050-medical_procedures

Medical procedures

The Human Phenotype Project study gathers medical data through online surveys where participants self-report their use of medical procedures. This approach relies on individuals to communicate their experiences with medical interventions. Accurate and comprehensive information about the utilization of these procedures is crucial for grasping their actual effects on personal health.

Data availability:

During the registration phase of the study, participants are required to provide details about their medical procedures in the Initial Medical Survey. Further data is then gathered in the Follow-up Medical Survey when participants return for subsequent visits.

The information is stored in 2 parquets file: initial_medical.parquet, follow_up_medical.parquet

from pheno_utils import PhenoLoader

pl = PhenoLoader('medical_procedures')
pl

PhenoLoader for medical_procedures with
95 fields
3 tables: ['initial_medical', 'follow_up_medical', 'age_sex']

Data dictionary

pl.dict

	folder_id	feature_set	field_string	relative_location	bulk_file_extension	bulk_dictionary	description_string	field_type	array	stability	units	sampling_rate	strata	sexed	debut	completed	pandas_dtype	data_coding
tabular_field_name
collection_timestamp	50	initial_medical	Collection timestamp	medical_procedures/initial_medical.parquet	NaN	NaN	Timestamp of measurements collection	Datetime	Single	Accruing	Time	NaN	Collection time	Both sexes	2/26/2020	NaN	datetime64[ns, Asia/Jerusalem]	NaN
collection_date	50	initial_medical	Collection date	medical_procedures/initial_medical.parquet	NaN	NaN	Date of measurments collection	Date	Single	Accruing	Time	NaN	Collection time	Both sexes	2/26/2020	NaN	datetime64[ns]	NaN
timezone	50	initial_medical	Timezone	medical_procedures/initial_medical.parquet	NaN	NaN	Timezone of the measurments	Categorical (single)	Single	Accruing	NaN	NaN	Collection time	Both sexes	2/26/2020	NaN	category	NaN
fertility_treatment_final_year	50	initial_medical	Fertility treatment final year	medical_procedures/initial_medical.parquet	NaN	NaN	Fertility treatment final year	Continuous	Single	Accruing	NaN	NaN	Primary	Females only	2/26/2020	NaN	int	NaN
invasive_procedure	50	initial_medical	Invasive procedure	medical_procedures/initial_medical.parquet	NaN	NaN	Have you previously undergone surgery or an in...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	21
invasive_procedure_type	50	initial_medical	Invasive procedure type	medical_procedures/initial_medical.parquet	NaN	NaN	Please select from the following list of invas...	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	050_01
total_or_partial_thyroidectomy_year	50	initial_medical	Total or partial thyroidectomy year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo a full or partial re...	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
appendectomy_year	50	initial_medical	Appendectomy year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo appendix resection (...	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
cholecystectomy_year	50	initial_medical	Cholecystectomy year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo gallbladder resecti...	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
plastic_surgery_year_of_diagnosis	50	initial_medical	Plastic surgery year of diagnosis	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo plastic surgery?	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
FESS_year	50	initial_medical	FESS year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo sinus surgery?	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
tonsillectomy_year	50	initial_medical	Tonsillectomy year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo tonsils removal (Ton...	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
adenoidectomy_year	50	initial_medical	Adenoidectomy year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo adenoidectomy?	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
cataract_year	50	initial_medical	Cataract year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo cataract surgery?	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
prostatectomy_year	50	initial_medical	Prostatectomy year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo prostate resection?	Continuous	Single	Accruing	NaN	NaN	Primary	Males only	2/26/2020	NaN	int	NaN
hysterectomy_year	50	initial_medical	Hysterectomy year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo a hysterectomy?	Continuous	Single	Accruing	NaN	NaN	Primary	Females only	2/26/2020	NaN	int	NaN
oophorectomy_year	50	initial_medical	Oophorectomy year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you go through ovaries removal (...	Continuous	Single	Accruing	NaN	NaN	Primary	Females only	2/26/2020	NaN	int	NaN
myomectomy_year	50	initial_medical	Myomectomy year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo removal of uterine f...	Continuous	Single	Accruing	NaN	NaN	Primary	Females only	2/26/2020	NaN	int	NaN
endometriosis_surgery_year	50	initial_medical	Endometriosis surgery year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo gynecological surger...	Continuous	Single	Accruing	NaN	NaN	Primary	Females only	2/26/2020	NaN	int	NaN
conization_of_cervix_year	50	initial_medical	Conization of cervix year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo a cone biopsy (coniz...	Continuous	Single	Accruing	NaN	NaN	Primary	Females only	2/26/2020	NaN	int	NaN
trauma_related_surgery_year	50	initial_medical	Trauma related surgery year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo surgeries following ...	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
orthopedic_surgery_year	50	initial_medical	Orthopedic surgery year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo an orthopedic surger...	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
splenectomy_year	50	initial_medical	Splenectomy year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo a spleen removal (sp...	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
BCC_or_SCC_resection_year	50	initial_medical	BCC or SCC resection year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo basal or squamous ce...	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
meningioma_resection_year	50	initial_medical	Meningioma resection year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo meningioma removal s...	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
cesarean_section_year	50	initial_medical	Cesarean section year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo cesarean section?	Continuous	Single	Accruing	NaN	NaN	Primary	Females only	2/26/2020	NaN	int	NaN
varicocele_or_hydrocele_repair_year	50	initial_medical	Varicocele or hydrocele repair year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo surgical repair of v...	Continuous	Single	Accruing	NaN	NaN	Primary	Males only	2/26/2020	NaN	int	NaN
nephrectomy_year	50	initial_medical	Nephrectomy year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo kidney removal (neph...	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
ablation_of_atrial_fibrillation_or_flutter_year	50	initial_medical	Ablation of atrial fibrillation or flutter year	medical_procedures/initial_medical.parquet	NaN	NaN	What year did you undergo ablation procedure f...	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
hospitalization_this_year	50	initial_medical	Hospitalization this year	medical_procedures/initial_medical.parquet	NaN	NaN	Have you been hospitalized during the past year?	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	7
number_of_hospitalization_this_year	50	initial_medical	Number of hospitalization this year	medical_procedures/initial_medical.parquet	NaN	NaN	Please specify how many times have you been ho...	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	050_03
triple_antibiotic_treatment_yn	50	initial_medical	Triple antibiotic treatment	medical_procedures/initial_medical.parquet	NaN	NaN	Did you get antibiotic Triple Therapy to eradi...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	21
mole_biopsy_yn	50	initial_medical	Mole biopsy	medical_procedures/initial_medical.parquet	NaN	NaN	Was a biopsy taken from a skin mole in the past?	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	21
borderline_or_malignant_yn	50	initial_medical	Borderline or malignant	medical_procedures/initial_medical.parquet	NaN	NaN	Was the lesion diagnosed as malignant or exhib...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	21
performed_tests	50	initial_medical	Performed tests	medical_procedures/initial_medical.parquet	NaN	NaN	Did you perform any of the following tests	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	050_02
resting_echo_results	50	initial_medical	Resting echocardiography results	medical_procedures/initial_medical.parquet	NaN	NaN	Resting Echocardiogram results	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	050_04
stress_echo_results	50	initial_medical	Stress echocardiography results	medical_procedures/initial_medical.parquet	NaN	NaN	Stress echocardiogram results	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	050_04
ergometric_stress_testing_results	50	initial_medical	Ergometric stress testing results	medical_procedures/initial_medical.parquet	NaN	NaN	Stress test (ergometry) results	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	050_04
myocardial_perfusion_imaging_results	50	initial_medical	Myocardial perfusion imaging results	medical_procedures/initial_medical.parquet	NaN	NaN	Myocardial perfusion imaging scan results	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	050_04
cardiac_catheterization_results	50	initial_medical	Cardiac catheterization results	medical_procedures/initial_medical.parquet	NaN	NaN	Cardiac catheterisation and coronary angiograp...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	050_04
carotid_ultrasound_results	50	initial_medical	Carotid ultrasound results	medical_procedures/initial_medical.parquet	NaN	NaN	Carotid artery Doppler ultrasound results	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	050_04
ct_cd_results	50	initial_medical	Cardiac ct results	medical_procedures/initial_medical.parquet	NaN	NaN	Cardiac CT Angiography results	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	050_04
cardiac_MRI_results	50	initial_medical	Cardiac MRI results	medical_procedures/initial_medical.parquet	NaN	NaN	Cardiac MRI results	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	050_04
spirometry_results	50	initial_medical	Pulmonary function test results	medical_procedures/initial_medical.parquet	NaN	NaN	Pulmonary function test results	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	050_04
fMRI_results	50	initial_medical	Brain imaging (CT or MRI) results	medical_procedures/initial_medical.parquet	NaN	NaN	Brain imaging results (CT, MRI)	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	050_04
polyps_information	50	initial_medical	Polyps information	medical_procedures/initial_medical.parquet	NaN	NaN	Please detail any findings as far as you know	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	050_05
repeat_colonoscopy_years	50	initial_medical	Recommendation to repeat colonoscopy in XXX years	medical_procedures/initial_medical.parquet	NaN	NaN	What is the follow-up frequency (in years) ass...	Integer	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
vaccine_childhood	50	initial_medical	Vaccine childhood	medical_procedures/initial_medical.parquet	NaN	NaN	Vaccines and Sensitations |Does childhood vacc...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	21
vaccine_army	50	initial_medical	Vaccines during recruitment to the army	medical_procedures/initial_medical.parquet	NaN	NaN	Vaccines and Sensitations |Do you vaccines as ...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	21
vaccine_travel	50	initial_medical	Vaccine travel	medical_procedures/initial_medical.parquet	NaN	NaN	Vaccines and Sensitations |Did you receive add...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	21
vaccine_flue	50	initial_medical	Vaccine influenza	medical_procedures/initial_medical.parquet	NaN	NaN	Vaccines and Sensitations |Are you annualy vac...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	21
vaccine_pneumonia	50	initial_medical	Vaccine pneumonia	medical_procedures/initial_medical.parquet	NaN	NaN	Vaccines and Sensitations |Do you vaccinate ag...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	21
vaccine_papilloma	50	initial_medical	Vaccine for papilloma virus	medical_procedures/initial_medical.parquet	NaN	NaN	Vaccines and Sensitations |Do you vaccinate th...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	21
sensitivity_bees	50	initial_medical	Sensitivity bees	medical_procedures/initial_medical.parquet	NaN	NaN	Vaccines and Sensitations |Is there a sensitiv...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	21
epipen_carrying	50	initial_medical	Epipen carrying	medical_procedures/initial_medical.parquet	NaN	NaN	Vaccines and Sensitations |Is Apiphan subject ...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	21
periodontal_diseases_diagnosis	50	initial_medical	Periodontal diseases diagnosis	medical_procedures/initial_medical.parquet	NaN	NaN	Periodontal diseases diagnosis	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	050_06
periodontal_diseases_diagnosis_family	50	initial_medical	Periodontal diseases diagnosis family	medical_procedures/initial_medical.parquet	NaN	NaN	Periodontal diseases diagnosis family	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	050_07
laser_eye_surgery_age	50	initial_medical	Vision correction surgery	medical_procedures/initial_medical.parquet	NaN	NaN	At what age did you undergo vision improvement?	Continuous	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
ritalin	50	initial_medical	Ritalin	medical_procedures/initial_medical.parquet	NaN	NaN	Do you take or previously - Ritalin or its der...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	7
contraception	50	initial_medical	Contraception	medical_procedures/initial_medical.parquet	NaN	NaN	Do you use contraception?	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	7
HRT	50	initial_medical	HRT	medical_procedures/initial_medical.parquet	NaN	NaN	Do you take alternative hormone therapy?	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Females only	2/26/2020	NaN	int	7
uti_treatment_antibiotics	50	initial_medical	Regular antibiotic use or relating to sexual i...	medical_procedures/initial_medical.parquet	NaN	NaN	Does antibiotically treat or around having sex...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	7
fertility_treatment_no_pregnancy	50	initial_medical	Fertility treatment no pregnancy	medical_procedures/initial_medical.parquet	NaN	NaN	Did you undergo fertility treatments that did ...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Females only	2/26/2020	NaN	int	7
fertility_treatments_number	50	initial_medical	Unsuccessful fertility treatment	medical_procedures/initial_medical.parquet	NaN	NaN	Please detail the total number of fertility tr...	Continuous	Single	Accruing	NaN	NaN	Primary	Females only	2/26/2020	NaN	int	NaN
collection_timestamp	50	follow_up_medical	Collection timestamp	medical_procedures/follow_up_medical.parquet	NaN	NaN	Timestamp of measurements collection	Datetime	Single	Accruing	Time	NaN	Collection time	Both sexes	2/26/2020	NaN	datetime64[ns, Asia/Jerusalem]	NaN
collection_date	50	follow_up_medical	Collection date	medical_procedures/follow_up_medical.parquet	NaN	NaN	Date of measurments collection	Date	Single	Accruing	Time	NaN	Collection time	Both sexes	2/26/2020	NaN	datetime64[ns]	NaN
timezone	50	follow_up_medical	Timezone	medical_procedures/follow_up_medical.parquet	NaN	NaN	Timezone of the measurments	Categorical (single)	Single	Accruing	NaN	NaN	Collection time	Both sexes	2/26/2020	NaN	string	NaN
hospitalization_since_recruitment	50	follow_up_medical	TImezone of measurement	medical_procedures/follow_up_medical.parquet	NaN	NaN	Where you hospitalized since you were recruite...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	7
hospitalization_since_recruitment_number	50	follow_up_medical	Where you hospitalized since you were recruite...	medical_procedures/follow_up_medical.parquet	NaN	NaN	How many times	Integer	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	NaN
hospitalization_since_recruitment_reason_1	50	follow_up_medical	How many times	medical_procedures/follow_up_medical.parquet	NaN	NaN	Reason for hospitalization	Text	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	string	NaN
hospitalization_since_recruitment_date_1	50	follow_up_medical	Reason for hospitalization	medical_procedures/follow_up_medical.parquet	NaN	NaN	Date of hospitalization	Date	Single	Accruing	Time	NaN	Primary	Both sexes	2/26/2020	NaN	datetime64[ns, Asia/Jerusalem]	NaN
hospitalization_since_recruitment_reason_2	50	follow_up_medical	Date of hospitalization	medical_procedures/follow_up_medical.parquet	NaN	NaN	Reason for hospitalization	Text	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	string	NaN
hospitalization_since_recruitment_date_2	50	follow_up_medical	Reason for hospitalization	medical_procedures/follow_up_medical.parquet	NaN	NaN	Date of hospitalization	Date	Single	Accruing	Time	NaN	Primary	Both sexes	2/26/2020	NaN	datetime64[ns, Asia/Jerusalem]	NaN
hospitalization_since_recruitment_reason_3	50	follow_up_medical	Date of hospitalization	medical_procedures/follow_up_medical.parquet	NaN	NaN	Reason for hospitalization	Text	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	string	NaN
hospitalization_since_recruitment_date_3	50	follow_up_medical	Reason for hospitalization	medical_procedures/follow_up_medical.parquet	NaN	NaN	Date of hospitalization	Date	Single	Accruing	Time	NaN	Primary	Both sexes	2/26/2020	NaN	datetime64[ns, Asia/Jerusalem]	NaN
hospitalization_since_recruitment_reason_4	50	follow_up_medical	Date of hospitalization	medical_procedures/follow_up_medical.parquet	NaN	NaN	Reason for hospitalization	Text	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	string	NaN
hospitalization_since_recruitment_date_4	50	follow_up_medical	Reason for hospitalization	medical_procedures/follow_up_medical.parquet	NaN	NaN	Date of hospitalization	Date	Single	Accruing	Time	NaN	Primary	Both sexes	2/26/2020	NaN	datetime64[ns, Asia/Jerusalem]	NaN
hospitalization_since_recruitment_reason_5	50	follow_up_medical	Date of hospitalization	medical_procedures/follow_up_medical.parquet	NaN	NaN	Reason for hospitalization	Text	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	string	NaN
hospitalization_since_recruitment_date_5	50	follow_up_medical	Reason for hospitalization	medical_procedures/follow_up_medical.parquet	NaN	NaN	Date of hospitalization	Date	Single	Accruing	Time	NaN	Primary	Both sexes	2/26/2020	NaN	datetime64[ns, Asia/Jerusalem]	NaN
surgery_since_recruitment	50	follow_up_medical	Date of hospitalization	medical_procedures/follow_up_medical.parquet	NaN	NaN	Have you undergone surgery since you were recr...	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	7
eco_heart_past_year	50	follow_up_medical	What surgery	medical_procedures/follow_up_medical.parquet	NaN	NaN	(22)? Have you had one of these tests in the l...	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	046_01
eco_heart_in_effort_past_year	50	follow_up_medical	Stress echocardiogram	medical_procedures/follow_up_medical.parquet	NaN	NaN	(22)? Have you had one of these tests in the l...	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	046_01
ergometry_past_year	50	follow_up_medical	Stress test (ergometry)	medical_procedures/follow_up_medical.parquet	NaN	NaN	(22)? Have you had one of these tests in the l...	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	046_01
heart_mapping_past_year	50	follow_up_medical	Myocardial perfusion imaging	medical_procedures/follow_up_medical.parquet	NaN	NaN	(22)? Have you had one of these tests in the l...	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	046_01
cardiac_catheterization_past_year	50	follow_up_medical	Cardiac Catheterization	medical_procedures/follow_up_medical.parquet	NaN	NaN	(22)? Have you had one of these tests in the l...	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	046_01
doppler_of_the_carotid_arteries_past_year	50	follow_up_medical	Carotid artery Doppler ultrasound	medical_procedures/follow_up_medical.parquet	NaN	NaN	(22)? Have you had one of these tests in the l...	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	046_01
cardiac_ct_past_year	50	follow_up_medical	Cardiac CT	medical_procedures/follow_up_medical.parquet	NaN	NaN	(22)? Have you had one of these tests in the l...	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	046_01
cardica_mri_past_year	50	follow_up_medical	Cardiac MRI	medical_procedures/follow_up_medical.parquet	NaN	NaN	(22)? Have you had one of these tests in the l...	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	046_01
kidney_artery_doppler_past_year	50	follow_up_medical	Renal Doppler [ultrasound]	medical_procedures/follow_up_medical.parquet	NaN	NaN	(22)? Have you had one of these tests in the l...	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	046_01
chest_abdomen_pevlis_head_ct_mri_past_year	50	follow_up_medical	Chest / abdomen / pelvis / head CT / MRI exami...	medical_procedures/follow_up_medical.parquet	NaN	NaN	(22)? Have you had one of these tests in the l...	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	046_01
gender_related_tests_past_year	50	follow_up_medical	gender specific tests + colonoscopy	medical_procedures/follow_up_medical.parquet	NaN	NaN	Have you performed any of the following tests ...	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	046_02
colonoscopy_past_year_result	50	follow_up_medical	Other test performed past year description	medical_procedures/follow_up_medical.parquet	NaN	NaN	Normal colonoscopy	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	100349
mammogram_past_year_result	50	follow_up_medical	Normal colonoscopy	medical_procedures/follow_up_medical.parquet	NaN	NaN	Normal mammogram	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	100349
PSA_test_past_year_result	50	follow_up_medical	Normal mammogram	medical_procedures/follow_up_medical.parquet	NaN	NaN	Normal PSA test	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	100349
PAP_test_past_year_result	50	follow_up_medical	Normal PSA test	medical_procedures/follow_up_medical.parquet	NaN	NaN	Normal PAP test	Categorical (single)	Single	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	int	100349
vaccinations_past_year	50	follow_up_medical	Normal PAP test	medical_procedures/follow_up_medical.parquet	NaN	NaN	Have you been vaccinated in the past year agai...	Categorical (multiple)	Multiple	Accruing	NaN	NaN	Primary	Both sexes	2/26/2020	NaN	object	046_03