This page contains information about drafts of test images for DCE-MRI analysis that are part of the QIBA project.
QIBA_v14_Tofts
2015.07.21
What’s available?
A zip archive called Reduced_Cardiac_Output_v14_beta1.zip. Inside this are four folders: QIBA_Dyn_20150713_GE, QIBA_Dyn_20150713_Siemens, QIBA_Dyn_fa30_Vary_Int_Off_20150713_GE, and QIBA_Dyn_fa30_Vary_Int_Off_20150713_Siemens. These folders contain simulated GE and Siemens dynamic and T1 mapping data.
This QIBA version simulates images obtained when a patient has a lower cardiac output. These patients would be
expected to have lower and broader input functions. There are two primary series. The first (“QIBA_Dyn_20150713”) has imaging parameters identical to version 5, except that the modeled cardiac output is 50% lower. The second series
(“QIBA_Dyn_fa30_Vary_Int_Off_20150713”) has imaging parameters identical to version 9, except that the modeled
cardiac output is 50% lower.
PDF files fully describing the dynamic images and T1 mapping images are available by clicking the links.
The simulated images are in a 50.3MB zip archive. The uncompressed size of the archive is approximately 187MB.
The JSim model used to generate the QIBA_Dyn_20150713 dynamic images is available here. The JSim model used to create the QIBA_Dyn_fa30_Vary_Int_Off_20150713 dynamic images is available here. The JSim model used to create all T1 mapping images is available here.
The JSim software can be downloaded from the Physiome Project’s website.
QIBA_v13_Tofts
2015.07.21
What’s available?
A zip archive called B1_Correction_v13_beta1.zip. Inside this are four folders: B1_Correction_+10Percent_20150721, B1_Correction_+20Percent_20150721, B1_Correction_-10Percent_20150721, and B1_Correction_-20Percent_20150609. These folders contain simulated GE dynamic, T1 mapping, and segmented echo planar (EPI_SEG) images. Images in DICOM and XML formats are provided.
This QIBA version simulates B1 inhomogeneity correction. We simulate two double-angle correction schemes: (60-120 and 120-240) and (60-180 and 120-180). The output of these images is the B1 correction images. Four sets of T1 Mapping and dynamic images were made by adjusting the nominal flip angle by ±10% and ±20% to give the actual flip angle.
Only noise-free images are provided, with imaging parameters similar to those of version 5.
PDF files fully describing the dynamic images, T1 mapping images, and EPI_SEG images are available by clicking the links.
The simulated images are in an 8.8MB zip archive.
The JSim model used to generate the dynamic images is available here. The JSim model used to create the T1 mapping images is available here. The EPI_SEG images were created using the equation found in the PDF description document.
The JSim software can be downloaded from the Physiome Project’s website.
QIBA_v12_Tofts
2015.04.30
What’s available?
A zip archive called QIBA_v12_Tofts_beta1.zip. Inside this are two folders: QIBA_v11_Tofts_GE and QIBA_v11_Tofts_Siemens. These folders contain simulated dynamic and T1 mapping images for GE and Siemens scanners, respectively. Images in DICOM and XML formats are provided.
Version 12 provides noisy images similar to those in version 9, but this set also varies the T1 tissue parameter.
A PDF file fully describing the dynamic images is available here. A PDF file fully describing the T1 mapping images is available here.
The simulated images are in a 137MB zip archive. The uncompressed size of the archive is approximately 400MB.
The JSim model used to generate the dynamic images is available here. The JSim model used to create the T1 mapping images is available here.
The JSim software can be downloaded from the Physiome Project’s website.
QIBA_v11_Tofts
2015.04.28
What’s available?
A zip archive called QIBA_v11_Tofts_beta1.zip. Inside this are two folders: QIBA_v11_Tofts_GE and QIBA_v11_Tofts_Siemens. These folders contain simulated dynamic and T1 mapping images for GE and Siemens scanners, respectively. Images in DICOM and XML formats are provided.
Version 11 provides noise-free images similar to those in version 6, but sets varying the T1 tissue parameter are supplied.
A PDF file fully describing the dynamic images is available here. A PDF file fully describing the T1 mapping images is available here.
The simulated images are contained in a 32.6MB zip archive. The uncompressed size of the archive is approximately 358MB.
The JSim model used to generate the dynamic images is available here. The JSim model used to create the T1 mapping images is available here.
The JSim software can be downloaded from the Physiome Project’s website.
QIBA_v10_Tofts
2015.01.13
What’s available?
A zip archive called QIBA_v10_Tofts_beta1.zip. Inside this are four folders: simulated dynamic images in directories called QIBA_DYN_2p_v10_beta1_GE and QIBA_DYN_2p_v10_beta1_Siemens, and simulated T1 mapping images in directories called QIBA_T1_v10_GE and QIBA_T1_v10_Siemens. Images in both DICOM and XML formats are provided.
Version 10 provides noise-free images similar to those in version 5, except that a magnetic field strength of 3T is simulated.
A PDF file fully describing the dynamic images is available here. A PDF file fully describing the T1 mapping images is available here.
The simulated images are contained in a 4117KB zip archive.
The JSim model used to generate the dynamic images is available here. The JSim model used to create the T1 mapping images is available here.
The JSim software can be downloaded from the Physiome Project’s website.
QIBA_v9_Tofts
2012.07.05
What’s available?
A zip archive called QIBA_v9_Tofts.zip. Inside this are two folders: simulated dynamic images in directories called QIBA_v9_Tofts_GE_Orig and QIBA_v9_Tofts_Siemens_Orig. Images in both DICOM and XML formats are provided.
Version 9 varies the sampling offset, temporal jitter (sampling offset), S0, and simulated noise level (sigma). The interval, offset, S0, and sigma combinations used are as follows:
6s,0s,500,5 6,3,500,5 10,0,500,5 10,5,500,5 6s,0s,500,50 6,3,500,50 10,0,500,50 10,5,500,50 6s,0s,1000,10 6,3,1000,10 10,0,1000,10 10,5,1000,10 6s,0s,5000,75 6,3,5000,75 10,0,5000,75 10,5,5000,75 6s,0s,5000,100 6,3,5000,100 10,0,5000,100 10,5,5000,100 6s,0s,5000,250 6,3,5000,250 10,0,5000,250 10,5,5000,250 6s,0s,10000,100 6,3,10000,100 10,0,10000,100 10,5,10000,100
A PDF file fully describing the images is available here.
The simulated images are contained in a 34.1MB zip archive. The uncompressed size of the archive is approximately 78MB.
Corresponding T1 mapping images for each S0/Sigma combination are available here.
The JSim model used to generate the images are available in this zip archive.
The JSim software can be downloaded from the Physiome Project’s website.
License:
Terms of Agreement:
Copyright 2011 by Duke University. All rights reserved.
Permission to copy, use, and modify this data and accompanying documentation for educational and research purposes is hereby granted, without fee and without a signed licensing agreement, provided that the above copyright notice, this paragraph and the following paragraph appears in all copies including derivatives of the data. The copyright holder is free to make upgraded or improved versions of the data, provided that they are made readily available to others on these same terms without fee or any other charge. Contact the copyright holder at barbo013@mc.duke.edu for commercial licensing opportunities.
IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE TO ANY PARTY FOR DIRECT, INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES, OF ANY KIND WHATSOEVER, ARISING OUT OF THE USE OF THIS DATA AND ITS DOCUMENTATION, EVEN IF HE HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. THE COPYRIGHT HOLDER SPECIFICALLY DISCLAIMS ANY WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE DATA AND ACCOMPANYING DOCUMENTATION IS PROVIDED “AS IS”. THE COPYRIGHT HOLDER HAS NO OBLIGATION TO PROVIDE MAINTENANCE, SUPPORT, UPDATES, ENHANCEMENTS, OR MODIFICATIONS
QIBA_v8_Tofts
2012.05.24
What’s available?
A zip archive called QIBA_v8_Tofts.zip. Inside this are two folders: simulated dynamic images in directories called QIBA_v8_Tofts_GE and QIBA_v8_Tofts_Siemens. Images in both DICOM and XML formats are provided.
Version 8 varies the sampling offset and temporal jitter (sampling offset). The sampling intervals are {2 seconds, 4s, 6s, and 10s}. The timing offsets for each interval are from 0 seconds to (interval – 1) seconds in increments of 1 second. The S0 value for all sets is 5000.
A PDF file fully describing the images is available here.
The simulated images are contained in a 7.7MB zip archive. The uncompressed size of the archive is approximately 84MB.
Corresponding T1 mapping images are available here.
The JSim model used to generate the images are available in this zip archive.
The JSim software can be downloaded from the Physiome Project’s website.
License:
Terms of Agreement:
Copyright 2011 by Duke University. All rights reserved.
Permission to copy, use, and modify this data and accompanying documentation for educational and research purposes is hereby granted, without fee and without a signed licensing agreement, provided that the above copyright notice, this paragraph and the following paragraph appears in all copies including derivatives of the data. The copyright holder is free to make upgraded or improved versions of the data, provided that they are made readily available to others on these same terms without fee or any other charge. Contact the copyright holder at barbo013@mc.duke.edu for commercial licensing opportunities.
IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE TO ANY PARTY FOR DIRECT, INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES, OF ANY KIND WHATSOEVER, ARISING OUT OF THE USE OF THIS DATA AND ITS DOCUMENTATION, EVEN IF HE HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. THE COPYRIGHT HOLDER SPECIFICALLY DISCLAIMS ANY WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE DATA AND ACCOMPANYING DOCUMENTATION IS PROVIDED “AS IS”. THE COPYRIGHT HOLDER HAS NO OBLIGATION TO PROVIDE MAINTENANCE, SUPPORT, UPDATES, ENHANCEMENTS, OR MODIFICATIONS
QIBA_v7_Tofts
2012.02.17
What’s available?
A zip archive called QIBA_v7_Tofts.zip. Inside this are two folders: simulated dynamic images in directories called QIBA_v7_Tofts_GE and QIBA_v7_Tofts_Siemens. Images in both DICOM and XML formats are provided.
A PDF file fully describing the images is available here.
The simulated images are contained in a 25.8MB zip archive. The uncompressed size of the archive is approximately 290MB.
Corresponding T1 mapping images for each S0 are available here.
The JSim model used to generate the images are available in this zip archive.
The JSim software can be downloaded from the Physiome Project’s website.
License:
Terms of Agreement:
Copyright 2011 by Duke University. All rights reserved.
Permission to copy, use, and modify this data and accompanying documentation for educational and research purposes is hereby granted, without fee and without a signed licensing agreement, provided that the above copyright notice, this paragraph and the following paragraph appears in all copies including derivatives of the data. The copyright holder is free to make upgraded or improved versions of the data, provided that they are made readily available to others on these same terms without fee or any other charge. Contact the copyright holder at barbo013@mc.duke.edu for commercial licensing opportunities.
IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE TO ANY PARTY FOR DIRECT, INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES, OF ANY KIND WHATSOEVER, ARISING OUT OF THE USE OF THIS DATA AND ITS DOCUMENTATION, EVEN IF HE HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. THE COPYRIGHT HOLDER SPECIFICALLY DISCLAIMS ANY WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE DATA AND ACCOMPANYING DOCUMENTATION IS PROVIDED “AS IS”. THE COPYRIGHT HOLDER HAS NO OBLIGATION TO PROVIDE MAINTENANCE, SUPPORT, UPDATES, ENHANCEMENTS, OR MODIFICATIONS
QIBA_v6_Tofts
Originally Posted: 2012.01.09 Revised: 2014.12.02
What’s available?
A zip archive called QIBA_v6_Tofts_RevC.zip. Inside this are two folders: simulated dynamic images in directories called QIBA_v06_Tofts_RevC_GE and QIBA_v06_Tofts_RevC_Siemens. Images in both DICOM and XML formats are provided.
A PDF file fully describing the images is available here.
The simulated images are contained in a 7462KB zip archive.
The JSim model used to generate the images are available in this zip archive.
The JSim software can be downloaded from the Physiome Project’s website.
License:
Terms of Agreement:
Copyright 2011 by Duke University. All rights reserved.
Permission to copy, use, and modify this data and accompanying documentation for educational and research purposes is hereby granted, without fee and without a signed licensing agreement, provided that the above copyright notice, this paragraph and the following paragraph appears in all copies including derivatives of the data. The copyright holder is free to make upgraded or improved versions of the data, provided that they are made readily available to others on these same terms without fee or any other charge. Contact the copyright holder at barbo013@mc.duke.edu for commercial licensing opportunities.
IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE TO ANY PARTY FOR DIRECT, INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES, OF ANY KIND WHATSOEVER, ARISING OUT OF THE USE OF THIS DATA AND ITS DOCUMENTATION, EVEN IF HE HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. THE COPYRIGHT HOLDER SPECIFICALLY DISCLAIMS ANY WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE DATA AND ACCOMPANYING DOCUMENTATION IS PROVIDED “AS IS”. THE COPYRIGHT HOLDER HAS NO OBLIGATION TO PROVIDE MAINTENANCE, SUPPORT, UPDATES, ENHANCEMENTS, OR MODIFICATIONS
QIBA_v3 T1 Mapping
Originally Posted: 2012.01.04 Updated: 2012.02.13
What’s available?
A zip archive called QIBA_T1_v03_beta1C.zip. The archive contains simulated T1 mapping images in both DICOM and XML formats. The images are similar to those in QIBA_T1_v02_beta1C — simulated MR noise has been added. In addition, images containing graphical representations of S0 and R1 values are provided.
A PDF file fully describing the images is available here.
The simulated images are contained in a 1206KB zip archive.
The JSim model used to generate the T1 images is available in this zip archive.
The JSim software can be downloaded from the Physiome Project’s website.
License:
Terms of Agreement:
Copyright 2011 by Duke University. All rights reserved.
Permission to copy, use, and modify this data and accompanying documentation for educational and research purposes is hereby granted, without fee and without a signed licensing agreement, provided that the above copyright notice, this paragraph and the following paragraph appears in all copies including derivatives of the data. The copyright holder is free to make upgraded or improved versions of the data, provided that they are made readily available to others on these same terms without fee or any other charge. Contact the copyright holder at barbo013@mc.duke.edu for commercial licensing opportunities.
IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE TO ANY PARTY FOR DIRECT, INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES, OF ANY KIND WHATSOEVER, ARISING OUT OF THE USE OF THIS DATA AND ITS DOCUMENTATION, EVEN IF HE HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. THE COPYRIGHT HOLDER SPECIFICALLY DISCLAIMS ANY WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE DATA AND ACCOMPANYING DOCUMENTATION IS PROVIDED “AS IS”. THE COPYRIGHT HOLDER HAS NO OBLIGATION TO PROVIDE MAINTENANCE, SUPPORT, UPDATES, ENHANCEMENTS, OR MODIFICATIONS
QIBA_v2 T1 Mapping
Originally Posted: 2011.11.23 Updated: 2012.02.13
What’s available?
A zip archive called QIBA_T1_v02_beta1C.zip. The archive contains simulated T1 mapping images in both DICOM and XML formats. The images are similar to those in QIBA_T1_v01_beta1C. The difference is that simulated MR noise has been added.
A PDF file fully describing the images is available here.
The simulated images are contained in a 1205KB zip archive.
The JSim model used to generate the T1 images is available in this zip archive.
The JSim software can be downloaded from the Physiome Project’s website.
License:
Terms of Agreement:
Copyright 2011 by Duke University. All rights reserved.
Permission to copy, use, and modify this data and accompanying documentation for educational and research purposes is hereby granted, without fee and without a signed licensing agreement, provided that the above copyright notice, this paragraph and the following paragraph appears in all copies including derivatives of the data. The copyright holder is free to make upgraded or improved versions of the data, provided that they are made readily available to others on these same terms without fee or any other charge. Contact the copyright holder at barbo013@mc.duke.edu for commercial licensing opportunities.
IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE TO ANY PARTY FOR DIRECT, INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES, OF ANY KIND WHATSOEVER, ARISING OUT OF THE USE OF THIS DATA AND ITS DOCUMENTATION, EVEN IF HE HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. THE COPYRIGHT HOLDER SPECIFICALLY DISCLAIMS ANY WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE DATA AND ACCOMPANYING DOCUMENTATION IS PROVIDED “AS IS”. THE COPYRIGHT HOLDER HAS NO OBLIGATION TO PROVIDE MAINTENANCE, SUPPORT, UPDATES, ENHANCEMENTS, OR MODIFICATIONS
QIBA_v1 T1 Mapping
Originally Posted: 2011.10.19 Updated: 2012.02.13
What’s available?
A zip archive called QIBA_T1_v01_beta1C.zip. The archive contains simulated T1 mapping images in both DICOM and XML formats.
A PDF file describing the images is available here.
The simulated images are contained in a 20KB zip archive.
The JSim model used to generate the T1 images is available in this zip archive.
The JSim software can be downloaded from the Physiome Project’s website.
License:
Terms of Agreement:
Copyright 2011 by Duke University. All rights reserved.
Permission to copy, use, and modify this data and accompanying documentation for educational and research purposes is hereby granted, without fee and without a signed licensing agreement, provided that the above copyright notice, this paragraph and the following paragraph appears in all copies including derivatives of the data. The copyright holder is free to make upgraded or improved versions of the data, provided that they are made readily available to others on these same terms without fee or any other charge. Contact the copyright holder at barbo013@mc.duke.edu for commercial licensing opportunities.
IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE TO ANY PARTY FOR DIRECT, INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES, OF ANY KIND WHATSOEVER, ARISING OUT OF THE USE OF THIS DATA AND ITS DOCUMENTATION, EVEN IF HE HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. THE COPYRIGHT HOLDER SPECIFICALLY DISCLAIMS ANY WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE DATA AND ACCOMPANYING DOCUMENTATION IS PROVIDED “AS IS”. THE COPYRIGHT HOLDER HAS NO OBLIGATION TO PROVIDE MAINTENANCE, SUPPORT, UPDATES, ENHANCEMENTS, OR MODIFICATIONS
QIBA_v5_Tofts
Originally Posted: 2011.09.28 Updated: 2012.02.13
What’s available?
A zip archive called QIBA_v5_beta1D.zip. Inside this are three folders: simulated T1 mapping images in a directory called QIBA_T1_v05_beta1D, and simulated dynamic images in directories called QIBA_DYN_2p_v05_beta1D_GE and QIBA_DYN_2p_v05_beta1D_Siemens. Starting in version 3, both DICOM format and XML images are provided.
PDF files describing the T1 mapping images and dynamic images are available.
The simulated DICOM images are contained in a 3704KB zip archive.
The JSim models used to generate the T1 mapping and dymanic images are available in this zip archive.
The JSim software can be downloaded from the Physiome Project’s website.
License:
Terms of Agreement:
Copyright 2011 by Duke University. All rights reserved.
Permission to copy, use, and modify this data and accompanying documentation for educational and research purposes is hereby granted, without fee and without a signed licensing agreement, provided that the above copyright notice, this paragraph and the following paragraph appears in all copies including derivatives of the data. The copyright holder is free to make upgraded or improved versions of the data, provided that they are made readily available to others on these same terms without fee or any other charge. Contact the copyright holder at barbo013@mc.duke.edu for commercial licensing opportunities.
IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE TO ANY PARTY FOR DIRECT, INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES, OF ANY KIND WHATSOEVER, ARISING OUT OF THE USE OF THIS DATA AND ITS DOCUMENTATION, EVEN IF HE HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. THE COPYRIGHT HOLDER SPECIFICALLY DISCLAIMS ANY WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE DATA AND ACCOMPANYING DOCUMENTATION IS PROVIDED “AS IS”. THE COPYRIGHT HOLDER HAS NO OBLIGATION TO PROVIDE MAINTENANCE, SUPPORT, UPDATES, ENHANCEMENTS, OR MODIFICATIONS
QIBA_v4 Extended Tofts
2009.04.16
What’s available?
A zip archive called QIBA_v4.zip. Inside this are two folders: simulated T1 mapping images in a directory called T1_mapping_v4, and simulated dynamic images in a directory called Dynamic_v4. Starting in version 3, both DICOM format and XML images are provided.
Text files describing the T1 mapping images and dynamic images are available.
The simulated DICOM images are contained in a 1901KB zip archive.
License:
Terms of Agreement:
Copyright 2009 by Duke University. All rights reserved.Permission to copy, use, and modify this data and accompanying documentation for educational and research purposes is hereby granted, without fee and without a signed licensing agreement, provided that the above copyright notice, this paragraph and the following paragraph appears in all copies including derivatives of the data. The copyright holder is free to make upgraded or improved versions of the data, provided that they are made readily available to others on these same terms without fee or any other charge. Contact the copyright holder at barbo013@mc.duke.edu for commercial licensing opportunities.
IN NO EVENT SHALL THE COPYRIGHT HOLDER BE LIABLE TO ANY PARTY FOR DIRECT, INDIRECT, SPECIAL, INCIDENTAL, OR CONSEQUENTIAL DAMAGES, OF ANY KIND WHATSOEVER, ARISING OUT OF THE USE OF THIS DATA AND ITS DOCUMENTATION, EVEN IF HE HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. THE COPYRIGHT HOLDER SPECIFICALLY DISCLAIMS ANY WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE DATA AND ACCOMPANYING DOCUMENTATION IS PROVIDED “AS IS”. THE COPYRIGHT HOLDER HAS NO OBLIGATION TO PROVIDE MAINTENANCE, SUPPORT, UPDATES, ENHANCEMENTS, OR MODIFICATIONS
