category_map = {
    "able_to_take_blood": {
        "No": 0,
        "Yes": 1,
    },
    "antibody_test_since_last_visit": {
        "No": 0,
        "Yes": 1,
    },
    "work_in_additional_paid_employment": {
        "No": 0,
        "Yes": 1,
    },
    "age_group_5_year_intervals": {
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        "5-9": 2,
        "10-14": 3,
        "15-19": 4,
        "20-24": 5,
        "25-29": 6,
        "30-34": 7,
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        "45-49": 10,
        "50-54": 11,
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        "60-64": 13,
        "65-69": 14,
        "70-74": 15,
        "75-79": 16,
        "80-84": 17,
        "85-89": 18,
        "90+": 19,
    },
    "age_group_7_intervals": {
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        "12-16": 2,
        "17-24": 3,
        "25-34": 4,
        "35-49": 5,
        "50-69": 6,
        "70+": 7,
    },
    "age_group_5_intervals": {
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    },
    "age_group_over_16": {
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        "50-69": 4,
        "70+": 5,
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    "age_group_school_year": {
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        "07SY-11SY": 2,
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        "50-69": 6,
        "70+": 7,
    },
    "any_symptoms_around_visit": {
        "No": 0,
        "Yes": 1,
    },
    "any_symptoms_last_7_days_or_now": {
        "No": 0,
        "Yes": 1,
    },
    "visit_status": {
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        "Dispatched": 2,
        "Household did not attend": 3,
        "Partially Completed": 4,
        "Scheduled": 5,
        "Withdrawn": 6,
    },
    "antibody_test_assay_category_s_protein": {
        "Pre 2021-03-01": 0,
        "Post 2021-03-01": 1,
    },
    "blood_taken": {
        "No": 0,
        "Yes": 1,
    },
    "cis_area_name_20": {
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        "North Tyneside": 2,
        "Newcastle upon Tyne": 3,
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        "Darlington; County Durham": 5,
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        "Burnley; Hyndburn; Pendle; Rossendale; Bury": 9,
        "Blackburn with Darwen; Chorley; Bolton": 10,
        "Rochdale": 11,
        "Oldham": 12,
        "West Lancashire; Knowsley; Liverpool; Sefton": 13,
        "Wigan; St. Helens": 14,
        "Salford": 15,
        "Tameside": 16,
        "Manchester": 17,
        "Halton; Warrington; Trafford": 18,
        "Stockport": 19,
        "Wirral": 20,
        "Cheshire East": 21,
        "Cheshire West and Chester": 22,
        "Craven; Hambleton; Harrogate; Richmondshire; Ryedale; Scarborough; Selby": 23,
        "York": 24,
        "East Riding of Yorkshire": 25,
        "Bradford": 26,
        "Leeds": 27,
        "Kingston upon Hull, City of": 28,
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        "Amber Valley; Bolsover; Chesterfield; Derbyshire Dales; Erewash;\
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        "Nottingham": 38,
        "Derby": 39,
        "Blaby; Charnwood; Harborough; Hinckley and Bosworth; Melton; North West Leicestershire; Oadby and Wigston": 40,
        "Leicester": 41,
        "Rutland; Corby; Daventry; East Northamptonshire; Kettering; Northampton;\
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        "Telford and Wrekin; Stoke-on-Trent; Stafford": 43,
        "Cannock Chase; East Staffordshire; Lichfield; Newcastle-under-Lyme; South Staffordshire;\
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        "Shropshire": 45,
        "Walsall": 46,
        "Wolverhampton": 47,
        "Sandwell": 48,
        "Birmingham": 49,
        "Solihull": 50,
        "Coventry": 51,
        "Bromsgrove; Redditch; Dudley": 52,
        "North Warwickshire; Nuneaton and Bedworth; Rugby; Stratford-on-Avon; Warwick": 53,
        "Herefordshire, County of; Malvern Hills; Worcester; Wychavon; Wyre Forest": 54,
        "Breckland; Broadland; Great Yarmouth; King's Lynn and West Norfolk; North Norfolk; Norwich; South Norfolk": 55,
        "Peterborough": 56,
        "Cambridge; East Cambridgeshire; Fenland; Huntingdonshire; South Cambridgeshire": 57,
        "Suffolk Coastal; Waveney": 58,
        "Tendring; Babergh; Forest Heath; Ipswich; Mid Suffolk; St Edmundsbury": 59,
        "Luton; Bedford; Central Bedfordshire": 60,
        "Broxbourne; Dacorum; Hertsmere; North Hertfordshire; Three Rivers; Watford;\
             St Albans; Welwyn Hatfield; East Hertfordshire; Stevenage": 61,
        "Southend-on-Sea; Braintree; Chelmsford; Colchester; Maldon; Rochford; Uttlesford": 62,
        "Thurrock; Basildon; Brentwood; Castle Point; Epping Forest; Harlow": 63,
        "Enfield": 64,
        "Barnet": 65,
        "Waltham Forest": 66,
        "Harrow": 67,
        "Redbridge": 68,
        "Haringey": 69,
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        "Brent": 71,
        "Barking and Dagenham": 72,
        "City of London; Hackney; Islington": 73,
        "Camden": 74,
        "Hillingdon": 75,
        "Newham": 76,
        "Ealing": 77,
        "Tower Hamlets": 78,
        "Hammersmith and Fulham; Kensington and Chelsea; Westminster": 79,
        "Greenwich": 80,
        "Bexley": 81,
        "Southwark": 82,
        "Lambeth": 83,
        "Hounslow": 84,
        "Lewisham": 85,
        "Wandsworth": 86,
        "Kingston upon Thames; Merton; Richmond upon Thames": 87,
        "Bromley": 88,
        "Sutton": 89,
        "Croydon": 90,
        "Milton Keynes": 91,
        "Aylesbury Vale; Chiltern; South Bucks; Wycombe": 92,
        "West Berkshire; Cherwell; Oxford; South Oxfordshire; Vale of White Horse; West Oxfordshire": 93,
        "Medway": 94,
        "Bracknell Forest; Slough; Windsor and Maidenhead; Runnymede; Spelthorne; Surrey Heath": 95,
        "Reading; Wokingham; Hart; Rushmoor": 96,
        "Canterbury; Dover; Swale; Thanet": 97,
        "Elmbridge; Epsom and Ewell; Guildford; Mole Valley; Reigate and Banstead;\
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        "Ashford; Dartford; Gravesham; Maidstone; Sevenoaks; Folkestone and Hythe;\
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        "Isle of Wight; Basingstoke and Deane; East Hampshire; Eastleigh; Fareham;\
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        "Eastbourne; Hastings; Lewes; Rother; Wealden": 101,
        "Adur; Arun; Chichester; Crawley; Horsham; Mid Sussex; Worthing": 102,
        "Southampton": 103,
        "Brighton and Hove": 104,
        "Portsmouth": 105,
        "Cheltenham; Cotswold; Forest of Dean; Gloucester; Stroud; Tewkesbury": 106,
        "Swindon": 107,
        "South Gloucestershire": 108,
        "Bath and North East Somerset; Bristol, City of; North Somerset": 109,
        "Wiltshire": 110,
        "Mendip; Sedgemoor; South Somerset; Taunton Deane; West Somerset": 111,
        "East Devon; Exeter; Mid Devon; North Devon; Teignbridge; Torridge; West Devon": 112,
        "East Dorset; North Dorset; Purbeck; West Dorset; Weymouth and Portland": 113,
        "Bournemouth; Poole; Christchurch": 114,
        "Cornwall; Isles of Scilly": 115,
        "Plymouth; Torbay; South Hams": 116,
        "Isle of Anglesey; Gwynedd; Conwy; Denbighshire; Flintshire; Wrexham": 117,
        "Ceredigion; Pembrokeshire; Carmarthenshire; Powys": 118,
        "Caerphilly; Blaenau Gwent; Torfaen; Monmouthshire; Newport": 119,
        "Swansea; Neath Port Talbot": 120,
        "Bridgend; Rhondda Cynon Taf; Merthyr Tydfil": 121,
        "Vale of Glamorgan; Cardiff": 122,
        "Na h-Eileanan Siar; Highland; Moray; Orkney Islands; Shetland Islands; Aberdeen City;\
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        "Clackmannanshire; Falkirk; Stirling; Angus; Dundee City; Fife; Perth and Kinross": 124,
        "East Renfrewshire; Inverclyde; Renfrewshire; West Dunbartonshire; East Dunbartonshire; Glasgow City": 125,
        "East Lothian; Midlothian; City of Edinburgh; West Lothian": 126,
        "South Lanarkshire; North Lanarkshire": 127,
        "Dumfries and Galloway; East Ayrshire; North Ayrshire; Scottish Borders; South Ayrshire": 128,
        "Northern Health and Social Care Trust ": 129,
        "Western Health and Social Care Trust ": 130,
        "Belfast Health and Social Care Trust": 131,
        "South Eastern Health and Social Care Trust": 132,
        "Southern Health and Social Care Trust": 133,
    },
    "cis_area_code_20": {
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        "J06000230": 130,
        "J06000231": 131,
        "J06000232": 132,
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    "cis_covid_vaccine_classification": {
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        "Pfizer 2 dose": 2,
        "AZ 1 dose": 3,
        "AZ 2 dose": 4,
        "Moderna 1 dose": 5,
        "Moderna 2 dose": 6,
        "Pfizer-AZ": 10,
        "AZ-Pfizer": 11,
        "Pfizer-Moderna": 12,
        "Moderna-Pfizer": 13,
        "AZ-Moderna": 14,
        "Moderna-AZ": 15,
    },
    "cis_covid_vaccine_dose_1_type": {
        "Don't know type": 1,
        "From a research study/trial": 2,
        "Moderna": 3,
        "Oxford/AstraZeneca": 4,
        "Pfizer/BioNTech": 5,
        "Other / specify": 6,
        "Janssen/Johnson&Johnson": 7,
        "Novavax": 8,
        "Sinovac": 9,
        "Sinovax": 10,
        "Valneva": 11,
        "Sinopharm": 12,
        "Sputnik": 13,
        "Covaxin": 14,
        "Covac1": 15,
    },
    "cis_covid_vaccine_dose_2_type": {
        "Don't know type": 1,
        "From a research study/trial": 2,
        "Moderna": 3,
        "Oxford/AstraZeneca": 4,
        "Pfizer/BioNTech": 5,
        "Other / specify": 6,
        "Janssen/Johnson&Johnson": 7,
        "Novavax": 8,
        "Sinovac": 9,
        "Sinovax": 10,
        "Valneva": 11,
        "Sinopharm": 12,
        "Sputnik": 13,
        "Covaxin": 14,
        "Covac1": 15,
    },
    "combined_covid_vaccine_classification": {
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        "Pfizer 2 dose": 2,
        "AZ 1 dose": 3,
        "AZ 2 dose": 4,
        "Moderna 1 dose": 5,
        "Moderna 2 dose": 6,
        "Pfizer-AZ": 10,
        "AZ-Pfizer": 11,
        "Pfizer-Moderna": 12,
        "Moderna-Pfizer": 13,
        "AZ-Moderna": 14,
        "Moderna-AZ": 15,
    },
    "study_cohort": {
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        "Yes a little": 2,
        "Yes a lot": 3,
        "1dose of Janssen.1 dose of oxford": 4,
        "2": 5,
        "2019nCoV/Novavax, inc.": 6,
        "A2": 7,
        "Biontec": 8,
        "CNBG": 9,
        "COVID mRNA": 10,
        "Chadox": 11,
        "Covac1": 12,
        "Covaxin": 13,
        "Covid 19 mRNA vaccine BNT162b2": 14,
        "Does not know  3rd vaccination": 15,
        "DonÃ¢â‚¬â„¢t know": 16,
        "Excel": 17,
        "HPV": 18,
        "He doesnÃ¢â‚¬â„¢t know and didnÃ¢â‚¬â„¢t get a card!!!": 19,
        "Jannsen Ensemble Two": 20,
        "Janson": 21,
        "Janssen": 22,
        "Janssen&Janssen": 23,
        "Johnson and Johnson": 24,
        "Lateral flow test": 25,
        "MMR": 26,
        "MRNA": 27,
        "Maderna": 28,
        "Modern": 29,
        "Moderna": 30,
        "Mrnacovid": 31,
        "No AvaVax": 32,
        "Novavac": 33,
        "Novavax": 34,
        "Novax": 35,
        "Novaxax": 36,
        "Novovax": 37,
        "Participant lost card/does not remember.": 38,
        "Sars-cov2-mrna": 39,
        "Sarscov2 mRNA": 40,
        "Sarscov2mrna": 41,
        "Sinopharm": 42,
        "Sinophirm Beijing": 43,
        "Sinovac": 44,
        "Sputnik": 45,
        "Sputnik V": 46,
        "Valneva": 47,
        "Valneva AZD1222 or VLA2001": 48,
        "Varneva": 49,
        "jansen": 50,
        "mRNA": 51,
        "novava": 52,
        "novavax": 53,
        "novax": 54,
        "1(IQVIA):m(MK)": 55,
        "1:1": 56,
        "m(IQVIA):1(MK)": 57,
        "m(IQVIA):m(MK)": 58,
        "1(IQVIA):m(OX)": 59,
        "m(IQVIA):1(OX)": 60,
        "m(IQVIA):m(OX)": 61,
        "Blood and Swab": 62,
        "NI 1i": 63,
        "NI 1j": 64,
        "NI 1k": 65,
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        "NI AB 1p": 79,
        "NI AB 1q": 80,
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        "Original": 82,
        "Phase 1a": 83,
        "Phase 1b": 84,
        "Phase 1c": 85,
        "Phase 1d": 86,
        "Phase 1e": 87,
        "Phase 1f": 88,
        "Phase 1g": 89,
        "Phase 1h": 90,
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        "Phase 1j": 92,
        "Phase 1k": 93,
        "Phase 1l": 94,
        "Phase 1m": 95,
        "Phase 1n": 96,
        "Phase 1o": 97,
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        "Phase 1q": 99,
        "Phase 1r": 100,
        "Phase 1s": 101,
        "Phase 1t": 102,
        "Phase ABEW 1j": 103,
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        "Phase ABEW 1l": 105,
        "Phase ABEW 1m": 106,
        "Phase ABEW 1o": 107,
        "Phase ABEW 1p": 108,
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        "Phase ABEW 1r": 110,
        "Phase ABEW 1s": 111,
        "Phase ABEW 1t": 112,
        "Phase ABEW 1u": 113,
        "Phase ABEW1n": 114,
        "Phase ABLON1k": 115,
        "Phase ABLON1l": 116,
        "Phase ABLON1m": 117,
        "Phase ABLON1n": 118,
        "Phase ABLON1o": 119,
        "Phase ABNW+1k": 120,
        "Phase ABNW1n": 121,
        "Phase CIS Trial 1": 122,
        "Phase CIS trial 2": 123,
        "Scotland AB 1q": 124,
        "Scotland AB 1r": 125,
        "Scotland AB 1s": 126,
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        "Scotland AB 1v": 129,
        "Scotland AB 1w": 130,
        "Scotland AB 1x": 131,
        "Scotland AB 1y": 132,
        "Scotland AB 1z": 133,
        "Scotland AB 1za": 134,
        "Swab Only": 135,
        "Wales 1e": 136,
        "Wales 1f": 137,
        "Wales 1g": 138,
        "Wales 1h": 139,
        "Wales 1i": 140,
        "Wales 1j": 141,
        "Wales 1k": 142,
        "Wales 1l": 143,
        "Wales 1m": 144,
        "Wales 1n": 145,
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        "Wales 1s": 150,
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        "Wales 1u": 152,
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        "Wales 1w": 154,
        "Wales 1x": 155,
        "Wales 1y": 156,
        "Wales 1z": 157,
        "Wales 1za": 158,
        "Wales AB 1t": 159,
        "Wales AB 1u": 160,
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        "Wales AB 1x": 163,
        "Wales AB 1y": 164,
        "Wales AB 1z": 165,
        "Wales AB 1za": 166,
    },
    "consent_use_of_surplus_blood_samples": {
        "No": 0,
        "Yes": 1,
    },
    "consent_extend_study_under_16_b1_b3": {
        "No": 0,
        "Yes": 1,
    },
    "consent_1_visit": {
        "No": 0,
        "Yes": 1,
    },
    "consent_5_visits": {
        "No": 0,
        "Yes": 1,
    },
    "contact_known_or_suspected_covid": {
        "No": 0,
        "Yes": 1,
    },
    "contact_known_or_suspected_covid_days_since_group": {
        "0-14": 1,
        "15-28": 2,
        "29-60": 3,
        "61-90": 4,
        "91+": 5,
        "Date not given": 6,
    },
    "contact_known_or_suspected_covid_type": {
        "Living in your own home": 1,
        "Outside your home": 2,
    },
    "household_been_care_home_last_2_weeks": {
        "No, no one in my household has": 0,
        "Yes, I have": 1,
        "No I havenÃ¢â‚¬â„¢t, but someone else in my household has": 2,
    },
    "face_covering_outside_of_home": {
        "No": 0,
        "Yes, at work/school only": 1,
        "Yes, in other situations only": 2,
        "Yes, usually both Work/school/other": 3,
        "My face is already covered": 4,
    },
    "face_covering_other_enclosed_places": {
        "Never": 0,
        "Yes, sometimes": 1,
        "Yes, always": 2,
        "Not going to other enclosed public spaces or using public transport": 3,
        "My face is already covered": 4,
    },
    "face_covering_work": {
        "Never": 0,
        "Yes, sometimes": 1,
        "Yes, always": 2,
        "Not going to place of work or education": 3,
        "My face is already covered": 4,
    },
    "household_been_hospital_last_2_weeks": {
        "No, no one in my household has": 0,
        "Yes, I have": 1,
        "No I havenÃ¢â‚¬â„¢t, but someone else in my household has": 2,
    },
    "contact_known_positive_covid_last_28_days": {
        "No": 0,
        "Yes": 1,
    },
    "last_covid_contact_location": {
        "Living in your own home": 1,
        "Outside your home": 2,
    },
    "care_home_last_28_days_other_household_member": {
        "No": 0,
        "Yes": 1,
    },
    "hospital_last_28_days_other_household_member": {
        "No": 0,
        "Yes": 1,
    },
    "care_home_last_28_days": {
        "No": 0,
        "Yes": 1,
    },
    "hospital_last_28_days": {
        "No": 0,
        "Yes": 1,
    },
    "physical_contact_18_to_69_years": {
        "0": 0,
        "1-5": 1,
        "6-10": 2,
        "11-20": 3,
        "21 or more": 4,
    },
    "physical_contact_under_18_years": {
        "0": 0,
        "1-5": 1,
        "6-10": 2,
        "11-20": 3,
        "21 or more": 4,
    },
    "physical_contact_over_70_years": {
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        "1-5": 1,
        "6-10": 2,
        "11-20": 3,
        "21 or more": 4,
    },
    "social_distance_contact_18_to_69_years": {
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        "1-5": 1,
        "6-10": 2,
        "11-20": 3,
        "21 or more": 4,
    },
    "social_distance_contact_under_18_years": {
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        "1-5": 1,
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        "11-20": 3,
        "21 or more": 4,
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    "social_distance_contact_over_70_years": {
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        "1-5": 1,
        "6-10": 2,
        "11-20": 3,
        "21 or more": 4,
    },
    "contact_suspected_positive_covid_last_28_days": {
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        "Yes": 1,
    },
    "last_suspected_covid_contact_location": {
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        "Outside your home": 2,
    },
    "country": {
        "England": 0,
        "Wales": 1,
        "NI": 2,
        "Scotland": 3,
    },
    "other_antibody_test_results": {
        "Any tests negative, but none positive": 0,
        "One or more positive test(s)": 1,
        "Waiting for all results": 2,
        "All Tests failed": 9,
    },
    "other_antibody_test_location": {
        "In the NHS (e.g. GP, hospital)": 1,
        "Private lab": 2,
        "Home test": 3,
    },
    "other_pcr_test_since_last_visit": {
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        "Yes": 1,
    },
    "other_pcr_test_results": {
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        "One or more positive test(s)": 1,
        "Waiting for all results": 2,
        "All Tests failed": 9,
    },
    "is_regularly_lateral_flow_testing": {
        "No": 0,
        "Yes": 1,
    },
    "think_had_covid_admitted_to_hospital": {
        "No": 0,
        "Yes": 1,
    },
    "think_had_covid_contacted_nhs": {
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        "Yes": 1,
    },
    "think_had_covid": {
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        "Yes": 1,
    },
    "days_since_think_had_covid_group": {
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        "15-28": 2,
        "29-60": 3,
        "61-90": 4,
        "91+": 5,
        "Date not given": 6,
    },
    "think_had_covid_raw": {
        "No": 0,
        "Yes": 1,
    },
    "ethnicity": {
        "White-British": 1,
        "White-Irish": 2,
        "White-Gypsy or Irish Traveller": 3,
        "Any other white background": 4,
        "Mixed-White & Black Caribbean": 5,
        "Mixed-White & Black African": 6,
        "Mixed-White & Asian": 7,
        "Any other Mixed background": 8,
        "Asian or Asian British-Indian": 9,
        "Asian or Asian British-Pakistani": 10,
        "Asian or Asian British-Bangladeshi": 11,
        "Asian or Asian British-Chinese": 12,
        "Any other Asian background": 13,
        "Black,Caribbean,African-African": 14,
        "Black,Caribbean,Afro-Caribbean": 15,
        "Any other Black background": 16,
        "Other ethnic group-Arab": 17,
        "Any other ethnic group": 18,
    },
    "cis_covid_vaccine_received": {
        "No": 0,
        "Yes": 1,
    },
    "cis_covid_vaccine_number_of_doses": {
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        "2": 2,
        "3 or more": 3,
    },
    "cis_covid_vaccine_offered": {
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        "Yes": 1,
    },
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        "Moderna": 3,
        "Oxford/AstraZeneca": 4,
        "Pfizer/BioNTech": 5,
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        "Sinovax": 10,
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    "covid_vaccine_does_1_type": {
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        "Sinovax": 10,
        "Valneva": 11,
        "Sinopharm": 12,
        "Sputnik": 13,
        "Covaxin": 14,
        "Covac1": 15,
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    "covid_vaccine_does_2_type": {
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        "Oxford/AstraZeneca": 4,
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        "Janssen/Johnson&Johnson": 7,
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        "Sinovax": 10,
        "Valneva": 11,
        "Sinopharm": 12,
        "Sputnik": 13,
        "Covaxin": 14,
        "Covac1": 15,
    },
    "cis_covid_vaccine_type_other": {
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        "Yes a little": 2,
        "Yes a lot": 3,
        "1dose of Janssen.1 dose of oxford": 4,
        "2": 5,
        "2019nCoV/Novavax, inc.": 6,
        "A2": 7,
        "Biontec": 8,
        "CNBG": 9,
        "COVID mRNA": 10,
        "Chadox": 11,
        "Covac1": 12,
        "Covaxin": 13,
        "Covid 19 mRNA vaccine BNT162b2": 14,
        "Does not know  3rd vaccination": 15,
        "DonÃ¢â‚¬â„¢t know": 16,
        "Excel": 17,
        "HPV": 18,
        "He doesnÃ¢â‚¬â„¢t know and didnÃ¢â‚¬â„¢t get a card!!!": 19,
        "Jannsen Ensemble Two": 20,
        "Janson": 21,
        "Janssen": 22,
        "Janssen&Janssen": 23,
        "Johnson and Johnson": 24,
        "Lateral flow test": 25,
        "MMR": 26,
        "MRNA": 27,
        "Maderna": 28,
        "Modern": 29,
        "Moderna": 30,
        "Mrnacovid": 31,
        "No AvaVax": 32,
        "Novavac": 33,
        "Novavax": 34,
        "Novax": 35,
        "Novaxax": 36,
        "Novovax": 37,
        "Participant lost card/does not remember.": 38,
        "Sars-cov2-mrna": 39,
        "Sarscov2 mRNA": 40,
        "Sarscov2mrna": 41,
        "Sinopharm": 42,
        "Sinophirm Beijing": 43,
        "Sinovac": 44,
        "Sputnik": 45,
        "Sputnik V": 46,
        "Valneva": 47,
        "Valneva AZD1222 or VLA2001": 48,
        "Varneva": 49,
        "jansen": 50,
        "mRNA": 51,
        "novava": 52,
        "novavax": 53,
        "novax": 54,
        "1(IQVIA):m(MK)": 55,
        "1:1": 56,
        "m(IQVIA):1(MK)": 57,
        "m(IQVIA):m(MK)": 58,
        "1(IQVIA):m(OX)": 59,
        "m(IQVIA):1(OX)": 60,
        "m(IQVIA):m(OX)": 61,
        "Blood and Swab": 62,
        "NI 1i": 63,
        "NI 1j": 64,
        "NI 1k": 65,
        "NI 1l": 66,
        "NI 1m": 67,
        "NI 1n": 68,
        "NI 1s": 69,
        "NI 1t": 70,
        "NI 1u": 71,
        "NI 1v": 72,
        "NI 1w": 73,
        "NI 1x": 74,
        "NI 1y": 75,
        "NI 1z": 76,
        "NI 1za": 77,
        "NI AB 1o": 78,
        "NI AB 1p": 79,
        "NI AB 1q": 80,
        "NI AB 1r": 81,
        "Original": 82,
        "Phase 1a": 83,
        "Phase 1b": 84,
        "Phase 1c": 85,
        "Phase 1d": 86,
        "Phase 1e": 87,
        "Phase 1f": 88,
        "Phase 1g": 89,
        "Phase 1h": 90,
        "Phase 1i": 91,
        "Phase 1j": 92,
        "Phase 1k": 93,
        "Phase 1l": 94,
        "Phase 1m": 95,
        "Phase 1n": 96,
        "Phase 1o": 97,
        "Phase 1p": 98,
        "Phase 1q": 99,
        "Phase 1r": 100,
        "Phase 1s": 101,
        "Phase 1t": 102,
        "Phase ABEW 1j": 103,
        "Phase ABEW 1k": 104,
        "Phase ABEW 1l": 105,
        "Phase ABEW 1m": 106,
        "Phase ABEW 1o": 107,
        "Phase ABEW 1p": 108,
        "Phase ABEW 1q": 109,
        "Phase ABEW 1r": 110,
        "Phase ABEW 1s": 111,
        "Phase ABEW 1t": 112,
        "Phase ABEW 1u": 113,
        "Phase ABEW1n": 114,
        "Phase ABLON1k": 115,
        "Phase ABLON1l": 116,
        "Phase ABLON1m": 117,
        "Phase ABLON1n": 118,
        "Phase ABLON1o": 119,
        "Phase ABNW+1k": 120,
        "Phase ABNW1n": 121,
        "Phase CIS Trial 1": 122,
        "Phase CIS trial 2": 123,
        "Scotland AB 1q": 124,
        "Scotland AB 1r": 125,
        "Scotland AB 1s": 126,
        "Scotland AB 1t": 127,
        "Scotland AB 1u": 128,
        "Scotland AB 1v": 129,
        "Scotland AB 1w": 130,
        "Scotland AB 1x": 131,
        "Scotland AB 1y": 132,
        "Scotland AB 1z": 133,
        "Scotland AB 1za": 134,
        "Swab Only": 135,
        "Wales 1e": 136,
        "Wales 1f": 137,
        "Wales 1g": 138,
        "Wales 1h": 139,
        "Wales 1i": 140,
        "Wales 1j": 141,
        "Wales 1k": 142,
        "Wales 1l": 143,
        "Wales 1m": 144,
        "Wales 1n": 145,
        "Wales 1o": 146,
        "Wales 1p": 147,
        "Wales 1q": 148,
        "Wales 1r": 149,
        "Wales 1s": 150,
        "Wales 1t": 151,
        "Wales 1u": 152,
        "Wales 1v": 153,
        "Wales 1w": 154,
        "Wales 1x": 155,
        "Wales 1y": 156,
        "Wales 1z": 157,
        "Wales 1za": 158,
        "Wales AB 1t": 159,
        "Wales AB 1u": 160,
        "Wales AB 1v": 161,
        "Wales AB 1w": 162,
        "Wales AB 1x": 163,
        "Wales AB 1y": 164,
        "Wales AB 1z": 165,
        "Wales AB 1za": 166,
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    "ms2_pcr_result_classification": {
        "Negative": 0,
        "Positive": 1,
        "Rejected": 7,
        "Inconclusive": 8,
        "Void": 9,
        "Insufficient sample": 10,
        "Could not process": 11,
    },
    "n_gene_pcr_result_classification": {
        "Negative": 0,
        "Positive": 1,
        "Rejected": 7,
        "Inconclusive": 8,
        "Void": 9,
        "Insufficient sample": 10,
        "Could not process": 11,
    },
    "orf1ab_gene_pcr_result_classification": {
        "Negative": 0,
        "Positive": 1,
        "Rejected": 7,
        "Inconclusive": 8,
        "Void": 9,
        "Insufficient sample": 10,
        "Could not process": 11,
    },
    "s_gene_pcr_result_classification": {
        "Negative": 0,
        "Positive": 1,
        "Rejected": 7,
        "Inconclusive": 8,
        "Void": 9,
        "Insufficient sample": 10,
        "Could not process": 11,
    },
    "one_positive_pcr_target_only": {
        "No": 0,
        "Yes": 1,
    },
    "cq_pattern": {
        "N only": 1,
        "OR only": 2,
        "S only": 3,
        "OR+N": 4,
        "OR+S": 5,
        "N+S": 6,
        "OR+N+S": 7,
    },
    "survey_response_dataset_major_version": {
        "Voyager 1 original": 0,
        "Voyager 1 upgrade": 1,
        "Voyager 2": 2,
    },
    "did_not_attend": {
        "No": 0,
        "Yes": 1,
    },
    "other_survey_household_size": {
        "1": 1,
        "2": 2,
        "3": 3,
        "4": 4,
        "5+": 5,
    },
    "sex": {
        "Male": 1,
        "Female": 2,
    },
    "ethnicity_white": {
        "White": 1,
        "Non-White": 2,
    },
    "ethnicity_group": {
        "White": 1,
        "Asian": 2,
        "Black": 3,
        "Mixed": 4,
        "Other": 5,
    },
    "ever_been_offered_vaccine": {
        "No": 0,
        "Yes": 1,
    },
    "household_fingerprick_status": {
        "Accepted": 0,
        "Declined": 1,
        "Invited": 2,
        "At Least One Person Consented": 3,
        "Not invited": 4,
        "No-one Consented": 5,
    },
    "have_had_flu_vaccine_2021": {
        "No": 0,
        "Yes": 1,
    },
    "region_code": {
        "E12000001": 1,
        "E12000002": 2,
        "E12000003": 3,
        "E12000004": 4,
        "E12000005": 5,
        "E12000006": 6,
        "E12000007": 7,
        "E12000008": 8,
        "E12000009": 9,
        "N99999999": 10,
        "S99999999": 11,
        "W99999999": 12,
    },
    "region_code_surge": {
        "E12000001": 1,
        "E12000002_nonboost": 2,
        "E12000002_boost1": 3,
        "E12000002_boost2": 4,
        "E12000003_nonboost": 5,
        "E12000003_boost1": 6,
        "E12000004": 7,
        "E12000005": 8,
        "E12000006": 9,
        "E12000007": 10,
        "E12000008": 11,
        "E12000009": 12,
        "N99999999": 13,
        "S99999999": 14,
        "W99999999": 15,
    },
    "region_name": {
        "1_NE": 1,
        "2_NW": 2,
        "3_YH": 3,
        "4_EM": 4,
        "5_WM": 5,
        "6_EE": 6,
        "7_LD": 7,
        "8_SE": 8,
        "9_SW": 9,
        "10_NI": 10,
        "11_SCO": 11,
        "12_WAL": 12,
    },
    "region_name_surge": {
        "North_East_England_0": 1,
        "North_West_England_0": 2,
        "North_West_England_1": 3,
        "North_West_England_2": 4,
        "Yorkshire_Humber_0": 5,
        "Yorkshire_Humber_1": 6,
        "East_Midlands_0": 7,
        "West_Midlands_0": 8,
        "East_England_0": 9,
        "London_0": 10,
        "South_East_England_0": 11,
        "South_West_England_0": 12,
        "Northern_Ireland_0": 13,
        "Scotland_0": 14,
        "Wales_0": 15,
    },
    "has_cis_covid_vaccination_data": {
        "No": 0,
        "Yes": 1,
    },
    "work_health_care_regex_classification": {
        "No": 0,
        "Yes": 1,
    },
    "illness_lasting_over_12_months": {
        "No": 0,
        "Yes": 1,
    },
    "illness_reduces_activity_or_ability": {
        "Not at all": 0,
        "Yes, a little": 1,
        "Yes, a lot": 2,
    },
    "household_size": {
        "1": 1,
        "2": 2,
        "3": 3,
        "4": 4,
        "5+": 5,
    },
    "pcr_lab_id": {
        "GLS": 1,
        "MK": 2,
        "z_exception": 3,
    },
    "local_authority_unity_authority": {
        "Hartlepool": 1,
        "Middlesbrough": 2,
        "Redcar and Cleveland": 3,
        "Stockton-on-Tees": 4,
        "Darlington": 5,
        "Halton": 6,
        "Warrington": 7,
        "Blackburn with Darwen": 8,
        "Blackpool": 9,
        "Kingston upon Hull, City of": 10,
        "East Riding of Yorkshire": 11,
        "North East Lincolnshire": 12,
        "North Lincolnshire": 13,
        "York": 14,
        "Derby": 15,
        "Leicester": 16,
        "Rutland": 17,
        "Nottingham": 18,
        "Herefordshire, County of": 19,
        "Telford and Wrekin": 20,
        "Stoke-on-Trent": 21,
        "Bath and North East Somerset": 22,
        "Bristol, City of": 23,
        "North Somerset": 24,
        "South Gloucestershire": 25,
        "Plymouth": 26,
        "Torbay": 27,
        "Swindon": 28,
        "Peterborough": 29,
        "Luton": 30,
        "Southend-on-Sea": 31,
        "Thurrock": 32,
        "Medway": 33,
        "Bracknell Forest": 34,
        "West Berkshire": 35,
        "Reading": 36,
        "Slough": 37,
        "Windsor and Maidenhead": 38,
        "Wokingham": 39,
        "Milton Keynes": 40,
        "Brighton and Hove": 41,
        "Portsmouth": 42,
        "Southampton": 43,
        "Isle of Wight": 44,
        "County Durham": 45,
        "Cheshire East": 46,
        "Cheshire West and Chester": 47,
        "Shropshire": 48,
        "Cornwall": 49,
        "Isles of Scilly": 50,
        "Wiltshire": 51,
        "Bedford": 52,
        "Central Bedfordshire": 53,
        "Northumberland": 54,
        "Bournemouth, Christchurch and Poole": 55,
        "Dorset": 56,
        "Buckinghamshire": 57,
        "Aylesbury Vale": 58,
        "Chiltern": 59,
        "South Bucks": 60,
        "Wycombe": 61,
        "Cambridge": 62,
        "East Cambridgeshire": 63,
        "Fenland": 64,
        "Huntingdonshire": 65,
        "South Cambridgeshire": 66,
        "Allerdale": 67,
        "Barrow-in-Furness": 68,
        "Carlisle": 69,
        "Copeland": 70,
        "Eden": 71,
        "South Lakeland": 72,
        "Amber Valley": 73,
        "Bolsover": 74,
        "Chesterfield": 75,
        "Derbyshire Dales": 76,
        "Erewash": 77,
        "High Peak": 78,
        "North East Derbyshire": 79,
        "South Derbyshire": 80,
        "East Devon": 81,
        "Exeter": 82,
        "Mid Devon": 83,
        "North Devon": 84,
        "South Hams": 85,
        "Teignbridge": 86,
        "Torridge": 87,
        "West Devon": 88,
        "Eastbourne": 89,
        "Hastings": 90,
        "Lewes": 91,
        "Rother": 92,
        "Wealden": 93,
        "Basildon": 94,
        "Braintree": 95,
        "Brentwood": 96,
        "Castle Point": 97,
        "Chelmsford": 98,
        "Colchester": 99,
        "Epping Forest": 100,
        "Harlow": 101,
        "Maldon": 102,
        "Rochford": 103,
        "Tendring": 104,
        "Uttlesford": 105,
        "Cheltenham": 106,
        "Cotswold": 107,
        "Forest of Dean": 108,
        "Gloucester": 109,
        "Stroud": 110,
        "Tewkesbury": 111,
        "Basingstoke and Deane": 112,
        "East Hampshire": 113,
        "Eastleigh": 114,
        "Fareham": 115,
        "Gosport": 116,
        "Hart": 117,
        "Havant": 118,
        "New Forest": 119,
        "Rushmoor": 120,
        "Test Valley": 121,
        "Winchester": 122,
        "Broxbourne": 123,
        "Dacorum": 124,
        "Hertsmere": 125,
        "North Hertfordshire": 126,
        "Three Rivers": 127,
        "Watford": 128,
        "Ashford": 129,
        "Canterbury": 130,
        "Dartford": 131,
        "Dover": 132,
        "Gravesham": 133,
        "Maidstone": 134,
        "Sevenoaks": 135,
        "Folkestone and Hythe": 136,
        "Swale": 137,
        "Thanet": 138,
        "Tonbridge and Malling": 139,
        "Tunbridge Wells": 140,
        "Burnley": 141,
        "Chorley": 142,
        "Fylde": 143,
        "Hyndburn": 144,
        "Lancaster": 145,
        "Pendle": 146,
        "Preston": 147,
        "Ribble Valley": 148,
        "Rossendale": 149,
        "South Ribble": 150,
        "West Lancashire": 151,
        "Wyre": 152,
        "Blaby": 153,
        "Charnwood": 154,
        "Harborough": 155,
        "Hinckley and Bosworth": 156,
        "Melton": 157,
        "North West Leicestershire": 158,
        "Oadby and Wigston": 159,
        "Boston": 160,
        "East Lindsey": 161,
        "Lincoln": 162,
        "North Kesteven": 163,
        "South Holland": 164,
        "South Kesteven": 165,
        "West Lindsey": 166,
        "Breckland": 167,
        "Broadland": 168,
        "Great Yarmouth": 169,
        "King's Lynn and West Norfolk": 170,
        "North Norfolk": 171,
        "Norwich": 172,
        "South Norfolk": 173,
        "Corby": 174,
        "Daventry": 175,
        "East Northamptonshire": 176,
        "Kettering": 177,
        "Northampton": 178,
        "South Northamptonshire": 179,
        "Wellingborough": 180,
        "Craven": 181,
        "Hambleton": 182,
        "Harrogate": 183,
        "Richmondshire": 184,
        "Ryedale": 185,
        "Scarborough": 186,
        "Selby": 187,
        "Ashfield": 188,
        "Bassetlaw": 189,
        "Broxtowe": 190,
        "Gedling": 191,
        "Mansfield": 192,
        "Newark and Sherwood": 193,
        "Rushcliffe": 194,
        "Cherwell": 195,
        "Oxford": 196,
        "South Oxfordshire": 197,
        "Vale of White Horse": 198,
        "West Oxfordshire": 199,
        "Mendip": 200,
        "Sedgemoor": 201,
        "South Somerset": 202,
        "Cannock Chase": 203,
        "East Staffordshire": 204,
        "Lichfield": 205,
        "Newcastle-under-Lyme": 206,
        "South Staffordshire": 207,
        "Stafford": 208,
        "Staffordshire Moorlands": 209,
        "Tamworth": 210,
        "Babergh": 211,
        "Ipswich": 212,
        "Mid Suffolk": 213,
        "Elmbridge": 214,
        "Epsom and Ewell": 215,
        "Guildford": 216,
        "Mole Valley": 217,
        "Reigate and Banstead": 218,
        "Runnymede": 219,
        "Spelthorne": 220,
        "Surrey Heath": 221,
        "Tandridge": 222,
        "Waverley": 223,
        "Woking": 224,
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