age_mapping = {
    '20th': 20,
    '10th': 10,
    '30th': 30,
    '70th': 70,
    '40th': 40,
    '80th': 80,
    '50th': 50,
    '60th': 60,
    'Above 90th': 100,
    '90th': 90,
    'more than 40': 50,
    'more than 30': 40,
    'more than 50': 60,
    '40': 40
}

age_binary_mapping = {
    "ZERO": 0,
    "ONE": 1,
    "zero": 0,
    "one": 1,
    "0zERO": 0
}

gender_mapping = {
    'one': 1,
    'zero': 0,
    'ONe': 1
}

hypertension_mapping = {
    'High': 1,
    'hiGH': 1,
    'LOW': 0,
    'Low': 0,
    '0LOW': 0,
}

other_conditions_mapping = {
    'not known': 0,
    'one': 1,
    'zero': 0,
    'Zero': 0,
}

albumin_median_mapping = {
    ' albumin median not known': 0.6052631578947367,
    'Null': 0.6052631578947367
}

albumin_mean_mapping = {
    'Null': 0.6052631578947367
}

albumin_min_mapping = {
    'o point 6': 0.6
}

albumin_diff_mapping = {
    'minus 1': -1
}

be_arterial_min_mapping = {
    'minus 1': -1
}

bicarb_venous_min_mapping = {
    'Null': -0.3170731707317074
}

calcium_max_mapping = {
    'Null': 0.3571428571428568
}

lymphocytes_median_mapping = {
    'Unknown': -0.614108
}

neutrophils_mean_mapping = {
    'Unknown': -0.8128394214828789
}

pcr_diff_mapping = {
    'Minus One': -1
}

platelets_mean_mapping = {
    'Unknown': -0.2283044058744992
}

potassium_median = {
    'Unknown': -0.4814814814814814
}

satO2_median_mapping = {
    'Unknown': 0.9393939393939394
}

sodium_mapping = {
    'Unknown': -1
}

dimer_mapping = {
    'Unknown': -0.9780287553482635
}

resp_mapping = {
    'Unknown': -0.4285714285714286
}

target_mapping = {
     12 : 1,
    'Unknown' : 0,
    'Null' : 0,
}

data_tags_mapping = {
    'Motor Neurone Disease': 1,
    'Lung cancer': 2,
    'asthma': 3,
    'Lung cancer, Motor Neurone Disease': 4,
    'Smoker': 5,
    'asthma, Motor Neurone Disease': 6,
    'heart disease':7,
    'Lung cancer, asthma, Motor Neurone Disease': 8,
    'Lung cancer, asthma': 9,
    'Motor Neurone Disease, Smoker': 10,
    'Lung cancer, heart disease, asthma, Motor Neurone Disease': 11,
    'Nothing':12,
    'Lung cancer, Smoker': 13,
    'Lung cancer, asthma, Smoker': 14,
    'asthma, Kidney disease, Motor Neurone Disease': 15,
    'Lung cancer, heart disease, Motor Neurone Disease': 16,
    'Kidney disease': 17,
    'asthma, Smoker': 18,
    'Lung cancer, asthma, Motor Neurone Disease, Smoker': 19,
    'asthma, Motor Neurone Disease, Smoker': 20,
    'Lung cancer, heart disease': 21,
    'heart disease, Kidney disease': 22,
    'Unknown': 1,
    'Lung cancer, asthma, Kidney disease, Motor Neurone Disease, Smoker': 23,
    'asthma, Kidney disease': 24,
    'asthma, Kidney disease, Smoker': 25,
    'heart disease, Motor Neurone Disease': 26,
    'heart disease, asthma, Smoker': 27,
    'heart disease, asthma, Motor Neurone Disease': 28,
    'heart disease, asthma': 29,
    'heart disease, asthma, Kidney disease, Smoker': 30
}

observation_mapping = {
    '0-2': 2,
    '2-4': 4,
    '4-6': 6,
    '6-12': 8,
    'ABOVE_12':10,
}