, y_train)
|
||||
perceptron(x_test, x_train, y_train)
|
||||
BIN
lipatov_ilya_lab_1/lineal.png
Normal file
BIN
lipatov_ilya_lab_1/lineal.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 11 KiB |
BIN
lipatov_ilya_lab_1/perceptron.png
Normal file
BIN
lipatov_ilya_lab_1/perceptron.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 8.4 KiB |
BIN
lipatov_ilya_lab_1/polynomial.png
Normal file
BIN
lipatov_ilya_lab_1/polynomial.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 49 KiB |
1001
madyshev_egor_lab_6/StudentsPerformance.csv
Normal file
1001
madyshev_egor_lab_6/StudentsPerformance.csv
Normal file
File diff suppressed because it is too large
Load Diff
49
madyshev_egor_lab_6/main.py
Normal file
49
madyshev_egor_lab_6/main.py
Normal file
@@ -0,0 +1,49 @@
|
||||
import numpy as np
|
||||
import pandas as pb
|
||||
import matplotlib.pyplot as plt
|
||||
from sklearn.metrics import accuracy_score
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.linear_model import LinearRegression, Perceptron, LogisticRegression, Lasso, Ridge
|
||||
from sklearn.neural_network import MLPClassifier, MLPRegressor
|
||||
from sklearn.pipeline import make_pipeline
|
||||
from sklearn.preprocessing import LabelEncoder, OneHotEncoder, MinMaxScaler
|
||||
from sklearn.tree import DecisionTreeRegressor, DecisionTreeClassifier
|
||||
from sklearn.preprocessing import PolynomialFeatures
|
||||
|
||||
df = pb.read_csv("StudentsPerformance.csv", sep=",", encoding="windows-1251")
|
||||
df1 = df
|
||||
print("Данные без подготовки:")
|
||||
with pb.option_context('display.max_rows', None, 'display.max_columns', None, 'display.width', 1000):
|
||||
print(df[:5])
|
||||
|
||||
def prepareStringData(columnName):
|
||||
uniq = df[columnName].unique()
|
||||
mp = {}
|
||||
for i in uniq:
|
||||
mp[i] = len(mp)
|
||||
df[columnName] = df[columnName].map(mp)
|
||||
|
||||
|
||||
print()
|
||||
print("Данные после подготовки:")
|
||||
prepareStringData("gender")
|
||||
prepareStringData("race/ethnicity")
|
||||
prepareStringData("parental level of education")
|
||||
prepareStringData("lunch")
|
||||
prepareStringData("test preparation course")
|
||||
with pb.option_context('display.max_rows', None, 'display.max_columns', None, 'display.width', 1000):
|
||||
print(df[:5])
|
||||
|
||||
|
||||
|
||||
X = df[["gender", "race/ethnicity", "lunch", "parental level of education", "reading score", "writing score", "math score"]]
|
||||
y = df["test preparation course"]
|
||||
X_train, X_Test, y_train, y_test = train_test_split(X, y, test_size=0.26, random_state=42)
|
||||
|
||||
mlpr = MLPRegressor()
|
||||
mlpc = MLPClassifier()
|
||||
mlpr.fit(X_train, y_train)
|
||||
mlpc.fit(X_train, y_train)
|
||||
|
||||
print("MLPRegressor:", mlpr.score(X_Test, y_test))
|
||||
print("MLPClassifier:", mlpc.score(X_Test, y_test))
|
||||
38
madyshev_egor_lab_6/readme.md
Normal file
38
madyshev_egor_lab_6/readme.md
Normal file
@@ -0,0 +1,38 @@
|
||||
# Задание
|
||||
Использовать нейронную сеть (четные варианты – MLPRegressor, нечетные – MLPClassifier) для данных из таблицы 1 по варианту, самостоятельно сформулировав задачу. Интерпретировать результаты и оценить, насколько хорошо она подходит для решения сформулированной вами задачи.
|
||||
## Задание по варианту
|
||||
MLPRegressor
|
||||
## Решение
|
||||
### Запуск программы
|
||||
Для запуска программы необходимо запустить файл main.py, содержащий код программы
|
||||
### Используемые технологии
|
||||
Программа использует следующие библиотеки:
|
||||
- numpy - библиотека для работы с массивами и матрицами.
|
||||
- matplotlib - библиотека для создания графиков и визуализации данных.
|
||||
- sklearn - библиотека для машинного обучения и анализа данных.
|
||||
### Что делает программа
|
||||
Программа читает данные из csv файла. Подготавливает их для работы модели, приводя текстовые параметры к числам. И пытается научиться предсказывать прохождение подготовительных курсов с помощью моделей нейронных сетей.
|
||||
### Тесты
|
||||
Данные без подготовки:
|
||||
gender race/ethnicity parental level of education lunch test preparation course math score reading score writing score
|
||||
0 female group B bachelor's degree standard none 72 72 74
|
||||
1 female group C some college standard completed 69 90 88
|
||||
2 female group B master's degree standard none 90 95 93
|
||||
3 male group A associate's degree free/reduced none 47 57 44
|
||||
4 male group C some college standard none 76 78 75
|
||||
|
||||
Данные после подготовки:
|
||||
gender race/ethnicity parental level of education lunch test preparation course math score reading score writing score
|
||||
0 0 0 0 0 0 72 72 74
|
||||
1 0 1 1 0 1 69 90 88
|
||||
2 0 0 2 0 0 90 95 93
|
||||
3 1 2 3 1 0 47 57 44
|
||||
4 1 1 1 0 0 76 78 75
|
||||
|
||||
MLPRegressor: 0.1347847602324338
|
||||
MLPClassifier: 0.65
|
||||
|
||||
Модель регрессии показала себя хуже чем модель классификации. Хотя модель классификации показала себя чуть лучше, результаты её работы всё равно не очень высоки.
|
||||
Итоговый результат лежит в границах между 0 и 1, и в тестовых результатах является целым. Это значит, что угадывая произвольно модель в любом случае может достигнуть точности близкой к 0.5
|
||||
|
||||
Вывод: Модели нейронных сетей MLPRegressor и MLPClassifier не подходят для решения поставленной задачи, предсказания прохождения курсов по остальным данным. Или на практике не существует соответствующей зависимости в данных.
|
||||
37
podkorytova_yulia_lab_1/README.md
Normal file
37
podkorytova_yulia_lab_1/README.md
Normal file
@@ -0,0 +1,37 @@
|
||||
# Лабораторная работа 1. Работа с типовыми наборами данных и различными моделями
|
||||
### Задание на лабораторную:
|
||||
Используя код из пункта «Регуляризация и сеть прямого распространения», сгенерируйте определенный тип данных и сравните на нем 3 модели (по варианту). Постройте графики, отобразите качество моделей, объясните полученные результаты.
|
||||
|
||||
**Вариант 20.**
|
||||
Данные: make_circles (noise=0.2, factor=0.5, random_state=rs)
|
||||
|
||||
Модели:
|
||||
* Линейную регрессию
|
||||
* Полиномиальную регрессию (со степенью 5)
|
||||
* Гребневую полиномиальную регрессию (со степенью 5, alpha= 1.0)
|
||||
***
|
||||
### Как запустить лабораторную работу:
|
||||
Для запуска лабораторной работы необходимо открыть файл `lr1.py`, нажать на ПКМ и в выпадающем списке выбрать опцию "Run".
|
||||
***
|
||||
### Технологии:
|
||||
**NumPy (Numerical Python)** - это библиотека для научных вычислений в Python, которая обеспечивает эффективные вычисления и манипуляции с данными.
|
||||
|
||||
**Matplotlib** - это библиотека визуализации данных для языка программирования Python, которая предоставляет широкий спектр инструментов для создания различных типов графиков, диаграмм и визуализаций данных.
|
||||
|
||||
**Scikit-learn (Sklearn)** - это библиотека для языка программирования Python, которая предоставляет инструменты для разработки и применения различных алгоритмов машинного обучения, включая классификацию, регрессию, кластеризацию, снижение размерности и многое другое. Scikit-learn также предлагает функции для предобработки данных, оценки моделей и выбора наилучших параметров.
|
||||
***
|
||||
### Что делает лабораторная работа:
|
||||
В лабораторной работе генерируется набор данных при помощи функции *make_circles* с параметрами из задания.
|
||||
Далее происходит разделение данных на обучащий и тестовый наборы при помощи функции *train_test_split*.
|
||||
После создаются 3 модели (линейная, полиномиальная и гребневая полиномиальная), а дальше происходит обучение моделей, предсказание и оценка качества.
|
||||
|
||||
Результатом работы являются показатели качества моделей, выведенные в консоль, и 3 графика, отображающие данные, их классификацию и границы решения моделей.
|
||||
***
|
||||
### Пример выходных данных:
|
||||
***Качество моделей:***
|
||||
|
||||
|
||||
***Графики:***
|
||||
|
||||
***
|
||||
**Вывод**: результаты показали, что для сгенерированного набора данных из 3 моделей наиболее точной оказалась полиномиальная регрессия (со степенью 5), гребневая полиномиальная регрессия (со степенью 5, alpha= 1.0), которая идентична полиномиальной регрессии, стала второй по точности, а линейная регрессия показала самую низкую точность.
|
||||
45
podkorytova_yulia_lab_1/lr1.py
Normal file
45
podkorytova_yulia_lab_1/lr1.py
Normal file
@@ -0,0 +1,45 @@
|
||||
import numpy as np
|
||||
from matplotlib import pyplot as plt
|
||||
from matplotlib.colors import ListedColormap
|
||||
from sklearn.model_selection import train_test_split
|
||||
from sklearn.pipeline import make_pipeline
|
||||
from sklearn.preprocessing import PolynomialFeatures
|
||||
from sklearn.datasets import make_circles
|
||||
from sklearn.linear_model import LinearRegression, Ridge
|
||||
|
||||
rs = np.random.RandomState(50)
|
||||
X, y = make_circles(noise=0.2, factor=0.5, random_state=rs) # генерация данных
|
||||
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=.4, random_state=42)
|
||||
|
||||
# создание моделей
|
||||
linear_regression = LinearRegression()
|
||||
polynomial_regression = make_pipeline(PolynomialFeatures(degree=5), LinearRegression())
|
||||
ridge_polynomial_regression = make_pipeline(PolynomialFeatures(degree=5), Ridge(alpha=1.0))
|
||||
models = [("Линейная регрессия", linear_regression),
|
||||
("Полиномиальная регрессия", polynomial_regression),
|
||||
("Гребневая полиномиальная регрессия", ridge_polynomial_regression)]
|
||||
|
||||
# тренируем модель
|
||||
for name, model in models:
|
||||
model.fit(X_train, y_train) # обучение модели
|
||||
y_predict = model.predict(X_test) # предсказание
|
||||
score = model.score(X_train, y_train) # оценка качества
|
||||
print(name + ': качество модели = ' + str(score))
|
||||
|
||||
# построение графиков
|
||||
cm = plt.cm.RdBu
|
||||
cm_bright = ListedColormap(['#FF0000', '#0000FF'])
|
||||
for i, (name, model) in enumerate(models):
|
||||
current_subplot = plt.subplot(1, 3, i + 1)
|
||||
h = .02 # шаг регулярной сетки
|
||||
x0_min, x0_max = X[:, 0].min() - .5, X[:, 0].max() + .5
|
||||
x1_min, x1_max = X[:, 1].min() - .5, X[:, 1].max() + .5
|
||||
xx0, xx1 = np.meshgrid(np.arange(x0_min, x0_max, h), np.arange(x1_min, x1_max, h))
|
||||
Z = model.predict(np.c_[xx0.ravel(), xx1.ravel()])
|
||||
Z = Z.reshape(xx0.shape)
|
||||
current_subplot.contourf(xx0, xx1, Z, cmap=cm, alpha=.8)
|
||||
current_subplot.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright)
|
||||
current_subplot.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, alpha=0.4)
|
||||
plt.title(name)
|
||||
|
||||
plt.show()
|
||||
BIN
podkorytova_yulia_lab_1/plotRes.JPG
Normal file
BIN
podkorytova_yulia_lab_1/plotRes.JPG
Normal file
Binary file not shown.
|
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