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712 lines
1.6 MiB
712 lines
1.6 MiB
4 years ago
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<meta name="author" content="LaNubia Consulting, Data Science Team" />
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<meta name="date" content="2021-12-13" />
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<title>Workflow Design</title>
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h3 {font-size: 24px;}
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h4 {font-size: 18px;}
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h5 {font-size: 16px;}
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h6 {font-size: 12px;}
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code {color: inherit; background-color: rgba(0, 0, 0, 0.04);}
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span.underline{text-decoration: underline;}
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div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
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ul.task-list{list-style: none;}
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</style>
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<style type="text/css">
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code {
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white-space: pre;
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overflow: visible;
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<style type="text/css" data-origin="pandoc">
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code.sourceCode > span { color: inherit; text-decoration: inherit; }
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{ content: counter(source-line);
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border: none; display: inline-block;
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padding: 0 4px; width: 4em;
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|
}
|
||
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|
pre.numberSource { margin-left: 3em; padding-left: 4px; }
|
||
|
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div.sourceCode
|
||
|
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{ }
|
||
|
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@media screen {
|
||
|
|
pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; }
|
||
|
|
}
|
||
|
|
code span.al { font-weight: bold; } /* Alert */
|
||
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code span.an { font-style: italic; } /* Annotation */
|
||
|
|
code span.cf { font-weight: bold; } /* ControlFlow */
|
||
|
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code span.co { font-style: italic; } /* Comment */
|
||
|
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code span.cv { font-style: italic; } /* CommentVar */
|
||
|
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code span.do { font-style: italic; } /* Documentation */
|
||
|
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code span.dt { text-decoration: underline; } /* DataType */
|
||
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code span.er { font-weight: bold; } /* Error */
|
||
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code span.in { font-style: italic; } /* Information */
|
||
|
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code span.kw { font-weight: bold; } /* Keyword */
|
||
|
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code span.pp { font-weight: bold; } /* Preprocessor */
|
||
|
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code span.wa { font-style: italic; } /* Warning */
|
||
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|
||
|
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</style>
|
||
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<script>
|
||
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// apply pandoc div.sourceCode style to pre.sourceCode instead
|
||
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(function() {
|
||
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var sheets = document.styleSheets;
|
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for (var i = 0; i < sheets.length; i++) {
|
||
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if (sheets[i].ownerNode.dataset["origin"] !== "pandoc") continue;
|
||
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try { var rules = sheets[i].cssRules; } catch (e) { continue; }
|
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for (var j = 0; j < rules.length; j++) {
|
||
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var rule = rules[j];
|
||
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// check if there is a div.sourceCode rule
|
||
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if (rule.type !== rule.STYLE_RULE || rule.selectorText !== "div.sourceCode") continue;
|
||
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var style = rule.style.cssText;
|
||
|
|
// check if color or background-color is set
|
||
|
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if (rule.style.color === '' && rule.style.backgroundColor === '') continue;
|
||
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// replace div.sourceCode by a pre.sourceCode rule
|
||
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sheets[i].deleteRule(j);
|
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sheets[i].insertRule('pre.sourceCode{' + style + '}', j);
|
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}
|
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|
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|
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|
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<style type="text/css">
|
||
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#rmd-source-code {
|
||
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display: none;
|
||
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}
|
||
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</style>
|
||
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|
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|
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|
||
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|
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<style type="text/css">
|
||
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.main-container {
|
||
|
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max-width: 940px;
|
||
|
|
margin-left: auto;
|
||
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margin-right: auto;
|
||
|
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}
|
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img {
|
||
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max-width:100%;
|
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}
|
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|
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padding-top: 12px;
|
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|
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margin-bottom: 20px;
|
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|
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button.code-folding-btn:focus {
|
||
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outline: none;
|
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}
|
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summary {
|
||
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display: list-item;
|
||
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}
|
||
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pre code {
|
||
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padding: 0;
|
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}
|
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|
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<!-- tabsets -->
|
||
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<style type="text/css">
|
||
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.tabset-dropdown > .nav-tabs {
|
||
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display: inline-table;
|
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max-height: 500px;
|
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|
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|
||
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border: 1px solid #ddd;
|
||
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border-radius: 4px;
|
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}
|
||
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|
||
|
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.tabset-dropdown > .nav-tabs > li.active:before {
|
||
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content: "";
|
||
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font-family: 'Glyphicons Halflings';
|
||
|
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display: inline-block;
|
||
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padding: 10px;
|
||
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border-right: 1px solid #ddd;
|
||
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}
|
||
|
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|
||
|
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.tabset-dropdown > .nav-tabs.nav-tabs-open > li.active:before {
|
||
|
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content: "";
|
||
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border: none;
|
||
|
|
}
|
||
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|
||
|
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.tabset-dropdown > .nav-tabs.nav-tabs-open:before {
|
||
|
|
content: "";
|
||
|
|
font-family: 'Glyphicons Halflings';
|
||
|
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display: inline-block;
|
||
|
|
padding: 10px;
|
||
|
|
border-right: 1px solid #ddd;
|
||
|
|
}
|
||
|
|
|
||
|
|
.tabset-dropdown > .nav-tabs > li.active {
|
||
|
|
display: block;
|
||
|
|
}
|
||
|
|
|
||
|
|
.tabset-dropdown > .nav-tabs > li > a,
|
||
|
|
.tabset-dropdown > .nav-tabs > li > a:focus,
|
||
|
|
.tabset-dropdown > .nav-tabs > li > a:hover {
|
||
|
|
border: none;
|
||
|
|
display: inline-block;
|
||
|
|
border-radius: 4px;
|
||
|
|
background-color: transparent;
|
||
|
|
}
|
||
|
|
|
||
|
|
.tabset-dropdown > .nav-tabs.nav-tabs-open > li {
|
||
|
|
display: block;
|
||
|
|
float: none;
|
||
|
|
}
|
||
|
|
|
||
|
|
.tabset-dropdown > .nav-tabs > li {
|
||
|
|
display: none;
|
||
|
|
}
|
||
|
|
</style>
|
||
|
|
|
||
|
|
<!-- code folding -->
|
||
|
|
<style type="text/css">
|
||
|
|
.code-folding-btn { margin-bottom: 4px; }
|
||
|
|
</style>
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
<style type="text/css">
|
||
|
|
|
||
|
|
#TOC {
|
||
|
|
margin: 25px 0px 20px 0px;
|
||
|
|
}
|
||
|
|
@media (max-width: 768px) {
|
||
|
|
#TOC {
|
||
|
|
position: relative;
|
||
|
|
width: 100%;
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
@media print {
|
||
|
|
.toc-content {
|
||
|
|
/* see https://github.com/w3c/csswg-drafts/issues/4434 */
|
||
|
|
float: right;
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
.toc-content {
|
||
|
|
padding-left: 30px;
|
||
|
|
padding-right: 40px;
|
||
|
|
}
|
||
|
|
|
||
|
|
div.main-container {
|
||
|
|
max-width: 1200px;
|
||
|
|
}
|
||
|
|
|
||
|
|
div.tocify {
|
||
|
|
width: 20%;
|
||
|
|
max-width: 260px;
|
||
|
|
max-height: 85%;
|
||
|
|
}
|
||
|
|
|
||
|
|
@media (min-width: 768px) and (max-width: 991px) {
|
||
|
|
div.tocify {
|
||
|
|
width: 25%;
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
@media (max-width: 767px) {
|
||
|
|
div.tocify {
|
||
|
|
width: 100%;
|
||
|
|
max-width: none;
|
||
|
|
}
|
||
|
|
}
|
||
|
|
|
||
|
|
.tocify ul, .tocify li {
|
||
|
|
line-height: 20px;
|
||
|
|
}
|
||
|
|
|
||
|
|
.tocify-subheader .tocify-item {
|
||
|
|
font-size: 0.90em;
|
||
|
|
}
|
||
|
|
|
||
|
|
.tocify .list-group-item {
|
||
|
|
border-radius: 0px;
|
||
|
|
}
|
||
|
|
|
||
|
|
|
||
|
|
</style>
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
</head>
|
||
|
|
|
||
|
|
<body>
|
||
|
|
|
||
|
|
|
||
|
|
<div class="container-fluid main-container">
|
||
|
|
|
||
|
|
|
||
|
|
<!-- setup 3col/9col grid for toc_float and main content -->
|
||
|
|
<div class="row">
|
||
|
|
<div class="col-xs-12 col-sm-4 col-md-3">
|
||
|
|
<div id="TOC" class="tocify">
|
||
|
|
</div>
|
||
|
|
</div>
|
||
|
|
|
||
|
|
<div class="toc-content col-xs-12 col-sm-8 col-md-9">
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
<div id="header">
|
||
|
|
|
||
|
|
<div class="btn-group pull-right float-right">
|
||
|
|
<button type="button" class="btn btn-default btn-xs btn-secondary btn-sm dropdown-toggle" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false"><span>Code</span> <span class="caret"></span></button>
|
||
|
|
<ul class="dropdown-menu dropdown-menu-right" style="min-width: 50px;">
|
||
|
|
<li><a id="rmd-download-source" href="#">Download Rmd</a></li>
|
||
|
|
</ul>
|
||
|
|
</div>
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
<h1 class="title toc-ignore">Workflow Design</h1>
|
||
|
|
<h4 class="author">LaNubia Consulting, Data Science Team</h4>
|
||
|
|
<h4 class="date">12/13/2021</h4>
|
||
|
|
|
||
|
|
</div>
|
||
|
|
|
||
|
|
|
||
|
|
<style type="text/css">
|
||
|
|
pre {
|
||
|
|
max-height: 300px;
|
||
|
|
overflow-y: auto;
|
||
|
|
}
|
||
|
|
|
||
|
|
pre[class] {
|
||
|
|
max-height: 100px;
|
||
|
|
}
|
||
|
|
</style>
|
||
|
|
<hr />
|
||
|
|
<div id="data-transformation-workflow" class="section level2">
|
||
|
|
<h2>Data transformation workflow</h2>
|
||
|
|
<p>Following is the proposed preliminary workflow for the data transformation project.</p>
|
||
|
|
<div id="code-lists" class="section level3">
|
||
|
|
<h3>Code Lists</h3>
|
||
|
|
<p>Let’s store them in a <code>directory</code> and try reading them without causing pain in the fingers or wear and tear on mouse and trackpad. First, let’s create a list of files of code lists.</p>
|
||
|
|
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a>filenames <span class="ot"><-</span> <span class="fu">list.files</span>(<span class="st">"./contacts/CodeList"</span>, <span class="at">pattern=</span><span class="st">"*.xlsx"</span>, <span class="at">full.names =</span> T) <span class="co"># We can avoid creating a separate directory for code list. But organizing may be difficult. However, this can be explored further if we want transform all the data in one go i.e. not by functions (contacts, accounts etc.).</span></span>
|
||
|
|
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a></span>
|
||
|
|
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="co"># File paths</span></span>
|
||
|
|
<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a><span class="fu">print</span>(filenames)</span></code></pre></div>
|
||
|
|
<pre><code>## [1] "./contacts/CodeList/CodeList_Contact_International_Version.xlsx"
|
||
|
|
## [2] "./contacts/CodeList/CodeList_Contact_Is_Contact_Person_For.xlsx"
|
||
|
|
## [3] "./contacts/CodeList/CodeList_Contact_Personal_Addresses.xlsx"
|
||
|
|
## [4] "./contacts/CodeList/CodeList_Contact.xlsx"</code></pre>
|
||
|
|
<p><em>Please ensure that there are no hidden files in the directory</em></p>
|
||
|
|
<p>Now, let’s attempt reading them</p>
|
||
|
|
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a>sheet_names<span class="ot"><-</span><span class="fu">lapply</span>(filenames, excel_sheets) <span class="co"># Creates a list of the sheet names</span></span>
|
||
|
|
<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a></span>
|
||
|
|
<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="fu">seq_along</span>(filenames)){</span>
|
||
|
|
<span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a> codelist_files<span class="ot"><-</span><span class="fu">lapply</span>(<span class="fu">excel_sheets</span>(filenames[[i]]), read_excel, <span class="at">path =</span> filenames[[i]]) <span class="co"># Reads the sheets of the excel files</span></span>
|
||
|
|
<span id="cb3-5"><a href="#cb3-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">names</span>(codelist_files)<span class="ot"><-</span><span class="fu">c</span>(sheet_names[[i]]) <span class="co"># Renames them according to the sheet names extracted above</span></span>
|
||
|
|
<span id="cb3-6"><a href="#cb3-6" aria-hidden="true" tabindex="-1"></a> <span class="co"># for(j in seq_along(sheet_names[[i]])){</span></span>
|
||
|
|
<span id="cb3-7"><a href="#cb3-7" aria-hidden="true" tabindex="-1"></a> <span class="co"># assign(paste0(substr(filenames[[i]],30,nchar(filenames[[i]])-5),"_",sheet_names[[i]][j]), read_excel(path=filenames[[i]], sheet = sheet_names[[i]][j]))</span></span>
|
||
|
|
<span id="cb3-8"><a href="#cb3-8" aria-hidden="true" tabindex="-1"></a> <span class="co"># }</span></span>
|
||
|
|
<span id="cb3-9"><a href="#cb3-9" aria-hidden="true" tabindex="-1"></a> }</span>
|
||
|
|
<span id="cb3-10"><a href="#cb3-10" aria-hidden="true" tabindex="-1"></a><span class="co"># Names of the files imported</span></span>
|
||
|
|
<span id="cb3-11"><a href="#cb3-11" aria-hidden="true" tabindex="-1"></a><span class="fu">names</span>(codelist_files)</span></code></pre></div>
|
||
|
|
<pre><code>## [1] "Academic_Title" "Additional_Academic_Title"
|
||
|
|
## [3] "Best_Reached_By" "CountryRegion"
|
||
|
|
## [5] "State" "Contact_Permission"
|
||
|
|
## [7] "Department" "Function"
|
||
|
|
## [9] "Gender" "Language"
|
||
|
|
## [11] "Marital_Status" "Prefix"
|
||
|
|
## [13] "Perception_Of_Company" "Profession"
|
||
|
|
## [15] "Status" "Title"
|
||
|
|
## [17] "VIP_Contact"</code></pre>
|
||
|
|
</div>
|
||
|
|
<div id="templates" class="section level3">
|
||
|
|
<h3>Templates</h3>
|
||
|
|
<p>Now we shall extract the templates. There are two templates for each file. One for SAP i.e. the file that needs to uploaded to SAP. And the other is the file that needs to be converted to the SAP template format.</p>
|
||
|
|
<p>We shall start with the legacy format. Since we do not have the real data, we have created a dummy. Right now, just one table of <code>Contact</code>. Some intentional errors have been introduced in the file.</p>
|
||
|
|
<p>Let us now extract the data. Below we are reading only one file having all data related to <code>Contacts</code> from the legacy system.</p>
|
||
|
|
<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a>oldfilepath<span class="ot"><-</span>(<span class="st">"./contacts/olddummy.xlsx"</span>)</span>
|
||
|
|
<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a>old.data<span class="ot"><-</span><span class="fu">lapply</span>(<span class="fu">excel_sheets</span>(oldfilepath), read_excel, <span class="at">path=</span>oldfilepath)</span>
|
||
|
|
<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a><span class="fu">names</span>(old.data)<span class="ot"><-</span><span class="fu">excel_sheets</span>(oldfilepath)</span>
|
||
|
|
<span id="cb5-4"><a href="#cb5-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Names of the files imported</span></span>
|
||
|
|
<span id="cb5-5"><a href="#cb5-5" aria-hidden="true" tabindex="-1"></a><span class="fu">names</span>(old.data)</span></code></pre></div>
|
||
|
|
<pre><code>## [1] "Contact_o" "Contact_International_Version_o"
|
||
|
|
## [3] "Contact_Is_Contact_Person_For_o" "Contact_Personal_Addresses_o"
|
||
|
|
## [5] "Contact_Notes_o"</code></pre>
|
||
|
|
<p>We shall use the <code>Contact_o</code> i.e. old contact table and transform into the required SAP upload format after checking for possible errors.</p>
|
||
|
|
<p><em>The process to transform all the data from one segment (for e.g. Contacts or Accounts etc.) can implemented only if we guarantee error free data in the legacy system. Since that is not possible, we need to do it per table (per sheet of the excel file).</em></p>
|
||
|
|
<p>Now we shall create SAP template.</p>
|
||
|
|
<p>Although the file has multiple sheets, only the last sheet i.e. <code>Field_Definitions</code> holds enough information for us to create the template.</p>
|
||
|
|
<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a>saptemplate<span class="ot"><-</span><span class="fu">read_excel</span>(<span class="st">"./contacts/Contact.xlsx"</span>, <span class="at">sheet =</span> <span class="st">"Field_Definitions"</span>)</span>
|
||
|
|
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="co"># First few rows of the imported data</span></span>
|
||
|
|
<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a><span class="fu">head</span>(saptemplate)</span></code></pre></div>
|
||
|
|
<pre><code>## # A tibble: 6 × 8
|
||
|
|
## `Sheet Name` Header `Property Name` `UI Text` `Data Type` `Max Length`
|
||
|
|
## <chr> <chr> <chr> <chr> <chr> <chr>
|
||
|
|
## 1 Contact External_… ExternalKey External K… String 100
|
||
|
|
## 2 Contact Contact_ID ContactID Contact ID String 10
|
||
|
|
## 3 Contact Status StatusCode Status String 2
|
||
|
|
## 4 Contact Title TitleCode Title String 4
|
||
|
|
## 5 Contact Academic_… AcademicTitleCode Academic T… String 4
|
||
|
|
## 6 Contact Additiona… AdditionalAcadem… Additional… String 4
|
||
|
|
## # … with 2 more variables: CodeList File Path <chr>, Mandatory <chr></code></pre>
|
||
|
|
<p><em>Please note that the format of the tables (sheet) has been slightly changed. Earlier the corresponding sheet name was mentioned in a row before the actual table. Now, all the rows mention the corresponding sheet name. This was done manually for convenience of data extraction</em></p>
|
||
|
|
<p>Although we will be using only one table at the moment, all the templates have been exported below.</p>
|
||
|
|
<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>snames<span class="ot"><-</span><span class="fu">unique</span>(saptemplate<span class="sc">$</span><span class="st">`</span><span class="at">Sheet Name</span><span class="st">`</span>)</span>
|
||
|
|
<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a></span>
|
||
|
|
<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a><span class="co"># Creates data frame for each sheet in snames</span></span>
|
||
|
|
<span id="cb9-4"><a href="#cb9-4" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span>( i <span class="cf">in</span> <span class="fu">seq_along</span>(snames)){</span>
|
||
|
|
<span id="cb9-5"><a href="#cb9-5" aria-hidden="true" tabindex="-1"></a> colnames<span class="ot"><-</span>saptemplate[saptemplate<span class="sc">$</span><span class="st">`</span><span class="at">Sheet Name</span><span class="st">`</span><span class="sc">==</span>snames[i],]<span class="sc">$</span>Header <span class="co"># Defines the column names</span></span>
|
||
|
|
<span id="cb9-6"><a href="#cb9-6" aria-hidden="true" tabindex="-1"></a> df<span class="ot"><-</span><span class="fu">read.table</span>(<span class="st">""</span>, <span class="at">col.names =</span> colnames) <span class="co"># Creates an empty data frame using the column names</span></span>
|
||
|
|
<span id="cb9-7"><a href="#cb9-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">assign</span>(snames[i], df) <span class="co"># Assigns value of df to a data frame named in sname</span></span>
|
||
|
|
<span id="cb9-8"><a href="#cb9-8" aria-hidden="true" tabindex="-1"></a> </span>
|
||
|
|
<span id="cb9-9"><a href="#cb9-9" aria-hidden="true" tabindex="-1"></a>}</span></code></pre></div>
|
||
|
|
</div>
|
||
|
|
</div>
|
||
|
|
<div id="transforming-and-errors" class="section level2">
|
||
|
|
<h2>Transforming and errors</h2>
|
||
|
|
<p>Steps to check the legacy data for errors and transform into SAP compatible format.</p>
|
||
|
|
<div id="check-the-column-names-and-sequence-of-the-file" class="section level3">
|
||
|
|
<h3>Check the column names and sequence of the file</h3>
|
||
|
|
<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Column names of the Contact table</span></span>
|
||
|
|
<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a><span class="fu">colnames</span>(Contact)</span></code></pre></div>
|
||
|
|
<pre><code>## [1] "External_Key" "Contact_ID"
|
||
|
|
## [3] "Status" "Title"
|
||
|
|
## [5] "Academic_Title" "Additional_Academic_Title"
|
||
|
|
## [7] "Prefix" "First_Name"
|
||
|
|
## [9] "Last_Name" "Additional_Last_Name"
|
||
|
|
## [11] "Initials" "Middle_Name"
|
||
|
|
## [13] "Gender" "Marital_Status"
|
||
|
|
## [15] "Language" "Nick_Name"
|
||
|
|
## [17] "Date_of_Birth" "Birth_Name"
|
||
|
|
## [19] "Contact_Permission" "Profession"
|
||
|
|
## [21] "Perception_Of_Company" "Account_External_Key"
|
||
|
|
## [23] "Account_ID" "Building"
|
||
|
|
## [25] "Floor" "Room"
|
||
|
|
## [27] "Job_Title" "Function"
|
||
|
|
## [29] "Department" "Department_From_Business_Card"
|
||
|
|
## [31] "VIP_Contact" "Phone"
|
||
|
|
## [33] "Mobile" "Fax"
|
||
|
|
## [35] "EMail" "EMail_Invalid"
|
||
|
|
## [37] "Best_Reached_By" "CountryRegion"
|
||
|
|
## [39] "State_Text_Updatable" "House_Number"
|
||
|
|
## [41] "Street" "City"
|
||
|
|
## [43] "Postal_Code" "State"
|
||
|
|
## [45] "Contact_Owner_External_Key" "Contact_Owner_ID"
|
||
|
|
## [47] "Former_CRM_reference"</code></pre>
|
||
|
|
</div>
|
||
|
|
<div id="create-a-copy-of-the-old-file-to-work-on." class="section level3">
|
||
|
|
<h3>Create a copy of the old file to work on.</h3>
|
||
|
|
<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a>old.copy<span class="ot"><-</span>old.data<span class="sc">$</span>Contact_o <span class="co"># Selecting only one table as sample</span></span>
|
||
|
|
<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a>old.copy</span></code></pre></div>
|
||
|
|
<pre><code>## # A tibble: 33 × 47
|
||
|
|
## ID CID STATUS TTL AcaTTL AddtnalTTL pre name surname add_surname
|
||
|
|
## <dbl> <chr> <chr> <chr> <chr> <chr> <chr> <chr> <chr> <chr>
|
||
|
|
## 1 98320 F2371 Active Mr. <NA> B.A. von <NA> qefb <NA>
|
||
|
|
## 2 98321 F2372 Inactive Ms. <NA> Prof. Dr. von … <NA> <NA> wvjnweg
|
||
|
|
## 3 98322 F2373 not known Miss <NA> Dr. van Jojq… uqheq asdvjn
|
||
|
|
## 4 98323 F2374 Active Mast… B.A. <NA> van … ajnv… <NA> <NA>
|
||
|
|
## 5 98324 F2375 Inactive Dr. Prof.… <NA> da jenwv kuhanb… ajvn
|
||
|
|
## 6 98325 F2376 not known <NA> Dr. <NA> de <NA> <NA> <NA>
|
||
|
|
## 7 98326 F2377 Active Mr. <NA> <NA> de la <NA> <NA> niebjnwe
|
||
|
|
## 8 98327 F2378 Inactive Mr. <NA> <NA> dos wjvn… wjnweg <NA>
|
||
|
|
## 9 98328 F2379 not known Mr. <NA> B.A. du <NA> <NA> vneiwg
|
||
|
|
## 10 98329 F2380 <NA> <NA> MBA Prof. Dr. el <NA> ejavneq jsdnw
|
||
|
|
## # … with 23 more rows, and 37 more variables: initi <chr>, mid_name <chr>,
|
||
|
|
## # gender <chr>, mar_sta <chr>, lang <chr>, nick_name <lgl>, dob <lgl>,
|
||
|
|
## # birth_name <lgl>, Contact_Permission <chr>, Profession <chr>,
|
||
|
|
## # Perception_Of_Company <chr>, Account_External_Key <chr>, Account_ID <chr>,
|
||
|
|
## # Building <dbl>, Floor <lgl>, Room <lgl>, Job_Title <chr>, Function <chr>,
|
||
|
|
## # Department <chr>, Department_From_Business_Card <chr>, VIP_Contact <chr>,
|
||
|
|
## # Phone <lgl>, Mobile <lgl>, Fax <lgl>, EMail <lgl>, EMail_Invalid <lgl>, …</code></pre>
|
||
|
|
</div>
|
||
|
|
<div id="rename-the-columns-as-per-column-name-of-the-template." class="section level3">
|
||
|
|
<h3>Rename the columns as per column name of the template.</h3>
|
||
|
|
<p>To do this in a safe way there are two options</p>
|
||
|
|
<ul>
|
||
|
|
<li>Create another column in Field Definition excel sheet that contains the corresponding column names in the legacy file.</li>
|
||
|
|
<li>Create a separate sheet where this mapping is defined</li>
|
||
|
|
</ul>
|
||
|
|
<p>Manual typing is error prone and hence should be avoided at least in this code. For the time being, we have created a separate file. Although the other way is easier to maintain and recommended.</p>
|
||
|
|
<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a>mapped<span class="ot"><-</span><span class="fu">read.csv</span>(<span class="st">"./contacts/contact_map.csv"</span>, <span class="at">sep=</span><span class="st">";"</span>)</span>
|
||
|
|
<span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a>x<span class="ot">=</span><span class="cn">NULL</span></span>
|
||
|
|
<span id="cb14-3"><a href="#cb14-3" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">nrow</span>(mapped)){</span>
|
||
|
|
<span id="cb14-4"><a href="#cb14-4" aria-hidden="true" tabindex="-1"></a> x[i] <span class="ot">=</span> mapped[mapped<span class="sc">$</span>oldkey<span class="sc">==</span><span class="fu">colnames</span>(old.copy[i]),]<span class="sc">$</span>Header</span>
|
||
|
|
<span id="cb14-5"><a href="#cb14-5" aria-hidden="true" tabindex="-1"></a>}</span>
|
||
|
|
<span id="cb14-6"><a href="#cb14-6" aria-hidden="true" tabindex="-1"></a><span class="fu">colnames</span>(old.copy)<span class="ot"><-</span>x <span class="co"># Changing column names</span></span></code></pre></div>
|
||
|
|
</div>
|
||
|
|
<div id="check-for-errors" class="section level3">
|
||
|
|
<h3>Check for errors</h3>
|
||
|
|
<p>Essential rows</p>
|
||
|
|
<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a>saptemplate[saptemplate<span class="sc">$</span><span class="st">`</span><span class="at">Sheet Name</span><span class="st">`</span><span class="sc">==</span><span class="st">"Contact"</span>,] <span class="sc">|></span> </span>
|
||
|
|
<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">filter</span>(Mandatory<span class="sc">==</span><span class="st">"Yes"</span>) <span class="sc">|></span> </span>
|
||
|
|
<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">pull</span>(Header) <span class="ot">-></span> essential.rows <span class="co"># List of mandatory columns</span></span></code></pre></div>
|
||
|
|
<p>Check if some rows have missing items for mandatory columns</p>
|
||
|
|
<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a>essen.rows.table<span class="ot">=</span><span class="fu">read.table</span>(<span class="st">""</span>, <span class="at">col.names =</span> <span class="fu">c</span>(<span class="st">"Item"</span>,<span class="st">"Missing"</span>))</span>
|
||
|
|
<span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a></span>
|
||
|
|
<span id="cb16-3"><a href="#cb16-3" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="fu">seq_along</span>(essential.rows)){</span>
|
||
|
|
<span id="cb16-4"><a href="#cb16-4" aria-hidden="true" tabindex="-1"></a> essen.rows.table[i,<span class="dv">2</span>]<span class="ot"><-</span><span class="fu">sum</span>(<span class="fu">is.na</span>(old.copy[,essential.rows[i]]))</span>
|
||
|
|
<span id="cb16-5"><a href="#cb16-5" aria-hidden="true" tabindex="-1"></a> essen.rows.table[i,<span class="dv">1</span>]<span class="ot"><-</span>essential.rows[i]</span>
|
||
|
|
<span id="cb16-6"><a href="#cb16-6" aria-hidden="true" tabindex="-1"></a>} <span class="co"># Creates the table below</span></span>
|
||
|
|
<span id="cb16-7"><a href="#cb16-7" aria-hidden="true" tabindex="-1"></a></span>
|
||
|
|
<span id="cb16-8"><a href="#cb16-8" aria-hidden="true" tabindex="-1"></a>essen.rows.table</span></code></pre></div>
|
||
|
|
<pre><code>## Item Missing
|
||
|
|
## 1 External_Key 1
|
||
|
|
## 2 Last_Name 15</code></pre>
|
||
|
|
<p>Remove the rows with missing mandatory values</p>
|
||
|
|
<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="fu">seq_along</span>(essential.rows)){</span>
|
||
|
|
<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a> old.copy<span class="ot"><-</span>old.copy[<span class="sc">!</span><span class="fu">is.na</span>(old.copy[,essential.rows[i]]),]</span>
|
||
|
|
<span id="cb18-3"><a href="#cb18-3" aria-hidden="true" tabindex="-1"></a>} <span class="co"># Remove the rows with missing mandatory values</span></span></code></pre></div>
|
||
|
|
<p>Check if code listed column data are from the codelist</p>
|
||
|
|
<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a>codelistcols<span class="ot"><-</span>saptemplate[saptemplate<span class="sc">$</span><span class="st">`</span><span class="at">Sheet Name</span><span class="st">`</span><span class="sc">==</span><span class="st">"Contact"</span>,] <span class="sc">|></span> </span>
|
||
|
|
<span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">filter</span>(<span class="sc">!</span><span class="fu">is.na</span>(<span class="st">`</span><span class="at">CodeList File Path</span><span class="st">`</span>)) <span class="sc">|></span> <span class="fu">pull</span>(Header) <span class="co"># List of columns that have a codelist</span></span>
|
||
|
|
<span id="cb19-3"><a href="#cb19-3" aria-hidden="true" tabindex="-1"></a></span>
|
||
|
|
<span id="cb19-4"><a href="#cb19-4" aria-hidden="true" tabindex="-1"></a>codelisted.rows.table<span class="ot">=</span><span class="fu">read.table</span>(<span class="st">""</span>, <span class="at">col.names =</span> <span class="fu">c</span>(<span class="st">"Item"</span>,<span class="st">"Missing"</span>, <span class="st">"Not_from_code"</span>))</span>
|
||
|
|
<span id="cb19-5"><a href="#cb19-5" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="fu">seq_along</span>(codelistcols)){</span>
|
||
|
|
<span id="cb19-6"><a href="#cb19-6" aria-hidden="true" tabindex="-1"></a> codelisted.rows.table[i,<span class="dv">3</span>]<span class="ot"><-</span><span class="fu">sum</span>(<span class="sc">!</span><span class="fu">pull</span>(old.copy[,codelistcols[i]],<span class="dv">1</span>) <span class="sc">%in%</span> <span class="fu">c</span>(<span class="fu">pull</span>(codelist_files[codelistcols[i]][[<span class="dv">1</span>]],Description),<span class="cn">NA</span>)) <span class="co"># Added NA else empty columns also get counted</span></span>
|
||
|
|
<span id="cb19-7"><a href="#cb19-7" aria-hidden="true" tabindex="-1"></a> codelisted.rows.table[i,<span class="dv">2</span>]<span class="ot"><-</span><span class="fu">sum</span>(<span class="fu">is.na</span>(old.copy[,codelistcols[i]]))</span>
|
||
|
|
<span id="cb19-8"><a href="#cb19-8" aria-hidden="true" tabindex="-1"></a> codelisted.rows.table[i,<span class="dv">1</span>]<span class="ot"><-</span>codelistcols[i]</span>
|
||
|
|
<span id="cb19-9"><a href="#cb19-9" aria-hidden="true" tabindex="-1"></a>} <span class="co"># Creates the table below</span></span>
|
||
|
|
<span id="cb19-10"><a href="#cb19-10" aria-hidden="true" tabindex="-1"></a>codelisted.rows.table</span></code></pre></div>
|
||
|
|
<pre><code>## Item Missing Not_from_code
|
||
|
|
## 1 Status 3 10
|
||
|
|
## 2 Title 11 2
|
||
|
|
## 3 Academic_Title 9 2
|
||
|
|
## 4 Additional_Academic_Title 8 0
|
||
|
|
## 5 Prefix 3 1
|
||
|
|
## 6 Gender 11 6
|
||
|
|
## 7 Marital_Status 13 4
|
||
|
|
## 8 Language 8 5
|
||
|
|
## 9 Contact_Permission 6 5
|
||
|
|
## 10 Profession 13 4
|
||
|
|
## 11 Perception_Of_Company 12 1
|
||
|
|
## 12 Function 1 1
|
||
|
|
## 13 Department 4 0
|
||
|
|
## 14 VIP_Contact 16 0
|
||
|
|
## 15 Best_Reached_By 11 0
|
||
|
|
## 16 CountryRegion 8 9
|
||
|
|
## 17 State 8 0</code></pre>
|
||
|
|
<p>If values do not match, we empty the value</p>
|
||
|
|
<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="fu">seq_along</span>(codelistcols)){</span>
|
||
|
|
<span id="cb21-2"><a href="#cb21-2" aria-hidden="true" tabindex="-1"></a> old.copy[<span class="sc">!</span><span class="fu">pull</span>(old.copy[,codelistcols[i]],<span class="dv">1</span>) <span class="sc">%in%</span> <span class="fu">c</span>(<span class="fu">pull</span>(codelist_files[codelistcols[i]][[<span class="dv">1</span>]],Description),<span class="cn">NA</span>),codelistcols[i]]<span class="ot"><-</span><span class="cn">NA</span></span>
|
||
|
|
<span id="cb21-3"><a href="#cb21-3" aria-hidden="true" tabindex="-1"></a>} <span class="co"># Removes the value in case of mismatch</span></span></code></pre></div>
|
||
|
|
</div>
|
||
|
|
<div id="translate-into-sap-language-using-code-list" class="section level3">
|
||
|
|
<h3>Translate into SAP language using code list</h3>
|
||
|
|
<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="fu">seq_along</span>(codelistcols)){</span>
|
||
|
|
<span id="cb22-2"><a href="#cb22-2" aria-hidden="true" tabindex="-1"></a> old.copy[,codelistcols[i]]<span class="ot"><-</span></span>
|
||
|
|
<span id="cb22-3"><a href="#cb22-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">pull</span>(codelist_files[codelistcols[i]][[<span class="dv">1</span>]],<span class="dv">2</span>)[<span class="fu">match</span>(<span class="fu">pull</span>(old.copy,codelistcols[i]), <span class="fu">pull</span>(codelist_files[codelistcols[i]][[<span class="dv">1</span>]],Description))]</span>
|
||
|
|
<span id="cb22-4"><a href="#cb22-4" aria-hidden="true" tabindex="-1"></a>} <span class="co"># Matches each column with the corresponding code list and returns the value</span></span></code></pre></div>
|
||
|
|
<p>###Fix column types</p>
|
||
|
|
<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a>dtype<span class="ot"><-</span>saptemplate[saptemplate<span class="sc">$</span><span class="st">`</span><span class="at">Sheet Name</span><span class="st">`</span><span class="sc">==</span><span class="st">"Contact"</span>,]<span class="sc">$</span><span class="st">`</span><span class="at">Data Type</span><span class="st">`</span> <span class="co"># List of data types. Non Exhaustive ATM</span></span>
|
||
|
|
<span id="cb23-2"><a href="#cb23-2" aria-hidden="true" tabindex="-1"></a></span>
|
||
|
|
<span id="cb23-3"><a href="#cb23-3" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="fu">ncol</span>(old.copy)){</span>
|
||
|
|
<span id="cb23-4"><a href="#cb23-4" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span>(dtype[i] <span class="sc">==</span> <span class="st">"String"</span>){</span>
|
||
|
|
<span id="cb23-5"><a href="#cb23-5" aria-hidden="true" tabindex="-1"></a> old.copy[,i] <span class="ot"><-</span> <span class="fu">as.character</span>(<span class="fu">pull</span>(old.copy,i))</span>
|
||
|
|
<span id="cb23-6"><a href="#cb23-6" aria-hidden="true" tabindex="-1"></a> }</span>
|
||
|
|
<span id="cb23-7"><a href="#cb23-7" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span>(dtype[i] <span class="sc">==</span> <span class="st">"Boolean"</span>){</span>
|
||
|
|
<span id="cb23-8"><a href="#cb23-8" aria-hidden="true" tabindex="-1"></a> old.copy[,i] <span class="ot"><-</span> <span class="fu">as.logical</span>(<span class="fu">pull</span>(old.copy,i))</span>
|
||
|
|
<span id="cb23-9"><a href="#cb23-9" aria-hidden="true" tabindex="-1"></a> }</span>
|
||
|
|
<span id="cb23-10"><a href="#cb23-10" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span>(dtype[i] <span class="sc">==</span> <span class="st">"DateTime"</span>){</span>
|
||
|
|
<span id="cb23-11"><a href="#cb23-11" aria-hidden="true" tabindex="-1"></a> old.copy[,i] <span class="ot"><-</span> lubridate<span class="sc">::</span><span class="fu">ymd_hms</span>(<span class="fu">pull</span>(old.copy,i))</span>
|
||
|
|
<span id="cb23-12"><a href="#cb23-12" aria-hidden="true" tabindex="-1"></a> }</span>
|
||
|
|
<span id="cb23-13"><a href="#cb23-13" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span>(dtype[i] <span class="sc">==</span> <span class="st">"Time"</span>){</span>
|
||
|
|
<span id="cb23-14"><a href="#cb23-14" aria-hidden="true" tabindex="-1"></a> old.copy[,i] <span class="ot"><-</span> lubridate<span class="sc">::</span><span class="fu">hms</span>(<span class="fu">pull</span>(old.copy,i))</span>
|
||
|
|
<span id="cb23-15"><a href="#cb23-15" aria-hidden="true" tabindex="-1"></a> </span>
|
||
|
|
<span id="cb23-16"><a href="#cb23-16" aria-hidden="true" tabindex="-1"></a> } <span class="co"># This list will increase and also change based on input date and time formats</span></span>
|
||
|
|
<span id="cb23-17"><a href="#cb23-17" aria-hidden="true" tabindex="-1"></a> </span>
|
||
|
|
<span id="cb23-18"><a href="#cb23-18" aria-hidden="true" tabindex="-1"></a>}</span></code></pre></div>
|
||
|
|
</div>
|
||
|
|
<div id="string-length" class="section level3">
|
||
|
|
<h3>String length</h3>
|
||
|
|
<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1" aria-hidden="true" tabindex="-1"></a>max.length<span class="ot"><-</span>saptemplate[saptemplate<span class="sc">$</span><span class="st">`</span><span class="at">Sheet Name</span><span class="st">`</span><span class="sc">==</span><span class="st">"Contact"</span>,]<span class="sc">$</span><span class="st">`</span><span class="at">Max Length</span><span class="st">`</span> <span class="co"># List of max lengths mentioned</span></span>
|
||
|
|
<span id="cb24-2"><a href="#cb24-2" aria-hidden="true" tabindex="-1"></a></span>
|
||
|
|
<span id="cb24-3"><a href="#cb24-3" aria-hidden="true" tabindex="-1"></a>colclasses<span class="ot"><-</span><span class="fu">lapply</span>(old.copy,class) <span class="co"># getting column classes</span></span>
|
||
|
|
<span id="cb24-4"><a href="#cb24-4" aria-hidden="true" tabindex="-1"></a></span>
|
||
|
|
<span id="cb24-5"><a href="#cb24-5" aria-hidden="true" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span> <span class="fu">ncol</span>(old.copy)){</span>
|
||
|
|
<span id="cb24-6"><a href="#cb24-6" aria-hidden="true" tabindex="-1"></a> <span class="cf">if</span>(colclasses[[i]]<span class="sc">==</span><span class="st">"character"</span>){</span>
|
||
|
|
<span id="cb24-7"><a href="#cb24-7" aria-hidden="true" tabindex="-1"></a> old.copy[,i]<span class="ot"><-</span> <span class="fu">ifelse</span>(<span class="fu">nchar</span>(<span class="fu">pull</span>(old.copy,i))<span class="sc">></span>max.length[i], <span class="fu">substring</span>(<span class="fu">pull</span>(old.copy,i),<span class="dv">1</span>,max.length[i]), <span class="fu">pull</span>(old.copy,i))</span>
|
||
|
|
<span id="cb24-8"><a href="#cb24-8" aria-hidden="true" tabindex="-1"></a> } <span class="co"># If string length is more than mentioned, trim it to the mentioned</span></span>
|
||
|
|
<span id="cb24-9"><a href="#cb24-9" aria-hidden="true" tabindex="-1"></a> </span>
|
||
|
|
<span id="cb24-10"><a href="#cb24-10" aria-hidden="true" tabindex="-1"></a>}</span></code></pre></div>
|
||
|
|
</div>
|
||
|
|
<div id="save-file" class="section level3">
|
||
|
|
<h3>Save file</h3>
|
||
|
|
<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a><span class="fu">write.csv</span>(old.copy, <span class="st">"Contact.csv"</span>,<span class="at">row.names=</span><span class="cn">FALSE</span>) <span class="co"># Saving CSV file</span></span></code></pre></div>
|
||
|
|
<p>view the exported file</p>
|
||
|
|
<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1" aria-hidden="true" tabindex="-1"></a>contacts.sap<span class="ot"><-</span><span class="fu">read.csv</span>(<span class="st">"Contact.csv"</span>)</span>
|
||
|
|
<span id="cb26-2"><a href="#cb26-2" aria-hidden="true" tabindex="-1"></a><span class="fu">datatable</span>(contacts.sap,<span class="at">options =</span> <span class="fu">list</span>(<span class="at">scrollX =</span> <span class="cn">TRUE</span>))</span></code></pre></div>
|
||
|
|
<div id="htmlwidget-f909d21d850cf07e3ebb" style="width:100%;height:auto;" class="datatables html-widget"></div>
|
||
|
|
<script type="application/json" data-for="htmlwidget-f909d21d850cf07e3ebb">{"x":{"filter":"none","vertical":false,"data":[["1","2","3","4","5","6","7","8","9","10","11","12","13","14","15","16","17"],[98320,98322,98324,98327,98329,98332,98333,98336,98337,98338,98340,98341,98343,98344,98346,98349,98350],["F2371","F2373","F2375","F2378","F2380","F2383","F2384","F2387","F2388","F2389","F2391","F2392","F2394","F2395","F2397","F2400","F2401"],[2,null,null,null,null,null,null,null,null,2,null,2,null,2,null,null,null],[2,null,null,2,null,null,null,null,null,null,null,null,1,null,null,1,null],[null,null,3,null,5,null,null,1,null,null,5,6,null,null,3,null,null],[4,1,null,null,3,null,null,3,1,null,null,null,3,1,null,3,1],[1,3,5,8,10,13,14,17,18,19,21,null,24,25,null,null,null],[null,"Jojqfn","jenwv","wjvnjwnef",null,null,"qwejfnv","qejfjv",null,"qsvjbj","kavjbjleq",null,"asjvnef",null,null,null,null],["qefb","uqheq","kuhanbbw","wjnweg","ejavneq","jviwef","jnbwon","wjbnjnw","svnjwne","ijwegno","dnbw","sjenw","sefnjwe","wejbwee","jevwbi","asvbwe","jasbv"],[null,"asdvjn","ajvn",null,"jsdnw",null,"wsebhjuw","wejbwe",null,"hwegbjwe","wejbwe","wejfbiwef",null,"wejhbwef","wejbubvw","wefjnbwe",null],["D",null,null,"I","J","NU","IE","J",null,"J",null,"JJ","JEI",null,null,null,null],[null,null,"qjebofb","sjdvnw","wienw","wjbwv","wjgniwg","wehbwef",null,"wejbiwq","wejnw",null,"wejnet","wjgb",null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,"DE","ES","NL","ZH",null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[1,3,null,null,null,2,3,null,null,null,null,1,3,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[1,3,null,2,1,null,null,null,null,null,null,null,null,null,null,null,null],["nnfknwei",null,null,null,null,"wejnfwjg",null,null,null,null,null,null,null,null,null,null,null],["njljenf",null,null,null,"wejgnkjlqe","weignwgw",null,"weojgqwegn",null,null,null,null,"ergnerg",null,null,null,null],[1,3,5,8,10,13,14,17,18,19,21,22,24,25,27,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,"wevne","aeb",null,"ertbgewb",null,null,"wfbefb",null,null,null,null,null,null,null,null],[1,3,5,8,10,13,14,17,18,19,21,22,24,25,27,null,null],[1,3,5,8,10,13,14,17,18,19,21,22,24,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,"C",null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,"INT","TEL",null,null,null,null,"FAX","INT","LET","VIS",null,null,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,"BGL","FRA","GHO","HEL","KAB","KAN","KAP","KHO","KNR",null,null,null,null,null],[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null],[null,null,null,null,null,null,null,null,nul
|
||
|
|
<p><strong>Viewing is for sample only. Larger files cannot be viewed in html, requires server side processing.</strong></p>
|
||
|
|
</div>
|
||
|
|
</div>
|
||
|
|
<div id="questions-and-comments" class="section level2">
|
||
|
|
<h2>Questions and Comments</h2>
|
||
|
|
<ul>
|
||
|
|
<li>What shall we do with values that do not match items in code list? Currently we are removing those entries. But there may be cases where removing may not make sense. for e.g. (M instead of Male)</li>
|
||
|
|
<li>What shall we do with missing items in normal columns (non-coded)?</li>
|
||
|
|
<li>What shall we do with missing values in mandatory columns? Currently deleting the complete row</li>
|
||
|
|
<li>What if the country mentioned is not from the state mentioned? Shall we check that too?</li>
|
||
|
|
<li>What is the input format of logical variables (Yes/no, T/F, TRUE/FALSE etc)?</li>
|
||
|
|
<li>What is the output format (SAP) for logical variables?</li>
|
||
|
|
<li>What is the input format of date, datetime and time variables?</li>
|
||
|
|
<li>What is the output format of date, datetime and time variables?</li>
|
||
|
|
<li>What to do if a string is larger than what is allowed?</li>
|
||
|
|
<li>Where code lists are mentioned, what is the input variable? It is assumed that the input files will have descriptions and not the code</li>
|
||
|
|
<li>Where code lists are mentioned, what should be the output (Code or description)? Currently We take the description as input and convert it to code.</li>
|
||
|
|
</ul>
|
||
|
|
<p>This document contains several explanations. And the workflow has been divided into steps. These steps may increase and decrease (by combining several steps), depending on the data quality and structure. For e.g. if the input datetime format is different in different tables, each table may require manual transformation, increasing the number of steps and complexity. If the data quality is good, it may even be possible to transform all the tables in a segment (contacts or accounts etc.) may be transformed in a single run. It will eventually be clear only after obtaining the input data. The code can further be adjusted for faster processing.</p>
|
||
|
|
</div>
|
||
|
|
|
||
|
|
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</div>
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||
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</div>
|
||
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||
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</div>
|
||
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|
||
|
|
<script>
|
||
|
|
|
||
|
|
// add bootstrap table styles to pandoc tables
|
||
|
|
function bootstrapStylePandocTables() {
|
||
|
|
$('tr.odd').parent('tbody').parent('table').addClass('table table-condensed');
|
||
|
|
}
|
||
|
|
$(document).ready(function () {
|
||
|
|
bootstrapStylePandocTables();
|
||
|
|
});
|
||
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|
||
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|
||
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|
</script>
|
||
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|
||
|
|
<!-- tabsets -->
|
||
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|
||
|
|
<script>
|
||
|
|
$(document).ready(function () {
|
||
|
|
window.buildTabsets("TOC");
|
||
|
|
});
|
||
|
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|
||
|
|
$(document).ready(function () {
|
||
|
|
$('.tabset-dropdown > .nav-tabs > li').click(function () {
|
||
|
|
$(this).parent().toggleClass('nav-tabs-open');
|
||
|
|
});
|
||
|
|
});
|
||
|
|
</script>
|
||
|
|
|
||
|
|
<!-- code folding -->
|
||
|
|
<script>
|
||
|
|
$(document).ready(function () {
|
||
|
|
window.initializeSourceEmbed("workflow design.Rmd");
|
||
|
|
});
|
||
|
|
</script>
|
||
|
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|
||
|
|
<script>
|
||
|
|
$(document).ready(function () {
|
||
|
|
|
||
|
|
// temporarily add toc-ignore selector to headers for the consistency with Pandoc
|
||
|
|
$('.unlisted.unnumbered').addClass('toc-ignore')
|
||
|
|
|
||
|
|
// move toc-ignore selectors from section div to header
|
||
|
|
$('div.section.toc-ignore')
|
||
|
|
.removeClass('toc-ignore')
|
||
|
|
.children('h1,h2,h3,h4,h5').addClass('toc-ignore');
|
||
|
|
|
||
|
|
// establish options
|
||
|
|
var options = {
|
||
|
|
selectors: "h1,h2,h3",
|
||
|
|
theme: "bootstrap3",
|
||
|
|
context: '.toc-content',
|
||
|
|
hashGenerator: function (text) {
|
||
|
|
return text.replace(/[.\\/?&!#<>]/g, '').replace(/\s/g, '_');
|
||
|
|
},
|
||
|
|
ignoreSelector: ".toc-ignore",
|
||
|
|
scrollTo: 0
|
||
|
|
};
|
||
|
|
options.showAndHide = true;
|
||
|
|
options.smoothScroll = true;
|
||
|
|
|
||
|
|
// tocify
|
||
|
|
var toc = $("#TOC").tocify(options).data("toc-tocify");
|
||
|
|
});
|
||
|
|
</script>
|
||
|
|
|
||
|
|
<!-- dynamically load mathjax for compatibility with self-contained -->
|
||
|
|
<script>
|
||
|
|
(function () {
|
||
|
|
var script = document.createElement("script");
|
||
|
|
script.type = "text/javascript";
|
||
|
|
script.src = "https://mathjax.rstudio.com/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML";
|
||
|
|
document.getElementsByTagName("head")[0].appendChild(script);
|
||
|
|
})();
|
||
|
|
</script>
|
||
|
|
|
||
|
|
</body>
|
||
|
|
</html>
|