Final app release

.gitignore

@@ -0,0 +1 @@
+*.pyc

UBC-SAP_gold-corpus/148334d53e76cc03808854050ebcb5addffe3c7c.txt

@@ -0,0 +1,28 @@
+https://clearlydefined.io/definitions/git/github/rescrv/hyperdex/148334d53e76cc03808854050ebcb5addffe3c7c
+https://github.com/rescrv/hyperdex/blob/148334d53e76cc03808854050ebcb5addffe3c7c/LICENSE
+
+Copyright (c) 2011, Cornell University
+All rights reserved.
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
+
+    * Redistributions of source code must retain the above copyright notice,
+      this list of conditions and the following disclaimer.
+    * Redistributions in binary form must reproduce the above copyright notice,
+      this list of conditions and the following disclaimer in the documentation
+      and/or other materials provided with the distribution.
+    * Neither the name of HyperDex nor the names of its contributors
+      may be used to endorse or promote products derived from this software
+      without specific prior written permission.
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
+ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
+WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR
+ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
+(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
+LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON
+ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
+SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

UBC-SAP_gold-corpus/18c471ad1b69f03b27da04f78486192d546bd393440235fb88c59a984cb4d1e8.txt

@@ -0,0 +1,226 @@
+https://clearlydefined.io/definitions/gem/rubygems/-/agi/0.0.1
+https://api.clearlydefined.io/attachments/18c471ad1b69f03b27da04f78486192d546bd393440235fb88c59a984cb4d1e8
+
+		    GNU GENERAL PUBLIC LICENSE
+   TERMS AND CONDITIONS FOR COPYING, DISTRIBUTION AND MODIFICATION
+
+  0. This License applies to any program or other work which contains
+a notice placed by the copyright holder saying it may be distributed
+under the terms of this General Public License.  The "Program", below,
+refers to any such program or work, and a "work based on the Program"
+means either the Program or any derivative work under copyright law:
+that is to say, a work containing the Program or a portion of it,
+either verbatim or with modifications and/or translated into another
+language.  (Hereinafter, translation is included without limitation in
+the term "modification".)  Each licensee is addressed as "you".
+
+Activities other than copying, distribution and modification are not
+covered by this License; they are outside its scope.  The act of
+running the Program is not restricted, and the output from the Program
+is covered only if its contents constitute a work based on the
+Program (independent of having been made by running the Program).
+Whether that is true depends on what the Program does. 
+
+  1. You may copy and distribute 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 and disclaimer of warranty; keep intact all the
+notices that refer to this License and to the absence of any warranty;
+and give any other recipients of the Program a copy of this License
+along with the Program.
+
+You may charge a fee for the physical act of transferring a copy, and
+you may at your option offer warranty protection in exchange for a fee.
+
+  2. You may modify your copy or copies of the Program or any portion
+of it, thus forming a work based on the Program, and copy and
+distribute such modifications or work under the terms of Section 1
+above, provided that you also meet all of these conditions:
+
+    a) You must cause the modified files to carry prominent notices
+    stating that you changed the files and the date of any change.
+
+    b) You must cause any work that you distribute or publish, that in
+    whole or in part contains or is derived from the Program or any
+    part thereof, to be licensed as a whole at no charge to all third
+    parties under the terms of this License.
+
+    c) If the modified program normally reads commands interactively
+    when run, you must cause it, when started running for such
+    interactive use in the most ordinary way, to print or display an
+    announcement including an appropriate copyright notice and a
+    notice that there is no warranty (or else, saying that you provide
+    a warranty) and that users may redistribute the program under
+    these conditions, and telling the user how to view a copy of this
+    License.  (Exception: if the Program itself is interactive but
+    does not normally print such an announcement, your work based on
+    the Program is not required to print an announcement.)
+
+These requirements apply to the modified work as a whole.  If
+identifiable sections of that work are not derived from the Program,
+and can be reasonably considered independent and separate works in
+themselves, then this License, and its terms, do not apply to those
+sections when you distribute them as separate works.  But when you
+distribute the same sections as part of a whole which is a work based
+on the Program, the distribution of the whole must be on the terms of
+this License, whose permissions for other licensees extend to the
+entire whole, and thus to each and every part regardless of who wrote it.
+
+Thus, it is not the intent of this section to claim rights or contest
+your rights to work written entirely by you; rather, the intent is to
+exercise the right to control the distribution of derivative or
+collective works based on the Program.
+
+In addition, mere aggregation of another work not based on the Program
+with the Program (or with a work based on the Program) on a volume of
+a storage or distribution medium does not bring the other work under
+the scope of this License.
+
+  3. You may copy and distribute the Program (or a work based on it,
+under Section 2) in object code or executable form under the terms of
+Sections 1 and 2 above provided that you also do one of the following:
+
+    a) Accompany it with the complete corresponding machine-readable
+    source code, which must be distributed under the terms of Sections
+    1 and 2 above on a medium customarily used for software interchange; or,
+
+    b) Accompany it with a written offer, valid for at least three
+    years, to give any third party, for a charge no more than your
+    cost of physically performing source distribution, a complete
+    machine-readable copy of the corresponding source code, to be
+    distributed under the terms of Sections 1 and 2 above on a medium
+    customarily used for software interchange; or,
+
+    c) Accompany it with the information you received as to the offer
+    to distribute corresponding source code.  (This alternative is
+    allowed only for noncommercial distribution and only if you
+    received the program in object code or executable form with such
+    an offer, in accord with Subsection b above.)
+
+The source code for a work means the preferred form of the work for
+making modifications to it.  For an executable work, complete source
+code means all the source code for all modules it contains, plus any
+associated interface definition files, plus the scripts used to
+control compilation and installation of the executable.  However, as a
+special exception, the source code distributed need not include
+anything that is normally distributed (in either source or binary
+form) with the major components (compiler, kernel, and so on) of the
+operating system on which the executable runs, unless that component
+itself accompanies the executable.
+
+If distribution of executable or object code is made by offering
+access to copy from a designated place, then offering equivalent
+access to copy the source code from the same place counts as
+distribution of the source code, even though third parties are not
+compelled to copy the source along with the object code.
+
+  4. You may not copy, modify, sublicense, or distribute the Program
+except as expressly provided under this License.  Any attempt
+otherwise to copy, modify, sublicense or distribute the Program is
+void, and will automatically terminate your rights under this License.
+However, parties who have received copies, or rights, from you under
+this License will not have their licenses terminated so long as such
+parties remain in full compliance.
+
+  5. You are not required to accept this License, since you have not
+signed it.  However, nothing else grants you permission to modify or
+distribute the Program or its derivative works.  These actions are
+prohibited by law if you do not accept this License.  Therefore, by
+modifying or distributing the Program (or any work based on the
+Program), you indicate your acceptance of this License to do so, and
+all its terms and conditions for copying, distributing or modifying
+the Program or works based on it.
+
+  6. Each time you redistribute the Program (or any work based on the
+Program), the recipient automatically receives a license from the
+original licensor to copy, distribute or modify the Program subject to
+these terms and conditions.  You may not impose any further
+restrictions on the recipients' exercise of the rights granted herein.
+You are not responsible for enforcing compliance by third parties to
+this License.
+
+  7. If, as a consequence of a court judgment or allegation of patent
+infringement or for any other reason (not limited to patent issues),
+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
+distribute so as to satisfy simultaneously your obligations under this
+License and any other pertinent obligations, then as a consequence you
+may not distribute the Program at all.  For example, if a patent
+license would not permit royalty-free redistribution of the Program by
+all those who receive copies directly or indirectly through you, then
+the only way you could satisfy both it and this License would be to
+refrain entirely from distribution of the Program.
+
+If any portion of this section is held invalid or unenforceable under
+any particular circumstance, the balance of the section is intended to
+apply and the section as a whole is intended to apply in other
+circumstances.
+
+It is not the purpose of this section to induce you to infringe any
+patents or other property right claims or to contest validity of any
+such claims; this section has the sole purpose of protecting the
+integrity of the free software distribution system, which is
+implemented by public license practices.  Many people have made
+generous contributions to the wide range of software distributed
+through that system in reliance on consistent application of that
+system; it is up to the author/donor to decide if he or she is willing
+to distribute software through any other system and a licensee cannot
+impose that choice.
+
+This section is intended to make thoroughly clear what is believed to
+be a consequence of the rest of this License.
+
+  8. If the distribution and/or use of the Program is restricted in
+certain countries either by patents or by copyrighted interfaces, the
+original copyright holder who places the Program under this License
+may add an explicit geographical distribution limitation excluding
+those countries, so that distribution is permitted only in or among
+countries not thus excluded.  In such case, this License incorporates
+the limitation as if written in the body of this License.
+
+  9. The Free Software Foundation may publish revised and/or new versions
+of the 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 a version number of this License which applies to it and "any
+later version", you have the option of following the terms and conditions
+either of that version or of any later version published by the Free
+Software Foundation.  If the Program does not specify a version number of
+this License, you may choose any version ever published by the Free Software
+Foundation.
+
+  10. If you wish to incorporate parts of the Program into other free
+programs whose distribution conditions are different, write to the author
+to ask for permission.  For software which is copyrighted by the Free
+Software Foundation, write to the Free Software Foundation; we sometimes
+make exceptions for this.  Our decision will be guided by the two goals
+of preserving the free status of all derivatives of our free software and
+of promoting the sharing and reuse of software generally.
+
+			    NO WARRANTY
+
+  11. BECAUSE THE PROGRAM IS LICENSED FREE OF CHARGE, 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.
+
+  12. IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MAY MODIFY AND/OR
+REDISTRIBUTE 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.
+
+		     END OF TERMS AND CONDITIONS
+

UBC-SAP_gold-corpus/19279e6f6707408fd93091d157b7836259bcbd21.txt

@@ -0,0 +1,95 @@
+https://clearlydefined.io/definitions/git/github/adobe-fonts/adobe-blank/19279e6f6707408fd93091d157b7836259bcbd21
+https://github.com/adobe-fonts/adobe-blank/blob/19279e6f6707408fd93091d157b7836259bcbd21/LICENSE.txt
+
+This Font Software is licensed under the SIL Open Font License,
+Version 1.1.
+
+This license is copied below, and is also available with a FAQ at:
+http://scripts.sil.org/OFL
+
+-----------------------------------------------------------
+SIL OPEN FONT LICENSE Version 1.1 - 26 February 2007
+-----------------------------------------------------------
+
+PREAMBLE
+The goals of the Open Font License (OFL) are to stimulate worldwide
+development of collaborative font projects, to support the font
+creation efforts of academic and linguistic communities, and to
+provide a free and open framework in which fonts may be shared and
+improved in partnership with others.
+
+The OFL allows the licensed fonts to be used, studied, modified and
+redistributed freely as long as they are not sold by themselves. The
+fonts, including any derivative works, can be bundled, embedded,
+redistributed and/or sold with any software provided that any reserved
+names are not used by derivative works. The fonts and derivatives,
+however, cannot be released under any other type of license. The
+requirement for fonts to remain under this license does not apply to
+any document created using the fonts or their derivatives.
+
+DEFINITIONS
+"Font Software" refers to the set of files released by the Copyright
+Holder(s) under this license and clearly marked as such. This may
+include source files, build scripts and documentation.
+
+"Reserved Font Name" refers to any names specified as such after the
+copyright statement(s).
+
+"Original Version" refers to the collection of Font Software
+components as distributed by the Copyright Holder(s).
+
+"Modified Version" refers to any derivative made by adding to,
+deleting, or substituting -- in part or in whole -- any of the
+components of the Original Version, by changing formats or by porting
+the Font Software to a new environment.
+
+"Author" refers to any designer, engineer, programmer, technical
+writer or other person who contributed to the Font Software.
+
+PERMISSION & CONDITIONS
+Permission is hereby granted, free of charge, to any person obtaining
+a copy of the Font Software, to use, study, copy, merge, embed,
+modify, redistribute, and sell modified and unmodified copies of the
+Font Software, subject to the following conditions:
+
+1) Neither the Font Software nor any of its individual components, in
+Original or Modified Versions, may be sold by itself.
+
+2) Original or Modified Versions of the Font Software may be bundled,
+redistributed and/or sold with any software, provided that each copy
+contains the above copyright notice and this license. These can be
+included either as stand-alone text files, human-readable headers or
+in the appropriate machine-readable metadata fields within text or
+binary files as long as those fields can be easily viewed by the user.
+
+3) No Modified Version of the Font Software may use the Reserved Font
+Name(s) unless explicit written permission is granted by the
+corresponding Copyright Holder. This restriction only applies to the
+primary font name as presented to the users.
+
+4) The name(s) of the Copyright Holder(s) or the Author(s) of the Font
+Software shall not be used to promote, endorse or advertise any
+Modified Version, except to acknowledge the contribution(s) of the
+Copyright Holder(s) and the Author(s) or with their explicit written
+permission.
+
+5) The Font Software, modified or unmodified, in part or in whole,
+must be distributed entirely under this license, and must not be
+distributed under any other license. The requirement for fonts to
+remain under this license does not apply to any document created using
+the Font Software.
+
+TERMINATION
+This license becomes null and void if any of the above conditions are
+not met.
+
+DISCLAIMER
+THE FONT SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
+EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO ANY WARRANTIES OF
+MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT
+OF COPYRIGHT, PATENT, TRADEMARK, OR OTHER RIGHT. IN NO EVENT SHALL THE
+COPYRIGHT HOLDER BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
+INCLUDING ANY GENERAL, SPECIAL, INDIRECT, INCIDENTAL, OR CONSEQUENTIAL
+DAMAGES, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+FROM, OUT OF THE USE OR INABILITY TO USE THE FONT SOFTWARE OR FROM
+OTHER DEALINGS IN THE FONT SOFTWARE.

UBC-SAP_gold-corpus/1f256ecad192880510e84ad60474eab7589218784b9a50bc7ceee34c2b91f1d5.txt

@@ -0,0 +1,376 @@
+https://clearlydefined.io/definitions/pypi/pypi/-/taskcluster/44.15.5
+https://api.clearlydefined.io/attachments/1f256ecad192880510e84ad60474eab7589218784b9a50bc7ceee34c2b91f1d5
+
+Mozilla Public License Version 2.0
+==================================
+
+1. Definitions
+--------------
+
+1.1. "Contributor"
+    means each individual or legal entity that creates, contributes to
+    the creation of, or owns Covered Software.
+
+1.2. "Contributor Version"
+    means the combination of the Contributions of others (if any) used
+    by a Contributor and that particular Contributor's Contribution.
+
+1.3. "Contribution"
+    means Covered Software of a particular Contributor.
+
+1.4. "Covered Software"
+    means Source Code Form to which the initial Contributor has attached
+    the notice in Exhibit A, the Executable Form of such Source Code
+    Form, and Modifications of such Source Code Form, in each case
+    including portions thereof.
+
+1.5. "Incompatible With Secondary Licenses"
+    means
+
+    (a) that the initial Contributor has attached the notice described
+        in Exhibit B to the Covered Software; or
+
+    (b) that the Covered Software was made available under the terms of
+        version 1.1 or earlier of the License, but not also under the
+        terms of a Secondary License.
+
+1.6. "Executable Form"
+    means any form of the work other than Source Code Form.
+
+1.7. "Larger Work"
+    means a work that combines Covered Software with other material, in
+    a separate file or files, that is not Covered Software.
+
+1.8. "License"
+    means this document.
+
+1.9. "Licensable"
+    means having the right to grant, to the maximum extent possible,
+    whether at the time of the initial grant or subsequently, any and
+    all of the rights conveyed by this License.
+
+1.10. "Modifications"
+    means any of the following:
+
+    (a) any file in Source Code Form that results from an addition to,
+        deletion from, or modification of the contents of Covered
+        Software; or
+
+    (b) any new file in Source Code Form that contains any Covered
+        Software.
+
+1.11. "Patent Claims" of a Contributor
+    means any patent claim(s), including without limitation, method,
+    process, and apparatus claims, in any patent Licensable by such
+    Contributor that would be infringed, but for the grant of the
+    License, by the making, using, selling, offering for sale, having
+    made, import, or transfer of either its Contributions or its
+    Contributor Version.
+
+1.12. "Secondary License"
+    means either the GNU General Public License, Version 2.0, the GNU
+    Lesser General Public License, Version 2.1, the GNU Affero General
+    Public License, Version 3.0, or any later versions of those
+    licenses.
+
+1.13. "Source Code Form"
+    means the form of the work preferred for making modifications.
+
+1.14. "You" (or "Your")
+    means an individual or a legal entity exercising rights under this
+    License. For legal entities, "You" includes any entity that
+    controls, is controlled by, or is under common control with You. For
+    purposes of this definition, "control" means (a) the power, direct
+    or indirect, to cause the direction or management of such entity,
+    whether by contract or otherwise, or (b) ownership of more than
+    fifty percent (50%) of the outstanding shares or beneficial
+    ownership of such entity.
+
+2. License Grants and Conditions
+--------------------------------
+
+2.1. Grants
+
+Each Contributor hereby grants You a world-wide, royalty-free,
+non-exclusive license:
+
+(a) under intellectual property rights (other than patent or trademark)
+    Licensable by such Contributor to use, reproduce, make available,
+    modify, display, perform, distribute, and otherwise exploit its
+    Contributions, either on an unmodified basis, with Modifications, or
+    as part of a Larger Work; and
+
+(b) under Patent Claims of such Contributor to make, use, sell, offer
+    for sale, have made, import, and otherwise transfer either its
+    Contributions or its Contributor Version.
+
+2.2. Effective Date
+
+The licenses granted in Section 2.1 with respect to any Contribution
+become effective for each Contribution on the date the Contributor first
+distributes such Contribution.
+
+2.3. Limitations on Grant Scope
+
+The licenses granted in this Section 2 are the only rights granted under
+this License. No additional rights or licenses will be implied from the
+distribution or licensing of Covered Software under this License.
+Notwithstanding Section 2.1(b) above, no patent license is granted by a
+Contributor:
+
+(a) for any code that a Contributor has removed from Covered Software;
+    or
+
+(b) for infringements caused by: (i) Your and any other third party's
+    modifications of Covered Software, or (ii) the combination of its
+    Contributions with other software (except as part of its Contributor
+    Version); or
+
+(c) under Patent Claims infringed by Covered Software in the absence of
+    its Contributions.
+
+This License does not grant any rights in the trademarks, service marks,
+or logos of any Contributor (except as may be necessary to comply with
+the notice requirements in Section 3.4).
+
+2.4. Subsequent Licenses
+
+No Contributor makes additional grants as a result of Your choice to
+distribute the Covered Software under a subsequent version of this
+License (see Section 10.2) or under the terms of a Secondary License (if
+permitted under the terms of Section 3.3).
+
+2.5. Representation
+
+Each Contributor represents that the Contributor believes its
+Contributions are its original creation(s) or it has sufficient rights
+to grant the rights to its Contributions conveyed by this License.
+
+2.6. Fair Use
+
+This License is not intended to limit any rights You have under
+applicable copyright doctrines of fair use, fair dealing, or other
+equivalents.
+
+2.7. Conditions
+
+Sections 3.1, 3.2, 3.3, and 3.4 are conditions of the licenses granted
+in Section 2.1.
+
+3. Responsibilities
+-------------------
+
+3.1. Distribution of Source Form
+
+All distribution of Covered Software in Source Code Form, including any
+Modifications that You create or to which You contribute, must be under
+the terms of this License. You must inform recipients that the Source
+Code Form of the Covered Software is governed by the terms of this
+License, and how they can obtain a copy of this License. You may not
+attempt to alter or restrict the recipients' rights in the Source Code
+Form.
+
+3.2. Distribution of Executable Form
+
+If You distribute Covered Software in Executable Form then:
+
+(a) such Covered Software must also be made available in Source Code
+    Form, as described in Section 3.1, and You must inform recipients of
+    the Executable Form how they can obtain a copy of such Source Code
+    Form by reasonable means in a timely manner, at a charge no more
+    than the cost of distribution to the recipient; and
+
+(b) You may distribute such Executable Form under the terms of this
+    License, or sublicense it under different terms, provided that the
+    license for the Executable Form does not attempt to limit or alter
+    the recipients' rights in the Source Code Form under this License.
+
+3.3. Distribution of a Larger Work
+
+You may create and distribute a Larger Work under terms of Your choice,
+provided that You also comply with the requirements of this License for
+the Covered Software. If the Larger Work is a combination of Covered
+Software with a work governed by one or more Secondary Licenses, and the
+Covered Software is not Incompatible With Secondary Licenses, this
+License permits You to additionally distribute such Covered Software
+under the terms of such Secondary License(s), so that the recipient of
+the Larger Work may, at their option, further distribute the Covered
+Software under the terms of either this License or such Secondary
+License(s).
+
+3.4. Notices
+
+You may not remove or alter the substance of any license notices
+(including copyright notices, patent notices, disclaimers of warranty,
+or limitations of liability) contained within the Source Code Form of
+the Covered Software, except that You may alter any license notices to
+the extent required to remedy known factual inaccuracies.
+
+3.5. Application of Additional Terms
+
+You may choose to offer, and to charge a fee for, warranty, support,
+indemnity or liability obligations to one or more recipients of Covered
+Software. However, You may do so only on Your own behalf, and not on
+behalf of any Contributor. You must make it absolutely clear that any
+such warranty, support, indemnity, or liability obligation is offered by
+You alone, and You hereby agree to indemnify every Contributor for any
+liability incurred by such Contributor as a result of warranty, support,
+indemnity or liability terms You offer. You may include additional
+disclaimers of warranty and limitations of liability specific to any
+jurisdiction.
+
+4. Inability to Comply Due to Statute or Regulation
+---------------------------------------------------
+
+If it is impossible for You to comply with any of the terms of this
+License with respect to some or all of the Covered Software due to
+statute, judicial order, or regulation then You must: (a) comply with
+the terms of this License to the maximum extent possible; and (b)
+describe the limitations and the code they affect. Such description must
+be placed in a text file included with all distributions of the Covered
+Software under this License. Except to the extent prohibited by statute
+or regulation, such description must be sufficiently detailed for a
+recipient of ordinary skill to be able to understand it.
+
+5. Termination
+--------------
+
+5.1. The rights granted under this License will terminate automatically
+if You fail to comply with any of its terms. However, if You become
+compliant, then the rights granted under this License from a particular
+Contributor are reinstated (a) provisionally, unless and until such
+Contributor explicitly and finally terminates Your grants, and (b) on an
+ongoing basis, if such Contributor fails to notify You of the
+non-compliance by some reasonable means prior to 60 days after You have
+come back into compliance. Moreover, Your grants from a particular
+Contributor are reinstated on an ongoing basis if such Contributor
+notifies You of the non-compliance by some reasonable means, this is the
+first time You have received notice of non-compliance with this License
+from such Contributor, and You become compliant prior to 30 days after
+Your receipt of the notice.
+
+5.2. If You initiate litigation against any entity by asserting a patent
+infringement claim (excluding declaratory judgment actions,
+counter-claims, and cross-claims) alleging that a Contributor Version
+directly or indirectly infringes any patent, then the rights granted to
+You by any and all Contributors for the Covered Software under Section
+2.1 of this License shall terminate.
+
+5.3. In the event of termination under Sections 5.1 or 5.2 above, all
+end user license agreements (excluding distributors and resellers) which
+have been validly granted by You or Your distributors under this License
+prior to termination shall survive termination.
+
+************************************************************************
+*                                                                      *
+*  6. Disclaimer of Warranty                                           *
+*  -------------------------                                           *
+*                                                                      *
+*  Covered Software is provided under this License on an "as is"       *
+*  basis, without warranty of any kind, either expressed, implied, or  *
+*  statutory, including, without limitation, warranties that the       *
+*  Covered Software is free of defects, merchantable, fit for a        *
+*  particular purpose or non-infringing. The entire risk as to the     *
+*  quality and performance of the Covered Software is with You.        *
+*  Should any Covered Software prove defective in any respect, You     *
+*  (not any Contributor) assume the cost of any necessary servicing,   *
+*  repair, or correction. This disclaimer of warranty constitutes an   *
+*  essential part of this License. No use of any Covered Software is   *
+*  authorized under this License except under this disclaimer.         *
+*                                                                      *
+************************************************************************
+
+************************************************************************
+*                                                                      *
+*  7. Limitation of Liability                                          *
+*  --------------------------                                          *
+*                                                                      *
+*  Under no circumstances and under no legal theory, whether tort      *
+*  (including negligence), contract, or otherwise, shall any           *
+*  Contributor, or anyone who distributes Covered Software as          *
+*  permitted above, be liable to You for any direct, indirect,         *
+*  special, incidental, or consequential damages of any character      *
+*  including, without limitation, damages for lost profits, loss of    *
+*  goodwill, work stoppage, computer failure or malfunction, or any    *
+*  and all other commercial damages or losses, even if such party      *
+*  shall have been informed of the possibility of such damages. This   *
+*  limitation of liability shall not apply to liability for death or   *
+*  personal injury resulting from such party's negligence to the       *
+*  extent applicable law prohibits such limitation. Some               *
+*  jurisdictions do not allow the exclusion or limitation of           *
+*  incidental or consequential damages, so this exclusion and          *
+*  limitation may not apply to You.                                    *
+*                                                                      *
+************************************************************************
+
+8. Litigation
+-------------
+
+Any litigation relating to this License may be brought only in the
+courts of a jurisdiction where the defendant maintains its principal
+place of business and such litigation shall be governed by laws of that
+jurisdiction, without reference to its conflict-of-law provisions.
+Nothing in this Section shall prevent a party's ability to bring
+cross-claims or counter-claims.
+
+9. Miscellaneous
+----------------
+
+This License represents the complete agreement concerning the subject
+matter hereof. If any provision of this License is held to be
+unenforceable, such provision shall be reformed only to the extent
+necessary to make it enforceable. Any law or regulation which provides
+that the language of a contract shall be construed against the drafter
+shall not be used to construe this License against a Contributor.
+
+10. Versions of the License
+---------------------------
+
+10.1. New Versions
+
+Mozilla Foundation is the license steward. Except as provided in Section
+10.3, no one other than the license steward has the right to modify or
+publish new versions of this License. Each version will be given a
+distinguishing version number.
+
+10.2. Effect of New Versions
+
+You may distribute the Covered Software under the terms of the version
+of the License under which You originally received the Covered Software,
+or under the terms of any subsequent version published by the license
+steward.
+
+10.3. Modified Versions
+
+If you create software not governed by this License, and you want to
+create a new license for such software, you may create and use a
+modified version of this License if you rename the license and remove
+any references to the name of the license steward (except to note that
+such modified license differs from this License).
+
+10.4. Distributing Source Code Form that is Incompatible With Secondary
+Licenses
+
+If You choose to distribute Source Code Form that is Incompatible With
+Secondary Licenses under the terms of this version of the License, the
+notice described in Exhibit B of this License must be attached.
+
+Exhibit A - Source Code Form License Notice
+-------------------------------------------
+
+  This Source Code Form is subject to the terms of the Mozilla Public
+  License, v. 2.0. If a copy of the MPL was not distributed with this
+  file, You can obtain one at http://mozilla.org/MPL/2.0/.
+
+If it is not possible or desirable to put the notice in a particular
+file, then You may include the notice in a location (such as a LICENSE
+file in a relevant directory) where a recipient would be likely to look
+for such a notice.
+
+You may add additional accurate notices of copyright ownership.
+
+Exhibit B - "Incompatible With Secondary Licenses" Notice
+---------------------------------------------------------
+
+  This Source Code Form is "Incompatible With Secondary Licenses", as
+  defined by the Mozilla Public License, v. 2.0.

UBC-SAP_gold-corpus/2b939324e50f722186ac12f4a59fe3db5eaf94de.txt

@@ -0,0 +1,29 @@
+https://clearlydefined.io/definitions/git/github/laminas/laminas-stdlib/2b939324e50f722186ac12f4a59fe3db5eaf94de
+https://github.com/laminas/laminas-stdlib/blob/2b939324e50f722186ac12f4a59fe3db5eaf94de/LICENSE.md
+
+Copyright (c) 2020 Laminas Project a Series of LF Projects, LLC.
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
+
+- Redistributions of source code must retain the above copyright notice, this
+  list of conditions and the following disclaimer.
+
+- Redistributions in binary form must reproduce the above copyright notice,
+  this list of conditions and the following disclaimer in the documentation
+  and/or other materials provided with the distribution.
+
+- Neither the name of Laminas Foundation nor the names of its contributors may
+  be used to endorse or promote products derived from this software without
+  specific prior written permission.
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
+ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
+WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR
+ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
+(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
+LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON
+ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
+SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

UBC-SAP_gold-corpus/331fb0eb45c26daadf8cf01a3b6f20e909d7684b.txt

@@ -0,0 +1,168 @@
+https://clearlydefined.io/definitions/git/github/pmmp/bedrockprotocol/331fb0eb45c26daadf8cf01a3b6f20e909d7684b
+https://github.com/pmmp/bedrockprotocol/blob/331fb0eb45c26daadf8cf01a3b6f20e909d7684b/LICENSE
+
+                   GNU LESSER 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.
+
+
+  This version of the GNU Lesser General Public License incorporates
+the terms and conditions of version 3 of the GNU General Public
+License, supplemented by the additional permissions listed below.
+
+  0. Additional Definitions.
+
+  As used herein, "this License" refers to version 3 of the GNU Lesser
+General Public License, and the "GNU GPL" refers to version 3 of the GNU
+General Public License.
+
+  "The Library" refers to a covered work governed by this License,
+other than an Application or a Combined Work as defined below.
+
+  An "Application" is any work that makes use of an interface provided
+by the Library, but which is not otherwise based on the Library.
+Defining a subclass of a class defined by the Library is deemed a mode
+of using an interface provided by the Library.
+
+  A "Combined Work" is a work produced by combining or linking an
+Application with the Library.  The particular version of the Library
+with which the Combined Work was made is also called the "Linked
+Version".
+
+  The "Minimal Corresponding Source" for a Combined Work means the
+Corresponding Source for the Combined Work, excluding any source code
+for portions of the Combined Work that, considered in isolation, are
+based on the Application, and not on the Linked Version.
+
+  The "Corresponding Application Code" for a Combined Work means the
+object code and/or source code for the Application, including any data
+and utility programs needed for reproducing the Combined Work from the
+Application, but excluding the System Libraries of the Combined Work.
+
+  1. Exception to Section 3 of the GNU GPL.
+
+  You may convey a covered work under sections 3 and 4 of this License
+without being bound by section 3 of the GNU GPL.
+
+  2. Conveying Modified Versions.
+
+  If you modify a copy of the Library, and, in your modifications, a
+facility refers to a function or data to be supplied by an Application
+that uses the facility (other than as an argument passed when the
+facility is invoked), then you may convey a copy of the modified
+version:
+
+   a) under this License, provided that you make a good faith effort to
+   ensure that, in the event an Application does not supply the
+   function or data, the facility still operates, and performs
+   whatever part of its purpose remains meaningful, or
+
+   b) under the GNU GPL, with none of the additional permissions of
+   this License applicable to that copy.
+
+  3. Object Code Incorporating Material from Library Header Files.
+
+  The object code form of an Application may incorporate material from
+a header file that is part of the Library.  You may convey such object
+code under terms of your choice, provided that, if the incorporated
+material is not limited to numerical parameters, data structure
+layouts and accessors, or small macros, inline functions and templates
+(ten or fewer lines in length), you do both of the following:
+
+   a) Give prominent notice with each copy of the object code that the
+   Library is used in it and that the Library and its use are
+   covered by this License.
+
+   b) Accompany the object code with a copy of the GNU GPL and this license
+   document.
+
+  4. Combined Works.
+
+  You may convey a Combined Work under terms of your choice that,
+taken together, effectively do not restrict modification of the
+portions of the Library contained in the Combined Work and reverse
+engineering for debugging such modifications, if you also do each of
+the following:
+
+   a) Give prominent notice with each copy of the Combined Work that
+   the Library is used in it and that the Library and its use are
+   covered by this License.
+
+   b) Accompany the Combined Work with a copy of the GNU GPL and this license
+   document.
+
+   c) For a Combined Work that displays copyright notices during
+   execution, include the copyright notice for the Library among
+   these notices, as well as a reference directing the user to the
+   copies of the GNU GPL and this license document.
+
+   d) Do one of the following:
+
+       0) Convey the Minimal Corresponding Source under the terms of this
+       License, and the Corresponding Application Code in a form
+       suitable for, and under terms that permit, the user to
+       recombine or relink the Application with a modified version of
+       the Linked Version to produce a modified Combined Work, in the
+       manner specified by section 6 of the GNU GPL for conveying
+       Corresponding Source.
+
+       1) Use a suitable shared library mechanism for linking with the
+       Library.  A suitable mechanism is one that (a) uses at run time
+       a copy of the Library already present on the user's computer
+       system, and (b) will operate properly with a modified version
+       of the Library that is interface-compatible with the Linked
+       Version.
+
+   e) Provide Installation Information, but only if you would otherwise
+   be required to provide such information under section 6 of the
+   GNU GPL, and only to the extent that such information is
+   necessary to install and execute a modified version of the
+   Combined Work produced by recombining or relinking the
+   Application with a modified version of the Linked Version. (If
+   you use option 4d0, the Installation Information must accompany
+   the Minimal Corresponding Source and Corresponding Application
+   Code. If you use option 4d1, you must provide the Installation
+   Information in the manner specified by section 6 of the GNU GPL
+   for conveying Corresponding Source.)
+
+  5. Combined Libraries.
+
+  You may place library facilities that are a work based on the
+Library side by side in a single library together with other library
+facilities that are not Applications and are not covered by this
+License, and convey such a combined library under terms of your
+choice, if you do both of the following:
+
+   a) Accompany the combined library with a copy of the same work based
+   on the Library, uncombined with any other library facilities,
+   conveyed under the terms of this License.
+
+   b) Give prominent notice with the combined library that part of it
+   is a work based on the Library, and explaining where to find the
+   accompanying uncombined form of the same work.
+
+  6. Revised Versions of the GNU Lesser General Public License.
+
+  The Free Software Foundation may publish revised and/or new versions
+of the GNU Lesser 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
+Library as you received it specifies that a certain numbered version
+of the GNU Lesser General Public License "or any later version"
+applies to it, you have the option of following the terms and
+conditions either of that published version or of any later version
+published by the Free Software Foundation. If the Library as you
+received it does not specify a version number of the GNU Lesser
+General Public License, you may choose any version of the GNU Lesser
+General Public License ever published by the Free Software Foundation.
+
+  If the Library as you received it specifies that a proxy can decide
+whether future versions of the GNU Lesser General Public License shall
+apply, that proxy's public statement of acceptance of any version is
+permanent authorization for you to choose that version for the
+Library.

UBC-SAP_gold-corpus/3e671db11df687516cc1db5b3d65e4aa383eaca3c20cea3faf53a0f7335d0a3c.txt

@@ -0,0 +1,47 @@
+https://clearlydefined.io/definitions/pypi/pypi/-/waitress/2.1.2
+https://api.clearlydefined.io/attachments/3e671db11df687516cc1db5b3d65e4aa383eaca3c20cea3faf53a0f7335d0a3c
+
+Zope Public License (ZPL) Version 2.1
+
+A copyright notice accompanies this license document that identifies the
+copyright holders.
+
+This license has been certified as open source. It has also been designated as
+GPL compatible by the Free Software Foundation (FSF).
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
+
+1. Redistributions in source code must retain the accompanying copyright
+notice, this list of conditions, and the following disclaimer.
+
+2. Redistributions in binary form must reproduce the accompanying copyright
+notice, this list of conditions, and the following disclaimer in the
+documentation and/or other materials provided with the distribution.
+
+3. Names of the copyright holders must not be used to endorse or promote
+products derived from this software without prior written permission from the
+copyright holders.
+
+4. The right to distribute this software or to use it for any purpose does not
+give you the right to use Servicemarks (sm) or Trademarks (tm) of the
+copyright
+holders. Use of them is covered by separate agreement with the copyright
+holders.
+
+5. If any files are modified, you must cause the modified files to carry
+prominent notices stating that you changed the files and the date of any
+change.
+
+Disclaimer
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS ``AS IS'' AND ANY EXPRESSED
+OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES
+OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO
+EVENT SHALL THE COPYRIGHT HOLDERS BE LIABLE FOR ANY DIRECT, INDIRECT,
+INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
+PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
+LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
+NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE,
+EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

UBC-SAP_gold-corpus/3ee3fe6d463aaf82c6e0bbdd1b2b4d47d8d2a9205462bb7992027f9c0bd9ca98.txt

@@ -0,0 +1,204 @@
+https://clearlydefined.io/definitions/nuget/nuget/-/ToolGood.Words/3.0.3.1
+https://api.clearlydefined.io/attachments/3ee3fe6d463aaf82c6e0bbdd1b2b4d47d8d2a9205462bb7992027f9c0bd9ca98
+
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
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UBC-SAP_gold-corpus/4a0a835458904fb3c034d3dec4997f8c2b3fdfc9.txt

@@ -0,0 +1,398 @@
+https://clearlydefined.io/definitions/git/github/browserslist/caniuse-lite/4a0a835458904fb3c034d3dec4997f8c2b3fdfc9
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UBC-SAP_gold-corpus/4ec3d4c66cd87f5c8d8ad911b10f99bf27cb00cdfcff82621956e379186b016b.txt

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+https://api.clearlydefined.io/attachments/4ec3d4c66cd87f5c8d8ad911b10f99bf27cb00cdfcff82621956e379186b016b
+
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UBC-SAP_gold-corpus/519d98126c6d890b2ede1ed050c7888c62cf7f26cd6764c9c44b53b887e2f4c6.txt

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+https://clearlydefined.io/definitions/nuget/nuget/-/HotChocolate.Types/12.6.0-preview.5
+https://api.clearlydefined.io/attachments/519d98126c6d890b2ede1ed050c7888c62cf7f26cd6764c9c44b53b887e2f4c6
+
+MIT License
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+SOFTWARE.

UBC-SAP_gold-corpus/52798f097caf9253f284d1ea9cba52066251ad617b7a47efa736c853b8e7c796.txt

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+https://clearlydefined.io/definitions/nuget/nuget/-/Microsoft.Azure.Devices.Client/1.36.4
+https://api.clearlydefined.io/attachments/52798f097caf9253f284d1ea9cba52066251ad617b7a47efa736c853b8e7c796
+
+Microsoft Azure IoT SDKs
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+THE SOFTWARE.

UBC-SAP_gold-corpus/6444c8f9e5448897681392ab7eb1b3e632da8d8a.txt

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+https://clearlydefined.io/definitions/git/github/taz77/sendgrid-php-ng/6444c8f9e5448897681392ab7eb1b3e632da8d8a
+https://github.com/taz77/sendgrid-php-ng/blob/6444c8f9e5448897681392ab7eb1b3e632da8d8a/MIT.LICENSE
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UBC-SAP_gold-corpus/7200000367e0e8b47822d563a5ddd2dd3a97cc05b32bd7dbcc7b4eeb92b76628.txt

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+https://clearlydefined.io/definitions/sourcearchive/mavencentral/org.springframework.boot/spring-boot-configuration-metadata/2.6.8
+https://api.clearlydefined.io/attachments/7200000367e0e8b47822d563a5ddd2dd3a97cc05b32bd7dbcc7b4eeb92b76628
+
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+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
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+   See the License for the specific language governing permissions and
+   limitations under the License.

UBC-SAP_gold-corpus/7e0515dce4950277ed404704e793bbc6d14d9464.txt

@@ -0,0 +1,32 @@
+https://github.com/RedisJSON/RedisJSON/blob/7e0515dce4950277ed404704e793bbc6d14d9464/LICENSE#:~:text=under%20the%20License.-,Commons%20Clause%20Restriction,notice.,-%C2%A9%202022%20GitHub%2C%20Inc
+
+                               ReJSON Licensing
+                 Copyright 2018-2019 Redis Labs Ltd. and Contributors.
+
+Licensed under the Apache License, Version 2.0 (the "License") modified with Commons Clause
+Restriction; you may not use this file except in compliance with the License. You may obtain a
+copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software distributed under the
+License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied. See the License for the specific language governing permissions
+and limitations under the License.
+
+Commons Clause Restriction
+
+The Software is provided to you by the Licensor under the License, as defined below, subject to
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+Without limiting other conditions in the License, the grant of rights under the License will not
+include, and the License does not grant to you, the right to Sell the Software.
+For purposes of the foregoing, “Sell” means practicing any or all of the rights granted to you
+under the License to provide to third parties, for a fee or other consideration (including without
+limitation fees for hosting or consulting/ support services related to the Software), a product or
+service whose value derives, entirely or substantially, from the functionality of the Software.
+Any license notice or attribution required by the License must also include this Commons Cause
+License Condition notice.
+
+For purposes of the clause above, the “Licensor” is Redis Labs Ltd., the “License” is the Apache
+License, Version 2.0, and the Software is the ReJSON software provided with this
+notice.

UBC-SAP_gold-corpus/7e12e5df4bae12cb21581ba157ced20e1986a0508dd10d0e8a4ab9a4cf94e85c.txt

@@ -0,0 +1,27 @@
+https://clearlydefined.io/definitions/pypi/pypi/-/pdoc/12.0.2
+https://api.clearlydefined.io/attachments/7e12e5df4bae12cb21581ba157ced20e1986a0508dd10d0e8a4ab9a4cf94e85c
+
+This is free and unencumbered software released into the public domain.
+
+Anyone is free to copy, modify, publish, use, compile, sell, or
+distribute this software, either in source code form or as a compiled
+binary, for any purpose, commercial or non-commercial, and by any
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+
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+ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
+OTHER DEALINGS IN THE SOFTWARE.
+
+For more information, please refer to <http://unlicense.org/>

UBC-SAP_gold-corpus/87d7c32e09f941ff3815cd9eb6989506a652c18fd9620cb0e7e3ef7c979592ed.txt

@@ -0,0 +1,341 @@
+https://clearlydefined.io/definitions/composer/packagist/goalgorilla/open_social/11.3.2
+https://api.clearlydefined.io/attachments/87d7c32e09f941ff3815cd9eb6989506a652c18fd9620cb0e7e3ef7c979592ed
+        GNU GENERAL PUBLIC LICENSE
+           Version 2, June 1991
+
+ Copyright (C) 1989, 1991 Free Software Foundation, Inc.,
+ 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+          Preamble
+
+  The licenses for most software are designed to take away your
+freedom to share and change it.  By contrast, the GNU General Public
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+
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+        GNU GENERAL PUBLIC LICENSE
+   TERMS AND CONDITIONS FOR COPYING, DISTRIBUTION AND MODIFICATION
+
+  0. This License applies to any program or other work which contains
+a notice placed by the copyright holder saying it may be distributed
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+Activities other than copying, distribution and modification are not
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+  1. You may copy and distribute verbatim copies of the Program's
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+These requirements apply to the modified work as a whole.  If
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+          NO WARRANTY
+
+  11. BECAUSE THE PROGRAM IS LICENSED FREE OF CHARGE, THERE IS NO WARRANTY
+FOR THE PROGRAM, TO THE EXTENT PERMITTED BY APPLICABLE LAW.  EXCEPT WHEN
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+
+         END OF TERMS AND CONDITIONS
+
+      How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
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+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software; you can redistribute it and/or modify
+    it under the terms of the GNU General Public License as published by
+    the Free Software Foundation; either version 2 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    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
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+    51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA.
+
+Also add information on how to contact you by electronic and paper mail.
+
+If the program is interactive, make it output a short notice like this
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+
+    Gnomovision version 69, Copyright (C) year name of author
+    Gnomovision comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+    This is free software, and you are welcome to redistribute it
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+
+The hypothetical commands `show w' and `show c' should show the appropriate
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+be called something other than `show w' and `show c'; they could even be
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+
+You should also get your employer (if you work as a programmer) or your
+school, if any, to sign a "copyright disclaimer" for the program, if
+necessary.  Here is a sample; alter the names:
+
+  Yoyodyne, Inc., hereby disclaims all copyright interest in the program
+  `Gnomovision' (which makes passes at compilers) written by James Hacker.
+
+  <signature of Ty Coon>, 1 April 1989
+  Ty Coon, President of Vice
+
+This General Public License does not permit incorporating your program into
+proprietary programs.  If your program is a subroutine library, you may
+consider it more useful to permit linking proprietary applications with the
+library.  If this is what you want to do, use the GNU Lesser General
+Public License instead of this License.

UBC-SAP_gold-corpus/885291b849b09c30262a7fdc5576d6099394d2c491866b8e4cdfe9ce95e8cfc9.txt

@@ -0,0 +1,167 @@
+https://clearlydefined.io/definitions/pypi/pypi/-/pykdtree/1.3.5
+https://api.clearlydefined.io/attachments/885291b849b09c30262a7fdc5576d6099394d2c491866b8e4cdfe9ce95e8cfc9
+                   GNU LESSER GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007, 2015 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.
+
+
+  This version of the GNU Lesser General Public License incorporates
+the terms and conditions of version 3 of the GNU General Public
+License, supplemented by the additional permissions listed below.
+
+  0. Additional Definitions.
+
+  As used herein, "this License" refers to version 3 of the GNU Lesser
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+General Public License.
+
+  "The Library" refers to a covered work governed by this License,
+other than an Application or a Combined Work as defined below.
+
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+   a) Accompany the combined library with a copy of the same work based
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+
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+
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+
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+
+  If the Library as you received it specifies that a proxy can decide
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+Library.

UBC-SAP_gold-corpus/9d2abe5ca823898acd5cdae62ddb4dffefd28ffd54d58b4aa796e7924b40cff3.txt

@@ -0,0 +1,30 @@
+https://clearlydefined.io/definitions/pypi/pypi/-/vaex-core/4.9.2
+https://api.clearlydefined.io/attachments/9d2abe5ca823898acd5cdae62ddb4dffefd28ffd54d58b4aa796e7924b40cff3
+
+The MIT License (MIT)
+
+Copyright (c) 2015, Maarten A. Breddels
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
+
+=========================================================================
+This project includes code from unilib
+
+Home page: https://github.com/ufal/unilib/
+License: https://www.mozilla.org/en-US/MPL/2.0/

UBC-SAP_gold-corpus/9d3878b0a87ad1b2bafb729e8c9085b36b17bd0d30a813030113e13f99cced2c.txt

@@ -0,0 +1,56 @@
+https://clearlydefined.io/definitions/maven/mavencentral/org.jdom/jdom2/2.0.6.1
+https://api.clearlydefined.io/attachments/9d3878b0a87ad1b2bafb729e8c9085b36b17bd0d30a813030113e13f99cced2c
+/*-- 
+
+ Copyright (C) 2000-2012 Jason Hunter & Brett McLaughlin.
+ All rights reserved.
+ 
+ Redistribution and use in source and binary forms, with or without
+ modification, are permitted provided that the following conditions
+ are met:
+ 
+ 1. Redistributions of source code must retain the above copyright
+    notice, this list of conditions, and the following disclaimer.
+ 
+ 2. Redistributions in binary form must reproduce the above copyright
+    notice, this list of conditions, and the disclaimer that follows 
+    these conditions in the documentation and/or other materials 
+    provided with the distribution.
+
+ 3. The name "JDOM" must not be used to endorse or promote products
+    derived from this software without prior written permission.  For
+    written permission, please contact <request_AT_jdom_DOT_org>.
+ 
+ 4. Products derived from this software may not be called "JDOM", nor
+    may "JDOM" appear in their name, without prior written permission
+    from the JDOM Project Management <request_AT_jdom_DOT_org>.
+ 
+ In addition, we request (but do not require) that you include in the 
+ end-user documentation provided with the redistribution and/or in the 
+ software itself an acknowledgement equivalent to the following:
+     "This product includes software developed by the
+      JDOM Project (http://www.jdom.org/)."
+ Alternatively, the acknowledgment may be graphical using the logos 
+ available at http://www.jdom.org/images/logos.
+
+ THIS SOFTWARE IS PROVIDED ``AS IS'' AND ANY EXPRESSED OR IMPLIED
+ WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES
+ OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+ DISCLAIMED.  IN NO EVENT SHALL THE JDOM AUTHORS OR THE PROJECT
+ CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF
+ USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
+ ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+ OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT
+ OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF
+ SUCH DAMAGE.
+
+ This software consists of voluntary contributions made by many 
+ individuals on behalf of the JDOM Project and was originally 
+ created by Jason Hunter <jhunter_AT_jdom_DOT_org> and
+ Brett McLaughlin <brett_AT_jdom_DOT_org>.  For more information
+ on the JDOM Project, please see <http://www.jdom.org/>. 
+
+ */
+

UBC-SAP_gold-corpus/be4d67364494daabb2b7954b987c1edfa18f09af84469982e0f6b3b8d9c8d612.txt

@@ -0,0 +1,50 @@
+https://clearlydefined.io/definitions/composer/packagist/accoladelabs/accolade_base/0.1.0
+https://api.clearlydefined.io/attachments/be4d67364494daabb2b7954b987c1edfa18f09af84469982e0f6b3b8d9c8d612
+
+Open Software License ("OSL") v. 3.0
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+This Open Software License (the "License") applies to any original work of authorship (the "Original Work") whose owner (the "Licensor") has placed the following licensing notice adjacent to the copyright notice for the Original Work:
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+
+  12. Attorneys' Fees. In any action to enforce the terms of this License or seeking damages relating thereto, the prevailing party shall be entitled to recover its costs and expenses, including, without limitation, reasonable attorneys' fees and costs incurred in connection with such action, including any appeal of such action. This section shall survive the termination of this License.
+
+  13. Miscellaneous. If any provision of this License is held to be unenforceable, such provision shall be reformed only to the extent necessary to make it enforceable.
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+  15. Right to Use. You may use the Original Work in all ways not otherwise restricted or conditioned by this License or by law, and Licensor promises not to interfere with or be responsible for such uses by You.
+
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UBC-SAP_gold-corpus/bf30ef45fec6994c6cc47b8ec90b3551f061cb2e32279bf6bc978c35b0126024.txt

@@ -0,0 +1,28 @@
+https://clearlydefined.io/definitions/nuget/nuget/-/Mime-Detective/22.7.19
+https://api.clearlydefined.io/attachments/bf30ef45fec6994c6cc47b8ec90b3551f061cb2e32279bf6bc978c35b0126024
+
+MIT-Based License
+
+Copyright (c) 2021 The MimeDetective developer
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+--> SUPPORT SOURCE-CODE UNITY:
+--> NO DERIVITIVE PACKAGE MAY BE DISTRIBUTED THROUGH ANY PACKAGE MANAGEMENT SYSTEM.
+--> (IE.  YOU MAY NOT PUBLISH A DERIVITIVE PACKAGE THROUGH NUGET.ORG.)
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

UBC-SAP_gold-corpus/cf7c3c6d0ed4bad89359301a220b536c4385ed36a396ca40def83b200df43225.txt

@@ -0,0 +1,309 @@
+https://clearlydefined.io/definitions/composer/packagist/ezsystems/ezplatform-demo-assets/1.0.0
+https://api.clearlydefined.io/attachments/cf7c3c6d0ed4bad89359301a220b536c4385ed36a396ca40def83b200df43225
+
+Copyright (C) 1999-2016 eZ Systems AS. All rights reserved.
+This source code is provided under the following license:
+
+
+eZ Trial and Test License Agreement ("eZ TTL") Version 2.0
+
+
+IMPORTANT: Please read the following license agreement carefully.
+
+This license agreement is between eZ systems AS (Norwegian business
+registration no. 981 601 564), a Norwegian company ("Licensor" or "eZ"),
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+
+This license agreement is entered into in connection with Licensee's
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+
+The parties hereby agree to the following software license terms:
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+1. Definitions
+
+"Licensed Software" means the eZ Publish Enterprise Edition content
+management system or other software product downloaded, ordered or
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+Licensee agrees to indemnify and hold Licensor harmless against any
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+To the extent permitted by applicable law, licensor shall have no
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+
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+
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+11.9 Update of terms
+The Licensor may from time to time issue new versions of this license.
+Unless you within 30 days from when you were first made aware or should
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+as accepted by you.
+

UBC-SAP_gold-corpus/de33fb695880d0b07615d4b86f78cd43796906959ade5fdfef70968827a0db78.txt

@@ -0,0 +1,46 @@
+https://clearlydefined.io/definitions/git/github/jquery/jqueryui.com/04df81383c8ff7915b1a3e1e6d6bb30d525a60ac
+https://api.clearlydefined.io/attachments/de33fb695880d0b07615d4b86f78cd43796906959ade5fdfef70968827a0db78
+
+Copyright jQuery Foundation and other contributors, https://jquery.org/
+
+This software consists of voluntary contributions made by many
+individuals. For exact contribution history, see the revision history
+available at https://github.com/jquery/jquery-ui
+
+The following license applies to all parts of this software except as
+documented below:
+
+====
+
+Permission is hereby granted, free of charge, to any person obtaining
+a copy of this software and associated documentation files (the
+"Software"), to deal in the Software without restriction, including
+without limitation the rights to use, copy, modify, merge, publish,
+distribute, sublicense, and/or sell copies of the Software, and to
+permit persons to whom the Software is furnished to do so, subject to
+the following conditions:
+
+The above copyright notice and this permission notice shall be
+included in all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
+EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
+MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
+NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE
+LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
+OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
+WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
+
+====
+
+Copyright and related rights for sample code are waived via CC0. Sample
+code is defined as all source code contained within the demos directory.
+
+CC0: http://creativecommons.org/publicdomain/zero/1.0/
+
+====
+
+All files located in the node_modules and external directories are
+externally maintained libraries used by this software which have their
+own licenses; we recommend you read them, as their terms may differ from
+the terms above.

UBC-SAP_gold-corpus/deluge-torrent.txt

@@ -0,0 +1,636 @@
+https://github.com/deluge-torrent/deluge/blob/develop/LICENSE#:~:text=In%20addition%2C%20as,delete%20it%20here.
+
+Deluge is licensed under the GNU General Public License version 3 with the
+addition of the following special exception:
+
+In addition, as a special exception, the copyright holders give
+permission to link the code of portions of this program with the OpenSSL
+library.
+You must obey the GNU General Public License in all respects for all of
+the code used other than OpenSSL. If you modify file(s) with this
+exception, you may extend this exception to your version of the file(s),
+but you are not obligated to do so. If you do not wish to do so, delete
+this exception statement from your version. If you delete this exception
+statement from all source files in the program, then also delete it here.
+
+                    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
+
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+  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

UBC-SAP_gold-corpus/e30fad305c0b6f68cbd2e05085f5a5943dd43ff8111bca7f52e2ad486ab636d0.txt

@@ -0,0 +1,33 @@
+https://clearlydefined.io/definitions/pypi/pypi/-/xlwings/0.27.10
+https://api.clearlydefined.io/attachments/e30fad305c0b6f68cbd2e05085f5a5943dd43ff8111bca7f52e2ad486ab636d0
+xlwings (Open Source) includes all files in the xlwings package except
+the pro folder, i.e., the xlwings.pro subpackage and is distributed under
+the following BSD 3-clause license:
+
+Copyright (C) 2014 - present, Zoomer Analytics GmbH.
+All rights reserved.
+
+Redistribution and use in source and binary forms, with or without modification,
+are permitted provided that the following conditions are met:
+
+* Redistributions of source code must retain the above copyright notice, this
+  list of conditions and the following disclaimer.
+
+* Redistributions in binary form must reproduce the above copyright notice, this
+  list of conditions and the following disclaimer in the documentation and/or
+  other materials provided with the distribution.
+
+* Neither the name of the copyright holder nor the names of its
+  contributors may be used to endorse or promote products derived from
+  this software without specific prior written permission.
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
+ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
+WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR
+ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
+(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
+LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON
+ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
+SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

UBC-SAP_gold-corpus/f75d092e241e522baaf2dff3dc1f9a85eea8959a.txt

@@ -0,0 +1,16 @@
+https://clearlydefined.io/definitions/git/github/aliyun/openapi-sdk-php/f75d092e241e522baaf2dff3dc1f9a85eea8959a
+https://github.com/aliyun/openapi-sdk-php/blob/f75d092e241e522baaf2dff3dc1f9a85eea8959a/LICENSE.md
+
+Copyright (c) 2009-present, Alibaba Cloud All rights reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+     http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.

UBC-SAP_gold-corpus/ff17ce94e102024deb68773eb1cc74ca76da4e658f373531f0ac22d68a6bb1ad.txt

@@ -0,0 +1,257 @@
+https://clearlydefined.io/definitions/pypi/pypi/-/typing-extensions/4.0.1
+https://api.clearlydefined.io/attachments/ff17ce94e102024deb68773eb1cc74ca76da4e658f373531f0ac22d68a6bb1ad
+
+A. HISTORY OF THE SOFTWARE
+==========================
+
+Python was created in the early 1990s by Guido van Rossum at Stichting
+Mathematisch Centrum (CWI, see http://www.cwi.nl) in the Netherlands
+as a successor of a language called ABC.  Guido remains Python's
+principal author, although it includes many contributions from others.
+
+In 1995, Guido continued his work on Python at the Corporation for
+National Research Initiatives (CNRI, see http://www.cnri.reston.va.us)
+in Reston, Virginia where he released several versions of the
+software.
+
+In May 2000, Guido and the Python core development team moved to
+BeOpen.com to form the BeOpen PythonLabs team.  In October of the same
+year, the PythonLabs team moved to Digital Creations (now Zope
+Corporation, see http://www.zope.com).  In 2001, the Python Software
+Foundation (PSF, see http://www.python.org/psf/) was formed, a
+non-profit organization created specifically to own Python-related
+Intellectual Property.  Zope Corporation is a sponsoring member of
+the PSF.
+
+All Python releases are Open Source (see http://www.opensource.org for
+the Open Source Definition).  Historically, most, but not all, Python
+releases have also been GPL-compatible; the table below summarizes
+the various releases.
+
+    Release         Derived     Year        Owner       GPL-
+                    from                                compatible? (1)
+
+    0.9.0 thru 1.2              1991-1995   CWI         yes
+    1.3 thru 1.5.2  1.2         1995-1999   CNRI        yes
+    1.6             1.5.2       2000        CNRI        no
+    2.0             1.6         2000        BeOpen.com  no
+    1.6.1           1.6         2001        CNRI        yes (2)
+    2.1             2.0+1.6.1   2001        PSF         no
+    2.0.1           2.0+1.6.1   2001        PSF         yes
+    2.1.1           2.1+2.0.1   2001        PSF         yes
+    2.1.2           2.1.1       2002        PSF         yes
+    2.1.3           2.1.2       2002        PSF         yes
+    2.2 and above   2.1.1       2001-now    PSF         yes
+
+Footnotes:
+
+(1) GPL-compatible doesn't mean that we're distributing Python under
+    the GPL.  All Python licenses, unlike the GPL, let you distribute
+    a modified version without making your changes open source.  The
+    GPL-compatible licenses make it possible to combine Python with
+    other software that is released under the GPL; the others don't.
+
+(2) According to Richard Stallman, 1.6.1 is not GPL-compatible,
+    because its license has a choice of law clause.  According to
+    CNRI, however, Stallman's lawyer has told CNRI's lawyer that 1.6.1
+    is "not incompatible" with the GPL.
+
+Thanks to the many outside volunteers who have worked under Guido's
+direction to make these releases possible.
+
+
+B. TERMS AND CONDITIONS FOR ACCESSING OR OTHERWISE USING PYTHON
+===============================================================
+
+PYTHON SOFTWARE FOUNDATION LICENSE VERSION 2
+--------------------------------------------
+
+1. This LICENSE AGREEMENT is between the Python Software Foundation
+("PSF"), and the Individual or Organization ("Licensee") accessing and
+otherwise using this software ("Python") in source or binary form and
+its associated documentation.
+
+2. Subject to the terms and conditions of this License Agreement, PSF hereby
+grants Licensee a nonexclusive, royalty-free, world-wide license to reproduce,
+analyze, test, perform and/or display publicly, prepare derivative works,
+distribute, and otherwise use Python alone or in any derivative version,
+provided, however, that PSF's License Agreement and PSF's notice of copyright,
+i.e., "Copyright (c) 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010,
+2011, 2012, 2013, 2014 Python Software Foundation; All Rights Reserved" are
+retained in Python alone or in any derivative version prepared by Licensee.
+
+3. In the event Licensee prepares a derivative work that is based on
+or incorporates Python or any part thereof, and wants to make
+the derivative work available to others as provided herein, then
+Licensee hereby agrees to include in any such work a brief summary of
+the changes made to Python.
+
+4. PSF is making Python available to Licensee on an "AS IS"
+basis.  PSF MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
+IMPLIED.  BY WAY OF EXAMPLE, BUT NOT LIMITATION, PSF MAKES NO AND
+DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
+FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF PYTHON WILL NOT
+INFRINGE ANY THIRD PARTY RIGHTS.
+
+5. PSF SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF PYTHON
+FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS AS
+A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING PYTHON,
+OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF.
+
+6. This License Agreement will automatically terminate upon a material
+breach of its terms and conditions.
+
+7. Nothing in this License Agreement shall be deemed to create any
+relationship of agency, partnership, or joint venture between PSF and
+Licensee.  This License Agreement does not grant permission to use PSF
+trademarks or trade name in a trademark sense to endorse or promote
+products or services of Licensee, or any third party.
+
+8. By copying, installing or otherwise using Python, Licensee
+agrees to be bound by the terms and conditions of this License
+Agreement.
+
+
+BEOPEN.COM LICENSE AGREEMENT FOR PYTHON 2.0
+-------------------------------------------
+
+BEOPEN PYTHON OPEN SOURCE LICENSE AGREEMENT VERSION 1
+
+1. This LICENSE AGREEMENT is between BeOpen.com ("BeOpen"), having an
+office at 160 Saratoga Avenue, Santa Clara, CA 95051, and the
+Individual or Organization ("Licensee") accessing and otherwise using
+this software in source or binary form and its associated
+documentation ("the Software").
+
+2. Subject to the terms and conditions of this BeOpen Python License
+Agreement, BeOpen hereby grants Licensee a non-exclusive,
+royalty-free, world-wide license to reproduce, analyze, test, perform
+and/or display publicly, prepare derivative works, distribute, and
+otherwise use the Software alone or in any derivative version,
+provided, however, that the BeOpen Python License is retained in the
+Software, alone or in any derivative version prepared by Licensee.
+
+3. BeOpen is making the Software available to Licensee on an "AS IS"
+basis.  BEOPEN MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
+IMPLIED.  BY WAY OF EXAMPLE, BUT NOT LIMITATION, BEOPEN MAKES NO AND
+DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
+FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF THE SOFTWARE WILL NOT
+INFRINGE ANY THIRD PARTY RIGHTS.
+
+4. BEOPEN SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF THE
+SOFTWARE FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS
+AS A RESULT OF USING, MODIFYING OR DISTRIBUTING THE SOFTWARE, OR ANY
+DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF.
+
+5. This License Agreement will automatically terminate upon a material
+breach of its terms and conditions.
+
+6. This License Agreement shall be governed by and interpreted in all
+respects by the law of the State of California, excluding conflict of
+law provisions.  Nothing in this License Agreement shall be deemed to
+create any relationship of agency, partnership, or joint venture
+between BeOpen and Licensee.  This License Agreement does not grant
+permission to use BeOpen trademarks or trade names in a trademark
+sense to endorse or promote products or services of Licensee, or any
+third party.  As an exception, the "BeOpen Python" logos available at
+http://www.pythonlabs.com/logos.html may be used according to the
+permissions granted on that web page.
+
+7. By copying, installing or otherwise using the software, Licensee
+agrees to be bound by the terms and conditions of this License
+Agreement.
+
+
+CNRI LICENSE AGREEMENT FOR PYTHON 1.6.1
+---------------------------------------
+
+1. This LICENSE AGREEMENT is between the Corporation for National
+Research Initiatives, having an office at 1895 Preston White Drive,
+Reston, VA 20191 ("CNRI"), and the Individual or Organization
+("Licensee") accessing and otherwise using Python 1.6.1 software in
+source or binary form and its associated documentation.
+
+2. Subject to the terms and conditions of this License Agreement, CNRI
+hereby grants Licensee a nonexclusive, royalty-free, world-wide
+license to reproduce, analyze, test, perform and/or display publicly,
+prepare derivative works, distribute, and otherwise use Python 1.6.1
+alone or in any derivative version, provided, however, that CNRI's
+License Agreement and CNRI's notice of copyright, i.e., "Copyright (c)
+1995-2001 Corporation for National Research Initiatives; All Rights
+Reserved" are retained in Python 1.6.1 alone or in any derivative
+version prepared by Licensee.  Alternately, in lieu of CNRI's License
+Agreement, Licensee may substitute the following text (omitting the
+quotes): "Python 1.6.1 is made available subject to the terms and
+conditions in CNRI's License Agreement.  This Agreement together with
+Python 1.6.1 may be located on the Internet using the following
+unique, persistent identifier (known as a handle): 1895.22/1013.  This
+Agreement may also be obtained from a proxy server on the Internet
+using the following URL: http://hdl.handle.net/1895.22/1013".
+
+3. In the event Licensee prepares a derivative work that is based on
+or incorporates Python 1.6.1 or any part thereof, and wants to make
+the derivative work available to others as provided herein, then
+Licensee hereby agrees to include in any such work a brief summary of
+the changes made to Python 1.6.1.
+
+4. CNRI is making Python 1.6.1 available to Licensee on an "AS IS"
+basis.  CNRI MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
+IMPLIED.  BY WAY OF EXAMPLE, BUT NOT LIMITATION, CNRI MAKES NO AND
+DISCLAIMS ANY REPRESENTATION OR WARRANTY OF MERCHANTABILITY OR FITNESS
+FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF PYTHON 1.6.1 WILL NOT
+INFRINGE ANY THIRD PARTY RIGHTS.
+
+5. CNRI SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF PYTHON
+1.6.1 FOR ANY INCIDENTAL, SPECIAL, OR CONSEQUENTIAL DAMAGES OR LOSS AS
+A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING PYTHON 1.6.1,
+OR ANY DERIVATIVE THEREOF, EVEN IF ADVISED OF THE POSSIBILITY THEREOF.
+
+6. This License Agreement will automatically terminate upon a material
+breach of its terms and conditions.
+
+7. This License Agreement shall be governed by the federal
+intellectual property law of the United States, including without
+limitation the federal copyright law, and, to the extent such
+U.S. federal law does not apply, by the law of the Commonwealth of
+Virginia, excluding Virginia's conflict of law provisions.
+Notwithstanding the foregoing, with regard to derivative works based
+on Python 1.6.1 that incorporate non-separable material that was
+previously distributed under the GNU General Public License (GPL), the
+law of the Commonwealth of Virginia shall govern this License
+Agreement only as to issues arising under or with respect to
+Paragraphs 4, 5, and 7 of this License Agreement.  Nothing in this
+License Agreement shall be deemed to create any relationship of
+agency, partnership, or joint venture between CNRI and Licensee.  This
+License Agreement does not grant permission to use CNRI trademarks or
+trade name in a trademark sense to endorse or promote products or
+services of Licensee, or any third party.
+
+8. By clicking on the "ACCEPT" button where indicated, or by copying,
+installing or otherwise using Python 1.6.1, Licensee agrees to be
+bound by the terms and conditions of this License Agreement.
+
+        ACCEPT
+
+
+CWI LICENSE AGREEMENT FOR PYTHON 0.9.0 THROUGH 1.2
+--------------------------------------------------
+
+Copyright (c) 1991 - 1995, Stichting Mathematisch Centrum Amsterdam,
+The Netherlands.  All rights reserved.
+
+Permission to use, copy, modify, and distribute this software and its
+documentation for any purpose and without fee is hereby granted,
+provided that the above copyright notice appear in all copies and that
+both that copyright notice and this permission notice appear in
+supporting documentation, and that the name of Stichting Mathematisch
+Centrum or CWI not be used in advertising or publicity pertaining to
+distribution of the software without specific, written prior
+permission.
+
+STICHTING MATHEMATISCH CENTRUM DISCLAIMS ALL WARRANTIES WITH REGARD TO
+THIS SOFTWARE, INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY AND
+FITNESS, IN NO EVENT SHALL STICHTING MATHEMATISCH CENTRUM BE LIABLE
+FOR ANY SPECIAL, INDIRECT OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES
+WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN
+ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT
+OF OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE.

app.py

@@ -6,58 +6,185 @@ import streamlit as st
 
 from src.doc2vec import inference
 from src.abstractive_sum import summarize_text_with_model
-from src.textrank import custom_textrank_summarizer
+from src.textrank import custom_textrank_summarizer, get_labels_for_license
 from src.clean import clean_license_text
-
-CUSTOM_MODEL_NAME = "utkarshsaboo45/ClearlyDefinedLicenseSummarizer"
+from src.read_data import read_license_text_data
+from src.diff import strikethrough_diff
+from src.parameters import help_messages, captions, options
 
 nltk.download('punkt')
-os.environ["TOKENIZERS_PARALLELISM"] = "false"
-device = torch.device("cuda") if torch.cuda.is_available() else torch.device("cpu")
-
-with st.spinner('Loading...'):
-    model = AutoModelForSeq2SeqLM.from_pretrained(CUSTOM_MODEL_NAME).to(device)
-    tokenizer = AutoTokenizer.from_pretrained(CUSTOM_MODEL_NAME)
-
-summarization_type = st.sidebar.selectbox(
-    "Select summarization type.",
-    ("Abstractive", "Extractive", "Both")
-)
-if summarization_type == 'Abstractive':
-    st.sidebar.caption('Summary will be generated by the T5 Transformer Model')
-elif summarization_type == 'Extractive':
-    st.sidebar.caption('Summary will be generated by a custom TextRank Algorithm')
-    summary_len = st.sidebar.slider('Summary length percentage', 1, 100, 30)
-elif summarization_type == 'Both':
-    st.sidebar.caption('The License text will be first passed through the custom TextRank algorithm and then passed on to the T5 Transformer Model to generate a summary.')
-
-clean_text = st.sidebar.checkbox('Show cleaned license text')
-
-st.title('Clearly Defined: License Summarizer')
-input = st.text_area('Enter contents of the license')
-
-if len(input) > 0:
-    with st.spinner('Loading...'):
-        if summarization_type == 'Abstractive':
-            summary, definitions = summarize_text_with_model(input, model, tokenizer)
-        if summarization_type == 'Extractive':
-                summary, definitions = custom_textrank_summarizer(input, summary_len = summary_len/100)
-        if summarization_type == 'Both':
-            summary, definitions = summarize_text_with_model(input, model, tokenizer)
-            summary, _ = custom_textrank_summarizer(summary, summary_len = 1)
-
-        st.header('Summary')
-        st.write(summary)
+
+if __name__ == "__main__":
+
+    CUSTOM_MODEL_NAME = "utkarshsaboo45/ClearlyDefinedLicenseSummarizer"
+    SIMILARITY_THRESHOLD = 0.8
+
+    os.environ["TOKENIZERS_PARALLELISM"] = "false"
+    device = torch.device("cuda") if torch.cuda.is_available() else torch.device("cpu")
+
+    with st.spinner(captions.LOADING):
+        model = AutoModelForSeq2SeqLM.from_pretrained(CUSTOM_MODEL_NAME).to(device)
+        tokenizer = AutoTokenizer.from_pretrained(CUSTOM_MODEL_NAME)
+
+    summarization_type = st.sidebar.selectbox(
+        captions.SELECT_SUMMARIZATION_TYPE,
+        (options.EXTRACTIVE, options.ABSTRACTIVE, options.BOTH),
+        help=help_messages.SUMMARIZATION_TYPE
+    )
+
+    cleaned_view = None
+    exceptions = ""
+    definitions = ""
+
+    if summarization_type == options.ABSTRACTIVE:
+        st.sidebar.caption(captions.SUMMARY_BY_T5)
+        st.sidebar.caption(captions.WARNING_ABSTRACTIVE)
+    elif summarization_type == options.EXTRACTIVE:
+        st.sidebar.caption(captions.SUMMARY_BY_TEXTRANK)
+        summary_len = st.sidebar.slider(
+            captions.SUMMARY_LENGTH_PERCENTAGE,
+            1,
+            100,
+            30,
+            help=help_messages.SLIDER
+        )
         
-        prediction_scores = inference(input)
-        st.header('Similarity Index')
-        st.dataframe(prediction_scores)
+        summary_view = st.sidebar.selectbox(
+            captions.SUMMARY_VIEW, (
+                options.DISPLAY_SUMMARY_ONLY,
+                options.DISPLAY_HIGHLIGHTED_SUMMARY
+            ),
+            help=help_messages.SUMMARY_VIEW
+        )
+
+        if summary_view == options.DISPLAY_SUMMARY_ONLY:
+            st.sidebar.caption(captions.DISPLAY_SUMMARY_ONLY_DESC)
+        elif summary_view == options.DISPLAY_HIGHLIGHTED_SUMMARY:
+            st.sidebar.caption(captions.DISPLAY_HIGHLIGHTED_SUMMARY_DESC)
+
+        cleaned_view = st.sidebar.selectbox(
+            captions.CLEANED_LICENSE_VIEW, (
+                options.HIDE_CLEANED_LICENSE,
+                options.DISPLAY_CLEANED_LICENSE,
+                options.DISPLAY_CLEANED_DIFF
+            ),
+            help=help_messages.CLEANED_LICENSE_VIEW
+        )
+
+        if cleaned_view == options.DISPLAY_CLEANED_LICENSE:
+            st.sidebar.caption(captions.CLEANED_LICENSE_ONLY)
+        elif cleaned_view == options.DISPLAY_CLEANED_DIFF:
+            st.sidebar.caption(captions.CLEANED_LICENSE_WITH_DIFF)
+        elif cleaned_view == options.HIDE_CLEANED_LICENSE:
+            st.sidebar.caption(captions.HIDE_CLEANED_LICENSE)
+
+    elif summarization_type == options.BOTH:
+        st.sidebar.caption(captions.SUMMARY_BY_BOTH)
+        st.sidebar.caption(captions.WARNING_BOTH)
+
+    st.title(captions.APP_TITLE)
+    st.caption(captions.APP_DISCLAIMER)
+
+    license_input = st.text_area(
+        captions.LICENSE_TEXT,
+        placeholder=captions.ENTER_LICENSE_CONTENT
+    )
+
+    if len(license_input) > 0:
+        cleaned_modified_license_text = clean_license_text(license_input)[0]
+        with st.spinner(captions.LOADING):
+            if summarization_type == options.ABSTRACTIVE:
+                summary, definitions = summarize_text_with_model(
+                    license_input,
+                    model,
+                    tokenizer
+                )
+            if summarization_type == options.EXTRACTIVE:
+                if summary_view == options.DISPLAY_SUMMARY_ONLY:
+                    summary, definitions, exceptions = custom_textrank_summarizer(
+                        license_input,
+                        summary_len=summary_len / 100
+                    )
+                elif summary_view == options.DISPLAY_HIGHLIGHTED_SUMMARY:
+                    summary, definitions, exceptions = custom_textrank_summarizer(
+                        license_input,
+                        summary_len=summary_len / 100,
+                        return_summary_only=False
+                    )
+            if summarization_type == options.BOTH:
+                summary, definitions = summarize_text_with_model(
+                    license_input,
+                    model,
+                    tokenizer
+                )
+                summary, definitions, exceptions = custom_textrank_summarizer(
+                    summary,
+                    summary_len=1
+                )
+
+            st.header(captions.SUMMARY)
+            st.markdown(summary, unsafe_allow_html=True)
+            
+            prediction_scores = inference(license_input)
+            top1_result = prediction_scores.loc[0, :]
+
+            st.header(captions.SIMILARITY_INDEX)
+            st.caption(captions.SIMILARITY_INDEX_DISCLAIMER)
+            st.dataframe(prediction_scores)
+
+            if cleaned_view == options.DISPLAY_CLEANED_DIFF:
+                st.header(captions.CLEANED_LICENSE_DIFF)
+                if top1_result["Similarity Scores"] > SIMILARITY_THRESHOLD:
+                    st.caption("Comparing against the official " + " ".join(
+                        top1_result["License"].split("-")
+                    ) + " license")
 
-        if definitions:
-            st.header('Definitions')
-            st.write(definitions)
+                    top_license_name = top1_result["License"].lower()
+                    original_license_text = read_license_text_data(
+                        top_license_name
+                    )
+                    cleaned_original_license_text = clean_license_text(
+                        original_license_text
+                    )[0]
+                    st.markdown(
+                        strikethrough_diff(
+                            cleaned_original_license_text,
+                            cleaned_modified_license_text
+                        ),
+                        unsafe_allow_html=True
+                    )
+                else:
+                    st.caption(captions.NO_SIMILAR_LICENSE_FOUND)
+            elif cleaned_view == options.DISPLAY_CLEANED_LICENSE:
+                st.header(captions.CLEANED_LICENSE_TEXT)
+                st.write(cleaned_modified_license_text) 
 
-        if clean_text:
-            st.header('Cleaned License Text')
-            st.write(clean_license_text(input)[0]) 
+            if st.sidebar.checkbox(
+                options.SHOW_LICENSE_PROPERTIES,
+                disabled = False if top1_result["Similarity Scores"] > SIMILARITY_THRESHOLD else True,
+                value=False,
+                help=help_messages.PROPERTIES_CHECKBOX):
+                license_properties = get_labels_for_license(top1_result["License"].lower())
+                st.header(captions.PROPERTIES)
+                st.caption(captions.PROPERTIES_DISCLAIMER)
+                st.dataframe(license_properties)
+            
+            if st.sidebar.checkbox(
+                options.SHOW_LICENSE_DEFINITIONS,
+                disabled=False if len(definitions.strip()) > 10 else True,
+                value=False, 
+                help=help_messages.DEFINITIONS_CHECKBOX
+            ):
+                if len(definitions.strip()) > 10:
+                    st.header(captions.DEFINITIONS)
+                    st.write(definitions)
 
+            if st.sidebar.checkbox(
+                options.SHOW_LICENSE_EXCEPTIONS,
+                disabled=False if len(exceptions.strip()) > 10 else True,
+                value=False,
+                help=help_messages.EXCEPTIONS_CHECKBOX
+            ):
+                if len(exceptions.strip()) > 10:
+                    st.header(captions.EXCEPTIONS)
+                    st.write(exceptions)

data/README.md

@@ -1,3 +1,15 @@
-# Licenses Gold Data
+## Data Directory
 
-Note: We do not own this data. This data comes from [choosealicense](https://choosealicense.com/appendix/).
+> __Disclaimer__: We do not own this data. This data comes from [choosealicense](https://www.choosealicense.com/appendix/).
+
+### [gold_licenses](/data/gold_licenses/)
+- Contains textfiles of all licenses from [choosealicense](https://www.choosealicense.com/appendix/) and their summaries. 
+
+### [choosealicense_appendix_labels.csv](/data/choosealicense_appendix_labels.csv)
+- Table replicating licenses and their properties from [choosealicense](https://www.choosealicense.com/appendix/).
+
+### [index_license_map.json](/data/index_license_map.json)
+- JSON file mapping index values to each of the license from [choosealicense](https://www.choosealicense.com/appendix/) for Doc2Vec mapping. 
+
+### [LICENSE.md](/data/LICENSE) 
+- License for the [data](/data/) directory specifically.

data/index_license_map.json

@@ -1 +1,43 @@
-{"0": "LGPL-3.0-only", "1": "UPL-1.0", "2": "OFL-1.1", "3": "CC-BY-4.0", "4": "MS-RL", "5": "WTFPL", "6": "OSL-3.0", "7": "BSL-1.0", "8": "MulanPSL-2.0", "9": "Vim", "10": "MPL-2.0", "11": "ISC", "12": "CC0-1.0", "13": "BSD-3-Clause-Clear", "14": "GPL-2.0-only", "15": "MIT-0", "16": "Unlicense", "17": "BSD-2-Clause", "18": "ODbL-1.0", "19": "Artistic-2.0", "20": "Zlib", "21": "CECILL-2.1", "22": "LGPL-2.1-only", "23": "BSD-4-Clause", "24": "LPPL-1.3c", "25": "EPL-2.0", "26": "MIT", "27": "0BSD", "28": "PostgreSQL", "29": "AFL-3.0", "30": "NCSA", "31": "GPL-3.0-only", "32": "CC-BY-SA-4.0", "33": "AGPL-3.0-only", "34": "BSD-3-Clause", "35": "EPL-1.0", "36": "MS-PL", "37": "ECL-2.0", "38": "EUPL-1.2", "39": "Apache-2.0", "40": "EUPL-1.1"}
+{
+    "0": "LGPL-3.0",
+    "1": "UPL-1.0",
+    "2": "OFL-1.1",
+    "3": "CC-BY-4.0",
+    "4": "MS-RL",
+    "5": "WTFPL",
+    "6": "OSL-3.0",
+    "7": "BSL-1.0",
+    "8": "MulanPSL-2.0",
+    "9": "Vim",
+    "10": "MPL-2.0",
+    "11": "ISC",
+    "12": "CC0-1.0",
+    "13": "BSD-3-Clause-Clear",
+    "14": "GPL-2.0",
+    "15": "MIT-0",
+    "16": "Unlicense",
+    "17": "BSD-2-Clause",
+    "18": "ODbL-1.0",
+    "19": "Artistic-2.0",
+    "20": "Zlib",
+    "21": "CECILL-2.1",
+    "22": "LGPL-2.1",
+    "23": "BSD-4-Clause",
+    "24": "LPPL-1.3c",
+    "25": "EPL-2.0",
+    "26": "MIT",
+    "27": "0BSD",
+    "28": "PostgreSQL",
+    "29": "AFL-3.0",
+    "30": "NCSA",
+    "31": "GPL-3.0",
+    "32": "CC-BY-SA-4.0",
+    "33": "AGPL-3.0",
+    "34": "BSD-3-Clause",
+    "35": "EPL-1.0",
+    "36": "MS-PL",
+    "37": "ECL-2.0",
+    "38": "EUPL-1.2",
+    "39": "Apache-2.0",
+    "40": "EUPL-1.1"
+}

src/README.md

@@ -0,0 +1,34 @@
+## SRC Directory
+
+### [abstractive_sum.py](/src/abstractive_sum.py)
+- Contains all the neceassary functions for the abstractive summarizer.
+- Functions from this script are called when 'abstractive' or 'both' are selected as methods for summarization from the UI.
+
+### [clean.py](/src/clean.py)
+- Contains all the necessary functions for text cleaning and preprocessing. 
+- Cleaning such as removal of HTML, PHP, JSON, RTF and other elements such as URLs and unwanted characters are defined as functions here. 
+- Segmentation functions such as sentence and paragraph segmentations are defined here as well. 
+
+### [diff.py](/src/diff.py)
+- Responsible for generating the diff when 'Display Cleaned License + Diff' is selected under 'Cleaned License View' option in the UI. 
+
+### [doc2vec.py](/src/doc2vec.py) 
+- Preprocesses the (cleaned) input text such that it can be converted into a vector. It then compares this vector against 41 other vectors representing a list of known licenses from [choosealicense.com](https://www.choosealicense.com/appendix). 
+- The 41 license vectors are pre-trained into a model and stored [here](/models/).
+
+### [evaluate.py](/src/evaluate.py)
+- Contains function used to calculate the performance metrics of the custom textrank algorithm such as precision, recall, F1 score @k.
+
+### [parameters.py](/src/parameters.py)
+- Contains the custom vocabulary and custom scores for the custom TextRank algorithm. 
+- Contains the string macros for UI options and colors. 
+- Also contains parameters and hyperparameters for the complete application.
+
+### [read_data.py](/src/read_data.py)
+- Contains functions for ingestion of data from files stored in the [data](/data/) folder. This includes information such as license names, properties and labels that are processed into suitable data structures such as dataframes and dictionaries.
+
+### [textrank.py](/src/textrank.py)
+- Contains functions needed to run the custom TextRank algorithm for extractive summarization.
+
+### [tfidf.py](/src/tfidf.py)
+- Used during EDA to calculate the TF-IDF scores to obtain the most important words while developing the custom TextRank algorithm.

src/abstractive_sum.py

@@ -219,7 +219,9 @@ def train_and_save_model(train_dataloader, PATH):
         train(epoch, model, train_dataloader, optimizer, BATCH_SIZE)
 
     torch.save(model.state_dict(), PATH)
+
     print("Model Saved!")
+
     return model
 
 
@@ -231,17 +233,20 @@ def summarize_text_with_model(text, model, tokenizer):
     ----------
     text : str
         The License text to be summarized.
-
-    model: Summarizer / torch.nn.Module
-        The trained model which is to be used to summarize text
+    model : Summarizer / torch.nn.Module
+        The trained model which is to be used to summarize text.
+    tokenizer : Tokenzier
+        The tokenizer used to tokenize text for model.
 
     Returns
     -------
     str
         Summary of the License text from the given model.
+    definitions : str
+        Definitions extracted from the License text.
 
     """
-    text, definitions = clean_license_text(text)
+    text, definitions, _ = clean_license_text(text)
 
     text_encoding = tokenizer(
         text,
@@ -282,11 +287,16 @@ def summarize(text, load_from_huggingface=True):
     ----------
     text : str
         Preprocessed License text.
+    load_from_huggingface : boolean
+        Toggles whether or not to load the model from huggingface. If set to
+        False, this will load or train the model locally.
 
     Returns
     -------
     summary : str
         Summary of the License text.
+    definitions : str
+        Definitions extracted from the License text.
 
     """
 
@@ -310,7 +320,9 @@ def summarize(text, load_from_huggingface=True):
             model = train_and_save_model(train_dataloader, MODEL_PATH + MODEL_FILENAME)
         tokenizer = TOKENIZER
 
-    return summarize_text_with_model(text, model, tokenizer)
+    summary, definitions = summarize_text_with_model(text, model, tokenizer)
+
+    return summary, definitions
 
 
 def summarize_license_files(path):
@@ -324,6 +336,7 @@ def summarize_license_files(path):
 
     """
     paths = glob.glob(path + "*.txt")
+
     for license_path in paths:
         with open(license_path, "r", encoding="utf-8") as f:
             summary, _ = summarize(f.read())

src/clean.py

@@ -80,7 +80,7 @@ def html_cleaner(text):
         Cleaned License text with HTML script removed.
 
     """
-    soup = BeautifulSoup(text)
+    soup = BeautifulSoup(text, features="html.parser")
     text = soup.body.text
     if not text:
         return ""
@@ -93,23 +93,25 @@ def json_cleaner(text_dict):
 
     Parameters
     ----------
-    text : str
-        Raw License text.
+    text_dict : dict
+        Dictonary as read from Raw License file.
 
     Returns
     -------
-    str
+    text : str
         Cleaned License text with JSON format normalized to text.
 
     """
-    out = ""
+    text = ""
+
     for key in text_dict.keys():
         if key in ("description", "license"):
-            out += key
-            out += ": "
-            out += str(text_dict[key])
-            out += ", "
-    return out
+            text += key
+            text += ": "
+            text += str(text_dict[key])
+            text += ", "
+
+    return text
 
 
 def rtf_cleaner(text):
@@ -163,7 +165,7 @@ def email_cleaner(text):
         Cleaned License text with emails removed.
 
     """
-    return re.sub(r"\S{3,}@\S{2,}\.\S+", "", text)
+    return re.sub(r"[\w\._-]+@\w{2,}\.\w+", "", text)
 
 
 def var_cleaner(text):
@@ -198,11 +200,14 @@ def character_cleaner(text):
 
     Returns
     -------
-    str
+    text : str
         Cleaned License text with some special characters removed.
 
     """
+    text = text.replace(PARA_BREAK, f" {PARA_BREAK} ")
     text = url_cleaner(text)
+    text = text.replace(f" {PARA_BREAK} ", PARA_BREAK)
+    
     text = email_cleaner(text)
     text = var_cleaner(text)
 
@@ -210,6 +215,49 @@ def character_cleaner(text):
     text = re.sub("[\n]{2,}", ". ", text)
     text = re.sub("[:%#<>=*\-/·\s{}]+", " ", text)
     text = re.sub("[\. ]{2,}", ". ", text)
+
+    html_strs = [
+        "&rsquo;",
+        "&ldquo;",
+        "&middot;",
+        "&plusmn;",
+        "&hellip;",
+        "&sbquo;",
+        "&mdash;",
+        "&apos;",
+        "&trade;",
+        "&Dagger;",
+        "&bull;",
+        "&laquo;",
+        "&prime;",
+        "&quot;",
+        "&lsquo;",
+        "&asymp;",
+        "&Prime;",
+        "&frac12;",
+        "&sect;",
+        "&pound;",
+        "&cent;",
+        "&para;",
+        "&raquo;",
+        "&dagger;",
+        "&rdquo;",
+        "&euro;",
+        "&copy;",
+        "&bdquo;",
+        "&ndash;",
+        "&deg;",
+        "&reg;",
+        "&lt;",
+        "&gt;",
+        "&le;",
+        "&ge;",
+        "&ne;"
+    ]
+
+    for html_str in html_strs:
+        text = re.sub(html_str, "", text)
+        
     return text
 
 
@@ -244,6 +292,11 @@ def split_definitions_exceptions(text, remove_exceptions, verbosity=0):
     ----------
     text : str
         Raw License text.
+    remove_exceptions : bool
+        True if we want to remove exceptions from the License text, False
+        otherwise
+    verbosity : int, optional
+        The level of print statements on the output console. The default is 0.
 
     Returns
     -------
@@ -275,6 +328,8 @@ def split_definitions_exceptions(text, remove_exceptions, verbosity=0):
     )
 
     definitions += more_defs.strip()
+    definitions = "\n\n".join(split_paras(definitions, verbosity=verbosity))
+
     paras, exceptions = get_exeptions(paras, remove_exceptions, verbosity=verbosity)
 
     return paras, definitions, exceptions
@@ -325,7 +380,6 @@ def clear_preamble(text):
         try:
             after_preamble_end = re.split(dist_and_mod_pattern, preamble_split[1])[1]
 
-            # TODO Why do we need this condition?
             if len(preamble_split[0]) > 100:
                 text = preamble_split[0] + after_preamble_end.strip()
         except:
@@ -369,38 +423,11 @@ def preprocess_text(text):
     Returns
     -------
     text : str
-        Cleaned License text.
+        License text with irrelavant information in Preamble and text after end
+        of terms and conditions removed.
 
     """
 
-    # if most_likely_license_type in [
-    #     "GPL-3.0-only",
-    #     "AGPL-3.0-only",
-    #     "GPL-2.0-only",
-    #     "LGPL-3.0-only",
-    #     "LGPL-2.1-only",
-    # ]:
-
-    # # We need to take care of these cases too: 
-        # # https://choosealicense.com/licenses/ofl-1.1/
-        # # https://choosealicense.com/licenses/lodbl-1.0/
-        # # https://choosealicense.com/licenses/odbl-1.0/
-        # # https://choosealicense.com/licenses/lms-rl/
-        # # https://choosealicense.com/licenses/lms-pl/
-        # # https://choosealicense.com/licenses/lmpl-2.0/
-        # # https://choosealicense.com/licenses/lppl-1.3c/
-        # # https://choosealicense.com/licenses/eupl-1.2/
-        # # https://choosealicense.com/licenses/eupl-1.1/
-        # # https://choosealicense.com/licenses/epl-2.0/
-        # # https://choosealicense.com/licenses/epl-1.0/
-        # # https://choosealicense.com/licenses/ecl-2.0/
-        # # https://choosealicense.com/licenses/cecill-2.1/
-        # # https://choosealicense.com/licenses/cc-by-sa-4.0/
-        # # https://choosealicense.com/licenses/cc-by-4.0/
-        # # https://choosealicense.com/licenses/artistic-2.0/
-        # # https://choosealicense.com/licenses/apache-2.0/
-
-    # TODO This condition will not work, fix it:
     if "GNU" in text or "Apache" in text:
         text = gnu_cleaner(text)
     return text
@@ -457,18 +484,23 @@ def script_cleaner(text):
         Cleaned License text without scripts.
 
     """
-    if "<?php" in text:
-        text = php_cleaner(text)
-    elif "</html>" in text:
-        text = html_cleaner(text)
-    elif text[0] == "{" and text[-1] == "}":
-        text = json_cleaner(json.loads(text))
-    elif "\\rtf" in text:
-        text = rtf_cleaner(text)
+    try:
+        if "<?php" in text:
+            text = php_cleaner(text)
+        elif "</html>" in text:
+            text = html_cleaner(text)
+        elif "\\rtf" in text:
+            text = rtf_cleaner(text)
+        elif text[0] == "{" and text[-1] == "}":
+            text = json_cleaner(json.loads(text))
+    except:
+        pass
     if not text:
         return ""
+
     text = clean_if_else(text)
     text = clean_comments(text)
+
     return text
 
 
@@ -500,6 +532,9 @@ def split_paras(text, verbosity=0):
         paras = text.split("\n")
     else:
         paras = [text]
+
+    paras = [para.strip() for para in paras]
+
     if verbosity != 0:
         print(seperator)
         print(seperator)
@@ -510,6 +545,7 @@ def split_paras(text, verbosity=0):
             print(seperator)
             print(para)
         print()
+
     return paras
 
 
@@ -536,9 +572,6 @@ def extract_relevant_paras(paras, verbosity=0):
     cleaned_paras = list()
     definitions = ""
 
-    # TODO This might be interesting to look into: 
-    # https://choosealicense.com/licenses/eupl-1.2/
-
     clean_definitions_pattern = r"""\".{0,20}\".{0,40}(mean|include|refer)s?"""
 
     if verbosity != 0:
@@ -603,6 +636,9 @@ def get_exeptions(paras, remove_exceptions, verbosity=0):
     ----------
     paras : list
         A list of paragraphs from the License text.
+    remove_exceptions : bool
+        Toggles whether or not to remove exceptions from the cleaned license
+        text before summarization.
     verbosity : int, optional
         The level of print statements on the output console. The default is 0.
 
@@ -721,6 +757,9 @@ def clean_license_text(text, remove_exceptions=False, verbosity=0):
     ----------
     text : str
         Raw License text.
+    remove_exceptions : bool, optional
+        Toggles whether or not to remove exceptions from the cleaned license.
+        The default is False.
     verbosity : int, optional
         The level of print statements on the output console. The default is 0.
 
@@ -730,13 +769,13 @@ def clean_license_text(text, remove_exceptions=False, verbosity=0):
         Cleaned License text.
     definitions : str
         Definitions extracted from the License text.
+     exceptions : str
+        Exceptions extracted from the License text.
 
     """
 
     if len(text) == 0:
-        return text
-
-    most_likely_license_type = get_most_likely_license_type(text)
+        return text, "", ""
 
     text, author_details = extract_author_details(text, verbosity=verbosity)
     text = script_cleaner(text)
@@ -749,23 +788,10 @@ def clean_license_text(text, remove_exceptions=False, verbosity=0):
     text = re.sub(PARA_BREAK, "\n\n", text)
     text = text.strip()
 
-    # TODO Need to update this too:
     if not isEnglish(text):
         if not isEnglish(" ".join(text.split()[-5:-1])):
-            return "", ""
-
-    if "MIT" in most_likely_license_type:
-        mit_content = get_MIT_content(text)
-        if verbosity != 0:
-            print("This is likely an MIT License!")
-            print(mit_content)
+            return "", "", ""
 
-    return text, definitions
+    exceptions = " ".join(exceptions)
 
-"""
-Notes: 
-    
-    1. Try splitting each para by "\n", if len == 1 and len(para) < 100 (or something)
-       -> Merge with the next para
-       Ex. "8. Termination."
-"""
+    return text, definitions, exceptions

src/diff.py

@@ -0,0 +1,70 @@
+import difflib as dl
+import re
+
+try:
+    from src.parameters import color
+except:
+    from parameters import color
+
+
+def strike(text):
+    '''
+    Adds strikesthrough the given text
+
+    Parameters
+    ----------
+    text : str
+        String to strikethrough
+
+    Returns
+    -------
+    content : str
+        Strikethrough text
+    '''
+    result = ''
+    for c in text:
+        result = result + c + '\u0336'
+    return result
+
+
+def strikethrough_diff(original_license_text, modified_license_text):
+    '''
+    Compares the two strings and strikes through all words/characters that exist in the original text
+    and not in input text
+
+    Parameters
+    ----------
+    original_license_text : str
+        The text to compare it to. This is usually the official license text
+
+    modified_license_text : str
+        The text that is being compared with. This is usually the modified license text
+
+    Returns
+    -------
+    content : str
+        The strings with the uncommon words/characters strikethroughed
+    '''
+    original_license_text = original_license_text.replace("\n\n", " __para_break__ ")
+    modified_license_text = modified_license_text.replace("\n\n", " __para_break__ ")
+    original_license_tokens = re.split(" ", original_license_text.strip())
+    modified_license_tokens = re.split(" ", modified_license_text.strip())
+
+    processed_license_word_list = []
+
+    for diff in dl.ndiff(original_license_tokens, modified_license_tokens):
+        if diff.strip().endswith('__para_break__'):
+            processed_license_word_list.append("\n\n")
+        elif diff == "- ":
+            processed_license_word_list.append((diff[2:] + ""))
+        elif diff.startswith('- '):
+            processed_license_word_list.append(f"""<mark style="color: {color.BLACK}; background-color:{color.RED}">{strike(diff.strip("- "))}</mark>""")
+        elif diff == "+ ":
+            processed_license_word_list.append((diff[2:] + ""))
+        elif diff.startswith("+ "):
+            processed_license_word_list.append( f"""<mark style="color: {color.BLACK}; background-color:{color.GREEN}">{diff.strip("+ ")}</mark>""")
+        elif diff.startswith("? "):
+            continue
+        else:
+            processed_license_word_list.append((diff[2:] + ""))
+    return " ".join(processed_license_word_list).replace(" __para_break__ ", "\n\n")

src/doc2vec.py

@@ -3,12 +3,14 @@ import gensim
 from gensim.models.doc2vec import Doc2Vec, TaggedDocument
 import pandas as pd
 import json
+import streamlit as st
 
 try:
     from src.clean import preprocess_text, script_cleaner
 except:
     from clean import preprocess_text, script_cleaner
 
+
 MODEL_PATH = 'models/d2v.model'
 LICENSE_INDEX_PATH = 'data/index_license_map.json'
 
@@ -109,10 +111,10 @@ def scores_to_df(scores):
         license_names.append(score[0])
         license_scores.append(score[1])
     
-    data = {'License': license_names, 'Scores': license_scores}
+    data = {'License': license_names, 'Similarity Scores': license_scores}
     return pd.DataFrame.from_dict(data)
 
-
+@st.cache
 def inference(input):
     '''
     Given text input, returns list of tuples containing predictions and confidence scores

src/evaluate.py

@@ -0,0 +1,74 @@
+def evaluate_pr(system, gold, system_score_cutoff=0, k=5, verbosity=0):
+    """
+    Returns the precision,recall and f1 score @k. 
+    Also prints the precision,recall and f1 score @k=1 to 5.
+
+    Parameters
+    ----------
+    system : list of tuples
+        System output for sentence in form (position, score).
+    gold : list of tuple
+        Gold standard for sentence in form (position, score).
+    system_score_cutoff : float
+        Threshold of importance score for system output, deafaul to 0.
+    k : int
+        Top k recommendations to be evaluate on.
+        
+    Returns
+    -------
+    tuple
+        A tuple contains precision, recall and f1 score for the system.
+    """
+    # recommended by system and gold
+    system = [i for i in system if i[1] > system_score_cutoff]  # have the flexibility to change the number of recommendation
+    gold = [i for i in gold if i[1] > 0]
+
+    if len(gold)>k:
+        n = len(gold)
+    else:
+        n = 0
+
+    # sort
+    system.sort(key=lambda x: -x[1])
+    gold_sent = [j[0] for j in gold]
+
+    # print("system:", system)
+    # print("gold:", gold)
+
+    for i in range(1, k + 1):  # show how precision and recall change at different k
+        num_correct = 0
+        if len(system)<i:
+            sys = system
+        else:
+            sys = system[:i]
+
+        for s in sys:
+            if s[0] in gold_sent:
+                num_correct+=1
+
+        precision = num_correct / len(sys)
+        recall = num_correct / len(gold)
+        if verbosity > 0:
+            print("k=", i, "\nprecision=", precision, "\nrecall=", recall)
+    
+    if n:
+        num_correct = 0
+        sys = system[:n]
+        for s in sys:
+            if s[0] in gold_sent:
+                num_correct += 1
+
+        precision = num_correct/len(sys)
+        recall = num_correct/len(gold)
+        if verbosity > 0:
+            print("k=", i, "\nprecision=", precision, "\nrecall=", recall)
+    
+    try:
+        f_score = 2 * precision * recall / (precision + recall)
+    except:
+        f_score = 0
+
+    if verbosity > 0:
+        print("f1 score=", f_score)
+    
+    return (precision, recall, f_score)  # return precision and recall at k=n, showing how the system performs by recommending the same number of sent as gold 

src/parameters.py

@@ -0,0 +1,284 @@
+# -*- coding: utf-8 -*-
+"""
+Created on Tue Jun 14 00:29:28 2022
+
+@author: UTKARSH
+"""
+
+import spacy
+
+
+nlp = spacy.load("en_core_web_sm")
+
+class vocab:
+    # We will add extra weight to negation words
+    NEGATION_WEIGHT = 0.2
+
+    # Strong modal verbs are given very high weight
+    strong_modal_verbs = {
+        "must",
+        "shall",
+    }
+
+    other_modal_verbs = {
+        "may",
+        "should",
+        "would"
+    }
+
+    other_relevant_stopwords = {
+        "without",
+        "however"
+    }
+
+    # Stopwords we would not be considering while normalizing
+    # We do not need stopwords if we don't normalize, but just in case
+    license_stopwords = {
+        ",",
+        "(",
+        ")",
+        ".",
+        "\"",
+        "software",
+        "license",
+        "work",
+        "program",
+        "source",
+        "code",
+        "rights",
+        "notice",
+        "provided",
+        "version",
+        "library",
+        "covered",
+        "public",
+        "disclaimer",
+        "documentation"
+    }.union(
+        nlp.Defaults.stop_words
+    ) - strong_modal_verbs - other_modal_verbs - other_relevant_stopwords
+
+    negation_words = {
+        "no",
+        "not",
+        "non"
+    }    
+
+    # These words will have a high weightage while ranking sentences
+    high_imp_verbs = {
+        "permit", "copy", "modify", "change", "sell", "reproduce",
+        "transfer", "rent", "lease", "assign", "sublet", "distribute",
+        "redistribute", "allow", "require", "use"
+    }
+
+    low_imp_verbs = {
+        "merge", "publish", "include", "grant", "run", "affirm", "propagate",
+        "acknowledge", "limit", "retain", "associate"
+    }
+
+    high_imp_neg_verbs = {f"not-{verb}" for verb in high_imp_verbs}
+    low_imp_neg_verbs = {f"not-{verb}" for verb in low_imp_verbs}
+
+    properties_dict = {
+        "0.1": {
+            "investigative",
+            "contract",
+            "contribution"
+        },
+        "0.2": {
+            "everyone",
+            "hereby",
+            "claim"
+        },
+        "0.3": {
+            "termination", "terminate",
+            "meet",
+            "tort",
+            "files",
+            "author",
+            "available",
+            "apply",
+            "material",
+            "user"
+        },
+        "0.4": {
+            "liable",
+            "contributors",
+        },
+        "0.5": low_imp_verbs.union({
+            "restriction",
+            "however",
+            "without"
+        }),
+        "0.6": {
+            "distribution", "redistribution",
+            "attribution",
+            "permission", "modification",
+            "copyright",
+            "limitation",
+            "free", "charge",
+            "warranty",
+            "term", "terms", "condition",
+            "right",
+            "sublicense",
+            "commercial", "non-commercial",
+            "exception",
+            "liability",
+            "irrevocable"
+        },
+        "0.7": low_imp_neg_verbs.union({
+            "no-charge"
+        }),
+        "0.8": high_imp_verbs.union({
+            "patent"
+        }),
+        "0.9": {
+            ""
+        },
+        "1.0": high_imp_neg_verbs.union({
+            ""
+        }),
+        "2.0": other_modal_verbs,
+        "3.0": strong_modal_verbs
+    }
+
+    properties_scores = {
+        "0.1": 0.1,
+        "0.2": 0.2,
+        "0.3": 0.3,
+        "0.4": 0.4,
+        "0.5": 0.5,
+        "0.6": 0.6,
+        "0.7": 0.7,
+        "0.8": 0.8,
+        "0.9": 0.9,
+        "1.0": 1.0,
+        "2.0": 2.0,
+        "3.0": 3.0
+    }
+
+
+class color:
+   GREEN = "#03AC13"
+   RED = "#D22B2B"
+   BLACK = "#000000"
+   GRAY = "#AAAAAA"
+
+
+class captions:
+
+    APP_TITLE = "Clearly Defined: License Summarizer"
+
+    APP_DISCLAIMER = "DISCLAIMER: This app is the result of a Capstone \
+        Project and further development is required before productive use."
+
+    LICENSE_TEXT = "License text"
+
+    ENTER_LICENSE_CONTENT = "Enter contents of the license"
+
+    LOADING = "Loading..."
+    SUMMARY = "Summary"
+    SIMILARITY_INDEX = "Similarity Index"
+    SIMILARITY_INDEX_DISCLAIMER = "The following list of licenses are from \
+        choosealicense.com and consist of 41 known open source licenses."
+
+    PROPERTIES = "Properties"
+    PROPERTIES_DISCLAIMER = "The properties defined below are from \
+        choosealicense.com. For more information, visit \
+        choosealicense.com/appendix."
+
+    DEFINITIONS = "Definitions"
+    EXCEPTIONS = "Exceptions"
+
+    SUMMARY_BY_T5 = "Summary will be generated by a T5 Transformer Model"
+    WARNING_ABSTRACTIVE = "WARNING: The results generated by the abstractive \
+        summarizer might not be as expected"
+
+    SUMMARY_BY_TEXTRANK = "Summary will be generated by a custom TextRank \
+        Algorithm"
+
+    SUMMARY_BY_BOTH = "The License text will be first passed through the \
+        custom TextRank algorithm and then passed on to the T5 Transformer \
+        Model to generate a summary."
+
+    WARNING_BOTH = "WARNING: The results generated by the abstractive \
+        summarizer might not be as expected"
+
+    SUMMARY_LENGTH_PERCENTAGE = "Summary length percentage"
+
+    SELECT_SUMMARIZATION_TYPE = "Select summarization type"
+
+    SUMMARY_VIEW = "Summary View"
+
+    DISPLAY_SUMMARY_ONLY_DESC = "Shows the important sentences from the \
+        license"
+    DISPLAY_HIGHLIGHTED_SUMMARY_DESC = "Highlights the important sentences in \
+        the license"
+
+    CLEANED_LICENSE_ONLY = "Shows the cleaned license text only"
+    CLEANED_LICENSE_WITH_DIFF = "Shows the cleaned license text with \
+        highlighted diffs"
+
+    HIDE_CLEANED_LICENSE = "Hides the cleaned license text"
+
+    NO_SIMILAR_LICENSE_FOUND = "No similar license found"
+
+    CLEANED_LICENSE_VIEW = "Cleaned License View"
+    CLEANED_LICENSE_TEXT = "Cleaned License Text"
+    CLEANED_LICENSE_DIFF = "Cleaned License Diff"
+
+
+class options:
+    ABSTRACTIVE = "Abstractive"
+    EXTRACTIVE = "Extractive"
+    BOTH = "Both"
+
+    DISPLAY_SUMMARY_ONLY = "Display Summary Only"
+    DISPLAY_HIGHLIGHTED_SUMMARY = "Display Highlighted Summary"
+
+    HIDE_CLEANED_LICENSE = "Hide Cleaned License"
+    DISPLAY_CLEANED_LICENSE = "Display Cleaned License"
+    DISPLAY_CLEANED_DIFF = "Display Cleaned License + Diff"
+
+    SHOW_LICENSE_PROPERTIES = "Show license properties"
+    SHOW_LICENSE_DEFINITIONS = "Show license definitions"
+    SHOW_LICENSE_EXCEPTIONS = "Show license exceptions"
+
+
+class help_messages:
+    SUMMARIZATION_TYPE = f"""Select the type of summarization to perform. \
+        "{options.EXTRACTIVE}" would select the most important sentences to \
+        generate a summary. "{options.ABSTRACTIVE}" would try and paraphrase \
+        the meaning of the license and form a summary. "{options.BOTH}" would \
+        first pass the license through "extractive" and then "abstractive" \
+        to generate a summary."""
+
+    SLIDER = "Slide to vary the size of the summary. 1 will result in the \
+        smallest summary possible, whereas 100 will display the complete \
+        (cleaned) license text."
+
+    SUMMARY_VIEW = f""""Select the type of summary view desired. \
+        {options.DISPLAY_SUMMARY_ONLY}" will show only the \
+        summary text. "{options.DISPLAY_HIGHLIGHTED_SUMMARY}" will show the \
+        complete (cleaned) license text with the summary highlighted."""
+
+    CLEANED_LICENSE_VIEW = f""""Select the type of cleaned license view \
+        desired. {options.HIDE_CLEANED_LICENSE}" will not show \
+        the cleaned license text. "{options.DISPLAY_CLEANED_LICENSE}" will \
+        show the cleaned license text. "{options.DISPLAY_CLEANED_DIFF}" will \
+        show the cleaned license text and the diff between the input text and \
+        the closest matching SPDX license (from the similarity index table)."""
+
+    PROPERTIES_CHECKBOX = "Select this checkbox to view the properties of the \
+        license that shares the highest similarity with the input license \
+        text. This checkbox would be disabled if no known license crosses the \
+        similarity threshold."
+
+    DEFINITIONS_CHECKBOX = "Select this checkbox to view definitions within \
+        the license. This checkbox would be disabled if no definitions are \
+        found within the license."
+
+    EXCEPTIONS_CHECKBOX = "Select this checkbox to view exceptions within \
+        the license. This checkbox would be disabled if no exceptions are \
+        found within the license."
+

src/read_data.py

@@ -33,7 +33,6 @@ LIMITATIONS = "limitations"
 
 SUMMARY = "summary"
 
-
 summary_terms_dict = {
     COMM_USE: "The licensed material and derivatives may be used for commercial purposes.",
     DIST: "The licensed material may be distributed.",
@@ -57,16 +56,6 @@ summary_terms_dict = {
 }
 
 
-
-def clean_data(text):
-    """
-    A placeholder method which will be replaced with the original "clean_data"
-    method.
-
-    """
-    return text
-
-
 def read_file(file_path):
     """
     Reads data from the given file path
@@ -88,6 +77,21 @@ def read_file(file_path):
 
 
 def augment_summary(license_data):
+    """
+    Augments summary with description of labels from choosealicense as stored
+    in summary_terms_dict object. 
+
+    Parameters
+    ----------
+    license_data : pandas.DataFrame
+        The license data with original license texts and summaries.
+
+    Returns
+    -------
+    license_data : pandas.DataFrame
+        The license data with original license texts and augmented summaries.
+
+    """
     for index, row in license_data.iterrows():
         row[SUMMARY] = row[SUMMARY].strip()
 
@@ -134,15 +138,21 @@ def read_license_data(labels_file="choosealicense_appendix_labels.csv", drop_sum
     Reads data from Text and Summary File and stores it as a dictionary of
     dictionaries.
 
+    Parameters
+    ----------
+    labels_file : str, optional
+        The filename containing labels for choosealicense licenses.
+        The default is "choosealicense_appendix_labels.csv".
+    drop_summary : bool, optional
+        A flag to decide whether or not to drop summary before returning the 
+        data. The default is False.
+
     Returns
     -------
-    data_dict : dict
-        A dictionary of dictionaries with keys as the License name and values
-        as dictionaries with keys "summary" and "text" and values as the
-        corresponding summaries and license texts respectively.
+    merged_data : pandas.DataFrame
+        Merged data with choosealicense licenses, summaries and labels.
 
     """
-
     files = glob.glob(gold_licenses_data + "*")
     if not files:
         files = glob.glob(f"../{gold_licenses_data}" + "*")
@@ -163,7 +173,7 @@ def read_license_data(labels_file="choosealicense_appendix_labels.csv", drop_sum
             data_dict[file_name]["summary"] = read_file(file_path)
         elif file_path.endswith(".txt"):
             file_name = file_path.split(split_by)[-1][:-4]
-            data_dict[file_name]["text"] = clean_data(read_file(file_path))
+            data_dict[file_name]["text"] = read_file(file_path)
     
     summary_df = pd.DataFrame(data_dict).T
 
@@ -176,7 +186,8 @@ def read_license_data(labels_file="choosealicense_appendix_labels.csv", drop_sum
             print("Labels file not found, please check the path again!")
             return None
 
-    merged_data = labels_df.join(summary_df).drop(columns=["spdx_id"])
+    # TODO: Check if this is breaking anything
+    merged_data = labels_df.join(summary_df)#.drop(columns=["spdx_id"])
 
     if drop_summary:
         merged_data = merged_data.drop(columns=["summary"])
@@ -185,6 +196,22 @@ def read_license_data(labels_file="choosealicense_appendix_labels.csv", drop_sum
 
 
 def read_license_summary_data(aug_summary=False):
+    """
+    Reads the licenses and summaries from license files, augments summaries
+    if required and return all data as a single object.
+
+    Parameters
+    ----------
+    aug_summary : bool, optional
+        A flag to decide whether or not to augment summaries with label 
+        descriptions before returning the data. The default is False.
+
+    Returns
+    -------
+    license_data : pandas.DataFrame
+        License data with choosealicense licenses and summaries.
+
+    """
     license_data = read_license_data()
     if aug_summary:
         license_data = augment_summary(license_data)
@@ -194,10 +221,52 @@ def read_license_summary_data(aug_summary=False):
 
 
 def read_license_labels_data():
+    """
+    Reads licenses along with their labels.
+
+    Returns
+    -------
+    pandas.DataFrame
+        A dataframe with Licenses and their labels.
+
+    """
     return read_license_data().drop(columns=["summary"])
 
 
+def read_license_text_data(license_name):
+    """
+    Reads License data for a given license_name
+
+    Parameters
+    ----------
+    license_name : str
+        Name of a license from choosealicense list.
+
+    Returns
+    -------
+    str
+        License text for the given license_name.
+
+    """
+    license_diff = read_license_data(drop_summary=True)
+    return license_diff[license_diff["spdx_id"] == license_name]["text"].values[0]
+
+
 def fix_labels(license_data):
+    """
+    Update labels in the given dataframe license_data with their integer ids.
+
+    Parameters
+    ----------
+    license_data : pandas.DataFrame
+        Dataframe consisting of license data with labels.
+
+    Returns
+    -------
+    license_data : pandas.DataFrame
+        Dataframe consisting of license data with updated labels.
+
+    """
     permissions_map = {
         "permissions": 0
     }

src/textrank.py

@@ -1,200 +1,199 @@
-import re
-import nltk
-import numpy as np
-import gensim
+import pandas as pd
 import spacy
 import math
 from collections import Counter
 
+
 try:
     from src.clean import clean_license_text
-    from src.read_data import read_file
+    from src.parameters import color, vocab
 except:
     from clean import clean_license_text
-    from read_data import read_file
+    from parameters import color, vocab
 
 
-NEGATION_WEIGHT = 0.2
+GOLD_STANDARD_PATH = "../UBC-SAP_gold-corpus/UBC-SAP_capstone_corpus_labels_removed.xlsx"
+LABELS_PATH = "data/choosealicense_appendix_labels.csv"
+MIN_SENT_LEN = 3
+SUMMARY_LEN = 0.3
 
 nlp = spacy.load("en_core_web_sm")
 
-modal_verbs = {
-    "can",
-    "may",
-    "must",
-    "shall",
-    "will",
-    # "could",
-    # "might",
-    "should",
-    "would"
-}
-
-neg_modal = {
-    "cannot",
-    "may not",
-    "must not",
-    "shall not",
-    "will not",
-    # "could not",
-    # "might not",
-    "should not",
-    "would not"
-}
-
-# TODO Move these structures to another file
-license_stopwords = {
-    ",",
-    "(",
-    ")",
-    "software",
-    "license",
-    "work",
-    # "copyright",
-    "program",
-    # "use",
-    # "copy",
-    "source",
-    # "may",
-    # "terms",
-    "code",
-    # "without",
-    # "free",
-    # "distribute",
-    # "rights",
-    # "notice",
-    # "shall",
-    "provided",
-    # "permission",
-    # "including",
-    "version",
-    "library",
-    # "condition",
-    "covered",
-    # "must",
-    "public",
-    # "modify",
-    # "distribution",
-    # "warranty",
-}.union(nlp.Defaults.stop_words) - modal_verbs
-
-negation_words = {
-    "no",
-    "not",
-    "non"
-}
-
-# TODO: Consider adding these words to the vocab:
-    # no-charge
-    # 
-    # 
-    # 
-    # 
-
-verbs = [
-    "permit", "copy", "modify", "change", "sell", "reproduce",
-    "transfer", "rent", "lease", "assign", "sublet", "distribute",
-    "redistribute", "allow", "require", "merge", "publish", "use",
-    "include", "grant", "run", "affirm", "propagate", "acknowledge"
-]
-
-neg_verbs = [f"not-{verb}" for verb in verbs]
-
-properties_dict = {
-    "0.1": [
-    ],
-    "0.2": ["everyone"],
-    "0.3": ["irrevocable"],
-    "0.4": [],
-    "0.5": [],
-    "0.6": [
-        "distribution", "redistribution",
-        "permission", "modification",
-        "copyright",
-        "permission",
-        "limitation",
-        "free", "charge",
-        "warranty",
-        "term", "terms", "condition",
-        "right",
-        "sublicense",
-        "commercial", "non-commercial",
-        "exception"
-    ],
-    "0.7": verbs + [
-
-    ],
-    "0.8": [],
-    "0.9": neg_verbs + [],
-    "1.0": [],
-    "3.0": modal_verbs
-}
-
-
-properties_scores = {
-    "0.1": 0.1,
-    "0.2": 0.2,
-    "0.3": 0.3,
-    "0.4": 0.4,
-    "0.5": 0.5,
-    "0.6": 0.6,
-    "0.7": 0.7,
-    "0.8": 0.8,
-    "0.9": 0.9,
-    "1.0": 1.0,
-    "3.0": 3.0
-}
+
+def normalize_sentence_counter(counter):
+    """
+    Normalize sentence scores in the counter between 0 and 3
+
+    Parameters
+    ----------
+    counter : dict
+        A dictionary of scores with keys as sentence and values as raw scores.
+
+    Returns
+    -------
+    counter : dict
+        A dictionary of scores with keys as sentence and values as normalized
+        scores.
+
+    """
+    vals = list(counter.values())
+
+    if vals:
+        min_val = min(vals)
+        max_val = max(vals)
+    else:
+        return counter
+
+    for sent in counter:
+        try:
+            counter[sent] = round(3 * (counter[sent] - min_val) / (max_val - min_val), 3)
+        except:
+            counter[sent] = 0
+    return counter
+
+
+def sent_tokenize_text(text, debug=False):
+    """
+    Tokenize a license text into sentences
+
+    Parameters
+    ----------
+    text : str
+        License text to be tokenized into sentences.
+    debug : bool, optional
+        Toggles debug mode. The default is False.
+
+    Returns
+    -------
+    tokenized_sents : list
+        A list of tokenized sentences.
+
+    """
+    tokenized_sents = list()
+    paras = text.split("\n\n")
+    for para in paras:
+        for sent in nlp(para).sents:
+            sent = sent.text.replace("\n", "").strip()
+            if tokenized_sents and len(tokenized_sents[-1]) <= 30:
+                tokenized_sents[-1] += f" {sent.strip()}"
+            else:
+                tokenized_sents.append(sent.strip())
+        try:
+            tokenized_sents[-1] += "\n\n"
+        except:
+            pass
+    if debug:
+        print("Segmented Sentences:")
+        print("="*20)
+        for i, sent in enumerate(tokenized_sents):
+            print(f"Sent {i+1}")
+            print("-"*20)
+            print(sent)
+            print("-"*50)
+            print()
+    return tokenized_sents
 
 
 def lemmatize_tokens(sent):
-    # TODO: Docstrings
-    """Each word in input sentence is converted to lemma"""
+    """
+    Lemmatize tokens into the given sentence
+
+    Parameters
+    ----------
+    sent : str
+        A sentences whose tokens are to be lemmatized.
+
+    Returns
+    -------
+    list
+        A list of lemmatized tokens.
+
+    """
     lemmas = list()
 
     nlp_sent = [token.lemma_.lower().strip() for token in nlp(sent)]
 
     for tok_i, token in enumerate(nlp_sent):
         if (token
-            and token not in license_stopwords
-            and token not in negation_words):
-            if tok_i > 0 and nlp_sent[tok_i-1] in negation_words:
+            and token not in vocab.license_stopwords
+            and token not in vocab.negation_words):
+            if tok_i > 0 and nlp_sent[tok_i-1] in vocab.negation_words:
                 lemmas.append(f"{nlp_sent[tok_i-1]}-{token}")
-            elif tok_i > 1 and nlp_sent[tok_i-1] in " -" and nlp_sent[tok_i-2] in negation_words:
+            elif (tok_i > 1
+                  and nlp_sent[tok_i-1] in " -"
+                  and nlp_sent[tok_i-2] in vocab.negation_words):
                 lemmas.append(f"{nlp_sent[tok_i-2]}-{token}")
             else:
                 lemmas.append(token)
 
-    return lemmas
+    return [lemma for lemma in lemmas if len(lemma) > 2]
 
 
-def custom_textrank_summarizer(license_text,
-                               min_sent_len=3,
-                               summary_len=0.3,
-                               debug=False):
+def get_license_summary_scores(license_text,
+                               min_sent_len=MIN_SENT_LEN,
+                               summary_len=SUMMARY_LEN,
+                               summary_in_text_order=True,
+                               return_summary_only=True,
+                               debug=False,
+                               cleaned_license_sentences=None):
     """
-    TODO: Doctrings
+    Get sentence scores for all the cleaned sentences in a given license_text
+    along with other extracted details such as definitions, exceptions, etc.
+    and the cleaned license text itself.
+
+    Parameters
+    ----------
+    license_text : str
+        License text.
+    min_sent_len : int, optional
+        The minimum number of tokens in a sentence for it to be considered.
+        The default is 3.
+    summary_len : float, optional
+        The proportion of length of the expected summary to the length of
+        license text. The default is 0.3.
+    summary_in_text_order : bool, optional
+        Toggle to switch between summary in text order or in descending order
+        by scores. The default is True.
+    return_summary_only : bool, optional
+        Toggle to return just the summary or entire license text with
+        important sentences highlighted. The default is True.
+    debug : bool, optional
+        Toggles debug mode. The default is False.
+    cleaned_license_sentences : list, optional
+        A list of cleaned sentences. The default is None.
+
+    Returns
+    -------
+    sent_scores : dict
+        A dictionary of sentence scores with keys as tuples of sentence and
+        sentence id and values as their normalized scores.
+    cleaned_license_sentences : list
+        A list of cleaned sentences.
+    definitions : str
+        Definitions extracted from license text.
+    exceptions : str
+        Exceptions extracted from license text.
+    summary_len : float
+        The proportion of length of the expected summary to the length of
+        license text.
+
     """
-    sent_scores = Counter()
 
-    cleaned_license_text, definitions = clean_license_text(license_text)
+    if not cleaned_license_sentences:
+        cleaned_license_text, definitions, exceptions = clean_license_text(license_text)
+        cleaned_license_sentences = sent_tokenize_text(cleaned_license_text, debug)
+    else:
+        definitions, exceptions = "", ""
 
-    cleaned_license_sentences = re.split('(\n{2,}|\.)', cleaned_license_text)
-    cleaned_license_sentences = [
-        text.strip() for text in cleaned_license_sentences
-        if text.strip() not in ["", ".", "\n", "\n\n"]
-    ]
+    sent_scores = Counter()
 
-    summary_len = math.ceil(summary_len*len(cleaned_license_sentences))
+    summary_len = math.ceil(summary_len * len(cleaned_license_sentences))
 
     if debug:
         print(f"summary length:{summary_len}")
-        print(cleaned_license_sentences)
 
     for sent_i, sent in enumerate(cleaned_license_sentences):
 
-        if sent_i < 0:
-            continue
-
         if len(sent.split()) < min_sent_len:
             continue
 
@@ -209,14 +208,14 @@ def custom_textrank_summarizer(license_text,
 
         word_count = Counter([tok for tok in lemmatized_tokens])
 
-        for prop, prop_words in properties_dict.items():
+        for prop, prop_words in vocab.properties_dict.items():
             prop_score = 0
 
             imp_words = list()
 
-            for prop_i, prop_word in enumerate(prop_words):
+            for prop_word in prop_words:
                 if prop_word in word_count.keys():
-                    prop_score += properties_scores[prop] 
+                    prop_score += vocab.properties_scores[prop] 
                     imp_words.append(prop_word)
 
             if debug:
@@ -224,17 +223,252 @@ def custom_textrank_summarizer(license_text,
 
             score += prop_score
 
-        sent_scores[sent] = score / len(lemmatized_tokens)
+        # With normalization
+        # sent_scores[(sent, sent_i)] = score  / len(lemmatized_tokens)
+
+        # Without normalization
+        sent_scores[(sent, sent_i)] = score
 
         if debug:
-            print(f"Sentence score: {sent_scores[sent]}")
+            print(f"Sentence score: {sent_scores[(sent, sent_i)]}")
             print()
 
+    sent_scores = normalize_sentence_counter(sent_scores)
+
     if debug:
         print(sent_scores)
 
-    sorted_sent_scores = sent_scores.most_common()
+    return sent_scores, cleaned_license_sentences, definitions, exceptions, summary_len
 
-    summary = ".\n".join(sent for sent, score in sorted_sent_scores[:summary_len])
 
-    return summary, definitions
+def get_sent_scores(license_text,
+                    min_sent_len=MIN_SENT_LEN,
+                    summary_len=SUMMARY_LEN,
+                    summary_in_text_order=True,
+                    return_summary_only=True,
+                    debug=False,
+                    cleaned_license_sentences=None):
+    """
+    Get sentence scores for all the sentences in a given license_text along
+    with their sentence ids.
+
+    Parameters
+    ----------
+    license_text : str
+        License text.
+    min_sent_len : int, optional
+        The minimum number of tokens in a sentence for it to be considered.
+        The default is 3.
+    summary_len : float, optional
+        The proportion of length of the expected summary to the length of
+        license text. The default is 0.3.
+    summary_in_text_order : bool, optional
+        Toggle to switch between summary in text order or in descending order
+        by scores. The default is True.
+    return_summary_only : bool, optional
+        Toggle to return just the summary or entire license text with
+        important sentences highlighted. The default is True.
+    debug : bool, optional
+        Toggles debug mode. The default is False.
+    cleaned_license_sentences : list, optional
+        A list of cleaned sentences. The default is None.
+
+    Returns
+    -------
+    sent_id_scores : list(tuple)
+        A list of tuples of sentence id and sentence score.
+
+    """
+    sent_scores, cleaned_license_sentences, definitions, exceptions, summary_len = get_license_summary_scores(
+        license_text,
+        min_sent_len=min_sent_len,
+        summary_len=summary_len,
+        summary_in_text_order=summary_in_text_order,
+        return_summary_only=return_summary_only,
+        debug=debug,
+        cleaned_license_sentences=cleaned_license_sentences
+    )
+
+    sent_id_scores = [
+        (sent_i, score) for (sent_id, sent_i), score in sent_scores.items()
+    ]
+
+    return sent_id_scores
+
+
+def custom_textrank_summarizer(license_text,
+                               min_sent_len=MIN_SENT_LEN,
+                               summary_len=SUMMARY_LEN,
+                               summary_in_text_order=True,
+                               return_summary_only=True,
+                               debug=False):
+    """
+    Returns summary / highlighted summary, definitions and exceptions for a
+    given license_text.
+
+    Parameters
+    ----------
+    license_text : str
+        License text.
+    min_sent_len : int, optional
+        The minimum number of tokens in a sentence for it to be considered.
+        The default is 3.
+    summary_len : float, optional
+        The proportion of length of the expected summary to the length of
+        license text. The default is 0.3.
+    summary_in_text_order : bool, optional
+        Toggle to switch between summary in text order or in descending order
+        by scores. The default is True.
+    return_summary_only : bool, optional
+        Toggle to return just the summary or entire license text with
+        important sentences highlighted. The default is True.
+    debug : bool, optional
+        Toggles debug mode. The default is False.
+
+    Returns
+    -------
+    str
+        Summary or the highlighted license text.
+    definitions : str
+        Definitions extracted from license text.
+    exceptions : str
+        Exceptions extracted from license text.
+
+    """
+
+    sent_scores, cleaned_license_sentences, definitions, exceptions, summary_len = get_license_summary_scores(
+        license_text,
+        min_sent_len=min_sent_len,
+        summary_len=summary_len,
+        summary_in_text_order=summary_in_text_order,
+        return_summary_only=return_summary_only,
+        debug=debug
+    )
+
+    sorted_sent_scores = sent_scores.most_common()[:summary_len]
+
+    if summary_in_text_order:
+        sentences_in_text_order = sorted(sorted_sent_scores, key=lambda x: x[0][1])
+        summary = "".join(sent.strip(". ") for (sent, sent_i), score in sentences_in_text_order)
+        selected_sent_ids = set(sent_i for (_, sent_i), score in sentences_in_text_order)
+    else:
+        summary = "".join(sent.strip(". ") for (sent, sent_i), score in sorted_sent_scores)
+        selected_sent_ids = set(sent_i for (_, sent_i), score in sorted_sent_scores)
+
+    highlighted_license_text = " ".join(
+        f"""<mark style="color: {color.BLACK}; background-color:{color.GREEN}">{sent}</mark>"""
+        if sent_i in selected_sent_ids
+        else sent
+        for sent_i, sent in enumerate(cleaned_license_sentences)
+    )
+
+    if debug:
+        print("="*50)
+        print("License Text:")
+        print("-"*30)
+        print(highlighted_license_text)
+        print("="*50)
+
+    definitions = definitions.strip("\n.") + "."
+
+    if return_summary_only:
+        return summary, definitions, exceptions
+    else:
+        return highlighted_license_text, definitions, exceptions
+
+
+def get_system_scores(attachment_id=None):
+    """
+    Get system sentence scores for all the sentences in all licenses in gold
+    standard.
+
+    Parameters
+    ----------
+    attachment_id : str, optional
+        The attachment id of the document for which the sentence scores are to
+        be calculated. If None, the sentence scores for all the documents will
+        be returned. The default is None.
+
+    Returns
+    -------
+    scores_dict : dict
+        A dictionary of all the scores with keys as the attachment id of a
+        document and values as a list of tuples of sentence id and scores for
+        that attachment id.
+
+    """
+    gold_data = pd.read_excel(GOLD_STANDARD_PATH)
+    gold_data = gold_data[["attachment_id", "sentence"]]
+    sent_lists = gold_data.groupby("attachment_id")["sentence"].apply(list)
+
+    scores_dict = dict()
+
+    if attachment_id:
+        scores_dict[attachment_id] = get_sent_scores(
+            "",
+            summary_len=SUMMARY_LEN,
+            cleaned_license_sentences=sent_lists[attachment_id]
+        )
+        return scores_dict
+
+    for attachment_id, cleaned_license_sentences in dict(sent_lists).items():
+        
+        scores_dict[attachment_id] = get_sent_scores(
+            "",
+            summary_len=SUMMARY_LEN,
+            cleaned_license_sentences=cleaned_license_sentences
+        )
+
+    return scores_dict
+
+
+def preprocess_properties(cell):
+    """
+    Converts licnse properties to title case and removes hyphens and
+    underscores.
+
+    Parameters
+    ----------
+    cell : str
+        A cell string in properties dataframe of a license.
+
+    Returns
+    -------
+    cell : TYPE
+        DESCRIPTION.
+
+    """
+    try:
+        cell = cell.replace("--", "$")
+        cell = cell.replace("-", " ")
+        cell = cell.replace("_", " ")
+        cell = cell.replace("$", " - ").title()
+    except:
+        pass
+    return cell
+
+def get_labels_for_license(license_id, by_license_id=True):
+    """
+    Gets license properties for a given license_id.
+
+    Parameters
+    ----------
+    license_id : str
+        License id of the license for which properties are to be returned.
+    by_license_id : bool, optional
+        A flag to decide whether we fetch the license properties by license id
+        or license name. The default is True.
+
+    Returns
+    -------
+    properties : pandas.DataFrame
+        Dataframe with properties of the license with id license_id.
+
+    """
+    index_col = 0 if by_license_id else 1
+    columns = ["Property", "Label"]
+    labels_data = pd.read_csv(LABELS_PATH, index_col=index_col)
+    properties = pd.DataFrame(labels_data.loc[license_id]).reset_index()
+    properties.columns = columns
+    properties = properties.applymap(preprocess_properties)
+    return properties

src/tfidf.py

@@ -0,0 +1,80 @@
+# -*- coding: utf-8 -*-
+"""
+Created on Tue Jun 14 23:53:47 2022
+
+@author: UTKARSH
+"""
+
+import numpy as np
+
+import re
+import glob
+import spacy
+from sklearn.feature_extraction.text import TfidfVectorizer
+
+try:
+    from src.clean import clean_license_text
+except:
+    from clean import clean_license_text
+
+
+nlp = spacy.load("en_core_web_sm")
+
+TOP_N_WORDS = 100
+
+
+def tfidf_preprocess(text):
+    """
+    Cleans text by lowercasing it and removing all the special characters.
+
+    Parameters
+    ----------
+    text : str
+        Raw license text.
+
+    Returns
+    -------
+    str
+        Cleaned and lowercased license text.
+
+    """
+    text = text.lower()
+
+    # Remove all non-letter words
+    text = re.sub("[^a-zA-Z]+", " ", text)
+
+    ## Lemmatize the words
+    # text = " ".join([token.lemma_.lower().strip() for token in nlp(text)])
+    return text.strip()
+
+corpus = list()
+
+filepaths = glob.glob("../notebooks/licenses/NOASSERTION/*.txt")
+# filepaths.extend(glob.glob("../notebooks/licenses/OTHER/*.txt"))
+
+for file_path in filepaths:
+    with open(file_path, "r", encoding="utf-8") as f:
+        # To eliminate the url and blank line from start of the files
+        f.readline()
+        f.readline()
+
+        # Reading the remaining content
+        content = f.read()
+
+        cleaned_license_text, _ = clean_license_text(content)
+        corpus.append(cleaned_license_text)
+
+
+vectorizer = TfidfVectorizer(
+    lowercase=True,
+    preprocessor=tfidf_preprocess,
+    stop_words="english"
+)
+
+tfidf = vectorizer.fit_transform(corpus)
+
+feature_array = np.array(vectorizer.get_feature_names_out())
+tfidf_sorting = np.argsort(tfidf.toarray()).flatten()
+
+top_n = feature_array[tfidf_sorting][-TOP_N_WORDS:][::-1]
+bottom_n = feature_array[tfidf_sorting][:TOP_N_WORDS]