Re: ARIA Graphics Module -- proposed roles hierarchy & data properties

All,

This is my view as a former chart rendering engine developer on units and
data types.
There is several datasets that may be used or produced by a product.
raw data - from an original source, which may be used for analysis by the
product
summarized data - which may be used for analyis by the product
data for rendering the chart

A charting engine only gets the last dataset - data for rendering the
chart. Products create this data knowing
   how big they want their chart to be
   how they want visible labels to appear on the chart
   the chart renderer's API for formatting
   what data precision the rendering engine needs to accomplish 1 & 2 given
   3

A product has no reason to provide a chart renderer more information about
the data than is needed to draw the chart. This will be repeated throughout
the discussion and will seem like a party pooper for many potentially cool
features - like user agents formatting values. Anything a user agent does
that does not match the way the author wants items expressed in the chart
is unacceptable.

Units
In charts, when important, units will appear in labels, descriptions and/or
surrounding context. When the units are implied/expressed by context an
author may choose not provide unit information to the chart renderer.

Units should be tied to an axis. Units should also be tied directly to
data. For example, a chart may have temperature as the dependent variable
(Y axis) and the chart has two Y axes - a left axis in Centigrade and a
right axis in Fahrenheit. Any temperature on a data point, must have the
units tied to the data as it would be unknown which of the two axis related
Y scales a value referred to.

As mentioned in another email, I favor organizing charts so data items have
a group parent, so navigation through the chart can navigate from feature
to feature without dropping into features. The data group parent is a good
place where group summary information can be defined. Some of the summary
information that is useful are the value tuple information, printable names
for the variables; variable data range (min, max) in the group and I like
to provide indicators as to which of the child data items in the dataset
are the mins and maxs. I prefer much of the summary information to be in a
text description that a user can easily skip over.

I do not like the idea of user agents trying to format values as the
formatted values may not follow the same formatting as visible labels. Any
formatting differences a user agent has compared to  what the author
defined in making the chart are unacceptable.


Data types
As mentioned above - the chart rendering engine only gets a minimally
sufficient data set to draw the chart. For drawing charts, data types
reduce to categorical (equally spaced) or continuous scales. And the
process by which the product converts from raw/summary data to categorical
or continuous scales is not known by the rendering engine.

In products, charts do not appear in isolation, so the context may explain
how missing data is treated, may explain generalizations that appear in the
chart or tabular data and provide context for interpreting the chart. For
example, a product may find and grade query results and show a bar chart of
strength of the result's match. The product explains taller bars are better
matches and the user is left to assume two bars nearly the same height are
almost equally good (but this is never explicitly stated). Any written
description of the results match and the tooltips on the bars simply state
- best match, 2nd best match, good match, poor match, poor match and poor
match. As you might guess none of the bars are of equal size, nor are the
drops between bars even. And for this discussion, you can ask what data
type am I? And would I want AT to know about the data type? Charts like
this example are not rare.

My preference is to have the author provide interesting information (ie. I
am the max value in the chart!) and formatted values as descriptions.  I
think it is OK to provide machine readable values for data items. But it
would not be OK for a user agent to do statistics on values, summarize
values or format values independently of an authors descriptions. The
charting engine does not have the needed information (original data type,
missing data, conversion process, assumptions, rounding/precision in the
chart data) to pass on to the user agent that would allow a user agent to
do an acceptable job.

                                                              
                                                              
                    Regards,                     Fred         
                                                              
                   Fred Esch                                  
     Accessibility Focal, Watson Solutions                    
    AARB Complex Visualization Working Group                  
                     Chair                                    
        W3C SVG Accessibility Task Force                      
                   IBM Watson                                 
                                                              
                                                              






From:	Amelia Bellamy-Royds <amelia.bellamy.royds@gmail.com>
To:	public-svg-a11y@w3.org
Date:	08/28/2015 02:41 PM
Subject:	Re: ARIA Graphics Module -- proposed roles hierarchy & data
            properties



A few extra notes & follow-ups to consider when you're reading through the
summary I sent yesterday [1].

Notes from today's teleconference:
      I got the feeling that no one wanted to get into the complication of
      defining special roles and behavior for common chart types, so the
      sections about bar charts, pie charts, etc., can be ignored.  The
      generalizable `graphics-datachart` role would be used instead.

      Doug pointed out that I did not include any way to define the units
      for a measurement.  Based on the model I've created, this would be a
      property of the `graphics-datascale` object (i.e., the axis or
      legend).  We could call it `aria-unittype` and the value would be a
      localized string provided by the author, such as "millions of U.S. $"
      or "kHz".

      Chaals recommended we use XML Schema data types instead of coming up
      with our own enumeration.  You might want to check out the spec [2],
      or maybe just this short summary table from MSDN [3].

Other complications to the data model:
      The metadata for each variable in the dataset is attached to the
      axis, legend, or other scale that displays it for sighted users.
      What happens when multiple variables for a given data point are
      displayed on the same axis, such as an extent with max and min?
      Options:
            The author could duplicate the metadata for the axis, even
            though it only needs to be drawn once.
            Alternatively, the max-min extent could be represented as a
            two-point data line, where additional dimensions of the data
            encode which type of measure (max versus min) each point
            represents.  But then you'd need metadata for the max versus
            min scale.
            Any other suggestions?  We want it to still be generalizable;
            for example, there might be max-min extents in multiple
            directions.

      I suggested that the order of variables (as id-refs to the
      corresponding scales) could be set once on a group and inherited by
      the child data points.  But that doesn't address the common situation
      where the group has certain data values that are either shared by
      child data points or a summation of child data points.  For example,
      a stacked bar chart.  Each stack has a data value on a categorical
      axis as well as a total value on the quantitative axis.  The child
      bars then have a data value on a separate category (usually
      associated with a legend of colors or fill patterns), and their
      individual values on the quantitative axis.  Options:
            Give up on the idea of declaring the list of data scales once
            and inheriting it.
            Create a separate ARIA attribute for declaring the child
            data-scales versus the group's own data scales.
            Make it inheritance of the unused scales.  So the stack would
            have
            aria-datascales="category, value, sub-category, value"
            but only two data values, and the remaining data values would
            be assigned for each of the child bars.

      We had previously talked about using ARIA properties to explain how a
      given data scale is visually conveyed: color, pattern, size, etc.
      Except for the orientation of an axis, I don't yet have an attribute
      to do this.  It would also be attached to the data scale, and should
      probably be a localized string provided by the author.  I don't think
      it's possible to create an exhaustive enumeration of all the ways
      data might be represented.
As I mentioned on the call, I'll work on creating some practical examples
of marked-up charts for early next week.

Best,
Amelia

[1]:
https://lists.w3.org/Archives/Public/public-svg-a11y/2015Aug/att-0022/graphics-roles.html
[2]: http://www.w3.org/TR/xmlschema-2/
[3]: https://msdn.microsoft.com/en-us/library/ms256220(v=vs.110).aspx

--1__BBF421DFC15A908f9e8a93df938690918c8FBBF421DFC15A90
Content-Transfer-Encoding: quoted-printable
Content-type: text/html; charset=ISO-8859-1
Content-Disposition: inline

<html><body><p>All,<br><br>This is my view as a former chart rendering engine developer on units and data types.<br>There is several datasets that may be used or produced by a product.<br>raw data - from an original source, which may be used for analysis by the product<br>summarized data - which may be used for analyis by the product<br>data for rendering the chart<br><br>A charting engine only gets the last dataset - data for rendering the chart. Products create this data knowing
<ol type="1"><li>how big they want their chart to be 
<li>how they want visible labels to appear on the chart
<li>the chart renderer's API for formatting 
<li>what data precision the rendering engine needs to accomplish 1 &amp; 2 given 3<br></ol><br>A product has no reason to provide a chart renderer more information about the data than is needed to draw the chart. This will be repeated throughout the discussion and will seem like a party pooper for many potentially cool features - like user agents formatting values. Anything a user agent does that does not match the way the author wants items expressed in the chart is unacceptable.<br><br><b>Units</b><br>In charts, when important, units will appear in labels, descriptions and/or surrounding context. When the units are implied/expressed by context an author may choose not provide unit information to the chart renderer. <br><br>Units should be tied to an axis. Units should also be tied directly to data. For example, a chart may have temperature as the dependent variable (Y axis) and the chart has two Y axes - a left axis in Centigrade and a right axis in Fahrenheit. Any temperature on a data point, must have the units tied to the data as it would be unknown which of the two axis related Y scales a value referred to. <br><br>As mentioned in another email, I favor organizing charts so data items have a group parent, so navigation through the chart can navigate from feature to feature without dropping into features. The data group parent is a good place where group summary information can be defined. Some of the summary information that is useful are the value tuple information, printable names for the variables; variable data range (min, max) in the group and I like to provide indicators as to which of the child data items in the dataset are the mins and maxs. I prefer much of the summary information to be in a text description that a user can easily skip over.<br><br>I do not like the idea of user agents trying to format values as the formatted values may not follow the same formatting as visible labels. Any formatting differences a user agent has compared to  what the author defined in making the chart are unacceptable.<br><br><br><b>Data types</b> <br>As mentioned above - the chart rendering engine only gets a minimally sufficient data set to draw the chart. For drawing charts, data types reduce to categorical (equally spaced) or continuous scales. And the process by which the product converts from raw/summary data to categorical or continuous scales is not known by the rendering engine. <br><br>In products, charts do not appear in isolation, so the context may explain how missing data is treated, may explain generalizations that appear in the chart or tabular data and provide context for interpreting the chart. For example, a product may find and grade query results and show a bar chart of strength of the result's match. The product explains taller bars are better matches and the user is left to assume two bars nearly the same height are almost equally good (but this is never explicitly stated). Any written description of the results match and the tooltips on the bars simply state - best match, 2nd best match, good match, poor match, poor match and poor match. As you might guess none of the bars are of equal size, nor are the drops between bars even. And for this discussion, you can ask what data type am I? And would I want AT to know about the data type? Charts like this example are not rare. <br><br>My preference is to have the author provide interesting information (ie. I am the max value in the chart!) and formatted values as descriptions.  I think it is OK to provide machine readable values for data items. But it would not be OK for a user agent to do statistics on values, summarize values or format values independently of an authors descriptions. The charting engine does not have the needed information (original data type, missing data, conversion process, assumptions, rounding/precision in the chart data) to pass on to the user agent that would allow a user agent to do an acceptable job. <br><br><br>
<table border="0" cellspacing="0" cellpadding="0"><tr valign="top"><td width="341" valign="bottom"><div align="center"><font size="4">Regards, <br><br>Fred Esch <br>Accessibility Focal, Watson Solutions<br>AARB Complex Visualization Working Group Chair<br>W3C SVG Accessibility Task Force <br></font><img src="cid:1__=8FBBF421DFC15A908f9e8a93df938690918c8FB@" width="163" height="23" alt="IBM Watson"></div></td><td width="100" valign="bottom"><img src="cid:2__=8FBBF421DFC15A908f9e8a93df938690918c8FB@" width="115" height="115" alt="Fred" align="bottom"></td></tr></table><br><br><img width="16" height="16" src="cid:3__=8FBBF421DFC15A908f9e8a93df938690918c8FB@" border="0" alt="Inactive hide details for Amelia Bellamy-Royds ---08/28/2015 02:41:22 PM---A few extra notes &amp; follow-ups to consider when you'"><font color="#424282">Amelia Bellamy-Royds ---08/28/2015 02:41:22 PM---A few extra notes &amp; follow-ups to consider when you're reading through the summary I sent yesterday</font><br><br><font size="2" color="#5F5F5F">From:        </font><font size="2">Amelia Bellamy-Royds &lt;amelia.bellamy.royds@gmail.com&gt;</font><br><font size="2" color="#5F5F5F">To:        </font><font size="2">public-svg-a11y@w3.org</font><br><font size="2" color="#5F5F5F">Date:        </font><font size="2">08/28/2015 02:41 PM</font><br><font size="2" color="#5F5F5F">Subject:        </font><font size="2">Re: ARIA Graphics Module -- proposed roles hierarchy &amp; data properties</font><br><hr width="100%" size="2" align="left" noshade style="color:#8091A5; "><br><br><br><font size="4">A few extra notes &amp; follow-ups to consider when you're reading through the summary I sent yesterday [1].</font><br><br><font size="4">Notes from today's teleconference:</font><ul><ul type="disc"><li><font size="4">I got the feeling that no one wanted to get into the complication of defining special roles and behavior for common chart types, so the sections about bar charts, pie charts, etc., can be ignored.  The generalizable `graphics-datachart` role would be used instead.<br></font><li><font size="4">Doug pointed out that I did not include any way to define the units for a measurement.  Based on the model I've created, this would be a property of the `graphics-datascale` object (i.e., the axis or legend).  We could call it `aria-unittype` and the value would be a localized string provided by the author, such as &quot;millions of U.S. $&quot; or &quot;kHz&quot;. <br></font><li><font size="4">Chaals recommended we use XML Schema data types instead of coming up with our own enumeration.  You might want to check out the spec [2], or maybe just this short summary table from MSDN [3].</font></ul></ul><br><font size="4">Other complications to the data model:</font><ul><ul type="disc"><li><font size="4">The metadata for each variable in the dataset is attached to the axis, legend, or other scale that displays it for sighted users.  What happens when multiple variables for a given data point are displayed on the same axis, such as an extent with max and min?  Options: </font><ul><ul type="disc"><li><font size="4">The author could duplicate the metadata for the axis, even though it only needs to be drawn once.  </font><li><font size="4">Alternatively, the max-min extent could be represented as a two-point data line, where additional dimensions of the data encode which type of measure (max versus min) each point represents.  But then you'd need metadata for the max versus min scale.  </font><li><font size="4">Any other suggestions?  We want it to still be generalizable; for example, there might be max-min extents in multiple directions.<br></font></ul></ul>
<li><font size="4">I suggested that the order of variables (as id-refs to the corresponding scales) could be set once on a group and inherited by the child data points.  But that doesn't address the common situation where the group has certain data values that are either shared by child data points or a summation of child data points.  For example, a stacked bar chart.  Each stack has a data value on a categorical axis as well as a total value on the quantitative axis.  The child bars then have a data value on a separate category (usually associated with a legend of colors or fill patterns), and their individual values on the quantitative axis.  Options:</font><ul><ul type="disc"><li><font size="4">Give up on the idea of declaring the list of data scales once and inheriting it.</font><li><font size="4">Create a separate ARIA attribute for declaring the child data-scales versus the group's own data scales.</font><li><font size="4">Make it inheritance of the unused scales.  So the stack would have <br>aria-datascales=&quot;category, value, sub-category, value&quot;<br>but only two data values, and the remaining data values would be assigned for each of the child bars.<br></font></ul></ul>
<li><font size="4">We had previously talked about using ARIA properties to explain </font><i><font size="4">how</font></i><font size="4"> a given data scale is visually conveyed: color, pattern, size, etc.  Except for the orientation of an axis, I don't yet have an attribute to do this.  It would also be attached to the data scale, and should probably be a localized string provided by the author.  I don't think it's possible to create an exhaustive enumeration of all the ways data might be represented.</font></ul></ul><font size="4">As I mentioned on the call, I'll work on creating some practical examples of marked-up charts for early next week.  </font><br><br><font size="4">Best,</font><br><font size="4">Amelia</font><br><br><font size="4">[1]: </font><a href="https://lists.w3.org/Archives/Public/public-svg-a11y/2015Aug/att-0022/graphics-roles.html"><u><font size="4" color="#0000FF">https://lists.w3.org/Archives/Public/public-svg-a11y/2015Aug/att-0022/graphics-roles.html</font></u></a><br><font size="4">[2]: </font><a href="http://www.w3.org/TR/xmlschema-2/"><u><font size="4" color="#0000FF">http://www.w3.org/TR/xmlschema-2/</font></u></a><br><font size="4">[3]: </font><a href="https://msdn.microsoft.com/en-us/library/ms256220(v=vs.110).aspx"><u><font size="4" color="#0000FF">https://msdn.microsoft.com/en-us/library/ms256220(v=vs.110).aspx</font></u></a><br><BR>
</body></html>

--1__BBF421DFC15A908f9e8a93df938690918c8FBBF421DFC15A90--


--0__BBF421DFC15A908f9e8a93df938690918c8FBBF421DFC15A90
Content-type: image/gif; 
	name="0A757965.gif"
Content-Disposition: inline; filename="0A757965.gif"
Content-ID: <1__BBF421DFC15A908f9e8a93df938690918c8FB@>
Content-Transfer-Encoding: base64

iVBORw0KGgoAAAANSUhEUgAAAKMAAAAXCAMAAABQ6Q/RAAADAFBMVEXIx8cxLS5MSUrW1dXx8fE/
Ozzj4+N2c3SRj49oZWaEgYKsq6uenZ26ubmbm5v29vZ7e3tTU1M7OzsfHx/FxcX39/eamppmZmaR
j5AgICCqqqrR0dFaV1gAAAAjHyD///8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
AAAAAAAAAAAAAADe7fL7AAADE0lEQVR4nM2WiW7kIAyGTbhz9O6eCL//U6bYGJJOst2dlaqppUm4
+fhtnAH8+gb7sroZxodWGZfA5UxP52+Ic2qVEbLDxujTLXnOTHydSDxNdC7DR+NvYQK02PLQYBDn
z5dRw04GAPibKIBec2GKuZjyrtbosVZr72J397Xyc+suPshsiOUBvRb4xavlzYoA2tI+XEQTFDfT
rkCFiFLIec8Y82jQ0dIhjOU5lmWGa254owKe/J5xPDBqdYHLphZBm08Zi5/nOnEsEUmHwiG6cx3X
Z6k8ID5c6kgHHC4YlblkJHcNlotO7Xp0RVP6lLFIPtTmsuDQDn+FGT4YTy3OXcTFEy85VUYonQMQ
WHWopSIdR83aTYRs5bBD9cz+VjBjyI3RbVEkSu7ed/XF8r18ExXF25ZJiWnk/RhD1S1JlFT5mLGc
B0KYNJG5rtEkLhjPGUVz32Lh2iw+k68WnhqJjeZTldqBr27dFkCz2mlyooxcac0zJUyWM8YKFnn8
KLofdFy7brvwXLctZs+6KScOTrSr6uft2y4SmJqa+tUcxPeKY/iEcc4+W8qNfYUrdSTtYvnRrfE1
rgk1QOqBs207ideoc2gLJGFMtEQ6YQy53OvwA1DifmM86PhQKxSZ66+uI/o6zdVcMmwtRHrBiGbm
XWysp2FTjbERHHUEPXAgtDRxrY5Vfsvph6PebGnFvmcswSnp2PcDcECPdYzkz2M8ziBH9rtl8c/3
Gh/X9TtuOhphWyToedNUzEp0boyZ8zQNnHLrXIhLy5jplBHVINnHmKj+415Lamt+QAdWDkphmcC5
mh8lodvqNsOqDyHw5GjamHjKGLKEj66LuK7i5XfmsVbwdX1+leL9vTiLIiTy8qFFjHwygjQA7j46
sUc/oxpoY4w9YzRW+RbsZeJ135mnJ9ErCuv8T4yqCGH6zYoGOyOXDowSqJ5yRtq6jzq2/z2IL7+l
H58eaWxMiULLlRjUOCU2+kfKNkkDuam8KJP6eqPB0+eIU7PexswpjQdG5AAJEOL1X+vPt/7/cuLg
UP7L/QtHfANvSEKvsxvttAAAAABJRU5ErkJggg=


--0__BBF421DFC15A908f9e8a93df938690918c8FBBF421DFC15A90
Content-type: image/jpeg; 
	name="0A932364.jpg"
Content-Disposition: inline; filename="0A932364.jpg"
Content-ID: <2__BBF421DFC15A908f9e8a93df938690918c8FB@>
Content-Transfer-Encoding: base64
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--0__BBF421DFC15A908f9e8a93df938690918c8FBBF421DFC15A90
Content-type: image/gif; 
	name="graycol.gif"
Content-Disposition: inline; filename="graycol.gif"
Content-ID: <3__BBF421DFC15A908f9e8a93df938690918c8FB@>
Content-Transfer-Encoding: base64

R0lGODlhEAAQAKECAMzMzAAAAP///wAAACH5BAEAAAIALAAAAAAQABAAAAIXlI+py+0PopwxUbpu
ZRfKZ2zgSJbmSRYAIf4fT3B0aW1pemVkIGJ5IFVsZWFkIFNtYXJ0U2F2ZXIhAAA7


--0__BBF421DFC15A908f9e8a93df938690918c8FBBF421DFC15A90--

Received on Monday, 31 August 2015 15:24:24 UTC