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# Лабораторная работа 4. Кластеризация
### Вариант № 18(3)
Использовать метод кластеризации для данных по варианту из таблицы, самостоятельно сформулировав задачу.
Интерпретировать результаты и оценить, насколько хорошо он подходит для решения сформулированной вами задачи.
***
## *Как запустить лабораторную работу:*
Чтобы запустить программу, открываем файл lab4 в PyCharm и нажимаем на зеленый треугольник в правом верхнем углу.
***
## *Использованные технологии:*
**Scikit-learn** - один из наиболее широко используемых пакетов Python для Data Science и Machine Learning. Он позволяет выполнять множество операций и предоставляет множество алгоритмов.
**Pandas** — это библиотека с открытым исходным кодом, предоставляющая высокопроизводительные, простые в использовании структуры данных и инструменты анализа данных для языка программирования Python.
**Matplotlib** — это комплексная библиотека для создания статических, анимированных и интерактивных визуализаций на Python.
***
## *Что делает ЛР:*
В данной работе анализируется работа модели t-SNE и решается задача распределения респондентов на группы на основе их образа жизни, привычек и характеристик.
Метод t-SNE используется для визуализации, например, отображения пространства высокой размерности в двух- или трехмерное пространство. Для получения меток кластеров
был использован алгоритм кластеризации KMeans.
Имеется набор данных (clean_data), содержащий результаты опроса добровольцев на тему их состояния здоровья. Были выбраны 6 признаков для кластеризации:
* age - возраст респондента;
* weight - вес респондента;
* work - уровень физ. активности на работе;
* phy_health - оценка состояния здоровья;
* phy_ex - оценка важности физических упражнений;
* gymtime - время, проведенное в тренажерном зале.
**Результатом работы программы** является: график распределения респондентов на 3 кластера (t-SNE.png)
***
## *Пример выходных данных:*
>График кластеризации:
![](https://sun9-24.userapi.com/impg/j6TaPnimRaaDlkjdu_bD1hfWaCJmBr2TBAKOhw/JfsZsWAx0cs.jpg?size=604x453&quality=96&sign=ae8520488eb8ff5ab1660e8ca511e601&type=album)
***
**Вывод**:
Из графика видно, что модель t-SNE распределила респондентов на 3 множества точек, визуально составляющие отдельные группы респондентов на основе их образа жизни, привычек и характеристик, что означает, что метод вполне подходит для решения поставленной задачи.

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"","ts","age","sex","work","phy_ff","phy_health","phy_bw","phy_ex","meal","height","weight","exercise","fruit","veg","cook","spend","income","gymtime","disease","review","rate"
"2","2021-10-19 20:05:43",21,"Male","Moderate",7,8,6,7,"5",182.88,76,"Others",1,2,1,1000,50000,"Not at all","No","",4
"3","2021-10-19 20:18:40",23,"Male","Moderate",6,9,8,8,"5",170.688,70,"Others",1,2,4,300,6500,"1 Hour","No","",5
"4","2021-10-20 11:03:47",21,"Male","Moderate",7,6,7,8,"5+",182.88,77,"Walk, Run, Outdoor Games, Others",1,2,2,3000,50000,"Not at all","No","",5
"5","2021-10-20 11:06:04",23,"Male","Moderate",6,9,8,8,"5",170.688,70,"Walk, Weight lifting, Outdoor Games, Others",0,2,3,500,6500,"1 Hour","No","It's really good.",5
"6","2021-10-20 11:19:54",22,"Male","Moderate",2,2,2,2,"2",170.688,85,"Walk, Do not interested",1,1,1,0,100000,"Not at all","Nahi","",5
"7","2021-10-20 11:44:06",22,"Male","Moderate",3,4,3,4,"5",182.88,101,"Run, Outdoor Games",0,3,1,500,35000,"Not at all","No","",5
"8","2021-10-20 11:44:44",21,"Male","Moderate",9,9,10,8,"5",173.736,60,"Run, Outdoor Games",1,2,1,2000,50000,"Not at all","No","",5
"9","2021-10-20 11:45:38",21,"Male","Hardwork",2,3,3,2,"4",155.448,55,"Walk",1,0,1,0,35000,"Not at all","No","",4
"10","2021-10-20 11:46:49",21,"Male","Moderate",3,2,3,1,"5+",173.736,69,"Walk, Run, Outdoor Games",1,2,1,0,1000000,"Not at all","No","",4
"11","2021-10-20 11:47:29",22,"Male","Moderate",6,7,10,10,"5",182.88,78,"Others",4,4,3,0,200000,"Not at all","No","Welcome",5
"12","2021-10-20 11:48:16",23,"Male","Moderate",7,6,6,8,"5",176.784,65,"Walk, Run, Outdoor Games",4,4,2,1000,30000,"Not at all","No","",3
"13","2021-10-20 11:48:28",21,"Male","Moderate",3,4,4,4,"4",170.688,80,"Others",1,2,0,0,150000,"Not at all","Cough and cold","It's nearly impossible for someone to know their exact family income. So that should have been in groups like
Below 10,000
10,000-30,000
30,000-60,000
Above 60,000",3
"14","2021-10-20 11:50:53",22,"Male","Moderate",4,6,7,5,"5",179.832,58,"Walk, Others",1,2,0,500,150000,"Not at all","Alopecia Totalis","",4
"15","2021-10-20 11:55:03",26,"Male","Moderate",3,2,4,3,"4",158.496,53,"Outdoor Games, Others",0,2,1,0,50000,"Not at all","Cholesterol","",4
"16","2021-10-20 11:57:30",22,"Male","Moderate",2,2,3,2,"5",173.736,72,"Walk, Outdoor Games",1,2,1,0,50000,"Not at all","Hyperthyroidism","",4
"17","2021-10-20 12:01:13",23,"Male","Moderate",3,2,2,3,"4",182.88,72,"Run, Outdoor Games, Others",1,2,0,0,10000,"Not at all","No","",4
"18","2021-10-20 12:04:42",23,"Male","Moderate",8,6,7,4,"5",125.2728,48,"Walk, Outdoor Games",1,3,1,0,5000,"Not at all","No","",4
"19","2021-10-20 12:07:32",22,"Female","Moderate",1,4,4,1,"5+",161.544,72,"Walk, Others",1,2,3,0,50000,"Not at all","No","You should've given income range. ",3
"20","2021-10-20 12:07:40",24,"Male","Moderate",7,5,10,10,"4",167.64,82,"Walk, Run, Weight lifting, Outdoor Games",1,3,0,2000,32000,"1 Hour","Asthma","Questionnaire forming is good",4
"21","2021-10-20 12:15:47",22,"Male","Sedentary",4,7,7,5,"4",176.784,63,"Walk, Outdoor Games, Others",1,2,3,0,10000,"Not at all","Nope","",3
"22","2021-10-20 12:20:34",22,"Male","Moderate",4,5,1,3,"5",176.784,71,"Walk, Run, Swim",1,2,5,0,26000,"Not at all","Stomach problems, basically Digestion problem.","much good",5
"23","2021-10-20 12:25:37",21,"Male","Hardwork",3,4,4,3,"5",179.832,74,"Walk, Others",1,2,0,500,30000,"Not at all","Lower back pain","Home exercise should be considered in the fitness. Training option",4
"24","2021-10-20 12:30:44",22,"Male","Moderate",7,10,10,10,"4",173.736,78,"Walk, Run, Weight lifting",0,2,1,1000,80000,"2 Hour","Common cold","Go ahead w your project . All the best .",4
"25","2021-10-20 13:00:29",20,"Male","Moderate",7,5,7,6,"5",173.736,60,"Walk, Run, Outdoor Games",1,3,3,0,40000,"Not at all","no","",4
"26","2021-10-20 13:01:48",23,"Male","Moderate",7,6,9,9,"4",188.976,78,"Run, Weight lifting",1,2,1,500,85000,"1 Hour","No","",5
"27","2021-10-20 13:08:54",20,"Male","Moderate",5,4,8,5,"4",155.448,55,"Walk, Others",1,1,0,0,22500,"Not at all","Hyperthyroidism","",5
"28","2021-10-20 13:17:33",23,"Male","Moderate",8,3,8,7,"4",176.784,70,"Walk, Run, Weight lifting",1,2,1,1000,5000,"Not at all","No","",5
"29","2021-10-20 14:27:29",22,"Male","Hardwork",2,2,3,3,"5",155.7528,64,"Walk, Run, Swim",2,2,2,500,15000,"Not at all","Appendicitis","",5
"30","2021-10-20 14:50:44",20,"Male","Moderate",8,8,6,9,"5",155.7528,95,"Walk",1,2,0,0,35000,"Not at all","No","",5
"31","2021-10-20 14:53:47",21,"Male","Moderate",3,3,3,2,"2",179.832,65,"Walk, Outdoor Games",1,2,1,0,0,"Not at all","No","",3
"32","2021-10-20 14:56:35",21,"Male","Moderate",2,5,6,2,"5",164.592,52,"Walk, Run, Swim",4,4,0,500,40000,"Not at all","Cold","It's a good experience",5
"33","2021-10-20 15:02:49",21,"Male","Moderate",3,4,1,3,"2",179.832,95,"Walk",1,1,2,0,80000,"Not at all","No","",5
"34","2021-10-20 15:34:32",28,"Female","Hardwork",3,3,4,4,"4",121.92,40,"Walk, Run, Others",3,3,0,10000,50000,"More than 3 hours","Migraine","Thanks",5
"35","2021-10-20 15:36:13",24,"Male","Sedentary",3,3,2,2,"5",158.496,50,"Run, Outdoor Games",1,2,1,100,30000,"Not at all","No","",4
"36","2021-10-20 15:41:09",22,"Male","Moderate",4,6,8,4,"4",164.592,88,"Do not interested",0,3,1,300,16000,"Not at all","No","I would specify there should be an others section in gender .",4
"37","2021-10-20 15:54:06",22,"Female","Moderate",2,4,3,2,"5",164.592,65,"Dance",2,2,1,0,35000,"Not at all","No","Interesting ",4
"38","2021-10-20 17:17:30",18,"Female","Hardwork",3,2,4,3,"5",170.688,56,"Walk, Others",2,3,0,5000,2200000,"1 Hour","No","",5
"39","2021-10-20 19:16:57",23,"Male","Moderate",6,9,10,10,"4",179.832,84,"Weight lifting, Outdoor Games",0,1,2,2000,30000,"2 Hour","No","Good",4
"40","2021-10-20 21:04:27",22,"Male","Moderate",3,3,4,3,"5",173.736,90,"Run",3,3,1,500,40000,"Not at all","No","",5
"41","2021-10-21 09:01:29",21,"Male","Moderate",5,7,6,4,"5+",155.448,95,"Do not interested",0,4,2,0,35500,"Not at all","Weak Stomach","",4
"42","2021-10-21 09:20:34",20,"Male","Moderate",9,8,10,10,"5+",155.7528,70,"Walk, Outdoor Games, Others",3,4,4,200,5000,"Not at all","No","",5
"43","2021-10-21 11:24:37",21,"Female","Sedentary",5,5,5,5,"5",161.544,49,"Dance",2,4,3,100,20000,"Not at all","No","No ",5
"44","2021-10-23 18:45:38",21,"Male","Moderate",7,5,6,7,"4",182.88,72,"Outdoor Games",0,3,3,0,11000,"Not at all","no","",5
"45","2021-10-23 23:17:57",22,"Male","Moderate",7,2,9,10,"5+",173.736,60,"Walk, Run, Outdoor Games, Others",2,3,1,3000,27000,"1 Hour","No","",5
"46","2021-10-20 11:25:38",24,"Male","Moderate",2,2,3,3,"4",173.736,73,"Others",0,1,1,1000,12000,"Not at all","No","",4
"47","2021-10-20 11:26:15",24,"Female","Moderate",2,3,2,3,"5",164.592,69,"Walk, Dance, Outdoor Games, Others",0,2,1,0,10000,"Not at all","No","",3
"48","2021-10-20 11:30:49",20,"Male","Hardwork",5,10,10,10,"5",167.64,70,"Walk, Run",3,5,5,0,30000,"Not at all","No","Very goodod survey it was.",5
"49","2021-10-20 11:39:07",20,"Male","Moderate",3,3,2,1,"5+",155.7528,85,"Walk, Weight lifting",1,2,1,200,90000,"Not at all","No","✌🏻",5
"50","2021-10-20 11:39:28",20,"Male","Moderate",2,2,4,4,"4",170.688,58,"Walk, Weight lifting, Others",1,2,0,0,10000,"1 Hour","Sinusitis ","",3
"51","2021-10-20 11:39:41",21,"Male","Hardwork",9,8,9,9,"3",182.88,85,"Walk, Outdoor Games",4,4,4,2000,0,"2 Hour","No","Thanks",5
"52","2021-10-20 11:41:26",25,"Male","Moderate",5,6,7,6,"5",164.592,55,"Walk, Run",1,2,1,200,20000,"Not at all","No","",2
"53","2021-10-20 11:43:39",23,"Male","Moderate",2,3,4,4,"5",164.592,48,"Walk, Outdoor Games",0,1,2,1000,35000,"1 Hour","Pancriatitis","",4
"54","2021-10-20 11:43:48",21,"Male","Moderate",10,5,10,8,"5",180.4416,90,"Walk, Outdoor Games",1,4,2,0,45000,"Not at all","No","",5
"55","2021-10-20 11:44:26",21,"Male","Moderate",2,2,3,3,"5",182.88,76,"Swim",0,1,1,1000,30000,"Not at all","No","",5
"56","2021-10-20 11:47:21",22,"Female","Sedentary",6,9,10,6,"4",170.688,60,"Walk",1,3,1,0,150000,"Not at all","No","",3
"57","2021-10-20 11:47:38",23,"Male","Moderate",1,1,2,1,"5",167.64,70,"Walk",0,1,0,0,10000,"Not at all","No","",3
"58","2021-10-20 11:48:08",23,"Female","Moderate",3,1,3,3,"5+",152.4,65,"Others",1,3,0,500,50000,"1 Hour","PCOS","",4
"59","2021-10-20 11:51:59",20,"Female","Moderate",5,4,3,2,"5",155.448,60,"Walk",2,3,1,200,7000,"Not at all","No","",4
"60","2021-10-20 11:52:34",23,"Female","Hardwork",2,2,2,2,"5",152.4,51,"Dance",1,1,2,500,20000,"Not at all","No","Eat healthy stay healthy ",4
"61","2021-10-20 11:54:14",26,"Male","Moderate",3,1,3,3,"5",167,63,"Walk",0,1,1,0,3600,"Not at all","No","",4
"62","2021-10-20 11:54:31",18,"Female","Hardwork",2,2,2,1,"4",176.784,57,"Walk, Run, Outdoor Games",1,1,1,2300,56000,"Not at all","No","",5
"63","2021-10-20 11:54:41",56,"Male","Hardwork",4,4,4,4,"5+",152.4,65,"Dance",3,3,3,25000,300000,"3 Hours","No","Yes",5
"64","2021-10-20 11:57:15",23,"Male","Sedentary",7,9,9,8,"3",185.928,56,"Outdoor Games, Others",0,2,2,0,180000,"Not at all","No","Thank you",4
"65","2021-10-20 11:58:30",24,"Female","Moderate",7,7,9,8,"4",164.592,65,"Walk, Outdoor Games, Others",2,2,1,500,20000,"Not at all","No","",4
"66","2021-10-20 11:59:36",20,"Male","Moderate",10,10,10,10,"2",173.736,71.4,"Weight lifting",2,3,1,3000,40000,"2 Hour","No","Pretty good survey ",4
"67","2021-10-20 11:59:42",20,"Male","Hardwork",2,1,1,3,"5",155.7528,65,"Swim",1,2,2,2500,100000,"3 Hours","No","",5
"68","2021-10-20 11:59:49",18,"Female","Moderate",5,10,5,7,"5",164.592,56,"Run, Dance, Outdoor Games",1,3,1,500,400000,"Not at all","No.","",4
"69","2021-10-20 12:00:54",24,"Male","Moderate",3,2,2,3,"5",173.736,69,"Walk, Run, Outdoor Games, Others",1,2,1,1500,25000,"Not at all","no","",4
"70","2021-10-20 12:01:03",20,"Female","Moderate",3,4,3,2,"5",164.592,45,"Walk",3,1,3,2500,40000,"Not at all","Thyroid ","",5
"71","2021-10-20 12:03:22",21,"Male","Hardwork",2,2,4,4,"4",170.688,85,"Walk",1,2,1,0,5009,"Not at all","No","Excellent",5
"72","2021-10-20 12:06:20",21,"Male","Hardwork",4,2,4,4,"4",182.88,80,"Run, Swim, Outdoor Games",1,3,3,1000,50000,"Not at all","no","",5
"73","2021-10-20 12:06:21",23,"Female","Moderate",9,6,8,8,"5",152.4,54,"Walk, Dance, Others",1,3,1,700,50000,"Not at all","No","",4
"74","2021-10-20 12:06:58",22,"Male","Moderate",7,8,10,9,"4",167.64,56,"Walk, Others",1,4,1,300,8000,"Not at all","Yes, gastric","",4
"75","2021-10-20 12:08:13",20,"Female","Moderate",2,1,2,3,"4",146.304,50,"Walk",1,2,0,500,5000,"Not at all","PCOD ","",5
"76","2021-10-20 12:08:20",23,"Male","Moderate",6,3,10,10,"5+",176.784,70,"Walk, Weight lifting",1,2,1,3000,35000,"1 Hour","Crohn's disease","",4
"77","2021-10-20 12:09:33",24,"Female","Moderate",7,10,10,9,"5",161.544,38,"Others",1,3,1,3000,14000,"Not at all","No","Interesting survey..",5
"78","2021-10-20 12:10:50",21,"Female","Moderate",7,4,9,6,"4",170.688,58,"Walk",0,2,1,0,40000,"Not at all","No","",4
"79","2021-10-20 12:11:02",21,"Female","Sedentary",2,3,3,3,"5+",161.544,49,"Others",2,1,1,1000,70000,"Not at all","Anemia","It's ammezing",4
"80","2021-10-20 12:11:30",23,"Female","Moderate",7,10,9,8,"5",161.544,70,"Walk",1,2,1,2500,35000,"2 Hour","Diabetes","",5
"81","2021-10-20 12:11:46",25,"Male","Hardwork",8,7,9,10,"5",176.784,60.2,"Walk, Run",4,3,4,250,32500,"Not at all","Back pain.","Please correct some spelling mistakes and write the meaning of each ratings. It will be helpful for the respondents.
A little suggestion: try to put more questions about time of exercise, type of exercises, food habits etc.
Wishing you a great success in this survey as well as analysis. ",3
"82","2021-10-20 12:11:49",20,"Female","Sedentary",2,2,2,2,"5",161.544,56,"Walk",1,1,1,3000,140000,"Not at all","no","",4
"83","2021-10-20 12:11:54",20,"Female","Sedentary",2,1,1,3,"4",167.64,55,"Walk",1,2,2,1500,50000,"1 Hour","No","Good.",5
"84","2021-10-20 12:13:57",21,"Male","Moderate",2,2,4,3,"5",161.544,70,"Walk, Outdoor Games",2,2,1,100,15000,"Not at all","No","",5
"85","2021-10-20 12:18:59",21,"Male","Hardwork",3,4,3,2,"4",179.832,82,"Others",1,1,0,0,40000,"Not at all","sneezing","Nice",4
"86","2021-10-20 12:19:37",20,"Female","Sedentary",2,10,10,10,"5+",164.592,65,"Walk, Dance",1,2,1,2500,60000,"2 Hour","No","Very good",4
"87","2021-10-20 12:20:00",24,"Female","Moderate",7,9,9,8,"4",155,45,"Walk",3,4,1,200,100000,"Not at all","Psoriasis","",4
"88","2021-10-20 12:24:37",23,"Female","Moderate",8,5,6,7,"4",173.4312,51,"Walk",1,5,2,500,40000,"Not at all","No","",4
"89","2021-10-20 12:30:14",26,"Female","Hardwork",3,2,4,4,"5",164.592,56,"Walk, Others",2,3,1,1000,100000,"Not at all","No","Hope your study completes soon, and come out with good result.",4
"90","2021-10-20 12:34:50",25,"Female","Moderate",4,4,4,3,"4",167.64,53,"Walk",0,2,3,3000,0,"Not at all","No ","",3
"91","2021-10-20 12:35:23",23,"Male","Moderate",8,2,10,10,"5+",176.784,64,"Weight lifting",1,2,2,3000,80000,"2 Hour","No","",4
"92","2021-10-20 12:40:53",21,"Female","Moderate",5,4,4,8,"5",152.4,51,"Others",2,3,4,1000,30000,"2 Hour","No","Very good",5
"93","2021-10-20 12:45:36",24,"Male","Hardwork",5,5,5,4,"4",173.736,56,"Walk",1,1,2,3000,200000,"Not at all","No","❤️",5
"94","2021-10-20 12:50:18",25,"Female","Moderate",2,3,1,1,"4",155.448,49,"Walk, Dance",0,1,1,0,400000,"Not at all","No","",5
"95","2021-10-20 12:53:40",21,"Male","Moderate",9,1,9,9,"3",173.736,70,"Outdoor Games",0,4,2,1000,20000,"2 Hour","No","",4
"96","2021-10-20 12:55:11",20,"Female","Moderate",7,8,10,7,"4",152.4,38,"Walk",3,2,5,500,6000,"Not at all","No","",5
"97","2021-10-20 12:57:19",26,"Female","Moderate",4,2,4,3,"5",161.544,55,"Walk, Run",1,3,0,500,90000,"1 Hour","No","",5
"98","2021-10-20 12:57:36",20,"Male","Hardwork",4,3,4,4,"5",182.88,77,"Run, Weight lifting",2,3,3,500,45000,"3 Hours","No","Very good",5
"99","2021-10-20 12:59:28",30,"Male","Moderate",9,2,7,7,"4",170.688,60,"Walk",1,4,1,0,35000,"Not at all","No","Na",4
"100","2021-10-20 12:59:29",24,"Female","Hardwork",3,4,3,3,"5",152.4,46,"Walk, Dance, Swim",1,2,1,100,30000,"Not at all","Ni","Good initiative",5
"101","2021-10-20 13:04:42",23,"Female","Moderate",1,2,1,3,"4",149.352,57,"Do not interested",0,1,0,0,35000,"Not at all","No","Great questionnaire",5
"102","2021-10-20 13:05:49",22,"Male","Hardwork",4,3,4,4,"5",176.784,69,"Run, Weight lifting, Outdoor Games",1,3,1,1500,500000,"1 Hour","NO ","",5
"103","2021-10-20 13:05:51",24,"Male","Moderate",2,1,2,2,"5",176.784,70,"Run",0,1,0,0,10000,"Not at all","No","",5
"104","2021-10-20 13:10:16",22,"Male","Moderate",2,3,3,1,"5+",173.736,60,"Walk",2,2,2,500,7000,"Not at all","Cough and cold ","",5
"105","2021-10-20 13:19:48",20,"Female","Moderate",6,10,7,5,"5",176.784,57,"Walk, Run, Dance",3,5,1,0,15000,"Not at all","No","",3
"106","2021-10-20 13:20:27",22,"Male","Moderate",1,4,3,3,"5",173.736,65,"Walk",1,2,1,0,50000,"Not at all","No","",3
"107","2021-10-20 13:21:21",24,"Female","Moderate",2,4,4,4,"4",167.64,58,"Walk",3,3,1,1000,80000,"Not at all","No","",5
"108","2021-10-20 13:26:17",22,"Female","Moderate",7,9,10,8,"5",152.4,48,"Do not interested",0,2,4,1000,20000,"Not at all","No","",5
"109","2021-10-20 13:26:48",24,"Male","Hardwork",8,8,10,2,"4",172.5168,47,"Walk",0,3,4,0,8000,"Not at all","No","Good",4
"110","2021-10-20 13:27:14",26,"Male","Moderate",4,2,3,3,"5",176.784,72,"Walk, Run, Outdoor Games, Others",3,3,1,100,25000,"Not at all","No","",4
"111","2021-10-20 13:29:56",20,"Male","Moderate",2,3,2,1,"2",152.4,58,"Walk, Run",0,1,2,400,10000,"Not at all","Vomiting","It's a very good idea for health concern",5
"112","2021-10-20 13:37:24",20,"Male","Moderate",2,3,3,3,"3",167.64,67.5,"Walk, Run",0,1,1,0,3000,"Not at all","No","Yeah this is a good thing to do anylysis data",3
"113","2021-10-20 13:37:24",23,"Female","Moderate",2,3,2,1,"5",161.544,62,"Do not interested",0,1,2,500,15000,"Not at all","No","",5
"114","2021-10-20 13:38:30",25,"Male","Moderate",2,1,3,2,"3",173.736,65,"Walk",1,2,0,3000,60000,"Not at all","No","",4
"115","2021-10-20 13:43:32",21,"Male","Moderate",7,9,9,10,"5+",173.736,68,"Swim, Outdoor Games",3,4,3,500,7000,"Not at all","No","",4
"116","2021-10-20 13:49:25",19,"Female","Hardwork",3,2,4,3,"5+",161.544,57,"Walk",1,2,1,500,25000,"Not at all","No","",4
"117","2021-10-20 13:59:13",24,"Female","Moderate",7,9,9,10,"4",164.592,65,"Dance",2,4,1,0,25000,"Not at all","No","",4
"118","2021-10-20 14:03:25",20,"Female","Moderate",3,4,2,4,"5",161.544,65,"Walk",1,2,3,7000,30000,"2 Hour","No","",5
"119","2021-10-20 14:05:11",23,"Female","Sedentary",3,2,1,1,"4",170.688,53,"Weight lifting, Outdoor Games",0,0,0,0,10000,"Not at all","No","",5
"120","2021-10-20 14:13:12",22,"Female","Moderate",2,4,3,4,"4",152.4,43,"Others",0,1,0,200,10000,"Not at all","Spondilytis, dry eyes, pcos","",4
"121","2021-10-20 14:15:36",20,"Female","Moderate",4,2,4,4,"5+",158.496,50,"Others",1,1,2,0,65000,"Not at all","No","",4
"122","2021-10-20 14:17:26",20,"Female","Moderate",2,4,3,3,"4",164.592,50,"Dance",1,1,2,1000,5000,"Not at all","No","",4
"123","2021-10-20 14:19:59",20,"Male","Moderate",5,6,8,7,"5+",167.64,75,"Walk",2,4,5,0,17000,"Not at all","No","",4
"124","2021-10-20 14:20:30",19,"Female","Moderate",6,10,10,7,"5",124.968,36,"Walk, Run, Outdoor Games",4,4,4,1600,4000,"Not at all","No","Necessary survey ",4
"125","2021-10-20 14:21:06",19,"Female","Moderate",9,1,7,8,"5",161.544,43.5,"Walk, Run",1,2,0,2000,45000,"1 Hour","No","",4
"126","2021-10-20 14:21:55",26,"Male","Moderate",7,8,6,8,"4",173.736,65,"Walk",0,2,1,1000,50000,"Not at all","No","",4
"127","2021-10-20 14:22:58",19,"Male","Hardwork",2,4,1,1,"5",179.832,72,"Run, Outdoor Games",1,2,1,1000,20000,"Not at all","No","Thank you,your survey form really helps me to evaluate my daily meals and it also helps me to put emphasis on how I utilize them in exercise and outdoor games...",5
"128","2021-10-20 14:31:29",19,"Male","Hardwork",8,10,10,10,"4",161.544,85,"Outdoor Games",1,5,0,0,70000,"Not at all","Yes ( Cough )","",5
"129","2021-10-20 14:35:18",20,"Female","Moderate",1,3,2,2,"5",155.448,55,"Walk",1,1,1,0,10000,"Not at all","No.","Very good thing that you are doing, carry on. ",5
"130","2021-10-20 14:37:02",26,"Female","Hardwork",3,3,3,4,"3",148,55,"Dance",1,2,2,500,30000,"Not at all","No","",3
"131","2021-10-20 14:37:48",26,"Female","Moderate",6,10,10,7,"5",161.544,73,"Walk",1,3,1,1000,46000,"Not at all","PCOS","",4
"132","2021-10-20 14:39:32",24,"Female","Hardwork",9,8,9,6,"5",161.544,60,"Walk",1,4,2,0,30000,"Not at all","No","Great project idea. Please share with me the end results. ",5
"133","2021-10-20 14:39:44",19,"Male","Hardwork",2,2,3,3,"4",170.688,74,"Walk, Outdoor Games",1,2,0,0,60000,"Not at all","Noo","",4
"134","2021-10-20 14:41:36",23,"Male","Hardwork",3,2,3,2,"5",179.832,63,"Walk",2,4,1,0,30000,"Not at all","Allergy","",4
"135","2021-10-20 14:41:50",23,"Male","Moderate",8,4,2,9,"3",161.544,59,"Others",3,4,1,0,6000,"Not at all","No","-",4
"136","2021-10-20 14:44:52",22,"Male","Hardwork",2,1,1,3,"3",164.592,54,"Walk, Others",0,2,1,1000,20000,"1 Hour","No","This survey is realy very good.",5
"137","2021-10-20 14:48:20",20,"Male","Moderate",2,4,3,3,"5",176.784,52,"Walk, Outdoor Games, Others",1,2,2,1000,60000,"Not at all","Allergy","",4
"138","2021-10-20 14:52:01",20,"Male","Hardwork",5,6,6,10,"5",176.784,85,"Walk, Run, Weight lifting, Others",5,4,5,4000,50000,"2 Hour","Allergy","",3
"139","2021-10-20 14:52:34",26,"Male","Moderate",5,10,10,5,"4",167.64,68,"Walk",1,1,2,2000,300000,"Not at all","No","",5
"140","2021-10-20 14:55:26",19,"Female","Sedentary",4,3,4,4,"5",170.688,55,"Walk, Others",2,3,0,200,7000,"Not at all","Yes, common cold disease ","",5
"141","2021-10-20 14:55:38",23,"Male","Sedentary",7,5,5,7,"4",152.4,52,"Walk, Run, Swim",1,2,1,0,40000,"Not at all","No","That's amazing. ",4
"142","2021-10-20 14:59:25",20,"Female","Moderate",3,3,1,3,"4",161.544,50,"Walk, Dance",2,2,1,0,5000,"Not at all","No","",4
"143","2021-10-20 15:03:55",24,"Male","Hardwork",10,5,9,10,"5",176.784,68,"Run, Weight lifting, Others",3,4,4,0,5000,"1 Hour","N0","",4
"144","2021-10-20 15:11:01",22,"Male","Hardwork",5,6,9,9,"5",155.7528,66,"Walk, Run, Weight lifting",1,0,1,4000,32000,"1 Hour","Yes.Irritable bowel syndrome.(IBS)","You should what do you do for mental health.As that's very important now days.",4
"145","2021-10-20 15:17:51",25,"Male","Moderate",2,1,2,3,"4",179.832,64,"Outdoor Games",1,2,1,1500,15000,"Not at all","No","",4
"146","2021-10-20 15:23:11",21,"Male","Moderate",3,3,4,4,"5",157,55,"Run, Outdoor Games",1,2,2,1500,15000,"Not at all","No","Good",4
"147","2021-10-20 15:23:32",20,"Male","Moderate",4,2,3,4,"5+",179.832,64,"Walk, Run, Dance, Swim, Outdoor Games",2,1,2,0,30000,"Not at all","No","",5
"148","2021-10-20 15:27:02",20,"Male","Moderate",2,2,2,3,"5",170.688,56,"Walk, Run, Dance, Outdoor Games",1,1,1,2000,30000,"1 Hour","No","All the best!👍",5
"149","2021-10-20 15:29:27",25,"Female","Hardwork",1,2,2,3,"5",161.544,45,"Walk",1,1,1,1500,4000,"Not at all","No","It's good",3
"150","2021-10-20 15:34:22",20,"Female","Moderate",2,3,4,4,"5",152.4,45,"Do not interested",0,2,1,0,40000,"Not at all","Common cold ","Very good initiative to grow awareness among people about their health and nutrition. It will be very helpful to our country. ",3
"151","2021-10-20 15:38:42",20,"Male","Moderate",10,3,10,10,"5",179.832,68,"Walk, Run, Outdoor Games",4,5,4,800,45000,"2 Hour","No ","No this is good , And cover all things",5
"152","2021-10-20 15:46:20",20,"Female","Moderate",3,3,3,4,"5",152.4,46,"Walk",2,2,2,1000,20000,"Not at all","No","",4
"153","2021-10-20 15:49:53",21,"Male","Hardwork",8,10,10,10,"4",179.832,100,"Walk",0,2,5,0,3500,"Not at all","No","",4
"154","2021-10-20 16:03:52",11,"Male","Hardwork",2,3,4,1,"1",140.208,59,"Others",3,0,3,2500,10000,"Not at all","Golblader stone","Good",3
"155","2021-10-20 16:09:56",26,"Male","Moderate",10,5,10,10,"5",170.688,56,"Walk",4,5,4,5000,20000,"Not at all","No","",3
"156","2021-10-20 16:14:17",24,"Male","Moderate",9,2,9,9,"5+",155.448,78,"Walk, Run, Outdoor Games",1,4,0,500,50000,"Not at all","No","Best of luck for your survey . Especially thanks for choosing such a beautiful and important topic .",4
"157","2021-10-20 16:17:57",24,"Male","Moderate",6,3,6,5,"4",173.736,76,"Walk, Run, Others",1,2,0,5000,25000,"Not at all","NO","",4
"158","2021-10-20 16:29:20",23,"Female","Moderate",1,3,1,2,"4",158.496,51,"Others",1,1,0,0,40000,"Not at all","No","",4
"159","2021-10-20 16:43:42",24,"Male","Moderate",3,4,4,4,"4",179.832,74,"Walk, Others",1,3,0,0,70000,"Not at all","No","",4
"160","2021-10-20 16:44:39",24,"Female","Moderate",2,2,4,3,"5",152.4,42,"Dance",1,3,0,2500,40000,"Not at all","No","",4
"161","2021-10-20 16:51:57",23,"Male","Moderate",3,2,4,3,"4",170.688,60,"Weight lifting",1,3,0,100,80000,"Not at all","No","",4
"162","2021-10-20 17:17:00",23,"Female","Moderate",3,2,3,3,"5",155.448,52,"Others",1,2,1,500,25000,"Not at all","No","",3
"163","2021-10-20 17:22:02",22,"Male","Moderate",3,1,4,4,"2",155.7528,75,"Run, Outdoor Games",2,3,1,2000,30000,"Not at all","0","",5
"164","2021-10-20 17:26:59",23,"Male","Moderate",2,4,4,4,"4",170.688,73,"Others",0,2,0,400,30000,"1 Hour","No","",5
"165","2021-10-20 17:33:34",24,"Male","Moderate",2,3,3,4,"4",161.544,59,"Run, Others",1,2,2,500,30000,"Not at all","No","",3
"166","2021-10-20 17:49:15",23,"Male","Moderate",4,5,10,8,"5",158.496,48,"Walk",0,2,2,0,40000,"Not at all","Yes, IBS","",4
"167","2021-10-20 17:51:59",25,"Male","Moderate",9,7,8,9,"4",179.832,59,"Outdoor Games, Others",1,2,1,1000,5000,"Not at all","No","",4
"168","2021-10-20 18:19:11",20,"Male","Moderate",2,3,2,3,"5+",173.736,62,"Run",1,1,1,0,80000,"Not at all","No","The level of questions is very good",5
"169","2021-10-20 18:19:23",19,"Male","Moderate",4,10,6,8,"2",167.64,58,"Walk",4,1,1,0,4000,"Not at all","Allergies and cold","Ok",4
"170","2021-10-20 18:36:03",24,"Female","Hardwork",9,5,10,10,"4",161.544,49,"Walk, Dance, Others",3,5,3,2000,15000,"Not at all","No","According to me there is a need of a option for writing.",4
"171","2021-10-20 19:14:24",22,"Male","Moderate",6,5,10,10,"5",167.64,49,"Walk, Run, Swim, Others",1,4,1,400,4000,"Not at all",NA,"",5
"172","2021-10-20 19:18:21",22,"Male","Moderate",10,6,10,10,"5+",173.736,58,"Walk",1,3,1,1000,9000,"1 Hour","No","",5
"173","2021-10-20 19:22:57",23,"Male","Hardwork",8,4,8,6,"4",170.688,60,"Outdoor Games",0,5,1,3000,36000,"Not at all","No","No comments",5
"174","2021-10-20 19:53:38",20,"Female","Hardwork",3,4,3,3,"5+",164.592,51,"Walk, Run, Dance, Swim, Outdoor Games",1,2,2,0,40000,"Not at all","No","",3
"175","2021-10-20 20:21:07",21,"Female","Moderate",8,5,9,10,"5",164.592,46,"Walk, Dance, Outdoor Games, Others",1,3,1,1000,20000,"Not at all","No","Very good",5
"176","2021-10-20 20:53:23",20,"Male","Hardwork",4,2,3,2,"5",182.88,65,"Walk, Swim, Others",1,1,2,0,12000,"1 Hour","No","Plase provide gym in free of cost...",4
"177","2021-10-20 21:39:14",23,"Female","Moderate",4,3,4,4,"5",155.448,48,"Walk, Run, Dance",3,3,1,2000,40000,"Not at all","No","",4
"178","2021-10-20 21:53:49",25,"Male","Moderate",3,4,4,4,"4",155.448,61,"Walk, Others",1,2,0,500,30000,"Not at all","No","",4
"179","2021-10-20 22:16:48",22,"Female","Moderate",5,6,5,5,"5",158.496,46,"Walk, Not interested",0,2,1,0,15000,"Not at all","No","",5
"180","2021-10-20 22:40:52",25,"Male","Moderate",8,3,10,9,"5",161,70,"Walk, Outdoor Games, Others",1,3,0,500,50000,"Not at all","No","",4
"181","2021-10-20 22:43:02",30,"Male","Moderate",3,2,3,4,"4",173.736,71,"Walk, Weight lifting",1,3,0,0,1,"1 Hour","No","",4
"182","2021-10-20 22:48:11",26,"Male","Moderate",7,1,1,10,"4",176.784,64,"Walk",1,2,1,0,25000,"Not at all","No","",5
"183","2021-10-20 23:11:42",18,"Female","Moderate",3,4,3,3,"5",158.496,45,"Not interested",0,3,0,0,100000,"Not at all","No","",4
"184","2021-10-21 01:18:23",19,"Male","Moderate",9,7,8,8,"4",170.688,68,"Walk, Run, Outdoor Games, Others",4,5,3,500,10000,"1 Hour","No","Great",5
"185","2021-10-21 07:40:38",24,"Female","Moderate",8,6,9,9,"5",161.544,52,"Walk, Dance, Others",3,5,1,0,20000,"Not at all","No","",4
"186","2021-10-21 07:53:59",23,"Male","Moderate",1,2,1,1,"4",173.736,77,"Run",0,1,0,1200,6500,"1 Hour","No","",2
"187","2021-10-21 08:09:26",21,"Male","Sedentary",1,3,2,1,"2",170.688,69,"Not interested",0,1,2,0,700000,"Not at all","Tooth decaying","",4
"188","2021-10-21 08:30:38",21,"Male","Moderate",6,8,10,9,"5",160.02,50.3,"Walk",0,2,0,0,9000,"Not at all","No","",5
"189","2021-10-21 08:31:39",26,"Male","Moderate",3,1,2,3,"4",167.64,72,"Weight lifting, Others",1,2,0,200,20000,"2 Hour","Dust Allergy","",4
"190","2021-10-21 08:50:57",22,"Male","Hardwork",9,4,8,10,"4",173.736,75,"Others",3,5,2,1200,30000,"1 Hour","No","Nothing",5
"191","2021-10-21 09:46:34",22,"Male","Moderate",3,4,4,3,"5",173.736,70,"Walk, Run, Weight lifting",1,3,1,800,1500000,"2 Hour","No","",3
"192","2021-10-21 10:02:50",22,"Male","Moderate",6,3,10,8,"3",173.736,75,"Run, Outdoor Games",0,2,0,0,10000,"Not at all","IBS ","",4
"193","2021-10-21 10:07:33",22,"Male","Moderate",1,5,6,1,"5",179.832,64,"Walk, Swim",1,3,0,0,60000,"Not at all","No","Answering height should be on centemetre it's more reliable and accurate. Also in feet it requires to write as 5'9"" which i can't in your form so i had to write 5.9 which doesn't mean 5feet9inches at all.",3
"194","2021-10-21 10:25:13",23,"Male","Moderate",3,2,4,4,"2",155.7528,88,"Walk",2,2,1,200,18000,"Not at all","High blood pressure","",5
"196","2021-10-21 12:27:41",22,"Female","Moderate",2,4,3,3,"5",155.448,66,"Walk",1,3,0,1000,30000,"2 Hour","Headache","",5
"197","2021-10-21 12:35:53",25,"Male","Sedentary",3,8,6,5,"4",188.976,110,"Walk",1,1,1,300,60000,"1 Hour","No","",3
"198","2021-10-21 12:40:30",23,"Male","Hardwork",9,3,7,8,"3",179.832,73,"Walk, Run, Weight lifting, Outdoor Games",2,2,1,0,20000,"Not at all","No","",4
"199","2021-10-21 13:03:39",21,"Male","Hardwork",2,1,2,3,"4",170.688,56,"Walk, Swim",1,2,0,100,15000,"Not at all","No","",4
"200","2021-10-21 13:35:20",22,"Male","Hardwork",2,4,1,1,"5+",170.688,56,"Outdoor Games",3,3,1,200,300000,"Not at all","No","",4
"201","2021-10-21 14:05:12",30,"Female","Moderate",3,3,3,3,"5",152.4,93,"Walk, Dance, Weight lifting",2,2,1,500,2000,"2 Hour","Rice","No",2
"202","2021-10-21 15:37:13",42,"Male","Moderate",9,2,5,9,"5",182.88,99,"Walk, Others",1,3,0,1500,100000,"Not at all","High Cholesterol","",3
"203","2021-10-21 15:43:06",23,"Male","Hardwork",9,7,10,8,"5",155.448,78,"Walk, Outdoor Games, Others",4,4,4,1000,35000,"Not at all","No","Good",4
"204","2021-10-23 20:09:06",19,"Male","Hardwork",10,7,10,10,"5",155.448,72,"Run, Swim, Outdoor Games",1,2,3,0,20000,"Not at all","no","",5
"205","2021-10-24 15:00:24",26,"Male","Moderate",7,5,7,10,"5",155.448,92,"Outdoor Games",2,4,3,1000,15000,"Not at all","No","Field study is a important to any research work...it's a process of data collection in a right way...keep it up...good job...",5
"206","2021-10-25 15:33:06",24,"Female","Moderate",2,3,1,1,"4",170.688,57,"Walk",1,1,1,1500,15000,"Not at all","No","",4
"207","2021-10-29 11:32:22",23,"Male","Moderate",6,5,8,6,"5",192.024,92,"Walk, Run",2,3,2,500,15000,"Not at all","No","",4
"208","2021-10-29 11:33:31",31,"Male","Sedentary",10,5,2,2,"4",164.592,50,"Not interested",0,2,0,0,18000,"Not at all","No","Good",3
"209","2021-10-29 11:34:03",27,"Male","Hardwork",2,1,3,2,"4",182.88,61.5,"Outdoor Games",1,2,0,1000,65000,"Not at all","No","Good question available here",3
"210","2021-10-29 11:45:54",23,"Male","Hardwork",7,2,10,10,"5",164.592,55,"Walk",1,3,0,500,5000,"1 Hour","No","",4
"211","2021-10-29 11:50:48",19,"Female","Moderate",7,5,9,8,"4",158.496,48,"Others",3,5,2,0,10000,"Not at all","No","Ok ",4
"212","2021-10-29 11:57:06",24,"Male","Moderate",3,3,3,3,"4",179.832,63,"Walk",1,2,0,0,35000,"Not at all","No","",4
"213","2021-10-29 11:57:07",20,"Male","Sedentary",3,3,3,2,"5",182,60,"Outdoor Games",0,0,1,2000,600000,"Not at all","No","",3
"214","2021-10-29 11:57:43",20,"Male","Hardwork",4,1,1,1,"4",173.736,70,"Walk, Run, Weight lifting, Others",0,0,0,1000,36000,"1 Hour","Yes in runny nose👃💦","",5
"215","2021-10-29 11:58:12",19,"Male","Moderate",6,6,8,5,"4",173.736,62,"Outdoor Games",1,4,3,0,40000,"Not at all","cold and cough ","",4
"216","2021-10-29 11:58:24",20,"Male","Moderate",1,1,2,1,"4",170.688,85,"Run",1,2,1,2000,25000,"Not at all","Yes.Masturbation problem and general weakness ","",5
"217","2021-10-29 11:58:43",21,"Male","Hardwork",4,2,4,4,"5",176.784,75,"Walk, Run",2,2,2,0,48000,"Not at all","Gas","",4
"218","2021-10-29 12:02:07",18,"Female","Hardwork",4,3,4,4,"4",161.544,50,"Others",3,0,2,0,100000,"Not at all","No","",3
"219","2021-10-29 12:04:10",22,"Male","Moderate",4,4,4,4,"5",173.736,74,"Outdoor Games",1,4,0,0,50000,"Not at all","No","",4
"220","2021-10-29 12:05:30",20,"Female","Hardwork",3,3,4,4,"4",161.544,61,"Walk, Others",1,3,1,0,30000,"Not at all","No","I would really appreciate if you could share your project with us after finishing your analysis and inferences.",5
"221","2021-10-29 12:09:32",20,"Male","Moderate",3,3,4,4,"4",170.688,70,"Walk, Run, Outdoor Games",2,3,2,200,50000,"Not at all","No","Good",5
"222","2021-10-29 12:21:14",18,"Male","Moderate",3,3,3,3,"2",164.592,54,"Walk, Run, Outdoor Games, Others",1,2,1,500,30000,"Not at all","No","",4
"223","2021-10-29 12:27:48",18,"Male","Sedentary",8,10,7,6,"5",167.64,65,"Walk, Run, Outdoor Games, Others",2,3,1,5000,550000,"Not at all","No","",5
"225","2021-10-29 12:31:50",23,"Male","Moderate",6,7,8,9,"5",176.784,80,"Walk",2,3,4,300,30000,"Not at all","Yes, cold","",4
"226","2021-10-29 12:32:20",17,"Female","Moderate",6,6,10,10,"5",161.544,64,"Dance, Others",1,2,0,500,60000,"Not at all","Ovary sist","",4
"227","2021-10-29 12:34:51",17,"Female","Hardwork",7,6,7,10,"5+",158.496,36,"Dance",5,5,5,2500,35500,"Not at all","10","Good",5
"228","2021-10-29 12:36:48",29,"Female","Hardwork",8,6,10,8,"5",158.496,50,"Others",2,5,2,500,30000,"Not at all","No","",4
"229","2021-10-29 12:37:37",21,"Female","Moderate",1,3,1,3,"2",167.64,67,"Walk, Others",1,2,0,0,300000,"Not at all","Painful periods, digestion","",5
"230","2021-10-29 12:49:09",18,"Male","Moderate",7,8,3,5,"4",167.64,57,"Walk",2,2,4,1500,20000,"Not at all","No","",5
"231","2021-10-29 12:53:05",20,"Female","Moderate",6,7,3,8,"3",164.592,39,"Walk",0,2,0,0,50000,"Not at all","No","",5
"232","2021-10-29 12:53:22",17,"Female","Hardwork",10,10,10,10,"5",152.4,40,"Walk",5,5,5,1000,21000,"1 Hour","No","",5
"233","2021-10-29 12:53:23",24,"Male","Moderate",3,2,3,2,"4",167.64,64,"Walk",0,2,0,0,5600,"Not at all","No","",5
"234","2021-10-29 13:00:06",18,"Male","Moderate",7,1,9,10,"5",179.832,58,"Weight lifting, Outdoor Games",1,2,0,4000,70000,"1 Hour","No","It's awesome",5
"235","2021-10-29 13:13:19",20,"Female","Hardwork",7,9,9,10,"4",170.688,58,"Walk",2,3,0,1000,1560000,"1 Hour","Headache","",4
"236","2021-10-29 13:21:48",27,"Male","Moderate",6,5,7,3,"5",173.736,65,"Walk, Others",0,4,3,0,240000,"Not at all","Allergy ","",4
"237","2021-10-29 13:39:18",17,"Female","Hardwork",5,10,9,10,"4",167.64,59,"Walk, Dance",1,2,1,1000,100000,"Not at all","No","",5
"238","2021-10-29 14:01:19",21,"Male","Hardwork",4,2,4,3,"4",176.784,67,"Walk, Run, Outdoor Games, Others",1,3,3,100,40000,"Not at all","No","",3
"239","2021-10-29 14:02:08",30,"Male","Moderate",3,2,3,4,"5",176.784,82,"Run, Outdoor Games, Others",1,2,1,1200,50000,"Not at all","Cold, dust allergic ","Very good ",4
"240","2021-10-29 17:22:09",19,"Female","Hardwork",4,4,4,4,"4",161.544,55,"Run",3,3,3,4000,80000,"2 Hour","No","Nothing",5
"241","2021-10-29 19:40:14",19,"Male","Moderate",3,2,4,3,"4",155.448,66,"Walk, Run, Others",2,2,1,1000,50000,"Not at all","No","",3
"242","2021-10-29 21:18:38",20,"Male","Moderate",6,10,7,6,"5",177,64,"Walk, Run, Outdoor Games, Others",0,1,1,0,21000,"Not at all","Nope","",5
"243","2021-10-29 21:28:43",22,"Male","Moderate",3,1,3,3,"5+",155.448,64,"Others",1,1,1,450,60000,"Not at all","No","",4
"244","2021-10-29 21:30:40",19,"Female","Hardwork",10,5,10,10,"5+",152.4,50,"Others",2,5,1,3000,30000,"Not at all","No","Thank you",5
"245","2021-10-29 22:06:39",20,"Female","Moderate",3,4,4,4,"5+",149.352,45,"Dance",1,2,1,700,30000,"2 Hour","No","",4
"246","2021-10-29 22:42:33",18,"Male","Hardwork",3,3,3,3,"5",167.64,49,"Walk, Run, Outdoor Games",2,2,2,1000,200000,"Not at all","No","Ok",3
"247","2021-10-29 23:06:06",19,"Female","Hardwork",1,2,4,2,"5+",161.544,41,"Walk",2,2,1,0,600000,"Not at all","Anxiety, Depression","Try asking something about time of meal, will it help in your survey?!",5
"248","2021-10-29 23:48:05",20,"Male","Moderate",9,6,10,8,"5",170.688,52,"Walk",1,3,0,1500,60000,"Not at all","No",".",4
"249","2021-10-30 06:36:45",55,"Female","Sedentary",2,2,3,3,"4",167.64,64,"Walk, Others",1,2,0,500,15000,"Not at all","No","",3
"250","2021-10-30 15:51:53",23,"Male","Hardwork",7,1,2,4,"4",182.88,78,"Walk, Run, Dance, Others",0,2,0,4000,30000,"Not at all","No","Work preference question is not clear to me. I consider it how hard working are you and answered.",4
"251","2021-10-31 15:59:53",23,"Male","Moderate",4,3,3,4,"1",173.736,54,"Walk, Run, Swim",2,2,1,3000,20000,"1 Hour","No","",4
"252","2021-10-31 16:12:34",23,"Male","Moderate",4,4,4,4,"4",164.592,65,"Others",2,1,2,0,12000,"Not at all","No","Nice project 👍",5
"253","2021-11-01 10:52:26",30,"Male","Moderate",2,2,2,2,"3",176.784,70,"Walk",0,1,0,0,30000,"Not at all","Allergies","Ok",2
"254","2021-11-02 07:36:14",19,"Male","Moderate",6,1,7,7,"3",167.64,78,"Run, Others",1,2,2,0,30000,"Not at all","No","",5
"255","2021-11-06 10:46:54",21,"Female","Hardwork",2,1,2,2,"5+",167.64,56,"Walk",1,1,1,20,35500,"Not at all","asidity","",5
"256","2021-11-06 14:14:40",21,"Female","Hardwork",1,1,1,1,"5+",167.64,56,"Walk",2,2,0,20,1000,"1 Hour","asidity","good",2
"257","2021-11-06 15:07:09",21,"Female","Hardwork",2,1,3,2,"4",152.4,56,"Others",1,1,2,2000,15000,"Not at all","No","",5
"258","2021-11-06 17:37:15",23,"Female","Moderate",3,2,3,2,"5",155.448,43,"Not interested",2,1,1,2000,50000,"Not at all","Yes, Hypothyroidism","",3
1 ts age sex work phy_ff phy_health phy_bw phy_ex meal height weight exercise fruit veg cook spend income gymtime disease review rate
2 2 2021-10-19 20:05:43 21 Male Moderate 7 8 6 7 5 182.88 76 Others 1 2 1 1000 50000 Not at all No 4
3 3 2021-10-19 20:18:40 23 Male Moderate 6 9 8 8 5 170.688 70 Others 1 2 4 300 6500 1 Hour No 5
4 4 2021-10-20 11:03:47 21 Male Moderate 7 6 7 8 5+ 182.88 77 Walk, Run, Outdoor Games, Others 1 2 2 3000 50000 Not at all No 5
5 5 2021-10-20 11:06:04 23 Male Moderate 6 9 8 8 5 170.688 70 Walk, Weight lifting, Outdoor Games, Others 0 2 3 500 6500 1 Hour No It's really good. 5
6 6 2021-10-20 11:19:54 22 Male Moderate 2 2 2 2 2 170.688 85 Walk, Do not interested 1 1 1 0 100000 Not at all Nahi 5
7 7 2021-10-20 11:44:06 22 Male Moderate 3 4 3 4 5 182.88 101 Run, Outdoor Games 0 3 1 500 35000 Not at all No 5
8 8 2021-10-20 11:44:44 21 Male Moderate 9 9 10 8 5 173.736 60 Run, Outdoor Games 1 2 1 2000 50000 Not at all No 5
9 9 2021-10-20 11:45:38 21 Male Hardwork 2 3 3 2 4 155.448 55 Walk 1 0 1 0 35000 Not at all No 4
10 10 2021-10-20 11:46:49 21 Male Moderate 3 2 3 1 5+ 173.736 69 Walk, Run, Outdoor Games 1 2 1 0 1000000 Not at all No 4
11 11 2021-10-20 11:47:29 22 Male Moderate 6 7 10 10 5 182.88 78 Others 4 4 3 0 200000 Not at all No Welcome 5
12 12 2021-10-20 11:48:16 23 Male Moderate 7 6 6 8 5 176.784 65 Walk, Run, Outdoor Games 4 4 2 1000 30000 Not at all No 3
13 13 2021-10-20 11:48:28 21 Male Moderate 3 4 4 4 4 170.688 80 Others 1 2 0 0 150000 Not at all Cough and cold It's nearly impossible for someone to know their exact family income. So that should have been in groups like Below 10,000 10,000-30,000 30,000-60,000 Above 60,000 3
14 14 2021-10-20 11:50:53 22 Male Moderate 4 6 7 5 5 179.832 58 Walk, Others 1 2 0 500 150000 Not at all Alopecia Totalis 4
15 15 2021-10-20 11:55:03 26 Male Moderate 3 2 4 3 4 158.496 53 Outdoor Games, Others 0 2 1 0 50000 Not at all Cholesterol 4
16 16 2021-10-20 11:57:30 22 Male Moderate 2 2 3 2 5 173.736 72 Walk, Outdoor Games 1 2 1 0 50000 Not at all Hyperthyroidism 4
17 17 2021-10-20 12:01:13 23 Male Moderate 3 2 2 3 4 182.88 72 Run, Outdoor Games, Others 1 2 0 0 10000 Not at all No 4
18 18 2021-10-20 12:04:42 23 Male Moderate 8 6 7 4 5 125.2728 48 Walk, Outdoor Games 1 3 1 0 5000 Not at all No 4
19 19 2021-10-20 12:07:32 22 Female Moderate 1 4 4 1 5+ 161.544 72 Walk, Others 1 2 3 0 50000 Not at all No You should've given income range. 3
20 20 2021-10-20 12:07:40 24 Male Moderate 7 5 10 10 4 167.64 82 Walk, Run, Weight lifting, Outdoor Games 1 3 0 2000 32000 1 Hour Asthma Questionnaire forming is good 4
21 21 2021-10-20 12:15:47 22 Male Sedentary 4 7 7 5 4 176.784 63 Walk, Outdoor Games, Others 1 2 3 0 10000 Not at all Nope 3
22 22 2021-10-20 12:20:34 22 Male Moderate 4 5 1 3 5 176.784 71 Walk, Run, Swim 1 2 5 0 26000 Not at all Stomach problems, basically Digestion problem. much good 5
23 23 2021-10-20 12:25:37 21 Male Hardwork 3 4 4 3 5 179.832 74 Walk, Others 1 2 0 500 30000 Not at all Lower back pain Home exercise should be considered in the fitness. Training option 4
24 24 2021-10-20 12:30:44 22 Male Moderate 7 10 10 10 4 173.736 78 Walk, Run, Weight lifting 0 2 1 1000 80000 2 Hour Common cold Go ahead w your project . All the best . 4
25 25 2021-10-20 13:00:29 20 Male Moderate 7 5 7 6 5 173.736 60 Walk, Run, Outdoor Games 1 3 3 0 40000 Not at all no 4
26 26 2021-10-20 13:01:48 23 Male Moderate 7 6 9 9 4 188.976 78 Run, Weight lifting 1 2 1 500 85000 1 Hour No 5
27 27 2021-10-20 13:08:54 20 Male Moderate 5 4 8 5 4 155.448 55 Walk, Others 1 1 0 0 22500 Not at all Hyperthyroidism 5
28 28 2021-10-20 13:17:33 23 Male Moderate 8 3 8 7 4 176.784 70 Walk, Run, Weight lifting 1 2 1 1000 5000 Not at all No 5
29 29 2021-10-20 14:27:29 22 Male Hardwork 2 2 3 3 5 155.7528 64 Walk, Run, Swim 2 2 2 500 15000 Not at all Appendicitis 5
30 30 2021-10-20 14:50:44 20 Male Moderate 8 8 6 9 5 155.7528 95 Walk 1 2 0 0 35000 Not at all No 5
31 31 2021-10-20 14:53:47 21 Male Moderate 3 3 3 2 2 179.832 65 Walk, Outdoor Games 1 2 1 0 0 Not at all No 3
32 32 2021-10-20 14:56:35 21 Male Moderate 2 5 6 2 5 164.592 52 Walk, Run, Swim 4 4 0 500 40000 Not at all Cold It's a good experience 5
33 33 2021-10-20 15:02:49 21 Male Moderate 3 4 1 3 2 179.832 95 Walk 1 1 2 0 80000 Not at all No 5
34 34 2021-10-20 15:34:32 28 Female Hardwork 3 3 4 4 4 121.92 40 Walk, Run, Others 3 3 0 10000 50000 More than 3 hours Migraine Thanks 5
35 35 2021-10-20 15:36:13 24 Male Sedentary 3 3 2 2 5 158.496 50 Run, Outdoor Games 1 2 1 100 30000 Not at all No 4
36 36 2021-10-20 15:41:09 22 Male Moderate 4 6 8 4 4 164.592 88 Do not interested 0 3 1 300 16000 Not at all No I would specify there should be an others section in gender . 4
37 37 2021-10-20 15:54:06 22 Female Moderate 2 4 3 2 5 164.592 65 Dance 2 2 1 0 35000 Not at all No Interesting 4
38 38 2021-10-20 17:17:30 18 Female Hardwork 3 2 4 3 5 170.688 56 Walk, Others 2 3 0 5000 2200000 1 Hour No 5
39 39 2021-10-20 19:16:57 23 Male Moderate 6 9 10 10 4 179.832 84 Weight lifting, Outdoor Games 0 1 2 2000 30000 2 Hour No Good 4
40 40 2021-10-20 21:04:27 22 Male Moderate 3 3 4 3 5 173.736 90 Run 3 3 1 500 40000 Not at all No 5
41 41 2021-10-21 09:01:29 21 Male Moderate 5 7 6 4 5+ 155.448 95 Do not interested 0 4 2 0 35500 Not at all Weak Stomach 4
42 42 2021-10-21 09:20:34 20 Male Moderate 9 8 10 10 5+ 155.7528 70 Walk, Outdoor Games, Others 3 4 4 200 5000 Not at all No 5
43 43 2021-10-21 11:24:37 21 Female Sedentary 5 5 5 5 5 161.544 49 Dance 2 4 3 100 20000 Not at all No No 5
44 44 2021-10-23 18:45:38 21 Male Moderate 7 5 6 7 4 182.88 72 Outdoor Games 0 3 3 0 11000 Not at all no 5
45 45 2021-10-23 23:17:57 22 Male Moderate 7 2 9 10 5+ 173.736 60 Walk, Run, Outdoor Games, Others 2 3 1 3000 27000 1 Hour No 5
46 46 2021-10-20 11:25:38 24 Male Moderate 2 2 3 3 4 173.736 73 Others 0 1 1 1000 12000 Not at all No 4
47 47 2021-10-20 11:26:15 24 Female Moderate 2 3 2 3 5 164.592 69 Walk, Dance, Outdoor Games, Others 0 2 1 0 10000 Not at all No 3
48 48 2021-10-20 11:30:49 20 Male Hardwork 5 10 10 10 5 167.64 70 Walk, Run 3 5 5 0 30000 Not at all No Very goodod survey it was. 5
49 49 2021-10-20 11:39:07 20 Male Moderate 3 3 2 1 5+ 155.7528 85 Walk, Weight lifting 1 2 1 200 90000 Not at all No ✌🏻 5
50 50 2021-10-20 11:39:28 20 Male Moderate 2 2 4 4 4 170.688 58 Walk, Weight lifting, Others 1 2 0 0 10000 1 Hour Sinusitis 3
51 51 2021-10-20 11:39:41 21 Male Hardwork 9 8 9 9 3 182.88 85 Walk, Outdoor Games 4 4 4 2000 0 2 Hour No Thanks 5
52 52 2021-10-20 11:41:26 25 Male Moderate 5 6 7 6 5 164.592 55 Walk, Run 1 2 1 200 20000 Not at all No 2
53 53 2021-10-20 11:43:39 23 Male Moderate 2 3 4 4 5 164.592 48 Walk, Outdoor Games 0 1 2 1000 35000 1 Hour Pancriatitis 4
54 54 2021-10-20 11:43:48 21 Male Moderate 10 5 10 8 5 180.4416 90 Walk, Outdoor Games 1 4 2 0 45000 Not at all No 5
55 55 2021-10-20 11:44:26 21 Male Moderate 2 2 3 3 5 182.88 76 Swim 0 1 1 1000 30000 Not at all No 5
56 56 2021-10-20 11:47:21 22 Female Sedentary 6 9 10 6 4 170.688 60 Walk 1 3 1 0 150000 Not at all No 3
57 57 2021-10-20 11:47:38 23 Male Moderate 1 1 2 1 5 167.64 70 Walk 0 1 0 0 10000 Not at all No 3
58 58 2021-10-20 11:48:08 23 Female Moderate 3 1 3 3 5+ 152.4 65 Others 1 3 0 500 50000 1 Hour PCOS 4
59 59 2021-10-20 11:51:59 20 Female Moderate 5 4 3 2 5 155.448 60 Walk 2 3 1 200 7000 Not at all No 4
60 60 2021-10-20 11:52:34 23 Female Hardwork 2 2 2 2 5 152.4 51 Dance 1 1 2 500 20000 Not at all No Eat healthy stay healthy 4
61 61 2021-10-20 11:54:14 26 Male Moderate 3 1 3 3 5 167 63 Walk 0 1 1 0 3600 Not at all No 4
62 62 2021-10-20 11:54:31 18 Female Hardwork 2 2 2 1 4 176.784 57 Walk, Run, Outdoor Games 1 1 1 2300 56000 Not at all No 5
63 63 2021-10-20 11:54:41 56 Male Hardwork 4 4 4 4 5+ 152.4 65 Dance 3 3 3 25000 300000 3 Hours No Yes 5
64 64 2021-10-20 11:57:15 23 Male Sedentary 7 9 9 8 3 185.928 56 Outdoor Games, Others 0 2 2 0 180000 Not at all No Thank you 4
65 65 2021-10-20 11:58:30 24 Female Moderate 7 7 9 8 4 164.592 65 Walk, Outdoor Games, Others 2 2 1 500 20000 Not at all No 4
66 66 2021-10-20 11:59:36 20 Male Moderate 10 10 10 10 2 173.736 71.4 Weight lifting 2 3 1 3000 40000 2 Hour No Pretty good survey 4
67 67 2021-10-20 11:59:42 20 Male Hardwork 2 1 1 3 5 155.7528 65 Swim 1 2 2 2500 100000 3 Hours No 5
68 68 2021-10-20 11:59:49 18 Female Moderate 5 10 5 7 5 164.592 56 Run, Dance, Outdoor Games 1 3 1 500 400000 Not at all No. 4
69 69 2021-10-20 12:00:54 24 Male Moderate 3 2 2 3 5 173.736 69 Walk, Run, Outdoor Games, Others 1 2 1 1500 25000 Not at all no 4
70 70 2021-10-20 12:01:03 20 Female Moderate 3 4 3 2 5 164.592 45 Walk 3 1 3 2500 40000 Not at all Thyroid 5
71 71 2021-10-20 12:03:22 21 Male Hardwork 2 2 4 4 4 170.688 85 Walk 1 2 1 0 5009 Not at all No Excellent 5
72 72 2021-10-20 12:06:20 21 Male Hardwork 4 2 4 4 4 182.88 80 Run, Swim, Outdoor Games 1 3 3 1000 50000 Not at all no 5
73 73 2021-10-20 12:06:21 23 Female Moderate 9 6 8 8 5 152.4 54 Walk, Dance, Others 1 3 1 700 50000 Not at all No 4
74 74 2021-10-20 12:06:58 22 Male Moderate 7 8 10 9 4 167.64 56 Walk, Others 1 4 1 300 8000 Not at all Yes, gastric 4
75 75 2021-10-20 12:08:13 20 Female Moderate 2 1 2 3 4 146.304 50 Walk 1 2 0 500 5000 Not at all PCOD 5
76 76 2021-10-20 12:08:20 23 Male Moderate 6 3 10 10 5+ 176.784 70 Walk, Weight lifting 1 2 1 3000 35000 1 Hour Crohn's disease 4
77 77 2021-10-20 12:09:33 24 Female Moderate 7 10 10 9 5 161.544 38 Others 1 3 1 3000 14000 Not at all No Interesting survey.. 5
78 78 2021-10-20 12:10:50 21 Female Moderate 7 4 9 6 4 170.688 58 Walk 0 2 1 0 40000 Not at all No 4
79 79 2021-10-20 12:11:02 21 Female Sedentary 2 3 3 3 5+ 161.544 49 Others 2 1 1 1000 70000 Not at all Anemia It's ammezing 4
80 80 2021-10-20 12:11:30 23 Female Moderate 7 10 9 8 5 161.544 70 Walk 1 2 1 2500 35000 2 Hour Diabetes 5
81 81 2021-10-20 12:11:46 25 Male Hardwork 8 7 9 10 5 176.784 60.2 Walk, Run 4 3 4 250 32500 Not at all Back pain. Please correct some spelling mistakes and write the meaning of each ratings. It will be helpful for the respondents. A little suggestion: try to put more questions about time of exercise, type of exercises, food habits etc. Wishing you a great success in this survey as well as analysis. 3
82 82 2021-10-20 12:11:49 20 Female Sedentary 2 2 2 2 5 161.544 56 Walk 1 1 1 3000 140000 Not at all no 4
83 83 2021-10-20 12:11:54 20 Female Sedentary 2 1 1 3 4 167.64 55 Walk 1 2 2 1500 50000 1 Hour No Good. 5
84 84 2021-10-20 12:13:57 21 Male Moderate 2 2 4 3 5 161.544 70 Walk, Outdoor Games 2 2 1 100 15000 Not at all No 5
85 85 2021-10-20 12:18:59 21 Male Hardwork 3 4 3 2 4 179.832 82 Others 1 1 0 0 40000 Not at all sneezing Nice 4
86 86 2021-10-20 12:19:37 20 Female Sedentary 2 10 10 10 5+ 164.592 65 Walk, Dance 1 2 1 2500 60000 2 Hour No Very good 4
87 87 2021-10-20 12:20:00 24 Female Moderate 7 9 9 8 4 155 45 Walk 3 4 1 200 100000 Not at all Psoriasis 4
88 88 2021-10-20 12:24:37 23 Female Moderate 8 5 6 7 4 173.4312 51 Walk 1 5 2 500 40000 Not at all No 4
89 89 2021-10-20 12:30:14 26 Female Hardwork 3 2 4 4 5 164.592 56 Walk, Others 2 3 1 1000 100000 Not at all No Hope your study completes soon, and come out with good result. 4
90 90 2021-10-20 12:34:50 25 Female Moderate 4 4 4 3 4 167.64 53 Walk 0 2 3 3000 0 Not at all No 3
91 91 2021-10-20 12:35:23 23 Male Moderate 8 2 10 10 5+ 176.784 64 Weight lifting 1 2 2 3000 80000 2 Hour No 4
92 92 2021-10-20 12:40:53 21 Female Moderate 5 4 4 8 5 152.4 51 Others 2 3 4 1000 30000 2 Hour No Very good 5
93 93 2021-10-20 12:45:36 24 Male Hardwork 5 5 5 4 4 173.736 56 Walk 1 1 2 3000 200000 Not at all No ❤️ 5
94 94 2021-10-20 12:50:18 25 Female Moderate 2 3 1 1 4 155.448 49 Walk, Dance 0 1 1 0 400000 Not at all No 5
95 95 2021-10-20 12:53:40 21 Male Moderate 9 1 9 9 3 173.736 70 Outdoor Games 0 4 2 1000 20000 2 Hour No 4
96 96 2021-10-20 12:55:11 20 Female Moderate 7 8 10 7 4 152.4 38 Walk 3 2 5 500 6000 Not at all No 5
97 97 2021-10-20 12:57:19 26 Female Moderate 4 2 4 3 5 161.544 55 Walk, Run 1 3 0 500 90000 1 Hour No 5
98 98 2021-10-20 12:57:36 20 Male Hardwork 4 3 4 4 5 182.88 77 Run, Weight lifting 2 3 3 500 45000 3 Hours No Very good 5
99 99 2021-10-20 12:59:28 30 Male Moderate 9 2 7 7 4 170.688 60 Walk 1 4 1 0 35000 Not at all No Na 4
100 100 2021-10-20 12:59:29 24 Female Hardwork 3 4 3 3 5 152.4 46 Walk, Dance, Swim 1 2 1 100 30000 Not at all Ni Good initiative 5
101 101 2021-10-20 13:04:42 23 Female Moderate 1 2 1 3 4 149.352 57 Do not interested 0 1 0 0 35000 Not at all No Great questionnaire 5
102 102 2021-10-20 13:05:49 22 Male Hardwork 4 3 4 4 5 176.784 69 Run, Weight lifting, Outdoor Games 1 3 1 1500 500000 1 Hour NO 5
103 103 2021-10-20 13:05:51 24 Male Moderate 2 1 2 2 5 176.784 70 Run 0 1 0 0 10000 Not at all No 5
104 104 2021-10-20 13:10:16 22 Male Moderate 2 3 3 1 5+ 173.736 60 Walk 2 2 2 500 7000 Not at all Cough and cold 5
105 105 2021-10-20 13:19:48 20 Female Moderate 6 10 7 5 5 176.784 57 Walk, Run, Dance 3 5 1 0 15000 Not at all No 3
106 106 2021-10-20 13:20:27 22 Male Moderate 1 4 3 3 5 173.736 65 Walk 1 2 1 0 50000 Not at all No 3
107 107 2021-10-20 13:21:21 24 Female Moderate 2 4 4 4 4 167.64 58 Walk 3 3 1 1000 80000 Not at all No 5
108 108 2021-10-20 13:26:17 22 Female Moderate 7 9 10 8 5 152.4 48 Do not interested 0 2 4 1000 20000 Not at all No 5
109 109 2021-10-20 13:26:48 24 Male Hardwork 8 8 10 2 4 172.5168 47 Walk 0 3 4 0 8000 Not at all No Good 4
110 110 2021-10-20 13:27:14 26 Male Moderate 4 2 3 3 5 176.784 72 Walk, Run, Outdoor Games, Others 3 3 1 100 25000 Not at all No 4
111 111 2021-10-20 13:29:56 20 Male Moderate 2 3 2 1 2 152.4 58 Walk, Run 0 1 2 400 10000 Not at all Vomiting It's a very good idea for health concern 5
112 112 2021-10-20 13:37:24 20 Male Moderate 2 3 3 3 3 167.64 67.5 Walk, Run 0 1 1 0 3000 Not at all No Yeah this is a good thing to do anylysis data 3
113 113 2021-10-20 13:37:24 23 Female Moderate 2 3 2 1 5 161.544 62 Do not interested 0 1 2 500 15000 Not at all No 5
114 114 2021-10-20 13:38:30 25 Male Moderate 2 1 3 2 3 173.736 65 Walk 1 2 0 3000 60000 Not at all No 4
115 115 2021-10-20 13:43:32 21 Male Moderate 7 9 9 10 5+ 173.736 68 Swim, Outdoor Games 3 4 3 500 7000 Not at all No 4
116 116 2021-10-20 13:49:25 19 Female Hardwork 3 2 4 3 5+ 161.544 57 Walk 1 2 1 500 25000 Not at all No 4
117 117 2021-10-20 13:59:13 24 Female Moderate 7 9 9 10 4 164.592 65 Dance 2 4 1 0 25000 Not at all No 4
118 118 2021-10-20 14:03:25 20 Female Moderate 3 4 2 4 5 161.544 65 Walk 1 2 3 7000 30000 2 Hour No 5
119 119 2021-10-20 14:05:11 23 Female Sedentary 3 2 1 1 4 170.688 53 Weight lifting, Outdoor Games 0 0 0 0 10000 Not at all No 5
120 120 2021-10-20 14:13:12 22 Female Moderate 2 4 3 4 4 152.4 43 Others 0 1 0 200 10000 Not at all Spondilytis, dry eyes, pcos 4
121 121 2021-10-20 14:15:36 20 Female Moderate 4 2 4 4 5+ 158.496 50 Others 1 1 2 0 65000 Not at all No 4
122 122 2021-10-20 14:17:26 20 Female Moderate 2 4 3 3 4 164.592 50 Dance 1 1 2 1000 5000 Not at all No 4
123 123 2021-10-20 14:19:59 20 Male Moderate 5 6 8 7 5+ 167.64 75 Walk 2 4 5 0 17000 Not at all No 4
124 124 2021-10-20 14:20:30 19 Female Moderate 6 10 10 7 5 124.968 36 Walk, Run, Outdoor Games 4 4 4 1600 4000 Not at all No Necessary survey 4
125 125 2021-10-20 14:21:06 19 Female Moderate 9 1 7 8 5 161.544 43.5 Walk, Run 1 2 0 2000 45000 1 Hour No 4
126 126 2021-10-20 14:21:55 26 Male Moderate 7 8 6 8 4 173.736 65 Walk 0 2 1 1000 50000 Not at all No 4
127 127 2021-10-20 14:22:58 19 Male Hardwork 2 4 1 1 5 179.832 72 Run, Outdoor Games 1 2 1 1000 20000 Not at all No Thank you,your survey form really helps me to evaluate my daily meals and it also helps me to put emphasis on how I utilize them in exercise and outdoor games... 5
128 128 2021-10-20 14:31:29 19 Male Hardwork 8 10 10 10 4 161.544 85 Outdoor Games 1 5 0 0 70000 Not at all Yes ( Cough ) 5
129 129 2021-10-20 14:35:18 20 Female Moderate 1 3 2 2 5 155.448 55 Walk 1 1 1 0 10000 Not at all No. Very good thing that you are doing, carry on. 5
130 130 2021-10-20 14:37:02 26 Female Hardwork 3 3 3 4 3 148 55 Dance 1 2 2 500 30000 Not at all No 3
131 131 2021-10-20 14:37:48 26 Female Moderate 6 10 10 7 5 161.544 73 Walk 1 3 1 1000 46000 Not at all PCOS 4
132 132 2021-10-20 14:39:32 24 Female Hardwork 9 8 9 6 5 161.544 60 Walk 1 4 2 0 30000 Not at all No Great project idea. Please share with me the end results. 5
133 133 2021-10-20 14:39:44 19 Male Hardwork 2 2 3 3 4 170.688 74 Walk, Outdoor Games 1 2 0 0 60000 Not at all Noo 4
134 134 2021-10-20 14:41:36 23 Male Hardwork 3 2 3 2 5 179.832 63 Walk 2 4 1 0 30000 Not at all Allergy 4
135 135 2021-10-20 14:41:50 23 Male Moderate 8 4 2 9 3 161.544 59 Others 3 4 1 0 6000 Not at all No - 4
136 136 2021-10-20 14:44:52 22 Male Hardwork 2 1 1 3 3 164.592 54 Walk, Others 0 2 1 1000 20000 1 Hour No This survey is realy very good. 5
137 137 2021-10-20 14:48:20 20 Male Moderate 2 4 3 3 5 176.784 52 Walk, Outdoor Games, Others 1 2 2 1000 60000 Not at all Allergy 4
138 138 2021-10-20 14:52:01 20 Male Hardwork 5 6 6 10 5 176.784 85 Walk, Run, Weight lifting, Others 5 4 5 4000 50000 2 Hour Allergy 3
139 139 2021-10-20 14:52:34 26 Male Moderate 5 10 10 5 4 167.64 68 Walk 1 1 2 2000 300000 Not at all No 5
140 140 2021-10-20 14:55:26 19 Female Sedentary 4 3 4 4 5 170.688 55 Walk, Others 2 3 0 200 7000 Not at all Yes, common cold disease 5
141 141 2021-10-20 14:55:38 23 Male Sedentary 7 5 5 7 4 152.4 52 Walk, Run, Swim 1 2 1 0 40000 Not at all No That's amazing. 4
142 142 2021-10-20 14:59:25 20 Female Moderate 3 3 1 3 4 161.544 50 Walk, Dance 2 2 1 0 5000 Not at all No 4
143 143 2021-10-20 15:03:55 24 Male Hardwork 10 5 9 10 5 176.784 68 Run, Weight lifting, Others 3 4 4 0 5000 1 Hour N0 4
144 144 2021-10-20 15:11:01 22 Male Hardwork 5 6 9 9 5 155.7528 66 Walk, Run, Weight lifting 1 0 1 4000 32000 1 Hour Yes.Irritable bowel syndrome.(IBS) You should what do you do for mental health.As that's very important now days. 4
145 145 2021-10-20 15:17:51 25 Male Moderate 2 1 2 3 4 179.832 64 Outdoor Games 1 2 1 1500 15000 Not at all No 4
146 146 2021-10-20 15:23:11 21 Male Moderate 3 3 4 4 5 157 55 Run, Outdoor Games 1 2 2 1500 15000 Not at all No Good 4
147 147 2021-10-20 15:23:32 20 Male Moderate 4 2 3 4 5+ 179.832 64 Walk, Run, Dance, Swim, Outdoor Games 2 1 2 0 30000 Not at all No 5
148 148 2021-10-20 15:27:02 20 Male Moderate 2 2 2 3 5 170.688 56 Walk, Run, Dance, Outdoor Games 1 1 1 2000 30000 1 Hour No All the best!👍 5
149 149 2021-10-20 15:29:27 25 Female Hardwork 1 2 2 3 5 161.544 45 Walk 1 1 1 1500 4000 Not at all No It's good 3
150 150 2021-10-20 15:34:22 20 Female Moderate 2 3 4 4 5 152.4 45 Do not interested 0 2 1 0 40000 Not at all Common cold Very good initiative to grow awareness among people about their health and nutrition. It will be very helpful to our country. 3
151 151 2021-10-20 15:38:42 20 Male Moderate 10 3 10 10 5 179.832 68 Walk, Run, Outdoor Games 4 5 4 800 45000 2 Hour No No this is good , And cover all things 5
152 152 2021-10-20 15:46:20 20 Female Moderate 3 3 3 4 5 152.4 46 Walk 2 2 2 1000 20000 Not at all No 4
153 153 2021-10-20 15:49:53 21 Male Hardwork 8 10 10 10 4 179.832 100 Walk 0 2 5 0 3500 Not at all No 4
154 154 2021-10-20 16:03:52 11 Male Hardwork 2 3 4 1 1 140.208 59 Others 3 0 3 2500 10000 Not at all Golblader stone Good 3
155 155 2021-10-20 16:09:56 26 Male Moderate 10 5 10 10 5 170.688 56 Walk 4 5 4 5000 20000 Not at all No 3
156 156 2021-10-20 16:14:17 24 Male Moderate 9 2 9 9 5+ 155.448 78 Walk, Run, Outdoor Games 1 4 0 500 50000 Not at all No Best of luck for your survey . Especially thanks for choosing such a beautiful and important topic . 4
157 157 2021-10-20 16:17:57 24 Male Moderate 6 3 6 5 4 173.736 76 Walk, Run, Others 1 2 0 5000 25000 Not at all NO 4
158 158 2021-10-20 16:29:20 23 Female Moderate 1 3 1 2 4 158.496 51 Others 1 1 0 0 40000 Not at all No 4
159 159 2021-10-20 16:43:42 24 Male Moderate 3 4 4 4 4 179.832 74 Walk, Others 1 3 0 0 70000 Not at all No 4
160 160 2021-10-20 16:44:39 24 Female Moderate 2 2 4 3 5 152.4 42 Dance 1 3 0 2500 40000 Not at all No 4
161 161 2021-10-20 16:51:57 23 Male Moderate 3 2 4 3 4 170.688 60 Weight lifting 1 3 0 100 80000 Not at all No 4
162 162 2021-10-20 17:17:00 23 Female Moderate 3 2 3 3 5 155.448 52 Others 1 2 1 500 25000 Not at all No 3
163 163 2021-10-20 17:22:02 22 Male Moderate 3 1 4 4 2 155.7528 75 Run, Outdoor Games 2 3 1 2000 30000 Not at all 0 5
164 164 2021-10-20 17:26:59 23 Male Moderate 2 4 4 4 4 170.688 73 Others 0 2 0 400 30000 1 Hour No 5
165 165 2021-10-20 17:33:34 24 Male Moderate 2 3 3 4 4 161.544 59 Run, Others 1 2 2 500 30000 Not at all No 3
166 166 2021-10-20 17:49:15 23 Male Moderate 4 5 10 8 5 158.496 48 Walk 0 2 2 0 40000 Not at all Yes, IBS 4
167 167 2021-10-20 17:51:59 25 Male Moderate 9 7 8 9 4 179.832 59 Outdoor Games, Others 1 2 1 1000 5000 Not at all No 4
168 168 2021-10-20 18:19:11 20 Male Moderate 2 3 2 3 5+ 173.736 62 Run 1 1 1 0 80000 Not at all No The level of questions is very good 5
169 169 2021-10-20 18:19:23 19 Male Moderate 4 10 6 8 2 167.64 58 Walk 4 1 1 0 4000 Not at all Allergies and cold Ok 4
170 170 2021-10-20 18:36:03 24 Female Hardwork 9 5 10 10 4 161.544 49 Walk, Dance, Others 3 5 3 2000 15000 Not at all No According to me there is a need of a option for writing. 4
171 171 2021-10-20 19:14:24 22 Male Moderate 6 5 10 10 5 167.64 49 Walk, Run, Swim, Others 1 4 1 400 4000 Not at all NA 5
172 172 2021-10-20 19:18:21 22 Male Moderate 10 6 10 10 5+ 173.736 58 Walk 1 3 1 1000 9000 1 Hour No 5
173 173 2021-10-20 19:22:57 23 Male Hardwork 8 4 8 6 4 170.688 60 Outdoor Games 0 5 1 3000 36000 Not at all No No comments 5
174 174 2021-10-20 19:53:38 20 Female Hardwork 3 4 3 3 5+ 164.592 51 Walk, Run, Dance, Swim, Outdoor Games 1 2 2 0 40000 Not at all No 3
175 175 2021-10-20 20:21:07 21 Female Moderate 8 5 9 10 5 164.592 46 Walk, Dance, Outdoor Games, Others 1 3 1 1000 20000 Not at all No Very good 5
176 176 2021-10-20 20:53:23 20 Male Hardwork 4 2 3 2 5 182.88 65 Walk, Swim, Others 1 1 2 0 12000 1 Hour No Plase provide gym in free of cost... 4
177 177 2021-10-20 21:39:14 23 Female Moderate 4 3 4 4 5 155.448 48 Walk, Run, Dance 3 3 1 2000 40000 Not at all No 4
178 178 2021-10-20 21:53:49 25 Male Moderate 3 4 4 4 4 155.448 61 Walk, Others 1 2 0 500 30000 Not at all No 4
179 179 2021-10-20 22:16:48 22 Female Moderate 5 6 5 5 5 158.496 46 Walk, Not interested 0 2 1 0 15000 Not at all No 5
180 180 2021-10-20 22:40:52 25 Male Moderate 8 3 10 9 5 161 70 Walk, Outdoor Games, Others 1 3 0 500 50000 Not at all No 4
181 181 2021-10-20 22:43:02 30 Male Moderate 3 2 3 4 4 173.736 71 Walk, Weight lifting 1 3 0 0 1 1 Hour No 4
182 182 2021-10-20 22:48:11 26 Male Moderate 7 1 1 10 4 176.784 64 Walk 1 2 1 0 25000 Not at all No 5
183 183 2021-10-20 23:11:42 18 Female Moderate 3 4 3 3 5 158.496 45 Not interested 0 3 0 0 100000 Not at all No 4
184 184 2021-10-21 01:18:23 19 Male Moderate 9 7 8 8 4 170.688 68 Walk, Run, Outdoor Games, Others 4 5 3 500 10000 1 Hour No Great 5
185 185 2021-10-21 07:40:38 24 Female Moderate 8 6 9 9 5 161.544 52 Walk, Dance, Others 3 5 1 0 20000 Not at all No 4
186 186 2021-10-21 07:53:59 23 Male Moderate 1 2 1 1 4 173.736 77 Run 0 1 0 1200 6500 1 Hour No 2
187 187 2021-10-21 08:09:26 21 Male Sedentary 1 3 2 1 2 170.688 69 Not interested 0 1 2 0 700000 Not at all Tooth decaying 4
188 188 2021-10-21 08:30:38 21 Male Moderate 6 8 10 9 5 160.02 50.3 Walk 0 2 0 0 9000 Not at all No 5
189 189 2021-10-21 08:31:39 26 Male Moderate 3 1 2 3 4 167.64 72 Weight lifting, Others 1 2 0 200 20000 2 Hour Dust Allergy 4
190 190 2021-10-21 08:50:57 22 Male Hardwork 9 4 8 10 4 173.736 75 Others 3 5 2 1200 30000 1 Hour No Nothing 5
191 191 2021-10-21 09:46:34 22 Male Moderate 3 4 4 3 5 173.736 70 Walk, Run, Weight lifting 1 3 1 800 1500000 2 Hour No 3
192 192 2021-10-21 10:02:50 22 Male Moderate 6 3 10 8 3 173.736 75 Run, Outdoor Games 0 2 0 0 10000 Not at all IBS 4
193 193 2021-10-21 10:07:33 22 Male Moderate 1 5 6 1 5 179.832 64 Walk, Swim 1 3 0 0 60000 Not at all No Answering height should be on centemetre it's more reliable and accurate. Also in feet it requires to write as 5'9" which i can't in your form so i had to write 5.9 which doesn't mean 5feet9inches at all. 3
194 194 2021-10-21 10:25:13 23 Male Moderate 3 2 4 4 2 155.7528 88 Walk 2 2 1 200 18000 Not at all High blood pressure 5
195 196 2021-10-21 12:27:41 22 Female Moderate 2 4 3 3 5 155.448 66 Walk 1 3 0 1000 30000 2 Hour Headache 5
196 197 2021-10-21 12:35:53 25 Male Sedentary 3 8 6 5 4 188.976 110 Walk 1 1 1 300 60000 1 Hour No 3
197 198 2021-10-21 12:40:30 23 Male Hardwork 9 3 7 8 3 179.832 73 Walk, Run, Weight lifting, Outdoor Games 2 2 1 0 20000 Not at all No 4
198 199 2021-10-21 13:03:39 21 Male Hardwork 2 1 2 3 4 170.688 56 Walk, Swim 1 2 0 100 15000 Not at all No 4
199 200 2021-10-21 13:35:20 22 Male Hardwork 2 4 1 1 5+ 170.688 56 Outdoor Games 3 3 1 200 300000 Not at all No 4
200 201 2021-10-21 14:05:12 30 Female Moderate 3 3 3 3 5 152.4 93 Walk, Dance, Weight lifting 2 2 1 500 2000 2 Hour Rice No 2
201 202 2021-10-21 15:37:13 42 Male Moderate 9 2 5 9 5 182.88 99 Walk, Others 1 3 0 1500 100000 Not at all High Cholesterol 3
202 203 2021-10-21 15:43:06 23 Male Hardwork 9 7 10 8 5 155.448 78 Walk, Outdoor Games, Others 4 4 4 1000 35000 Not at all No Good 4
203 204 2021-10-23 20:09:06 19 Male Hardwork 10 7 10 10 5 155.448 72 Run, Swim, Outdoor Games 1 2 3 0 20000 Not at all no 5
204 205 2021-10-24 15:00:24 26 Male Moderate 7 5 7 10 5 155.448 92 Outdoor Games 2 4 3 1000 15000 Not at all No Field study is a important to any research work...it's a process of data collection in a right way...keep it up...good job... 5
205 206 2021-10-25 15:33:06 24 Female Moderate 2 3 1 1 4 170.688 57 Walk 1 1 1 1500 15000 Not at all No 4
206 207 2021-10-29 11:32:22 23 Male Moderate 6 5 8 6 5 192.024 92 Walk, Run 2 3 2 500 15000 Not at all No 4
207 208 2021-10-29 11:33:31 31 Male Sedentary 10 5 2 2 4 164.592 50 Not interested 0 2 0 0 18000 Not at all No Good 3
208 209 2021-10-29 11:34:03 27 Male Hardwork 2 1 3 2 4 182.88 61.5 Outdoor Games 1 2 0 1000 65000 Not at all No Good question available here 3
209 210 2021-10-29 11:45:54 23 Male Hardwork 7 2 10 10 5 164.592 55 Walk 1 3 0 500 5000 1 Hour No 4
210 211 2021-10-29 11:50:48 19 Female Moderate 7 5 9 8 4 158.496 48 Others 3 5 2 0 10000 Not at all No Ok 4
211 212 2021-10-29 11:57:06 24 Male Moderate 3 3 3 3 4 179.832 63 Walk 1 2 0 0 35000 Not at all No 4
212 213 2021-10-29 11:57:07 20 Male Sedentary 3 3 3 2 5 182 60 Outdoor Games 0 0 1 2000 600000 Not at all No 3
213 214 2021-10-29 11:57:43 20 Male Hardwork 4 1 1 1 4 173.736 70 Walk, Run, Weight lifting, Others 0 0 0 1000 36000 1 Hour Yes in runny nose👃💦 5
214 215 2021-10-29 11:58:12 19 Male Moderate 6 6 8 5 4 173.736 62 Outdoor Games 1 4 3 0 40000 Not at all cold and cough 4
215 216 2021-10-29 11:58:24 20 Male Moderate 1 1 2 1 4 170.688 85 Run 1 2 1 2000 25000 Not at all Yes.Masturbation problem and general weakness 5
216 217 2021-10-29 11:58:43 21 Male Hardwork 4 2 4 4 5 176.784 75 Walk, Run 2 2 2 0 48000 Not at all Gas 4
217 218 2021-10-29 12:02:07 18 Female Hardwork 4 3 4 4 4 161.544 50 Others 3 0 2 0 100000 Not at all No 3
218 219 2021-10-29 12:04:10 22 Male Moderate 4 4 4 4 5 173.736 74 Outdoor Games 1 4 0 0 50000 Not at all No 4
219 220 2021-10-29 12:05:30 20 Female Hardwork 3 3 4 4 4 161.544 61 Walk, Others 1 3 1 0 30000 Not at all No I would really appreciate if you could share your project with us after finishing your analysis and inferences. 5
220 221 2021-10-29 12:09:32 20 Male Moderate 3 3 4 4 4 170.688 70 Walk, Run, Outdoor Games 2 3 2 200 50000 Not at all No Good 5
221 222 2021-10-29 12:21:14 18 Male Moderate 3 3 3 3 2 164.592 54 Walk, Run, Outdoor Games, Others 1 2 1 500 30000 Not at all No 4
222 223 2021-10-29 12:27:48 18 Male Sedentary 8 10 7 6 5 167.64 65 Walk, Run, Outdoor Games, Others 2 3 1 5000 550000 Not at all No 5
223 225 2021-10-29 12:31:50 23 Male Moderate 6 7 8 9 5 176.784 80 Walk 2 3 4 300 30000 Not at all Yes, cold 4
224 226 2021-10-29 12:32:20 17 Female Moderate 6 6 10 10 5 161.544 64 Dance, Others 1 2 0 500 60000 Not at all Ovary sist 4
225 227 2021-10-29 12:34:51 17 Female Hardwork 7 6 7 10 5+ 158.496 36 Dance 5 5 5 2500 35500 Not at all 10 Good 5
226 228 2021-10-29 12:36:48 29 Female Hardwork 8 6 10 8 5 158.496 50 Others 2 5 2 500 30000 Not at all No 4
227 229 2021-10-29 12:37:37 21 Female Moderate 1 3 1 3 2 167.64 67 Walk, Others 1 2 0 0 300000 Not at all Painful periods, digestion 5
228 230 2021-10-29 12:49:09 18 Male Moderate 7 8 3 5 4 167.64 57 Walk 2 2 4 1500 20000 Not at all No 5
229 231 2021-10-29 12:53:05 20 Female Moderate 6 7 3 8 3 164.592 39 Walk 0 2 0 0 50000 Not at all No 5
230 232 2021-10-29 12:53:22 17 Female Hardwork 10 10 10 10 5 152.4 40 Walk 5 5 5 1000 21000 1 Hour No 5
231 233 2021-10-29 12:53:23 24 Male Moderate 3 2 3 2 4 167.64 64 Walk 0 2 0 0 5600 Not at all No 5
232 234 2021-10-29 13:00:06 18 Male Moderate 7 1 9 10 5 179.832 58 Weight lifting, Outdoor Games 1 2 0 4000 70000 1 Hour No It's awesome 5
233 235 2021-10-29 13:13:19 20 Female Hardwork 7 9 9 10 4 170.688 58 Walk 2 3 0 1000 1560000 1 Hour Headache 4
234 236 2021-10-29 13:21:48 27 Male Moderate 6 5 7 3 5 173.736 65 Walk, Others 0 4 3 0 240000 Not at all Allergy 4
235 237 2021-10-29 13:39:18 17 Female Hardwork 5 10 9 10 4 167.64 59 Walk, Dance 1 2 1 1000 100000 Not at all No 5
236 238 2021-10-29 14:01:19 21 Male Hardwork 4 2 4 3 4 176.784 67 Walk, Run, Outdoor Games, Others 1 3 3 100 40000 Not at all No 3
237 239 2021-10-29 14:02:08 30 Male Moderate 3 2 3 4 5 176.784 82 Run, Outdoor Games, Others 1 2 1 1200 50000 Not at all Cold, dust allergic Very good 4
238 240 2021-10-29 17:22:09 19 Female Hardwork 4 4 4 4 4 161.544 55 Run 3 3 3 4000 80000 2 Hour No Nothing 5
239 241 2021-10-29 19:40:14 19 Male Moderate 3 2 4 3 4 155.448 66 Walk, Run, Others 2 2 1 1000 50000 Not at all No 3
240 242 2021-10-29 21:18:38 20 Male Moderate 6 10 7 6 5 177 64 Walk, Run, Outdoor Games, Others 0 1 1 0 21000 Not at all Nope 5
241 243 2021-10-29 21:28:43 22 Male Moderate 3 1 3 3 5+ 155.448 64 Others 1 1 1 450 60000 Not at all No 4
242 244 2021-10-29 21:30:40 19 Female Hardwork 10 5 10 10 5+ 152.4 50 Others 2 5 1 3000 30000 Not at all No Thank you 5
243 245 2021-10-29 22:06:39 20 Female Moderate 3 4 4 4 5+ 149.352 45 Dance 1 2 1 700 30000 2 Hour No 4
244 246 2021-10-29 22:42:33 18 Male Hardwork 3 3 3 3 5 167.64 49 Walk, Run, Outdoor Games 2 2 2 1000 200000 Not at all No Ok 3
245 247 2021-10-29 23:06:06 19 Female Hardwork 1 2 4 2 5+ 161.544 41 Walk 2 2 1 0 600000 Not at all Anxiety, Depression Try asking something about time of meal, will it help in your survey?! 5
246 248 2021-10-29 23:48:05 20 Male Moderate 9 6 10 8 5 170.688 52 Walk 1 3 0 1500 60000 Not at all No . 4
247 249 2021-10-30 06:36:45 55 Female Sedentary 2 2 3 3 4 167.64 64 Walk, Others 1 2 0 500 15000 Not at all No 3
248 250 2021-10-30 15:51:53 23 Male Hardwork 7 1 2 4 4 182.88 78 Walk, Run, Dance, Others 0 2 0 4000 30000 Not at all No Work preference question is not clear to me. I consider it how hard working are you and answered. 4
249 251 2021-10-31 15:59:53 23 Male Moderate 4 3 3 4 1 173.736 54 Walk, Run, Swim 2 2 1 3000 20000 1 Hour No 4
250 252 2021-10-31 16:12:34 23 Male Moderate 4 4 4 4 4 164.592 65 Others 2 1 2 0 12000 Not at all No Nice project 👍 5
251 253 2021-11-01 10:52:26 30 Male Moderate 2 2 2 2 3 176.784 70 Walk 0 1 0 0 30000 Not at all Allergies Ok 2
252 254 2021-11-02 07:36:14 19 Male Moderate 6 1 7 7 3 167.64 78 Run, Others 1 2 2 0 30000 Not at all No 5
253 255 2021-11-06 10:46:54 21 Female Hardwork 2 1 2 2 5+ 167.64 56 Walk 1 1 1 20 35500 Not at all asidity 5
254 256 2021-11-06 14:14:40 21 Female Hardwork 1 1 1 1 5+ 167.64 56 Walk 2 2 0 20 1000 1 Hour asidity good 2
255 257 2021-11-06 15:07:09 21 Female Hardwork 2 1 3 2 4 152.4 56 Others 1 1 2 2000 15000 Not at all No 5
256 258 2021-11-06 17:37:15 23 Female Moderate 3 2 3 2 5 155.448 43 Not interested 2 1 1 2000 50000 Not at all Yes, Hypothyroidism 3

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martysheva_tamara_lab_4/lab4.py Normal file
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import pandas
from sklearn.manifold import TSNE
from sklearn.cluster import KMeans
import matplotlib.pyplot as plt
from sklearn.preprocessing import StandardScaler
from matplotlib.colors import ListedColormap
#Данные
data = pandas.read_csv('clean_data.csv')
#Приведение строчных значений к числовым
#work
factorized_data_work, unique_values_work = pandas.factorize(data['work'])
data['work'] = factorized_data_work
#gymtime
factorized_data_gymtime, unique_values_gymtime = pandas.factorize(data['gymtime'])
data['gymtime'] = factorized_data_gymtime
#Отбор нужных столбцов
x = data[['age', 'weight', 'work', 'phy_health', 'phy_ex' 'gymtime']]
#Нормализация данных
scaler = StandardScaler()
x_norm = scaler.fit_transform(x)
#Выбор количества кластеров
n_clusters = 3
#Кластеризация с использованием KMeans
kmeans = KMeans(n_clusters=n_clusters, init='k-means++', random_state=42)
target = kmeans.fit_predict(x_norm)
#t-SNE для визуализации результатов и кластеризации
tsne = TSNE(n_components=2, random_state=42)
x_tsne = tsne.fit_transform(x_norm)
# Вывод результатов
plt.scatter(x_tsne[:, 0], x_tsne[:, 1], c=target, cmap=ListedColormap(['#8b00ff', '#ff294d', '#77dd77']))
plt.title('t-SNE кластеризация')
plt.savefig("t-SNE.png")

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martysheva_tamara_lab_4/t-SNE.png Normal file
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