mirror of
https://github.com/Hestia-Homes/Model.git
synced 2026-06-08 11:17:27 +00:00
setting up complete data pull
This commit is contained in:
Khalim Conn-Kowlessar
parent
cc319ab911
commit
12f780a089
1 changed files with 369 additions and 11 deletions
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@ -42,6 +42,15 @@ PROPERTY_TYPE_LOOKUP = {
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'Detached Local Connect': 'Detached',
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}
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},
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"HA2": {
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'HOUSE': 'House',
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'FLAT': 'Flat',
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'SHELTERED': None,
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'BUNGALOW': 'Bungalow',
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'BED-SIT': None,
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'MAISONETTE': "Maisonette",
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'HOSTEL': None
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},
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"HA6": {
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"property_type": {
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'HOUSE': "House",
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@ -69,6 +78,23 @@ PROPERTY_TYPE_LOOKUP = {
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"End Terraced": "End-Terrace",
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}
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},
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"HA12": {
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"House": "House",
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"Flat": "Flat",
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"Bungalow": "Bungalow",
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"Maisonette": "Maisonette",
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"Bedsit": None,
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},
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"HA13": {
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'House': "House",
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'Flat': "Flat",
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'House MT': "House",
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'House SD': "House",
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'House ET': "House",
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'Bungalow MT': "Bungalow",
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'Bungalow ET': "Bungalow",
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'ii': None,
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},
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"HA14": {
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"property_type": {
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"House": "House",
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@ -77,6 +103,13 @@ PROPERTY_TYPE_LOOKUP = {
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"Maisonette": "Maisonette",
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}
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},
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"HA15": {
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'House': 'House',
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'Flat': 'Flat',
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'Bungalow': 'Bungalow',
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'Maisonette': 'Maisonette',
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'Flat over garage': 'Flat',
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},
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"HA16": {
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'Semi Detached Bungalow': {"property-type": "Bungalow", "built-form": "Semi-Detached"},
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'Mid Terraced House': {"property-type": "House", "built-form": "Mid-Terrace"},
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@ -95,6 +128,30 @@ PROPERTY_TYPE_LOOKUP = {
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'Flat Over Shop': {"property-type": "Flat", "built-form": "Mid-Terrace"},
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'Mid Terraced Town House': {"property-type": "House", "built-form": "Mid-Terrace"},
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},
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"HA18": {
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"House": "House",
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"Flat": "Flat",
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"Bungalow": "Bungalow",
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"Maisonette": "Maisonette",
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"Bedsit": None,
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"Shop": None,
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"Hostel": None,
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"Block": None,
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},
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"HA24": {
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'01 HOUSE': 'House',
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'02 FLAT': 'Flat',
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'03 BUNGALOW': 'Bungalow',
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'10 PBUNGALOW': 'Bungalow',
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'01 HOUSE MID': 'House',
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'13 SBUNGALOW': 'Bungalow',
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'12 SBEDSIT': None, # BEDSIT does not match the specified property types
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'14 SFLAT': 'Flat',
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'05 BEDSIT': None,
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'04 MAISONETTE': 'Maisonette',
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'11 PFLAT': 'Flat',
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'09 PBEDSIT': None
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},
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"HA25": {
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'Flat': 'Flat',
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'Mid Terrace House': 'House',
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@ -116,6 +173,77 @@ PROPERTY_TYPE_LOOKUP = {
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'Mid Terrace Housekeeping ': 'House',
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'End Terrace Housex': 'House'
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},
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"HA28": {
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'Flat': 'Flat',
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'Semi detached house': 'House',
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'Terraced house': 'House',
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'Maisonette flat': 'Maisonette',
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'Sheltered bedsit': None,
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'APD flat': 'Flat',
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'Bungalow terraced': 'Bungalow',
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'Flat with partition': 'Flat',
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'Bungalow semi detached': 'Bungalow',
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'APD Bungalow': 'Bungalow',
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'Sheltered flat': 'Flat',
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'Bedsit Flat': 'Flat',
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'Bedsit bungalow semi detached': 'Bungalow',
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'Sheltered bungalow terraced': 'Bungalow',
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'Sheltered bedsit disabled': None,
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'Bedsit bungalow terraced': 'Bungalow',
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'Sheltered bungalow semi detached': 'Bungalow',
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'Sheltered warden flat': 'Flat',
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'Bungalow detached': 'Bungalow',
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'Block': None, # Does not match the specified property types
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'End Terraced House': 'House',
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'Mid Terraced House': 'House',
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'#N/A': None, # Assuming this is an invalid or missing entry
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0: None # Assuming 0 is also an invalid or missing entry
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},
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"HA30": {
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'House': 'House',
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'Flat': 'Flat',
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'Bungalow': 'Bungalow',
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'House with Attached Garage': 'House',
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'Bed Space': None, # Assuming this does not fit the specified property types
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'House with Garage': 'House',
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'Bungalow with Wheelchair Access': 'Bungalow',
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'Maisonette': 'Maisonette',
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'Flat with Wheelchair Access': 'Flat',
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'Bedsit': None, # Assuming this does not fit the specified property types
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'Flat w Wheelchair Access & Car Park': 'Flat',
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'House with Wheelchair Access': 'House',
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'Bungalow w Wheelchair Access & Car ': 'Bungalow'
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},
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"HA32": {
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'Bungalow': 'Bungalow',
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'Flat': 'Flat',
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'Bungalow Disabled': 'Bungalow', # "Disabled" properties categorized with their base type
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'House': 'House',
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'Dormer Bungalow': 'Bungalow',
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'Pop-In': None, # Does not fit the specified property types
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'Flat Disabled': 'Flat',
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'Laundry': None, # Does not fit the specified property types
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'Bedsit': None, # Excluded from the given categories
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'Shed': None, # Does not fit the specified property types
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'Store Room': None # Does not fit the specified property types
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},
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"HA34": {
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'Flat': 'Flat',
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'House': 'House',
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'Bungalow': 'Bungalow',
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'Maisonette': 'Maisonette',
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'ND': None,
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},
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"HA35": {
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"Flat": "Flat",
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"Maisonette": "Maisonette",
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"House": "House",
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"Bedsit": None,
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"2 Bedroom Unknown": None,
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"1 Bedroom Unknown": None,
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"3 Bedroom Unknown": None,
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"4 Bedroom Unknown": None,
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},
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"HA39": {
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"Semi house": {"property_type": "House", "built_form": "Semi-Detached"},
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"1st floor flat": {"property_type": "Flat", "built_form": None},
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@ -140,6 +268,105 @@ PROPERTY_TYPE_LOOKUP = {
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"1st floor flat with study room": {"property_type": "Flat", "built_form": None},
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"2nd floor flat with study": {"property_type": "Flat", "built_form": None},
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},
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"HA41": {
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'Garage': None,
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'House 1919-1945': 'House',
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'House 1946-1964': 'House',
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'Flats & Maisonettes post 1974': 'Flat',
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'Non traditional houses': 'House',
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'Sheltered': None,
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'Flats & Maisonettes 1965-1974': 'Flat',
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'House post 1974': 'House',
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'Block': None,
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'Flats & Maisonettes 1946-1964': 'Flat',
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'House 1965-1974': 'House',
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'Non traditional flats': 'Flat',
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'Bungalow 1965-1974': 'Bungalow',
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'PIMSS EMPTY': None,
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'Bungalow post 1974': 'Bungalow',
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'Bungalow 1946-1964': 'Bungalow',
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'Flats & Maisonettes 1919-1945': 'Flat',
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'House pre 1919': 'House',
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'Flats & Maisonettes pre 1919': 'Flat',
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'Bungalow 1919-1945': 'Bungalow',
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'Office': None
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},
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"HA48": {
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"House": "House",
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"Flat": "Flat",
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"Bungalow": "Bungalow",
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"Maisonette": "Maisonette",
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"Unit": None
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},
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"HA50": {
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'House': 'House',
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'Bungalow': 'Bungalow',
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'Flat': 'Flat',
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'House SD': 'House',
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'House MT': 'House',
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'House ET': 'House',
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'Bungalow ET': 'Bungalow',
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'House SD ': 'House',
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'House. SD': 'House',
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'Bungalow SD': 'Bungalow',
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'Bungalow MT': 'Bungalow',
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'Bungalow D': 'Bungalow',
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'House D': 'House',
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'House. MT': 'House',
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'House ': 'House',
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'House ET ': 'House',
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' ': None,
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'Flat?': 'Flat',
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'Bungalow ': 'Bungalow'
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},
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"HA56": {
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'House Non Specific': 'House',
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'HOUSE TERRACED': 'House',
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'HOUSE - SEMI DETACHD': 'House',
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'Bungalow': 'Bungalow',
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'House - End Terraced': 'House',
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'Block': None,
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'Block with Communal': None,
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'Bungalow - Terraced': 'Bungalow',
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'Bungalow - Semi Dtch': 'Bungalow',
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'Block House with rooms': None,
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'Bungalow - End Terr': 'Bungalow',
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'House - Mid Terraced': 'House',
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'Bungalow - Detached': 'Bungalow',
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'House - Detached': 'House',
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'HOUSE THREE STOREY': 'House',
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'Maisonette': 'Maisonette',
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'Communal Block': None,
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'Scheme': None
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},
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"HA63": {
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'Flat': 'Flat',
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'House - Semi detached': 'House',
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'House - Detached': 'House',
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'House - End Terrace': 'House',
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'House - Mid Terrace': 'House',
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'Bungalow - Semi detached': 'Bungalow',
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'Bungalow': 'Bungalow',
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'Bedsit': None, # Considering as a non-specific residential category here
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'Maisonette': 'Maisonette',
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'Bungalow - End Terrace': 'Bungalow',
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'Bungalow - Detached': 'Bungalow',
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'Maisonette - Mid Terrace': 'Maisonette',
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'Maisonette - End Terrace': 'Maisonette',
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'Studio Flat': 'Flat',
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'Maisonette - Detached': 'Maisonette',
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'Bungalow - Mid Terrace': 'Bungalow',
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'Bedsit - Mid Terrace': None,
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'Bedsit - End Terrace': None,
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'Amenity Block - Semi detached': None, # Assuming non-residential
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'Maisonette - Semi Detached': 'Maisonette',
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'Amenity Block - Detached': None, # Assuming non-residential
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'Hostel': None, # Typically not considered a standard residential property for this context
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'Bungalow - Attached': 'Bungalow',
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'Unknown': None, # Not enough information to categorize
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'Studio Flat - Mid Terrace': 'Flat',
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'Chalet - Wheelchair': None # Specialized type, not categorized here
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},
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"HA107": {
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"property_type": {
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"HOUSE": "House",
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@ -160,6 +387,27 @@ PROPERTY_TYPE_LOOKUP = {
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"Detached": "Detached",
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"Detatched": "Detached",
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}
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},
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"HA117": {
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"Flat": "Flat",
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"House": "House",
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"Bungalow": "Bungalow",
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"Flat over garage/underpass": "Flat",
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},
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"HAXXX": {
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'mid terraced house': 'House',
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'semi detached house': 'House',
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'1st fl 4 in a block': 'Flat',
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'G/F 4 in a block': 'Flat',
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'end terraced house': 'House',
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'1st floor flat': 'Flat',
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'G/F floor flat': 'Flat',
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'semi detached bungalow': 'Bungalow',
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'2nd floor flat': 'Flat',
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'mid terrace bungalow': 'Bungalow',
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'detached bungalow': 'Bungalow',
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'end terrace bungalow': 'Bungalow',
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'Staff accommodation': None # Marked as None due to its special nature
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}
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}
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@ -2882,12 +3130,36 @@ def get_property_type_and_built_form(property_meta, ha_name):
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property_type = "Flat"
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built_form = PROPERTY_TYPE_LOOKUP[ha_name]["built_form"].get(property_meta["Property Type"], None)
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elif ha_name == "HA2":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["Dwelling Type"].strip())
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built_form = None
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elif ha_name == "HA6":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name]["property_type"][property_meta["Dwelling type"]]
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built_form = property_meta["built_form"]
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elif ha_name == "HA7":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name]["property_type"].get(property_meta["Archetype"])
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built_form = PROPERTY_TYPE_LOOKUP[ha_name]["built_form"].get(property_meta["Property Type"])
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elif ha_name == "HA9":
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property_description = property_meta["Asset Type"].strip().lower()
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if "house" in property_description:
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return "House", None
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if "flat" in property_description:
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return "Flat", None
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if "bungalow" in property_description:
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return "Bungalow", None
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if "maisonette" in property_description:
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return "Maisonette", None
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return None, None
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elif ha_name == "HA12":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["Asset_Type1"].strip())
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built_form = None
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elif ha_name == "HA13":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["Type Cd"].strip())
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built_form = None
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elif ha_name == "HA14":
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if property_meta["Asset Type Description"] == "Block - Repair":
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# We try and deduce if it's a flat or house, depending on if it has "room" or "flats" in the address
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@ -2902,15 +3174,60 @@ def get_property_type_and_built_form(property_meta, ha_name):
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]
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built_form = None
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elif ha_name == "HA25":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name][property_meta["T1_AssetType"]]
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elif ha_name == "HA15":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["Property Type"].strip())
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built_form = None
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elif ha_name == "HA16":
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config = PROPERTY_TYPE_LOOKUP[ha_name][property_meta["Type"]]
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property_type = config.get("property-type")
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built_form = config.get("built-form")
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elif ha_name == "HA39":
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elif ha_name == "HA18":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["Asset Type"].strip())
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built_form = None
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elif ha_name == "HA19":
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property_type = property_meta["Dwelling Type"]
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built_form = None
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elif ha_name == "HA24":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["Property Type"].strip())
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built_form = None
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elif ha_name == "HA25":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name][property_meta["T1_AssetType"]]
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built_form = None
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elif ha_name == "HA27":
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property_type = property_meta["Property Type"]
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built_form = None
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elif ha_name == "HA28":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name][property_meta["Property Type - Academy"]]
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built_form = None
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elif ha_name == "HA30":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name][property_meta["A_AssetType"]]
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built_form = None
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elif ha_name == "HA31":
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property_description = property_meta["A_AssetType"].strip().lower()
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if "house" in property_description:
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return "House", None
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if "flat" in property_description:
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return "Flat", None
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if "bungalow" in property_description:
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return "Bungalow", None
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if "maisonette" in property_description:
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return "Maisonette", None
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return None, None
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elif ha_name == "HA32":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["Dwelling type"].strip())
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built_form = None
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elif ha_name == "HA34":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["Property Type"].strip())
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built_form = None
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elif ha_name == "HA35":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["Property Type Grouping"].strip())
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built_form = None
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elif ha_name == "HA39":
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property_type_config = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["ConstructionStyle"], {})
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property_type = property_type_config.get("property_type", None)
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built_form = property_type_config.get("built_form", None)
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@ -2921,11 +3238,35 @@ def get_property_type_and_built_form(property_meta, ha_name):
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property_type = "Flat"
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else:
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property_type = "House"
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elif ha_name == "HA41":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["Archetype"].strip())
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built_form = None
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elif ha_name == "HA48":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["Property Type"].strip())
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built_form = None
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elif ha_name == "HA49":
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property_type = property_meta["Property Class"].strip()
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built_form = None
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elif ha_name == "HA54":
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property_type = property_meta["Property Type"]
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built_form = None
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elif ha_name == "HA56":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["Dwelling Type Description"].strip())
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built_form = None
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elif ha_name == "HA63":
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property_type = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["PropertyType"].strip())
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built_form = None
|
||||
elif ha_name == "HA107":
|
||||
|
||||
property_type = property_meta.get("property_type", None)
|
||||
built_form = property_meta.get("built_form", None)
|
||||
|
||||
elif ha_name == "HA117":
|
||||
property_type = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["Property Type"].strip())
|
||||
built_form = None
|
||||
elif ha_name == "HAXX":
|
||||
return property_meta["Property Type"].split(":")[0].strip(), None
|
||||
elif ha_name == "HAXXX":
|
||||
property_type = PROPERTY_TYPE_LOOKUP[ha_name].get(property_meta["Unit Description"].strip())
|
||||
built_form = None
|
||||
else:
|
||||
raise NotImplementedError("Implement me")
|
||||
|
||||
|
|
@ -5119,9 +5460,16 @@ def forecast_remaining_sales(loader):
|
|||
|
||||
|
||||
def fml_data_pull(loader):
|
||||
has_bruh = ["HA7", "HA14", "HA25", "HA39", "HA16",
|
||||
# Do these
|
||||
"HA1", "HA13", "HA50", "HA24"]
|
||||
has_bruh = [
|
||||
# "HA7", "HA14", "HA25", "HA39", "HA16", "HA28",
|
||||
# Updated get_property_type_and_built_form, still needs running
|
||||
"HA13", "HA50", "HA24", "HA15", "HA32", "HA28", "HA6", "HA1", "HA107", "HA41", "HA48", "HA2", "HA63", "HA12",
|
||||
"HA117", "HA35", "HA34", "HA56", "HA19", "HA18", "HA9", "HA27", "HA30", "HA31", "HA54", "HA49",
|
||||
# todo
|
||||
]
|
||||
|
||||
# Can't pull from EPC database because it's based in Scotland
|
||||
# "HAXXX", "HAXX"
|
||||
# DO
|
||||
from backend.SearchEpc import SearchEpc
|
||||
epc_api_key = "a2Nvbm5rb3dsZXNzYXJAZ21haWwuY29tOjY5MGJiMWM0NmIyOGI5ZDUxYzAxMzQzYzNiZGNlZGJjZDNmODQwMzA="
|
||||
|
|
@ -5134,14 +5482,24 @@ def fml_data_pull(loader):
|
|||
# For each property, search for the latest EPC
|
||||
epc_data = []
|
||||
for _, row in tqdm(fml.iterrows(), total=fml.shape[0]):
|
||||
|
||||
property_type, _ = get_property_type_and_built_form(property_meta=row, ha_name=ha)
|
||||
|
||||
if ha == "HAXXX":
|
||||
to_join = [str(x) for x in
|
||||
[row["Door Number"], row["Address Line 1"], row["Address Line 2"], row["Address Line 3"],
|
||||
row["Postcode"]] if x is not None]
|
||||
full_address = ", ".join(to_join)
|
||||
else:
|
||||
full_address = row["matching_address"]
|
||||
|
||||
searcher = SearchEpc(
|
||||
address1=row["HouseNo"],
|
||||
address1=str(row["HouseNo"]),
|
||||
postcode=row["matching_postcode"],
|
||||
auth_token=epc_api_key,
|
||||
os_api_key="",
|
||||
property_type=property_type,
|
||||
full_address=row["matching_address"],
|
||||
full_address=full_address,
|
||||
)
|
||||
# Force the skipping of estimating the EPC
|
||||
searcher.ordnance_survey_client.property_type = None
|
||||
|
|
@ -5194,7 +5552,7 @@ def classify_loft(x):
|
|||
|
||||
def fml_analysis(loader):
|
||||
assumed_ciga_pass_rate = 0.731
|
||||
has_bruh = ["HA7", "HA14", "HA25", "HA39", "HA16"]
|
||||
has_bruh = ["HA7", "HA14", "HA25", "HA39", "HA16", "HA1"]
|
||||
|
||||
no_ciga_cavity_descriptions = [
|
||||
"Cavity wall, as built, insulated (assumed)",
|
||||
|
|
|
|||
Loading…
Add table
Reference in a new issue