diff --git a/README.md b/README.md
new file mode 100644
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+++ b/README.md
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+---
+configs:
+- config_name: default
+ data_files:
+ - split: full
+ path: data/full-*
+ - split: curated_10
+ path: data/curated_10-*
+ - split: thumbnail_3
+ path: data/thumbnail_3-*
+task_categories:
+- image-to-image
+pretty_name: Triangle Reconstruction Benchmark
+size_categories:
+- n<1K
+---
+
+# Triangle Reconstruction Benchmark
+
+A small, diverse dataset curated manually from existing datasets and images found online, with item-level rights and provenance information.
+
+The purpose of this dataset is to evaluate the quality of algorithms for approximating images using sets of coloured triangles, such as [Genetic Algorithms](https://www.rogeralsing.com/2008/12/07/genetic-programming-evolution-of-mona-lisa/) or greedy ones such as [Geometrize](https://www.geometrize.co.uk/).
+
+## Composition
+
+The benchmark set consists of 75 images, all rendered and post-processed to RGB PNG with a 1024-pixel longest edge. Aspect ratio is preserved. Exact source files are retained under `originals/`.
+
+Each image has a stable integer `index` from 1 to 75 for convenient reference (for example, “sample 23”), as well as a content-stable hexadecimal `id`. The same image retains its full-set index in every subset.
+
+There are three sets:
+
+- `full`: the entire 75-image collection,
+- `curated_10`: a 10-image development subset useful when iterating on new algorithms, and
+- `thumbnail_3`: three visually distinct headline images selected for thumbnails and quick comparisons. This includes the Mona Lisa, a target famously used by projects such as [EvoLisa](https://www.rogeralsing.com/2008/12/07/genetic-programming-evolution-of-mona-lisa/).
+
+## Rights and attribution
+
+This dataset contains images from multiple sources. No new or collective license is asserted over the source images; each image remains subject to its original license or rights status. Source, rights, and attribution information is provided at the item level. Canonical images have been resized and/or rasterized for evaluation.
+
+See `THIRD_PARTY_NOTICES.md`, `third_party_licenses/`, and the Parquet metadata columns. In particular, DIV2K is described by its publisher as academic-research-only, Kodak has no first-party license file in the acquired mirror, and logos may remain subject to trademark rights.
+
+## Loading
+
+```python
+from datasets import load_dataset
+
+dataset = load_dataset("benchislett/TrianglePaintBench")
+```
+
+When working from a local clone, use `load_dataset("path/to/triangle_reconstruction_hf")` instead.
+
+Integrity hashes for the original and canonical image files are in `checksums.sha256`.
diff --git a/THIRD_PARTY_NOTICES.md b/THIRD_PARTY_NOTICES.md
new file mode 100644
index 0000000000000000000000000000000000000000..75754d03de207669b45ede19744356f2c84af12a
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+# Third-party notices
+
+The canonical PNGs are resized and/or rasterized versions of the listed source images. Original rights remain in force.
+
+| Source | Items | Rights/license | Attribution |
+|---|---:|---|---|
+| CLIC2020 | 12 | [Unsplash License](https://unsplash.com/license); free commercial and non-commercial use; collection may not replicate a competing service | CLIC 2020 professional validation set; original photograph from Unsplash |
+| Color-Icon-Packs/svg-logos-color | 7 | [CC0 collection; underlying trademarks remain](https://github.com/gilbarbara/logos); open collection license; brand and trademark rights are separate | SVG Logos contributors; respective brand owners retain trademark rights |
+| DIV2K | 9 | [Academic research purposes only](https://data.vision.ee.ethz.ch/cvl/DIV2K/); research-only; copyright remains with original owners | DIV2K / NTIRE 2017 dataset; cite the dataset paper |
+| Generated-Samples/dinosaurs-and-fantasy-warriors | 8 | No source-image license; generated sample; AI-generated with OpenAI image generation on 2026-08-02 | AI-generated exploratory sample |
+| Kodak | 4 | [No first-party license supplied](https://r0k.us/graphics/kodak/); mirror reports Kodak released the images for unrestricted use | Kodak Lossless True Color Image Suite |
+| Museum-Paintings/artic | 2 | [CC0 / Public Domain](https://www.artic.edu/open-access/open-access-images); Art Institute of Chicago Open Access selection | The Art Institute of Chicago |
+| Museum-Paintings/cleveland | 2 | [CC0](https://www.clevelandart.org/open-access); Cleveland Museum of Art Open Access selection | Cleveland Museum of Art |
+| Museum-Paintings/met | 1 | [CC0 / Public Domain](https://www.metmuseum.org/about-the-met/policies-and-documents/open-access); Metropolitan Museum of Art Open Access selection | The Metropolitan Museum of Art |
+| NASA-Space-Photography/jwst-science-images | 2 | [NASA Media Usage Guidelines](https://www.nasa.gov/nasa-brand-center/images-and-media/); generally not subject to US copyright; item credits and third-party notices apply | NASA; retain item-level mission and contributor credits |
+| NASA-Space-Photography/solar-system-planets | 2 | [NASA Media Usage Guidelines](https://www.nasa.gov/nasa-brand-center/images-and-media/); generally not subject to US copyright; item credits and third-party notices apply | NASA; retain item-level mission and contributor credits |
+| Non-Game-Fantasy/morevna-project | 1 | [CC BY 3.0](https://creativecommons.org/licenses/by/3.0/); Morevna Demo visual | Morevna Project; resized from the Morevna Demo |
+| Open-Fantasy-Art/wesnoth | 4 | [GPL-2.0-or-later and/or CC BY-SA 4.0; see upstream notices](https://wiki.wesnoth.org/Wesnoth:Copyrights); open-licensed; exact asset terms follow the retained upstream notices | Battle for Wesnoth contributors |
+| Open-Nature-Photography/highsmith-landscapes | 3 | [No known restrictions](https://www.loc.gov/pictures/collection/highsm/); Carol M. Highsmith collection donated copyright-free | Carol M. Highsmith, Library of Congress |
+| Open-Nature-Photography/inaturalist-open-nature | 1 | [CC BY](https://creativecommons.org/licenses/by/4.0/); iNaturalist item-level photo license | (c) E. A., some rights reserved (CC BY) |
+| Open-Nature-Photography/inaturalist-open-nature | 1 | [CC0](https://creativecommons.org/publicdomain/zero/1.0/); iNaturalist item-level photo license | no rights reserved |
+| Required-Artworks/public-domain-masterpieces | 1 | [Public Domain (explicitly stated by USGS)](https://www.usgs.gov/media/images/earth-image-space); Public Domain (explicitly stated by USGS) | NASA |
+| Required-Artworks/public-domain-masterpieces | 1 | [Public Domain Mark 1.0; digital enhancements released into the public domain worldwide by Dcoetzee](https://commons.wikimedia.org/wiki/File:Mona_Lisa,_by_Leonardo_da_Vinci,_from_C2RMF_retouched.jpg); Public Domain Mark 1.0; digital enhancements released into the public domain worldwide by Dcoetzee | Leonardo da Vinci; Dcoetzee |
+| SVG-Bench/svg-emoji | 4 | [Apache-2.0](https://www.apache.org/licenses/LICENSE-2.0); Noto Emoji license | Google Noto Emoji contributors |
+| SVG-Bench/svg-emoji | 5 | [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/); Twemoji graphics license | Twitter Twemoji contributors |
+| Vector-Packs/flag-icons | 5 | [MIT](https://github.com/lipis/flag-icons/blob/main/LICENSE); open pack license; national flag rules may also apply | flag-icons contributors |
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+The MIT License (MIT)
+
+Copyright (c) 2013 Panayiotis Lipiridis
+
+Permission is hereby granted, free of charge, to any person obtaining a copy of
+this software and associated documentation files (the "Software"), to deal in
+the Software without restriction, including without limitation the rights to
+use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies
+of the Software, and to permit persons to whom the Software is furnished to do
+so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
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+Copyright 2013 Google LLC
+
+This Font Software is licensed under the SIL Open Font License, Version 1.1.
+This license is copied below, and is also available with a FAQ at:
+https://scripts.sil.org/OFL
+
+
+-----------------------------------------------------------
+SIL OPEN FONT LICENSE Version 1.1 - 26 February 2007
+-----------------------------------------------------------
+
+PREAMBLE
+The goals of the Open Font License (OFL) are to stimulate worldwide
+development of collaborative font projects, to support the font creation
+efforts of academic and linguistic communities, and to provide a free and
+open framework in which fonts may be shared and improved in partnership
+with others.
+
+The OFL allows the licensed fonts to be used, studied, modified and
+redistributed freely as long as they are not sold by themselves. The
+fonts, including any derivative works, can be bundled, embedded,
+redistributed and/or sold with any software provided that any reserved
+names are not used by derivative works. The fonts and derivatives,
+however, cannot be released under any other type of license. The
+requirement for fonts to remain under this license does not apply
+to any document created using the fonts or their derivatives.
+
+DEFINITIONS
+"Font Software" refers to the set of files released by the Copyright
+Holder(s) under this license and clearly marked as such. This may
+include source files, build scripts and documentation.
+
+"Reserved Font Name" refers to any names specified as such after the
+copyright statement(s).
+
+"Original Version" refers to the collection of Font Software components as
+distributed by the Copyright Holder(s).
+
+"Modified Version" refers to any derivative made by adding to, deleting,
+or substituting -- in part or in whole -- any of the components of the
+Original Version, by changing formats or by porting the Font Software to a
+new environment.
+
+"Author" refers to any designer, engineer, programmer, technical
+writer or other person who contributed to the Font Software.
+
+PERMISSION & CONDITIONS
+Permission is hereby granted, free of charge, to any person obtaining
+a copy of the Font Software, to use, study, copy, merge, embed, modify,
+redistribute, and sell modified and unmodified copies of the Font
+Software, subject to the following conditions:
+
+1) Neither the Font Software nor any of its individual components,
+in Original or Modified Versions, may be sold by itself.
+
+2) Original or Modified Versions of the Font Software may be bundled,
+redistributed and/or sold with any software, provided that each copy
+contains the above copyright notice and this license. These can be
+included either as stand-alone text files, human-readable headers or
+in the appropriate machine-readable metadata fields within text or
+binary files as long as those fields can be easily viewed by the user.
+
+3) No Modified Version of the Font Software may use the Reserved Font
+Name(s) unless explicit written permission is granted by the corresponding
+Copyright Holder. This restriction only applies to the primary font name as
+presented to the users.
+
+4) The name(s) of the Copyright Holder(s) or the Author(s) of the Font
+Software shall not be used to promote, endorse or advertise any
+Modified Version, except to acknowledge the contribution(s) of the
+Copyright Holder(s) and the Author(s) or with their explicit written
+permission.
+
+5) The Font Software, modified or unmodified, in part or in whole,
+must be distributed entirely under this license, and must not be
+distributed under any other license. The requirement for fonts to
+remain under this license does not apply to any document created
+using the Font Software.
+
+TERMINATION
+This license becomes null and void if any of the above conditions are
+not met.
+
+DISCLAIMER
+THE FONT SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
+EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO ANY WARRANTIES OF
+MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT
+OF COPYRIGHT, PATENT, TRADEMARK, OR OTHER RIGHT. IN NO EVENT SHALL THE
+COPYRIGHT HOLDER BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
+INCLUDING ANY GENERAL, SPECIAL, INDIRECT, INCIDENTAL, OR CONSEQUENTIAL
+DAMAGES, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+FROM, OUT OF THE USE OR INABILITY TO USE THE FONT SOFTWARE OR FROM
+OTHER DEALINGS IN THE FONT SOFTWARE.
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+CC0 1.0 Universal
+
+Statement of Purpose
+
+The laws of most jurisdictions throughout the world automatically confer
+exclusive Copyright and Related Rights (defined below) upon the creator and
+subsequent owner(s) (each and all, an "owner") of an original work of
+authorship and/or a database (each, a "Work").
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+Certain owners wish to permanently relinquish those rights to a Work for the
+purpose of contributing to a commons of creative, cultural and scientific
+works ("Commons") that the public can reliably and without fear of later
+claims of infringement build upon, modify, incorporate in other works, reuse
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diff --git a/third_party_licenses/twemoji-LICENSE.txt b/third_party_licenses/twemoji-LICENSE.txt
new file mode 100644
index 0000000000000000000000000000000000000000..dc8853a70cfa9d7e8933c080caa147815c659fab
--- /dev/null
+++ b/third_party_licenses/twemoji-LICENSE.txt
@@ -0,0 +1,393 @@
+Attribution 4.0 International
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diff --git a/third_party_licenses/wesnoth-COPYING.txt b/third_party_licenses/wesnoth-COPYING.txt
new file mode 100644
index 0000000000000000000000000000000000000000..44414e044a0e34e5a4822c1b58d10ea15d4f9411
--- /dev/null
+++ b/third_party_licenses/wesnoth-COPYING.txt
@@ -0,0 +1,344 @@
+ GNU GENERAL PUBLIC LICENSE
+ Version 2, June 1991
+
+ Copyright (C) 1989, 1991 Free Software Foundation, Inc.
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+
+ END OF TERMS AND CONDITIONS
+
+---
+
+ How to Apply These Terms to Your New Programs
+
+ If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+ To do so, attach the following notices to the program. It is safest
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+convey the exclusion of warranty; and each file should have at least
+the `copyright' line and a pointer to where the full notice is found.
+
+ (one line to give the program's name and a brief idea of what it does.)
+ Copyright (C) (year) (name of author)
+
+ This program is free software; you can redistribute it and/or modify
+ it under the terms of the GNU General Public License as published by
+ the Free Software Foundation; either version 2 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
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+Also add information on how to contact you by electronic and paper mail.
+
+If the program is interactive, make it output a short notice like this
+when it starts in an interactive mode:
+
+ Gnomovision version 69, Copyright (C) year name of author
+ Gnomovision comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+ This is free software, and you are welcome to redistribute it
+ under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and `show c' should show the appropriate
+parts of the General Public License. Of course, the commands you use may
+be called something other than `show w' and `show c'; they could even be
+mouse-clicks or menu items--whatever suits your program.
+
+You should also get your employer (if you work as a programmer) or your
+school, if any, to sign a `copyright disclaimer' for the program, if
+necessary. Here is a sample; alter the names:
+
+ Yoyodyne, Inc., hereby disclaims all copyright interest in the program
+ `Gnomovision' (which makes passes at compilers) written by James Hacker.
+
+ (signature of Ty Coon), 1 April 1989
+ Ty Coon, President of Vice
+
+This General Public License does not permit incorporating your program into
+proprietary programs. If your program is a subroutine library, you may
+consider it more useful to permit linking proprietary applications with the
+library. If this is what you want to do, use the GNU Library General
+Public License instead of this License.
diff --git a/third_party_licenses/wesnoth-heir-to-the-throne-LICENSE.txt b/third_party_licenses/wesnoth-heir-to-the-throne-LICENSE.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f9eb6eda1d1b1508406f8a3e45ed0cbaefa1d457
--- /dev/null
+++ b/third_party_licenses/wesnoth-heir-to-the-throne-LICENSE.txt
@@ -0,0 +1,674 @@
+GNU GENERAL PUBLIC LICENSE
+ Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc.
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+ Preamble
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+
+ Moreover, your license from a particular copyright holder is
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+your receipt of the notice.
+
+ Termination of your rights under this section does not terminate the
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+
+ 9. Acceptance Not Required for Having Copies.
+
+ You are not required to accept this License in order to receive or
+run a copy of the Program. Ancillary propagation of a covered work
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+nothing other than this License grants you permission to propagate or
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+ 10. Automatic Licensing of Downstream Recipients.
+
+ Each time you convey a covered work, the recipient automatically
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+
+ You may not impose any further restrictions on the exercise of the
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+any patent claim is infringed by making, using, selling, offering for
+sale, or importing the Program or any portion of it.
+
+ 11. Patents.
+
+ A "contributor" is a copyright holder who authorizes use under this
+License of the Program or a work on which the Program is based. The
+work thus licensed is called the contributor's "contributor version".
+
+ A contributor's "essential patent claims" are all patent claims
+owned or controlled by the contributor, whether already acquired or
+hereafter acquired, that would be infringed by some manner, permitted
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+ In the following three paragraphs, a "patent license" is any express
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+
+ If you convey a covered work, knowingly relying on a patent license,
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+consistent with the requirements of this License, to extend the patent
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+
+ If, pursuant to or in connection with a single transaction or
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+or convey a specific copy of the covered work, then the patent license
+you grant is automatically extended to all recipients of the covered
+work and works based on it.
+
+ A patent license is "discriminatory" if it does not include within
+the scope of its coverage, prohibits the exercise of, or is
+conditioned on the non-exercise of one or more of the rights that are
+specifically granted under this License. You may not convey a covered
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+contain the covered work, unless you entered into that arrangement,
+or that patent license was granted, prior to 28 March 2007.
+
+ Nothing in this License shall be construed as excluding or limiting
+any implied license or other defenses to infringement that may
+otherwise be available to you under applicable patent law.
+
+ 12. No Surrender of Others' Freedom.
+
+ If conditions are imposed on you (whether by court order, agreement or
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+not convey it at all. For example, if you agree to terms that obligate you
+to collect a royalty for further conveying from those to whom you convey
+the Program, the only way you could satisfy both those terms and this
+License would be to refrain entirely from conveying the Program.
+
+ 13. Use with the GNU Affero General Public License.
+
+ Notwithstanding any other provision of this License, you have
+permission to link or combine any covered work with a work licensed
+under version 3 of the GNU Affero General Public License into a single
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+License will continue to apply to the part which is the covered work,
+but the special requirements of the GNU Affero General Public License,
+section 13, concerning interaction through a network will apply to the
+combination as such.
+
+ 14. Revised Versions of this License.
+
+ The Free Software Foundation may publish revised and/or new versions of
+the GNU General Public License from time to time. Such new versions will
+be similar in spirit to the present version, but may differ in detail to
+address new problems or concerns.
+
+ Each version is given a distinguishing version number. If the
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+Public License "or any later version" applies to it, you have the
+option of following the terms and conditions either of that numbered
+version or of any later version published by the Free Software
+Foundation. If the Program does not specify a version number of the
+GNU General Public License, you may choose any version ever published
+by the Free Software Foundation.
+
+ If the Program specifies that a proxy can decide which future
+versions of the GNU General Public License can be used, that proxy's
+public statement of acceptance of a version permanently authorizes you
+to choose that version for the Program.
+
+ Later license versions may give you additional or different
+permissions. However, no additional obligations are imposed on any
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+
+ 15. Disclaimer of Warranty.
+
+ THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
+HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
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+THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
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+ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+ 16. Limitation of Liability.
+
+ IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
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+SUCH DAMAGES.
+
+ 17. Interpretation of Sections 15 and 16.
+
+ If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+ END OF TERMS AND CONDITIONS
+
+ How to Apply These Terms to Your New Programs
+
+ If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+ To do so, attach the following notices to the program. It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+
+ Copyright (C)
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU General Public License for more details.
+
+ You should have received a copy of the GNU General Public License
+ along with this program. If not, see .
+
+Also add information on how to contact you by electronic and paper mail.
+
+ If the program does terminal interaction, make it output a short
+notice like this when it starts in an interactive mode:
+
+ Copyright (C)
+ This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+ This is free software, and you are welcome to redistribute it
+ under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and `show c' should show the appropriate
+parts of the General Public License. Of course, your program's commands
+might be different; for a GUI interface, you would use an "about box".
+
+ You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU GPL, see
+.
+
+ The GNU General Public License does not permit incorporating your program
+into proprietary programs. If your program is a subroutine library, you
+may consider it more useful to permit linking proprietary applications with
+the library. If this is what you want to do, use the GNU Lesser General
+Public License instead of this License. But first, please read
+.