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worldbank_as_dataframe
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A wrapper for the World Bank's Development Indicators API. This API was initially developed and sponsored by Code for America, and later updated by Alexander Auritt.
Please see the World Bank's data [developer's page] for more info on the data sources.
require 'worldbank_as_dataframe'
WorldbankAsDataframe::Source.all.fetch # => ['Doing Business', 'Something Else'...]
# array of 16 sources of information the bank used
WorldbankAsDataframe::IncomeLevel..all.fetch # => { HIC: 'High Income', HPC: 'Heavily Indebted Poor Countries (HIPC)'...}
# hash of 9 income levels the bank assigns
WorldbankAsDataframe::LendingType.all.fetch # => [ { id: 'IBD', value: 'IBRD' }... ] an array of key: value pairs of
# the 4 lending types
WorldbankAsDataframe::Topic.all.fetch # => the 18 high level topics that indicators are grouped into
WorldbankAsDataframe::Region.all.fetch # => returns all the regions the World Bank can classify a country as
WorldbankAsDataframe::Country.all.fetch # => returns all countries the World Bank tracks
WorldbankAsDataframe::Indicator.all.fetch # => returns all the indicators the World Bank uses
WorldbankAsDataframe::Indicator.featured # => returns the featured indicators
WorldbankAsDataframe::Topic.all.fetch # => returns all the topics the World Bank catagorizes its indicators into
include WorldbankAsDataframe
#
# Topics
#
@environment = Topic.find(6).fetch
@environment.id # => 6
@environment.name # => 'Environment'
@environment.note # => 'Natural and man-made environmental resources – fresh...'
#
# Countries
#
@brazil = Country.find('br').fetch
@brazil = Country.find('bra').fetch
@brazil.name # => 'Brazil'
#
# note: only low and middle income countries are classified by region...
#
@brazil.region # => <WorldbankAsDataframe::Region @name="Latin America & Caribbean (all income levels)" ....>
@brazil.capital # => 'Brasilia'
@brazil.lending_type # => <WorldbankAsDataframe::LendingType>
#
# Indicators
#
@tractors = Indicator.find('AG.AGR.TRAC.NO').fetch
@tractors.id # => 'AG.AGR.TRAC.NO'
@tractors.name # => 'Agricultural Machinery, tractors'
@tractors.source # => { id: 2, value: 'World Development Indicators' }
#
# Data
#
@results = WorldbankAsDataframe::Data.country('brazil').indicator('NY.GDP.MKTP.CD').dates('2000:2008').fetch
# returns an array of WorldbankAsDataframe::Data objects that correspond to
# Brazil's Yearly Gross Domestic Product as MarKeT Prices in Current U.S.
# Dollars from 2000 to 2008
puts @results.first.name
@results.each {|d| puts d.date + ': $' + d.value }
# =>
# shape: (9, 2)
# ┌────────────┬──────────────────────────────┐
# │ Timestamps ┆ GDP (current US$) for Brazil │
# │ --- ┆ --- │
# │ date ┆ f64 │
# ╞════════════╪══════════════════════════════╡
# │ 2008-12-31 ┆ 1.6959e12 │
# │ 2007-12-31 ┆ 1.3971e12 │
# │ 2006-12-31 ┆ 1.1076e12 │
# │ 2005-12-31 ┆ 8.9163e11 │
# │ 2004-12-31 ┆ 6.6929e11 │
# │ 2003-12-31 ┆ 5.5823e11 │
# │ 2002-12-31 ┆ 5.0980e11 │
# │ 2001-12-31 ┆ 5.5998e11 │
# │ 2000-12-31 ┆ 6.5545e11 │
# └────────────┴──────────────────────────────┘
#
# The WorldbankAsDataframe::Data can have have methods matching any of the World Bank API's
# modifiers (like #dates above) called as class methods or chained in a query.
#
WorldbankAsDataframe::Commodities.new.fetch
# =>
# shape: (777, 72)
# ┌────────────┬────────────────────────────┬──────────────────────────┬──────────────────────────┬───┬─────────────┬──────────────────┬──────────────────────┬────────────────────┐
# │ Timestamps ┆ Crude oil, average ($/bbl) ┆ Crude oil, Brent ($/bbl) ┆ Crude oil, Dubai ($/bbl) ┆ … ┆ Zinc ($/mt) ┆ Gold ($/troy oz) ┆ Platinum ($/troy oz) ┆ Silver ($/troy oz) │
# │ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │
# │ date ┆ f64 ┆ f64 ┆ f64 ┆ ┆ f64 ┆ f64 ┆ f64 ┆ f64 │
# ╞════════════╪════════════════════════════╪══════════════════════════╪══════════════════════════╪═══╪═════════════╪══════════════════╪══════════════════════╪════════════════════╡
# │ 1960-01-01 ┆ 1.63 ┆ 1.63 ┆ 1.63 ┆ … ┆ 260.8 ┆ 35.27 ┆ 83.5 ┆ 0.9137 │
# │ 1960-02-01 ┆ 1.63 ┆ 1.63 ┆ 1.63 ┆ … ┆ 244.9 ┆ 35.27 ┆ 83.5 ┆ 0.9137 │
# │ 1960-03-01 ┆ 1.63 ┆ 1.63 ┆ 1.63 ┆ … ┆ 248.7 ┆ 35.27 ┆ 83.5 ┆ 0.9137 │
# │ 1960-04-01 ┆ 1.63 ┆ 1.63 ┆ 1.63 ┆ … ┆ 254.6 ┆ 35.27 ┆ 83.5 ┆ 0.9137 │
# │ 1960-05-01 ┆ 1.63 ┆ 1.63 ┆ 1.63 ┆ … ┆ 253.8 ┆ 35.27 ┆ 83.5 ┆ 0.9137 │
# │ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │
# │ 2024-05-01 ┆ 81.445 ┆ 81.995 ┆ 83.53 ┆ … ┆ 2959.13 ┆ 2351.13 ┆ 1014.68 ┆ 29.36 │
# │ 2024-06-01 ┆ 81.205 ┆ 82.555 ┆ 82.17 ┆ … ┆ 2809.19 ┆ 2326.44 ┆ 985.08 ┆ 29.577 │
# │ 2024-07-01 ┆ 83.258667 ┆ 85.296 ┆ 83.94 ┆ … ┆ 2777.27 ┆ 2398.2 ┆ 978.8 ┆ 29.773 │
# │ 2024-08-01 ┆ 78.121 ┆ 80.863 ┆ 77.95 ┆ … ┆ 2714.08 ┆ 2470.15 ┆ 945.36 ┆ 28.53 │
# │ 2024-09-01 ┆ 72.424333 ┆ 74.293 ┆ 73.43 ┆ … ┆ 2837.02 ┆ 2570.55 ┆ 966.7 ┆ 30.131 │
# └────────────┴────────────────────────────┴──────────────────────────┴──────────────────────────┴───┴─────────────┴──────────────────┴──────────────────────┴────────────────────┘
WorldbankAsDataframe::Commodities.new('crude').fetch
# =>
# shape: (777, 5)
# ┌────────────┬────────────────────────────┬──────────────────────────┬──────────────────────────┬────────────────────────┐
# │ Timestamps ┆ Crude oil, average ($/bbl) ┆ Crude oil, Brent ($/bbl) ┆ Crude oil, Dubai ($/bbl) ┆ Crude oil, WTI ($/bbl) │
# │ --- ┆ --- ┆ --- ┆ --- ┆ --- │
# │ date ┆ f64 ┆ f64 ┆ f64 ┆ f64 │
# ╞════════════╪════════════════════════════╪══════════════════════════╪══════════════════════════╪════════════════════════╡
# │ 1960-01-01 ┆ 1.63 ┆ 1.63 ┆ 1.63 ┆ null │
# │ 1960-02-01 ┆ 1.63 ┆ 1.63 ┆ 1.63 ┆ null │
# │ 1960-03-01 ┆ 1.63 ┆ 1.63 ┆ 1.63 ┆ null │
# │ 1960-04-01 ┆ 1.63 ┆ 1.63 ┆ 1.63 ┆ null │
# │ 1960-05-01 ┆ 1.63 ┆ 1.63 ┆ 1.63 ┆ null │
# │ … ┆ … ┆ … ┆ … ┆ … │
# │ 2024-05-01 ┆ 81.445 ┆ 81.995 ┆ 83.53 ┆ 78.81 │
# │ 2024-06-01 ┆ 81.205 ┆ 82.555 ┆ 82.17 ┆ 78.89 │
# │ 2024-07-01 ┆ 83.258667 ┆ 85.296 ┆ 83.94 ┆ 80.54 │
# │ 2024-08-01 ┆ 78.121 ┆ 80.863 ┆ 77.95 ┆ 75.55 │
# │ 2024-09-01 ┆ 72.424333 ┆ 74.293 ┆ 73.43 ┆ 69.55 │
# └────────────┴────────────────────────────┴──────────────────────────┴──────────────────────────┴────────────────────────┘
WorldbankAsDataframe::Commodities.new('gold').fetch(start: '1980-01-01', fin: '2000-12-31')
# =>
# shape: (252, 2)
# ┌────────────┬──────────────────┐
# │ Timestamps ┆ Gold ($/troy oz) │
# │ --- ┆ --- │
# │ date ┆ f64 │
# ╞════════════╪══════════════════╡
# │ 1980-01-01 ┆ 675.31 │
# │ 1980-02-01 ┆ 665.32 │
# │ 1980-03-01 ┆ 553.58 │
# │ 1980-04-01 ┆ 517.41 │
# │ 1980-05-01 ┆ 513.8 │
# │ … ┆ … │
# │ 2000-08-01 ┆ 274.47 │
# │ 2000-09-01 ┆ 273.68 │
# │ 2000-10-01 ┆ 270.0 │
# │ 2000-11-01 ┆ 266.01 │
# │ 2000-12-01 ┆ 271.45 │
# └────────────┴──────────────────┘
In the spirit of free software, everyone is encouraged to help improve this project.
Here are some ways you can contribute:
We use the GitHub issue tracker to track bugs and features. Before submitting a bug report or feature request, check to make sure it hasn't already been submitted. You can indicate support for an existing issuse by voting it up. When submitting a bug report, please include a Gist that includes a stack trace and any details that may be necessary to reproduce the bug, including your gem version, Ruby version, and operating system. Ideally, a bug report should include a pull request with failing specs.
Copyright (c) 2011 Code for America See LICENSE for details.
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