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diff --git a/docs/columns-readers-and-datatypes.html b/docs/columns-readers-and-datatypes.html
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+<meta name="date" content="2022-02-26">
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+<meta name="date" content="2022-02-26">
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diff --git a/docs/javadoc/index-all.html b/docs/javadoc/index-all.html
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 <title>Index (tech.ml.dataset Documentation)</title>
-<meta name="date" content="2022-02-25">
+<meta name="date" content="2022-02-26">
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@@ -92,16 +92,16 @@ <h2 class="title">C</h2>
 <dd>
 <div class="block">Return the number of columns.</div>
 </dd>
-<dt><span class="memberNameLink"><a href="tech/v3/TMD.html#columnDef-java.lang.Object-java.lang.Object-java.lang.Object-java.lang.Object-">columnDef(Object, Object, Object, Object)</a></span> - Static method in class tech.v3.<a href="tech/v3/TMD.html" title="class in tech.v3">TMD</a></dt>
-<dd>
-<div class="block">Efficiently create a column definition explicitly specifying name, data, missing, and metadata.</div>
-</dd>
 <dt><span class="memberNameLink"><a href="tech/v3/TMD.html#columnDef-java.lang.Object-java.lang.Object-">columnDef(Object, Object)</a></span> - Static method in class tech.v3.<a href="tech/v3/TMD.html" title="class in tech.v3">TMD</a></dt>
 <dd>
-<div class="block">Efficiently create a column definition explicitly specifying name, data, missing, and metadata.</div>
+<div class="block">Efficiently create a column definition explicitly specifying name and data.</div>
 </dd>
 <dt><span class="memberNameLink"><a href="tech/v3/TMD.html#columnDef-java.lang.Object-java.lang.Object-java.lang.Object-">columnDef(Object, Object, Object)</a></span> - Static method in class tech.v3.<a href="tech/v3/TMD.html" title="class in tech.v3">TMD</a></dt>
 <dd>
+<div class="block">Efficiently create a column definition explicitly specifying name, data, and missing.</div>
+</dd>
+<dt><span class="memberNameLink"><a href="tech/v3/TMD.html#columnDef-java.lang.Object-java.lang.Object-java.lang.Object-java.lang.Object-">columnDef(Object, Object, Object, Object)</a></span> - Static method in class tech.v3.<a href="tech/v3/TMD.html" title="class in tech.v3">TMD</a></dt>
+<dd>
 <div class="block">Efficiently create a column definition explicitly specifying name, data, missing, and metadata.</div>
 </dd>
 <dt><span class="memberNameLink"><a href="tech/v3/TMD.html#columnMap-java.lang.Object-java.lang.Object-clojure.lang.IFn-java.lang.Object-">columnMap(Object, Object, IFn, Object)</a></span> - Static method in class tech.v3.<a href="tech/v3/TMD.html" title="class in tech.v3">TMD</a></dt>

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diff --git a/docs/javadoc/overview-frame.html b/docs/javadoc/overview-frame.html
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+<meta name="date" content="2022-02-26">
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+<meta name="date" content="2022-02-26">
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+<meta name="date" content="2022-02-26">
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diff --git a/docs/javadoc/tech/v3/TMD.html b/docs/javadoc/tech/v3/TMD.html
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-<meta name="date" content="2022-02-25">
+<meta name="date" content="2022-02-26">
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@@ -165,17 +165,17 @@ <h3>Method Summary</h3>
 </tr>
 <tr id="i2" class="altColor">
 <td class="colFirst"><code>static java.util.Map</code></td>
-<td class="colLast"><code><span class="memberNameLink"><a href="../../tech/v3/TMD.html#columnDef-java.lang.Object-java.lang.Object-">columnDef</a></span>(java.lang.Object&nbsp;data,
-         java.lang.Object&nbsp;missing)</code>
-<div class="block">Efficiently create a column definition explicitly specifying name, data, missing, and metadata.</div>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../tech/v3/TMD.html#columnDef-java.lang.Object-java.lang.Object-">columnDef</a></span>(java.lang.Object&nbsp;name,
+         java.lang.Object&nbsp;data)</code>
+<div class="block">Efficiently create a column definition explicitly specifying name and data.</div>
 </td>
 </tr>
 <tr id="i3" class="rowColor">
 <td class="colFirst"><code>static java.util.Map</code></td>
-<td class="colLast"><code><span class="memberNameLink"><a href="../../tech/v3/TMD.html#columnDef-java.lang.Object-java.lang.Object-java.lang.Object-">columnDef</a></span>(java.lang.Object&nbsp;data,
-         java.lang.Object&nbsp;missing,
-         java.lang.Object&nbsp;metadata)</code>
-<div class="block">Efficiently create a column definition explicitly specifying name, data, missing, and metadata.</div>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../tech/v3/TMD.html#columnDef-java.lang.Object-java.lang.Object-java.lang.Object-">columnDef</a></span>(java.lang.Object&nbsp;name,
+         java.lang.Object&nbsp;data,
+         java.lang.Object&nbsp;missing)</code>
+<div class="block">Efficiently create a column definition explicitly specifying name, data, and missing.</div>
 </td>
 </tr>
 <tr id="i4" class="altColor">
@@ -702,40 +702,40 @@ <h4>column</h4>
 <div class="block"><p>Return the column named <code>cname</code> else throw exception.</p></div>
 </li>
 </ul>
-<a name="columnDef-java.lang.Object-java.lang.Object-java.lang.Object-java.lang.Object-">
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 <pre>public static&nbsp;java.util.Map&nbsp;columnDef(java.lang.Object&nbsp;name,
-                                      java.lang.Object&nbsp;data,
-                                      java.lang.Object&nbsp;missing,
-                                      java.lang.Object&nbsp;metadata)</pre>
-<div class="block"><p>Efficiently create a column definition explicitly specifying name, data, missing, and metadata. The result can be <code>assoc</code>d back into the dataset.</p></div>
+                                      java.lang.Object&nbsp;data)</pre>
+<div class="block"><p>Efficiently create a column definition explicitly specifying name and data. Typed data will be scanned for missing values and untyped data will be read element by element to discern datatype and missing information. The result can be <code>assoc</code>d back into the dataset.</p></div>
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-<pre>public static&nbsp;java.util.Map&nbsp;columnDef(java.lang.Object&nbsp;data,
+<pre>public static&nbsp;java.util.Map&nbsp;columnDef(java.lang.Object&nbsp;name,
+                                      java.lang.Object&nbsp;data,
                                       java.lang.Object&nbsp;missing)</pre>
-<div class="block"><p>Efficiently create a column definition explicitly specifying name, data, missing, and metadata. The result can be <code>assoc</code>d back into the dataset.</p></div>
+<div class="block"><p>Efficiently create a column definition explicitly specifying name, data, and missing. The result can be <code>assoc</code>d back into the dataset. Missing will be converted to a RoaringBitmap but can additionally be an integer array, a java set, or a sequence of integers.</p></div>
 </li>
 </ul>
-<a name="columnDef-java.lang.Object-java.lang.Object-java.lang.Object-">
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-<pre>public static&nbsp;java.util.Map&nbsp;columnDef(java.lang.Object&nbsp;data,
+<pre>public static&nbsp;java.util.Map&nbsp;columnDef(java.lang.Object&nbsp;name,
+                                      java.lang.Object&nbsp;data,
                                       java.lang.Object&nbsp;missing,
                                       java.lang.Object&nbsp;metadata)</pre>
-<div class="block"><p>Efficiently create a column definition explicitly specifying name, data, missing, and metadata. The result can be <code>assoc</code>d back into the dataset.</p></div>
+<div class="block"><p>Efficiently create a column definition explicitly specifying name, data, missing, and metadata. The result can be <code>assoc</code>d back into the dataset and saves the system the time required to scan for missing elements. Missing will be converted to a RoaringBitmap but can additionally be an integer array, a java set, or a sequence of integers.</p></div>
 </li>
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@@ -1017,7 +1017,8 @@ <h4>columnMap</h4>
 <h4>rowMap</h4>
 <pre>public static&nbsp;java.util.Map&nbsp;rowMap(java.lang.Object&nbsp;ds,
                                    clojure.lang.IFn&nbsp;mapFn)</pre>
-<div class="block"><p>Map a function across the rows of the dataset with each row in map form. Function must return a new map for each row.</p></div>
+<div class="block"><p>Map a function across the rows of the dataset with each row in map form. Function must return a new map for each row. Result is generated in parallel so, when used with a map factory, this is a suprisingly efficient strategy to create multiple columns at once from each row.</p>
+<p>See options for pmapDs. Especially note <code>:max-batch-size</code> and <code>:result-type</code>. In order to conserve memory it may be much more efficient to return a sequence of datasets rather than one large dataset. If returning sequences of datasets perhaps consider a transducing pathway across them or the tech.v3.dataset.reductions namespace.</p></div>
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diff --git a/docs/javadoc/tech/v3/dataset/Rolling.html b/docs/javadoc/tech/v3/dataset/Rolling.html
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+<meta name="date" content="2022-02-26">
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+<meta name="date" content="2022-02-26">
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+<meta name="date" content="2022-02-26">
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-<meta name="date" content="2022-02-25">
+<meta name="date" content="2022-02-26">
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+<meta name="date" content="2022-02-26">
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+<meta name="date" content="2022-02-26">
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+<meta name="date" content="2022-02-26">
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-<meta name="date" content="2022-02-25">
+<meta name="date" content="2022-02-26">
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-<meta name="date" content="2022-02-25">
+<meta name="date" content="2022-02-26">
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