Open Google Docs spreadsheets, local or remote XLSX, XLS, ODS, CSV (comma separated), TSV (tab separated), other delimited, fixed-width files.
Tested on MRI 1.8, MRI 1.9, and JRuby 1.6.7+. Thread-safe.
We use remote_table for data science at Brighter Planet and in production at
It's also a big part of
data_miner libraryearth library>> require 'remote_table'
=> true
>> t = RemoteTable.new 'http://www.fueleconomy.gov/FEG/epadata/98guide6.zip', :filename => '98guide6.csv'
=> #<RemoteTable:0x00000101b87390 @download_count_mutex=#<Mutex:0x00000101b87228>, @extend_bang_mutex=#<Mutex:0x00000101b871d8>, @errata_mutex=#<Mutex:0x00000101b871b0>, @cache=[], @download_count=0, @url="http://www.fueleconomy.gov/FEG/epadata/98guide6.zip", @format=nil, @headers=:first_row, @compression=:zip, @packing=nil, @streaming=false, @warn_on_multiple_downloads=true, @delimiter=",", @sheet=nil, @keep_blank_rows=false, @form_data=nil, @skip=0, @internal_encoding="UTF-8", @row_xpath=nil, @column_xpath=nil, @row_css=nil, @column_css=nil, @glob=nil, @filename="98guide6.csv", @transform_settings=nil, @cut=nil, @crop=nil, @schema=nil, @schema_name=nil, @pre_select=nil, @pre_reject=nil, @errata_settings=nil, @other_options={}, @transformer=#<RemoteTable::Transformer:0x00000101b8c2f0 @t=#<RemoteTable:0x00000101b87390 ...>, @legacy_transformer_mutex=#<Mutex:0x00000101b8c2a0>>, @local_copy=#<RemoteTable::LocalCopy:0x00000101b8bf58 @t=#<RemoteTable:0x00000101b87390 ...>, @encoded_io_mutex=#<Mutex:0x00000101b8be18>, @generate_mutex=#<Mutex:0x00000101b8bdc8>>>
>> t.rows.length
=> 806
>> t.rows.first.length
=> 26
>> require 'pp'
=> true
>> pp t[23]
{"Class"=>"TWO SEATERS",
"Manufacturer"=>"PORSCHE",
"carline name"=>"BOXSTER",
"displ"=>"2.5",
"cyl"=>"6",
"trans"=>"Manual(M5)",
"drv"=>"R",
"cty"=>"19",
"hwy"=>"26",
"cmb"=>"22",
"ucty"=>"21.2",
"uhwy"=>"33.9499",
"ucmb"=>"25.5114",
"fl"=>"P",
"G"=>"",
"T"=>"",
"S"=>"",
"2pv"=>"",
"2lv"=>"",
"4pv"=>"",
"4lv"=>"",
"hpv"=>"",
"hlv"=>"",
"fcost"=>"956",
"eng dscr"=>"",
"trans dscr"=>""}
Array of Hashes with string keys.:headers => false, then you get an Array of Arrays.Row keys are strings. Row keys are NOT symbolized.
row['foobar'] # correct
row[:foobar] # incorrect
You can call symbolize_keys yourself, but we don't do it automatically to avoid creating loads of garbage symbols.
| Format | Notes | Library |
|---|---|---|
| Delimited (CSV, TSV, etc.) | All RemoteTable::Delimited::PASSTHROUGH_CSV_SETTINGS, for example :col_sep, are passed directly to fastercsv. | fastercsv (1.8); stdlib (1.9) |
| Fixed width | You have to set up a :schema. | fixed_width-multibyte |
| HTML | See XML. | nokogiri |
| ODS | roo | |
| XLS | roo | |
| XLSX | roo | |
| XML | The idea is to set up a :row_[xpath|css] and (optionally) a :column_[xpath|css]. | nokogiri |
| JSON | Force JSON format using format: :json and define root nodes using root_node: 'data' | JSON |
You can directly pick a file out of a remote archive using :filename or use a :glob.
Everything is forced into UTF-8. You can improve the quality of the conversion by specifying the original encoding with :encoding
RemoteTable.new('https://spreadsheets.google.com/pub?key=0AoQJbWqPrREqdHRNaVpSUWw2Z2VhN3RUV25yYWdQX2c&output=csv')
# aircraft fuel use equations derived from EMEP/EEA and ICAO
RemoteTable.new('https://docs.google.com/spreadsheet/pub?key=0AoQJbWqPrREqdEhYenF3dGt1T0Y1cTdneUNsNjV0dEE&output=csv')
# distance classes from the WRI business travel tool and UK DEFRA/DECC GHG Conversion Factors for Company Reporting
RemoteTable.new('https://spreadsheets.google.com/pub?key=0AoQJbWqPrREqdFBKM0xWaUhKVkxDRmdBVkE3VklxY2c&hl=en&gid=0&output=csv')
# seat classes used in the WRI GHG Protocol calculation tools
RemoteTable.new('https://docs.google.com/spreadsheet/pub?key=0AoQJbWqPrREqdG9EdmxybG1wdC1iU3JRYXNkMGhvSnc&output=csv')
# pure automobile fuels
RemoteTable.new('https://spreadsheets.google.com/pub?key=0AoQJbWqPrREqdE9xTEdueFM2R0diNTgxUlk1QXFSb2c&gid=0&output=csv')
# blended automobile fuels
RemoteTable.new('https://spreadsheets.google.com/pub?key=0AoQJbWqPrREqdEswNGIxM0U4U0N1UUppdWw2ejJEX0E&gid=0&output=csv')
# A list of hybrid make model years derived from the EPA fuel economy guide
RemoteTable.new('https://docs.google.com/spreadsheet/pub?hl=en_US&hl=en_US&key=0AoQJbWqPrREqdGtzekE4cGNoRGVmdmZMaTNvOWluSnc&output=csv')
# BTS aircraft type lookup table
RemoteTable.new("http://www.transtats.bts.gov/Download_Lookup.asp?Lookup=L_AIRCRAFT_TYPE",
:errata => { :url => RemoteTable.new('https://spreadsheets.google.com/spreadsheet/pub?key=0AoQJbWqPrREqdEZ2d3JQMzV5T1o1T3JmVlFyNUZxdEE&output=csv' })
# aircraft made by whitelisted manufacturers whose ICAO code starts with 'B' from the FAA
# for definition of `Aircraft::Guru` and `manufacturer_whitelist?` see https://github.com/brighterplanet/earth/blob/master/lib/earth/air/aircraft/data_miner.rb
RemoteTable.new("http://www.faa.gov/air_traffic/publications/atpubs/CNT/5-2-B.htm",
:encoding => 'windows-1252',
:row_xpath => '//table/tr[2]/td/table/tr',
:column_xpath => 'td',
:errata => { :url => 'https://spreadsheets.google.com/spreadsheet/pub?key=0AoQJbWqPrREqdGVBRnhkRGhSaVptSDJ5bXJGbkpUSWc&output=csv', :responder => Aircraft::Guru.new },
:select => proc { |record| manufacturer_whitelist? record['Manufacturer'] })
# OpenFlights.org airports database
RemoteTable.new('https://openflights.svn.sourceforge.net/svnroot/openflights/openflights/data/airports.dat',
:headers => %w{ id name city country_name iata_code icao_code latitude longitude altitude timezone daylight_savings },
:select => proc { |record| record['iata_code'].present? },
:errata => { :url => RemoteTable.new('https://spreadsheets.google.com/pub?key=0AoQJbWqPrREqdFc2UzhQYU5PWEQ0N21yWFZGNmc2a3c&gid=0&output=csv', :responder => Airport::Guru.new }) # see https://github.com/brighterplanet/earth/blob/master/lib/earth/air/aircraft/data_miner.rb
# T100 flight segment data for #{month.strftime('%B %Y')}
# for definition of `form_data` and `FlightSegment::Guru` see https://github.com/brighterplanet/earth/blob/master/lib/earth/air/flight_segment/data_miner.rb
RemoteTable.new('http://www.transtats.bts.gov/DownLoad_Table.asp',
:form_data => form_data,
:compression => :zip,
:glob => '/*.csv',
:errata => { :url => RemoteTable.new('https://spreadsheets.google.com/spreadsheet/pub?key=0AoQJbWqPrREqdGxpYU1qWFR3d0syTVMyQVVOaDd0V3c&output=csv', :responder => FlightSegment::Guru.new },
:select => proc { |record| record['DEPARTURES_PERFORMED'].to_i > 0 })
# 1995 Fuel Economy Guide
# for definition of `:fuel_economy_guide_b` and `AutomobileMakeModelYearVariant::ParserB` see https://github.com/brighterplanet/earth/blob/master/lib/earth/automobile/automobile_make_model_year_variant/data_miner.rb
RemoteTable.new("http://www.fueleconomy.gov/FEG/epadata/95mfgui.zip",
:filename => '95MFGUI.DAT',
:format => :fixed_width,
:cut => '13-',
:schema_name => :fuel_economy_guide_b,
:select => proc { |row| row['model'].present? and (row['suppress_code'].blank? or row['suppress_code'].to_f == 0) and row['state_code'] == 'F' },
:transform => { :class => AutomobileMakeModelYearVariant::ParserB, :year => 1995 },
:errata => { :url => "https://docs.google.com/spreadsheet/pub?key=0AoQJbWqPrREqdDkxTElWRVlvUXB3Uy04SDhSYWkzakE&output=csv", :responder => AutomobileMakeModelYearVariant::Guru.new })
# 1998 Fuel Economy Guide
# for definition of `AutomobileMakeModelYearVariant::ParserC` see https://github.com/brighterplanet/earth/blob/master/lib/earth/automobile/automobile_make_model_year_variant/data_miner.rb
RemoteTable.new('http://www.fueleconomy.gov/FEG/epadata/98guide6.zip',
:filename => '98guide6.csv',
:transform => { :class => AutomobileMakeModelYearVariant::ParserC, :year => 1998 },
:errata => { :url => "https://docs.google.com/spreadsheet/pub?key=0AoQJbWqPrREqdDkxTElWRVlvUXB3Uy04SDhSYWkzakE&output=csv", :responder => AutomobileMakeModelYearVariant::Guru.new },
:select => proc { |row| row['model'].present? })
# annual corporate average fuel economy data for domestic and imported vehicle fleets from the NHTSA
RemoteTable.new('https://spreadsheets.google.com/pub?key=0AoQJbWqPrREqdEdXWXB6dkVLWkowLXhYSFVUT01sS2c&hl=en&gid=0&output=csv',
:errata => { 'url' => 'http://static.brighterplanet.com/science/data/transport/automobiles/make_fleet_years/errata.csv' },
:select => proc { |row| row['volume'].to_i > 0 })
# total vehicle miles travelled by gasoline passenger cars from the 2010 EPA GHG Inventory
RemoteTable.new('http://www.epa.gov/climatechange/emissions/downloads10/2010-Inventory-Annex-Tables.zip',
:filename => 'Annex Tables/Annex 3/Table A-87.csv',
:skip => 1,
:select => proc { |row| row['Year'].to_i.to_s == row['Year'] })
# total vehicle miles travelled from the 2010 EPA GHG Inventory
RemoteTable.new('http://www.epa.gov/climatechange/emissions/downloads10/2010-Inventory-Annex-Tables.zip',
:filename => 'Annex Tables/Annex 3/Table A-87.csv',
:skip => 1,
:select => proc { |row| row['Year'].to_i.to_s == row['Year'] })
# total travel distribution from the 2010 EPA GHG Inventory
RemoteTable.new('http://www.epa.gov/climatechange/emissions/downloads10/2010-Inventory-Annex-Tables.zip',
:filename => 'Annex Tables/Annex 3/Table A-93.csv',
:skip => 1,
:select => proc { |row| row['Vehicle Age'].to_i.to_s == row['Vehicle Age'] })
# building characteristics from the 2003 EIA Commercial Building Energy Consumption Survey
RemoteTable.new('http://www.eia.gov/emeu/cbecs/cbecs2003/public_use_2003/data/FILE02.csv',
:skip => 1,
:headers => ["PUBID8","REGION8","CENDIV8","SQFT8","SQFTC8","YRCONC8","PBA8","ELUSED8","NGUSED8","FKUSED8","PRUSED8","STUSED8","HWUSED8","ONEACT8","ACT18","ACT28","ACT38","ACT1PCT8","ACT2PCT8","ACT3PCT8","PBAPLUS8","VACANT8","RWSEAT8","PBSEAT8","EDSEAT8","FDSEAT8","HCBED8","NRSBED8","LODGRM8","FACIL8","FEDFAC8","FACACT8","MANIND8","PLANT8","FACDST8","FACDHW8","FACDCW8","FACELC8","BLDPLT8","ADJWT8","STRATUM8","PAIR8"])
# 2003 CBECS C17 - Electricity Consumption and Intensity - New England Division
# for definition of `CbecsEnergyIntensity::NAICS_CODE_SYNTHESIZER` see https://github.com/brighterplanet/earth/blob/master/lib/earth/industry/cbecs_energy_intensity/data_miner.rb
RemoteTable.new("http://www.eia.gov/emeu/cbecs/cbecs2003/detailed_tables_2003/2003set10/2003excel/C17.xls",
:headers => false,
:select => proc { |row| CbecsEnergyIntensity::NAICS_CODE_SYNTHESIZER.call(row) },
:crop => (21..37))
# U.S. Census 2002 NAICS code list
RemoteTable.new('http://www.census.gov/epcd/naics02/naicod02.txt',
:skip => 4,
:headers => false,
:delimiter => ' ')
# MECS table 3.2 Total US
RemoteTable.new("http://205.254.135.24/emeu/mecs/mecs2006/excel/Table3_2.xls",
:crop => (15..94),
:headers => ["NAICS Code", "Subsector and Industry", "Total", "BLANK", "Net Electricity", "BLANK", "Residual Fuel Oil", "Distillate Fuel Oil", "Natural Gas", "BLANK", "LPG and NGL", "BLANK", "Coal", "Coke and Breeze", "Other"])
# MECS table 6.1 Midwest
RemoteTable.new("http://205.254.135.24/emeu/mecs/mecs2006/excel/Table6_1.xls",
:crop => (184..263),
:headers => ["NAICS Code", "Subsector and Industry", "Consumption per Employee", "Consumption per Dollar of Value Added", "Consumption per Dollar of Value of Shipments"])
# U.S. Census Geographic Terms and Definitions
RemoteTable.new('http://www.census.gov/popest/about/geo/state_geocodes_v2009.txt',
:skip => 6,
:headers => %w{ Region Division FIPS Name },
:select => proc { |row| row['Division'].to_i > 0 and row['FIPS'].to_i == 0 })
# state census divisions from the U.S. Census
RemoteTable.new('http://www.census.gov/popest/about/geo/state_geocodes_v2009.txt',
:skip => 8,
:headers => ['Region', 'Division', 'State FIPS', 'Name'],
:select => proc { |row| row['State FIPS'].to_i > 0 })
# OpenGeoCode.org's Country Codes to Country Names list
RemoteTable.new('http://opengeocode.org/download/countrynames.txt',
:format => :delimited,
:delimiter => ';',
:headers => false,
:skip => 22)
# heating degree day data from WRI CAIT
RemoteTable.new('https://docs.google.com/spreadsheet/pub?key=0AoQJbWqPrREqdDN4MkRTSWtWRjdfazhRdWllTkVSMkE&output=csv',
:select => Proc.new { |record| record['country'] != 'European Union (27)' },
:errata => { :url => RemoteTable.new('https://docs.google.com/spreadsheet/pub?key=0AoQJbWqPrREqdDNSMUtCV0h4cUF4UnBKZlNkczlNbFE&output=csv' })
# US average grid loss factor derived eGRID 2007 data
RemoteTable.new('http://www.epa.gov/cleanenergy/documents/egridzips/eGRID2010V1_1_STIE_USGC.xls',
:sheet => 'USGC',
:skip => 5)
# eGRID 2010 regions and loss factors
RemoteTable.new('http://www.epa.gov/cleanenergy/documents/egridzips/eGRID2010V1_1_STIE_USGC.xls',
:sheet => 'STIE07',
:skip => 4,
:select => proc { |row| row['eGRID2010 year 2007 file state sequence number'].to_i.between?(1, 51) })
# eGRID 2010 subregions and electricity emission factors
RemoteTable.new('http://www.epa.gov/cleanenergy/documents/egridzips/eGRID2010_Version1-1_xls_only.zip',
:filename => 'eGRID2010V1_1_year07_AGGREGATION.xls',
:sheet => 'SRL07',
:skip => 4,
:select => proc { |row| row['SEQSRL07'].to_i.between?(1, 26) })
# U.S. Census State ANSI Code file
RemoteTable.new('http://www.census.gov/geo/www/ansi/state.txt',
:delimiter => '|',
:select => proc { |record| record['STATE'].to_i < 60 })
# Mapping Hacks zipcode database
RemoteTable.new('http://mappinghacks.com/data/zipcode.zip',
:filename => 'zipcode.csv')
# zipcode states and eGRID Subregions from the US EPA
RemoteTable.new('http://www.epa.gov/cleanenergy/documents/egridzips/Power_Profiler_Zipcode_Tool_v3-2.xlsx',
:sheet => 'Zip-subregion')
# horse breeds
RemoteTable.new('http://www.freebase.com/type/exporttypeinstances/base/horses/horse_breed?page=0&filter_mode=type&filter_view=table&show%01p%3D%2Ftype%2Fobject%2Fname%01index=0&show%01p%3D%2Fcommon%2Ftopic%2Fimage%01index=1&show%01p%3D%2Fcommon%2Ftopic%2Farticle%01index=2&sort%01p%3D%2Ftype%2Fobject%2Ftype%01p%3Dlink%01p%3D%2Ftype%2Flink%2Ftimestamp%01index=false&=&exporttype=csv-8')
# Brighter Planet's list of cat and dog breeds, genders, and weights
RemoteTable.new('http://static.brighterplanet.com/science/data/consumables/pets/breed_genders.csv',
:encoding => 'ISO-8859-1',
:select => proc { |row| row['gender'].present? })
# residential electricity prices from the EIA
RemoteTable.new('http://www.eia.doe.gov/cneaf/electricity/page/sales_revenue.xls',
:select => proc { |row| row['Year'].to_s.first(4).to_i > 1989 })
# residential natural gas prices from the EIA
# for definition of `NaturalGasParser` see https://github.com/brighterplanet/earth/blob/master/lib/earth/residence/residence_fuel_price/data_miner.rb
RemoteTable.new('http://tonto.eia.doe.gov/dnav/ng/xls/ng_pri_sum_a_EPG0_FWA_DMcf_a.xls',
:sheet => 'Data 1',
:skip => 2,
:select => proc { |row| row['year'].to_i > 1989 },
:transform => { :class => NaturalGasParser })
# 2005 EIA Residential Energy Consumption Survey microdata
RemoteTable.new('http://www.eia.doe.gov/emeu/recs/recspubuse05/datafiles/RECS05alldata.csv',
:headers => :upcase)
# Public albums from the Facebook Engineering Team
RemoteTable.new('https://graph.facebook.com/Engineering/albums', format: :json, root_node: 'data')
# ...and more from the tests...
RemoteTable.new 'http://spreadsheets.google.com/pub?key=t5HM1KbaRngmTUbntg8JwPA&single=true&gid=0'
RemoteTable.new 'http://spreadsheets.google.com/pub?key=t5HM1KbaRngmTUbntg8JwPA'
RemoteTable.new 'http://spreadsheets.google.com/pub?key=t5HM1KbaRngmTUbntg8JwPA', :skip => 1, :headers => false
RemoteTable.new 'http://spreadsheets.google.com/pub?key=tObVAGyqOkCBtGid0tJUZrw'
RemoteTable.new 'http://spreadsheets.google.com/pub?key=tObVAGyqOkCBtGid0tJUZrw', :headers => %w{ col1 col2 col3 }
RemoteTable.new 'http://spreadsheets.google.com/pub?key=tujrgUOwDSLWb-P4KCt1qBg'
RemoteTable.new 'http://tonto.eia.doe.gov/dnav/pet/xls/PET_PRI_RESID_A_EPPR_PTA_CPGAL_M.xls', :transform => { :class => FuelOilParser }
RemoteTable.new 'http://www.freebase.com/type/exporttypeinstances/base/horses/horse_breed?page=0&filter_mode=type&filter_view=table&show%01p%3D%2Ftype%2Fobject%2Fname%01index=0&show%01p%3D%2Fcommon%2Ftopic%2Fimage%01index=1&show%01p%3D%2Fcommon%2Ftopic%2Farticle%01index=2&sort%01p%3D%2Ftype%2Fobject%2Ftype%01p%3Dlink%01p%3D%2Ftype%2Flink%2Ftimestamp%01index=false&=&exporttype=csv-8'
RemoteTable.new 'http://www.fueleconomy.gov/FEG/epadata/02data.zip', :filename => 'guide_jan28.xls'
RemoteTable.new 'http://www.fueleconomy.gov/FEG/epadata/08data.zip', :filename => '2008_FE_guide_ALL_rel_dates_-no sales-for DOE-5-1-08.csv'
RemoteTable.new 'http://www.fueleconomy.gov/FEG/epadata/08data.zip', :glob => '/*.csv'
RemoteTable.new 'http://www.fueleconomy.gov/FEG/epadata/98guide6.zip', :filename => '98guide6.csv'
RemoteTable.new 'http://www.worldmapper.org/data/opendoc/2_worldmapper_data.ods', :sheet => 'Data', :keep_blank_rows => true
RemoteTable.new 'https://spreadsheets.google.com/pub?key=t5HM1KbaRngmTUbntg8JwPA'
RemoteTable.new 'www.customerreferenceprogram.org/uploads/CRP_RFP_template.xlsx'
RemoteTable.new 'www.customerreferenceprogram.org/uploads/CRP_RFP_template.xlsx', :headers => %w{foo bar baz}
RemoteTable.new 'www.customerreferenceprogram.org/uploads/CRP_RFP_template.xlsx', :headers => false
RemoteTable.new 'http://www.transtats.bts.gov/DownLoad_Table.asp?Table_ID=293&Has_Group=3&Is_Zipped=0', :form_data => 'UserTableName=T_100_Segment__All_Carriers&[...]', :compression => :zip, :glob => '/*.csv'
RemoteTable.new "http://www.faa.gov/air_traffic/publications/atpubs/CNT/5-2-E.htm",
:encoding => 'US-ASCII',
:row_xpath => '//table/tr[2]/td/table/tr',
:column_xpath => 'td'
RemoteTable.new "http://www.faa.gov/air_traffic/publications/atpubs/CNT/5-2-G.htm",
:encoding => 'windows-1252',
:row_xpath => '//table/tr[2]/td/table/tr',
:column_xpath => 'td',
:errata => Errata.new(:url => 'http://spreadsheets.google.com/pub?key=tObVAGyqOkCBtGid0tJUZrw',
:responder => AircraftGuru.new)
RemoteTable.new "http://www.faa.gov/air_traffic/publications/atpubs/CNT/5-2-G.htm",
:encoding => 'windows-1252',
:row_xpath => '//table/tr[2]/td/table/tr',
:column_xpath => 'td',
:errata => { :url => 'http://spreadsheets.google.com/pub?key=tObVAGyqOkCBtGid0tJUZrw',
:responder => AircraftGuru.new }
RemoteTable.new 'http://www.fueleconomy.gov/FEG/epadata/00data.zip',
:filename => 'Gd6-dsc.txt',
:format => :fixed_width,
:crop => 21..26, # inclusive
:cut => '2-',
:select => proc { |row| /\A[A-Z]/.match row['code'] },
:schema => [[ 'code', 2, { :type => :string } ],
[ 'spacer', 2 ],
[ 'name', 52, { :type => :string } ]]
RemoteTable.new 'http://cloud.github.com/downloads/seamusabshere/remote_table/test2.fixed_width.txt',
:format => :fixed_width,
:skip => 1,
:schema => [[ 'header4', 10, { :type => :string } ],
[ 'spacer', 1 ],
[ 'header5', 10, { :type => :string } ],
[ 'spacer', 12 ],
[ 'header6', 10, { :type => :string } ]]
RemoteTable.new 'http://cloud.github.com/downloads/seamusabshere/remote_table/test2.fixed_width.txt',
:format => :fixed_width,
:keep_blank_rows => true,
:skip => 1,
:schema => [[ 'header4', 10, { :type => :string } ],
[ 'spacer', 1 ],
[ 'header5', 10, { :type => :string } ],
[ 'spacer', 12 ],
[ 'header6', 10, { :type => :string } ]]
RemoteTable.new 'http://cloud.github.com/downloads/seamusabshere/remote_table/remote_table_row_hash_test.fixed_width.txt',
:format => :fixed_width,
:skip => 1,
:schema => [[ 'header1', 10, { :type => :string } ],
[ 'spacer', 1 ],
[ 'header2', 10, { :type => :string } ],
[ 'spacer', 12 ],
[ 'header3', 10, { :type => :string } ]]
RemoteTable.new 'http://cloud.github.com/downloads/seamusabshere/remote_table/remote_table_row_hash_test.alternate_order.fixed_width.txt',
:format => :fixed_width,
:skip => 1,
:schema => [[ 'spacer', 11 ],
[ 'header2', 10, { :type => :string } ],
[ 'spacer', 1 ],
[ 'header3', 10, { :type => :string } ],
[ 'spacer', 1 ],
[ 'header1', 10, { :type => :string } ]]
$PATHCopyright (c) 2012 Brighter Planet. See LICENSE for details.
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A threat actor's playbook for exploiting the npm ecosystem was exposed on the dark web, detailing how to build a blockchain-powered botnet.
Security News
NVD’s backlog surpasses 20,000 CVEs as analysis slows and NIST announces new system updates to address ongoing delays.