from pheno_utils import PhenoLoader016-blood_tests
Blood tests dataset
Description
The lab tests in this dataset of the Human Phenotype Project are based on tests performed to participants in the community as part of their regular medical care at their HMO (Health Maintenance Organization). Participants are asked to upload their blood/urine tests done at their HMOs from previous years. These tests range from the very common CBC and chemistry tests, vitamins levels and other laboratory tests.
Introduction
Laboratory (Lab) tests are often used in health care to determine physiological and biochemical states, such as disease, mineral content, pharmaceutical drug effectiveness, and organ function. The lab tests in this data set of the Human Phenotype Project are based on tests performed to participants in the community as part of their regular medical care at their HMO. Following registration and follow-up calls or visits the participants receive an email asking for and providing instructions on how to upload their lab test results. The participants are provided with a list of recommended tests to upload (specified in the list below) and the recommended time window for some tests (last 3 months or from the previous one year). Each participant uploads blood tests that were done throughout the years with their HMO. Upon upload, the file is analyzed based on its format, and all readable tests that can be extracted are uploaded to a PostgreSQL database.
Note that this data is created by the users own volition and the tests are done independent of their visits to the clinical testing center (CTC).
List of recommended tests for upload:
Tests recommended from previous year:
HbA1C%, tota cholesterol, HDL, LDL, Triglycerides. ##### Tests recommended from the last 3 months: Creatinine, Glucose, CBC (WBC, RBC, Hemoglobin, Hematocrite, Platelets, MCV, MCH, MCHC, RDW, Mean Platelet Volume, Neutrophils%, Lymphocytes%, Monocytes%, Eosinophils%, Basophils%) ##### Tests without time recommendation: TSH, CRP, Albumin, Total Protein, Bilirubin, AST-GOT, ALT-GPT, GGT, Alkaline phosphatase, Sodium, Potassium, Chloride, Calcium, Phosphor, Uric acid, B12, Vitamin D, Folic acid and Ferritin.
Measurement protocol
Every blood/urine test has its own measurement protocol. * Some blood tests require the participant itself to act differently prior to the test - whether it’s fasting, drinking concentrated glucose/lactose, sampling urine etc. * The technician has also a large part of the test, by selecting relevant buffers for every one of the tests and have it’s own complete protocol per test. * And the lab - each HMO would have their own storing protocols, measuring with different machines with different sensitivity thresholds and their own standards (usually aligned between different HMO, but not necessarily).
Data availability
The information is stored in 1 parquet file blood_tests.parquet.
Relevant links
pl = PhenoLoader('blood_tests')
plPhenoLoader for blood_tests with
67 fields
2 tables: ['blood_tests', 'age_sex']Data dictionary
pl.dict| folder_id | feature_set | field_string | description_string | relative_location | bulk_dictionary | field_type | data_coding | stability | units | sampling_rate | bulk_file_extension | strata | sexed | array | debut | completed | transformation | list_of_tags | pandas_dtype | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| tabular_field_name | ||||||||||||||||||||
| hmo | 16 | blood_tests | HMO | One of 4 Isreali HMOs | blood_tests/blood_tests.parquet | NaN | Categorical (single) | NaN | Accruing | NaN | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | category |
| collection_date | 16 | blood_tests | Collection date | Collection date | blood_tests/blood_tests.parquet | NaN | Date | NaN | Accruing | NaN | NaN | NaN | Auxiliary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | datetime64[ns] |
| bt__albumin_float_value | 16 | blood_tests | Blood test - Albumin (Numerical) | Albumin | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | g/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__alkaline_phosphatase_float_value | 16 | blood_tests | Blood test - Alkaline Phosphatase (Numerical) | ALKP - Alkaline Phosphatase | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | u/l | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__alt_float_value | 16 | blood_tests | Blood test - ALT (Numerical) | ALT (GPT) - Alanine Aminotransferease | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | u/l | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__ast_float_value | 16 | blood_tests | Blood test - AST (Numerical) | AST (GOT) - Aspartate Aminotransferase | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | u/l | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__basophils_%_float_value | 16 | blood_tests | Blood test - Basophils % (Numerical) | Baso % - Basophils percent | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | % | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__basophils_abs_float_value | 16 | blood_tests | Blood test - Basophils # (Numerical) | Baso # - Basophils absolute | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | k/ul | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__calcium_float_value | 16 | blood_tests | Blood test - Calcium (Numerical) | Ca - Calcium | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__creatinine_float_value | 16 | blood_tests | Blood test - Creatinine (Numerical) | Creatinine | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__direct_bilirubin_categorical_value | 16 | blood_tests | Blood test - Direct Bilirubin (Categorical) | Bilirubin Direct/Conjugated | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | NaN | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | category |
| bt__direct_bilirubin_float_value | 16 | blood_tests | Blood test - Direct Bilirubin (Numerical) | Bilirubin Direct/Conjugated | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__eosinophils_%_float_value | 16 | blood_tests | Blood test - Eosinophils % (Numerical) | Eos % - eosinophils percent | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | % | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__eosinophils_abs_float_value | 16 | blood_tests | Blood test - Eosinophils # (Numerical) | Eos # - eosinophils absolute | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | k/ul | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__estradiol_categorical_value | 16 | blood_tests | Blood test - Estradiol (Categorical) | E2 - Estradiol | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | NaN | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | category |
| bt__estradiol_float_value | 16 | blood_tests | Blood test - Estradiol (Numerical) | E2 - Estradiol | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | pmol/l | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__ferritin_categorical_value | 16 | blood_tests | Blood test - Ferritin (Categorical) | Ferritin | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | NaN | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | category |
| bt__ferritin_float_value | 16 | blood_tests | Blood test - Ferritin (Numerical) | Ferritin | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | ng/ml | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__ggt_float_value | 16 | blood_tests | Blood test - GGT (Numerical) | GGT - gama-Glutamyl Transpeptidase | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | u/l | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__glucose_float_value | 16 | blood_tests | Blood test - Glucose (Numerical) | Glucose | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__hba1c_float_value | 16 | blood_tests | Blood test - HbA1C (Numerical) | HbA1C % | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | % | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__hdl_cholesterol_float_value | 16 | blood_tests | Blood test - HDL Cholesterol (Numerical) | HDL Cholesterol | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__hematocrit_float_value | 16 | blood_tests | Blood test - Hematocrit (Numerical) | HCT - Hematocrit | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | % | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__hemoglobin_float_value | 16 | blood_tests | Blood test - Hemoglobin (Numerical) | Hb - Hemoglobin | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | g/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__ldl_cholesterol_float_value | 16 | blood_tests | Blood test - LDL Cholesterol (Numerical) | LDL Cholesterol | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__lymphocytes_%_float_value | 16 | blood_tests | Blood test - Lymphocytes % (Numerical) | Lymp % - Lymphocytes percent | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | % | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__lymphocytes_abs_float_value | 16 | blood_tests | Blood test - Lymphocytes # (Numerical) | Lymp # - Lymphocytes absolute | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | k/ul | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__mch_float_value | 16 | blood_tests | Blood test - MCH (Numerical) | MCH - Mean cell Hemoglobin | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | pg/cell | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__mchc_float_value | 16 | blood_tests | Blood test - MCHC (Numerical) | MCHC - Mean cell Hemoglobin concentration | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | g/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__mcv_float_value | 16 | blood_tests | Blood test - MCV (Numerical) | MCV - Mean Corpuscular Volume or Mean cell volume | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | fl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__monocytes_%_float_value | 16 | blood_tests | Blood test - Monocytes % (Numerical) | Mono % - Monoctypes percent | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | % | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__monocytes_abs_float_value | 16 | blood_tests | Blood test - Monocytes # (Numerical) | Mono % - Monoctypes absolute | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | k/ul | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__mpv_float_value | 16 | blood_tests | Blood test - MPV (Numerical) | MPV - Mean Platelet Volume | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | fl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__neutrophils_%_float_value | 16 | blood_tests | Blood test - Neutrophils % (Numerical) | Neut % - Neutrophils percent | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | % | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__neutrophils_abs_float_value | 16 | blood_tests | Blood test - Neutrophils # (Numerical) | Neut # - Neutrophils absolute | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | k/ul | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__non_hdl_cholesterol_float_value | 16 | blood_tests | Blood test - Non HDL Cholesterol (Numerical) | Non HDL Cholesterol | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__phosphore_float_value | 16 | blood_tests | Blood test - Phosphore (Numerical) | P - Phosphore | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__platelets_float_value | 16 | blood_tests | Blood test - Platelets (Numerical) | PLT - Platelets | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | k/ul | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__potassium_float_value | 16 | blood_tests | Blood test - Potassium (Numerical) | K+ - Potassium | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mmol/l | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__rbc_float_value | 16 | blood_tests | Blood test - RBC (Numerical) | RBC - Red Blood Cells | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | m/ul | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__rdw_float_value | 16 | blood_tests | Blood test - RDW (Numerical) | RDW - Red Blood Cell Distribution Width | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | % | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__rheumatoid_factor_categorical_value | 16 | blood_tests | Blood test - Rheumatoid Factor (Categorical) | Rheumatoid Factor Quantit | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | NaN | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | category |
| bt__rheumatoid_factor_float_value | 16 | blood_tests | Blood test - Rheumatoid Factor (Numerical) | Rheumatoid Factor Quantit | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | iu/ml | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__sodium_float_value | 16 | blood_tests | Blood test - Sodium (Numerical) | Na - Sodium | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mmol/l | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__testosterone_total_categorical_value | 16 | blood_tests | Blood test - Testosterone Total (Categorical) | Total Testosterone | blood_tests/blood_tests.parquet | NaN | Categorical (single) | NaN | Accruing | NaN | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | category |
| bt__testosterone_total_float_value | 16 | blood_tests | Blood test - Testosterone Total (Numerical) | Total Testosterone | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | nmol/l | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__total_bilirubin_categorical_value | 16 | blood_tests | Blood test - Total Bilirubin (Categorical) | Total Billirubin | blood_tests/blood_tests.parquet | NaN | Categorical (single) | NaN | Accruing | NaN | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | category |
| bt__total_bilirubin_float_value | 16 | blood_tests | Blood test - Total Bilirubin (Numerical) | Total Billirubin | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__total_cholesterol_float_value | 16 | blood_tests | Blood test - Total Cholesterol (Numerical) | Total Cholesterol | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__total_protein_float_value | 16 | blood_tests | Blood test - Total Protein (Numerical) | Total Protien | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | g/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__triglycerides_float_value | 16 | blood_tests | Blood test - Triglycerides (Numerical) | Triglycerides | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__tsh_categorical_value | 16 | blood_tests | Blood test - TSH (Categorical) | TSH - Thyroid-stimulating hormone | blood_tests/blood_tests.parquet | NaN | Categorical (single) | NaN | Accruing | NaN | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | category |
| bt__tsh_float_value | 16 | blood_tests | Blood test - TSH (Numerical) | TSH - Thyroid-stimulating hormone | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | miu/l | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__urate_float_value | 16 | blood_tests | Blood test - Urate (Numerical) | Urate / Uric Acid | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__urea_float_value | 16 | blood_tests | Blood test - Urea (Numerical) | Urea | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__vitamin_b12_categorical_value | 16 | blood_tests | Blood test - Vitamin B12 (Categorical) | Vitamin B12 - Cobalamin | blood_tests/blood_tests.parquet | NaN | Categorical (single) | NaN | Accruing | NaN | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | category |
| bt__vitamin_b12_float_value | 16 | blood_tests | Blood test - Vitamin B12 (Numerical) | Vitamin B12 - Cobalamin | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | pg/ml | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__vitamin_d_categorical_value | 16 | blood_tests | Blood test - Vitamin D (Categorical) | Vitamin D | blood_tests/blood_tests.parquet | NaN | Categorical (single) | NaN | Accruing | NaN | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | category |
| bt__vitamin_d_float_value | 16 | blood_tests | Blood test - Vitamin D (Numerical) | Vitamin D | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | ng/ml | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| bt__wbc_float_value | 16 | blood_tests | Blood test - WBC (Numerical) | WBC - White blood cells | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | k/ul | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| urine__acr_categorical_value | 16 | blood_tests | Urine test - ACR (Categorical) | Urine ACR - Albumin / Creatinine Ratio | blood_tests/blood_tests.parquet | NaN | Categorical (single) | NaN | Accruing | NaN | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | category |
| urine__acr_float_value | 16 | blood_tests | Urine test - ACR (Numerical) | Urine ACR - Albumin / Creatinine Ratio | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/g creatinine | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| urine__creatinine_float_value | 16 | blood_tests | Urine test - Creatinine (Numerical) | Creatinine | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/dl | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |
| urine__microalbumin_categorical_value | 16 | blood_tests | Urine test - Microalbumin (Categorical) | Microalbumin | blood_tests/blood_tests.parquet | NaN | Categorical (single) | NaN | Accruing | NaN | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | category |
| urine__microalbumin_float_value | 16 | blood_tests | Urine test - Microalbumin (Numerical) | Microalbumin | blood_tests/blood_tests.parquet | NaN | Continuous | NaN | Accruing | mg/l | NaN | NaN | Primary | Both sexes | Single | 2015-01-01 | NaN | NaN | Blood Tests | float |