July 18th, 2012
I was wanting to shrink the font of elements of the SOFA GUI dialogs so I could squeeze more in or relocate items to more logical positions. Can’t be that hard, surely? I have since discovered that if a drop-down list (wxPython wx.Choice widget) has lots of items e.g. 30+ it takes seconds for fresh items to be added the the widget if you are trying to use your own font selection (using setFont()) on Linux. SetItems() takes a long time as, presumably, it sets the font for each individual item. And given I can’t control how many items will appear in drop-down lists or avoid having to repopulate lists (e.g. new data table selected so variable lists have to be updated) the option of shrinking fonts is not viable. Back to the drawing board.
[UPDATE] I came up with a workaround. Because there is no performance problem when items are included with the initial instantiation of dropdown widgets, all dropdowns are rebuilt each time they are changed. This means they have to be destroyed before being replaced, and the panel they are on must be hidden temporarily to avoid flicker on Windows, but it works. The fact that I was able to clean up some code in the process almost compensates for the considerable extra work
July 6th, 2012
Now SOFA lets you make series of Clustered Bar Charts and multi-line Line Charts.
And when a data type mismatch is encountered during an import, SOFA now reports on the first faulty cell (row, cell value, and expected type) to make it easier for to clean your data.
In addition, here are the other features added in this release:
- Now able to run multiple single line charts. And multiple line charts have a consistent y-axis for role as trellis charts.
- SOFA now guesses whether an xls or ods spreadsheet has a header row or not when importing and sets the default buttons accordingly.
- Tighter and more flexible spacing of x-axis title according to number of lines in x labels. Now show legend title before legend and only show legend if multiple series.
- Smarter column resizing.
- CSV importing correctly identifies if file has a header more accurately if only one column (and thus no delimiter identified initially).
- Adjusted chart sizings to be more rational and less magic.
- Better width settings for dojo histogram output when lots of bins (prevents x-axis labels bunching up).
- Row stats tables show “Not calc” instead of nan (not a number) when appropriate.
And there are some important bug fixes as well:
- Fixed bug encountered when importing spaces in fields.
- Fixed bug when missing values in some fields in a boxplot with multiple series.
- Table design changes now cope with pre-existing sofa id index and demo values no longer updated on exit (inadvertently via on_show event).
- Fixed bug in tooltip display of averages in general charts – no longer rounds to lower integer.
- Charts of averages don’t show percentages in tooltips.
- All matplotlib histograms, including those in stats display such as for one-way ANOVAs, now cope with sigma of 0.
- Fixed bug calculating percentages where all values in a chart (of a series) are 0.
- Fixed bug in showing rotate when changing to clustered bar charts.
- Fixed bug in ods importing where display of sample values didn’t include repeated cells (only showing the first value).
- SQLite now correctly identifies more types as numeric.
I hope you like it.
July 1st, 2012
SOFA Statistics had its 100,000th download today, which is a doubling in just over a year. And more features and user experience refinements are in the pipeline. So please spread the word. There is no advertising budget so we need you to blog, tweet, like, +1 etc. Thanks!
June 22nd, 2012
More steady improvements to SOFA:
- Added ability to chart percentages as well as frequencies.
- Chart series now all have consistent y-axes (trellis style).
And there have been some bug fixes:
- Fixed ODS import bugs when encountering fields formatted as fractions, boolean, percentage etc.
- Fixed bug stopping linked images external to the html e.g. generated by matplotlib, from displaying in the internal GUI if the report path was different from the default report path.
Fixed bug when running scatterplots and histograms with chart by (because of use of dd object which cannot be used headless).
Fixed bug in charts dialog where second variable drop down would sometimes be overly restrictive when doing a chart of average values.
Fixed bug where old pycs can interfere with Windows upgrades.
May 27th, 2012
Charts now have the option of rotated (vertical) x-axis labels. This can be useful for longer labels.
Note – if you have upgraded SOFA rotated labels may not work unless you update the sofastats_charts.js file in your local sofastats folder e.g. C:\Users\username\sofastats\reports\sofastats_report_extras with the sofastats_charts file for sofastats_report_extras
Scatterplots now focus on the data better by starting axes just below the minimum x and y values of the data unless the value is close enough to 0 to make it worth using 0 anyway.
And for Ubuntu users, a much nicer launcher icon :-). Actually, it’s a set of icons at different resolutions so that SOFA always looks good on the launcher.
More attractive launcher icon in Ubuntu
Other changes include:
- Numeric values are right justified in data tables.
- Kurtosis values in the normality test include the Fischer adjustment (subtracting 3).
- Duplicated field names in imports are given unique suffixes and allowed (now that they are unique).
- Excel importing now handles times without dates.
- More date formats are accepted when importing data.
- Better guidance on data preparation before importing data.
- More robust handling of variable definition files if corrupted.
Note: if upgrading on Linux, the two user folders (sofastats and sofastats_recovery) may be shifted from inside your home folder to a better location e.g. “/home/username/Documents” if free desktop standards are supported. After upgrading you may wish to manually replace the contents of the new folders with the contents of the old ones.
- Fixed small bug stopping column labels displaying in data table view.
- Fixed bug in recode operation which would wipe the table if any errors at all where encountered trying to turn the user recode config into SQLite update clauses.
- Fixed bug in getting structured data e.g. for line charts, where a user names a field freq and thus has a conflict with my own freq field. Renamed the internal use field _sofa_freq to prevent collisions.
- Creating user’s default proj file now copes with apostrophes etc in user path e.g. /Users/Jim’s/etc.
- The project dialog now displays the default report and css details saved with it from previous occasions.
- Project settings are only applied if the project is selected – they are not automatically triggered by changes when configuring a project.
- Multi-line values entered into data cells e.g. variable label settings, automatically have the line breaks converted into spaces. Prevents errors in display of data e.g. in single line text boxes, and problems storing in python scripts (EOL error) etc.
- Fixed bug where the first SQLite database in a project was assumed to be the default sofa database even though it might not be. Now possible to link to multiple default databases e.g. testing copies etc as long as simple naming convention followed.
- SOFA now rolls back to last good database connection if a failure.
- Fixed strange bug where default database would lock if made a new table, then looked as design, then tried to write to the database e.g. importing, editing data. Just refreshed cursor after updating demo table design and problem gone.
February 24th, 2012
The latest version adds a range of improvements:
- Added lower and upper quartiles to Row Stats report tables.
- Box plots now start y-axis from just below the minimum y value of the data unless the content is close enough to the bottom of the graph to make it worth using 0 anyway.
- Showing the percent sign in percent columns for report tables is now optional – which is good news for many dissertation students.
- SOFA now displays value labels sorted by the numerical version of numbers even if stored as text. So no more 1, 11, 2,3 etc in cases where people have stored the number as a Text data type.
- Added some more valid US date formats using dot dividers.
- New help button for importing data.
- New help button to advise on how to make of flexible data filters.
- English translations are handled better (no more messages about not having US English and using UK English instead etc).
Plus there are some useful bug fixes:
- Fixed bug where getting observed values e.g. for chi square test, fell over when one field in pair had missing values while the other didn’t.
- Fixed bug in calculation of upper and lower whiskers in box plots.
- Single bar charts don’t show a bar title anymore – only needed if multichart.
- Fixed bug which only changed variable definitions when the extra settings dialog was closed with OK and didn’t ever set it otherwise e.g. when changing the selected project.
- Now copes with newer versions of matplotlib on Linux.
- No longer stores empty strings as variable labels if user doesn’t enter a label.
January 15th, 2012
Check out these two new tutorial videos for SOFA Statistics:
January 13th, 2012
A helpful user drew my attention to the desirability of adding a small but important feature for dissertation students – namely, the ability to leave the percentage symbol off the numbers in the percentage columns of frequency and cross tabulation report tables. This new feature will be in the forthcoming version of SOFA (1.1.4):
Here is the feedback from Doug:
For dissertation writing in the States, Turabian 7th edition and the Chicago Manual of Style 6th edition are standard for many graduate schools on both the masters and the doctoral level. In both cases, tables with percentage figures in them do NOT have percent signs in front of the numbers themselves, because a typical title like “Table 3. % of babies born to men over 40” already tells you what’s inside the table.
Sofa Stats, however, so far as I can see, requires that percentages have the percent sign, which then gets dragged-and-dropped into Word (or Excel, for tidying up first). If the table is a small one, and if there are only one or two, no problem. But many dissertations have tons of them.
There is a way to rid a table of the % signs by using Excel, but it’s awkward and not a part of the regular menu system. I just worked it out myself a few hours ago, after spending half a day on the problem.
What would be *extremely* helpful to graduate students, whom I assume you would like to have as one of your key user groups, would be for you to program in a “switch” that would allow the user to specify percentages with or without percent signs. It’s a small detail, but one that would be much appreciated.
I generally try to avoid adding more features to SOFA in favour of keeping it simple but this seemed a good idea. Thanks again for the feedback Doug.
December 19th, 2011
The SOFA installers for Windows and Mac have shrunk substantially – from 43MB to 25MB for Windows and from a rather hefty 85MB to 36MB for Mac. They’ll be quicker to download, and the new installers also avoid possible conflicts with other Python packages on a system. It’s all self-contained. A final benefit is that the installation process itself has become much simpler, with much fewer steps. For those who are technically minded, it is thanks to pyinstaller and py2app (with some initial help from Gui2exe).
December 18th, 2011
SOFA has been reviewed and included in the software CD for a recent edition of Germany’s c’t magazine (c’t 2011 Issue 26 p.118). C’t (Magazin für Computertechnik) has a sold circulation of about 367,000 so it was wonderful to show up on their radar.