Take the 2-minute tour ×
Mathematica Stack Exchange is a question and answer site for users of Mathematica. It's 100% free, no registration required.

Curated datasets underwent a significant overhaul in version 10, primarily in the way content is delivered in the form of Objects and Entities. Additionally, it appears that this change in content delivery has also brought about a considerable decrease in performance. Consider the following:

ChemicalData[All, "Preload"]
MapThread[ElementData[#1, #2] &, Transpose@
    Tuples@{Range@112, {"Symbol", "Group"}}]; // AbsoluteTiming
MapThread[ElementData[#1, #2] &, Transpose@
    Tuples@{Range@112, {"Symbol", "DiscoveryYear"}}]; // AbsoluteTiming

The results from my system (Windows 7 64 bit) are {0.24, 0.16} seconds for version 10 and {0.04, 0.02} for version 9. My original hypothesis was the Head change in v10; however that does not seem to be the case since:

Head /@ Flatten@Outer[ElementData, {1}, 
    {"Symbol", "Group", "DiscoveryYear"}]

yields {String, Integer, DateObject} in v10 and {String, Integer, Integer} in v9; if the change in Head was the cause, we wouldn't expect slowdowns in both of the calls above.

The performance difference really shines in this next example:

out = ChemicalData["Hydrocarbons"];
If[$VersionNumber == 10.,
    QuantityMagnitude /@ Through[out[[30 ;; 40]]["BoilingPoint"]],
    Outer[ChemicalData, out[[30 ;; 40]], {"BoilingPoint"}] // Flatten] // AbsoluteTiming

I may be comparing apples to oranges here, but I couldn't come up with a single command that would handle the different Head types that are returned in v9 and v10; I'm assuming Through and Outer are similarly fast. In any case, they certainly couldn't account for the difference in timing; I get 6.44 seconds for v10 and 0.002 for v9.

Most of the bottleneck in this last example is due to my horrendously slow internet speed; however, it seems preloading the curated data, as suggested here apparently no longer applies in v10. If I turn the internet off with

$AllowInternet = False

The ChemicalData example returns errors in v10 and is unaffected in v9. Apparently, EntityValues used in v10 require an internet connection.

So from this information one can conclude that internet connectivity is one part of the performance issue in v10 curated data calls and leads to the question: How do we access curated data off line with v10? The data have been stored on my computer, I see them in "Location"/.PacletInformation["ElementData"], but something else that is occurring while processing these data requires the internet, and I'm at a loss as to how one debugs this issue further.

Internet connectivity is only part of the solution; however, since the ElementData example is unaffected by $AllowInternet = False in both v9 and v10. The second part of the question is then: what is v10 doing to make a no-internet-required curated data call 10 times slower than in v9?

share|improve this question

2 Answers 2

up vote 18 down vote accepted

There are system options available that should restore the old behavior for most of the currated data paclet:

SetSystemOptions[SystemOptions["DataOptions"] /. True -> False]    
{"DataOptions" -> {"ReturnEntities" -> False, "ReturnQuantities" -> False, 
"UseDataWrappers" -> False}}

Note that this prevents these paclets from returning Entity, Quantity, and DateObject expressions(as well as TimeSeries and other wrappers), but should restore the version 9 behavior.

Note that the method you were using via Through involves calls to EntityValue, rather than the data paclet itself, and EntityValue will make an explicit internet call ( Outer[ChemicalData, out[[30 ;; 40]], {"BoilingPoint"}] will also work in V10, and will strictly pull information from ChemicalData, rather than calling EntityValue).

share|improve this answer
Fascinating. SetSystemOptions[SystemOptions["DataOptions"] /. True -> False] also brings the v10 ElementData example in line with v9. –  bobthechemist Jul 29 at 18:23
Nick Lariviere, am I correct in assuming that you are employed by WRI? Thanks for the (insider?) scoop on this. –  Mr.Wizard Jul 29 at 21:11
@Mr.Wizard, yes I work for WRI; These options were put in place because of the major updates to these paclets, though finding this information isn't necessarily easy(though I'm sure tech-support would provide them to anyone interested). –  Nick Lariviere Jul 30 at 18:34
@NickLariviere Is there some setting that would allow me to get functions like GeoPosition, GeoDirection, several Date* functions, etc. to return just numeric values instead of Quantity objects? –  rm -rf Aug 1 at 15:26
@rm -rf SetSystemOptions["DataOptions" -> {"ReturnQuantities" -> False}] will revert DateDifference to returning numerical values, but these options weren't designed to disable Quantity, Entity or any of the other newer object types system-wide; they're just a means to revert some larger changes in existing functions. GeoPosition and GeoDirection underwent enough updates that they don't necessarily respect these settings; There's always the option to use QuantityMagnitude to strip out the units. –  Nick Lariviere Aug 1 at 18:10

This is a long comment for Nick Lariviere's answer. You can use Trace to see how lengthy the entity and quantity logic is.

Version 9:

Tuples@{Range@112, {"Symbol", "Group"}} // First
ElementData @@ % // Trace;
% // ByteCount


TreeForm[%%, VertexLabeling -> False, ImageSize -> 800, AspectRatio -> 2]

enter image description here

Version 10:

% // ByteCount


TreeForm[%%, VertexLabeling -> False, ImageSize -> 800, AspectRatio -> 2]

enter image description here

But using Nick's settings

SetSystemOptions[SystemOptions["DataOptions"] /. True -> False]

it is much closer to v9.

% // ByteCount


TreeForm[%%, VertexLabeling -> False, ImageSize -> 800, AspectRatio -> 2]

enter image description here

share|improve this answer
I didn't dare use Trace for fear that the output would be intractable; apparently I was right. Nice example of how to visualize and extract the information meaningful to this discussion. –  bobthechemist Jul 29 at 18:45
I tried visualising the Trace output of the Sunrise function like this but the kernel crashes. It really is a horrible function. (Sunrise, not @mfvonh's answer) –  shrx Jul 29 at 20:45
@shrx I agree, don't try this on ElementData[1,"Symbol"]. First time it runs on a fresh kernel results in 1.2+M ByteCount. Jeesh. All to print the letter H. –  bobthechemist Jul 30 at 0:15

Your Answer


By posting your answer, you agree to the privacy policy and terms of service.

Not the answer you're looking for? Browse other questions tagged or ask your own question.