diff --git a/NAMESPACE b/NAMESPACE
index 1137ebc..6ea6314 100644
--- a/NAMESPACE
+++ b/NAMESPACE
@@ -1,6 +1,7 @@
 # Generated by roxygen2: do not edit by hand
 
 export(REDCap_split)
+export(clean_redcap_name)
 export(focused_metadata)
 export(match_fields_to_form)
 export(read_redcap_tables)
diff --git a/R/sysdata.rda b/R/sysdata.rda
index 0299f29..cb869c8 100644
Binary files a/R/sysdata.rda and b/R/sysdata.rda differ
diff --git a/data-raw/redcapcast_meta.R b/data-raw/redcapcast_meta.R
index fe9f3f6..23a7dba 100644
--- a/data-raw/redcapcast_meta.R
+++ b/data-raw/redcapcast_meta.R
@@ -1,5 +1,5 @@
 ## code to prepare `redcapcast_meta` dataset goes here
-redcapcast_meta <- REDCapR::redcap_metadata_read(redcap_uri = uri,
+redcapcast_meta <- REDCapR::redcap_metadata_read(redcap_uri = keyring::key_get("DB_URI"),
                                           token = keyring::key_get("cast_api")
                                           )$data
 
diff --git a/data/redcapcast_meta.rda b/data/redcapcast_meta.rda
index 35cce09..36c58c9 100644
Binary files a/data/redcapcast_meta.rda and b/data/redcapcast_meta.rda differ
diff --git a/docs/articles/Introduction.html b/docs/articles/Introduction.html
index 881bd31..c4dd0ef 100644
--- a/docs/articles/Introduction.html
+++ b/docs/articles/Introduction.html
@@ -91,12 +91,12 @@ demonstration of the functions.</p>
 </h2>
 <div class="sourceCode" id="cb2"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">redcapcast_data</span> <span class="op">|&gt;</span> <span class="fu">gt</span><span class="fu">::</span><span class="fu"><a href="https://gt.rstudio.com/reference/gt.html" class="external-link">gt</a></span><span class="op">(</span><span class="op">)</span></span></code></pre></div>
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@@ -121,7 +121,7 @@ demonstration of the functions.</p>
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@@ -183,7 +183,7 @@ demonstration of the functions.</p>
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@@ -203,7 +203,7 @@ demonstration of the functions.</p>
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+#tisysonbkl .gt_column_spanner_outer {
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@@ -215,15 +215,15 @@ demonstration of the functions.</p>
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+#tisysonbkl .gt_column_spanner_outer:first-child {
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+#tisysonbkl .gt_column_spanner_outer:last-child {
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+#tisysonbkl .gt_column_spanner {
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@@ -235,7 +235,7 @@ demonstration of the functions.</p>
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@@ -261,7 +261,7 @@ demonstration of the functions.</p>
   text-align: left;
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+#tisysonbkl .gt_empty_group_heading {
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@@ -276,15 +276,15 @@ demonstration of the functions.</p>
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-#aebcaptaos .gt_from_md > :first-child {
+#tisysonbkl .gt_from_md > :first-child {
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+#tisysonbkl .gt_row {
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@@ -303,7 +303,7 @@ demonstration of the functions.</p>
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-#aebcaptaos .gt_stub {
+#tisysonbkl .gt_stub {
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@@ -316,7 +316,7 @@ demonstration of the functions.</p>
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-#aebcaptaos .gt_stub_row_group {
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@@ -330,11 +330,11 @@ demonstration of the functions.</p>
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@@ -344,16 +344,16 @@ demonstration of the functions.</p>
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@@ -363,7 +363,7 @@ demonstration of the functions.</p>
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@@ -373,7 +373,7 @@ demonstration of the functions.</p>
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@@ -383,11 +383,11 @@ demonstration of the functions.</p>
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@@ -410,7 +410,7 @@ demonstration of the functions.</p>
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@@ -419,7 +419,7 @@ demonstration of the functions.</p>
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@@ -433,7 +433,7 @@ demonstration of the functions.</p>
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@@ -518,14 +518,14 @@ demonstration of the functions.</p>
       <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="hypertension">hypertension</th>
       <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="diabetes">diabetes</th>
       <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="region">region</th>
-      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="base_complete">base_complete</th>
+      <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="baseline_data_start_complete">baseline_data_start_complete</th>
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       <th class="gt_col_heading gt_columns_bottom_border gt_left" rowspan="1" colspan="1" scope="col" id="event_type">event_type</th>
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     </tr></thead>
 <tbody class="gt_table_body">
 <tr>
@@ -543,14 +543,14 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">No</td>
 <td headers="diabetes" class="gt_row gt_left">Yes</td>
 <td headers="region" class="gt_row gt_left">East</td>
-<td headers="base_complete" class="gt_row gt_left">Incomplete</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">Incomplete</td>
 <td headers="mrs_assessed" class="gt_row gt_left">Yes</td>
 <td headers="mrs_date" class="gt_row gt_right">2023-03-13</td>
 <td headers="mrs_score" class="gt_row gt_right">1</td>
 <td headers="mrs_complete" class="gt_row gt_left">Incomplete</td>
 <td headers="event_date" class="gt_row gt_right">NA</td>
 <td headers="event_type" class="gt_row gt_left">NA</td>
-<td headers="event_complete" class="gt_row gt_left">NA</td>
+<td headers="new_event_complete" class="gt_row gt_left">NA</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">2</td>
@@ -567,14 +567,14 @@ demonstration of the functions.</p>
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 <td headers="diabetes" class="gt_row gt_left">No</td>
 <td headers="region" class="gt_row gt_left">South</td>
-<td headers="base_complete" class="gt_row gt_left">Incomplete</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">Incomplete</td>
 <td headers="mrs_assessed" class="gt_row gt_left">Yes</td>
 <td headers="mrs_date" class="gt_row gt_right">2023-03-07</td>
 <td headers="mrs_score" class="gt_row gt_right">1</td>
 <td headers="mrs_complete" class="gt_row gt_left">Incomplete</td>
 <td headers="event_date" class="gt_row gt_right">NA</td>
 <td headers="event_type" class="gt_row gt_left">NA</td>
-<td headers="event_complete" class="gt_row gt_left">NA</td>
+<td headers="new_event_complete" class="gt_row gt_left">NA</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">2</td>
@@ -591,19 +591,19 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">NA</td>
 <td headers="diabetes" class="gt_row gt_left">NA</td>
 <td headers="region" class="gt_row gt_left">NA</td>
-<td headers="base_complete" class="gt_row gt_left">NA</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">NA</td>
 <td headers="mrs_assessed" class="gt_row gt_left">Yes</td>
 <td headers="mrs_date" class="gt_row gt_right">2023-03-09</td>
 <td headers="mrs_score" class="gt_row gt_right">3</td>
 <td headers="mrs_complete" class="gt_row gt_left">Incomplete</td>
 <td headers="event_date" class="gt_row gt_right">NA</td>
 <td headers="event_type" class="gt_row gt_left">NA</td>
-<td headers="event_complete" class="gt_row gt_left">NA</td>
+<td headers="new_event_complete" class="gt_row gt_left">NA</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">2</td>
 <td headers="redcap_event_name" class="gt_row gt_left">follow1</td>
-<td headers="redcap_repeat_instrument" class="gt_row gt_left">Event</td>
+<td headers="redcap_repeat_instrument" class="gt_row gt_left">New Event (?)</td>
 <td headers="redcap_repeat_instance" class="gt_row gt_right">1</td>
 <td headers="cpr" class="gt_row gt_left">NA</td>
 <td headers="inclusion" class="gt_row gt_right">NA</td>
@@ -615,14 +615,14 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">NA</td>
 <td headers="diabetes" class="gt_row gt_left">NA</td>
 <td headers="region" class="gt_row gt_left">NA</td>
-<td headers="base_complete" class="gt_row gt_left">NA</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">NA</td>
 <td headers="mrs_assessed" class="gt_row gt_left">NA</td>
 <td headers="mrs_date" class="gt_row gt_right">NA</td>
 <td headers="mrs_score" class="gt_row gt_right">NA</td>
 <td headers="mrs_complete" class="gt_row gt_left">NA</td>
 <td headers="event_date" class="gt_row gt_right">2023-03-13</td>
 <td headers="event_type" class="gt_row gt_left">TIA</td>
-<td headers="event_complete" class="gt_row gt_left">Incomplete</td>
+<td headers="new_event_complete" class="gt_row gt_left">Incomplete</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">3</td>
@@ -639,14 +639,14 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">Yes</td>
 <td headers="diabetes" class="gt_row gt_left">Yes</td>
 <td headers="region" class="gt_row gt_left">North</td>
-<td headers="base_complete" class="gt_row gt_left">Incomplete</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">Incomplete</td>
 <td headers="mrs_assessed" class="gt_row gt_left">NA</td>
 <td headers="mrs_date" class="gt_row gt_right">NA</td>
 <td headers="mrs_score" class="gt_row gt_right">NA</td>
 <td headers="mrs_complete" class="gt_row gt_left">Incomplete</td>
 <td headers="event_date" class="gt_row gt_right">NA</td>
 <td headers="event_type" class="gt_row gt_left">NA</td>
-<td headers="event_complete" class="gt_row gt_left">NA</td>
+<td headers="new_event_complete" class="gt_row gt_left">NA</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">3</td>
@@ -663,14 +663,14 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">NA</td>
 <td headers="diabetes" class="gt_row gt_left">NA</td>
 <td headers="region" class="gt_row gt_left">NA</td>
-<td headers="base_complete" class="gt_row gt_left">NA</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">NA</td>
 <td headers="mrs_assessed" class="gt_row gt_left">Yes</td>
 <td headers="mrs_date" class="gt_row gt_right">2022-08-16</td>
 <td headers="mrs_score" class="gt_row gt_right">2</td>
 <td headers="mrs_complete" class="gt_row gt_left">Incomplete</td>
 <td headers="event_date" class="gt_row gt_right">NA</td>
 <td headers="event_type" class="gt_row gt_left">NA</td>
-<td headers="event_complete" class="gt_row gt_left">NA</td>
+<td headers="new_event_complete" class="gt_row gt_left">NA</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">3</td>
@@ -687,19 +687,19 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">NA</td>
 <td headers="diabetes" class="gt_row gt_left">NA</td>
 <td headers="region" class="gt_row gt_left">NA</td>
-<td headers="base_complete" class="gt_row gt_left">NA</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">NA</td>
 <td headers="mrs_assessed" class="gt_row gt_left">Yes</td>
 <td headers="mrs_date" class="gt_row gt_right">2023-03-13</td>
 <td headers="mrs_score" class="gt_row gt_right">1</td>
 <td headers="mrs_complete" class="gt_row gt_left">Incomplete</td>
 <td headers="event_date" class="gt_row gt_right">NA</td>
 <td headers="event_type" class="gt_row gt_left">NA</td>
-<td headers="event_complete" class="gt_row gt_left">NA</td>
+<td headers="new_event_complete" class="gt_row gt_left">NA</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">3</td>
 <td headers="redcap_event_name" class="gt_row gt_left">follow1</td>
-<td headers="redcap_repeat_instrument" class="gt_row gt_left">Event</td>
+<td headers="redcap_repeat_instrument" class="gt_row gt_left">New Event (?)</td>
 <td headers="redcap_repeat_instance" class="gt_row gt_right">1</td>
 <td headers="cpr" class="gt_row gt_left">NA</td>
 <td headers="inclusion" class="gt_row gt_right">NA</td>
@@ -711,19 +711,19 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">NA</td>
 <td headers="diabetes" class="gt_row gt_left">NA</td>
 <td headers="region" class="gt_row gt_left">NA</td>
-<td headers="base_complete" class="gt_row gt_left">NA</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">NA</td>
 <td headers="mrs_assessed" class="gt_row gt_left">NA</td>
 <td headers="mrs_date" class="gt_row gt_right">NA</td>
 <td headers="mrs_score" class="gt_row gt_right">NA</td>
 <td headers="mrs_complete" class="gt_row gt_left">NA</td>
 <td headers="event_date" class="gt_row gt_right">2022-11-08</td>
 <td headers="event_type" class="gt_row gt_left">AIS</td>
-<td headers="event_complete" class="gt_row gt_left">Incomplete</td>
+<td headers="new_event_complete" class="gt_row gt_left">Incomplete</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">3</td>
 <td headers="redcap_event_name" class="gt_row gt_left">follow1</td>
-<td headers="redcap_repeat_instrument" class="gt_row gt_left">Event</td>
+<td headers="redcap_repeat_instrument" class="gt_row gt_left">New Event (?)</td>
 <td headers="redcap_repeat_instance" class="gt_row gt_right">2</td>
 <td headers="cpr" class="gt_row gt_left">NA</td>
 <td headers="inclusion" class="gt_row gt_right">NA</td>
@@ -735,19 +735,19 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">NA</td>
 <td headers="diabetes" class="gt_row gt_left">NA</td>
 <td headers="region" class="gt_row gt_left">NA</td>
-<td headers="base_complete" class="gt_row gt_left">NA</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">NA</td>
 <td headers="mrs_assessed" class="gt_row gt_left">NA</td>
 <td headers="mrs_date" class="gt_row gt_right">NA</td>
 <td headers="mrs_score" class="gt_row gt_right">NA</td>
 <td headers="mrs_complete" class="gt_row gt_left">NA</td>
 <td headers="event_date" class="gt_row gt_right">2022-12-14</td>
 <td headers="event_type" class="gt_row gt_left">ICH</td>
-<td headers="event_complete" class="gt_row gt_left">Incomplete</td>
+<td headers="new_event_complete" class="gt_row gt_left">Incomplete</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">3</td>
 <td headers="redcap_event_name" class="gt_row gt_left">follow2</td>
-<td headers="redcap_repeat_instrument" class="gt_row gt_left">Event</td>
+<td headers="redcap_repeat_instrument" class="gt_row gt_left">New Event (?)</td>
 <td headers="redcap_repeat_instance" class="gt_row gt_right">1</td>
 <td headers="cpr" class="gt_row gt_left">NA</td>
 <td headers="inclusion" class="gt_row gt_right">NA</td>
@@ -759,19 +759,19 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">NA</td>
 <td headers="diabetes" class="gt_row gt_left">NA</td>
 <td headers="region" class="gt_row gt_left">NA</td>
-<td headers="base_complete" class="gt_row gt_left">NA</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">NA</td>
 <td headers="mrs_assessed" class="gt_row gt_left">NA</td>
 <td headers="mrs_date" class="gt_row gt_right">NA</td>
 <td headers="mrs_score" class="gt_row gt_right">NA</td>
 <td headers="mrs_complete" class="gt_row gt_left">NA</td>
 <td headers="event_date" class="gt_row gt_right">2023-02-06</td>
 <td headers="event_type" class="gt_row gt_left">ICH</td>
-<td headers="event_complete" class="gt_row gt_left">Incomplete</td>
+<td headers="new_event_complete" class="gt_row gt_left">Incomplete</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">3</td>
 <td headers="redcap_event_name" class="gt_row gt_left">follow2</td>
-<td headers="redcap_repeat_instrument" class="gt_row gt_left">Event</td>
+<td headers="redcap_repeat_instrument" class="gt_row gt_left">New Event (?)</td>
 <td headers="redcap_repeat_instance" class="gt_row gt_right">2</td>
 <td headers="cpr" class="gt_row gt_left">NA</td>
 <td headers="inclusion" class="gt_row gt_right">NA</td>
@@ -783,19 +783,19 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">NA</td>
 <td headers="diabetes" class="gt_row gt_left">NA</td>
 <td headers="region" class="gt_row gt_left">NA</td>
-<td headers="base_complete" class="gt_row gt_left">NA</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">NA</td>
 <td headers="mrs_assessed" class="gt_row gt_left">NA</td>
 <td headers="mrs_date" class="gt_row gt_right">NA</td>
 <td headers="mrs_score" class="gt_row gt_right">NA</td>
 <td headers="mrs_complete" class="gt_row gt_left">NA</td>
 <td headers="event_date" class="gt_row gt_right">2023-03-13</td>
 <td headers="event_type" class="gt_row gt_left">TIA</td>
-<td headers="event_complete" class="gt_row gt_left">Incomplete</td>
+<td headers="new_event_complete" class="gt_row gt_left">Incomplete</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">3</td>
 <td headers="redcap_event_name" class="gt_row gt_left">follow2</td>
-<td headers="redcap_repeat_instrument" class="gt_row gt_left">Event</td>
+<td headers="redcap_repeat_instrument" class="gt_row gt_left">New Event (?)</td>
 <td headers="redcap_repeat_instance" class="gt_row gt_right">3</td>
 <td headers="cpr" class="gt_row gt_left">NA</td>
 <td headers="inclusion" class="gt_row gt_right">NA</td>
@@ -807,14 +807,14 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">NA</td>
 <td headers="diabetes" class="gt_row gt_left">NA</td>
 <td headers="region" class="gt_row gt_left">NA</td>
-<td headers="base_complete" class="gt_row gt_left">NA</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">NA</td>
 <td headers="mrs_assessed" class="gt_row gt_left">NA</td>
 <td headers="mrs_date" class="gt_row gt_right">NA</td>
 <td headers="mrs_score" class="gt_row gt_right">NA</td>
 <td headers="mrs_complete" class="gt_row gt_left">NA</td>
 <td headers="event_date" class="gt_row gt_right">2023-02-28</td>
 <td headers="event_type" class="gt_row gt_left">AIS</td>
-<td headers="event_complete" class="gt_row gt_left">Incomplete</td>
+<td headers="new_event_complete" class="gt_row gt_left">Incomplete</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">4</td>
@@ -831,14 +831,14 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">NA</td>
 <td headers="diabetes" class="gt_row gt_left">NA</td>
 <td headers="region" class="gt_row gt_left">NA</td>
-<td headers="base_complete" class="gt_row gt_left">Incomplete</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">Incomplete</td>
 <td headers="mrs_assessed" class="gt_row gt_left">NA</td>
 <td headers="mrs_date" class="gt_row gt_right">NA</td>
 <td headers="mrs_score" class="gt_row gt_right">NA</td>
 <td headers="mrs_complete" class="gt_row gt_left">Incomplete</td>
 <td headers="event_date" class="gt_row gt_right">NA</td>
 <td headers="event_type" class="gt_row gt_left">NA</td>
-<td headers="event_complete" class="gt_row gt_left">NA</td>
+<td headers="new_event_complete" class="gt_row gt_left">NA</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">4</td>
@@ -855,19 +855,19 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">NA</td>
 <td headers="diabetes" class="gt_row gt_left">NA</td>
 <td headers="region" class="gt_row gt_left">NA</td>
-<td headers="base_complete" class="gt_row gt_left">NA</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">NA</td>
 <td headers="mrs_assessed" class="gt_row gt_left">NA</td>
 <td headers="mrs_date" class="gt_row gt_right">NA</td>
 <td headers="mrs_score" class="gt_row gt_right">NA</td>
 <td headers="mrs_complete" class="gt_row gt_left">Incomplete</td>
 <td headers="event_date" class="gt_row gt_right">NA</td>
 <td headers="event_type" class="gt_row gt_left">NA</td>
-<td headers="event_complete" class="gt_row gt_left">NA</td>
+<td headers="new_event_complete" class="gt_row gt_left">NA</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">4</td>
 <td headers="redcap_event_name" class="gt_row gt_left">follow2</td>
-<td headers="redcap_repeat_instrument" class="gt_row gt_left">Event</td>
+<td headers="redcap_repeat_instrument" class="gt_row gt_left">New Event (?)</td>
 <td headers="redcap_repeat_instance" class="gt_row gt_right">1</td>
 <td headers="cpr" class="gt_row gt_left">NA</td>
 <td headers="inclusion" class="gt_row gt_right">NA</td>
@@ -879,19 +879,19 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">NA</td>
 <td headers="diabetes" class="gt_row gt_left">NA</td>
 <td headers="region" class="gt_row gt_left">NA</td>
-<td headers="base_complete" class="gt_row gt_left">NA</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">NA</td>
 <td headers="mrs_assessed" class="gt_row gt_left">NA</td>
 <td headers="mrs_date" class="gt_row gt_right">NA</td>
 <td headers="mrs_score" class="gt_row gt_right">NA</td>
 <td headers="mrs_complete" class="gt_row gt_left">NA</td>
 <td headers="event_date" class="gt_row gt_right">2023-01-02</td>
 <td headers="event_type" class="gt_row gt_left">AIS</td>
-<td headers="event_complete" class="gt_row gt_left">Complete</td>
+<td headers="new_event_complete" class="gt_row gt_left">Complete</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">4</td>
 <td headers="redcap_event_name" class="gt_row gt_left">follow2</td>
-<td headers="redcap_repeat_instrument" class="gt_row gt_left">Event</td>
+<td headers="redcap_repeat_instrument" class="gt_row gt_left">New Event (?)</td>
 <td headers="redcap_repeat_instance" class="gt_row gt_right">2</td>
 <td headers="cpr" class="gt_row gt_left">NA</td>
 <td headers="inclusion" class="gt_row gt_right">NA</td>
@@ -903,19 +903,19 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">NA</td>
 <td headers="diabetes" class="gt_row gt_left">NA</td>
 <td headers="region" class="gt_row gt_left">NA</td>
-<td headers="base_complete" class="gt_row gt_left">NA</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">NA</td>
 <td headers="mrs_assessed" class="gt_row gt_left">NA</td>
 <td headers="mrs_date" class="gt_row gt_right">NA</td>
 <td headers="mrs_score" class="gt_row gt_right">NA</td>
 <td headers="mrs_complete" class="gt_row gt_left">NA</td>
 <td headers="event_date" class="gt_row gt_right">2023-02-06</td>
 <td headers="event_type" class="gt_row gt_left">ICH</td>
-<td headers="event_complete" class="gt_row gt_left">Incomplete</td>
+<td headers="new_event_complete" class="gt_row gt_left">Incomplete</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">4</td>
 <td headers="redcap_event_name" class="gt_row gt_left">follow2</td>
-<td headers="redcap_repeat_instrument" class="gt_row gt_left">Event</td>
+<td headers="redcap_repeat_instrument" class="gt_row gt_left">New Event (?)</td>
 <td headers="redcap_repeat_instance" class="gt_row gt_right">3</td>
 <td headers="cpr" class="gt_row gt_left">NA</td>
 <td headers="inclusion" class="gt_row gt_right">NA</td>
@@ -927,14 +927,14 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">NA</td>
 <td headers="diabetes" class="gt_row gt_left">NA</td>
 <td headers="region" class="gt_row gt_left">NA</td>
-<td headers="base_complete" class="gt_row gt_left">NA</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">NA</td>
 <td headers="mrs_assessed" class="gt_row gt_left">NA</td>
 <td headers="mrs_date" class="gt_row gt_right">NA</td>
 <td headers="mrs_score" class="gt_row gt_right">NA</td>
 <td headers="mrs_complete" class="gt_row gt_left">NA</td>
 <td headers="event_date" class="gt_row gt_right">2023-03-05</td>
 <td headers="event_type" class="gt_row gt_left">Unknown</td>
-<td headers="event_complete" class="gt_row gt_left">Complete</td>
+<td headers="new_event_complete" class="gt_row gt_left">Complete</td>
 </tr>
 <tr>
 <td headers="record_id" class="gt_row gt_right">5</td>
@@ -951,26 +951,26 @@ demonstration of the functions.</p>
 <td headers="hypertension" class="gt_row gt_left">Yes</td>
 <td headers="diabetes" class="gt_row gt_left">Yes</td>
 <td headers="region" class="gt_row gt_left">East</td>
-<td headers="base_complete" class="gt_row gt_left">Complete</td>
+<td headers="baseline_data_start_complete" class="gt_row gt_left">Complete</td>
 <td headers="mrs_assessed" class="gt_row gt_left">NA</td>
 <td headers="mrs_date" class="gt_row gt_right">NA</td>
 <td headers="mrs_score" class="gt_row gt_right">NA</td>
 <td headers="mrs_complete" class="gt_row gt_left">Incomplete</td>
 <td headers="event_date" class="gt_row gt_right">NA</td>
 <td headers="event_type" class="gt_row gt_left">NA</td>
-<td headers="event_complete" class="gt_row gt_left">NA</td>
+<td headers="new_event_complete" class="gt_row gt_left">NA</td>
 </tr>
 </tbody>
 </table>
 </div>
 <div class="sourceCode" id="cb3"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">redcapcast_meta</span> <span class="op">|&gt;</span> <span class="fu">gt</span><span class="fu">::</span><span class="fu"><a href="https://gt.rstudio.com/reference/gt.html" class="external-link">gt</a></span><span class="op">(</span><span class="op">)</span></span></code></pre></div>
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+<div id="nrccmvlixg" style="padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;">
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@@ -1307,7 +1307,7 @@ demonstration of the functions.</p>
   border-right-color: #D3D3D3;
 }
 
-#hbcvqyzeai .gt_sourcenote {
+#nrccmvlixg .gt_sourcenote {
   font-size: 90%;
   padding-top: 4px;
   padding-bottom: 4px;
@@ -1315,64 +1315,64 @@ demonstration of the functions.</p>
   padding-right: 5px;
 }
 
-#hbcvqyzeai .gt_left {
+#nrccmvlixg .gt_left {
   text-align: left;
 }
 
-#hbcvqyzeai .gt_center {
+#nrccmvlixg .gt_center {
   text-align: center;
 }
 
-#hbcvqyzeai .gt_right {
+#nrccmvlixg .gt_right {
   text-align: right;
   font-variant-numeric: tabular-nums;
 }
 
-#hbcvqyzeai .gt_font_normal {
+#nrccmvlixg .gt_font_normal {
   font-weight: normal;
 }
 
-#hbcvqyzeai .gt_font_bold {
+#nrccmvlixg .gt_font_bold {
   font-weight: bold;
 }
 
-#hbcvqyzeai .gt_font_italic {
+#nrccmvlixg .gt_font_italic {
   font-style: italic;
 }
 
-#hbcvqyzeai .gt_super {
+#nrccmvlixg .gt_super {
   font-size: 65%;
 }
 
-#hbcvqyzeai .gt_footnote_marks {
+#nrccmvlixg .gt_footnote_marks {
   font-style: italic;
   font-weight: normal;
   font-size: 75%;
   vertical-align: 0.4em;
 }
 
-#hbcvqyzeai .gt_asterisk {
+#nrccmvlixg .gt_asterisk {
   font-size: 100%;
   vertical-align: 0;
 }
 
-#hbcvqyzeai .gt_indent_1 {
+#nrccmvlixg .gt_indent_1 {
   text-indent: 5px;
 }
 
-#hbcvqyzeai .gt_indent_2 {
+#nrccmvlixg .gt_indent_2 {
   text-indent: 10px;
 }
 
-#hbcvqyzeai .gt_indent_3 {
+#nrccmvlixg .gt_indent_3 {
   text-indent: 15px;
 }
 
-#hbcvqyzeai .gt_indent_4 {
+#nrccmvlixg .gt_indent_4 {
   text-indent: 20px;
 }
 
-#hbcvqyzeai .gt_indent_5 {
+#nrccmvlixg .gt_indent_5 {
   text-indent: 25px;
 }
 </style>
@@ -1400,7 +1400,7 @@ demonstration of the functions.</p>
 <tbody class="gt_table_body">
 <tr>
 <td headers="field_name" class="gt_row gt_left">record_id</td>
-<td headers="form_name" class="gt_row gt_left">base</td>
+<td headers="form_name" class="gt_row gt_left">baseline_data_start</td>
 <td headers="section_header" class="gt_row gt_left">NA</td>
 <td headers="field_type" class="gt_row gt_left">text</td>
 <td headers="field_label" class="gt_row gt_left">ID</td>
@@ -1420,7 +1420,7 @@ demonstration of the functions.</p>
 </tr>
 <tr>
 <td headers="field_name" class="gt_row gt_left">cpr</td>
-<td headers="form_name" class="gt_row gt_left">base</td>
+<td headers="form_name" class="gt_row gt_left">baseline_data_start</td>
 <td headers="section_header" class="gt_row gt_left">NA</td>
 <td headers="field_type" class="gt_row gt_left">text</td>
 <td headers="field_label" class="gt_row gt_left">CPR (Danish civil registration number)</td>
@@ -1440,7 +1440,7 @@ demonstration of the functions.</p>
 </tr>
 <tr>
 <td headers="field_name" class="gt_row gt_left">inclusion</td>
-<td headers="form_name" class="gt_row gt_left">base</td>
+<td headers="form_name" class="gt_row gt_left">baseline_data_start</td>
 <td headers="section_header" class="gt_row gt_left">NA</td>
 <td headers="field_type" class="gt_row gt_left">text</td>
 <td headers="field_label" class="gt_row gt_left">Inclusion date</td>
@@ -1460,7 +1460,7 @@ demonstration of the functions.</p>
 </tr>
 <tr>
 <td headers="field_name" class="gt_row gt_left">dob</td>
-<td headers="form_name" class="gt_row gt_left">base</td>
+<td headers="form_name" class="gt_row gt_left">baseline_data_start</td>
 <td headers="section_header" class="gt_row gt_left">NA</td>
 <td headers="field_type" class="gt_row gt_left">text</td>
 <td headers="field_label" class="gt_row gt_left">Date of birth (From CPR)</td>
@@ -1480,7 +1480,7 @@ demonstration of the functions.</p>
 </tr>
 <tr>
 <td headers="field_name" class="gt_row gt_left">age</td>
-<td headers="form_name" class="gt_row gt_left">base</td>
+<td headers="form_name" class="gt_row gt_left">baseline_data_start</td>
 <td headers="section_header" class="gt_row gt_left">NA</td>
 <td headers="field_type" class="gt_row gt_left">calc</td>
 <td headers="field_label" class="gt_row gt_left">Age
@@ -1501,7 +1501,7 @@ Note: Apparently, the build in datediff() function does not handle counting whol
 </tr>
 <tr>
 <td headers="field_name" class="gt_row gt_left">age_integer</td>
-<td headers="form_name" class="gt_row gt_left">base</td>
+<td headers="form_name" class="gt_row gt_left">baseline_data_start</td>
 <td headers="section_header" class="gt_row gt_left">NA</td>
 <td headers="field_type" class="gt_row gt_left">calc</td>
 <td headers="field_label" class="gt_row gt_left">Age integer
@@ -1522,7 +1522,7 @@ Note: as opposed to the build in datediff() this handles counting years as integ
 </tr>
 <tr>
 <td headers="field_name" class="gt_row gt_left">sex</td>
-<td headers="form_name" class="gt_row gt_left">base</td>
+<td headers="form_name" class="gt_row gt_left">baseline_data_start</td>
 <td headers="section_header" class="gt_row gt_left">NA</td>
 <td headers="field_type" class="gt_row gt_left">text</td>
 <td headers="field_label" class="gt_row gt_left">Legal sex</td>
@@ -1542,7 +1542,7 @@ Note: as opposed to the build in datediff() this handles counting years as integ
 </tr>
 <tr>
 <td headers="field_name" class="gt_row gt_left">cohabitation</td>
-<td headers="form_name" class="gt_row gt_left">base</td>
+<td headers="form_name" class="gt_row gt_left">baseline_data_start</td>
 <td headers="section_header" class="gt_row gt_left">History and social</td>
 <td headers="field_type" class="gt_row gt_left">radio</td>
 <td headers="field_label" class="gt_row gt_left">Cohabitation</td>
@@ -1562,7 +1562,7 @@ Note: as opposed to the build in datediff() this handles counting years as integ
 </tr>
 <tr>
 <td headers="field_name" class="gt_row gt_left">hypertension</td>
-<td headers="form_name" class="gt_row gt_left">base</td>
+<td headers="form_name" class="gt_row gt_left">baseline_data_start</td>
 <td headers="section_header" class="gt_row gt_left">NA</td>
 <td headers="field_type" class="gt_row gt_left">radio</td>
 <td headers="field_label" class="gt_row gt_left">Hypertension</td>
@@ -1582,7 +1582,7 @@ Note: as opposed to the build in datediff() this handles counting years as integ
 </tr>
 <tr>
 <td headers="field_name" class="gt_row gt_left">diabetes</td>
-<td headers="form_name" class="gt_row gt_left">base</td>
+<td headers="form_name" class="gt_row gt_left">baseline_data_start</td>
 <td headers="section_header" class="gt_row gt_left">NA</td>
 <td headers="field_type" class="gt_row gt_left">radio</td>
 <td headers="field_label" class="gt_row gt_left">Diabetes</td>
@@ -1602,7 +1602,7 @@ Note: as opposed to the build in datediff() this handles counting years as integ
 </tr>
 <tr>
 <td headers="field_name" class="gt_row gt_left">region</td>
-<td headers="form_name" class="gt_row gt_left">base</td>
+<td headers="form_name" class="gt_row gt_left">baseline_data_start</td>
 <td headers="section_header" class="gt_row gt_left">Area</td>
 <td headers="field_type" class="gt_row gt_left">dropdown</td>
 <td headers="field_label" class="gt_row gt_left">Region</td>
@@ -1682,7 +1682,7 @@ Note: as opposed to the build in datediff() this handles counting years as integ
 </tr>
 <tr>
 <td headers="field_name" class="gt_row gt_left">event_date</td>
-<td headers="form_name" class="gt_row gt_left">event</td>
+<td headers="form_name" class="gt_row gt_left">new_event</td>
 <td headers="section_header" class="gt_row gt_left">NA</td>
 <td headers="field_type" class="gt_row gt_left">text</td>
 <td headers="field_label" class="gt_row gt_left">Date of event</td>
@@ -1702,7 +1702,7 @@ Note: as opposed to the build in datediff() this handles counting years as integ
 </tr>
 <tr>
 <td headers="field_name" class="gt_row gt_left">event_type</td>
-<td headers="form_name" class="gt_row gt_left">event</td>
+<td headers="form_name" class="gt_row gt_left">new_event</td>
 <td headers="section_header" class="gt_row gt_left">NA</td>
 <td headers="field_type" class="gt_row gt_left">radio</td>
 <td headers="field_label" class="gt_row gt_left">Neurovascular event</td>
@@ -1725,89 +1725,88 @@ Note: as opposed to the build in datediff() this handles counting years as integ
 </div>
 <div class="sourceCode" id="cb4"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">list</span> <span class="op">&lt;-</span></span>
-<span>  <span class="fu">REDCapCAST</span><span class="fu">::</span><span class="fu"><a href="../reference/REDCap_split.html">REDCap_split</a></span><span class="op">(</span>records <span class="op">=</span> <span class="va">redcapcast_data</span>,</span>
+<span>  <span class="fu"><a href="../reference/REDCap_split.html">REDCap_split</a></span><span class="op">(</span>records <span class="op">=</span> <span class="va">redcapcast_data</span>,</span>
 <span>                           metadata <span class="op">=</span> <span class="va">redcapcast_meta</span>,</span>
 <span>                           forms <span class="op">=</span> <span class="st">"repeating"</span><span class="op">)</span></span>
 <span><span class="fu"><a href="https://rdrr.io/r/utils/str.html" class="external-link">str</a></span><span class="op">(</span><span class="va">list</span><span class="op">)</span></span>
 <span><span class="co">#&gt; List of 2</span></span>
-<span><span class="co">#&gt;  $      :'data.frame':   9 obs. of  20 variables:</span></span>
-<span><span class="co">#&gt;   ..$ record_id        : num [1:9] 1 2 2 3 3 3 4 4 5</span></span>
-<span><span class="co">#&gt;   ..$ redcap_event_name: chr [1:9] "inclusion" "inclusion" "follow1" "inclusion" ...</span></span>
-<span><span class="co">#&gt;   ..$ cpr              : chr [1:9] "1203401OB4" "0102342303" NA "2301569823" ...</span></span>
-<span><span class="co">#&gt;   ..$ inclusion        : Date[1:9], format: "2023-03-13" "2023-03-01" ...</span></span>
-<span><span class="co">#&gt;   ..$ dob              : Date[1:9], format: "1940-03-12" "1934-02-01" ...</span></span>
-<span><span class="co">#&gt;   ..$ age              : num [1:9] 83 89.1 NA 66.1 NA ...</span></span>
-<span><span class="co">#&gt;   ..$ age_integer      : num [1:9] 83 89 NA 66 NA NA 117 NA 126</span></span>
-<span><span class="co">#&gt;   ..$ sex              : chr [1:9] "female" "male" NA "male" ...</span></span>
-<span><span class="co">#&gt;   ..$ cohabitation     : chr [1:9] "Yes" "Yes" NA "No" ...</span></span>
-<span><span class="co">#&gt;   ..$ hypertension     : chr [1:9] "No" "No" NA "Yes" ...</span></span>
-<span><span class="co">#&gt;   ..$ diabetes         : chr [1:9] "Yes" "No" NA "Yes" ...</span></span>
-<span><span class="co">#&gt;   ..$ region           : chr [1:9] "East" "South" NA "North" ...</span></span>
-<span><span class="co">#&gt;   ..$ base_complete    : chr [1:9] "Incomplete" "Incomplete" NA "Incomplete" ...</span></span>
-<span><span class="co">#&gt;   ..$ mrs_assessed     : chr [1:9] "Yes" "Yes" "Yes" NA ...</span></span>
-<span><span class="co">#&gt;   ..$ mrs_date         : Date[1:9], format: "2023-03-13" "2023-03-07" ...</span></span>
-<span><span class="co">#&gt;   ..$ mrs_score        : num [1:9] 1 1 3 NA 2 1 NA NA NA</span></span>
-<span><span class="co">#&gt;   ..$ mrs_complete     : chr [1:9] "Incomplete" "Incomplete" "Incomplete" "Incomplete" ...</span></span>
-<span><span class="co">#&gt;   ..$ event_date       : Date[1:9], format: NA NA ...</span></span>
-<span><span class="co">#&gt;   ..$ event_type       : chr [1:9] NA NA NA NA ...</span></span>
-<span><span class="co">#&gt;   ..$ event_complete   : chr [1:9] NA NA NA NA ...</span></span>
-<span><span class="co">#&gt;  $ Event:'data.frame':   9 obs. of  4 variables:</span></span>
+<span><span class="co">#&gt;  $          :'data.frame':   9 obs. of  17 variables:</span></span>
+<span><span class="co">#&gt;   ..$ record_id                   : num [1:9] 1 2 2 3 3 3 4 4 5</span></span>
+<span><span class="co">#&gt;   ..$ redcap_event_name           : chr [1:9] "inclusion" "inclusion" "follow1" "inclusion" ...</span></span>
+<span><span class="co">#&gt;   ..$ cpr                         : chr [1:9] "1203401OB4" "0102342303" NA "2301569823" ...</span></span>
+<span><span class="co">#&gt;   ..$ inclusion                   : Date[1:9], format: "2023-03-13" "2023-03-01" ...</span></span>
+<span><span class="co">#&gt;   ..$ dob                         : Date[1:9], format: "1940-03-12" "1934-02-01" ...</span></span>
+<span><span class="co">#&gt;   ..$ age                         : num [1:9] 83 89.1 NA 66.1 NA ...</span></span>
+<span><span class="co">#&gt;   ..$ age_integer                 : num [1:9] 83 89 NA 66 NA NA 117 NA 126</span></span>
+<span><span class="co">#&gt;   ..$ sex                         : chr [1:9] "female" "male" NA "male" ...</span></span>
+<span><span class="co">#&gt;   ..$ cohabitation                : chr [1:9] "Yes" "Yes" NA "No" ...</span></span>
+<span><span class="co">#&gt;   ..$ hypertension                : chr [1:9] "No" "No" NA "Yes" ...</span></span>
+<span><span class="co">#&gt;   ..$ diabetes                    : chr [1:9] "Yes" "No" NA "Yes" ...</span></span>
+<span><span class="co">#&gt;   ..$ region                      : chr [1:9] "East" "South" NA "North" ...</span></span>
+<span><span class="co">#&gt;   ..$ baseline_data_start_complete: chr [1:9] "Incomplete" "Incomplete" NA "Incomplete" ...</span></span>
+<span><span class="co">#&gt;   ..$ mrs_assessed                : chr [1:9] "Yes" "Yes" "Yes" NA ...</span></span>
+<span><span class="co">#&gt;   ..$ mrs_date                    : Date[1:9], format: "2023-03-13" "2023-03-07" ...</span></span>
+<span><span class="co">#&gt;   ..$ mrs_score                   : num [1:9] 1 1 3 NA 2 1 NA NA NA</span></span>
+<span><span class="co">#&gt;   ..$ mrs_complete                : chr [1:9] "Incomplete" "Incomplete" "Incomplete" "Incomplete" ...</span></span>
+<span><span class="co">#&gt;  $ new_event:'data.frame':   9 obs. of  7 variables:</span></span>
 <span><span class="co">#&gt;   ..$ record_id               : num [1:9] 2 3 3 3 3 3 4 4 4</span></span>
 <span><span class="co">#&gt;   ..$ redcap_event_name       : chr [1:9] "follow1" "follow1" "follow1" "follow2" ...</span></span>
-<span><span class="co">#&gt;   ..$ redcap_repeat_instrument: chr [1:9] "Event" "Event" "Event" "Event" ...</span></span>
-<span><span class="co">#&gt;   ..$ redcap_repeat_instance  : num [1:9] 1 1 2 1 2 3 1 2 3</span></span></code></pre></div>
+<span><span class="co">#&gt;   ..$ redcap_repeat_instrument: chr [1:9] "new_event" "new_event" "new_event" "new_event" ...</span></span>
+<span><span class="co">#&gt;   ..$ redcap_repeat_instance  : num [1:9] 1 1 2 1 2 3 1 2 3</span></span>
+<span><span class="co">#&gt;   ..$ event_date              : Date[1:9], format: "2023-03-13" "2022-11-08" ...</span></span>
+<span><span class="co">#&gt;   ..$ event_type              : chr [1:9] "TIA" "AIS" "ICH" "ICH" ...</span></span>
+<span><span class="co">#&gt;   ..$ new_event_complete      : chr [1:9] "Incomplete" "Incomplete" "Incomplete" "Incomplete" ...</span></span></code></pre></div>
 <div class="sourceCode" id="cb5"><pre class="downlit sourceCode r">
 <code class="sourceCode R"><span><span class="va">list</span> <span class="op">&lt;-</span></span>
-<span>  <span class="fu">REDCapCAST</span><span class="fu">::</span><span class="fu"><a href="../reference/REDCap_split.html">REDCap_split</a></span><span class="op">(</span>records <span class="op">=</span> <span class="va">redcapcast_data</span>,</span>
+<span>  <span class="fu"><a href="../reference/REDCap_split.html">REDCap_split</a></span><span class="op">(</span>records <span class="op">=</span> <span class="va">redcapcast_data</span>,</span>
 <span>                           metadata <span class="op">=</span> <span class="va">redcapcast_meta</span>,</span>
 <span>                           forms <span class="op">=</span> <span class="st">"all"</span><span class="op">)</span></span>
 <span><span class="fu"><a href="https://rdrr.io/r/utils/str.html" class="external-link">str</a></span><span class="op">(</span><span class="va">list</span><span class="op">)</span></span>
-<span><span class="co">#&gt; List of 4</span></span>
-<span><span class="co">#&gt;  $ base :'data.frame':   9 obs. of  13 variables:</span></span>
-<span><span class="co">#&gt;   ..$ record_id        : num [1:9] 1 2 2 3 3 3 4 4 5</span></span>
-<span><span class="co">#&gt;   ..$ redcap_event_name: chr [1:9] "inclusion" "inclusion" "follow1" "inclusion" ...</span></span>
-<span><span class="co">#&gt;   ..$ cpr              : chr [1:9] "1203401OB4" "0102342303" NA "2301569823" ...</span></span>
-<span><span class="co">#&gt;   ..$ inclusion        : Date[1:9], format: "2023-03-13" "2023-03-01" ...</span></span>
-<span><span class="co">#&gt;   ..$ dob              : Date[1:9], format: "1940-03-12" "1934-02-01" ...</span></span>
-<span><span class="co">#&gt;   ..$ age              : num [1:9] 83 89.1 NA 66.1 NA ...</span></span>
-<span><span class="co">#&gt;   ..$ age_integer      : num [1:9] 83 89 NA 66 NA NA 117 NA 126</span></span>
-<span><span class="co">#&gt;   ..$ sex              : chr [1:9] "female" "male" NA "male" ...</span></span>
-<span><span class="co">#&gt;   ..$ cohabitation     : chr [1:9] "Yes" "Yes" NA "No" ...</span></span>
-<span><span class="co">#&gt;   ..$ hypertension     : chr [1:9] "No" "No" NA "Yes" ...</span></span>
-<span><span class="co">#&gt;   ..$ diabetes         : chr [1:9] "Yes" "No" NA "Yes" ...</span></span>
-<span><span class="co">#&gt;   ..$ region           : chr [1:9] "East" "South" NA "North" ...</span></span>
-<span><span class="co">#&gt;   ..$ base_complete    : chr [1:9] "Incomplete" "Incomplete" NA "Incomplete" ...</span></span>
-<span><span class="co">#&gt;  $ mrs  :'data.frame':   9 obs. of  6 variables:</span></span>
+<span><span class="co">#&gt; List of 3</span></span>
+<span><span class="co">#&gt;  $ baseline_data_start:'data.frame': 9 obs. of  13 variables:</span></span>
+<span><span class="co">#&gt;   ..$ record_id                   : num [1:9] 1 2 2 3 3 3 4 4 5</span></span>
+<span><span class="co">#&gt;   ..$ redcap_event_name           : chr [1:9] "inclusion" "inclusion" "follow1" "inclusion" ...</span></span>
+<span><span class="co">#&gt;   ..$ cpr                         : chr [1:9] "1203401OB4" "0102342303" NA "2301569823" ...</span></span>
+<span><span class="co">#&gt;   ..$ inclusion                   : Date[1:9], format: "2023-03-13" "2023-03-01" ...</span></span>
+<span><span class="co">#&gt;   ..$ dob                         : Date[1:9], format: "1940-03-12" "1934-02-01" ...</span></span>
+<span><span class="co">#&gt;   ..$ age                         : num [1:9] 83 89.1 NA 66.1 NA ...</span></span>
+<span><span class="co">#&gt;   ..$ age_integer                 : num [1:9] 83 89 NA 66 NA NA 117 NA 126</span></span>
+<span><span class="co">#&gt;   ..$ sex                         : chr [1:9] "female" "male" NA "male" ...</span></span>
+<span><span class="co">#&gt;   ..$ cohabitation                : chr [1:9] "Yes" "Yes" NA "No" ...</span></span>
+<span><span class="co">#&gt;   ..$ hypertension                : chr [1:9] "No" "No" NA "Yes" ...</span></span>
+<span><span class="co">#&gt;   ..$ diabetes                    : chr [1:9] "Yes" "No" NA "Yes" ...</span></span>
+<span><span class="co">#&gt;   ..$ region                      : chr [1:9] "East" "South" NA "North" ...</span></span>
+<span><span class="co">#&gt;   ..$ baseline_data_start_complete: chr [1:9] "Incomplete" "Incomplete" NA "Incomplete" ...</span></span>
+<span><span class="co">#&gt;  $ mrs                :'data.frame': 9 obs. of  6 variables:</span></span>
 <span><span class="co">#&gt;   ..$ record_id        : num [1:9] 1 2 2 3 3 3 4 4 5</span></span>
 <span><span class="co">#&gt;   ..$ redcap_event_name: chr [1:9] "inclusion" "inclusion" "follow1" "inclusion" ...</span></span>
 <span><span class="co">#&gt;   ..$ mrs_assessed     : chr [1:9] "Yes" "Yes" "Yes" NA ...</span></span>
 <span><span class="co">#&gt;   ..$ mrs_date         : Date[1:9], format: "2023-03-13" "2023-03-07" ...</span></span>
 <span><span class="co">#&gt;   ..$ mrs_score        : num [1:9] 1 1 3 NA 2 1 NA NA NA</span></span>
 <span><span class="co">#&gt;   ..$ mrs_complete     : chr [1:9] "Incomplete" "Incomplete" "Incomplete" "Incomplete" ...</span></span>
-<span><span class="co">#&gt;  $ event:'data.frame':   9 obs. of  5 variables:</span></span>
-<span><span class="co">#&gt;   ..$ record_id        : num [1:9] 1 2 2 3 3 3 4 4 5</span></span>
-<span><span class="co">#&gt;   ..$ redcap_event_name: chr [1:9] "inclusion" "inclusion" "follow1" "inclusion" ...</span></span>
-<span><span class="co">#&gt;   ..$ event_date       : Date[1:9], format: NA NA ...</span></span>
-<span><span class="co">#&gt;   ..$ event_type       : chr [1:9] NA NA NA NA ...</span></span>
-<span><span class="co">#&gt;   ..$ event_complete   : chr [1:9] NA NA NA NA ...</span></span>
-<span><span class="co">#&gt;  $ Event:'data.frame':   9 obs. of  4 variables:</span></span>
+<span><span class="co">#&gt;  $ new_event          :'data.frame': 9 obs. of  7 variables:</span></span>
 <span><span class="co">#&gt;   ..$ record_id               : num [1:9] 2 3 3 3 3 3 4 4 4</span></span>
 <span><span class="co">#&gt;   ..$ redcap_event_name       : chr [1:9] "follow1" "follow1" "follow1" "follow2" ...</span></span>
-<span><span class="co">#&gt;   ..$ redcap_repeat_instrument: chr [1:9] "Event" "Event" "Event" "Event" ...</span></span>
-<span><span class="co">#&gt;   ..$ redcap_repeat_instance  : num [1:9] 1 1 2 1 2 3 1 2 3</span></span></code></pre></div>
+<span><span class="co">#&gt;   ..$ redcap_repeat_instrument: chr [1:9] "new_event" "new_event" "new_event" "new_event" ...</span></span>
+<span><span class="co">#&gt;   ..$ redcap_repeat_instance  : num [1:9] 1 1 2 1 2 3 1 2 3</span></span>
+<span><span class="co">#&gt;   ..$ event_date              : Date[1:9], format: "2023-03-13" "2022-11-08" ...</span></span>
+<span><span class="co">#&gt;   ..$ event_type              : chr [1:9] "TIA" "AIS" "ICH" "ICH" ...</span></span>
+<span><span class="co">#&gt;   ..$ new_event_complete      : chr [1:9] "Incomplete" "Incomplete" "Incomplete" "Incomplete" ...</span></span></code></pre></div>
 </div>
 <div class="section level2">
 <h2 id="reading-data-from-redcap">Reading data from REDCap<a class="anchor" aria-label="anchor" href="#reading-data-from-redcap"></a>
 </h2>
 <p>This function wraps all the above demonstrated function to get the
 dataset, the metadata, apply the <code>REDCap_split</code>function and
-then a bit of cleaning.</p>
+then a bit of cleaning. It just cuts outs all the steps for an easier
+approach.</p>
 <p>The function works very similar to the
-<code><a href="https://ouhscbbmc.github.io/REDCapR/reference/redcap_read.html" class="external-link">REDCapR::redcap_read()</a></code>.</p>
+<code><a href="https://ouhscbbmc.github.io/REDCapR/reference/redcap_read.html" class="external-link">REDCapR::redcap_read()</a></code> in allowing to specify fields,
+events and forms for export instead of exporting the whole database and
+filtering afterwards. I believe this is a better and safer, focused
+approach.</p>
 <div class="sourceCode" id="cb6"><pre class="downlit sourceCode r">
-<code class="sourceCode R"><span><span class="co"># read_redcap_tables(uri = "YOUR URI", token = "YOUR TOKEN")</span></span>
-<span></span>
-<span><span class="co"># ds &lt;- read_redcap_tables(uri = key_get("DB_URI"), token = key_get("cast_api"))</span></span></code></pre></div>
+<code class="sourceCode R"><span><span class="co"># read_redcap_tables(uri = "YOUR URI", token = "YOUR TOKEN")</span></span></code></pre></div>
 </div>
 <div class="section level2">
 <h2 id="pivotting-to-wider-format">Pivotting to wider format<a class="anchor" aria-label="anchor" href="#pivotting-to-wider-format"></a>
diff --git a/docs/pkgdown.yml b/docs/pkgdown.yml
index 0dd08dd..9d814e6 100644
--- a/docs/pkgdown.yml
+++ b/docs/pkgdown.yml
@@ -3,5 +3,5 @@ pkgdown: 2.0.7
 pkgdown_sha: ~
 articles:
   Introduction: Introduction.html
-last_built: 2023-04-14T07:46Z
+last_built: 2023-04-14T09:45Z
 
diff --git a/docs/reference/clean_redcap_name.html b/docs/reference/clean_redcap_name.html
new file mode 100644
index 0000000..1a71175
--- /dev/null
+++ b/docs/reference/clean_redcap_name.html
@@ -0,0 +1,101 @@
+<!DOCTYPE html>
+<!-- Generated by pkgdown: do not edit by hand --><html lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge"><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><meta name="description" content="Stepwise removal on non-alphanumeric characters, trailing white space,
+substitutes spaces for underscores and converts to lower case.
+Trying to make up for different naming conventions."><title>clean_redcap_name — clean_redcap_name • REDCapCAST</title><script src="../deps/jquery-3.6.0/jquery-3.6.0.min.js"></script><meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"><link href="../deps/bootstrap-5.2.2/bootstrap.min.css" rel="stylesheet"><script src="../deps/bootstrap-5.2.2/bootstrap.bundle.min.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous"><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous"><!-- bootstrap-toc --><script src="https://cdn.jsdelivr.net/gh/afeld/bootstrap-toc@v1.0.1/dist/bootstrap-toc.min.js" integrity="sha256-4veVQbu7//Lk5TSmc7YV48MxtMy98e26cf5MrgZYnwo=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- search --><script src="https://cdnjs.cloudflare.com/ajax/libs/fuse.js/6.4.6/fuse.js" integrity="sha512-zv6Ywkjyktsohkbp9bb45V6tEMoWhzFzXis+LrMehmJZZSys19Yxf1dopHx7WzIKxr5tK2dVcYmaCk2uqdjF4A==" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/autocomplete.js/0.38.0/autocomplete.jquery.min.js" integrity="sha512-GU9ayf+66Xx2TmpxqJpliWbT5PiGYxpaG8rfnBEk1LL8l1KGkRShhngwdXK1UgqhAzWpZHSiYPc09/NwDQIGyg==" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mark.js/8.11.1/mark.min.js" integrity="sha512-5CYOlHXGh6QpOFA/TeTylKLWfB3ftPsde7AnmhuitiTX4K5SqCLBeKro6sPS8ilsz1Q4NRx3v8Ko2IBiszzdww==" crossorigin="anonymous"></script><!-- pkgdown --><script src="../pkgdown.js"></script><meta property="og:title" content="clean_redcap_name — clean_redcap_name"><meta property="og:description" content="Stepwise removal on non-alphanumeric characters, trailing white space,
+substitutes spaces for underscores and converts to lower case.
+Trying to make up for different naming conventions."><!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
+<script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
+<script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
+<![endif]--></head><body>
+    <a href="#main" class="visually-hidden-focusable">Skip to contents</a>
+    
+
+    <nav class="navbar fixed-top navbar-light navbar-expand-lg bg-light"><div class="container">
+    
+    <a class="navbar-brand me-2" href="../index.html">REDCapCAST</a>
+
+    <small class="nav-text text-muted me-auto" data-bs-toggle="tooltip" data-bs-placement="bottom" title="">23.4.1</small>
+
+    
+    <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbar" aria-controls="navbar" aria-expanded="false" aria-label="Toggle navigation">
+      <span class="navbar-toggler-icon"></span>
+    </button>
+
+    <div id="navbar" class="collapse navbar-collapse ms-3">
+      <ul class="navbar-nav me-auto"><li class="active nav-item">
+  <a class="nav-link" href="../reference/index.html">Reference</a>
+</li>
+<li class="nav-item dropdown">
+  <a href="#" class="nav-link dropdown-toggle" data-bs-toggle="dropdown" role="button" aria-expanded="false" aria-haspopup="true" id="dropdown-articles">Articles</a>
+  <div class="dropdown-menu" aria-labelledby="dropdown-articles">
+    <a class="dropdown-item" href="../articles/Introduction.html">Introduction</a>
+  </div>
+</li>
+<li class="nav-item">
+  <a class="nav-link" href="../news/index.html">Changelog</a>
+</li>
+      </ul><form class="form-inline my-2 my-lg-0" role="search">
+        <input type="search" class="form-control me-sm-2" aria-label="Toggle navigation" name="search-input" data-search-index="../search.json" id="search-input" placeholder="Search for" autocomplete="off"></form>
+
+      <ul class="navbar-nav"><li class="nav-item">
+  <a class="external-link nav-link" href="https://github.com/agdamsbo/REDCapCAST/" aria-label="github">
+    <span class="fab fa fab fa-github fa-lg"></span>
+     
+  </a>
+</li>
+      </ul></div>
+
+    
+  </div>
+</nav><div class="container template-reference-topic">
+<div class="row">
+  <main id="main" class="col-md-9"><div class="page-header">
+      <img src="" class="logo" alt=""><h1>clean_redcap_name</h1>
+      <small class="dont-index">Source: <a href="https://github.com/agdamsbo/REDCapCAST/blob/HEAD/R/utils.r" class="external-link"><code>R/utils.r</code></a></small>
+      <div class="d-none name"><code>clean_redcap_name.Rd</code></div>
+    </div>
+
+    <div class="ref-description section level2">
+    <p>Stepwise removal on non-alphanumeric characters, trailing white space,
+substitutes spaces for underscores and converts to lower case.
+Trying to make up for different naming conventions.</p>
+    </div>
+
+    <div class="section level2">
+    <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage"></a></h2>
+    <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">clean_redcap_name</span><span class="op">(</span><span class="va">x</span><span class="op">)</span></span></code></pre></div>
+    </div>
+
+    <div class="section level2">
+    <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#arguments"></a></h2>
+    <dl><dt>x</dt>
+<dd><p>vector or data frame for cleaning</p></dd>
+
+</dl></div>
+    <div class="section level2">
+    <h2 id="value">Value<a class="anchor" aria-label="anchor" href="#value"></a></h2>
+    
+
+<p>vector or data frame, same format as input</p>
+    </div>
+
+  </main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
+    </nav></aside></div>
+
+
+    <footer><div class="pkgdown-footer-left">
+  <p></p><p>Developed by Andreas Gammelgaard Damsbo, Paul Egeler.</p>
+</div>
+
+<div class="pkgdown-footer-right">
+  <p></p><p>Site built with <a href="https://pkgdown.r-lib.org/" class="external-link">pkgdown</a> 2.0.7.</p>
+</div>
+
+    </footer></div>
+
+  
+
+  
+
+  </body></html>
+
diff --git a/docs/reference/index.html b/docs/reference/index.html
index 4dabbc4..0ff3a01 100644
--- a/docs/reference/index.html
+++ b/docs/reference/index.html
@@ -67,6 +67,11 @@
         <dd>Split REDCap repeating instruments table into multiple tables</dd>
       </dl><dl><dt>
           
+          <code><a href="clean_redcap_name.html">clean_redcap_name()</a></code> 
+        </dt>
+        <dd>clean_redcap_name</dd>
+      </dl><dl><dt>
+          
           <code><a href="focused_metadata.html">focused_metadata()</a></code> 
         </dt>
         <dd>focused_metadata</dd>
diff --git a/docs/reference/redcapcast_data.html b/docs/reference/redcapcast_data.html
index 2b79da0..e41f792 100644
--- a/docs/reference/redcapcast_data.html
+++ b/docs/reference/redcapcast_data.html
@@ -107,7 +107,7 @@ Contains only synthetic data.</p>
   <dt>region</dt>
 <dd><p>region, character</p></dd>
 
-  <dt>base_complete</dt>
+  <dt>baseline_data_start_complete</dt>
 <dd><p>Completed, character</p></dd>
 
   <dt>mrs_assessed</dt>
@@ -128,7 +128,7 @@ Contains only synthetic data.</p>
   <dt>event_type</dt>
 <dd><p>Event type, character</p></dd>
 
-  <dt>event_complete</dt>
+  <dt>new_event_complete</dt>
 <dd><p>Completed, character</p></dd>
 
 
diff --git a/docs/search.json b/docs/search.json
index 0012f3d..39b9db1 100644
--- a/docs/search.json
+++ b/docs/search.json
@@ -1 +1 @@
-[{"path":"/LICENSE.html","id":null,"dir":"","previous_headings":"","what":"GNU General Public License","title":"GNU General Public License","text":"Version 3, 29 June 2007Copyright © 2007 Free Software Foundation, Inc. <http://fsf.org/> Everyone permitted copy distribute verbatim copies license document, changing allowed.","code":""},{"path":"/LICENSE.html","id":"preamble","dir":"","previous_headings":"","what":"Preamble","title":"GNU General Public License","text":"GNU General Public License free, copyleft license software kinds works. licenses software practical works designed take away freedom share change works. contrast, GNU General Public License intended guarantee freedom share change versions program–make sure remains free software users. , Free Software Foundation, use GNU General Public License software; applies also work released way authors. can apply programs, . speak free software, referring freedom, price. General Public Licenses designed make sure freedom distribute copies free software (charge wish), receive source code can get want , can change software use pieces new free programs, know can things. protect rights, need prevent others denying rights asking surrender rights. Therefore, certain responsibilities distribute copies software, modify : responsibilities respect freedom others. example, distribute copies program, whether gratis fee, must pass recipients freedoms received. must make sure , , receive can get source code. must show terms know rights. 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This is free software, and you are welcome to redistribute it under certain conditions; type 'show c' for details."},{"path":"/articles/Introduction.html","id":"splitting-the-dataset","dir":"Articles","previous_headings":"","what":"Splitting the dataset","title":"Introduction","text":"","code":"redcapcast_data |> gt::gt() redcapcast_meta |> gt::gt() list <-   REDCapCAST::REDCap_split(records = redcapcast_data,                            metadata = redcapcast_meta,                            forms = \"repeating\") str(list) #> List of 2 #>  $      :'data.frame':   9 obs. of  20 variables: #>   ..$ record_id        : num [1:9] 1 2 2 3 3 3 4 4 5 #>   ..$ redcap_event_name: chr [1:9] \"inclusion\" \"inclusion\" \"follow1\" \"inclusion\" ... #>   ..$ cpr              : chr [1:9] \"1203401OB4\" \"0102342303\" NA \"2301569823\" ... #>   ..$ inclusion        : Date[1:9], format: \"2023-03-13\" \"2023-03-01\" ... #>   ..$ dob              : Date[1:9], format: \"1940-03-12\" \"1934-02-01\" ... #>   ..$ age              : num [1:9] 83 89.1 NA 66.1 NA ... #>   ..$ age_integer      : num [1:9] 83 89 NA 66 NA NA 117 NA 126 #>   ..$ sex              : chr [1:9] \"female\" \"male\" NA \"male\" ... #>   ..$ cohabitation     : chr [1:9] \"Yes\" \"Yes\" NA \"No\" ... #>   ..$ hypertension     : chr [1:9] \"No\" \"No\" NA \"Yes\" ... #>   ..$ diabetes         : chr [1:9] \"Yes\" \"No\" NA \"Yes\" ... #>   ..$ region           : chr [1:9] \"East\" \"South\" NA \"North\" ... #>   ..$ base_complete    : chr [1:9] \"Incomplete\" \"Incomplete\" NA \"Incomplete\" ... #>   ..$ mrs_assessed     : chr [1:9] \"Yes\" \"Yes\" \"Yes\" NA ... #>   ..$ mrs_date         : Date[1:9], format: \"2023-03-13\" \"2023-03-07\" ... #>   ..$ mrs_score        : num [1:9] 1 1 3 NA 2 1 NA NA NA #>   ..$ mrs_complete     : chr [1:9] \"Incomplete\" \"Incomplete\" \"Incomplete\" \"Incomplete\" ... #>   ..$ event_date       : Date[1:9], format: NA NA ... #>   ..$ event_type       : chr [1:9] NA NA NA NA ... #>   ..$ event_complete   : chr [1:9] NA NA NA NA ... #>  $ Event:'data.frame':   9 obs. of  4 variables: #>   ..$ record_id               : num [1:9] 2 3 3 3 3 3 4 4 4 #>   ..$ redcap_event_name       : chr [1:9] \"follow1\" \"follow1\" \"follow1\" \"follow2\" ... #>   ..$ redcap_repeat_instrument: chr [1:9] \"Event\" \"Event\" \"Event\" \"Event\" ... #>   ..$ redcap_repeat_instance  : num [1:9] 1 1 2 1 2 3 1 2 3 list <-   REDCapCAST::REDCap_split(records = redcapcast_data,                            metadata = redcapcast_meta,                            forms = \"all\") str(list) #> List of 4 #>  $ base :'data.frame':   9 obs. of  13 variables: #>   ..$ record_id        : num [1:9] 1 2 2 3 3 3 4 4 5 #>   ..$ redcap_event_name: chr [1:9] \"inclusion\" \"inclusion\" \"follow1\" \"inclusion\" ... #>   ..$ cpr              : chr [1:9] \"1203401OB4\" \"0102342303\" NA \"2301569823\" ... #>   ..$ inclusion        : Date[1:9], format: \"2023-03-13\" \"2023-03-01\" ... #>   ..$ dob              : Date[1:9], format: \"1940-03-12\" \"1934-02-01\" ... #>   ..$ age              : num [1:9] 83 89.1 NA 66.1 NA ... #>   ..$ age_integer      : num [1:9] 83 89 NA 66 NA NA 117 NA 126 #>   ..$ sex              : chr [1:9] \"female\" \"male\" NA \"male\" ... #>   ..$ cohabitation     : chr [1:9] \"Yes\" \"Yes\" NA \"No\" ... #>   ..$ hypertension     : chr [1:9] \"No\" \"No\" NA \"Yes\" ... #>   ..$ diabetes         : chr [1:9] \"Yes\" \"No\" NA \"Yes\" ... #>   ..$ region           : chr [1:9] \"East\" \"South\" NA \"North\" ... #>   ..$ base_complete    : chr [1:9] \"Incomplete\" \"Incomplete\" NA \"Incomplete\" ... #>  $ mrs  :'data.frame':   9 obs. of  6 variables: #>   ..$ record_id        : num [1:9] 1 2 2 3 3 3 4 4 5 #>   ..$ redcap_event_name: chr [1:9] \"inclusion\" \"inclusion\" \"follow1\" \"inclusion\" ... #>   ..$ mrs_assessed     : chr [1:9] \"Yes\" \"Yes\" \"Yes\" NA ... #>   ..$ mrs_date         : Date[1:9], format: \"2023-03-13\" \"2023-03-07\" ... #>   ..$ mrs_score        : num [1:9] 1 1 3 NA 2 1 NA NA NA #>   ..$ mrs_complete     : chr [1:9] \"Incomplete\" \"Incomplete\" \"Incomplete\" \"Incomplete\" ... #>  $ event:'data.frame':   9 obs. of  5 variables: #>   ..$ record_id        : num [1:9] 1 2 2 3 3 3 4 4 5 #>   ..$ redcap_event_name: chr [1:9] \"inclusion\" \"inclusion\" \"follow1\" \"inclusion\" ... #>   ..$ event_date       : Date[1:9], format: NA NA ... #>   ..$ event_type       : chr [1:9] NA NA NA NA ... #>   ..$ event_complete   : chr [1:9] NA NA NA NA ... #>  $ Event:'data.frame':   9 obs. of  4 variables: #>   ..$ record_id               : num [1:9] 2 3 3 3 3 3 4 4 4 #>   ..$ redcap_event_name       : chr [1:9] \"follow1\" \"follow1\" \"follow1\" \"follow2\" ... #>   ..$ redcap_repeat_instrument: chr [1:9] \"Event\" \"Event\" \"Event\" \"Event\" ... #>   ..$ redcap_repeat_instance  : num [1:9] 1 1 2 1 2 3 1 2 3"},{"path":"/articles/Introduction.html","id":"reading-data-from-redcap","dir":"Articles","previous_headings":"","what":"Reading data from REDCap","title":"Introduction","text":"function wraps demonstrated function get dataset, metadata, apply REDCap_splitfunction bit cleaning. function works similar REDCapR::redcap_read().","code":"# read_redcap_tables(uri = \"YOUR URI\", token = \"YOUR TOKEN\")  # ds <- read_redcap_tables(uri = key_get(\"DB_URI\"), token = key_get(\"cast_api\"))"},{"path":"/articles/Introduction.html","id":"pivotting-to-wider-format","dir":"Articles","previous_headings":"","what":"Pivotting to wider format","title":"Introduction","text":"","code":"# redcap_wider(ds)"},{"path":"/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Andreas Gammelgaard Damsbo. Author, maintainer. Paul Egeler. Author.","code":""},{"path":"/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Damsbo , Egeler P (2023). REDCapCAST: REDCap Castellated Data Handling. R package version 23.4.1, https://github.com/agdamsbo/REDCapCAST.","code":"@Manual{,   title = {REDCapCAST: REDCap Castellated Data Handling},   author = {Andreas Gammelgaard Damsbo and Paul Egeler},   year = {2023},   note = {R package version 23.4.1},   url = {https://github.com/agdamsbo/REDCapCAST}, }"},{"path":"/index.html","id":"redcapcast","dir":"","previous_headings":"","what":"REDCap Castellated Data Handling","title":"REDCap Castellated Data Handling","text":"REDCap Castellated data handling using repeated instruments. package fork SpectrumHealthResearch/REDCapRITS. REDCapRITS represents great extensive work handle castellated REDCap data different programming languages. fork purely minded R usage includes implementations main REDCap_split function. main goal project allow “minimal data” approach allowing filter records, instruments variables export download data needed. think approach desireable handling sensitive, clinical data. similar functionality available similar tools (like REDCapR REDCapTidieR). Please refer REDCap-Tools great tools.","code":""},{"path":"/index.html","id":"use-and-immprovements","dir":"","previous_headings":"","what":"Use and immprovements","title":"REDCap Castellated Data Handling","text":"package primarily relevant working longitudinal projects /projects using repeated instruments. just short descirption main functions: REDcap_split(): Works largely original REDCapRITS::REDCap_split(). takes REDCap dataset metadata (data dictionary) split data set list dataframes instruments. read_redcap_tables(): wraps use REDCapR::redcap_read() REDCap_split() ease export REDCap data. redcap_wider(): pivots data frame repeated instruments wide format utilizing tidyr::pivot_wider() tidyverse. Compared original REDCapRITS, matching functions improved accept column naming REDCap data manual download API export.","code":""},{"path":"/index.html","id":"installation","dir":"","previous_headings":"","what":"Installation","title":"REDCap Castellated Data Handling","text":"Install latest version directly GitHub:","code":"remotes::install_github(\"agdamsbo/REDCapCAST\")"},{"path":"/reference/REDCap_split.html","id":null,"dir":"Reference","previous_headings":"","what":"Split REDCap repeating instruments table into multiple tables — REDCap_split","title":"Split REDCap repeating instruments table into multiple tables — REDCap_split","text":"take output REDCap export split base table child tables repeating instrument. Metadata used determine fields included resultant table.","code":""},{"path":"/reference/REDCap_split.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Split REDCap repeating instruments table into multiple tables — REDCap_split","text":"","code":"REDCap_split(   records,   metadata,   primary_table_name = \"\",   forms = c(\"repeating\", \"all\") )"},{"path":"/reference/REDCap_split.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Split REDCap repeating instruments table into multiple tables — REDCap_split","text":"records Exported project records. May data.frame, response, character vector containing JSON API call. metadata Project metadata (data dictionary). May data.frame, response, character vector containing JSON API call. primary_table_name Name given list element primary output table (described README.md). Ignored forms = ''. forms Indicate whether create separate tables repeating instruments forms.","code":""},{"path":"/reference/REDCap_split.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Split REDCap repeating instruments table into multiple tables — REDCap_split","text":"list \"data.frame\"s. number tables differ   depending forms option selected.  'repeating': one base table one     tables repeating instrument. '': data.frame instrument, regardless     whether repeating instrument .","code":""},{"path":"/reference/REDCap_split.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Split REDCap repeating instruments table into multiple tables — REDCap_split","text":"Paul W. Egeler, M.S., GStat","code":""},{"path":"/reference/REDCap_split.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Split REDCap repeating instruments table into multiple tables — REDCap_split","text":"","code":"if (FALSE) { # Using an API call -------------------------------------------------------  library(RCurl)  # Get the records records <- postForm(   uri = api_url,     # Supply your site-specific URI   token = api_token, # Supply your own API token   content = 'record',   format = 'json',   returnFormat = 'json' )  # Get the metadata metadata <- postForm(   uri = api_url,     # Supply your site-specific URI   token = api_token, # Supply your own API token   content = 'metadata',   format = 'json' )  # Convert exported JSON strings into a list of data.frames REDCapRITS::REDCap_split(records, metadata)  # Using a raw data export -------------------------------------------------  # Get the records records <- read.csv(\"/path/to/data/ExampleProject_DATA_2018-06-03_1700.csv\")  # Get the metadata metadata <- read.csv( \"/path/to/data/ExampleProject_DataDictionary_2018-06-03.csv\")  # Split the tables REDCapRITS::REDCap_split(records, metadata)  # In conjunction with the R export script ---------------------------------  # You must set the working directory first since the REDCap data export # script contains relative file references. setwd(\"/path/to/data/\")  # Run the data export script supplied by REDCap. # This will create a data.frame of your records called 'data' source(\"ExampleProject_R_2018-06-03_1700.r\")  # Get the metadata metadata <- read.csv(\"ExampleProject_DataDictionary_2018-06-03.csv\")  # Split the tables REDCapRITS::REDCap_split(data, metadata) }"},{"path":"/reference/focused_metadata.html","id":null,"dir":"Reference","previous_headings":"","what":"focused_metadata — focused_metadata","title":"focused_metadata — focused_metadata","text":"Extracts limited metadata variables dataset","code":""},{"path":"/reference/focused_metadata.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"focused_metadata — focused_metadata","text":"","code":"focused_metadata(metadata, vars_in_data)"},{"path":"/reference/focused_metadata.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"focused_metadata — focused_metadata","text":"metadata dataframe containing metadata vars_in_data Vector variable names dataset","code":""},{"path":"/reference/focused_metadata.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"focused_metadata — focused_metadata","text":"dataframe containing metadata variables dataset","code":""},{"path":"/reference/match_fields_to_form.html","id":null,"dir":"Reference","previous_headings":"","what":"Match fields to forms — match_fields_to_form","title":"Match fields to forms — match_fields_to_form","text":"Match fields forms","code":""},{"path":"/reference/match_fields_to_form.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Match fields to forms — match_fields_to_form","text":"","code":"match_fields_to_form(metadata, vars_in_data)"},{"path":"/reference/match_fields_to_form.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Match fields to forms — match_fields_to_form","text":"metadata data frame containing field names form names vars_in_data character vector variable names","code":""},{"path":"/reference/match_fields_to_form.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Match fields to forms — match_fields_to_form","text":"data frame containing field names form names","code":""},{"path":"/reference/read_redcap_tables.html","id":null,"dir":"Reference","previous_headings":"","what":"Download REDCap data — read_redcap_tables","title":"Download REDCap data — read_redcap_tables","text":"Implementation REDCap_split focused data acquisition approach using REDCapR::redcap_read nad downloading specified fields, forms /events using built-focused_metadata including clean-. Works longitudinal projects repeating instruments.","code":""},{"path":"/reference/read_redcap_tables.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Download REDCap data — read_redcap_tables","text":"","code":"read_redcap_tables(   uri,   token,   records = NULL,   fields = NULL,   events = NULL,   forms = NULL,   raw_or_label = \"label\",   split_forms = \"all\",   generics = c(\"record_id\", \"redcap_event_name\", \"redcap_repeat_instrument\",     \"redcap_repeat_instance\") )"},{"path":"/reference/read_redcap_tables.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Download REDCap data — read_redcap_tables","text":"uri REDCap database uri token API token records records download fields fields download events events download forms forms download raw_or_label raw label tags split_forms Whether split \"repeating\" \"\" forms, default . generics vector auto-generated generic variable names ignore discarding empty rows","code":""},{"path":"/reference/read_redcap_tables.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Download REDCap data — read_redcap_tables","text":"list instruments","code":""},{"path":"/reference/read_redcap_tables.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Download REDCap data — read_redcap_tables","text":"","code":"# Examples will be provided later"},{"path":"/reference/redcap_wider.html","id":null,"dir":"Reference","previous_headings":"","what":"Redcap Wider — redcap_wider","title":"Redcap Wider — redcap_wider","text":"Converts list REDCap data frames long wide format. Handles longitudinal projects, yet repeated instruments.","code":""},{"path":"/reference/redcap_wider.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Redcap Wider — redcap_wider","text":"","code":"redcap_wider(   list,   event.glue = \"{.value}_{redcap_event_name}\",   inst.glue = \"{.value}_{redcap_repeat_instance}\" )"},{"path":"/reference/redcap_wider.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Redcap Wider — redcap_wider","text":"list list data frames. event.glue dplyr::glue string repeated events naming inst.glue dplyr::glue string repeated instruments naming","code":""},{"path":"/reference/redcap_wider.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Redcap Wider — redcap_wider","text":"list data frames wide format.","code":""},{"path":"/reference/redcap_wider.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Redcap Wider — redcap_wider","text":"","code":"list <- list(data.frame(record_id = c(1,2,1,2), redcap_event_name = c(\"baseline\", \"baseline\", \"followup\", \"followup\"), age = c(25,26,27,28)), data.frame(record_id = c(1,2), redcap_event_name = c(\"baseline\", \"baseline\"), gender = c(\"male\", \"female\"))) redcap_wider(list) #> Joining with `by = join_by(record_id)` #>   record_id age_baseline age_followup gender #> 1         1           25           27   male #> 2         2           26           28 female"},{"path":"/reference/redcapcast_data.html","id":null,"dir":"Reference","previous_headings":"","what":"Data set for demonstration — redcapcast_data","title":"Data set for demonstration — redcapcast_data","text":"small dataset REDCap database demonstrational purposes. Contains synthetic data.","code":""},{"path":"/reference/redcapcast_data.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Data set for demonstration — redcapcast_data","text":"","code":"data(redcapcast_data)"},{"path":"/reference/redcapcast_data.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Data set for demonstration — redcapcast_data","text":"data frame 22 variables: record_id ID, numeric redcap_event_name Event name, character redcap_repeat_instrument Repeat instrument, character redcap_repeat_instance Repeat instance, numeric cpr CPR number, character inclusion Inclusion date, date dob Date birth, date age Age decimal, numeric age_integer Age integer, numeric sex Legal sex, character cohabitation Cohabitation status, character hypertension Hypertension, character diabetes diabetes, character region region, character base_complete Completed, character mrs_assessed mRS Assessed, character mrs_date Assesment date, date mrs_score Score, numeric mrs_complete Complete, numeric event_date Event date, date event_type Event type, character event_complete Completed, character","code":""},{"path":"/reference/redcapcast_meta.html","id":null,"dir":"Reference","previous_headings":"","what":"REDCap metadata from data base — redcapcast_meta","title":"REDCap metadata from data base — redcapcast_meta","text":"metadata dataset REDCap database demonstrational purposes.","code":""},{"path":"/reference/redcapcast_meta.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"REDCap metadata from data base — redcapcast_meta","text":"","code":"data(redcapcast_meta)"},{"path":"/reference/redcapcast_meta.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"REDCap metadata from data base — redcapcast_meta","text":"data frame 22 variables: field_name field_name, character form_name form_name, character section_header section_header, character field_type field_type, character field_label field_label, character select_choices_or_calculations select_choices_or_calculations, character field_note field_note, character text_validation_type_or_show_slider_number text_validation_type_or_show_slider_number, character text_validation_min text_validation_min, character text_validation_max text_validation_max, character identifier identifier, character branching_logic branching_logic, character required_field required_field, character custom_alignment custom_alignment, character question_number question_number, character matrix_group_name matrix_group_name, character matrix_ranking matrix_ranking, character field_annotation field_annotation, character","code":""},{"path":"/reference/sanitize_split.html","id":null,"dir":"Reference","previous_headings":"","what":"Sanitize list of data frames — sanitize_split","title":"Sanitize list of data frames — sanitize_split","text":"Removing empty rows","code":""},{"path":"/reference/sanitize_split.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Sanitize list of data frames — sanitize_split","text":"","code":"sanitize_split(   l,   generic.names = c(\"record_id\", \"redcap_event_name\", \"redcap_repeat_instrument\",     \"redcap_repeat_instance\") )"},{"path":"/reference/sanitize_split.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Sanitize list of data frames — sanitize_split","text":"l list data frames. generic.names vector generic names excluded.","code":""},{"path":"/reference/sanitize_split.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Sanitize list of data frames — sanitize_split","text":"list data frames generic names excluded.","code":""},{"path":"/reference/split_non_repeating_forms.html","id":null,"dir":"Reference","previous_headings":"","what":"Split a data frame into separate tables for each form — split_non_repeating_forms","title":"Split a data frame into separate tables for each form — split_non_repeating_forms","text":"Split data frame separate tables form","code":""},{"path":"/reference/split_non_repeating_forms.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Split a data frame into separate tables for each form — split_non_repeating_forms","text":"","code":"split_non_repeating_forms(table, universal_fields, fields)"},{"path":"/reference/split_non_repeating_forms.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Split a data frame into separate tables for each form — split_non_repeating_forms","text":"table data frame universal_fields character vector fields included every table fields two-column matrix containing names fields included form","code":""},{"path":"/reference/split_non_repeating_forms.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Split a data frame into separate tables for each form — split_non_repeating_forms","text":"list data frames, one non-repeating form","code":""},{"path":"/reference/split_non_repeating_forms.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Split a data frame into separate tables for each form — split_non_repeating_forms","text":"","code":"# Create a table table <- data.frame(   id = c(1, 2, 3, 4, 5),   form_a_name = c(\"John\", \"Alice\", \"Bob\", \"Eve\", \"Mallory\"),   form_a_age = c(25, 30, 25, 15, 20),   form_b_name = c(\"John\", \"Alice\", \"Bob\", \"Eve\", \"Mallory\"),   form_b_gender = c(\"M\", \"F\", \"M\", \"F\", \"F\") )  # Create the universal fields universal_fields <- c(\"id\")  # Create the fields fields <- matrix(   c(\"form_a_name\", \"form_a\",     \"form_a_age\", \"form_a\",     \"form_b_name\", \"form_b\",     \"form_b_gender\", \"form_b\"),   ncol = 2, byrow = TRUE )  # Split the table split_non_repeating_forms(table, universal_fields, fields) #> $form_a_age #>   id #> 1  1 #> 2  2 #> 3  3 #> 4  4 #> 5  5 #>"},{"path":[]},{"path":"/news/index.html","id":"documentation-23-4-1","dir":"Changelog","previous_headings":"","what":"Documentation:","title":"REDCapCAST 23.4.1","text":"Aiming CRAN","code":""},{"path":[]},{"path":"/news/index.html","id":"documentation-23-3-2","dir":"Changelog","previous_headings":"","what":"Documentation:","title":"REDCapCAST 23.3.2","text":"Page added. Vignettes follow. GithubActions tests added code coverage assessed. Badge galore..","code":""},{"path":[]},{"path":"/news/index.html","id":"new-name-redcapcast-23-3-1","dir":"Changelog","previous_headings":"","what":"New name: REDCapCAST","title":"REDCapCAST 23.3.1","text":"reflect new functions limitation working R, changed naming fork, still, course, maintaining status fork. versioning moved monthly naming convention. main goal package keep option export defined subset whole dataset REDCap server made possible REDCapR::redcap_read() function, combine work put REDCapRITS package handling longitudinal projects /projects repeated instruments.","code":""},{"path":"/news/index.html","id":"functions-23-3-1","dir":"Changelog","previous_headings":"","what":"Functions:","title":"REDCapCAST 23.3.1","text":"read_redcap_tables() NEW: function mainly implementation combined use REDCapR::readcap_read() REDCap_split() maintain focused nature REDCapR::readcap_read(), download specified data. Also implements tests valid form names event names. usual fall-back solution get data. redcap_wider() NEW: function pivots long data frames read_redcap_tables() using tidyr::pivot_wider(). focused_metadata() NEW: hidden helper function enable focused data acquisition approach handle subset metadata corresponding focused dataset.","code":""},{"path":"/news/index.html","id":"notes-23-3-1","dir":"Changelog","previous_headings":"","what":"Notes:","title":"REDCapCAST 23.3.1","text":"metadata handling IMPROVED: improved handling different column names matadata (DataDictionary) REDCap dependent whether acquired thorugh api og downloaded server.","code":""}]
+[{"path":"/LICENSE.html","id":null,"dir":"","previous_headings":"","what":"GNU General Public License","title":"GNU General Public License","text":"Version 3, 29 June 2007Copyright © 2007 Free Software Foundation, Inc. <http://fsf.org/> Everyone permitted copy distribute verbatim copies license document, changing allowed.","code":""},{"path":"/LICENSE.html","id":"preamble","dir":"","previous_headings":"","what":"Preamble","title":"GNU General Public License","text":"GNU General Public License free, copyleft license software kinds works. licenses software practical works designed take away freedom share change works. contrast, GNU General Public License intended guarantee freedom share change versions program–make sure remains free software users. , Free Software Foundation, use GNU General Public License software; applies also work released way authors. can apply programs, . speak free software, referring freedom, price. 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GNU General Public License permit incorporating program proprietary programs. program subroutine library, may consider useful permit linking proprietary applications library. want , use GNU Lesser General Public License instead License. first, please read <http://www.gnu.org/philosophy/--lgpl.html>.","code":"<one line to give the program's name and a brief idea of what it does.> Copyright (C) <year>  <name of author>  This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.  This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU General Public License for more details.  You should have received a copy of the GNU General Public License along with this program.  If not, see <http://www.gnu.org/licenses/>. <program>  Copyright (C) <year>  <name of author> This program comes with ABSOLUTELY NO WARRANTY; for details type 'show w'. This is free software, and you are welcome to redistribute it under certain conditions; type 'show c' for details."},{"path":"/articles/Introduction.html","id":"splitting-the-dataset","dir":"Articles","previous_headings":"","what":"Splitting the dataset","title":"Introduction","text":"","code":"redcapcast_data |> gt::gt() redcapcast_meta |> gt::gt() list <-   REDCap_split(records = redcapcast_data,                            metadata = redcapcast_meta,                            forms = \"repeating\") str(list) #> List of 2 #>  $          :'data.frame':   9 obs. of  17 variables: #>   ..$ record_id                   : num [1:9] 1 2 2 3 3 3 4 4 5 #>   ..$ redcap_event_name           : chr [1:9] \"inclusion\" \"inclusion\" \"follow1\" \"inclusion\" ... #>   ..$ cpr                         : chr [1:9] \"1203401OB4\" \"0102342303\" NA \"2301569823\" ... #>   ..$ inclusion                   : Date[1:9], format: \"2023-03-13\" \"2023-03-01\" ... #>   ..$ dob                         : Date[1:9], format: \"1940-03-12\" \"1934-02-01\" ... #>   ..$ age                         : num [1:9] 83 89.1 NA 66.1 NA ... #>   ..$ age_integer                 : num [1:9] 83 89 NA 66 NA NA 117 NA 126 #>   ..$ sex                         : chr [1:9] \"female\" \"male\" NA \"male\" ... #>   ..$ cohabitation                : chr [1:9] \"Yes\" \"Yes\" NA \"No\" ... #>   ..$ hypertension                : chr [1:9] \"No\" \"No\" NA \"Yes\" ... #>   ..$ diabetes                    : chr [1:9] \"Yes\" \"No\" NA \"Yes\" ... #>   ..$ region                      : chr [1:9] \"East\" \"South\" NA \"North\" ... #>   ..$ baseline_data_start_complete: chr [1:9] \"Incomplete\" \"Incomplete\" NA \"Incomplete\" ... #>   ..$ mrs_assessed                : chr [1:9] \"Yes\" \"Yes\" \"Yes\" NA ... #>   ..$ mrs_date                    : Date[1:9], format: \"2023-03-13\" \"2023-03-07\" ... #>   ..$ mrs_score                   : num [1:9] 1 1 3 NA 2 1 NA NA NA #>   ..$ mrs_complete                : chr [1:9] \"Incomplete\" \"Incomplete\" \"Incomplete\" \"Incomplete\" ... #>  $ new_event:'data.frame':   9 obs. of  7 variables: #>   ..$ record_id               : num [1:9] 2 3 3 3 3 3 4 4 4 #>   ..$ redcap_event_name       : chr [1:9] \"follow1\" \"follow1\" \"follow1\" \"follow2\" ... #>   ..$ redcap_repeat_instrument: chr [1:9] \"new_event\" \"new_event\" \"new_event\" \"new_event\" ... #>   ..$ redcap_repeat_instance  : num [1:9] 1 1 2 1 2 3 1 2 3 #>   ..$ event_date              : Date[1:9], format: \"2023-03-13\" \"2022-11-08\" ... #>   ..$ event_type              : chr [1:9] \"TIA\" \"AIS\" \"ICH\" \"ICH\" ... #>   ..$ new_event_complete      : chr [1:9] \"Incomplete\" \"Incomplete\" \"Incomplete\" \"Incomplete\" ... list <-   REDCap_split(records = redcapcast_data,                            metadata = redcapcast_meta,                            forms = \"all\") str(list) #> List of 3 #>  $ baseline_data_start:'data.frame': 9 obs. of  13 variables: #>   ..$ record_id                   : num [1:9] 1 2 2 3 3 3 4 4 5 #>   ..$ redcap_event_name           : chr [1:9] \"inclusion\" \"inclusion\" \"follow1\" \"inclusion\" ... #>   ..$ cpr                         : chr [1:9] \"1203401OB4\" \"0102342303\" NA \"2301569823\" ... #>   ..$ inclusion                   : Date[1:9], format: \"2023-03-13\" \"2023-03-01\" ... #>   ..$ dob                         : Date[1:9], format: \"1940-03-12\" \"1934-02-01\" ... #>   ..$ age                         : num [1:9] 83 89.1 NA 66.1 NA ... #>   ..$ age_integer                 : num [1:9] 83 89 NA 66 NA NA 117 NA 126 #>   ..$ sex                         : chr [1:9] \"female\" \"male\" NA \"male\" ... #>   ..$ cohabitation                : chr [1:9] \"Yes\" \"Yes\" NA \"No\" ... #>   ..$ hypertension                : chr [1:9] \"No\" \"No\" NA \"Yes\" ... #>   ..$ diabetes                    : chr [1:9] \"Yes\" \"No\" NA \"Yes\" ... #>   ..$ region                      : chr [1:9] \"East\" \"South\" NA \"North\" ... #>   ..$ baseline_data_start_complete: chr [1:9] \"Incomplete\" \"Incomplete\" NA \"Incomplete\" ... #>  $ mrs                :'data.frame': 9 obs. of  6 variables: #>   ..$ record_id        : num [1:9] 1 2 2 3 3 3 4 4 5 #>   ..$ redcap_event_name: chr [1:9] \"inclusion\" \"inclusion\" \"follow1\" \"inclusion\" ... #>   ..$ mrs_assessed     : chr [1:9] \"Yes\" \"Yes\" \"Yes\" NA ... #>   ..$ mrs_date         : Date[1:9], format: \"2023-03-13\" \"2023-03-07\" ... #>   ..$ mrs_score        : num [1:9] 1 1 3 NA 2 1 NA NA NA #>   ..$ mrs_complete     : chr [1:9] \"Incomplete\" \"Incomplete\" \"Incomplete\" \"Incomplete\" ... #>  $ new_event          :'data.frame': 9 obs. of  7 variables: #>   ..$ record_id               : num [1:9] 2 3 3 3 3 3 4 4 4 #>   ..$ redcap_event_name       : chr [1:9] \"follow1\" \"follow1\" \"follow1\" \"follow2\" ... #>   ..$ redcap_repeat_instrument: chr [1:9] \"new_event\" \"new_event\" \"new_event\" \"new_event\" ... #>   ..$ redcap_repeat_instance  : num [1:9] 1 1 2 1 2 3 1 2 3 #>   ..$ event_date              : Date[1:9], format: \"2023-03-13\" \"2022-11-08\" ... #>   ..$ event_type              : chr [1:9] \"TIA\" \"AIS\" \"ICH\" \"ICH\" ... #>   ..$ new_event_complete      : chr [1:9] \"Incomplete\" \"Incomplete\" \"Incomplete\" \"Incomplete\" ..."},{"path":"/articles/Introduction.html","id":"reading-data-from-redcap","dir":"Articles","previous_headings":"","what":"Reading data from REDCap","title":"Introduction","text":"function wraps demonstrated function get dataset, metadata, apply REDCap_splitfunction bit cleaning. just cuts outs steps easier approach. function works similar REDCapR::redcap_read() allowing specify fields, events forms export instead exporting whole database filtering afterwards. believe better safer, focused approach.","code":"# read_redcap_tables(uri = \"YOUR URI\", token = \"YOUR TOKEN\")"},{"path":"/articles/Introduction.html","id":"pivotting-to-wider-format","dir":"Articles","previous_headings":"","what":"Pivotting to wider format","title":"Introduction","text":"","code":"# redcap_wider(ds)"},{"path":"/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Andreas Gammelgaard Damsbo. Author, maintainer. Paul Egeler. Author.","code":""},{"path":"/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Damsbo , Egeler P (2023). REDCapCAST: REDCap Castellated Data Handling. R package version 23.4.1, https://github.com/agdamsbo/REDCapCAST.","code":"@Manual{,   title = {REDCapCAST: REDCap Castellated Data Handling},   author = {Andreas Gammelgaard Damsbo and Paul Egeler},   year = {2023},   note = {R package version 23.4.1},   url = {https://github.com/agdamsbo/REDCapCAST}, }"},{"path":"/index.html","id":"redcapcast","dir":"","previous_headings":"","what":"REDCap Castellated Data Handling","title":"REDCap Castellated Data Handling","text":"REDCap Castellated data handling using repeated instruments. package fork SpectrumHealthResearch/REDCapRITS. REDCapRITS represents great extensive work handle castellated REDCap data different programming languages. fork purely minded R usage includes implementations main REDCap_split function. main goal project allow “minimal data” approach allowing filter records, instruments variables export download data needed. think approach desireable handling sensitive, clinical data. similar functionality available similar tools (like REDCapR REDCapTidieR). Please refer REDCap-Tools great tools.","code":""},{"path":"/index.html","id":"use-and-immprovements","dir":"","previous_headings":"","what":"Use and immprovements","title":"REDCap Castellated Data Handling","text":"package primarily relevant working longitudinal projects /projects using repeated instruments. just short descirption main functions: REDcap_split(): Works largely original REDCapRITS::REDCap_split(). takes REDCap dataset metadata (data dictionary) split data set list dataframes instruments. read_redcap_tables(): wraps use REDCapR::redcap_read() REDCap_split() ease export REDCap data. redcap_wider(): pivots data frame repeated instruments wide format utilizing tidyr::pivot_wider() tidyverse. Compared original REDCapRITS, matching functions improved accept column naming REDCap data manual download API export.","code":""},{"path":"/index.html","id":"installation","dir":"","previous_headings":"","what":"Installation","title":"REDCap Castellated Data Handling","text":"Install latest version directly GitHub:","code":"remotes::install_github(\"agdamsbo/REDCapCAST\")"},{"path":"/reference/REDCap_split.html","id":null,"dir":"Reference","previous_headings":"","what":"Split REDCap repeating instruments table into multiple tables — REDCap_split","title":"Split REDCap repeating instruments table into multiple tables — REDCap_split","text":"take output REDCap export split base table child tables repeating instrument. Metadata used determine fields included resultant table.","code":""},{"path":"/reference/REDCap_split.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Split REDCap repeating instruments table into multiple tables — REDCap_split","text":"","code":"REDCap_split(   records,   metadata,   primary_table_name = \"\",   forms = c(\"repeating\", \"all\") )"},{"path":"/reference/REDCap_split.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Split REDCap repeating instruments table into multiple tables — REDCap_split","text":"records Exported project records. May data.frame, response, character vector containing JSON API call. metadata Project metadata (data dictionary). May data.frame, response, character vector containing JSON API call. primary_table_name Name given list element primary output table (described README.md). Ignored forms = ''. forms Indicate whether create separate tables repeating instruments forms.","code":""},{"path":"/reference/REDCap_split.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Split REDCap repeating instruments table into multiple tables — REDCap_split","text":"list \"data.frame\"s. number tables differ   depending forms option selected.  'repeating': one base table one     tables repeating instrument. '': data.frame instrument, regardless     whether repeating instrument .","code":""},{"path":"/reference/REDCap_split.html","id":"author","dir":"Reference","previous_headings":"","what":"Author","title":"Split REDCap repeating instruments table into multiple tables — REDCap_split","text":"Paul W. Egeler, M.S., GStat","code":""},{"path":"/reference/REDCap_split.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Split REDCap repeating instruments table into multiple tables — REDCap_split","text":"","code":"if (FALSE) { # Using an API call -------------------------------------------------------  library(RCurl)  # Get the records records <- postForm(   uri = api_url,     # Supply your site-specific URI   token = api_token, # Supply your own API token   content = 'record',   format = 'json',   returnFormat = 'json' )  # Get the metadata metadata <- postForm(   uri = api_url,     # Supply your site-specific URI   token = api_token, # Supply your own API token   content = 'metadata',   format = 'json' )  # Convert exported JSON strings into a list of data.frames REDCapRITS::REDCap_split(records, metadata)  # Using a raw data export -------------------------------------------------  # Get the records records <- read.csv(\"/path/to/data/ExampleProject_DATA_2018-06-03_1700.csv\")  # Get the metadata metadata <- read.csv( \"/path/to/data/ExampleProject_DataDictionary_2018-06-03.csv\")  # Split the tables REDCapRITS::REDCap_split(records, metadata)  # In conjunction with the R export script ---------------------------------  # You must set the working directory first since the REDCap data export # script contains relative file references. setwd(\"/path/to/data/\")  # Run the data export script supplied by REDCap. # This will create a data.frame of your records called 'data' source(\"ExampleProject_R_2018-06-03_1700.r\")  # Get the metadata metadata <- read.csv(\"ExampleProject_DataDictionary_2018-06-03.csv\")  # Split the tables REDCapRITS::REDCap_split(data, metadata) }"},{"path":"/reference/clean_redcap_name.html","id":null,"dir":"Reference","previous_headings":"","what":"clean_redcap_name — clean_redcap_name","title":"clean_redcap_name — clean_redcap_name","text":"Stepwise removal non-alphanumeric characters, trailing white space, substitutes spaces underscores converts lower case. Trying make different naming conventions.","code":""},{"path":"/reference/clean_redcap_name.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"clean_redcap_name — clean_redcap_name","text":"","code":"clean_redcap_name(x)"},{"path":"/reference/clean_redcap_name.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"clean_redcap_name — clean_redcap_name","text":"x vector data frame cleaning","code":""},{"path":"/reference/clean_redcap_name.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"clean_redcap_name — clean_redcap_name","text":"vector data frame, format input","code":""},{"path":"/reference/focused_metadata.html","id":null,"dir":"Reference","previous_headings":"","what":"focused_metadata — focused_metadata","title":"focused_metadata — focused_metadata","text":"Extracts limited metadata variables dataset","code":""},{"path":"/reference/focused_metadata.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"focused_metadata — focused_metadata","text":"","code":"focused_metadata(metadata, vars_in_data)"},{"path":"/reference/focused_metadata.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"focused_metadata — focused_metadata","text":"metadata dataframe containing metadata vars_in_data Vector variable names dataset","code":""},{"path":"/reference/focused_metadata.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"focused_metadata — focused_metadata","text":"dataframe containing metadata variables dataset","code":""},{"path":"/reference/match_fields_to_form.html","id":null,"dir":"Reference","previous_headings":"","what":"Match fields to forms — match_fields_to_form","title":"Match fields to forms — match_fields_to_form","text":"Match fields forms","code":""},{"path":"/reference/match_fields_to_form.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Match fields to forms — match_fields_to_form","text":"","code":"match_fields_to_form(metadata, vars_in_data)"},{"path":"/reference/match_fields_to_form.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Match fields to forms — match_fields_to_form","text":"metadata data frame containing field names form names vars_in_data character vector variable names","code":""},{"path":"/reference/match_fields_to_form.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Match fields to forms — match_fields_to_form","text":"data frame containing field names form names","code":""},{"path":"/reference/read_redcap_tables.html","id":null,"dir":"Reference","previous_headings":"","what":"Download REDCap data — read_redcap_tables","title":"Download REDCap data — read_redcap_tables","text":"Implementation REDCap_split focused data acquisition approach using REDCapR::redcap_read nad downloading specified fields, forms /events using built-focused_metadata including clean-. Works longitudinal projects repeating instruments.","code":""},{"path":"/reference/read_redcap_tables.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Download REDCap data — read_redcap_tables","text":"","code":"read_redcap_tables(   uri,   token,   records = NULL,   fields = NULL,   events = NULL,   forms = NULL,   raw_or_label = \"label\",   split_forms = \"all\",   generics = c(\"record_id\", \"redcap_event_name\", \"redcap_repeat_instrument\",     \"redcap_repeat_instance\") )"},{"path":"/reference/read_redcap_tables.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Download REDCap data — read_redcap_tables","text":"uri REDCap database uri token API token records records download fields fields download events events download forms forms download raw_or_label raw label tags split_forms Whether split \"repeating\" \"\" forms, default . generics vector auto-generated generic variable names ignore discarding empty rows","code":""},{"path":"/reference/read_redcap_tables.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Download REDCap data — read_redcap_tables","text":"list instruments","code":""},{"path":"/reference/read_redcap_tables.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Download REDCap data — read_redcap_tables","text":"","code":"# Examples will be provided later"},{"path":"/reference/redcap_wider.html","id":null,"dir":"Reference","previous_headings":"","what":"Redcap Wider — redcap_wider","title":"Redcap Wider — redcap_wider","text":"Converts list REDCap data frames long wide format. Handles longitudinal projects, yet repeated instruments.","code":""},{"path":"/reference/redcap_wider.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Redcap Wider — redcap_wider","text":"","code":"redcap_wider(   list,   event.glue = \"{.value}_{redcap_event_name}\",   inst.glue = \"{.value}_{redcap_repeat_instance}\" )"},{"path":"/reference/redcap_wider.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Redcap Wider — redcap_wider","text":"list list data frames. event.glue dplyr::glue string repeated events naming inst.glue dplyr::glue string repeated instruments naming","code":""},{"path":"/reference/redcap_wider.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Redcap Wider — redcap_wider","text":"list data frames wide format.","code":""},{"path":"/reference/redcap_wider.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Redcap Wider — redcap_wider","text":"","code":"list <- list(data.frame(record_id = c(1,2,1,2), redcap_event_name = c(\"baseline\", \"baseline\", \"followup\", \"followup\"), age = c(25,26,27,28)), data.frame(record_id = c(1,2), redcap_event_name = c(\"baseline\", \"baseline\"), gender = c(\"male\", \"female\"))) redcap_wider(list) #> Joining with `by = join_by(record_id)` #>   record_id age_baseline age_followup gender #> 1         1           25           27   male #> 2         2           26           28 female"},{"path":"/reference/redcapcast_data.html","id":null,"dir":"Reference","previous_headings":"","what":"Data set for demonstration — redcapcast_data","title":"Data set for demonstration — redcapcast_data","text":"small dataset REDCap database demonstrational purposes. Contains synthetic data.","code":""},{"path":"/reference/redcapcast_data.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Data set for demonstration — redcapcast_data","text":"","code":"data(redcapcast_data)"},{"path":"/reference/redcapcast_data.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"Data set for demonstration — redcapcast_data","text":"data frame 22 variables: record_id ID, numeric redcap_event_name Event name, character redcap_repeat_instrument Repeat instrument, character redcap_repeat_instance Repeat instance, numeric cpr CPR number, character inclusion Inclusion date, date dob Date birth, date age Age decimal, numeric age_integer Age integer, numeric sex Legal sex, character cohabitation Cohabitation status, character hypertension Hypertension, character diabetes diabetes, character region region, character baseline_data_start_complete Completed, character mrs_assessed mRS Assessed, character mrs_date Assesment date, date mrs_score Score, numeric mrs_complete Complete, numeric event_date Event date, date event_type Event type, character new_event_complete Completed, character","code":""},{"path":"/reference/redcapcast_meta.html","id":null,"dir":"Reference","previous_headings":"","what":"REDCap metadata from data base — redcapcast_meta","title":"REDCap metadata from data base — redcapcast_meta","text":"metadata dataset REDCap database demonstrational purposes.","code":""},{"path":"/reference/redcapcast_meta.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"REDCap metadata from data base — redcapcast_meta","text":"","code":"data(redcapcast_meta)"},{"path":"/reference/redcapcast_meta.html","id":"format","dir":"Reference","previous_headings":"","what":"Format","title":"REDCap metadata from data base — redcapcast_meta","text":"data frame 22 variables: field_name field_name, character form_name form_name, character section_header section_header, character field_type field_type, character field_label field_label, character select_choices_or_calculations select_choices_or_calculations, character field_note field_note, character text_validation_type_or_show_slider_number text_validation_type_or_show_slider_number, character text_validation_min text_validation_min, character text_validation_max text_validation_max, character identifier identifier, character branching_logic branching_logic, character required_field required_field, character custom_alignment custom_alignment, character question_number question_number, character matrix_group_name matrix_group_name, character matrix_ranking matrix_ranking, character field_annotation field_annotation, character","code":""},{"path":"/reference/sanitize_split.html","id":null,"dir":"Reference","previous_headings":"","what":"Sanitize list of data frames — sanitize_split","title":"Sanitize list of data frames — sanitize_split","text":"Removing empty rows","code":""},{"path":"/reference/sanitize_split.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Sanitize list of data frames — sanitize_split","text":"","code":"sanitize_split(   l,   generic.names = c(\"record_id\", \"redcap_event_name\", \"redcap_repeat_instrument\",     \"redcap_repeat_instance\") )"},{"path":"/reference/sanitize_split.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Sanitize list of data frames — sanitize_split","text":"l list data frames. generic.names vector generic names excluded.","code":""},{"path":"/reference/sanitize_split.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Sanitize list of data frames — sanitize_split","text":"list data frames generic names excluded.","code":""},{"path":"/reference/split_non_repeating_forms.html","id":null,"dir":"Reference","previous_headings":"","what":"Split a data frame into separate tables for each form — split_non_repeating_forms","title":"Split a data frame into separate tables for each form — split_non_repeating_forms","text":"Split data frame separate tables form","code":""},{"path":"/reference/split_non_repeating_forms.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Split a data frame into separate tables for each form — split_non_repeating_forms","text":"","code":"split_non_repeating_forms(table, universal_fields, fields)"},{"path":"/reference/split_non_repeating_forms.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Split a data frame into separate tables for each form — split_non_repeating_forms","text":"table data frame universal_fields character vector fields included every table fields two-column matrix containing names fields included form","code":""},{"path":"/reference/split_non_repeating_forms.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Split a data frame into separate tables for each form — split_non_repeating_forms","text":"list data frames, one non-repeating form","code":""},{"path":"/reference/split_non_repeating_forms.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Split a data frame into separate tables for each form — split_non_repeating_forms","text":"","code":"# Create a table table <- data.frame(   id = c(1, 2, 3, 4, 5),   form_a_name = c(\"John\", \"Alice\", \"Bob\", \"Eve\", \"Mallory\"),   form_a_age = c(25, 30, 25, 15, 20),   form_b_name = c(\"John\", \"Alice\", \"Bob\", \"Eve\", \"Mallory\"),   form_b_gender = c(\"M\", \"F\", \"M\", \"F\", \"F\") )  # Create the universal fields universal_fields <- c(\"id\")  # Create the fields fields <- matrix(   c(\"form_a_name\", \"form_a\",     \"form_a_age\", \"form_a\",     \"form_b_name\", \"form_b\",     \"form_b_gender\", \"form_b\"),   ncol = 2, byrow = TRUE )  # Split the table split_non_repeating_forms(table, universal_fields, fields) #> $form_a_age #>   id #> 1  1 #> 2  2 #> 3  3 #> 4  4 #> 5  5 #>"},{"path":[]},{"path":"/news/index.html","id":"documentation-23-4-1","dir":"Changelog","previous_headings":"","what":"Documentation:","title":"REDCapCAST 23.4.1","text":"Aiming CRAN","code":""},{"path":[]},{"path":"/news/index.html","id":"documentation-23-3-2","dir":"Changelog","previous_headings":"","what":"Documentation:","title":"REDCapCAST 23.3.2","text":"Page added. Vignettes follow. GithubActions tests added code coverage assessed. Badge galore..","code":""},{"path":[]},{"path":"/news/index.html","id":"new-name-redcapcast-23-3-1","dir":"Changelog","previous_headings":"","what":"New name: REDCapCAST","title":"REDCapCAST 23.3.1","text":"reflect new functions limitation working R, changed naming fork, still, course, maintaining status fork. versioning moved monthly naming convention. main goal package keep option export defined subset whole dataset REDCap server made possible REDCapR::redcap_read() function, combine work put REDCapRITS package handling longitudinal projects /projects repeated instruments.","code":""},{"path":"/news/index.html","id":"functions-23-3-1","dir":"Changelog","previous_headings":"","what":"Functions:","title":"REDCapCAST 23.3.1","text":"read_redcap_tables() NEW: function mainly implementation combined use REDCapR::readcap_read() REDCap_split() maintain focused nature REDCapR::readcap_read(), download specified data. Also implements tests valid form names event names. usual fall-back solution get data. redcap_wider() NEW: function pivots long data frames read_redcap_tables() using tidyr::pivot_wider(). focused_metadata() NEW: hidden helper function enable focused data acquisition approach handle subset metadata corresponding focused dataset.","code":""},{"path":"/news/index.html","id":"notes-23-3-1","dir":"Changelog","previous_headings":"","what":"Notes:","title":"REDCapCAST 23.3.1","text":"metadata handling IMPROVED: improved handling different column names matadata (DataDictionary) REDCap dependent whether acquired thorugh api og downloaded server.","code":""}]
diff --git a/docs/sitemap.xml b/docs/sitemap.xml
index db26244..50fe1f1 100644
--- a/docs/sitemap.xml
+++ b/docs/sitemap.xml
@@ -24,6 +24,9 @@
   <url>
     <loc>/reference/REDCap_split.html</loc>
   </url>
+  <url>
+    <loc>/reference/clean_redcap_name.html</loc>
+  </url>
   <url>
     <loc>/reference/focused_metadata.html</loc>
   </url>
diff --git a/man/clean_redcap_name.Rd b/man/clean_redcap_name.Rd
new file mode 100644
index 0000000..18b16a8
--- /dev/null
+++ b/man/clean_redcap_name.Rd
@@ -0,0 +1,19 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/utils.r
+\name{clean_redcap_name}
+\alias{clean_redcap_name}
+\title{clean_redcap_name}
+\usage{
+clean_redcap_name(x)
+}
+\arguments{
+\item{x}{vector or data frame for cleaning}
+}
+\value{
+vector or data frame, same format as input
+}
+\description{
+Stepwise removal on non-alphanumeric characters, trailing white space,
+substitutes spaces for underscores and converts to lower case.
+Trying to make up for different naming conventions.
+}
diff --git a/man/redcapcast_data.Rd b/man/redcapcast_data.Rd
index 0e29927..0f7696f 100644
--- a/man/redcapcast_data.Rd
+++ b/man/redcapcast_data.Rd
@@ -21,14 +21,14 @@ A data frame with 22 variables:
   \item{hypertension}{Hypertension, character}
   \item{diabetes}{diabetes, character}
   \item{region}{region, character}
-  \item{base_complete}{Completed, character}
+  \item{baseline_data_start_complete}{Completed, character}
   \item{mrs_assessed}{mRS Assessed, character}
   \item{mrs_date}{Assesment date, date}
   \item{mrs_score}{Score, numeric}
   \item{mrs_complete}{Complete, numeric}
   \item{event_date}{Event date, date}
   \item{event_type}{Event type, character}
-  \item{event_complete}{Completed, character}
+  \item{new_event_complete}{Completed, character}
 
 }
 }
diff --git a/tests/testthat/helper-paths.R b/tests/testthat/helper-paths.R
index 68f9e0c..5a1607d 100644
--- a/tests/testthat/helper-paths.R
+++ b/tests/testthat/helper-paths.R
@@ -6,5 +6,7 @@
 #   )
 # }
 
+# setwd("tests/testthat")
+
 get_data_location <- function(x)
   file.path("data", x)
diff --git a/tests/testthat/test-csv-exports.R b/tests/testthat/test-csv-exports.R
index cbcdabe..5ca6bb0 100644
--- a/tests/testthat/test-csv-exports.R
+++ b/tests/testthat/test-csv-exports.R
@@ -14,7 +14,7 @@ redcap_output_csv1 <- REDCap_split(records, metadata)
 
 # Test that basic CSV export matches reference ------------------------------
 test_that("CSV export matches reference", {
-  expect_known_hash(redcap_output_csv1, "f74558d1939c17d9ff0e08a19b956e26")
+  expect_known_hash(redcap_output_csv1, "cb5074a06e1abcf659d60be1016965d2")
 })
 
 # Test that REDCap_split can handle a focused dataset
@@ -41,7 +41,7 @@ if (requireNamespace("Hmisc", quietly = TRUE)) {
     redcap_output_csv2 <-
       REDCap_split(REDCap_process_csv(records), metadata)
 
-    expect_known_hash(redcap_output_csv2, "6d8d0462ab2343b848a086ab06b50fe3")
+    expect_known_hash(redcap_output_csv2, "578dc054e59ec92a21e950042e08ee37")
   })
 }
 
diff --git a/vignettes/Introduction.Rmd b/vignettes/Introduction.Rmd
index 314cfb2..bf390dd 100644
--- a/vignettes/Introduction.Rmd
+++ b/vignettes/Introduction.Rmd
@@ -33,7 +33,7 @@ redcapcast_meta |> gt::gt()
 ```
 ```{r}
 list <-
-  REDCapCAST::REDCap_split(records = redcapcast_data,
+  REDCap_split(records = redcapcast_data,
                            metadata = redcapcast_meta,
                            forms = "repeating")
 str(list)
@@ -41,7 +41,7 @@ str(list)
 
 ```{r}
 list <-
-  REDCapCAST::REDCap_split(records = redcapcast_data,
+  REDCap_split(records = redcapcast_data,
                            metadata = redcapcast_meta,
                            forms = "all")
 str(list)
@@ -49,14 +49,12 @@ str(list)
 
 ## Reading data from REDCap
 
-This function wraps all the above demonstrated function to get the dataset, the metadata, apply the `REDCap_split`function and then a bit of cleaning.
+This function wraps all the above demonstrated function to get the dataset, the metadata, apply the `REDCap_split`function and then a bit of cleaning. It just cuts outs all the steps for an easier approach.
 
-The function works very similar to the `REDCapR::redcap_read()`.
+The function works very similar to the `REDCapR::redcap_read()` in allowing to specify fields, events and forms for export instead of exporting the whole database and filtering afterwards. I believe this is a better and safer, focused approach. 
 
 ```{r eval=FALSE}
 # read_redcap_tables(uri = "YOUR URI", token = "YOUR TOKEN")
-
-# ds <- read_redcap_tables(uri = key_get("DB_URI"), token = key_get("cast_api"))
 ```
 
 ## Pivotting to wider format