Update spaCy pipeline

.gitattributes

@@ -14,3 +14,7 @@
 *.pb filter=lfs diff=lfs merge=lfs -text
 *.pt filter=lfs diff=lfs merge=lfs -text
 *.pth filter=lfs diff=lfs merge=lfs -text
+*.whl filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*strings.json filter=lfs diff=lfs merge=lfs -text
+vectors filter=lfs diff=lfs merge=lfs -text

LICENSE

@@ -0,0 +1,24 @@
+
+Lesser General Public License For Linguistic Resources
+Preamble –
+The licenses for most data are designed to take away your freedom to share and change it. By contrast, this License is intended to guarantee your freedom to share and change free data–to make sure the data are free for all their usershis license, the Lesser General Public License for Linguistic Resources, applies to some specially designated linguistic resources — typically lexicons, grammars, thesauri and textual corpora.
+TERMS AND CONDITIONS FOR COPYING, DISTRIBUTION AND MODIFICATION
+
+5. You may not copy, modify, sublicense, link with, or distribute the Linguistic Resource except as expressly provided under this License. Any attempt otherwise to copy, modify, sublicense, link with, or distribute the Linguistic Resource is void, and will automatically terminate your rights under this License. However, parties who have
+
+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 resource distribution system which is implemented by public license practices. Many people have made generous contributions to the wide range of data 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 resources 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.
+
+9. If the distribution and/or use of the Linguistic Resource is restricted in certain countries either by patents or by copyrighted interfaces, the original copyright holder who places the Linguistic Resource 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
+
+10. The Free Software Foundation may publish revised and/or new versions of the Lesser General Public License for Linguistic Resources 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 Linguistic Resource 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 Linguistic Resource does not specify a license version number, you may choose any version ever published by the Free Software Foundation.
+
+11. If you wish to incorporate parts of the Linguistic Resource into other free programs whose distribution conditions are incompatible with these, write to the author to ask for permission.
+
+NO WARRANTY
+
+12. BECAUSE THE LINGUISTIC RESOURCE IS LICENSED FREE OF CHARGE, THERE IS NO WARRANTY FOR THE LINGUISTIC RESOURCE, TO THE EXTENT PERMITTED BY APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT HOLDERS AND/OR OTHER PARTIES PROVIDE THE LINGUISTIC RESOURCE “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 LINGUISTIC RESOURCE IS WITH YOU. SHOULD THE LINGUISTIC RESOURCE PROVE DEFECTIVE, YOU ASSUME THE COST OF ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+13. 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 LINGUISTIC RESOURCE 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 LINGUISTIC RESOURCE (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 LINGUISTIC RESOURCE TO OPERATE WITH ANY OTHER SOFTWARE), EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGES.
+END OF TERMS AND CONDITIONS

LICENSES_SOURCES

@@ -0,0 +1,263 @@
+# UD French Sequoia v2.5
+
+* Author: Candito, Marie; Seddah, Djamé; Perrier, Guy; Guillaume, Bruno
+* URL: https://github.com/UniversalDependencies/UD_French-Sequoia
+* License: LGPL-LR
+
+```
+Lesser General Public License For Linguistic Resources
+
+
+
+Preamble
+The licenses for most data are designed to take away your freedom to share and change it. By contrast, this License is intended to guarantee your freedom to share and change free data--to make sure the data are free for all their users.
+
+This license, the Lesser General Public License for Linguistic Resources, applies to some specially designated linguistic resources -- typically lexicons, grammars, thesauri and textual corpora.
+
+TERMS AND CONDITIONS FOR COPYING, DISTRIBUTION AND MODIFICATION
+0. This License Agreement applies to any Linguistic Resource which contains a notice placed by the copyright holder or other authorized party saying it may be distributed under the terms of this Lesser General Public License for Linguistic Resources (also called "this License"). Each licensee is addressed as "you".
+
+A "linguistic resource" means a collection of data about language prepared so as to be used with application programs.
+
+The "Linguistic Resource", below, refers to any such work which has been distributed under these terms. A "work based on the Linguistic Resource" means either the Linguistic Resource or any derivative work under copyright law: that is to say, a work containing the Linguistic Resource or a portion of it, either verbatim or with modifications and/or translated straightforwardly into another language. (Hereinafter, translation is included without limitation in the term "modification".)
+
+"Legible form" for a linguistic resource means the preferred form of the resource for making modifications to it.
+
+Activities other than copying, distribution and modification are not covered by this License; they are outside its scope. The act of running a program using the Linguistic Resource is not restricted, and output from such a program is covered only if its contents constitute a work based on the Linguistic Resource (independent of the use of the Linguistic Resource in a tool for writing it). Whether that is true depends on what the program that uses the Linguistic Resource does.
+
+1. You may copy and distribute verbatim copies of the Linguistic Resource 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 distribute a copy of this License along with the Linguistic Resource.
+
+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 Linguistic Resource or any portion of it, thus forming a work based on the Linguistic Resource, 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) The modified work must itself be a linguistic resource.
+
+b) You must cause the files modified to carry prominent notices stating that you changed the files and the date of any change.
+
+c) You must cause the whole of the work to be licensed at no charge to all third parties under the terms of this License.
+
+These requirements apply to the modified work as a whole. If identifiable sections of that work are not derived from the Linguistic Resource, 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 Linguistic Resource, 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 Linguistic Resource.
+
+In addition, mere aggregation of another work not based on the Linguistic Resource with the Linguistic Resource (or with a work based on the Linguistic Resource) on a volume of a storage or distribution medium does not bring the other work under the scope of this License.
+
+3. A program that contains no derivative of any portion of the Linguistic Resource, but is designed to work with the Linguistic Resource (or an encrypted form of the Linguistic Resource) by reading it or being compiled or linked with it, is called a "work that uses the Linguistic Resource". Such a work, in isolation, is not a derivative work of the Linguistic Resource, and therefore falls outside the scope of this License.
+
+However, combining a "work that uses the Linguistic Resource" with the Linguistic Resource (or an encrypted form of the Linguistic Resource) creates a package that is a derivative of the Linguistic Resource (because it contains portions of the Linguistic Resource), rather than a "work that uses the Linguistic Resource". If the package is a derivative of the Linguistic Resource, you may distribute the package under the terms of Section 4. Any works containing that package also fall under Section 4.
+
+4. As an exception to the Sections above, you may also combine a "work that uses the Linguistic Resource" with the Linguistic Resource (or an encrypted form of the Linguistic Resource) to produce a package containing portions of the Linguistic Resource, and distribute that package under terms of your choice, provided that the terms permit modification of the package for the customer's own use and reverse engineering for debugging such modifications.
+
+You must give prominent notice with each copy of the package that the Linguistic Resource is used in it and that the Linguistic Resource and its use are covered by this License. You must supply a copy of this License. If the package during execution displays copyright notices, you must include the copyright notice for the Linguistic Resource among them, as well as a reference directing the user to the copy of this License. Also, you must do one of these things:
+
+a) Accompany the package with the complete corresponding machine-readable legible form of the Linguistic Resource including whatever changes were used in the package (which must be distributed under Sections 1 and 2 above); and, if the package contains an encrypted form of the Linguistic Resource, with the complete machine-readable "work that uses the Linguistic Resource", as object code and/or source code, so that the user can modify the Linguistic Resource and then encrypt it to produce a modified package containing the modified Linguistic Resource.
+
+b) Use a suitable mechanism for combining with the Linguistic Resource. A suitable mechanism is one that will operate properly with a modified version of the Linguistic Resource, if the user installs one, as long as the modified version is interface-compatible with the version that the package was made with.
+
+c) Accompany the package with a written offer, valid for at least three years, to give the same user the materials specified in Subsection 4a, above, for a charge no more than the cost of performing this distribution.
+
+d) If distribution of the package is made by offering access to copy from a designated place, offer equivalent access to copy the above specified materials from the same place.
+
+e) Verify that the user has already received a copy of these materials or that you have already sent this user a copy.
+
+If the package includes an encrypted form of the Linguistic Resource, the required form of the "work that uses the Linguistic Resource" must include any data and utility programs needed for reproducing the package from it. However, as a special exception, the materials to be 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.
+
+It may happen that this requirement contradicts the license restrictions of proprietary libraries that do not normally accompany the operating system. Such a contradiction means you cannot use both them and the Linguistic Resource together in a package that you distribute.
+
+5. You may not copy, modify, sublicense, link with, or distribute the Linguistic Resource except as expressly provided under this License. Any attempt otherwise to copy, modify, sublicense, link with, or distribute the Linguistic Resource 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.
+
+6. 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 Linguistic Resource or its derivative works. These actions are prohibited by law if you do not accept this License. Therefore, by modifying or distributing the Linguistic Resource (or any work based on the Linguistic Resource), you indicate your acceptance of this License to do so, and all its terms and conditions for copying, distributing or modifying the Linguistic Resource or works based on it.
+
+7. Each time you redistribute the Linguistic Resource (or any work based on the Linguistic Resource), the recipient automatically receives a license from the original licensor to copy, distribute, link with or modify the Linguistic Resource 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 with this License.
+
+8. 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 Linguistic Resource at all. For example, if a patent license would not permit royalty-free redistribution of the Linguistic Resource 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 Linguistic Resource.
+
+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 resource distribution system which is implemented by public license practices. Many people have made generous contributions to the wide range of data 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 resources 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.
+
+9. If the distribution and/or use of the Linguistic Resource is restricted in certain countries either by patents or by copyrighted interfaces, the original copyright holder who places the Linguistic Resource 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.
+
+10. The Free Software Foundation may publish revised and/or new versions of the Lesser General Public License for Linguistic Resources 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 Linguistic Resource 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 Linguistic Resource does not specify a license version number, you may choose any version ever published by the Free Software Foundation.
+
+11. If you wish to incorporate parts of the Linguistic Resource into other free programs whose distribution conditions are incompatible with these, write to the author to ask for permission.
+
+NO WARRANTY
+
+12. BECAUSE THE LINGUISTIC RESOURCE IS LICENSED FREE OF CHARGE, THERE IS NO WARRANTY FOR THE LINGUISTIC RESOURCE, TO THE EXTENT PERMITTED BY APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT HOLDERS AND/OR OTHER PARTIES PROVIDE THE LINGUISTIC RESOURCE "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 LINGUISTIC RESOURCE IS WITH YOU. SHOULD THE LINGUISTIC RESOURCE PROVE DEFECTIVE, YOU ASSUME THE COST OF ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+13. 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 LINGUISTIC RESOURCE 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 LINGUISTIC RESOURCE (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 LINGUISTIC RESOURCE TO OPERATE WITH ANY OTHER SOFTWARE), EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGES.
+
+END OF TERMS AND CONDITIONS```
+
+
+
+
+# WikiNER
+
+* Author: Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran
+* URL: https://figshare.com/articles/Learning_multilingual_named_entity_recognition_from_Wikipedia/5462500
+* License: CC BY 4.0
+
+```
+By exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution 4.0 International Public License ("Public License"). To the extent this Public License may be interpreted as a contract, You are granted the Licensed Rights in consideration of Your acceptance of these terms and conditions, and the Licensor grants You such rights in consideration of benefits the Licensor receives from making the Licensed Material available under these terms and conditions.
+
+Section 1 – Definitions.
+
+Adapted Material means material subject to Copyright and Similar Rights that is derived from or based upon the Licensed Material and in which the Licensed Material is translated, altered, arranged, transformed, or otherwise modified in a manner requiring permission under the Copyright and Similar Rights held by the Licensor. For purposes of this Public License, where the Licensed Material is a musical work, performance, or sound recording, Adapted Material is always produced where the Licensed Material is synched in timed relation with a moving image.
+Adapter's License means the license You apply to Your Copyright and Similar Rights in Your contributions to Adapted Material in accordance with the terms and conditions of this Public License.
+Copyright and Similar Rights means copyright and/or similar rights closely related to copyright including, without limitation, performance, broadcast, sound recording, and Sui Generis Database Rights, without regard to how the rights are labeled or categorized. For purposes of this Public License, the rights specified in Section 2(b)(1)-(2) are not Copyright and Similar Rights.
+Effective Technological Measures means those measures that, in the absence of proper authority, may not be circumvented under laws fulfilling obligations under Article 11 of the WIPO Copyright Treaty adopted on December 20, 1996, and/or similar international agreements.
+Exceptions and Limitations means fair use, fair dealing, and/or any other exception or limitation to Copyright and Similar Rights that applies to Your use of the Licensed Material.
+Licensed Material means the artistic or literary work, database, or other material to which the Licensor applied this Public License.
+Licensed Rights means the rights granted to You subject to the terms and conditions of this Public License, which are limited to all Copyright and Similar Rights that apply to Your use of the Licensed Material and that the Licensor has authority to license.
+Licensor means the individual(s) or entity(ies) granting rights under this Public License.
+Share means to provide material to the public by any means or process that requires permission under the Licensed Rights, such as reproduction, public display, public performance, distribution, dissemination, communication, or importation, and to make material available to the public including in ways that members of the public may access the material from a place and at a time individually chosen by them.
+Sui Generis Database Rights means rights other than copyright resulting from Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended and/or succeeded, as well as other essentially equivalent rights anywhere in the world.
+You means the individual or entity exercising the Licensed Rights under this Public License. Your has a corresponding meaning.
+Section 2 – Scope.
+
+License grant.
+Subject to the terms and conditions of this Public License, the Licensor hereby grants You a worldwide, royalty-free, non-sublicensable, non-exclusive, irrevocable license to exercise the Licensed Rights in the Licensed Material to:
+reproduce and Share the Licensed Material, in whole or in part; and
+produce, reproduce, and Share Adapted Material.
+Exceptions and Limitations. For the avoidance of doubt, where Exceptions and Limitations apply to Your use, this Public License does not apply, and You do not need to comply with its terms and conditions.
+Term. The term of this Public License is specified in Section 6(a).
+Media and formats; technical modifications allowed. The Licensor authorizes You to exercise the Licensed Rights in all media and formats whether now known or hereafter created, and to make technical modifications necessary to do so. The Licensor waives and/or agrees not to assert any right or authority to forbid You from making technical modifications necessary to exercise the Licensed Rights, including technical modifications necessary to circumvent Effective Technological Measures. For purposes of this Public License, simply making modifications authorized by this Section 2(a)(4) never produces Adapted Material.
+Downstream recipients.
+Offer from the Licensor – Licensed Material. Every recipient of the Licensed Material automatically receives an offer from the Licensor to exercise the Licensed Rights under the terms and conditions of this Public License.
+No downstream restrictions. You may not offer or impose any additional or different terms or conditions on, or apply any Effective Technological Measures to, the Licensed Material if doing so restricts exercise of the Licensed Rights by any recipient of the Licensed Material.
+No endorsement. Nothing in this Public License constitutes or may be construed as permission to assert or imply that You are, or that Your use of the Licensed Material is, connected with, or sponsored, endorsed, or granted official status by, the Licensor or others designated to receive attribution as provided in Section 3(a)(1)(A)(i).
+Other rights.
+
+Moral rights, such as the right of integrity, are not licensed under this Public License, nor are publicity, privacy, and/or other similar personality rights; however, to the extent possible, the Licensor waives and/or agrees not to assert any such rights held by the Licensor to the limited extent necessary to allow You to exercise the Licensed Rights, but not otherwise.
+Patent and trademark rights are not licensed under this Public License.
+To the extent possible, the Licensor waives any right to collect royalties from You for the exercise of the Licensed Rights, whether directly or through a collecting society under any voluntary or waivable statutory or compulsory licensing scheme. In all other cases the Licensor expressly reserves any right to collect such royalties.
+Section 3 – License Conditions.
+
+Your exercise of the Licensed Rights is expressly made subject to the following conditions.
+
+Attribution.
+
+If You Share the Licensed Material (including in modified form), You must:
+
+retain the following if it is supplied by the Licensor with the Licensed Material:
+identification of the creator(s) of the Licensed Material and any others designated to receive attribution, in any reasonable manner requested by the Licensor (including by pseudonym if designated);
+a copyright notice;
+a notice that refers to this Public License;
+a notice that refers to the disclaimer of warranties;
+a URI or hyperlink to the Licensed Material to the extent reasonably practicable;
+indicate if You modified the Licensed Material and retain an indication of any previous modifications; and
+indicate the Licensed Material is licensed under this Public License, and include the text of, or the URI or hyperlink to, this Public License.
+You may satisfy the conditions in Section 3(a)(1) in any reasonable manner based on the medium, means, and context in which You Share the Licensed Material. For example, it may be reasonable to satisfy the conditions by providing a URI or hyperlink to a resource that includes the required information.
+If requested by the Licensor, You must remove any of the information required by Section 3(a)(1)(A) to the extent reasonably practicable.
+If You Share Adapted Material You produce, the Adapter's License You apply must not prevent recipients of the Adapted Material from complying with this Public License.
+Section 4 – Sui Generis Database Rights.
+
+Where the Licensed Rights include Sui Generis Database Rights that apply to Your use of the Licensed Material:
+
+for the avoidance of doubt, Section 2(a)(1) grants You the right to extract, reuse, reproduce, and Share all or a substantial portion of the contents of the database;
+if You include all or a substantial portion of the database contents in a database in which You have Sui Generis Database Rights, then the database in which You have Sui Generis Database Rights (but not its individual contents) is Adapted Material; and
+You must comply with the conditions in Section 3(a) if You Share all or a substantial portion of the contents of the database.
+For the avoidance of doubt, this Section 4 supplements and does not replace Your obligations under this Public License where the Licensed Rights include other Copyright and Similar Rights.
+Section 5 – Disclaimer of Warranties and Limitation of Liability.
+
+Unless otherwise separately undertaken by the Licensor, to the extent possible, the Licensor offers the Licensed Material as-is and as-available, and makes no representations or warranties of any kind concerning the Licensed Material, whether express, implied, statutory, or other. This includes, without limitation, warranties of title, merchantability, fitness for a particular purpose, non-infringement, absence of latent or other defects, accuracy, or the presence or absence of errors, whether or not known or discoverable. Where disclaimers of warranties are not allowed in full or in part, this disclaimer may not apply to You.
+To the extent possible, in no event will the Licensor be liable to You on any legal theory (including, without limitation, negligence) or otherwise for any direct, special, indirect, incidental, consequential, punitive, exemplary, or other losses, costs, expenses, or damages arising out of this Public License or use of the Licensed Material, even if the Licensor has been advised of the possibility of such losses, costs, expenses, or damages. Where a limitation of liability is not allowed in full or in part, this limitation may not apply to You.
+The disclaimer of warranties and limitation of liability provided above shall be interpreted in a manner that, to the extent possible, most closely approximates an absolute disclaimer and waiver of all liability.
+Section 6 – Term and Termination.
+
+This Public License applies for the term of the Copyright and Similar Rights licensed here. However, if You fail to comply with this Public License, then Your rights under this Public License terminate automatically.
+Where Your right to use the Licensed Material has terminated under Section 6(a), it reinstates:
+
+automatically as of the date the violation is cured, provided it is cured within 30 days of Your discovery of the violation; or
+upon express reinstatement by the Licensor.
+For the avoidance of doubt, this Section 6(b) does not affect any right the Licensor may have to seek remedies for Your violations of this Public License.
+For the avoidance of doubt, the Licensor may also offer the Licensed Material under separate terms or conditions or stop distributing the Licensed Material at any time; however, doing so will not terminate this Public License.
+Sections 1, 5, 6, 7, and 8 survive termination of this Public License.
+Section 7 – Other Terms and Conditions.
+
+The Licensor shall not be bound by any additional or different terms or conditions communicated by You unless expressly agreed.
+Any arrangements, understandings, or agreements regarding the Licensed Material not stated herein are separate from and independent of the terms and conditions of this Public License.
+Section 8 – Interpretation.
+
+For the avoidance of doubt, this Public License does not, and shall not be interpreted to, reduce, limit, restrict, or impose conditions on any use of the Licensed Material that could lawfully be made without permission under this Public License.
+To the extent possible, if any provision of this Public License is deemed unenforceable, it shall be automatically reformed to the minimum extent necessary to make it enforceable. If the provision cannot be reformed, it shall be severed from this Public License without affecting the enforceability of the remaining terms and conditions.
+No term or condition of this Public License will be waived and no failure to comply consented to unless expressly agreed to by the Licensor.
+Nothing in this Public License constitutes or may be interpreted as a limitation upon, or waiver of, any privileges and immunities that apply to the Licensor or You, including from the legal processes of any jurisdiction or authority.```
+
+
+
+
+# spaCy lookups data
+
+* Author: Explosion
+* URL: https://github.com/explosion/spacy-lookups-data
+* License: MIT
+
+```
+Copyright 2019-2021 ExplosionAI GmbH
+
+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.
+```
+
+
+
+
+# Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)
+
+* Author: Explosion
+* URL: https://spacy.io
+* License: CC0
+
+```
+The laws of most jurisdictions throughout the world automatically confer exclusive Copyright and Related Rights (defined below) upon the creator and subsequent owner(s) (each and all, an "owner") of an original work of authorship and/or a database (each, a "Work").
+
+Certain owners wish to permanently relinquish those rights to a Work for the purpose of contributing to a commons of creative, cultural and scientific works ("Commons") that the public can reliably and without fear of later claims of infringement build upon, modify, incorporate in other works, reuse and redistribute as freely as possible in any form whatsoever and for any purposes, including without limitation commercial purposes. These owners may contribute to the Commons to promote the ideal of a free culture and the further production of creative, cultural and scientific works, or to gain reputation or greater distribution for their Work in part through the use and efforts of others.
+
+For these and/or other purposes and motivations, and without any expectation of additional consideration or compensation, the person associating CC0 with a Work (the "Affirmer"), to the extent that he or she is an owner of Copyright and Related Rights in the Work, voluntarily elects to apply CC0 to the Work and publicly distribute the Work under its terms, with knowledge of his or her Copyright and Related Rights in the Work and the meaning and intended legal effect of CC0 on those rights.
+
+1. Copyright and Related Rights. A Work made available under CC0 may be protected by copyright and related or neighboring rights ("Copyright and Related Rights"). Copyright and Related Rights include, but are not limited to, the following:
+
+the right to reproduce, adapt, distribute, perform, display, communicate, and translate a Work;
+moral rights retained by the original author(s) and/or performer(s);
+publicity and privacy rights pertaining to a person's image or likeness depicted in a Work;
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+

README.md

@@ -0,0 +1,106 @@
+---
+tags:
+- spacy
+- token-classification
+language:
+- fr
+license: LGPL-LR
+model-index:
+- name: fr_core_news_md
+  results:
+  - tasks:
+      name: NER
+      type: token-classification
+      metrics:
+      - name: Precision
+        type: precision
+        value: 0.8342645439
+      - name: Recall
+        type: recall
+        value: 0.8338136984
+      - name: F Score
+        type: f_score
+        value: 0.8340390602
+  - tasks:
+      name: POS
+      type: token-classification
+      metrics:
+      - name: Accuracy
+        type: accuracy
+        value: 0.9429704807
+  - tasks:
+      name: SENTER
+      type: token-classification
+      metrics:
+      - name: Precision
+        type: precision
+        value: 0.8845208845
+      - name: Recall
+        type: recall
+        value: 0.9042340262
+      - name: F Score
+        type: f_score
+        value: 0.8791208791
+  - tasks:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+      metrics:
+      - name: Accuracy
+        type: accuracy
+        value: 0.8916150686
+  - tasks:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+      metrics:
+      - name: Accuracy
+        type: accuracy
+        value: 0.8916150686
+---
+### Details: https://spacy.io/models/fr#fr_core_news_md
+
+French pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.
+
+| Feature | Description |
+| --- | --- |
+| **Name** | `fr_core_news_md` |
+| **Version** | `3.1.0` |
+| **spaCy** | `>=3.1.0,<3.2.0` |
+| **Default Pipeline** | `tok2vec`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
+| **Components** | `tok2vec`, `morphologizer`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` |
+| **Vectors** | 500000 keys, 20000 unique vectors (300 dimensions) |
+| **Sources** | [UD French Sequoia v2.5](https://github.com/UniversalDependencies/UD_French-Sequoia) (Candito, Marie; Seddah, Djamé; Perrier, Guy; Guillaume, Bruno)<br />[WikiNER](https://figshare.com/articles/Learning_multilingual_named_entity_recognition_from_Wikipedia/5462500) (Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran)<br />[spaCy lookups data](https://github.com/explosion/spacy-lookups-data) (Explosion)<br />[Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)](https://spacy.io) (Explosion) |
+| **License** | `LGPL-LR` |
+| **Author** | [Explosion](https://explosion.ai) |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (240 labels for 4 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`morphologizer`** | `POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=PRON\|Person=1`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=SCONJ`, `POS=ADP`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Ord\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=PUNCT`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `POS=ADV`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Card\|POS=NUM`, `Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `POS=CCONJ`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `POS=PRON\|PronType=Rel`, `Number=Sing\|POS=DET\|Poss=Yes`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Definite=Def\|Number=Plur\|POS=ADP\|PronType=Art`, `Definite=Ind\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=VERB\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3`, `Number=Plur\|POS=DET`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=ADV\|PronType=Int`, `POS=VERB\|Tense=Pres\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=DET\|Poss=Yes`, `POS=AUX\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=ADV\|Polarity=Neg`, `Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3`, `POS=PRON\|Person=3\|Reflex=Yes`, `Gender=Masc\|POS=NOUN`, `POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=PRON\|Person=3`, `Number=Plur\|POS=NOUN`, `NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=AUX\|Tense=Pres\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|Person=3`, `Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Number=Plur\|POS=PROPN`, `Number=Sing\|POS=PROPN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET`, `Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes`, `Gender=Masc\|POS=PRON`, `POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Number=Sing\|POS=PRON`, `Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Ind\|POS=VERB\|VerbForm=Fin`, `Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=PRON`, `POS=NUM`, `Gender=Fem\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=PRON`, `Number=Plur\|POS=PRON\|Person=3`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|Person=1`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=INTJ`, `Number=Plur\|POS=PRON\|Person=2`, `NumType=Card\|POS=PRON`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `NumType=Card\|POS=NOUN`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3`, `Gender=Fem\|Number=Sing\|POS=DET`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Number=Sing\|POS=DET`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Mood=Ind\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|POS=PRON`, `Gender=Masc\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=X`, `POS=SYM`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `POS=DET`, `Gender=Masc\|Number=Plur\|POS=PRON`, `POS=PART`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|Person=3\|VerbForm=Fin`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Masc\|Number=Plur\|POS=DET`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Rel`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Imp\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|Reflex=Yes`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|Reflex=Yes`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|Person=1\|Reflex=Yes`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|POS=ADV`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=PROPN`, `Gender=Masc\|NumType=Card\|POS=NUM` |
+| **`parser`** | `ROOT`, `acl`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux:pass`, `aux:tense`, `case`, `cc`, `ccomp`, `conj`, `cop`, `dep`, `det`, `expl:comp`, `expl:pass`, `expl:subj`, `fixed`, `flat:foreign`, `flat:name`, `iobj`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl:agent`, `obl:arg`, `obl:mod`, `parataxis`, `punct`, `vocative`, `xcomp` |
+| **`senter`** | `I`, `S` |
+| **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `TOKEN_ACC` | 99.90 |
+| `TAG_ACC` | 94.30 |
+| `POS_ACC` | 97.18 |
+| `MORPH_ACC` | 96.31 |
+| `LEMMA_ACC` | 90.79 |
+| `DEP_UAS` | 89.16 |
+| `DEP_LAS` | 85.46 |
+| `SENTS_P` | 88.45 |
+| `SENTS_R` | 90.42 |
+| `SENTS_F` | 87.91 |
+| `ENTS_P` | 83.43 |
+| `ENTS_R` | 83.38 |
+| `ENTS_F` | 83.40 |

accuracy.json

@@ -0,0 +1,322 @@
+{
+  "token_acc": 0.9989751998,
+  "tag_acc": 0.9429704807,
+  "pos_acc": 0.971820102,
+  "morph_acc": 0.9631079967,
+  "lemma_acc": 0.9078954127,
+  "dep_uas": 0.8916150686,
+  "dep_las": 0.8546474637,
+  "sents_p": 0.8845208845,
+  "sents_r": 0.9042340262,
+  "sents_f": 0.8791208791,
+  "speed": 5248.8393910966,
+  "morph_per_feat": {
+    "Definite": {
+      "p": 0.9904831625,
+      "r": 0.9868708972,
+      "f": 0.9886737304
+    },
+    "Number": {
+      "p": 0.9908599142,
+      "r": 0.9844329133,
+      "f": 0.987635958
+    },
+    "PronType": {
+      "p": 0.9967762734,
+      "r": 0.9884910486,
+      "f": 0.9926163724
+    },
+    "Gender": {
+      "p": 0.9807792208,
+      "r": 0.9757105943,
+      "f": 0.978238342
+    },
+    "Mood": {
+      "p": 0.9692028986,
+      "r": 0.9502664298,
+      "f": 0.9596412556
+    },
+    "Person": {
+      "p": 0.9872286079,
+      "r": 0.9711055276,
+      "f": 0.9791006966
+    },
+    "Tense": {
+      "p": 0.9689119171,
+      "r": 0.9550561798,
+      "f": 0.9619341564
+    },
+    "VerbForm": {
+      "p": 0.9823973177,
+      "r": 0.9701986755,
+      "f": 0.9762598917
+    },
+    "NumType": {
+      "p": 0.9858657244,
+      "r": 0.9620689655,
+      "f": 0.9738219895
+    },
+    "Reflex": {
+      "p": 1.0,
+      "r": 1.0,
+      "f": 1.0
+    },
+    "Voice": {
+      "p": 0.906779661,
+      "r": 0.9553571429,
+      "f": 0.9304347826
+    },
+    "Poss": {
+      "p": 1.0,
+      "r": 1.0,
+      "f": 1.0
+    },
+    "Polarity": {
+      "p": 1.0,
+      "r": 0.9764705882,
+      "f": 0.9880952381
+    }
+  },
+  "dep_las_per_type": {
+    "det": {
+      "p": 0.9781553398,
+      "r": 0.9757869249,
+      "f": 0.976969697
+    },
+    "nsubj": {
+      "p": 0.875,
+      "r": 0.8602409639,
+      "f": 0.8675577157
+    },
+    "aux:tense": {
+      "p": 0.9349593496,
+      "r": 0.92,
+      "f": 0.9274193548
+    },
+    "root": {
+      "p": 0.8902439024,
+      "r": 0.8859223301,
+      "f": 0.8880778589
+    },
+    "obj": {
+      "p": 0.8489425982,
+      "r": 0.8338278932,
+      "f": 0.8413173653
+    },
+    "cc": {
+      "p": 0.8772727273,
+      "r": 0.8894009217,
+      "f": 0.8832951945
+    },
+    "case": {
+      "p": 0.9715061058,
+      "r": 0.9754768392,
+      "f": 0.9734874235
+    },
+    "obl:mod": {
+      "p": 0.6903225806,
+      "r": 0.6369047619,
+      "f": 0.6625386997
+    },
+    "nmod": {
+      "p": 0.7932011331,
+      "r": 0.8383233533,
+      "f": 0.8151382824
+    },
+    "conj": {
+      "p": 0.5338345865,
+      "r": 0.5590551181,
+      "f": 0.5461538462
+    },
+    "nummod": {
+      "p": 0.9090909091,
+      "r": 0.8928571429,
+      "f": 0.9009009009
+    },
+    "amod": {
+      "p": 0.9288389513,
+      "r": 0.9051094891,
+      "f": 0.9168207024
+    },
+    "acl": {
+      "p": 0.6722222222,
+      "r": 0.6994219653,
+      "f": 0.6855524079
+    },
+    "mark": {
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+}

config.cfg

@@ -0,0 +1,262 @@
+[paths]
+train = "corpus/fr-dep-news/train.spacy"
+dev = "corpus/fr-dep-news/dev.spacy"
+vectors = "corpus/fr_vectors"
+raw = null
+init_tok2vec = null
+vocab_data = null
+
+[system]
+gpu_allocator = null
+seed = 0
+
+[nlp]
+lang = "fr"
+pipeline = ["tok2vec","morphologizer","parser","senter","attribute_ruler","lemmatizer","ner"]
+disabled = ["senter"]
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+batch_size = 256
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+
+[components]
+
+[components.attribute_ruler]
+factory = "attribute_ruler"
+validate = false
+
+[components.lemmatizer]
+factory = "lemmatizer"
+mode = "rule"
+model = null
+overwrite = false
+
+[components.morphologizer]
+factory = "morphologizer"
+
+[components.morphologizer.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.morphologizer.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode:width}
+upstream = "tok2vec"
+
+[components.ner]
+factory = "ner"
+incorrect_spans_key = null
+moves = null
+update_with_oracle_cut_size = 100
+
+[components.ner.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "ner"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 2
+use_upper = true
+nO = null
+
+[components.ner.model.tok2vec]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.ner.model.tok2vec.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = 96
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
+rows = [5000,2500,2500,2500]
+include_static_vectors = true
+
+[components.ner.model.tok2vec.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 96
+depth = 4
+window_size = 1
+maxout_pieces = 3
+
+[components.parser]
+factory = "parser"
+learn_tokens = false
+min_action_freq = 30
+moves = null
+update_with_oracle_cut_size = 100
+
+[components.parser.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "parser"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 2
+use_upper = true
+nO = null
+
+[components.parser.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode:width}
+upstream = "tok2vec"
+
+[components.senter]
+factory = "senter"
+
+[components.senter.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.senter.model.tok2vec]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.senter.model.tok2vec.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = 16
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
+rows = [1000,500,500,500]
+include_static_vectors = true
+
+[components.senter.model.tok2vec.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 16
+depth = 2
+window_size = 1
+maxout_pieces = 2
+
+[components.tok2vec]
+factory = "tok2vec"
+
+[components.tok2vec.model]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.tok2vec.model.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = ${components.tok2vec.model.encode:width}
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
+rows = [5000,2500,2500,2500]
+include_static_vectors = true
+
+[components.tok2vec.model.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 96
+depth = 4
+window_size = 1
+maxout_pieces = 3
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+limit = 0
+max_length = 0
+path = ${paths:dev}
+gold_preproc = false
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths:train}
+max_length = 5000
+gold_preproc = false
+limit = 0
+
+[corpora.train.augmenter]
+@augmenters = "spacy.lower_case.v1"
+level = 0.1
+
+[training]
+train_corpus = "corpora.train"
+dev_corpus = "corpora.dev"
+seed = ${system:seed}
+gpu_allocator = ${system:gpu_allocator}
+dropout = 0.1
+accumulate_gradient = 1
+patience = 5000
+max_epochs = 0
+max_steps = 0
+eval_frequency = 1000
+frozen_components = []
+before_to_disk = null
+annotating_components = []
+
+[training.batcher]
+@batchers = "spacy.batch_by_words.v1"
+discard_oversize = false
+tolerance = 0.2
+get_length = null
+
+[training.batcher.size]
+@schedules = "compounding.v1"
+start = 100
+stop = 1000
+compound = 1.001
+t = 0.0
+
+[training.logger]
+@loggers = "spacy.WandbLogger.v1"
+project_name = "spacy-v3.0.0a2"
+remove_config_values = []
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = true
+eps = 0.00000001
+learn_rate = 0.001
+
+[training.score_weights]
+pos_acc = 0.08
+morph_acc = 0.08
+morph_per_feat = null
+dep_uas = 0.0
+dep_las = 0.16
+dep_las_per_type = null
+sents_p = null
+sents_r = null
+sents_f = 0.02
+lemma_acc = 0.33
+ents_f = 0.33
+ents_p = 0.0
+ents_r = 0.0
+ents_per_type = null
+
+[pretraining]
+
+[initialize]
+vocab_data = ${paths.vocab_data}
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.components.morphologizer]
+
+[initialize.components.morphologizer.labels]
+@readers = "spacy.read_labels.v1"
+path = "corpus/labels/morphologizer.json"
+require = false
+
+[initialize.components.ner]
+
+[initialize.components.ner.labels]
+@readers = "spacy.read_labels.v1"
+path = "corpus/labels/ner.json"
+require = false
+
+[initialize.components.parser]
+
+[initialize.components.parser.labels]
+@readers = "spacy.read_labels.v1"
+path = "corpus/labels/parser.json"
+require = false
+
+[initialize.lookups]
+@misc = "spacy.LookupsDataLoader.v1"
+lang = ${nlp.lang}
+tables = []
+
+[initialize.tokenizer]

fr_core_news_md-any-py3-none-any.whl

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+oid sha256:2982a140518bc3fb4de3927551747411c89df8967a2da740df4880c93704f0d8
+size 46122237

lemmatizer/lookups/lookups.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:085ec6e824162d6d75a6b5e1b2cb69cbb784be324f6029900334896203fa81b3
+size 9630538

meta.json

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+{
+  "lang":"fr",
+  "name":"core_news_md",
+  "version":"3.1.0",
+  "description":"French pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.",
+  "author":"Explosion",
+  "email":"contact@explosion.ai",
+  "url":"https://explosion.ai",
+  "license":"LGPL-LR",
+  "spacy_version":">=3.1.0,<3.2.0",
+  "spacy_git_version":"caba63b74",
+  "vectors":{
+    "width":300,
+    "vectors":20000,
+    "keys":500000,
+    "name":"fr_vectors"
+  },
+  "labels":{
+    "tok2vec":[
+
+    ],
+    "morphologizer":[
+      "POS=PROPN",
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+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=SCONJ",
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+      "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "NumType=Ord|POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=NOUN",
+      "POS=PUNCT",
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+      "Gender=Masc|Number=Plur|POS=NOUN",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Number=Sing|POS=ADJ",
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+      "POS=ADV",
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+      "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
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+      "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
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+      "POS=ADJ",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "POS=PRON|PronType=Rel",
+      "Number=Sing|POS=DET|Poss=Yes",
+      "Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art",
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+      "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part",
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+      "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Rel",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Mood=Cnd|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part",
+      "POS=X",
+      "POS=SYM",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Int",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Int",
+      "POS=DET",
+      "Gender=Masc|Number=Plur|POS=PRON",
+      "POS=PART",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|POS=VERB|Person=3|VerbForm=Fin",
+      "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass",
+      "Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Int",
+      "Gender=Masc|Number=Plur|POS=DET",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Rel",
+      "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Rel",
+      "POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass",
+      "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin",
+      "Mood=Imp|POS=VERB|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=2|Reflex=Yes",
+      "Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=1|Reflex=Yes",
+      "Gender=Masc|NumType=Card|Number=Sing|POS=NOUN",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Number=Sing|POS=PRON|Person=1|Reflex=Yes",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|POS=PROPN",
+      "Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|POS=ADV",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin",
+      "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
+      "Gender=Fem|Number=Plur|POS=PROPN",
+      "Gender=Masc|NumType=Card|POS=NUM"
+    ],
+    "parser":[
+      "ROOT",
+      "acl",
+      "acl:relcl",
+      "advcl",
+      "advmod",
+      "amod",
+      "appos",
+      "aux:pass",
+      "aux:tense",
+      "case",
+      "cc",
+      "ccomp",
+      "conj",
+      "cop",
+      "dep",
+      "det",
+      "expl:comp",
+      "expl:pass",
+      "expl:subj",
+      "fixed",
+      "flat:foreign",
+      "flat:name",
+      "iobj",
+      "mark",
+      "nmod",
+      "nsubj",
+      "nsubj:pass",
+      "nummod",
+      "obj",
+      "obl:agent",
+      "obl:arg",
+      "obl:mod",
+      "parataxis",
+      "punct",
+      "vocative",
+      "xcomp"
+    ],
+    "senter":[
+      "I",
+      "S"
+    ],
+    "attribute_ruler":[
+
+    ],
+    "lemmatizer":[
+
+    ],
+    "ner":[
+      "LOC",
+      "MISC",
+      "ORG",
+      "PER"
+    ]
+  },
+  "pipeline":[
+    "tok2vec",
+    "morphologizer",
+    "parser",
+    "attribute_ruler",
+    "lemmatizer",
+    "ner"
+  ],
+  "components":[
+    "tok2vec",
+    "morphologizer",
+    "parser",
+    "senter",
+    "attribute_ruler",
+    "lemmatizer",
+    "ner"
+  ],
+  "disabled":[
+    "senter"
+  ],
+  "performance":{
+    "token_acc":0.9989751998,
+    "tag_acc":0.9429704807,
+    "pos_acc":0.971820102,
+    "morph_acc":0.9631079967,
+    "lemma_acc":0.9078954127,
+    "dep_uas":0.8916150686,
+    "dep_las":0.8546474637,
+    "sents_p":0.8845208845,
+    "sents_r":0.9042340262,
+    "sents_f":0.8791208791,
+    "speed":5248.8393910966,
+    "morph_per_feat":{
+      "Definite":{
+        "p":0.9904831625,
+        "r":0.9868708972,
+        "f":0.9886737304
+      },
+      "Number":{
+        "p":0.9908599142,
+        "r":0.9844329133,
+        "f":0.987635958
+      },
+      "PronType":{
+        "p":0.9967762734,
+        "r":0.9884910486,
+        "f":0.9926163724
+      },
+      "Gender":{
+        "p":0.9807792208,
+        "r":0.9757105943,
+        "f":0.978238342
+      },
+      "Mood":{
+        "p":0.9692028986,
+        "r":0.9502664298,
+        "f":0.9596412556
+      },
+      "Person":{
+        "p":0.9872286079,
+        "r":0.9711055276,
+        "f":0.9791006966
+      },
+      "Tense":{
+        "p":0.9689119171,
+        "r":0.9550561798,
+        "f":0.9619341564
+      },
+      "VerbForm":{
+        "p":0.9823973177,
+        "r":0.9701986755,
+        "f":0.9762598917
+      },
+      "NumType":{
+        "p":0.9858657244,
+        "r":0.9620689655,
+        "f":0.9738219895
+      },
+      "Reflex":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Voice":{
+        "p":0.906779661,
+        "r":0.9553571429,
+        "f":0.9304347826
+      },
+      "Poss":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Polarity":{
+        "p":1.0,
+        "r":0.9764705882,
+        "f":0.9880952381
+      }
+    },
+    "dep_las_per_type":{
+      "det":{
+        "p":0.9781553398,
+        "r":0.9757869249,
+        "f":0.976969697
+      },
+      "nsubj":{
+        "p":0.875,
+        "r":0.8602409639,
+        "f":0.8675577157
+      },
+      "aux:tense":{
+        "p":0.9349593496,
+        "r":0.92,
+        "f":0.9274193548
+      },
+      "root":{
+        "p":0.8902439024,
+        "r":0.8859223301,
+        "f":0.8880778589
+      },
+      "obj":{
+        "p":0.8489425982,
+        "r":0.8338278932,
+        "f":0.8413173653
+      },
+      "cc":{
+        "p":0.8772727273,
+        "r":0.8894009217,
+        "f":0.8832951945
+      },
+      "case":{
+        "p":0.9715061058,
+        "r":0.9754768392,
+        "f":0.9734874235
+      },
+      "obl:mod":{
+        "p":0.6903225806,
+        "r":0.6369047619,
+        "f":0.6625386997
+      },
+      "nmod":{
+        "p":0.7932011331,
+        "r":0.8383233533,
+        "f":0.8151382824
+      },
+      "conj":{
+        "p":0.5338345865,
+        "r":0.5590551181,
+        "f":0.5461538462
+      },
+      "nummod":{
+        "p":0.9090909091,
+        "r":0.8928571429,
+        "f":0.9009009009
+      },
+      "amod":{
+        "p":0.9288389513,
+        "r":0.9051094891,
+        "f":0.9168207024
+      },
+      "acl":{
+        "p":0.6722222222,
+        "r":0.6994219653,
+        "f":0.6855524079
+      },
+      "mark":{
+        "p":0.8818181818,
+        "r":0.8546255507,
+        "f":0.8680089485
+      },
+      "xcomp":{
+        "p":0.8466666667,
+        "r":0.8410596026,
+        "f":0.8438538206
+      },
+      "flat:name":{
+        "p":0.9126213592,
+        "r":0.8952380952,
+        "f":0.9038461538
+      },
+      "cop":{
+        "p":0.8876404494,
+        "r":0.8777777778,
+        "f":0.8826815642
+      },
+      "advmod":{
+        "p":0.8459119497,
+        "r":0.8432601881,
+        "f":0.8445839874
+      },
+      "obl:arg":{
+        "p":0.6774193548,
+        "r":0.6681818182,
+        "f":0.6727688787
+      },
+      "appos":{
+        "p":0.5526315789,
+        "r":0.5060240964,
+        "f":0.5283018868
+      },
+      "nsubj:pass":{
+        "p":0.9024390244,
+        "r":0.8705882353,
+        "f":0.8862275449
+      },
+      "aux:pass":{
+        "p":0.947826087,
+        "r":0.9732142857,
+        "f":0.9603524229
+      },
+      "acl:relcl":{
+        "p":0.6455696203,
+        "r":0.5930232558,
+        "f":0.6181818182
+      },
+      "advcl":{
+        "p":0.5714285714,
+        "r":0.5128205128,
+        "f":0.5405405405
+      },
+      "fixed":{
+        "p":0.7789473684,
+        "r":0.7326732673,
+        "f":0.7551020408
+      },
+      "dep":{
+        "p":0.2608695652,
+        "r":0.5806451613,
+        "f":0.36
+      },
+      "expl:subj":{
+        "p":0.78125,
+        "r":0.78125,
+        "f":0.78125
+      },
+      "expl:comp":{
+        "p":0.6097560976,
+        "r":0.8333333333,
+        "f":0.7042253521
+      },
+      "expl:pass":{
+        "p":0.5,
+        "r":0.1428571429,
+        "f":0.2222222222
+      },
+      "ccomp":{
+        "p":0.7037037037,
+        "r":0.7450980392,
+        "f":0.7238095238
+      },
+      "parataxis":{
+        "p":0.5,
+        "r":0.3928571429,
+        "f":0.44
+      },
+      "iobj":{
+        "p":0.6666666667,
+        "r":0.48,
+        "f":0.5581395349
+      },
+      "obl:agent":{
+        "p":0.9210526316,
+        "r":0.8333333333,
+        "f":0.875
+      },
+      "nsubj:caus":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "aux:caus":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "obj:agent":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "goeswith":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "vocative":{
+        "p":0.8333333333,
+        "r":0.625,
+        "f":0.7142857143
+      },
+      "dislocated":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "flat:foreign":{
+        "p":1.0,
+        "r":0.4285714286,
+        "f":0.6
+      },
+      "orphan":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "advcl:cleft":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "csubj":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      }
+    },
+    "ents_p":0.8342645439,
+    "ents_r":0.8338136984,
+    "ents_f":0.8340390602,
+    "ents_per_type":{
+      "PER":{
+        "p":0.8973945931,
+        "r":0.9180339615,
+        "f":0.9075969541
+      },
+      "LOC":{
+        "p":0.8399022936,
+        "r":0.8486154104,
+        "f":0.8442363712
+      },
+      "ORG":{
+        "p":0.7633558341,
+        "r":0.7553435115,
+        "f":0.7593285372
+      },
+      "MISC":{
+        "p":0.7282367838,
+        "r":0.6707974923,
+        "f":0.6983380132
+      }
+    }
+  },
+  "sources":[
+    {
+      "name":"UD French Sequoia v2.5",
+      "url":"https://github.com/UniversalDependencies/UD_French-Sequoia",
+      "license":"LGPL-LR",
+      "author":"Candito, Marie; Seddah, Djam\u00e9; Perrier, Guy; Guillaume, Bruno"
+    },
+    {
+      "name":"WikiNER",
+      "url":"https://figshare.com/articles/Learning_multilingual_named_entity_recognition_from_Wikipedia/5462500",
+      "license":"CC BY 4.0",
+      "author":"Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran"
+    },
+    {
+      "name":"spaCy lookups data",
+      "author":"Explosion",
+      "url":"https://github.com/explosion/spacy-lookups-data",
+      "license":"MIT"
+    },
+    {
+      "name":"Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)",
+      "url":"https://spacy.io",
+      "license":"CC0",
+      "author":"Explosion"
+    }
+  ],
+  "requirements":[
+
+  ]
+}

morphologizer/cfg

@@ -0,0 +1,402 @@
+{
+  "labels_morph":{
+    "POS=PROPN":"",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "Gender=Fem|Number=Sing|POS=NOUN":"Gender=Fem|Number=Sing",
+    "Number=Plur|POS=PRON|Person=1":"Number=Plur|Person=1",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=SCONJ":"",
+    "POS=ADP":"",
+    "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
+    "NumType=Ord|POS=ADJ":"NumType=Ord",
+    "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing",
+    "POS=PUNCT":"",
+    "Gender=Masc|Number=Sing|POS=PROPN":"Gender=Masc|Number=Sing",
+    "Number=Plur|POS=ADJ":"Number=Plur",
+    "Gender=Masc|Number=Plur|POS=NOUN":"Gender=Masc|Number=Plur",
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Art",
+    "Number=Sing|POS=ADJ":"Number=Sing",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "POS=ADV":"",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Sing|PronType=Art",
+    "Gender=Fem|Number=Sing|POS=PROPN":"Gender=Fem|Number=Sing",
+    "Definite=Def|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Number=Sing|PronType=Art",
+    "NumType=Card|POS=NUM":"NumType=Card",
+    "Definite=Def|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Number=Plur|PronType=Art",
+    "Gender=Masc|Number=Plur|POS=ADJ":"Gender=Masc|Number=Plur",
+    "POS=CCONJ":"",
+    "Gender=Fem|Number=Plur|POS=NOUN":"Gender=Fem|Number=Plur",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
+    "Gender=Fem|Number=Plur|POS=ADJ":"Gender=Fem|Number=Plur",
+    "POS=ADJ":"",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "POS=PRON|PronType=Rel":"PronType=Rel",
+    "Number=Sing|POS=DET|Poss=Yes":"Number=Sing|Poss=Yes",
+    "Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
+    "Definite=Def|Number=Plur|POS=ADP|PronType=Art":"Definite=Def|Number=Plur|PronType=Art",
+    "Definite=Ind|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Number=Plur|PronType=Art",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
+    "Gender=Fem|Number=Sing|POS=ADJ":"Gender=Fem|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3":"Gender=Masc|Number=Sing|Person=3",
+    "Number=Plur|POS=DET":"Number=Plur",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=ADJ":"Gender=Masc|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "POS=ADV|PronType=Int":"PronType=Int",
+    "POS=VERB|Tense=Pres|VerbForm=Part":"Tense=Pres|VerbForm=Part",
+    "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Art",
+    "Gender=Masc|POS=ADJ":"Gender=Masc",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
+    "Number=Plur|POS=DET|Poss=Yes":"Number=Plur|Poss=Yes",
+    "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
+    "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Tense=Past|VerbForm=Part",
+    "POS=ADV|Polarity=Neg":"Polarity=Neg",
+    "Definite=Ind|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Number=Sing|PronType=Art",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3":"Gender=Fem|Number=Sing|Person=3",
+    "POS=PRON|Person=3|Reflex=Yes":"Person=3|Reflex=Yes",
+    "Gender=Masc|POS=NOUN":"Gender=Masc",
+    "POS=AUX|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
+    "POS=PRON|Person=3":"Person=3",
+    "Number=Plur|POS=NOUN":"Number=Plur",
+    "NumType=Ord|Number=Sing|POS=ADJ":"NumType=Ord|Number=Sing",
+    "POS=VERB|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
+    "POS=AUX|Tense=Pres|VerbForm=Part":"Tense=Pres|VerbForm=Part",
+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
+    "Number=Sing|POS=PRON|Person=3":"Number=Sing|Person=3",
+    "Number=Sing|POS=NOUN":"Number=Sing",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=3":"Gender=Masc|Number=Plur|Person=3",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Sing",
+    "Number=Plur|POS=PROPN":"Number=Plur",
+    "Number=Sing|POS=PROPN":"Number=Sing",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem":"Gender=Masc|Number=Plur|PronType=Dem",
+    "Gender=Masc|Number=Sing|POS=DET":"Gender=Masc|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=DET|Poss=Yes":"Gender=Fem|Number=Sing|Poss=Yes",
+    "Gender=Masc|POS=PRON":"Gender=Masc",
+    "POS=NOUN":"",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON":"Number=Plur",
+    "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Plur",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Number=Sing|POS=PRON":"Number=Sing",
+    "Number=Sing|POS=PRON|PronType=Dem":"Number=Sing|PronType=Dem",
+    "Mood=Ind|POS=VERB|VerbForm=Fin":"Mood=Ind|VerbForm=Fin",
+    "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=PRON":"Gender=Masc|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem":"Gender=Masc|Number=Sing|Person=3|PronType=Dem",
+    "Number=Sing|POS=PRON|Person=2|PronType=Prs":"Number=Sing|Person=2|PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel":"Gender=Masc|Number=Sing|PronType=Rel",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Sing",
+    "POS=PRON":"",
+    "POS=NUM":"",
+    "Gender=Fem|POS=NOUN":"Gender=Fem",
+    "Gender=Fem|Number=Plur|POS=PRON":"Gender=Fem|Number=Plur",
+    "Number=Plur|POS=PRON|Person=3":"Number=Plur|Person=3",
+    "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Number=Sing|Tense=Past|VerbForm=Part",
+    "Number=Sing|POS=PRON|Person=1":"Number=Sing|Person=1",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=PRON":"Gender=Fem|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|PronType=Prs",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=INTJ":"",
+    "Number=Plur|POS=PRON|Person=2":"Number=Plur|Person=2",
+    "NumType=Card|POS=PRON":"NumType=Card",
+    "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Plur|PronType=Art",
+    "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part",
+    "NumType=Card|POS=NOUN":"NumType=Card",
+    "POS=PRON|PronType=Int":"PronType=Int",
+    "Gender=Fem|Number=Plur|POS=PRON|Person=3":"Gender=Fem|Number=Plur|Person=3",
+    "Gender=Fem|Number=Sing|POS=DET":"Gender=Fem|Number=Sing",
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=DET":"Gender=Fem|Number=Plur",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Plur|PronType=Art",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "Gender=Masc|Number=Plur|POS=PROPN":"Gender=Masc|Number=Plur",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "Number=Sing|POS=DET":"Number=Sing",
+    "Gender=Masc|NumType=Card|Number=Plur|POS=NOUN":"Gender=Masc|NumType=Card|Number=Plur",
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem":"Gender=Fem|Number=Plur|PronType=Dem",
+    "Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|POS=PRON":"Gender=Fem",
+    "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Masc|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Rel":"Gender=Fem|Number=Sing|PronType=Rel",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
+    "POS=X":"",
+    "POS=SYM":"",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Int":"Gender=Masc|Number=Sing|PronType=Int",
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Int":"Gender=Fem|Number=Plur|PronType=Int",
+    "POS=DET":"",
+    "Gender=Masc|Number=Plur|POS=PRON":"Gender=Masc|Number=Plur",
+    "POS=PART":"",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|POS=VERB|Person=3|VerbForm=Fin":"Mood=Ind|Person=3|VerbForm=Fin",
+    "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Int":"Gender=Fem|Number=Sing|PronType=Int",
+    "Gender=Masc|Number=Plur|POS=DET":"Gender=Masc|Number=Plur",
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Rel":"Gender=Fem|Number=Plur|PronType=Rel",
+    "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Rel":"Gender=Masc|Number=Plur|PronType=Rel",
+    "POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Tense=Past|VerbForm=Part|Voice=Pass",
+    "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Plur",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
+    "Mood=Imp|POS=VERB|Tense=Pres|VerbForm=Fin":"Mood=Imp|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=2|Reflex=Yes":"Number=Plur|Person=2|Reflex=Yes",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=1|Reflex=Yes":"Number=Plur|Person=1|Reflex=Yes",
+    "Gender=Masc|NumType=Card|Number=Sing|POS=NOUN":"Gender=Masc|NumType=Card|Number=Sing",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
+    "Number=Sing|POS=PRON|Person=1|Reflex=Yes":"Number=Sing|Person=1|Reflex=Yes",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|POS=PROPN":"Gender=Masc",
+    "Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=1|PronType=Prs":"Number=Plur|Person=1|PronType=Prs",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=2|PronType=Prs":"Number=Plur|Person=2|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|PronType=Prs",
+    "Number=Sing|POS=PRON|Person=1|PronType=Prs":"Number=Sing|Person=1|PronType=Prs",
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|POS=ADV":"Gender=Fem",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Imp|VerbForm=Fin",
+    "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Number=Plur|Tense=Past|VerbForm=Part",
+    "Gender=Fem|Number=Plur|POS=PROPN":"Gender=Fem|Number=Plur",
+    "Gender=Masc|NumType=Card|POS=NUM":"Gender=Masc|NumType=Card"
+  },
+  "labels_pos":{
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+    "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":90,
+    "Gender=Fem|Number=Sing|POS=NOUN":92,
+    "Number=Plur|POS=PRON|Person=1":95,
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
+    "POS=SCONJ":98,
+    "POS=ADP":85,
+    "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
+    "NumType=Ord|POS=ADJ":84,
+    "Gender=Masc|Number=Sing|POS=NOUN":92,
+    "POS=PUNCT":97,
+    "Gender=Masc|Number=Sing|POS=PROPN":96,
+    "Number=Plur|POS=ADJ":84,
+    "Gender=Masc|Number=Plur|POS=NOUN":92,
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
+    "Number=Sing|POS=ADJ":84,
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
+    "POS=ADV":86,
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":87,
+    "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":100,
+    "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
+    "Gender=Fem|Number=Sing|POS=PROPN":96,
+    "Definite=Def|Number=Sing|POS=DET|PronType=Art":90,
+    "NumType=Card|POS=NUM":93,
+    "Definite=Def|Number=Plur|POS=DET|PronType=Art":90,
+    "Gender=Masc|Number=Plur|POS=ADJ":84,
+    "POS=CCONJ":89,
+    "Gender=Fem|Number=Plur|POS=NOUN":92,
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
+    "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
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+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
+    "POS=PRON|PronType=Rel":95,
+    "Number=Sing|POS=DET|Poss=Yes":90,
+    "Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art":85,
+    "Definite=Def|Number=Plur|POS=ADP|PronType=Art":85,
+    "Definite=Ind|Number=Plur|POS=DET|PronType=Art":90,
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":87,
+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":100,
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
+    "POS=VERB|VerbForm=Inf":100,
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+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
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+    "POS=ADV|PronType=Int":86,
+    "POS=VERB|Tense=Pres|VerbForm=Part":100,
+    "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
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+    "Number=Plur|POS=DET|Poss=Yes":90,
+    "POS=AUX|VerbForm=Inf":87,
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+    "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part":100,
+    "POS=ADV|Polarity=Neg":86,
+    "Definite=Ind|Number=Sing|POS=DET|PronType=Art":90,
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3":95,
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+    "NumType=Ord|Number=Sing|POS=ADJ":84,
+    "POS=VERB|Tense=Past|VerbForm=Part":100,
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+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":100,
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+    "Number=Plur|POS=PROPN":96,
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+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":87,
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+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":87,
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+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
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ner/moves

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