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All Countries

%load_ext autoreload
%autoreload 2
import world_bank_data.wits as wits
wits.get_countries()
wits.get_countries(datasource='tradestats-tariff')
wits.get_countries(datasource='tradestats-trade')
wits.get_countries(datasource='tradestats-trade').loc['AUS']

Nomenclature

wits.get_nomenclatures()
wits.get_nomenclatures(datasource='tradestats-tariff')
wits.get_nomenclatures(datasource='tradestats-trade')

Products

wits.get_products()
wits.get_products(datasource='tradestats-tariff')
wits.get_products(datasource='tradestats-trade')

Indicators

wits.get_indicators(datasource='tradestats-tariff')
wits.get_indicators(datasource='tradestats-trade')
idx = wits.get_indicators(datasource='tradestats-trade')
idx.loc[idx['name'].apply(lambda s: 'US$' in s)]
idx.loc[idx['name'].apply(lambda s: 'US$' in s)].definition.to_dict()


Data availability


df = wits.get_dataavailability()
df


df.loc[('EUN', '2017')]


df = wits.get_dataavailability(datasource='tradestats-tariff')
df


df.loc[('AUS', '2017')]


df = wits.get_dataavailability(datasource='tradestats-trade')
df


df.loc[('FRA', '2017')]


Tariff Data


Reported


df = wits.get_tariff_reported(reporter='840', partner='all', product='010129')
df


Estimated


df = wits.get_tariff_estimated(reporter='840', partner='000', product='010130')
df


Get Indicator


df = wits.get_indicator(reporter='usa', 
                        year='2017', 
                        partner='all',
                        product='all',
                        indicator='MPRT-TRD-VL', 
                        datasource='tradestats-trade')
df


df.groupby('Partner').Value.sum().sort_values(ascending=False)


df.groupby('ProductCode').Value.sum().sort_values(ascending=False)


prd = wits.get_products(datasource='tradestats-trade')


prd


SDMX


http://wits.worldbank.org/API/V1/SDMX/V21/rest/dataflow/wbg_wits/


http://wits.worldbank.org/API/V1/SDMX/V21/rest/codelist/all/


http://wits.worldbank.org/API/V1/SDMX/V21/rest/datastructure/WBG_WITS/TARIFF_TRAINS/