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Задание 3, Анализ данных студентов

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Полина Ончурова 2026-04-22 21:04:41 +03:00
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venv/
.ipynb_checkpoints/
*.pyc
__pycache__/
.DS_Store

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# Zadanie 3
Анализ данных 500 студентов
## Файлы
- `notebooks/zadanie3_analysis.ipynb` - Jupyter Notebook с анализом
- `data/student_performance.csv` - датасет
## Библиотеки
pandas, numpy, matplotlib, seaborn
## Результаты
1. Средняя оценка студентов: ~65-70 баллов
2. Положительная корреляция между часами учёбы и оценками
3. Образование родителей влияет на успеваемость
## Автор
Ончурова Полина Алексеевна, ИНБб-2301-02-00

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student_id,gender,age,study_hours_per_week,attendance_rate,parent_education,internet_access,extracurricular,previous_score,final_score,passed
STU0001,Male,15,25,63.8,Bachelor,Yes,Yes,41,67,Yes
STU0002,Female,15,2,54.7,Bachelor,Yes,Yes,83,28,No
STU0003,Female,19,10,90.5,High School,Yes,No,73,49,No
STU0004,Male,16,26,66.8,High School,No,Yes,75,70,Yes
STU0005,Female,15,25,73.0,High School,No,Yes,67,77,Yes
STU0006,Female,19,8,85.2,High School,Yes,No,40,37,No
STU0007,Male,18,10,72.7,Master,Yes,No,75,42,No
STU0008,Female,15,21,81.7,None,Yes,Yes,89,70,Yes
STU0009,Female,19,9,84.2,High School,Yes,Yes,70,49,No
STU0010,Female,15,8,95.7,None,No,Yes,93,56,Yes
STU0011,Female,16,10,57.0,None,No,No,81,44,No
STU0012,Male,16,18,74.7,High School,Yes,Yes,50,69,Yes
STU0013,Female,19,4,69.2,None,No,No,31,38,No
STU0014,Male,19,26,63.3,Master,Yes,No,85,64,Yes
STU0015,Female,15,25,93.8,Master,Yes,Yes,68,84,Yes
STU0016,Male,16,13,88.1,None,Yes,No,92,49,No
STU0017,Male,17,30,99.3,Master,Yes,Yes,60,89,Yes
STU0018,Male,15,25,74.3,High School,Yes,Yes,90,79,Yes
STU0019,Male,17,18,93.6,PhD,Yes,Yes,69,65,Yes
STU0020,Female,18,30,75.9,High School,Yes,Yes,38,70,Yes
STU0021,Male,19,19,61.5,Bachelor,Yes,Yes,37,46,No
STU0022,Male,15,29,66.5,None,Yes,No,92,72,Yes
STU0023,Male,19,20,73.6,PhD,No,Yes,42,48,No
STU0024,Female,17,15,70.6,High School,Yes,Yes,81,67,Yes
STU0025,Female,15,9,59.6,None,No,Yes,84,38,No
STU0026,Female,18,9,93.7,High School,No,Yes,36,53,Yes
STU0027,Male,15,26,92.4,Bachelor,No,No,91,75,Yes
STU0028,Female,15,7,68.9,PhD,No,No,66,42,No
STU0029,Female,16,8,64.8,High School,Yes,No,37,24,No
STU0030,Female,19,29,76.6,High School,Yes,Yes,38,78,Yes
STU0031,Male,16,14,56.0,None,Yes,Yes,40,43,No
STU0032,Female,17,8,83.5,Master,Yes,No,80,42,No
STU0033,Female,18,12,96.5,High School,Yes,No,42,42,No
STU0034,Male,19,10,56.6,Master,Yes,Yes,77,41,No
STU0035,Male,18,28,77.2,Master,Yes,No,43,62,Yes
STU0036,Female,15,30,55.4,None,Yes,No,66,78,Yes
STU0037,Male,17,8,84.4,Master,No,No,36,31,No
STU0038,Female,17,3,50.2,Bachelor,No,Yes,86,38,No
STU0039,Female,19,2,55.6,Bachelor,Yes,No,48,27,No
STU0040,Male,15,11,68.2,High School,No,Yes,61,55,Yes
STU0041,Male,17,26,78.0,PhD,Yes,Yes,50,82,Yes
STU0042,Male,18,2,59.0,Master,No,Yes,64,23,No
STU0043,Male,18,29,51.9,PhD,Yes,Yes,88,72,Yes
STU0044,Female,16,9,51.2,Bachelor,No,No,65,28,No
STU0045,Female,17,22,75.5,None,No,Yes,44,57,Yes
STU0046,Male,19,10,51.9,None,No,No,70,42,No
STU0047,Male,18,30,78.8,Master,Yes,No,30,75,Yes
STU0048,Male,17,15,53.5,Master,No,Yes,68,53,Yes
STU0049,Female,18,12,70.1,Master,Yes,Yes,83,61,Yes
STU0050,Female,16,21,78.5,PhD,Yes,No,66,59,Yes
STU0051,Female,19,21,82.7,PhD,No,No,57,68,Yes
STU0052,Female,16,23,54.2,None,No,Yes,60,68,Yes
STU0053,Female,16,27,60.0,High School,Yes,Yes,90,80,Yes
STU0054,Male,18,15,94.3,None,Yes,No,93,66,Yes
STU0055,Male,16,22,84.4,High School,No,Yes,52,78,Yes
STU0056,Female,15,19,62.5,High School,No,Yes,89,71,Yes
STU0057,Female,18,21,90.8,None,No,No,50,76,Yes
STU0058,Female,18,10,87.6,Master,No,Yes,65,53,Yes
STU0059,Male,17,9,63.6,Master,Yes,Yes,49,34,No
STU0060,Female,16,24,60.7,PhD,No,No,89,70,Yes
STU0061,Male,16,28,71.0,None,Yes,No,91,66,Yes
STU0062,Female,17,26,69.5,PhD,Yes,No,58,64,Yes
STU0063,Female,18,2,69.4,PhD,Yes,No,46,37,No
STU0064,Male,18,20,78.2,High School,Yes,No,47,61,Yes
STU0065,Male,15,10,69.0,Bachelor,No,No,73,59,Yes
STU0066,Female,17,26,97.6,PhD,No,Yes,90,71,Yes
STU0067,Male,17,9,82.5,High School,Yes,Yes,55,34,No
STU0068,Male,16,6,73.7,High School,Yes,No,62,52,Yes
STU0069,Female,16,21,80.4,High School,Yes,No,43,67,Yes
STU0070,Male,17,20,83.9,PhD,No,Yes,39,65,Yes
STU0071,Male,15,24,88.6,None,Yes,Yes,74,79,Yes
STU0072,Female,17,4,75.3,Master,Yes,No,92,34,No
STU0073,Female,17,22,94.6,PhD,Yes,No,52,79,Yes
STU0074,Female,19,27,96.0,PhD,No,No,64,77,Yes
STU0075,Male,15,10,94.1,Bachelor,No,No,73,42,No
STU0076,Female,17,7,74.4,Master,No,No,65,49,No
STU0077,Female,19,2,75.8,Bachelor,Yes,Yes,82,42,No
STU0078,Male,18,22,85.6,PhD,Yes,Yes,67,64,Yes
STU0079,Female,16,11,83.2,Master,No,No,84,66,Yes
STU0080,Female,17,24,72.7,Master,No,Yes,45,74,Yes
STU0081,Male,17,5,87.1,Bachelor,Yes,Yes,91,44,No
STU0082,Female,15,28,59.7,Bachelor,No,Yes,68,58,Yes
STU0083,Male,17,3,98.7,None,No,Yes,92,40,No
STU0084,Male,19,11,73.5,PhD,No,Yes,36,38,No
STU0085,Female,15,28,53.3,PhD,Yes,Yes,49,56,Yes
STU0086,Female,15,9,55.9,PhD,Yes,No,87,46,No
STU0087,Female,19,15,65.3,None,Yes,Yes,56,58,Yes
STU0088,Male,17,23,54.1,Bachelor,Yes,Yes,50,45,No
STU0089,Female,18,24,79.7,Master,Yes,Yes,66,80,Yes
STU0090,Female,18,4,84.4,Master,Yes,No,44,42,No
STU0091,Male,16,10,91.3,High School,Yes,Yes,69,60,Yes
STU0092,Female,18,5,73.4,Master,No,No,94,50,Yes
STU0093,Female,18,4,79.9,PhD,No,No,33,23,No
STU0094,Male,19,20,97.5,Master,Yes,Yes,90,78,Yes
STU0095,Female,17,7,99.8,PhD,No,Yes,90,54,Yes
STU0096,Female,17,12,83.5,Bachelor,No,No,93,55,Yes
STU0097,Female,19,3,72.7,Master,No,No,44,44,No
STU0098,Female,19,28,99.4,None,No,No,36,70,Yes
STU0099,Female,19,26,74.9,PhD,Yes,Yes,64,76,Yes
STU0100,Male,17,16,94.0,PhD,Yes,Yes,60,71,Yes
STU0101,Male,17,19,50.7,PhD,Yes,Yes,44,51,Yes
STU0102,Male,16,17,96.6,Master,No,No,91,72,Yes
STU0103,Male,18,19,57.2,Bachelor,Yes,Yes,65,67,Yes
STU0104,Female,17,27,75.4,High School,No,No,92,70,Yes
STU0105,Female,19,17,67.3,None,No,No,71,50,Yes
STU0106,Male,19,14,61.7,PhD,Yes,No,90,64,Yes
STU0107,Female,18,23,89.6,Bachelor,No,Yes,46,71,Yes
STU0108,Female,15,29,92.3,High School,No,Yes,48,78,Yes
STU0109,Male,15,17,89.1,Master,No,No,40,55,Yes
STU0110,Female,17,22,85.9,PhD,Yes,Yes,60,75,Yes
STU0111,Female,16,25,54.5,High School,Yes,No,51,71,Yes
STU0112,Female,15,3,66.2,High School,No,No,77,37,No
STU0113,Male,16,18,70.6,Bachelor,Yes,Yes,40,60,Yes
STU0114,Female,19,23,62.0,None,Yes,Yes,89,75,Yes
STU0115,Female,18,10,83.3,PhD,No,Yes,39,46,No
STU0116,Female,19,11,81.9,PhD,No,No,68,45,No
STU0117,Female,18,5,61.9,None,No,No,67,24,No
STU0118,Female,17,2,78.3,High School,No,No,59,42,No
STU0119,Female,16,22,59.5,Master,Yes,Yes,35,51,Yes
STU0120,Female,15,20,68.2,Bachelor,Yes,No,71,72,Yes
STU0121,Female,16,8,56.6,None,No,No,51,32,No
STU0122,Female,17,25,93.5,High School,No,Yes,48,84,Yes
STU0123,Male,18,29,90.2,Master,Yes,No,31,69,Yes
STU0124,Male,18,13,83.6,Master,No,No,43,59,Yes
STU0125,Male,18,2,81.0,None,No,Yes,38,39,No
STU0126,Female,17,22,70.4,Bachelor,Yes,Yes,68,67,Yes
STU0127,Male,15,9,94.4,Bachelor,No,No,77,63,Yes
STU0128,Female,19,25,86.3,PhD,Yes,No,82,72,Yes
STU0129,Male,17,8,72.2,Bachelor,No,Yes,77,51,Yes
STU0130,Female,15,14,63.8,High School,No,Yes,57,56,Yes
STU0131,Male,15,27,66.7,Bachelor,Yes,Yes,56,74,Yes
STU0132,Male,16,12,88.7,None,Yes,No,48,43,No
STU0133,Female,16,5,83.1,High School,Yes,Yes,75,57,Yes
STU0134,Male,19,12,50.8,Master,Yes,Yes,83,50,Yes
STU0135,Male,15,17,72.4,Master,Yes,No,94,58,Yes
STU0136,Male,19,11,72.9,High School,Yes,No,81,52,Yes
STU0137,Male,18,24,95.5,High School,Yes,No,48,61,Yes
STU0138,Male,17,21,81.7,None,No,No,67,68,Yes
STU0139,Female,15,27,85.1,None,Yes,No,87,75,Yes
STU0140,Female,17,28,72.7,PhD,Yes,No,84,75,Yes
STU0141,Female,17,6,84.3,PhD,Yes,Yes,40,29,No
STU0142,Female,15,25,86.9,Bachelor,Yes,No,45,70,Yes
STU0143,Female,18,29,95.8,High School,No,No,75,75,Yes
STU0144,Male,16,23,74.1,High School,No,No,44,74,Yes
STU0145,Female,19,9,90.4,None,Yes,No,33,37,No
STU0146,Female,17,12,67.6,Bachelor,Yes,No,38,34,No
STU0147,Male,15,25,76.5,PhD,No,No,73,65,Yes
STU0148,Female,17,25,66.2,None,Yes,Yes,49,57,Yes
STU0149,Male,15,10,72.2,PhD,No,No,83,46,No
STU0150,Male,19,5,67.3,High School,No,No,69,27,No
STU0151,Male,18,21,52.7,Bachelor,No,Yes,47,65,Yes
STU0152,Female,17,12,56.0,PhD,No,Yes,46,41,No
STU0153,Male,19,19,91.7,Master,Yes,No,35,61,Yes
STU0154,Male,18,4,93.1,None,No,No,83,44,No
STU0155,Male,18,2,98.3,Bachelor,No,No,41,38,No
STU0156,Male,16,15,79.4,None,Yes,No,69,68,Yes
STU0157,Female,16,12,89.0,High School,Yes,Yes,74,55,Yes
STU0158,Male,16,5,57.3,Bachelor,Yes,Yes,39,22,No
STU0159,Female,18,26,78.2,None,No,No,70,65,Yes
STU0160,Female,15,17,72.1,Master,No,Yes,75,63,Yes
STU0161,Male,17,16,72.6,High School,No,No,39,58,Yes
STU0162,Male,19,21,75.4,PhD,Yes,No,54,59,Yes
STU0163,Female,19,6,97.9,PhD,Yes,No,40,47,No
STU0164,Male,15,9,85.4,PhD,Yes,No,77,48,No
STU0165,Female,18,26,66.9,None,Yes,No,38,61,Yes
STU0166,Male,19,23,69.3,Master,Yes,No,40,66,Yes
STU0167,Male,17,11,98.4,PhD,Yes,Yes,69,61,Yes
STU0168,Female,17,28,56.4,None,Yes,No,95,73,Yes
STU0169,Male,17,11,59.0,Bachelor,No,No,54,37,No
STU0170,Male,16,4,64.8,High School,Yes,No,46,38,No
STU0171,Female,16,7,59.0,None,Yes,No,35,33,No
STU0172,Female,16,16,80.5,PhD,Yes,Yes,69,71,Yes
STU0173,Female,16,13,83.9,None,No,No,66,66,Yes
STU0174,Female,19,18,70.9,Bachelor,Yes,Yes,62,46,No
STU0175,Female,17,19,96.7,None,Yes,No,40,74,Yes
STU0176,Male,17,16,95.3,Bachelor,No,Yes,58,63,Yes
STU0177,Female,15,15,52.7,None,No,Yes,79,41,No
STU0178,Female,16,2,65.9,High School,No,Yes,47,20,No
STU0179,Female,18,24,91.6,PhD,No,Yes,40,56,Yes
STU0180,Female,16,28,57.5,None,No,Yes,66,64,Yes
STU0181,Female,15,3,61.9,None,No,Yes,44,31,No
STU0182,Male,19,20,62.1,Bachelor,No,No,30,58,Yes
STU0183,Female,16,20,70.8,High School,No,Yes,94,80,Yes
STU0184,Male,18,29,73.5,PhD,No,No,32,67,Yes
STU0185,Male,17,9,86.6,High School,No,Yes,35,42,No
STU0186,Female,16,28,89.0,PhD,No,Yes,47,65,Yes
STU0187,Female,15,11,60.1,Bachelor,Yes,No,69,49,No
STU0188,Female,19,17,62.7,Bachelor,No,No,36,56,Yes
STU0189,Female,17,5,90.0,PhD,No,No,79,45,No
STU0190,Male,18,24,74.9,None,No,Yes,84,62,Yes
STU0191,Female,19,28,59.0,Master,No,Yes,40,62,Yes
STU0192,Female,17,16,80.1,PhD,Yes,No,74,61,Yes
STU0193,Male,17,21,99.9,Master,Yes,Yes,81,73,Yes
STU0194,Male,15,6,92.4,PhD,Yes,Yes,38,36,No
STU0195,Female,17,14,97.5,High School,Yes,No,77,61,Yes
STU0196,Female,15,20,56.9,Master,No,No,65,52,Yes
STU0197,Male,15,25,59.3,None,No,Yes,63,76,Yes
STU0198,Female,18,8,99.8,Master,No,Yes,45,39,No
STU0199,Male,18,7,94.9,PhD,Yes,No,74,60,Yes
STU0200,Male,19,19,64.5,Master,Yes,Yes,76,64,Yes
STU0201,Male,15,8,89.6,Bachelor,No,Yes,76,56,Yes
STU0202,Female,18,27,99.2,Bachelor,Yes,Yes,69,81,Yes
STU0203,Female,19,15,88.5,None,Yes,Yes,70,68,Yes
STU0204,Male,18,16,84.0,Master,Yes,Yes,46,56,Yes
STU0205,Male,15,18,57.7,Bachelor,Yes,No,58,51,Yes
STU0206,Female,15,10,59.8,None,No,Yes,68,50,Yes
STU0207,Male,19,22,58.4,None,Yes,Yes,73,68,Yes
STU0208,Male,15,4,52.3,None,No,Yes,83,42,No
STU0209,Male,18,30,81.4,Master,No,No,61,91,Yes
STU0210,Female,17,16,53.6,High School,Yes,No,83,56,Yes
STU0211,Female,16,12,80.3,Master,No,No,81,47,No
STU0212,Female,19,19,55.3,Bachelor,No,Yes,64,56,Yes
STU0213,Male,16,5,52.5,PhD,No,Yes,50,28,No
STU0214,Female,16,26,58.0,None,No,No,69,70,Yes
STU0215,Male,15,14,75.3,Bachelor,Yes,No,36,36,No
STU0216,Female,18,21,94.1,PhD,No,Yes,43,66,Yes
STU0217,Male,17,25,68.3,PhD,No,Yes,81,60,Yes
STU0218,Male,17,19,64.4,PhD,No,No,45,45,No
STU0219,Male,18,13,89.7,Master,No,Yes,55,61,Yes
STU0220,Female,19,3,52.3,Bachelor,No,No,88,26,No
STU0221,Male,17,21,65.9,PhD,No,No,94,71,Yes
STU0222,Female,19,11,73.7,High School,No,No,44,45,No
STU0223,Female,15,21,73.7,None,Yes,Yes,91,61,Yes
STU0224,Female,16,28,84.0,High School,Yes,Yes,32,72,Yes
STU0225,Female,18,6,70.6,Bachelor,No,No,37,44,No
STU0226,Male,19,8,78.0,PhD,No,No,52,44,No
STU0227,Female,19,13,83.8,Master,No,Yes,61,49,No
STU0228,Female,16,11,88.6,Bachelor,No,No,91,57,Yes
STU0229,Female,17,5,78.7,None,No,No,74,54,Yes
STU0230,Male,17,3,64.4,High School,No,No,62,44,No
STU0231,Female,16,8,91.4,Master,No,Yes,43,52,Yes
STU0232,Male,16,3,83.5,None,Yes,Yes,36,24,No
STU0233,Female,17,24,73.6,Bachelor,Yes,Yes,82,79,Yes
STU0234,Female,18,22,60.0,Master,No,No,37,67,Yes
STU0235,Male,19,9,76.8,High School,Yes,No,52,32,No
STU0236,Female,18,7,96.8,Master,Yes,Yes,68,56,Yes
STU0237,Male,17,11,72.7,None,No,Yes,94,56,Yes
STU0238,Female,16,27,55.6,Bachelor,No,No,53,52,Yes
STU0239,Female,17,20,83.7,Bachelor,Yes,No,84,72,Yes
STU0240,Female,15,14,83.5,Bachelor,Yes,No,71,52,Yes
STU0241,Male,17,14,61.8,Master,No,No,31,38,No
STU0242,Female,16,3,83.4,PhD,No,Yes,81,51,Yes
STU0243,Female,15,22,95.8,Master,No,Yes,58,62,Yes
STU0244,Female,16,16,87.4,None,No,No,90,77,Yes
STU0245,Male,16,23,87.7,High School,No,No,39,71,Yes
STU0246,Male,15,28,77.4,None,Yes,Yes,51,70,Yes
STU0247,Female,15,23,60.3,None,No,Yes,95,70,Yes
STU0248,Male,18,6,75.7,PhD,Yes,No,69,53,Yes
STU0249,Male,18,10,90.8,Bachelor,Yes,Yes,84,55,Yes
STU0250,Male,19,3,96.7,High School,No,Yes,66,44,No
STU0251,Male,16,26,82.1,PhD,No,No,87,78,Yes
STU0252,Female,15,23,98.2,None,Yes,No,45,62,Yes
STU0253,Female,19,6,86.4,Bachelor,Yes,Yes,68,47,No
STU0254,Female,19,14,91.2,Bachelor,No,No,49,51,Yes
STU0255,Male,15,3,90.5,PhD,Yes,Yes,56,29,No
STU0256,Male,19,3,72.3,High School,Yes,Yes,81,41,No
STU0257,Male,19,8,87.7,High School,Yes,No,59,58,Yes
STU0258,Female,19,21,88.6,Master,Yes,No,48,73,Yes
STU0259,Male,18,11,63.8,None,Yes,No,93,40,No
STU0260,Female,18,27,76.2,PhD,No,Yes,68,73,Yes
STU0261,Male,19,17,62.0,Bachelor,No,Yes,89,47,No
STU0262,Female,18,19,76.5,PhD,Yes,No,56,57,Yes
STU0263,Male,18,29,68.6,None,Yes,Yes,64,73,Yes
STU0264,Male,15,8,90.2,None,Yes,No,56,45,No
STU0265,Female,15,8,96.9,High School,No,Yes,56,49,No
STU0266,Male,19,12,88.8,PhD,No,No,69,51,Yes
STU0267,Female,19,30,74.9,High School,No,No,56,74,Yes
STU0268,Female,18,3,78.1,Bachelor,Yes,Yes,63,42,No
STU0269,Female,17,6,59.8,Bachelor,No,Yes,93,47,No
STU0270,Female,17,26,91.1,PhD,No,Yes,75,71,Yes
STU0271,Male,19,17,59.2,None,Yes,Yes,39,57,Yes
STU0272,Male,15,15,56.9,Bachelor,Yes,Yes,31,36,No
STU0273,Female,17,3,80.9,None,No,No,32,20,No
STU0274,Female,15,2,76.5,Master,No,Yes,94,51,Yes
STU0275,Female,16,5,95.9,None,Yes,Yes,54,51,Yes
STU0276,Female,17,10,89.7,High School,No,No,88,62,Yes
STU0277,Male,16,11,84.2,High School,Yes,Yes,81,54,Yes
STU0278,Female,19,17,52.8,High School,Yes,Yes,93,57,Yes
STU0279,Female,19,29,98.7,None,Yes,Yes,57,91,Yes
STU0280,Female,17,3,96.2,Master,Yes,Yes,70,32,No
STU0281,Male,19,6,87.6,PhD,Yes,No,50,48,No
STU0282,Male,19,28,92.5,None,No,No,47,89,Yes
STU0283,Male,19,25,98.7,High School,Yes,No,59,65,Yes
STU0284,Female,19,26,80.7,None,No,No,33,74,Yes
STU0285,Female,18,17,61.4,None,No,No,53,60,Yes
STU0286,Female,15,26,80.9,Bachelor,Yes,Yes,64,65,Yes
STU0287,Female,16,25,69.5,Master,Yes,Yes,30,58,Yes
STU0288,Female,17,26,63.5,Bachelor,Yes,Yes,85,74,Yes
STU0289,Female,15,2,54.5,None,Yes,No,79,20,No
STU0290,Female,18,14,89.0,None,Yes,Yes,78,53,Yes
STU0291,Male,17,11,63.4,Bachelor,Yes,Yes,85,45,No
STU0292,Female,17,17,89.1,Master,No,Yes,93,74,Yes
STU0293,Male,18,5,56.8,High School,No,No,78,50,Yes
STU0294,Female,18,12,71.5,None,Yes,No,71,57,Yes
STU0295,Male,18,12,58.9,PhD,No,No,92,57,Yes
STU0296,Male,17,14,64.0,PhD,No,Yes,55,54,Yes
STU0297,Male,19,2,97.7,PhD,Yes,No,67,52,Yes
STU0298,Male,18,23,75.0,Master,Yes,No,49,73,Yes
STU0299,Female,18,4,72.5,None,No,No,94,53,Yes
STU0300,Female,19,3,89.5,Master,Yes,Yes,61,49,No
STU0301,Female,16,22,80.6,None,No,No,85,62,Yes
STU0302,Male,15,10,61.1,None,Yes,No,77,45,No
STU0303,Female,19,24,75.0,Master,Yes,No,43,61,Yes
STU0304,Female,15,5,91.6,Bachelor,No,No,73,48,No
STU0305,Male,19,17,67.4,High School,No,No,70,46,No
STU0306,Female,15,27,85.5,High School,No,Yes,51,84,Yes
STU0307,Male,19,7,77.6,Master,No,No,59,55,Yes
STU0308,Female,16,7,82.0,PhD,No,Yes,55,45,No
STU0309,Female,18,2,85.2,Bachelor,No,Yes,43,47,No
STU0310,Male,17,12,59.9,High School,No,No,70,53,Yes
STU0311,Female,19,14,79.4,Master,No,No,52,61,Yes
STU0312,Female,19,20,54.2,Bachelor,No,Yes,60,52,Yes
STU0313,Male,16,13,84.7,None,No,No,47,57,Yes
STU0314,Female,18,7,74.3,None,Yes,Yes,92,45,No
STU0315,Male,16,12,92.1,None,Yes,No,31,51,Yes
STU0316,Male,16,28,69.2,None,No,No,92,79,Yes
STU0317,Female,18,7,54.1,High School,Yes,No,34,26,No
STU0318,Male,19,11,58.4,PhD,No,Yes,44,35,No
STU0319,Female,19,28,87.8,PhD,Yes,No,43,84,Yes
STU0320,Male,17,29,100.0,PhD,No,No,41,80,Yes
STU0321,Male,16,8,90.5,None,No,No,51,53,Yes
STU0322,Male,16,28,60.3,High School,No,No,51,65,Yes
STU0323,Female,17,20,63.4,None,Yes,Yes,82,51,Yes
STU0324,Female,16,24,93.3,Bachelor,Yes,No,61,85,Yes
STU0325,Female,18,6,78.9,Master,No,No,87,37,No
STU0326,Male,18,18,87.5,Master,No,No,71,70,Yes
STU0327,Male,15,25,98.6,Master,Yes,No,57,76,Yes
STU0328,Male,18,10,66.1,Master,No,Yes,92,63,Yes
STU0329,Female,15,3,55.0,PhD,Yes,Yes,50,30,No
STU0330,Female,15,15,60.1,Bachelor,No,Yes,65,40,No
STU0331,Female,17,4,68.6,Bachelor,Yes,No,69,48,No
STU0332,Male,18,22,54.6,High School,Yes,Yes,91,54,Yes
STU0333,Male,19,9,76.0,PhD,Yes,Yes,73,38,No
STU0334,Female,16,17,53.5,PhD,Yes,Yes,43,45,No
STU0335,Female,17,6,69.1,Bachelor,Yes,Yes,31,39,No
STU0336,Male,18,13,86.1,Bachelor,No,No,57,43,No
STU0337,Male,16,26,56.2,PhD,No,No,70,79,Yes
STU0338,Male,16,10,82.2,Bachelor,No,Yes,68,44,No
STU0339,Male,18,11,82.3,Bachelor,No,No,44,41,No
STU0340,Female,19,4,76.4,High School,No,No,46,35,No
STU0341,Female,17,19,84.1,PhD,Yes,Yes,38,46,No
STU0342,Female,16,3,96.1,PhD,No,No,84,57,Yes
STU0343,Female,15,22,76.8,None,Yes,No,40,58,Yes
STU0344,Male,19,8,98.7,Bachelor,No,No,38,43,No
STU0345,Female,16,3,62.2,PhD,Yes,No,37,24,No
STU0346,Male,15,2,85.4,High School,Yes,No,74,44,No
STU0347,Female,16,13,56.3,Master,Yes,Yes,72,60,Yes
STU0348,Female,17,18,53.2,None,Yes,No,88,61,Yes
STU0349,Female,15,17,93.0,Bachelor,No,Yes,62,74,Yes
STU0350,Male,19,23,86.1,Bachelor,Yes,Yes,31,58,Yes
STU0351,Male,18,13,69.1,Bachelor,Yes,Yes,83,48,No
STU0352,Female,16,15,95.8,Master,No,Yes,77,54,Yes
STU0353,Male,16,9,90.2,High School,No,Yes,89,52,Yes
STU0354,Female,17,4,77.7,High School,No,Yes,67,45,No
STU0355,Female,19,9,73.2,None,No,Yes,61,36,No
STU0356,Male,18,2,61.6,Master,Yes,No,30,36,No
STU0357,Female,17,5,60.3,Bachelor,No,No,37,21,No
STU0358,Female,15,3,96.1,None,No,No,88,58,Yes
STU0359,Male,19,5,75.3,PhD,Yes,Yes,85,53,Yes
STU0360,Male,16,11,63.0,Master,No,No,70,48,No
STU0361,Female,16,4,97.2,Bachelor,Yes,Yes,43,33,No
STU0362,Female,18,12,70.3,None,No,Yes,87,50,Yes
STU0363,Female,17,29,56.0,Bachelor,No,Yes,57,66,Yes
STU0364,Male,15,24,62.4,Master,No,Yes,68,61,Yes
STU0365,Male,15,14,92.7,None,Yes,Yes,89,54,Yes
STU0366,Male,15,2,53.1,Bachelor,Yes,Yes,81,31,No
STU0367,Male,19,20,62.9,High School,Yes,Yes,55,64,Yes
STU0368,Female,16,4,95.3,Master,Yes,Yes,89,38,No
STU0369,Male,19,15,91.1,PhD,No,Yes,78,71,Yes
STU0370,Female,16,13,60.7,Bachelor,No,No,87,44,No
STU0371,Male,19,21,80.8,Master,No,No,91,59,Yes
STU0372,Male,17,14,56.9,Bachelor,Yes,Yes,78,63,Yes
STU0373,Female,18,19,89.1,Master,No,No,64,58,Yes
STU0374,Male,17,21,61.0,Master,Yes,No,75,73,Yes
STU0375,Male,16,5,62.4,Bachelor,No,Yes,58,40,No
STU0376,Female,17,28,99.6,Bachelor,Yes,Yes,70,95,Yes
STU0377,Female,19,2,85.2,Master,Yes,Yes,93,49,No
STU0378,Female,16,17,51.9,High School,Yes,Yes,32,48,No
STU0379,Female,15,12,95.9,Bachelor,Yes,No,52,67,Yes
STU0380,Female,15,2,57.4,Bachelor,Yes,No,39,24,No
STU0381,Female,19,5,66.8,Master,Yes,Yes,85,54,Yes
STU0382,Female,17,7,85.4,None,No,Yes,52,43,No
STU0383,Female,17,6,58.9,High School,No,Yes,53,41,No
STU0384,Female,19,9,82.0,High School,No,Yes,72,60,Yes
STU0385,Male,16,13,99.1,Bachelor,Yes,No,87,51,Yes
STU0386,Female,16,9,84.7,Master,No,Yes,30,30,No
STU0387,Female,18,25,71.0,Bachelor,No,No,78,70,Yes
STU0388,Female,15,28,74.0,None,Yes,Yes,87,68,Yes
STU0389,Male,17,2,65.9,High School,Yes,No,51,29,No
STU0390,Male,15,19,97.1,High School,No,No,33,62,Yes
STU0391,Male,19,30,71.7,High School,Yes,No,56,68,Yes
STU0392,Female,19,25,96.3,None,No,No,68,71,Yes
STU0393,Male,15,14,78.6,PhD,Yes,Yes,76,44,No
STU0394,Female,15,11,91.2,None,No,Yes,42,37,No
STU0395,Male,16,22,64.6,High School,No,Yes,69,76,Yes
STU0396,Female,18,17,94.7,Master,Yes,No,53,60,Yes
STU0397,Female,17,7,72.3,Master,No,No,63,36,No
STU0398,Female,19,3,57.6,High School,Yes,No,82,47,No
STU0399,Male,19,3,92.0,None,No,No,60,44,No
STU0400,Female,15,14,95.1,High School,Yes,Yes,87,56,Yes
STU0401,Male,16,27,59.6,High School,No,Yes,85,66,Yes
STU0402,Male,19,10,66.0,High School,Yes,No,80,52,Yes
STU0403,Female,17,18,72.9,High School,No,Yes,83,54,Yes
STU0404,Male,19,20,79.1,High School,Yes,Yes,66,68,Yes
STU0405,Female,18,10,69.2,PhD,No,Yes,52,39,No
STU0406,Female,16,21,80.4,PhD,Yes,No,72,77,Yes
STU0407,Male,15,25,73.8,Master,No,Yes,73,84,Yes
STU0408,Female,17,10,92.1,High School,Yes,Yes,68,64,Yes
STU0409,Female,17,10,86.4,None,Yes,Yes,86,49,No
STU0410,Female,18,26,75.8,Master,Yes,Yes,38,63,Yes
STU0411,Female,16,26,92.6,None,Yes,Yes,54,68,Yes
STU0412,Male,16,3,72.8,Master,Yes,No,77,40,No
STU0413,Female,15,23,51.5,Master,No,No,52,60,Yes
STU0414,Female,17,7,91.9,Master,Yes,No,33,41,No
STU0415,Male,16,29,78.6,Bachelor,Yes,Yes,56,71,Yes
STU0416,Female,19,2,93.2,High School,No,Yes,52,45,No
STU0417,Male,16,10,80.4,Master,No,No,78,50,Yes
STU0418,Female,17,8,73.3,None,No,Yes,30,40,No
STU0419,Female,19,22,79.7,Master,No,Yes,91,62,Yes
STU0420,Female,17,22,66.3,Master,No,No,54,52,Yes
STU0421,Male,15,27,92.9,None,No,No,47,85,Yes
STU0422,Male,18,11,63.0,PhD,No,No,34,45,No
STU0423,Male,17,25,85.7,None,No,No,94,76,Yes
STU0424,Male,19,7,64.7,PhD,Yes,No,53,46,No
STU0425,Female,15,9,67.8,Master,No,No,77,42,No
STU0426,Female,18,29,55.9,High School,Yes,No,54,72,Yes
STU0427,Male,18,18,64.9,High School,Yes,Yes,55,52,Yes
STU0428,Female,19,30,95.3,PhD,Yes,No,53,93,Yes
STU0429,Male,18,12,81.6,Bachelor,No,Yes,30,47,No
STU0430,Female,16,26,88.7,None,Yes,No,41,62,Yes
STU0431,Female,18,14,71.5,PhD,No,Yes,34,51,Yes
STU0432,Male,17,2,94.6,None,Yes,Yes,30,42,No
STU0433,Male,16,24,93.8,Master,Yes,Yes,79,80,Yes
STU0434,Female,16,4,91.2,Master,No,No,73,45,No
STU0435,Male,17,30,74.5,Bachelor,Yes,No,32,65,Yes
STU0436,Male,16,8,86.7,None,Yes,Yes,76,60,Yes
STU0437,Male,18,30,82.0,None,Yes,Yes,43,83,Yes
STU0438,Male,15,24,55.8,PhD,No,Yes,62,65,Yes
STU0439,Male,16,24,84.3,High School,No,No,42,75,Yes
STU0440,Female,19,21,85.0,PhD,Yes,Yes,66,58,Yes
STU0441,Male,18,8,80.5,Master,Yes,No,82,46,No
STU0442,Male,15,19,74.8,Bachelor,No,No,60,47,No
STU0443,Male,15,5,91.8,PhD,Yes,Yes,95,41,No
STU0444,Male,17,22,61.6,Master,No,No,36,46,No
STU0445,Male,15,29,64.5,Master,No,Yes,42,80,Yes
STU0446,Male,15,29,56.9,Bachelor,No,No,86,81,Yes
STU0447,Female,15,13,90.7,Bachelor,Yes,No,81,61,Yes
STU0448,Female,18,24,92.5,PhD,Yes,Yes,46,79,Yes
STU0449,Male,16,5,70.8,None,No,No,53,43,No
STU0450,Female,17,21,51.4,Bachelor,No,No,44,53,Yes
STU0451,Female,15,4,63.1,Master,Yes,Yes,73,40,No
STU0452,Male,18,23,86.3,PhD,No,No,49,72,Yes
STU0453,Male,15,22,96.7,None,No,No,51,59,Yes
STU0454,Female,17,9,66.5,Master,Yes,Yes,78,46,No
STU0455,Male,15,16,72.2,None,No,Yes,93,63,Yes
STU0456,Female,15,17,87.3,High School,Yes,No,82,54,Yes
STU0457,Male,15,27,80.2,None,No,Yes,88,77,Yes
STU0458,Female,15,28,61.1,PhD,No,No,76,82,Yes
STU0459,Female,15,5,88.0,Bachelor,Yes,No,75,53,Yes
STU0460,Female,19,18,68.7,High School,Yes,Yes,93,55,Yes
STU0461,Female,15,10,80.5,Bachelor,Yes,No,57,49,No
STU0462,Male,17,5,87.9,High School,Yes,No,88,57,Yes
STU0463,Male,18,2,76.5,High School,No,No,95,53,Yes
STU0464,Male,19,7,86.5,Bachelor,Yes,No,71,51,Yes
STU0465,Female,18,21,95.8,Bachelor,No,No,73,68,Yes
STU0466,Female,16,6,70.6,None,No,No,57,32,No
STU0467,Male,19,24,64.5,Master,Yes,Yes,94,76,Yes
STU0468,Female,15,26,67.6,PhD,No,No,84,86,Yes
STU0469,Male,19,5,51.3,Bachelor,Yes,Yes,55,26,No
STU0470,Male,17,23,62.5,High School,No,Yes,34,56,Yes
STU0471,Female,15,21,93.4,None,Yes,No,60,72,Yes
STU0472,Female,15,14,69.4,Master,Yes,Yes,62,45,No
STU0473,Female,16,22,85.2,Master,Yes,Yes,67,70,Yes
STU0474,Male,15,7,98.1,None,Yes,No,35,44,No
STU0475,Female,19,10,56.5,None,No,Yes,72,45,No
STU0476,Male,15,6,96.4,None,Yes,No,92,66,Yes
STU0477,Female,15,27,85.4,None,Yes,Yes,38,83,Yes
STU0478,Male,18,19,76.9,High School,No,Yes,57,68,Yes
STU0479,Female,17,13,64.7,None,No,Yes,44,53,Yes
STU0480,Female,18,9,95.2,None,Yes,Yes,71,53,Yes
STU0481,Male,18,10,77.0,Master,Yes,No,95,67,Yes
STU0482,Female,18,3,64.8,Bachelor,No,Yes,42,22,No
STU0483,Male,15,8,83.5,Bachelor,No,Yes,56,50,Yes
STU0484,Female,15,25,84.3,High School,No,No,34,56,Yes
STU0485,Male,15,7,89.7,None,Yes,Yes,63,48,No
STU0486,Female,18,22,70.2,Master,Yes,No,45,65,Yes
STU0487,Male,19,4,87.8,None,Yes,Yes,75,48,No
STU0488,Male,17,27,84.3,None,Yes,No,86,79,Yes
STU0489,Female,15,17,57.8,Bachelor,Yes,No,67,61,Yes
STU0490,Male,17,23,94.3,Master,Yes,Yes,45,57,Yes
STU0491,Male,19,21,69.7,None,Yes,No,56,71,Yes
STU0492,Female,16,15,95.3,None,Yes,Yes,53,53,Yes
STU0493,Female,16,5,59.1,None,Yes,No,39,27,No
STU0494,Male,17,5,59.9,None,No,No,75,29,No
STU0495,Male,15,11,81.0,Bachelor,No,No,87,53,Yes
STU0496,Female,19,6,78.3,Master,No,No,51,27,No
STU0497,Female,16,27,61.1,PhD,No,No,47,74,Yes
STU0498,Female,18,16,72.3,Master,No,Yes,52,61,Yes
STU0499,Male,17,29,91.3,None,Yes,No,39,86,Yes
STU0500,Male,15,29,75.4,High School,No,Yes,34,74,Yes
1 student_id gender age study_hours_per_week attendance_rate parent_education internet_access extracurricular previous_score final_score passed
2 STU0001 Male 15 25 63.8 Bachelor Yes Yes 41 67 Yes
3 STU0002 Female 15 2 54.7 Bachelor Yes Yes 83 28 No
4 STU0003 Female 19 10 90.5 High School Yes No 73 49 No
5 STU0004 Male 16 26 66.8 High School No Yes 75 70 Yes
6 STU0005 Female 15 25 73.0 High School No Yes 67 77 Yes
7 STU0006 Female 19 8 85.2 High School Yes No 40 37 No
8 STU0007 Male 18 10 72.7 Master Yes No 75 42 No
9 STU0008 Female 15 21 81.7 None Yes Yes 89 70 Yes
10 STU0009 Female 19 9 84.2 High School Yes Yes 70 49 No
11 STU0010 Female 15 8 95.7 None No Yes 93 56 Yes
12 STU0011 Female 16 10 57.0 None No No 81 44 No
13 STU0012 Male 16 18 74.7 High School Yes Yes 50 69 Yes
14 STU0013 Female 19 4 69.2 None No No 31 38 No
15 STU0014 Male 19 26 63.3 Master Yes No 85 64 Yes
16 STU0015 Female 15 25 93.8 Master Yes Yes 68 84 Yes
17 STU0016 Male 16 13 88.1 None Yes No 92 49 No
18 STU0017 Male 17 30 99.3 Master Yes Yes 60 89 Yes
19 STU0018 Male 15 25 74.3 High School Yes Yes 90 79 Yes
20 STU0019 Male 17 18 93.6 PhD Yes Yes 69 65 Yes
21 STU0020 Female 18 30 75.9 High School Yes Yes 38 70 Yes
22 STU0021 Male 19 19 61.5 Bachelor Yes Yes 37 46 No
23 STU0022 Male 15 29 66.5 None Yes No 92 72 Yes
24 STU0023 Male 19 20 73.6 PhD No Yes 42 48 No
25 STU0024 Female 17 15 70.6 High School Yes Yes 81 67 Yes
26 STU0025 Female 15 9 59.6 None No Yes 84 38 No
27 STU0026 Female 18 9 93.7 High School No Yes 36 53 Yes
28 STU0027 Male 15 26 92.4 Bachelor No No 91 75 Yes
29 STU0028 Female 15 7 68.9 PhD No No 66 42 No
30 STU0029 Female 16 8 64.8 High School Yes No 37 24 No
31 STU0030 Female 19 29 76.6 High School Yes Yes 38 78 Yes
32 STU0031 Male 16 14 56.0 None Yes Yes 40 43 No
33 STU0032 Female 17 8 83.5 Master Yes No 80 42 No
34 STU0033 Female 18 12 96.5 High School Yes No 42 42 No
35 STU0034 Male 19 10 56.6 Master Yes Yes 77 41 No
36 STU0035 Male 18 28 77.2 Master Yes No 43 62 Yes
37 STU0036 Female 15 30 55.4 None Yes No 66 78 Yes
38 STU0037 Male 17 8 84.4 Master No No 36 31 No
39 STU0038 Female 17 3 50.2 Bachelor No Yes 86 38 No
40 STU0039 Female 19 2 55.6 Bachelor Yes No 48 27 No
41 STU0040 Male 15 11 68.2 High School No Yes 61 55 Yes
42 STU0041 Male 17 26 78.0 PhD Yes Yes 50 82 Yes
43 STU0042 Male 18 2 59.0 Master No Yes 64 23 No
44 STU0043 Male 18 29 51.9 PhD Yes Yes 88 72 Yes
45 STU0044 Female 16 9 51.2 Bachelor No No 65 28 No
46 STU0045 Female 17 22 75.5 None No Yes 44 57 Yes
47 STU0046 Male 19 10 51.9 None No No 70 42 No
48 STU0047 Male 18 30 78.8 Master Yes No 30 75 Yes
49 STU0048 Male 17 15 53.5 Master No Yes 68 53 Yes
50 STU0049 Female 18 12 70.1 Master Yes Yes 83 61 Yes
51 STU0050 Female 16 21 78.5 PhD Yes No 66 59 Yes
52 STU0051 Female 19 21 82.7 PhD No No 57 68 Yes
53 STU0052 Female 16 23 54.2 None No Yes 60 68 Yes
54 STU0053 Female 16 27 60.0 High School Yes Yes 90 80 Yes
55 STU0054 Male 18 15 94.3 None Yes No 93 66 Yes
56 STU0055 Male 16 22 84.4 High School No Yes 52 78 Yes
57 STU0056 Female 15 19 62.5 High School No Yes 89 71 Yes
58 STU0057 Female 18 21 90.8 None No No 50 76 Yes
59 STU0058 Female 18 10 87.6 Master No Yes 65 53 Yes
60 STU0059 Male 17 9 63.6 Master Yes Yes 49 34 No
61 STU0060 Female 16 24 60.7 PhD No No 89 70 Yes
62 STU0061 Male 16 28 71.0 None Yes No 91 66 Yes
63 STU0062 Female 17 26 69.5 PhD Yes No 58 64 Yes
64 STU0063 Female 18 2 69.4 PhD Yes No 46 37 No
65 STU0064 Male 18 20 78.2 High School Yes No 47 61 Yes
66 STU0065 Male 15 10 69.0 Bachelor No No 73 59 Yes
67 STU0066 Female 17 26 97.6 PhD No Yes 90 71 Yes
68 STU0067 Male 17 9 82.5 High School Yes Yes 55 34 No
69 STU0068 Male 16 6 73.7 High School Yes No 62 52 Yes
70 STU0069 Female 16 21 80.4 High School Yes No 43 67 Yes
71 STU0070 Male 17 20 83.9 PhD No Yes 39 65 Yes
72 STU0071 Male 15 24 88.6 None Yes Yes 74 79 Yes
73 STU0072 Female 17 4 75.3 Master Yes No 92 34 No
74 STU0073 Female 17 22 94.6 PhD Yes No 52 79 Yes
75 STU0074 Female 19 27 96.0 PhD No No 64 77 Yes
76 STU0075 Male 15 10 94.1 Bachelor No No 73 42 No
77 STU0076 Female 17 7 74.4 Master No No 65 49 No
78 STU0077 Female 19 2 75.8 Bachelor Yes Yes 82 42 No
79 STU0078 Male 18 22 85.6 PhD Yes Yes 67 64 Yes
80 STU0079 Female 16 11 83.2 Master No No 84 66 Yes
81 STU0080 Female 17 24 72.7 Master No Yes 45 74 Yes
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110 STU0109 Male 15 17 89.1 Master No No 40 55 Yes
111 STU0110 Female 17 22 85.9 PhD Yes Yes 60 75 Yes
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241 STU0240 Female 15 14 83.5 Bachelor Yes No 71 52 Yes
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253 STU0252 Female 15 23 98.2 None Yes No 45 62 Yes
254 STU0253 Female 19 6 86.4 Bachelor Yes Yes 68 47 No
255 STU0254 Female 19 14 91.2 Bachelor No No 49 51 Yes
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259 STU0258 Female 19 21 88.6 Master Yes No 48 73 Yes
260 STU0259 Male 18 11 63.8 None Yes No 93 40 No
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262 STU0261 Male 19 17 62.0 Bachelor No Yes 89 47 No
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264 STU0263 Male 18 29 68.6 None Yes Yes 64 73 Yes
265 STU0264 Male 15 8 90.2 None Yes No 56 45 No
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300 STU0299 Female 18 4 72.5 None No No 94 53 Yes
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