Available Extra Rooms in Hospital
int64 0
24
| Department
stringclasses 5
values | Ward_Facility_Code
stringclasses 6
values | doctor_name
stringclasses 9
values | staff_available
int64 0
10
| patientid
int64 -3,269
134k
| Age
stringclasses 10
values | gender
stringclasses 3
values | Type of Admission
stringclasses 3
values | Severity of Illness
stringclasses 3
values | health_conditions
stringclasses 5
values | Visitors with Patient
int64 0
32
| Insurance
stringclasses 2
values | Admission_Deposit
float64 1.65k
10.1k
| Stay (in days)
int64 3
51
|
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2 |
radiotherapy
|
E
|
Dr Sam
| 1 | 16,699 |
71-80
|
Male
|
Trauma
|
Minor
|
Other
| 6 |
No
| 5,581.346454 | 24 |
3 |
gynecology
|
B
|
Dr Nathan
| 4 | 124,575 |
31-40
|
Female
|
Trauma
|
Extreme
|
Other
| 2 |
Yes
| 3,619.287295 | 9 |
2 |
gynecology
|
D
|
Dr Olivia
| 8 | 33,418 |
41-50
|
Female
|
Emergency
|
Moderate
| null | 5 |
Yes
| 3,954.662218 | 10 |
2 |
TB & Chest disease
|
E
|
Dr John
| 7 | 126,752 |
31-40
|
Female
|
Emergency
|
Moderate
|
Other
| 2 |
No
| 3,352.892999 | 9 |
4 |
gynecology
|
D
|
Dr Sarah
| 5 | 28,293 |
41-50
|
Female
|
Emergency
|
Moderate
|
Asthama
| 3 |
No
| 4,722.315473 | 9 |
2 |
gynecology
|
D
|
Dr Olivia
| 10 | 110,995 |
21-30
|
Female
|
Trauma
|
Moderate
|
Other
| 2 |
No
| 3,935.0483 | 8 |
7 |
gynecology
|
D
|
Dr Sarah
| 0 | 10,736 |
41-50
|
Female
|
Trauma
|
Minor
|
High Blood Pressure
| 4 |
No
| 5,879.845987 | 9 |
7 |
anesthesia
|
E
|
Dr Mark
| 6 | 17,677 |
51-60
|
Male
|
Trauma
|
Moderate
|
Asthama
| 2 |
No
| 4,036.202807 | 30 |
13 |
gynecology
|
F
|
Dr Sarah
| 6 | 22,489 |
11-20
|
Female
|
Trauma
|
Extreme
|
Asthama
| 4 |
No
| 3,451.84773 | 11 |
3 |
gynecology
|
F
|
Dr Olivia
| 5 | 14,187 |
21-30
|
Female
|
Trauma
|
Moderate
| null | 2 |
Yes
| 3,056.021147 | 8 |
0 |
gynecology
|
D
|
Dr Sarah
| 10 | 96,396 |
11-20
|
Female
|
Trauma
|
Extreme
|
Asthama
| 2 |
Yes
| 4,132.746567 | 10 |
3 |
gynecology
|
F
|
Dr Sarah
| 3 | 3,841 |
31-40
|
Female
|
Trauma
|
Minor
|
Asthama
| 2 |
Yes
| 4,162.717398 | 8 |
4 |
gynecology
|
D
|
Dr Nathan
| 3 | 39,742 |
31-40
|
Female
|
Trauma
|
Extreme
|
Other
| 4 |
Yes
| 5,105.590701 | 10 |
3 |
anesthesia
|
E
|
Dr John
| 2 | 128,457 |
31-40
|
Female
|
Trauma
|
Moderate
|
High Blood Pressure
| 2 |
No
| 5,128.793756 | 15 |
6 |
gynecology
|
D
|
Dr Sarah
| 10 | 77,719 |
41-50
|
Female
|
Trauma
|
Extreme
|
High Blood Pressure
| 6 |
Yes
| 4,412.810505 | 9 |
2 |
TB & Chest disease
|
E
|
Dr John
| 9 | 85,980 |
41-50
|
Female
|
Trauma
|
Moderate
|
Asthama
| 4 |
Yes
| 5,317.265924 | 11 |
3 |
gynecology
|
D
|
Dr Olivia
| 9 | 92,550 |
21-30
|
Female
|
Emergency
|
Moderate
| null | 4 |
Yes
| 4,708.470148 | 8 |
12 |
gynecology
|
F
|
Dr Olivia
| 1 | 95,122 |
21-30
|
Female
|
Emergency
|
Moderate
|
Other
| 2 |
Yes
| 4,336.68709 | 9 |
3 |
radiotherapy
|
E
|
Dr John
| 9 | 21,745 |
81-90
|
Female
|
Trauma
|
Moderate
|
High Blood Pressure
| 2 |
No
| 4,832.527321 | 23 |
4 |
gynecology
|
D
|
Dr Sophia
| 7 | 83,157 |
31-40
|
Female
|
Emergency
|
Moderate
|
Diabetes
| 4 |
Yes
| 3,865.178951 | 7 |
6 |
gynecology
|
D
|
Dr Olivia
| 1 | 47,384 |
41-50
|
Female
|
Trauma
|
Moderate
|
Other
| 4 |
Yes
| 4,612.864193 | 10 |
3 |
radiotherapy
|
E
|
Dr Sam
| 8 | 15,518 |
41-50
|
Male
|
Urgent
|
Minor
| null | 2 |
Yes
| 4,188.751526 | 7 |
4 |
gynecology
|
F
|
Dr Sophia
| 3 | 10,843 |
41-50
|
Female
|
Emergency
|
Moderate
|
Diabetes
| 3 |
No
| 4,827.836961 | 8 |
2 |
gynecology
|
D
|
Dr Nathan
| 5 | 76,059 |
21-30
|
Female
|
Emergency
|
Extreme
|
Other
| 2 |
Yes
| 5,123.372123 | 9 |
2 |
gynecology
|
F
|
Dr Sophia
| 3 | 82,861 |
31-40
|
Female
|
Emergency
|
Moderate
|
Diabetes
| 2 |
Yes
| 4,995.650107 | 9 |
3 |
gynecology
|
D
|
Dr Nathan
| 10 | 3,903 |
21-30
|
Female
|
Urgent
|
Extreme
|
Other
| 5 |
No
| 4,660.21411 | 8 |
2 |
gynecology
|
B
|
Dr Nathan
| 3 | 81,635 |
21-30
|
Female
|
Trauma
|
Minor
|
Other
| 2 |
No
| 6,423.222006 | 7 |
5 |
gynecology
|
F
|
Dr Olivia
| 2 | 72,040 |
21-30
|
Female
|
Trauma
|
Moderate
|
Other
| 4 |
Yes
| 3,767.82576 | 9 |
4 |
gynecology
|
B
|
Dr Sarah
| 8 | 86,829 |
41-50
|
Female
|
Trauma
|
Extreme
|
Asthama
| 2 |
Yes
| 5,589.097896 | 8 |
3 |
gynecology
|
F
|
Dr Sarah
| 4 | 31,297 |
21-30
|
Female
|
Trauma
|
Extreme
|
High Blood Pressure
| 2 |
No
| 4,428.057934 | 10 |
4 |
gynecology
|
D
|
Dr Sophia
| 6 | 47,621 |
31-40
|
Female
|
Trauma
|
Moderate
|
Diabetes
| 4 |
No
| 3,790.259441 | 10 |
3 |
TB & Chest disease
|
E
|
Dr Mark
| 5 | 80,519 |
61-70
|
Male
|
Emergency
|
Extreme
|
Asthama
| 2 |
No
| 4,760.110769 | 26 |
2 |
radiotherapy
|
A
|
Dr John
| 5 | 99,297 |
61-70
|
Female
|
Trauma
|
Moderate
|
High Blood Pressure
| 2 |
Yes
| 5,917.212919 | 28 |
4 |
anesthesia
|
C
|
Dr John
| 6 | 28,201 |
61-70
|
Female
|
Urgent
|
Moderate
|
High Blood Pressure
| 2 |
Yes
| 2,371.376004 | 36 |
4 |
anesthesia
|
A
|
Dr Mark
| 1 | 96,290 |
71-80
|
Male
|
Trauma
|
Moderate
|
Other
| 2 |
No
| 4,223.323 | 36 |
3 |
gynecology
|
F
|
Dr Sarah
| 3 | 35,952 |
11-20
|
Female
|
Trauma
|
Minor
|
High Blood Pressure
| 2 |
No
| 4,450.501939 | 8 |
4 |
gynecology
|
B
|
Dr Sarah
| 10 | 34,706 |
11-20
|
Female
|
Trauma
|
Extreme
|
Asthama
| 2 |
No
| 4,214.5039 | 9 |
4 |
gynecology
|
D
|
Dr Nathan
| 10 | 126,350 |
21-30
|
Female
|
Trauma
|
Extreme
| null | 2 |
No
| 4,809.251394 | 10 |
4 |
gynecology
|
F
|
Dr Sarah
| 10 | 92,864 |
31-40
|
Female
|
Trauma
|
Minor
|
High Blood Pressure
| 2 |
Yes
| 4,314.011201 | 9 |
4 |
gynecology
|
B
|
Dr Nathan
| 4 | 130,204 |
31-40
|
Female
|
Urgent
|
Minor
|
Other
| 4 |
Yes
| 4,753.9707 | 9 |
2 |
gynecology
|
B
|
Dr Nathan
| 6 | 89,513 |
21-30
|
Female
|
Trauma
|
Minor
|
Other
| 2 |
No
| 4,552.124436 | 11 |
6 |
gynecology
|
D
|
Dr Olivia
| 2 | 56,480 |
31-40
|
Female
|
Emergency
|
Moderate
|
Other
| 5 |
No
| 2,526.133292 | 8 |
4 |
gynecology
|
D
|
Dr Nathan
| 10 | 44,162 |
31-40
|
Female
|
Trauma
|
Extreme
|
Other
| 4 |
No
| 5,091.663739 | 10 |
2 |
gynecology
|
D
|
Dr Sarah
| 9 | 10,910 |
11-20
|
Female
|
Emergency
|
Moderate
|
Asthama
| 5 |
No
| 4,667.311778 | 8 |
2 |
gynecology
|
F
|
Dr Sarah
| 1 | 93,503 |
41-50
|
Female
|
Urgent
|
Moderate
|
Asthama
| 6 |
No
| 4,746.737649 | 8 |
3 |
gynecology
|
D
|
Dr Nathan
| 10 | 19,673 |
21-30
|
Female
|
Trauma
|
Extreme
|
Other
| 3 |
No
| 3,755.266547 | 9 |
4 |
radiotherapy
|
A
|
Dr John
| 10 | 27,287 |
61-70
|
Female
|
Trauma
|
Moderate
|
Other
| 2 |
No
| 4,901.421743 | 23 |
2 |
anesthesia
|
A
|
Dr John
| 4 | 3,893 |
71-80
|
Female
|
Trauma
|
Moderate
|
Other
| 2 |
No
| 4,520.799041 | 33 |
13 |
gynecology
|
B
|
Dr Sophia
| 5 | 106,271 |
31-40
|
Female
|
Trauma
|
Moderate
|
Diabetes
| 2 |
No
| 4,768.573945 | 10 |
4 |
gynecology
|
F
|
Dr Olivia
| 7 | 67,329 |
21-30
|
Female
|
Trauma
|
Moderate
| null | 4 |
Yes
| 2,450.304933 | 8 |
3 |
anesthesia
|
E
|
Dr John
| 3 | 16,270 |
21-30
|
Female
|
Urgent
|
Minor
|
Asthama
| 6 |
Yes
| 7,595.777436 | 39 |
20 |
gynecology
|
D
|
Dr Nathan
| 9 | 17,402 |
21-30
|
Female
|
Trauma
|
Minor
|
Other
| 4 |
No
| 4,707.97263 | 10 |
3 |
gynecology
|
B
|
Dr Sarah
| 8 | 98,334 |
11-20
|
Female
|
Trauma
|
Extreme
|
Asthama
| 2 |
No
| 8,052.716391 | 8 |
4 |
radiotherapy
|
E
|
Dr John
| 3 | 23,154 |
41-50
|
Female
|
Trauma
|
Moderate
|
Diabetes
| 3 |
Yes
| 4,062.646615 | 6 |
4 |
gynecology
|
F
|
Dr Sophia
| 7 | 5,441 |
31-40
|
Female
|
Emergency
|
Extreme
|
Diabetes
| 4 |
Yes
| 4,354.321201 | 9 |
2 |
gynecology
|
F
|
Dr Sarah
| 5 | 63,900 |
11-20
|
Female
|
Trauma
|
Moderate
|
Asthama
| 2 |
Yes
| 4,496.200435 | 10 |
2 |
gynecology
|
B
|
Dr Sophia
| 3 | 40,674 |
21-30
|
Female
|
Trauma
|
Extreme
|
Diabetes
| 2 |
Yes
| 4,285.385349 | 8 |
4 |
radiotherapy
|
E
|
Dr John
| 1 | 53,749 |
41-50
|
Female
|
Trauma
|
Extreme
|
Asthama
| 2 |
No
| 4,860.878837 | 6 |
3 |
gynecology
|
F
|
Dr Sarah
| 2 | 5,054 |
31-40
|
Female
|
Trauma
|
Minor
|
Asthama
| 2 |
Yes
| 4,179.22023 | 8 |
3 |
gynecology
|
F
|
Dr Sarah
| 3 | 105,506 |
11-20
|
Female
|
Urgent
|
Extreme
|
High Blood Pressure
| 2 |
Yes
| 5,066.170865 | 10 |
4 |
gynecology
|
D
|
Dr Olivia
| 8 | 126,636 |
31-40
|
Female
|
Trauma
|
Moderate
|
Other
| 4 |
No
| 4,231.196673 | 6 |
4 |
gynecology
|
B
|
Dr Nathan
| 3 | 15,314 |
31-40
|
Female
|
Trauma
|
Minor
|
Other
| 4 |
No
| 4,212.645839 | 8 |
12 |
gynecology
|
D
|
Dr Olivia
| 4 | 41,292 |
21-30
|
Female
|
Emergency
|
Moderate
|
Other
| 2 |
Yes
| 3,382.589825 | 9 |
3 |
radiotherapy
|
E
|
Dr Sam
| 10 | 115,557 |
21-30
|
Male
|
Trauma
|
Moderate
|
High Blood Pressure
| 2 |
Yes
| 4,965.965772 | 21 |
3 |
radiotherapy
|
E
|
Dr John
| 2 | 4,406 |
21-30
|
Female
|
Urgent
|
Extreme
|
Asthama
| 2 |
No
| 4,379.913438 | 21 |
3 |
gynecology
|
B
|
Dr Olivia
| 6 | 91,705 |
31-40
|
Female
|
Emergency
|
Moderate
|
Other
| 2 |
Yes
| 4,050.742208 | 10 |
2 |
gynecology
|
B
|
Dr Olivia
| 4 | 125,493 |
21-30
|
Female
|
Emergency
|
Moderate
| null | 2 |
No
| 4,787.276287 | 9 |
3 |
gynecology
|
D
|
Dr Olivia
| 7 | 28,633 |
31-40
|
Female
|
Trauma
|
Moderate
|
Other
| 3 |
No
| 3,941.012419 | 8 |
6 |
gynecology
|
B
|
Dr Olivia
| 7 | 32,683 |
31-40
|
Female
|
Trauma
|
Moderate
| null | 8 |
Yes
| 3,075.759739 | 9 |
4 |
gynecology
|
B
|
Dr Nathan
| 9 | 74,785 |
41-50
|
Female
|
Trauma
|
Minor
| null | 2 |
Yes
| 4,224.85908 | 9 |
2 |
radiotherapy
|
A
|
Dr Sam
| 2 | 83,930 |
51-60
|
Male
|
Trauma
|
Moderate
|
Other
| 2 |
Yes
| 4,740.709392 | 25 |
5 |
gynecology
|
D
|
Dr Nathan
| 5 | 3,808 |
31-40
|
Female
|
Emergency
|
Extreme
| null | 4 |
Yes
| 3,850.524665 | 9 |
3 |
gynecology
|
F
|
Dr Nathan
| 9 | 123,475 |
31-40
|
Female
|
Emergency
|
Minor
|
Other
| 2 |
Yes
| 7,298.08602 | 8 |
2 |
gynecology
|
B
|
Dr Olivia
| 7 | 123,996 |
21-30
|
Female
|
Emergency
|
Moderate
| null | 11 |
No
| 4,174.032348 | 9 |
4 |
gynecology
|
B
|
Dr Sarah
| 3 | 1,461 |
31-40
|
Female
|
Trauma
|
Minor
|
Asthama
| 4 |
Yes
| 6,203.073448 | 8 |
2 |
anesthesia
|
E
|
Dr John
| 3 | 73,490 |
0-10
|
Female
|
Emergency
|
Moderate
|
Diabetes
| 24 |
No
| 6,461.922918 | 30 |
2 |
radiotherapy
|
A
|
Dr John
| 6 | 126,625 |
51-60
|
Female
|
Trauma
|
Minor
|
Other
| 2 |
No
| 4,521.875159 | 23 |
6 |
gynecology
|
D
|
Dr Sophia
| 10 | 4,642 |
31-40
|
Female
|
Emergency
|
Moderate
|
Diabetes
| 2 |
No
| 4,097.339658 | 10 |
2 |
gynecology
|
B
|
Dr Olivia
| 9 | 68,186 |
21-30
|
Female
|
Trauma
|
Moderate
|
Other
| 2 |
Yes
| 4,355.714286 | 9 |
3 |
radiotherapy
|
A
|
Dr Sam
| 4 | 41,376 |
41-50
|
Male
|
Trauma
|
Extreme
| null | 2 |
No
| 4,975.478643 | 7 |
4 |
gynecology
|
F
|
Dr Sophia
| 5 | 81,075 |
31-40
|
Female
|
Trauma
|
Minor
|
Heart disease
| 3 |
No
| 5,100.168022 | 9 |
5 |
gynecology
|
D
|
Dr Olivia
| 3 | 14,041 |
41-50
|
Female
|
Trauma
|
Moderate
| null | 4 |
No
| 3,784.7666 | 8 |
2 |
radiotherapy
|
E
|
Dr John
| 9 | 86,157 |
21-30
|
Female
|
Emergency
|
Moderate
|
Heart disease
| 2 |
Yes
| 3,999.852807 | 20 |
4 |
gynecology
|
F
|
Dr Olivia
| 10 | 36,122 |
21-30
|
Female
|
Trauma
|
Moderate
| null | 4 |
Yes
| 4,342.502993 | 8 |
6 |
gynecology
|
B
|
Dr Sarah
| 0 | 79,940 |
11-20
|
Female
|
Emergency
|
Extreme
|
Asthama
| 2 |
Yes
| 4,664.446649 | 9 |
4 |
gynecology
|
F
|
Dr Sophia
| 8 | 109,481 |
31-40
|
Female
|
Emergency
|
Minor
|
Heart disease
| 14 |
Yes
| 4,325.418811 | 8 |
2 |
gynecology
|
F
|
Dr Nathan
| 4 | 84,786 |
41-50
|
Female
|
Trauma
|
Minor
|
Other
| 3 |
Yes
| 4,778.194578 | 9 |
12 |
gynecology
|
F
|
Dr Sarah
| 3 | 89,272 |
11-20
|
Female
|
Trauma
|
Moderate
|
Asthama
| 2 |
Yes
| 5,424.925769 | 9 |
4 |
gynecology
|
F
|
Dr Sophia
| 0 | 1,626 |
31-40
|
Female
|
Trauma
|
Moderate
|
Heart disease
| 4 |
No
| 4,262.512772 | 10 |
3 |
gynecology
|
F
|
Dr Sarah
| 0 | 75,642 |
11-20
|
Female
|
Emergency
|
Moderate
|
Asthama
| 3 |
Yes
| 4,202.869813 | 10 |
3 |
gynecology
|
B
|
Dr Sarah
| 9 | 82,842 |
31-40
|
Female
|
Emergency
|
Moderate
|
High Blood Pressure
| 2 |
No
| 6,971.657803 | 8 |
3 |
anesthesia
|
E
|
Dr John
| 4 | 2,289 |
61-70
|
Female
|
Emergency
|
Minor
|
High Blood Pressure
| 3 |
No
| 5,210.780708 | 36 |
2 |
gynecology
|
B
|
Dr Sarah
| 6 | 118,184 |
31-40
|
Female
|
Trauma
|
Moderate
|
Asthama
| 10 |
No
| 5,562.409374 | 7 |
7 |
gynecology
|
D
|
Dr Sophia
| 8 | 25,433 |
41-50
|
Female
|
Trauma
|
Extreme
|
Diabetes
| 4 |
No
| 4,476.185827 | 9 |
2 |
anesthesia
|
E
|
Dr John
| 4 | 33,937 |
21-30
|
Female
|
Trauma
|
Minor
|
High Blood Pressure
| 4 |
No
| 3,996.234436 | 32 |
4 |
gynecology
|
F
|
Dr Sarah
| 2 | 43,001 |
11-20
|
Female
|
Trauma
|
Minor
|
High Blood Pressure
| 3 |
No
| 4,105.795901 | 10 |
13 |
gynecology
|
F
|
Dr Olivia
| 8 | 85,601 |
31-40
|
Female
|
Emergency
|
Moderate
|
Other
| 2 |
No
| 4,631.550257 | 11 |
2 |
gynecology
|
B
|
Dr Sarah
| 3 | 22,447 |
11-20
|
Female
|
Emergency
|
Moderate
|
High Blood Pressure
| 2 |
No
| 5,456.930075 | 8 |
2 |
radiotherapy
|
A
|
Dr John
| 1 | 29,957 |
61-70
|
Female
|
Trauma
|
Extreme
|
Diabetes
| 2 |
No
| 4,694.127772 | 23 |
3 |
gynecology
|
F
|
Dr Sophia
| 3 | 45,008 |
41-50
|
Female
|
Trauma
|
Moderate
|
Heart disease
| 4 |
Yes
| 4,713.868519 | 10 |
Subsets and Splits
Diabetes Patients Aged 31-4
Retrieves specific records of individuals aged 31-40 with diabetes, providing limited analytical value without further aggregation or context.
Extreme Heart Disease Cases
The query retrieves all records of patients with extreme severity of illness and heart disease, providing limited analytical value beyond basic filtering.