incorrect formul\ae\ are used during the fitting
(\cref{sec:calibcant:lorentzian}). By centralizing calibration
procedures in an open package, \calibcant\ should both reduce the
-effort needed to calibrate AFM cantilevers and improve the quality of
-the calibration.
+effort needed to calibrate AFM cantilevers, improve the quality of the
+calibration, and ease data sharing and archival.
\subsection{Archiving experimental data}
\label{sec:calibcant:discussion:data}
-TODO
+Scientific data is not thrown away after analysis. Organizations may
+have standards for archival, and many journals require supporting data
+to be available on request for a number of years after
+publication\citep{TODO}. Both the raw data and the experimental
+parameters used to collect need to be preserved, but managing this
+manually is tedious and error prone. Lab notebooks rarely contain
+\emph{all} of the parameters used to collect and analyze a particular
+calibration. Data collected with \calibcant\ is saved in
+\citetalias{hdf5} with the full configuration
+(\cref{sec:pyafm:h5config}), bundling all of the information together
+in a single file.
+
+One minor drawback to this approach is that configuration information
+(which is not likely to change often) is duplicated between
+calibration runs. While this uses some extra disk space, the overhead
+is small. The full calibration datafile weighs in at $3.4\U{MB}$,
+while the calibration section alone is just $37\U{kB}$ (1\% of the
+total).
+
+Besides the benefit of having a self contained file, HDF5 provides
+efficient support for large arrays of typed data (such as the unsigned
+16-bit values from our DACs and ADCs), which is not possible with many
+other open file formats. The HDF libraries are supported by the
+non-profit HDF Group with a 20 year development
+history\citep{hdf-group} and many users\citep{hdf-users}. This
+suggests that HDF will be around for the long haul, and if it is
+eventually phased out, that there will be a number of well funded
+organizations interested in developing migration plans.
note = {Version 1.8.10},
}
+@misc{ hdf-group,
+ author = HDFG,
+ title = {HDF Group History},
+ year = 2013,
+ url = {http://www.hdfgroup.org/about/history.html},
+}
+
+@misc{ hdf-users,
+ author = HDFG,
+ title = {Who uses HDF?},
+ year = 2013,
+ url = {http://www.hdfgroup.org/users.html},
+}
+
@misc{ yaml,
title = {{YAML} Ain't Markup Language ({YAML\texttrademark})
Version 1.2},