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) |
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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
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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
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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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