diff --git a/README.md b/README.md index 9abf7d1..37de20b 100644 --- a/README.md +++ b/README.md @@ -45,7 +45,7 @@ build_Funda!(df_funda) # Merge both files df_linktable = FinanceRoutines.import_ccm_link(wrds_conn) df_msf = link_MSF(df_linktable, df_msf) # merge gvkey on monthly stock file -df_msf = innerjoin(df_msf, df_funda, on = [:gvkey, :date_y], matchmissing=:notequal) +df_msf = innerjoin(df_msf, df_funda, on = [:gvkey, :datey], matchmissing=:notequal) ``` ### Import the Fama-French three factors diff --git a/build/FinanceRoutines.jl b/build/FinanceRoutines.jl deleted file mode 100644 index 62b49c1..0000000 --- a/build/FinanceRoutines.jl +++ /dev/null @@ -1,58 +0,0 @@ -module FinanceRoutines - - -# ------------------------------------------------------------------------------------------ -import Downloads -import ZipFile -import CSV -import DataFrames: DataFrame, ByRow, groupby, nrow, passmissing, Not, - rename!, select!, groupby, transform!, leftjoin, disallowmissing! -import DataFramesMeta: DataFramesMeta, - @passmissing, @subset!, @rsubset!, @transform!, @rtransform! -import Dates: Dates, Date, Month, year -import Downloads: Downloads.download -import FlexiJoins: innerjoin, by_key, by_pred -import IntervalSets:(..) -import LibPQ: LibPQ.execute, LibPQ.Connection -import Missings: Missings, missing -import MonthlyDates: MonthlyDate -import PanelShift: panellag! -import ShiftedArrays: lag -import Tables: columntable -import WeakRefStrings: String3, String7, String15 -import ZipFile: ZipFile.Reader -# ------------------------------------------------------------------------------------------ - - -# ------------------------------------------------------------------------------------------ -# Import functions -include("Utilities.jl") -include("ImportFinanceData.jl") -include("ImportCRSP.jl") -include("ImportComp.jl") -include("Merge_CRSP_Comp.jl") -# ------------------------------------------------------------------------------------------ - - -# ------------------------------------------------------------------------------------------ -# List of exported functions -export greet_FinanceRoutines # for debugging - -# WRDS -# -- CRSP -export import_MSF # import Monthly Stock File -export import_DSF # import Daily Stock File -export build_MSF # clean Monthly Stock File -# -- Funda -export import_Funda -export build_Funda -# -- Link -export link_Funda -export link_MSF - -# FF -export import_FF3 -# ------------------------------------------------------------------------------------------ - - -end diff --git a/build/ImportCRSP.jl b/build/ImportCRSP.jl deleted file mode 100644 index 6ec8477..0000000 --- a/build/ImportCRSP.jl +++ /dev/null @@ -1,358 +0,0 @@ -# ------------------------------------------------------------------------------------------ -# ImportCRSP.jl - -# Collection of functions that import -# financial data into julia -# ------------------------------------------------------------------------------------------ - - -# ------------------------------------------------------------------------------------------ -# List of exported functions -# export import_MSF -# export build_MSF - -# list -# ------------------------------------------------------------------------------------------ - - -# ------------------------------------------------------------------------------------------ -# function list_crsp(; -# wrds_conn, user, password) - -# list_libraries = """ -# WITH RECURSIVE "names"("name") AS ( -# SELECT n.nspname AS "name" -# FROM pg_catalog.pg_namespace n -# WHERE n.nspname !~ '^pg_' -# AND n.nspname <> 'information_schema') -# SELECT "name" -# FROM "names" -# WHERE pg_catalog.has_schema_privilege( -# current_user, "name", 'USAGE') = TRUE; -# """ -# res_list_libraries = execute(wrds_conn, list_libraries); -# df_libraries = DataFrame(columntable(res_list_libraries)) -# @rsubset(df_libraries, occursin(r"crsp", :name) ) - -# library = "crsp" -# list_tables = """ -# SELECT table_name FROM INFORMATION_SCHEMA.views -# WHERE table_schema IN ('$library'); -# """ -# res_list_tables = execute(wrds_conn, list_tables); -# df_tables = DataFrame(columntable(res_list_tables)) -# @rsubset(df_tables, occursin(r"mse", :table_name) ) - -# return run_sql_query(conn, query) - - -# end -# ------------------------------------------------------------------------------------------ - - -# ------------------------------------------------------------------------------------------ -function import_MSF(wrds_conn::Connection; - date_range::Tuple{Date, Date} = (Date("1900-01-01"), Date("2030-01-01")), - variables::String = "" - ) - -# set up the query for msf - postgre_query_msf = """ - SELECT PERMNO,PERMCO,DATE,PRC,ALTPRC,RET,RETX,SHROUT - FROM crsp.msf - WHERE DATE >= '$(string(date_range[1]))' AND DATE <= '$(string(date_range[2]))' - """ - @time res_q_msf = execute(wrds_conn, postgre_query_msf) - df_msf = DataFrame(columntable(res_q_msf)) - transform!(df_msf, # clean up the dataframe - names(df_msf, check_integer.(eachcol(df_msf))) .=> (x->convert.(Union{Missing, Int}, x)); - renamecols = false); - -# set up the query for mse - # postgre_query = """ - # SELECT DATE, PERMNO, SHRCD, EXCHCD, HEXCD - # FROM crsp.mse - # WHERE EXTRACT('Year' FROM DATE) = 2013 - # """ - # res = LibPQ.execute(wrds_conn, postgre_query) - # df_mse = DataFrame(columntable(res)) - # # convert to Int these flag variables - # transform!(df_mse, - # names(df_mse, Union{Missing, Float64}) .=> (x->convert.(Union{Missing, Int}, x)); - # renamecols = false) - # # @rsubset(df_mse, !ismissing(:shrcd) ) - # df_mse - # @rsubset(df_mse, :hexcd ∈ (1, 2, 3) ) - # @rsubset(df_mse, :shrcd ∈ (10, 11) ) - # df_mse.permno |> unique - -# set up the query for msenames - postgre_query_msenames = """ - SELECT PERMNO, NAMEDT, NAMEENDT, SHRCD, EXCHCD, HEXCD, NAICS, HSICCD, CUSIP - FROM crsp.msenames - """ - res_q_msenames = execute(wrds_conn, postgre_query_msenames) - df_msenames = DataFrame(columntable(res_q_msenames)) ; - transform!(df_msenames, - names(df_msenames, check_integer.(eachcol(df_msenames))) .=> (x->convert.(Union{Missing, Int}, x)); - renamecols = false) ; - df_msenames[!, :cusip] .= String15.(df_msenames[!, :cusip]); - df_msenames[ .!ismissing.(df_msenames.naics) , :naics] .= String7.(skipmissing(df_msenames[!, :naics])); - @rsubset!(df_msenames, :exchcd <= 3 ) ;# we keep negative values - @rsubset!(df_msenames, :shrcd ∈ (10, 11) ) ; - -# set up the query for msedelist - postgre_query_msedelist = """ - SELECT PERMNO, DLSTDT, DLRET, DLSTCD - FROM crsp.msedelist - """ - res_q_msedelist = execute(wrds_conn, postgre_query_msedelist) - df_msedelist = DataFrame(columntable(res_q_msedelist)) ; - transform!(df_msedelist, - names(df_msedelist, check_integer.(eachcol(df_msedelist))) .=> (x->convert.(Union{Missing, Int}, x)); - renamecols = false) ; - @rtransform!(df_msedelist, :datem = MonthlyDate(:dlstdt)); - -# --- merge all of the datasets together - df_msf_final = innerjoin( - (df_msf, df_msenames), - by_key(:permno) & by_pred(:date, ∈, x->x.namedt..x.nameendt) - ) - @rtransform!(df_msf_final, :datem = MonthlyDate(:date) ); - df_msf_final = leftjoin(df_msf_final, df_msedelist, on = [:permno, :datem]) - select!(df_msf_final, - :permno, # Security identifier - :date, # Date of the observation - :datem, - :ret, # Return - :retx, # Return excluding dividends - :shrout, # Shares outstanding (in thousands) - :altprc, # Last traded price in a month - :exchcd, # Exchange code - :hsiccd, # Industry code - :naics, # Industry code - :dlret, # Delisting return - :dlstcd # Delisting code - ) - sort!(df_msf_final, [:permno, :date]); - # unique(df_msf_final, [:permno, :date]) - - return df_msf_final - -end - -# when there are no connections establisheds -function import_MSF(; - date_range::Tuple{Date, Date} = (Date("1900-01-01"), Date("2030-01-01")), - variables::String = "", - user::String = "", password::String = "") - - if user == "" - wrds_conn = open_wrds_pg() - else - wrds_conn = open_wrds_pg(user, password) - end - - import_MSF(wrds_conn, date_range=date_range, variables=variables) -end -# ------------------------------------------------------------------------------------------ - - -# ------------------------------------------------------------------------------------------ -""" - This comes after import_MSF -""" -function build_MSF(df_msf::DataFrame; - save::String = "" - ) - -# Create marketcap: - @rtransform!(df_msf, :mktcap = abs(:shrout * :altprc)) # in 1000s - df_msf[ isequal.(df_msf.mktcap, 0), :mktcap] .= missing; - -# Lagged marketcap - sort!(df_msf, [:permno, :datem]) - # method 1: lag and then merge back - # df_msf_mktcap_lag = @select(df_msf, - # :datem = :datem + Month(1), :permno, :l1m_mktcap2 = :mktcap) - # df_msf = leftjoin(df_msf, df_msf_mktcap_lag, on = [:permno, :datem]) - panellag!(df_msf, :permno, :datem, - :mktcap, :l1m_mktcap, Month(1)) - -# Adjusted returns (see tidy finance following Bali, Engle, and Murray) - @rtransform! df_msf :ret_adj = - ismissing(:dlstcd) ? :ret : - !ismissing(:dlret) ? :dlret : - (:dlstcd ∈ (500, 520, 580, 584)) || ((:dlstcd >= 551) & (:dlstcd <= 574)) ? -0.3 : - :dlstcd == 100 ? :ret : -1.0 - -# select variables and save - select!(df_msf, :permno, :date, :ret, :mktcap, :l1m_mktcap, :retx, - :naics, :hsiccd) - if !(save == "") - CSV.write(save * "/msf.csv.gz", df_msf, compress=true) - end - - return df_msf -end - - -function build_MSF(wrds_conn::Connection; - date_range::Tuple{Date, Date} = (Date("1900-01-01"), Date("2030-01-01")), - save::Bool = false, - ) - - df_msf = import_MSF(wrds_conn; date_range=date_range); - df_msf = build_msf(df_msf, save = save) - return df_msf -end - - -function build_MSF(; - date_range::Tuple{Date, Date} = (Date("1900-01-01"), Date("2030-01-01")), - save::Bool = false, - ) - - df_msf = import_MSF(;date_range); - df_msf = build_msf(df_msf, save = save) - - return df_msf -end -# ------------------------------------------------------------------------------------------ - - -# ------------------------------------------------------------------------------------------ -function import_DSF(wrds_conn::Connection; - date_range::Tuple{Date, Date} = (Date("1900-01-01"), Date("2030-01-01")), - variables::String - ) - -# set up the query for msf - postgre_query_dsf = """ - SELECT PERMNO, DATE, RET, PRC, SHROUT, VOL - FROM crsp.dsf - WHERE DATE >= '$(string(date_range[1]))' AND DATE <= '$(string(date_range[2]))' - """ - @time res_q_dsf = execute(wrds_conn, postgre_query_dsf) - @time df_dsf = DataFrame(columntable(res_q_dsf)) - # clean up the dataframe - transform!(df_dsf, - names(df_dsf, check_integer.(eachcol(df_dsf))) .=> (x->convert.(Union{Missing, Int}, x)); - renamecols = false) - - return df_dsf -end - -# when there are no connections establisheds -function import_DSF(; - date_range::Tuple{Date, Date} = (Date("1900-01-01"), Date("2030-01-01")), - variables::String = "", - user::String = "", password::String = "") - - if user == "" - wrds_conn = open_wrds_pg() - else - wrds_conn = open_wrds_pg(user, password) - end - - return import_DSF(wrds_conn, date_range=date_range, variables=variables) -end -# ------------------------------------------------------------------------------------------ - - - - - - - - - - - - - -# # ------------------------------------------------------------------------------------------ -# """ -# Multiple dispatch to load from clean CSV -# """ - -# # What are the classes? -# msf_col_classes = [Int, String, Int, Int, Int, # "PERMNO" "date" "NAMEENDT" "SHRCD" "EXCHCD" -# String, String, String, String, String, # "SICCD" "NCUSIP" "TICKER" "COMNAM" "SHRCLS" -# String, Int, String, String, String, # "TSYMBOL" "NAICS" "PRIMEXCH" "TRDSTAT" "SECSTAT" -# Int, Int, Int, String, String, # "PERMCO" "ISSUNO" "HEXCD" "HSICCD" "CUSIP" -# Int, Float64, Int, Int, Int, # "DCLRDT" "DLAMT" "DLPDT" "DLSTCD" "NEXTDT -# Int, Int, Int, Int, Int, # "PAYDT" "RCRDDT" "SHRFLG" "HSICMG" "HSICIG" -# Int, Float64, Float64, Float64, Int, # "DISTCD" "DIVAMT" "FACPR" "FACSHR" "ACPERM" -# Int, Int, Int, String, Float64, # "ACCOMP" "SHRENDDT" "NWPERM" "DLRETX" "DLPRC" -# String, Int, Int, Int, Int, # "DLRET" "TRTSCD" "NMSIND" "MMCNT" "NSDINX" -# Float64, Float64, Float64, Int, String, # "BIDLO" "ASKHI" "PRC" "VOL" "RET" -# Float64, Float64, Int, Float64, Float64, # "BID" "ASK" "SHROUT" CFACPR" "CFACSHR" -# Float64, Float64, Int, String, # "ALTPRC" "SPREAD" "ALTPRCDT" "RETX" -# Float64, Float64, Float64, Float64, Float64]; # "vwretd" "vwretx" "ewretd" "ewretx" "sprtrn" - -# # KEEP SOME COLUMNS -# col_keep = [:PERMNO, :NAICS, :SICCD, :HSICCD, :date, :PRC, :RET, :SHROUT, -# :HEXCD, :SHRCD] ; -# col_keep = vcat(col_keep, variables); -# # col_keep = intersect(Symbol.(names(df_crsp)), col_keep); - -# # READ THE FILE -# df_msf = CSV.File( -# expanduser(path_to_file); -# header=1, types = msf_col_classes, -# silencewarnings=true, missingstring="NA", delim=',', -# select = col_keep -# ) |> DataFrame; - -# # Lower Case Names -# rename!(df_msf, lowercase.(names(df_msf))); - -# # Filter Stock CLASSES -# @rsubset!(df_msf, :hexcd ∈ (1, 2, 3) ) -# @rsubset!(df_msf, :shrcd ∈ (10, 11) ) - -# # FILTER THE DATE RANGE -# @rtransform!(df_msf, :datey = tryparse(Int, :date[1:4])); -# @subset!(df_msf, :datey .>= date_range[1], :datey .<= date_range[2] ) - -# # CLEAN UP THE MAIN VARIABLES (return | market cap | date) -# @rtransform!(df_msf, :ret = passmissing(tryparse)(Float64, :ret) ); # returns -# @rtransform!(df_msf, :ret = (x -> isnothing(x) ? missing : x)(:ret) ); -# @rtransform!(df_msf, :me = abs(:prc) * :shrout); -# @rtransform!(df_msf, :date = Date(:datey, tryparse(Int, :date[5:6]), tryparse(Int, :date[7:8]))); -# @rtransform!(df_msf, :datem = MonthlyDate(:date) ); - -# # BEFORE LAGS, REMOVE DUPLICATES BY MONTH|PERMNO -# # Look for unique keys within returns and market equity -# unique!(df_msf, [:permno, :datem, :ret, :me]); -# sort!(df_msf, [:permno, :date]); - -# # LAG ME for one month -# @transform!(groupby(df_msf, :permno), -# :l1m_me = lag(:me, 1), :l1m_datem = lag(:datem, 1) ); -# # missing if lag is not one month prior -# @rtransform!(df_msf, -# @passmissing :l1m_me = (:l1m_datem + Dates.Month(1) .== :datem) ? :l1m_me : Base.missing); - -# # CLEAN UP THE COLUMNS -# select!(df_msf, Not(intersect([:shrcd, :hexcd, :l1m_datem], Symbol.(names(df_msf))))) -# select!(df_msf, vcat([:permno, :date, :ret, :l1m_me], Symbol.(names(df_msf))) |> unique) - -# return df_msf - -# end -# # ------------------------------------------------------------------------------------------ - - -# # ------------------------------------------------------------------------------------------ -# # Utilities (non exported) -# function check_integer(x::AbstractVector) -# for i in x -# !(typeof(i) <: Union{Missing, Number}) && return false -# ismissing(i) && continue -# isinteger(i) && continue -# return false -# end -# return true -# end diff --git a/build/ImportComp.jl b/build/ImportComp.jl deleted file mode 100644 index d5d6d37..0000000 --- a/build/ImportComp.jl +++ /dev/null @@ -1,96 +0,0 @@ -# ------------------------------------------------------------------------------------------ -# ImportComp.jl - -# Collection of functions that import -# compustat data into julia -# ------------------------------------------------------------------------------------------ - - -# ------------------------------------------------------------------------------------------ -# List of exported functions -# export import_MSF -# export build_MSF - -# list -# ------------------------------------------------------------------------------------------ - - - -# ------------------------------------------------------------------------------------------ -function import_Funda(wrds_conn::Connection; - date_range::Tuple{Date, Date} = (Date("1900-01-01"), Date("2030-01-01")), - variables::String = "" - ) - - var_funda = ["GVKEY", "DATADATE", "SICH", "FYR", "FYEAR", - "AT", "LT", "SALE", "EBITDA", "CAPX", "NI", "DV", "CEQ", "CEQL", "SEQ", - "TXDITC", "TXP", "TXDB", "ITCB", "DVT", "PSTK","PSTKL", "PSTKRV"] - -# set up the query for msf - postgre_query_funda_full = """ - SELECT * - FROM comp.funda - WHERE INDFMT = 'INDL' AND DATAFMT = 'STD' AND CONSOL = 'C' AND POPSRC = 'D' - AND DATADATE >= '$(string(date_range[1]))' - AND DATADATE <= '$(string(date_range[2]))' - """ - postgre_query_funda_var = """ - SELECT $(join(var_funda, ",")) - FROM comp.funda - WHERE INDFMT = 'INDL' AND DATAFMT = 'STD' AND CONSOL = 'C' AND POPSRC = 'D' - AND DATADATE >= '$(string(date_range[1]))' - AND DATADATE <= '$(string(date_range[2]))' - """ - @time res_q_funda = execute(wrds_conn, postgre_query_funda_var) - df_funda = DataFrame(columntable(res_q_funda)); - - # clean up the dataframe - transform!(df_funda, - names(df_funda, check_integer.(eachcol(df_funda))) .=> (x->convert.(Union{Missing, Int}, x)); - renamecols = false) - df_funda[!, :gvkey] .= parse.(Int, df_funda[!, :gvkey]); - - return df_funda - -end - -function import_Funda(; - date_range::Tuple{Date, Date} = (Date("1900-01-01"), Date("2030-01-01")), - variables::String = "", - user::String = "", password::String = "") - - if user == "" - wrds_conn = open_wrds_pg() - else - wrds_conn = open_wrds_pg(user, password) - end - - import_Funda(wrds_conn, date_range=date_range, variables=variables) -end -# ------------------------------------------------------------------------------------------ - - - - -# ------------------------------------------------------------------------------------------ -function build_Funda(df_funda::DataFrame; - save::String = "" - ) - - # define book equity value - @transform!(df_funda, :be = - coalesce(:seq, :ceq + :pstk, :at - :lt) + coalesce(:txditc, :txdb + :itcb, 0) - - coalesce(:pstkrv, :pstkl, :pstk, 0) ) - df_funda[ isless.(df_funda.be, 0), :be] .= missing; - @rtransform!(df_funda, :date_y = year(:datadate)); - sort!(df_funda, [:gvkey, :date_y, :datadate]) - unique!(df_funda, [:gvkey, :date_y], keep=:last) # last obs - - if !(save == "") - CSV.write(save * "/funda.csv.gz", df_funda, compress=true) - end - - return df_funda -end -# ------------------------------------------------------------------------------------------ - diff --git a/build/ImportFinanceData.jl b/build/ImportFinanceData.jl deleted file mode 100644 index 08cfd69..0000000 --- a/build/ImportFinanceData.jl +++ /dev/null @@ -1,92 +0,0 @@ -# ------------------------------------------------------------------------------------------ - -# ImportFinanceData.jl - -# Collection of functions that import -# financial data into julia -# ------------------------------------------------------------------------------------------ - - - -# ------------------------------------------------------------------------------------------ - -# List of exported functions -# export greet_FinanceRoutines # for debugging -# export import_FF3 # read monthly FF3 -# ------------------------------------------------------------------------------------------ - - - -# ------------------------------------------------------------------------------------------ -function greet_FinanceRoutines() - return "Hello FinanceRoutines!" -end -# ------------------------------------------------------------------------------------------ - - -# ------------------------------------------------------------------------------------------ -function import_FF3() - - url_FF = "https://mba.tuck.dartmouth.edu/pages/faculty/ken.french/ftp/F-F_Research_Data_Factors_CSV.zip" - ff_col_classes = [String7, Float64, Float64, Float64, Float64]; - row_lim = div(MonthlyDate(Dates.today()) - MonthlyDate(1926, 7), Dates.Month(1)) - 1 - - http_response = Downloads.download(url_FF); - z = ZipFile.Reader(http_response) ; - a_file_in_zip = filter(x -> match(r".*csv", lowercase(x.name)) != nothing, z.files)[1] - df_FF3 = copy( - CSV.File(a_file_in_zip, - skipto=5, header=4, limit=row_lim, delim=",", - types=ff_col_classes) |> - DataFrame); - close(z) - - rename!(df_FF3, [:dateym, :mktrf, :smb, :hml, :rf]); - @subset!(df_FF3, .!(ismissing.(:dateym))); - @subset!(df_FF3, .!(ismissing.(:mktrf))); - @rtransform!(df_FF3, :dateym = MonthlyDate(:dateym, "yyyymm")) - @subset!(df_FF3, :dateym .>= MonthlyDate("1900-01", "yyyy-mm") ) - - return df_FF3 -end - - - -""" - import_FF3(frequency::Symbol) - -Download and import the Fama-French 3 Factors from Ken French website. - -If `frequency` is unspecified, import the monthly research returns. -If `frequency` is :daily, import the daily research returns. - -""" -function import_FF3(frequency::Symbol) - - if frequency==:monthly - return import_FF3() - - elseif frequency==:daily - url_FF = "https://mba.tuck.dartmouth.edu/pages/faculty/ken.french/ftp/F-F_Research_Data_Factors_daily_CSV.zip" - - http_response = Downloads.download(url_FF); - - z = ZipFile.Reader(http_response) ; - a_file_in_zip = filter(x -> match(r".*csv", lowercase(x.name)) != nothing, z.files)[1] - df_FF3 = copy(CSV.File(a_file_in_zip, header=4, footerskip=1) |> DataFrame); - close(z) - - rename!(df_FF3, [:date, :mktrf, :smb, :hml, :rf]); - @subset!(df_FF3, .!(ismissing.(:date))); - @subset!(df_FF3, .!(ismissing.(:mktrf))); - @rtransform!(df_FF3, :date = Date(string(:date), "yyyymmdd") ) - - return df_FF3 - - else - @warn "Frequency $frequency not known. Try :daily or leave blank for :monthly" - end - -end -# --------------------------------------------------------- - diff --git a/build/Merge_CRSP_Comp.jl b/build/Merge_CRSP_Comp.jl deleted file mode 100644 index c843ec3..0000000 --- a/build/Merge_CRSP_Comp.jl +++ /dev/null @@ -1,113 +0,0 @@ -# ------------------------------------------------------------------------------------------ -# Merge_CRSP_Comp.jl - -# Collection of functions that import -# compustat data into julia -# ------------------------------------------------------------------------------------------ - - -# ------------------------------------------------------------------------------------------ -# List of exported functions -# export import_MSF -# export build_MSF - -# list -# ------------------------------------------------------------------------------------------ - - - -# ------------------------------------------------------------------------------------------ -function import_ccm_link(wrds_conn::Connection) - -# df_funda = CSV.read("./tmp/funda.csv.gz", DataFrame); -# df_msf = CSV.read("./tmp/msf.csv.gz", DataFrame); - -# Download link table - postgre_query_linktable = """ - SELECT * - FROM crsp.ccmxpf_lnkhist - """ - @time res_q_linktable = execute(wrds_conn, postgre_query_linktable) - - df_linktable = DataFrame(columntable(res_q_linktable)) - transform!(df_linktable, names(df_linktable, check_integer.(eachcol(df_linktable))) .=> - (x->convert.(Union{Missing, Int}, x)); - renamecols = false); - @rtransform!(df_linktable, :gvkey = parse(Int, :gvkey) ); - @rtransform!(df_linktable, :linkprim = String3(:linkprim), - :liid = String3(:liid), :linktype = String3(:linktype)); - -# Prepare the table - @rsubset!(df_linktable, - :linktype ∈ ("LU", "LC", "LS"), :linkprim ∈ ("P", "C") ) - # @rsubset(df_linktable, !ismissing(:lpermno)) - df_linktable[ ismissing.(df_linktable.linkenddt), :linkenddt ] .= Dates.today(); - disallowmissing!(df_linktable, [:linkdt, :linkenddt, :lpermno]); - rename!(df_linktable, :lpermno => :permno); - - return df_linktable -end - - -# when there are no connections establisheds -function import_ccm_link(; - user::String = "", password::String = "") - - if user == "" - wrds_conn = open_wrds_pg() - else - wrds_conn = open_wrds_pg(user, password) - end - - return import_ccm_link(wrds_conn) -end -# ------------------------------------------------------------------------------------------ - - - -# ------------------------------------------------------------------------------------------ -function link_Funda(df_linktable::DataFrame, df_funda::DataFrame) - - funda_link_permno = innerjoin( - (select(df_funda, :gvkey, :datadate), df_linktable), - by_key(:gvkey) & by_pred(:datadate, ∈, x->x.linkdt..x.linkenddt) ) - select!(funda_link_permno, - Not([:gvkey_1, :linkprim, :liid, :linktype, :linkdt, :linkenddt]) ) - - return funda_link_permno - -end - - -function link_MSF(df_linktable::DataFrame, df_msf::DataFrame) -# Merge with CRSP - df_msf_linked = innerjoin( - (df_msf, df_linktable), - by_key(:permno) & by_pred(:date, ∈, x->x.linkdt..x.linkenddt) - ) - @rsubset!(df_msf_linked, !ismissing(:gvkey)) - select!(df_msf_linked, :date, :permno, :gvkey) -# merge this back - df_msf_merged = leftjoin(df_msf, df_msf_linked, on = [:date, :permno], source="_merge") - @rtransform!(df_msf_merged, :date_y = year(:date)); - select!(df_msf_merged, Not(:_merge)) - - return df_msf_merged -end - - - - -function link_ccm(df_linktable, df_msf, df_funda) - -# ccm - df_ccm = leftjoin( - df_msf_merged, df_funda, - on = [:gvkey, :date_y], matchmissing = :notequal) - - if save - CSV.write("./tmp/ccm.csv.gz", df_ccm, compress=true) - end - -end -# ------------------------------------------------------------------------------------------ \ No newline at end of file diff --git a/build/Utilities.jl b/build/Utilities.jl deleted file mode 100644 index 805401e..0000000 --- a/build/Utilities.jl +++ /dev/null @@ -1,41 +0,0 @@ - -# ------------------------------------------------------------------------------------------ -function check_integer(x::AbstractVector) - for i in x - !(typeof(i) <: Union{Missing, Number}) && return false - ismissing(i) && continue - isinteger(i) && continue - return false - end - return true -end -# ------------------------------------------------------------------------------------------ - - -# ------------------------------------------------------------------------------------------ -""" - Open a postgresql connection on WRDS server -""" -function open_wrds_pg(user::String, password::String) - wrds_conn = Connection( - """ - host = wrds-pgdata.wharton.upenn.edu - port = 9737 - user='$user' - password='$password' - sslmode = 'require' dbname = wrds - """ - ) - return wrds_conn -end - -function open_wrds_pg() - # prompt to input - print("Enter WRDS username: ... ") - # Calling rdeadline() function - user = readline() - print("Enter WRDS password: ... ") - password = readline() - return open_wrds_pg(user, password); -end -# ------------------------------------------------------------------------------------------ diff --git a/build/assets/documenter.js b/build/assets/documenter.js deleted file mode 100644 index 6adfbbb..0000000 --- a/build/assets/documenter.js +++ /dev/null @@ -1,331 +0,0 @@ -// Generated by Documenter.jl -requirejs.config({ - paths: { - 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/languages/julia.min', - 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min', - 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.12.1/jquery-ui.min', - 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/contrib/auto-render.min', - 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.6.0/jquery.min', - 'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min', - 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min', - 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/highlight.min', - 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.5.1/languages/julia-repl.min', - }, - shim: { - "highlight-julia": { - "deps": [ - "highlight" - ] - }, - "katex-auto-render": { - "deps": [ - "katex" - ] - }, - "headroom-jquery": { - "deps": [ - "jquery", - "headroom" - ] - }, - "highlight-julia-repl": { - "deps": [ - "highlight" - ] - } -} -}); -//////////////////////////////////////////////////////////////////////////////// -require(['jquery', 'katex', 'katex-auto-render'], function($, katex, renderMathInElement) { -$(document).ready(function() { - renderMathInElement( - document.body, - { - "delimiters": [ - { - "left": "$", - "right": "$", - "display": false - }, - { - "left": "$$", - "right": "$$", - "display": true - }, - { - "left": "\\[", - "right": "\\]", - "display": true - } - ] -} - - ); -}) - -}) -//////////////////////////////////////////////////////////////////////////////// -require(['jquery', 'highlight', 'highlight-julia', 'highlight-julia-repl'], function($) { -$(document).ready(function() { - hljs.highlightAll(); -}) - -}) -//////////////////////////////////////////////////////////////////////////////// -require([], function() { -function addCopyButtonCallbacks() { - for (const el of document.getElementsByTagName("pre")) { - const button = document.createElement("button"); - button.classList.add("copy-button", "fas", "fa-copy"); - el.appendChild(button); - - const success = function () { - button.classList.add("success", "fa-check"); - button.classList.remove("fa-copy"); - }; - - const failure = function () { - button.classList.add("error", "fa-times"); - button.classList.remove("fa-copy"); - }; - - button.addEventListener("click", function () { - copyToClipboard(el.innerText).then(success, failure); - - setTimeout(function () { - button.classList.add("fa-copy"); - button.classList.remove("success", "fa-check", "fa-times"); - }, 5000); - }); - } -} - -function copyToClipboard(text) { - // clipboard API is only available in secure contexts - if (window.navigator && window.navigator.clipboard) { - return window.navigator.clipboard.writeText(text); - } else { - return new Promise(function (resolve, reject) { - try { - const el = document.createElement("textarea"); - el.textContent = text; - el.style.position = "fixed"; - el.style.opacity = 0; - document.body.appendChild(el); - el.select(); - document.execCommand("copy"); - - resolve(); - } catch (err) { - reject(err); - } finally { - document.body.removeChild(el); - } - }); - } -} - -if (document.readyState === "loading") { - document.addEventListener("DOMContentLoaded", addCopyButtonCallbacks); -} else { - addCopyButtonCallbacks(); -} - -}) -//////////////////////////////////////////////////////////////////////////////// -require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) { - -// Manages the top navigation bar (hides it when the user starts scrolling down on the -// mobile). -window.Headroom = Headroom; // work around buggy module loading? -$(document).ready(function() { - $('#documenter .docs-navbar').headroom({ - "tolerance": {"up": 10, "down": 10}, - }); -}) - -}) -//////////////////////////////////////////////////////////////////////////////// -require(['jquery'], function($) { - -// Modal settings dialog -$(document).ready(function() { - var settings = $('#documenter-settings'); - $('#documenter-settings-button').click(function(){ - settings.toggleClass('is-active'); - }); - // Close the dialog if X is clicked - $('#documenter-settings button.delete').click(function(){ - settings.removeClass('is-active'); - }); - // Close dialog if ESC is pressed - $(document).keyup(function(e) { - if (e.keyCode == 27) settings.removeClass('is-active'); - }); -}); - -}) -//////////////////////////////////////////////////////////////////////////////// -require(['jquery'], function($) { - -// Manages the showing and hiding of the sidebar. -$(document).ready(function() { - var sidebar = $("#documenter > .docs-sidebar"); - var sidebar_button = $("#documenter-sidebar-button") - sidebar_button.click(function(ev) { - ev.preventDefault(); - sidebar.toggleClass('visible'); - if (sidebar.hasClass('visible')) { - // Makes sure that the current menu item is visible in the sidebar. - $("#documenter .docs-menu a.is-active").focus(); - } - }); - $("#documenter > .docs-main").bind('click', function(ev) { - if ($(ev.target).is(sidebar_button)) { - return; - } - if (sidebar.hasClass('visible')) { - sidebar.removeClass('visible'); - } - }); -}) - -// Resizes the package name / sitename in the sidebar if it is too wide. -// Inspired by: https://github.com/davatron5000/FitText.js -$(document).ready(function() { - e = $("#documenter .docs-autofit"); - function resize() { - var L = parseInt(e.css('max-width'), 10); - var L0 = e.width(); - if(L0 > L) { - var h0 = parseInt(e.css('font-size'), 10); - e.css('font-size', L * h0 / L0); - // TODO: make sure it survives resizes? - } - } - // call once and then register events - resize(); - $(window).resize(resize); - $(window).on('orientationchange', resize); -}); - -// Scroll the navigation bar to the currently selected menu item -$(document).ready(function() { - var sidebar = $("#documenter .docs-menu").get(0); - var active = $("#documenter .docs-menu .is-active").get(0); - if(typeof active !== 'undefined') { - sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15; - } -}) - -}) -//////////////////////////////////////////////////////////////////////////////// -require(['jquery'], function($) { - -function set_theme(theme) { - var active = null; - var disabled = []; - for (var i = 0; i < document.styleSheets.length; i++) { - var ss = document.styleSheets[i]; - var themename = ss.ownerNode.getAttribute("data-theme-name"); - if(themename === null) continue; // ignore non-theme stylesheets - // Find the active theme - if(themename === theme) active = ss; - else disabled.push(ss); - } - if(active !== null) { - active.disabled = false; - if(active.ownerNode.getAttribute("data-theme-primary") === null) { - document.getElementsByTagName('html')[0].className = "theme--" + theme; - } else { - document.getElementsByTagName('html')[0].className = ""; - } - disabled.forEach(function(ss){ - ss.disabled = true; - }); - } - - // Store the theme in localStorage - if(typeof(window.localStorage) !== "undefined") { - window.localStorage.setItem("documenter-theme", theme); - } else { - console.error("Browser does not support window.localStorage"); - } -} - -// Theme picker setup -$(document).ready(function() { - // onchange callback - $('#documenter-themepicker').change(function themepick_callback(ev){ - var themename = $('#documenter-themepicker option:selected').attr('value'); - set_theme(themename); - }); - - // Make sure that the themepicker displays the correct theme when the theme is retrieved - // from localStorage - if(typeof(window.localStorage) !== "undefined") { - var theme = window.localStorage.getItem("documenter-theme"); - if(theme !== null) { - $('#documenter-themepicker option').each(function(i,e) { - e.selected = (e.value === theme); - }) - } else { - $('#documenter-themepicker option').each(function(i,e) { - e.selected = $("html").hasClass(`theme--${e.value}`); - }) - } - } -}) - -}) -//////////////////////////////////////////////////////////////////////////////// -require(['jquery'], function($) { - -// update the version selector with info from the siteinfo.js and ../versions.js files -$(document).ready(function() { - // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the - // siteinfo.js file, we just return immediately and not display the version selector. - if (typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === 'boolean' && DOCUMENTER_VERSION_SELECTOR_DISABLED) { - return; - } - - var version_selector = $("#documenter .docs-version-selector"); - var version_selector_select = $("#documenter .docs-version-selector select"); - - version_selector_select.change(function(x) { - target_href = version_selector_select.children("option:selected").get(0).value; - window.location.href = target_href; - }); - - // add the current version to the selector based on siteinfo.js, but only if the selector is empty - if (typeof DOCUMENTER_CURRENT_VERSION !== 'undefined' && $('#version-selector > option').length == 0) { - var option = $(""); - version_selector_select.append(option); - } - - if (typeof DOC_VERSIONS !== 'undefined') { - var existing_versions = version_selector_select.children("option"); - var existing_versions_texts = existing_versions.map(function(i,x){return x.text}); - DOC_VERSIONS.forEach(function(each) { - var version_url = documenterBaseURL + "/../" + each; - var existing_id = $.inArray(each, existing_versions_texts); - // if not already in the version selector, add it as a new option, - // otherwise update the old option with the URL and enable it - if (existing_id == -1) { - var option = $(""); - version_selector_select.append(option); - } else { - var option = existing_versions[existing_id]; - option.value = version_url; - option.disabled = false; - } - }); - } - - // only show the version selector if the selector has been populated - if (version_selector_select.children("option").length > 0) { - version_selector.toggleClass("visible"); - } -}) - -}) diff --git a/build/assets/search.js b/build/assets/search.js deleted file mode 100644 index c133f74..0000000 --- a/build/assets/search.js +++ /dev/null @@ -1,267 +0,0 @@ -// Generated by Documenter.jl -requirejs.config({ - paths: { - 'lunr': 'https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min', - 'lodash': 'https://cdnjs.cloudflare.com/ajax/libs/lodash.js/4.17.21/lodash.min', - 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.6.0/jquery.min', - } -}); -//////////////////////////////////////////////////////////////////////////////// -require(['jquery', 'lunr', 'lodash'], function($, lunr, _) { - -$(document).ready(function() { - // parseUri 1.2.2 - // (c) Steven Levithan - // MIT License - function parseUri (str) { - var o = parseUri.options, - m = o.parser[o.strictMode ? "strict" : "loose"].exec(str), - uri = {}, - i = 14; - - while (i--) uri[o.key[i]] = m[i] || ""; - - uri[o.q.name] = {}; - uri[o.key[12]].replace(o.q.parser, function ($0, $1, $2) { - if ($1) uri[o.q.name][$1] = $2; - }); - - return uri; - }; - parseUri.options = { - strictMode: false, - key: ["source","protocol","authority","userInfo","user","password","host","port","relative","path","directory","file","query","anchor"], - q: { - name: "queryKey", - parser: /(?:^|&)([^&=]*)=?([^&]*)/g - }, - parser: { - strict: /^(?:([^:\/?#]+):)?(?:\/\/((?:(([^:@]*)(?::([^:@]*))?)?@)?([^:\/?#]*)(?::(\d*))?))?((((?:[^?#\/]*\/)*)([^?#]*))(?:\?([^#]*))?(?:#(.*))?)/, - loose: /^(?:(?![^:@]+:[^:@\/]*@)([^:\/?#.]+):)?(?:\/\/)?((?:(([^:@]*)(?::([^:@]*))?)?@)?([^:\/?#]*)(?::(\d*))?)(((\/(?:[^?#](?![^?#\/]*\.[^?#\/.]+(?:[?#]|$)))*\/?)?([^?#\/]*))(?:\?([^#]*))?(?:#(.*))?)/ - } - }; - - $("#search-form").submit(function(e) { - e.preventDefault() - }) - - // list below is the lunr 2.1.3 list minus the intersect with names(Base) - // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) - // ideally we'd just filter the original list but it's not available as a variable - lunr.stopWordFilter = lunr.generateStopWordFilter([ - 'a', - 'able', - 'about', - 'across', - 'after', - 'almost', - 'also', - 'am', - 'among', - 'an', - 'and', - 'are', - 'as', - 'at', - 'be', - 'because', - 'been', - 'but', - 'by', - 'can', - 'cannot', - 'could', - 'dear', - 'did', - 'does', - 'either', - 'ever', - 'every', - 'from', - 'got', - 'had', - 'has', - 'have', - 'he', - 'her', - 'hers', - 'him', - 'his', - 'how', - 'however', - 'i', - 'if', - 'into', - 'it', - 'its', - 'just', - 'least', - 'like', - 'likely', - 'may', - 'me', - 'might', - 'most', - 'must', - 'my', - 'neither', - 'no', - 'nor', - 'not', - 'of', - 'off', - 'often', - 'on', - 'or', - 'other', - 'our', - 'own', - 'rather', - 'said', - 'say', - 'says', - 'she', - 'should', - 'since', - 'so', - 'some', - 'than', - 'that', - 'the', - 'their', - 'them', - 'then', - 'there', - 'these', - 'they', - 'this', - 'tis', - 'to', - 'too', - 'twas', - 'us', - 'wants', - 'was', - 'we', - 'were', - 'what', - 'when', - 'who', - 'whom', - 'why', - 'will', - 'would', - 'yet', - 'you', - 'your' - ]) - - // add . as a separator, because otherwise "title": "Documenter.Anchors.add!" - // would not find anything if searching for "add!", only for the entire qualification - lunr.tokenizer.separator = /[\s\-\.]+/ - - // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names - lunr.trimmer = function (token) { - return token.update(function (s) { - return s.replace(/^[^a-zA-Z0-9@!]+/, '').replace(/[^a-zA-Z0-9@!]+$/, '') - }) - } - - lunr.Pipeline.registerFunction(lunr.stopWordFilter, 'juliaStopWordFilter') - lunr.Pipeline.registerFunction(lunr.trimmer, 'juliaTrimmer') - - var index = lunr(function () { - this.ref('location') - this.field('title',{boost: 100}) - this.field('text') - documenterSearchIndex['docs'].forEach(function(e) { - this.add(e) - }, this) - }) - var store = {} - - documenterSearchIndex['docs'].forEach(function(e) { - store[e.location] = {title: e.title, category: e.category, page: e.page} - }) - - $(function(){ - searchresults = $('#documenter-search-results'); - searchinfo = $('#documenter-search-info'); - searchbox = $('#documenter-search-query'); - searchform = $('.docs-search'); - sidebar = $('.docs-sidebar'); - function update_search(querystring) { - tokens = lunr.tokenizer(querystring) - results = index.query(function (q) { - tokens.forEach(function (t) { - q.term(t.toString(), { - fields: ["title"], - boost: 100, - usePipeline: true, - editDistance: 0, - wildcard: lunr.Query.wildcard.NONE - }) - q.term(t.toString(), { - fields: ["title"], - boost: 10, - usePipeline: true, - editDistance: 2, - wildcard: lunr.Query.wildcard.NONE - }) - q.term(t.toString(), { - fields: ["text"], - boost: 1, - usePipeline: true, - editDistance: 0, - wildcard: lunr.Query.wildcard.NONE - }) - }) - }) - searchinfo.text("Number of results: " + results.length) - searchresults.empty() - results.forEach(function(result) { - data = store[result.ref] - link = $(''+data.title+'') - link.attr('href', documenterBaseURL+'/'+result.ref) - if (data.category != "page"){ - cat = $('('+data.category+', '+data.page+')') - } else { - cat = $('('+data.category+')') - } - li = $('
  • ').append(link).append(" ").append(cat) - searchresults.append(li) - }) - } - - function update_search_box() { - querystring = searchbox.val() - update_search(querystring) - } - - searchbox.keyup(_.debounce(update_search_box, 250)) - searchbox.change(update_search_box) - - // Disable enter-key form submission for the searchbox on the search page - // and just re-run search rather than refresh the whole page. - searchform.keypress( - function(event){ - if (event.which == '13') { - if (sidebar.hasClass('visible')) { - sidebar.removeClass('visible'); - } - update_search_box(); - event.preventDefault(); - } - } - ); - - search_query_uri = parseUri(window.location).queryKey["q"] - if(search_query_uri !== undefined) { - search_query = decodeURIComponent(search_query_uri.replace(/\+/g, '%20')) - searchbox.val(search_query) - } - update_search_box(); - }) -}) - -}) diff --git a/build/assets/themes/documenter-dark.css b/build/assets/themes/documenter-dark.css deleted file mode 100644 index c94a294..0000000 --- a/build/assets/themes/documenter-dark.css +++ /dev/null @@ -1,7 +0,0 @@ -@keyframes spinAround{from{transform:rotate(0deg)}to{transform:rotate(359deg)}}html.theme--documenter-dark .tabs,html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link,html.theme--documenter-dark .pagination-ellipsis,html.theme--documenter-dark .breadcrumb,html.theme--documenter-dark .file,html.theme--documenter-dark .button,.is-unselectable,html.theme--documenter-dark .modal-close,html.theme--documenter-dark .delete{-webkit-touch-callout:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}html.theme--documenter-dark .navbar-link:not(.is-arrowless)::after,html.theme--documenter-dark .select:not(.is-multiple):not(.is-loading)::after{border:3px solid rgba(0,0,0,0);border-radius:2px;border-right:0;border-top:0;content:" 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.button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-link.is-outlined{background-color:transparent;border-color:#1abc9c;box-shadow:none;color:#1abc9c}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#1abc9c}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark 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.button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-info.is-outlined{background-color:transparent;border-color:#024c7d;box-shadow:none;color:#024c7d}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-focused{background-color:#fff;color:#024c7d}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark 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!important}html.theme--documenter-dark .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success.is-outlined{background-color:transparent;border-color:#008438;box-shadow:none;color:#008438}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#008438}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #008438 #008438 !important}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-warning{background-color:#ad8100;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-warning:hover,html.theme--documenter-dark .button.is-warning.is-hovered{background-color:#a07700;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-warning:focus,html.theme--documenter-dark .button.is-warning.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-warning:focus:not(:active),html.theme--documenter-dark 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.button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#9e1b0d}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #9e1b0d #9e1b0d !important}html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{border-radius:3px;font-size:.85em}html.theme--documenter-dark 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.pagination.is-rounded .pagination-previous,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.pagination .pagination-previous,html.theme--documenter-dark .pagination.is-rounded .pagination-next,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.pagination .pagination-next{padding-left:1em;padding-right:1em;border-radius:290486px}html.theme--documenter-dark .pagination.is-rounded .pagination-link,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.pagination .pagination-link{border-radius:290486px}html.theme--documenter-dark .pagination,html.theme--documenter-dark .pagination-list{align-items:center;display:flex;justify-content:center;text-align:center}html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link,html.theme--documenter-dark .pagination-ellipsis{font-size:1em;justify-content:center;margin:.25rem;padding-left:.5em;padding-right:.5em;text-align:center}html.theme--documenter-dark .pagination-previous,html.theme--documenter-dark .pagination-next,html.theme--documenter-dark .pagination-link{border-color:#5e6d6f;color:#1abc9c;min-width:2.25em}html.theme--documenter-dark .pagination-previous:hover,html.theme--documenter-dark .pagination-next:hover,html.theme--documenter-dark .pagination-link:hover{border-color:#8c9b9d;color:#1dd2af}html.theme--documenter-dark .pagination-previous:focus,html.theme--documenter-dark .pagination-next:focus,html.theme--documenter-dark .pagination-link:focus{border-color:#8c9b9d}html.theme--documenter-dark .pagination-previous:active,html.theme--documenter-dark .pagination-next:active,html.theme--documenter-dark .pagination-link:active{box-shadow:inset 0 1px 2px rgba(10,10,10,0.2)}html.theme--documenter-dark .pagination-previous[disabled],html.theme--documenter-dark 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ul.is-center{flex:none;justify-content:center;padding-left:0.75em;padding-right:0.75em}html.theme--documenter-dark .tabs ul.is-right{justify-content:flex-end;padding-left:0.75em}html.theme--documenter-dark .tabs .icon:first-child{margin-right:0.5em}html.theme--documenter-dark .tabs .icon:last-child{margin-left:0.5em}html.theme--documenter-dark .tabs.is-centered ul{justify-content:center}html.theme--documenter-dark .tabs.is-right ul{justify-content:flex-end}html.theme--documenter-dark .tabs.is-boxed a{border:1px solid transparent;border-radius:.4em .4em 0 0}html.theme--documenter-dark .tabs.is-boxed a:hover{background-color:#282f2f;border-bottom-color:#5e6d6f}html.theme--documenter-dark .tabs.is-boxed li.is-active a{background-color:#fff;border-color:#5e6d6f;border-bottom-color:rgba(0,0,0,0) !important}html.theme--documenter-dark .tabs.is-fullwidth li{flex-grow:1;flex-shrink:0}html.theme--documenter-dark .tabs.is-toggle 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Gets put into the tag.. -function set_theme_from_local_storage() { - // Intialize the theme to null, which means default - var theme = null; - // If the browser supports the localstorage and is not disabled then try to get the - // documenter theme - if(window.localStorage != null) { - // Get the user-picked theme from localStorage. May be `null`, which means the default - // theme. - theme = window.localStorage.getItem("documenter-theme"); - } - // Check if the browser supports user color preference - var darkPreference = false; - // Check if the users preference is for dark color scheme - if(window.matchMedia('(prefers-color-scheme: dark)').matches === true) { - darkPreference = true; - } - // Initialize a few variables for the loop: - // - // - active: will contain the index of the theme that should be active. Note that there - // is no guarantee that localStorage contains sane values. If `active` stays `null` - // we either could not find the theme or it is the default (primary) theme anyway. - // Either way, we then need to stick to the primary theme. - // - // - disabled: style sheets that should be disabled (i.e. all the theme style sheets - // that are not the currently active theme) - var active = null; var disabled = []; var darkTheme = null; - for (var i = 0; i < document.styleSheets.length; i++) { - var ss = document.styleSheets[i]; - // The tag of each style sheet is expected to have a data-theme-name attribute - // which must contain the name of the theme. The names in localStorage much match this. - var themename = ss.ownerNode.getAttribute("data-theme-name"); - // attribute not set => non-theme stylesheet => ignore - if(themename === null) continue; - // To distinguish the default (primary) theme, it needs to have the data-theme-primary - // attribute set. - var isprimary = (ss.ownerNode.getAttribute("data-theme-primary") !== null); - // Check if the theme is primary dark theme - var isDarkTheme = (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null); - // If ss is for dark theme then set the value of darkTheme to the name of the theme - if(isDarkTheme) darkTheme = themename; - // If we find a matching theme (and it's not the default), we'll set active to non-null - if(themename === theme) active = i; - // Store the style sheets of inactive themes so that we could disable them - if(themename !== theme) disabled.push(ss); - } - if(active !== null) { - // If we did find an active theme, we'll (1) add the theme--$(theme) class to - document.getElementsByTagName('html')[0].className = "theme--" + theme; - // and (2) disable all the other theme stylesheets - disabled.forEach(function(ss){ - ss.disabled = true; - }); - } - else if(darkTheme !== null && darkPreference === true) { - // If we did find an active theme, we'll (1) add the theme--$(theme) class to - document.getElementsByTagName('html')[0].className = "theme--" + darkTheme; - // and (2) disable all the other theme stylesheets - disabled.forEach(function(ss){ - if (ss.ownerNode.getAttribute("data-theme-name") !== darkTheme) { - ss.disabled = true; - } - }); - } -} -set_theme_from_local_storage(); diff --git a/build/assets/warner.js b/build/assets/warner.js deleted file mode 100644 index 5531c88..0000000 --- a/build/assets/warner.js +++ /dev/null @@ -1,49 +0,0 @@ -function maybeAddWarning () { - // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE - // in siteinfo.js. - // If either of these are undefined something went horribly wrong, so we abort. - if ( - window.DOCUMENTER_NEWEST === undefined || - window.DOCUMENTER_CURRENT_VERSION === undefined || - window.DOCUMENTER_STABLE === undefined - ) { - return - }; - - // Current version is not a version number, so we can't tell if it's the newest version. 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    diff --git a/build/search/index.html b/build/search/index.html deleted file mode 100644 index f98a602..0000000 --- a/build/search/index.html +++ /dev/null @@ -1,2 +0,0 @@ - -Search · FinanceRoutines.jl

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      diff --git a/build/search_index.js b/build/search_index.js deleted file mode 100644 index 70b3594..0000000 --- a/build/search_index.js +++ /dev/null @@ -1,3 +0,0 @@ -var documenterSearchIndex = {"docs": -[{"location":"#FinanceRoutines","page":"Home","title":"FinanceRoutines","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Some routines for finance","category":"page"},{"location":"#Function-Documentation","page":"Home","title":"Function Documentation","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"import_FF3","category":"page"},{"location":"#FinanceRoutines.import_FF3","page":"Home","title":"FinanceRoutines.import_FF3","text":"import_FF3(frequency::Symbol)\n\nDownload and import the Fama-French 3 Factors from Ken French website. \n\nIf frequency is unspecified, import the monthly research returns. If frequency is :daily, import the daily research returns. \n\n\n\n\n\n","category":"function"}] -} diff --git a/src/ImportCRSP.jl b/src/ImportCRSP.jl index ee8899e..dd9476b 100644 --- a/src/ImportCRSP.jl +++ b/src/ImportCRSP.jl @@ -104,7 +104,7 @@ function import_MSF(wrds_conn::Connection; msf_columns = DataFrame(columntable(res_q)).column_name ; msf_columns = intersect( uppercase.(msf_columns), - vcat("PERMNO","PERMCO","DATE","PRC","ALTPRC","RET","RETX","SHROUT", + vcat("PERMNO","PERMCO","DATE","PRC","ALTPRC","RET","RETX","SHROUT","CFACPR","CFACSHR", uppercase.(variables))) msf_columns = join(uppercase.(msf_columns), ", ") @@ -214,11 +214,14 @@ function build_MSF!(df::DataFrame; save::String = "", trim_col::Bool = false) # Check that all necessary variables are in - ["mktcap", "shrout", "altprc", "permno", "datem", "dlstcd", "ret", "dlret"] + ["mktcap", "shrout", "altprc", "permno", "datem", "dlstcd", "ret", "dlret", + "cfacpr", "cfacshr"] # Create marketcap: - @rtransform!(df, :mktcap = abs(:shrout * :altprc)) # in 1000s + @rtransform!(df, :mktcap = :shrout * abs(:prc)); + # @rtransform!(df, :mktcap = :shrout * :cfacshr * abs(:altprc) / :cfacpr) # in 1000s + # in some instances (spin-offs and other distributions we have cfacpr not equal to cfacshr) df[ isequal.(df.mktcap, 0), :mktcap] .= missing; # Lagged marketcap diff --git a/src/ImportComp.jl b/src/ImportComp.jl index 3829190..e99b471 100644 --- a/src/ImportComp.jl +++ b/src/ImportComp.jl @@ -124,9 +124,9 @@ function build_Funda!(df::DataFrame; coalesce(:seq, :ceq + :pstk, :at - :lt) + coalesce(:txditc, :txdb + :itcb, 0) - coalesce(:pstkrv, :pstkl, :pstk, 0) ) df[ isless.(df.be, 0), :be] .= missing; - @rtransform!(df, :date_y = year(:datadate)); - sort!(df, [:gvkey, :date_y, :datadate]) - unique!(df, [:gvkey, :date_y], keep=:last) # last obs + @rtransform!(df, :datey = year(:datadate)); + sort!(df, [:gvkey, :datey, :datadate]) + unique!(df, [:gvkey, :datey], keep=:last) # last obs verbose && (@info ". Cleaning superfluous columns INDFMT, etc.") select!(df, Not(intersect(names(df), ["indfmt","datafmt","consol","popsrc", "curcd"])) )