In [ ]:

    

import psycopg2
import csv
import io
import sys
from urllib.request import Request
from urllib.request import urlopen

conn = psycopg2.connect(dbname="", user="", password="")
cur = conn.cursor()

cur.execute("""
select * from
(
select 
    jsonb_array_elements(metadata->'resources')->>'url' as url,
    jsonb_array_elements(metadata->'resources')->>'identifier' as identifier, 
    jsonb_array_elements(metadata->'resources')->'schema' as schema,
    jsonb_array_elements(metadata->'resources')->>'format' as resource_format
from package
) t where t.resource_format = 'CSV'
""")
            
data = cur.fetchall()


    

In [ ]:

    

def is_number(s):
    try:
        float(s)
        return True
    except ValueError:
        return False

def create_column_str(columns_metadata):
    columns = []
    for column_metadata in columns_metadata:
        col_name = column_metadata['name']
        col_type = column_metadata['type']
        if col_type == 'numeric' or col_type == 'text':
            columns.append(col_name + ' ' + col_type)
        elif col_type == 'datetime':
            if column_metadata['format'] == 'YYYY-[H]H': # strange format, make it text
                columns.append(col_name + ' ' + 'text')
            else:
                columns.append(col_name + ' ' + 'timestamp')
    return '(' + ','.join(columns) + ')'

def create_table_name(id):
    return 'table_' + id.replace('-','_')

def insert_table(table_name, columns_metadata, reader, cur):   
    for j, row in enumerate(reader):
        if j > 0:
            col_values = []
            for i, column_metadata in enumerate(columns_metadata):
                col_type = column_metadata['type']
                col_data = row[i]
                if col_type == 'datetime':
                    col_format = column_metadata['format']
                    if col_format == 'YYYY':
                        col_data += '-01-01'
                    elif col_format == 'YYYY-MM':
                        col_data += "-01"
                    col_data = "'" + col_data + "'"
                elif col_type == 'text':
                    col_data = "'" + col_data + "'"
                elif col_type == 'numeric' and not is_number(col_data):
                    col_data = "0" #this is very bad, fix me!
                col_values.append(col_data)
            sql = 'insert into ' + table_name + ' values (' + ','.join(col_values) + ')'
            cur.execute(sql)
            
                          
def access_resource(resource_url):
    hdr = {'User-Agent': 'Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.11 (KHTML, like Gecko) Chrome/23.0.1271.64 Safari/537.11',
       'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8',
       'Accept-Charset': 'ISO-8859-1,utf-8;q=0.7,*;q=0.3',
       'Accept-Encoding': 'none',
       'Accept-Language': 'en-US,en;q=0.8',
       'Connection': 'keep-alive'}
    req = Request(resource_url, headers=hdr)
    response = urlopen(req).read().decode('utf-8')
    return csv.reader(io.StringIO(response))

success = 0
failed = 0
for row in data[:10]:
    url = row[0]
    id = row[1]
    columns_metadata = row[2]
    table_name = create_table_name(id)
    sql_str = "CREATE TABLE " + table_name + " " + create_column_str(columns_metadata)
    drop_str = "DROP TABLE IF EXISTS " + table_name
    print(sql_str)
    cur.execute(drop_str)
    cur.execute(sql_str)
    reader = access_resource(url)
    try:
        insert_table(table_name, columns_metadata, reader, cur)
        success += 1
    except:
        print("Unexpected error:", sys.exc_info()[0])
        failed += 1
        
print('done!')

conn.commit()
cur.close()
conn.close()


    

In [196]:

    

conn.commit()
cur.close()
conn.close()


    

In [155]:

    

from datetime import datetime
datetime_object = datetime.strptime('2014-02','%Y-%m')


    

In [156]:

    

datetime_object


    

    
Out[156]:





datetime.datetime(2014, 2, 1, 0, 0)

In [197]:

    

success


    

    
Out[197]:





20

In [198]:

    

failed


    

    
Out[198]:





0

In [2]:

    

data


    

    
Out[2]:





[('https://storage.data.gov.sg/3g-public-cellular-mobile-telephone-services/resources/call-success-rate-2013-2016-2016-08-29T09-22-31Z.csv',
  'c9f714db-cc3b-49ad-bb0f-302ba33505ee',
  [{'format': 'YYYY-MM',
    'name': 'month',
    'sub_type': 'month',
    'title': 'Month',
    'type': 'datetime'},
   {'name': 'telco', 'sub_type': 'general', 'title': 'Telco', 'type': 'text'},
   {'name': 'success_rate',
    'sub_type': 'general',
    'title': 'Success Rate',
    'type': 'numeric',
    'unit_of_measure': 'Percentage'}],
  'CSV'),
 ('https://storage.data.gov.sg/3g-public-cellular-mobile-telephone-services/resources/call-success-rate-2009-2011-2016-02-16T03-04-41Z.csv',
  'e9ec02c5-f3fe-49ec-960c-f7c05acf536c',
  [{'format': 'YYYY',
    'name': 'year',
    'sub_type': 'year',
    'title': 'Year',
    'type': 'datetime'},
   {'name': 'operators',
    'sub_type': 'general',
    'title': 'Operators',
    'type': 'text'},
   {'description': 'Percentages are expressed as a value over 100, i.e. "100" represents 100%',
    'name': 'call_success_rate',
    'sub_type': 'percentage',
    'title': 'Call Success Rate',
    'type': 'numeric'}],
  'CSV'),
 ('https://storage.data.gov.sg/3g-public-cellular-mobile-telephone-services/resources/call-success-rate-2007-2008-2016-02-16T03-05-22Z.csv',
  'c195d04f-22d8-474f-83b8-8c2c3cb6131a',
  [{'format': 'YYYY-[H]H',
    'name': 'period',
    'sub_type': 'half_year',
    'title': 'Period',
    'type': 'datetime'},
   {'name': 'operators',
    'sub_type': 'general',
    'title': 'Operators',
    'type': 'text'},
   {'description': 'Percentages are expressed as a value over 100, i.e. "100" represents 100%',
    'name': 'call_success_rate',
    'sub_type': 'percentage',
    'title': 'Call Success Rate',
    'type': 'numeric'}],
  'CSV'),
 ('https://storage.data.gov.sg/3g-public-cellular-mobile-telephone-services-average-drop-call-rate/resources/3g-public-cellular-mobile-telephone-services-average-drop-call-rate-2016-08-29T09-21-29Z.csv',
  'b0f5648c-af96-4fee-a8fb-de7f9580d050',
  [{'format': 'YYYY-MM',
    'name': 'month',
    'sub_type': 'month',
    'title': 'Month',
    'type': 'datetime'},
   {'name': 'telco', 'sub_type': 'general', 'title': 'Telco', 'type': 'text'},
   {'description': 'Percentages are expressed as a value over 100, i.e. "100" represents 100%',
    'name': 'drop_call_rate',
    'sub_type': 'percentage',
    'title': 'Drop Call Rate',
    'type': 'numeric'}],
  'CSV'),
 ('https://storage.data.gov.sg/3g-public-cellular-mobile-telephone-services-nation-wide-service-coverage/resources/3g-public-cellular-mobile-telephone-services-nation-wide-service-coverage-2016-08-29T09-23-24Z.csv',
  'c7f2dc9d-a1b8-4fca-99fa-91a4ade199d4',
  [{'format': 'YYYY-MM',
    'name': 'month',
    'sub_type': 'month',
    'title': 'Month',
    'type': 'datetime'},
   {'name': 'telco', 'sub_type': 'general', 'title': 'Telco', 'type': 'text'},
   {'description': 'Percentages are expressed as a value over 100, i.e. "100" represents 100%',
    'name': 'service_coverage',
    'sub_type': 'percentage',
    'title': 'Service Coverage',
    'type': 'numeric'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-motorcycle-population-by-cc-rating/resources/annual-motorcycle-population-by-cc-rating-2017-01-23T14-21-46Z.csv',
  'b4e18b7c-98fa-4c3b-a525-8139de1debeb',
  [{'format': 'YYYY',
    'name': 'year',
    'sub_type': 'year',
    'title': 'Year',
    'type': 'datetime'},
   {'name': 'cc_rating',
    'sub_type': 'general',
    'title': 'CC Rating',
    'type': 'text'},
   {'name': 'number',
    'sub_type': 'general',
    'title': 'Number',
    'type': 'numeric',
    'unit_of_measure': 'Number of Motorcycles'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-motorcycle-population-by-make/resources/all-motorcycles-including-scooters-registered-in-singapore-figures-include-all-road-tax-e-2017-01-23T14-26-45Z.csv',
  '817d2cd2-8531-433a-b048-e0543b6fda7a',
  [{'format': 'YYYY',
    'name': 'year',
    'sub_type': 'year',
    'title': 'Year',
    'type': 'datetime'},
   {'name': 'make', 'sub_type': 'general', 'title': 'Make', 'type': 'text'},
   {'name': 'number',
    'sub_type': 'general',
    'title': 'Number',
    'type': 'numeric',
    'unit_of_measure': 'Number of Motorcycles'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-motor-vehicle-inspection-passing-rate-of-motor-vehicles-on-first-inspection/resources/annual-motor-vehicle-inspection-passing-rate-of-motor-vehicles-on-first-inspection-2017-04-11T01-46-30Z.csv',
  'd0efb5d7-9348-41d8-9acf-ddbadca8fb22',
  [{'format': 'YYYY',
    'name': 'year',
    'sub_type': 'year',
    'title': 'Year',
    'type': 'datetime'},
   {'name': 'type',
    'sub_type': 'general',
    'title': 'Vehicle Type',
    'type': 'text'},
   {'name': 'age', 'sub_type': 'general', 'title': 'Age', 'type': 'text'},
   {'name': 'number_reported',
    'sub_type': 'general',
    'title': 'Reported',
    'type': 'numeric',
    'unit_of_measure': 'No. of Vehicles'},
   {'name': 'number_passed',
    'sub_type': 'general',
    'title': 'Passed',
    'type': 'numeric',
    'unit_of_measure': 'No. of Vehicles'},
   {'description': 'Percentages are expressed as a value over 100, i.e. "100" represents 100%',
    'name': 'passing_rate',
    'sub_type': 'percentage',
    'title': 'Passing Rate',
    'type': 'numeric'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-motor-vehicle-population-by-type-of-fuel-used/resources/annual-motor-vehicle-population-by-type-of-fuel-used-2017-01-24T01-13-53Z.csv',
  '39e17d4c-3bd3-4814-9ae7-bf9df39a2f5d',
  [{'format': 'YYYY',
    'name': 'year',
    'sub_type': 'year',
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    'type': 'datetime'},
   {'name': 'type', 'sub_type': 'general', 'title': 'Type', 'type': 'text'},
   {'name': 'engine',
    'sub_type': 'general',
    'title': 'Engine',
    'type': 'text'},
   {'name': 'number',
    'sub_type': 'general',
    'title': 'Number',
    'type': 'numeric',
    'unit_of_measure': 'Number of Vehicles'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-motor-vehicle-population-by-type-of-vehicles/resources/motor-vehicle-population-by-type-of-vehicle-end-of-period-annual-2016-02-13T08-01-53Z.csv',
  '31ca0cee-6d9e-453a-8b4f-376d37713a10',
  [{'format': 'YYYY',
    'name': 'year',
    'sub_type': 'year',
    'title': 'Year',
    'type': 'datetime'},
   {'name': 'type_of_vehicle',
    'sub_type': 'general',
    'title': 'Type Of Vehicle',
    'type': 'text'},
   {'description': '"-" : Data is negligible or not significant',
    'name': 'no_of_vehicles_on_register',
    'sub_type': 'general',
    'title': 'No. Of Vehicles On Register',
    'type': 'numeric',
    'unit_of_measure': 'No. Of Vehicles'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-motor-vehicle-population-by-type-of-vehicles/resources/annual-motor-vehicle-population-end-of-period-2016-02-13T08-04-07Z.csv',
  'def5fdec-5cc3-4213-9e6e-56a4d36c5673',
  [{'format': 'YYYY',
    'name': 'year',
    'sub_type': 'year',
    'title': 'Year',
    'type': 'datetime'},
   {'name': 'no_of_motor_vehicles_on_register',
    'sub_type': 'general',
    'title': 'No. Of Motor Vehicles On Register',
    'type': 'numeric',
    'unit_of_measure': 'No. of Vehicles'}],
  'CSV'),
 ('https://data.gov.sg/dataset/2561a30e-6d75-4a9d-b8cd-16f89ddc0cf9/resource/93430d5e-903c-4402-8343-8a260f4f4354/download/annual-motor-vehicle-population-by-vehicle-quota-categories.csv',
  '93430d5e-903c-4402-8343-8a260f4f4354',
  [{'format': 'YYYY',
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   {'name': 'category',
    'sub_type': 'general',
    'title': 'Category',
    'type': 'text'},
   {'name': 'number',
    'sub_type': 'general',
    'title': 'No. of Vehicles',
    'type': 'numeric',
    'unit_of_measure': 'No. of Vehicles'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-motor-vehicle-population-by-vehicle-type/resources/annual-motor-vehicle-population-by-vehicle-type-2017-04-11T01-42-11Z.csv',
  'dec53407-9f97-47b8-ba89-b2070569a09e',
  [{'format': 'YYYY',
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    'type': 'text'},
   {'name': 'type', 'sub_type': 'general', 'title': 'Type', 'type': 'text'},
   {'name': 'number',
    'sub_type': 'general',
    'title': 'No. of Vehicles',
    'type': 'numeric',
    'unit_of_measure': 'No. of Vehicles'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-motor-vehicles-de-registered-by-vehicle-quota-categories/resources/motor-vehicle-de-registration-under-vehicle-quota-system-vqs-2017-01-31T08-03-21Z.csv',
  '78c56d0e-1a88-4c13-b13f-8ccf5ed65249',
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    'title': 'Category',
    'type': 'text'},
   {'name': 'number',
    'sub_type': 'general',
    'title': 'Number of Vehicles',
    'type': 'numeric',
    'unit_of_measure': 'Number of Vehicles'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-new-registration-of-motorcycles-by-make/resources/annual-new-registration-of-motorcycles-by-make-2017-01-23T07-13-11Z.csv',
  '3bb9a74b-00d2-4be9-82c9-d348f4cbee2d',
  [{'format': 'YYYY',
    'name': 'year',
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    'type': 'datetime'},
   {'name': 'make', 'sub_type': 'general', 'title': 'Make', 'type': 'text'},
   {'name': 'number',
    'sub_type': 'general',
    'title': 'Number',
    'type': 'numeric',
    'unit_of_measure': 'No. of New Registrations'}],
  'CSV'),
 ('https://data.gov.sg/dataset/0d27545d-bb83-41ee-8a85-bbeae39a7e3a/resource/3fcc2131-28e4-40bb-9e92-680d0282399e/download/total-annual-new-registration-by-make.csv',
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   {'name': 'number',
    'sub_type': 'general',
    'title': 'No. of New Registrations',
    'type': 'numeric',
    'unit_of_measure': 'No. of Vehicles'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-new-registrations-of-goods-vehicles-and-buses-by-make/resources/total-annual-new-registration-of-buses-by-make-2017-01-31T06-54-22Z.csv',
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   {'name': 'number',
    'sub_type': 'general',
    'title': 'No. of Vehicles',
    'type': 'numeric',
    'unit_of_measure': 'No. of Vehicles'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-new-registrations-of-goods-vehicles-and-buses-by-make/resources/total-annual-new-registration-of-goods-vehicles-gvs-by-make-2017-01-31T06-44-04Z.csv',
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   {'name': 'number',
    'sub_type': 'general',
    'title': 'No. of Vehicles',
    'type': 'numeric',
    'unit_of_measure': 'No. of Vehicles'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-new-registrations-of-motor-vehicles-by-vehicle-quota-category/resources/new-registration-of-motor-vehicles-under-vehicle-quota-system-vqs-2017-01-23T07-09-19Z.csv',
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    'unit_of_measure': 'No. of New Registrations'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-revalidation-of-coe-of-existing-vehicles/resources/annual-revalidation-of-certificate-of-entitlement-coe-of-existing-vehicles-2017-03-06T10-28-19Z.csv',
  '8607dc44-6eb7-43c8-a666-240b186d3eeb',
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   {'name': 'category',
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   {'name': 'number',
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    'type': 'numeric',
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  'CSV'),
 ('https://storage.data.gov.sg/annual-type-and-number-of-vehicles-transferred/resources/annual-type-and-number-of-motor-vehicles-transferred-2017-04-11T01-37-09Z.csv',
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   {'name': 'vehicle_type',
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    'title': 'Vehicle Type',
    'type': 'text'},
   {'name': 'number',
    'sub_type': 'general',
    'title': 'No. of Vehicles',
    'type': 'numeric',
    'unit_of_measure': 'No. of Vehicles'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-value-and-property-tax-by-property-type-annual/resources/annual-value-and-property-tax-by-property-type-2016-10-03T00-15-46Z.csv',
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    'sub_type': 'financial_year',
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    'type': 'datetime'},
   {'name': 'property_type',
    'sub_type': 'general',
    'title': 'Type of Property',
    'type': 'text'},
   {'name': 'no_of_cases',
    'sub_type': 'general',
    'title': 'No. of Cases',
    'type': 'numeric',
    'unit_of_measure': 'Count'},
   {'description': ['With effect from FY2012/13, total Annual Value has been replaced with median Annual Value.',
     '"na" : Data not available or not applicable'],
    'name': 'annual_value',
    'sub_type': 'general',
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    'type': 'numeric',
    'unit_of_measure': 'S$ Thousand'},
   {'description': ['With effect from FY2012/13, total Annual Value has been replaced with median Annual Value.',
     '"na" : Data not available or not applicable'],
    'name': 'median_annual_value',
    'sub_type': 'general',
    'title': 'Median Annual Value',
    'type': 'numeric',
    'unit_of_measure': 'S$'},
   {'name': 'property_tax_collection',
    'sub_type': 'general',
    'title': 'Property Tax Collection',
    'type': 'numeric',
    'unit_of_measure': 'S$ Thousand'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-value-and-property-tax-by-property-type-annual/resources/median-annual-value-and-property-tax-by-type-of-hdb-2016-10-03T00-17-50Z.csv',
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    'format': 'YYYY',
    'name': 'financial_year',
    'sub_type': 'financial_year',
    'title': 'Financial Year',
    'type': 'datetime'},
   {'name': 'type_of_hdb',
    'sub_type': 'general',
    'title': 'Type of HDB',
    'type': 'text'},
   {'name': 'no_of_cases',
    'sub_type': 'general',
    'title': 'No. of Cases',
    'type': 'numeric',
    'unit_of_measure': 'Count'},
   {'name': 'median_annual_value',
    'sub_type': 'general',
    'title': 'Median Annual Value',
    'type': 'numeric',
    'unit_of_measure': 'S$'},
   {'name': 'property_tax_collection',
    'sub_type': 'general',
    'title': 'Property Tax Collection',
    'type': 'numeric',
    'unit_of_measure': 'S$ Thousand'}],
  'CSV'),
 ('https://storage.data.gov.sg/annual-value-and-property-tax-by-property-type-annual/resources/median-annual-value-and-property-tax-by-type-of-private-residential-property-2016-10-03T00-19-41Z.csv',
  'b617ceed-08d0-4278-9ce5-730878bc3053',
  [{'description': 'Financial year starts on 1 April and ends on 31 March',
    'format': 'YYYY',
    'name': 'financial_year',
    'sub_type': 'financial_year',
    'title': 'Financial Year',
    'type': 'datetime'},
   {'name': 'type_of_private_residential',
    'sub_type': 'general',
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    'sub_type': 'email',
    'title': 'Email Address',
    'type': 'text'},
   {'name': 'contact_no',
    'sub_type': 'telephone',
    'title': 'Contact No',
    'type': 'text'}],
  'CSV'),
 ('https://storage.data.gov.sg/listing-of-temporary-occupation-permits-top-issued/resources/listing-of-temporary-occupation-permits-top-issued-2016-02-19T06-54-06Z.csv',
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    'name': 'date_issued',
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    'title': 'Date Issued',
    'type': 'datetime'},
   {'name': 'top_number',
    'sub_type': 'general',
    'title': 'TOP Number',
    'type': 'text'},
   {'name': 'project_reference_no',
    'sub_type': 'general',
    'title': 'Project Reference No',
    'type': 'text'},
   {'name': 'description',
    'sub_type': 'general',
    'title': 'Description',
    'type': 'text'},
   {'name': 'architect',
    'sub_type': 'general',
    'title': 'Architect',
    'type': 'text'},
   {'description': '"na" : Data not available or not applicable',
    'name': 'floor_area',
    'sub_type': 'general',
    'title': 'Floor Area',
    'type': 'numeric',
    'unit_of_measure': 'Sqm'},
   {'name': 'cost',
    'sub_type': 'general',
    'title': 'Cost',
    'type': 'numeric',
    'unit_of_measure': 'S$'},
   {'name': 'residental_units',
    'sub_type': 'general',
    'title': 'Residental Units',
    'type': 'numeric',
    'unit_of_measure': 'No. of Units'}],
  'CSV'),
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  '4d6959b1-f48e-4b05-b20e-244b9feb6939',
  [{'name': 'cleansvcpr',
    'sub_type': 'general',
    'title': 'Cleaning Contractors ',
    'type': 'text'},
   {'name': 'email_add',
    'sub_type': 'email',
    'title': 'Email Addresses ',
    'type': 'text'},
   {'name': 'contact',
    'sub_type': 'telephone',
    'title': 'Contact Numbers',
    'type': 'text'},
   {'name': 'zone',
    'sub_type': 'general',
    'title': 'Location of Work',
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  'CSV'),
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  [{'description': 'Name of the Government Markets and Hawker Centre',
    'name': 'name_of_centre',
    'sub_type': 'general',
    'title': 'Name of Market or Hawker Centre',
    'type': 'text'},
   {'name': 'location_of_centre',
    'sub_type': 'general',
    'title': 'Address',
    'type': 'text'},
   {'description': ['1. MK - Market only',
     '2. HC - Hawker Centre only',
     '3. MHC- Markets cum Hawker Centres'],
    'name': 'type_of_centre',
    'sub_type': 'general',
    'title': 'Type of centre',
    'type': 'text'},
   {'description': 'Can be owned by HDB - Housing and Development Board, or Government.',
    'name': 'owner',
    'sub_type': 'general',
    'title': 'Owner',
    'type': 'text'},
   {'name': 'no_of_stalls',
    'sub_type': 'general',
    'title': 'Number of stalls',
    'type': 'numeric',
    'unit_of_measure': 'Number of stalls'},
   {'name': 'no_of_cooked_food_stalls',
    'sub_type': 'general',
    'title': 'Number of cooked food stalls',
    'type': 'numeric',
    'unit_of_measure': 'Number of stalls'},
   {'name': 'no_of_mkt_produce_stalls',
    'sub_type': 'general',
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    'type': 'numeric',
    'unit_of_measure': 'Number of stalls'}],
  'CSV'),
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    'sub_type': 'address',
    'title': 'Address',
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   {'name': 'postal_code',
    'sub_type': 'postal_code',
    'title': 'Postal Code',
    'type': 'text'},
   {'name': 'tel_office_1',
    'sub_type': 'telephone',
    'title': 'Tel Office 1',
    'type': 'text'},
   {'description': '"na" : Data not available or not applicable',
    'name': 'tel_office_2',
    'sub_type': 'telephone',
    'title': 'Tel Office 2',
    'type': 'text'},
   {'description': '"na" : Data not available or not applicable',
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  'CSV'),
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    'title': 'Licensee Name',
    'type': 'text'},
   {'name': 'licence_number',
    'sub_type': 'general',
    'title': 'Licence Number',
    'type': 'text'},
   {'name': 'premises_address',
    'sub_type': 'general',
    'title': 'Premises Address',
    'type': 'text'},
   {'description': ['Data not available or not applicable. Licensed establishments such as eating houses, food courts, canteens etc. are not subjected to the grading regime as only the individual food stalls within the establishment are subjected to grading.  New food establishments may not have been graded yet',
     '"na" : Data not available or not applicable'],
    'name': 'grade',
    'sub_type': 'general',
    'title': 'Grade',
    'type': 'text'},
   {'description': '"na" : Data not available or not applicable',
    'name': 'demerit_points',
    'sub_type': 'general',
    'title': 'Demerit Points',
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   {'description': '"na" : Data not available or not applicable',
    'format': 'YYYY-MM-DD',
    'name': 'suspension_start_date',
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    'title': 'Suspension Start Date',
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   {'description': '"na" : Data not available or not applicable',
    'format': 'YYYY-MM-DD',
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  [{'description': 'Name of licence',
    'name': 'licence_type',
    'sub_type': 'general',
    'title': 'Licence type',
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   {'description': 'Description of the licence application.',
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    'type': 'text'}],
  'CSV'),
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    'type': 'text'},
   {'name': 'licensee_name',
    'sub_type': 'general',
    'title': 'Licensee Name',
    'type': 'text'},
   {'description': '"na" : Data not available or not applicable',
    'name': 'building_name',
    'sub_type': 'address',
    'title': 'Building Name',
    'type': 'text'},
   {'description': '"na" : Data not available or not applicable',
    'name': 'block_house_num',
    'sub_type': 'address',
    'title': 'Block House Number',
    'type': 'text'},
   {'description': '"na" : Data not available or not applicable',
    'name': 'level_num',
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    'title': 'Level Number',
    'type': 'text'},
   {'name': 'unit_num',
    'sub_type': 'address',
    'title': 'Unit Number',
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   {'description': '"na" : Data not available or not applicable',
    'name': 'street_name',
    'sub_type': 'address',
    'title': 'Street Name',
    'type': 'text'},
   {'name': 'postal_code',
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  'CSV'),
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  [{'description': 'Name of collection centre',
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    'title': 'Name of organisation',
    'type': 'text'},
   {'description': 'Type of organisation',
    'name': 'type',
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   {'description': 'Description of centre',
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  'CSV'),
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   {'name': 'father_race',
    'sub_type': 'general',
    'title': 'Father Race',
    'type': 'text'},
   {'name': 'child_gender',
    'sub_type': 'general',
    'title': 'Child Gender',
    'type': 'text'},
   {'name': 'birth_count',
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   {'name': 'mother_race',
    'sub_type': 'general',
    'title': 'Mother Race',
    'type': 'text'},
   {'name': 'birth_attendant',
    'sub_type': 'general',
    'title': 'Birth Attendant',
    'type': 'text'},
   {'name': 'birth_count',
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   {'name': 'mother_race',
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    'title': 'Mother Race',
    'type': 'text'},
   {'name': 'place_of_birth',
    'sub_type': 'general',
    'title': 'Place Of Birth',
    'type': 'text'},
   {'name': 'birth_count',
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    'title': 'Father Race',
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   {'name': 'mother_race',
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    'title': 'Mother Race',
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   {'name': 'ethnic_group_of_mother',
    'sub_type': 'general',
    'title': 'Ethnic Group Of Mother',
    'type': 'text'},
   {'name': 'age_group_of_mother',
    'sub_type': 'general',
    'title': 'Age Group Of Mother',
    'type': 'text'},
   {'name': 'educational_qualification_of_mother',
    'sub_type': 'general',
    'title': 'Educational Qualification Of Mother',
    'type': 'text'},
   {'name': 'live_births',
    'sub_type': 'general',
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    'type': 'numeric',
    'unit_of_measure': 'No. of Live Births'}],
  'CSV'),
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  [{'format': 'YYYY-MM',
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    'type': 'datetime'},
   {'description': 'Birth Weight of baby in grams',
    'name': 'weight',
    'sub_type': 'general',
    'title': 'Birth Weight',
    'type': 'text'},
   {'name': 'mother_age',
    'sub_type': 'general',
    'title': 'Mother Age',
    'type': 'text'},
   {'name': 'gender',
    'sub_type': 'general',
    'title': 'Gender',
    'type': 'text'},
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   {'name': 'mother_race',
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    'title': 'Mother Race',
    'type': 'text'},
   {'name': 'mother_education',
    'sub_type': 'general',
    'title': 'Mother Education',
    'type': 'text'},
   {'name': 'birth_order',
    'sub_type': 'general',
    'title': 'Birth Order',
    'type': 'text'},
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  [{'format': 'YYYY-MM',
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   {'name': 'order', 'sub_type': 'general', 'title': 'Order', 'type': 'text'},
   {'name': 'mother_race',
    'sub_type': 'general',
    'title': 'Mother Race',
    'type': 'text'},
   {'name': 'mother_age',
    'sub_type': 'general',
    'title': 'Mother Age',
    'type': 'text'},
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    'title': 'Month',
    'type': 'datetime'},
   {'name': 'mage',
    'sub_type': 'general',
    'title': 'Mother Age group',
    'type': 'text'},
   {'name': 'child_gender',
    'sub_type': 'general',
    'title': 'Child Gender',
    'type': 'text'},
   {'name': 'mrace',
    'sub_type': 'general',
    'title': 'Mother Race',
    'type': 'text'},
   {'name': 'birth_count',
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    'type': 'numeric',
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  [{'format': 'YYYY',
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   {'name': 'mother_nationality',
    'sub_type': 'general',
    'title': 'Mother Nationality',
    'type': 'text'},
   {'name': 'father_nationality',
    'sub_type': 'general',
    'title': 'Father Nationality',
    'type': 'text'},
   {'name': 'birth_count',
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  [{'format': 'YYYY-MM',
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   {'name': 'mother_occupation',
    'sub_type': 'general',
    'title': 'Mother Occupation',
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   {'name': 'order', 'sub_type': 'general', 'title': 'Order', 'type': 'text'},
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  [{'format': 'YYYY',
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   {'description': 'unit in weeks',
    'name': 'period_of_gestation',
    'sub_type': 'general',
    'title': 'Period Of Gestation',
    'type': 'text'},
   {'description': 'unit in grams',
    'name': 'birth_weight',
    'sub_type': 'general',
    'title': 'Birth Weight',
    'type': 'text'},
   {'name': 'gender',
    'sub_type': 'general',
    'title': 'Gender',
    'type': 'text'},
   {'description': 'Single or Twins',
    'name': 'type_of_birth',
    'sub_type': 'general',
    'title': 'Type Of Birth',
    'type': 'text'},
   {'name': 'birth_count',
    'sub_type': 'general',
    'title': 'Birth Count',
    'type': 'numeric',
    'unit_of_measure': 'Number of live birth'}],
  'CSV'),
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  [{'format': 'YYYY',
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    'type': 'datetime'},
   {'name': 'ethnic_group',
    'sub_type': 'general',
    'title': 'Ethnic Group',
    'type': 'text'},
   {'description': 'Refers to an infant, irrespective of the duration of gestation, which after the complete expulsion or extraction from its mother, breathes or shows any other signs of life. From 1953 onwards, the figures are based on date of occurrence. Prior to 1953, they are based on date of registration. ',
    'name': 'live_births',
    'sub_type': 'general',
    'title': 'Live Births',
    'type': 'numeric',
    'unit_of_measure': 'No. of Live-Births'},
   {'description': 'Refers to the permanent disappearance of all signs of life of a living person at any time. Death figures referred to the number of deaths registered during the year. ',
    'name': 'deaths',
    'sub_type': 'general',
    'title': 'Deaths',
    'type': 'numeric',
    'unit_of_measure': 'No. of Deaths'},
   {'description': 'Natural increase refers to the excess of births over deaths',
    'name': 'natural_increase',
    'sub_type': 'general',
    'title': 'Natural Increase',
    'type': 'numeric',
    'unit_of_measure': 'No. of Natural Increase'}],
  'CSV'),
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  [{'format': 'YYYY',
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    'sub_type': 'year',
    'title': 'Year',
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   {'name': 'no_of_chickens_slaughtered',
    'sub_type': 'general',
    'title': 'Number of Chickens Slaughtered',
    'type': 'numeric',
    'unit_of_measure': 'Count'}],
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    'title': 'Academic year',
    'type': 'datetime'},
   {'name': 'school',
    'sub_type': 'general',
    'title': 'School',
    'type': 'text'},
   {'name': 'jae_cluster',
    'sub_type': 'general',
    'title': 'JAE Cluster',
    'type': 'text'},
   {'description': '"na" : Not Available',
    'name': 'jae_course_code',
    'sub_type': 'general',
    'title': 'JAE Course Code',
    'type': 'text'},
   {'name': 'course_name',
    'sub_type': 'general',
    'title': 'Course Name',
    'type': 'text'},
   {'name': 'planned_intake_numbers',
    'sub_type': 'general',
    'title': 'Planned Intake',
    'type': 'numeric',
    'unit_of_measure': 'Number of students'}],
  'CSV'),
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    'title': 'Academic year',
    'type': 'datetime'},
   {'name': 'semester',
    'sub_type': 'general',
    'title': 'Semester',
    'type': 'text'},
   {'name': 'school',
    'sub_type': 'general',
    'title': 'School',
    'type': 'text'},
   {'description': ['JAE refers to Joint Admission Exercise',
     '"na" : Data not available or not applicable'],
    'name': 'jae_course_code',
    'sub_type': 'general',
    'title': 'JAE course code',
    'type': 'text'},
   {'name': 'course_name',
    'sub_type': 'general',
    'title': 'Course name',
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   {'name': 'gender',
    'sub_type': 'general',
    'title': 'Gender',
    'type': 'text'},
   {'name': 'intake',
    'sub_type': 'general',
    'title': 'Intake',
    'type': 'numeric',
    'unit_of_measure': 'Number of Students'}],
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    'type': 'datetime'},
   {'name': 'hiv_aids_knowledge',
    'sub_type': 'general',
    'title': 'Knowledge on HIV/AIDS Prevention',
    'type': 'text'},
   {'description': 'Percentages are expressed as a value over 1, i.e. "1" represents 100%',
    'name': 'proportion',
    'sub_type': 'percentage',
    'title': 'Proportion',
    'type': 'numeric'}],
  'CSV'),
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    'type': 'datetime'},
   {'name': 'time_interval',
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   {'description': ['Exclusive breastfeeding is defined as only breast milk (including expressed breast milk) is given. May include drop and syrup forms of vitamins, minerals and medicines and oral rehydration salts (ORS) solution. Predominant breastfeeding is defined as both breast milk (including expressed breast milk) and water are given. May include sweetened water and juices, drop and syrup forms of vitamins, minerals and medicines and ORS solution.',
     'Percentages are expressed as a value over 1, i.e. "1" represents 100%'],
    'name': 'exclusive_breastfeeding',
    'sub_type': 'percentage',
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   {'description': ['Any breastfeeding is defined as infant being exclusively/predominantly breastfed or receiving both breast milk and a formula, with or without solids.',
     'Percentages are expressed as a value over 1, i.e. "1" represents 100%'],
    'name': 'any_breastfeeding',
    'sub_type': 'percentage',
    'title': 'Any breastfeeding',
    'type': 'numeric'}],
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   {'description': 'Title of the item',
    'name': 'book_title',
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    'title': 'Book title',
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   {'description': ['Subject of the item.',
     'There may be multiple subjects separated by "|" characters.',
     '"na" : unknown or not available'],
    'name': 'subject',
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    'title': 'Subject',
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   {'description': 'A short summary of the item',
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   {'description': ['Original publisher of the item',
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    'name': 'original_publisher',
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    'title': 'Original publisher',
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   {'description': ['Digital publisher of the item',
     '"na" : unknown or not available'],
    'name': 'digital_publisher',
    'sub_type': 'general',
    'title': 'Digital publisher',
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   {'description': 'The format of the item',
    'name': 'format',
    'sub_type': 'general',
    'title': 'Format',
    'type': 'text'},
   {'description': ['The language the item is in.',
     'The column uses ISO 639 3 letters code as per http://www.iso.org/iso/home/standards/language_codes.htm',
     '"na" : unknown or not available'],
    'name': 'language',
    'sub_type': 'general',
    'title': 'Language',
    'type': 'text'},
   {'description': ['The copyright description of the item',
     '"na" : unknown or not available'],
    'name': 'copyright',
    'sub_type': 'general',
    'title': 'Copyright',
    'type': 'text'},
   {'description': ['Name of the creator of the item.',
     'If there are multiple creators, they will be separated by the "|" character.'],
    'name': 'author_name',
    'sub_type': 'general',
    'title': 'Author name',
    'type': 'text'},
   {'description': ['The date of publication of the item, can be blank if it is unknown.',
     'The value are documented according to MARC standard at http://www.marc21.ca/index-e.html',
     '"na" : unknown or not available'],
    'name': 'published',
    'sub_type': 'general',
    'title': 'Published',
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   {'description': 'Link to the article page.',
    'name': 'resource_url',
    'sub_type': 'url',
    'title': 'Resource URL',
    'type': 'text'},
   {'description': 'The URL to the cover image of the item',
    'name': 'cover',
    'sub_type': 'url',
    'title': 'Cover',
    'type': 'text'},
   {'description': 'The URL to the thumbnail of the cover image of the item',
    'name': 'thumbnail',
    'sub_type': 'url',
    'title': 'Thumbnail',
    'type': 'text'}],
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  [{'description': 'Unique ID of the item',
    'name': 'uid',
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    'title': 'Uid',
    'type': 'text'},
   {'description': 'Title of the item',
    'name': 'book_title',
    'sub_type': 'general',
    'title': 'Book title',
    'type': 'text'},
   {'description': ['Subject of the item.',
     'There may be multiple subjects separated by "|" characters.',
     '"na" : unknown or not available'],
    'name': 'subject',
    'sub_type': 'general',
    'title': 'Subject',
    'type': 'text'},
   {'description': 'A short summary of the item ',
    'name': 'summary',
    'sub_type': 'general',
    'title': 'Summary',
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   {'description': ['Original publisher of the item',
     '"na" : unknown or not available'],
    'name': 'original_publisher',
    'sub_type': 'general',
    'title': 'Original publisher',
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   {'description': ['Digital publisher of the item',
     '"na" : unknown or not available'],
    'name': 'digital_publisher',
    'sub_type': 'general',
    'title': 'Digital publisher',
    'type': 'text'},
   {'description': 'The format of the item',
    'name': 'format',
    'sub_type': 'general',
    'title': 'Format',
    'type': 'text'},
   {'description': ['The language the item is in.',
     'The column uses ISO 639 3 letters code as per http://www.iso.org/iso/home/standards/language_codes.htm',
     '"na" : unknown or not available'],
    'name': 'language',
    'sub_type': 'general',
    'title': 'Language',
    'type': 'text'},
   {'description': 'The copyright description of the item',
    'name': 'copyright',
    'sub_type': 'general',
    'title': 'Copyright',
    'type': 'text'},
   {'description': ['Name of the creator of the item.',
     'If there are multiple creators, they will be separated by the "|" character.'],
    'name': 'author_name',
    'sub_type': 'url',
    'title': 'Author name',
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   {'description': ['The date of publication of the item, can be blank if it is unknown.',
     'The value are documented according to MARC standard at http://www.marc21.ca/index-e.html'],
    'name': 'published',
    'sub_type': 'general',
    'title': 'Published',
    'type': 'text'},
   {'description': 'Link to download page of the item',
    'name': 'resource_url',
    'sub_type': 'url',
    'title': 'Resource URL',
    'type': 'text'},
   {'description': 'The URL to the cover image of the item',
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    'title': 'Cover',
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   {'description': 'The URL to the thumbnail of the cover image of the item',
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  [{'description': 'Unique ID of the item',
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   {'description': 'Title of the item',
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   {'description': ['Subject of the item.',
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    'name': 'subject',
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   {'description': 'A short summary of the item ',
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    'title': 'Summary',
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   {'description': ['Original publisher of the item',
     '"na" : unknown or not available'],
    'name': 'original_publisher',
    'sub_type': 'general',
    'title': 'Original publisher',
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   {'description': 'Digital publisher of the item',
    'name': 'digital_publisher',
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   {'description': 'The format of the item',
    'name': 'format',
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   {'description': ['The language the item is in.',
     'The column uses ISO 639 3 letters code as per http://www.iso.org/iso/home/standards/language_codes.htm'],
    'name': 'language',
    'sub_type': 'general',
    'title': 'Language',
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   {'description': 'The copyright description of the item',
    'name': 'copyright',
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    'title': 'Copyright',
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   {'description': ['Name of the creator of the item.',
     'If there are multiple creators, they will be separated by the "|" character.',
     '"admin" may infer that the creator information is not available and the digital content is created by National Library Board.',
     '"na" : unknown or not available'],
    'name': 'author_name',
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    'title': 'Author name',
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   {'description': ['The date of publication of the item, can be blank if it is unknown.',
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    'name': 'published',
    'sub_type': 'general',
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   {'description': 'Link to download page of the item',
    'name': 'resource_url',
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    'title': 'Resource URL',
    'type': 'text'},
   {'description': 'The URL to the cover image of the item',
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   {'description': 'The URL to the thumbnail of the cover image of the item',
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  [{'description': 'ID of the item',
    'name': 'uid',
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    'title': 'Uid',
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   {'description': 'Title of the item',
    'name': 'book_title',
    'sub_type': 'general',
    'title': 'Book title',
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   {'description': ['Subject of the item.',
     'There may be multiple subjects separated by "|" characters.'],
    'name': 'subject',
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    'type': 'text'},
   {'description': 'Short description of the item',
    'name': 'summary',
    'sub_type': 'general',
    'title': 'Summary',
    'type': 'text'},
   {'description': 'Original Publisher of the item',
    'name': 'original_publisher',
    'sub_type': 'general',
    'title': 'Original publisher',
    'type': 'text'},
   {'description': 'Digital Publisher of the item',
    'name': 'digital_publisher',
    'sub_type': 'general',
    'title': 'Digital publisher',
    'type': 'text'},
   {'description': 'Format of the item',
    'name': 'format',
    'sub_type': 'general',
    'title': 'Format',
    'type': 'text'},
   {'description': ['The language the item is in.',
     'The column uses ISO 639 3 letters code as per http://www.iso.org/iso/home/standards/language_codes.htm'],
    'name': 'language',
    'sub_type': 'general',
    'title': 'Language',
    'type': 'text'},
   {'description': 'Copyright description of the item',
    'name': 'copyright',
    'sub_type': 'general',
    'title': 'Copyright',
    'type': 'text'},
   {'description': ['Name of the creator of the item.',
     'If there are multiple creators, they will be separated by the "|" character.'],
    'name': 'author_name',
    'sub_type': 'general',
    'title': 'Author name',
    'type': 'text'},
   {'description': ['The date of publication of the item, can be blank if it is unknown.',
     'The value are documented according to MARC standard at http://www.marc21.ca/index-e.html'],
    'name': 'published',
    'sub_type': 'general',
    'title': 'Published',
    'type': 'text'},
   {'description': 'Link to download page of the item',
    'name': 'resource_url',
    'sub_type': 'url',
    'title': 'Resource URL',
    'type': 'text'},
   {'description': 'Link to cover image of the item',
    'name': 'cover',
    'sub_type': 'url',
    'title': 'Cover',
    'type': 'text'},
   {'description': 'Link to thumbnail of cover image of the item',
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    'sub_type': 'url',
    'title': 'Thumbnail',
    'type': 'text'}],
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  [{'format': 'YYYY',
    'name': 'year',
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    'title': 'Year',
    'type': 'datetime'},
   {'name': 'gender',
    'sub_type': 'general',
    'title': 'Gender',
    'type': 'text'},
   {'description': 'Mean of carbohydrate intake ',
    'name': 'mean',
    'sub_type': 'general',
    'title': 'Mean',
    'type': 'numeric',
    'unit_of_measure': 'Gram'},
   {'description': 'Standard error of carbohydrate intake',
    'name': 'standard_error_of_mean',
    'sub_type': 'general',
    'title': 'Standard error of mean',
    'type': 'numeric',
    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
    'name': '5th_percentile',
    'sub_type': 'general',
    'title': '5th percentile',
    'type': 'numeric',
    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
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    'type': 'numeric',
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   {'description': 'Percentile distribution of carbohydrate intake',
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    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
    'name': '50th_percentile',
    'sub_type': 'general',
    'title': '50th percentile',
    'type': 'numeric',
    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
    'name': '75th_percentile',
    'sub_type': 'general',
    'title': '75th percentile',
    'type': 'numeric',
    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
    'name': '90th_percentile',
    'sub_type': 'general',
    'title': '90th percentile',
    'type': 'numeric',
    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
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    'sub_type': 'general',
    'title': '95th percentile',
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    'name': 'year',
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    'title': 'Year',
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    'title': 'Gender',
    'type': 'text'},
   {'name': 'age_group',
    'sub_type': 'general',
    'title': 'Age group',
    'type': 'text'},
   {'description': 'Mean of carbohydrate intake ',
    'name': 'mean',
    'sub_type': 'general',
    'title': 'Mean',
    'type': 'numeric',
    'unit_of_measure': 'Gram'},
   {'description': 'Standard error of carbohydrate intake',
    'name': 'standard_error_of_mean',
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   {'description': 'Percentile distribution of carbohydrate intake',
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   {'description': 'Percentile distribution of carbohydrate intake',
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    'title': '10th percentile',
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   {'description': 'Percentile distribution of carbohydrate intake',
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    'sub_type': 'general',
    'title': '25th percentile',
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    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
    'name': '50th_percentile',
    'sub_type': 'general',
    'title': '50th percentile',
    'type': 'numeric',
    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
    'name': '75th_percentile',
    'sub_type': 'general',
    'title': '75th percentile',
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    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
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    'sub_type': 'general',
    'title': '90th percentile',
    'type': 'numeric',
    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
    'name': '95th_percentile',
    'sub_type': 'general',
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    'title': 'Gender',
    'type': 'text'},
   {'name': 'race', 'sub_type': 'general', 'title': 'Race', 'type': 'text'},
   {'description': 'Mean of carbohydrate intake ',
    'name': 'mean',
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    'title': 'Mean',
    'type': 'numeric',
    'unit_of_measure': 'Gram'},
   {'description': 'Standard error of carbohydrate intake',
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    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
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    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
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    'title': '10th percentile',
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    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
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    'sub_type': 'general',
    'title': '25th percentile',
    'type': 'numeric',
    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
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    'title': '50th percentile',
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    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
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    'sub_type': 'general',
    'title': '75th percentile',
    'type': 'numeric',
    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
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    'sub_type': 'general',
    'title': '90th percentile',
    'type': 'numeric',
    'unit_of_measure': 'Gram'},
   {'description': 'Percentile distribution of carbohydrate intake',
    'name': '95th_percentile',
    'sub_type': 'general',
    'title': '95th percentile',
    'type': 'numeric',
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    'sub_type': 'general',
    'title': 'Broadband connections',
    'type': 'text'},
   {'name': 'no_of_subscriptions',
    'sub_type': 'general',
    'title': 'No of subscriptions',
    'type': 'numeric',
    'unit_of_measure': 'Count'}],
  'CSV'),
 ('https://storage.data.gov.sg/resident-labour-force-aged-15-years-and-over-by-highest-qualification-attained-and-sex/resources/resident-labour-force-aged-15-years-and-over-by-highest-qualification-attained-and-sex-2016-05-10T09-20-52Z.csv',
  '2547a94c-19d8-4f73-8c8f-80d744112ce3',
  [{'format': 'YYYY',
    'name': 'year',
    'sub_type': 'year',
    'title': 'Year',
    'type': 'datetime'},
   {'name': 'sex', 'sub_type': 'general', 'title': 'Sex', 'type': 'text'},
   {'name': 'highest_qualification',
    'sub_type': 'general',
    'title': 'Highest Qualification Attained',
    'type': 'text'},
   {'name': 'labour_force',
    'sub_type': 'general',
    'title': 'Labour Force',
    'type': 'numeric',
    'unit_of_measure': 'Number of Persons'}],
  'CSV'),
 ('https://storage.data.gov.sg/resident-labour-force-aged-15-years-and-over-by-marital-status-age-and-sex/resources/resident-labour-force-aged-15-years-and-over-by-marital-status-age-and-sex-2016-05-10T09-22-45Z.csv',
  'cf072e56-b58d-4310-a7a5-01bc106605fc',
  [{'format': 'YYYY',
    'name': 'year',
    'sub_type': 'year',
    'title': 'Year',
    'type': 'datetime'},
   {'name': 'sex', 'sub_type': 'general', 'title': 'Sex', 'type': 'text'},
   {'name': 'marital_status',
    'sub_type': 'general',
    'title': 'Marital Status',
    'type': 'text'},
   {'name': 'age_group',
    'sub_type': 'general',
    'title': 'Age Group',
    'type': 'text'},
   {'description': '"-" : Data is negligible or not significant',
    'name': 'labour_force',
    'sub_type': 'general',
    'title': 'Labour Force',
    'type': 'numeric',
    'unit_of_measure': 'Number of Persons'}],
  'CSV'),
 ('https://storage.data.gov.sg/resident-long-term-unemployment-rate/resources/resident-long-term-unemployment-rate-annual-2016-04-21T07-30-46Z.csv',
  '21ac477f-f591-4b2a-9bec-c81e83fe7263',
  [{'format': 'YYYY',
    'name': 'year',
    'sub_type': 'year',
    'title': 'Year',
    'type': 'datetime'},
   {'description': 'Percentages are expressed as a value over 100, i.e. "100" represents 100%',
    'name': 'long_term_unemployment_rate',
    'sub_type': 'percentage',
    'title': 'Long Term Unemployment Rate',
    'type': 'numeric'}],
  'CSV'),
 ('https://storage.data.gov.sg/resident-median-duration-of-unemployment/resources/median-duration-of-unemployment-among-unemployed-residents-2016-04-18T08-47-57Z.csv',
  '2b7fd879-8601-41cd-8bda-2821f9857d2f',
  [{'format': 'YYYY',
    'name': 'year',
    'sub_type': 'year',
    'title': 'Year',
    'type': 'datetime'},
   {'name': 'median_duration_of_unemployment',
    'sub_type': 'general',
    'title': 'Median Duration Of Unemployment',
    'type': 'numeric',
    'unit_of_measure': 'Weeks'}],
  'CSV'),
 ...]

In [ ]: