diff options
| -rw-r--r-- | 2017/free-will/LICENSE | 674 | ||||
| -rw-r--r-- | 2017/free-will/README.md | 14 | ||||
| -rw-r--r-- | 2017/free-will/openvibe-scenarios/free-will-bci-1-acquisition.xml | 1204 | ||||
| -rw-r--r-- | 2017/free-will/openvibe-scenarios/free-will-bci-2-classifier-trainer.xml | 695 | ||||
| -rw-r--r-- | 2017/free-will/scripts/python-learning.py | 157 | ||||
| -rw-r--r-- | 2017/free-will/signals/record-sig-[2017.05.08-11.08.24].csv | 3 | ||||
| -rw-r--r-- | 2017/free-will/signals/record-sig-[2017.05.15-23.11.00].csv | 3 | ||||
| -rw-r--r-- | 2017/free-will/signals/record-stim-[2017.05.08-11.08.24].csv | 3 | ||||
| -rw-r--r-- | 2017/free-will/signals/record-stim-[2017.05.15-23.11.00].csv | 3 |
9 files changed, 2756 insertions, 0 deletions
diff --git a/2017/free-will/LICENSE b/2017/free-will/LICENSE new file mode 100644 index 0000000..9cecc1d --- /dev/null +++ b/2017/free-will/LICENSE @@ -0,0 +1,674 @@ + GNU GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/> + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The GNU General Public License is a free, copyleft license for +software and other kinds of works. + + The licenses for most software and other practical works are designed +to take away your freedom to share and change the works. By contrast, +the GNU General Public License is intended to guarantee your freedom to +share and change all versions of a program--to make sure it remains free +software for all its users. We, the Free Software Foundation, use the +GNU General Public License for most of our software; it applies also to +any other work released this way by its authors. You can apply it to +your programs, too. + + When we speak of free software, we are referring to freedom, not +price. Our General Public Licenses are designed to make sure that you +have the freedom to distribute copies of free software (and charge for +them if you wish), that you receive source code or can get it if you +want it, that you can change the software or use pieces of it in new +free programs, and that you know you can do these things. + + To protect your rights, we need to prevent others from denying you +these rights or asking you to surrender the rights. Therefore, you have +certain responsibilities if you distribute copies of the software, or if +you modify it: responsibilities to respect the freedom of others. + + For example, if you distribute copies of such a program, whether +gratis or for a fee, you must pass on to the recipients the same +freedoms that you received. You must make sure that they, too, receive +or can get the source code. And you must show them these terms so they +know their rights. + + Developers that use the GNU GPL protect your rights with two steps: +(1) assert copyright on the software, and (2) offer you this License +giving you legal permission to copy, distribute and/or modify it. + + For the developers' and authors' protection, the GPL clearly explains +that there is no warranty for this free software. For both users' and +authors' sake, the GPL requires that modified versions be marked as +changed, so that their problems will not be attributed erroneously to +authors of previous versions. + + Some devices are designed to deny users access to install or run +modified versions of the software inside them, although the manufacturer +can do so. This is fundamentally incompatible with the aim of +protecting users' freedom to change the software. The systematic +pattern of such abuse occurs in the area of products for individuals to +use, which is precisely where it is most unacceptable. Therefore, we +have designed this version of the GPL to prohibit the practice for those +products. If such problems arise substantially in other domains, we +stand ready to extend this provision to those domains in future versions +of the GPL, as needed to protect the freedom of users. + + Finally, every program is threatened constantly by software patents. +States should not allow patents to restrict development and use of +software on general-purpose computers, but in those that do, we wish to +avoid the special danger that patents applied to a free program could +make it effectively proprietary. To prevent this, the GPL assures that +patents cannot be used to render the program non-free. + + The precise terms and conditions for copying, distribution and +modification follow. + + TERMS AND CONDITIONS + + 0. Definitions. + + "This License" refers to version 3 of the GNU General Public License. + + "Copyright" also means copyright-like laws that apply to other kinds of +works, such as semiconductor masks. + + "The Program" refers to any copyrightable work licensed under this +License. Each licensee is addressed as "you". "Licensees" and +"recipients" may be individuals or organizations. + + To "modify" a work means to copy from or adapt all or part of the work +in a fashion requiring copyright permission, other than the making of an +exact copy. The resulting work is called a "modified version" of the +earlier work or a work "based on" the earlier work. + + A "covered work" means either the unmodified Program or a work based +on the Program. + + To "propagate" a work means to do anything with it that, without +permission, would make you directly or secondarily liable for +infringement under applicable copyright law, except executing it on a +computer or modifying a private copy. Propagation includes copying, +distribution (with or without modification), making available to the +public, and in some countries other activities as well. + + To "convey" a work means any kind of propagation that enables other +parties to make or receive copies. Mere interaction with a user through +a computer network, with no transfer of a copy, is not conveying. + + An interactive user interface displays "Appropriate Legal Notices" +to the extent that it includes a convenient and prominently visible +feature that (1) displays an appropriate copyright notice, and (2) +tells the user that there is no warranty for the work (except to the +extent that warranties are provided), that licensees may convey the +work under this License, and how to view a copy of this License. If +the interface presents a list of user commands or options, such as a +menu, a prominent item in the list meets this criterion. + + 1. Source Code. + + The "source code" for a work means the preferred form of the work +for making modifications to it. "Object code" means any non-source +form of a work. + + A "Standard Interface" means an interface that either is an official +standard defined by a recognized standards body, or, in the case of +interfaces specified for a particular programming language, one that +is widely used among developers working in that language. + + The "System Libraries" of an executable work include anything, other +than the work as a whole, that (a) is included in the normal form of +packaging a Major Component, but which is not part of that Major +Component, and (b) serves only to enable use of the work with that +Major Component, or to implement a Standard Interface for which an +implementation is available to the public in source code form. A +"Major Component", in this context, means a major essential component +(kernel, window system, and so on) of the specific operating system +(if any) on which the executable work runs, or a compiler used to +produce the work, or an object code interpreter used to run it. + + The "Corresponding Source" for a work in object code form means all +the source code needed to generate, install, and (for an executable +work) run the object code and to modify the work, including scripts to +control those activities. However, it does not include the work's +System Libraries, or general-purpose tools or generally available free +programs which are used unmodified in performing those activities but +which are not part of the work. For example, Corresponding Source +includes interface definition files associated with source files for +the work, and the source code for shared libraries and dynamically +linked subprograms that the work is specifically designed to require, +such as by intimate data communication or control flow between those +subprograms and other parts of the work. + + The Corresponding Source need not include anything that users +can regenerate automatically from other parts of the Corresponding +Source. + + The Corresponding Source for a work in source code form is that +same work. + + 2. Basic Permissions. + + All rights granted under this License are granted for the term of +copyright on the Program, and are irrevocable provided the stated +conditions are met. This License explicitly affirms your unlimited +permission to run the unmodified Program. The output from running a +covered work is covered by this License only if the output, given its +content, constitutes a covered work. This License acknowledges your +rights of fair use or other equivalent, as provided by copyright law. + + You may make, run and propagate covered works that you do not +convey, without conditions so long as your license otherwise remains +in force. You may convey covered works to others for the sole purpose +of having them make modifications exclusively for you, or provide you +with facilities for running those works, provided that you comply with +the terms of this License in conveying all material for which you do +not control copyright. Those thus making or running the covered works +for you must do so exclusively on your behalf, under your direction +and control, on terms that prohibit them from making any copies of +your copyrighted material outside their relationship with you. + + Conveying under any other circumstances is permitted solely under +the conditions stated below. Sublicensing is not allowed; section 10 +makes it unnecessary. + + 3. Protecting Users' Legal Rights From Anti-Circumvention Law. + + No covered work shall be deemed part of an effective technological +measure under any applicable law fulfilling obligations under article +11 of the WIPO copyright treaty adopted on 20 December 1996, or +similar laws prohibiting or restricting circumvention of such +measures. + + When you convey a covered work, you waive any legal power to forbid +circumvention of technological measures to the extent such circumvention +is effected by exercising rights under this License with respect to +the covered work, and you disclaim any intention to limit operation or +modification of the work as a means of enforcing, against the work's +users, your or third parties' legal rights to forbid circumvention of +technological measures. + + 4. Conveying Verbatim Copies. + + You may convey verbatim copies of the Program's source code as you +receive it, in any medium, provided that you conspicuously and +appropriately publish on each copy an appropriate copyright notice; +keep intact all notices stating that this License and any +non-permissive terms added in accord with section 7 apply to the code; +keep intact all notices of the absence of any warranty; and give all +recipients a copy of this License along with the Program. + + You may charge any price or no price for each copy that you convey, +and you may offer support or warranty protection for a fee. + + 5. Conveying Modified Source Versions. + + You may convey a work based on the Program, or the modifications to +produce it from the Program, in the form of source code under the +terms of section 4, provided that you also meet all of these conditions: + + a) The work must carry prominent notices stating that you modified + it, and giving a relevant date. + + b) The work must carry prominent notices stating that it is + released under this License and any conditions added under section + 7. This requirement modifies the requirement in section 4 to + "keep intact all notices". + + c) You must license the entire work, as a whole, under this + License to anyone who comes into possession of a copy. This + License will therefore apply, along with any applicable section 7 + additional terms, to the whole of the work, and all its parts, + regardless of how they are packaged. This License gives no + permission to license the work in any other way, but it does not + invalidate such permission if you have separately received it. + + d) If the work has interactive user interfaces, each must display + Appropriate Legal Notices; however, if the Program has interactive + interfaces that do not display Appropriate Legal Notices, your + work need not make them do so. + + A compilation of a covered work with other separate and independent +works, which are not by their nature extensions of the covered work, +and which are not combined with it such as to form a larger program, +in or on a volume of a storage or distribution medium, is called an +"aggregate" if the compilation and its resulting copyright are not +used to limit the access or legal rights of the compilation's users +beyond what the individual works permit. Inclusion of a covered work +in an aggregate does not cause this License to apply to the other +parts of the aggregate. + + 6. Conveying Non-Source Forms. + + You may convey a covered work in object code form under the terms +of sections 4 and 5, provided that you also convey the +machine-readable Corresponding Source under the terms of this License, +in one of these ways: + + a) Convey the object code in, or embodied in, a physical product + (including a physical distribution medium), accompanied by the + Corresponding Source fixed on a durable physical medium + customarily used for software interchange. + + b) Convey the object code in, or embodied in, a physical product + (including a physical distribution medium), accompanied by a + written offer, valid for at least three years and valid for as + long as you offer spare parts or customer support for that product + model, to give anyone who possesses the object code either (1) a + copy of the Corresponding Source for all the software in the + product that is covered by this License, on a durable physical + medium customarily used for software interchange, for a price no + more than your reasonable cost of physically performing this + conveying of source, or (2) access to copy the + Corresponding Source from a network server at no charge. + + c) Convey individual copies of the object code with a copy of the + written offer to provide the Corresponding Source. This + alternative is allowed only occasionally and noncommercially, and + only if you received the object code with such an offer, in accord + with subsection 6b. + + d) Convey the object code by offering access from a designated + place (gratis or for a charge), and offer equivalent access to the + Corresponding Source in the same way through the same place at no + further charge. You need not require recipients to copy the + Corresponding Source along with the object code. If the place to + copy the object code is a network server, the Corresponding Source + may be on a different server (operated by you or a third party) + that supports equivalent copying facilities, provided you maintain + clear directions next to the object code saying where to find the + Corresponding Source. Regardless of what server hosts the + Corresponding Source, you remain obligated to ensure that it is + available for as long as needed to satisfy these requirements. + + e) Convey the object code using peer-to-peer transmission, provided + you inform other peers where the object code and Corresponding + Source of the work are being offered to the general public at no + charge under subsection 6d. + + A separable portion of the object code, whose source code is excluded +from the Corresponding Source as a System Library, need not be +included in conveying the object code work. + + A "User Product" is either (1) a "consumer product", which means any +tangible personal property which is normally used for personal, family, +or household purposes, or (2) anything designed or sold for incorporation +into a dwelling. In determining whether a product is a consumer product, +doubtful cases shall be resolved in favor of coverage. For a particular +product received by a particular user, "normally used" refers to a +typical or common use of that class of product, regardless of the status +of the particular user or of the way in which the particular user +actually uses, or expects or is expected to use, the product. A product +is a consumer product regardless of whether the product has substantial +commercial, industrial or non-consumer uses, unless such uses represent +the only significant mode of use of the product. + + "Installation Information" for a User Product means any methods, +procedures, authorization keys, or other information required to install +and execute modified versions of a covered work in that User Product from +a modified version of its Corresponding Source. The information must +suffice to ensure that the continued functioning of the modified object +code is in no case prevented or interfered with solely because +modification has been made. + + If you convey an object code work under this section in, or with, or +specifically for use in, a User Product, and the conveying occurs as +part of a transaction in which the right of possession and use of the +User Product is transferred to the recipient in perpetuity or for a +fixed term (regardless of how the transaction is characterized), the +Corresponding Source conveyed under this section must be accompanied +by the Installation Information. But this requirement does not apply +if neither you nor any third party retains the ability to install +modified object code on the User Product (for example, the work has +been installed in ROM). + + The requirement to provide Installation Information does not include a +requirement to continue to provide support service, warranty, or updates +for a work that has been modified or installed by the recipient, or for +the User Product in which it has been modified or installed. Access to a +network may be denied when the modification itself materially and +adversely affects the operation of the network or violates the rules and +protocols for communication across the network. + + Corresponding Source conveyed, and Installation Information provided, +in accord with this section must be in a format that is publicly +documented (and with an implementation available to the public in +source code form), and must require no special password or key for +unpacking, reading or copying. + + 7. Additional Terms. + + "Additional permissions" are terms that supplement the terms of this +License by making exceptions from one or more of its conditions. +Additional permissions that are applicable to the entire Program shall +be treated as though they were included in this License, to the extent +that they are valid under applicable law. If additional permissions +apply only to part of the Program, that part may be used separately +under those permissions, but the entire Program remains governed by +this License without regard to the additional permissions. + + When you convey a copy of a covered work, you may at your option +remove any additional permissions from that copy, or from any part of +it. (Additional permissions may be written to require their own +removal in certain cases when you modify the work.) You may place +additional permissions on material, added by you to a covered work, +for which you have or can give appropriate copyright permission. + + Notwithstanding any other provision of this License, for material you +add to a covered work, you may (if authorized by the copyright holders of +that material) supplement the terms of this License with terms: + + a) Disclaiming warranty or limiting liability differently from the + terms of sections 15 and 16 of this License; or + + b) Requiring preservation of specified reasonable legal notices or + author attributions in that material or in the Appropriate Legal + Notices displayed by works containing it; or + + c) Prohibiting misrepresentation of the origin of that material, or + requiring that modified versions of such material be marked in + reasonable ways as different from the original version; or + + d) Limiting the use for publicity purposes of names of licensors or + authors of the material; or + + e) Declining to grant rights under trademark law for use of some + trade names, trademarks, or service marks; or + + f) Requiring indemnification of licensors and authors of that + material by anyone who conveys the material (or modified versions of + it) with contractual assumptions of liability to the recipient, for + any liability that these contractual assumptions directly impose on + those licensors and authors. + + All other non-permissive additional terms are considered "further +restrictions" within the meaning of section 10. If the Program as you +received it, or any part of it, contains a notice stating that it is +governed by this License along with a term that is a further +restriction, you may remove that term. If a license document contains +a further restriction but permits relicensing or conveying under this +License, you may add to a covered work material governed by the terms +of that license document, provided that the further restriction does +not survive such relicensing or conveying. + + If you add terms to a covered work in accord with this section, you +must place, in the relevant source files, a statement of the +additional terms that apply to those files, or a notice indicating +where to find the applicable terms. + + Additional terms, permissive or non-permissive, may be stated in the +form of a separately written license, or stated as exceptions; +the above requirements apply either way. + + 8. Termination. + + You may not propagate or modify a covered work except as expressly +provided under this License. Any attempt otherwise to propagate or +modify it is void, and will automatically terminate your rights under +this License (including any patent licenses granted under the third +paragraph of section 11). + + However, if you cease all violation of this License, then your +license from a particular copyright holder is reinstated (a) +provisionally, unless and until the copyright holder explicitly and +finally terminates your license, and (b) permanently, if the copyright +holder fails to notify you of the violation by some reasonable means +prior to 60 days after the cessation. + + Moreover, your license from a particular copyright holder is +reinstated permanently if the copyright holder notifies you of the +violation by some reasonable means, this is the first time you have +received notice of violation of this License (for any work) from that +copyright holder, and you cure the violation prior to 30 days after +your receipt of the notice. + + Termination of your rights under this section does not terminate the +licenses of parties who have received copies or rights from you under +this License. If your rights have been terminated and not permanently +reinstated, you do not qualify to receive new licenses for the same +material under section 10. + + 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 +occurring solely as a consequence of using peer-to-peer transmission +to receive a copy likewise does not require acceptance. However, +nothing other than this License grants you permission to propagate or +modify any covered work. These actions infringe copyright if you do +not accept this License. Therefore, by modifying or propagating a +covered work, you indicate your acceptance of this License to do so. + + 10. Automatic Licensing of Downstream Recipients. + + Each time you convey a covered work, the recipient automatically +receives a license from the original licensors, to run, modify and +propagate that work, subject to this License. You are not responsible +for enforcing compliance by third parties with this License. + + An "entity transaction" is a transaction transferring control of an +organization, or substantially all assets of one, or subdividing an +organization, or merging organizations. If propagation of a covered +work results from an entity transaction, each party to that +transaction who receives a copy of the work also receives whatever +licenses to the work the party's predecessor in interest had or could +give under the previous paragraph, plus a right to possession of the +Corresponding Source of the work from the predecessor in interest, if +the predecessor has it or can get it with reasonable efforts. + + You may not impose any further restrictions on the exercise of the +rights granted or affirmed under this License. For example, you may +not impose a license fee, royalty, or other charge for exercise of +rights granted under this License, and you may not initiate litigation +(including a cross-claim or counterclaim in a lawsuit) alleging that +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 +by this License, of making, using, or selling its contributor version, +but do not include claims that would be infringed only as a +consequence of further modification of the contributor version. For +purposes of this definition, "control" includes the right to grant +patent sublicenses in a manner consistent with the requirements of +this License. + + Each contributor grants you a non-exclusive, worldwide, royalty-free +patent license under the contributor's essential patent claims, to +make, use, sell, offer for sale, import and otherwise run, modify and +propagate the contents of its contributor version. + + In the following three paragraphs, a "patent license" is any express +agreement or commitment, however denominated, not to enforce a patent +(such as an express permission to practice a patent or covenant not to +sue for patent infringement). To "grant" such a patent license to a +party means to make such an agreement or commitment not to enforce a +patent against the party. + + If you convey a covered work, knowingly relying on a patent license, +and the Corresponding Source of the work is not available for anyone +to copy, free of charge and under the terms of this License, through a +publicly available network server or other readily accessible means, +then you must either (1) cause the Corresponding Source to be so +available, or (2) arrange to deprive yourself of the benefit of the +patent license for this particular work, or (3) arrange, in a manner +consistent with the requirements of this License, to extend the patent +license to downstream recipients. "Knowingly relying" means you have +actual knowledge that, but for the patent license, your conveying the +covered work in a country, or your recipient's use of the covered work +in a country, would infringe one or more identifiable patents in that +country that you have reason to believe are valid. + + If, pursuant to or in connection with a single transaction or +arrangement, you convey, or propagate by procuring conveyance of, a +covered work, and grant a patent license to some of the parties +receiving the covered work authorizing them to use, propagate, modify +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 +work if you are a party to an arrangement with a third party that is +in the business of distributing software, under which you make payment +to the third party based on the extent of your activity of conveying +the work, and under which the third party grants, to any of the +parties who would receive the covered work from you, a discriminatory +patent license (a) in connection with copies of the covered work +conveyed by you (or copies made from those copies), or (b) primarily +for and in connection with specific products or compilations that +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 +otherwise) that contradict the conditions of this License, they do not +excuse you from the conditions of this License. If you cannot convey a +covered work so as to satisfy simultaneously your obligations under this +License and any other pertinent obligations, then as a consequence you may +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 +combined work, and to convey the resulting work. The terms of this +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 +Program specifies that a certain numbered version of the GNU General +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 +author or copyright holder as a result of your choosing to follow a +later version. + + 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 +OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, +THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR +PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM +IS WITH YOU. SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF +ALL NECESSARY SERVICING, REPAIR OR CORRECTION. + + 16. Limitation of Liability. + + IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING +WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS +THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY +GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE +USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF +DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD +PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS), +EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF +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. + + {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 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 <http://www.gnu.org/licenses/>. + +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: + + {project} Copyright (C) {year} {fullname} + 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 +<http://www.gnu.org/licenses/>. + + 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 +<http://www.gnu.org/philosophy/why-not-lgpl.html>. diff --git a/2017/free-will/README.md b/2017/free-will/README.md new file mode 100644 index 0000000..378a2fd --- /dev/null +++ b/2017/free-will/README.md @@ -0,0 +1,14 @@ +# free-will +AI project - Disprove the existence of the free will + +My attempt for the "Free will experiment" using Emotiv EPOC EEG headset and OpenViBE platform (the idea for the experiment can be seen in this youtube video - https://www.youtube.com/watch?v=lmI7NnMqwLQ ). This project could have been done better with additional filters to get rid of noise/blinks etc. and more precise EEG data. + +For receiving data from the EPOC headset, I used hemokit (https://github.com/nh2/hemokit) with following command: +hemokit-dump.exe --format sensorbytes --serve 127.0.0.1:1337 --realtime + +OpenViBE collects this data with acquisition server as described in https://github.com/nh2/hemokit/wiki/OpenVibe . + +OpenViBE scenarios that I used are located in the openvibe-scenarios folder: +* free-will-bci-1-acquisition.xml - saving EEG data to CSV file, saving keyboard button presses into CSV file +* free-will-bci-2-classifier-trainer.xml - scenario with just a python script (see scripts/python-learning.py) + diff --git a/2017/free-will/openvibe-scenarios/free-will-bci-1-acquisition.xml b/2017/free-will/openvibe-scenarios/free-will-bci-1-acquisition.xml new file mode 100644 index 0000000..523ade9 --- /dev/null +++ b/2017/free-will/openvibe-scenarios/free-will-bci-1-acquisition.xml @@ -0,0 +1,1204 @@ +<OpenViBE-Scenario> + <Creator>OpenViBE</Creator> + <CreatorVersion>1.3.0</CreatorVersion> + <Boxes> + <Box> + <Identifier>(0x000011b9, 0x00002dbe)</Identifier> + <Name>Stimulation multiplexer</Name> + <AlgorithmClassIdentifier>(0x07db4efa, 0x472b0938)</AlgorithmClassIdentifier> + <Inputs> + <Input> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Input stimulations 1</Name> + </Input> + <Input> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Input stimulations 2</Name> + </Input> + </Inputs> + <Outputs> + <Output> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Multiplexed stimulations</Name> + </Output> + </Outputs> + <Attributes> + <Attribute> + <Identifier>(0x1fa7a38f, 0x54edbe0b)</Identifier> + <Value>-48.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa963f5, 0x1a638cd4)</Identifier> + <Value>34</Value> + </Attribute> + <Attribute> + <Identifier>(0x207c9054, 0x3c841b63)</Identifier> + <Value>640.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x4e7b798a, 0x183beafb)</Identifier> + <Value>(0xd5da9c1d, 0x1cc7dbf9)</Value> + </Attribute> + <Attribute> + <Identifier>(0xad100179, 0xa3c984ab)</Identifier> + <Value>117</Value> + </Attribute> + <Attribute> + <Identifier>(0xc46b3d00, 0x3e0454e1)</Identifier> + <Value>(0x00000000, 0x005f6b9c)</Value> + </Attribute> + <Attribute> + <Identifier>(0xc73e83ec, 0xf855c5bc)</Identifier> + <Value>false</Value> + </Attribute> + <Attribute> + <Identifier>(0xc80ce8af, 0xf699f813)</Identifier> + <Value>1</Value> + </Attribute> + <Attribute> + <Identifier>(0xcfad85b0, 0x7c6d841c)</Identifier> + <Value>2</Value> + </Attribute> + <Attribute> + <Identifier>(0xfba64161, 0x65304e21)</Identifier> + <Value></Value> + </Attribute> + </Attributes> + </Box> + <Box> + <Identifier>(0x00001ab6, 0x00007dc8)</Identifier> + <Name>Stimulation listener</Name> + <AlgorithmClassIdentifier>(0x65731e1d, 0x47de5276)</AlgorithmClassIdentifier> + <Inputs> + <Input> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Stimulation stream 1</Name> + </Input> + </Inputs> + <Settings> + <Setting> + <TypeIdentifier>(0xa88b3667, 0x0871638c)</TypeIdentifier> + <Name>Log level to use</Name> + <DefaultValue>Debug</DefaultValue> + <Value>Information</Value> + <Modifiability>false</Modifiability> + </Setting> + </Settings> + <Attributes> + <Attribute> + <Identifier>(0x1fa7a38f, 0x54edbe0b)</Identifier> + <Value>16.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa963f5, 0x1a638cd4)</Identifier> + <Value>34</Value> + </Attribute> + <Attribute> + <Identifier>(0x207c9054, 0x3c841b63)</Identifier> + <Value>656.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x4e7b798a, 0x183beafb)</Identifier> + <Value>(0xf451ad91, 0x14c75f86)</Value> + </Attribute> + <Attribute> + <Identifier>(0xad100179, 0xa3c984ab)</Identifier> + <Value>121</Value> + </Attribute> + <Attribute> + <Identifier>(0xc46b3d00, 0x3e0454e1)</Identifier> + <Value>(0x00000000, 0x00274198)</Value> + </Attribute> + <Attribute> + <Identifier>(0xc73e83ec, 0xf855c5bc)</Identifier> + <Value>false</Value> + </Attribute> + <Attribute> + <Identifier>(0xce18836a, 0x9c0eb403)</Identifier> + <Value>1</Value> + </Attribute> + <Attribute> + <Identifier>(0xcfad85b0, 0x7c6d841c)</Identifier> + <Value>1</Value> + </Attribute> + <Attribute> + <Identifier>(0xfba64161, 0x65304e21)</Identifier> + <Value></Value> + </Attribute> + </Attributes> + </Box> + <Box> + <Identifier>(0x00002750, 0x00001fb2)</Identifier> + <Name>Signal display</Name> + <AlgorithmClassIdentifier>(0x0055be5f, 0x087bdd12)</AlgorithmClassIdentifier> + <Inputs> + <Input> + <TypeIdentifier>(0x5ba36127, 0x195feae1)</TypeIdentifier> + <Name>Data</Name> + </Input> + <Input> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Stimulations</Name> + </Input> + <Input> + <TypeIdentifier>(0x6ab26b81, 0x0f8c02f3)</TypeIdentifier> + <Name>Channel Units</Name> + </Input> + </Inputs> + <Settings> + <Setting> + <TypeIdentifier>(0x5de046a6, 0x086340aa)</TypeIdentifier> + <Name>Display Mode</Name> + <DefaultValue>Scan</DefaultValue> + <Value>Scan</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x33a30739, 0x00d5299b)</TypeIdentifier> + <Name>Auto vertical scale</Name> + <DefaultValue>Per channel</DefaultValue> + <Value>Per channel</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x512a166f, 0x5c3ef83f)</TypeIdentifier> + <Name>Scale refresh interval (secs)</Name> + <DefaultValue>5</DefaultValue> + <Value>5</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x512a166f, 0x5c3ef83f)</TypeIdentifier> + <Name>Vertical Scale</Name> + <DefaultValue>100</DefaultValue> + <Value>100</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x512a166f, 0x5c3ef83f)</TypeIdentifier> + <Name>Vertical Offset</Name> + <DefaultValue>0</DefaultValue> + <Value>0</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x512a166f, 0x5c3ef83f)</TypeIdentifier> + <Name>Time Scale</Name> + <DefaultValue>10</DefaultValue> + <Value>10</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x2cdb2f0b, 0x12f231ea)</TypeIdentifier> + <Name>Bottom ruler</Name> + <DefaultValue>true</DefaultValue> + <Value>true</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x2cdb2f0b, 0x12f231ea)</TypeIdentifier> + <Name>Left ruler</Name> + <DefaultValue>false</DefaultValue> + <Value>false</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x2cdb2f0b, 0x12f231ea)</TypeIdentifier> + <Name>Multiview</Name> + <DefaultValue>false</DefaultValue> + <Value>false</Value> + <Modifiability>false</Modifiability> + </Setting> + </Settings> + <Attributes> + <Attribute> + <Identifier>(0x1fa7a38f, 0x54edbe0b)</Identifier> + <Value>-16.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa963f5, 0x1a638cd4)</Identifier> + <Value>34</Value> + </Attribute> + <Attribute> + <Identifier>(0x207c9054, 0x3c841b63)</Identifier> + <Value>304.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x4e7b798a, 0x183beafb)</Identifier> + <Value>(0x92c056a7, 0x2dc71aff)</Value> + </Attribute> + <Attribute> + <Identifier>(0x527ad68d, 0x16d746a0)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0xad100179, 0xa3c984ab)</Identifier> + <Value>87</Value> + </Attribute> + <Attribute> + <Identifier>(0xc46b3d00, 0x3e0454e1)</Identifier> + <Value>(0x00000000, 0x0020f6e8)</Value> + </Attribute> + <Attribute> + <Identifier>(0xc73e83ec, 0xf855c5bc)</Identifier> + <Value>false</Value> + </Attribute> + <Attribute> + <Identifier>(0xce18836a, 0x9c0eb403)</Identifier> + <Value>9</Value> + </Attribute> + <Attribute> + <Identifier>(0xcfad85b0, 0x7c6d841c)</Identifier> + <Value>3</Value> + </Attribute> + </Attributes> + </Box> + <Box> + <Identifier>(0x000032a2, 0x00004de0)</Identifier> + <Name>Keyboard stimulator</Name> + <AlgorithmClassIdentifier>(0x00d317b9, 0x6324c3ff)</AlgorithmClassIdentifier> + <Outputs> + <Output> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Outgoing Stimulations</Name> + </Output> + </Outputs> + <Settings> + <Setting> + <TypeIdentifier>(0x330306dd, 0x74a95f98)</TypeIdentifier> + <Name>Filename</Name> + <DefaultValue>${Path_Data}/plugins/stimulation/simple-keyboard-to-stimulations.txt</DefaultValue> + <Value>${Path_Data}/plugins/stimulation/simple-keyboard-to-stimulations.txt</Value> + <Modifiability>false</Modifiability> + </Setting> + </Settings> + <Attributes> + <Attribute> + <Identifier>(0x1fa7a38f, 0x54edbe0b)</Identifier> + <Value>-176.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa963f5, 0x1a638cd4)</Identifier> + <Value>23</Value> + </Attribute> + <Attribute> + <Identifier>(0x207c9054, 0x3c841b63)</Identifier> + <Value>528.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x4e7b798a, 0x183beafb)</Identifier> + <Value>(0x8d89d3b7, 0x8339d210)</Value> + </Attribute> + <Attribute> + <Identifier>(0xad100179, 0xa3c984ab)</Identifier> + <Value>126</Value> + </Attribute> + <Attribute> + <Identifier>(0xc46b3d00, 0x3e0454e1)</Identifier> + <Value>(0x00000000, 0x00450264)</Value> + </Attribute> + <Attribute> + <Identifier>(0xc73e83ec, 0xf855c5bc)</Identifier> + <Value>false</Value> + </Attribute> + <Attribute> + <Identifier>(0xc80ce8af, 0xf699f813)</Identifier> + <Value>1</Value> + </Attribute> + <Attribute> + <Identifier>(0xce18836a, 0x9c0eb403)</Identifier> + <Value>1</Value> + </Attribute> + </Attributes> + </Box> + <Box> + <Identifier>(0x00003f97, 0x0000658d)</Identifier> + <Name>Player Controller</Name> + <AlgorithmClassIdentifier>(0x5f426dce, 0x08456e13)</AlgorithmClassIdentifier> + <Inputs> + <Input> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Stimulations</Name> + </Input> + </Inputs> + <Settings> + <Setting> + <TypeIdentifier>(0x2c132d6e, 0x44ab0d97)</TypeIdentifier> + <Name>Stimulation name</Name> + <DefaultValue>OVTK_StimulationId_Label_00</DefaultValue> + <Value>OVTK_StimulationId_Label_02</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0xcc14d8d6, 0xf27ecb73)</TypeIdentifier> + <Name>Action to perform</Name> + <DefaultValue>Pause</DefaultValue> + <Value>Stop</Value> + <Modifiability>false</Modifiability> + </Setting> + </Settings> + <Attributes> + <Attribute> + <Identifier>(0x1fa7a38f, 0x54edbe0b)</Identifier> + <Value>-96.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa963f5, 0x1a638cd4)</Identifier> + <Value>23</Value> + </Attribute> + <Attribute> + <Identifier>(0x207c9054, 0x3c841b63)</Identifier> + <Value>448.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x4e7b798a, 0x183beafb)</Identifier> + <Value>(0x568d148e, 0x650792b3)</Value> + </Attribute> + <Attribute> + <Identifier>(0xad100179, 0xa3c984ab)</Identifier> + <Value>105</Value> + </Attribute> + <Attribute> + <Identifier>(0xc46b3d00, 0x3e0454e1)</Identifier> + <Value>(0x00000000, 0x0041bb9e)</Value> + </Attribute> + <Attribute> + <Identifier>(0xc73e83ec, 0xf855c5bc)</Identifier> + <Value>false</Value> + </Attribute> + <Attribute> + <Identifier>(0xce18836a, 0x9c0eb403)</Identifier> + <Value>2</Value> + </Attribute> + <Attribute> + <Identifier>(0xcfad85b0, 0x7c6d841c)</Identifier> + <Value>1</Value> + </Attribute> + </Attributes> + </Box> + <Box> + <Identifier>(0x0000430f, 0x00004aa4)</Identifier> + <Name>Acquisition client</Name> + <AlgorithmClassIdentifier>(0x35d225cb, 0x3e6e3a5f)</AlgorithmClassIdentifier> + <Outputs> + <Output> + <TypeIdentifier>(0x403488e7, 0x565d70b6)</TypeIdentifier> + <Name>Experiment information</Name> + </Output> + <Output> + <TypeIdentifier>(0x5ba36127, 0x195feae1)</TypeIdentifier> + <Name>Signal stream</Name> + </Output> + <Output> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Stimulations</Name> + </Output> + <Output> + <TypeIdentifier>(0x013df452, 0xa3a8879a)</TypeIdentifier> + <Name>Channel localisation</Name> + </Output> + <Output> + <TypeIdentifier>(0x6ab26b81, 0x0f8c02f3)</TypeIdentifier> + <Name>Channel units</Name> + </Output> + </Outputs> + <Settings> + <Setting> + <TypeIdentifier>(0x79a9edeb, 0x245d83fc)</TypeIdentifier> + <Name>Acquisition server hostname</Name> + <DefaultValue>${AcquisitionServer_HostName}</DefaultValue> + <Value>${AcquisitionServer_HostName}</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x007deef9, 0x2f3e95c6)</TypeIdentifier> + <Name>Acquisition server port</Name> + <DefaultValue>1024</DefaultValue> + <Value>1024</Value> + <Modifiability>false</Modifiability> + </Setting> + </Settings> + <Attributes> + <Attribute> + <Identifier>(0x1fa7a38f, 0x54edbe0b)</Identifier> + <Value>-192.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa963f5, 0x1a638cd4)</Identifier> + <Value>23</Value> + </Attribute> + <Attribute> + <Identifier>(0x207c9054, 0x3c841b63)</Identifier> + <Value>256.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x4e7b798a, 0x183beafb)</Identifier> + <Value>(0x0d4656c0, 0xc95b1fa8)</Value> + </Attribute> + <Attribute> + <Identifier>(0xad100179, 0xa3c984ab)</Identifier> + <Value>106</Value> + </Attribute> + <Attribute> + <Identifier>(0xc46b3d00, 0x3e0454e1)</Identifier> + <Value>(0x00000000, 0x0061952f)</Value> + </Attribute> + <Attribute> + <Identifier>(0xc73e83ec, 0xf855c5bc)</Identifier> + <Value>false</Value> + </Attribute> + <Attribute> + <Identifier>(0xc80ce8af, 0xf699f813)</Identifier> + <Value>5</Value> + </Attribute> + <Attribute> + <Identifier>(0xce18836a, 0x9c0eb403)</Identifier> + <Value>2</Value> + </Attribute> + </Attributes> + </Box> + <Box> + <Identifier>(0x00006664, 0x00000edf)</Identifier> + <Name>CSV File Writer</Name> + <AlgorithmClassIdentifier>(0x2c9312f1, 0x2d6613e5)</AlgorithmClassIdentifier> + <Inputs> + <Input> + <TypeIdentifier>(0x5ba36127, 0x195feae1)</TypeIdentifier> + <Name>Input stream</Name> + </Input> + </Inputs> + <Settings> + <Setting> + <TypeIdentifier>(0x330306dd, 0x74a95f98)</TypeIdentifier> + <Name>Filename</Name> + <DefaultValue>record-[$core{date}-$core{time}].csv</DefaultValue> + <Value>E:/Tilen/FAX/2. stopnja/UI/projekt-bci/free-will/signals/record-sig-[$core{date}-$core{time}].csv</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x79a9edeb, 0x245d83fc)</TypeIdentifier> + <Name>Column separator</Name> + <DefaultValue>;</DefaultValue> + <Value>;</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x007deef9, 0x2f3e95c6)</TypeIdentifier> + <Name>Precision</Name> + <DefaultValue>10</DefaultValue> + <Value>10</Value> + <Modifiability>false</Modifiability> + </Setting> + </Settings> + <Attributes> + <Attribute> + <Identifier>(0x1fa7a38f, 0x54edbe0b)</Identifier> + <Value>-16.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa963f5, 0x1a638cd4)</Identifier> + <Value>34</Value> + </Attribute> + <Attribute> + <Identifier>(0x207c9054, 0x3c841b63)</Identifier> + <Value>198.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x4e7b798a, 0x183beafb)</Identifier> + <Value>(0x229d1207, 0xebac8ab0)</Value> + </Attribute> + <Attribute> + <Identifier>(0x527ad68d, 0x16d746a0)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0xad100179, 0xa3c984ab)</Identifier> + <Value>92</Value> + </Attribute> + <Attribute> + <Identifier>(0xc46b3d00, 0x3e0454e1)</Identifier> + <Value>(0x00000000, 0x016872c7)</Value> + </Attribute> + <Attribute> + <Identifier>(0xc73e83ec, 0xf855c5bc)</Identifier> + <Value>false</Value> + </Attribute> + <Attribute> + <Identifier>(0xce18836a, 0x9c0eb403)</Identifier> + <Value>3</Value> + </Attribute> + <Attribute> + <Identifier>(0xcfad85b0, 0x7c6d841c)</Identifier> + <Value>1</Value> + </Attribute> + </Attributes> + </Box> + <Box> + <Identifier>(0x00006664, 0x00000ee0)</Identifier> + <Name>CSV File Writer</Name> + <AlgorithmClassIdentifier>(0x2c9312f1, 0x2d6613e5)</AlgorithmClassIdentifier> + <Inputs> + <Input> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Input stream</Name> + </Input> + </Inputs> + <Settings> + <Setting> + <TypeIdentifier>(0x330306dd, 0x74a95f98)</TypeIdentifier> + <Name>Filename</Name> + <DefaultValue>record-[$core{date}-$core{time}].csv</DefaultValue> + <Value>E:/Tilen/FAX/2. stopnja/UI/projekt-bci/free-will/signals/record-stim-[$core{date}-$core{time}].csv</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x79a9edeb, 0x245d83fc)</TypeIdentifier> + <Name>Column separator</Name> + <DefaultValue>;</DefaultValue> + <Value>;</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x007deef9, 0x2f3e95c6)</TypeIdentifier> + <Name>Precision</Name> + <DefaultValue>10</DefaultValue> + <Value>10</Value> + <Modifiability>false</Modifiability> + </Setting> + </Settings> + <Attributes> + <Attribute> + <Identifier>(0x1fa7a38f, 0x54edbe0b)</Identifier> + <Value>32.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa963f5, 0x1a638cd4)</Identifier> + <Value>34</Value> + </Attribute> + <Attribute> + <Identifier>(0x207c9054, 0x3c841b63)</Identifier> + <Value>512.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x4e7b798a, 0x183beafb)</Identifier> + <Value>(0x229d1207, 0xebac8ab0)</Value> + </Attribute> + <Attribute> + <Identifier>(0x527ad68d, 0x16d746a0)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0xad100179, 0xa3c984ab)</Identifier> + <Value>92</Value> + </Attribute> + <Attribute> + <Identifier>(0xc46b3d00, 0x3e0454e1)</Identifier> + <Value>(0x00000000, 0x0020f6e8)</Value> + </Attribute> + <Attribute> + <Identifier>(0xc73e83ec, 0xf855c5bc)</Identifier> + <Value>false</Value> + </Attribute> + <Attribute> + <Identifier>(0xce18836a, 0x9c0eb403)</Identifier> + <Value>3</Value> + </Attribute> + <Attribute> + <Identifier>(0xcfad85b0, 0x7c6d841c)</Identifier> + <Value>1</Value> + </Attribute> + </Attributes> + </Box> + <Box> + <Identifier>(0x00007957, 0x000045fc)</Identifier> + <Name>Stimulation Filter</Name> + <AlgorithmClassIdentifier>(0x02f96101, 0x5e647cb8)</AlgorithmClassIdentifier> + <Inputs> + <Input> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Stimulations</Name> + </Input> + </Inputs> + <Outputs> + <Output> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Modified Stimulations</Name> + </Output> + </Outputs> + <Settings> + <Setting> + <TypeIdentifier>(0x09e59e57, 0x8d4a553a)</TypeIdentifier> + <Name>Default action</Name> + <DefaultValue>Reject</DefaultValue> + <Value>Reject</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x512a166f, 0x5c3ef83f)</TypeIdentifier> + <Name>Time range begin</Name> + <DefaultValue>0</DefaultValue> + <Value>0</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x512a166f, 0x5c3ef83f)</TypeIdentifier> + <Name>Time range end</Name> + <DefaultValue>0</DefaultValue> + <Value>0</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x09e59e57, 0x8d4a553a)</TypeIdentifier> + <Name>Action to perform</Name> + <DefaultValue>Select</DefaultValue> + <Value>Select</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x2c132d6e, 0x44ab0d97)</TypeIdentifier> + <Name>Stimulation range begin</Name> + <DefaultValue>OVTK_StimulationId_Label_00</DefaultValue> + <Value>OVTK_StimulationId_Label_01</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x2c132d6e, 0x44ab0d97)</TypeIdentifier> + <Name>Stimulation range end</Name> + <DefaultValue>OVTK_StimulationId_Label_0F</DefaultValue> + <Value>OVTK_StimulationId_Label_01</Value> + <Modifiability>false</Modifiability> + </Setting> + </Settings> + <Attributes> + <Attribute> + <Identifier>(0x1fa7a38f, 0x54edbe0b)</Identifier> + <Value>-96.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa963f5, 0x1a638cd4)</Identifier> + <Value>34</Value> + </Attribute> + <Attribute> + <Identifier>(0x207c9054, 0x3c841b63)</Identifier> + <Value>576.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x4e7b798a, 0x183beafb)</Identifier> + <Value>(0x47859b3f, 0x1dfdf5cd)</Value> + </Attribute> + <Attribute> + <Identifier>(0x61d11811, 0x71e65362)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0xad100179, 0xa3c984ab)</Identifier> + <Value>107</Value> + </Attribute> + <Attribute> + <Identifier>(0xc46b3d00, 0x3e0454e1)</Identifier> + <Value>(0x00000000, 0x003d89e1)</Value> + </Attribute> + <Attribute> + <Identifier>(0xc73e83ec, 0xf855c5bc)</Identifier> + <Value>false</Value> + </Attribute> + <Attribute> + <Identifier>(0xc80ce8af, 0xf699f813)</Identifier> + <Value>1</Value> + </Attribute> + <Attribute> + <Identifier>(0xce18836a, 0x9c0eb403)</Identifier> + <Value>6</Value> + </Attribute> + <Attribute> + <Identifier>(0xcfad85b0, 0x7c6d841c)</Identifier> + <Value>1</Value> + </Attribute> + </Attributes> + </Box> + <Box> + <Identifier>(0x00007957, 0x000045fd)</Identifier> + <Name>Stimulation Filter</Name> + <AlgorithmClassIdentifier>(0x02f96101, 0x5e647cb8)</AlgorithmClassIdentifier> + <Inputs> + <Input> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Stimulations</Name> + </Input> + </Inputs> + <Outputs> + <Output> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Modified Stimulations</Name> + </Output> + </Outputs> + <Settings> + <Setting> + <TypeIdentifier>(0x09e59e57, 0x8d4a553a)</TypeIdentifier> + <Name>Default action</Name> + <DefaultValue>Reject</DefaultValue> + <Value>Reject</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x512a166f, 0x5c3ef83f)</TypeIdentifier> + <Name>Time range begin</Name> + <DefaultValue>0</DefaultValue> + <Value>0</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x512a166f, 0x5c3ef83f)</TypeIdentifier> + <Name>Time range end</Name> + <DefaultValue>0</DefaultValue> + <Value>0</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x09e59e57, 0x8d4a553a)</TypeIdentifier> + <Name>Action to perform</Name> + <DefaultValue>Select</DefaultValue> + <Value>Select</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x2c132d6e, 0x44ab0d97)</TypeIdentifier> + <Name>Stimulation range begin</Name> + <DefaultValue>OVTK_StimulationId_Label_00</DefaultValue> + <Value>OVTK_StimulationId_Label_0A</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x2c132d6e, 0x44ab0d97)</TypeIdentifier> + <Name>Stimulation range end</Name> + <DefaultValue>OVTK_StimulationId_Label_0F</DefaultValue> + <Value>OVTK_StimulationId_Label_0A</Value> + <Modifiability>false</Modifiability> + </Setting> + </Settings> + <Attributes> + <Attribute> + <Identifier>(0x1fa7a38f, 0x54edbe0b)</Identifier> + <Value>-96.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa963f5, 0x1a638cd4)</Identifier> + <Value>34</Value> + </Attribute> + <Attribute> + <Identifier>(0x207c9054, 0x3c841b63)</Identifier> + <Value>688.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x4e7b798a, 0x183beafb)</Identifier> + <Value>(0x47859b3f, 0x1dfdf5cd)</Value> + </Attribute> + <Attribute> + <Identifier>(0x61d11811, 0x71e65362)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0xad100179, 0xa3c984ab)</Identifier> + <Value>107</Value> + </Attribute> + <Attribute> + <Identifier>(0xc46b3d00, 0x3e0454e1)</Identifier> + <Value>(0x00000000, 0x0026aa9c)</Value> + </Attribute> + <Attribute> + <Identifier>(0xc73e83ec, 0xf855c5bc)</Identifier> + <Value>false</Value> + </Attribute> + <Attribute> + <Identifier>(0xc80ce8af, 0xf699f813)</Identifier> + <Value>1</Value> + </Attribute> + <Attribute> + <Identifier>(0xce18836a, 0x9c0eb403)</Identifier> + <Value>6</Value> + </Attribute> + <Attribute> + <Identifier>(0xcfad85b0, 0x7c6d841c)</Identifier> + <Value>1</Value> + </Attribute> + </Attributes> + </Box> + </Boxes> + <Links> + <Link> + <Identifier>(0x00000de2, 0x00004c62)</Identifier> + <Source> + <BoxIdentifier>(0x000011b9, 0x00002dbe)</BoxIdentifier> + <BoxOutputIndex>0</BoxOutputIndex> + </Source> + <Target> + <BoxIdentifier>(0x00001ab6, 0x00007dc8)</BoxIdentifier> + <BoxInputIndex>0</BoxInputIndex> + </Target> + <Attributes> + <Attribute> + <Identifier>(0x1b32c44c, 0x1905e0e9)</Identifier> + <Value>-25</Value> + </Attribute> + <Attribute> + <Identifier>(0x358ae8b5, 0x0f8bacd1)</Identifier> + <Value>640</Value> + </Attribute> + <Attribute> + <Identifier>(0x3f0a3b27, 0x570913d2)</Identifier> + <Value>-6</Value> + </Attribute> + <Attribute> + <Identifier>(0x6267b5c5, 0x676e3e42)</Identifier> + <Value>656</Value> + </Attribute> + </Attributes> + </Link> + <Link> + <Identifier>(0x00000f72, 0x000029c3)</Identifier> + <Source> + <BoxIdentifier>(0x000032a2, 0x00004de0)</BoxIdentifier> + <BoxOutputIndex>0</BoxOutputIndex> + </Source> + <Target> + <BoxIdentifier>(0x00007957, 0x000045fc)</BoxIdentifier> + <BoxInputIndex>0</BoxInputIndex> + </Target> + <Attributes> + <Attribute> + <Identifier>(0x1b32c44c, 0x1905e0e9)</Identifier> + <Value>-158</Value> + </Attribute> + <Attribute> + <Identifier>(0x358ae8b5, 0x0f8bacd1)</Identifier> + <Value>528</Value> + </Attribute> + <Attribute> + <Identifier>(0x3f0a3b27, 0x570913d2)</Identifier> + <Value>-118</Value> + </Attribute> + <Attribute> + <Identifier>(0x6267b5c5, 0x676e3e42)</Identifier> + <Value>576</Value> + </Attribute> + </Attributes> + </Link> + <Link> + <Identifier>(0x00001ce5, 0x00005f56)</Identifier> + <Source> + <BoxIdentifier>(0x000011b9, 0x00002dbe)</BoxIdentifier> + <BoxOutputIndex>0</BoxOutputIndex> + </Source> + <Target> + <BoxIdentifier>(0x00006664, 0x00000ee0)</BoxIdentifier> + <BoxInputIndex>0</BoxInputIndex> + </Target> + <Attributes> + <Attribute> + <Identifier>(0x1b32c44c, 0x1905e0e9)</Identifier> + <Value>-25</Value> + </Attribute> + <Attribute> + <Identifier>(0x358ae8b5, 0x0f8bacd1)</Identifier> + <Value>640</Value> + </Attribute> + <Attribute> + <Identifier>(0x3f0a3b27, 0x570913d2)</Identifier> + <Value>10</Value> + </Attribute> + <Attribute> + <Identifier>(0x6267b5c5, 0x676e3e42)</Identifier> + <Value>512</Value> + </Attribute> + </Attributes> + </Link> + <Link> + <Identifier>(0x000025f1, 0x000036df)</Identifier> + <Source> + <BoxIdentifier>(0x0000430f, 0x00004aa4)</BoxIdentifier> + <BoxOutputIndex>1</BoxOutputIndex> + </Source> + <Target> + <BoxIdentifier>(0x00006664, 0x00000edf)</BoxIdentifier> + <BoxInputIndex>0</BoxInputIndex> + </Target> + <Attributes> + <Attribute> + <Identifier>(0x1b32c44c, 0x1905e0e9)</Identifier> + <Value>-174</Value> + </Attribute> + <Attribute> + <Identifier>(0x358ae8b5, 0x0f8bacd1)</Identifier> + <Value>241</Value> + </Attribute> + <Attribute> + <Identifier>(0x3f0a3b27, 0x570913d2)</Identifier> + <Value>-38</Value> + </Attribute> + <Attribute> + <Identifier>(0x6267b5c5, 0x676e3e42)</Identifier> + <Value>198</Value> + </Attribute> + </Attributes> + </Link> + <Link> + <Identifier>(0x00003a78, 0x00004f9a)</Identifier> + <Source> + <BoxIdentifier>(0x000032a2, 0x00004de0)</BoxIdentifier> + <BoxOutputIndex>0</BoxOutputIndex> + </Source> + <Target> + <BoxIdentifier>(0x00007957, 0x000045fd)</BoxIdentifier> + <BoxInputIndex>0</BoxInputIndex> + </Target> + <Attributes> + <Attribute> + <Identifier>(0x1b32c44c, 0x1905e0e9)</Identifier> + <Value>-158</Value> + </Attribute> + <Attribute> + <Identifier>(0x358ae8b5, 0x0f8bacd1)</Identifier> + <Value>528</Value> + </Attribute> + <Attribute> + <Identifier>(0x3f0a3b27, 0x570913d2)</Identifier> + <Value>-118</Value> + </Attribute> + <Attribute> + <Identifier>(0x6267b5c5, 0x676e3e42)</Identifier> + <Value>688</Value> + </Attribute> + </Attributes> + </Link> + <Link> + <Identifier>(0x000047d8, 0x00004fe7)</Identifier> + <Source> + <BoxIdentifier>(0x00007957, 0x000045fc)</BoxIdentifier> + <BoxOutputIndex>0</BoxOutputIndex> + </Source> + <Target> + <BoxIdentifier>(0x000011b9, 0x00002dbe)</BoxIdentifier> + <BoxInputIndex>0</BoxInputIndex> + </Target> + <Attributes> + <Attribute> + <Identifier>(0x1b32c44c, 0x1905e0e9)</Identifier> + <Value>-73</Value> + </Attribute> + <Attribute> + <Identifier>(0x358ae8b5, 0x0f8bacd1)</Identifier> + <Value>576</Value> + </Attribute> + <Attribute> + <Identifier>(0x3f0a3b27, 0x570913d2)</Identifier> + <Value>-70</Value> + </Attribute> + <Attribute> + <Identifier>(0x6267b5c5, 0x676e3e42)</Identifier> + <Value>632</Value> + </Attribute> + </Attributes> + </Link> + <Link> + <Identifier>(0x0000547f, 0x00003283)</Identifier> + <Source> + <BoxIdentifier>(0x000032a2, 0x00004de0)</BoxIdentifier> + <BoxOutputIndex>0</BoxOutputIndex> + </Source> + <Target> + <BoxIdentifier>(0x00003f97, 0x0000658d)</BoxIdentifier> + <BoxInputIndex>0</BoxInputIndex> + </Target> + <Attributes> + <Attribute> + <Identifier>(0x1b32c44c, 0x1905e0e9)</Identifier> + <Value>-158</Value> + </Attribute> + <Attribute> + <Identifier>(0x358ae8b5, 0x0f8bacd1)</Identifier> + <Value>528</Value> + </Attribute> + <Attribute> + <Identifier>(0x3f0a3b27, 0x570913d2)</Identifier> + <Value>-112</Value> + </Attribute> + <Attribute> + <Identifier>(0x6267b5c5, 0x676e3e42)</Identifier> + <Value>448</Value> + </Attribute> + </Attributes> + </Link> + <Link> + <Identifier>(0x00005e4e, 0x0000148d)</Identifier> + <Source> + <BoxIdentifier>(0x00007957, 0x000045fd)</BoxIdentifier> + <BoxOutputIndex>0</BoxOutputIndex> + </Source> + <Target> + <BoxIdentifier>(0x000011b9, 0x00002dbe)</BoxIdentifier> + <BoxInputIndex>1</BoxInputIndex> + </Target> + <Attributes> + <Attribute> + <Identifier>(0x1b32c44c, 0x1905e0e9)</Identifier> + <Value>-73</Value> + </Attribute> + <Attribute> + <Identifier>(0x358ae8b5, 0x0f8bacd1)</Identifier> + <Value>688</Value> + </Attribute> + <Attribute> + <Identifier>(0x3f0a3b27, 0x570913d2)</Identifier> + <Value>-70</Value> + </Attribute> + <Attribute> + <Identifier>(0x6267b5c5, 0x676e3e42)</Identifier> + <Value>647</Value> + </Attribute> + </Attributes> + </Link> + <Link> + <Identifier>(0x00006f5f, 0x0000311f)</Identifier> + <Source> + <BoxIdentifier>(0x0000430f, 0x00004aa4)</BoxIdentifier> + <BoxOutputIndex>1</BoxOutputIndex> + </Source> + <Target> + <BoxIdentifier>(0x00002750, 0x00001fb2)</BoxIdentifier> + <BoxInputIndex>0</BoxInputIndex> + </Target> + <Attributes> + <Attribute> + <Identifier>(0x1b32c44c, 0x1905e0e9)</Identifier> + <Value>-174</Value> + </Attribute> + <Attribute> + <Identifier>(0x358ae8b5, 0x0f8bacd1)</Identifier> + <Value>241</Value> + </Attribute> + <Attribute> + <Identifier>(0x3f0a3b27, 0x570913d2)</Identifier> + <Value>-38</Value> + </Attribute> + <Attribute> + <Identifier>(0x6267b5c5, 0x676e3e42)</Identifier> + <Value>289</Value> + </Attribute> + </Attributes> + </Link> + </Links> + <MessageLinks></MessageLinks> + <Comments> + <Comment> + <Identifier>(0x000078f4, 0x0000293f)</Identifier> + <Text><u><b><big>Overview</big></b></u> + +This scenario is used for collecting data from acquisition client + and saving it to a csv file. + +Keyboard stimulations are also logged (and saved to csv file): + <i>a</i> or <i>p</i> mark stimulation time, + <i>z</i> finishes this scenario.</Text> + <Attributes> + <Attribute> + <Identifier>(0x473d9a43, 0x97fc0a97)</Identifier> + <Value>928.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x7234b86b, 0x2b8651a5)</Identifier> + <Value>-112.000000</Value> + </Attribute> + </Attributes> + </Comment> + </Comments> + <VisualisationTree> + <VisualisationWidget> + <Identifier>(0x00001bb7, 0x000007cd)</Identifier> + <Name>Default window</Name> + <Type>1</Type> + <ParentIdentifier>(0xffffffff, 0xffffffff)</ParentIdentifier> + <BoxIdentifier>(0xffffffff, 0xffffffff)</BoxIdentifier> + <NumChildren>1</NumChildren> + <Attributes> + <Attribute> + <Identifier>(0x4c90d4ad, 0x7a2554ec)</Identifier> + <Value>320</Value> + </Attribute> + <Attribute> + <Identifier>(0x7b814cca, 0x271df6dd)</Identifier> + <Value>475</Value> + </Attribute> + </Attributes> + </VisualisationWidget> + <VisualisationWidget> + <Identifier>(0x00001f0e, 0x00000ff8)</Identifier> + <Name>Default tab</Name> + <Type>2</Type> + <ParentIdentifier>(0x00001bb7, 0x000007cd)</ParentIdentifier> + <Index>0</Index> + <BoxIdentifier>(0xffffffff, 0xffffffff)</BoxIdentifier> + <NumChildren>1</NumChildren> + </VisualisationWidget> + <VisualisationWidget> + <Identifier>(0x00000e21, 0x000020fb)</Identifier> + <Name>Vertical split</Name> + <Type>4</Type> + <ParentIdentifier>(0x00001f0e, 0x00000ff8)</ParentIdentifier> + <Index>0</Index> + <BoxIdentifier>(0xffffffff, 0xffffffff)</BoxIdentifier> + <NumChildren>2</NumChildren> + <Attributes> + <Attribute> + <Identifier>(0x237e56d2, 0x10cd68ae)</Identifier> + <Value>277</Value> + </Attribute> + <Attribute> + <Identifier>(0x54e45f5b, 0x76c036e2)</Identifier> + <Value>136</Value> + </Attribute> + </Attributes> + </VisualisationWidget> + <VisualisationWidget> + <Identifier>(0x00000dcf, 0x00002041)</Identifier> + <Type>3</Type> + <ParentIdentifier>(0x00000e21, 0x000020fb)</ParentIdentifier> + <Index>0</Index> + <BoxIdentifier>(0x000032a2, 0x00004de0)</BoxIdentifier> + <NumChildren>0</NumChildren> + </VisualisationWidget> + <VisualisationWidget> + <Identifier>(0x0000709d, 0x0000789f)</Identifier> + <Type>3</Type> + <ParentIdentifier>(0x00000e21, 0x000020fb)</ParentIdentifier> + <Index>1</Index> + <BoxIdentifier>(0x00002750, 0x00001fb2)</BoxIdentifier> + <NumChildren>0</NumChildren> + </VisualisationWidget> + </VisualisationTree> + <Attributes> + <Attribute> + <Identifier>(0x790d75b8, 0x3bb90c33)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0x8c1fc55b, 0x7b433dc2)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0x9f5c4075, 0x4a0d3666)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0xf36a1567, 0xd13c53da)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0xf6b2e3fa, 0x7bd43926)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0xf8034a49, 0x8b3f37cc)</Identifier> + <Value></Value> + </Attribute> + </Attributes> +</OpenViBE-Scenario>
\ No newline at end of file diff --git a/2017/free-will/openvibe-scenarios/free-will-bci-2-classifier-trainer.xml b/2017/free-will/openvibe-scenarios/free-will-bci-2-classifier-trainer.xml new file mode 100644 index 0000000..b665bb8 --- /dev/null +++ b/2017/free-will/openvibe-scenarios/free-will-bci-2-classifier-trainer.xml @@ -0,0 +1,695 @@ +<OpenViBE-Scenario> + <Creator>OpenViBE</Creator> + <CreatorVersion>1.3.0</CreatorVersion> + <Boxes> + <Box> + <Identifier>(0x00000124, 0x0000214f)</Identifier> + <Name>Python scripting</Name> + <AlgorithmClassIdentifier>(0x5dc4f669, 0xd3fd4d64)</AlgorithmClassIdentifier> + <Outputs> + <Output> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>EndStimulation</Name> + </Output> + </Outputs> + <Settings> + <Setting> + <TypeIdentifier>(0x007deef9, 0x2f3e95c6)</TypeIdentifier> + <Name>Clock frequency (Hz)</Name> + <DefaultValue>64</DefaultValue> + <Value>64</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0xb0d0db45, 0x49cbc34a)</TypeIdentifier> + <Name>Script</Name> + <DefaultValue></DefaultValue> + <Value>E:/Tilen/FAX/2. stopnja/UI/projekt-bci/free-will/scripts/python-learning.py</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x330306dd, 0x74a95f98)</TypeIdentifier> + <Name>InputCSVSignal</Name> + <DefaultValue></DefaultValue> + <Value>E:/Tilen/FAX/2. stopnja/UI/projekt-bci/free-will/signals/record-sig-[2017.05.15-23.11.00].csv</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x330306dd, 0x74a95f98)</TypeIdentifier> + <Name>InputCSVStimulations</Name> + <DefaultValue></DefaultValue> + <Value>E:/Tilen/FAX/2. stopnja/UI/projekt-bci/free-will/signals/record-stim-[2017.05.15-23.11.00].csv</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x330306dd, 0x74a95f98)</TypeIdentifier> + <Name>SaveFile</Name> + <DefaultValue></DefaultValue> + <Value></Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x007deef9, 0x2f3e95c6)</TypeIdentifier> + <Name>WindowSize (ms)</Name> + <DefaultValue>100</DefaultValue> + <Value>100</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x007deef9, 0x2f3e95c6)</TypeIdentifier> + <Name>NumOfPrevWindows</Name> + <DefaultValue>5</DefaultValue> + <Value>4</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x007deef9, 0x2f3e95c6)</TypeIdentifier> + <Name>NumOfWindowsBefore</Name> + <DefaultValue>0</DefaultValue> + <Value>4</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x007deef9, 0x2f3e95c6)</TypeIdentifier> + <Name>NumOfWindowsAfter</Name> + <DefaultValue>0</DefaultValue> + <Value>0</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x007deef9, 0x2f3e95c6)</TypeIdentifier> + <Name>K-folds</Name> + <DefaultValue>4</DefaultValue> + <Value>10</Value> + <Modifiability>false</Modifiability> + </Setting> + </Settings> + <Attributes> + <Attribute> + <Identifier>(0x17ee7c08, 0x94c14893)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa7a38f, 0x54edbe0b)</Identifier> + <Value>48.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa963f5, 0x1a638cd4)</Identifier> + <Value>34</Value> + </Attribute> + <Attribute> + <Identifier>(0x207c9054, 0x3c841b63)</Identifier> + <Value>320.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x30a4e5c9, 0x83502953)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0x4e7b798a, 0x183beafb)</Identifier> + <Value>(0x2a651510, 0xb4fad0d4)</Value> + </Attribute> + <Attribute> + <Identifier>(0x527ad68d, 0x16d746a0)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0x61d11811, 0x71e65362)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0xad100179, 0xa3c984ab)</Identifier> + <Value>102</Value> + </Attribute> + <Attribute> + <Identifier>(0xc46b3d00, 0x3e0454e1)</Identifier> + <Value>(0x00000000, 0x00055fbe)</Value> + </Attribute> + <Attribute> + <Identifier>(0xc73e83ec, 0xf855c5bc)</Identifier> + <Value>false</Value> + </Attribute> + <Attribute> + <Identifier>(0xce18836a, 0x9c0eb403)</Identifier> + <Value>2</Value> + </Attribute> + <Attribute> + <Identifier>(0xf191c1c8, 0xa0123976)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0xfba64161, 0x65304e21)</Identifier> + <Value></Value> + </Attribute> + </Attributes> + </Box> + <Box> + <Identifier>(0x00000d51, 0x000039af)</Identifier> + <Name>CSV File Reader</Name> + <AlgorithmClassIdentifier>(0x641d0717, 0x02884107)</AlgorithmClassIdentifier> + <Outputs> + <Output> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Output stream</Name> + </Output> + </Outputs> + <Settings> + <Setting> + <TypeIdentifier>(0x330306dd, 0x74a95f98)</TypeIdentifier> + <Name>Filename</Name> + <DefaultValue></DefaultValue> + <Value>E:/Tilen/FAX/2. stopnja/UI/projekt-bci/free-will/signals/record-stim-[2017.05.15-23.11.00].csv</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x79a9edeb, 0x245d83fc)</TypeIdentifier> + <Name>Column separator</Name> + <DefaultValue>;</DefaultValue> + <Value>;</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x2cdb2f0b, 0x12f231ea)</TypeIdentifier> + <Name>Don't use the file time</Name> + <DefaultValue>false</DefaultValue> + <Value>false</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x007deef9, 0x2f3e95c6)</TypeIdentifier> + <Name>Unused parameter</Name> + <DefaultValue>32</DefaultValue> + <Value>0</Value> + <Modifiability>false</Modifiability> + </Setting> + </Settings> + <Attributes> + <Attribute> + <Identifier>(0x1fa7a38f, 0x54edbe0b)</Identifier> + <Value>-128.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa963f5, 0x1a638cd4)</Identifier> + <Value>45</Value> + </Attribute> + <Attribute> + <Identifier>(0x207c9054, 0x3c841b63)</Identifier> + <Value>496.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x30a4e5c9, 0x83502953)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0x4e7b798a, 0x183beafb)</Identifier> + <Value>(0x3bf57676, 0xad3aaefa)</Value> + </Attribute> + <Attribute> + <Identifier>(0xad100179, 0xa3c984ab)</Identifier> + <Value>97</Value> + </Attribute> + <Attribute> + <Identifier>(0xc46b3d00, 0x3e0454e1)</Identifier> + <Value>(0x00000000, 0x0001d5c4)</Value> + </Attribute> + <Attribute> + <Identifier>(0xc73e83ec, 0xf855c5bc)</Identifier> + <Value>true</Value> + </Attribute> + <Attribute> + <Identifier>(0xc80ce8af, 0xf699f813)</Identifier> + <Value>1</Value> + </Attribute> + <Attribute> + <Identifier>(0xce18836a, 0x9c0eb403)</Identifier> + <Value>4</Value> + </Attribute> + </Attributes> + </Box> + <Box> + <Identifier>(0x000055e6, 0x00000489)</Identifier> + <Name>Player Controller</Name> + <AlgorithmClassIdentifier>(0x5f426dce, 0x08456e13)</AlgorithmClassIdentifier> + <Inputs> + <Input> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Stimulations</Name> + </Input> + </Inputs> + <Settings> + <Setting> + <TypeIdentifier>(0x2c132d6e, 0x44ab0d97)</TypeIdentifier> + <Name>Stimulation name</Name> + <DefaultValue>OVTK_StimulationId_Label_00</DefaultValue> + <Value>OVTK_StimulationId_TrialStop</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0xcc14d8d6, 0xf27ecb73)</TypeIdentifier> + <Name>Action to perform</Name> + <DefaultValue>Pause</DefaultValue> + <Value>Stop</Value> + <Modifiability>false</Modifiability> + </Setting> + </Settings> + <Attributes> + <Attribute> + <Identifier>(0x1fa7a38f, 0x54edbe0b)</Identifier> + <Value>128.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa963f5, 0x1a638cd4)</Identifier> + <Value>23</Value> + </Attribute> + <Attribute> + <Identifier>(0x207c9054, 0x3c841b63)</Identifier> + <Value>320.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x4e7b798a, 0x183beafb)</Identifier> + <Value>(0x568d148e, 0x650792b3)</Value> + </Attribute> + <Attribute> + <Identifier>(0xad100179, 0xa3c984ab)</Identifier> + <Value>105</Value> + </Attribute> + <Attribute> + <Identifier>(0xc46b3d00, 0x3e0454e1)</Identifier> + <Value>(0x00000000, 0x00284de3)</Value> + </Attribute> + <Attribute> + <Identifier>(0xc73e83ec, 0xf855c5bc)</Identifier> + <Value>false</Value> + </Attribute> + <Attribute> + <Identifier>(0xce18836a, 0x9c0eb403)</Identifier> + <Value>2</Value> + </Attribute> + <Attribute> + <Identifier>(0xcfad85b0, 0x7c6d841c)</Identifier> + <Value>1</Value> + </Attribute> + </Attributes> + </Box> + <Box> + <Identifier>(0x00006c4c, 0x000002b3)</Identifier> + <Name>CSV File Reader</Name> + <AlgorithmClassIdentifier>(0x641d0717, 0x02884107)</AlgorithmClassIdentifier> + <Outputs> + <Output> + <TypeIdentifier>(0x5ba36127, 0x195feae1)</TypeIdentifier> + <Name>Output stream</Name> + </Output> + </Outputs> + <Settings> + <Setting> + <TypeIdentifier>(0x330306dd, 0x74a95f98)</TypeIdentifier> + <Name>Filename</Name> + <DefaultValue></DefaultValue> + <Value>E:/Tilen/FAX/2. stopnja/UI/projekt-bci/free-will/signals/record-sig-[2017.05.15-23.11.00].csv</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x79a9edeb, 0x245d83fc)</TypeIdentifier> + <Name>Column separator</Name> + <DefaultValue>;</DefaultValue> + <Value>;</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x2cdb2f0b, 0x12f231ea)</TypeIdentifier> + <Name>Don't use the file time</Name> + <DefaultValue>false</DefaultValue> + <Value>false</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x007deef9, 0x2f3e95c6)</TypeIdentifier> + <Name>Samples per buffer</Name> + <DefaultValue>32</DefaultValue> + <Value>32</Value> + <Modifiability>false</Modifiability> + </Setting> + </Settings> + <Attributes> + <Attribute> + <Identifier>(0x1fa7a38f, 0x54edbe0b)</Identifier> + <Value>-128.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa963f5, 0x1a638cd4)</Identifier> + <Value>45</Value> + </Attribute> + <Attribute> + <Identifier>(0x207c9054, 0x3c841b63)</Identifier> + <Value>384.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x30a4e5c9, 0x83502953)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0x4e7b798a, 0x183beafb)</Identifier> + <Value>(0x3bf57676, 0xad3aaefa)</Value> + </Attribute> + <Attribute> + <Identifier>(0xad100179, 0xa3c984ab)</Identifier> + <Value>97</Value> + </Attribute> + <Attribute> + <Identifier>(0xc46b3d00, 0x3e0454e1)</Identifier> + <Value>(0x00000000, 0x0007fed6)</Value> + </Attribute> + <Attribute> + <Identifier>(0xc73e83ec, 0xf855c5bc)</Identifier> + <Value>true</Value> + </Attribute> + <Attribute> + <Identifier>(0xc80ce8af, 0xf699f813)</Identifier> + <Value>1</Value> + </Attribute> + <Attribute> + <Identifier>(0xce18836a, 0x9c0eb403)</Identifier> + <Value>4</Value> + </Attribute> + </Attributes> + </Box> + <Box> + <Identifier>(0x00006ed7, 0x000003cf)</Identifier> + <Name>Signal display</Name> + <AlgorithmClassIdentifier>(0x0055be5f, 0x087bdd12)</AlgorithmClassIdentifier> + <Inputs> + <Input> + <TypeIdentifier>(0x5ba36127, 0x195feae1)</TypeIdentifier> + <Name>Data</Name> + </Input> + <Input> + <TypeIdentifier>(0x6f752dd0, 0x082a321e)</TypeIdentifier> + <Name>Stimulations</Name> + </Input> + <Input> + <TypeIdentifier>(0x6ab26b81, 0x0f8c02f3)</TypeIdentifier> + <Name>Channel Units</Name> + </Input> + </Inputs> + <Settings> + <Setting> + <TypeIdentifier>(0x5de046a6, 0x086340aa)</TypeIdentifier> + <Name>Display Mode</Name> + <DefaultValue>Scan</DefaultValue> + <Value>Scan</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x33a30739, 0x00d5299b)</TypeIdentifier> + <Name>Auto vertical scale</Name> + <DefaultValue>Per channel</DefaultValue> + <Value>Per channel</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x512a166f, 0x5c3ef83f)</TypeIdentifier> + <Name>Scale refresh interval (secs)</Name> + <DefaultValue>5</DefaultValue> + <Value>5</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x512a166f, 0x5c3ef83f)</TypeIdentifier> + <Name>Vertical Scale</Name> + <DefaultValue>100</DefaultValue> + <Value>100</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x512a166f, 0x5c3ef83f)</TypeIdentifier> + <Name>Vertical Offset</Name> + <DefaultValue>0</DefaultValue> + <Value>0</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x512a166f, 0x5c3ef83f)</TypeIdentifier> + <Name>Time Scale</Name> + <DefaultValue>10</DefaultValue> + <Value>10</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x2cdb2f0b, 0x12f231ea)</TypeIdentifier> + <Name>Bottom ruler</Name> + <DefaultValue>true</DefaultValue> + <Value>true</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x2cdb2f0b, 0x12f231ea)</TypeIdentifier> + <Name>Left ruler</Name> + <DefaultValue>false</DefaultValue> + <Value>false</Value> + <Modifiability>false</Modifiability> + </Setting> + <Setting> + <TypeIdentifier>(0x2cdb2f0b, 0x12f231ea)</TypeIdentifier> + <Name>Multiview</Name> + <DefaultValue>false</DefaultValue> + <Value>false</Value> + <Modifiability>false</Modifiability> + </Setting> + </Settings> + <Attributes> + <Attribute> + <Identifier>(0x1fa7a38f, 0x54edbe0b)</Identifier> + <Value>-64.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x1fa963f5, 0x1a638cd4)</Identifier> + <Value>45</Value> + </Attribute> + <Attribute> + <Identifier>(0x207c9054, 0x3c841b63)</Identifier> + <Value>432.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x4e7b798a, 0x183beafb)</Identifier> + <Value>(0x92c056a7, 0x2dc71aff)</Value> + </Attribute> + <Attribute> + <Identifier>(0x527ad68d, 0x16d746a0)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0xad100179, 0xa3c984ab)</Identifier> + <Value>87</Value> + </Attribute> + <Attribute> + <Identifier>(0xc46b3d00, 0x3e0454e1)</Identifier> + <Value>(0x00000000, 0x00024b35)</Value> + </Attribute> + <Attribute> + <Identifier>(0xc73e83ec, 0xf855c5bc)</Identifier> + <Value>true</Value> + </Attribute> + <Attribute> + <Identifier>(0xce18836a, 0x9c0eb403)</Identifier> + <Value>9</Value> + </Attribute> + <Attribute> + <Identifier>(0xcfad85b0, 0x7c6d841c)</Identifier> + <Value>3</Value> + </Attribute> + </Attributes> + </Box> + </Boxes> + <Links> + <Link> + <Identifier>(0x00000e16, 0x00006760)</Identifier> + <Source> + <BoxIdentifier>(0x00006c4c, 0x000002b3)</BoxIdentifier> + <BoxOutputIndex>0</BoxOutputIndex> + </Source> + <Target> + <BoxIdentifier>(0x00006ed7, 0x000003cf)</BoxIdentifier> + <BoxInputIndex>0</BoxInputIndex> + </Target> + <Attributes> + <Attribute> + <Identifier>(0x1b32c44c, 0x1905e0e9)</Identifier> + <Value>-99</Value> + </Attribute> + <Attribute> + <Identifier>(0x358ae8b5, 0x0f8bacd1)</Identifier> + <Value>384</Value> + </Attribute> + <Attribute> + <Identifier>(0x3f0a3b27, 0x570913d2)</Identifier> + <Value>-91</Value> + </Attribute> + <Attribute> + <Identifier>(0x6267b5c5, 0x676e3e42)</Identifier> + <Value>417</Value> + </Attribute> + </Attributes> + </Link> + <Link> + <Identifier>(0x000011ac, 0x000063f9)</Identifier> + <Source> + <BoxIdentifier>(0x00000d51, 0x000039af)</BoxIdentifier> + <BoxOutputIndex>0</BoxOutputIndex> + </Source> + <Target> + <BoxIdentifier>(0x00006ed7, 0x000003cf)</BoxIdentifier> + <BoxInputIndex>1</BoxInputIndex> + </Target> + <Attributes> + <Attribute> + <Identifier>(0x1b32c44c, 0x1905e0e9)</Identifier> + <Value>-99</Value> + </Attribute> + <Attribute> + <Identifier>(0x358ae8b5, 0x0f8bacd1)</Identifier> + <Value>496</Value> + </Attribute> + <Attribute> + <Identifier>(0x3f0a3b27, 0x570913d2)</Identifier> + <Value>-91</Value> + </Attribute> + <Attribute> + <Identifier>(0x6267b5c5, 0x676e3e42)</Identifier> + <Value>432</Value> + </Attribute> + </Attributes> + </Link> + <Link> + <Identifier>(0x00004464, 0x0000753e)</Identifier> + <Source> + <BoxIdentifier>(0x00000124, 0x0000214f)</BoxIdentifier> + <BoxOutputIndex>0</BoxOutputIndex> + </Source> + <Target> + <BoxIdentifier>(0x000055e6, 0x00000489)</BoxIdentifier> + <BoxInputIndex>0</BoxInputIndex> + </Target> + <Attributes> + <Attribute> + <Identifier>(0x1b32c44c, 0x1905e0e9)</Identifier> + <Value>71</Value> + </Attribute> + <Attribute> + <Identifier>(0x358ae8b5, 0x0f8bacd1)</Identifier> + <Value>320</Value> + </Attribute> + <Attribute> + <Identifier>(0x3f0a3b27, 0x570913d2)</Identifier> + <Value>112</Value> + </Attribute> + <Attribute> + <Identifier>(0x6267b5c5, 0x676e3e42)</Identifier> + <Value>320</Value> + </Attribute> + </Attributes> + </Link> + </Links> + <MessageLinks></MessageLinks> + <Comments> + <Comment> + <Identifier>(0x6160f9b8, 0x37b083c2)</Identifier> + <Text><u><b><big>Overview</big></b></u> + +This scenario is used to train data for the "free will experiment". +See the python scripts for a deeper look into the code. + +Main Python script settings are: + <b>Script</b> - python script for learning and other ML methods + <b>InputCSVSignal</b> - captured EEG signal + <b>InputCSVStimulation</b> - captured keyboard times + <b>SaveFile</b> - if you want to save learning hypotesis into a (python pickle) file (e.g. ./python-out-[$core{date}-$core{time}].pkl) + <b>WindowSize (ms)</b> - size of windows/chunks in milliseconds + <b>NumberOfPrevWindows</b> - number of windows, to be marked as class 1 (just before the button was pressed) + <b>NumberOfWindowsBefore</b> - number of windows, to be marked as class 0 (before those marked as 1) + <b>NumberOfWindowsAfter</b> - number of windows, to be marked as class 0 (after those marked as 1) + <b>K-folds</b> - K-fold cross validation</Text> + <Attributes> + <Attribute> + <Identifier>(0x473d9a43, 0x97fc0a97)</Identifier> + <Value>-94.000000</Value> + </Attribute> + <Attribute> + <Identifier>(0x7234b86b, 0x2b8651a5)</Identifier> + <Value>-64.000000</Value> + </Attribute> + </Attributes> + </Comment> + </Comments> + <VisualisationTree> + <VisualisationWidget> + <Identifier>(0x00003e01, 0x000020d2)</Identifier> + <Type>3</Type> + <ParentIdentifier>(0xffffffff, 0xffffffff)</ParentIdentifier> + <BoxIdentifier>(0x00006ed7, 0x000003cf)</BoxIdentifier> + <NumChildren>0</NumChildren> + </VisualisationWidget> + <VisualisationWidget> + <Identifier>(0x0c60317a, 0x7480157f)</Identifier> + <Name>Default window</Name> + <Type>1</Type> + <ParentIdentifier>(0xffffffff, 0xffffffff)</ParentIdentifier> + <BoxIdentifier>(0xffffffff, 0xffffffff)</BoxIdentifier> + <NumChildren>1</NumChildren> + <Attributes> + <Attribute> + <Identifier>(0x4c90d4ad, 0x7a2554ec)</Identifier> + <Value>1</Value> + </Attribute> + <Attribute> + <Identifier>(0x7b814cca, 0x271df6dd)</Identifier> + <Value>1</Value> + </Attribute> + </Attributes> + </VisualisationWidget> + <VisualisationWidget> + <Identifier>(0x4eff2d5e, 0x057e5a93)</Identifier> + <Name>Default tab</Name> + <Type>2</Type> + <ParentIdentifier>(0x0c60317a, 0x7480157f)</ParentIdentifier> + <Index>0</Index> + <BoxIdentifier>(0xffffffff, 0xffffffff)</BoxIdentifier> + <NumChildren>1</NumChildren> + </VisualisationWidget> + <VisualisationWidget> + <Identifier>(0x00b5ee2a, 0x40e0a42c)</Identifier> + <Name>Empty</Name> + <Type>0</Type> + <ParentIdentifier>(0x4eff2d5e, 0x057e5a93)</ParentIdentifier> + <Index>0</Index> + <BoxIdentifier>(0xffffffff, 0xffffffff)</BoxIdentifier> + <NumChildren>0</NumChildren> + </VisualisationWidget> + </VisualisationTree> + <Attributes> + <Attribute> + <Identifier>(0x790d75b8, 0x3bb90c33)</Identifier> + <Value>Yann Renard / Fabien Lotte</Value> + </Attribute> + <Attribute> + <Identifier>(0x8c1fc55b, 0x7b433dc2)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0x9f5c4075, 0x4a0d3666)</Identifier> + <Value>Classifier Training</Value> + </Attribute> + <Attribute> + <Identifier>(0xf36a1567, 0xd13c53da)</Identifier> + <Value></Value> + </Attribute> + <Attribute> + <Identifier>(0xf6b2e3fa, 0x7bd43926)</Identifier> + <Value>Motor Imagery</Value> + </Attribute> + <Attribute> + <Identifier>(0xf8034a49, 0x8b3f37cc)</Identifier> + <Value>INRIA</Value> + </Attribute> + </Attributes> +</OpenViBE-Scenario>
\ No newline at end of file diff --git a/2017/free-will/scripts/python-learning.py b/2017/free-will/scripts/python-learning.py new file mode 100644 index 0000000..d144678 --- /dev/null +++ b/2017/free-will/scripts/python-learning.py @@ -0,0 +1,157 @@ +import numpy as np +import pandas +from math import ceil, floor +from sklearn.model_selection import train_test_split +from sklearn import svm +from sklearn.model_selection import KFold, StratifiedKFold, permutation_test_score +from sklearn import linear_model +from sklearn.svm import SVC +import pickle +import matplotlib.pyplot as plt +import numpy.fft as fft +from sklearn import datasets + +class MyOVBox(OVBox): + def __init__(self): + OVBox.__init__(self) + # Names of CSV files + self.signalFileName = "" + self.stimFileName = "" + # Name of Save File + self.saveFileName = "" + # other variables + self.windowSize = 0 # window size in ms + self.numOfPreviousWindowsAsOne = 0 # number of windows before actual stimulation to be marked as 1 + self.numOfWindowsBefore = 0 # number of windows before those marked as 1, to be marked as 0 + self.numOfWindowsAfter = 0 # number of windows after those marked as 1, to be marked as 0 + + + def filter_signal(self, sampleRate, numberOfSamplesWindow, stimulationTimes, splittedSignal): + """ returns tuple of filtered (signal chunks, classes) """ + splittedSignal_filtrd = [] + classes_filtrd = [] + + temp_classes = np.zeros(len(splittedSignal)) + + for stim in stimulationTimes: + index = int(floor(stim*sampleRate/numberOfSamplesWindow)) + temp_classes[index] = 1 + for i in range(1, self.numOfPreviousWindowsAsOne): + temp_classes[index-i] = 1 + + tmp_cls_winds = temp_classes[(index - self.numOfPreviousWindowsAsOne - self.numOfWindowsBefore):index+self.numOfWindowsAfter] + tmp_sig_winds = np.concatenate(splittedSignal[(index - self.numOfPreviousWindowsAsOne - self.numOfWindowsBefore):index+self.numOfWindowsAfter]) + + if len(tmp_sig_winds)/len(tmp_cls_winds)!=numberOfSamplesWindow: # if np.array_split does not split in equal windows + tmp_sig_winds = np.lib.pad(tmp_sig_winds, ((0, int(len(tmp_cls_winds)*numberOfSamplesWindow-len(tmp_sig_winds))),(0, 0)), 'edge') # pad with same values on end of array + + classes_filtrd.extend(tmp_cls_winds) + splittedSignal_filtrd.extend(np.array_split(tmp_sig_winds, len(tmp_cls_winds))) + + return (splittedSignal_filtrd, classes_filtrd) + + + def avg_k_fold(self, data, classes, k=4): + """ return average CA of k-fold cross validation """ + avg_val = 0 + + kf = KFold(n_splits=k) + for train, test in kf.split(data): + clf = svm.SVC(kernel='linear', C=1).fit(data[train], classes[train]) + cur_score = clf.score(data[test], classes[test]) + avg_val += cur_score + # print cur_score + return avg_val/k + + + def permutation_significance_classification_score(self, X, y, k_folds=4): + n_classes = np.unique(y).size + + svm = SVC(kernel='linear') + cv = StratifiedKFold(k_folds) + + score, permutation_scores, pvalue = permutation_test_score(svm, X, y, scoring="accuracy", cv=cv, n_permutations=200, n_jobs=1) + print("Classification score %s (pvalue : %s)" % (score, pvalue)) + + plt.hist(permutation_scores, 20, label='Permutation scores') + ylim = plt.ylim() + plt.plot(2 * [score], ylim, '--g', linewidth=3, + label='Classification Score' + ' (pvalue %s)' % pvalue) + plt.plot(2 * [1. / n_classes], ylim, '--k', linewidth=3, label='Luck') + + plt.ylim(ylim) + plt.legend() + plt.xlabel('Score') + plt.show() + + + def initialize(self): + # Names of CSV files + self.signalFileName = self.setting['InputCSVSignal'] + self.stimFileName = self.setting['InputCSVStimulations'] + # Name of Save File + self.saveFileName = self.setting['SaveFile'] + # other variables + self.windowSize = int(self.setting['WindowSize (ms)']) # in ms + self.numOfPreviousWindowsAsOne = int(self.setting['NumOfPrevWindows']) + self.numOfWindowsBefore = int(self.setting['NumOfWindowsBefore'])-1 + self.numOfWindowsAfter = int(self.setting['NumOfWindowsAfter'])+1 + self.k_folds = int(self.setting['K-folds']) + + print "Reading files..." + # read CSV files + signalArray = pandas.read_csv(self.signalFileName, delimiter=";", encoding="utf-8-sig") + stimsArray = pandas.read_csv(self.stimFileName, delimiter=";", encoding="utf-8-sig") + print "Files read!" + + # sort information from tables (pandas dataframe) + time = signalArray['Time (s)'] + electrodes = signalArray.iloc[:, 1:signalArray.shape[1]-1] + sampleRate = signalArray['Sampling Rate'][0] + stimulationTimes = stimsArray['Time (s)'] + + numberOfSamplesWindow = floor(self.windowSize / ((1/sampleRate)*1000)) # number of samples for approximately self.windowSize ms + + splittedSignal = np.array_split(electrodes, ceil(len(time)/numberOfSamplesWindow)) # split signal into chunks of specified length + + s_c = self.filter_signal(sampleRate, numberOfSamplesWindow, stimulationTimes, splittedSignal) # filter signal and return sparsed version of chunks and assign classes + splittedSignal_filtrd = s_c[0] + classes_filtrd = s_c[1] + + splittedSignal_filtrd_means = np.array(np.mean(splittedSignal_filtrd, axis=1)) # for each window calculate mean value + # additional attributes could be added besides splittedSignal_filtrd_means + classes_filtrd = np.array(classes_filtrd) + + # print average k-fold CA + print "Average " + str(self.k_folds) + "-folds value: " + str(self.avg_k_fold(splittedSignal_filtrd_means, classes_filtrd, k=self.k_folds)) + #self.permutation_significance_classification_score(splittedSignal_filtrd_means, classes_filtrd, k_folds=2) # k_folds=2, last long if k is bigger + + if self.saveFileName: + clf = svm.SVC(kernel='linear', C=1).fit(splittedSignal_filtrd_means, classes_filtrd) + clf.fit(splittedSignal_filtrd_means, classes_filtrd) + + print "Saving to pickle file: " + self.saveFileName + pickle.dump(clf, open(self.saveFileName, 'wb')) + print "Learned score: " + str(clf.score(splittedSignal_filtrd_means, classes_filtrd)) + + # send finish stimulation output (for OpenViBE) + self.finishBySendingStimulation(32774) # OVTK_StimulationId_TrialStop code + + + def finishBySendingStimulation(self, stimulationCode): + stimSetFinish = OVStimulationSet(self.getCurrentTime(), self.getCurrentTime()+1./self.getClock()) + stimSetFinish.append(OVStimulation(stimulationCode, self.getCurrentTime(), 0.)) + self.output[0].append(stimSetFinish) + + + def process(self): + + return + + def uninitialize(self): + # nop + + return + +box = MyOVBox() diff --git a/2017/free-will/signals/record-sig-[2017.05.08-11.08.24].csv b/2017/free-will/signals/record-sig-[2017.05.08-11.08.24].csv new file mode 100644 index 0000000..e727d2b --- /dev/null +++ b/2017/free-will/signals/record-sig-[2017.05.08-11.08.24].csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9af970a05711f6c5ef777c819bd896cf5db731ce369c80c195f2bffb8c5af2ea +size 16398409 diff --git a/2017/free-will/signals/record-sig-[2017.05.15-23.11.00].csv b/2017/free-will/signals/record-sig-[2017.05.15-23.11.00].csv new file mode 100644 index 0000000..c623108 --- /dev/null +++ b/2017/free-will/signals/record-sig-[2017.05.15-23.11.00].csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e4f1750269a1e1fd3305e2012297e7e3f7b5d535dd6b57251dd7acae02364e52 +size 4395593 diff --git a/2017/free-will/signals/record-stim-[2017.05.08-11.08.24].csv b/2017/free-will/signals/record-stim-[2017.05.08-11.08.24].csv new file mode 100644 index 0000000..c54b937 --- /dev/null +++ b/2017/free-will/signals/record-stim-[2017.05.08-11.08.24].csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:205a85f943210536625e56d531e9d81cf320df9e281ded5d3610a70c244c3878 +size 2739 diff --git a/2017/free-will/signals/record-stim-[2017.05.15-23.11.00].csv b/2017/free-will/signals/record-stim-[2017.05.15-23.11.00].csv new file mode 100644 index 0000000..a5e0733 --- /dev/null +++ b/2017/free-will/signals/record-stim-[2017.05.15-23.11.00].csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:96e4d4790e880c297136025b67ac65210974e319f48c8b0c29a26e3f4dbdccdb +size 933 |