month
stringlengths 5
5
| FCE_total
int64 1.67M
1.67M
| FCE_age_bands
stringclasses 1
value | FCE_specialties
stringclasses 1
value | FCEs_With_Procedure_total
int64 726k
726k
| FCEs_With_Procedure_age_bands
stringclasses 1
value | FCEs_With_Procedure_specialties
stringclasses 1
value | Ordinary_Admission_Episodes_total
int64 1.1M
1.1M
| Ordinary_Admission_Episodes_age_bands
stringclasses 1
value | Ordinary_Admission_Episodes_specialties
stringclasses 1
value | FCE_DAY_CASES_total
int64 577k
577k
| FCE_DAY_CASES_age_bands
stringclasses 1
value | FCE_DAY_CASES_specialties
stringclasses 1
value | FCE_DAY_WITH_PROCEDURE_total
int64 449k
449k
| FCE_DAY_WITH_PROCEDURE_age_bands
stringclasses 1
value | FCE_DAY_WITH_PROCEDURE_specialties
stringclasses 1
value | FAE_total
int64 1.36M
1.36M
| FAE_age_bands
stringclasses 1
value | FAE_specialties
stringclasses 1
value | EMERGENCY_total
int64 541k
541k
| EMERGENCY_age_bands
stringclasses 1
value | EMERGENCY_specialties
stringclasses 1
value | Total_Appointments_total
int64 9.43M
9.43M
| Total_Appointments_age_bands
stringclasses 1
value | Total_Appointments_specialties
stringclasses 1
value | Attended_Appointments_total
int64 7.12M
7.12M
| Attended_Appointments_age_bands
stringclasses 1
value | Attended_Appointments_specialties
stringclasses 1
value | DNA_Appointments_total
int64 557k
557k
| DNA_Appointments_age_bands
stringclasses 1
value | DNA_Appointments_specialties
stringclasses 1
value | First_Attendance_total
int64 2.32M
2.32M
| First_Attendance_age_bands
stringclasses 1
value | First_Attendance_specialties
stringclasses 1
value | Follow_Up_Attendance_total
int64 4.8M
4.8M
| Follow_Up_Attendance_age_bands
stringclasses 1
value | Follow_Up_Attendance_specialties
stringclasses 1
value |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
DEC23 | 1,672,917 | "[{'age_band': '01. 0 - 4', 'FCE': 111900}, {'age_band': '02. 5 - 9', 'FCE': 24327}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE': 6924.0},(...TRUNCATED) | 725,873 | "[{'age_band': '01. 0 - 4', 'FCEs_With_Procedure': 18858}, {'age_band': '02. 5 - 9', 'FCEs_With_Proc(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCEs_With_Proc(...TRUNCATED) | 1,095,635 | "[{'age_band': '01. 0 - 4', 'Ordinary_Admission_Episodes': 103712}, {'age_band': '02. 5 - 9', 'Ordin(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Ordinary_Admis(...TRUNCATED) | 577,282 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_CASES': 8188}, {'age_band': '02. 5 - 9', 'FCE_DAY_CASES': 8756}(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_CASES'(...TRUNCATED) | 448,743 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_WITH_PROCEDURE': 5317}, {'age_band': '02. 5 - 9', 'FCE_DAY_WITH(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_WITH_P(...TRUNCATED) | 1,359,894 | "[{'age_band': '01. 0 - 4', 'FAE': 104397}, {'age_band': '02. 5 - 9', 'FAE': 23237}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FAE': 5800.0},(...TRUNCATED) | 541,062 | "[{'age_band': '01. 0 - 4', 'EMERGENCY': 46161}, {'age_band': '02. 5 - 9', 'EMERGENCY': 12682}, {'ag(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'EMERGENCY': 17(...TRUNCATED) | 9,429,710 | "[{'age_band': '01. 0 - 4', 'Total_Appointments': 305790}, {'age_band': '02. 5 - 9', 'Total_Appointm(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Total_Appointm(...TRUNCATED) | 7,121,759 | "[{'age_band': '01. 0 - 4', 'Attended_Appointments': 226792}, {'age_band': '02. 5 - 9', 'Attended_Ap(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Attended_Appoi(...TRUNCATED) | 557,483 | "[{'age_band': '01. 0 - 4', 'DNA_Appointments': 24425}, {'age_band': '02. 5 - 9', 'DNA_Appointments'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'DNA_Appointmen(...TRUNCATED) | 2,323,951 | "[{'age_band': '01. 0 - 4', 'First_Attendance': 97050}, {'age_band': '02. 5 - 9', 'First_Attendance'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'First_Attendan(...TRUNCATED) | 4,797,595 | "[{'age_band': '01. 0 - 4', 'Follow_Up_Attendance': 129735}, {'age_band': '02. 5 - 9', 'Follow_Up_At(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Follow_Up_Atte(...TRUNCATED) |
NOV23 | 1,672,917 | "[{'age_band': '01. 0 - 4', 'FCE': 111900}, {'age_band': '02. 5 - 9', 'FCE': 24327}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE': 6924.0},(...TRUNCATED) | 725,873 | "[{'age_band': '01. 0 - 4', 'FCEs_With_Procedure': 18858}, {'age_band': '02. 5 - 9', 'FCEs_With_Proc(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCEs_With_Proc(...TRUNCATED) | 1,095,635 | "[{'age_band': '01. 0 - 4', 'Ordinary_Admission_Episodes': 103712}, {'age_band': '02. 5 - 9', 'Ordin(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Ordinary_Admis(...TRUNCATED) | 577,282 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_CASES': 8188}, {'age_band': '02. 5 - 9', 'FCE_DAY_CASES': 8756}(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_CASES'(...TRUNCATED) | 448,743 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_WITH_PROCEDURE': 5317}, {'age_band': '02. 5 - 9', 'FCE_DAY_WITH(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_WITH_P(...TRUNCATED) | 1,359,894 | "[{'age_band': '01. 0 - 4', 'FAE': 104397}, {'age_band': '02. 5 - 9', 'FAE': 23237}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FAE': 5800.0},(...TRUNCATED) | 541,062 | "[{'age_band': '01. 0 - 4', 'EMERGENCY': 46161}, {'age_band': '02. 5 - 9', 'EMERGENCY': 12682}, {'ag(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'EMERGENCY': 17(...TRUNCATED) | 9,429,710 | "[{'age_band': '01. 0 - 4', 'Total_Appointments': 305790}, {'age_band': '02. 5 - 9', 'Total_Appointm(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Total_Appointm(...TRUNCATED) | 7,121,759 | "[{'age_band': '01. 0 - 4', 'Attended_Appointments': 226792}, {'age_band': '02. 5 - 9', 'Attended_Ap(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Attended_Appoi(...TRUNCATED) | 557,483 | "[{'age_band': '01. 0 - 4', 'DNA_Appointments': 24425}, {'age_band': '02. 5 - 9', 'DNA_Appointments'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'DNA_Appointmen(...TRUNCATED) | 2,323,951 | "[{'age_band': '01. 0 - 4', 'First_Attendance': 97050}, {'age_band': '02. 5 - 9', 'First_Attendance'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'First_Attendan(...TRUNCATED) | 4,797,595 | "[{'age_band': '01. 0 - 4', 'Follow_Up_Attendance': 129735}, {'age_band': '02. 5 - 9', 'Follow_Up_At(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Follow_Up_Atte(...TRUNCATED) |
OCT23 | 1,672,917 | "[{'age_band': '01. 0 - 4', 'FCE': 111900}, {'age_band': '02. 5 - 9', 'FCE': 24327}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE': 6924.0},(...TRUNCATED) | 725,873 | "[{'age_band': '01. 0 - 4', 'FCEs_With_Procedure': 18858}, {'age_band': '02. 5 - 9', 'FCEs_With_Proc(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCEs_With_Proc(...TRUNCATED) | 1,095,635 | "[{'age_band': '01. 0 - 4', 'Ordinary_Admission_Episodes': 103712}, {'age_band': '02. 5 - 9', 'Ordin(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Ordinary_Admis(...TRUNCATED) | 577,282 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_CASES': 8188}, {'age_band': '02. 5 - 9', 'FCE_DAY_CASES': 8756}(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_CASES'(...TRUNCATED) | 448,743 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_WITH_PROCEDURE': 5317}, {'age_band': '02. 5 - 9', 'FCE_DAY_WITH(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_WITH_P(...TRUNCATED) | 1,359,894 | "[{'age_band': '01. 0 - 4', 'FAE': 104397}, {'age_band': '02. 5 - 9', 'FAE': 23237}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FAE': 5800.0},(...TRUNCATED) | 541,062 | "[{'age_band': '01. 0 - 4', 'EMERGENCY': 46161}, {'age_band': '02. 5 - 9', 'EMERGENCY': 12682}, {'ag(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'EMERGENCY': 17(...TRUNCATED) | 9,429,710 | "[{'age_band': '01. 0 - 4', 'Total_Appointments': 305790}, {'age_band': '02. 5 - 9', 'Total_Appointm(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Total_Appointm(...TRUNCATED) | 7,121,759 | "[{'age_band': '01. 0 - 4', 'Attended_Appointments': 226792}, {'age_band': '02. 5 - 9', 'Attended_Ap(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Attended_Appoi(...TRUNCATED) | 557,483 | "[{'age_band': '01. 0 - 4', 'DNA_Appointments': 24425}, {'age_band': '02. 5 - 9', 'DNA_Appointments'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'DNA_Appointmen(...TRUNCATED) | 2,323,951 | "[{'age_band': '01. 0 - 4', 'First_Attendance': 97050}, {'age_band': '02. 5 - 9', 'First_Attendance'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'First_Attendan(...TRUNCATED) | 4,797,595 | "[{'age_band': '01. 0 - 4', 'Follow_Up_Attendance': 129735}, {'age_band': '02. 5 - 9', 'Follow_Up_At(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Follow_Up_Atte(...TRUNCATED) |
SEP23 | 1,672,917 | "[{'age_band': '01. 0 - 4', 'FCE': 111900}, {'age_band': '02. 5 - 9', 'FCE': 24327}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE': 6924.0},(...TRUNCATED) | 725,873 | "[{'age_band': '01. 0 - 4', 'FCEs_With_Procedure': 18858}, {'age_band': '02. 5 - 9', 'FCEs_With_Proc(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCEs_With_Proc(...TRUNCATED) | 1,095,635 | "[{'age_band': '01. 0 - 4', 'Ordinary_Admission_Episodes': 103712}, {'age_band': '02. 5 - 9', 'Ordin(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Ordinary_Admis(...TRUNCATED) | 577,282 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_CASES': 8188}, {'age_band': '02. 5 - 9', 'FCE_DAY_CASES': 8756}(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_CASES'(...TRUNCATED) | 448,743 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_WITH_PROCEDURE': 5317}, {'age_band': '02. 5 - 9', 'FCE_DAY_WITH(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_WITH_P(...TRUNCATED) | 1,359,894 | "[{'age_band': '01. 0 - 4', 'FAE': 104397}, {'age_band': '02. 5 - 9', 'FAE': 23237}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FAE': 5800.0},(...TRUNCATED) | 541,062 | "[{'age_band': '01. 0 - 4', 'EMERGENCY': 46161}, {'age_band': '02. 5 - 9', 'EMERGENCY': 12682}, {'ag(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'EMERGENCY': 17(...TRUNCATED) | 9,429,710 | "[{'age_band': '01. 0 - 4', 'Total_Appointments': 305790}, {'age_band': '02. 5 - 9', 'Total_Appointm(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Total_Appointm(...TRUNCATED) | 7,121,759 | "[{'age_band': '01. 0 - 4', 'Attended_Appointments': 226792}, {'age_band': '02. 5 - 9', 'Attended_Ap(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Attended_Appoi(...TRUNCATED) | 557,483 | "[{'age_band': '01. 0 - 4', 'DNA_Appointments': 24425}, {'age_band': '02. 5 - 9', 'DNA_Appointments'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'DNA_Appointmen(...TRUNCATED) | 2,323,951 | "[{'age_band': '01. 0 - 4', 'First_Attendance': 97050}, {'age_band': '02. 5 - 9', 'First_Attendance'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'First_Attendan(...TRUNCATED) | 4,797,595 | "[{'age_band': '01. 0 - 4', 'Follow_Up_Attendance': 129735}, {'age_band': '02. 5 - 9', 'Follow_Up_At(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Follow_Up_Atte(...TRUNCATED) |
AUG23 | 1,672,917 | "[{'age_band': '01. 0 - 4', 'FCE': 111900}, {'age_band': '02. 5 - 9', 'FCE': 24327}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE': 6924.0},(...TRUNCATED) | 725,873 | "[{'age_band': '01. 0 - 4', 'FCEs_With_Procedure': 18858}, {'age_band': '02. 5 - 9', 'FCEs_With_Proc(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCEs_With_Proc(...TRUNCATED) | 1,095,635 | "[{'age_band': '01. 0 - 4', 'Ordinary_Admission_Episodes': 103712}, {'age_band': '02. 5 - 9', 'Ordin(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Ordinary_Admis(...TRUNCATED) | 577,282 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_CASES': 8188}, {'age_band': '02. 5 - 9', 'FCE_DAY_CASES': 8756}(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_CASES'(...TRUNCATED) | 448,743 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_WITH_PROCEDURE': 5317}, {'age_band': '02. 5 - 9', 'FCE_DAY_WITH(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_WITH_P(...TRUNCATED) | 1,359,894 | "[{'age_band': '01. 0 - 4', 'FAE': 104397}, {'age_band': '02. 5 - 9', 'FAE': 23237}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FAE': 5800.0},(...TRUNCATED) | 541,062 | "[{'age_band': '01. 0 - 4', 'EMERGENCY': 46161}, {'age_band': '02. 5 - 9', 'EMERGENCY': 12682}, {'ag(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'EMERGENCY': 17(...TRUNCATED) | 9,429,710 | "[{'age_band': '01. 0 - 4', 'Total_Appointments': 305790}, {'age_band': '02. 5 - 9', 'Total_Appointm(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Total_Appointm(...TRUNCATED) | 7,121,759 | "[{'age_band': '01. 0 - 4', 'Attended_Appointments': 226792}, {'age_band': '02. 5 - 9', 'Attended_Ap(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Attended_Appoi(...TRUNCATED) | 557,483 | "[{'age_band': '01. 0 - 4', 'DNA_Appointments': 24425}, {'age_band': '02. 5 - 9', 'DNA_Appointments'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'DNA_Appointmen(...TRUNCATED) | 2,323,951 | "[{'age_band': '01. 0 - 4', 'First_Attendance': 97050}, {'age_band': '02. 5 - 9', 'First_Attendance'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'First_Attendan(...TRUNCATED) | 4,797,595 | "[{'age_band': '01. 0 - 4', 'Follow_Up_Attendance': 129735}, {'age_band': '02. 5 - 9', 'Follow_Up_At(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Follow_Up_Atte(...TRUNCATED) |
JUL23 | 1,672,917 | "[{'age_band': '01. 0 - 4', 'FCE': 111900}, {'age_band': '02. 5 - 9', 'FCE': 24327}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE': 6924.0},(...TRUNCATED) | 725,873 | "[{'age_band': '01. 0 - 4', 'FCEs_With_Procedure': 18858}, {'age_band': '02. 5 - 9', 'FCEs_With_Proc(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCEs_With_Proc(...TRUNCATED) | 1,095,635 | "[{'age_band': '01. 0 - 4', 'Ordinary_Admission_Episodes': 103712}, {'age_band': '02. 5 - 9', 'Ordin(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Ordinary_Admis(...TRUNCATED) | 577,282 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_CASES': 8188}, {'age_band': '02. 5 - 9', 'FCE_DAY_CASES': 8756}(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_CASES'(...TRUNCATED) | 448,743 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_WITH_PROCEDURE': 5317}, {'age_band': '02. 5 - 9', 'FCE_DAY_WITH(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_WITH_P(...TRUNCATED) | 1,359,894 | "[{'age_band': '01. 0 - 4', 'FAE': 104397}, {'age_band': '02. 5 - 9', 'FAE': 23237}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FAE': 5800.0},(...TRUNCATED) | 541,062 | "[{'age_band': '01. 0 - 4', 'EMERGENCY': 46161}, {'age_band': '02. 5 - 9', 'EMERGENCY': 12682}, {'ag(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'EMERGENCY': 17(...TRUNCATED) | 9,429,710 | "[{'age_band': '01. 0 - 4', 'Total_Appointments': 305790}, {'age_band': '02. 5 - 9', 'Total_Appointm(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Total_Appointm(...TRUNCATED) | 7,121,759 | "[{'age_band': '01. 0 - 4', 'Attended_Appointments': 226792}, {'age_band': '02. 5 - 9', 'Attended_Ap(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Attended_Appoi(...TRUNCATED) | 557,483 | "[{'age_band': '01. 0 - 4', 'DNA_Appointments': 24425}, {'age_band': '02. 5 - 9', 'DNA_Appointments'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'DNA_Appointmen(...TRUNCATED) | 2,323,951 | "[{'age_band': '01. 0 - 4', 'First_Attendance': 97050}, {'age_band': '02. 5 - 9', 'First_Attendance'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'First_Attendan(...TRUNCATED) | 4,797,595 | "[{'age_band': '01. 0 - 4', 'Follow_Up_Attendance': 129735}, {'age_band': '02. 5 - 9', 'Follow_Up_At(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Follow_Up_Atte(...TRUNCATED) |
JUN23 | 1,672,917 | "[{'age_band': '01. 0 - 4', 'FCE': 111900}, {'age_band': '02. 5 - 9', 'FCE': 24327}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE': 6924.0},(...TRUNCATED) | 725,873 | "[{'age_band': '01. 0 - 4', 'FCEs_With_Procedure': 18858}, {'age_band': '02. 5 - 9', 'FCEs_With_Proc(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCEs_With_Proc(...TRUNCATED) | 1,095,635 | "[{'age_band': '01. 0 - 4', 'Ordinary_Admission_Episodes': 103712}, {'age_band': '02. 5 - 9', 'Ordin(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Ordinary_Admis(...TRUNCATED) | 577,282 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_CASES': 8188}, {'age_band': '02. 5 - 9', 'FCE_DAY_CASES': 8756}(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_CASES'(...TRUNCATED) | 448,743 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_WITH_PROCEDURE': 5317}, {'age_band': '02. 5 - 9', 'FCE_DAY_WITH(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_WITH_P(...TRUNCATED) | 1,359,894 | "[{'age_band': '01. 0 - 4', 'FAE': 104397}, {'age_band': '02. 5 - 9', 'FAE': 23237}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FAE': 5800.0},(...TRUNCATED) | 541,062 | "[{'age_band': '01. 0 - 4', 'EMERGENCY': 46161}, {'age_band': '02. 5 - 9', 'EMERGENCY': 12682}, {'ag(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'EMERGENCY': 17(...TRUNCATED) | 9,429,710 | "[{'age_band': '01. 0 - 4', 'Total_Appointments': 305790}, {'age_band': '02. 5 - 9', 'Total_Appointm(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Total_Appointm(...TRUNCATED) | 7,121,759 | "[{'age_band': '01. 0 - 4', 'Attended_Appointments': 226792}, {'age_band': '02. 5 - 9', 'Attended_Ap(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Attended_Appoi(...TRUNCATED) | 557,483 | "[{'age_band': '01. 0 - 4', 'DNA_Appointments': 24425}, {'age_band': '02. 5 - 9', 'DNA_Appointments'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'DNA_Appointmen(...TRUNCATED) | 2,323,951 | "[{'age_band': '01. 0 - 4', 'First_Attendance': 97050}, {'age_band': '02. 5 - 9', 'First_Attendance'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'First_Attendan(...TRUNCATED) | 4,797,595 | "[{'age_band': '01. 0 - 4', 'Follow_Up_Attendance': 129735}, {'age_band': '02. 5 - 9', 'Follow_Up_At(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Follow_Up_Atte(...TRUNCATED) |
MAY23 | 1,672,917 | "[{'age_band': '01. 0 - 4', 'FCE': 111900}, {'age_band': '02. 5 - 9', 'FCE': 24327}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE': 6924.0},(...TRUNCATED) | 725,873 | "[{'age_band': '01. 0 - 4', 'FCEs_With_Procedure': 18858}, {'age_band': '02. 5 - 9', 'FCEs_With_Proc(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCEs_With_Proc(...TRUNCATED) | 1,095,635 | "[{'age_band': '01. 0 - 4', 'Ordinary_Admission_Episodes': 103712}, {'age_band': '02. 5 - 9', 'Ordin(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Ordinary_Admis(...TRUNCATED) | 577,282 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_CASES': 8188}, {'age_band': '02. 5 - 9', 'FCE_DAY_CASES': 8756}(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_CASES'(...TRUNCATED) | 448,743 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_WITH_PROCEDURE': 5317}, {'age_band': '02. 5 - 9', 'FCE_DAY_WITH(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_WITH_P(...TRUNCATED) | 1,359,894 | "[{'age_band': '01. 0 - 4', 'FAE': 104397}, {'age_band': '02. 5 - 9', 'FAE': 23237}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FAE': 5800.0},(...TRUNCATED) | 541,062 | "[{'age_band': '01. 0 - 4', 'EMERGENCY': 46161}, {'age_band': '02. 5 - 9', 'EMERGENCY': 12682}, {'ag(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'EMERGENCY': 17(...TRUNCATED) | 9,429,710 | "[{'age_band': '01. 0 - 4', 'Total_Appointments': 305790}, {'age_band': '02. 5 - 9', 'Total_Appointm(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Total_Appointm(...TRUNCATED) | 7,121,759 | "[{'age_band': '01. 0 - 4', 'Attended_Appointments': 226792}, {'age_band': '02. 5 - 9', 'Attended_Ap(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Attended_Appoi(...TRUNCATED) | 557,483 | "[{'age_band': '01. 0 - 4', 'DNA_Appointments': 24425}, {'age_band': '02. 5 - 9', 'DNA_Appointments'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'DNA_Appointmen(...TRUNCATED) | 2,323,951 | "[{'age_band': '01. 0 - 4', 'First_Attendance': 97050}, {'age_band': '02. 5 - 9', 'First_Attendance'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'First_Attendan(...TRUNCATED) | 4,797,595 | "[{'age_band': '01. 0 - 4', 'Follow_Up_Attendance': 129735}, {'age_band': '02. 5 - 9', 'Follow_Up_At(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Follow_Up_Atte(...TRUNCATED) |
APR23 | 1,672,917 | "[{'age_band': '01. 0 - 4', 'FCE': 111900}, {'age_band': '02. 5 - 9', 'FCE': 24327}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE': 6924.0},(...TRUNCATED) | 725,873 | "[{'age_band': '01. 0 - 4', 'FCEs_With_Procedure': 18858}, {'age_band': '02. 5 - 9', 'FCEs_With_Proc(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCEs_With_Proc(...TRUNCATED) | 1,095,635 | "[{'age_band': '01. 0 - 4', 'Ordinary_Admission_Episodes': 103712}, {'age_band': '02. 5 - 9', 'Ordin(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Ordinary_Admis(...TRUNCATED) | 577,282 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_CASES': 8188}, {'age_band': '02. 5 - 9', 'FCE_DAY_CASES': 8756}(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_CASES'(...TRUNCATED) | 448,743 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_WITH_PROCEDURE': 5317}, {'age_band': '02. 5 - 9', 'FCE_DAY_WITH(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_WITH_P(...TRUNCATED) | 1,359,894 | "[{'age_band': '01. 0 - 4', 'FAE': 104397}, {'age_band': '02. 5 - 9', 'FAE': 23237}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FAE': 5800.0},(...TRUNCATED) | 541,062 | "[{'age_band': '01. 0 - 4', 'EMERGENCY': 46161}, {'age_band': '02. 5 - 9', 'EMERGENCY': 12682}, {'ag(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'EMERGENCY': 17(...TRUNCATED) | 9,429,710 | "[{'age_band': '01. 0 - 4', 'Total_Appointments': 305790}, {'age_band': '02. 5 - 9', 'Total_Appointm(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Total_Appointm(...TRUNCATED) | 7,121,759 | "[{'age_band': '01. 0 - 4', 'Attended_Appointments': 226792}, {'age_band': '02. 5 - 9', 'Attended_Ap(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Attended_Appoi(...TRUNCATED) | 557,483 | "[{'age_band': '01. 0 - 4', 'DNA_Appointments': 24425}, {'age_band': '02. 5 - 9', 'DNA_Appointments'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'DNA_Appointmen(...TRUNCATED) | 2,323,951 | "[{'age_band': '01. 0 - 4', 'First_Attendance': 97050}, {'age_band': '02. 5 - 9', 'First_Attendance'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'First_Attendan(...TRUNCATED) | 4,797,595 | "[{'age_band': '01. 0 - 4', 'Follow_Up_Attendance': 129735}, {'age_band': '02. 5 - 9', 'Follow_Up_At(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Follow_Up_Atte(...TRUNCATED) |
MAR23 | 1,672,917 | "[{'age_band': '01. 0 - 4', 'FCE': 111900}, {'age_band': '02. 5 - 9', 'FCE': 24327}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE': 6924.0},(...TRUNCATED) | 725,873 | "[{'age_band': '01. 0 - 4', 'FCEs_With_Procedure': 18858}, {'age_band': '02. 5 - 9', 'FCEs_With_Proc(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCEs_With_Proc(...TRUNCATED) | 1,095,635 | "[{'age_band': '01. 0 - 4', 'Ordinary_Admission_Episodes': 103712}, {'age_band': '02. 5 - 9', 'Ordin(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Ordinary_Admis(...TRUNCATED) | 577,282 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_CASES': 8188}, {'age_band': '02. 5 - 9', 'FCE_DAY_CASES': 8756}(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_CASES'(...TRUNCATED) | 448,743 | "[{'age_band': '01. 0 - 4', 'FCE_DAY_WITH_PROCEDURE': 5317}, {'age_band': '02. 5 - 9', 'FCE_DAY_WITH(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FCE_DAY_WITH_P(...TRUNCATED) | 1,359,894 | "[{'age_band': '01. 0 - 4', 'FAE': 104397}, {'age_band': '02. 5 - 9', 'FAE': 23237}, {'age_band': '0(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'FAE': 5800.0},(...TRUNCATED) | 541,062 | "[{'age_band': '01. 0 - 4', 'EMERGENCY': 46161}, {'age_band': '02. 5 - 9', 'EMERGENCY': 12682}, {'ag(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'EMERGENCY': 17(...TRUNCATED) | 9,429,710 | "[{'age_band': '01. 0 - 4', 'Total_Appointments': 305790}, {'age_band': '02. 5 - 9', 'Total_Appointm(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Total_Appointm(...TRUNCATED) | 7,121,759 | "[{'age_band': '01. 0 - 4', 'Attended_Appointments': 226792}, {'age_band': '02. 5 - 9', 'Attended_Ap(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Attended_Appoi(...TRUNCATED) | 557,483 | "[{'age_band': '01. 0 - 4', 'DNA_Appointments': 24425}, {'age_band': '02. 5 - 9', 'DNA_Appointments'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'DNA_Appointmen(...TRUNCATED) | 2,323,951 | "[{'age_band': '01. 0 - 4', 'First_Attendance': 97050}, {'age_band': '02. 5 - 9', 'First_Attendance'(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'First_Attendan(...TRUNCATED) | 4,797,595 | "[{'age_band': '01. 0 - 4', 'Follow_Up_Attendance': 129735}, {'age_band': '02. 5 - 9', 'Follow_Up_At(...TRUNCATED) | "[{'treatment_specialty_code': '&', 'treatement_specialty_description': 'Not Known', 'Follow_Up_Atte(...TRUNCATED) |
Dataset Card for NHS_HES Data
This dataset consists of data taken from three CSV files containing Hospital Episode Statistics (HES) for Admitted Patient Care and Outpatient Data supplied by National Health Services (NHS) England from 2018 - 2023.
Dataset Details
Dataset Description
The data includes monthly counts from hospital visits and admissions of different types in England for April 2018 to December 2023. The data includes both total counts for every category of visit/appointment considered as well as a breakdown of those visits/admissions by treatment specialty and age-group.
Dataset Sources [optional]
More information and the original CSV files can be found at: https://digital.nhs.uk/data-and-information/publications/statistical/provisional-monthly-hospital-episode-statistics-for-admitted-patient-care-outpatient-and-accident-and-emergency-data/april-2023---december-2023.
Incorporated CSVs are: 'Provisional Monthly Hospital Episode Statistics for Admitted Patient Care and Outpatients, December 2023: Open Data - Totals', 'Provisional Monthly Hospital Episode Statistics for Admitted Patient Care and Outpatients, December 2023: Open Data - Treatment Specialties' 'Provisional Monthly Hospital Episode Statistics for Admitted Patient Care and Outpatients, December 2023: Open Data - Age Groups'
Uses
The linked Google Colab file shows one possible use for a subset of this data: examining the pattern in hospital admissions episodes before, during, and after the COVID-19 pandemic and analysing whether there is a seasonal trend in those admissions and whether or not that changed during the pandemic. Ex.) https://colab.research.google.com/drive/1u7jNC-CFnoVBCCDnNUIEM7zmt9nJLmF2?usp=sharing
Direct Use
[More Information Needed]
Out-of-Scope Use
[More Information Needed]
Dataset Structure
The dataset is a csv that is 69*73. Each row contains the data for a single month from April 2018 to December 2023. The columns contain data on each of the variables counts were collected for (e.g. Finished Consultant Episodes, Finished Consultant Episodes with Procedure) split into the three original datasets, with separate columns for the total counts, the age bands, and the specialties. Within these columns, there are lists of dictionaries containing the data.
[More Information Needed]
Dataset Creation
Curation Rationale
[More Information Needed]
Source Data
Data Collection and Processing
[More Information Needed]
Who are the source data producers?
[More Information Needed]
Personal and Sensitive Information
While this data is related to healthcare, the units of interest are the months, rather than individual patients, so patient privacy is not an issue here. There are also no identifiable features of the patients themselves, and the data was originally released by the NHS for public use.
[More Information Needed]
Bias, Risks, and Limitations
[More Information Needed]
Recommendations
Users should be made aware of the risks, biases, and limitations of the dataset. More information is needed for further recommendations.
Dataset Card Contact
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