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    <div class="markdown-here-wrapper" data-md-url="Thunderbird"
      style="font-family: Carlito,Calibri,DejaVu Sans,Trebuchet
      MS,Verdana,sans-serif; font-size: 10pt;">
      <p style="font-family: inherit; font-size: inherit;margin: 0px 0px
        0.75em ! important;">On 2017-10-01 07:55 PM, Guru Devanla wrote:</p>
      <div class="markdown-here-exclude">
        <blockquote type="cite"
cite="mid:CAAq9Y12Zu2CGthAHt=JgzX9x0PtNOuEF73RdDpOtFo=7pdDASA@mail.gmail.com">Having
          to not have something which I can quickly start off on
          troubles me and makes me wonder if the reason is my lack of
          understanding or just the pain of using static typing.</blockquote>
      </div>
      <p style="font-family: inherit; font-size: inherit;margin: 0px 0px
        0.75em ! important;">Something, somewhere has to keep track of
        the type of each column, and since the data doesn’t have that
        itself you have to store it somewhere else. That could be in
        another data file of some kind which would be loaded at runtime,
        but then you would lose the benefit of static type checking by
        the compiler. So it’s better to have it in source code, even if
        that’s generated by TH or some other process.</p>
      <p style="font-family: inherit; font-size: inherit;margin: 0px 0px
        0.75em ! important;">I recommend taking a look at the Cassava
        library. You can do some pretty neat things with it, including
        defining your own mapping from rows to records. In particular,
        if you need only a small subset of the 100 columns, you can
        provide a (de)serializer that looks at only the columns it
        needs. The library reads the row into a vector of Text, and your
        serialization code works with just the elements it needs. You
        could even have different record types (and associated
        serializers) for different tasks, all working off the same input
        record, since the serialization methods are from a typeclass and
        each record type can be a different instance of the class.</p>
      <p style="font-family: inherit; font-size: inherit;margin: 0px 0px
        0.75em ! important;">Cassava supports Applicative, which makes
        for some very succinct code, and it can make use of a header
        record at the start of the data. Here’s an example:</p>
      <pre style="font-family: Consolas,Inconsolata,Andale Mono,DejaVu Sans Mono,Courier,monospace; font-size: 10pt;font-size: 1em; line-height: 1.2em;margin: 1.2em 0px;"><code class="hljs language-Haskell" style="font-family: Consolas,Inconsolata,Andale Mono,DejaVu Sans Mono,Courier,monospace; font-size: 10pt;margin: 0px 0.15em; padding: 0px 0.3em; white-space: pre-wrap; border: 1px solid rgb(234, 234, 234); background-color: rgb(248, 248, 248); border-radius: 3px; display: inline;white-space: pre; overflow: auto; border-radius: 3px; border: 1px solid rgb(0, 0, 0); background-color: rgb(68, 68, 68); color: rgb(0, 204, 0); padding: 0.5em 0.7em; display: block ! important;display: block; overflow-x: auto; padding: 0.5em; background: rgb(35, 36, 31) none repeat scroll 0% 0%; -moz-text-size-adjust: none;color: rgb(248, 248, 242);"><span class="hljs-typedef"><span class="hljs-keyword" style="color: rgb(249, 38, 114);">data</span> <span class="hljs-type" style="color: rgb(230, 219, 116);">Account</span> = <span class="hljs-type" style="color: rgb(230, 219, 116);">Business</span> | <span class="hljs-type" style="color: rgb(230, 219, 116);">Visa</span> | <span class="hljs-type" style="color: rgb(230, 219, 116);">Personal</span> | <span class="hljs-type" style="color: rgb(230, 219, 116);">Cash</span> | <span class="hljs-type" style="color: rgb(230, 219, 116);">None</span></span>
    <span class="hljs-keyword" style="color: rgb(249, 38, 114);">deriving</span> (<span class="hljs-type" style="color: rgb(230, 219, 116);">Eq</span>, <span class="hljs-type" style="color: rgb(230, 219, 116);">Ord</span>, <span class="hljs-type" style="color: rgb(230, 219, 116);">Show</span>, <span class="hljs-type" style="color: rgb(230, 219, 116);">Read</span>, <span class="hljs-type" style="color: rgb(230, 219, 116);">Enum</span>, <span class="hljs-type" style="color: rgb(230, 219, 116);">Bounded</span>)
<span class="hljs-class">
<span class="hljs-keyword" style="color: rgb(249, 38, 114);color: rgb(102, 217, 239);">instance</span> <span class="hljs-type" style="color: rgb(230, 219, 116);">FromField</span> <span class="hljs-type" style="color: rgb(230, 219, 116);">Account</span> <span class="hljs-keyword" style="color: rgb(249, 38, 114);">where</span></span>
    parseField f
        | f == <span class="hljs-string" style="color: rgb(230, 219, 116);">"B"</span>  = pure <span class="hljs-type" style="color: rgb(230, 219, 116);">Business</span>
        | f == <span class="hljs-string" style="color: rgb(230, 219, 116);">"V"</span>  = pure <span class="hljs-type" style="color: rgb(230, 219, 116);">Visa</span>
        | f == <span class="hljs-string" style="color: rgb(230, 219, 116);">"P"</span>  = pure <span class="hljs-type" style="color: rgb(230, 219, 116);">Personal</span>
        | f == <span class="hljs-string" style="color: rgb(230, 219, 116);">"C"</span>  = pure <span class="hljs-type" style="color: rgb(230, 219, 116);">Cash</span>
        | f == <span class="hljs-string" style="color: rgb(230, 219, 116);">"CC"</span> = pure <span class="hljs-type" style="color: rgb(230, 219, 116);">Visa</span>
        | f == <span class="hljs-string" style="color: rgb(230, 219, 116);">""</span>   = pure <span class="hljs-type" style="color: rgb(230, 219, 116);">None</span>
        | otherwise = fail $ <span class="hljs-string" style="color: rgb(230, 219, 116);">"Invalid account type: \""</span> ++ <span class="hljs-type" style="color: rgb(230, 219, 116);">B</span>.unpack f ++ <span class="hljs-string" style="color: rgb(230, 219, 116);">"\""</span>
<span class="hljs-class">
<span class="hljs-keyword" style="color: rgb(249, 38, 114);color: rgb(102, 217, 239);">instance</span> <span class="hljs-type" style="color: rgb(230, 219, 116);">ToField</span> <span class="hljs-type" style="color: rgb(230, 219, 116);">Account</span> <span class="hljs-keyword" style="color: rgb(249, 38, 114);">where</span></span>
    toField <span class="hljs-type" style="color: rgb(230, 219, 116);">Business</span>  = <span class="hljs-string" style="color: rgb(230, 219, 116);">"B"</span>
    toField <span class="hljs-type" style="color: rgb(230, 219, 116);">Visa</span>      = <span class="hljs-string" style="color: rgb(230, 219, 116);">"V"</span>
    toField <span class="hljs-type" style="color: rgb(230, 219, 116);">Personal</span>  = <span class="hljs-string" style="color: rgb(230, 219, 116);">"P"</span>
    toField <span class="hljs-type" style="color: rgb(230, 219, 116);">Cash</span>      = <span class="hljs-string" style="color: rgb(230, 219, 116);">"C"</span>
    toField <span class="hljs-type" style="color: rgb(230, 219, 116);">None</span>      = <span class="hljs-string" style="color: rgb(230, 219, 116);">""</span>

<span class="hljs-typedef"><span class="hljs-keyword" style="color: rgb(249, 38, 114);">type</span> <span class="hljs-type" style="color: rgb(230, 219, 116);">Money</span> = <span class="hljs-type" style="color: rgb(230, 219, 116);">Centi</span></span>

<span class="hljs-typedef"><span class="hljs-keyword" style="color: rgb(249, 38, 114);">data</span> <span class="hljs-type" style="color: rgb(230, 219, 116);">Transaction</span> = <span class="hljs-type" style="color: rgb(230, 219, 116);">Transaction</span></span>
    { date :: <span class="hljs-type" style="color: rgb(230, 219, 116);">Day</span>
    , description :: <span class="hljs-type" style="color: rgb(230, 219, 116);">Text</span>
    , category :: <span class="hljs-type" style="color: rgb(230, 219, 116);">Text</span>
    , account :: <span class="hljs-type" style="color: rgb(230, 219, 116);">Account</span>
    , debit :: <span class="hljs-type" style="color: rgb(230, 219, 116);">Maybe</span> <span class="hljs-type" style="color: rgb(230, 219, 116);">Money</span>
    , credit :: <span class="hljs-type" style="color: rgb(230, 219, 116);">Maybe</span> <span class="hljs-type" style="color: rgb(230, 219, 116);">Money</span>
    , business :: <span class="hljs-type" style="color: rgb(230, 219, 116);">Money</span>
    , visa :: <span class="hljs-type" style="color: rgb(230, 219, 116);">Money</span>
    , personal :: <span class="hljs-type" style="color: rgb(230, 219, 116);">Money</span>
    , cash :: <span class="hljs-type" style="color: rgb(230, 219, 116);">Money</span> }
    <span class="hljs-keyword" style="color: rgb(249, 38, 114);">deriving</span> (<span class="hljs-type" style="color: rgb(230, 219, 116);">Eq</span>, <span class="hljs-type" style="color: rgb(230, 219, 116);">Ord</span>, <span class="hljs-type" style="color: rgb(230, 219, 116);">Show</span>, <span class="hljs-type" style="color: rgb(230, 219, 116);">Read</span>)
<span class="hljs-class">
<span class="hljs-keyword" style="color: rgb(249, 38, 114);color: rgb(102, 217, 239);">instance</span> <span class="hljs-type" style="color: rgb(230, 219, 116);">FromNamedRecord</span> <span class="hljs-type" style="color: rgb(230, 219, 116);">Transaction</span> <span class="hljs-keyword" style="color: rgb(249, 38, 114);">where</span></span>
    parseNamedRecord r = <span class="hljs-type" style="color: rgb(230, 219, 116);">Transaction</span> <$>
        r .: <span class="hljs-string" style="color: rgb(230, 219, 116);">"Date"</span> <*>
        r .: <span class="hljs-string" style="color: rgb(230, 219, 116);">"Description"</span> <*>
        r .: <span class="hljs-string" style="color: rgb(230, 219, 116);">"Category"</span> <*>
        r .: <span class="hljs-string" style="color: rgb(230, 219, 116);">"Account"</span> <*>
        r .: <span class="hljs-string" style="color: rgb(230, 219, 116);">"Debit"</span> <*>
        r .: <span class="hljs-string" style="color: rgb(230, 219, 116);">"Credit"</span> <*>
        r .: <span class="hljs-string" style="color: rgb(230, 219, 116);">"Business"</span> <*>
        r .: <span class="hljs-string" style="color: rgb(230, 219, 116);">"Visa"</span> <*>
        r .: <span class="hljs-string" style="color: rgb(230, 219, 116);">"Personal"</span> <*>
        r .: <span class="hljs-string" style="color: rgb(230, 219, 116);">"Cash"</span>
<span class="hljs-class">
<span class="hljs-keyword" style="color: rgb(249, 38, 114);color: rgb(102, 217, 239);">instance</span> <span class="hljs-type" style="color: rgb(230, 219, 116);">ToNamedRecord</span> <span class="hljs-type" style="color: rgb(230, 219, 116);">Transaction</span> <span class="hljs-keyword" style="color: rgb(249, 38, 114);">where</span></span>
    toNamedRecord r = namedRecord [
        <span class="hljs-string" style="color: rgb(230, 219, 116);">"Date"</span> .= date r,
        <span class="hljs-string" style="color: rgb(230, 219, 116);">"Description"</span> .= description r,
        <span class="hljs-string" style="color: rgb(230, 219, 116);">"Category"</span> .= category r,
        <span class="hljs-string" style="color: rgb(230, 219, 116);">"Account"</span> .= account r,
        <span class="hljs-string" style="color: rgb(230, 219, 116);">"Debit"</span> .= debit r,
        <span class="hljs-string" style="color: rgb(230, 219, 116);">"Credit"</span> .= credit r,
        <span class="hljs-string" style="color: rgb(230, 219, 116);">"Business"</span> .= business r,
        <span class="hljs-string" style="color: rgb(230, 219, 116);">"Visa"</span> .= visa r,
        <span class="hljs-string" style="color: rgb(230, 219, 116);">"Personal"</span> .= personal r,
        <span class="hljs-string" style="color: rgb(230, 219, 116);">"Cash"</span> .= cash r]
</code></pre>
      <p style="font-family: inherit; font-size: inherit;margin: 0px 0px
        0.75em ! important;">Note that the code doesn’t assume fixed
        positions for the different columns, nor a total number of
        columns in a row, because it indirects through the column
        headers. There could be 1000 columns and the code wouldn’t care.</p>
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