From 1e97b67f12763b25144d594368d4366f112e3439 Mon Sep 17 00:00:00 2001 From: Krishna Bhogaonker Date: Sun, 5 May 2024 19:23:14 -0700 Subject: [PATCH] created the load_ipums_extract() function, test cases, etc. (#21) --- src/IPUMS.jl | 1 + src/parsers/ddi_parser.jl | 175 +- test/runtests.jl | 4 + test/testdata/cps_00157.dat | 7668 +++++++++++++++++++++++++++++++++++ 4 files changed, 7846 insertions(+), 2 deletions(-) create mode 100644 test/testdata/cps_00157.dat diff --git a/src/IPUMS.jl b/src/IPUMS.jl index 7789101..d4ae7c1 100644 --- a/src/IPUMS.jl +++ b/src/IPUMS.jl @@ -59,4 +59,5 @@ module IPUMS export IPUMSAPI export parse_ddi export extract_download + export load_ipums_extract end diff --git a/src/parsers/ddi_parser.jl b/src/parsers/ddi_parser.jl index 4d400a2..9c2a15f 100644 --- a/src/parsers/ddi_parser.jl +++ b/src/parsers/ddi_parser.jl @@ -46,9 +46,9 @@ function parse_ddi(filepath::String) # get variables metadata from file _get_var_metadata_from_ddi!(ddi) - return ddi + return ddi; -end +end; """ @@ -80,6 +80,35 @@ function _check_that_file_is_xml(filepath::String) end +""" + _check_that_file_is_dat(filepath::String) + +This is an internal function and checks whether the provided file is a DAT + file. All IPUMS extract data files should be in DAT format. + +### Arguments + +- `filepath::String` - A file path that the user wishes to import. The file must be + a DAT file. + +### Returns + +The function returns nothing if the file is a DAT file. If the file is not + a DAT file, then the function raises an `ArgumentError`. +""" +function _check_that_file_is_dat(filepath::String) + + extension = filepath[findlast(==('.'), filepath)+1:end] + + if extension != "dat" + throw(ArgumentError("The IPUMS Extract File: $filepath should be an DAT file.")) + else + return true + end + +end + + """ _check_that_file_exists(filepath::String) @@ -308,3 +337,145 @@ function _string_to_num(x::SubString{String}) return parse(Int64, n) end + +""" + load_ipums_extract(ddi::DDIInfo, extract_filepath::String) + + This file will take in a parsed DDIInfo object and file path to an IPUMS + DAT extract file, and returns a dataframe containing all of the data. + +### Arguments + +- `ddi::DDIInfo` - A DDIInfo object, which is the result of parsing a DDI metadata file. +- `extract_filepath::String` - The directory path to an IPUMS extract DAT file. + +### Returns + + This function outputs a Julia Dataframe that contains all of the data from + the IPUMS extract file. Further, the metadata fields of the Dataframe + contain the metadata parsed from the DDI file. + +# Examples + +Let's assume we have an extract DDI file named `my_extract.xml`, and an extract +file called `my_extract.dat`. + +```julia-repl +julia> ddi = parse_ddi("my_extract.xml"); +julia> df = load_ipums_extract(ddi, "my_extract.dat"); +``` + +""" +function load_ipums_extract(ddi::DDIInfo, extract_filepath::String) + + # Check that the extract file exists and is a DAT file. + _check_that_file_is_dat(extract_filepath) + _check_that_file_exists(extract_filepath) + + # Load ddi column-level metadata to local variables + name_vec = [v.name for v in ddi.variable_info] + range_vec = [v.position_start:v.position_end for v in ddi.variable_info] + dtype_vec = [v.var_dtype[] for v in ddi.variable_info] + dcml_vec = [v.dcml for v in ddi.variable_info] + + # Create empty dataframe + + df = DataFrame(dtype_vec, name_vec) + + # Save extract level metadata to dataframe. This data applies to the entire + # file. + + metadata!(df, "conditions", ddi.conditions, style=:note); + metadata!(df, "citation", ddi.citation, style=:note); + metadata!(df, "ipums_project", ddi.ipums_project, style=:note); + metadata!(df, "extract_notes", ddi.extract_notes, style=:note); + metadata!(df, "extract_date", ddi.extract_date, style=:note); + + # Setup and write column level metadata to dataframe. + fields = Dict("label" => :labl, + "description" => :desc, + "data type" => :var_dtype, + "numeric type" => :var_interval, + "coding instructions" => :coder_instructions, + "category labels" => :category_labels) + + # Iterate over each column in the dataset and save the corresponding metadata + # dictionary for that column to the dataframe. + for i in eachindex(ddi.variable_info) + for (k,v) in fields + colmetadata!(df, + ddi.variable_info[i].name, + k, + getfield(ddi.variable_info[i], v), + style=:note); + end + end + + # Load extract data to the dataframe. The original ipums extract is a + # fixed width file with no delimiters. The original file saves float-valued + # variables as integers, hence we must to parse the file to correctly + # extract the float values from corresponding integers. + for line in eachline(extract_filepath) + data = map((x,p,d) -> _parse_data(x, p, d), + [strip(line[r]) for r in range_vec], + [eltype(a) for a in dtype_vec], + [d for d in dcml_vec]) + push!(df, data) + end + + return df; +end; + + +""" + _parse_census_numbers_to_float(strnum::SubString{String}, decimals::Int64) + + This is an internal function, not for public use. The fixed width format + of the IPUMS DAT files encodes all numbers as integers. For example, a + number like 1015.45 is encoded as "10545". This function parses string + valued number into a floating point number, given the specified number of + decimals. + +### Arguments + +- `strnum::SubString{String}` - A number that is coded as a string. +- `decimals::Int64` - An integer that indicates the number of decimal place in a floating point number. + +### Returns + +This function returns the numeric part of the string, coded as an Float64 datatype. + +""" +function _parse_census_numbers_to_float(strnum::SubString{String}, decimals::Int64) + return parse(Float64, chop(strnum, tail=decimals) * "." * last(strnum, decimals)) +end + + +""" + _parse_data(strnum::SubString{String}, dtype::DataType, decimals::Int64) + + This is an internal function to support the parsing of the fixed width + format of the IPUMS datafile. The file contains only numbers and absolutely + no text. This function determines--based upon DDI metadata--whether a + specific text input is designated as an integer or floating point number, + and then parses that value accordingly. + +### Arguments + +- `strnum::SubString{String}` - A string that may contain some numeric data encoded as text. +- `dtype::DataType` - The datatype that should be applied in the parsing of string number. +- `decimals::Int64` - The number of decimal values to include in a floating point number. +### Returns + +This function returns the parsed number--integer or float--that corresponds to the input string. + +""" +function _parse_data(strnum::SubString{String}, dtype::DataType, decimals::Int64) + if dtype == Float64 + return _parse_census_numbers_to_float(strnum, decimals) + elseif dtype == Int64 + return parse(dtype, strnum) + else + return strnum + end +end \ No newline at end of file diff --git a/test/runtests.jl b/test/runtests.jl index c1997ae..27754d6 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -11,10 +11,14 @@ end @testset "DDI Parser" begin ddi = parse_ddi("testdata/cps_00157.xml") + datafile = "testdata/cps_00157.dat" + df = load_ipums_extract(ddi, datafile) @test ddi.extract_date == "2023-07-10" @test ddi.variable_info[1].position_end == 4 @test ddi._ns == "ddi:codebook:2_5" @test size(ddi.data_summary) == (8,6) @test_throws ArgumentError parse_ddi("testdata/cps_00157.dat.gz") @test_throws ArgumentError parse_ddi("testdata/cps_00156.xml") + @test isa(metadata(df), Dict) + @test isa(colmetadata(df, :YEAR), Dict) end diff --git a/test/testdata/cps_00157.dat b/test/testdata/cps_00157.dat new file mode 100644 index 0000000..d245c86 --- /dev/null +++ b/test/testdata/cps_00157.dat @@ -0,0 +1,7668 @@ +1962000800300014755900550100014755900000004883 +1962000800300014755900550200014707200000005800 +1962000800300014755900550300015787500999999998 +1962000820300015976100270100015976100000014015 +1962000830300017066500270100017066500000016552 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