Datasets:

Danielhalali
/

gym-activity-eda

member_id int64	visit_date string	age int64	gender string	membership_type string	workout_type string	workout_duration_minutes int64	calories_burned int64	check_in_time string	attendance_status string
1	2024-10-11	64	Other	Annual	HIIT	28	171	20:04	Absent
2	2024-06-01	65	Female	Quarterly	Strength Training	72	650	19:17	Absent
3	2024-06-13	45	Male	Quarterly	Cardio	70	633	7:24	Absent
4	2024-02-05	35	Female	Monthly	CrossFit	64	362	7:18	Absent
5	2024-07-13	26	Female	Quarterly	Yoga	31	262	11:22	Absent
6	2024-09-11	45	Other	Quarterly	Cardio	63	518	20:08	Present
7	2024-02-22	30	Other	Quarterly	CrossFit	50	404	18:17	Absent
8	2024-05-04	38	Male	Annual	Yoga	99	959	21:59	Absent
9	2024-02-10	61	Female	Monthly	CrossFit	36	289	9:39	Present
10	2024-08-14	36	Other	Quarterly	Strength Training	94	643	11:29	Absent
11	2024-10-11	60	Female	Monthly	Strength Training	110	738	22:43	Present
12	2024-12-25	26	Female	Monthly	HIIT	86	547	8:17	Absent
13	2024-06-28	48	Female	Quarterly	HIIT	44	389	19:08	Absent
14	2024-12-01	54	Other	Annual	Yoga	99	644	14:45	Absent
15	2024-07-08	40	Other	Quarterly	CrossFit	99	643	20:18	Present
16	2024-10-05	38	Other	Monthly	HIIT	106	976	13:15	Absent
17	2024-12-01	28	Other	Monthly	Yoga	34	244	9:13	Present
18	2024-06-27	35	Other	Annual	CrossFit	25	211	18:38	Present
19	2024-10-31	32	Female	Annual	CrossFit	55	402	9:06	Present
20	2024-07-31	32	Female	Monthly	CrossFit	48	330	10:35	Present
21	2024-01-02	51	Other	Monthly	Cardio	68	526	16:58	Absent
22	2024-07-28	53	Female	Annual	HIIT	41	248	14:24	Absent
23	2024-05-06	30	Male	Quarterly	HIIT	98	577	20:49	Absent
24	2024-07-31	20	Male	Monthly	CrossFit	104	589	21:37	Present
25	2024-12-07	63	Male	Annual	Yoga	54	288	12:09	Present
26	2024-09-23	21	Female	Annual	Yoga	40	358	14:09	Absent
27	2024-06-12	52	Male	Monthly	CrossFit	77	620	14:48	Absent
28	2024-05-02	49	Other	Annual	HIIT	37	187	19:56	Absent
29	2024-02-07	39	Other	Quarterly	Strength Training	120	991	21:23	Present
30	2024-12-02	57	Female	Annual	CrossFit	96	621	13:16	Absent
31	2024-03-10	18	Male	Monthly	Cardio	52	455	9:43	Present
32	2024-12-19	19	Male	Monthly	CrossFit	59	374	19:23	Present
33	2024-03-21	27	Female	Annual	Strength Training	23	127	22:44	Present
34	2024-03-17	51	Male	Quarterly	CrossFit	36	208	20:18	Present
35	2024-12-25	50	Female	Monthly	CrossFit	59	584	17:28	Present
36	2024-03-14	48	Male	Monthly	Cardio	20	159	7:50	Absent
37	2024-08-24	49	Female	Annual	Strength Training	81	756	11:16	Absent
38	2024-03-26	47	Female	Annual	CrossFit	107	779	15:14	Present
39	2024-05-21	61	Female	Monthly	Strength Training	94	737	8:57	Present
40	2024-05-25	26	Other	Monthly	Yoga	100	562	5:16	Present
41	2024-04-27	50	Other	Quarterly	HIIT	51	428	15:05	Present
42	2024-10-01	26	Male	Annual	HIIT	94	859	7:04	Present
43	2024-11-26	45	Female	Monthly	HIIT	61	412	8:43	Absent
44	2024-03-22	19	Male	Monthly	Cardio	81	570	20:36	Absent
45	2024-08-14	39	Female	Monthly	Yoga	26	208	14:20	Absent
46	2024-07-01	33	Male	Monthly	CrossFit	56	336	21:50	Absent
47	2024-12-07	40	Other	Quarterly	Yoga	92	524	19:24	Absent
48	2024-10-18	32	Female	Monthly	Cardio	63	546	18:26	Absent
49	2024-07-02	42	Male	Monthly	CrossFit	103	755	16:47	Present
50	2024-12-04	42	Other	Quarterly	Strength Training	99	746	16:19	Absent
51	2024-08-11	27	Male	Monthly	Yoga	60	337	9:43	Present
52	2024-11-22	42	Male	Annual	CrossFit	42	346	5:27	Present
53	2024-01-01	47	Male	Quarterly	CrossFit	55	286	13:54	Absent
54	2024-12-02	23	Female	Monthly	CrossFit	115	1,086	21:11	Absent
55	2024-05-07	18	Male	Annual	Cardio	53	483	15:03	Absent
56	2024-03-02	22	Other	Quarterly	Cardio	44	423	18:47	Present
57	2024-06-12	37	Male	Monthly	Cardio	37	242	11:54	Present
58	2024-11-12	39	Other	Annual	Yoga	76	596	9:48	Absent
59	2024-06-14	59	Female	Monthly	HIIT	47	460	17:00	Absent
60	2024-03-08	65	Other	Annual	HIIT	57	318	19:47	Present
61	2024-01-19	54	Female	Annual	Yoga	120	751	20:44	Present
62	2024-04-08	52	Other	Monthly	Strength Training	113	878	9:42	Present
63	2024-10-10	43	Female	Quarterly	Strength Training	22	142	22:58	Absent
64	2024-09-04	55	Male	Quarterly	HIIT	33	248	5:51	Absent
65	2024-11-09	33	Other	Quarterly	HIIT	37	251	10:56	Present
66	2024-11-29	29	Male	Quarterly	Cardio	83	683	22:12	Absent
67	2024-07-17	47	Female	Monthly	Cardio	25	172	5:44	Present
68	2024-01-16	31	Other	Quarterly	Yoga	42	243	10:34	Present
69	2024-06-12	34	Male	Quarterly	Cardio	54	515	20:05	Absent
70	2024-01-18	61	Male	Monthly	CrossFit	32	304	7:12	Absent
71	2024-06-23	22	Female	Annual	Strength Training	92	715	7:12	Absent
72	2024-12-26	30	Male	Annual	Cardio	49	378	11:52	Absent
73	2024-08-29	30	Female	Monthly	HIIT	26	233	17:42	Present
74	2024-04-01	34	Male	Quarterly	HIIT	58	561	19:50	Present
75	2024-02-11	33	Female	Monthly	CrossFit	53	340	5:22	Absent
76	2024-11-22	45	Male	Quarterly	Strength Training	54	522	5:01	Absent
77	2024-02-20	27	Other	Monthly	HIIT	84	476	22:34	Present
78	2024-10-17	27	Female	Annual	Cardio	80	549	21:01	Absent
79	2024-05-10	63	Other	Quarterly	Strength Training	45	265	21:09	Present
80	2024-08-23	59	Other	Annual	CrossFit	89	502	21:53	Present
81	2024-12-17	60	Male	Quarterly	Yoga	98	630	21:54	Present
82	2024-06-03	23	Other	Quarterly	Strength Training	43	228	6:52	Absent
83	2024-10-17	44	Male	Quarterly	CrossFit	20	148	8:30	Absent
84	2024-05-26	38	Other	Quarterly	Strength Training	108	605	22:52	Absent
85	2024-01-23	25	Female	Annual	Yoga	40	364	13:59	Present
86	2024-02-10	33	Female	Quarterly	Cardio	104	997	7:43	Present
87	2024-03-04	52	Female	Monthly	CrossFit	115	1,098	16:18	Absent
88	2024-12-14	19	Male	Annual	HIIT	104	713	6:35	Absent
89	2024-05-19	53	Male	Quarterly	HIIT	37	194	15:22	Present
90	2024-05-24	18	Male	Quarterly	Cardio	41	342	10:41	Absent
91	2024-04-04	48	Male	Quarterly	Yoga	71	672	13:50	Absent
92	2024-07-29	20	Other	Monthly	CrossFit	26	148	9:25	Present
93	2024-04-15	32	Female	Annual	Yoga	64	562	22:15	Present
94	2024-08-09	47	Male	Monthly	HIIT	114	937	22:33	Absent
95	2024-11-05	41	Male	Quarterly	CrossFit	110	865	16:19	Absent
96	2024-02-10	58	Other	Annual	Strength Training	101	778	10:39	Absent
97	2024-08-30	59	Female	Monthly	Yoga	110	585	22:57	Present
98	2024-11-17	58	Other	Monthly	Strength Training	98	721	12:34	Present
99	2024-01-21	33	Female	Annual	Yoga	49	465	10:14	Absent
100	2024-10-22	42	Female	Quarterly	CrossFit	69	369	18:31	Present

End of preview. Expand in Data Studio

📺 Video Presentation

🏋️ Gym Activity and Calories Burned Analysis

Author: Daniel Halali

Project Overview: Exploratory Data Analysis (EDA) on Gym Member Behavior

🎯 Research Goal

The primary objective of this project is to analyze the factors influencing calorie expenditure among gym members. By examining workout types, session durations, and member demographics, this study aims to identify the most effective patterns for energy output.

🔍 Key Questions & Insights

1. How does the Workout Type affect Calories Burned?

Visualization: Grouped Boxplot
Insight: HIIT and Strength Training show a higher median calorie burn compared to Yoga and Cardio.

2. Is there a correlation between Workout Duration and Calories Burned?

Visualization: Scatter Plot
Insight: There is a strong positive correlation; as session length increases, calorie expenditure consistently rises.

3. Does gender influence the average calories burned?

Visualization: Bar Chart (Means)
Insight: Average calorie burn is consistent across all gender categories, suggesting duration and intensity are more critical factors.

📊 Visualizations Included

In the attached .ipynb file, I have included:

Histogram: Age Distribution
Pie Chart: Gender Distribution
Box Plot: Workout Duration, Calories Burned by Workout Type
Scatter Plot: Duration vs. Calories Burned
Bar Chart: Workout Type Distribution, Average Calories by Gender

💡 Decisions & Conclusions

The analysis shows that workout intensity (Type) and duration are the most significant drivers of calorie burn. For the gym's training programs, focusing on HIIT and session consistency is recommended for members aiming for weight loss.

🛠️ Tech Stack

Python (Pandas, Matplotlib)
Google Colab
Dataset Source: Kaggle

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