| {smcl}
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| {* *! version 2.37.0 16aug2019}{...}
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| {vieweralsosee "ftools" "help ftools"}{...}
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| {vieweralsosee "fmerge" "help fmerge"}{...}
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| {vieweralsosee "[R] merge" "help merge"}{...}
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| {viewerjumpto "Syntax" "join##syntax"}{...}
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| {viewerjumpto "description" "join##description"}{...}
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| {viewerjumpto "options" "join##options"}{...}
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| {viewerjumpto "examples" "join##examples"}{...}
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| {viewerjumpto "about" "join##about"}{...}
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| {title:Title}
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| {p2colset 5 13 20 2}{...}
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| {p2col :{cmd:join} {hline 2}}Join/merge datasets{p_end}
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| {p2colreset}{...}
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| {marker syntax}{...}
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| {title:Syntax}
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| {pstd}
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| Many-to-one join/merge on specified key variables
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| {p 8 13 2}
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| {cmd:join}
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| [{varlist}]{cmd:,}
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| {opth from(filename)}
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| {opth by(varlist)}
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| [{it:options}]
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| {pstd}
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| As above, but with the "using" dataset currently open instead of the "master"
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| {p 8 13 2}
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| {cmd:join}
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| [{varlist}]{cmd:,}
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| {opth into(filename)}
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| {opth by(varlist)}
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| [{it:options}]
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| {pstd}
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| (Note: if {it:varlist} is specified, only a subset of the variables will be added)
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| {synoptset 24 tabbed}{...}
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| {synopthdr}
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| {synoptline}
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| {p2coldent:+ {cmd:from(}{help filename} [{help if}]{cmd:)}}filename of the {it:using} dataset, where the keys are unique{p_end}
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| {...}
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| {p2coldent:+ {cmd:into(}{help filename} [{help if}]{cmd:)}}filename of the {it:master} dataset{p_end}
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| {...}
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| {p2coldent:* {opth by(varlist)}}key variables; {it:master_var=using_var} is also allowed in case the variable names differ between datasets{p_end}
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| {...}
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| {synopt :{opt uniq:uemaster}}assert that the merge will be 1:1
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| {p_end}
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| {...}
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| {synopt :{cmd:keep(}{help join
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| {p_end}
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| {...}
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| {synopt :{cmd:assert(}{help join
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| {p_end}
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| {...}
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| {synopt :{opth gen:erate(newvar)}}name of new variable to mark merge
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| results; default is {cmd:_merge}
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| {p_end}
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| {...}
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| {synopt :{opt nogen:erate}}do not create {cmd:_merge} variable
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| {p_end}
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| {...}
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| {synopt :{opt nol:abel}}do not copy value-label definitions from using{p_end}
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| {...}
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| {synopt :{opt nonote:s}}do not copy notes from using{p_end}
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| {...}
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| {synopt :{opt keepn:one}}don't add any variables from using (overrides default of {it:_all}){p_end}
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| {...}
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| {synopt :{opt v:erbose}}show internal debug info
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| {...}
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| {p_end}
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| {synopt :{opt method(string)}}(advanced) set method used internally for hashing
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| {p_end}
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| {synoptline}
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| {p2colreset}{...}
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| {p 4 6 2}+ you must include either {opt from()} or {opt from()} but not both.{p_end}
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| {p 4 6 2}* {opt by(varlist)} is required.{p_end}
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| {marker description}{...}
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| {title:Description}
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| {pstd}
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| {cmd:join} is an alternative for {help merge},
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| supporting {it:m:1} and {it:1:1} joins.
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| {p_end}
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| {pstd}{bf:Advantages:}
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| {pmore}- Increasingly faster above 100,000 obs (it is O(N) instead of O(N log N)){p_end}
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| {pmore}- Does not sort the data by the keys{p_end}
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| {pmore}- Keys can have different names in master and using{p_end}
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| {pstd}{bf:Technical notes:}
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| {pstd}
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| {cmd:join} works by hashing the keys, instead of sorting the data like {cmd:merge} does
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| (see
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| {browse "https://my.vertica.com/docs/7.1.x/HTML/Content/Authoring/AnalyzingData/Optimizations/HashJoinsVs.MergeJoins.htm":[1]}
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| and
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| {browse "http://support.sas.com/resources/papers/proceedings09/071-2009.pdf":[2]}
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| for a comparison of the hash+join and sort+merge algorithms).
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| As a result, {cmd:join} performs better if the datasets are not
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| already sorted by the {it:by()} variables, and for datasets
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| above 100,000 observations (due to Mata's overhead).
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| {p_end}
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| {marker options}{...}
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| {title:Options}
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| {dlgtab:Options}
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| {phang}
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| {opth from(filename)}
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| specifies the {it:using} filename.
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| This dataset is typically smaller than the master dataset
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| (the one currently active)
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| and the key variables set with {cmd:by()} must uniquely
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| identify the dataset (see {cmd:isid} and {cmd:fisid}).
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| {pmore}
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| If {cmd:by()} does not identify the {it:using} dataset
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| but a subset of it, you can add use {if} within {cmd:from}
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| {pmore}
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| EG: Suppose master has country-level data for a the year 2016,
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| and {xyz} has country-year GDP data, then you can do
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| {it:using(xyz if year==2016)}
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| {phang}
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| {opth into(filename)} is useful if you are currently in the
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| {it:using} dataset. This is faster than the alternative of
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| saving, loading the master dataset, and then calling {it:join}
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| (which would then have to open the using dataset again)
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| {phang}
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| {opth by(varlist)}
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| specifies the key variables
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| that will be used to join both datasets.
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| If the names of the variables differ, you can use
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| {it:master_var=using_var} (e.g. {cmd:by(year=yr)})
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| {phang}
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| {opt uniquemaster}
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| ensures that the match is 1:1 instead of m:1.
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| Since a 1:m merge can be replicated with the {opt into()} option,
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| this means that all merges except m:m (not recommended),
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| and update/replace merges (less useful) are supported.
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| {phang}
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| {opth generate(newvar)}
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| specifies that the variable containing match
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| {help merge
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| rather than {cmd:_merge}.
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| {phang}
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| {cmd:nogenerate} specifies that {cmd:_merge} not be created. This
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| would be useful if you also specified {cmd:keep(match)}, because
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| {cmd:keep(match)} ensures that all values of {cmd:_merge} would be 3.
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| {phang}
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| {cmd:nolabel}
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| specifies that value-label definitions from the using file be ignored.
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| This option should be rare, because definitions from the master are
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| already used.
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| {phang}
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| {cmd:nonotes}
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| specifies that notes in the using dataset not be added to the
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| merged dataset; see {manhelp notes D:notes}.
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| {phang}
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| {cmd:keepnone}
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| specifies that no variables from using will be added. Use this in combination
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| with {cmd:keep(match)} if you just want to keep a group of observations
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| from the master dataset.
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| {phang}
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| {cmd:noreport}
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| specifies that {cmd:join} not present its summary table of
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| match results.
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| {phang}
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| {cmd:assert(}{it:results}{cmd:)}
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| specifies the required match results. The possible
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| {it:results} are
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| {marker results}{...}
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| numeric equivalent
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| code word ({it:results}) description
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| {hline 67}
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| {cmd:1} {cmdab:mas:ter} observation appeared in master only
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| {cmd:2} {cmdab:us:ing} observation appeared in using only
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| {cmd:3} {cmdab:mat:ch} observation appeared in both
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| {pmore}
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| Numeric codes and words are equivalent when used in the {cmd:assert()}
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| or {cmd:keep()} options.
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| {pmore}
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| The following synonyms are allowed:
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| {cmd:masters} for {cmd:master},
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| {cmd:usings} for {cmd:using},
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| {cmd:matches} and {cmd:matched} for {cmd:match},
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| {cmd:match_updates} for {cmd:match_update},
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| and
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| {cmd:match_conflicts} for {cmd:match_conflict}.
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| {pmore}
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| Using {cmd:assert(match master)} specifies that the merged file is
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| required to include only matched master or using
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| observations and unmatched master observations, and may not
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| include unmatched using observations. Specifying {cmd:assert()}
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| results in {cmd:join} issuing an error if there are match results
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| among those observations you allowed.
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| {pmore}
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| The order of the words or codes is not important, so all the following
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| {cmd:assert()} specifications would be the same:
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| {pmore2}
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| {cmd:assert(match master)}
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| {pmore2}
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| {cmd:assert(master matches)}
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| {pmore2}
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| {cmd:assert(1 3)}
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| {pmore}
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| When the match results contain codes other than those allowed,
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| return code 9 is returned, and the
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| merged dataset with the unanticipated results is left in memory
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| to allow you to investigate.
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| {phang}
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| {cmd:keep(}{help join
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| specifies which observations are to be kept from the merged dataset.
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| Using {cmd:keep(match master)} specifies keeping only
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| matched observations and unmatched master observations after merging.
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| {pmore}
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| {cmd:keep()} differs from {cmd:assert()} because it selects
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| observations from the merged dataset rather than enforcing requirements.
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| {cmd:keep()}
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| is used to pare the merged dataset to a given set of observations when
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| you do not care if there are other observations in the merged dataset.
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| {cmd:assert()} is used to verify that only a given set of observations
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| is in the merged dataset.
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| {pmore}
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| You can specify both {cmd:assert()} and {cmd:keep()}. If you require
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| matched observations and unmatched master observations
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| but you want only the matched observations, then you could specify
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| {cmd:assert(match master)} {cmd:keep(match)}.
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| {phang}
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| {cmd:verbose}
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| is a programmer command that will report Mata debug information
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| {marker examples}{...}
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| {title:Examples}
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| {pstd}Perform m:1 merge{p_end}
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| {inp}
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| {hline 60}
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| webuse nlswork
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| replace year = 1900 + year
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| join xrate, by(year) from(http://www.stata-press.com/data/r14/pennxrate.dta if country=="JPN")
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| {hline 60}
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| {txt}
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| {marker about}{...}
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| {title:Author}
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| {pstd}Sergio Correia{break}
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| Board of Governors of the Federal Reserve System, USA{break}
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| {browse "mailto:sergio.correia@gmail.com":sergio.correia@gmail.com}{break}
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| {p_end}
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| {title:More Information}
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| {pstd}{break}
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| To report bugs, contribute, ask for help, etc. please see the project URL in Github:{break}
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| {browse "https://github.com/sergiocorreia/ftools"}{break}
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| {p_end}
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