Created ROSALI screening version

.gitignore

@@ -3,3 +3,11 @@
 .Rproj.user
 *.RData
 *.Rhistory
+*.log
+!res_dat.csv
+!res_dat_dif.csv
+!res_dat_dif_rosali.csv
+!res_dat_dif_resali.csv
+*.dcf
+*.pdf
+*.png

DATA_LICENSE

@@ -0,0 +1,232 @@
+Preamble
+
+The Open Database License (ODbL) is a license agreement intended to allow users to freely share, modify, and use this Database while maintaining this same freedom for others. Many databases are covered by copyright, and therefore this document licenses these rights. Some jurisdictions, mainly in the European Union, have specific rights that cover databases, and so the ODbL addresses these rights, too. Finally, the ODbL is also an agreement in contract for users of this Database to act in certain ways in return for accessing this Database.
+
+Databases can contain a wide variety of types of content (images, audiovisual material, and sounds all in the same database, for example), and so the ODbL only governs the rights over the Database, and not the contents of the Database individually. Licensors should use the ODbL together with another license for the contents, if the contents have a single set of rights that uniformly covers all of the contents. If the contents have multiple sets of different rights, Licensors should describe what rights govern what contents together in the individual record or in some other way that clarifies what rights apply.
+
+Sometimes the contents of a database, or the database itself, can be covered by other rights not addressed here (such as private contracts, trade mark over the name, or privacy rights / data protection rights over information in the contents), and so you are advised that you may have to consult other documents or clear other rights before doing activities not covered by this License.
+
+The Licensor (as defined below)
+
+and
+
+You (as defined below)
+
+agree as follows:
+1.0 Definitions of Capitalised Words
+
+“Collective Database” – Means this Database in unmodified form as part of a collection of independent databases in themselves that together are assembled into a collective whole. A work that constitutes a Collective Database will not be considered a Derivative Database.
+
+“Convey” – As a verb, means Using the Database, a Derivative Database, or the Database as part of a Collective Database in any way that enables a Person to make or receive copies of the Database or a Derivative Database. Conveying does not include interaction with a user through a computer network, or creating and Using a Produced Work, where no transfer of a copy of the Database or a Derivative Database occurs. “Contents” – The contents of this Database, which includes the information, independent works, or other material collected into the Database. For example, the contents of the Database could be factual data or works such as images, audiovisual material, text, or sounds.
+
+“Database” – A collection of material (the Contents) arranged in a systematic or methodical way and individually accessible by electronic or other means offered under the terms of this License.
+
+“Database Directive” – Means Directive 96/9/EC of the European Parliament and of the Council of 11 March 1996 on the legal protection of databases, as amended or succeeded.
+
+“Database Right” – Means rights resulting from the Chapter III (“sui generis”) rights in the Database Directive (as amended and as transposed by member states), which includes the Extraction and Re-utilisation of the whole or a Substantial part of the Contents, as well as any similar rights available in the relevant jurisdiction under Section 10.4.
+
+“Derivative Database” – Means a database based upon the Database, and includes any translation, adaptation, arrangement, modification, or any other alteration of the Database or of a Substantial part of the Contents. This includes, but is not limited to, Extracting or Re-utilising the whole or a Substantial part of the Contents in a new Database.
+
+“Extraction” – Means the permanent or temporary transfer of all or a Substantial part of the Contents to another medium by any means or in any form.
+
+“License” – Means this license agreement and is both a license of rights such as copyright and Database Rights and an agreement in contract.
+
+“Licensor” – Means the Person that offers the Database under the terms of this License.
+
+“Person” – Means a natural or legal person or a body of persons corporate or incorporate.
+
+“Produced Work” – a work (such as an image, audiovisual material, text, or sounds) resulting from using the whole or a Substantial part of the Contents (via a search or other query) from this Database, a Derivative Database, or this Database as part of a Collective Database.
+
+“Publicly” – means to Persons other than You or under Your control by either more than 50% ownership or by the power to direct their activities (such as contracting with an independent consultant).
+
+“Re-utilisation” – means any form of making available to the public all or a Substantial part of the Contents by the distribution of copies, by renting, by online or other forms of transmission.
+
+“Substantial” – Means substantial in terms of quantity or quality or a combination of both. The repeated and systematic Extraction or Re-utilisation of insubstantial parts of the Contents may amount to the Extraction or Re-utilisation of a Substantial part of the Contents.
+
+“Use” – As a verb, means doing any act that is restricted by copyright or Database Rights whether in the original medium or any other; and includes without limitation distributing, copying, publicly performing, publicly displaying, and preparing derivative works of the Database, as well as modifying the Database as may be technically necessary to use it in a different mode or format.
+
+“You” – Means a Person exercising rights under this License who has not previously violated the terms of this License with respect to the Database, or who has received express permission from the Licensor to exercise rights under this License despite a previous violation.
+
+Words in the singular include the plural and vice versa.
+2.0 What this License covers
+
+2.1. Legal effect of this document. This License is:
+
+a. A license of applicable copyright and neighbouring rights;
+
+b. A license of the Database Right; and
+
+c. An agreement in contract between You and the Licensor.
+
+2.2 Legal rights covered. This License covers the legal rights in the Database, including:
+
+a. Copyright. Any copyright or neighbouring rights in the Database. The copyright licensed includes any individual elements of the Database, but does not cover the copyright over the Contents independent of this Database. See Section 2.4 for details. Copyright law varies between jurisdictions, but is likely to cover: the Database model or schema, which is the structure, arrangement, and organisation of the Database, and can also include the Database tables and table indexes; the data entry and output sheets; and the Field names of Contents stored in the Database;
+
+b. Database Rights. Database Rights only extend to the Extraction and Re-utilisation of the whole or a Substantial part of the Contents. Database Rights can apply even when there is no copyright over the Database. Database Rights can also apply when the Contents are removed from the Database and are selected and arranged in a way that would not infringe any applicable copyright; and
+
+c. Contract. This is an agreement between You and the Licensor for access to the Database. In return you agree to certain conditions of use on this access as outlined in this License.
+
+2.3 Rights not covered.
+
+a. This License does not apply to computer programs used in the making or operation of the Database;
+
+b. This License does not cover any patents over the Contents or the Database; and
+
+c. This License does not cover any trademarks associated with the Database.
+
+2.4 Relationship to Contents in the Database. The individual items of the Contents contained in this Database may be covered by other rights, including copyright, patent, data protection, privacy, or personality rights, and this License does not cover any rights (other than Database Rights or in contract) in individual Contents contained in the Database. For example, if used on a Database of images (the Contents), this License would not apply to copyright over individual images, which could have their own separate licenses, or one single license covering all of the rights over the images.
+3.0 Rights granted
+
+3.1 Subject to the terms and conditions of this License, the Licensor grants to You a worldwide, royalty-free, non-exclusive, terminable (but only under Section 9) license to Use the Database for the duration of any applicable copyright and Database Rights. These rights explicitly include commercial use, and do not exclude any field of endeavour. To the extent possible in the relevant jurisdiction, these rights may be exercised in all media and formats whether now known or created in the future.
+
+The rights granted cover, for example:
+
+a. Extraction and Re-utilisation of the whole or a Substantial part of the Contents;
+
+b. Creation of Derivative Databases;
+
+c. Creation of Collective Databases;
+
+d. Creation of temporary or permanent reproductions by any means and in any form, in whole or in part, including of any Derivative Databases or as a part of Collective Databases; and
+
+e. Distribution, communication, display, lending, making available, or performance to the public by any means and in any form, in whole or in part, including of any Derivative Database or as a part of Collective Databases.
+
+3.2 Compulsory license schemes. For the avoidance of doubt:
+
+a. Non-waivable compulsory license schemes. In those jurisdictions in which the right to collect royalties through any statutory or compulsory licensing scheme cannot be waived, the Licensor reserves the exclusive right to collect such royalties for any exercise by You of the rights granted under this License;
+
+b. Waivable compulsory license schemes. In those jurisdictions in which the right to collect royalties through any statutory or compulsory licensing scheme can be waived, the Licensor waives the exclusive right to collect such royalties for any exercise by You of the rights granted under this License; and,
+
+c. Voluntary license schemes. The Licensor waives the right to collect royalties, whether individually or, in the event that the Licensor is a member of a collecting society that administers voluntary licensing schemes, via that society, from any exercise by You of the rights granted under this License.
+
+3.3 The right to release the Database under different terms, or to stop distributing or making available the Database, is reserved. Note that this Database may be multiple-licensed, and so You may have the choice of using alternative licenses for this Database. Subject to Section 10.4, all other rights not expressly granted by Licensor are reserved.
+4.0 Conditions of Use
+
+4.1 The rights granted in Section 3 above are expressly made subject to Your complying with the following conditions of use. These are important conditions of this License, and if You fail to follow them, You will be in material breach of its terms.
+
+4.2 Notices. If You Publicly Convey this Database, any Derivative Database, or the Database as part of a Collective Database, then You must:
+
+a. Do so only under the terms of this License or another license permitted under Section 4.4;
+
+b. Include a copy of this License (or, as applicable, a license permitted under Section 4.4) or its Uniform Resource Identifier (URI) with the Database or Derivative Database, including both in the Database or Derivative Database and in any relevant documentation; and
+
+c. Keep intact any copyright or Database Right notices and notices that refer to this License.
+
+d. If it is not possible to put the required notices in a particular file due to its structure, then You must include the notices in a location (such as a relevant directory) where users would be likely to look for it.
+
+4.3 Notice for using output (Contents). Creating and Using a Produced Work does not require the notice in Section 4.2. However, if you Publicly Use a Produced Work, You must include a notice associated with the Produced Work reasonably calculated to make any Person that uses, views, accesses, interacts with, or is otherwise exposed to the Produced Work aware that Content was obtained from the Database, Derivative Database, or the Database as part of a Collective Database, and that it is available under this License.
+
+a. Example notice. The following text will satisfy notice under Section 4.3:
+
+Contains information from DATABASE NAME, which is made available
+here under the Open Database License (ODbL).
+
+DATABASE NAME should be replaced with the name of the Database and a hyperlink to the URI of the Database. “Open Database License” should contain a hyperlink to the URI of the text of this License. If hyperlinks are not possible, You should include the plain text of the required URI’s with the above notice.
+
+4.4 Share alike.
+
+a. Any Derivative Database that You Publicly Use must be only under the terms of:
+
+i. This License;
+
+ii. A later version of this License similar in spirit to this License; or
+
+iii. A compatible license.
+
+If You license the Derivative Database under one of the licenses mentioned in (iii), You must comply with the terms of that license.
+
+b. For the avoidance of doubt, Extraction or Re-utilisation of the whole or a Substantial part of the Contents into a new database is a Derivative Database and must comply with Section 4.4.
+
+c. Derivative Databases and Produced Works. A Derivative Database is Publicly Used and so must comply with Section 4.4. if a Produced Work created from the Derivative Database is Publicly Used.
+
+d. Share Alike and additional Contents. For the avoidance of doubt, You must not add Contents to Derivative Databases under Section 4.4 a that are incompatible with the rights granted under this License.
+
+e. Compatible licenses. Licensors may authorise a proxy to determine compatible licenses under Section 4.4 a iii. If they do so, the authorised proxy’s public statement of acceptance of a compatible license grants You permission to use the compatible license.
+
+4.5 Limits of Share Alike. The requirements of Section 4.4 do not apply in the following:
+
+a. For the avoidance of doubt, You are not required to license Collective Databases under this License if You incorporate this Database or a Derivative Database in the collection, but this License still applies to this Database or a Derivative Database as a part of the Collective Database;
+
+b. Using this Database, a Derivative Database, or this Database as part of a Collective Database to create a Produced Work does not create a Derivative Database for purposes of Section 4.4; and
+
+c. Use of a Derivative Database internally within an organisation is not to the public and therefore does not fall under the requirements of Section 4.4.
+
+4.6 Access to Derivative Databases. If You Publicly Use a Derivative Database or a Produced Work from a Derivative Database, You must also offer to recipients of the Derivative Database or Produced Work a copy in a machine readable form of:
+
+a. The entire Derivative Database; or
+
+b. A file containing all of the alterations made to the Database or the method of making the alterations to the Database (such as an algorithm), including any additional Contents, that make up all the differences between the Database and the Derivative Database.
+
+The Derivative Database (under a.) or alteration file (under b.) must be available at no more than a reasonable production cost for physical distributions and free of charge if distributed over the internet.
+
+4.7 Technological measures and additional terms
+
+a. This License does not allow You to impose (except subject to Section 4.7 b.) any terms or any technological measures on the Database, a Derivative Database, or the whole or a Substantial part of the Contents that alter or restrict the terms of this License, or any rights granted under it, or have the effect or intent of restricting the ability of any person to exercise those rights.
+
+b. Parallel distribution. You may impose terms or technological measures on the Database, a Derivative Database, or the whole or a Substantial part of the Contents (a “Restricted Database”) in contravention of Section 4.74 a. only if You also make a copy of the Database or a Derivative Database available to the recipient of the Restricted Database:
+
+i. That is available without additional fee;
+
+ii. That is available in a medium that does not alter or restrict the terms of this License, or any rights granted under it, or have the effect or intent of restricting the ability of any person to exercise those rights (an “Unrestricted Database”); and
+
+iii. The Unrestricted Database is at least as accessible to the recipient as a practical matter as the Restricted Database.
+
+c. For the avoidance of doubt, You may place this Database or a Derivative Database in an authenticated environment, behind a password, or within a similar access control scheme provided that You do not alter or restrict the terms of this License or any rights granted under it or have the effect or intent of restricting the ability of any person to exercise those rights.
+
+4.8 Licensing of others. You may not sublicense the Database. Each time You communicate the Database, the whole or Substantial part of the Contents, or any Derivative Database to anyone else in any way, the Licensor offers to the recipient a license to the Database on the same terms and conditions as this License. You are not responsible for enforcing compliance by third parties with this License, but You may enforce any rights that You have over a Derivative Database. You are solely responsible for any modifications of a Derivative Database made by You or another Person at Your direction. You may not impose any further restrictions on the exercise of the rights granted or affirmed under this License.
+5.0 Moral rights
+
+5.1 Moral rights. This section covers moral rights, including any rights to be identified as the author of the Database or to object to treatment that would otherwise prejudice the author’s honour and reputation, or any other derogatory treatment:
+
+a. For jurisdictions allowing waiver of moral rights, Licensor waives all moral rights that Licensor may have in the Database to the fullest extent possible by the law of the relevant jurisdiction under Section 10.4;
+
+b. If waiver of moral rights under Section 5.1 a in the relevant jurisdiction is not possible, Licensor agrees not to assert any moral rights over the Database and waives all claims in moral rights to the fullest extent possible by the law of the relevant jurisdiction under Section 10.4; and
+
+c. For jurisdictions not allowing waiver or an agreement not to assert moral rights under Section 5.1 a and b, the author may retain their moral rights over certain aspects of the Database.
+
+Please note that some jurisdictions do not allow for the waiver of moral rights, and so moral rights may still subsist over the Database in some jurisdictions.
+6.0 Fair dealing, Database exceptions, and other rights not affected
+
+6.1 This License does not affect any rights that You or anyone else may independently have under any applicable law to make any use of this Database, including without limitation:
+
+a. Exceptions to the Database Right including: Extraction of Contents from non-electronic Databases for private purposes, Extraction for purposes of illustration for teaching or scientific research, and Extraction or Re-utilisation for public security or an administrative or judicial procedure.
+
+b. Fair dealing, fair use, or any other legally recognised limitation or exception to infringement of copyright or other applicable laws.
+
+6.2 This License does not affect any rights of lawful users to Extract and Re-utilise insubstantial parts of the Contents, evaluated quantitatively or qualitatively, for any purposes whatsoever, including creating a Derivative Database (subject to other rights over the Contents, see Section 2.4). The repeated and systematic Extraction or Re-utilisation of insubstantial parts of the Contents may however amount to the Extraction or Re-utilisation of a Substantial part of the Contents.
+7.0 Warranties and Disclaimer
+
+7.1 The Database is licensed by the Licensor “as is” and without any warranty of any kind, either express, implied, or arising by statute, custom, course of dealing, or trade usage. Licensor specifically disclaims any and all implied warranties or conditions of title, non-infringement, accuracy or completeness, the presence or absence of errors, fitness for a particular purpose, merchantability, or otherwise. Some jurisdictions do not allow the exclusion of implied warranties, so this exclusion may not apply to You.
+8.0 Limitation of liability
+
+8.1 Subject to any liability that may not be excluded or limited by law, the Licensor is not liable for, and expressly excludes, all liability for loss or damage however and whenever caused to anyone by any use under this License, whether by You or by anyone else, and whether caused by any fault on the part of the Licensor or not. This exclusion of liability includes, but is not limited to, any special, incidental, consequential, punitive, or exemplary damages such as loss of revenue, data, anticipated profits, and lost business. This exclusion applies even if the Licensor has been advised of the possibility of such damages.
+
+8.2 If liability may not be excluded by law, it is limited to actual and direct financial loss to the extent it is caused by proved negligence on the part of the Licensor.
+9.0 Termination of Your rights under this License
+
+9.1 Any breach by You of the terms and conditions of this License automatically terminates this License with immediate effect and without notice to You. For the avoidance of doubt, Persons who have received the Database, the whole or a Substantial part of the Contents, Derivative Databases, or the Database as part of a Collective Database from You under this License will not have their licenses terminated provided their use is in full compliance with this License or a license granted under Section 4.8 of this License. Sections 1, 2, 7, 8, 9 and 10 will survive any termination of this License.
+
+9.2 If You are not in breach of the terms of this License, the Licensor will not terminate Your rights under it.
+
+9.3 Unless terminated under Section 9.1, this License is granted to You for the duration of applicable rights in the Database.
+
+9.4 Reinstatement of rights. If you cease any breach of the terms and conditions of this License, then your full rights under this License will be reinstated:
+
+a. Provisionally and subject to permanent termination until the 60th day after cessation of breach;
+
+b. Permanently on the 60th day after cessation of breach unless otherwise reasonably notified by the Licensor; or
+
+c. Permanently if reasonably notified by the Licensor of the violation, this is the first time You have received notice of violation of this License from the Licensor, and You cure the violation prior to 30 days after your receipt of the notice.
+
+Persons subject to permanent termination of rights are not eligible to be a recipient and receive a license under Section 4.8.
+
+9.5 Notwithstanding the above, Licensor reserves the right to release the Database under different license terms or to stop distributing or making available the Database. Releasing the Database under different license terms or stopping the distribution of the Database will not withdraw this License (or any other license that has been, or is required to be, granted under the terms of this License), and this License will continue in full force and effect unless terminated as stated above.
+10.0 General
+
+10.1 If any provision of this License is held to be invalid or unenforceable, that must not affect the validity or enforceability of the remainder of the terms and conditions of this License and each remaining provision of this License shall be valid and enforced to the fullest extent permitted by law.
+
+10.2 This License is the entire agreement between the parties with respect to the rights granted here over the Database. It replaces any earlier understandings, agreements or representations with respect to the Database.
+
+10.3 If You are in breach of the terms of this License, You will not be entitled to rely on the terms of this License or to complain of any breach by the Licensor.
+
+10.4 Choice of law. This License takes effect in and will be governed by the laws of the relevant jurisdiction in which the License terms are sought to be enforced. If the standard suite of rights granted under applicable copyright law and Database Rights in the relevant jurisdiction includes additional rights not granted under this License, these additional rights are granted in this License in order to meet the terms of this License.

LICENSE

@@ -0,0 +1,661 @@
+GNU AFFERO GENERAL PUBLIC LICENSE
+   Version 3, 19 November 2007
+
+Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/>
+Everyone is permitted to copy and distribute verbatim copies
+of this license document, but changing it is not allowed.
+
+        Preamble
+
+The GNU Affero General Public License is a free, copyleft license for
+software and other kinds of works, specifically designed to ensure
+cooperation with the community in the case of network server software.
+
+The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works.  By contrast,
+our General Public Licenses are intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users.
+
+When we speak of free software, we are referring to freedom, not
+price.  Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
+them if you wish), that you receive source code or can get it if you
+want it, that you can change the software or use pieces of it in new
+free programs, and that you know you can do these things.
+
+Developers that use our General Public Licenses protect your rights
+with two steps: (1) assert copyright on the software, and (2) offer
+you this License which gives you legal permission to copy, distribute
+and/or modify the software.
+
+A secondary benefit of defending all users' freedom is that
+improvements made in alternate versions of the program, if they
+receive widespread use, become available for other developers to
+incorporate.  Many developers of free software are heartened and
+encouraged by the resulting cooperation.  However, in the case of
+software used on network servers, this result may fail to come about.
+The GNU General Public License permits making a modified version and
+letting the public access it on a server without ever releasing its
+source code to the public.
+
+The GNU Affero General Public License is designed specifically to
+ensure that, in such cases, the modified source code becomes available
+to the community.  It requires the operator of a network server to
+provide the source code of the modified version running there to the
+users of that server.  Therefore, public use of a modified version, on
+a publicly accessible server, gives the public access to the source
+code of the modified version.
+
+An older license, called the Affero General Public License and
+published by Affero, was designed to accomplish similar goals.  This is
+a different license, not a version of the Affero GPL, but Affero has
+released a new version of the Affero GPL which permits relicensing under
+this license.
+
+The precise terms and conditions for copying, distribution and
+modification follow.
+
+   TERMS AND CONDITIONS
+
+0. Definitions.
+
+"This License" refers to version 3 of the GNU Affero General Public License.
+
+"Copyright" also means copyright-like laws that apply to other kinds of
+works, such as semiconductor masks.
+
+"The Program" refers to any copyrightable work licensed under this
+License.  Each licensee is addressed as "you".  "Licensees" and
+"recipients" may be individuals or organizations.
+
+To "modify" a work means to copy from or adapt all or part of the work
+in a fashion requiring copyright permission, other than the making of an
+exact copy.  The resulting work is called a "modified version" of the
+earlier work or a work "based on" the earlier work.
+
+A "covered work" means either the unmodified Program or a work based
+on the Program.
+
+To "propagate" a work means to do anything with it that, without
+permission, would make you directly or secondarily liable for
+infringement under applicable copyright law, except executing it on a
+computer or modifying a private copy.  Propagation includes copying,
+distribution (with or without modification), making available to the
+public, and in some countries other activities as well.
+
+To "convey" a work means any kind of propagation that enables other
+parties to make or receive copies.  Mere interaction with a user through
+a computer network, with no transfer of a copy, is not conveying.
+
+An interactive user interface displays "Appropriate Legal Notices"
+to the extent that it includes a convenient and prominently visible
+feature that (1) displays an appropriate copyright notice, and (2)
+tells the user that there is no warranty for the work (except to the
+extent that warranties are provided), that licensees may convey the
+work under this License, and how to view a copy of this License.  If
+the interface presents a list of user commands or options, such as a
+menu, a prominent item in the list meets this criterion.
+
+1. Source Code.
+
+The "source code" for a work means the preferred form of the work
+for making modifications to it.  "Object code" means any non-source
+form of a work.
+
+A "Standard Interface" means an interface that either is an official
+standard defined by a recognized standards body, or, in the case of
+interfaces specified for a particular programming language, one that
+is widely used among developers working in that language.
+
+The "System Libraries" of an executable work include anything, other
+than the work as a whole, that (a) is included in the normal form of
+packaging a Major Component, but which is not part of that Major
+Component, and (b) serves only to enable use of the work with that
+Major Component, or to implement a Standard Interface for which an
+implementation is available to the public in source code form.  A
+"Major Component", in this context, means a major essential component
+(kernel, window system, and so on) of the specific operating system
+(if any) on which the executable work runs, or a compiler used to
+produce the work, or an object code interpreter used to run it.
+
+The "Corresponding Source" for a work in object code form means all
+the source code needed to generate, install, and (for an executable
+work) run the object code and to modify the work, including scripts to
+control those activities.  However, it does not include the work's
+System Libraries, or general-purpose tools or generally available free
+programs which are used unmodified in performing those activities but
+which are not part of the work.  For example, Corresponding Source
+includes interface definition files associated with source files for
+the work, and the source code for shared libraries and dynamically
+linked subprograms that the work is specifically designed to require,
+such as by intimate data communication or control flow between those
+subprograms and other parts of the work.
+
+The Corresponding Source need not include anything that users
+can regenerate automatically from other parts of the Corresponding
+Source.
+
+The Corresponding Source for a work in source code form is that
+same work.
+
+2. Basic Permissions.
+
+All rights granted under this License are granted for the term of
+copyright on the Program, and are irrevocable provided the stated
+conditions are met.  This License explicitly affirms your unlimited
+permission to run the unmodified Program.  The output from running a
+covered work is covered by this License only if the output, given its
+content, constitutes a covered work.  This License acknowledges your
+rights of fair use or other equivalent, as provided by copyright law.
+
+You may make, run and propagate covered works that you do not
+convey, without conditions so long as your license otherwise remains
+in force.  You may convey covered works to others for the sole purpose
+of having them make modifications exclusively for you, or provide you
+with facilities for running those works, provided that you comply with
+the terms of this License in conveying all material for which you do
+not control copyright.  Those thus making or running the covered works
+for you must do so exclusively on your behalf, under your direction
+and control, on terms that prohibit them from making any copies of
+your copyrighted material outside their relationship with you.
+
+Conveying under any other circumstances is permitted solely under
+the conditions stated below.  Sublicensing is not allowed; section 10
+makes it unnecessary.
+
+3. Protecting Users' Legal Rights From Anti-Circumvention Law.
+
+No covered work shall be deemed part of an effective technological
+measure under any applicable law fulfilling obligations under article
+11 of the WIPO copyright treaty adopted on 20 December 1996, or
+similar laws prohibiting or restricting circumvention of such
+measures.
+
+When you convey a covered work, you waive any legal power to forbid
+circumvention of technological measures to the extent such circumvention
+is effected by exercising rights under this License with respect to
+the covered work, and you disclaim any intention to limit operation or
+modification of the work as a means of enforcing, against the work's
+users, your or third parties' legal rights to forbid circumvention of
+technological measures.
+
+4. Conveying Verbatim Copies.
+
+You may convey verbatim copies of the Program's source code as you
+receive it, in any medium, provided that you conspicuously and
+appropriately publish on each copy an appropriate copyright notice;
+keep intact all notices stating that this License and any
+non-permissive terms added in accord with section 7 apply to the code;
+keep intact all notices of the absence of any warranty; and give all
+recipients a copy of this License along with the Program.
+
+You may charge any price or no price for each copy that you convey,
+and you may offer support or warranty protection for a fee.
+
+5. Conveying Modified Source Versions.
+
+You may convey a work based on the Program, or the modifications to
+produce it from the Program, in the form of source code under the
+terms of section 4, provided that you also meet all of these conditions:
+
+a) The work must carry prominent notices stating that you modified
+it, and giving a relevant date.
+
+b) The work must carry prominent notices stating that it is
+released under this License and any conditions added under section
+7.  This requirement modifies the requirement in section 4 to
+"keep intact all notices".
+
+c) You must license the entire work, as a whole, under this
+License to anyone who comes into possession of a copy.  This
+License will therefore apply, along with any applicable section 7
+additional terms, to the whole of the work, and all its parts,
+regardless of how they are packaged.  This License gives no
+permission to license the work in any other way, but it does not
+invalidate such permission if you have separately received it.
+
+d) If the work has interactive user interfaces, each must display
+Appropriate Legal Notices; however, if the Program has interactive
+interfaces that do not display Appropriate Legal Notices, your
+work need not make them do so.
+
+A compilation of a covered work with other separate and independent
+works, which are not by their nature extensions of the covered work,
+and which are not combined with it such as to form a larger program,
+in or on a volume of a storage or distribution medium, is called an
+"aggregate" if the compilation and its resulting copyright are not
+used to limit the access or legal rights of the compilation's users
+beyond what the individual works permit.  Inclusion of a covered work
+in an aggregate does not cause this License to apply to the other
+parts of the aggregate.
+
+6. Conveying Non-Source Forms.
+
+You may convey a covered work in object code form under the terms
+of sections 4 and 5, provided that you also convey the
+machine-readable Corresponding Source under the terms of this License,
+in one of these ways:
+
+a) Convey the object code in, or embodied in, a physical product
+(including a physical distribution medium), accompanied by the
+Corresponding Source fixed on a durable physical medium
+customarily used for software interchange.
+
+b) Convey the object code in, or embodied in, a physical product
+(including a physical distribution medium), accompanied by a
+written offer, valid for at least three years and valid for as
+long as you offer spare parts or customer support for that product
+model, to give anyone who possesses the object code either (1) a
+copy of the Corresponding Source for all the software in the
+product that is covered by this License, on a durable physical
+medium customarily used for software interchange, for a price no
+more than your reasonable cost of physically performing this
+conveying of source, or (2) access to copy the
+Corresponding Source from a network server at no charge.
+
+c) Convey individual copies of the object code with a copy of the
+written offer to provide the Corresponding Source.  This
+alternative is allowed only occasionally and noncommercially, and
+only if you received the object code with such an offer, in accord
+with subsection 6b.
+
+d) Convey the object code by offering access from a designated
+place (gratis or for a charge), and offer equivalent access to the
+Corresponding Source in the same way through the same place at no
+further charge.  You need not require recipients to copy the
+Corresponding Source along with the object code.  If the place to
+copy the object code is a network server, the Corresponding Source
+may be on a different server (operated by you or a third party)
+that supports equivalent copying facilities, provided you maintain
+clear directions next to the object code saying where to find the
+Corresponding Source.  Regardless of what server hosts the
+Corresponding Source, you remain obligated to ensure that it is
+available for as long as needed to satisfy these requirements.
+
+e) Convey the object code using peer-to-peer transmission, provided
+you inform other peers where the object code and Corresponding
+Source of the work are being offered to the general public at no
+charge under subsection 6d.
+
+A separable portion of the object code, whose source code is excluded
+from the Corresponding Source as a System Library, need not be
+included in conveying the object code work.
+
+A "User Product" is either (1) a "consumer product", which means any
+tangible personal property which is normally used for personal, family,
+or household purposes, or (2) anything designed or sold for incorporation
+into a dwelling.  In determining whether a product is a consumer product,
+doubtful cases shall be resolved in favor of coverage.  For a particular
+product received by a particular user, "normally used" refers to a
+typical or common use of that class of product, regardless of the status
+of the particular user or of the way in which the particular user
+actually uses, or expects or is expected to use, the product.  A product
+is a consumer product regardless of whether the product has substantial
+commercial, industrial or non-consumer uses, unless such uses represent
+the only significant mode of use of the product.
+
+"Installation Information" for a User Product means any methods,
+procedures, authorization keys, or other information required to install
+and execute modified versions of a covered work in that User Product from
+a modified version of its Corresponding Source.  The information must
+suffice to ensure that the continued functioning of the modified object
+code is in no case prevented or interfered with solely because
+modification has been made.
+
+If you convey an object code work under this section in, or with, or
+specifically for use in, a User Product, and the conveying occurs as
+part of a transaction in which the right of possession and use of the
+User Product is transferred to the recipient in perpetuity or for a
+fixed term (regardless of how the transaction is characterized), the
+Corresponding Source conveyed under this section must be accompanied
+by the Installation Information.  But this requirement does not apply
+if neither you nor any third party retains the ability to install
+modified object code on the User Product (for example, the work has
+been installed in ROM).
+
+The requirement to provide Installation Information does not include a
+requirement to continue to provide support service, warranty, or updates
+for a work that has been modified or installed by the recipient, or for
+the User Product in which it has been modified or installed.  Access to a
+network may be denied when the modification itself materially and
+adversely affects the operation of the network or violates the rules and
+protocols for communication across the network.
+
+Corresponding Source conveyed, and Installation Information provided,
+in accord with this section must be in a format that is publicly
+documented (and with an implementation available to the public in
+source code form), and must require no special password or key for
+unpacking, reading or copying.
+
+7. Additional Terms.
+
+"Additional permissions" are terms that supplement the terms of this
+License by making exceptions from one or more of its conditions.
+Additional permissions that are applicable to the entire Program shall
+be treated as though they were included in this License, to the extent
+that they are valid under applicable law.  If additional permissions
+apply only to part of the Program, that part may be used separately
+under those permissions, but the entire Program remains governed by
+this License without regard to the additional permissions.
+
+When you convey a copy of a covered work, you may at your option
+remove any additional permissions from that copy, or from any part of
+it.  (Additional permissions may be written to require their own
+removal in certain cases when you modify the work.)  You may place
+additional permissions on material, added by you to a covered work,
+for which you have or can give appropriate copyright permission.
+
+Notwithstanding any other provision of this License, for material you
+add to a covered work, you may (if authorized by the copyright holders of
+that material) supplement the terms of this License with terms:
+
+a) Disclaiming warranty or limiting liability differently from the
+terms of sections 15 and 16 of this License; or
+
+b) Requiring preservation of specified reasonable legal notices or
+author attributions in that material or in the Appropriate Legal
+Notices displayed by works containing it; or
+
+c) Prohibiting misrepresentation of the origin of that material, or
+requiring that modified versions of such material be marked in
+reasonable ways as different from the original version; or
+
+d) Limiting the use for publicity purposes of names of licensors or
+authors of the material; or
+
+e) Declining to grant rights under trademark law for use of some
+trade names, trademarks, or service marks; or
+
+f) Requiring indemnification of licensors and authors of that
+material by anyone who conveys the material (or modified versions of
+it) with contractual assumptions of liability to the recipient, for
+any liability that these contractual assumptions directly impose on
+those licensors and authors.
+
+All other non-permissive additional terms are considered "further
+restrictions" within the meaning of section 10.  If the Program as you
+received it, or any part of it, contains a notice stating that it is
+governed by this License along with a term that is a further
+restriction, you may remove that term.  If a license document contains
+a further restriction but permits relicensing or conveying under this
+License, you may add to a covered work material governed by the terms
+of that license document, provided that the further restriction does
+not survive such relicensing or conveying.
+
+If you add terms to a covered work in accord with this section, you
+must place, in the relevant source files, a statement of the
+additional terms that apply to those files, or a notice indicating
+where to find the applicable terms.
+
+Additional terms, permissive or non-permissive, may be stated in the
+form of a separately written license, or stated as exceptions;
+the above requirements apply either way.
+
+8. Termination.
+
+You may not propagate or modify a covered work except as expressly
+provided under this License.  Any attempt otherwise to propagate or
+modify it is void, and will automatically terminate your rights under
+this License (including any patent licenses granted under the third
+paragraph of section 11).
+
+However, if you cease all violation of this License, then your
+license from a particular copyright holder is reinstated (a)
+provisionally, unless and until the copyright holder explicitly and
+finally terminates your license, and (b) permanently, if the copyright
+holder fails to notify you of the violation by some reasonable means
+prior to 60 days after the cessation.
+
+Moreover, your license from a particular copyright holder is
+reinstated permanently if the copyright holder notifies you of the
+violation by some reasonable means, this is the first time you have
+received notice of violation of this License (for any work) from that
+copyright holder, and you cure the violation prior to 30 days after
+your receipt of the notice.
+
+Termination of your rights under this section does not terminate the
+licenses of parties who have received copies or rights from you under
+this License.  If your rights have been terminated and not permanently
+reinstated, you do not qualify to receive new licenses for the same
+material under section 10.
+
+9. Acceptance Not Required for Having Copies.
+
+You are not required to accept this License in order to receive or
+run a copy of the Program.  Ancillary propagation of a covered work
+occurring solely as a consequence of using peer-to-peer transmission
+to receive a copy likewise does not require acceptance.  However,
+nothing other than this License grants you permission to propagate or
+modify any covered work.  These actions infringe copyright if you do
+not accept this License.  Therefore, by modifying or propagating a
+covered work, you indicate your acceptance of this License to do so.
+
+10. Automatic Licensing of Downstream Recipients.
+
+Each time you convey a covered work, the recipient automatically
+receives a license from the original licensors, to run, modify and
+propagate that work, subject to this License.  You are not responsible
+for enforcing compliance by third parties with this License.
+
+An "entity transaction" is a transaction transferring control of an
+organization, or substantially all assets of one, or subdividing an
+organization, or merging organizations.  If propagation of a covered
+work results from an entity transaction, each party to that
+transaction who receives a copy of the work also receives whatever
+licenses to the work the party's predecessor in interest had or could
+give under the previous paragraph, plus a right to possession of the
+Corresponding Source of the work from the predecessor in interest, if
+the predecessor has it or can get it with reasonable efforts.
+
+You may not impose any further restrictions on the exercise of the
+rights granted or affirmed under this License.  For example, you may
+not impose a license fee, royalty, or other charge for exercise of
+rights granted under this License, and you may not initiate litigation
+(including a cross-claim or counterclaim in a lawsuit) alleging that
+any patent claim is infringed by making, using, selling, offering for
+sale, or importing the Program or any portion of it.
+
+11. Patents.
+
+A "contributor" is a copyright holder who authorizes use under this
+License of the Program or a work on which the Program is based.  The
+work thus licensed is called the contributor's "contributor version".
+
+A contributor's "essential patent claims" are all patent claims
+owned or controlled by the contributor, whether already acquired or
+hereafter acquired, that would be infringed by some manner, permitted
+by this License, of making, using, or selling its contributor version,
+but do not include claims that would be infringed only as a
+consequence of further modification of the contributor version.  For
+purposes of this definition, "control" includes the right to grant
+patent sublicenses in a manner consistent with the requirements of
+this License.
+
+Each contributor grants you a non-exclusive, worldwide, royalty-free
+patent license under the contributor's essential patent claims, to
+make, use, sell, offer for sale, import and otherwise run, modify and
+propagate the contents of its contributor version.
+
+In the following three paragraphs, a "patent license" is any express
+agreement or commitment, however denominated, not to enforce a patent
+(such as an express permission to practice a patent or covenant not to
+sue for patent infringement).  To "grant" such a patent license to a
+party means to make such an agreement or commitment not to enforce a
+patent against the party.
+
+If you convey a covered work, knowingly relying on a patent license,
+and the Corresponding Source of the work is not available for anyone
+to copy, free of charge and under the terms of this License, through a
+publicly available network server or other readily accessible means,
+then you must either (1) cause the Corresponding Source to be so
+available, or (2) arrange to deprive yourself of the benefit of the
+patent license for this particular work, or (3) arrange, in a manner
+consistent with the requirements of this License, to extend the patent
+license to downstream recipients.  "Knowingly relying" means you have
+actual knowledge that, but for the patent license, your conveying the
+covered work in a country, or your recipient's use of the covered work
+in a country, would infringe one or more identifiable patents in that
+country that you have reason to believe are valid.
+
+If, pursuant to or in connection with a single transaction or
+arrangement, you convey, or propagate by procuring conveyance of, a
+covered work, and grant a patent license to some of the parties
+receiving the covered work authorizing them to use, propagate, modify
+or convey a specific copy of the covered work, then the patent license
+you grant is automatically extended to all recipients of the covered
+work and works based on it.
+
+A patent license is "discriminatory" if it does not include within
+the scope of its coverage, prohibits the exercise of, or is
+conditioned on the non-exercise of one or more of the rights that are
+specifically granted under this License.  You may not convey a covered
+work if you are a party to an arrangement with a third party that is
+in the business of distributing software, under which you make payment
+to the third party based on the extent of your activity of conveying
+the work, and under which the third party grants, to any of the
+parties who would receive the covered work from you, a discriminatory
+patent license (a) in connection with copies of the covered work
+conveyed by you (or copies made from those copies), or (b) primarily
+for and in connection with specific products or compilations that
+contain the covered work, unless you entered into that arrangement,
+or that patent license was granted, prior to 28 March 2007.
+
+Nothing in this License shall be construed as excluding or limiting
+any implied license or other defenses to infringement that may
+otherwise be available to you under applicable patent law.
+
+12. No Surrender of Others' Freedom.
+
+If conditions are imposed on you (whether by court order, agreement or
+otherwise) that contradict the conditions of this License, they do not
+excuse you from the conditions of this License.  If you cannot convey a
+covered work so as to satisfy simultaneously your obligations under this
+License and any other pertinent obligations, then as a consequence you may
+not convey it at all.  For example, if you agree to terms that obligate you
+to collect a royalty for further conveying from those to whom you convey
+the Program, the only way you could satisfy both those terms and this
+License would be to refrain entirely from conveying the Program.
+
+13. Remote Network Interaction; Use with the GNU General Public License.
+
+Notwithstanding any other provision of this License, if you modify the
+Program, your modified version must prominently offer all users
+interacting with it remotely through a computer network (if your version
+supports such interaction) an opportunity to receive the Corresponding
+Source of your version by providing access to the Corresponding Source
+from a network server at no charge, through some standard or customary
+means of facilitating copying of software.  This Corresponding Source
+shall include the Corresponding Source for any work covered by version 3
+of the GNU General Public License that is incorporated pursuant to the
+following paragraph.
+
+Notwithstanding any other provision of this License, you have
+permission to link or combine any covered work with a work licensed
+under version 3 of the GNU General Public License into a single
+combined work, and to convey the resulting work.  The terms of this
+License will continue to apply to the part which is the covered work,
+but the work with which it is combined will remain governed by version
+3 of the GNU General Public License.
+
+14. Revised Versions of this License.
+
+The Free Software Foundation may publish revised and/or new versions of
+the GNU Affero General Public License from time to time.  Such new versions
+will be similar in spirit to the present version, but may differ in detail to
+address new problems or concerns.
+
+Each version is given a distinguishing version number.  If the
+Program specifies that a certain numbered version of the GNU Affero General
+Public License "or any later version" applies to it, you have the
+option of following the terms and conditions either of that numbered
+version or of any later version published by the Free Software
+Foundation.  If the Program does not specify a version number of the
+GNU Affero General Public License, you may choose any version ever published
+by the Free Software Foundation.
+
+If the Program specifies that a proxy can decide which future
+versions of the GNU Affero General Public License can be used, that proxy's
+public statement of acceptance of a version permanently authorizes you
+to choose that version for the Program.
+
+Later license versions may give you additional or different
+permissions.  However, no additional obligations are imposed on any
+author or copyright holder as a result of your choosing to follow a
+later version.
+
+15. Disclaimer of Warranty.
+
+THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
+HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
+OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
+THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+PURPOSE.  THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
+IS WITH YOU.  SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
+ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+16. Limitation of Liability.
+
+IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+17. Interpretation of Sections 15 and 16.
+
+If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+ END OF TERMS AND CONDITIONS
+
+How to Apply These Terms to Your New Programs
+
+If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+<one line to give the program's name and a brief idea of what it does.>
+Copyright (C) <year>  <name of author>
+
+This program is free software: you can redistribute it and/or modify
+it under the terms of the GNU Affero General Public License as published
+by the Free Software Foundation, either version 3 of the License, or
+(at your option) any later version.
+
+This program is distributed in the hope that it will be useful,
+but WITHOUT ANY WARRANTY; without even the implied warranty of
+MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+GNU Affero General Public License for more details.
+
+You should have received a copy of the GNU Affero General Public License
+along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+If your software can interact with users remotely through a computer
+network, you should also make sure that it provides a way for users to
+get its source.  For example, if your program is a web application, its
+interface could display a "Source" link that leads users to an archive
+of the code.  There are many ways you could offer source, and different
+solutions will be better for different programs; see section 13 for the
+specific requirements.
+
+You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU AGPL, see
+<http://www.gnu.org/licenses/>.

Modules/ghquadm.ado

@@ -1,85 +0,0 @@
-program define ghquadm
-* stolen from gllamm6 who stole it from rfprobit (Bill Sribney)
-	version 4.0
-
-	parse "`*'", parse(" ")
-	local n = `1'
-	if `n' + 2 > _N  {
-		di in red  /*
-		*/ "`n' + 2 observations needed to compute quadrature points"
-		exit 2001
-	}
-
-	tempname x w xx ww a b
-	local i 1
-	local m = int((`n' + 1)/2)
-	matrix x = J(1,`m',0)
-	matrix w = x
-	while `i' <= `m' {
-		if `i' == 1 {
-			scalar `xx' = sqrt(2*`n'+1)-1.85575*(2*`n'+1)^(-1/6)
-		}
-		else if `i' == 2 { scalar `xx' = `xx'-1.14*`n'^0.426/`xx' }
-		else if `i' == 3 { scalar `xx' = 1.86*`xx'-0.86*x[1,1] }
-		else if `i' == 4 { scalar `xx' = 1.91*`xx'-0.91*x[1,2] }
-		else { 
-			local im2 = `i' -2
-			scalar `xx' = 2*`xx'-x[1,`im2']
-		}
-		hermite `n' `xx' `ww'
-		matrix x[1,`i'] = `xx'
-		matrix w[1,`i'] = `ww'
-		local i = `i' + 1
-	}
-	if mod(`n', 2) == 1 { matrix x[1,`m'] = 0}
-/* start in tails */
-	matrix `b' = (1,1)
-	matrix w = w#`b'
-	matrix w = w[1,1..`n']
-	matrix `b' = (1,-1)
-	matrix x = x#`b'
-	matrix x = x[1,1..`n']
-/* other alternative (left to right) */
-/*
-	above: matrix x = J(1,`n',0)
-	while ( `i'<=`n'){
-		matrix x[1, `i'] = -x[1, `n'+1-`i']
-		matrix w[1, `i'] = w[1, `n'+1-`i']
-		local i = `i' + 1
-	}
-*/
-	matrix `2' = x
-	matrix `3' = w
-end
-
-
-program define hermite  /* integer n, scalar x, scalar w */
-* stolen from gllamm6 who stole it from rfprobit (Bill Sribney)
-	version 4.0
-	local n "`1'"
-	local x "`2'"
-	local w "`3'"
-	local last = `n' + 2
-	tempname i p
-	matrix `p' = J(1,`last',0)
-	scalar `i' = 1
-	while `i' <= 10 {
-		matrix `p'[1,1]=0
-		matrix `p'[1,2] = _pi^(-0.25)
-		local k = 3
-		while `k'<=`last'{
-			matrix `p'[1,`k'] = `x'*sqrt(2/(`k'-2))*`p'[1,`k'-1] /*
-			*/	- sqrt((`k'-3)/(`k'-2))*`p'[1,`k'-2]
-			local k = `k' + 1
-		}
-		scalar `w' = sqrt(2*`n')*`p'[1,`last'-1]
-		scalar `x' = `x' - `p'[1,`last']/`w'
-		if abs(`p'[1,`last']/`w') < 3e-14 {
-			scalar `w' = 2/(`w'*`w')
-			exit
-		}
-		scalar `i' = `i' + 1
-	}
-	di in red "hermite did not converge"
-	exit 499
-end

Modules/simirt.R

@@ -1,274 +0,0 @@
-simIRT <- function(NBOBS=2000,DIM=NULL,MU=NULL,COV=NULL,COVM=NULL,DIS=NULL,DIF=NULL,PMIN=NULL,PMAX=NULL,ACC=NULL,CLEAR=NULL,STORE=NULL,REP=NULL,PREF=NULL,DRAW=NULL,
-                    TYPEDIF=NULL,DRAWALL=NULL,ICC,GR=0,RAND=NULL,DELTAGR=0,RSM1=NULL,RSM2=NULL,THR=NULL,TIT=NULL,PCM=NULL,ID=NULL,GENP=NULL,GENI=NULL) {
-
-if (GR < 0 | GR > 1) {
-  stop('Error 198: The GR option defines a probability. The values defined by this option must be greater (or equal) to 0 and lesser (or equal) to 1.')
-}
-
-if ( is.null(CLEAR) & is.null(STORE) ) {
-  stop('Error 198: You must use at least one of these two options: clear and/or store.')
-}
-
-if (!is.null(DIM)) {
-  nbdim <- length(DIM)
-  if (nbdim > 2 & is.null(COVM)) {
-      stop('Error 198: You can simulate data with one or two dimensions, and you have indicated more dimensions in the DIM option. Please correct it.')
-  }
-
-  if (!is.null(COVM)) {
-      nbrowcovm <- nrow(COVM)
-      if (nbdim != nbrowcovm) {
-        stop('Error 198: DIM and COVM dimension mismatch. Please correct.')
-      }
-  }
-
-  nbitems <- sum(DIM)
-
-  if (!is.null(DIF)) {
-    nbdiff <- length(DIF)
-    tmp <- TYPEDIF
-    if (tmp=='gauss' | tmp=='uniform') {
-      typediff <- tmp
-    }
-    else if (nbdiff != nbitems) {
-      stop('Error 198: "You have indicated a number of difficulty parameters (DIF option) different of the number of items to simulate (DIM option). Please correct these options.')
-    }
-  }
-
-  else if (is.null(DIF)) {
-    DIF <- vector(mode='list', length=DIM)
-    for (d in seq(1,DIM)) {
-        DIF[[d]] <- c('gauss',0,1)
-    }
-    typediff <- 'gauss'
-    nbdiff <- length(DIF)*3
-  }
-
-}
-
-else if (is.null(DIM)) {
-  if (is.null(DIF) & is.null(PCM)) {
-    stop('Error 198: You must indicate the number of items to simulate in the DIM, DIF or PCM options.')
-  }
-  else if (!is.null(COVM)) {
-    nbrowcovm <- nrow(COVM) 
-    if (nbrowcovm>1) {
-      stop('Error 198: You affected dimensions with COVM, but you did not affect each item to a dimension with the DIM option. Please correct DIM.')
-    }
-  }
-  else if (!is.null(PCM)) {
-    nbitems <- nrow(PCM)
-    DIM <- c(1)
-  }
-  else {
-    nbdiff <- length(DIF)
-    nbitems <- nbdiff
-    DIM <- c(1)
-  }
-}
-
-if ( (GR!=0 | DELTAGR!=0) & any(DIM != 1) & length(DIM)==1 ) {
-  stop('The GR and DELTAGR options are available only with unidimensional simulated data.')
-} 
-
-if (is.null(PREF)) {
-  PREF <- 'item'
-}
-
-nbprefix <- length(PREF)
-
-if (nbprefix!=length(DIM) & nbprefix!=1) { # ici, DIM est un vecteur contenant les nombres d'items par dim, mais est juste le nbre de dim dans stata
-  stop('Error 198: The PREF option is incorrect because the number of prefixes is different from the number of dimensions set in DIM. Please correct.')
-}
-
-if (nbprefix!=length(DIM)) {
-  alphab <- c('A','B','C','D','E','F','G','H','I','J','K','L','M','N','O','P','Q','R','S','T','U','V','W','X','Y','Z')
-  prefix <- paste0(prefix,alphab[seq(1,length(DIM))])
-}
-
-if (is.null(COVM)) {
-  nbcov <- length(COV)
-  if (length(DIM)==1) {
-    if (is.null(COV)) {
-      COV <- 1
-    }
-    if (nbcov>1) {
-      stop('Error 198: You simulate only one dimension, you must indicate only the variance of the simulated latent trait in the COV argument.')
-    }
-    if (COV <0) {
-      stop('Error 198: The variance of the latent trait cannot be negative. Please correct the COV option.')
-    }
-    covmatrix2 <- COV # cov doit être une matrice pré formatée
-  }
-  else if (length(DIM)==2) {
-    if (nbcov!=4 & nbcov>0) {
-      stop("Error 198: You simulate 2 dimensions. The COV option must be a 2x2 covariance matrix.")
-    }
-    else if (nbcov==0) {
-      if (length(DIM)==1) {
-        COV <- 1
-      }
-      else if (length(DIM)==2) {
-        COV <- matrix(c(1,0,0,1),nrow=2,byrow = T)
-      }
-      nbcov <- length(COV)
-    }
-    if (nbcov==4) {
-      cov1 <- COV[1,1]
-      cov2 <- COV[2,2]
-      cov3 <- COV[1,2]
-      rho <- cov3/sqrt(cov1*cov2)
-      if (cov1<0 | cov2<0 | rho< -1 | rho>1) {
-        stop('Error 198: The covariance matrix in COV is not correct. Please correct it.')
-      }
-    }
-    covmatrix2 <- COV
-  }
-  COVM <- COV
-}
-
-nbmu <- length(MU)
-if (nbmu!=length(DIM) & nbmu!=0) {
-  stop('Error 198: You must indicate as many values in MU as the number of dimensions in DIM.')
-}
-
-nbdisc <- length(DIS)
-if (nbdisc!=nbitems & nbdisc!=0) {
-  stop('Error 198: You must indicate as many values in DISC as the number of items in DIM and DIF.')
-}
-
-nbpmin <- length(PMIN)
-if (nbpmin!=nbitems & nbpmin!=0) {
-  stop('Error 198: You must indicate as many values in PMIN as the number of items in DIM and DIF.')
-}
-
-nbpmax <- length(PMAX)
-if (nbpmax!=nbitems & nbpmax!=0) {
-  stop('Error 198: You must indicate as many values in PMAX as the number of items in DIM and DIF.')
-}
-
-nbacc <- length(ACC)
-if (nbacc != nbitems & nbacc!=0) {
-  stop('Error 198: You must indicate as many values in ACC as the number of items in DIM and DIF.')
-}
-
-if (!is.null(THR) & any(!is.null(c(DIS,PMIN,PMAX,ACC)))) {
-  stop('Error 198: If you use the THR option, you cannot use DIS, PMIN, PMAX or ACC.')
-}
-
-if (any(!is.null(c(RSM1,RSM2))) & any(!is.null(c(DIS,PMIN,PMAX,ACC)))) {
-  stop('Error 198: If you use the RSM1 and/or RSM2 option, you cannot use DIS, PMIN, PMAX or ACC.')
-}
-
-if (!is.null(PCM) & any(!is.null(c(DIS,PMIN,PMAX,ACC)))) {
-  stop('Error 198: If you use the PCM option, you cannot use DIS, PMIN, PMAX or ACC.')
-}
-
-if (any(!is.null(c(RSM1,RSM2))) & !is.null(PCM)) {
-  stop('Error 198: If you use the RSM1 and/or RSM2 option, you cannot use PCM.')
-}
-if (!is.null(RSM2) & length(DIM)==1) {
-  stop('Error 198: You cannot use RSM2 if you simulate only one dimension.')
-}
-if (is.null(ID)) {
-  ID <- 'ID'
-}
-
-
-##### Paramètres
-
-hour <- as.numeric(substr(Sys.time(),12,13))
-minu <- as.numeric(substr(Sys.time(),15,16))
-sec <- as.numeric(substr(Sys.time(),18,19))
-jour <- as.numeric(substr(Sys.Date(),9,10))
-
-s <- 256484+1000000*sec+10000*minu+100*hour+jour
-set.seed(s)
-while(s>2^31-1) {
-  s <- s/231
-}
-set.seed(s)
-
-if (typediff=='uniform') {
-  min <- c()
-  max <- c()
-  if (nbdiff %/% (2*length(DIM))==1) {
-    min <- DIF[(1:length(DIM)-1)*2+2]
-    max <- DIF[(1:length(DIM)-1)*2+3]
-  }
-  else if (nbdiff==1) {
-    min <- rep(-2,length(DIM))
-    max <- rep(2,length(DIM))
-  }
-  else {
-    stop('Your DIF option is incorrect. Please correct.')
-  }
-  for (d in seq(1,length(DIM))) {
-    for (i in seq(1,DIM[d])) {
-      DIF <- c(DIF, min[d]+(max[d]-min[d])*i/(DIM[d]+1) ) # Pas compris, demander à JB
-    }
-  }
-}
-
-else if (typediff=='gauss') {
-  meang <- c()
-  varg <- c()
-  if (nbdiff %/% (2*length(DIM))==1) {
-    for (d in seq(1,length(DIM))) {
-      meang[d] <- DIF[(d-1)*2+2]
-      varg[d] <- DIF[(d-1)*2+3]
-    }
-  }
-  else if (nbdiff == 1) {
-    meang <- rep(0,length(DIM))
-    varg <- rep(1,length(DIM))
-  }
-  else {
-    stop('Error 198: Your DIF option is incorrect. Please correct.')
-  }
-  for (d in seq(1,length(DIM))) {
-    for (i in seq(1,DIM[d])) {
-      tmp <- qnorm(p=i/(DIM[d]+1))*sqrt(varg[d])+meang[d]
-      DIF <- c(DIF, tmp)
-    }
-  }
-  
-}
-
-nbrsm <- c()
-for (d in 1:2) {
-  if (!is.null(get(paste0('RSM',d)))) { 
-    nbrsm[d] <- length(get(paste0('RSM',d)))
-    for (i in seq(2,nbrsm[d]+1)) {
-      rsm[[d]][i] <- get(paste0("RSM",d))[i-1] # RSM doit etre une liste de vecteurs
-      if (!is.null(THR) & rsm[[d]][i]<0) {
-        stop('Error 198: With the THR option, the numbers defined in RSM1 and RSM2 must nonnegative')
-      }
-    }
-  }
-}
-
-if (!is.null(DIF) & is.null(PCM)) {
-  PCM <- as.matrix(DIF)
-}
-
-matdiff <- as.matrix(rep(0,nbitems))
-matdisc <- as.matrix(rep(0,nbitems))
-matpmin <- as.matrix(rep(0,nbitems))
-matpmax <- as.matrix(rep(0,nbitems))
-matacc <- as.matrix(rep(0,nbitems))
-matmu <- as.matrix(rep(0,length(DIM)))
-matmu <- as.matrix(rep(0,(length(DIM)+1)*length(DIM)/2 ))
-
-if (nbdisc !=0) {
-  matdisc <- as.matrix(DISC)
-}
-else {
-  matdisc <- rep(1,nbitems)
-}
-
-
-
-
-
-}

Plans/plan_rct_base.md

@@ -1,3 +0,0 @@
-# Simulation 0 - Essai contrôlé randomisé sans DIF
-
-## Paramètres

README.md

@@ -1,44 +1,53 @@
 # Simulations
 
-Ce dépôt contient l'ensemble du code pour les simulations basées sur simIRT. Afin d'économiser de la place sur le serveur, les données générées ne sont pas inclues dans le dépôt.
+This repository contains all code files related to our ROSALI/Resiuals RCT simulation project. In order to save disk space, data files are not stored on this server and are instead available on https://osf.io/zjtfe/
 
-## Arborescence
+## File Structure
 
 ```
 📦 simul_these
 ├─ catalogue.md           - List and description of scenarios
+├─ 🗂️ Analysis               - ANALYSIS RESULTS
 ├─ 🗂️ Data                   - GENERATED DATASETS
 │  ├─ 🗂️ DIF                 - DATASETS WITH DIF
-│  │  ├─ 🗂️ N100
-│  │  ├─ 🗂️ N200
-│  │  └─ 🗂️ N300
-│  ├─ 🗂️ noDIF               - DATASETS WITHOUT DIF
-│  │  ├─ 🗂️ N100
-│  │  ├─ 🗂️ N200
-│  │  └─ 🗂️ N300
-│  └─ 🗂️ Utilities           - USEFUL EXTERNAL DATA
+│  └─ 🗂️ noDIF               - DATASETS WITHOUT DIF
 ├─ 🗂️ Modules                - R AND STATA MODULES
-│  ├─ simirt.do
-│  └─ simirt.R
-├─ 🗂️ Plans                  - SIMULATION PLANS
+│  ├─ 🗂️ rosali_custom       - DATASETS WITH DIF
+├─ 🗂️ RProject               - R SCRIPTS FOR VARIOUS TASKS
 └─ 🗂️ Scripts                - R AND STATA SCRIPTS
-   ├─ 🗂️ R
-   └─ 🗂️ Scenarios           - SIMULATION SCENARIO SCRIPTS
+   ├─ 🗂️ Analysis            - PCM ANALYSIS SCRIPTS
+   └─ 🗂️ Data_generation     - SIMULATION SCENARIO SCRIPTS
       ├─ 🗂️ DIF
       └─ 🗂️ noDIF
 
 ```
 
-## Conventions de nomenclature
+## Naming conventions
 
-### Jeux de données initiaux
+### Initial Datasets
 
-**XX_N** - Scénarios de référence sans confusion / N réplications  
-**1XX_N** - TBA / N réplications  
-**2XX_N** - TBA / N réplications  
-**3XX_N** - TBA / N réplications
+**XX_N** - Scenario XX / N individuals per group  
 
-### Jeux de données analysés
+### Analyzed Datasets
 
-**XX_N_nodif** - Analyse du scénario XX_N par PCM __sans__ prise en compte du DIF  
-**XX_N** - Analyse du scénario XX_N par PCM __avec__ prise en compte du DIF
+**noDIF / XX_N.csv** - Analysis for scenario XX_N by PCM __without__ accounting for DIF  
+**DIF / XX_N.xls** - Analysis for scenario XX_N by PCM __with__ DIF accounted for  
+**ROSALI-DIF / XX_N_original.xls** - Analysis for scenario XX_N by PCM __with__ DIF accounted for after detection by ROSALI  
+**RESIDUALS / XX_N_original.xls** - Analysis for scenario XX_N by PCM __with__ DIF accounted for after detection by Andrich & Hagquist's residuals method    
+
+
+
+## Reproduction
+
+1. Run **/Scripts/Data_generation/NoDIF/scenarios_noDIF_baseline.do** to simulate no DIF data
+2. Run files in 🗂️ **/Scripts/Data_generation/DIF/** to simulate DIF data
+3. Run **/RProject/Scripts/Analysis/pcm_nodif.R** to analyze without accounting for DIF
+4. Run files in 🗂️ **/Scripts/Analysis/DIF/** to analyze while accounting for DIF
+5. Run **/Scripts/Analysis/DIF-ROSALI/pcm_dif_rosali.do** to analyze data after accounting for DIF as detected by ROSALI
+6. Run **/RProject/Scripts/Analysis/resali_analysis.R** to perform residuals DIF detection and prepare data for PCM analysis.
+7. Run **/Scripts/Analysis/DIF-RESIDUALS/pcm_dif_residus.do** to analyze data after accounting for DIF as detected by the residuals method
+8. Run **/RProject/Scripts/Analysis/aggregation.R** to compile and visualize results
+
+**OR**  
+
+1. [BASH ONLY] Run **prepare_file_structure.sh** (only on first run) and **autorun.sh** (by default, will take multiple weeks to run. Please modify to run in parrallel if necessary)  

RProject/.Rhistory

@@ -1,512 +0,0 @@
-lines(unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$theoretical.power),col='#a12471',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$theoretical.power),col='#a12471',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$theoretical.power),col='#9b6541',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$theoretical.power),col='#9b6541',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$theoretical.power),col='#1a342b',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$theoretical.power),col='#1a342b',lty=4)
-points(unique(plot.dat[plot.dat$scenario %in% c("1A",'1A'),]$N),
-rep(unique(plot.dat[plot.dat$scenario %in% c("1A",'1A'),]$theoretical.power),3),col='#03a18a',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$theoretical.power),col='#c0c23b',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$theoretical.power),col='#c0c23b',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$theoretical.power),col='#a12471',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$theoretical.power),col='#a12471',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$theoretical.power),col='#9b6541',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$theoretical.power),col='#9b6541',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$theoretical.power),col='#1a342b',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$theoretical.power),col='#1a342b',pch=17)
-legend("topleft",lty=rep(4,5),col=c("#03a18a","#c0c23b","#a12471","#9b6541","#1a342b"),
-pch=rep(17,5),
-legend=c("Scenario A",
-"Scenario 1-2 / B-D",
-"Scenario 3-4 / B-D",
-"Scenario 1-2 / C-E",
-"Scenario 3-4 / C-E"),cex=0.7)
-# real
-plot.dat <- res.dat[res.dat$scenario %in% sapply(c('A','B','C','D','E'),function(x) paste0(1:4,x)),]
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario.type=="A" & plot.dat$N==x,]$h0.rejected.p))
-plot(unique(plot.dat[plot.dat$scenario.type=="A",]$N),mean.A,
-xlab='N',ylab='Proportion of null hypothesis rejection',
-xaxt='n',yaxt='n',type='l',xlim=c(100,300),ylim=c(0,1),lty=4,col='#03a18a')
-axis(1,c(100,200,300))
-axis(2,seq(0,1,0.1))
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("1B","1D") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$N),
-mean.A,col='#c6d18d',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("2B","2D") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$N),
-mean.A,col='#c0c23b',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("3B","3D") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$N),
-mean.A,col='#da77c7',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("4B","4D") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$N),
-mean.A,col='#a12471',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("1C","1E") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$N),
-mean.A,col='#b5a180',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("2C","2E") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$N),
-mean.A,col='#9b6541',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("3C","3E") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$N),
-mean.A,col='#30a466',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("4C","4E") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$N),
-mean.A,col='#1a342b',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario.type=="A" & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario.type=="A",]$N),mean.A,pch=17,col='#03a18a')
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("1B","1D") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$N),
-mean.A,col='#c6d18d',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("2B","2D") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$N),
-mean.A,col='#c0c23b',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("3B","3D") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$N),
-mean.A,col='#da77c7',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("4B","4D") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$N),
-mean.A,col='#a12471',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("1C","1E") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$N),
-mean.A,col='#b5a180',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("2C","2E") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$N),
-mean.A,col='#9b6541',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("3C","3E") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$N),
-mean.A,col='#30a466',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("4C","4E") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$N),
-mean.A,col='#1a342b',pch=17)
-legend("topleft",lty=rep(4,5),col=c("#03a18a","#c0c23b","#a12471","#9b6541","#1a342b"),
-pch=rep(17,5),
-legend=c("Scenario A",
-"Scenario 1-2 / B-D",
-"Scenario 3-4 / B-D",
-"Scenario 1-2 / C-E",
-"Scenario 3-4 / C-E"),cex=0.7)
-library(tinytex)
-tlmgr_install('soul')
-res.dat[res.dat$scenario=='2B',]$theoretical.power
-res.dat[res.dat$scenario=='2B',]$h0.rejected.p
-res.dat[res.dat$scenario=='1B',]$h0.rejected.p
-res.dat[res.dat$scenario=='1B',]$theoretical.power
-library(TAM)
-library(doMC)
-library(parallel)
-library(pbmcapply)
-library(funprog)
-library(dplyr)
-library(readxl)
-res.dat[res.dat$scenario=="2D",]$h0.rejected.p
-##############################################################################
-#----------------------------------------------------------------------------#
-################################# POWER PLOTS ################################
-#----------------------------------------------------------------------------#
-##############################################################################
-## Plot 1 - baseline scenarios vs theoretical power
-par(mfrow=c(1,2))
-# theoretical
-plot.dat <- res.dat[res.dat$scenario %in% sapply(c('A','B','C','D','E'),function(x) paste0(1:4,x)),]
-plot(unique(plot.dat[plot.dat$scenario.type=="A",]$N),rep(unique(plot.dat[plot.dat$scenario.type=="A",]$theoretical.power),3),
-xlab='N',ylab='Theoretical power',
-xaxt='n',yaxt='n',type='l',xlim=c(100,300),ylim=c(0,1),lty=4,col='#03a18a')
-axis(1,c(100,200,300))
-axis(2,seq(0,1,0.1))
-lines(unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$theoretical.power),col='#c0c23b',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$theoretical.power),col='#c0c23b',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$theoretical.power),col='#a12471',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$theoretical.power),col='#a12471',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$theoretical.power),col='#9b6541',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$theoretical.power),col='#9b6541',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$theoretical.power),col='#1a342b',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$theoretical.power),col='#1a342b',lty=4)
-points(unique(plot.dat[plot.dat$scenario %in% c("1A",'1A'),]$N),
-rep(unique(plot.dat[plot.dat$scenario %in% c("1A",'1A'),]$theoretical.power),3),col='#03a18a',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$theoretical.power),col='#c0c23b',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$theoretical.power),col='#c0c23b',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$theoretical.power),col='#a12471',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$theoretical.power),col='#a12471',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$theoretical.power),col='#9b6541',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$theoretical.power),col='#9b6541',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$theoretical.power),col='#1a342b',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$theoretical.power),col='#1a342b',pch=17)
-legend("topleft",lty=rep(4,5),col=c("#03a18a","#c0c23b","#a12471","#9b6541","#1a342b"),
-pch=rep(17,5),
-legend=c("Scenario A",
-"Scenario 1-2 / B-D",
-"Scenario 3-4 / B-D",
-"Scenario 1-2 / C-E",
-"Scenario 3-4 / C-E"),cex=0.7)
-# real
-plot.dat <- res.dat[res.dat$scenario %in% sapply(c('A','B','C','D','E'),function(x) paste0(1:4,x)),]
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario.type=="A" & plot.dat$N==x,]$h0.rejected.p))
-plot(unique(plot.dat[plot.dat$scenario.type=="A",]$N),mean.A,
-xlab='N',ylab='Proportion of null hypothesis rejection',
-xaxt='n',yaxt='n',type='l',xlim=c(100,300),ylim=c(0,1),lty=4,col='#03a18a')
-axis(1,c(100,200,300))
-axis(2,seq(0,1,0.1))
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("1B","1D") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$N),
-mean.A,col='#c6d18d',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("2B","2D") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$N),
-mean.A,col='#c0c23b',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("3B","3D") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$N),
-mean.A,col='#da77c7',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("4B","4D") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$N),
-mean.A,col='#a12471',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("1C","1E") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$N),
-mean.A,col='#b5a180',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("2C","2E") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$N),
-mean.A,col='#9b6541',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("3C","3E") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$N),
-mean.A,col='#30a466',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("4C","4E") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$N),
-mean.A,col='#1a342b',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario.type=="A" & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario.type=="A",]$N),mean.A,pch=17,col='#03a18a')
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("1B","1D") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$N),
-mean.A,col='#c6d18d',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("2B","2D") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$N),
-mean.A,col='#c0c23b',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("3B","3D") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$N),
-mean.A,col='#da77c7',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("4B","4D") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$N),
-mean.A,col='#a12471',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("1C","1E") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$N),
-mean.A,col='#b5a180',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("2C","2E") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$N),
-mean.A,col='#9b6541',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("3C","3E") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$N),
-mean.A,col='#30a466',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("4C","4E") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$N),
-mean.A,col='#1a342b',pch=17)
-legend("topleft",lty=rep(4,5),col=c("#03a18a","#c0c23b","#a12471","#9b6541","#1a342b"),
-pch=rep(17,5),
-legend=c("Scenario A",
-"Scenario 1-2 / B-D",
-"Scenario 3-4 / B-D",
-"Scenario 1-2 / C-E",
-"Scenario 3-4 / C-E"),cex=0.7)
-###### Puissance théorique
-res.dat$theoretical.power <- 0
-### Scénarios N=100
-## Scénarios J=4 / M=2
-res.dat[res.dat$scenario %in% paste0(c(1,5,7,9,11),'A') & res.dat$N==100,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(1,5,7,9,11),'B') & res.dat$N==100,]$theoretical.power <- 0.1543
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'C') & res.dat$N==100,]$theoretical.power <- 0.1543
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'D') & res.dat$N==100,]$theoretical.power <- 0.4627
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'E') & res.dat$N==100,]$theoretical.power <- 0.4627
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'F') & res.dat$N==100,]$theoretical.power <- 0.1543
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'G') & res.dat$N==100,]$theoretical.power <- 0.4627
-res.dat[res.dat$scenario %in% paste0(1,'C') & res.dat$N==100,]$theoretical.power <- 0.4627
-res.dat[res.dat$scenario %in% paste0(1,'D') & res.dat$N==100,]$theoretical.power <- 0.1543
-res.dat[res.dat$scenario %in% paste0(1,'E') & res.dat$N==100,]$theoretical.power <- 0.4627
-## Scénarios J=4 / M=4
-res.dat[res.dat$scenario %in% paste0(c(2,6,8,10,12),'A') & res.dat$N==100,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(2,6,8,10,12),'B') & res.dat$N==100,]$theoretical.power <- 0.2177
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'C') & res.dat$N==100,]$theoretical.power <- 0.2177
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'D') & res.dat$N==100,]$theoretical.power <- 0.6586
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'E') & res.dat$N==100,]$theoretical.power <- 0.6586
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'F') & res.dat$N==100,]$theoretical.power <- 0.2177
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'G') & res.dat$N==100,]$theoretical.power <- 0.6586
-res.dat[res.dat$scenario %in% paste0(2,'C') & res.dat$N==100,]$theoretical.power <- 0.6586
-res.dat[res.dat$scenario %in% paste0(2,'D') & res.dat$N==100,]$theoretical.power <- 0.2177
-res.dat[res.dat$scenario %in% paste0(2,'E') & res.dat$N==100,]$theoretical.power <- 0.6586
-## Scénarios J=7 / M=2
-res.dat[res.dat$scenario %in% paste0(c(3,13,15,17,19),'A') & res.dat$N==100,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(3,13,15,17,19),'B') & res.dat$N==100,]$theoretical.power <- 0.1870
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'C') & res.dat$N==100,]$theoretical.power <- 0.1870
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'D') & res.dat$N==100,]$theoretical.power <- 0.5666
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'E') & res.dat$N==100,]$theoretical.power <- 0.5666
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'F') & res.dat$N==100,]$theoretical.power <- 0.1870
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'G') & res.dat$N==100,]$theoretical.power <- 0.5666
-res.dat[res.dat$scenario %in% paste0(3,'C') & res.dat$N==100,]$theoretical.power <- 0.5666
-res.dat[res.dat$scenario %in% paste0(3,'D') & res.dat$N==100,]$theoretical.power <- 0.1870
-res.dat[res.dat$scenario %in% paste0(3,'E') & res.dat$N==100,]$theoretical.power <- 0.5666
-## Scénarios J=7 / M=4
-res.dat[res.dat$scenario %in% paste0(c(4,14,16,18,20),'A') & res.dat$N==100,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(4,14,16,18,20),'B') & res.dat$N==100,]$theoretical.power <- 0.2450
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'C') & res.dat$N==100,]$theoretical.power <- 0.2450
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'D') & res.dat$N==100,]$theoretical.power <- 0.7136
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'E') & res.dat$N==100,]$theoretical.power <- 0.7136
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'F') & res.dat$N==100,]$theoretical.power <- 0.2450
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'G') & res.dat$N==100,]$theoretical.power <- 0.7136
-res.dat[res.dat$scenario %in% paste0(4,'C') & res.dat$N==100,]$theoretical.power <- 0.7136
-res.dat[res.dat$scenario %in% paste0(4,'D') & res.dat$N==100,]$theoretical.power <- 0.2450
-res.dat[res.dat$scenario %in% paste0(4,'E') & res.dat$N==100,]$theoretical.power <- 0.7136
-### Scénarios N=200
-## Scénarios J=4 / M=2
-res.dat[res.dat$scenario %in% paste0(c(1,5,7,9,11),'A') & res.dat$N==200,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(1,5,7,9,11),'B') & res.dat$N==200,]$theoretical.power <- 0.2618
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'C') & res.dat$N==200,]$theoretical.power <- 0.2618
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'D') & res.dat$N==200,]$theoretical.power <- 0.7507
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'E') & res.dat$N==200,]$theoretical.power <- 0.7507
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'F') & res.dat$N==200,]$theoretical.power <- 0.2618
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'G') & res.dat$N==200,]$theoretical.power <- 0.7507
-res.dat[res.dat$scenario %in% paste0(1,'C') & res.dat$N==200,]$theoretical.power <- 0.7507
-res.dat[res.dat$scenario %in% paste0(1,'D') & res.dat$N==200,]$theoretical.power <- 0.2618
-res.dat[res.dat$scenario %in% paste0(1,'E') & res.dat$N==200,]$theoretical.power <- 0.7507
-## Scénarios J=4 / M=4
-res.dat[res.dat$scenario %in% paste0(c(2,6,8,10,12),'A') & res.dat$N==200,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(2,6,8,10,12),'B') & res.dat$N==200,]$theoretical.power <- 0.3875
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'C') & res.dat$N==200,]$theoretical.power <- 0.3875
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'D') & res.dat$N==200,]$theoretical.power <- 0.9161
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'E') & res.dat$N==200,]$theoretical.power <- 0.9161
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'F') & res.dat$N==200,]$theoretical.power <- 0.3875
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'G') & res.dat$N==200,]$theoretical.power <- 0.9161
-res.dat[res.dat$scenario %in% paste0(2,'C') & res.dat$N==200,]$theoretical.power <- 0.9161
-res.dat[res.dat$scenario %in% paste0(2,'D') & res.dat$N==200,]$theoretical.power <- 0.3875
-res.dat[res.dat$scenario %in% paste0(2,'E') & res.dat$N==200,]$theoretical.power <- 0.9161
-## Scénarios J=7 / M=2
-res.dat[res.dat$scenario %in% paste0(c(3,13,15,17,19),'A') & res.dat$N==200,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(3,13,15,17,19),'B') & res.dat$N==200,]$theoretical.power <- 0.3258
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'C') & res.dat$N==200,]$theoretical.power <- 0.3258
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'D') & res.dat$N==200,]$theoretical.power <- 0.8538
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'E') & res.dat$N==200,]$theoretical.power <- 0.8538
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'F') & res.dat$N==200,]$theoretical.power <- 0.3258
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'G') & res.dat$N==200,]$theoretical.power <- 0.8538
-res.dat[res.dat$scenario %in% paste0(3,'C') & res.dat$N==200,]$theoretical.power <- 0.8538
-res.dat[res.dat$scenario %in% paste0(3,'D') & res.dat$N==200,]$theoretical.power <- 0.3258
-res.dat[res.dat$scenario %in% paste0(3,'E') & res.dat$N==200,]$theoretical.power <- 0.8538
-## Scénarios J=7 / M=4
-res.dat[res.dat$scenario %in% paste0(c(4,14,16,18,20),'A') & res.dat$N==200,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(4,14,16,18,20),'B') & res.dat$N==200,]$theoretical.power <- 0.4321
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'C') & res.dat$N==200,]$theoretical.power <- 0.4321
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'D') & res.dat$N==200,]$theoretical.power <- 0.9471
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'E') & res.dat$N==200,]$theoretical.power <- 0.9471
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'F') & res.dat$N==200,]$theoretical.power <- 0.4321
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'G') & res.dat$N==200,]$theoretical.power <- 0.9471
-res.dat[res.dat$scenario %in% paste0(4,'C') & res.dat$N==200,]$theoretical.power <- 0.9471
-res.dat[res.dat$scenario %in% paste0(4,'D') & res.dat$N==200,]$theoretical.power <- 0.4321
-res.dat[res.dat$scenario %in% paste0(4,'E') & res.dat$N==200,]$theoretical.power <- 0.9471
-### Scénarios N=300
-## Scénarios J=4 / M=2
-res.dat[res.dat$scenario %in% paste0(c(1,5,7,9,11),'A') & res.dat$N==300,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(1,5,7,9,11),'B') & res.dat$N==300,]$theoretical.power <- 0.3660
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'C') & res.dat$N==300,]$theoretical.power <- 0.3660
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'D') & res.dat$N==300,]$theoretical.power <- 0.8981
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'E') & res.dat$N==300,]$theoretical.power <- 0.8981
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'F') & res.dat$N==300,]$theoretical.power <- 0.3660
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'G') & res.dat$N==300,]$theoretical.power <- 0.8981
-res.dat[res.dat$scenario %in% paste0(1,'C') & res.dat$N==300,]$theoretical.power <- 0.8981
-res.dat[res.dat$scenario %in% paste0(1,'D') & res.dat$N==300,]$theoretical.power <- 0.3660
-res.dat[res.dat$scenario %in% paste0(1,'E') & res.dat$N==300,]$theoretical.power <- 0.8981
-## Scénarios J=4 / M=4
-res.dat[res.dat$scenario %in% paste0(c(2,6,8,10,12),'A') & res.dat$N==300,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(2,6,8,10,12),'B') & res.dat$N==300,]$theoretical.power <- 0.5373
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'C') & res.dat$N==300,]$theoretical.power <- 0.5373
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'D') & res.dat$N==300,]$theoretical.power <- 0.9834
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'E') & res.dat$N==300,]$theoretical.power <- 0.9834
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'F') & res.dat$N==300,]$theoretical.power <- 0.5373
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'G') & res.dat$N==300,]$theoretical.power <- 0.9834
-res.dat[res.dat$scenario %in% paste0(2,'C') & res.dat$N==300,]$theoretical.power <- 0.9834
-res.dat[res.dat$scenario %in% paste0(2,'D') & res.dat$N==300,]$theoretical.power <- 0.5373
-res.dat[res.dat$scenario %in% paste0(2,'E') & res.dat$N==300,]$theoretical.power <- 0.9834
-## Scénarios J=7 / M=2
-res.dat[res.dat$scenario %in% paste0(c(3,13,15,17,19),'A') & res.dat$N==300,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(3,13,15,17,19),'B') & res.dat$N==300,]$theoretical.power <- 0.4550
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'C') & res.dat$N==300,]$theoretical.power <- 0.4550
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'D') & res.dat$N==300,]$theoretical.power <- 0.9584
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'E') & res.dat$N==300,]$theoretical.power <- 0.9584
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'F') & res.dat$N==300,]$theoretical.power <- 0.4550
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'G') & res.dat$N==300,]$theoretical.power <- 0.9584
-res.dat[res.dat$scenario %in% paste0(3,'C') & res.dat$N==300,]$theoretical.power <- 0.9584
-res.dat[res.dat$scenario %in% paste0(3,'D') & res.dat$N==300,]$theoretical.power <- 0.4550
-res.dat[res.dat$scenario %in% paste0(3,'E') & res.dat$N==300,]$theoretical.power <- 0.9584
-## Scénarios J=7 / M=4
-res.dat[res.dat$scenario %in% paste0(c(4,14,16,18,20),'A') & res.dat$N==300,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(4,14,16,18,20),'B') & res.dat$N==300,]$theoretical.power <- 0.5907
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'C') & res.dat$N==300,]$theoretical.power <- 0.5907
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'D') & res.dat$N==300,]$theoretical.power <- 0.9919
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'E') & res.dat$N==300,]$theoretical.power <- 0.9919
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'F') & res.dat$N==300,]$theoretical.power <- 0.5907
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'G') & res.dat$N==300,]$theoretical.power <- 0.9919
-res.dat[res.dat$scenario %in% paste0(4,'C') & res.dat$N==300,]$theoretical.power <- 0.9919
-res.dat[res.dat$scenario %in% paste0(4,'D') & res.dat$N==300,]$theoretical.power <- 0.5907
-res.dat[res.dat$scenario %in% paste0(4,'E') & res.dat$N==300,]$theoretical.power <- 0.9919
-### DIF scenarios
-res.dat.dif$theoretical.power <- res.dat[61:nrow(res.dat),]$theoretical.power
-## Plot 1 - baseline scenarios vs theoretical power
-par(mfrow=c(1,2))
-# theoretical
-plot.dat <- res.dat[res.dat$scenario %in% sapply(c('A','B','C','D','E'),function(x) paste0(1:4,x)),]
-plot(unique(plot.dat[plot.dat$scenario.type=="A",]$N),rep(unique(plot.dat[plot.dat$scenario.type=="A",]$theoretical.power),3),
-xlab='N',ylab='Theoretical power',
-xaxt='n',yaxt='n',type='l',xlim=c(100,300),ylim=c(0,1),lty=4,col='#03a18a')
-axis(1,c(100,200,300))
-axis(2,seq(0,1,0.1))
-lines(unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$theoretical.power),col='#c6d18d',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$theoretical.power),col='#c0c23b',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$theoretical.power),col='#da77c7',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$theoretical.power),col='#a12471',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$theoretical.power),col='#b5a180',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$theoretical.power),col='#9b6541',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$theoretical.power),col='#30a466',lty=4)
-lines(unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$theoretical.power),col='#1a342b',lty=4)
-points(unique(plot.dat[plot.dat$scenario %in% c("1A",'1A'),]$N),
-rep(unique(plot.dat[plot.dat$scenario %in% c("1A",'1A'),]$theoretical.power),3),col='#03a18a',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$theoretical.power),col='#c6d18d',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$theoretical.power),col='#c0c23b',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$theoretical.power),col='#da77c7',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$theoretical.power),col='#a12471',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$theoretical.power),col='#b5a180',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$theoretical.power),col='#9b6541',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$theoretical.power),col='#30a466',pch=17)
-points(unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$N),
-unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$theoretical.power),col='#1a342b',pch=17)
-legend("topleft",lty=rep(4,5),col=c("#03a18a","#c0c23b","#a12471","#9b6541","#1a342b"),
-pch=rep(17,5),
-legend=c("Scenario A",
-"Scenario 1-2 / B-D",
-"Scenario 3-4 / B-D",
-"Scenario 1-2 / C-E",
-"Scenario 3-4 / C-E"),cex=0.7)
-# real
-plot.dat <- res.dat[res.dat$scenario %in% sapply(c('A','B','C','D','E'),function(x) paste0(1:4,x)),]
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario.type=="A" & plot.dat$N==x,]$h0.rejected.p))
-plot(unique(plot.dat[plot.dat$scenario.type=="A",]$N),mean.A,
-xlab='N',ylab='Proportion of null hypothesis rejection',
-xaxt='n',yaxt='n',type='l',xlim=c(100,300),ylim=c(0,1),lty=4,col='#03a18a')
-axis(1,c(100,200,300))
-axis(2,seq(0,1,0.1))
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("1B","1D") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$N),
-mean.A,col='#c6d18d',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("2B","2D") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$N),
-mean.A,col='#c0c23b',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("3B","3D") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$N),
-mean.A,col='#da77c7',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("4B","4D") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$N),
-mean.A,col='#a12471',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("1C","1E") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$N),
-mean.A,col='#b5a180',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("2C","2E") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$N),
-mean.A,col='#9b6541',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("3C","3E") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$N),
-mean.A,col='#30a466',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("4C","4E") & plot.dat$N==x,]$h0.rejected.p))
-lines(unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$N),
-mean.A,col='#1a342b',lty=4)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario.type=="A" & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario.type=="A",]$N),mean.A,pch=17,col='#03a18a')
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("1B","1D") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("1B",'1D'),]$N),
-mean.A,col='#c6d18d',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("2B","2D") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("2B",'2D'),]$N),
-mean.A,col='#c0c23b',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("3B","3D") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("3B",'3D'),]$N),
-mean.A,col='#da77c7',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("4B","4D") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("4B",'4D'),]$N),
-mean.A,col='#a12471',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("1C","1E") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("1C",'1E'),]$N),
-mean.A,col='#b5a180',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("2C","2E") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("2C",'2E'),]$N),
-mean.A,col='#9b6541',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("3C","3E") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("3C",'3E'),]$N),
-mean.A,col='#30a466',pch=17)
-mean.A <- sapply(c(100,200,300),function(x) mean(plot.dat[plot.dat$scenario%in% c("4C","4E") & plot.dat$N==x,]$h0.rejected.p))
-points(unique(plot.dat[plot.dat$scenario %in% c("4C",'4E'),]$N),
-mean.A,col='#1a342b',pch=17)
-legend("topleft",lty=rep(4,5),col=c("#03a18a","#c0c23b","#a12471","#9b6541","#1a342b"),
-pch=rep(17,5),
-legend=c("Scenario A",
-"Scenario 1-2 / B-D",
-"Scenario 3-4 / B-D",
-"Scenario 1-2 / C-E",
-"Scenario 3-4 / C-E"),cex=0.7)
-library(TAM)
-library(doMC)
-library(parallel)
-library(pbmcapply)
-library(funprog)
-library(dplyr)
-library(readxl)
-aaaa <- read_excel("/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/out/8A_50.xls")
-aaaa
-mean(aaaa$beta)
-mean(aaaa$dif1_1)
-mean(aaaa$dif1_2)
-mean(aaaa$dif1_3)
-mean(aaaa$dif1_3,na.rm = T)
-mean(aaaa$item1_1,na.rm = T)
-aaaa <- read_excel("/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N50/out/10A_50.xls")
-mean(aaaa$beta)
-mean(aaaa$dif1_3,na.rm = T)
-mean(aaaa$dif2_3,na.rm = T)
-mean(aaaa$dif1_3,na.rm = T)
-mean(aaaa$dif1_1,na.rm = T)
-aaaa

RProject/Scripts/Analysis/functions/resali.R

@@ -0,0 +1,162 @@
+library(TAM)
+
+resali <- function(df=NULL,items=NULL,group=NULL,verbose=T) {
+  if (verbose) {
+    cat('-----------------------------------------------------------\n')
+    cat('COMPUTING INITIAL PCM\n')
+    cat('-----------------------------------------------------------\n')
+  }
+  nbitems <- length(items)
+  nbitems_o <- nbitems
+  items_n <- paste0('item',items)
+  resp <- df[,items_n]
+  grp <- df[,group]
+  pcm_initial <- TAM::tam.mml(resp=resp,Y=grp,irtmodel = "PCM",est.variance = T,verbose=F)
+  dat <- df
+  dat$score <- rowSums(dat[,items_n])
+  nqt <- ifelse(length(unique(quantile(dat$score,seq(0,1,0.2))))==6,5,length(unique(quantile(dat$score,seq(0,1,0.2))))-1)
+  while (length(unique(quantile(dat$score,seq(0,1,1/nqt))))!=nqt+1) {
+    nqt <- nqt-1
+  }
+  # ITEM POLYTOMIQUE
+  if (max(resp)>1) {
+  dat$score_q5 <- cut(dat$score,unique(quantile(dat$score,seq(0,1,1/nqt))),labels=1:nqt,include.lowest=T)
+  res.anova <- rep(NA,nbitems)
+  pval <- rep(NA,nbitems)
+  fval <- rep(NA,nbitems)
+  for (i in items) {
+    dat[,paste0('res_',i)] <- IRT.residuals(pcm_initial)$stand_residuals[,i]
+    res.anova[i] <- summary(aov(dat[,paste0('res_',i)]~TT*score_q5,data=dat))
+    pval[c(i,i+nbitems)] <- c(res.anova[[i]][1,"Pr(>F)"],res.anova[[i]][3,"Pr(>F)"])
+    fval[c(i,i+nbitems)] <- c(res.anova[[i]][1,'F value'],res.anova[[i]][3,"F value"])
+  }
+  if (verbose) {
+    cat('DONE\n')
+    cat('-----------------------------------------------------------\n')
+  }
+  res.items <- c()
+  res.uniform <- c()
+  k <- 1
+  while(any(pval<0.05/(nbitems_o*3))) {
+    k <- k+1
+    if (verbose) {
+      cat(paste('COMPUTING STEP',k,'\n'))
+      cat('-----------------------------------------------------------\n')
+    }
+    numitem <- ifelse(which.max(fval)%%(length(fval)/2)!=0,which.max(fval)%%(length(fval)/2),length(fval)/2)
+    res.item <- gsub("[a-z]", "",colnames(resp)[numitem])
+    res.items <- c(res.items,res.item)
+    res.uni <- res.anova[[numitem]][3,"Pr(>F)"]>0.05
+    res.uniform <- c(res.uniform,res.uni)
+    items_n <- c(items_n[items_n!=paste0('item',res.item)],paste0("item",res.item,c("noTT","TT")))
+    dat[dat$TT==1,paste0("item",res.item,'TT')] <- dat[dat$TT==1,paste0('item',res.item)]
+    dat[dat$TT==0,paste0("item",res.item,'noTT')] <- dat[dat$TT==0,paste0('item',res.item)]
+    resp <- dat[,items_n]
+    grp <- dat[,group]
+    pcm_while <- TAM::tam.mml(resp=resp,Y=grp,irtmodel = "PCM",est.variance = T,verbose=F)
+    nbitems <- length(items_n)-2*length(res.items)
+    res.anova <- rep(NA,nbitems)
+    pval <- rep(NA,2*nbitems)
+    fval <- rep(NA,2*nbitems)
+    for (i in 1:nbitems) {
+      dat[,paste0('res_',i)] <- IRT.residuals(pcm_while)$stand_residuals[,i]
+      res.anova[i] <- summary(aov(dat[,paste0('res_',i)]~TT*score_q5,data=dat))
+      pval[i] <- res.anova[[i]][1,"Pr(>F)"]
+      pval[i+nbitems] <- res.anova[[i]][3,"Pr(>F)"]
+      fval[i] <- res.anova[[i]][1,'F value']
+      fval[i+nbitems] <- res.anova[[i]][3,"F value"]
+    }
+    zz <- 0
+    if (verbose) {
+      cat('DONE\n')
+      cat('-----------------------------------------------------------\n')
+    }
+  }
+  if (verbose) {
+    cat("DETECTED DIF ITEMS\n")
+    cat('-----------------------------------------------------------\n')
+  }
+  if (length(res.items>0)) {
+    results <- data.frame(dif.items=res.items,
+                          uniform=1*res.uniform)
+    return(results)
+  }
+  else {
+    if (verbose) {
+      cat("No DIF was detected\n")
+    }
+    return(NULL)
+  }
+  # ITEM DICHOTOMIQUE
+  } else {
+    
+    res.anova <- rep(NA,nbitems)
+    pval <- rep(NA,nbitems)
+    fval <- rep(NA,nbitems)
+    for (i in items) {
+      dat[,paste0('res_',i)] <- IRT.residuals(pcm_initial)$stand_residuals[,i]
+      res.anova[i] <- summary(aov(dat[,paste0('res_',i)]~TT,data=dat))
+      pval[i] <- res.anova[[i]][1,"Pr(>F)"]
+      fval[i] <- res.anova[[i]][1,'F value']
+    }
+    if (verbose) {
+      cat('DONE\n')
+      cat('-----------------------------------------------------------\n')
+    }
+    res.items <- c()
+    k <- 1
+    while(any(pval<0.05/(nbitems_o))) {
+      k <- k+1
+      if (verbose) {
+        cat(paste('COMPUTING STEP',k,'\n'))
+        cat('-----------------------------------------------------------\n')
+      }
+      res.item <- gsub("[a-z]", "",colnames(resp)[which.max(fval)])
+      res.items <- c(res.items,res.item)
+      items_n <- c(items_n[items_n!=paste0('item',res.item)],paste0("item",res.item,c("noTT","TT")))
+      dat[dat$TT==1,paste0("item",res.item,'TT')] <- dat[dat$TT==1,paste0('item',res.item)]
+      dat[dat$TT==0,paste0("item",res.item,'noTT')] <- dat[dat$TT==0,paste0('item',res.item)]
+      resp <- dat[,items_n]
+      grp <- dat[,group]
+      pcm_while <- TAM::tam.mml(resp=resp,Y=grp,irtmodel = "PCM",est.variance = T,verbose=F)
+      nbitems <- length(items_n)
+      res.anova <- rep(NA,nbitems)
+      pval <- rep(NA,nbitems)
+      fval <- rep(NA,nbitems)
+      for (i in 1:nbitems) {
+        dat[,paste0('res_',i)] <- IRT.residuals(pcm_while)$stand_residuals[,i]
+        res.anova[i] <- summary(aov(dat[,paste0('res_',i)]~TT,data=dat))
+        pval[i] <- res.anova[[i]][1,"Pr(>F)"]
+        fval[i] <- res.anova[[i]][1,'F value']
+      }
+      zz <- 0
+      for (name_i in items_n) {
+        zz <- zz+1
+        if (grepl("TT",name_i)) {
+          pval[zz] <- 1
+          fval[zz] <- 0
+        }
+      }
+      if (verbose) {
+        cat('DONE\n')
+        cat('-----------------------------------------------------------\n')
+      }
+    }
+    if (verbose) {
+      cat("DETECTED DIF ITEMS\n")
+      cat('-----------------------------------------------------------\n')
+    }
+    if (length(res.items>0)) {
+      results <- data.frame(dif.items=res.items,
+                            uniform=rep(1,length(res.items)))
+      return(results)
+    }
+    else {
+      if (verbose) {
+        cat("No DIF was detected\n")
+      }
+      return(NULL)
+    }
+    
+  }
+}

RProject/Scripts/Analysis/functions/resali_v2.R

@@ -0,0 +1,167 @@
+library(TAM)
+
+resali <- function(df=NULL,items=NULL,group=NULL,verbose=T) {
+  if (verbose) {
+    cat('-----------------------------------------------------------\n')
+    cat('COMPUTING INITIAL PCM\n')
+    cat('-----------------------------------------------------------\n')
+  }
+  nbitems <- length(items)
+  nbitems_o <- nbitems
+  items_n <- paste0('item',items)
+  resp <- df[,items_n]
+  grp <- df[,group]
+  pcm_initial <- TAM::tam.mml(resp=resp,Y=grp,irtmodel = "PCM",est.variance = T,verbose=F)
+  dat <- df
+  dat$score <- rowSums(dat[,items_n])
+  nqt <- ifelse(length(unique(quantile(dat$score,seq(0,1,0.2))))==6,5,length(unique(quantile(dat$score,seq(0,1,0.2))))-1)
+  while (length(unique(quantile(dat$score,seq(0,1,1/nqt))))!=nqt+1) {
+    nqt <- nqt-1
+  }
+  # ITEM POLYTOMIQUE
+  if (max(resp)>1) {
+    dat$score_q5 <- cut(dat$score,unique(quantile(dat$score,seq(0,1,1/nqt))),labels=1:nqt,include.lowest=T)
+    res.anova <- rep(NA,nbitems)
+    pval <- rep(NA,nbitems)
+    fval <- rep(NA,nbitems)
+    for (i in items) {
+      dat[,paste0('res_',i)] <- IRT.residuals(pcm_initial)$stand_residuals[,i]
+      res.anova[i] <- summary(aov(dat[,paste0('res_',i)]~TT*score_q5,data=dat))
+      pval[i] <- res.anova[[i]][1,"Pr(>F)"]
+      fval[i] <- res.anova[[i]][1,'F value']
+    }
+    print(res.anova)
+    if (verbose) {
+      cat('DONE\n')
+      cat('-----------------------------------------------------------\n')
+    }
+    res.items <- c()
+    res.uniform <- c()
+    k <- 1
+    while(any(pval<0.05/(nbitems_o*3))) {
+      k <- k+1
+      if (verbose) {
+        cat(paste('COMPUTING STEP',k,'\n'))
+        cat('-----------------------------------------------------------\n')
+      }
+      res.item <- gsub("[a-z]", "",colnames(resp)[which.max(fval)])
+      res.items <- c(res.items,res.item)
+      res.uni <- res.anova[[which.max(fval)]][3,"Pr(>F)"]>0.05
+      res.uniform <- c(res.uniform,res.uni)
+      items_n <- c(items_n[items_n!=paste0('item',res.item)],paste0("item",res.item,c("noTT","TT")))
+      dat[dat$TT==1,paste0("item",res.item,'TT')] <- dat[dat$TT==1,paste0('item',res.item)]
+      dat[dat$TT==0,paste0("item",res.item,'noTT')] <- dat[dat$TT==0,paste0('item',res.item)]
+      resp <- dat[,items_n]
+      grp <- dat[,group]
+      pcm_while <- TAM::tam.mml(resp=resp,Y=grp,irtmodel = "PCM",est.variance = T,verbose=F)
+      nbitems <- length(items_n)
+      res.anova <- rep(NA,nbitems)
+      pval <- rep(NA,nbitems)
+      fval <- rep(NA,nbitems)
+      for (i in 1:nbitems) {
+        dat[,paste0('res_',i)] <- IRT.residuals(pcm_while)$stand_residuals[,i]
+        res.anova[i] <- summary(aov(dat[,paste0('res_',i)]~TT*score_q5,data=dat))
+        pval[i] <- res.anova[[i]][1,"Pr(>F)"]
+        fval[i] <- res.anova[[i]][1,'F value']
+      }
+      zz <- 0
+      for (name_i in items_n) {
+        zz <- zz+1
+        if (grepl("TT",name_i)) {
+          pval[zz] <- 1
+          fval[zz] <- 0
+        }
+      }
+      if (verbose) {
+        cat('DONE\n')
+        cat('-----------------------------------------------------------\n')
+      }
+    }
+    if (verbose) {
+      cat("DETECTED DIF ITEMS\n")
+      cat('-----------------------------------------------------------\n')
+    }
+    if (length(res.items>0)) {
+      results <- data.frame(dif.items=res.items,
+                            uniform=1*res.uniform)
+      return(results)
+    }
+    else {
+      if (verbose) {
+        cat("No DIF was detected\n")
+      }
+      return(NULL)
+    }
+    # ITEM DICHOTOMIQUE
+  } else {
+    
+    res.anova <- rep(NA,nbitems)
+    pval <- rep(NA,nbitems)
+    fval <- rep(NA,nbitems)
+    for (i in items) {
+      dat[,paste0('res_',i)] <- IRT.residuals(pcm_initial)$stand_residuals[,i]
+      res.anova[i] <- summary(aov(dat[,paste0('res_',i)]~TT,data=dat))
+      pval[i] <- res.anova[[i]][1,"Pr(>F)"]
+      fval[i] <- res.anova[[i]][1,'F value']
+    }
+    if (verbose) {
+      cat('DONE\n')
+      cat('-----------------------------------------------------------\n')
+    }
+    res.items <- c()
+    k <- 1
+    while(any(pval<0.05/(nbitems_o))) {
+      k <- k+1
+      if (verbose) {
+        cat(paste('COMPUTING STEP',k,'\n'))
+        cat('-----------------------------------------------------------\n')
+      }
+      res.item <- gsub("[a-z]", "",colnames(resp)[which.max(fval)])
+      res.items <- c(res.items,res.item)
+      items_n <- c(items_n[items_n!=paste0('item',res.item)],paste0("item",res.item,c("noTT","TT")))
+      dat[dat$TT==1,paste0("item",res.item,'TT')] <- dat[dat$TT==1,paste0('item',res.item)]
+      dat[dat$TT==0,paste0("item",res.item,'noTT')] <- dat[dat$TT==0,paste0('item',res.item)]
+      resp <- dat[,items_n]
+      grp <- dat[,group]
+      pcm_while <- TAM::tam.mml(resp=resp,Y=grp,irtmodel = "PCM",est.variance = T,verbose=F)
+      nbitems <- length(items_n)
+      res.anova <- rep(NA,nbitems)
+      pval <- rep(NA,nbitems)
+      fval <- rep(NA,nbitems)
+      for (i in 1:nbitems) {
+        dat[,paste0('res_',i)] <- IRT.residuals(pcm_while)$stand_residuals[,i]
+        res.anova[i] <- summary(aov(dat[,paste0('res_',i)]~TT,data=dat))
+        pval[i] <- res.anova[[i]][1,"Pr(>F)"]
+        fval[i] <- res.anova[[i]][1,'F value']
+      }
+      zz <- 0
+      for (name_i in items_n) {
+        zz <- zz+1
+        if (grepl("TT",name_i)) {
+          pval[zz] <- 1
+          fval[zz] <- 0
+        }
+      }
+      if (verbose) {
+        cat('DONE\n')
+        cat('-----------------------------------------------------------\n')
+      }
+    }
+    if (verbose) {
+      cat("DETECTED DIF ITEMS\n")
+      cat('-----------------------------------------------------------\n')
+    }
+    if (length(res.items>0)) {
+      results <- data.frame(dif.items=res.items,
+                            uniform=rep(1,length(res.items)))
+      return(results)
+    }
+    else {
+      if (verbose) {
+        cat("No DIF was detected\n")
+      }
+      return(NULL)
+    }
+    
+  }
+}

RProject/Scripts/Analysis/pcm_nodif.R

@@ -16,6 +16,8 @@ lastChar <- function(str){
   substr(str, nchar(str)-2, nchar(str))
 }
 
+source(paste0(getwd(),"/functions/resali.R"))
+
 ##############################################################################
 #----------------------------------------------------------------------------#
 ############################# ANALYSIS FUNCTIONS #############################
@@ -43,7 +45,6 @@ replicate_pcm_analysis_m4 <- function(df=NULL,treatment='TT',irtmodel='PCM2',met
   truebeta <- eff.size
   if (method=='MML') {
     n <- max(df[,sequence])
-    print(n)
     tam1 <- lapply(seq(1,n),
                    function(x) pcm_analysis(df=df[df[,sequence]==x,],treatment=treatment,irtmodel=irtmodel)
     )
@@ -91,7 +92,6 @@ replicate_pcm_analysis_m2 <- function(df=NULL,treatment='TT',irtmodel='PCM2',met
   resp <- df[,sapply(seq(1,nbitems),function(x) paste0('item',x))]
   if (method=='MML') {
     n <- max(df[,sequence])
-    print(n)
     tam1 <- lapply(seq(1,n),
                    function(x) pcm_analysis(df=df[df[,sequence]==x,],treatment=treatment,irtmodel=irtmodel)
     )
@@ -2048,416 +2048,334 @@ write.csv(res_nodif[[1]],'/home/corentin/Documents/These/Recherche/Simulations/A
 write.csv(res_nodif[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N200/scenario_20G_200_nodif.csv')
 write.csv(res_nodif[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N300/scenario_20G_300_nodif.csv')
 
-
 ##############################################################################
 #----------------------------------------------------------------------------#
-################################# AGGREGATION ################################
+########################### SCENARIO ANALYSIS N=50 ###########################
 #----------------------------------------------------------------------------#
 ##############################################################################
 
-#### Create data.frame
-
-results <- c(sapply(1:4,function(x) paste0(x,c('A','B','C','D','E'))),sapply(5:9,function(x) paste0(x,c('A','B','C','D','E','F','G'))))
-
-results2 <- c(sapply(10:20,function(x) paste0(x,c('A','B','C','D','E','F','G'))))
-
-results <- c(sapply(c(100,200,300),function(x) paste0(results,'_',x)))
-
-results2 <- c(sapply(c(100,200,300),function(x) paste0(results2,'_',x)))
-
-results <- sort(results)
-
-results2 <- sort(results2)
-
-results <- c(results,results2)
-
-#### Compiler function
-
-compile_simulation <- function(scenario) {
-  name <- as.numeric(gsub("[^0-9.-]", "", substr(scenario,start=0,stop=2)))
-  if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="100" & name<=4) {
-    s <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N100/scenario_',scenario,'.csv'))
-  }
-  if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="100" & name>4) {
-    s <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N100/scenario_',scenario,'_nodif.csv'))
-  }
-  if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="200" & name<=4) {
-    s <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N200/scenario_',scenario,'.csv'))
-  }
-  if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="200" & name>4) {
-    s <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N200/scenario_',scenario,'_nodif.csv'))
-  }
-  if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="300" & name<=4) {
-    s <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N300/scenario_',scenario,'.csv'))
-  }
-  if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="300" & name>4) {
-    s <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N300/scenario_',scenario,'_nodif.csv'))
-  }
-  if (unique(s$J)==4) {
-    if (unique(s$M)==2) {
-      a <- data.frame(m.item1=mean(s$item1),m.item2=mean(s$item2),m.item3=mean(s$item3),m.item4=mean(s$item4))
-    } else {
-      a <- data.frame(m.item1_1=mean(s$item1_1),m.item1_2=mean(s$item1_2),m.item1_3=mean(s$item1_3),
-                      m.item2_1=mean(s$item2_1),m.item2_2=mean(s$item2_2),m.item2_3=mean(s$item2_3),
-                      m.item3_1=mean(s$item3_1),m.item3_2=mean(s$item3_2),m.item3_3=mean(s$item3_3),
-                      m.item4_1=mean(s$item4_1),m.item4_2=mean(s$item4_2),m.item4_3=mean(s$item4_3)
-                      )
-    }
-  } else {
-    if (unique(s$M)==2) {
-      a <- data.frame(m.item1=mean(s$item1),m.item2=mean(s$item2),m.item3=mean(s$item3),m.item4=mean(s$item4),
-                      m.item5=mean(s$item5),m.item6=mean(s$item6),m.item7=mean(s$item7))
-    } else {
-      a <- data.frame(m.item1_1=mean(s$item1_1),m.item1_2=mean(s$item1_2),m.item1_3=mean(s$item1_3),
-                      m.item2_1=mean(s$item2_1),m.item2_2=mean(s$item2_2),m.item2_3=mean(s$item2_3),
-                      m.item3_1=mean(s$item3_1),m.item3_2=mean(s$item3_2),m.item3_3=mean(s$item3_3),
-                      m.item4_1=mean(s$item4_1),m.item4_2=mean(s$item4_2),m.item4_3=mean(s$item4_3),
-                      m.item5_1=mean(s$item5_1),m.item5_2=mean(s$item5_2),m.item5_3=mean(s$item5_3),
-                      m.item6_1=mean(s$item6_1),m.item6_2=mean(s$item6_2),m.item6_3=mean(s$item6_3),
-                      m.item7_1=mean(s$item7_1),m.item7_2=mean(s$item7_2),m.item7_3=mean(s$item7_3)
-      )
-    }
-  }
-  zz <- substr(scenario,start=0,stop=nchar(scenario)-4)
-  b <- data.frame(scenario=zz,
-                  scenario.type=substr(zz,start=nchar(zz),stop=nchar(zz)),
-                  N=substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario)),
-                  J=unique(s$J),
-                  M=unique(s$M),
-                  eff.size=unique(s$eff.size),
-                  nb.dif=unique(s$nb.dif),
-                  dif.size=unique(s$dif.size)
-                  )
-  z <- data.frame(m.beta=mean(s$beta),
-                  se.empirical.beta=sd(s$beta),
-                  se.analytical.beta=mean(s$se.beta),
-                  m.low.ci.beta=mean(s$low.ci.beta),
-                  m.high.ci.beta=mean(s$high.ci.beta),
-                  true.value.in.ci.p=mean(s$true.value.in.ci),
-                  h0.rejected.p=mean(s$h0.rejected),
-                  beta.same.sign.truebeta.p=mean(s$beta.same.sign.truebeta,na.rm=T),
-                  beta.same.sign.truebeta.signif.p=mean(s[s$h0.rejected==1,]$beta.same.sign.truebeta,na.rm=T))
-  d <- cbind(b,a,z)
-  d$prop.
-  return(d)
-}
-
-#### Compiled results
-
-res.dat <- compile_simulation('1A_100')
-
-for (x in results[seq(2,length(results))]) {
-  y <- compile_simulation(x)
-  res.dat <- bind_rows(res.dat,y)
-}
-res.dat[res.dat$scenario.type=='A','dif.size'] <- -res.dat[res.dat$scenario.type=='A','dif.size']
-res.dat[is.na(res.dat$dif.size),'dif.size'] <- 0
-res.dat[132:300,'nb.dif'] <- 2
-res.dat[300:396,'nb.dif'] <- 3
-View(res.dat)
-
-res.dat.simple <- res.dat[,c(1:8,13,16:18)]
-res.dat.simple$m.beta <- round(res.dat.simple$m.beta,3)
-res.dat.simple
-
-##############################################################################
-#----------------------------------------------------------------------------#
-########################### AGGREGATION DIF MATRICES #########################
-#----------------------------------------------------------------------------#
-##############################################################################
-
-#### Create data.frame
-
-results <- c(sapply(1:4,function(x) paste0(x,c('A','B','C','D','E'))),sapply(5:9,function(x) paste0(x,c('A','B','C','D','E','F','G'))))
-
-results2 <- c(sapply(10:20,function(x) paste0(x,c('A','B','C','D','E','F','G'))))
-
-results <- c(sapply(c(100,200,300),function(x) paste0(results,'_',x)))
-
-results2 <- c(sapply(c(100,200,300),function(x) paste0(results2,'_',x)))
-
-results <- sort(results)
-
-results2 <- sort(results2)
-
-results <- c(results,results2)[61:396]
-
-
-#### Compiler function
-
-compile_simulation2 <- function(scenario) {
-  name <- as.numeric(gsub("[^0-9.-]", "", substr(scenario,start=0,stop=2)))
-  if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="100" & name>4) {
-    s <- read_excel(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N100/',scenario,'.xls'))
-  }
-  if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="200" & name>4) {
-    s <- read_excel(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N200/',scenario,'.xls'))
-  }
-  if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="300" & name>4) {
-    s <- read_excel(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/DIF/N300/',scenario,'.xls'))
-  }
-  J <- max(which(sapply(1:7,function(x) paste0('item',x) %in% colnames(s) | paste0('item',x,'_1') %in% colnames(s))))
-  M <- 1+sum(sapply(1:3,function(x) paste0('item1_',x) %in% colnames(s) ))
-  if (M==1) {M <- 2}
-  nb.dif <- max(which(sapply(1:3,function(x) paste0('dif',x) %in% colnames(s) | paste0('dif',x,'_1') %in% colnames(s))))
-  if (J==4) {
-    if (M==2) {
-      a <- data.frame(m.item1=mean(s$item1),m.item2=mean(s$item2),m.item3=mean(s$item3),m.item4=mean(s$item4))
-    } else {
-      a <- data.frame(m.item1_1=mean(s$item1_1),m.item1_2=mean(s$item1_2),m.item1_3=mean(s$item1_3),
-                      m.item2_1=mean(s$item2_1),m.item2_2=mean(s$item2_2),m.item2_3=mean(s$item2_3),
-                      m.item3_1=mean(s$item3_1),m.item3_2=mean(s$item3_2),m.item3_3=mean(s$item3_3),
-                      m.item4_1=mean(s$item4_1),m.item4_2=mean(s$item4_2),m.item4_3=mean(s$item4_3)
-      )
-    }
-  } else {
-    if (M==2) {
-      a <- data.frame(m.item1=mean(s$item1),m.item2=mean(s$item2),m.item3=mean(s$item3),m.item4=mean(s$item4),
-                      m.item5=mean(s$item5),m.item6=mean(s$item6),m.item7=mean(s$item7))
-    } else {
-      a <- data.frame(m.item1_1=mean(s$item1_1),m.item1_2=mean(s$item1_2),m.item1_3=mean(s$item1_3),
-                      m.item2_1=mean(s$item2_1),m.item2_2=mean(s$item2_2),m.item2_3=mean(s$item2_3),
-                      m.item3_1=mean(s$item3_1),m.item3_2=mean(s$item3_2),m.item3_3=mean(s$item3_3),
-                      m.item4_1=mean(s$item4_1),m.item4_2=mean(s$item4_2),m.item4_3=mean(s$item4_3),
-                      m.item5_1=mean(s$item5_1),m.item5_2=mean(s$item5_2),m.item5_3=mean(s$item5_3),
-                      m.item6_1=mean(s$item6_1),m.item6_2=mean(s$item6_2),m.item6_3=mean(s$item6_3),
-                      m.item7_1=mean(s$item7_1),m.item7_2=mean(s$item7_2),m.item7_3=mean(s$item7_3)
-      )
-    }
-  }
-  zz <- substr(scenario,start=0,stop=nchar(scenario)-4)
-  N <- substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))
-  eff.size <- unique(res.dat[res.dat$scenario==zz & res.dat$N==N,'eff.size'])
-  dif.size <- unique(res.dat[res.dat$scenario==zz & res.dat$N==N,'dif.size'])
-  b <- data.frame(scenario=zz,
-                  scenario.type=substr(zz,start=nchar(zz),stop=nchar(zz)),
-                  N=N,
-                  J=J,
-                  M=M,
-                  eff.size=eff.size,
-                  nb.dif=nb.dif,
-                  dif.size=dif.size
-  )
-  true.value.in.ci <- eff.size <= s$beta+1.96*s$se_beta & eff.size >= s$beta-1.96*s$se_beta
-  beta.same.sign.truebeta.p <- ifelse(rep(eff.size,nrow(s))==0,NA,(rep(eff.size,nrow(s))/s$beta)>0)
-  num.reject <- which((s$beta-1.96*s$se_beta)>0 | (s$beta+1.96*s$se_beta)<0)
-  z <- data.frame(m.beta=mean(s$beta),
-                  se.empirical.beta=sd(s$beta),
-                  se.analytical.beta=mean(s$se_beta),
-                  m.low.ci.beta=mean(s$beta-1.96*s$se_beta),
-                  m.high.ci.beta=mean(s$beta+1.96*s$se_beta),
-                  true.value.in.ci.p=mean(true.value.in.ci),
-                  h0.rejected.p=mean( (s$beta-1.96*s$se_beta)>0 | (s$beta+1.96*s$se_beta)<0 ),
-                  beta.same.sign.truebeta.p=mean(beta.same.sign.truebeta.p),
-                  beta.same.sign.truebeta.signif.p=mean(beta.same.sign.truebeta.p[num.reject])
-  )
-  d <- cbind(b,a,z)
-  d$prop.
-  return(d)
-}
-
-
-#### Compiled results
-
-res.dat.dif <- compile_simulation2('5A_100')
-
-for (x in results[seq(2,length(results))]) {
-  y <- compile_simulation2(x)
-  res.dat.dif <- bind_rows(res.dat.dif,y)
-}
-
-res.dat$bias <- res.dat$eff.size-res.dat$m.beta
-res.dat.dif$bias <- res.dat.dif$eff.size-res.dat.dif$m.beta
-
-##############################################################################
-#----------------------------------------------------------------------------#
-################################## RASCHPOWER ################################
-#----------------------------------------------------------------------------#
-##############################################################################
-
-###### Puissance théorique
-
-res.dat$theoretical.power <- 0
-
-### Scénarios N=100
-
-## Scénarios J=4 / M=2
-
-res.dat[res.dat$scenario %in% paste0(c(1,5,7,9,11),'A') & res.dat$N==100,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(1,5,7,9,11),'B') & res.dat$N==100,]$theoretical.power <- 0.1543
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'C') & res.dat$N==100,]$theoretical.power <- 0.1543
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'D') & res.dat$N==100,]$theoretical.power <- 0.4627
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'E') & res.dat$N==100,]$theoretical.power <- 0.4627
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'F') & res.dat$N==100,]$theoretical.power <- 0.1543
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'G') & res.dat$N==100,]$theoretical.power <- 0.4627
-
-res.dat[res.dat$scenario %in% paste0(1,'C') & res.dat$N==100,]$theoretical.power <- 0.4627
-res.dat[res.dat$scenario %in% paste0(1,'D') & res.dat$N==100,]$theoretical.power <- 0.1543
-res.dat[res.dat$scenario %in% paste0(1,'E') & res.dat$N==100,]$theoretical.power <- 0.4627
-
-## Scénarios J=4 / M=4
-
-res.dat[res.dat$scenario %in% paste0(c(2,6,8,10,12),'A') & res.dat$N==100,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(2,6,8,10,12),'B') & res.dat$N==100,]$theoretical.power <- 0.2177
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'C') & res.dat$N==100,]$theoretical.power <- 0.2177
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'D') & res.dat$N==100,]$theoretical.power <- 0.6586
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'E') & res.dat$N==100,]$theoretical.power <- 0.6586
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'F') & res.dat$N==100,]$theoretical.power <- 0.2177
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'G') & res.dat$N==100,]$theoretical.power <- 0.6586
-
-res.dat[res.dat$scenario %in% paste0(2,'C') & res.dat$N==100,]$theoretical.power <- 0.6586
-res.dat[res.dat$scenario %in% paste0(2,'D') & res.dat$N==100,]$theoretical.power <- 0.2177
-res.dat[res.dat$scenario %in% paste0(2,'E') & res.dat$N==100,]$theoretical.power <- 0.6586
-
-## Scénarios J=7 / M=2
-
-res.dat[res.dat$scenario %in% paste0(c(3,13,15,17,19),'A') & res.dat$N==100,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(3,13,15,17,19),'B') & res.dat$N==100,]$theoretical.power <- 0.1870
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'C') & res.dat$N==100,]$theoretical.power <- 0.1870
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'D') & res.dat$N==100,]$theoretical.power <- 0.5666
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'E') & res.dat$N==100,]$theoretical.power <- 0.5666
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'F') & res.dat$N==100,]$theoretical.power <- 0.1870
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'G') & res.dat$N==100,]$theoretical.power <- 0.5666
-
-res.dat[res.dat$scenario %in% paste0(3,'C') & res.dat$N==100,]$theoretical.power <- 0.5666
-res.dat[res.dat$scenario %in% paste0(3,'D') & res.dat$N==100,]$theoretical.power <- 0.1870
-res.dat[res.dat$scenario %in% paste0(3,'E') & res.dat$N==100,]$theoretical.power <- 0.5666
-
-## Scénarios J=7 / M=4
-
-res.dat[res.dat$scenario %in% paste0(c(4,14,16,18,20),'A') & res.dat$N==100,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(4,14,16,18,20),'B') & res.dat$N==100,]$theoretical.power <- 0.2450
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'C') & res.dat$N==100,]$theoretical.power <- 0.2450
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'D') & res.dat$N==100,]$theoretical.power <- 0.7136
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'E') & res.dat$N==100,]$theoretical.power <- 0.7136
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'F') & res.dat$N==100,]$theoretical.power <- 0.2450
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'G') & res.dat$N==100,]$theoretical.power <- 0.7136
-
-res.dat[res.dat$scenario %in% paste0(4,'C') & res.dat$N==100,]$theoretical.power <- 0.7136
-res.dat[res.dat$scenario %in% paste0(4,'D') & res.dat$N==100,]$theoretical.power <- 0.2450
-res.dat[res.dat$scenario %in% paste0(4,'E') & res.dat$N==100,]$theoretical.power <- 0.7136
-
-
-### Scénarios N=200
-
-## Scénarios J=4 / M=2
-
-res.dat[res.dat$scenario %in% paste0(c(1,5,7,9,11),'A') & res.dat$N==200,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(1,5,7,9,11),'B') & res.dat$N==200,]$theoretical.power <- 0.2618
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'C') & res.dat$N==200,]$theoretical.power <- 0.2618
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'D') & res.dat$N==200,]$theoretical.power <- 0.7507
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'E') & res.dat$N==200,]$theoretical.power <- 0.7507
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'F') & res.dat$N==200,]$theoretical.power <- 0.2618
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'G') & res.dat$N==200,]$theoretical.power <- 0.7507
+registerDoMC(5)
+
+
+###################################### Scenario A
+
+
+dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_1A_50.csv')
+dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_2A_50.csv')
+dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_3A_50.csv')
+dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_4A_50.csv')
+dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_5A_50.csv')
+dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_6A_50.csv')
+dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_7A_50.csv')
+dat8 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_8A_50.csv')
+dat9 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_9A_50.csv')
+dat10 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_10A_50.csv')
+dat11 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_11A_50.csv')
+dat12 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_12A_50.csv')
+dat13 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_13A_50.csv')
+dat14 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_14A_50.csv')
+dat15 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_15A_50.csv')
+dat16 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_16A_50.csv')
+dat17 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_17A_50.csv')
+dat18 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_18A_50.csv')
+dat19 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_19A_50.csv')
+dat20 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_20A_50.csv')
+
+res <- pbmclapply(paste0("dat",1:20),function(x) replicate_pcm_analysis(get(x),eff.size = 0))
+
+write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_1A_50.csv')
+write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_2A_50.csv')
+write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_3A_50.csv')
+write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_4A_50.csv')
+write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_5A_50.csv')
+write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_6A_50.csv')
+write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_7A_50.csv')
+write.csv(res[[8]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_8A_50.csv')
+write.csv(res[[9]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_9A_50.csv')
+write.csv(res[[10]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_10A_50.csv')
+write.csv(res[[11]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_11A_50.csv')
+write.csv(res[[12]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_12A_50.csv')
+write.csv(res[[13]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_13A_50.csv')
+write.csv(res[[14]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_14A_50.csv')
+write.csv(res[[15]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_15A_50.csv')
+write.csv(res[[16]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_16A_50.csv')
+write.csv(res[[17]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_17A_50.csv')
+write.csv(res[[18]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_18A_50.csv')
+write.csv(res[[19]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_19A_50.csv')
+write.csv(res[[20]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_20A_50.csv')
+
+
+###################################### Scenario B
+
+
+dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_1B_50.csv')
+dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_2B_50.csv')
+dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_3B_50.csv')
+dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_4B_50.csv')
+dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_5B_50.csv')
+dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_6B_50.csv')
+dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_7B_50.csv')
+dat8 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_8B_50.csv')
+dat9 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_9B_50.csv')
+dat10 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_10B_50.csv')
+dat11 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_11B_50.csv')
+dat12 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_12B_50.csv')
+dat13 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_13B_50.csv')
+dat14 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_14B_50.csv')
+dat15 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_15B_50.csv')
+dat16 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_16B_50.csv')
+dat17 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_17B_50.csv')
+dat18 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_18B_50.csv')
+dat19 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_19B_50.csv')
+dat20 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_20B_50.csv')
+
+res <- pbmclapply(paste0("dat",1:20),function(x) replicate_pcm_analysis(get(x),eff.size = 0.2))
+
+write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_1B_50.csv')
+write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_2B_50.csv')
+write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_3B_50.csv')
+write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_4B_50.csv')
+write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_5B_50.csv')
+write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_6B_50.csv')
+write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_7B_50.csv')
+write.csv(res[[8]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_8B_50.csv')
+write.csv(res[[9]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_9B_50.csv')
+write.csv(res[[10]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_10B_50.csv')
+write.csv(res[[11]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_11B_50.csv')
+write.csv(res[[12]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_12B_50.csv')
+write.csv(res[[13]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_13B_50.csv')
+write.csv(res[[14]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_14B_50.csv')
+write.csv(res[[15]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_15B_50.csv')
+write.csv(res[[16]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_16B_50.csv')
+write.csv(res[[17]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_17B_50.csv')
+write.csv(res[[18]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_18B_50.csv')
+write.csv(res[[19]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_19B_50.csv')
+write.csv(res[[20]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_20B_50.csv')
+
+
+###################################### Scenario C
+
+
+dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_1C_50.csv')
+dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_2C_50.csv')
+dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_3C_50.csv')
+dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_4C_50.csv')
+dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_5C_50.csv')
+dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_6C_50.csv')
+dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_7C_50.csv')
+dat8 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_8C_50.csv')
+dat9 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_9C_50.csv')
+dat10 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_10C_50.csv')
+dat11 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_11C_50.csv')
+dat12 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_12C_50.csv')
+dat13 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_13C_50.csv')
+dat14 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_14C_50.csv')
+dat15 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_15C_50.csv')
+dat16 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_16C_50.csv')
+dat17 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_17C_50.csv')
+dat18 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_18C_50.csv')
+dat19 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_19C_50.csv')
+dat20 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_20C_50.csv')
+
+
+res <- pbmclapply(1:20,function(x) replicate_pcm_analysis(get(paste0("dat",x)),eff.size = ifelse(x>4,0.2,0.4)))
+
+write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_1C_50.csv')
+write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_2C_50.csv')
+write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_3C_50.csv')
+write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_4C_50.csv')
+write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_5C_50.csv')
+write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_6C_50.csv')
+write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_7C_50.csv')
+write.csv(res[[8]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_8C_50.csv')
+write.csv(res[[9]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_9C_50.csv')
+write.csv(res[[10]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_10C_50.csv')
+write.csv(res[[11]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_11C_50.csv')
+write.csv(res[[12]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_12C_50.csv')
+write.csv(res[[13]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_13C_50.csv')
+write.csv(res[[14]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_14C_50.csv')
+write.csv(res[[15]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_15C_50.csv')
+write.csv(res[[16]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_16C_50.csv')
+write.csv(res[[17]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_17C_50.csv')
+write.csv(res[[18]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_18C_50.csv')
+write.csv(res[[19]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_19C_50.csv')
+write.csv(res[[20]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_20C_50.csv')
+
+
+
+
+###################################### Scenario D
+
+
+dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_1D_50.csv')
+dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_2D_50.csv')
+dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_3D_50.csv')
+dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_4D_50.csv')
+dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_5D_50.csv')
+dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_6D_50.csv')
+dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_7D_50.csv')
+dat8 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_8D_50.csv')
+dat9 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_9D_50.csv')
+dat10 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_10D_50.csv')
+dat11 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_11D_50.csv')
+dat12 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_12D_50.csv')
+dat13 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_13D_50.csv')
+dat14 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_14D_50.csv')
+dat15 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_15D_50.csv')
+dat16 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_16D_50.csv')
+dat17 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_17D_50.csv')
+dat18 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_18D_50.csv')
+dat19 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_19D_50.csv')
+dat20 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_20D_50.csv')
+
+
+res <- pbmclapply(1:20,function(x) replicate_pcm_analysis(get(paste0("dat",x)),eff.size = ifelse(x>4,0.4,-0.2)))
+
+write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_1D_50.csv')
+write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_2D_50.csv')
+write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_3D_50.csv')
+write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_4D_50.csv')
+write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_5D_50.csv')
+write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_6D_50.csv')
+write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_7D_50.csv')
+write.csv(res[[8]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_8D_50.csv')
+write.csv(res[[9]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_9D_50.csv')
+write.csv(res[[10]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_10D_50.csv')
+write.csv(res[[11]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_11D_50.csv')
+write.csv(res[[12]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_12D_50.csv')
+write.csv(res[[13]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_13D_50.csv')
+write.csv(res[[14]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_14D_50.csv')
+write.csv(res[[15]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_15D_50.csv')
+write.csv(res[[16]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_16D_50.csv')
+write.csv(res[[17]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_17D_50.csv')
+write.csv(res[[18]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_18D_50.csv')
+write.csv(res[[19]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_19D_50.csv')
+write.csv(res[[20]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_20D_50.csv')
+
+
+
+###################################### Scenario E
+
+
+dat1 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_1E_50.csv')
+dat2 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_2E_50.csv')
+dat3 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_3E_50.csv')
+dat4 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N50/scenario_4E_50.csv')
+dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_5E_50.csv')
+dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_6E_50.csv')
+dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_7E_50.csv')
+dat8 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_8E_50.csv')
+dat9 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_9E_50.csv')
+dat10 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_10E_50.csv')
+dat11 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_11E_50.csv')
+dat12 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_12E_50.csv')
+dat13 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_13E_50.csv')
+dat14 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_14E_50.csv')
+dat15 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_15E_50.csv')
+dat16 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_16E_50.csv')
+dat17 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_17E_50.csv')
+dat18 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_18E_50.csv')
+dat19 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_19E_50.csv')
+dat20 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_20E_50.csv')
+
+
+res <- pbmclapply(1:20,function(x) replicate_pcm_analysis(get(paste0("dat",x)),eff.size = ifelse(x>4,0.4,-0.4)))
+
+write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_1E_50.csv')
+write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_2E_50.csv')
+write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_3E_50.csv')
+write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_4E_50.csv')
+write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_5E_50.csv')
+write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_6E_50.csv')
+write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_7E_50.csv')
+write.csv(res[[8]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_8E_50.csv')
+write.csv(res[[9]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_9E_50.csv')
+write.csv(res[[10]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_10E_50.csv')
+write.csv(res[[11]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_11E_50.csv')
+write.csv(res[[12]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_12E_50.csv')
+write.csv(res[[13]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_13E_50.csv')
+write.csv(res[[14]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_14E_50.csv')
+write.csv(res[[15]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_15E_50.csv')
+write.csv(res[[16]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_16E_50.csv')
+write.csv(res[[17]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_17E_50.csv')
+write.csv(res[[18]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_18E_50.csv')
+write.csv(res[[19]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_19E_50.csv')
+write.csv(res[[20]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_20E_50.csv')
+
+###################################### Scenario F
+
+dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_5F_50.csv')
+dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_6F_50.csv')
+dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_7F_50.csv')
+dat8 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_8F_50.csv')
+dat9 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_9F_50.csv')
+dat10 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_10F_50.csv')
+dat11 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_11F_50.csv')
+dat12 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_12F_50.csv')
+dat13 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_13F_50.csv')
+dat14 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_14F_50.csv')
+dat15 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_15F_50.csv')
+dat16 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_16F_50.csv')
+dat17 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_17F_50.csv')
+dat18 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_18F_50.csv')
+dat19 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_19F_50.csv')
+dat20 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_20F_50.csv')
+
+res <- pbmclapply(5:20,function(x) replicate_pcm_analysis(get(paste0("dat",x)),eff.size = -0.2))
+
+write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_5F_50.csv')
+write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_6F_50.csv')
+write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_7F_50.csv')
+write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_8F_50.csv')
+write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_9F_50.csv')
+write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_10F_50.csv')
+write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_11F_50.csv')
+write.csv(res[[8]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_12F_50.csv')
+write.csv(res[[9]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_13F_50.csv')
+write.csv(res[[10]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_14F_50.csv')
+write.csv(res[[11]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_15F_50.csv')
+write.csv(res[[12]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_16F_50.csv')
+write.csv(res[[13]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_17F_50.csv')
+write.csv(res[[14]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_18F_50.csv')
+write.csv(res[[15]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_19F_50.csv')
+write.csv(res[[16]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_20F_50.csv')
+
+###################################### Scenario G
+
+dat5 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_5G_50.csv')
+dat6 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_6G_50.csv')
+dat7 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_7G_50.csv')
+dat8 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_8G_50.csv')
+dat9 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_9G_50.csv')
+dat10 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_10G_50.csv')
+dat11 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_11G_50.csv')
+dat12 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_12G_50.csv')
+dat13 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_13G_50.csv')
+dat14 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_14G_50.csv')
+dat15 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_15G_50.csv')
+dat16 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_16G_50.csv')
+dat17 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_17G_50.csv')
+dat18 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_18G_50.csv')
+dat19 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_19G_50.csv')
+dat20 <- read.csv(file = '/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N50/scenario_20G_50.csv')
+
+res <- pbmclapply(5:20,function(x) replicate_pcm_analysis(get(paste0("dat",x)),eff.size = -0.4))
+
+write.csv(res[[1]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_5G_50.csv')
+write.csv(res[[2]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_6G_50.csv')
+write.csv(res[[3]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_7G_50.csv')
+write.csv(res[[4]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_8G_50.csv')
+write.csv(res[[5]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_9G_50.csv')
+write.csv(res[[6]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_10G_50.csv')
+write.csv(res[[7]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_11G_50.csv')
+write.csv(res[[8]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_12G_50.csv')
+write.csv(res[[9]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_13G_50.csv')
+write.csv(res[[10]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_14G_50.csv')
+write.csv(res[[11]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_15G_50.csv')
+write.csv(res[[12]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_16G_50.csv')
+write.csv(res[[13]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_17G_50.csv')
+write.csv(res[[14]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_18G_50.csv')
+write.csv(res[[15]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_19G_50.csv')
+write.csv(res[[16]],'/home/corentin/Documents/These/Recherche/Simulations/Analysis/NoDIF/N50/scenario_20G_50.csv')
 
-res.dat[res.dat$scenario %in% paste0(1,'C') & res.dat$N==200,]$theoretical.power <- 0.7507
-res.dat[res.dat$scenario %in% paste0(1,'D') & res.dat$N==200,]$theoretical.power <- 0.2618
-res.dat[res.dat$scenario %in% paste0(1,'E') & res.dat$N==200,]$theoretical.power <- 0.7507
 
-## Scénarios J=4 / M=4
-
-res.dat[res.dat$scenario %in% paste0(c(2,6,8,10,12),'A') & res.dat$N==200,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(2,6,8,10,12),'B') & res.dat$N==200,]$theoretical.power <- 0.3875
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'C') & res.dat$N==200,]$theoretical.power <- 0.3875
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'D') & res.dat$N==200,]$theoretical.power <- 0.9161
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'E') & res.dat$N==200,]$theoretical.power <- 0.9161
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'F') & res.dat$N==200,]$theoretical.power <- 0.3875
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'G') & res.dat$N==200,]$theoretical.power <- 0.9161
-
-res.dat[res.dat$scenario %in% paste0(2,'C') & res.dat$N==200,]$theoretical.power <- 0.9161
-res.dat[res.dat$scenario %in% paste0(2,'D') & res.dat$N==200,]$theoretical.power <- 0.3875
-res.dat[res.dat$scenario %in% paste0(2,'E') & res.dat$N==200,]$theoretical.power <- 0.9161
-
-## Scénarios J=7 / M=2
-
-res.dat[res.dat$scenario %in% paste0(c(3,13,15,17,19),'A') & res.dat$N==200,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(3,13,15,17,19),'B') & res.dat$N==200,]$theoretical.power <- 0.3258
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'C') & res.dat$N==200,]$theoretical.power <- 0.3258
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'D') & res.dat$N==200,]$theoretical.power <- 0.8538
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'E') & res.dat$N==200,]$theoretical.power <- 0.8538
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'F') & res.dat$N==200,]$theoretical.power <- 0.3258
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'G') & res.dat$N==200,]$theoretical.power <- 0.8538
-
-res.dat[res.dat$scenario %in% paste0(3,'C') & res.dat$N==200,]$theoretical.power <- 0.8538
-res.dat[res.dat$scenario %in% paste0(3,'D') & res.dat$N==200,]$theoretical.power <- 0.3258
-res.dat[res.dat$scenario %in% paste0(3,'E') & res.dat$N==200,]$theoretical.power <- 0.8538
-
-## Scénarios J=7 / M=4
-
-res.dat[res.dat$scenario %in% paste0(c(4,14,16,18,20),'A') & res.dat$N==200,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(4,14,16,18,20),'B') & res.dat$N==200,]$theoretical.power <- 0.4321
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'C') & res.dat$N==200,]$theoretical.power <- 0.4321
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'D') & res.dat$N==200,]$theoretical.power <- 0.9471
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'E') & res.dat$N==200,]$theoretical.power <- 0.9471
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'F') & res.dat$N==200,]$theoretical.power <- 0.4321
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'G') & res.dat$N==200,]$theoretical.power <- 0.9471
-
-res.dat[res.dat$scenario %in% paste0(4,'C') & res.dat$N==200,]$theoretical.power <- 0.9471
-res.dat[res.dat$scenario %in% paste0(4,'D') & res.dat$N==200,]$theoretical.power <- 0.4321
-res.dat[res.dat$scenario %in% paste0(4,'E') & res.dat$N==200,]$theoretical.power <- 0.9471
-
-
-
-
-### Scénarios N=300
-
-## Scénarios J=4 / M=2
-
-res.dat[res.dat$scenario %in% paste0(c(1,5,7,9,11),'A') & res.dat$N==300,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(1,5,7,9,11),'B') & res.dat$N==300,]$theoretical.power <- 0.3660
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'C') & res.dat$N==300,]$theoretical.power <- 0.3660
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'D') & res.dat$N==300,]$theoretical.power <- 0.8981
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'E') & res.dat$N==300,]$theoretical.power <- 0.8981
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'F') & res.dat$N==300,]$theoretical.power <- 0.3660
-res.dat[res.dat$scenario %in% paste0(c(5,7,9,11),'G') & res.dat$N==300,]$theoretical.power <- 0.8981
-
-res.dat[res.dat$scenario %in% paste0(1,'C') & res.dat$N==300,]$theoretical.power <- 0.8981
-res.dat[res.dat$scenario %in% paste0(1,'D') & res.dat$N==300,]$theoretical.power <- 0.3660
-res.dat[res.dat$scenario %in% paste0(1,'E') & res.dat$N==300,]$theoretical.power <- 0.8981
-
-## Scénarios J=4 / M=4
-
-res.dat[res.dat$scenario %in% paste0(c(2,6,8,10,12),'A') & res.dat$N==300,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(2,6,8,10,12),'B') & res.dat$N==300,]$theoretical.power <- 0.5373
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'C') & res.dat$N==300,]$theoretical.power <- 0.5373
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'D') & res.dat$N==300,]$theoretical.power <- 0.9834
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'E') & res.dat$N==300,]$theoretical.power <- 0.9834
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'F') & res.dat$N==300,]$theoretical.power <- 0.5373
-res.dat[res.dat$scenario %in% paste0(c(6,8,10,12),'G') & res.dat$N==300,]$theoretical.power <- 0.9834
-
-res.dat[res.dat$scenario %in% paste0(2,'C') & res.dat$N==300,]$theoretical.power <- 0.9834
-res.dat[res.dat$scenario %in% paste0(2,'D') & res.dat$N==300,]$theoretical.power <- 0.5373
-res.dat[res.dat$scenario %in% paste0(2,'E') & res.dat$N==300,]$theoretical.power <- 0.9834
-
-## Scénarios J=7 / M=2
-
-res.dat[res.dat$scenario %in% paste0(c(3,13,15,17,19),'A') & res.dat$N==300,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(3,13,15,17,19),'B') & res.dat$N==300,]$theoretical.power <- 0.4550
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'C') & res.dat$N==300,]$theoretical.power <- 0.4550
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'D') & res.dat$N==300,]$theoretical.power <- 0.9584
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'E') & res.dat$N==300,]$theoretical.power <- 0.9584
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'F') & res.dat$N==300,]$theoretical.power <- 0.4550
-res.dat[res.dat$scenario %in% paste0(c(13,15,17,19),'G') & res.dat$N==300,]$theoretical.power <- 0.9584
-
-res.dat[res.dat$scenario %in% paste0(3,'C') & res.dat$N==300,]$theoretical.power <- 0.9584
-res.dat[res.dat$scenario %in% paste0(3,'D') & res.dat$N==300,]$theoretical.power <- 0.4550
-res.dat[res.dat$scenario %in% paste0(3,'E') & res.dat$N==300,]$theoretical.power <- 0.9584
-
-## Scénarios J=7 / M=4
-
-res.dat[res.dat$scenario %in% paste0(c(4,14,16,18,20),'A') & res.dat$N==300,]$theoretical.power <- 0.05
-res.dat[res.dat$scenario %in% paste0(c(4,14,16,18,20),'B') & res.dat$N==300,]$theoretical.power <- 0.5907
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'C') & res.dat$N==300,]$theoretical.power <- 0.5907
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'D') & res.dat$N==300,]$theoretical.power <- 0.9919
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'E') & res.dat$N==300,]$theoretical.power <- 0.9919
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'F') & res.dat$N==300,]$theoretical.power <- 0.5907
-res.dat[res.dat$scenario %in% paste0(c(14,16,18,20),'G') & res.dat$N==300,]$theoretical.power <- 0.9919
-
-res.dat[res.dat$scenario %in% paste0(4,'C') & res.dat$N==300,]$theoretical.power <- 0.9919
-res.dat[res.dat$scenario %in% paste0(4,'D') & res.dat$N==300,]$theoretical.power <- 0.5907
-res.dat[res.dat$scenario %in% paste0(4,'E') & res.dat$N==300,]$theoretical.power <- 0.9919
-
-
-### DIF scenarios
-
-res.dat.dif$theoretical.power <- res.dat[61:nrow(res.dat),]$theoretical.power

RProject/Scripts/Analysis/resali_analysis.R

@@ -0,0 +1,298 @@
+##############################################################################
+#----------------------------------------------------------------------------#
+################################### RESALI ###################################
+#----------------------------------------------------------------------------#
+##############################################################################
+
+source("/home/corentin/Documents/These/Recherche/Simulations/RProject/Scripts/Analysis/functions/resali.R")
+
+generate_resali <- function(scenario=NULL,grp=NULL) {
+  scen <- as.numeric(gsub("[A,B,C,D,E,F,G,_]","",substr(scenario,0,3)))
+  if (substr(scenario,start=nchar(scenario)-1,stop=nchar(scenario))=="50") {
+    N <- 50
+  }
+  if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="100") {
+    N <- 100
+  }
+  if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="200") {
+    N <- 200
+  }
+  if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="300") {
+    N <- 300
+  }
+  if (scen<5) {
+    dat <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N',N,'/scenario_',scenario,'.csv'))
+  }
+  if (scen>=5) {
+    dat <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N',N,'/scenario_',scenario,'.csv'))
+  }
+  if (scen%in%c(3,4,13:20)) {
+    res <- resali(df=dat[dat$replication==1,],items = seq(1,7),group=grp,verbose=FALSE)
+    df_res <- data.frame(dif.detect.1=ifelse(length(res$dif.items)>=1,res$dif.items[1],NA),
+                         dif.detect.2=ifelse(length(res$dif.items)>=2,res$dif.items[2],NA),
+                         dif.detect.3=ifelse(length(res$dif.items)>=3,res$dif.items[3],NA),
+                         dif.detect.4=ifelse(length(res$dif.items)>=4,res$dif.items[4],NA),
+                         dif.detect.5=ifelse(length(res$dif.items)>=5,res$dif.items[5],NA),
+                         dif.detect.6=ifelse(length(res$dif.items)>=6,res$dif.items[6],NA),
+                         dif.detect.7=ifelse(length(res$dif.items)>=7,res$dif.items[7],NA),
+                         dif.detect.unif.1=ifelse(length(res$uniform)>=1,res$uniform[1],NA),
+                         dif.detect.unif.2=ifelse(length(res$uniform)>=2,res$uniform[2],NA),
+                         dif.detect.unif.3=ifelse(length(res$uniform)>=3,res$uniform[3],NA),
+                         dif.detect.unif.4=ifelse(length(res$uniform)>=4,res$uniform[4],NA),
+                         dif.detect.unif.5=ifelse(length(res$uniform)>=5,res$uniform[5],NA),
+                         dif.detect.unif.6=ifelse(length(res$uniform)>=6,res$uniform[6],NA),
+                         dif.detect.unif.7=ifelse(length(res$uniform)>=7,res$uniform[7],NA),
+                         N=N,
+                         nbdif=ifelse(scen<=4,0,ifelse(scen<=16,2,3)),
+                         true.dif.1=ifelse(scen<=4,NA,unique(dat[dat$replication==1,]$dif1)),
+                         true.dif.2=ifelse(scen<=4,NA,unique(dat[dat$replication==1,]$dif2)),
+                         true.dif.3=ifelse(scen<=16,NA,unique(dat[dat$replication==1,]$dif3))
+    )
+    for (k in 2:1000) {
+      if (k%%100==0) {
+        cat(paste0('N=',k,'/1000\n'))
+      }
+      res <- resali(df=dat[dat$replication==k,],items = seq(1,7),group=grp,verbose=FALSE)
+      df_res2 <- data.frame(dif.detect.1=ifelse(length(res$dif.items)>=1,res$dif.items[1],NA),
+                            dif.detect.2=ifelse(length(res$dif.items)>=2,res$dif.items[2],NA),
+                            dif.detect.3=ifelse(length(res$dif.items)>=3,res$dif.items[3],NA),
+                            dif.detect.4=ifelse(length(res$dif.items)>=4,res$dif.items[4],NA),
+                            dif.detect.5=ifelse(length(res$dif.items)>=5,res$dif.items[5],NA),
+                            dif.detect.6=ifelse(length(res$dif.items)>=6,res$dif.items[6],NA),
+                            dif.detect.7=ifelse(length(res$dif.items)>=7,res$dif.items[7],NA),
+                            dif.detect.unif.1=ifelse(length(res$uniform)>=1,res$uniform[1],NA),
+                            dif.detect.unif.2=ifelse(length(res$uniform)>=2,res$uniform[2],NA),
+                            dif.detect.unif.3=ifelse(length(res$uniform)>=3,res$uniform[3],NA),
+                            dif.detect.unif.4=ifelse(length(res$uniform)>=4,res$uniform[4],NA),
+                            dif.detect.unif.5=ifelse(length(res$uniform)>=5,res$uniform[5],NA),
+                            dif.detect.unif.6=ifelse(length(res$uniform)>=6,res$uniform[6],NA),
+                            dif.detect.unif.7=ifelse(length(res$uniform)>=7,res$uniform[7],NA),
+                            N=N,
+                            nbdif=ifelse(scen<=4,0,ifelse(scen<=16,2,3)),
+                            true.dif.1=ifelse(scen<=4,NA,unique(dat[dat$replication==k,]$dif1)),
+                            true.dif.2=ifelse(scen<=4,NA,unique(dat[dat$replication==k,]$dif2)),
+                            true.dif.3=ifelse(scen<=16,NA,unique(dat[dat$replication==k,]$dif3)))
+      df_res <- rbind(df_res,df_res2)
+    }
+  }
+  else if (scen%in%c(1,2,5:12)) {
+    res <- resali(df=dat[dat$replication==1,],items = seq(1,4),group=grp,verbose=FALSE)
+    df_res <- data.frame(dif.detect.1=ifelse(length(res$dif.items)>=1,res$dif.items[1],NA),
+                         dif.detect.2=ifelse(length(res$dif.items)>=2,res$dif.items[2],NA),
+                         dif.detect.3=ifelse(length(res$dif.items)>=3,res$dif.items[3],NA),
+                         dif.detect.4=ifelse(length(res$dif.items)>=4,res$dif.items[4],NA),
+                         dif.detect.unif.1=ifelse(length(res$uniform)>=1,res$uniform[1],NA),
+                         dif.detect.unif.2=ifelse(length(res$uniform)>=2,res$uniform[2],NA),
+                         dif.detect.unif.3=ifelse(length(res$uniform)>=3,res$uniform[3],NA),
+                         dif.detect.unif.4=ifelse(length(res$uniform)>=4,res$uniform[4],NA),
+                         N=N,
+                         nbdif=ifelse(scen<=4,0,ifelse(scen<=8,1,2)),
+                         true.dif.1=ifelse(scen<=4,NA,unique(dat[dat$replication==1,]$dif1)),
+                         true.dif.2=ifelse(scen<=8,NA,unique(dat[dat$replication==1,]$dif2))
+    )
+    for (k in 2:1000) {
+      if (k%%100==0) {
+        cat(paste0('N=',k,'/1000\n'))
+      }
+      res <- resali(df=dat[dat$replication==k,],items = seq(1,4),group=grp,verbose=FALSE)
+      df_res2 <- data.frame(dif.detect.1=ifelse(length(res$dif.items)>=1,res$dif.items[1],NA),
+                            dif.detect.2=ifelse(length(res$dif.items)>=2,res$dif.items[2],NA),
+                            dif.detect.3=ifelse(length(res$dif.items)>=3,res$dif.items[3],NA),
+                            dif.detect.4=ifelse(length(res$dif.items)>=4,res$dif.items[4],NA),
+                            dif.detect.unif.1=ifelse(length(res$uniform)>=1,res$uniform[1],NA),
+                            dif.detect.unif.2=ifelse(length(res$uniform)>=2,res$uniform[2],NA),
+                            dif.detect.unif.3=ifelse(length(res$uniform)>=3,res$uniform[3],NA),
+                            dif.detect.unif.4=ifelse(length(res$uniform)>=4,res$uniform[4],NA),
+                            N=N,
+                            nbdif=ifelse(scen<=4,0,ifelse(scen<=8,1,2)),
+                            true.dif.1=ifelse(scen<=4,NA,unique(dat[dat$replication==k,]$dif1)),
+                            true.dif.2=ifelse(scen<=8,NA,unique(dat[dat$replication==k,]$dif2)))
+      df_res <- rbind(df_res,df_res2)
+    }
+  }
+  return(df_res)
+}
+
+#results <- c(sapply(1:4,function(x) paste0(x,c('A','B','C','D','E'))),sapply(5:9,function(x) paste0(x,c('A','B','C','D','E','F','G'))))
+#results2 <- c(sapply(10:20,function(x) paste0(x,c('A','B','C','D','E','F','G'))))
+#results <- c(sapply(c(50,100,200,300),function(x) paste0(results,'_',x)))
+#results2 <- c(sapply(c(50,100,200,300),function(x) paste0(results2,'_',x)))
+
+results <- c(sapply(c(2:4),function(x) paste0(x,c('A','B','C'))),sapply(c(6,8),function(x) paste0(x,c('A','B','C','D','E'))))
+
+results2 <- c(sapply(seq(10,20,2),function(x) paste0(x,c('A','B','C','D','E'))))
+
+results <- c(sapply(c(50,100,300),function(x) paste0(results,'_',x)))
+
+results2 <- c(sapply(c(50,100,300),function(x) paste0(results2,'_',x)))
+
+results <- sort(results)
+
+results2 <- sort(results2)
+
+results <- c(results,results2)
+
+for (r in results) {
+  cat(paste0(r,"\n"))
+  cat(paste0("-------------------------------------------","\n"))
+  write.csv(generate_resali(r,"TT"),paste0("/home/corentin/Documents/These/Recherche/Simulations/Analysis/RESALI/Detection/",r,".csv"))
+  cat(paste0("-------------------------------------------","\n"))
+}
+
+##############################################################################
+#----------------------------------------------------------------------------#
+################################### NEWDATA ##################################
+#----------------------------------------------------------------------------#
+##############################################################################
+
+## Liste des scenarios
+
+#results <- c(sapply(1:4,function(x) paste0(x,c('A','B','C','D','E'))),sapply(5:9,function(x) paste0(x,c('A','B','C','D','E','F','G'))))
+
+#results2 <- c(sapply(10:20,function(x) paste0(x,c('A','B','C','D','E','F','G'))))
+
+#results <- c(sapply(c(50,100,200,300),function(x) paste0(results,'_',x)))
+
+#results2 <- c(sapply(c(50,100,200,300),function(x) paste0(results2,'_',x)))
+
+#results <- sort(results)
+
+#results2 <- sort(results2)
+
+#results <- c(results,results2)
+
+results <- c(sapply(c(2:4),function(x) paste0(x,c('A','B','C'))),sapply(c(6,8),function(x) paste0(x,c('A','B','C','D','E'))))
+
+results2 <- c(sapply(seq(10,20,2),function(x) paste0(x,c('A','B','C','D','E'))))
+
+results <- c(sapply(c(50,100,300),function(x) paste0(results,'_',x)))
+
+results2 <- c(sapply(c(50,100,300),function(x) paste0(results2,'_',x)))
+
+results <- sort(results)
+
+results2 <- sort(results2)
+
+results <- c(results,results2)
+
+## Importer l'analyse resali pour chaque scenario
+
+for (r in results) {
+  cat('--------------------------------------------------------------------------\n')
+  cat(paste0(r,"\n"))
+  cat('--------------------------------------------------------------------------\n')
+  #### Importer les datas
+  scen <- as.numeric(gsub("[A,B,C,D,E,F,G,_]","",substr(r,0,3)))
+  if (substr(r,start=nchar(r)-1,stop=nchar(r))=="50") {
+    N <- 50
+  }
+  if (substr(r,start=nchar(r)-2,stop=nchar(r))=="100") {
+    N <- 100
+  }
+  if (substr(r,start=nchar(r)-2,stop=nchar(r))=="200") {
+    N <- 200
+  }
+  if (substr(r,start=nchar(r)-2,stop=nchar(r))=="300") {
+    N <- 300
+  }
+  if (scen<5) {
+    datt <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N',N,'/scenario_',r,'.csv'))
+  }
+  if (scen>=5) {
+    datt <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N',N,'/scenario_',r,'.csv'))
+  }
+  #### Importer l'analyse
+  analyse <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/RESALI/Detection/',r,".csv"))
+  #### Pour chaque replication
+  for (k in 1:1000) {
+    if (k%%100==0) {
+      cat(paste0("N = ",k," / 1000\n"))
+    }
+    datt[datt$replication==k,"dif.detect.1"] <- analyse[analyse$X==k,"dif.detect.1"]
+    datt[datt$replication==k,"dif.detect.2"] <- analyse[analyse$X==k,"dif.detect.2"]
+    datt[datt$replication==k,"dif.detect.3"] <- analyse[analyse$X==k,"dif.detect.3"]
+    datt[datt$replication==k,"dif.detect.4"] <- analyse[analyse$X==k,"dif.detect.4"]
+    datt[datt$replication==k,"dif.detect.unif.1"] <- analyse[analyse$X==k,"dif.detect.unif.1"]
+    datt[datt$replication==k,"dif.detect.unif.2"] <- analyse[analyse$X==k,"dif.detect.unif.2"]
+    datt[datt$replication==k,"dif.detect.unif.3"] <- analyse[analyse$X==k,"dif.detect.unif.3"]
+    datt[datt$replication==k,"dif.detect.unif.4"] <- analyse[analyse$X==k,"dif.detect.unif.4"]
+    if (scen==3 | scen==4 | scen>=13) {
+      datt[datt$replication==k,"dif.detect.5"] <- analyse[analyse$X==k,"dif.detect.5"]
+      datt[datt$replication==k,"dif.detect.6"] <- analyse[analyse$X==k,"dif.detect.6"]
+      datt[datt$replication==k,"dif.detect.7"] <- analyse[analyse$X==k,"dif.detect.7"]
+      datt[datt$replication==k,"dif.detect.unif.5"] <- analyse[analyse$X==k,"dif.detect.unif.5"]
+      datt[datt$replication==k,"dif.detect.unif.6"] <- analyse[analyse$X==k,"dif.detect.unif.6"]
+      datt[datt$replication==k,"dif.detect.unif.7"] <- analyse[analyse$X==k,"dif.detect.unif.7"]
+    }
+  }
+  datt[is.na(datt$dif.detect.1),"dif.detect.1"] <- ""
+  datt[is.na(datt$dif.detect.2),"dif.detect.2"] <- ""
+  datt[is.na(datt$dif.detect.3),"dif.detect.3"] <- ""
+  datt[is.na(datt$dif.detect.4),"dif.detect.4"] <- ""
+  datt[is.na(datt$dif.detect.unif.1),"dif.detect.unif.1"] <- ""
+  datt[is.na(datt$dif.detect.unif.2),"dif.detect.unif.2"] <- ""
+  datt[is.na(datt$dif.detect.unif.3),"dif.detect.unif.3"] <- ""
+  datt[is.na(datt$dif.detect.unif.4),"dif.detect.unif.4"] <- ""
+  if (scen==3 | scen==4 | scen>=13) {
+    datt[is.na(datt$dif.detect.5),"dif.detect.5"] <- ""
+    datt[is.na(datt$dif.detect.6),"dif.detect.6"] <- ""
+    datt[is.na(datt$dif.detect.7),"dif.detect.7"] <- ""
+    datt[is.na(datt$dif.detect.unif.5),"dif.detect.unif.5"] <- ""
+    datt[is.na(datt$dif.detect.unif.6),"dif.detect.unif.6"] <- ""
+    datt[is.na(datt$dif.detect.unif.7),"dif.detect.unif.7"] <- ""
+  }
+  write.csv(datt,paste0("/home/corentin/Documents/These/Recherche/Simulations/Analysis/RESALI/Detection_data/",r,".csv"))
+}
+
+
+
+
+
+
+
+
+
+for (r in results) {
+  cat('--------------------------------------------------------------------------\n')
+  cat(paste0(r,"\n"))
+  cat('--------------------------------------------------------------------------\n')
+  #### Importer les datas
+  scen <- as.numeric(gsub("[A,B,C,D,E,F,G,_]","",substr(r,0,3)))
+  if (substr(r,start=nchar(r)-1,stop=nchar(r))=="50") {
+    N <- 50
+  }
+  if (substr(r,start=nchar(r)-2,stop=nchar(r))=="100") {
+    N <- 100
+  }
+  if (substr(r,start=nchar(r)-2,stop=nchar(r))=="200") {
+    N <- 200
+  }
+  if (substr(r,start=nchar(r)-2,stop=nchar(r))=="300") {
+    N <- 300
+  }
+  #### Importer l'analyse
+  analyse <- read.csv(paste0("/home/corentin/Documents/These/Recherche/Simulations/Analysis/RESALI/Detection_data/",r,".csv"))
+  analyse[is.na(analyse)] <- ""
+  names(analyse)[names(analyse)=="dif.detect.1"] <- "dif_detect_1"
+  names(analyse)[names(analyse)=="dif.detect.2"] <- "dif_detect_2"
+  names(analyse)[names(analyse)=="dif.detect.3"] <- "dif_detect_3"
+  names(analyse)[names(analyse)=="dif.detect.4"] <- "dif_detect_4"
+  names(analyse)[names(analyse)=="dif.detect.unif.1"] <- "dif_detect_unif_1"
+  names(analyse)[names(analyse)=="dif.detect.unif.2"] <- "dif_detect_unif_2"
+  names(analyse)[names(analyse)=="dif.detect.unif.3"] <- "dif_detect_unif_3"
+  names(analyse)[names(analyse)=="dif.detect.unif.4"] <- "dif_detect_unif_4"
+
+  
+  if (scen==3 | scen==4 | scen>=13) {
+    names(analyse)[names(analyse)=="dif.detect.5"] <- "dif_detect_5"
+    names(analyse)[names(analyse)=="dif.detect.6"] <- "dif_detect_6"
+    names(analyse)[names(analyse)=="dif.detect.7"] <- "dif_detect_7"
+    names(analyse)[names(analyse)=="dif.detect.unif.5"] <- "dif_detect_unif_5"
+    names(analyse)[names(analyse)=="dif.detect.unif.6"] <- "dif_detect_unif_6"
+    names(analyse)[names(analyse)=="dif.detect.unif.7"] <- "dif_detect_unif_7"
+
+  }
+  analyse <- analyse[,!names(analyse) %in% c("X","X.1","X.2")]
+  write.csv(analyse,paste0("/home/corentin/Documents/These/Recherche/Simulations/Analysis/RESALI/Detection_data/",r,".csv"))
+}
+

RProject/Scripts/Analysis/residif_analysis.R

@@ -0,0 +1,279 @@
+##############################################################################
+#----------------------------------------------------------------------------#
+################################### RESIDIF ##################################
+#----------------------------------------------------------------------------#
+##############################################################################
+
+generate_residif <- function(scenario=NULL,grp=NULL) {
+  scen <- as.numeric(gsub("[A,B,C,D,E,F,G,_]","",substr(scenario,0,3)))
+  if (substr(scenario,start=nchar(scenario)-1,stop=nchar(scenario))=="50") {
+    N <- 50
+  }
+  if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="100") {
+    N <- 100
+  }
+  if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="200") {
+    N <- 200
+  }
+  if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="300") {
+    N <- 300
+  }
+  if (scen<5) {
+    dat <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N',N,'/scenario_',scenario,'.csv'))
+  }
+  if (scen>=5) {
+    dat <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N',N,'/scenario_',scenario,'.csv'))
+  }
+  if (scen%in%c(3,4,13:20)) {
+    res <- residif(df=dat[dat$replication==1,],items = paste0("item",1:7),grp="TT",verbose=FALSE)
+    df_res <- data.frame(dif.detect.1=ifelse(length(res$dif.items)>=1,res$dif.items[1],NA),
+                         dif.detect.2=ifelse(length(res$dif.items)>=2,res$dif.items[2],NA),
+                         dif.detect.3=ifelse(length(res$dif.items)>=3,res$dif.items[3],NA),
+                         dif.detect.4=ifelse(length(res$dif.items)>=4,res$dif.items[4],NA),
+                         dif.detect.5=ifelse(length(res$dif.items)>=5,res$dif.items[5],NA),
+                         dif.detect.6=ifelse(length(res$dif.items)>=6,res$dif.items[6],NA),
+                         dif.detect.7=ifelse(length(res$dif.items)>=7,res$dif.items[7],NA),
+                         dif.detect.unif.1=ifelse(length(res$uniform)>=1,res$uniform[1],NA),
+                         dif.detect.unif.2=ifelse(length(res$uniform)>=2,res$uniform[2],NA),
+                         dif.detect.unif.3=ifelse(length(res$uniform)>=3,res$uniform[3],NA),
+                         dif.detect.unif.4=ifelse(length(res$uniform)>=4,res$uniform[4],NA),
+                         dif.detect.unif.5=ifelse(length(res$uniform)>=5,res$uniform[5],NA),
+                         dif.detect.unif.6=ifelse(length(res$uniform)>=6,res$uniform[6],NA),
+                         dif.detect.unif.7=ifelse(length(res$uniform)>=7,res$uniform[7],NA),
+                         N=N,
+                         nbdif=ifelse(scen<=4,0,ifelse(scen<=16,2,3)),
+                         true.dif.1=ifelse(scen<=4,NA,unique(dat[dat$replication==1,]$dif1)),
+                         true.dif.2=ifelse(scen<=4,NA,unique(dat[dat$replication==1,]$dif2)),
+                         true.dif.3=ifelse(scen<=16,NA,unique(dat[dat$replication==1,]$dif3))
+    )
+    for (k in 2:1000) {
+      if (k%%100==0) {
+        cat(paste0('N=',k,'/1000\n'))
+      }
+      res <- residif(df=dat[dat$replication==k,],items = paste0("item",1:7),grp="TT",verbose=FALSE)
+      df_res2 <- data.frame(dif.detect.1=ifelse(length(res$dif.items)>=1,res$dif.items[1],NA),
+                            dif.detect.2=ifelse(length(res$dif.items)>=2,res$dif.items[2],NA),
+                            dif.detect.3=ifelse(length(res$dif.items)>=3,res$dif.items[3],NA),
+                            dif.detect.4=ifelse(length(res$dif.items)>=4,res$dif.items[4],NA),
+                            dif.detect.5=ifelse(length(res$dif.items)>=5,res$dif.items[5],NA),
+                            dif.detect.6=ifelse(length(res$dif.items)>=6,res$dif.items[6],NA),
+                            dif.detect.7=ifelse(length(res$dif.items)>=7,res$dif.items[7],NA),
+                            dif.detect.unif.1=ifelse(length(res$uniform)>=1,res$uniform[1],NA),
+                            dif.detect.unif.2=ifelse(length(res$uniform)>=2,res$uniform[2],NA),
+                            dif.detect.unif.3=ifelse(length(res$uniform)>=3,res$uniform[3],NA),
+                            dif.detect.unif.4=ifelse(length(res$uniform)>=4,res$uniform[4],NA),
+                            dif.detect.unif.5=ifelse(length(res$uniform)>=5,res$uniform[5],NA),
+                            dif.detect.unif.6=ifelse(length(res$uniform)>=6,res$uniform[6],NA),
+                            dif.detect.unif.7=ifelse(length(res$uniform)>=7,res$uniform[7],NA),
+                            N=N,
+                            nbdif=ifelse(scen<=4,0,ifelse(scen<=16,2,3)),
+                            true.dif.1=ifelse(scen<=4,NA,unique(dat[dat$replication==k,]$dif1)),
+                            true.dif.2=ifelse(scen<=4,NA,unique(dat[dat$replication==k,]$dif2)),
+                            true.dif.3=ifelse(scen<=16,NA,unique(dat[dat$replication==k,]$dif3)))
+      df_res <- rbind(df_res,df_res2)
+    }
+  }
+  else if (scen%in%c(1,2,5:12)) {
+    res <- residif(df=dat[dat$replication==1,],items = paste0("item",1:4),grp="TT",verbose=FALSE)
+    df_res <- data.frame(dif.detect.1=ifelse(length(res$dif.items)>=1,res$dif.items[1],NA),
+                         dif.detect.2=ifelse(length(res$dif.items)>=2,res$dif.items[2],NA),
+                         dif.detect.3=ifelse(length(res$dif.items)>=3,res$dif.items[3],NA),
+                         dif.detect.4=ifelse(length(res$dif.items)>=4,res$dif.items[4],NA),
+                         dif.detect.unif.1=ifelse(length(res$uniform)>=1,res$uniform[1],NA),
+                         dif.detect.unif.2=ifelse(length(res$uniform)>=2,res$uniform[2],NA),
+                         dif.detect.unif.3=ifelse(length(res$uniform)>=3,res$uniform[3],NA),
+                         dif.detect.unif.4=ifelse(length(res$uniform)>=4,res$uniform[4],NA),
+                         N=N,
+                         nbdif=ifelse(scen<=4,0,ifelse(scen<=8,1,2)),
+                         true.dif.1=ifelse(scen<=4,NA,unique(dat[dat$replication==1,]$dif1)),
+                         true.dif.2=ifelse(scen<=8,NA,unique(dat[dat$replication==1,]$dif2))
+    )
+    for (k in 2:1000) {
+      if (k%%100==0) {
+        cat(paste0('N=',k,'/1000\n'))
+      }
+      res <- residif(df=dat[dat$replication==k,],items = paste0("item",1:4),grp="TT",verbose=FALSE)
+      df_res2 <- data.frame(dif.detect.1=ifelse(length(res$dif.items)>=1,res$dif.items[1],NA),
+                            dif.detect.2=ifelse(length(res$dif.items)>=2,res$dif.items[2],NA),
+                            dif.detect.3=ifelse(length(res$dif.items)>=3,res$dif.items[3],NA),
+                            dif.detect.4=ifelse(length(res$dif.items)>=4,res$dif.items[4],NA),
+                            dif.detect.unif.1=ifelse(length(res$uniform)>=1,res$uniform[1],NA),
+                            dif.detect.unif.2=ifelse(length(res$uniform)>=2,res$uniform[2],NA),
+                            dif.detect.unif.3=ifelse(length(res$uniform)>=3,res$uniform[3],NA),
+                            dif.detect.unif.4=ifelse(length(res$uniform)>=4,res$uniform[4],NA),
+                            N=N,
+                            nbdif=ifelse(scen<=4,0,ifelse(scen<=8,1,2)),
+                            true.dif.1=ifelse(scen<=4,NA,unique(dat[dat$replication==k,]$dif1)),
+                            true.dif.2=ifelse(scen<=8,NA,unique(dat[dat$replication==k,]$dif2)))
+      df_res <- rbind(df_res,df_res2)
+    }
+  }
+  return(df_res)
+}
+
+
+
+results <- c(sapply(c(2,4),function(x) paste0(x,c('A','B','C'))),sapply(c(6,8),function(x) paste0(x,c('A','B','C','D','E'))))
+
+results2 <- c(sapply(seq(10,20,2),function(x) paste0(x,c('A','B','C','D','E'))))
+
+results <- c(sapply(c(50,100,300),function(x) paste0(results,'_',x)))
+
+results2 <- c(sapply(c(50,100,300),function(x) paste0(results2,'_',x)))
+
+results <- sort(results)
+
+results2 <- sort(results2)
+
+results <- c(results,results2)
+
+for (r in c(results[73:138])) {
+  cat(paste0(r,"\n"))
+  cat(paste0("-------------------------------------------","\n"))
+  write.csv(generate_residif(r,"TT"),paste0("/home/corentin/Documents/These/Recherche/residif/detection/",r,".csv"))
+  cat(paste0("-------------------------------------------","\n"))
+}
+
+##############################################################################
+#----------------------------------------------------------------------------#
+################################### NEWDATA ##################################
+#----------------------------------------------------------------------------#
+##############################################################################
+
+## Liste des scenarios
+
+results <- c(sapply(c(2,4),function(x) paste0(x,c('A','B','C'))),sapply(c(6,8),function(x) paste0(x,c('A','B','C','D','E'))))
+
+results2 <- c(sapply(seq(10,20,2),function(x) paste0(x,c('A','B','C','D','E'))))
+
+results <- c(sapply(c(50,100,300),function(x) paste0(results,'_',x)))
+
+results2 <- c(sapply(c(50,100,300),function(x) paste0(results2,'_',x)))
+
+results <- sort(results)
+
+results2 <- sort(results2)
+
+results <- c(results,results2)
+
+## Importer l'analyse resali pour chaque scenario
+
+for (r in results) {
+  cat('--------------------------------------------------------------------------\n')
+  cat(paste0(r,"\n"))
+  cat('--------------------------------------------------------------------------\n')
+  #### Importer les datas
+  scen <- as.numeric(gsub("[A,B,C,D,E,F,G,_]","",substr(r,0,3)))
+  if (substr(r,start=nchar(r)-1,stop=nchar(r))=="50") {
+    N <- 50
+  }
+  if (substr(r,start=nchar(r)-2,stop=nchar(r))=="100") {
+    N <- 100
+  }
+  if (substr(r,start=nchar(r)-2,stop=nchar(r))=="200") {
+    N <- 200
+  }
+  if (substr(r,start=nchar(r)-2,stop=nchar(r))=="300") {
+    N <- 300
+  }
+  if (scen<5) {
+    datt <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N',N,'/scenario_',r,'.csv'))
+  }
+  if (scen>=5) {
+    datt <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N',N,'/scenario_',r,'.csv'))
+  }
+  #### Importer l'analyse
+  analyse <- read.csv(paste0('/home/corentin/Documents/These/Recherche/residif/detection/',r,".csv"))
+  #### Pour chaque replication
+  for (k in 1:1000) {
+    if (k%%100==0) {
+      cat(paste0("N = ",k," / 1000\n"))
+    }
+    datt[datt$replication==k,"dif.detect.1"] <- analyse[analyse$X==k,"dif.detect.1"]
+    datt[datt$replication==k,"dif.detect.2"] <- analyse[analyse$X==k,"dif.detect.2"]
+    datt[datt$replication==k,"dif.detect.3"] <- analyse[analyse$X==k,"dif.detect.3"]
+    datt[datt$replication==k,"dif.detect.4"] <- analyse[analyse$X==k,"dif.detect.4"]
+    datt[datt$replication==k,"dif.detect.unif.1"] <- analyse[analyse$X==k,"dif.detect.unif.1"]
+    datt[datt$replication==k,"dif.detect.unif.2"] <- analyse[analyse$X==k,"dif.detect.unif.2"]
+    datt[datt$replication==k,"dif.detect.unif.3"] <- analyse[analyse$X==k,"dif.detect.unif.3"]
+    datt[datt$replication==k,"dif.detect.unif.4"] <- analyse[analyse$X==k,"dif.detect.unif.4"]
+    if (scen==3 | scen==4 | scen>=13) {
+      datt[datt$replication==k,"dif.detect.5"] <- analyse[analyse$X==k,"dif.detect.5"]
+      datt[datt$replication==k,"dif.detect.6"] <- analyse[analyse$X==k,"dif.detect.6"]
+      datt[datt$replication==k,"dif.detect.7"] <- analyse[analyse$X==k,"dif.detect.7"]
+      datt[datt$replication==k,"dif.detect.unif.5"] <- analyse[analyse$X==k,"dif.detect.unif.5"]
+      datt[datt$replication==k,"dif.detect.unif.6"] <- analyse[analyse$X==k,"dif.detect.unif.6"]
+      datt[datt$replication==k,"dif.detect.unif.7"] <- analyse[analyse$X==k,"dif.detect.unif.7"]
+    }
+  }
+  datt[is.na(datt$dif.detect.1),"dif.detect.1"] <- ""
+  datt[is.na(datt$dif.detect.2),"dif.detect.2"] <- ""
+  datt[is.na(datt$dif.detect.3),"dif.detect.3"] <- ""
+  datt[is.na(datt$dif.detect.4),"dif.detect.4"] <- ""
+  datt[is.na(datt$dif.detect.unif.1),"dif.detect.unif.1"] <- ""
+  datt[is.na(datt$dif.detect.unif.2),"dif.detect.unif.2"] <- ""
+  datt[is.na(datt$dif.detect.unif.3),"dif.detect.unif.3"] <- ""
+  datt[is.na(datt$dif.detect.unif.4),"dif.detect.unif.4"] <- ""
+  if (scen==3 | scen==4 | scen>=13) {
+    datt[is.na(datt$dif.detect.5),"dif.detect.5"] <- ""
+    datt[is.na(datt$dif.detect.6),"dif.detect.6"] <- ""
+    datt[is.na(datt$dif.detect.7),"dif.detect.7"] <- ""
+    datt[is.na(datt$dif.detect.unif.5),"dif.detect.unif.5"] <- ""
+    datt[is.na(datt$dif.detect.unif.6),"dif.detect.unif.6"] <- ""
+    datt[is.na(datt$dif.detect.unif.7),"dif.detect.unif.7"] <- ""
+  }
+  write.csv(datt,paste0("/home/corentin/Documents/These/Recherche/residif/detection_data/",r,".csv"))
+}
+
+
+
+
+
+
+
+
+
+for (r in results) {
+  cat('--------------------------------------------------------------------------\n')
+  cat(paste0(r,"\n"))
+  cat('--------------------------------------------------------------------------\n')
+  #### Importer les datas
+  scen <- as.numeric(gsub("[A,B,C,D,E,F,G,_]","",substr(r,0,3)))
+  if (substr(r,start=nchar(r)-1,stop=nchar(r))=="50") {
+    N <- 50
+  }
+  if (substr(r,start=nchar(r)-2,stop=nchar(r))=="100") {
+    N <- 100
+  }
+  if (substr(r,start=nchar(r)-2,stop=nchar(r))=="200") {
+    N <- 200
+  }
+  if (substr(r,start=nchar(r)-2,stop=nchar(r))=="300") {
+    N <- 300
+  }
+  #### Importer l'analyse
+  analyse <- read.csv(paste0("/home/corentin/Documents/These/Recherche/residif/detection_data/",r,".csv"))
+  analyse[is.na(analyse)] <- ""
+  names(analyse)[names(analyse)=="dif.detect.1"] <- "dif_detect_1"
+  names(analyse)[names(analyse)=="dif.detect.2"] <- "dif_detect_2"
+  names(analyse)[names(analyse)=="dif.detect.3"] <- "dif_detect_3"
+  names(analyse)[names(analyse)=="dif.detect.4"] <- "dif_detect_4"
+  names(analyse)[names(analyse)=="dif.detect.unif.1"] <- "dif_detect_unif_1"
+  names(analyse)[names(analyse)=="dif.detect.unif.2"] <- "dif_detect_unif_2"
+  names(analyse)[names(analyse)=="dif.detect.unif.3"] <- "dif_detect_unif_3"
+  names(analyse)[names(analyse)=="dif.detect.unif.4"] <- "dif_detect_unif_4"
+  
+  
+  if (scen==3 | scen==4 | scen>=13) {
+    names(analyse)[names(analyse)=="dif.detect.5"] <- "dif_detect_5"
+    names(analyse)[names(analyse)=="dif.detect.6"] <- "dif_detect_6"
+    names(analyse)[names(analyse)=="dif.detect.7"] <- "dif_detect_7"
+    names(analyse)[names(analyse)=="dif.detect.unif.5"] <- "dif_detect_unif_5"
+    names(analyse)[names(analyse)=="dif.detect.unif.6"] <- "dif_detect_unif_6"
+    names(analyse)[names(analyse)=="dif.detect.unif.7"] <- "dif_detect_unif_7"
+    
+  }
+  analyse <- analyse[,!names(analyse) %in% c("X","X.1","X.2")]
+  write.csv(analyse,paste0("/home/corentin/Documents/These/Recherche/residif/detection_data/",r,".csv"))
+}
+

RProject/Scripts/Tools/generate_item_difficulties.R

@@ -15,7 +15,7 @@ generate_diff_irt <- function(J=7,M=4) {
   }
   difficulties = matrix(c(0), J,M-1)
   rownames(difficulties)=paste("item",1:J)
-  colnames(difficulties)=paste("Moda", 1:(M-1))
+  colnames(difficulties)=paste("delta", 1:(M-1))
   for (j in 1:J){
     difficulties[j,1] = qnorm(j/(J+1))
   }

RProject/Scripts/misc/desc_analysis_dif.R

@@ -6,13 +6,13 @@
 
 ## Proportion of rejected h0 per dif value in h0 scenarios (A) by DIF size
 
-res.null <- res.dat.dif[res.dat.dif$eff.size==0,]
+res.null <- res.dat[res.dat$eff.size==0,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2,1),xlab='DIF size',ylab='H0 rejection proportion in target scenario')
-res.null0 <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$dif.size==0,]
+res.null0 <- res.dat[res.dat$eff.size==0 & res.dat$dif.size==0,]
 points(y=res.null0$h0.rejected.p,x=rep(3,nrow(res.null0)),col='gray',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$dif.size==-0.3,]
+res.null3 <- res.dat[res.dat$eff.size==0 & res.dat$dif.size==-0.3,]
 points(y=res.null3$h0.rejected.p,x=rep(2,nrow(res.null3)),col='#590b0c',pch=3)
-res.null5 <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$dif.size==-0.5,]
+res.null5 <- res.dat[res.dat$eff.size==0 & res.dat$dif.size==-0.5,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
 
 ## Proportion of rejected h0 per dif value in h0 scenarios (A) by DIF size
@@ -20,7 +20,7 @@ points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
 par(mfrow=c(2,2))
 
 # 1 item
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==1,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==1,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 1 item',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -29,7 +29,7 @@ res.null5 <- res.null[res.null$dif.size==-0.5,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
 
 # 2 items
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==2,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==2,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 2 items',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -38,7 +38,7 @@ res.null5 <- res.null[res.null$dif.size==-0.5,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
 
 # 3 items
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==3,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==3,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 3 items',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -53,7 +53,7 @@ par(mfrow=c(1,1))
 par(mfrow=c(2,2))
 
 # 1 item
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==1 & res.dat.dif$J==4,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==1 & res.dat$J==4,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 1 item',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -62,7 +62,7 @@ res.null5 <- res.null[res.null$dif.size==-0.5,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
 
 # 2 items
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==2 & res.dat.dif$J==4,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==2 & res.dat$J==4,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 2 items',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -78,7 +78,7 @@ par(mfrow=c(1,1))
 par(mfrow=c(2,2))
 
 # 2 items
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==2 & res.dat.dif$J==7,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==2 & res.dat$J==7,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 2 items',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -87,7 +87,7 @@ res.null5 <- res.null[res.null$dif.size==-0.5,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
 
 # 3 items
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==3 & res.dat.dif$J==7,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==3 & res.dat$J==7,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 3 items',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -105,7 +105,7 @@ par(mfrow=c(1,1))
 par(mfrow=c(2,2))
 
 # 1 item
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==1 & res.dat.dif$N==100,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==1 & res.dat$N==100,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 1 item',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -114,7 +114,7 @@ res.null5 <- res.null[res.null$dif.size==-0.5,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
 
 # 2 items
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==2 & res.dat.dif$N==100,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==2 & res.dat$N==100,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 2 items',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -123,7 +123,7 @@ res.null5 <- res.null[res.null$dif.size==-0.5,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
 
 # 3 items
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==3 & res.dat.dif$N==100,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==3 & res.dat$N==100,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 3 items',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -140,7 +140,7 @@ par(mfrow=c(1,1))
 par(mfrow=c(2,2))
 
 # 1 item
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==1 & res.dat.dif$N==200,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==1 & res.dat$N==200,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 1 item',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -149,7 +149,7 @@ res.null5 <- res.null[res.null$dif.size==-0.5,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
 
 # 2 items
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==2 & res.dat.dif$N==200,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==2 & res.dat$N==200,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 2 items',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -158,7 +158,7 @@ res.null5 <- res.null[res.null$dif.size==-0.5,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
 
 # 3 items
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==3 & res.dat.dif$N==200,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==3 & res.dat$N==200,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 3 items',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -175,7 +175,7 @@ par(mfrow=c(1,1))
 par(mfrow=c(2,2))
 
 # 1 item
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==1 & res.dat.dif$N==300,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==1 & res.dat$N==300,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 1 item',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -184,7 +184,7 @@ res.null5 <- res.null[res.null$dif.size==-0.5,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
 
 # 2 items
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==2 & res.dat.dif$N==300,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==2 & res.dat$N==300,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 2 items',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -193,7 +193,7 @@ res.null5 <- res.null[res.null$dif.size==-0.5,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
 
 # 3 items
-res.null <- res.dat.dif[res.dat.dif$eff.size==0 & res.dat.dif$nb.dif==3 & res.dat.dif$N==300,]
+res.null <- res.dat[res.dat$eff.size==0 & res.dat$nb.dif==3 & res.dat$N==300,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2),xlab='DIF size',
         ylab='H0 rejection proportion in target scenario',main='DIF on 3 items',ylim=c(0,1))
 res.null3 <- res.null[res.null$dif.size==-0.3,]
@@ -213,17 +213,17 @@ par(mfrow=c(1,1))
 
 ## Proportion of rejected h0 per dif value in h1 scenarios by DIF size // eff.size positive
 
-res.null <- res.dat.dif[res.dat.dif$eff.size>0,]
+res.null <- res.dat[res.dat$eff.size>0,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2,4,2,3),xlab='DIF size',ylab='H0 rejection proportion in target scenario')
-res.null0 <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$dif.size==0,]
+res.null0 <- res.dat[res.dat$eff.size>0 & res.dat$dif.size==0,]
 points(y=res.null0$h0.rejected.p,x=rep(3,nrow(res.null0)),col='darkblue',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$dif.size==-0.3,]
+res.null3 <- res.dat[res.dat$eff.size>0 & res.dat$dif.size==-0.3,]
 points(y=res.null3$h0.rejected.p,x=rep(2,nrow(res.null3)),col='#590b0c',pch=3)
-res.null5 <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$dif.size==-0.5,]
+res.null5 <- res.dat[res.dat$eff.size>0 & res.dat$dif.size==-0.5,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$dif.size==0.3,]
+res.null3 <- res.dat[res.dat$eff.size>0 & res.dat$dif.size==0.3,]
 points(y=res.null3$h0.rejected.p,x=rep(4,nrow(res.null3)),col='#590b0c',pch=3)
-res.null5 <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$dif.size==0.5,]
+res.null5 <- res.dat[res.dat$eff.size>0 & res.dat$dif.size==0.5,]
 points(y=res.null5$h0.rejected.p,x=rep(5,nrow(res.null5)),col='#053305',pch=3)
 
 
@@ -231,32 +231,32 @@ points(y=res.null5$h0.rejected.p,x=rep(5,nrow(res.null5)),col='#053305',pch=3)
 
 ####### N=100
 
-res.null <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$N==100,]
+res.null <- res.dat[res.dat$eff.size>0 & res.dat$N==100,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2,4,2,3),xlab='DIF size',ylab='H0 rejection proportion in target scenario')
-res.null0 <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$dif.size==0 & res.dat.dif$N==100,]
+res.null0 <- res.dat[res.dat$eff.size>0 & res.dat$dif.size==0 & res.dat$N==100,]
 points(y=res.null0$h0.rejected.p,x=rep(3,nrow(res.null0)),col='darkblue',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$dif.size==-0.3 & res.dat.dif$N==100,]
+res.null3 <- res.dat[res.dat$eff.size>0 & res.dat$dif.size==-0.3 & res.dat$N==100,]
 points(y=res.null3$h0.rejected.p,x=rep(2,nrow(res.null3)),col='#590b0c',pch=3)
-res.null5 <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$dif.size==-0.5 & res.dat.dif$N==100,]
+res.null5 <- res.dat[res.dat$eff.size>0 & res.dat$dif.size==-0.5 & res.dat$N==100,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$dif.size==0.3 & res.dat.dif$N==100,]
+res.null3 <- res.dat[res.dat$eff.size>0 & res.dat$dif.size==0.3 & res.dat$N==100,]
 points(y=res.null3$h0.rejected.p,x=rep(4,nrow(res.null3)),col='#590b0c',pch=3)
-res.null5 <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$dif.size==0.5 & res.dat.dif$N==100,]
+res.null5 <- res.dat[res.dat$eff.size>0 & res.dat$dif.size==0.5 & res.dat$N==100,]
 points(y=res.null5$h0.rejected.p,x=rep(5,nrow(res.null5)),col='#053305',pch=3)
 
 ####### N=300 // DIF à 0.5 - QUELS SONT LES SCENARIOS EN HAUT
 
-res.null <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$N==300,]
+res.null <- res.dat[res.dat$eff.size>0 & res.dat$N==300,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2,4,2,3),xlab='DIF size',ylab='H0 rejection proportion in target scenario')
-res.null0 <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$dif.size==0 & res.dat.dif$N==300,]
+res.null0 <- res.dat[res.dat$eff.size>0 & res.dat$dif.size==0 & res.dat$N==300,]
 points(y=res.null0$h0.rejected.p,x=rep(3,nrow(res.null0)),col='darkblue',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$dif.size==-0.3 & res.dat.dif$N==300,]
+res.null3 <- res.dat[res.dat$eff.size>0 & res.dat$dif.size==-0.3 & res.dat$N==300,]
 points(y=res.null3$h0.rejected.p,x=rep(2,nrow(res.null3)),col='#590b0c',pch=3)
-res.null5 <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$dif.size==-0.5 & res.dat.dif$N==300,]
+res.null5 <- res.dat[res.dat$eff.size>0 & res.dat$dif.size==-0.5 & res.dat$N==300,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$dif.size==0.3 & res.dat.dif$N==300,]
+res.null3 <- res.dat[res.dat$eff.size>0 & res.dat$dif.size==0.3 & res.dat$N==300,]
 points(y=res.null3$h0.rejected.p,x=rep(4,nrow(res.null3)),col='#590b0c',pch=3)
-res.null5 <- res.dat.dif[res.dat.dif$eff.size>0 & res.dat.dif$dif.size==0.5 & res.dat.dif$N==300,]
+res.null5 <- res.dat[res.dat$eff.size>0 & res.dat$dif.size==0.5 & res.dat$N==300,]
 points(y=res.null5$h0.rejected.p,x=rep(5,nrow(res.null5)),col='#053305',pch=3)
 
 
@@ -264,25 +264,25 @@ points(y=res.null5$h0.rejected.p,x=rep(5,nrow(res.null5)),col='#053305',pch=3)
 
 ####### N=100
 
-res.null <- res.dat.dif[res.dat.dif$eff.size<0 & res.dat.dif$N==100,]
+res.null <- res.dat[res.dat$eff.size<0 & res.dat$N==100,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2,4,2,3),xlab='DIF size',ylab='H0 rejection proportion in target scenario')
-res.null0 <- res.dat.dif[res.dat.dif$eff.size<0 & res.dat.dif$dif.size==0 & res.dat.dif$N==100,]
+res.null0 <- res.dat[res.dat$eff.size<0 & res.dat$dif.size==0 & res.dat$N==100,]
 points(y=res.null0$h0.rejected.p,x=rep(3,nrow(res.null0)),col='darkblue',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$eff.size<0 & res.dat.dif$dif.size==-0.3 & res.dat.dif$N==100,]
+res.null3 <- res.dat[res.dat$eff.size<0 & res.dat$dif.size==-0.3 & res.dat$N==100,]
 points(y=res.null3$h0.rejected.p,x=rep(2,nrow(res.null3)),col='#590b0c',pch=3)
-res.null5 <- res.dat.dif[res.dat.dif$eff.size<0 & res.dat.dif$dif.size==-0.5 & res.dat.dif$N==100,]
+res.null5 <- res.dat[res.dat$eff.size<0 & res.dat$dif.size==-0.5 & res.dat$N==100,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
 
 
 ####### N=300 // DIF à 0.5 - QUELS SONT LES SCENARIOS EN HAUT
 
-res.null <- res.dat.dif[res.dat.dif$eff.size<0 & res.dat.dif$N==300,]
+res.null <- res.dat[res.dat$eff.size<0 & res.dat$N==300,]
 boxplot(h0.rejected.p~dif.size,data=res.null,col=c(3,2,4,2,3),xlab='DIF size',ylab='H0 rejection proportion in target scenario')
-res.null0 <- res.dat.dif[res.dat.dif$eff.size<0 & res.dat.dif$dif.size==0 & res.dat.dif$N==300,]
+res.null0 <- res.dat[res.dat$eff.size<0 & res.dat$dif.size==0 & res.dat$N==300,]
 points(y=res.null0$h0.rejected.p,x=rep(3,nrow(res.null0)),col='darkblue',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$eff.size<0 & res.dat.dif$dif.size==-0.3 & res.dat.dif$N==300,]
+res.null3 <- res.dat[res.dat$eff.size<0 & res.dat$dif.size==-0.3 & res.dat$N==300,]
 points(y=res.null3$h0.rejected.p,x=rep(2,nrow(res.null3)),col='#590b0c',pch=3)
-res.null5 <- res.dat.dif[res.dat.dif$eff.size<0 & res.dat.dif$dif.size==-0.5 & res.dat.dif$N==300,]
+res.null5 <- res.dat[res.dat$eff.size<0 & res.dat$dif.size==-0.5 & res.dat$N==300,]
 points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
 
 
@@ -294,110 +294,110 @@ points(y=res.null5$h0.rejected.p,x=rep(1,nrow(res.null5)),col='#053305',pch=3)
 
 # Overall
 
-boxplot(true.value.in.ci.p~dif.size,data=res.dat.dif,col=c(2,3),xlab='DIF size',
+boxplot(true.value.in.ci.p~dif.size,data=res.dat,col=c(2,3),xlab='DIF size',
         ylab='Proportion of true beta value in CI in target scenario',main='DIF on 3 items',ylim=c(0,1))
-res.null3 <- res.dat.dif[res.dat.dif$dif.size==-0.5,]
+res.null3 <- res.dat[res.dat$dif.size==-0.5,]
 points(y=res.null3$true.value.in.ci.p,x=rep(1,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$dif.size==0.5,]
+res.null3 <- res.dat[res.dat$dif.size==0.5,]
 points(y=res.null3$true.value.in.ci.p,x=rep(5,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$dif.size==-0.3,]
+res.null3 <- res.dat[res.dat$dif.size==-0.3,]
 points(y=res.null3$true.value.in.ci.p,x=rep(2,nrow(res.null3)),col='#053305',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$dif.size==0.3,]
+res.null3 <- res.dat[res.dat$dif.size==0.3,]
 points(y=res.null3$true.value.in.ci.p,x=rep(4,nrow(res.null3)),col='#053305',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$dif.size==0,]
+res.null3 <- res.dat[res.dat$dif.size==0,]
 points(y=res.null3$true.value.in.ci.p,x=rep(3,nrow(res.null3)),col='gray',pch=3)
 
 # J=4
-res.dat.dif.temp <- res.dat.dif[res.dat.dif$J==4,]
+res.dat.temp <- res.dat[res.dat$J==4,]
 
-boxplot(true.value.in.ci.p~dif.size,data=res.dat.dif.temp,col=c(2,3),xlab='DIF size',
+boxplot(true.value.in.ci.p~dif.size,data=res.dat.temp,col=c(2,3),xlab='DIF size',
         ylab='Proportion of true beta value in CI in target scenario',main='DIF on 3 items',ylim=c(0,1))
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==-0.5,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==-0.5,]
 points(y=res.null3$true.value.in.ci.p,x=rep(1,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==0.5,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==0.5,]
 points(y=res.null3$true.value.in.ci.p,x=rep(5,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==-0.3,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==-0.3,]
 points(y=res.null3$true.value.in.ci.p,x=rep(2,nrow(res.null3)),col='#053305',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==0.3,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==0.3,]
 points(y=res.null3$true.value.in.ci.p,x=rep(4,nrow(res.null3)),col='#053305',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==0,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==0,]
 points(y=res.null3$true.value.in.ci.p,x=rep(3,nrow(res.null3)),col='gray',pch=3)
 
 
 # J=7
-res.dat.dif.temp <- res.dat.dif[res.dat.dif$J==7,]
+res.dat.temp <- res.dat[res.dat$J==7,]
 
-boxplot(true.value.in.ci.p~dif.size,data=res.dat.dif.temp,col=c(2,3),xlab='DIF size',
+boxplot(true.value.in.ci.p~dif.size,data=res.dat.temp,col=c(2,3),xlab='DIF size',
         ylab='Proportion of true beta value in CI in target scenario',main='DIF on 3 items',ylim=c(0,1))
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==-0.5,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==-0.5,]
 points(y=res.null3$true.value.in.ci.p,x=rep(1,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==0.5,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==0.5,]
 points(y=res.null3$true.value.in.ci.p,x=rep(5,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==-0.3,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==-0.3,]
 points(y=res.null3$true.value.in.ci.p,x=rep(2,nrow(res.null3)),col='#053305',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==0.3,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==0.3,]
 points(y=res.null3$true.value.in.ci.p,x=rep(4,nrow(res.null3)),col='#053305',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==0,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==0,]
 points(y=res.null3$true.value.in.ci.p,x=rep(3,nrow(res.null3)),col='gray',pch=3)
 
 # J=4 / 1 DIF
-res.dat.dif.temp <- res.dat.dif[res.dat.dif$J==4 & res.dat.dif$nb.dif==1,]
+res.dat.temp <- res.dat[res.dat$J==4 & res.dat$nb.dif==1,]
 
-boxplot(true.value.in.ci.p~dif.size,data=res.dat.dif.temp,col=c(2,3,3,2),xlab='DIF size',
+boxplot(true.value.in.ci.p~dif.size,data=res.dat.temp,col=c(2,3,3,2),xlab='DIF size',
         ylab='Proportion of true beta value in CI in target scenario',main='DIF on 3 items',ylim=c(0,1))
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==-0.5,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==-0.5,]
 points(y=res.null3$true.value.in.ci.p,x=rep(1,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==0.5,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==0.5,]
 points(y=res.null3$true.value.in.ci.p,x=rep(4,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==-0.3,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==-0.3,]
 points(y=res.null3$true.value.in.ci.p,x=rep(2,nrow(res.null3)),col='#053305',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==0.3,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==0.3,]
 points(y=res.null3$true.value.in.ci.p,x=rep(3,nrow(res.null3)),col='#053305',pch=3)
 
 # J=4 / 2 DIF
-res.dat.dif.temp <- res.dat.dif[res.dat.dif$J==4 & res.dat.dif$nb.dif==2,]
+res.dat.temp <- res.dat[res.dat$J==4 & res.dat$nb.dif==2,]
 
-boxplot(true.value.in.ci.p~dif.size,data=res.dat.dif.temp,col=c(2,3,3,2),xlab='DIF size',
+boxplot(true.value.in.ci.p~dif.size,data=res.dat.temp,col=c(2,3,3,2),xlab='DIF size',
         ylab='Proportion of true beta value in CI in target scenario',main='DIF on 3 items',ylim=c(0,1))
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==-0.5,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==-0.5,]
 points(y=res.null3$true.value.in.ci.p,x=rep(1,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==0.5,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==0.5,]
 points(y=res.null3$true.value.in.ci.p,x=rep(4,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==-0.3,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==-0.3,]
 points(y=res.null3$true.value.in.ci.p,x=rep(2,nrow(res.null3)),col='#053305',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==0.3,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==0.3,]
 points(y=res.null3$true.value.in.ci.p,x=rep(3,nrow(res.null3)),col='#053305',pch=3)
 
 
 # J=7 / 2 DIF
 
-res.dat.dif.temp <- res.dat.dif[res.dat.dif$J==7 & res.dat.dif$nb.dif==2,]
+res.dat.temp <- res.dat[res.dat$J==7 & res.dat$nb.dif==2,]
 
-boxplot(true.value.in.ci.p~dif.size,data=res.dat.dif.temp,col=c(2,3,3,2),xlab='DIF size',
+boxplot(true.value.in.ci.p~dif.size,data=res.dat.temp,col=c(2,3,3,2),xlab='DIF size',
         ylab='Proportion of true beta value in CI in target scenario',main='DIF on 3 items',ylim=c(0,1))
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==-0.5,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==-0.5,]
 points(y=res.null3$true.value.in.ci.p,x=rep(1,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==0.5,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==0.5,]
 points(y=res.null3$true.value.in.ci.p,x=rep(4,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==-0.3,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==-0.3,]
 points(y=res.null3$true.value.in.ci.p,x=rep(2,nrow(res.null3)),col='#053305',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==0.3,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==0.3,]
 points(y=res.null3$true.value.in.ci.p,x=rep(3,nrow(res.null3)),col='#053305',pch=3)
 
 
 # J=7 / 3 DIF
 
-res.dat.dif.temp <- res.dat.dif[res.dat.dif$J==7 & res.dat.dif$nb.dif==3,]
+res.dat.temp <- res.dat[res.dat$J==7 & res.dat$nb.dif==3,]
 
-boxplot(true.value.in.ci.p~dif.size,data=res.dat.dif.temp,col=c(2,3,3,2),xlab='DIF size',
+boxplot(true.value.in.ci.p~dif.size,data=res.dat.temp,col=c(2,3,3,2),xlab='DIF size',
         ylab='Proportion of true beta value in CI in target scenario',main='DIF on 3 items',ylim=c(0,1))
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==-0.5,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==-0.5,]
 points(y=res.null3$true.value.in.ci.p,x=rep(1,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==0.5,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==0.5,]
 points(y=res.null3$true.value.in.ci.p,x=rep(4,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==-0.3,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==-0.3,]
 points(y=res.null3$true.value.in.ci.p,x=rep(2,nrow(res.null3)),col='#053305',pch=3)
-res.null3 <- res.dat.dif.temp[res.dat.dif.temp$dif.size==0.3,]
+res.null3 <- res.dat.temp[res.dat.temp$dif.size==0.3,]
 points(y=res.null3$true.value.in.ci.p,x=rep(3,nrow(res.null3)),col='#053305',pch=3)
 
 
@@ -409,30 +409,30 @@ points(y=res.null3$true.value.in.ci.p,x=rep(3,nrow(res.null3)),col='#053305',pch
 
 # Overall
 
-boxplot(beta.same.sign.truebeta.p~dif.size,data=res.dat.dif,col=c(2,3),xlab='DIF size',
+boxplot(beta.same.sign.truebeta.p~dif.size,data=res.dat,col=c(2,3),xlab='DIF size',
         ylab='Proportion of estimates with same sign as true value in target scenario',main='DIF on 3 items',ylim=c(0,1))
-res.null3 <- res.dat.dif[res.dat.dif$dif.size==-0.5,]
+res.null3 <- res.dat[res.dat$dif.size==-0.5,]
 points(y=res.null3$beta.same.sign.truebeta.p,x=rep(1,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$dif.size==0.5,]
+res.null3 <- res.dat[res.dat$dif.size==0.5,]
 points(y=res.null3$beta.same.sign.truebeta.p,x=rep(5,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$dif.size==-0.3,]
+res.null3 <- res.dat[res.dat$dif.size==-0.3,]
 points(y=res.null3$beta.same.sign.truebeta.p,x=rep(2,nrow(res.null3)),col='#053305',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$dif.size==0.3,]
+res.null3 <- res.dat[res.dat$dif.size==0.3,]
 points(y=res.null3$beta.same.sign.truebeta.p,x=rep(4,nrow(res.null3)),col='#053305',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$dif.size==0,]
+res.null3 <- res.dat[res.dat$dif.size==0,]
 points(y=res.null3$beta.same.sign.truebeta.p,x=rep(3,nrow(res.null3)),col='gray',pch=3)
 
 # Overall // H0 rejected 
 
-boxplot(beta.same.sign.truebeta.signif.p~dif.size,data=res.dat.dif,col=c(2,3),xlab='DIF size',
+boxplot(beta.same.sign.truebeta.signif.p~dif.size,data=res.dat,col=c(2,3),xlab='DIF size',
         ylab='Proportion of estimates with same sign as true value in target scenario',main='When H0 rejected',ylim=c(0,1))
-res.null3 <- res.dat.dif[res.dat.dif$dif.size==-0.5,]
+res.null3 <- res.dat[res.dat$dif.size==-0.5,]
 points(y=res.null3$beta.same.sign.truebeta.signif.p,x=rep(1,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$dif.size==0.5,]
+res.null3 <- res.dat[res.dat$dif.size==0.5,]
 points(y=res.null3$beta.same.sign.truebeta.signif.p,x=rep(5,nrow(res.null3)),col='#590b0c',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$dif.size==-0.3,]
+res.null3 <- res.dat[res.dat$dif.size==-0.3,]
 points(y=res.null3$beta.same.sign.truebeta.signif.p,x=rep(2,nrow(res.null3)),col='#053305',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$dif.size==0.3,]
+res.null3 <- res.dat[res.dat$dif.size==0.3,]
 points(y=res.null3$beta.same.sign.truebeta.signif.p,x=rep(4,nrow(res.null3)),col='#053305',pch=3)
-res.null3 <- res.dat.dif[res.dat.dif$dif.size==0,]
+res.null3 <- res.dat[res.dat$dif.size==0,]
 points(y=res.null3$beta.same.sign.truebeta.signif.p,x=rep(3,nrow(res.null3)),col='gray',pch=3)

RProject/Scripts/misc/rosali.R

@@ -0,0 +1,31 @@
+rosali <- function(dat=NULL,items=NULL,group=NULL) {
+  nbitems <- length(items)
+  items2 <- items
+  # Un seul groupe
+  if (length(group)!=1) {
+    stop('Only one variable can be used for the group option')
+  }
+  # Recoder groupe en 0/1
+  dat[,group] <- as.factor(dat[,group])
+  if (!(all(names(levels(dat[,group]))==c("0","1")))) {
+    levels(dat[,group]) <- c("0","1") 
+  }
+  dat[,group] <- as.numeric(dat[,group])-1
+  model_a <- pcm(df=dat,items=items,group = group,dif.items = items)
+  model_b <- pcm(df=dat,items=items,group = group,dif.items = NULL)
+  ltest <- lmtest::lrtest(model_a,model_b)
+  difit <- c()
+  if (ltest$`Pr(>Chisq)`[2]<0.05) {
+    model_c <- model_b
+    a <- sapply(1:nbitems,function(x) 
+      lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2])
+    k <- 0
+    while (min(a)<0.05/(nbitems-k)) {
+      difit <- c(difit,which.min(a))
+      model_c <- pcm(df=dat,items=items,group = group,dif.items = difit)
+      a <- sapply(1:nbitems,function(x) 
+        ifelse(!(x%in%difit),lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2],1))
+    }
+  }
+  return(difit)
+}

RProject/shinyapps/results-dashboard/app.R

@@ -0,0 +1,265 @@
+library(shiny)
+library(shinydashboard)
+library(shinyBS)
+library(shinyWidgets)
+
+conditionalPanel2 <- function(condition, ..., ns = NS(NULL), inline = FALSE, container = if (inline) span else div) {
+  container(`data-display-if` = condition, `data-ns-prefix` = ns(""), ...)
+}
+conditionalMenuItem <- function(label,tabName,iconName,condition) {
+  t <- menuItem(
+    label,
+    tabName = tabName,
+    icon = icon(iconName)
+  )
+  t$attribs <- list('data-display-if'=condition,'data-ns-prefix'='')
+  t
+}
+
+# Define UI for application that draws a histogram
+ui <- 
+  dashboardPage(
+    dashboardHeader(title = "ResCenter",
+                    dropdownMenu(type = "notifications",
+                                 notificationItem(
+                                   text = "Return to services list",
+                                   icon = icon("right-from-bracket"),
+                                   href = 'https://service.corentinchoisy.xyz',
+                                   status = 'danger'),
+                                 badgeStatus = NULL,
+                                 icon = icon('right-from-bracket'),
+                                 headerText = ''
+                    ),
+                    dropdownMenu(type='messages',
+                                 messageItem(from = 'View source on Gitea',
+                                             message = 'Browse and download',
+                                             icon = icon('git'),
+                                             href = 'https://gitlab.com/corentinchoisy/kids'),
+                                 badgeStatus = NULL,
+                                 icon = icon('circle-info'),
+                                 headerText = "App info")
+    ),
+    
+    dashboardSidebar(
+      collapsed=TRUE,
+      sidebarMenu(
+        menuItem("Tables", tabName = "tables", icon = icon("table"))
+        #,conditionalMenuItem(condition='input.predictions == 1',label = "Autres métriques", tabName = "metriques", iconName = "square-poll-vertical")
+      )
+    ),
+    
+    dashboardBody(
+      tabItems(tabItem('tables',
+                       fluidRow(
+                         box(title = "Input",status="success",width=12,
+                         pickerInput(
+                               inputId = "typeres",
+                               label = "DIF recovery",
+                               options=list(style='btn'),
+                               choices = c("None", "Perfect", "ROSALI", "Residuals")),
+                         conditionalPanel2(condition='input.typeres == "ROSALI" | input.typeres == "Residuals"',checkboxInput(inputId = "weak",label = "Show only weak detection scenarios (p.moreflexible<0.15)")
+                                           ,conditionalPanel2(condition="!input.dif",checkboxInput(inputId = "causal",label = "Hide DIF detection data")),
+                                           conditionalPanel2(condition='!input.causal',checkboxInput(inputId = "dif",label = "Hide causal inference data"))
+                                           )
+                         )
+                       ),
+                       fluidRow(
+                         box(title = "Compiled results",status="primary",width = 12,solidHeader = T,DT::dataTableOutput("res"))
+                       )
+          )
+      )
+      
+      
+      
+      
+      ,tags$head(tags$style(HTML('
+                              .content-wrapper { overflow: auto; }
+                              
+                              #options .box-header{ display: none}
+                              
+                              button.btn.dropdown-toggle.btn-default {
+                                background-color: #d32927;
+                                border-color: #d32927;
+                                border-radius: 0px;
+                              }
+
+                              .box.box-danger{                                 
+                                background:#f5eceb
+                              }
+                              
+                              .box.box-warning{                                 
+                                background:#f7f4ed
+                              }
+                              
+                              .box.box-danger .form-control{                                 
+                                background-color:#f5eceb !important
+                              }
+                              
+                              .box.box-success{                                 
+                                background:#e1fff1
+                              }
+                              
+                              .box.box-success .form-control{                                 
+                                background-color:#e1fff1 !important
+                              }
+                              
+                              .box.box-primary{                                 
+                                background:#ebf4f9
+                              }
+                            
+                              
+                              .box.box-solid{                                 
+                                background:#ffffff
+                              }
+                              
+                              .navbar-nav > .messages-menu > .dropdown-menu > li .menu, .navbar-nav > .notifications-menu > .dropdown-menu > li .menu, .navbar-nav > .tasks-menu > .dropdown-menu > li .menu {
+                                max-height: 500px; overflow-y: hidden;
+                              }
+                              
+                              .content {
+                                height: auto; overflow-y: auto;
+                              }
+                    
+                              /* navbar (rest of the header) */
+                               .skin-blue .main-header .navbar {
+                              background-color: #d32927;
+                              }
+                                            
+                              /* navbar (rest of the header) */
+                               .skin-blue .main-header .logo {
+                              background-color: #d32927;
+                              }              
+                                            
+                              /* logo when hovered */
+                              .skin-blue .main-header .logo:hover {
+                              background-color: #931c1b;
+                              }              
+                              /* toggle button when hovered  */                    
+                              .skin-blue .main-header .navbar .sidebar-toggle:hover{
+                              background-color: #931c1b;
+                              }
+                              
+                              /* main sidebar */
+                              .skin-blue .main-sidebar {
+                              background-color: #4e4c4c;
+                              }
+                                            
+                              /* active selected tab in the sidebarmenu */
+                              .skin-blue .main-sidebar .sidebar .sidebar-menu .active a{
+                              background-color: #282828;
+                              border-left: 3px solid #d32927;
+                              }
+                         
+                              /* other links in the sidebarmenu when hovered */
+                              .skin-blue .main-sidebar .sidebar .sidebar-menu a:hover{
+                              background-color: #282828;
+                              border-left: 3px solid #d32927;
+                              }
+              '))))
+  )
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+    
+
+# Define server logic required to draw a histogram
+server <- function(input, output) {
+  res.dat <- read.csv("res_dat.csv")
+  res.dat.dif <- read.csv("res_dat_dif.csv")
+  res.dat.dif.resali <- read.csv("res_dat_dif_resali.csv")
+  res.dat.dif.rosali <- read.csv("res_dat_dif_rosali.csv")
+  
+  df_res <- reactive({
+    if(input$typeres=="None") {
+      dd <- res.dat
+    }
+    if(input$typeres=="Perfect") {
+      dd <- res.dat.dif
+    }
+    if(input$typeres=="ROSALI") {
+      dd <- res.dat.dif.rosali
+    }
+    if(input$typeres=="Residuals") {
+      dd <- res.dat.dif.resali
+    }
+    dd
+  })
+  
+
+  
+  df_res_r <- reactive({
+    rs <- df_res()
+    if(input$typeres=="None") {
+      rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","theoretical.power","m.beta","se.empirical.beta","se.analytical.beta",
+                  "m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p",
+                  "beta.same.sign.truebeta.signif.p","bias")]
+      rs <- dplyr::mutate_if(rs,is.numeric,round,3)
+      rs <- dplyr::mutate_all(rs,as.character)
+    }
+    if(input$typeres=="Perfect") {
+      rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","theoretical.power","m.beta","se.empirical.beta","se.analytical.beta",
+                  "m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p",
+                  "beta.same.sign.truebeta.signif.p","bias")]
+      rs <- dplyr::mutate_if(rs,is.numeric,round,3)
+      rs <- dplyr::mutate_all(rs,as.character)
+    }
+    if(input$typeres=="ROSALI") {
+      rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","theoretical.power","m.beta","se.empirical.beta","se.analytical.beta",
+                  "m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p",
+                  "beta.same.sign.truebeta.signif.p","bias","dif.detected","prop.perfect","flexible.detect","moreflexible.detect","any.detect")]
+      if (input$causal) {
+        rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","theoretical.power","m.beta","se.empirical.beta","se.analytical.beta",
+                    "m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p",
+                    "beta.same.sign.truebeta.signif.p","bias")]
+      }
+      if (input$dif) {
+        rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","dif.detected","prop.perfect","flexible.detect","moreflexible.detect","any.detect")]
+      }
+      if (input$weak) {
+        rs <- rs[rs$moreflexible.detect<0.15 & !is.na(rs$moreflexible.detect),]
+      }
+
+      rs <- dplyr::mutate_if(rs,is.numeric,round,3)
+      rs <- dplyr::mutate_all(rs,as.character)
+    }
+    if(input$typeres=="Residuals") {
+      rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","theoretical.power","m.beta","se.empirical.beta","se.analytical.beta",
+                  "m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p",
+                  "beta.same.sign.truebeta.signif.p","bias","dif.detected","prop.perfect","flexible.detect","moreflexible.detect","any.detect")]
+      if (input$causal) {
+        rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","theoretical.power","m.beta","se.empirical.beta","se.analytical.beta",
+                    "m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p",
+                    "beta.same.sign.truebeta.signif.p","bias")]
+      }
+      if (input$dif) {
+        rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","dif.detected","prop.perfect","flexible.detect","moreflexible.detect","any.detect")]
+      }
+      if (input$weak) {
+        rs <- rs[rs$moreflexible.detect<0.15 & !is.na(rs$moreflexible.detect),]
+      }
+      rs <- dplyr::mutate_if(rs,is.numeric,round,3)
+      rs <- dplyr::mutate_all(rs,as.character)
+    }
+    rs
+  })
+
+  
+  output$res <- DT::renderDataTable(df_res_r(),
+                                        options = list(columnDefs = list(list(className = 'dt-center',width=ifelse(input$dif & !is.na(input$dif),"119px","50px"), targets = "_all")),
+                                          pageLength=100,autoWidth=T,scrollY=400,scrollX = T,server=F,buttons=c("csv","excel")),
+                                        rownames = FALSE,
+                                    selection="single",
+                                    filter=list(plain=F,clear=F,position="top"))
+}
+
+# Run the application 
+shinyApp(ui = ui, server = server)

RProject/shinyapps/results-dashboard/res_dat.csv

@@ -0,0 +1,529 @@
+"","scenario","scenario.type","N","J","M","eff.size","nb.dif","dif.size","m.item1","m.item2","m.item3","m.item4","m.beta","se.empirical.beta","se.analytical.beta","m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p","beta.same.sign.truebeta.signif.p","m.item1_1","m.item1_2","m.item1_3","m.item2_1","m.item2_2","m.item2_3","m.item3_1","m.item3_2","m.item3_3","m.item4_1","m.item4_2","m.item4_3","m.item5","m.item6","m.item7","m.item5_1","m.item5_2","m.item5_3","m.item6_1","m.item6_2","m.item6_3","m.item7_1","m.item7_2","m.item7_3","bias","theoretical.power","method"
+"1","1A","A","100",4,2,0,0,0,-0.841073667296664,-0.260930251055574,0.247966297650653,0.849554589743604,0.00355439571527659,0.213150798964068,0.214360058663021,-0.416591319264244,0.423700110694797,0.952,0.048,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00355439571527659,0.05,"NONE"
+"2","1A","A","200",4,2,0,0,0,-0.834702502921021,-0.244191792781874,0.25374934136229,0.852799529129577,0.00631751791688297,0.147320350168969,0.151251074855277,-0.29013458879946,0.302769624633226,0.95,0.05,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00631751791688297,0.05,"NONE"
+"3","1A","A","300",4,2,0,0,0,-0.849660868264139,-0.257231932655707,0.24541332081387,0.836963842140725,-0.0070611470345512,0.125252354661724,0.123651034629799,-0.249417174908958,0.235294880839856,0.949,0.051,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0070611470345512,0.05,"NONE"
+"4","1A","A","50",4,2,0,0,0,-0.858995543198587,-0.251904980259673,0.26111109896415,0.845117991068917,0.00158980030447301,0.308798645399789,0.304721133473198,-0.595663621302994,0.59884322191194,0.938,0.062,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00158980030447301,0.05,"NONE"
+"5","1B","B","100",4,2,0.2,0,0,-0.841245818190785,-0.243987072983194,0.240071545063662,0.83704477305847,0.195533236300753,0.225743865355078,0.21439105265015,-0.224673226893541,0.615739699495047,0.924,0.148,0.807,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0044667636992472,0.1543,"NONE"
+"6","1B","B","200",4,2,0.2,0,0,-0.844419025054859,-0.244500622218798,0.252199158521752,0.854612788770022,0.205344445036913,0.153599680170632,0.15197498319229,-0.0925265220199752,0.503215412093801,0.944,0.277,0.914,0.996389891696751,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00534444503691292,0.2618,"NONE"
+"7","1B","B","300",4,2,0.2,0,0,-0.842838862403382,-0.248689921528459,0.254173911590929,0.843619908626862,0.208334438797986,0.127201912961535,0.124058677761536,-0.0348205696146251,0.451489447210598,0.949,0.396,0.947,0.997474747474748,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00833443879798637,0.366,"NONE"
+"8","1B","B","50",4,2,0.2,0,0,-0.850996138274455,-0.253639368019269,0.253362897878762,0.857836929094678,0.212187072159745,0.30388476943749,0.304560021981985,-0.384750570924946,0.809124715244436,0.94,0.104,0.762,0.951923076923077,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0121870721597446,0.1013,"NONE"
+"9","1C","C","100",4,2,0.4,0,0,-0.84037352681101,-0.248550432472044,0.259342687153082,0.846594528847484,0.404277634750373,0.225342013761996,0.2157436827314,-0.0185799834031706,0.827135252903916,0.929,0.467,0.961,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00427763475037257,0.4627,"NONE"
+"10","1C","C","200",4,2,0.4,0,0,-0.852318972542938,-0.25609101859107,0.247378968683008,0.836810318684743,0.38812769836012,0.153857464002711,0.152358172652458,0.0895056799613034,0.686749716758937,0.95,0.716,0.995,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0118723016398797,0.7507,"NONE"
+"11","1C","C","300",4,2,0.4,0,0,-0.839314622253193,-0.25047055138604,0.253736442003888,0.837642215128672,0.404820776714988,0.124496836363827,0.124468725198206,0.160862075326504,0.648779478103471,0.953,0.903,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00482077671498787,0.8981,"NONE"
+"12","1C","C","50",4,2,0.4,0,0,-0.842459679813418,-0.240309214474601,0.25029395632644,0.853590189298571,0.396325501761293,0.316167311500417,0.307514698287365,-0.206403306881942,0.999054310404528,0.939,0.25,0.9,0.992,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00367449823870714,0.2615,"NONE"
+"13","1D","D","100",4,2,-0.2,0,0,-0.84723855230928,-0.254217426980115,0.261909194078014,0.85691499081382,-0.188497972487864,0.218242434512624,0.214944835441914,-0.609789849954017,0.232793904978288,0.944,0.14,0.809,0.985714285714286,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0115020275121357,0.1543,"NONE"
+"14","1D","D","200",4,2,-0.2,0,0,-0.841134294075831,-0.247192571995108,0.25743368933488,0.848548701962362,-0.192814839372434,0.155399731176345,0.151731643860769,-0.49020886133954,0.104579182594673,0.941,0.243,0.898,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00718516062756641,0.2618,"NONE"
+"15","1D","D","300",4,2,-0.2,0,0,-0.849820884530865,-0.253724199457565,0.252232546015646,0.839676191450747,-0.202386301309949,0.123767410687269,0.123899382486237,-0.445229090982974,0.0404564883630768,0.95,0.386,0.953,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0023863013099486,0.366,"NONE"
+"16","1D","D","50",4,2,-0.2,0,0,-0.845758025731818,-0.251940797503003,0.251123546005843,0.855101073487196,-0.204974211486045,0.302303378787701,0.302690239446431,-0.79824708080105,0.388298657828959,0.941,0.105,0.756,0.961904761904762,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00497421148604527,0.1013,"NONE"
+"17","1E","E","100",4,2,-0.4,0,0,-0.851051533097531,-0.246133069567707,0.246819990426341,0.856452596515901,-0.399179162074349,0.224920812640218,0.216004780361453,-0.822548531582798,0.0241902074340996,0.952,0.454,0.961,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000820837925650797,0.4627,"NONE"
+"18","1E","E","200",4,2,-0.4,0,0,-0.83853324529548,-0.247982479066394,0.256071194417108,0.851184992746768,-0.393506210489684,0.159154767819351,0.153021512957846,-0.693428375887063,-0.093584045092305,0.946,0.711,0.996,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00649378951031626,0.7507,"NONE"
+"19","1E","E","300",4,2,-0.4,0,0,-0.842485133675581,-0.248011248893847,0.247734406143481,0.842607754629423,-0.400819600549414,0.125057993633455,0.124630521605313,-0.645095422895827,-0.156543778203,0.954,0.891,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000819600549413491,0.8981,"NONE"
+"20","1E","E","50",4,2,-0.4,0,0,-0.847321605802284,-0.250280999821275,0.242058858102736,0.860459916039841,-0.397432226239489,0.302270479872718,0.305145709733015,-0.995517817316198,0.20065336483722,0.952,0.253,0.896,0.99604743083004,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00256777376051082,0.2615,"NONE"
+"21","2A","A","100",4,4,0,0,0,NA,NA,NA,NA,-0.00266447316100445,0.172721201595363,0.169709266106662,-0.335294634730062,0.329965688408054,0.943,0.057,NA,NA,-1.87670415375866,-0.855528105540483,0.168758289058034,-1.26971700870197,-0.258736864411719,0.763942448928707,-0.756884267185259,0.24491854918524,1.27785939592398,0.157179072786094,0.849279173503763,1.87674250932424,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00266447316100445,0.05,"NONE"
+"22","2A","A","200",4,4,0,0,0,NA,NA,NA,NA,-5.15764529372177e-05,0.123025715741834,0.119998448991853,-0.235248536476969,0.235145383571095,0.946,0.054,NA,NA,-1.86836893183169,-0.840165049478726,0.168064879049637,-1.25722894274382,-0.248828245016001,0.758896674635424,-0.763758028976207,0.257992847744177,1.27383632335522,0.163049449504828,0.848825665530221,1.86121861546144,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,5.15764529372177e-05,0.05,"NONE"
+"23","2A","A","300",4,4,0,0,0,NA,NA,NA,NA,-0.00579293090520532,0.100109036040435,0.0974419147841588,-0.196779083882157,0.185193222071746,0.942,0.058,NA,NA,-1.85521348836326,-0.849159543534194,0.160418724476802,-1.25879532388825,-0.251076793633026,0.74856498204031,-0.7530754332704,0.252948677564137,1.24476877386046,0.156856396713971,0.839709402253205,1.85712915786905,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00579293090520532,0.05,"NONE"
+"24","2A","A","50",4,4,0,0,0,NA,NA,NA,NA,-0.0049510025539703,0.250690269426968,0.242385877610485,-0.480027322670521,0.470125317562581,0.94,0.06,NA,NA,-1.88419014052109,-0.853589404663894,0.152668299392276,-1.3033201690946,-0.260440974545334,0.765565406691621,-0.770468246259239,0.252429396017323,1.28129161645941,0.165273203663533,0.850397729860247,1.93682855335161,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0049510025539703,0.05,"NONE"
+"25","2B","B","100",4,4,0.2,0,0,NA,NA,NA,NA,0.208363501572124,0.170850949146576,0.169037348183044,-0.122949700866643,0.53967670401089,0.951,0.239,0.896,0.97907949790795,-1.86745336440973,-0.845047117010212,0.176180053700368,-1.26542962849966,-0.245635274213382,0.763517951093518,-0.749732347792543,0.250478932039528,1.26865745225699,0.164468786543662,0.849330043911442,1.87111667218601,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00836350157212384,0.2177,"NONE"
+"26","2B","B","200",4,4,0.2,0,0,NA,NA,NA,NA,0.198744979415965,0.118639308118057,0.120109027118339,-0.0366687137359797,0.43415867256791,0.96,0.374,0.958,1,-1.8684873755413,-0.848231480406373,0.159637212080782,-1.26211809979983,-0.256477192494792,0.754087449529261,-0.757051614469319,0.247221620467447,1.26103027146495,0.154204153846537,0.843162416056143,1.85824538720235,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00125502058403507,0.3875,"NONE"
+"27","2B","B","300",4,4,0.2,0,0,NA,NA,NA,NA,0.201715898725882,0.10095407326606,0.0978062755595438,0.010015598629176,0.393416198822588,0.952,0.529,0.983,1,-1.85526271908465,-0.839992889461356,0.15991453284454,-1.25564209198129,-0.249625264648408,0.752436769126719,-0.747045051337591,0.256232647622194,1.25451216833364,0.163556440089275,0.845496024739166,1.84848225345861,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00171589872588182,0.5373,"NONE"
+"28","2B","B","50",4,4,0.2,0,0,NA,NA,NA,NA,0.191961385114794,0.247031268489647,0.239990173073384,-0.278419354109038,0.662342124338626,0.941,0.13,0.774,0.992307692307692,-1.89233595838457,-0.854476968520122,0.173749108655187,-1.27903460408434,-0.257547247136051,0.751803500674397,-0.772532957860666,0.239207337925636,1.26872128500922,0.158954474202088,0.847075723568256,1.88142652216086,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00803861488520621,0.1339,"NONE"
+"29","2C","C","100",4,4,0.4,0,0,NA,NA,NA,NA,0.404701720008877,0.172748215707564,0.170681858181904,0.0701652779723445,0.73923816204541,0.946,0.663,0.993,1,-1.86124974379874,-0.869126053839774,0.171539092777993,-1.26349666153073,-0.246104689618341,0.750503458223438,-0.756766746810321,0.253070937121583,1.26842589619903,0.15989479966303,0.848464472912335,1.88446730358727,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00470172000887731,0.6586,"NONE"
+"30","2C","C","200",4,4,0.4,0,0,NA,NA,NA,NA,0.403666422977325,0.122526088807332,0.120275434062433,0.167926572214958,0.639406273739693,0.944,0.921,1,1,-1.85204278763535,-0.845142098499228,0.170996450659712,-1.27024682341262,-0.250361275034794,0.75914475216594,-0.754864612087989,0.248712227641943,1.26849554693114,0.158461096595867,0.848709741020396,1.85947647519473,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00366642297732539,0.9161,"NONE"
+"31","2C","C","300",4,4,0.4,0,0,NA,NA,NA,NA,0.39855020179722,0.0982692820581448,0.097937783511857,0.206592146113981,0.59050825748046,0.952,0.984,1,1,-1.85605734490297,-0.84236159831958,0.162402356982244,-1.25977782762841,-0.251636834029319,0.752141584238921,-0.750658923725924,0.247840494178093,1.25775799340112,0.160463613413274,0.845190806811092,1.84408256371839,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00144979820277957,0.9834,"NONE"
+"32","2C","C","50",4,4,0.4,0,0,NA,NA,NA,NA,0.401350210787309,0.249917129278022,0.241382313689683,-0.0717591240444699,0.874459545619087,0.94,0.383,0.94,1,-1.92509942861028,-0.870928845444429,0.158149053593723,-1.28018685929746,-0.251085766224475,0.756140437773432,-0.785363289200923,0.260948014209054,1.28138592786875,0.14295009623375,0.862344578684692,1.87383368014507,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00135021078730868,0.3863,"NONE"
+"33","2D","D","100",4,4,-0.2,0,0,NA,NA,NA,NA,-0.202677151353425,0.169738703830772,0.169548299883789,-0.534991819125651,0.129637516418801,0.956,0.234,0.879,1,-1.87127693207247,-0.840863352036436,0.154370550647414,-1.26101711673295,-0.260552150929205,0.75399186842038,-0.757887109037702,0.252700783702991,1.24925119540874,0.153303389394655,0.846625782459958,1.86595318089037,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00267715135342492,0.2177,"NONE"
+"34","2D","D","200",4,4,-0.2,0,0,NA,NA,NA,NA,-0.202856982145162,0.11662690408971,0.119916046286177,-0.437892432866068,0.0321784685757442,0.953,0.394,0.966,1,-1.85653818293643,-0.842067974534014,0.157735905938815,-1.27380839356615,-0.251260926749305,0.758189458626132,-0.75686140177413,0.246347277694373,1.2540856392321,0.161017412475249,0.835253946581049,1.86231868989189,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00285698214516206,0.3875,"NONE"
+"35","2D","D","300",4,4,-0.2,0,0,NA,NA,NA,NA,-0.195500209512149,0.0965524314156026,0.0977290255658861,-0.387049099621285,-0.0039513194030119,0.96,0.509,0.983,0.99803536345776,-1.85392349968611,-0.841479244844549,0.163102455443767,-1.25674806303846,-0.246937623273657,0.754364523680069,-0.747864813986795,0.254167067155996,1.2593368664855,0.162352834596223,0.847788813391621,1.8538411467133,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0044997904878514,0.5373,"NONE"
+"36","2D","D","50",4,4,-0.2,0,0,NA,NA,NA,NA,-0.202538935334842,0.241100232487982,0.24051062829882,-0.673939766800529,0.268861896130845,0.951,0.133,0.8,0.954887218045113,-1.8810129826579,-0.860605067242077,0.148140308236282,-1.28216352113114,-0.256055597477226,0.765481650128131,-0.761774720206915,0.246619071984499,1.2861844207931,0.152986815946946,0.873020207440156,1.90807700191588,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00253893533484167,0.1339,"NONE"
+"37","2E","E","100",4,4,-0.4,0,0,NA,NA,NA,NA,-0.402942369895867,0.169344272778098,0.170553704340348,-0.737227630402949,-0.0686571093887847,0.953,0.664,0.994,1,-1.86028208937423,-0.865000677836748,0.160615466459595,-1.26294829354916,-0.253883456933454,0.764767064127691,-0.759594191035152,0.245000316848415,1.26219435834579,0.160735081739528,0.855342554572616,1.88828390255864,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00294236989586677,0.6586,"NONE"
+"38","2E","E","200",4,4,-0.4,0,0,NA,NA,NA,NA,-0.402633969854866,0.121029999199956,0.12021942537782,-0.638264043595393,-0.16700389611434,0.95,0.922,0.999,1,-1.85901158744261,-0.838757132920841,0.160120110490136,-1.24829026781181,-0.257933125191826,0.752223725268757,-0.74880187784852,0.252651512434634,1.25723565245157,0.164426903799822,0.841292524591139,1.86249982977515,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00263396985486647,0.9161,"NONE"
+"39","2E","E","300",4,4,-0.4,0,0,NA,NA,NA,NA,-0.401698847826217,0.0947860939847253,0.0980816943098668,-0.593938968673556,-0.209458726978878,0.964,0.988,1,1,-1.8523348339705,-0.839218504667005,0.160603444802194,-1.25470233612736,-0.253473567718558,0.753653452145781,-0.755026597788042,0.249973205534464,1.25764412963792,0.163506811625686,0.839106379988653,1.84790115693661,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00169884782621693,0.9834,"NONE"
+"40","2E","E","50",4,4,-0.4,0,0,NA,NA,NA,NA,-0.401674480286321,0.250266402908379,0.242476210883483,-0.876927853617948,0.0735788930453063,0.937,0.39,0.947,1,-1.89747413391058,-0.857748887961021,0.164633230813018,-1.2815774950726,-0.266091610912066,0.774689181403607,-0.780247249218536,0.265493953186587,1.30308030136446,0.154274903254463,0.858289475565788,1.92313689700309,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00167448028632078,0.3863,"NONE"
+"41","3A","A","100",7,2,0,0,0,-1.16412927648907,-0.674041427303577,-0.326076686966601,0.00274837786100805,-0.00263171733549937,0.185577363493414,0.187726344445193,-0.370575352448077,0.365311917777078,0.953,0.047,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.323367447767287,0.671193069057838,1.157228802504,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00263171733549937,0.05,"NONE"
+"42","3A","A","200",7,2,0,0,0,-1.15423476954761,-0.676952249916755,-0.320519892528713,0.000855165498952026,-0.00384226163852934,0.132270063606584,0.132699646968178,-0.263933569696158,0.2562490464191,0.949,0.051,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.325239925904692,0.676148126160477,1.15287753163201,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00384226163852934,0.05,"NONE"
+"43","3A","A","300",7,2,0,0,0,-1.15020004929032,-0.674151940258817,-0.321823476820677,-0.00671206822183998,-0.00105834957509871,0.105934709699691,0.108137400283409,-0.21300765413058,0.210890954980382,0.951,0.049,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.319590491425389,0.667468312014297,1.15604865054232,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00105834957509871,0.05,"NONE"
+"44","3A","A","50",7,2,0,0,0,-1.1645326334699,-0.668365416588286,-0.317841568699842,0.00413910275561414,0.00314756398081086,0.261416049100949,0.267026321490719,-0.520224026140999,0.526519154102621,0.954,0.046,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.328498309220908,0.689263836392219,1.17463535457749,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00314756398081086,0.05,"NONE"
+"45","3B","B","100",7,2,0.2,0,0,-1.16637420700318,-0.675459589170874,-0.323609291891891,-0.00945663802113651,0.202009294559094,0.192518648858338,0.188448432556292,-0.167349633251237,0.571368222369426,0.948,0.198,0.848,0.994949494949495,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.323244755263773,0.676064841214591,1.16037291587355,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00200929455909438,0.187,"NONE"
+"46","3B","B","200",7,2,0.2,0,0,-1.15393960145033,-0.671128146938004,-0.322989696030887,5.14779912616366e-06,0.197564513499267,0.13255966401079,0.132751307196078,-0.0626280486050469,0.45775707560358,0.948,0.307,0.928,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.319686214062716,0.676534302626773,1.1549234145031,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00243548650073341,0.3258,"NONE"
+"47","3B","B","300",7,2,0.2,0,0,-1.15194859488782,-0.670764516423692,-0.320565407462192,-0.00297230873942816,0.206490826341874,0.105103891975839,0.108505276606387,-0.00617951580664413,0.419161168490393,0.956,0.492,0.976,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.32531852262695,0.675402445241203,1.14967708044279,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00649082634187437,0.455,"NONE"
+"48","3B","B","50",7,2,0.2,0,0,-1.18609292370926,-0.691213560840877,-0.325474157614967,-0.0168713768762397,0.204173266413545,0.273348157109849,0.267975117824297,-0.321057964522078,0.729404497349167,0.942,0.136,0.765,0.963235294117647,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.319745738396208,0.681594983062224,1.15946573836791,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00417326641354454,0.1171,"NONE"
+"49","3C","C","100",7,2,0.4,0,0,-1.14937836429624,-0.674438424027186,-0.316764069181339,0.00212419983537808,0.411379278782773,0.189769795094736,0.18878084929112,0.0413688141721784,0.781389743393368,0.951,0.587,0.985,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.328348638806829,0.678259657862027,1.16093936827583,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0113792787827733,0.5666,"NONE"
+"50","3C","C","200",7,2,0.4,0,0,-1.15474547682981,-0.676586923235238,-0.324167796035358,-0.00575266996847073,0.39232859554575,0.134119077545621,0.133206201330132,0.131244440938692,0.653412750152809,0.949,0.828,0.998,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.324787376774095,0.667532757427657,1.1514295591855,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00767140445424963,0.8538,"NONE"
+"51","3C","C","300",7,2,0.4,0,0,-1.15187753624503,-0.666533273913476,-0.319641802593865,0.00409766056479801,0.403408710777621,0.109277119033701,0.108652302315429,0.190450198239381,0.616367223315861,0.944,0.956,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.31852793919751,0.669734816136667,1.15597940448503,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00340871077762095,0.9584,"NONE"
+"52","3C","C","50",7,2,0.4,0,0,-1.1756677276746,-0.669984179834282,-0.319954010394848,0.00234900788044321,0.416086768255291,0.268676318989837,0.268410448427487,-0.109997710662583,0.942171247173165,0.951,0.347,0.934,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.332621692638161,0.68397184560827,1.18050971836693,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0160867682552908,0.3236,"NONE"
+"53","3D","D","100",7,2,-0.2,0,0,-1.14809011677926,-0.669432563718174,-0.310136636951369,0.00626725236063335,-0.198168099998531,0.187486395458442,0.187784793022661,-0.566226294322947,0.169890094325885,0.956,0.189,0.851,0.989417989417989,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.332282995993533,0.666467613913854,1.14948722516774,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00183190000146927,0.187,"NONE"
+"54","3D","D","200",7,2,-0.2,0,0,-1.14879941506438,-0.674963352519108,-0.316130340306585,-0.00173455448021499,-0.197031519112436,0.139556606031394,0.132579080108666,-0.456886516125422,0.0628234779005503,0.934,0.336,0.919,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.316637493023165,0.669927935409518,1.15429428021501,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00296848088756393,0.3258,"NONE"
+"55","3D","D","300",7,2,-0.2,0,0,-1.14929153051974,-0.671970769930683,-0.325320038916352,-0.0028408009633138,-0.200710500294574,0.109155961475433,0.108497945635035,-0.413366473739242,0.0119454731500944,0.944,0.461,0.966,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.316433888106239,0.671050178094737,1.15520750785178,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000710500294573591,0.455,"NONE"
+"56","3D","D","50",7,2,-0.2,0,0,-1.1632868779979,-0.67158257561965,-0.315116888913019,0.00275194793501663,-0.19376251831442,0.273573274790059,0.266389189911371,-0.715885330540707,0.328360293911868,0.942,0.123,0.765,0.951219512195122,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.32633266733976,0.680954293586324,1.18158242597915,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00623748168558011,0.1171,"NONE"
+"57","3E","E","100",7,2,-0.4,0,0,-1.17498348778266,-0.672711820857142,-0.323103376064217,-0.00631796649759792,-0.404094905314569,0.191223558144592,0.18843742165651,-0.773432251761328,-0.0347575588678094,0.948,0.562,0.987,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.314038195647359,0.674341628212222,1.15246922320955,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00409490531456885,0.5666,"NONE"
+"58","3E","E","200",7,2,-0.4,0,0,-1.1597548961775,-0.663942431413922,-0.321359391428678,0.000444598565821666,-0.397157820085034,0.130413093117054,0.133394377760768,-0.65861080049614,-0.135704839673928,0.966,0.831,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.326425638316202,0.672282187138011,1.14915842379447,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00284217991496588,0.8538,"NONE"
+"59","3E","E","300",7,2,-0.4,0,0,-1.15069108762222,-0.68468690138659,-0.326276989008146,-0.00408592761806113,-0.401065157802914,0.110530670178125,0.108837846834796,-0.614387337599114,-0.187742978006714,0.952,0.964,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.322204454212312,0.674361641704478,1.15048501091593,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00106515780291444,0.9584,"NONE"
+"60","3E","E","50",7,2,-0.4,0,0,-1.17431474073796,-0.699092994036829,-0.33026482988289,-0.000187837882373213,-0.397450903310817,0.267794583621842,0.265865769637219,-0.918547811799768,0.123646005178133,0.951,0.318,0.934,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.325039129457714,0.680800981275996,1.1757625014662,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00254909668918257,0.3236,"NONE"
+"61","4A","A","100",7,4,0,0,0,NA,NA,NA,NA,-0.00445111595673926,0.157672233302864,0.158233286656621,-0.314588357803717,0.305686125890238,0.941,0.059,NA,NA,-2.21886581304872,-1.15851374158895,-0.149417349884113,-1.70634713283267,-0.677534817585568,0.336279123862256,-1.32233495780147,-0.332420025031193,0.679329702604223,-1.00252749028145,-0.00705462711543902,1.00830810298514,NA,NA,NA,-0.674297723199152,0.312893259308678,1.32330751922501,-0.333712386288968,0.677324226767875,1.68117779710265,0.151442777640122,1.16172716277203,2.16847313046961,0.00445111595673926,0.05,"NONE"
+"62","4A","A","200",7,4,0,0,0,NA,NA,NA,NA,-0.0014199747511038,0.111745983981292,0.111867587040917,-0.220680445351301,0.217840495849094,0.945,0.055,NA,NA,-2.15838023676884,-1.15532632677716,-0.147348794047291,-1.68738337123497,-0.669272280377451,0.325512100954353,-1.32811620390288,-0.315152007412013,0.69014395769432,-1.00650391660289,0.0155650281833458,1.00517461341577,NA,NA,NA,-0.677511734321977,0.319962562360693,1.33489821961404,-0.340546266315918,0.681587813993037,1.68780271706497,0.154206498466291,1.15914588738747,2.18257607218025,0.0014199747511038,0.05,"NONE"
+"63","4A","A","300",7,4,0,0,0,NA,NA,NA,NA,-0.00397669839003581,0.0913100010409848,0.0912194475040695,-0.182766815498012,0.17481341871794,0.95,0.05,NA,NA,-2.15581403971322,-1.15419395733769,-0.153473270875791,-1.68072427025783,-0.665491684752147,0.327755877456606,-1.32575856747758,-0.315365988960803,0.682509968212046,-1.00832739817465,0.0013011255573704,1.00107209510156,NA,NA,NA,-0.684568416104122,0.319433556865277,1.31986143564583,-0.328520973496403,0.671127222626743,1.68090775580613,0.149874103798831,1.14934353522181,2.16874946102216,0.00397669839003581,0.05,"NONE"
+"64","4A","A","50",7,4,0,0,0,NA,NA,NA,NA,-0.00983018874349659,0.225555399613513,0.225145217453348,-0.451114814952059,0.431454437465065,0.948,0.052,NA,NA,-2.23634032864965,-1.18429532000029,-0.164811939133302,-1.69590159514343,-0.689941337932346,0.329435636791918,-1.34661064512978,-0.342432090538935,0.700091349277442,-1.01845353145394,-0.0101838157861007,1.02910771304029,NA,NA,NA,-0.711350901150899,0.330461466697861,1.33888981481815,-0.352419039658411,0.680189592348504,1.72985033481982,0.145860565367389,1.17615889495267,NA,0.00983018874349659,0.05,"NONE"
+"65","4B","B","100",7,4,0.2,0,0,NA,NA,NA,NA,0.189647547933872,0.152959798090629,0.158581154609265,-0.121171515100288,0.500466610968031,0.953,0.211,0.886,0.995260663507109,-2.20613107192722,-1.15902250967279,-0.153664483899184,-1.70054717409954,-0.682429115023957,0.339527457459959,-1.33695322403447,-0.320031436275505,0.679255939299525,-1.01210481741958,0.000898863584798988,1.01112245106384,NA,NA,NA,-0.697700140647279,0.323902514849491,1.34020906317809,-0.337211672752007,0.680571248839709,1.67978948339796,0.155494949363529,1.15621929716993,2.18032737932861,0.0103524520661285,0.245,"NONE"
+"66","4B","B","200",7,4,0.2,0,0,NA,NA,NA,NA,0.195400644122709,0.113830720160255,0.112032522975572,-0.0241831009094111,0.41498438915483,0.949,0.405,0.96,1,-2.18110417604646,-1.16141769180873,-0.1535726613903,-1.68306209699483,-0.676886438002045,0.331490568787689,-1.32848636236296,-0.31731891550077,0.678470818324451,-1.00608355650302,-0.00283392564315791,1.00849842109049,NA,NA,NA,-0.680388149392525,0.325598308033682,1.32895581584382,-0.325029421246174,0.668844888932583,1.68180423807623,0.148058036581489,1.15741940342762,2.16875133298355,0.00459935587729071,0.4321,"NONE"
+"67","4B","B","300",7,4,0.2,0,0,NA,NA,NA,NA,0.194504668157789,0.0886149941460558,0.0914723798155101,0.0152188037193894,0.373790532596189,0.96,0.559,0.985,1,-2.17221459224144,-1.16217527155765,-0.151305287483122,-1.66904104774856,-0.675854955444498,0.326194848109158,-1.32579383427263,-0.321995721547369,0.680202685179984,-1.00726710841028,-0.00893292559599944,0.99839616693571,NA,NA,NA,-0.687057268695541,0.316316352534928,1.32377840995234,-0.341108489932716,0.67367750310475,1.66926586277517,0.133780343054231,1.15080068205071,2.16568073607011,0.00549533184221085,0.5907,"NONE"
+"68","4B","B","50",7,4,0.2,0,0,NA,NA,NA,NA,0.207418129527735,0.231963213712289,0.224902491785302,-0.233390754371456,0.648227013426927,0.936,0.151,0.818,1,-2.24796666279739,-1.1867662415286,-0.140252519650225,-1.72209681718472,-0.655793307061018,0.339664685448141,-1.35042930209087,-0.337179625067607,0.69923884566291,-1.01464206249021,-0.00300241773306293,1.02506835595853,NA,NA,NA,-0.691228128696783,0.322210560659919,1.35901234005772,-0.331393419531877,0.680080924096638,1.71526310823349,0.156394730179084,1.17650423324312,NA,-0.00741812952773546,0.1448,"NONE"
+"69","4C","C","100",7,4,0.4,0,0,NA,NA,NA,NA,0.40735549436041,0.15747744811679,0.159015416849422,0.0956852773355429,0.719025711385278,0.942,0.73,0.996,1,-2.20240308151583,-1.1635371283782,-0.151026220722814,-1.70070506371649,-0.658457736203305,0.333935185314786,-1.34123288753814,-0.323109270596546,0.683639441065696,-1.01161658183773,0.00125829153661957,1.00802566803935,NA,NA,NA,-0.688926059331632,0.326330879547458,1.33595373963235,-0.335671335893309,0.678016726280348,1.69276390783497,0.150463880660292,1.16383425245064,2.18589323377152,-0.00735549436041028,0.7136,"NONE"
+"70","4C","C","200",7,4,0.4,0,0,NA,NA,NA,NA,0.400119629601403,0.113157507619177,0.112184460935828,0.18023808616718,0.620001173035625,0.952,0.947,0.999,1,-2.17742801979135,-1.16489303984949,-0.14526176626284,-1.69516097172298,-0.671123925017816,0.336074570489143,-1.31982843378477,-0.312295200215733,0.676346707188316,-1.00484833336512,-0.00293102429286887,1.00525183061781,NA,NA,NA,-0.688365687004037,0.31856761927698,1.32209246020421,-0.3298425097111,0.671073642559798,1.68305919729003,0.157409297365856,1.15941268019303,2.16735173827133,-0.000119629601402604,0.9471,"NONE"
+"71","4C","C","300",7,4,0.4,0,0,NA,NA,NA,NA,0.403102409729309,0.0923847911181692,0.0916163323123781,0.223534398397048,0.58267042106157,0.954,0.989,1,1,-2.17605806737628,-1.15039815036787,-0.144237984139428,-1.68577818335292,-0.673408292479371,0.344791034750341,-1.32031161469057,-0.32326985498922,0.684751465970669,-0.999926275622163,-0.00379585033027604,1.00319010697207,NA,NA,NA,-0.685532836932288,0.32774425257468,1.32178332596085,-0.326091333683756,0.666979721331654,1.68298949667361,0.14955677234109,1.15319734200464,2.15578361172348,-0.00310240972930875,0.9919,"NONE"
+"72","4C","C","50",7,4,0.4,0,0,NA,NA,NA,NA,0.407002776067514,0.226339460731044,0.225292062763426,-0.0345696669488012,0.848575219083829,0.958,0.44,0.967,1,-2.36890409354974,-1.17688804700444,-0.158778960197909,-1.73629621596169,-0.697910710593472,0.336613096685872,-1.34388083263227,-0.325555249906568,0.698639123024866,-1.03704603269317,0.00825033041224036,0.996129445243853,NA,NA,NA,-0.682795461502922,0.317230581796367,1.35015941067343,-0.331747772053113,0.676805704707298,1.71922353735429,0.144795270078084,1.17967743407055,2.21384592571449,-0.00700277606751376,0.4328,"NONE"
+"73","4D","D","100",7,4,-0.2,0,0,NA,NA,NA,NA,-0.203469356520429,0.146089003598839,0.158691685866792,-0.514505060819341,0.107566347778484,0.969,0.236,0.919,1,-2.18491405523022,-1.15892601670213,-0.151893066981548,-1.69203329267855,-0.671817434795903,0.325310911011336,-1.32796929143899,-0.313539737867601,0.680512846872317,-1.01942201709739,-0.000475877239310288,1.0285993716068,NA,NA,NA,-0.682761668351469,0.326146556899629,1.3367409433363,-0.335333282717668,0.6869586363657,1.70670818898098,0.160856662877738,1.14746678280019,2.20134327518648,0.00346935652042873,0.245,"NONE"
+"74","4D","D","200",7,4,-0.2,0,0,NA,NA,NA,NA,-0.201813732816513,0.109076909446626,0.112364433898823,-0.422048023258207,0.0184205576251803,0.948,0.431,0.961,0.997679814385151,-2.16046849719604,-1.1636136533573,-0.142981438459758,-1.68814110741845,-0.669613305761502,0.331725424505391,-1.326633639992,-0.318507925912339,0.687111812344379,-1.01514852836418,0.00277800466072923,0.995653999742957,NA,NA,NA,-0.683265683756352,0.322211062080264,1.33340411636104,-0.332259448438046,0.673519002044309,1.68363286862504,0.15386890019294,1.15331459950134,2.17679085715102,0.00181373281651334,0.4321,"NONE"
+"75","4D","D","300",7,4,-0.2,0,0,NA,NA,NA,NA,-0.201346649833905,0.0920379554066043,0.0913953920406725,-0.380481618233623,-0.0222116814341867,0.95,0.582,0.986,1,-2.16355718548332,-1.15011380972176,-0.157224204638872,-1.67070975882607,-0.677053104576104,0.332090723024046,-1.32709113729684,-0.324572171951075,0.683992733230059,-1.00460525837382,-0.000429400915638188,1.00080574787253,NA,NA,NA,-0.684376056200724,0.327148468880365,1.32130921518197,-0.322799747917399,0.672485323195185,1.66093530766981,0.14784016376067,1.15788924635814,2.16087221770864,0.0013466498339047,0.5907,"NONE"
+"76","4D","D","50",7,4,-0.2,0,0,NA,NA,NA,NA,-0.202733193317799,0.229441035478591,0.224592008807205,-0.642933530579921,0.237467143944323,0.941,0.153,0.805,0.973856209150327,-2.22980639714065,-1.18896577690539,-0.147614609818531,-1.70557239374731,-0.669232951556403,0.334262389804117,-1.3401754250091,-0.323339078402694,0.689514284060071,-1.02823423834001,0.0210522434867008,1.01684982065829,NA,NA,NA,-0.691883517391064,0.332629318909576,1.34649677250138,-0.350833724583873,0.698499752155651,1.73988319574583,0.148857470364779,1.19941712325789,NA,0.002733193317799,0.1448,"NONE"
+"77","4E","E","100",7,4,-0.4,0,0,NA,NA,NA,NA,-0.402525755136147,0.163185185287634,0.158673982689712,-0.713526761207984,-0.0915247490643114,0.951,0.721,0.992,1,-2.16606948313846,-1.16767315931759,-0.14776554707899,-1.68577861640336,-0.676210749382303,0.332632465749935,-1.33015355042831,-0.322344695030658,0.68183452493561,-1.01815678707052,0.00495765929972999,0.996135282469588,NA,NA,NA,-0.67907347811907,0.314519526275319,1.35118438095063,-0.331174818597937,0.67693238990445,1.68997066860809,0.159955554672812,1.15871151540244,2.21220263864783,0.00252575513614745,0.7136,"NONE"
+"78","4E","E","200",7,4,-0.4,0,0,NA,NA,NA,NA,-0.398062485410581,0.115781962457697,0.112253267134454,-0.618078888994112,-0.178046081827051,0.953,0.932,0.999,1,-2.16310485990592,-1.1520572453729,-0.149884150949294,-1.67218328254133,-0.669191231390189,0.329362853711012,-1.32526613254894,-0.315494311059585,0.676115141950774,-1.00420169037132,-0.000986381496136446,1.00603744293122,NA,NA,NA,-0.684827201483783,0.328695713291088,1.32029967385512,-0.32944490988702,0.675675805645776,1.685458405213,0.150492011199107,1.15850046687783,2.17743349290646,-0.00193751458941893,0.9471,"NONE"
+"79","4E","E","300",7,4,-0.4,0,0,NA,NA,NA,NA,-0.403356627348673,0.0901340290271927,0.09155364134037,-0.582801764375798,-0.223911490321548,0.956,0.993,1,1,-2.15364044509866,-1.15642534241733,-0.149838820476069,-1.67699064086998,-0.672731520134913,0.326457296294359,-1.33314348061759,-0.321602063386365,0.686629111938519,-1.00841912621293,-0.000999496639954925,0.997965108686019,NA,NA,NA,-0.682887196204572,0.315364354021623,1.32498534483691,-0.330491964045394,0.664496565401488,1.67344788906775,0.148348464873787,1.15047895629344,2.17231427384641,0.0033566273486732,0.9919,"NONE"
+"80","4E","E","50",7,4,-0.4,0,0,NA,NA,NA,NA,-0.415727956585126,0.231667989894799,0.225861144813797,-0.858415800420169,0.0269598872499166,0.936,0.447,0.967,1,-2.22588058391899,-1.17019586717098,-0.156719824561875,-1.71823749217239,-0.699337640122372,0.336519505238199,-1.35827791605716,-0.32711002426136,0.672681299967482,-1.0206005109056,-0.00953847846152968,1.00759061076105,NA,NA,NA,-0.695794344409721,0.334293810379761,1.36123392440757,-0.333816002662877,0.675318968165796,1.72530066161272,0.149362454731763,1.16293119434312,NA,0.015727956585126,0.4328,"NONE"
+"81","5A","A","100",4,2,0,1,-0.3,-0.850637822250502,-0.256830040021185,0.257252595103657,0.840173103251904,-0.0780676537471655,0.22159125974358,0.214717963338915,-0.498914861891438,0.342779554397107,0.931,0.069,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0780676537471655,0.05,"NONE"
+"82","5A","A","200",4,2,0,1,-0.3,-0.84557172978591,-0.260168071880432,0.249633921019547,0.839873782930799,-0.0721227369742882,0.153075211273964,0.151468911249955,-0.369001803024201,0.224756329075624,0.92,0.08,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0721227369742882,0.05,"NONE"
+"83","5A","A","300",4,2,0,1,-0.3,-0.842476233768066,-0.25345073702414,0.248073801711351,0.850118870199316,-0.0726346630041096,0.122998727501407,0.123521959043993,-0.314737702730335,0.169468376722116,0.907,0.093,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0726346630041096,0.05,"NONE"
+"84","5A","A","50",4,2,0,0,-0.3,-0.85278562086962,-0.256204604744359,0.247823151442119,0.852820776416645,0.056370151064703,0.308838172957116,0.300218394057689,-0.532057901288368,0.644798203417774,0.947,0.053,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.056370151064703,0.05,"NONE"
+"85","5B","B","100",4,2,0.2,1,0.3,-0.832732645687852,-0.247313955256305,0.253775629602473,0.851806932833095,0.13073922269285,0.227617643003537,0.215425172252493,-0.291494114922036,0.552972560307735,0.928,0.108,0.73,0.87962962962963,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0692607773071504,0.1543,"NONE"
+"86","5B","B","200",4,2,0.2,1,0.3,-0.851281120056382,-0.255522164507318,0.249891238818868,0.8408903806862,0.12421048203835,0.151094512423675,0.151374034270021,-0.172482625130891,0.420903589207592,0.924,0.13,0.785,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0757895179616499,0.2618,"NONE"
+"87","5B","B","300",4,2,0.2,1,0.3,-0.849392555980342,-0.250268032957277,0.246311747583774,0.846581441254041,0.119277832386741,0.127194949761753,0.123832953711509,-0.123434756887816,0.361990421661298,0.89,0.16,0.82,0.99375,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0807221676132593,0.366,"NONE"
+"88","5B","B","50",4,2,0.2,0,0.3,-0.850444365090617,-0.260005195932857,0.257041700853135,0.851656841127224,0.116770930037983,0.29890901545152,0.302900880063046,-0.476914794885586,0.710456654961552,0.936,0.069,0.652,0.869565217391304,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.083229069962017,0.1013,"NONE"
+"89","5C","C","100",4,2,0.2,1,-0.3,-0.84602630330238,-0.249347594906299,0.255246932256052,0.846197720086651,0.278921689725159,0.210501524401224,0.215759318482601,-0.143966574500739,0.701809953951056,0.943,0.239,0.899,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0789216897251588,0.1543,"NONE"
+"90","5C","C","200",4,2,0.2,1,-0.3,-0.837845491699421,-0.247805692125243,0.255487578401302,0.836306002314456,0.280906048583863,0.154790308898294,0.151957468798331,-0.0169305902608665,0.578742687428592,0.907,0.459,0.972,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0809060485838629,0.2618,"NONE"
+"91","5C","C","300",4,2,0.2,1,-0.3,-0.837466465715327,-0.252702236803294,0.252490407188887,0.838018613596583,0.272960557759195,0.127024957250392,0.123949447948471,0.0300196397801923,0.515901475738197,0.907,0.6,0.984,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0729605577591945,0.366,"NONE"
+"92","5C","C","50",4,2,0.4,0,-0.3,-0.858693433454639,-0.252821237009777,0.234241885012296,0.85322728221917,0.262015602306021,0.305610908130261,0.302986875223168,-0.331838673131388,0.855869877743429,0.929,0.152,0.802,0.973684210526316,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.137984397693979,0.1013,"NONE"
+"93","5D","D","100",4,2,0.4,1,0.3,-0.863461048017011,-0.25405403658521,0.24640482066091,0.839474058151133,0.32010628989753,0.22470179781018,0.214913334429961,-0.101123845585193,0.741336425380254,0.912,0.321,0.916,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0798937101024699,0.4627,"NONE"
+"94","5D","D","200",4,2,0.4,1,0.3,-0.836488200144522,-0.249493929693934,0.250871594681824,0.836853847823829,0.329483060266166,0.160051745336436,0.1522198842892,0.0311320870593346,0.627834033472998,0.907,0.585,0.982,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0705169397338337,0.7507,"NONE"
+"95","5D","D","300",4,2,0.4,1,0.3,-0.833795117419006,-0.249409545598734,0.253769945512433,0.841302058807513,0.327276377065619,0.123972980358699,0.124099830028837,0.0840407102090985,0.570512043922139,0.9,0.76,0.995,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0727236229343814,0.8981,"NONE"
+"96","5D","D","50",4,2,-0.2,0,0.3,-0.835251908474108,-0.257915938747483,0.251147843250344,0.857310519240234,0.34101760663348,0.321607262129237,0.304122709633109,-0.255062904247414,0.937098117514375,0.923,0.209,0.862,0.980861244019139,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.54101760663348,0.2615,"NONE"
+"97","5E","E","100",4,2,0.4,1,-0.3,-0.848553466560418,-0.26597666552676,0.242214067226773,0.840400527677026,0.467466071229941,0.215070743476028,0.217385194574798,0.0413910898633363,0.893541052596546,0.939,0.576,0.99,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0674660712299412,0.4627,"NONE"
+"98","5E","E","200",4,2,0.4,1,-0.3,-0.844994380819275,-0.241842667667886,0.248650909237939,0.844375536817023,0.470670791616412,0.14206977896184,0.152384287288567,0.171997588530821,0.769343994702003,0.95,0.878,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.070670791616412,0.7507,"NONE"
+"99","5E","E","300",4,2,0.4,1,-0.3,-0.835909973590664,-0.246001306646848,0.255068233752807,0.845049422952669,0.482096152206892,0.120668458569522,0.124870987329288,0.237349017041488,0.726843287372295,0.913,0.971,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0820961522068918,0.8981,"NONE"
+"100","5E","E","50",4,2,-0.4,0,-0.3,-0.85451533157062,-0.248171820799352,0.247060118791324,0.850863535533365,0.476060972436825,0.308500227517853,0.304176045180474,-0.120124076116903,1.07224602099055,0.922,0.347,0.947,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.876060972436825,0.2615,"NONE"
+"101","5F","F","100",4,2,-0.2,1,-0.3,-0.842519020082587,-0.256768327823629,0.252981431812498,0.861200592989312,-0.124656295854139,0.209856221625846,0.215116051749795,-0.546283757283737,0.29697116557546,0.943,0.093,0.729,0.946236559139785,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0753437041458615,0.1543,"NONE"
+"102","5F","F","200",4,2,-0.2,1,-0.3,-0.843918422597654,-0.260506691758048,0.249917592044211,0.837448089102991,-0.126914465789153,0.15150268203566,0.152044726449964,-0.424922129631082,0.171093198052776,0.931,0.137,0.81,0.956204379562044,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0730855342108467,0.2618,"NONE"
+"103","5F","F","300",4,2,-0.2,1,-0.3,-0.839997274269393,-0.249459058334927,0.25567421971584,0.847246418494565,-0.124198367330088,0.118181409228404,0.123647759227904,-0.366547975416781,0.118151240756605,0.917,0.157,0.848,0.993630573248408,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0758016326699119,0.366,"NONE"
+"104","5F","F","50",4,2,-0.2,0,-0.3,-0.861879942364911,-0.249402679023702,0.255555509628892,0.853550305482848,-0.132785187866637,0.309292633228157,0.303055979050965,-0.726774906806528,0.461204531073254,0.935,0.079,0.661,0.911392405063291,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0672148121333633,0.1013,"NONE"
+"105","5G","G","100",4,2,-0.4,1,-0.3,-0.846828056661711,-0.259925397533798,0.255438579663885,0.849041966780806,-0.322113444605249,0.226662775644549,0.21539893930256,-0.744295365638267,0.100068476427769,0.918,0.33,0.927,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0778865553947512,0.4627,"NONE"
+"106","5G","G","200",4,2,-0.4,1,-0.3,-0.837656398710336,-0.24925349639787,0.244256095938739,0.841885444402775,-0.328675769893662,0.148825517221123,0.151971938334353,-0.626540769028994,-0.0308107707583298,0.917,0.584,0.989,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0713242301063383,0.7507,"NONE"
+"107","5G","G","300",4,2,-0.4,1,-0.3,-0.839755880149281,-0.245392538991137,0.252207465689397,0.845397839979004,-0.324545084870578,0.125877197496213,0.124320075837932,-0.568212433512926,-0.080877736228231,0.902,0.739,0.992,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0754549151294215,0.8981,"NONE"
+"108","5G","G","50",4,2,-0.4,0,-0.3,-0.858434106516362,-0.250740075578935,0.263968915112073,0.848760973415977,-0.330582095863457,0.304583181873721,0.30213726180167,-0.922771128994731,0.261606937267816,0.938,0.199,0.856,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0694179041365425,0.2615,"NONE"
+"109","6A","A","100",4,4,0,1,-0.3,NA,NA,NA,NA,-0.0833874998118203,0.174942900118542,0.169660946943197,-0.415922955820487,0.249147956196847,0.906,0.094,NA,NA,-1.8809433591409,-0.848010009088657,0.15289487126029,-1.27133300689739,-0.272162036940002,0.752343438682551,-0.772499527116057,0.241054528339597,1.24767814622289,0.158518891722437,0.845629461107094,1.85888039295948,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0833874998118203,0.05,"NONE"
+"110","6A","A","200",4,4,0,1,-0.3,NA,NA,NA,NA,-0.0730378722943336,0.123296740734992,0.119175759766769,-0.3066223614372,0.160546616848533,0.898,0.102,NA,NA,-1.84304761180232,-0.83650584235103,0.159250478807874,-1.25499586088114,-0.254172708727302,0.745030703293327,-0.752579694356949,0.251451032200934,1.25532943968264,0.164380618917115,0.846686677791499,1.84233701111741,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0730378722943336,0.05,"NONE"
+"111","6A","A","300",4,4,0,1,-0.3,NA,NA,NA,NA,-0.0656064472631894,0.0987822884666717,0.0971231750665119,-0.255967870393553,0.124754975867174,0.9,0.1,NA,NA,-1.83109531477377,-0.828757217566868,0.170545833223354,-1.24266577987569,-0.244776400495059,0.755309321968025,-0.738578799399683,0.256483901708588,1.25520655792168,0.168528179128857,0.850035764891591,1.84734585410505,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0656064472631894,0.05,"NONE"
+"112","6A","A","50",4,4,0,0,-0.3,NA,NA,NA,NA,0.0706200616786784,0.240578960206289,0.240450385555458,-0.400662694010018,0.541902817367375,0.932,0.068,NA,NA,-1.88476057276247,-0.874351101881383,0.162552310939405,-1.27910255158716,-0.253194661995658,0.754639857954664,-0.750064544273917,0.230732737122348,1.28030773715989,0.151190148363045,0.855730837435967,1.91378636497159,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0706200616786784,0.05,"NONE"
+"113","6B","B","100",4,4,0.2,1,0.3,NA,NA,NA,NA,0.130382332801819,0.169185285091513,0.168986753994789,-0.200831705027967,0.461596370631605,0.921,0.122,0.787,0.950819672131147,-1.84830261086666,-0.844351653815394,0.158475583681492,-1.27293839411578,-0.239579941943997,0.758612118873974,-0.754619542853545,0.256127874763518,1.26436132455159,0.17444082669574,0.843957585769932,1.85520570730872,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.069617667198181,0.2177,"NONE"
+"114","6B","B","200",4,4,0.2,1,0.3,NA,NA,NA,NA,0.120646950866346,0.123354170653731,0.119472428667099,-0.113519009321168,0.35481291105386,0.886,0.176,0.834,0.994318181818182,-1.85989175691729,-0.845295421285676,0.157350724601424,-1.25356062479989,-0.250345984521226,0.75102739836877,-0.747729655913245,0.254893511643114,1.24721379811974,0.164169723465678,0.837304279700536,1.8492784999008,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0793530491336541,0.3875,"NONE"
+"115","6B","B","300",4,4,0.2,1,0.3,NA,NA,NA,NA,0.124953695356485,0.0953124999685573,0.0975530627836834,-0.0662503076995346,0.316157698412504,0.881,0.245,0.905,1,-1.84157574160731,-0.844091790194834,0.15813689831809,-1.24889001963619,-0.245934844670294,0.753031945304868,-0.746307052701323,0.254119327966747,1.26255326752196,0.163984054149189,0.844322613223666,1.8362820862202,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0750463046435151,0.5373,"NONE"
+"116","6B","B","50",4,4,0.2,0,0.3,NA,NA,NA,NA,0.117147341551277,0.242787551566594,0.240527053878388,-0.354285684050364,0.588580367152919,0.935,0.091,0.686,0.923076923076923,-1.90469004512304,-0.86679284586868,0.164576782002866,-1.29360655348695,-0.2534547500882,0.757102855126426,-0.757397038638128,0.257713214520477,1.28085070397212,0.169260584968322,0.868822629326497,1.89509488670865,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0828526584487228,0.1339,"NONE"
+"117","6C","C","100",4,4,0.2,1,-0.3,NA,NA,NA,NA,0.27709188537119,0.170440801172753,0.16900514689619,-0.0541582025453424,0.608341973287723,0.921,0.365,0.964,1,-1.86870034112998,-0.850066216329915,0.151377082796143,-1.25982795383091,-0.261203127727372,0.751804591045364,-0.757536601932051,0.240664102188836,1.25022868297153,0.158736292862536,0.852105338330789,1.83898157163299,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0770918853711901,0.2177,"NONE"
+"118","6C","C","200",4,4,0.2,1,-0.3,NA,NA,NA,NA,0.275426484597015,0.116957368837056,0.119315228736898,0.0415686362726949,0.509284332921335,0.918,0.639,0.992,1,-1.84363132926956,-0.845179939800337,0.155712177317862,-1.2530243931041,-0.247301627428834,0.742767545848415,-0.745420806071651,0.246279214473591,1.24983670203584,0.172235716706517,0.844230023328481,1.84761268554761,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.075426484597015,0.3875,"NONE"
+"119","6C","C","300",4,4,0.2,1,-0.3,NA,NA,NA,NA,0.268416334253711,0.0989815639109424,0.0973991812810375,0.0775139389428775,0.459318729564545,0.887,0.771,0.996,1,-1.85192452630649,-0.838651360409138,0.152446783385499,-1.25732810725559,-0.247723282543803,0.74957578413954,-0.741222751609495,0.241431178064607,1.25361292257865,0.155077861337729,0.829754952649551,1.83389561754443,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.068416334253711,0.5373,"NONE"
+"120","6C","C","50",4,4,0.4,0,-0.3,NA,NA,NA,NA,0.283353214014713,0.257944502471962,0.240854786992497,-0.188722168490582,0.755428596520008,0.922,0.233,0.855,0.991416309012876,-1.93959640522782,-0.84662988566454,0.178078367740989,-1.27312981911057,-0.2408760772565,0.773979642008349,-0.772196672016799,0.270998112521159,1.25656922361216,0.176392975422872,0.858230204263487,1.88936983854903,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.116646785985287,0.1339,"NONE"
+"121","6D","D","100",4,4,0.4,1,0.3,NA,NA,NA,NA,0.326904561422766,0.165944116071945,0.169677497617196,-0.00566333390693857,0.659472456752471,0.933,0.491,0.973,1,-1.87270491576393,-0.864102223304199,0.168847589390891,-1.26888572981054,-0.258387402918886,0.749373762648235,-0.755267039200213,0.249635804444219,1.28140167139924,0.168354383817871,0.858221479068102,1.84078123318678,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.073095438577234,0.6586,"NONE"
+"122","6D","D","200",4,4,0.4,1,0.3,NA,NA,NA,NA,0.318935927619239,0.117582866036965,0.119320839723936,0.0850670817603249,0.552804773478152,0.894,0.777,0.998,1,-1.83702019007575,-0.843832369962987,0.158040669801025,-1.2490479723693,-0.257697899719757,0.742537446026703,-0.746159981799949,0.252148897578125,1.24814971796946,0.152155476803811,0.836818007770509,1.84277027528592,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0810640723807614,0.9161,"NONE"
+"123","6D","D","300",4,4,0.4,1,0.3,NA,NA,NA,NA,0.320154363174069,0.0985166288026276,0.0976431116269251,0.128773864385296,0.511534861962842,0.859,0.904,1,1,-1.85178643593739,-0.836017001168245,0.157776310342821,-1.25996837674762,-0.250233662048252,0.744951965105374,-0.752373186371363,0.243434363681065,1.24926544394854,0.158754256166542,0.832027102314228,1.83499831250123,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.079845636825931,0.9834,"NONE"
+"124","6D","D","50",4,4,-0.2,0,0.3,NA,NA,NA,NA,0.32878973305848,0.249486504633103,0.240288301226413,-0.142175337345289,0.799754803462249,0.914,0.282,0.904,0.99645390070922,-1.91953793587313,-0.84663933512821,0.169673387620241,-1.25797814030003,-0.262571363177462,0.765373026626005,-0.776708167504485,0.270310003000347,1.27104168678604,0.149850874286698,0.852635938223767,1.89076335628489,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.52878973305848,0.3863,"NONE"
+"125","6E","E","100",4,4,0.4,1,-0.3,NA,NA,NA,NA,0.479354902333441,0.165582518344025,0.170286762859652,0.145592847128523,0.81311695753836,0.927,0.822,1,1,-1.86888282004251,-0.845485058351209,0.171316466614852,-1.25341008142032,-0.261620672345687,0.761631621979708,-0.759793067254753,0.254330432837075,1.27267430929428,0.163250986399292,0.840183444668374,1.87510279957884,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0793549023334413,0.6586,"NONE"
+"126","6E","E","200",4,4,0.4,1,-0.3,NA,NA,NA,NA,0.4753824930025,0.122295802583303,0.119746068010134,0.240680199702638,0.710084786302362,0.899,0.977,1,1,-1.84861259410918,-0.831747982641662,0.159915164159019,-1.24543388418996,-0.246497590768622,0.747312073116634,-0.747141747631724,0.246164991717215,1.25674576800274,0.157002358560943,0.835107919246862,1.84666195201249,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0753824930024999,0.9161,"NONE"
+"127","6E","E","300",4,4,0.4,1,-0.3,NA,NA,NA,NA,0.472550044214722,0.0979690638770415,0.0979474376289729,0.280573066461935,0.664527021967509,0.893,0.998,1,1,-1.85079458542533,-0.831188686536409,0.152840400658006,-1.25653441372034,-0.250520477220197,0.749794153449823,-0.748914666005853,0.248283763377012,1.24822263880933,0.167476997576791,0.827283319752816,1.84930492011342,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0725500442147218,0.9834,"NONE"
+"128","6E","E","50",4,4,-0.4,0,-0.3,NA,NA,NA,NA,0.474601177522376,0.237779182119001,0.240306348206132,0.00360073503835708,0.945601620006395,0.937,0.521,0.972,1,-1.90564942046139,-0.869045401249026,0.173844032955941,-1.25927279955028,-0.254133419299617,0.757536025002423,-0.754543102706944,0.248807225262532,1.25623157739715,0.170415994198449,0.84023164784968,1.87181201351861,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.874601177522376,0.3863,"NONE"
+"129","6F","F","100",4,4,-0.2,1,-0.3,NA,NA,NA,NA,-0.134958644220231,0.169802068016077,0.168957146858862,-0.466114652063602,0.196197363623139,0.939,0.126,0.78,0.968253968253968,-1.85768738596555,-0.854921663432599,0.154714937500835,-1.26680841100455,-0.256934731851924,0.750645309574975,-0.75164762352677,0.250398884399165,1.24672260936846,0.157939813221095,0.839994457712353,1.85972815963784,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0650413557797687,0.2177,"NONE"
+"130","6F","F","200",4,4,-0.2,1,-0.3,NA,NA,NA,NA,-0.123997336109706,0.118514057945799,0.119187191867896,-0.357604232170782,0.10960955995137,0.896,0.184,0.845,1,-1.84987905050175,-0.841352059499615,0.165187316411468,-1.2412266528,-0.250738341808053,0.749865780751851,-0.747189327863766,0.25638518822817,1.25172877511111,0.161406221926181,0.838547492176115,1.85269257035193,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0760026638902939,0.3875,"NONE"
+"131","6F","F","300",4,4,-0.2,1,-0.3,NA,NA,NA,NA,-0.125637375217318,0.103676469044701,0.0970929265001717,-0.315939511157655,0.0646647607230182,0.865,0.264,0.884,0.988636363636364,-1.84592160343413,-0.833850446360429,0.162281033623249,-1.25193368220876,-0.252159356818286,0.740362007239397,-0.745658606395234,0.248300339211075,1.25011767368865,0.166903682356154,0.83834903869029,1.83693540684073,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0743626247826817,0.5373,"NONE"
+"132","6F","F","50",4,4,-0.2,0,-0.3,NA,NA,NA,NA,-0.128090678933101,0.252869288392763,0.240921127502857,-0.6002960888387,0.344114730972498,0.923,0.097,0.712,0.927835051546392,-1.90859997092227,-0.874127442341754,0.169260151393297,-1.28310837895507,-0.266191677733044,0.764677996179438,-0.763736956522079,0.243064854468473,1.29213931648845,0.16238665655945,0.866929228335808,1.89982298321747,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0719093210668987,0.1339,"NONE"
+"133","6G","G","100",4,4,-0.4,1,-0.3,NA,NA,NA,NA,-0.327501906538717,0.173472550763446,0.169947511658795,-0.660599029389956,0.00559521631252169,0.922,0.486,0.972,1,-1.83759388553869,-0.854476600973258,0.153347513027831,-1.25799998664922,-0.255786936738691,0.755676633281828,-0.75982078561544,0.254205237325446,1.27348148040339,0.160416200672953,0.848302627167631,1.87206474176986,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0724980934612828,0.6586,"NONE"
+"134","6G","G","200",4,4,-0.4,1,-0.3,NA,NA,NA,NA,-0.330514297496591,0.11960499097753,0.119418337526883,-0.564574239049281,-0.0964543559439014,0.906,0.8,0.998,1,-1.8404910853306,-0.839551728179069,0.151969555406466,-1.26290630349847,-0.254044637985573,0.740201793462727,-0.74942412365311,0.244862170133012,1.23918145632509,0.170648722359749,0.847389756806089,1.83511884787115,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0694857025034087,0.9161,"NONE"
+"135","6G","G","300",4,4,-0.4,1,-0.3,NA,NA,NA,NA,-0.322853410306768,0.0956995655228223,0.0977527382216435,-0.51444877722119,-0.131258043392347,0.886,0.921,1,1,-1.83435302941956,-0.833057572025419,0.15929730723007,-1.25005635964049,-0.25007587811445,0.746059097279391,-0.748036180219091,0.244210713284815,1.2386606290154,0.166597396813637,0.831316066536585,1.83995472909572,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0771465896932318,0.9834,"NONE"
+"136","6G","G","50",4,4,-0.4,0,-0.3,NA,NA,NA,NA,-0.331559888095157,0.240729017524626,0.240786762162269,-0.803501941933205,0.140382165742891,0.932,0.272,0.909,1,-1.9265827953547,-0.834797350811676,0.176743896262261,-1.28466696911152,-0.25764829354662,0.760966296078735,-0.777460591974049,0.258249577313901,1.29818377163703,0.162926065420414,0.851612137456263,1.9178665598195,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0684401119048432,0.3863,"NONE"
+"137","7A","A","100",4,2,0,1,-0.5,-0.836828703105575,-0.254866502150633,0.248323154741283,0.839076895613282,-0.122272082631729,0.2150474406493,0.213440290969529,-0.540615052932006,0.296070887668547,0.899,0.101,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.122272082631729,0.05,"NONE"
+"138","7A","A","200",4,2,0,1,-0.5,-0.842563403066243,-0.252462900783754,0.255586313713775,0.836097587674209,-0.124132919026073,0.14957408669664,0.151466536858121,-0.42100733126799,0.172741493215843,0.875,0.125,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.124132919026073,0.05,"NONE"
+"139","7A","A","300",4,2,0,1,-0.5,-0.835133485367868,-0.249848742164274,0.251683668538085,0.838696128724779,-0.118054897497476,0.12507892622001,0.123500928402423,-0.360116717166225,0.124006922171273,0.835,0.165,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.118054897497476,0.05,"NONE"
+"140","7A","A","50",4,2,0,0,-0.5,-0.852386833491569,-0.266107857456857,0.248344755988265,0.825043714741203,0.117498257192778,0.300082798525702,0.302380539992267,-0.475167601192065,0.710164115577621,0.932,0.068,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.117498257192778,0.05,"NONE"
+"141","7B","B","100",4,2,0.2,1,0.5,-0.842170727674528,-0.251670848211961,0.250529694137045,0.832042525166589,0.0667398205694082,0.222715906785447,0.213799145000162,-0.352306503630909,0.485786144769726,0.878,0.067,0.617,0.791044776119403,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.133260179430592,0.1543,"NONE"
+"142","7B","B","200",4,2,0.2,1,0.5,-0.849724763887906,-0.246117584414329,0.248706206939786,0.843510236736291,0.0767388102771803,0.153774087530765,0.151124680982965,-0.219465564449432,0.372943185003793,0.867,0.085,0.693,0.917647058823529,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.12326118972282,0.2618,"NONE"
+"143","7B","B","300",4,2,0.2,1,0.5,-0.841473245239573,-0.253222294792714,0.252417990801348,0.833166756081098,0.0697990672047353,0.124862972532786,0.123588799773095,-0.172434980350531,0.312033114760001,0.814,0.085,0.736,0.894117647058824,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.130200932795265,0.366,"NONE"
+"144","7B","B","50",4,2,0.2,0,0.5,-0.850816498945998,-0.25319212152981,0.25298634079988,0.859458437514134,0.0743532269910416,0.321864488846014,0.301253495167498,-0.516103623537255,0.664810077519338,0.914,0.072,0.6,0.763888888888889,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.125646773008958,0.1013,"NONE"
+"145","7C","C","100",4,2,0.2,1,-0.5,-0.834927507518277,-0.265285284754961,0.243789706287915,0.829257944855507,0.317702725452687,0.216691610226837,0.214759824970388,-0.103226531489272,0.738631982394647,0.921,0.316,0.935,0.996835443037975,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.117702725452687,0.1543,"NONE"
+"146","7C","C","200",4,2,0.2,1,-0.5,-0.847358597273126,-0.247785216493126,0.25316809146916,0.839293030444097,0.320581286187026,0.149198534156528,0.151649357125626,0.0233485462207997,0.617814026153253,0.884,0.546,0.989,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.120581286187026,0.2618,"NONE"
+"147","7C","C","300",4,2,0.2,1,-0.5,-0.834388623328267,-0.238434912031752,0.252525857842798,0.842937613733093,0.326426987850176,0.125855273014154,0.124128228488617,0.0831356600124878,0.569718315687865,0.826,0.738,0.994,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.126426987850176,0.366,"NONE"
+"148","7C","C","50",4,2,0.4,0,-0.5,-0.861194371023368,-0.256300979954292,0.258732568632975,0.826430012694816,0.321537683752554,0.321533207120517,0.305068208844527,-0.276396005582718,0.919471373087827,0.916,0.206,0.84,0.990291262135922,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.078462316247446,0.1013,"NONE"
+"149","7D","D","100",4,2,0.4,1,0.5,-0.850050770479059,-0.265017873724234,0.253779408334621,0.841751168421907,0.268715800927257,0.21705530114135,0.215385118113381,-0.15343903057497,0.690870632429484,0.916,0.25,0.899,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.131284199072743,0.4627,"NONE"
+"150","7D","D","200",4,2,0.4,1,0.5,-0.831454472204964,-0.255008777472223,0.252266869954019,0.838320223386386,0.282138537333083,0.152263460279435,0.151482702611723,-0.0147675597858937,0.57904463445206,0.877,0.451,0.964,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.117861462666917,0.7507,"NONE"
+"151","7D","D","300",4,2,0.4,1,0.5,-0.837804668203595,-0.249407304889373,0.259022759043493,0.837488347357914,0.270706223345622,0.123911030963985,0.123955551527671,0.0277533423513879,0.513659104339856,0.816,0.593,0.982,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.129293776654378,0.8981,"NONE"
+"152","7D","D","50",4,2,-0.2,0,0.5,-0.860261195396936,-0.265713398198708,0.246280818618263,0.834840734410072,0.265455107049372,0.307499193195466,0.301565584073472,-0.325613437734632,0.856523651833377,0.903,0.151,0.801,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.465455107049372,0.2615,"NONE"
+"153","7E","E","100",4,2,0.4,1,-0.5,-0.840692854047542,-0.254611533650074,0.241157705888524,0.841050792561332,0.52886861040537,0.208020153842581,0.216412121031061,0.104700853184491,0.95303636762625,0.922,0.683,0.996,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.12886861040537,0.4627,"NONE"
+"154","7E","E","200",4,2,0.4,1,-0.5,-0.827227596793444,-0.242602586881288,0.247043816528255,0.843830380008009,0.523622184656341,0.152287791021741,0.152549364958191,0.224625429338287,0.822618939974395,0.876,0.935,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.123622184656341,0.7507,"NONE"
+"155","7E","E","300",4,2,0.4,1,-0.5,-0.841674272016016,-0.245889323992442,0.244238416798066,0.834013075847592,0.521572141899367,0.123782161867967,0.125090730058615,0.276394310984482,0.766749972814253,0.844,0.99,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.121572141899367,0.8981,"NONE"
+"156","7E","E","50",4,2,-0.4,0,-0.5,-0.860330976504525,-0.241290751864295,0.249918925413153,0.852896033422461,0.531091257648991,0.312895862681999,0.306538930523137,-0.0697250461763565,1.13190756147434,0.913,0.403,0.96,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.931091257648991,0.2615,"NONE"
+"157","7F","F","100",4,2,-0.2,1,-0.5,-0.848015296600477,-0.251560358446374,0.250524779654623,0.837282900740425,-0.0716010788402449,0.222613653602778,0.213986614441758,-0.49101484314609,0.3478126854656,0.902,0.071,0.624,0.816901408450704,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.128398921159755,0.1543,"NONE"
+"158","7F","F","200",4,2,-0.2,1,-0.5,-0.838273602221136,-0.244464297445046,0.247372963388497,0.841111847209273,-0.0725868119741125,0.155096244305589,0.15094340494339,-0.368435885663158,0.223262261714933,0.851,0.087,0.679,0.908045977011494,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.127413188025888,0.2618,"NONE"
+"159","7F","F","300",4,2,-0.2,1,-0.5,-0.847601975249438,-0.248197698860798,0.248265047957764,0.829355153911126,-0.0818479098766445,0.125038977726058,0.123407035191639,-0.323725698852256,0.160029879098967,0.822,0.102,0.744,0.96078431372549,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.118152090123355,0.366,"NONE"
+"160","7F","F","50",4,2,-0.2,0,-0.5,-0.862628832234066,-0.261685971125179,0.235869314681655,0.835926549575437,-0.0721972756615704,0.31275468321501,0.300940131621469,-0.66203993363965,0.517645382316509,0.913,0.061,0.575,0.754098360655738,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.12780272433843,0.1013,"NONE"
+"161","7G","G","100",4,2,-0.4,1,-0.5,-0.843842272479955,-0.259111556648112,0.253652287586197,0.852286079089935,-0.270140457627096,0.21472826052582,0.214627232391743,-0.690809833114912,0.150528917860719,0.911,0.245,0.903,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.129859542372904,0.4627,"NONE"
+"162","7G","G","200",4,2,-0.4,1,-0.5,-0.835295412482934,-0.247816576092437,0.246923510242014,0.842409537636568,-0.274924827927134,0.158813736740643,0.151514794603093,-0.571893825349195,0.0220441694949279,0.857,0.448,0.959,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.125075172072867,0.7507,"NONE"
+"163","7G","G","300",4,2,-0.4,1,-0.5,-0.839715477153623,-0.252948237955765,0.239770230479254,0.829398210634578,-0.279077378015076,0.124229731559719,0.123691191452657,-0.521512113262285,-0.0366426427678674,0.832,0.611,0.988,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.120922621984924,0.8981,"NONE"
+"164","7G","G","50",4,2,-0.4,0,-0.5,-0.844200905887839,-0.237052369236844,0.250660708636335,0.874182813578776,-0.258731691763511,0.312375133312385,0.301885529097692,-0.850427328794988,0.332963945267965,0.905,0.145,0.807,0.951724137931034,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.141268308236489,0.2615,"NONE"
+"165","8A","A","100",4,4,0,1,-0.5,NA,NA,NA,NA,-0.122242033022919,0.167652986992969,0.167744534173886,-0.451021320003734,0.206537253957897,0.879,0.121,NA,NA,-1.84122424386425,-0.838503569372575,0.153114106989646,-1.2404223406881,-0.237778817290954,0.751862937798798,-0.747039765128567,0.260932453495658,1.25013080916102,0.158618554362795,0.831384695780646,1.81123199595536,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.122242033022919,0.05,"NONE"
+"166","8A","A","200",4,4,0,1,-0.5,NA,NA,NA,NA,-0.127549016845209,0.114487076285933,0.11860605588339,-0.360016886376655,0.104918852686236,0.83,0.17,NA,NA,-1.83531448142568,-0.83907964551237,0.155512262833654,-1.24016412834542,-0.25669399428246,0.743258034272856,-0.744049974435452,0.239665319369088,1.24189261587904,0.162333076355973,0.827292013768348,1.83609731525947,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.127549016845209,0.05,"NONE"
+"167","8A","A","300",4,4,0,1,-0.5,NA,NA,NA,NA,-0.12440404217843,0.0958898917224421,0.0966303869896806,-0.313799600678204,0.0649915163213435,0.744,0.256,NA,NA,-1.82204507053404,-0.834051493692291,0.153351510339475,-1.23409929930581,-0.245874537592915,0.734068097258803,-0.733286907643227,0.248753534230572,1.23272525937297,0.169736681528475,0.837810679538787,1.83009202406235,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.12440404217843,0.05,"NONE"
+"168","8A","A","50",4,4,0,0,-0.5,NA,NA,NA,NA,0.13355604350261,0.239692537507651,0.239429537921087,-0.335725850822721,0.602837937827941,0.914,0.086,NA,NA,-1.87815680261761,-0.892468186435775,0.169370809331108,-1.27830817951907,-0.235529185312019,0.771268030606668,-0.745763161008934,0.263249322146846,1.26140901646274,0.182801887247395,0.848807380431694,1.89196733769807,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.13355604350261,0.05,"NONE"
+"169","8B","B","100",4,4,0.2,1,0.5,NA,NA,NA,NA,0.0774579156689988,0.168178611668682,0.168115924772274,-0.252049296884658,0.406965128222656,0.883,0.08,0.673,0.925,-1.85465754273373,-0.833574060913944,0.153552760378394,-1.24955389181352,-0.253749247324319,0.748217754313555,-0.740798850836392,0.257052662755211,1.25087762735125,0.171187166281046,0.824138033658002,1.85592134050028,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.122542084331001,0.2177,"NONE"
+"170","8B","B","200",4,4,0.2,1,0.5,NA,NA,NA,NA,0.0737315313868139,0.117261149396062,0.118894801498619,-0.159302279550479,0.306765342324107,0.813,0.085,0.735,0.964705882352941,-1.82650098957748,-0.835420748162804,0.157824648644653,-1.24125330996633,-0.257750843090327,0.743959807381527,-0.745041355294206,0.241637965901275,1.23183563407344,0.161266137194357,0.842422707312111,1.8244881375481,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.126268468613186,0.3875,"NONE"
+"171","8B","B","300",4,4,0.2,1,0.5,NA,NA,NA,NA,0.0747617023428539,0.0953317769142948,0.0966631081626895,-0.114697989656018,0.264221394341725,0.756,0.108,0.798,0.972222222222222,-1.82761533061004,-0.837469989072508,0.146050934113497,-1.23591964302938,-0.251813466343245,0.733876692438794,-0.746715212920965,0.248778871654251,1.24550273353486,0.162138629912114,0.832329215894338,1.81159897990245,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.125238297657146,0.5373,"NONE"
+"172","8B","B","50",4,4,0.2,0,0.5,NA,NA,NA,NA,0.0730348092484501,0.242385576284395,0.238334538523577,-0.394100886257761,0.540170504754662,0.916,0.058,0.603,0.793103448275862,-1.88005273836249,-0.865531648632369,0.163652648980327,-1.27402909220173,-0.263944213888039,0.743610385144396,-0.77298932511981,0.257404528127384,1.2606164129617,0.183957201150412,0.85710595976615,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.12696519075155,0.1339,"NONE"
+"173","8C","C","100",4,4,0.2,1,-0.5,NA,NA,NA,NA,0.324351935744022,0.173801420800691,0.168900075558705,-0.00669221235104057,0.655396083839084,0.888,0.493,0.976,1,-1.85340619432962,-0.843814321192911,0.150546038454909,-1.24188198850442,-0.254208570296801,0.764543891921124,-0.755153492080267,0.241468626523299,1.24591655798088,0.156506565381689,0.846442151565143,1.84750730986139,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.124351935744022,0.2177,"NONE"
+"174","8C","C","200",4,4,0.2,1,-0.5,NA,NA,NA,NA,0.318678053029086,0.118492866158846,0.118602525107024,0.0862171038193199,0.551139002238853,0.819,0.77,0.994,1,-1.82710205940268,-0.841288703240937,0.147555360653498,-1.23357737241561,-0.252669192742911,0.753269368152804,-0.738897797390433,0.254122967860203,1.24007980813083,0.163427293139357,0.830224684218052,1.81906974990467,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.118678053029086,0.3875,"NONE"
+"175","8C","C","300",4,4,0.2,1,-0.5,NA,NA,NA,NA,0.323134804808052,0.0993777836296205,0.0971809250250146,0.132660191759023,0.51360941785708,0.742,0.898,1,1,-1.8268941735644,-0.833509123535515,0.162634150447524,-1.23836577709802,-0.244908257053691,0.74030199692267,-0.738372676971871,0.251986851480328,1.23921863528863,0.161918745645288,0.829911256012482,1.82171051459789,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.123134804808052,0.5373,"NONE"
+"176","8C","C","50",4,4,0.4,0,-0.5,NA,NA,NA,NA,0.335086095465521,0.247066573253044,0.239645740314634,-0.134619555551162,0.804791746482204,0.91,0.288,0.912,0.996527777777778,-1.91266702836007,-0.846431210219852,0.166879721925146,-1.27534088936904,-0.25924125170456,0.738547355943659,-0.76126136877309,0.256389745756025,1.24427015972192,0.178587671251268,0.849962499629789,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0649139045344791,0.1339,"NONE"
+"177","8D","D","100",4,4,0.4,1,0.5,NA,NA,NA,NA,0.267171997919563,0.164260373538439,0.168067934862095,-0.062241154410143,0.596585150249268,0.871,0.37,0.944,1,-1.86199530756141,-0.845168666285735,0.144327982194527,-1.25774905441038,-0.258205023122999,0.736573512619126,-0.739607099134055,0.256580806234632,1.24758993169541,0.153250671844604,0.826700722341457,1.84429628896582,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.132828002080437,0.6586,"NONE"
+"178","8D","D","200",4,4,0.4,1,0.5,NA,NA,NA,NA,0.272000811449791,0.119511775053511,0.118685916375994,0.0393764153528428,0.50462520754674,0.811,0.629,0.985,1,-1.83680953285392,-0.832806423236397,0.159812012482663,-1.23797850679668,-0.248159168807581,0.74835499545701,-0.736953942656002,0.246764294607599,1.22796230624622,0.163531476844865,0.837394653586669,1.8264009357488,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.127999188550209,0.9161,"NONE"
+"179","8D","D","300",4,4,0.4,1,0.5,NA,NA,NA,NA,0.274354915632947,0.0969882576696233,0.0968237165029204,0.0845804312872233,0.464129399978671,0.747,0.8,0.998,1,-1.82763150622382,-0.826113980416163,0.16025958572329,-1.23773554883837,-0.250516468485,0.736734839003379,-0.745349940536555,0.245480303600408,1.24387414116165,0.164383894305539,0.845166781615579,1.82596682105913,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.125645084367053,0.9834,"NONE"
+"180","8D","D","50",4,4,-0.2,0,0.5,NA,NA,NA,NA,0.261603081286845,0.241799346314726,0.239709692763457,-0.20822791652953,0.73143407910322,0.906,0.206,0.862,1,-1.91205089707236,-0.857934819748183,0.158631910679891,-1.28475066870222,-0.243324211385622,0.746582243200603,-0.748658888484571,0.243122716469984,1.25441630421823,0.173929396499634,0.849633966003571,1.8672279607946,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.461603081286845,0.3863,"NONE"
+"181","8E","E","100",4,4,0.4,1,-0.5,NA,NA,NA,NA,0.535983947971224,0.172446193903577,0.169860114203635,0.203058124132099,0.868909771810349,0.87,0.879,0.999,1,-1.87283953730665,-0.836806691364051,0.155192274753729,-1.2592281157818,-0.248403522057048,0.741053771741976,-0.752602667681296,0.251786070693012,1.26066890624489,0.148862839124175,0.854186430365162,1.82917704503972,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.135983947971224,0.6586,"NONE"
+"182","8E","E","200",4,4,0.4,1,-0.5,NA,NA,NA,NA,0.517800034875219,0.117863577733184,0.119361985837682,0.283850542633362,0.751749527117076,0.834,0.993,1,1,-1.84085080654781,-0.838878467911789,0.146275185104802,-1.23826209196569,-0.249826234601698,0.73290423768937,-0.748218891990096,0.251167514326778,1.23772434877012,0.166005331399452,0.8352035540272,1.82856822951467,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.117800034875219,0.9161,"NONE"
+"183","8E","E","300",4,4,0.4,1,-0.5,NA,NA,NA,NA,0.520011992026918,0.0995724246979175,0.0971710088910476,0.329556814600464,0.710467169453371,0.755,1,1,1,-1.82507134604788,-0.836502672058548,0.152934831708771,-1.23377358407001,-0.237627609242242,0.74903990131351,-0.748506862240295,0.247724129642389,1.23001357064005,0.164934679498961,0.831527558420408,1.82309188091656,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.120011992026918,0.9834,"NONE"
+"184","8E","E","50",4,4,-0.4,0,-0.5,NA,NA,NA,NA,0.536177488553103,0.244435736945824,0.241466034757492,0.0629040604284189,1.00945091667779,0.918,0.614,0.99,1,-1.89469545967658,-0.843828632331214,0.152727630223332,-1.29449692329529,-0.230636099263676,0.769066784072908,-0.760331427906215,0.243779808619624,1.26318024885928,0.171507189003241,0.855160286045804,1.87735189419722,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.936177488553103,0.3863,"NONE"
+"185","8F","F","100",4,4,-0.2,1,-0.5,NA,NA,NA,NA,-0.0813538551366132,0.170747468138917,0.167504574046402,-0.409662820267561,0.246955109994334,0.882,0.074,0.673,0.905405405405405,-1.8292409098573,-0.828040105600748,0.148698268793678,-1.24272785102735,-0.247011462512084,0.734212304912328,-0.741839426094565,0.240556107108836,1.24155090216471,0.169902517593978,0.834366725718245,1.85815450734033,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.118646144863387,0.2177,"NONE"
+"186","8F","F","200",4,4,-0.2,1,-0.5,NA,NA,NA,NA,-0.0703903198441363,0.115258614696952,0.118724173893216,-0.30308970067484,0.162309060986568,0.803,0.085,0.732,0.929411764705882,-1.81964373439396,-0.828193528346102,0.167542301972696,-1.24076573343036,-0.256291815523882,0.744788519883693,-0.744691438119684,0.247409930617261,1.23694717605781,0.175370665116187,0.844396418721799,1.84061191537504,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.129609680155864,0.3875,"NONE"
+"187","8F","F","300",4,4,-0.2,1,-0.5,NA,NA,NA,NA,-0.0716595739642139,0.0970956746335846,0.0966353370772892,-0.261064834635701,0.117745686707273,0.738,0.123,0.776,0.983739837398374,-1.83028034428347,-0.825777850046714,0.154831793346449,-1.2383462626015,-0.24561465468868,0.742975348598618,-0.740988645815952,0.249265657925647,1.23798980780644,0.169932510652136,0.841938232125489,1.83186758490576,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.128340426035786,0.5373,"NONE"
+"188","8F","F","50",4,4,-0.2,0,-0.5,NA,NA,NA,NA,-0.0743164907301729,0.234142407445514,0.239093994226838,-0.542940719414776,0.39430773795443,0.927,0.054,0.618,0.777777777777778,-1.86885211447332,-0.836041015769486,0.178399731503171,-1.26241176262929,-0.247488230835789,0.767777832842713,-0.746270832481741,0.263164895681791,1.26723192925141,0.170856433768298,0.865531271227665,1.88817687322138,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.125683509269827,0.1339,"NONE"
+"189","8G","G","100",4,4,-0.4,1,-0.5,NA,NA,NA,NA,-0.274999778112285,0.172796320131934,0.167538270245027,-0.603374787792538,0.0533752315679685,0.872,0.379,0.951,0.997361477572559,-1.82510723490603,-0.833354024870556,0.13867138316237,-1.24183771303858,-0.236843955950215,0.732741303851639,-0.735983965367679,0.245984752733302,1.23897388701247,0.168523851444818,0.831857138034498,1.84737453958579,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.125000221887715,0.6586,"NONE"
+"190","8G","G","200",4,4,-0.4,1,-0.5,NA,NA,NA,NA,-0.265182275118911,0.123551128445226,0.118639129456307,-0.497714968853273,-0.0326495813845488,0.779,0.615,0.983,1,-1.81275228687315,-0.830738571999618,0.161675836810124,-1.23258138252485,-0.243015792174685,0.739407853697873,-0.736247740671801,0.252878553648768,1.23932289201472,0.171637986931596,0.83724480401494,1.84192637558602,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.134817724881089,0.9161,"NONE"
+"191","8G","G","300",4,4,-0.4,1,-0.5,NA,NA,NA,NA,-0.277097515406336,0.100357357305317,0.0967657680322304,-0.466758420749507,-0.087436610063164,0.74,0.816,0.997,1,-1.81844257471796,-0.838629048355419,0.151508961523884,-1.24454420465982,-0.247637110183748,0.737112070199264,-0.735290893345264,0.251506202492843,1.23126336982482,0.154460254713833,0.824836353312435,1.81627914912422,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.122902484593664,0.9834,"NONE"
+"192","8G","G","50",4,4,-0.4,0,-0.5,NA,NA,NA,NA,-0.285213148509946,0.256420844084205,0.239942681773216,-0.755500804785448,0.185074507765557,0.896,0.223,0.867,1,-1.89731086921742,-0.851059101380866,0.157579888090751,-1.28748829555542,-0.250993143103739,0.743375827056381,-0.760470928970188,0.261606009145023,1.25798832512808,0.161116063446972,0.85517897578435,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.114786851490054,0.3863,"NONE"
+"193","9A","A","100",4,2,0,2,-0.3,-0.848835150696457,-0.248892398201219,0.238127950348935,0.84829328475098,-0.151838745724001,0.207331842832213,0.215624930527785,-0.57446360955846,0.270786118110458,0.897,0.103,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.151838745724001,0.05,"NONE"
+"194","9A","A","200",4,2,0,2,-0.3,-0.845801597838675,-0.246084566161164,0.254295012140127,0.838680209056959,-0.147658187356078,0.150623204691962,0.151846803616961,-0.445277922445323,0.149961547733166,0.838,0.162,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.147658187356078,0.05,"NONE"
+"195","9A","A","300",4,2,0,2,-0.3,-0.838846565578149,-0.251940247777628,0.24492616084324,0.841013664708382,-0.153833174060885,0.125401402696198,0.123745781926951,-0.396374906637709,0.0887085585159403,0.757,0.243,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.153833174060885,0.05,"NONE"
+"196","9A","A","50",4,2,0,2,-0.3,-0.853627632711419,-0.259100159416097,0.245958731747199,0.848884551589636,0.160528175822468,0.310467451383976,0.304453696158989,-0.436201068649151,0.757257420294086,0.914,0.086,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.160528175822468,0.05,"NONE"
+"197","9B","B","100",4,2,0.2,2,0.3,-0.85989299014585,-0.249507693399068,0.245975279456906,0.841320707324894,0.0445511603144635,0.210175916688246,0.215204278285052,-0.377249225124239,0.466351545753166,0.888,0.054,0.614,0.666666666666667,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.155448839685536,0.1543,"NONE"
+"198","9B","B","200",4,2,0.2,2,0.3,-0.840718580096641,-0.257856679850842,0.241342222502374,0.834221396508345,0.0439991321155101,0.153485944687742,0.151353204906558,-0.252653149501343,0.340651413732364,0.812,0.064,0.6,0.828125,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.15600086788449,0.2618,"NONE"
+"199","9B","B","300",4,2,0.2,2,0.3,-0.833976581130719,-0.253788865083436,0.25018349231117,0.839230168871129,0.0514104746474234,0.124904041619894,0.123369166365141,-0.190393091428254,0.2932140407231,0.761,0.079,0.646,0.860759493670886,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.148589525352577,0.366,"NONE"
+"200","9B","B","50",4,2,0.2,2,0.3,-0.857476747320249,-0.274182361309116,0.244597271542889,0.836535837628095,0.039547836986031,0.312139724790074,0.30523178593015,-0.558706463437063,0.637802137409125,0.909,0.05,0.544,0.62,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.160452163013969,0.1013,"NONE"
+"201","9C","C","100",4,2,0.2,2,-0.3,-0.847695630397372,-0.245510773903163,0.269342132710089,0.849738145086511,0.35949960797205,0.218725054413224,0.216263022659928,-0.0643759164414101,0.783375132385509,0.889,0.387,0.947,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.15949960797205,0.1543,"NONE"
+"202","9C","C","200",4,2,0.2,2,-0.3,-0.850793510031653,-0.251313688240959,0.246250359370289,0.838761216330006,0.345989135542717,0.152135803225045,0.152398329436931,0.0472884098463323,0.644689861239102,0.856,0.642,0.989,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.145989135542717,0.2618,"NONE"
+"203","9C","C","300",4,2,0.2,2,-0.3,-0.838297256907329,-0.253827521502618,0.245273626302189,0.83830768029426,0.348112093449535,0.125485425214906,0.124167412661728,0.104743964632549,0.591480222266522,0.759,0.801,0.997,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.148112093449535,0.366,"NONE"
+"204","9C","C","50",4,2,0.4,2,-0.3,-0.833793405254095,-0.257744940251953,0.261255401685223,0.855279575285395,0.359853094016874,0.314128490572833,0.306943842068039,-0.241756836436482,0.961463024470231,0.916,0.211,0.879,0.985781990521327,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0401469059831255,0.1013,"NONE"
+"205","9D","D","100",4,2,0.4,2,0.3,-0.852925991465931,-0.256867305181039,0.24631949582417,0.846394595723471,0.245419474175442,0.213976350697065,0.214956873642805,-0.175895998164455,0.66673494651534,0.89,0.203,0.878,0.995073891625616,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.154580525824558,0.4627,"NONE"
+"206","9D","D","200",4,2,0.4,2,0.3,-0.843716846626313,-0.246711047379864,0.24343424811958,0.848606688940952,0.250320734432018,0.151517221576262,0.151949019059682,-0.0474993429249575,0.548140811788994,0.83,0.371,0.958,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.149679265567982,0.7507,"NONE"
+"207","9D","D","300",4,2,0.4,2,0.3,-0.836659168903751,-0.252140381255304,0.244854275423974,0.842371566557968,0.250179239794763,0.126588130922967,0.124011878313332,0.00711595830063302,0.493242521288893,0.768,0.524,0.976,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.149820760205237,0.8981,"NONE"
+"208","9D","D","50",4,2,-0.2,2,0.3,-0.838432999744354,-0.244050278072367,0.255988369580974,0.853992724425175,0.268129822476594,0.294777190019869,0.304365028809307,-0.328425633989648,0.864685278942836,0.938,0.128,0.822,0.984375,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.468129822476594,0.2615,"NONE"
+"209","9E","E","100",4,2,0.4,2,-0.3,-0.855039802268341,-0.241970363191893,0.253941063458218,0.845654286223602,0.55031254136611,0.221597635735971,0.217277407381731,0.124448822897917,0.976176259834302,0.885,0.704,0.996,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.15031254136611,0.4627,"NONE"
+"210","9E","E","200",4,2,0.4,2,-0.3,-0.851522491110701,-0.245357271806322,0.259011734402321,0.843851514721317,0.553109611962732,0.150365993148325,0.153359153929971,0.25252567025999,0.853693553665474,0.844,0.957,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.153109611962732,0.7507,"NONE"
+"211","9E","E","300",4,2,0.4,2,-0.3,-0.836596490567213,-0.241759914449629,0.249159239852294,0.838635337742497,0.551562239525141,0.126660086049336,0.125312696023461,0.305949355319158,0.797175123731124,0.773,0.996,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.151562239525141,0.8981,"NONE"
+"212","9E","E","50",4,2,-0.4,2,-0.3,-0.870805240725626,-0.25860531338892,0.259537679264469,0.837786043253914,0.551079151923325,0.322099453311181,0.30826264868212,-0.0531156394936289,1.15527394334028,0.9,0.425,0.96,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.951079151923325,0.2615,"NONE"
+"213","9F","F","100",4,2,-0.2,2,-0.3,-0.847412090881144,-0.249695841859594,0.242599893231366,0.84486866454122,-0.0557684469642986,0.207925578399288,0.215136768770771,-0.47743651375501,0.365899619826413,0.906,0.061,0.601,0.80327868852459,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.144231553035701,0.1543,"NONE"
+"214","9F","F","200",4,2,-0.2,2,-0.3,-0.837233741077658,-0.253402674879182,0.252380602387872,0.846794403107616,-0.0540132460217896,0.152397632188593,0.150898733794608,-0.349774764259222,0.241748272215643,0.824,0.07,0.65,0.814285714285714,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.14598675397821,0.2618,"NONE"
+"215","9F","F","300",4,2,-0.2,2,-0.3,-0.843261210412902,-0.252806115071011,0.261360336454719,0.844858508808748,-0.0492777241459148,0.12524493885133,0.123655426411434,-0.291642359912325,0.193086911620496,0.757,0.072,0.64,0.805555555555556,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.150722275854085,0.366,"NONE"
+"216","9F","F","50",4,2,-0.2,2,-0.3,-0.854033610924458,-0.26465500824142,0.242169031657071,0.85476942583299,-0.0527964590262007,0.295623016736389,0.303338078632768,-0.647339093146427,0.541746175094025,0.919,0.051,0.574,0.725490196078431,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.147203540973799,0.1013,"NONE"
+"217","9G","G","100",4,2,-0.4,2,-0.3,-0.840467397917109,-0.254610470486271,0.260748870456586,0.842902143368586,-0.252132865908749,0.206932568328945,0.215732383005296,-0.674968336599129,0.17070260478163,0.902,0.196,0.893,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.147867134091251,0.4627,"NONE"
+"218","9G","G","200",4,2,-0.4,2,-0.3,-0.838447742035358,-0.247532445602938,0.249687334874977,0.84798097060083,-0.250969967080759,0.14757670663604,0.15152191017067,-0.547952911015271,0.0460129768537539,0.84,0.377,0.949,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.149030032919241,0.7507,"NONE"
+"219","9G","G","300",4,2,-0.4,2,-0.3,-0.8375759378793,-0.255231861802487,0.255882289299954,0.848810489647827,-0.249063574748592,0.115937745497338,0.123612051139463,-0.491343194981941,-0.00678395451524394,0.779,0.526,0.985,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.150936425251408,0.8981,"NONE"
+"220","9G","G","50",4,2,-0.4,2,-0.3,-0.842771915171341,-0.260890616236696,0.252010328302114,0.856079759614728,-0.245542695200156,0.307773814095402,0.303528497903832,-0.840458551091666,0.349373160691354,0.912,0.14,0.783,0.971428571428571,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.154457304799844,0.2615,"NONE"
+"221","10A","A","100",4,4,0,2,-0.3,NA,NA,NA,NA,-0.157408314408496,0.16799825776638,0.168156281355379,-0.486994625865039,0.172177997048047,0.845,0.155,NA,NA,-1.83178482692772,-0.85361717890679,0.153100021355011,-1.24587088020371,-0.253890139070984,0.751236595248328,-0.75185086138889,0.240504248124916,1.24420361578908,0.164353571099655,0.836298759236994,1.85863883937111,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.157408314408496,0.05,"NONE"
+"222","10A","A","200",4,4,0,2,-0.3,NA,NA,NA,NA,-0.146912312010108,0.12289509766614,0.119332033389022,-0.38080309745259,0.0869784734323742,0.763,0.237,NA,NA,-1.8393160157741,-0.840820935188182,0.162629482128783,-1.2561913481776,-0.245845858378938,0.741323892511225,-0.743391457763595,0.253310161444926,1.24277092162246,0.167471658208406,0.847515631424933,1.86567497041463,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.146912312010108,0.05,"NONE"
+"223","10A","A","300",4,4,0,2,-0.3,NA,NA,NA,NA,-0.144515684966684,0.097029694896735,0.0972713182269498,-0.335167468691505,0.0461360987581378,0.693,0.307,NA,NA,-1.82951587580442,-0.833226317124001,0.161045160832647,-1.24975044768674,-0.250499153739578,0.74514051811438,-0.738347783041295,0.256221552905743,1.2499377914538,0.162169659236917,0.84575829826357,1.83925028559395,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.144515684966684,0.05,"NONE"
+"224","10A","A","50",4,4,0,2,-0.3,NA,NA,NA,NA,0.16213255211805,0.244222688647562,0.241159111377031,-0.310539306180931,0.634804410417032,0.888,0.112,NA,NA,-1.89775731429607,-0.870779562381698,0.168041811816731,-1.27823142088512,-0.2459480450059,0.778992768082745,-0.758479614980495,0.253325855364699,1.29299787809835,0.158321159060903,0.870374174409797,1.90872611610607,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.16213255211805,0.05,"NONE"
+"225","10B","B","100",4,4,0.2,2,0.3,NA,NA,NA,NA,0.202565570810062,0.176073454652207,0.168940422676538,-0.128557657635952,0.533688799256077,0.941,0.235,0.868,1,-1.70537375995147,-0.694710026453888,0.306248129453414,-1.11137252044229,-0.0984028650282377,0.888760206745798,-0.583374597908971,0.415311951658968,1.42550100432788,0.32186578771574,0.997785160029148,1.99935465037439,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00256557081006242,0.2177,"NONE"
+"226","10B","B","200",4,4,0.2,2,0.3,NA,NA,NA,NA,0.204265463159275,0.124264534063117,0.118241251575844,-0.0274873899293796,0.43601831624793,0.946,0.424,0.951,1,-1.67082720179741,-0.675907211229745,0.307998008657314,-1.08867920405882,-0.0974471415405225,0.88544131458643,-0.590873689193,0.399793732702413,1.38636522071701,0.312328852759635,0.988417612203446,1.9748014185096,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00426546315927515,0.3875,"NONE"
+"227","10B","B","300",4,4,0.2,2,0.3,NA,NA,NA,NA,0.193813675619099,0.0992044846552876,0.0965728337218428,0.0045309215242867,0.38309642971391,0.945,0.518,0.974,1,-1.67795960173052,-0.693491929020285,0.298424218444358,-1.07389907701915,-0.0880333558504646,0.895454179549371,-0.595661711940927,0.383732674334032,1.37929088985808,0.314309033792053,0.97568002224849,1.96269336274258,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00618632438090144,0.5373,"NONE"
+"228","10B","B","50",4,4,0.2,2,0.3,NA,NA,NA,NA,0.18939618942782,0.24090930208706,0.239685986757026,-0.280388344615952,0.659180723471591,0.942,0.125,0.775,0.976,-1.73300342034232,-0.703291310984187,0.302246869407965,-1.12694178333036,-0.113094892859417,0.898947406386798,-0.613588681362113,0.417612582780205,1.41435090842216,0.293663316235299,0.994790560983169,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0106038105721803,0.1339,"NONE"
+"229","10C","C","100",4,4,0.2,2,-0.3,NA,NA,NA,NA,0.360422936757405,0.173400284617976,0.16910690751006,0.0289733980376874,0.691872475477122,0.828,0.551,0.982,1,-1.86313984834925,-0.852831890054699,0.164713982049858,-1.25801254936036,-0.252294180576361,0.752150615714256,-0.744921161737992,0.255198948900269,1.26423878467748,0.158405265249077,0.856582630572113,1.86566161163584,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.160422936757405,0.2177,"NONE"
+"230","10C","C","200",4,4,0.2,2,-0.3,NA,NA,NA,NA,0.350350554211245,0.119949095096703,0.119441590446511,0.116245036936084,0.584456071486406,0.747,0.827,0.999,1,-1.85308286925831,-0.840140101520935,0.161331320516971,-1.24738527043327,-0.246391313928034,0.747907569110741,-0.746608713515601,0.244905628698276,1.24775543972929,0.163368910777635,0.844140245850583,1.84749708831923,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.150350554211245,0.3875,"NONE"
+"231","10C","C","300",4,4,0.2,2,-0.3,NA,NA,NA,NA,0.345376485641867,0.0971720743212052,0.097225493915012,0.154814517568444,0.535938453715291,0.672,0.939,1,1,-1.84385329396467,-0.838141740054014,0.157588425568367,-1.25649408689284,-0.250212824087489,0.73644146323573,-0.747726672571496,0.251772302866265,1.25023530687985,0.166695606754054,0.83340814565157,1.83378411270644,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.145376485641867,0.5373,"NONE"
+"232","10C","C","50",4,4,0.4,2,-0.3,NA,NA,NA,NA,0.351003038288299,0.23505491832531,0.240815568676159,-0.120995476316973,0.823001552893571,0.918,0.309,0.93,1,-1.920548708644,-0.839358029652825,0.154875546619489,-1.27807551842197,-0.267096491067806,0.752351602505294,-0.762459335096301,0.253605292152048,1.25946564959223,0.170244663278386,0.852308516039784,1.85846601830926,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0489969617117013,0.1339,"NONE"
+"233","10D","D","100",4,4,0.4,2,0.3,NA,NA,NA,NA,0.248261683048588,0.173987478987343,0.169486888354891,-0.083932618126998,0.580455984224174,0.833,0.318,0.92,0.993710691823899,-1.86676054456699,-0.854628357282342,0.156144105253607,-1.25885950128975,-0.258211984194584,0.749897063022153,-0.757780381890194,0.245722279794857,1.25066795540165,0.162636116427818,0.84231700266346,1.85759488941414,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.151738316951412,0.6586,"NONE"
+"234","10D","D","200",4,4,0.4,2,0.3,NA,NA,NA,NA,0.254194973690929,0.12427556476697,0.119319168039779,0.0203294043329627,0.488060543048895,0.753,0.548,0.984,1,-1.84767696680426,-0.843049142817175,0.161631449593687,-1.24906391208129,-0.25517040714343,0.74666375380157,-0.752162227227392,0.245894153496921,1.24679096197072,0.163555014482559,0.836990833956833,1.84693401144547,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.145805026309071,0.9161,"NONE"
+"235","10D","D","300",4,4,0.4,2,0.3,NA,NA,NA,NA,0.251530200499875,0.0932109266850299,0.0968798062531764,0.0616457802436493,0.441414620756101,0.669,0.74,0.997,1,-1.83032858158993,-0.825241582426852,0.157688751483897,-1.23779526681913,-0.252312789428101,0.750876784146473,-0.743668217790529,0.263620945545238,1.23796850227566,0.167962049231402,0.845039383537352,1.82854684154583,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.148469799500125,0.9834,"NONE"
+"236","10D","D","50",4,4,-0.2,2,0.3,NA,NA,NA,NA,0.251478847065805,0.249349992475729,0.239534349234948,-0.218008477434693,0.720966171566303,0.873,0.198,0.835,0.994949494949495,-1.87393450414822,-0.870897916648743,0.166915478342647,-1.27760460805926,-0.259016314882043,0.757065938206454,-0.747902078299618,0.24594147547429,1.27809569042775,0.164675313045185,0.875195757344202,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.451478847065805,0.3863,"NONE"
+"237","10E","E","100",4,4,0.4,2,-0.3,NA,NA,NA,NA,0.556742670025954,0.172585980164209,0.170799583072137,0.221975487204564,0.891509852847343,0.851,0.908,1,1,-1.87149872039378,-0.851748017066432,0.158854664987516,-1.25036514344369,-0.251727586781893,0.757282182743224,-0.753411851864147,0.254744409171447,1.25939480038688,0.163957006283529,0.855004487310357,1.87225793015443,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.156742670025954,0.6586,"NONE"
+"238","10E","E","200",4,4,0.4,2,-0.3,NA,NA,NA,NA,0.552613847213022,0.121842417337543,0.119606148953565,0.318185795264034,0.78704189916201,0.744,0.997,1,1,-1.83757018961373,-0.841157830832414,0.151207496449211,-1.25001293212362,-0.24791036711046,0.743325503602093,-0.743945216123062,0.250516230986695,1.24973479699669,0.165063968030865,0.839104514385535,1.83280625534159,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.152613847213022,0.9161,"NONE"
+"239","10E","E","300",4,4,0.4,2,-0.3,NA,NA,NA,NA,0.550494342612921,0.0978799806753941,0.097896023101344,0.358618137334286,0.742370547891555,0.658,1,1,1,-1.8404095716802,-0.844367925293402,0.169756439385696,-1.24992235410365,-0.24132632815433,0.746428865124481,-0.746858240606047,0.248414569232378,1.25186504529062,0.163865868464001,0.840479636344731,1.83795840031476,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.15049434261292,0.9834,"NONE"
+"240","10E","E","50",4,4,-0.4,2,-0.3,NA,NA,NA,NA,0.554259874607862,0.241923548922631,0.240211135239911,0.0834460495376379,1.02507369967809,0.907,0.644,0.99,1,-1.92288012081394,-0.860098402222244,0.169536519007492,-1.25461959386784,-0.264168097481416,0.766081728780952,-0.756235627972588,0.244588948088543,1.2789597088779,0.16456632964758,0.845105854652863,1.86877108395082,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.954259874607862,0.3863,"NONE"
+"241","10F","F","100",4,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.04114559639798,0.167096901153589,0.168915728700298,-0.372220424650565,0.289929231854605,0.852,0.05,0.605,0.72,-1.85649527046171,-0.861375764060573,0.177711445261023,-1.25488154496943,-0.250921527359656,0.758449599651813,-0.744368497030773,0.252157540280905,1.26577826681491,0.164319893733657,0.859412842488169,1.87219613471348,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.15885440360202,0.2177,"NONE"
+"242","10F","F","200",4,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.0532202162952643,0.120038350267635,0.118955020238238,-0.286372055962211,0.179931623371682,0.753,0.078,0.669,0.91025641025641,-1.8437479698309,-0.841706636170693,0.155468163623072,-1.24592004859888,-0.251285898335417,0.750852094381609,-0.754306126746149,0.240264169612356,1.24339896702768,0.168300930505048,0.845785387649241,1.85056951203026,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.146779783704736,0.3875,"NONE"
+"243","10F","F","300",4,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.0450912620056134,0.0965228837839035,0.0971522197792077,-0.23550961277286,0.145327088761634,0.641,0.08,0.681,0.925,-1.82056750987784,-0.832569185250956,0.156803884177308,-1.25072244439697,-0.247925911654036,0.743566324146908,-0.737323743397492,0.248120918015632,1.25410332071491,0.173876398558864,0.843134609606749,1.84489970063039,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.154908737994387,0.5373,"NONE"
+"244","10F","F","50",4,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.0344659960915729,0.240539789593696,0.239402320628024,-0.5036945445225,0.434762552339354,0.878,0.053,0.562,0.679245283018868,-1.86587644791516,-0.863131016393398,0.172101057170424,-1.28226356550835,-0.235400471137437,0.750540454108941,-0.741305783265037,0.249154545038215,1.27742300482112,0.180013716266501,0.872189811030364,1.90402316266879,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.165534003908427,0.1339,"NONE"
+"245","10G","G","100",4,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.246851685564449,0.169033926997623,0.16856086283632,-0.577230976723636,0.0835276055947374,0.843,0.296,0.935,1,-1.82978260716395,-0.843647009216055,0.15297625789976,-1.26323117327058,-0.259102162055813,0.762213761895451,-0.756315906585681,0.2570440255083,1.25050799806791,0.173223442875423,0.840740874656539,1.86184519547452,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.153148314435551,0.6586,"NONE"
+"246","10G","G","200",4,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.244302141693948,0.117547041978846,0.119495392288801,-0.478513110579997,-0.0100911728078986,0.732,0.539,0.98,1,-1.843202685756,-0.829252957024518,0.162459002698854,-1.25509648349282,-0.243134683970666,0.748866288442624,-0.754239797846186,0.258279248211871,1.25325034079695,0.160248727520832,0.843719512330996,1.8466023783217,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.155697858306052,0.9161,"NONE"
+"247","10G","G","300",4,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.256580660768292,0.0966733431052279,0.0974404823881925,-0.447564006249149,-0.0655973152874347,0.697,0.751,0.995,1,-1.8347233975252,-0.848528814164162,0.152961117186192,-1.25095353026652,-0.254954766529167,0.742687205033788,-0.750445438535347,0.244651742574231,1.24127237251466,0.151264033546891,0.831808107058334,1.82703767236692,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.143419339231708,0.9834,"NONE"
+"248","10G","G","50",4,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.249084401888664,0.249244656319858,0.238809461849915,-0.717150947114498,0.21898214333717,0.888,0.191,0.84,0.989528795811518,-1.85902824538093,-0.852214832932505,0.149167025264262,-1.25620916579948,-0.262808983968316,0.755267269228364,-0.762563370060463,0.263193669723263,1.27140893340101,0.161940641546339,0.855706769457289,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.150915598111336,0.3863,"NONE"
+"249","11A","A","100",4,2,0,2,-0.5,-0.84481762511836,-0.254149395313415,0.235526809962495,0.841951184509527,-0.25838086911893,0.22179067649062,0.214548165531352,-0.67889527356038,0.16213353532252,0.772,0.228,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.25838086911893,0.05,"NONE"
+"250","11A","A","200",4,2,0,2,-0.5,-0.838094887738155,-0.245070927266225,0.249484516838427,0.836791878976152,-0.253030522204027,0.154838283420035,0.151284038301095,-0.549547237274173,0.0434861928661181,0.603,0.397,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.253030522204027,0.05,"NONE"
+"251","11A","A","300",4,2,0,2,-0.5,-0.843530909883225,-0.252231930117624,0.237914580718027,0.845401709792655,-0.254865441230268,0.124107521460995,0.123786656309661,-0.497487287597203,-0.0122435948633329,0.478,0.522,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.254865441230268,0.05,"NONE"
+"252","11A","A","50",4,2,0,2,-0.5,-0.843705852972215,-0.254264475638542,0.261181272790658,0.852844392841098,0.265688871565052,0.303050873676718,0.303508524941976,-0.329187837321221,0.860565580451326,0.859,0.141,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.265688871565052,0.05,"NONE"
+"253","11B","B","100",4,2,0.2,2,0.5,-0.830893012972746,-0.253294651370648,0.248870381533561,0.836940210181762,-0.0443110118835862,0.222771115548584,0.21468975611647,-0.465102933871867,0.376480910104694,0.783,0.075,0.416,0.346666666666667,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.244311011883586,0.1543,"NONE"
+"254","11B","B","200",4,2,0.2,2,0.5,-0.841219359461219,-0.254221716343641,0.240505847537203,0.833135877428219,-0.0546259565639687,0.155435570353932,0.151394079200054,-0.351358351796075,0.242106438668138,0.628,0.077,0.377,0.116883116883117,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.254625956563969,0.2618,"NONE"
+"255","11B","B","300",4,2,0.2,2,0.5,-0.831542639487494,-0.241344849945003,0.255533458082487,0.840805441362393,-0.0467770254780642,0.12768742721096,0.123232038301707,-0.28831182054941,0.194757769593281,0.493,0.083,0.373,0.144578313253012,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.246777025478064,0.366,"NONE"
+"256","11B","B","50",4,2,0.2,2,0.5,-0.852587826084373,-0.248738933987124,0.261368652666762,0.846594013556522,-0.0552400126634755,0.305800739517482,0.301956276887053,-0.647074315362099,0.536594290035148,0.852,0.057,0.439,0.333333333333333,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.255240012663476,0.1013,"NONE"
+"257","11C","C","100",4,2,0.2,2,-0.5,-0.84644185800306,-0.247337913934606,0.240439150656027,0.829507174796821,0.443138019838253,0.215564254752973,0.215966092229379,0.019844479068671,0.866431560607836,0.807,0.54,0.982,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.243138019838253,0.1543,"NONE"
+"258","11C","C","200",4,2,0.2,2,-0.5,-0.836819835709733,-0.245972755343412,0.253670265146244,0.839614266202674,0.449175446345484,0.152086761315152,0.152213432172117,0.150837119288135,0.747513773402833,0.628,0.845,0.997,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.249175446345484,0.2618,"NONE"
+"259","11C","C","300",4,2,0.2,2,-0.5,-0.83995432820821,-0.242741068300008,0.252720151666619,0.840008270230108,0.447004442575006,0.128443037108492,0.124224051571584,0.203525301494702,0.690483583655311,0.483,0.942,0.999,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.247004442575006,0.366,"NONE"
+"260","11C","C","50",4,2,0.4,2,-0.5,-0.855466676652814,-0.266655069418003,0.252980602986701,0.854940181641152,0.464741451639114,0.31894884558528,0.304320123451286,-0.131725990325408,1.06120889360363,0.849,0.319,0.924,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0647414516391135,0.1013,"NONE"
+"261","11D","D","100",4,2,0.4,2,0.5,-0.832833208576978,-0.233062186034116,0.249740341893506,0.857559749491735,0.15816471244316,0.22055266146324,0.214218458287654,-0.261703465800643,0.578032890686962,0.782,0.12,0.765,0.966666666666667,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.24183528755684,0.4627,"NONE"
+"262","11D","D","200",4,2,0.4,2,0.5,-0.838726701086539,-0.238988312733092,0.264841854325327,0.841112826151544,0.157425509446179,0.153436371209307,0.151372085254122,-0.139263777651901,0.454114796544259,0.629,0.178,0.844,0.99438202247191,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.242574490553821,0.7507,"NONE"
+"263","11D","D","300",4,2,0.4,2,0.5,-0.83748321549137,-0.256053238652942,0.252818360395842,0.846563167817843,0.144930897280155,0.122598071389375,0.123086813952072,-0.0963192580659073,0.386181052626216,0.457,0.221,0.883,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.255069102719846,0.8981,"NONE"
+"264","11D","D","50",4,2,-0.2,2,0.5,-0.848167699279714,-0.250167123194804,0.263478484581998,0.862527444576906,0.164385868491747,0.321868580653213,0.301626373463749,-0.4268018234972,0.755573560480695,0.858,0.103,0.706,0.87378640776699,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.364385868491747,0.2615,"NONE"
+"265","11E","E","100",4,2,0.4,2,-0.5,-0.851413246885342,-0.251510491681179,0.261477893661429,0.83571913494147,0.65248161270348,0.222233747372905,0.218583209733734,0.224058521625362,1.0809047037816,0.8,0.844,0.998,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.25248161270348,0.4627,"NONE"
+"266","11E","E","200",4,2,0.4,2,-0.5,-0.836363614465814,-0.243091805562643,0.246884817253993,0.836588597962684,0.651380478221695,0.159771160048524,0.153976752500291,0.349586043321125,0.953174913122265,0.625,0.986,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.251380478221695,0.7507,"NONE"
+"267","11E","E","300",4,2,0.4,2,-0.5,-0.837150793783431,-0.252127611618897,0.257721374619158,0.834386916847349,0.648532761730888,0.126538701867855,0.125545320838017,0.402463932888374,0.894601590573402,0.497,1,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.248532761730888,0.8981,"NONE"
+"268","11E","E","50",4,2,-0.4,2,-0.5,-0.846268545699182,-0.233546309485198,0.252229282241292,0.872498881160191,0.6701554414042,0.312617346502786,0.310147973511644,0.0622654133213786,1.27804546948702,0.865,0.59,0.985,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-1.0701554414042,0.2615,"NONE"
+"269","11F","F","100",4,2,-0.2,2,-0.5,-0.844219959259729,-0.256860743209149,0.229782345899038,0.843851983172348,0.0418843950527177,0.217051539632549,0.213852768323282,-0.377267030860914,0.46103582096635,0.799,0.063,0.425,0.222222222222222,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.241884395052718,0.1543,"NONE"
+"270","11F","F","200",4,2,-0.2,2,-0.5,-0.833039634839887,-0.25475203822037,0.2484359295985,0.839141869408425,0.0493940928109511,0.147663919230295,0.150862521768435,-0.246296449855182,0.345084635477084,0.629,0.057,0.353,0.298245614035088,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.249394092810951,0.2618,"NONE"
+"271","11F","F","300",4,2,-0.2,2,-0.5,-0.836502813488961,-0.239948939880426,0.25020611479365,0.836093639673605,0.0493465679751153,0.122537927133649,0.123080791926766,-0.191891784201347,0.290584920151577,0.477,0.074,0.35,0.175675675675676,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.249346567975115,0.366,"NONE"
+"272","11F","F","50",4,2,-0.2,2,-0.5,-0.857514067992642,-0.248055820388891,0.232530766544898,0.86045039173466,0.0484432984800702,0.31267730203561,0.302128162100737,-0.543727899237374,0.640614496197514,0.866,0.06,0.417,0.416666666666667,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.24844329848007,0.1013,"NONE"
+"273","11G","G","100",4,2,-0.4,2,-0.5,-0.852301691931157,-0.262174291828106,0.254991391403599,0.851254609474424,-0.148797719781553,0.220391551160663,0.214388991502009,-0.569000143125491,0.271404703562386,0.777,0.128,0.762,0.9375,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.251202280218447,0.4627,"NONE"
+"274","11G","G","200",4,2,-0.4,2,-0.5,-0.837417088261652,-0.247503822968682,0.249478265000318,0.851221634843228,-0.143495520485379,0.155781835985638,0.151250317766921,-0.439946143308544,0.152955102337785,0.597,0.165,0.831,0.975757575757576,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.256504479514621,0.7507,"NONE"
+"275","11G","G","300",4,2,-0.4,2,-0.5,-0.833605100083773,-0.239844579705618,0.244360473322089,0.837834700948343,-0.142795262026106,0.12981818513844,0.122938599708015,-0.383754917453816,0.0981643934016027,0.462,0.233,0.863,0.995708154506438,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.257204737973894,0.8981,"NONE"
+"276","11G","G","50",4,2,-0.4,2,-0.5,-0.842387253362126,-0.25018157049097,0.247427159458541,0.85171141937439,-0.148481639151711,0.309802041086217,0.302879023062384,-0.742124524353983,0.445161246050561,0.856,0.087,0.676,0.919540229885057,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.251518360848289,0.2615,"NONE"
+"277","12A","A","100",4,4,0,2,-0.5,NA,NA,NA,NA,-0.243298374459959,0.16683688146281,0.166932027560218,-0.570485148477988,0.0838883995580687,0.692,0.308,NA,NA,-1.84742043847495,-0.836193798241057,0.152845642914185,-1.24304812770439,-0.25936049850838,0.719333970053094,-0.738316605779816,0.256091411868934,1.24243801620257,0.166188658397893,0.847030547456757,1.83067104801788,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.243298374459959,0.05,"NONE"
+"278","12A","A","200",4,4,0,2,-0.5,NA,NA,NA,NA,-0.255893187154834,0.118317433222756,0.118526061972773,-0.488204268621469,-0.0235821056881979,0.438,0.562,NA,NA,-1.8260431080196,-0.826026077658949,0.143427999881185,-1.23711362403161,-0.256729082240003,0.729811293969954,-0.75163973954276,0.245825225061658,1.23263598178506,0.157359925082037,0.819145820556358,1.81593942031382,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.255893187154834,0.05,"NONE"
+"279","12A","A","300",4,4,0,2,-0.5,NA,NA,NA,NA,-0.249378544076886,0.0947096298512505,0.096642361201035,-0.438797572030914,-0.0599595161228573,0.262,0.738,NA,NA,-1.81708370629065,-0.828860906719942,0.145055026665025,-1.23172617112342,-0.257942912742274,0.740671018739772,-0.733824742810297,0.25103425110112,1.23072577335814,0.155540445081406,0.827532233694022,1.81299560990288,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.249378544076886,0.05,"NONE"
+"280","12A","A","50",4,4,0,2,-0.5,NA,NA,NA,NA,0.256141091762452,0.235735339836663,0.239370230897793,-0.213024560797222,0.725306744322126,0.815,0.185,NA,NA,-1.9012840681957,-0.869989881608754,0.16486800026691,-1.28058042667448,-0.243035366022019,0.744270039854673,-0.765109877327609,0.261091261261585,1.26759086578784,0.159880427115335,0.844217045693892,1.85681967539951,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.256141091762452,0.05,"NONE"
+"281","12B","B","100",4,4,0.2,2,0.5,NA,NA,NA,NA,-0.0516989360729858,0.172500584544212,0.168066561379714,-0.381109396377225,0.277711524231253,0.678,0.067,0.363,0.223880597014925,-1.84603128783013,-0.854308209788134,0.145134937685279,-1.23885111012947,-0.248527554103346,0.752837220345025,-0.744698037253089,0.240326058405729,1.22850582970906,0.168053285522618,0.831165925594334,1.82327417883339,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.251698936072986,0.2177,"NONE"
+"282","12B","B","200",4,4,0.2,2,0.5,NA,NA,NA,NA,-0.0527259833633522,0.116145521774781,0.118388262338158,-0.284766977546142,0.179315010819438,0.421,0.06,0.323,0.0666666666666667,-1.8313821653802,-0.844697176627911,0.146746589520612,-1.24360263828081,-0.248096716834833,0.733100601465212,-0.738671294315012,0.246348260451259,1.22888968878544,0.160639291858661,0.830316962736562,1.82711071073145,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.252725983363352,0.3875,"NONE"
+"283","12B","B","300",4,4,0.2,2,0.5,NA,NA,NA,NA,-0.052941116444277,0.100917178672324,0.096344576849032,-0.24177648706838,0.135894254179826,0.26,0.094,0.302,0.117021276595745,-1.82210404424778,-0.842633332949716,0.143003645359361,-1.22923910768759,-0.242165540634781,0.735050443745747,-0.72969740648923,0.252838124347565,1.23601115455498,0.163945773411381,0.825545835656632,1.81746475650561,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.252941116444277,0.5373,"NONE"
+"284","12B","B","50",4,4,0.2,2,0.5,NA,NA,NA,NA,-0.0494218179493433,0.231418145433996,0.23835592437538,-0.516599429725088,0.417755793826402,0.809,0.041,0.422,0.268292682926829,-1.86393281292577,-0.824114372573025,0.173267419597566,-1.26178105261203,-0.261391207557932,0.766299862572524,-0.744476422614402,0.259485852995325,1.25912234721095,0.171148150711778,0.858580231076422,1.84647649281098,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.249421817949343,0.1339,"NONE"
+"285","12C","C","100",4,4,0.2,2,-0.5,NA,NA,NA,NA,0.448159979892929,0.174605977661075,0.16879434575176,0.117323062219479,0.778996897566379,0.702,0.761,0.997,1,-1.84611694360667,-0.831613807571489,0.159845751276946,-1.23896572701962,-0.264233190768181,0.742056163064878,-0.742212998492351,0.258307943307771,1.25466344307144,0.16545192884764,0.831593003437584,1.84464993190176,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.248159979892929,0.2177,"NONE"
+"286","12C","C","200",4,4,0.2,2,-0.5,NA,NA,NA,NA,0.439744364166658,0.123411582247692,0.118927050853332,0.206647344494127,0.672841383839188,0.489,0.952,1,1,-1.82828857376993,-0.839492479989429,0.141896040955175,-1.2373939468022,-0.257221477554165,0.728481711918248,-0.726021610877351,0.249012082933088,1.24033965533116,0.164657613343049,0.836011813148185,1.83040624931367,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.239744364166658,0.3875,"NONE"
+"287","12C","C","300",4,4,0.2,2,-0.5,NA,NA,NA,NA,0.444873290964421,0.100961881935166,0.0969062488355026,0.254937043246836,0.634809538682006,0.3,0.996,1,1,-1.81505130636872,-0.832246141734013,0.162907364276615,-1.23552721653019,-0.252015108738552,0.729255112165812,-0.726191902425673,0.259489383569784,1.24073287584073,0.173029503052184,0.815175010738256,1.80648895704845,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.244873290964421,0.5373,"NONE"
+"288","12C","C","50",4,4,0.4,2,-0.5,NA,NA,NA,NA,0.44504266310386,0.253071096521021,0.239211666717146,-0.0238122036617469,0.913897529869466,0.834,0.459,0.958,1,-1.94708696491286,-0.866754433356434,0.151096335421351,-1.26500240344832,-0.263856280157475,0.754498522265006,-0.769353606617221,0.24794458684144,1.26179299022825,0.162605097233264,0.844034949409141,1.8924118525137,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0450426631038596,0.1339,"NONE"
+"289","12D","D","100",4,4,0.4,2,0.5,NA,NA,NA,NA,0.151278626355021,0.16754679746697,0.168124273345188,-0.178244949401548,0.48080220211159,0.693,0.148,0.833,0.993243243243243,-1.84557276523625,-0.834988405643586,0.149819182804841,-1.25264036452897,-0.24348751348632,0.740051417156466,-0.737931853901641,0.253539906311961,1.24296959158241,0.156510533760367,0.841073128677536,1.83805225427751,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.248721373644979,0.6586,"NONE"
+"290","12D","D","200",4,4,0.4,2,0.5,NA,NA,NA,NA,0.144662432532421,0.118981296075075,0.118219839276373,-0.0870484524492694,0.376373317514111,0.445,0.241,0.883,0.995850622406639,-1.82293808169968,-0.839805775973768,0.149212053833267,-1.23617324134757,-0.24968664955521,0.739616180702758,-0.73635085750863,0.238471384266337,1.23936879630183,0.169679374766879,0.838636645455033,1.81145178225922,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.255337567467579,0.9161,"NONE"
+"291","12D","D","300",4,4,0.4,2,0.5,NA,NA,NA,NA,0.149207929160683,0.0929620474208784,0.0965295756687003,-0.0399900391499698,0.338405897471335,0.251,0.328,0.947,1,-1.8209330096495,-0.834954604808183,0.149448687459201,-1.23448437817921,-0.243960494238717,0.738189244050025,-0.728846522720226,0.253405794125504,1.2370061439641,0.169419317281119,0.827048761434327,1.81551356962197,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.250792070839317,0.9834,"NONE"
+"292","12D","D","50",4,4,-0.2,2,0.5,NA,NA,NA,NA,0.150980681577635,0.24597168331916,0.238662360595891,-0.316797545190311,0.618758908345581,0.8,0.109,0.72,0.935779816513762,-1.85642523399377,-0.870103759521058,0.150723917389541,-1.26474336092575,-0.242546782469078,0.747353825486243,-0.769075637640731,0.25185695592494,1.24553623131777,0.140808131596744,0.842691233937034,1.85405802107473,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.350980681577635,0.3863,"NONE"
+"293","12E","E","100",4,4,0.4,2,-0.5,NA,NA,NA,NA,0.647934690941315,0.177393297954664,0.169517184854313,0.315681008626861,0.980188373255769,0.68,0.959,1,1,-1.84222152126326,-0.85420092367014,0.151257426767095,-1.2352868034718,-0.255854359171677,0.751955993615536,-0.749952740919769,0.25111483988924,1.23792319412639,0.168626071326558,0.858336614659741,1.83235092055915,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.247934690941315,0.6586,"NONE"
+"294","12E","E","200",4,4,0.4,2,-0.5,NA,NA,NA,NA,0.642528663013949,0.122848601849643,0.119063769343202,0.409163675101274,0.875893650926625,0.475,1,1,1,-1.81485991618728,-0.823830739986519,0.145915590869655,-1.23832027190842,-0.246589231614955,0.736044218359327,-0.733714071481589,0.24536435000087,1.23857096999155,0.172866078162415,0.836265589252488,1.8170188784806,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.242528663013949,0.9161,"NONE"
+"295","12E","E","300",4,4,0.4,2,-0.5,NA,NA,NA,NA,0.639739419918204,0.100532934689031,0.0975960800997813,0.448451102922633,0.831027736913775,0.301,1,1,1,-1.82316063334516,-0.819826114030575,0.143089385487842,-1.24331970874673,-0.251929037478071,0.730082360977062,-0.734861426657388,0.257260591937051,1.23614451278344,0.165349104230084,0.830214149432694,1.81539552548227,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.239739419918204,0.9834,"NONE"
+"296","12E","E","50",4,4,-0.4,2,-0.5,NA,NA,NA,NA,0.650235581154092,0.245024977911486,0.240266356131626,0.179313523136105,1.12115763917208,0.824,0.779,0.998,1,-1.89897777071101,-0.853679272899799,0.157473371745273,-1.25557655189717,-0.24351505917342,0.76004844749892,-0.772549146624537,0.250945331861985,1.23582035417447,0.173924720093814,0.858848515399365,1.8510738485254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-1.05023558115409,0.3863,"NONE"
+"297","12F","F","100",4,4,-0.2,2,-0.5,NA,NA,NA,NA,0.052111203743976,0.174518775267144,0.167117138602466,-0.275438387916858,0.37966079540481,0.655,0.068,0.38,0.220588235294118,-1.86356663819316,-0.832275663740601,0.146975833197705,-1.24846237464833,-0.252217218922415,0.737380320361793,-0.740273720285565,0.256653376916919,1.25767207614703,0.172826710153404,0.840115122371252,1.84992520821666,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.252111203743976,0.2177,"NONE"
+"298","12F","F","200",4,4,-0.2,2,-0.5,NA,NA,NA,NA,0.0563873846631128,0.118362528072048,0.118126627752129,-0.17514080573106,0.287915575057285,0.43,0.07,0.323,0.0714285714285714,-1.8267615523919,-0.835640506406915,0.152422014775541,-1.22833815341584,-0.247273540921974,0.747121957562461,-0.730085033717541,0.247092354448637,1.23467965644769,0.186865788874692,0.843180576250096,1.82874646068625,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.256387384663113,0.3875,"NONE"
+"299","12F","F","300",4,4,-0.2,2,-0.5,NA,NA,NA,NA,0.051735814076859,0.0973458281859459,0.0962901075022587,-0.136992796627568,0.240464424781286,0.253,0.084,0.3,0.0714285714285714,-1.82373424280699,-0.837471086506713,0.144836957739699,-1.23906243041207,-0.239497633623258,0.732429901191092,-0.727147617299022,0.256402413148737,1.23509980067759,0.162160270843996,0.825312583564423,1.82635436085976,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.251735814076859,0.5373,"NONE"
+"300","12F","F","50",4,4,-0.2,2,-0.5,NA,NA,NA,NA,0.0448446104456936,0.230466235586212,0.238128888720727,-0.421888011446932,0.511577232338319,0.833,0.051,0.432,0.352941176470588,-1.88885285235388,-0.846865806897645,0.147189189076195,-1.24273937403125,-0.242491893665198,0.761630840846686,-0.74652657932831,0.255384827542043,1.27199396701517,0.155701900632299,0.83013964403559,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.244844610445694,0.1339,"NONE"
+"301","12G","G","100",4,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.157410105913813,0.172450802690293,0.168015008574375,-0.486719522719588,0.171899310891963,0.675,0.153,0.818,0.986928104575163,-1.85931410801687,-0.847824954269293,0.148942243880484,-1.25847453716025,-0.247767682231313,0.736279472141982,-0.745875576876396,0.255478562730794,1.24602118577298,0.160230928627085,0.820188954837289,1.85574582939304,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.242589894086188,0.6586,"NONE"
+"302","12G","G","200",4,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.145699186707062,0.118518840061602,0.117803706840674,-0.376594452114783,0.0851960787006596,0.416,0.236,0.884,1,-1.81965647376628,-0.832144221595813,0.158541783092895,-1.22750303864817,-0.248507726926547,0.731427114477458,-0.736402769286329,0.25852139908308,1.23035299265807,0.174569813817362,0.832608159524652,1.83061497548164,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.254300813292938,0.9161,"NONE"
+"303","12G","G","300",4,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.152250843931294,0.099049340394864,0.0964062571670537,-0.34120710797872,0.0367054201161309,0.278,0.36,0.942,1,-1.80982729603517,-0.831595612412534,0.153104995940563,-1.23834602484623,-0.246162380974011,0.732740305075558,-0.745264009450546,0.248511056719634,1.22743024620407,0.164727777837004,0.822933147133176,1.83158400098359,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.247749156068706,0.9834,"NONE"
+"304","12G","G","50",4,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.160438443102818,0.238289117217663,0.238783011888074,-0.628453146403444,0.307576260197807,0.827,0.104,0.741,0.990384615384615,-1.89111840872187,-0.849005964185984,0.154782811145224,-1.2659692622866,-0.26263706209357,0.761397126819845,-0.756898367053339,0.240542506131204,1.27959753125558,0.172587146080366,0.844290659623394,1.90755382530159,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.239561556897182,0.3863,"NONE"
+"305","13A","A","100",7,2,0,2,-0.3,-1.15701208210844,-0.666134917697879,-0.319151527317875,0.00478988529070723,-0.0747369818448544,0.190604647683525,0.187777980066732,-0.442781822775649,0.29330785908594,0.93,0.07,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.324091156780681,0.6775862115848,1.16477651753418,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0747369818448544,0.05,"NONE"
+"306","13A","A","200",7,2,0,2,-0.3,-1.15235916044699,-0.674091202060464,-0.326814835471616,-0.0023289706644736,-0.0865278720319729,0.131447650452003,0.132198028026894,-0.345636006964685,0.172580262900739,0.905,0.095,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.310970047062564,0.671840432740602,1.15826232035806,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0865278720319729,0.05,"NONE"
+"307","13A","A","300",7,2,0,2,-0.3,-1.15333268296529,-0.676031669891434,-0.320593916290386,0.00108290994290875,-0.081144039254917,0.109072985796052,0.108134701647627,-0.293088054484266,0.130799975974432,0.88,0.12,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.322901588302003,0.678105829410522,1.15343049812077,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.081144039254917,0.05,"NONE"
+"308","13A","A","50",7,2,0,2,-0.3,-1.17596391724301,-0.685503686708505,-0.338391915214272,-0.000206130057271013,0.0713315009804048,0.261962700334753,0.264364180743907,-0.446822293277653,0.589485295238462,0.95,0.05,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.322880874497276,0.660435967594318,1.13937384572364,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0713315009804048,0.05,"NONE"
+"309","13B","B","100",7,2,0.2,2,0.3,-1.16123849010341,-0.683487365667828,-0.325402911237513,-0.00927004751077262,0.115772597827906,0.197130186138844,0.187710005012843,-0.252139011997266,0.483684207653078,0.916,0.107,0.725,0.91588785046729,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.31998908405624,0.67061662264193,1.1653439564724,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0842274021720938,0.187,"NONE"
+"310","13B","B","200",7,2,0.2,2,0.3,-1.1491307415135,-0.666579615686097,-0.321581436446829,0.00150476404444944,0.121345280419546,0.132859091563953,0.132093856062601,-0.137558677463152,0.380249238302244,0.903,0.159,0.81,0.987421383647799,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.318255752343046,0.673154466598598,1.16493687990291,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0786547195804538,0.3258,"NONE"
+"311","13B","B","300",7,2,0.2,2,0.3,-1.14929276251272,-0.673201785921223,-0.319909116460479,-0.00605806438516632,0.115470353502665,0.109829996552571,0.108301677932777,-0.096800935245577,0.327741642250907,0.867,0.194,0.844,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.318444337906856,0.672330657196556,1.15158789126471,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.084529646497335,0.455,"NONE"
+"312","13B","B","50",7,2,0.2,2,0.3,-1.16070822931126,-0.683648049135337,-0.326102908158207,0.00657269943442271,0.117738184170323,0.278183567110131,0.265266508619707,-0.402184172724303,0.637660541064948,0.926,0.081,0.67,0.876543209876543,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.327702658806637,0.6634476850687,1.16776155442674,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0822618158296773,0.1171,"NONE"
+"313","13C","C","100",7,2,0.2,2,-0.3,-1.14972576112867,-0.676640271415592,-0.327804874916899,0.0156521434531758,0.279625245791203,0.181094339922772,0.187180563017921,-0.087248657723923,0.646499149306328,0.938,0.313,0.944,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.321527830168931,0.667568389684438,1.15975970641084,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0796252457912026,0.187,"NONE"
+"314","13C","C","200",7,2,0.2,2,-0.3,-1.1556090764486,-0.675909734613329,-0.324054024973575,0.00143078792093311,0.284262821775127,0.133839270572798,0.132981182764459,0.0236197035567867,0.544905939993467,0.903,0.564,0.981,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.31844580416217,0.669761361188863,1.15835887528879,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.084262821775127,0.3258,"NONE"
+"315","13C","C","300",7,2,0.2,2,-0.3,-1.14827570855809,-0.663874272149703,-0.314746732643619,0.00128779316550565,0.288363254194361,0.107064277383067,0.108123209105841,0.0764417643469132,0.500284744041809,0.88,0.757,0.997,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.324580774636166,0.674477820850356,1.15145411433677,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.088363254194361,0.455,"NONE"
+"316","13C","C","50",7,2,0.4,2,-0.3,-1.16138904250907,-0.678160549249189,-0.329458562170244,0.00877683675646167,0.290677817914837,0.277871992355681,0.266877265516874,-0.232401622498236,0.81375725832791,0.932,0.207,0.857,0.990338164251208,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.326164584171659,0.681050067669471,1.17065598807537,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.109322182085163,0.1171,"NONE"
+"317","13D","D","100",7,2,0.4,2,0.3,-1.15006474942995,-0.660360324699845,-0.307561340141545,0.0148540325945923,0.326974797592076,0.194051910188334,0.188354494994143,-0.0422000125964437,0.696149607780596,0.914,0.417,0.945,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.340567437332252,0.68133778143146,1.17294966226919,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.073025202407924,0.5666,"NONE"
+"318","13D","D","200",7,2,0.4,2,0.3,-1.15234059982859,-0.667323297414012,-0.31927486998597,-0.00258524585195304,0.317133556990686,0.135014210563005,0.133354909104592,0.0557579351456861,0.578509178835685,0.889,0.665,0.989,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.328132335388725,0.679247773479194,1.15370953726124,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0828664430093143,0.8538,"NONE"
+"319","13D","D","300",7,2,0.4,2,0.3,-1.152063837674,-0.674214061140634,-0.319480100360923,0.00463089325632669,0.314760946982376,0.109924978805407,0.108813683898675,0.101486126540974,0.528035767423778,0.867,0.812,0.998,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.318438586739179,0.678319537901979,1.15516349470311,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0852390530176239,0.9584,"NONE"
+"320","13D","D","50",7,2,-0.2,2,0.3,-1.15982011078697,-0.678652021849397,-0.31548239580311,0.00449591404726612,0.311715611933395,0.268749720158242,0.265834655641109,-0.209320313123179,0.83275153698997,0.931,0.211,0.875,0.995260663507109,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.326713932425424,0.685681029443794,1.16017268027434,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.511715611933395,0.3236,"NONE"
+"321","13E","E","100",7,2,0.4,2,-0.3,-1.1568313256204,-0.688288885259325,-0.325727960975016,-0.00142714594348205,0.484551966701492,0.193476354009336,0.189419490431072,0.113289765456591,0.855814167946393,0.916,0.724,0.994,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.328269877816076,0.677725750100973,1.16540401461158,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.084551966701492,0.5666,"NONE"
+"322","13E","E","200",7,2,0.4,2,-0.3,-1.16141360432769,-0.674778779040126,-0.321561890928075,0.00182420967128823,0.485924549644959,0.134619545934087,0.133701061481443,0.22387046914133,0.747978630148588,0.905,0.953,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.325554527052907,0.665972093360694,1.15292016290025,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0859245496449589,0.8538,"NONE"
+"323","13E","E","300",7,2,0.4,2,-0.3,-1.15231933174387,-0.664327005152718,-0.312467659426967,-0.00191872192384325,0.484922335803925,0.109165898218469,0.109057477253521,0.271169680387025,0.698674991220826,0.882,0.992,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.322159717460098,0.667405735850491,1.1595252249673,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0849223358039253,0.9584,"NONE"
+"324","13E","E","50",7,2,-0.4,2,-0.3,-1.15519382790548,-0.672057867255003,-0.310348088779536,0.00588325448568448,0.503578281663814,0.264663785489642,0.267765899722534,-0.0212428817923531,1.02839944511998,0.94,0.467,0.972,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.347938968527349,0.685666123331724,1.17670165054575,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.903578281663814,0.3236,"NONE"
+"325","13F","F","100",7,2,-0.2,2,-0.3,-1.16129003900964,-0.668649035201309,-0.314880512152851,0.00899066695407169,-0.108499429122765,0.188768484015465,0.187567506229608,-0.476131741332797,0.259132883087267,0.919,0.089,0.7,0.943820224719101,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.330979673063361,0.679565703525025,1.15685013971209,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.091500570877235,0.187,"NONE"
+"326","13F","F","200",7,2,-0.2,2,-0.3,-1.14798410321851,-0.670868148700112,-0.315038814505351,0.0078888482716811,-0.101913509979126,0.129582466811247,0.132426743541358,-0.361469927320188,0.157642907361935,0.887,0.115,0.779,0.982608695652174,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.325704688327117,0.676429491435792,1.15492001433601,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0980864900208737,0.3258,"NONE"
+"327","13F","F","300",7,2,-0.2,2,-0.3,-1.14903402543078,-0.669301472916326,-0.318422397931088,0.0035723203583473,-0.115185802301818,0.105093306471578,0.108369392168494,-0.327589810952067,0.0972182063484313,0.892,0.166,0.863,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.318399441765353,0.665783174509887,1.15689114896333,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0848141976981823,0.455,"NONE"
+"328","13F","F","50",7,2,-0.2,2,-0.3,-1.14922374428778,-0.66493692630984,-0.310759131411597,0.0140027198573131,-0.117643489905879,0.263350437442519,0.264589452891751,-0.636238817573712,0.400951837761954,0.93,0.07,0.658,0.9,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.338987946481472,0.666544905875339,1.17537020756557,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.082356510094121,0.1171,"NONE"
+"329","13G","G","100",7,2,-0.4,2,-0.3,-1.149980007694,-0.657218646282408,-0.322623702179505,0.00772125719576179,-0.304901978122405,0.188713447700196,0.187758058875414,-0.672907773518216,0.0631038172734062,0.917,0.354,0.95,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.331615817965685,0.679246893103346,1.15616111476606,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0950980218775954,0.5666,"NONE"
+"330","13G","G","200",7,2,-0.4,2,-0.3,-1.16142882080553,-0.668091899502337,-0.323679862023885,0.000360572213539522,-0.313452640048352,0.12636467492044,0.132797129593519,-0.573735014051648,-0.0531702660450556,0.915,0.668,0.989,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.323294961439664,0.663517144054558,1.15170745133814,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.086547359951648,0.8538,"NONE"
+"331","13G","G","300",7,2,-0.4,2,-0.3,-1.1520851227025,-0.673269742194223,-0.326901859750716,-0.00180250840835332,-0.313400602657779,0.112485470077269,0.108376068216669,-0.525817696362449,-0.100983508953109,0.859,0.809,0.998,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.318124476549557,0.667063006442455,1.15618628337586,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0865993973422209,0.9584,"NONE"
+"332","13G","G","50",7,2,-0.4,2,-0.3,-1.17170712910437,-0.683640693299756,-0.312360030679943,-0.00607909048881373,-0.311952438221152,0.267248293452489,0.266936027053075,-0.835147051245178,0.211242174802874,0.941,0.223,0.873,0.995515695067265,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.32974098930739,0.665347165016054,1.17128258399402,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0880475617788478,0.3236,"NONE"
+"333","14A","A","100",7,4,0,2,-0.3,NA,NA,NA,NA,-0.0912813092134115,0.160380675659765,0.158229442682053,-0.401411016870235,0.218848398443412,0.904,0.096,NA,NA,-2.17646282994082,-1.17252135712915,-0.155336899791303,-1.67335526663596,-0.683515028569691,0.326967075244049,-1.33299122758381,-0.318871254039975,0.679752960244753,-1.02129426244897,0.00339702589122113,0.995804160017032,NA,NA,NA,-0.691675505962915,0.332442117158557,1.32751510326286,-0.332853463973428,0.661793907141262,1.68697833228578,0.144231630953232,1.16364012196787,2.20634751259723,0.0912813092134115,0.05,"NONE"
+"334","14A","A","200",7,4,0,2,-0.3,NA,NA,NA,NA,-0.0825656302925415,0.109598818500676,0.1114671563102,-0.301041256660534,0.135909996075451,0.885,0.115,NA,NA,-2.14858829093086,-1.15268826087408,-0.146122858805014,-1.67273021357913,-0.663775703435713,0.333964374637302,-1.32102153832314,-0.315437121432315,0.685832417242099,-0.991948589245702,0.00658215172764475,0.999905761962625,NA,NA,NA,-0.673711461134195,0.318283695895999,1.32357353887847,-0.325688875289347,0.676221632272275,1.67014354332116,0.154037705974219,1.16437733299071,2.16974345811524,0.0825656302925415,0.05,"NONE"
+"335","14A","A","300",7,4,0,2,-0.3,NA,NA,NA,NA,-0.0861439614865515,0.0926512983799497,0.0910882461974562,-0.264676924033566,0.0923890010604628,0.843,0.157,NA,NA,-2.14934859269769,-1.1447781922098,-0.150476205276631,-1.67238464493478,-0.672601844217631,0.322127853762077,-1.31987910412651,-0.315663343593737,0.675462345877912,-0.998906839102301,0.00637129409851996,0.994207830942083,NA,NA,NA,-0.676450782057761,0.327194139127371,1.31972111308906,-0.326856486869509,0.674664216753934,1.67325876826272,0.151618467617486,1.15108393100143,2.16865420099175,0.0861439614865515,0.05,"NONE"
+"336","14A","A","50",7,4,0,2,-0.3,NA,NA,NA,NA,0.0891535806551392,0.223093195892618,0.224287581107067,-0.350450078314712,0.52875723962499,0.926,0.074,NA,NA,-2.20776191538321,-1.19304780267317,-0.158385947895632,-1.72674725518799,-0.668863634370069,0.328078385491551,-1.3238687772509,-0.326558259641059,0.686838117632317,-1.03090452352486,-0.00349914847113677,1.00345614640295,NA,NA,NA,-0.686773286544283,0.324074511438764,1.35336268471834,-0.338795071154113,0.663251859392479,1.72580501572224,0.156307042251769,1.15811197448298,NA,-0.0891535806551392,0.05,"NONE"
+"337","14B","B","100",7,4,0.2,2,0.3,NA,NA,NA,NA,0.119572758293544,0.164606055505484,0.158139839889375,-0.190381327889631,0.429526844476719,0.912,0.13,0.765,0.953846153846154,-2.19800655079167,-1.15304142161761,-0.159289791029094,-1.68390316576101,-0.672639825397528,0.339950067046916,-1.3313944919101,-0.317711334023785,0.685216344859994,-1.01214837931498,0.00750800037856173,1.00231494362823,NA,NA,NA,-0.674349818492241,0.318064741773378,1.3414611918274,-0.332633813281607,0.676487908137892,1.66967807145619,0.152649479873218,1.1523370616547,2.180816767579,0.0804272417064557,0.245,"NONE"
+"338","14B","B","200",7,4,0.2,2,0.3,NA,NA,NA,NA,0.116401060652096,0.109788332133288,0.11178488255468,-0.102697309155076,0.335499430459269,0.887,0.175,0.849,0.994285714285714,-2.16655686268871,-1.15582198591204,-0.150060782719652,-1.67832950616816,-0.668372201063228,0.327380762107665,-1.3264728355427,-0.32589989184176,0.68140247104423,-1.00368887870982,0.00344058324547701,0.998467761968163,NA,NA,NA,-0.675136619400148,0.320663524600973,1.31920696300062,-0.333817776256493,0.670216570325681,1.66314351394923,0.153564338565217,1.14405322953841,2.16542639693083,0.0835989393479036,0.4321,"NONE"
+"339","14B","B","300",7,4,0.2,2,0.3,NA,NA,NA,NA,0.112775717742663,0.0914419627626702,0.0909857897835628,-0.06555643023312,0.291107865718446,0.83,0.243,0.893,1,-2.14249692860672,-1.14966213397898,-0.1507189715912,-1.67212810969478,-0.668117672627724,0.328191333548757,-1.31538326488981,-0.312476744582649,0.674620167912283,-0.998992595962353,0.0031448265475534,0.997508084841161,NA,NA,NA,-0.679256573081116,0.316938490565039,1.32191417014096,-0.331347033684959,0.66511144447052,1.67026820608167,0.1484561281984,1.15341179713989,2.13815075839185,0.0872242822573369,0.5907,"NONE"
+"340","14B","B","50",7,4,0.2,2,0.3,NA,NA,NA,NA,0.10724117712129,0.22078158552454,0.223538978074084,-0.330895219903914,0.545377574146495,0.93,0.066,0.686,0.909090909090909,-2.26368728469506,-1.16894490042466,-0.161412245560481,-1.70528447624464,-0.674901358782497,0.325137620806058,-1.36924040452296,-0.316173609885392,0.676298362361238,-1.0038506611813,-0.00445350591141819,0.995879858861394,NA,NA,NA,-0.68103513636999,0.321224721557599,1.32601332791956,-0.326909302991044,0.675497613085878,1.67373095494465,0.159421868249665,1.16028945648912,NA,0.0927588228787095,0.1448,"NONE"
+"341","14C","C","100",7,4,0.2,2,-0.3,NA,NA,NA,NA,0.288610379569123,0.152725030894877,0.158516478672652,-0.0220819186292746,0.599302677767521,0.923,0.448,0.973,1,-2.18465549584224,-1.15430008458494,-0.140212949400772,-1.66839255302138,-0.671596962490633,0.337359366489412,-1.31945335969714,-0.30801299822409,0.688929975802458,-1.01157053673411,0.00186678150144886,1.00072177285997,NA,NA,NA,-0.678899494674139,0.326302369087562,1.32935170722637,-0.325425284515057,0.670393712685101,1.68472100773091,0.162612938176141,1.168774523384,2.16339615199136,-0.0886103795691232,0.245,"NONE"
+"342","14C","C","200",7,4,0.2,2,-0.3,NA,NA,NA,NA,0.287584290495084,0.115276770841191,0.111619303613941,0.068810455411759,0.506358125578409,0.866,0.725,0.992,1,-2.15962385635278,-1.15675533898091,-0.152377367072484,-1.67957232382752,-0.672034874203141,0.329184463206443,-1.33192933270983,-0.31656083166593,0.680587791389188,-0.993615782153018,-0.000901356271867917,1.01026717079792,NA,NA,NA,-0.6786931897963,0.327889864561287,1.32782563247619,-0.325806245442198,0.666966592928369,1.67649295227416,0.156311117110151,1.14456255087042,2.14863470452031,-0.0875842904950841,0.4321,"NONE"
+"343","14C","C","300",7,4,0.2,2,-0.3,NA,NA,NA,NA,0.283747894374379,0.0896666576759305,0.0912525394679481,0.104892917017201,0.462602871731557,0.86,0.879,1,1,-2.14522720566158,-1.15232433989364,-0.154236753024642,-1.67157954839566,-0.668338870194056,0.331439582344341,-1.32337008131532,-0.312412947968719,0.677620195182892,-0.991574118135755,-0.00266928002432176,0.994928746409466,NA,NA,NA,-0.68166692224006,0.312705777061434,1.3182642906691,-0.328251254618858,0.669499045562305,1.66399345274704,0.152382603092433,1.14506351655093,2.1491619999898,-0.0837478943743789,0.5907,"NONE"
+"344","14C","C","50",7,4,0.4,2,-0.3,NA,NA,NA,NA,0.297949255713744,0.216494629041048,0.22487807012357,-0.142811761728452,0.73871027315594,0.94,0.252,0.918,0.996031746031746,-2.27151993445361,-1.1438191235739,-0.154212167373043,-1.70690267574628,-0.671283413420291,0.349092717111157,-1.32642255261263,-0.315370453098248,0.690199273106972,-1.03409168750859,-0.011384438161598,1.02787766914993,NA,NA,NA,-0.6752589407695,0.348434503636492,1.34191469613972,-0.324459534235101,0.684206771902339,1.71693066950503,0.150120287077438,1.19186880069128,NA,0.102050744286256,0.1448,"NONE"
+"345","14D","D","100",7,4,0.4,2,0.3,NA,NA,NA,NA,0.316642601912536,0.162927147148645,0.15843686799596,0.0061063406404542,0.627178863184618,0.914,0.506,0.972,1,-2.20584005779822,-1.15456523067855,-0.159772467563404,-1.67724107968884,-0.675066561832679,0.338636043605012,-1.32586629865404,-0.326030952221827,0.688008159571411,-1.0001997965512,0.00485797846211044,0.998796980385624,NA,NA,NA,-0.6749516276752,0.313390321965112,1.33838435679907,-0.327819619626737,0.668667455406238,1.68701035615263,0.156379647309754,1.13630997774459,2.1727412450944,0.0833573980874639,0.7136,"NONE"
+"346","14D","D","200",7,4,0.4,2,0.3,NA,NA,NA,NA,0.308323586842512,0.111208614800342,0.111614995339542,0.0895581959770095,0.527088977708014,0.876,0.793,0.996,1,-2.177084414012,-1.15642205318949,-0.162615767715807,-1.68743796026122,-0.675755795530309,0.320539970984217,-1.323237041836,-0.324231482676056,0.674052731693808,-0.99576712216698,-0.0160207263487623,0.992224724943303,NA,NA,NA,-0.678437013493619,0.315494783401647,1.30419920187361,-0.325737261053339,0.673664722829469,1.66810172274753,0.15261956613795,1.14577529405466,2.15911426210531,0.0916764131574881,0.9471,"NONE"
+"347","14D","D","300",7,4,0.4,2,0.3,NA,NA,NA,NA,0.313273407252411,0.0911439936615835,0.0910986647282614,0.134720024385018,0.491826790119803,0.832,0.927,1,1,-2.17665392354977,-1.13698966486616,-0.156038231796464,-1.67023765518015,-0.669639021186374,0.319265154808985,-1.31016905507968,-0.308293600254912,0.678143168150765,-1.00036420404502,-0.00061229802522382,0.99216632409897,NA,NA,NA,-0.677784132849594,0.322402302110378,1.31996603935399,-0.319746349377439,0.675393575780202,1.68708877124613,0.147501039026921,1.14927742603537,2.13971034681301,0.0867265927475894,0.9919,"NONE"
+"348","14D","D","50",7,4,-0.2,2,0.3,NA,NA,NA,NA,0.321576975369171,0.224041601706797,0.225006006687261,-0.119434797737861,0.762588748476203,0.938,0.292,0.927,1,-2.24761126064785,-1.17871548179727,-0.161730545845117,-1.72053817023537,-0.682140815770012,0.32648230177601,-1.34793404732698,-0.334444366649232,0.70937721060492,-1.01026000129767,-0.00201189514304913,1.02404490699574,NA,NA,NA,-0.686840361507572,0.329272730733673,1.31622168269707,-0.315794347298368,0.681622195387543,1.72332652570327,0.148284681576526,1.17913608507326,NA,-0.521576975369171,0.4328,"NONE"
+"349","14E","E","100",7,4,0.4,2,-0.3,NA,NA,NA,NA,0.483127553261035,0.162279426213841,0.158855830653642,0.171770125179896,0.794484981342174,0.907,0.854,0.998,1,-2.19142643286636,-1.17259352742266,-0.154860996801927,-1.68960948924625,-0.694177298160877,0.326456011390193,-1.34384808747595,-0.324993785194441,0.674418272533448,-1.01106382667352,0.0013631107942111,1.00594409831476,NA,NA,NA,-0.694876040774944,0.329394921361312,1.3161972582393,-0.340656415700004,0.671067842257011,1.67402125611926,0.144972588555512,1.15141997103322,2.14959614343559,-0.0831275532610352,0.7136,"NONE"
+"350","14E","E","200",7,4,0.4,2,-0.3,NA,NA,NA,NA,0.488915707992355,0.116814256781272,0.111871077039532,0.269648396994873,0.708183018989838,0.864,0.985,1,1,-2.15910149212972,-1.14760774903614,-0.151578207161532,-1.68170709972157,-0.664373525705321,0.332908952179346,-1.3192841991322,-0.327992711476165,0.678459512201787,-0.994227369570483,0.00724278565134912,0.991880653411271,NA,NA,NA,-0.679229947168127,0.320968766473051,1.3218175264051,-0.325630487410241,0.683311494791441,1.66757407583745,0.162046603379768,1.15364481711423,2.16613159844291,-0.0889157079923552,0.9471,"NONE"
+"351","14E","E","300",7,4,0.4,2,-0.3,NA,NA,NA,NA,0.485628131387729,0.0935131861111048,0.0915445182542561,0.306200875609387,0.665055387166071,0.842,1,1,1,-2.16018572349443,-1.14842909649093,-0.157241471374961,-1.67491920522069,-0.677177517753551,0.334126697381917,-1.32065766962897,-0.325144184416257,0.676709526946223,-1.00160050300349,0.00504528389969801,0.992696546963006,NA,NA,NA,-0.681983259828682,0.318865035236019,1.3055152193201,-0.327740648987943,0.670182656810416,1.67474769391675,0.149502436504957,1.15079732606609,2.15335577197816,-0.0856281313877289,0.9919,"NONE"
+"352","14E","E","50",7,4,-0.4,2,-0.3,NA,NA,NA,NA,0.499623364318876,0.232426730901056,0.225062352142403,0.0585011541197655,0.940745574517986,0.92,0.62,0.979,1,-2.30736665748317,-1.19084807852169,-0.157100573108466,-1.7381435865626,-0.673024915077073,0.327978668632535,-1.33918437947943,-0.329643419951352,0.71170085168758,-1.02425774779238,0.00671470533999241,1.01454832501194,NA,NA,NA,-0.693437158451241,0.318644023257864,1.34615127842398,-0.322562494464837,0.672428848507564,1.715143309499,0.170538652205042,1.16687555235769,2.22985535865089,-0.899623364318876,0.4328,"NONE"
+"353","14F","F","100",7,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.116102569859129,0.163883370513474,0.157874208966919,-0.42553601943429,0.193330879716031,0.912,0.126,0.752,0.976190476190476,-2.17064553198068,-1.14760829832073,-0.153764093739659,-1.69138087341153,-0.667064396393477,0.3403504521029,-1.34788545919186,-0.310658916603509,0.677706810337382,-1.00725323121548,0.0028428533876368,0.996386650660688,NA,NA,NA,-0.678591249416857,0.313945224463242,1.32785926145337,-0.322761830445277,0.675461618651101,1.68281409714119,0.159015385681721,1.16419858768662,2.1944020956751,-0.0838974301408707,0.245,"NONE"
+"354","14F","F","200",7,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.112267353861702,0.117072074551111,0.111940437748196,-0.331670611848166,0.107135904124763,0.868,0.17,0.832,0.988235294117647,-2.16874948985161,-1.14170967825028,-0.151830396952276,-1.67280323397783,-0.665286568815105,0.33062984781701,-1.32229580398819,-0.317753371524672,0.668090726417178,-0.998716628704663,-0.000862595621116224,1.00907405131823,NA,NA,NA,-0.684907705047355,0.316561812094725,1.33312051475215,-0.323347170190609,0.678297868287399,1.68360321058332,0.157364177864019,1.15959051534382,2.16128406753232,-0.0877326461382985,0.4321,"NONE"
+"355","14F","F","300",7,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.118876064617213,0.0904749158972722,0.0912276135082973,-0.297682187093476,0.0599300578590496,0.839,0.254,0.898,1,-2.15461403971146,-1.15259962512748,-0.15411055370984,-1.66016499158415,-0.669631424257112,0.330386450713266,-1.31678788035378,-0.318736402395122,0.676127159355526,-0.997435625703686,-0.00714759134261029,0.995520745372185,NA,NA,NA,-0.682526993605911,0.319098823383448,1.3084720962373,-0.329538043494372,0.669413403820839,1.65848334452273,0.141489960534713,1.15833298346404,2.14871244955927,-0.0811239353827868,0.5907,"NONE"
+"356","14F","F","50",7,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.111127166604891,0.231938599576097,0.22481989051194,-0.551774152008293,0.329519818798511,0.921,0.087,0.693,0.885057471264368,-2.24438482824556,-1.1661696670933,-0.142811060432916,-1.71362198333711,-0.677618136399469,0.331882635899765,-1.36781767352276,-0.325800239021849,0.692760246287254,-1.03023036949152,0.0133065626706573,1.01343911900016,NA,NA,NA,-0.692084232794033,0.323858113620822,1.33623645817204,-0.315277948980052,0.674157949102203,1.72721326732241,0.15347064961172,1.18225504645402,NA,-0.088872833395109,0.1448,"NONE"
+"357","14G","G","100",7,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.31340002813455,0.161021277758087,0.158666786781824,-0.624386930226925,-0.00241312604217503,0.914,0.504,0.971,1,-2.18371530989376,-1.16646476517285,-0.162948906193603,-1.68879644180634,-0.679405433963483,0.330627163401017,-1.3412683203751,-0.311910109326974,0.678472445379186,-1.00264638702088,0.000584106671521567,1.00658476995329,NA,NA,NA,-0.69657806872211,0.331679551729345,1.32879458687911,-0.328229483572098,0.694598373615506,1.66326553755363,0.150170276242389,1.16241962694959,2.18973433023947,-0.0865999718654498,0.7136,"NONE"
+"358","14G","G","200",7,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.309771178109432,0.112640804807351,0.11189736848519,-0.529090020340404,-0.0904523358784608,0.875,0.779,0.998,1,-2.14568682509933,-1.15588588299675,-0.154427258844405,-1.66521573060878,-0.671579306507128,0.331769024614627,-1.33394795355376,-0.303390811597912,0.668765997520304,-0.993320443432004,0.00407867657737715,0.99942834839829,NA,NA,NA,-0.678454519485829,0.324212971088848,1.3219205945234,-0.321485775313233,0.676045002403851,1.68446045695579,0.151141623252551,1.14870516234315,2.1602177775067,-0.0902288218905675,0.9471,"NONE"
+"359","14G","G","300",7,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.315402698596999,0.093317284437723,0.0912319472617527,-0.494217315230034,-0.136588081963963,0.839,0.925,1,1,-2.15154417812541,-1.14440025177875,-0.151368786694976,-1.6741998060861,-0.668602801130775,0.322307937318422,-1.31326627031036,-0.318586937586953,0.676716503989703,-1.00370705698283,-0.00391935270462524,1.00050944456271,NA,NA,NA,-0.68177126440129,0.316881872855859,1.32460718477763,-0.331123022806166,0.664304861477631,1.67541245925573,0.155117140930574,1.15898912695786,2.14898543469981,-0.0845973014030015,0.9919,"NONE"
+"360","14G","G","50",7,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.319388808861228,0.231902896937898,0.22655681983178,-0.763440175731516,0.12466255800906,0.931,0.3,0.914,0.996666666666667,-2.21143076035929,-1.17619882734992,-0.154901760488769,-1.70677998611717,-0.671785231128404,0.329726069743918,-1.34418757881662,-0.325510740735696,0.692110350790234,-1.01056927075937,-0.0107961357669651,1.02633042809984,NA,NA,NA,-0.680436813617154,0.325871948739789,1.39223519467863,-0.334765219395461,0.681010197171695,1.73860161988709,0.151139623115124,1.17278193724796,NA,-0.080611191138772,0.4328,"NONE"
+"361","15A","A","100",7,2,0,2,-0.5,-1.13935687346282,-0.677280204683986,-0.327974364620234,0.00347110260670097,-0.141374730026652,0.191287881215973,0.187980213345218,-0.509815948183279,0.227066488129976,0.885,0.115,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.314800677558358,0.68218558841625,1.15254032369379,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.141374730026652,0.05,"NONE"
+"362","15A","A","200",7,2,0,2,-0.5,-1.15818268719414,-0.677498158881659,-0.327755554558587,0.00411049175009917,-0.151547140318949,0.128416602782643,0.132409225504261,-0.411069222307301,0.107974941669404,0.804,0.196,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.311114547510405,0.669104538227047,1.14726407766346,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.151547140318949,0.05,"NONE"
+"363","15A","A","300",7,2,0,2,-0.5,-1.14571074274845,-0.675104894617382,-0.318052557366328,0.00142063934316744,-0.141170446481578,0.111060453538672,0.108155067413299,-0.353154378611644,0.0708134856484879,0.744,0.256,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.318595565487024,0.670999524663595,1.14920340568957,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.141170446481578,0.05,"NONE"
+"364","15A","A","50",7,2,0,2,-0.5,-1.16284539969058,-0.680009264422405,-0.336474045319834,-0.00592040670425902,0.137667404255957,0.27559105136151,0.264412472599877,-0.380581042039802,0.655915850551716,0.907,0.093,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.310246545786602,0.686291400452819,1.16472254785519,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.137667404255957,0.05,"NONE"
+"365","15B","B","100",7,2,0.2,2,0.5,-1.15034322589431,-0.663209358601521,-0.328189671578312,-0.00628378180390455,0.0628130502814436,0.18255339192749,0.187377285072054,-0.304446428459783,0.43007252902267,0.891,0.057,0.634,0.912280701754386,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.323431434878843,0.683840311570031,1.15796740207509,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.137186949718556,0.187,"NONE"
+"366","15B","B","200",7,2,0.2,2,0.5,-1.15220683652259,-0.666729040205523,-0.322756330323448,0.00262943219225732,0.0545251948122054,0.135162257476486,0.132443608672394,-0.205064278185686,0.314114667810097,0.789,0.077,0.654,0.857142857142857,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.324885904358602,0.659725397960139,1.14325305728455,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.145474805187795,0.3258,"NONE"
+"367","15B","B","300",7,2,0.2,2,0.5,-1.14650918805954,-0.668132849277509,-0.321655158705168,-0.00447713278860394,0.0548975671762812,0.109107927704554,0.108037221357597,-0.156855386684609,0.266650521037171,0.73,0.082,0.694,0.902439024390244,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.318144602918034,0.665574672815363,1.14841518881123,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.145102432823719,0.455,"NONE"
+"368","15B","B","50",7,2,0.2,2,0.5,-1.15573299040853,-0.672989400115046,-0.318622281464472,0.0164128790618517,0.0694939646547429,0.270095587411171,0.2661500702852,-0.452160173104249,0.591148102413735,0.906,0.054,0.608,0.759259259259259,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.316281483302241,0.68579506186236,1.18121363649098,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.130506035345257,0.1171,"NONE"
+"369","15C","C","100",7,2,0.2,2,-0.5,-1.16721859628329,-0.667374550067562,-0.334150014978805,0.00286529793359319,0.344566378654065,0.185909645319684,0.188146596072776,-0.0242009496485762,0.713333706956706,0.895,0.452,0.969,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.315322197597079,0.682257064337165,1.15229987764234,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.144566378654065,0.187,"NONE"
+"370","15C","C","200",7,2,0.2,2,-0.5,-1.14737554808185,-0.656434513017348,-0.326091486110451,-0.000822262322845303,0.348210319723829,0.133901638807784,0.132868510942602,0.0877880382763299,0.608632601171328,0.799,0.745,0.995,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.315768770694353,0.667780481268308,1.15941937138653,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.148210319723829,0.3258,"NONE"
+"371","15C","C","300",7,2,0.2,2,-0.5,-1.15690549841553,-0.668963069204713,-0.324741993231811,-0.00636573201018229,0.336375179242014,0.108406912277329,0.108390211955137,0.123930363809945,0.548819994674083,0.757,0.873,0.998,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.322050142654695,0.662342356173882,1.14984931258895,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.136375179242014,0.455,"NONE"
+"372","15C","C","50",7,2,0.4,2,-0.5,-1.14749093425892,-0.66611401993964,-0.32368707799217,0.0159594453700525,0.349546138966707,0.267336890842545,0.26692432452811,-0.173625537108388,0.872717815041803,0.914,0.259,0.909,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.340771788552304,0.692167333195159,1.1695808586236,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0504538610332927,0.1171,"NONE"
+"373","15D","D","100",7,2,0.4,2,0.5,-1.16358190170052,-0.6680918652928,-0.325441902177309,0.00839266742362218,0.24982741508748,0.19494144384671,0.18786842705658,-0.118394701943417,0.618049532118376,0.852,0.256,0.891,0.99609375,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.314183201363556,0.670517504921779,1.15215186118456,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.15017258491252,0.5666,"NONE"
+"374","15D","D","200",7,2,0.4,2,0.5,-1.14975358161308,-0.674988419353631,-0.323114470569836,0.00179323268897716,0.25594004759645,0.13104423572588,0.132862015053259,-0.00446950190793795,0.516349597100838,0.806,0.473,0.978,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.32125659535343,0.660429649303348,1.14684375066677,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.14405995240355,0.8538,"NONE"
+"375","15D","D","300",7,2,0.4,2,0.5,-1.15619677315048,-0.676884705622092,-0.30769319445996,0.00620526575203031,0.258065435733428,0.103867090326022,0.108415111232128,0.0455718177184566,0.470559053748399,0.758,0.683,0.993,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.313328013326559,0.663899209250369,1.14290532295244,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.141934564266572,0.9584,"NONE"
+"376","15D","D","50",7,2,-0.2,2,0.5,-1.16233208531472,-0.674387889043578,-0.323521076973661,0.012192630543017,0.264100227175237,0.272454499605246,0.266000354684069,-0.257260468005538,0.785460922356013,0.908,0.175,0.829,0.977142857142857,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.325309061535412,0.673903990085107,1.16771354595449,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.464100227175237,0.3236,"NONE"
+"377","15E","E","100",7,2,0.4,2,-0.5,-1.14569921672102,-0.678392813267447,-0.311719849954709,-0.00301758400169477,0.551266633130826,0.193569626680473,0.189703210112855,0.17944834130963,0.923084924952021,0.881,0.818,0.998,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.325187995021952,0.672827224987023,1.15082420602681,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.151266633130826,0.5666,"NONE"
+"378","15E","E","200",7,2,0.4,2,-0.5,-1.15585922894371,-0.669438179859646,-0.316190526676608,0.000125732805314966,0.547389241364813,0.131846452200515,0.133511504202035,0.285706693128825,0.809071789600802,0.815,0.98,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.331641948090828,0.678754021225599,1.15178129682003,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.147389241364813,0.8538,"NONE"
+"379","15E","E","300",7,2,0.4,2,-0.5,-1.13531304651849,-0.669421731513182,-0.317561498735618,0.00280896065385628,0.545198910966799,0.10643035668441,0.109250571082983,0.331067791644154,0.759330030289445,0.74,0.998,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.332070209728551,0.67332547520443,1.14889511734881,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.145198910966799,0.9584,"NONE"
+"380","15E","E","50",7,2,-0.4,2,-0.5,-1.16135194292526,-0.665552142313436,-0.299578329218299,0.00397832398201311,0.559583817130853,0.268637196677704,0.267125367046366,0.0360180977199761,1.08314953654173,0.904,0.566,0.98,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.337198246638953,0.694422589091956,1.15833182505661,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.959583817130853,0.3236,"NONE"
+"381","15F","F","100",7,2,-0.2,2,-0.5,-1.16665747413008,-0.688093774592266,-0.333670808846472,-0.00139438616042043,-0.0624785970561669,0.189133688894298,0.187390083929594,-0.429763161558171,0.304805967445837,0.883,0.068,0.624,0.852941176470588,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.310258008508072,0.661812045131984,1.13613759046322,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.137521402943833,0.187,"NONE"
+"382","15F","F","200",7,2,-0.2,2,-0.5,-1.14405625360678,-0.678042491416746,-0.320666552118926,-0.0039424380510405,-0.0588565408518621,0.127753367952821,0.132246650907901,-0.318059976631349,0.200346894927624,0.829,0.07,0.668,0.871428571428571,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.32148517889118,0.67595960897145,1.14583728627185,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.141143459148138,0.3258,"NONE"
+"383","15F","F","300",7,2,-0.2,2,-0.5,-1.14626149847487,-0.664924725414828,-0.318953758408369,0.00124180463666002,-0.0581839549866786,0.106857675231788,0.107830746313337,-0.26953221776082,0.153164307787463,0.733,0.085,0.692,0.952941176470588,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.312010102147421,0.672167450896927,1.14951098399297,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.141816045013321,0.455,"NONE"
+"384","15F","F","50",7,2,-0.2,2,-0.5,-1.15206317696818,-0.67094458575506,-0.319078809249094,0.00187615264614724,-0.0555370663331664,0.274235289681113,0.265357514013867,-0.575637793800346,0.464563661134013,0.897,0.068,0.595,0.661764705882353,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.319134174821894,0.685483072954596,1.15311693528381,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.144462933666834,0.1171,"NONE"
+"385","15G","G","100",7,2,-0.4,2,-0.5,-1.15546401037776,-0.6775977080546,-0.321505740260412,0.00454591176341719,-0.258397926677172,0.183920342218607,0.18779094792376,-0.626468184607742,0.109672331253398,0.88,0.283,0.922,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.313327789951646,0.666959046333295,1.15565112184891,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.141602073322828,0.5666,"NONE"
+"386","15G","G","200",7,2,-0.4,2,-0.5,-1.15115676592783,-0.663327983745931,-0.317172372863429,-0.00481036756101674,-0.255671341088873,0.1383023552628,0.132586211972038,-0.515540316554069,0.00419763437632219,0.801,0.473,0.966,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.315426888289138,0.660267492161061,1.15014654700216,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.144328658911127,0.8538,"NONE"
+"387","15G","G","300",7,2,-0.4,2,-0.5,-1.14823782020836,-0.664963582442305,-0.316974342563997,0.000116208753456063,-0.255486930922139,0.113058069538453,0.108168294722603,-0.467496788578441,-0.0434770732658378,0.72,0.656,0.989,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.318783790416524,0.667550030127818,1.15018337941629,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.144513069077861,0.9584,"NONE"
+"388","15G","G","50",7,2,-0.4,2,-0.5,-1.16660406345089,-0.678367314777115,-0.328684410860489,0.00312570772160519,-0.268344363032969,0.265422324784802,0.267103519544293,-0.791867261339783,0.255178535273845,0.909,0.164,0.861,0.981707317073171,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.323011418105301,0.679484669479923,1.1767011243109,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.131655636967031,0.3236,"NONE"
+"389","16A","A","100",7,4,0,2,-0.5,NA,NA,NA,NA,-0.135349643321723,0.155952431547601,0.156690322596005,-0.442462675609892,0.171763388966447,0.862,0.138,NA,NA,-2.14447175466195,-1.15091972347769,-0.144544726997243,-1.65888088764996,-0.669119379220985,0.322704394775764,-1.30553552878486,-0.311292486756653,0.668055660228288,-0.994364854214755,-0.00986750000857721,0.99919244177396,NA,NA,NA,-0.67404642239761,0.31710979643288,1.31884171831246,-0.316185046362145,0.672466079996283,1.69384263094644,0.159108561652759,1.16608423770425,2.1500383528847,0.135349643321723,0.05,"NONE"
+"390","16A","A","200",7,4,0,2,-0.5,NA,NA,NA,NA,-0.13847156315164,0.105244626270514,0.111337608734548,-0.356693276271353,0.0797501499680739,0.78,0.22,NA,NA,-2.15736911261202,-1.15020538299255,-0.156169769507905,-1.6781526850468,-0.669361293787742,0.323049922956313,-1.30699861063254,-0.311923521263279,0.678581770819725,-0.99496901128997,-0.000314636410673644,0.986754836214377,NA,NA,NA,-0.679882203475766,0.318877717943812,1.30794285858722,-0.314293028580986,0.669079557959699,1.66948107801917,0.161374559712257,1.1501829270272,2.15356623638694,0.13847156315164,0.05,"NONE"
+"391","16A","A","300",7,4,0,2,-0.5,NA,NA,NA,NA,-0.138751145507312,0.0913956055049421,0.0905496795511522,-0.31622851742757,0.0387262264129464,0.661,0.339,NA,NA,-2.14088689613591,-1.14136709590486,-0.159632060236279,-1.65905124422729,-0.668415643447976,0.316889864936117,-1.30041927875701,-0.317941063622711,0.668332565925682,-0.984213008233435,-0.0034958829579775,0.984791308770724,NA,NA,NA,-0.672244238499599,0.32416508461182,1.30513506472001,-0.323234093084663,0.669267901954771,1.6641924008656,0.160682197235241,1.14140765598301,2.15193774945629,0.138751145507312,0.05,"NONE"
+"392","16A","A","50",7,4,0,2,-0.5,NA,NA,NA,NA,0.144781490778297,0.23313661597341,0.223127457436346,-0.29254832579694,0.582111307353534,0.883,0.117,NA,NA,-2.25819522335942,-1.1645827282175,-0.163381050452528,-1.6976222787483,-0.673974304284537,0.321696726465407,-1.35658109063343,-0.324764162741897,0.668519509197927,-1.01621420963807,0.00453816046406581,0.995533239964999,NA,NA,NA,-0.695452859181545,0.328165104664749,1.30855954339301,-0.351550765726189,0.689673901507429,1.70454556705933,0.152156429691071,1.16420210649337,NA,-0.144781490778297,0.05,"NONE"
+"393","16B","B","100",7,4,0.2,2,0.5,NA,NA,NA,NA,0.0599746210647726,0.151930549098059,0.15732483448554,-0.248382054526886,0.368331296656431,0.858,0.059,0.645,0.847457627118644,-2.16551034761698,-1.14082576296051,-0.157093805694195,-1.67847551038598,-0.672460430582182,0.326226255479143,-1.32028690810226,-0.313913399742482,0.667913929099833,-1.00286350068929,0.00793091551970409,0.992876218243286,NA,NA,NA,-0.678138943522387,0.322179413782333,1.31914949669284,-0.329693275355867,0.677505598666674,1.66869421509528,0.158657177753554,1.15294357508867,2.19103538675884,0.140025378935227,0.245,"NONE"
+"394","16B","B","200",7,4,0.2,2,0.5,NA,NA,NA,NA,0.0573914241470195,0.109547158125453,0.110609865479361,-0.159403912192528,0.274186760486567,0.746,0.082,0.693,0.902439024390244,-2.13767241693849,-1.14889781088056,-0.159239083018418,-1.65683272699543,-0.6588464214569,0.328400157601485,-1.29607012592503,-0.315878174739646,0.674501491485549,-0.989313597086923,0.00885064597135352,0.988665333287343,NA,NA,NA,-0.678556841114954,0.313605034818689,1.301135099365,-0.324568900319484,0.6589040874255,1.66036302906433,0.157736117732965,1.14788504628277,2.14476575465415,0.142608575852981,0.4321,"NONE"
+"395","16B","B","300",7,4,0.2,2,0.5,NA,NA,NA,NA,0.0549990974272985,0.0894376320940446,0.0907349922590182,-0.122841487400377,0.232839682254974,0.631,0.1,0.732,0.95,-2.13932917486305,-1.1459393323322,-0.164180371709454,-1.66886525971747,-0.669953359381294,0.315954977982887,-1.30271164675931,-0.317066094337015,0.677093522446864,-0.986225255737662,0.00108232165782902,0.994506612390665,NA,NA,NA,-0.670306820257194,0.316465712148366,1.30662266700833,-0.328038479541091,0.668067053259743,1.64617288303841,0.164240983548736,1.13772033162543,2.15380170892874,0.145000902572701,0.5907,"NONE"
+"396","16B","B","50",7,4,0.2,2,0.5,NA,NA,NA,NA,0.054543675510267,0.22094703476629,0.22360406864372,-0.383720299031425,0.492807650051959,0.906,0.054,0.581,0.740740740740741,-2.27666858954357,-1.17926806898189,-0.167523199010548,-1.72166021397475,-0.665283146263037,0.316414797228627,-1.35240396179782,-0.331940880931455,0.660911153146867,-0.994954282054215,-0.00883968035719601,1.0242093957546,NA,NA,NA,-0.690726073243468,0.334901135882548,1.34208722436639,-0.329822323638545,0.664309535610477,1.71977640875013,0.151470051614972,1.18202917665723,NA,0.145456324489733,0.1448,"NONE"
+"397","16C","C","100",7,4,0.2,2,-0.5,NA,NA,NA,NA,0.340484832801075,0.157147999281384,0.157740418991689,0.0313136115773655,0.649656054024785,0.848,0.579,0.987,1,-2.20457735854763,-1.17108797223328,-0.160473905853914,-1.70718524875487,-0.670048851096663,0.31627584515965,-1.31143245138389,-0.315183378707872,0.666305993319175,-0.997036485405858,-0.00102848225910081,0.989556989949709,NA,NA,NA,-0.68393261144383,0.328521970919218,1.32673427939752,-0.334049699255317,0.666134771599697,1.65216929073496,0.149973482753445,1.17154558092477,2.15317385853638,-0.140484832801075,0.245,"NONE"
+"398","16C","C","200",7,4,0.2,2,-0.5,NA,NA,NA,NA,0.341796521546316,0.11157148318945,0.111207179296238,0.12383045012569,0.559762592966942,0.747,0.871,1,1,-2.14058180070723,-1.14910376441012,-0.149597338154047,-1.6636267725922,-0.670919934676442,0.32463122536541,-1.30833581020202,-0.314292312648579,0.668189408573438,-0.977395986971236,0.00115351473893314,0.990257105110228,NA,NA,NA,-0.66218495602774,0.322844982048013,1.31020361104221,-0.320795668876125,0.67338328758604,1.65710535398042,0.158689202868547,1.15797134329956,2.14228346230046,-0.141796521546316,0.4321,"NONE"
+"399","16C","C","300",7,4,0.2,2,-0.5,NA,NA,NA,NA,0.337645410839884,0.092667468615163,0.0906323683768195,0.160005968821317,0.51528485285845,0.672,0.96,1,1,-2.147331312414,-1.14734232384409,-0.165275034945859,-1.65060190296037,-0.656684618690065,0.324437012673243,-1.30778951932331,-0.320572161445596,0.669384533538896,-0.992874812758589,-0.000311332610718506,0.9816398532232,NA,NA,NA,-0.670862932102142,0.325503725191406,1.30743295113093,-0.320212373157404,0.667854786720941,1.65510606050861,0.150721869287156,1.14632114106302,2.11995286330716,-0.137645410839884,0.5907,"NONE"
+"400","16C","C","50",7,4,0.4,2,-0.5,NA,NA,NA,NA,0.34425771061305,0.234239035017443,0.222660152169402,-0.0921561876389785,0.780671608865079,0.887,0.332,0.932,0.996987951807229,-2.20796976121444,-1.16742789740185,-0.151906452327932,-1.68119707784476,-0.673003719473733,0.344062581028622,-1.32419392140598,-0.318966097830257,0.677358683408829,-0.996497553761351,0.00329164824872464,1.00526036837409,NA,NA,NA,-0.671546672913659,0.331390504029881,1.34844526570087,-0.330144712431348,0.684540993344435,1.6730010664298,0.164951689708398,1.15359165670593,NA,0.0557422893869496,0.1448,"NONE"
+"401","16D","D","100",7,4,0.4,2,0.5,NA,NA,NA,NA,0.248084526491272,0.152516048742763,0.157258941013855,-0.0601429978958831,0.556312050878427,0.846,0.347,0.945,0.997118155619596,-2.15649176292509,-1.15020442900749,-0.168706967709584,-1.65708957773374,-0.672901328671852,0.331339347150623,-1.31807391692768,-0.318497746061007,0.674560945452977,-0.985063311464721,-0.000617134016521012,1.00048084656696,NA,NA,NA,-0.664499484266549,0.30528477132328,1.31951998820009,-0.320954277050229,0.666810829295901,1.6707806301932,0.153564897262342,1.14978304302883,2.16463872150079,0.151915473508728,0.7136,"NONE"
+"402","16D","D","200",7,4,0.4,2,0.5,NA,NA,NA,NA,0.259641259664112,0.111514053524677,0.111307883814998,0.0414778073867152,0.477804711941509,0.757,0.642,0.991,1,-2.15757610164435,-1.13990491054593,-0.155491613101504,-1.66262360165783,-0.659255037235235,0.318977628254811,-1.31408163055802,-0.321624410343086,0.66881824812258,-0.991130282639756,-0.0038322024741091,0.988128719369718,NA,NA,NA,-0.671800381454258,0.325585631761098,1.30456335913909,-0.326551694057679,0.672699498828779,1.65659053606518,0.155707410351885,1.14969540897102,2.14365225102187,0.140358740335888,0.9471,"NONE"
+"403","16D","D","300",7,4,0.4,2,0.5,NA,NA,NA,NA,0.258387032842607,0.0894592685954142,0.090543489089846,0.0809217942265085,0.435852271458705,0.657,0.817,0.999,1,-2.14104713307374,-1.14248663250184,-0.1515826986066,-1.66472446677623,-0.664969140126844,0.31947331132579,-1.30572285545848,-0.311475133965238,0.673955653450039,-0.978938376727461,0.00115469851024909,0.996765414059233,NA,NA,NA,-0.666540523113104,0.316612964477933,1.31226035520236,-0.32022018776669,0.668914681019571,1.65203075387799,0.155836153132716,1.14758941197625,2.12969031557027,0.141612967157393,0.9919,"NONE"
+"404","16D","D","50",7,4,-0.2,2,0.5,NA,NA,NA,NA,0.252071522406138,0.224667372180029,0.223697148383031,-0.186374888424602,0.690517933236878,0.892,0.21,0.863,1,-2.24627088226357,-1.17674063683135,-0.165150144578891,-1.69617903730848,-0.66985274884349,0.346538729494576,-1.3568249546388,-0.330796549931689,0.693358930869663,-1.00088516348328,0.00444628233866656,0.982835972870961,NA,NA,NA,-0.683327792009399,0.306945433899093,1.34671593560564,-0.330696485445264,0.689442012346662,1.67006193540023,0.148350300233391,1.15530492675184,NA,-0.452071522406138,0.4328,"NONE"
+"405","16E","E","100",7,4,0.4,2,-0.5,NA,NA,NA,NA,0.546798374164009,0.162697029648078,0.158212251012714,0.236702362179089,0.856894386148928,0.854,0.928,0.999,1,-2.20318423419199,-1.15019303995658,-0.151315839453023,-1.69670471887239,-0.666950773506101,0.32490485464751,-1.2932692449279,-0.304866048266404,0.675226429315565,-0.994241566963561,-0.010507325745712,0.995024739039931,NA,NA,NA,-0.675159406585145,0.326903054325707,1.32168312356041,-0.319610278671394,0.671176837465128,1.66852320429378,0.159077403221716,1.16092270380058,2.15808430451941,-0.146798374164009,0.7136,"NONE"
+"406","16E","E","200",7,4,0.4,2,-0.5,NA,NA,NA,NA,0.537288734845027,0.110860461512293,0.111658875817421,0.318437338242882,0.756140131447172,0.772,0.999,1,1,-2.16554848119122,-1.14112837583194,-0.164835822763819,-1.6777518114147,-0.669424632494325,0.321996864042055,-1.31997397603563,-0.316859416078808,0.672562644948922,-1.00602319294187,-0.000418710889319214,0.981883844933362,NA,NA,NA,-0.673212991813652,0.314385368105908,1.30065368934116,-0.33023463644748,0.657614168339271,1.64991210453627,0.146710257621592,1.14654065910715,2.14239621534346,-0.137288734845027,0.9471,"NONE"
+"407","16E","E","300",7,4,0.4,2,-0.5,NA,NA,NA,NA,0.536149983302168,0.090643562241069,0.0912306039728599,0.357337999515363,0.714961967088974,0.684,0.999,1,1,-2.13898997258866,-1.13582421646061,-0.16389712576888,-1.65694214459827,-0.66622503116893,0.324266968767195,-1.32015258397389,-0.310311784881407,0.667721222226608,-0.993578433343197,0.0039857159269611,0.98974699446887,NA,NA,NA,-0.673360094034292,0.323129754941118,1.31070498437409,-0.318524584401625,0.674921033091747,1.66505411891337,0.158791358644375,1.15472434684519,2.13459215474895,-0.136149983302168,0.9919,"NONE"
+"408","16E","E","50",7,4,-0.4,2,-0.5,NA,NA,NA,NA,0.539867778652102,0.228653900362273,0.224682403615725,0.0994902675652809,0.980245289738923,0.892,0.67,0.992,1,-2.25088549332057,-1.17955333198606,-0.154515502357988,-1.75318079480507,-0.677829425726359,0.311549023152472,-1.35361971416643,-0.339275841498675,0.68899097656665,-1.0294774618221,-0.00928491657281406,1.01485992872417,NA,NA,NA,-0.699199251740077,0.32862313535886,1.33250696788834,-0.33401661947256,0.678635013120156,1.69887896251726,0.162182482742631,1.14053444401812,2.22372022488691,-0.939867778652102,0.4328,"NONE"
+"409","16F","F","100",7,4,-0.2,2,-0.5,NA,NA,NA,NA,-0.058293909265352,0.157407893661097,0.156780892415724,-0.365584458400171,0.248996639869467,0.853,0.058,0.642,0.879310344827586,-2.17447665150288,-1.1525394783838,-0.155707298115642,-1.66166568685329,-0.653897458704576,0.320313118149231,-1.3230410222177,-0.317653414049813,0.679116249932988,-1.00900563356112,-0.000504798941874151,0.998344137930556,NA,NA,NA,-0.673191308169368,0.332239624420869,1.31153685631979,-0.312334594656547,0.672525335828091,1.6735604186864,0.155134905391346,1.14646921579613,2.16033527556503,-0.141706090734648,0.245,"NONE"
+"410","16F","F","200",7,4,-0.2,2,-0.5,NA,NA,NA,NA,-0.0573056487359988,0.114165062516576,0.110633457320842,-0.274147225084849,0.159535927612851,0.742,0.084,0.69,0.892857142857143,-2.12097282260857,-1.14938899671621,-0.158192513261948,-1.65770328554404,-0.661910033134448,0.322265446988775,-1.30853123749517,-0.319653245428693,0.670378656808894,-0.981885445499226,0.0128278703393432,0.988795009671238,NA,NA,NA,-0.675018859305347,0.316853530770136,1.30383856266826,-0.32438750563974,0.665564113458817,1.66671937110997,0.155649975522935,1.13872424163946,2.14437967398022,-0.142694351264001,0.4321,"NONE"
+"411","16F","F","300",7,4,-0.2,2,-0.5,NA,NA,NA,NA,-0.0578048814440867,0.089481944863104,0.0905769890247649,-0.235335779932626,0.119726017044452,0.654,0.087,0.731,0.977011494252874,-2.13682466263865,-1.15251010437386,-0.15458779125291,-1.65472168955462,-0.667861461201818,0.32426096614745,-1.31450293996706,-0.320802655160899,0.66762598100647,-0.993582497110042,-0.00435535148624637,0.975707725299312,NA,NA,NA,-0.672403070057106,0.316257468438753,1.31069133258449,-0.329112806105773,0.668829504160472,1.66369775762604,0.159024317210571,1.14563358246082,2.15167016707181,-0.142195118555913,0.5907,"NONE"
+"412","16F","F","50",7,4,-0.2,2,-0.5,NA,NA,NA,NA,-0.0542538407891572,0.22489444613864,0.223127016690517,-0.49158279350257,0.383075111924256,0.895,0.065,0.586,0.661538461538462,-2.22793121809011,-1.15562774084279,-0.151532770410784,-1.6720689945199,-0.67318804050122,0.329138435964481,-1.3311100535131,-0.313071730147311,0.67548129256759,-1.00634612088448,0.00904442818620352,0.998786021554882,NA,NA,NA,-0.674551218590047,0.334145611728898,1.34299376980463,-0.335332928690613,0.68492625995273,1.70797246695402,0.157188048315547,1.17642855469898,NA,-0.145746159210843,0.1448,"NONE"
+"413","16G","G","100",7,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.250776856594946,0.161753170003778,0.15740974450157,-0.559299955818024,0.0577462426281318,0.835,0.361,0.933,0.997229916897507,-2.15148912919621,-1.14409822913523,-0.153372336662824,-1.65935582331758,-0.664003067683191,0.32089464730253,-1.31104129834961,-0.315211585395972,0.691432659050078,-1.00503175344036,0.0065796497735075,0.990615619981529,NA,NA,NA,-0.661417012409561,0.319772496030011,1.32485399405778,-0.325023111577487,0.663582617798129,1.6848877569915,0.154676442594914,1.14893654447261,2.1857607706173,-0.149223143405054,0.7136,"NONE"
+"414","16G","G","200",7,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.256308827765972,0.115547977166152,0.111381009516127,-0.474615606417581,-0.038002049114363,0.741,0.628,0.984,1,-2.1548781955959,-1.14669364965389,-0.154015311859235,-1.6660589924106,-0.664092260926012,0.325026393942132,-1.30809280888017,-0.320030007303866,0.66645420970822,-0.999097644039076,0.00706129271231843,0.982064595127047,NA,NA,NA,-0.665561556838195,0.309753742531239,1.31160215594833,-0.318181600881023,0.671197184740594,1.65431370612848,0.160839491628322,1.14874710163144,2.16402824150053,-0.143691172234028,0.9471,"NONE"
+"415","16G","G","300",7,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.256770448356204,0.0912754743035305,0.0905750625195499,-0.434297570894522,-0.0792433258178864,0.63,0.819,1,1,-2.14396170659394,-1.13940103270971,-0.165102070727179,-1.64405197784311,-0.666769005559678,0.31986612690709,-1.30469948129927,-0.320877904285121,0.674996124100314,-0.980050479126693,0.00491059168336461,0.991857694896831,NA,NA,NA,-0.669635919889504,0.316233425736659,1.31967360489728,-0.323079331839156,0.674719666967319,1.65292931203115,0.156404174565094,1.13912536355121,2.13824990191633,-0.143229551643796,0.9919,"NONE"
+"416","16G","G","50",7,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.250358506184453,0.222697577700975,0.223295663037785,-0.688018005738512,0.187300993369606,0.901,0.2,0.884,0.995,-2.22596523968444,-1.15758717028194,-0.135153990195592,-1.67651986101646,-0.687146484670569,0.335266912006507,-1.32581883775606,-0.319793284499107,0.688104861859702,-1.0051941820111,0.00299479049722918,1.04533586643215,NA,NA,NA,-0.681426043551288,0.337874954869078,1.32701884240452,-0.318087261279172,0.678897585914109,1.70989107609718,0.169175403847183,1.16518828784399,NA,-0.149641493815547,0.4328,"NONE"
+"417","17A","A","100",7,2,0,3,-0.3,-1.17354067694793,-0.681332290764592,-0.328912514108865,-0.0151723424796735,-0.138079808582294,0.186494402229859,0.187425029616555,-0.505432866630741,0.229273249466153,0.891,0.109,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.32638000146787,0.664574765701386,1.15134065701087,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.138079808582294,0.05,"NONE"
+"418","17A","A","200",7,2,0,3,-0.3,-1.15018905880785,-0.666876757998044,-0.313563241773342,-0.00326257717833669,-0.12698977623225,0.134648516375825,0.132335180344629,-0.386366729707723,0.132387177243224,0.835,0.165,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.321640351960161,0.670518914776642,1.15485566505812,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.12698977623225,0.05,"NONE"
+"419","17A","A","300",7,2,0,3,-0.3,-1.15195684958523,-0.667219339934333,-0.321496256356109,-0.00511075578631738,-0.128418243657762,0.107028945012235,0.108297226832031,-0.340680808248543,0.0838443209330192,0.785,0.215,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.322924082703616,0.666062282879553,1.15590680083389,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.128418243657762,0.05,"NONE"
+"420","17A","A","50",7,2,0,3,-0.3,-1.16675985791137,-0.670227363706629,-0.316370645482726,-0.00280213940552847,0.147422782755499,0.269816282902306,0.265292573971604,-0.372550662228845,0.667396227739842,0.909,0.091,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.336998372926155,0.682346614347014,1.1874752381255,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.147422782755499,0.05,"NONE"
+"421","17B","B","100",7,2,0.2,3,0.3,-1.13712681980069,-0.674865719019522,-0.315362013737474,-0.000590769978528822,0.0739383047971761,0.188267443646788,0.18747638935018,-0.293515418329177,0.44139202792353,0.888,0.076,0.651,0.881578947368421,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.317692962532326,0.678355695047016,1.1521272883083,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.126061695202824,0.187,"NONE"
+"422","17B","B","200",7,2,0.2,3,0.3,-1.16038828224285,-0.666836402290801,-0.324432009793064,-0.00836016576088337,0.0686966629981169,0.130354325197214,0.132293719593227,-0.190599027404608,0.327992353400842,0.831,0.082,0.69,0.975609756097561,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.309102332673904,0.667276701303729,1.14518554946937,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.131303337001883,0.3258,"NONE"
+"423","17B","B","300",7,2,0.2,3,0.3,-1.15094729641509,-0.668064317006565,-0.325313244841193,0.00187818620507947,0.0692431298976282,0.110129483938648,0.107907726217631,-0.142256013488928,0.280742273284184,0.755,0.107,0.734,0.94392523364486,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.315374292115806,0.670563993831999,1.15000170918377,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.130756870102372,0.455,"NONE"
+"424","17B","B","50",7,2,0.2,3,0.3,-1.17932131348432,-0.693203042837271,-0.322274226161113,-0.00656427465511062,0.0624424223136284,0.261501452654708,0.265992537488117,-0.458902951163081,0.583787795790338,0.927,0.052,0.602,0.75,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.314351595733998,0.656986879219256,1.1367884702623,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.137557577686372,0.1171,"NONE"
+"425","17C","C","100",7,2,0.2,3,-0.3,-1.14236451906665,-0.67165709254099,-0.310709635228414,0.00858439147905348,0.333138706831521,0.193647324929586,0.187957246460216,-0.0352574962305032,0.701534909893545,0.884,0.431,0.958,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.327257888276293,0.675888671329977,1.15150271213405,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.133138706831521,0.187,"NONE"
+"426","17C","C","200",7,2,0.2,3,-0.3,-1.15377453755929,-0.671376286901297,-0.311122551426952,-0.00106168277109399,0.327157908449685,0.135835077178491,0.13293323487723,0.0666087680903146,0.587707048809056,0.849,0.696,0.991,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.32609350639907,0.670927040459964,1.1562948272659,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.127157908449685,0.3258,"NONE"
+"427","17C","C","300",7,2,0.2,3,-0.3,-1.14896504638208,-0.66387543030101,-0.322737144870469,-0.00165114205029435,0.328752568790441,0.107346836124892,0.108302179493769,0.116480296982653,0.541024840598229,0.774,0.86,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.320545191324038,0.672773215487231,1.15316739534978,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.128752568790441,0.455,"NONE"
+"428","17C","C","50",7,2,0.4,3,-0.3,-1.15009754268724,-0.662692513195325,-0.321217018319213,-0.00691873282925181,0.333249427844053,0.274965094281093,0.265783004665631,-0.187685261300583,0.854184116988689,0.916,0.248,0.878,0.991935483870968,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.334539594942134,0.683734692466134,1.16022205991749,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0667505721559472,0.1171,"NONE"
+"429","17D","D","100",7,2,0.4,3,0.3,-1.15701258551179,-0.677409112879684,-0.326486707001944,-0.00126520349085842,0.264066418270232,0.187849441022019,0.187434893058702,-0.103305972124825,0.631438808665288,0.888,0.295,0.92,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.313163651152493,0.666832849747339,1.14576982975262,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.135933581729768,0.5666,"NONE"
+"430","17D","D","200",7,2,0.4,3,0.3,-1.14926746069012,-0.670719486704545,-0.317305701493898,0.0056784803883548,0.274519218422137,0.135151605056958,0.132725764840159,0.0143767193354263,0.534661717508848,0.841,0.536,0.979,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.326845289413961,0.673087368681091,1.14599936982995,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.125480781577863,0.8538,"NONE"
+"431","17D","D","300",7,2,0.4,3,0.3,-1.15156841360249,-0.672288346862361,-0.320287199472706,-0.000594202143160858,0.271600705671613,0.110566591999606,0.108410222176416,0.0591166702058374,0.484084741137389,0.782,0.712,0.991,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.321548972510063,0.672742004664822,1.14918556225888,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.128399294328387,0.9584,"NONE"
+"432","17D","D","50",7,2,-0.2,3,0.3,-1.16616327761793,-0.683914188305162,-0.295972264830318,0.0180054229971711,0.285029871276141,0.271238383667873,0.266616412102498,-0.237538296444756,0.807598038997038,0.92,0.187,0.864,0.994652406417112,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.328770725961361,0.681718452517209,1.17251397497282,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.485029871276141,0.3236,"NONE"
+"433","17E","E","100",7,2,0.4,3,-0.3,-1.15302572695745,-0.664464770858396,-0.331434905264869,0.00640407416275589,0.525978242183838,0.196006201225733,0.189738301049947,0.154091172125942,0.897865312241735,0.885,0.778,0.995,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.334789592044457,0.675266054674373,1.16468008182492,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.125978242183838,0.5666,"NONE"
+"434","17E","E","200",7,2,0.4,3,-0.3,-1.15919145502999,-0.669053959987492,-0.321210527489799,-0.00859636729053527,0.520898890496028,0.135964882271466,0.133582806347597,0.259076590054738,0.782721190937319,0.835,0.975,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.316318875320228,0.675118857885653,1.15109788911675,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.120898890496028,0.8538,"NONE"
+"435","17E","E","300",7,2,0.4,3,-0.3,-1.16183660283951,-0.671662967494589,-0.326169528200202,0.000617781554796534,0.524006407991587,0.113147096743883,0.109061582278159,0.310245706726396,0.737767109256778,0.79,0.999,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.319221764327571,0.6726437736971,1.15382474234426,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.124006407991587,0.9584,"NONE"
+"436","17E","E","50",7,2,-0.4,3,-0.3,-1.17190575031252,-0.678842112471204,-0.320869015851911,0.00831873992566632,0.54030908691093,0.2825563008004,0.268563640221299,0.0139243520771845,1.06669382174468,0.907,0.51,0.982,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.314228762960014,0.677156487010278,1.16082239115257,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.94030908691093,0.3236,"NONE"
+"437","17F","F","100",7,2,-0.2,3,-0.3,-1.15690121315787,-0.670533004765121,-0.319645921464775,0.00219708844272928,-0.063729447345029,0.195999312094313,0.187806596928592,-0.431830377325069,0.304371482635011,0.871,0.085,0.639,0.823529411764706,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.329334119045528,0.677374138776408,1.15662828215214,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.136270552654971,0.187,"NONE"
+"438","17F","F","200",7,2,-0.2,3,-0.3,-1.14693676347981,-0.670165387441849,-0.31853292510675,-0.0016614592880579,-0.0773164612091025,0.132680048006708,0.13254104870588,-0.337096916672628,0.182463994254423,0.858,0.088,0.719,0.954545454545455,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.317454389905346,0.678150996819011,1.15580862863333,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.122683538790897,0.3258,"NONE"
+"439","17F","F","300",7,2,-0.2,3,-0.3,-1.15326882882224,-0.670888373937462,-0.321931815688264,-0.00207206144209274,-0.076093321102603,0.11086677578503,0.108127889564522,-0.288023984649067,0.13583734244386,0.791,0.116,0.752,0.974137931034483,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.322102422615012,0.683300130997346,1.14494369368069,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.123906678897397,0.455,"NONE"
+"440","17F","F","50",7,2,-0.2,3,-0.3,-1.16212941213643,-0.681244785621496,-0.316384903852968,0.00416678054115524,-0.0705444613868769,0.277986769963087,0.267776160589858,-0.595385736142999,0.454296813369245,0.909,0.071,0.588,0.873239436619718,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.322754554679286,0.667493195320986,1.17097170551878,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.129455538613123,0.1171,"NONE"
+"441","17G","G","100",7,2,-0.4,3,-0.3,-1.15232631582112,-0.675906093837267,-0.32950239898439,0.00738402294902688,-0.269776205468707,0.188124106327421,0.18720100253266,-0.636690170432722,0.0971377594953073,0.891,0.303,0.922,0.996699669966997,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.326364143012142,0.676162041828129,1.16085824567528,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.130223794531293,0.5666,"NONE"
+"442","17G","G","200",7,2,-0.4,3,-0.3,-1.15822998616806,-0.681005442393332,-0.315944055680801,-0.00973378335420537,-0.278617259820455,0.135206469926918,0.133071354499854,-0.539437114640169,-0.0177974050007415,0.841,0.557,0.982,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.312053185408498,0.674270831160046,1.15755300687533,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.121382740179545,0.8538,"NONE"
+"443","17G","G","300",7,2,-0.4,3,-0.3,-1.14656296904513,-0.674489928292437,-0.316182950229646,-0.000394889382065287,-0.271383419038991,0.11048191632701,0.108345136748804,-0.483739887066646,-0.059026951011336,0.768,0.705,0.997,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.325331814270941,0.671178899407503,1.15852186815839,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.128616580961009,0.9584,"NONE"
+"444","17G","G","50",7,2,-0.4,3,-0.3,-1.14747727469894,-0.665853561019866,-0.315820093874882,-0.021918889477292,-0.274520731822288,0.264070453635288,0.265324025076238,-0.794555820971715,0.245514357327138,0.926,0.18,0.85,0.994444444444444,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.312018705739808,0.674572564929482,1.16700668256027,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.125479268177712,0.3236,"NONE"
+"445","18A","A","100",7,4,0,3,-0.3,NA,NA,NA,NA,-0.130209516631566,0.160973096776374,0.158164343397312,-0.440211629690297,0.179792596427166,0.866,0.134,NA,NA,-2.19403014092006,-1.15427462125961,-0.153465486602147,-1.68753853561188,-0.672859822021035,0.330707099274322,-1.32469157224674,-0.331109510781908,0.680801779058696,-1.00318078697557,-0.00265538614531983,1.00747262194343,NA,NA,NA,-0.685873682033118,0.303198826012779,1.32759435910337,-0.333403353865286,0.676849500006318,1.69669418886979,0.147882939860405,1.16389173229941,2.1794340743095,0.130209516631566,0.05,"NONE"
+"446","18A","A","200",7,4,0,3,-0.3,NA,NA,NA,NA,-0.121225745356261,0.112133770292218,0.111455270672426,-0.339678075874215,0.0972265851616934,0.806,0.194,NA,NA,-2.14839184960352,-1.14003444209587,-0.14960570808135,-1.66791964879652,-0.666621092437521,0.33402898008449,-1.30981627002423,-0.31250405965993,0.678663236038518,-0.987694344795555,0.00402540656931781,1.00464755722773,NA,NA,NA,-0.678961278716324,0.320658416901291,1.32348885761238,-0.327616421130687,0.673544155038887,1.67306991708948,0.152652255113507,1.15518623195314,2.17453833688133,0.121225745356261,0.05,"NONE"
+"447","18A","A","300",7,4,0,3,-0.3,NA,NA,NA,NA,-0.123304801630337,0.0939862531556276,0.0910506295176746,-0.301764035484979,0.0551544322243055,0.708,0.292,NA,NA,-2.14141183449161,-1.15445168962691,-0.155442809915022,-1.65955211715049,-0.672594053519433,0.329640314866506,-1.31464064176725,-0.312127911361207,0.680543163751575,-0.990341589395291,0.000717839549935038,0.999780181103085,NA,NA,NA,-0.67076946106514,0.321554835701943,1.31579013074027,-0.327555149951977,0.680235281049453,1.67367858812524,0.15442504164358,1.15854785842619,2.15630663368791,0.123304801630337,0.05,"NONE"
+"448","18A","A","50",7,4,0,3,-0.3,NA,NA,NA,NA,0.120543485951596,0.223136087507128,0.224377984691217,-0.31923736404319,0.560324335946381,0.914,0.086,NA,NA,-2.25332320905222,-1.17151214170219,-0.156777255112479,-1.7264243678054,-0.682596789344158,0.317302767063007,-1.3638964917284,-0.345177724542478,0.685128450203624,-1.02243125211634,-0.00587113326167526,1.02288618083253,NA,NA,NA,-0.707764002754841,0.333899597384129,1.34460070370913,-0.342369768498035,0.655492463823188,1.71012222028455,0.150621163066814,1.16578294775955,NA,-0.120543485951596,0.05,"NONE"
+"449","18B","B","100",7,4,0.2,3,0.3,NA,NA,NA,NA,0.0681178731789552,0.154638626084396,0.158108374847025,-0.241774541521213,0.378010287879124,0.866,0.062,0.68,0.887096774193548,-2.18819079005135,-1.15793836052009,-0.150447020219152,-1.69180380113605,-0.68138795535759,0.315884791122549,-1.32974538256395,-0.331101050958207,0.682535688208223,-1.00230533917292,0.0040536510330308,0.99176979245047,NA,NA,NA,-0.674916518069967,0.334908428211578,1.32997595711768,-0.334548010884418,0.670645008132802,1.6934921230115,0.150858146094276,1.15221339977052,2.17757456290543,0.131882126821045,0.245,"NONE"
+"450","18B","B","200",7,4,0.2,3,0.3,NA,NA,NA,NA,0.0663245418887164,0.111177574541208,0.111678502511393,-0.152565323033615,0.285214406811047,0.772,0.085,0.726,0.952941176470588,-2.15181282343142,-1.16325968982023,-0.158467064184415,-1.67582576374974,-0.675450776799015,0.32632519488894,-1.32120484366931,-0.318865921207094,0.673689176468968,-0.998514295437113,0.000930775857441378,1.00015423481345,NA,NA,NA,-0.679782274261337,0.317859350707198,1.32572613811122,-0.342302402794941,0.664560737382106,1.67091465573845,0.150660806078918,1.14710058090418,2.15563467022802,0.133675458111284,0.4321,"NONE"
+"451","18B","B","300",7,4,0.2,3,0.3,NA,NA,NA,NA,0.0681048525852255,0.090001791565258,0.0910486500324813,-0.110350501478438,0.246560206648889,0.705,0.121,0.773,0.966942148760331,-2.15323394946266,-1.14787466585557,-0.152769309360709,-1.66527575730745,-0.677414269706236,0.318561692618978,-1.3200315717799,-0.318738743255874,0.676337981970699,-1.00072734723526,-0.00312606902193596,0.99988016564765,NA,NA,NA,-0.677861398550197,0.313901165497806,1.32013162080013,-0.323836059411864,0.669530460018038,1.66692523626252,0.151630675302697,1.14328872389539,2.14728559876463,0.131895147414775,0.5907,"NONE"
+"452","18B","B","50",7,4,0.2,3,0.3,NA,NA,NA,NA,0.0915072053440855,0.23065782339463,0.22489092169752,-0.349279001183053,0.532293411871224,0.915,0.085,0.657,0.870588235294118,-2.23211262183449,-1.16121743453574,-0.148998833158182,-1.70427833228178,-0.682871018940672,0.346033766155898,-1.35372151876702,-0.307757851431602,0.67977576422684,-0.997490886878072,0.00317116433259255,1.00677869275091,NA,NA,NA,-0.673864625552711,0.325160331518002,1.35886246227352,-0.326435584804578,0.679207678383449,1.70588073882358,0.164168932549786,1.15932197238727,NA,0.108492794655915,0.1448,"NONE"
+"453","18C","C","100",7,4,0.2,3,-0.3,NA,NA,NA,NA,0.327317897540571,0.160855057978009,0.158199759611791,0.0172463687014605,0.637389426379682,0.863,0.535,0.981,1,-2.20045268849031,-1.14904858035917,-0.153433818649268,-1.70089274806358,-0.676329032494175,0.322420290438472,-1.3201257883031,-0.328690212090081,0.665694151944728,-0.994283493367144,0.00435086670741167,1.00306267535906,NA,NA,NA,-0.678421030948533,0.323586742819226,1.32601282850647,-0.321342388256238,0.66691217545318,1.68527899100976,0.157150434632269,1.15219018189614,2.18483962096172,-0.127317897540571,0.245,"NONE"
+"454","18C","C","200",7,4,0.2,3,-0.3,NA,NA,NA,NA,0.326703289313984,0.115245697223799,0.111648265273935,0.10787268937707,0.545533889250897,0.774,0.832,0.996,1,-2.15715769594919,-1.15340228751059,-0.152324505024664,-1.66496699682722,-0.670214639591192,0.328768205526988,-1.3069166920967,-0.319154456925073,0.683466778231225,-0.990242540421538,-0.000139477702998309,1.00089712544459,NA,NA,NA,-0.669185925263609,0.327948434585501,1.33136696837173,-0.332712423873915,0.665443433598921,1.67651961891807,0.15867994893791,1.1462196400067,2.14900755880395,-0.126703289313984,0.4321,"NONE"
+"455","18C","C","300",7,4,0.2,3,-0.3,NA,NA,NA,NA,0.326039001304806,0.093787967316028,0.0910456132076557,0.147589599417801,0.504488403191812,0.716,0.935,1,1,-2.15152578058398,-1.14875564274428,-0.152556020449165,-1.68151882602486,-0.668329103441332,0.327826682003131,-1.3144501883196,-0.317646149040723,0.683055927889001,-0.991894178921617,0.00420938559984173,0.994088995638174,NA,NA,NA,-0.672842941631852,0.320648431467749,1.31541582193925,-0.32788238212041,0.673728792485503,1.67251161670526,0.149798418391402,1.15135602078917,2.13895706647733,-0.126039001304806,0.5907,"NONE"
+"456","18C","C","50",7,4,0.4,3,-0.3,NA,NA,NA,NA,0.333065211131783,0.224216688891402,0.223770920941781,-0.105525793914108,0.771656216177674,0.912,0.321,0.927,1,-2.29897789423451,-1.16483869693908,-0.139874392938258,-1.71962639699176,-0.66977321965909,0.344952934484967,-1.3294737103395,-0.321823367294691,0.695583350243831,-1.01377291730666,0.0146024786765466,1.01415169287761,NA,NA,NA,-0.686761062206562,0.344793171089255,1.32189483371705,-0.323366603418865,0.69558077777962,1.6991710410893,0.1795742792499,1.16709646713832,NA,0.0669347888682171,0.1448,"NONE"
+"457","18D","D","100",7,4,0.4,3,0.3,NA,NA,NA,NA,0.274136299496887,0.152898826896498,0.158464864791432,-0.0364548354943197,0.584727434488094,0.877,0.398,0.972,1,-2.18006797047573,-1.15543465977699,-0.156026585711813,-1.67522745499075,-0.666770117581967,0.326704347334999,-1.31847886678527,-0.316290378924842,0.688387217594483,-0.995259875719328,0.0139408141974926,0.989351467468389,NA,NA,NA,-0.682053738441612,0.319656253182993,1.32701463754292,-0.327278105006005,0.682253902385777,1.68768698838968,0.162152892740799,1.13833998510114,2.16700580746528,0.125863700503113,0.7136,"NONE"
+"458","18D","D","200",7,4,0.4,3,0.3,NA,NA,NA,NA,0.270713460342094,0.114618611588454,0.111530209348427,0.0521142500191779,0.489312670665011,0.781,0.683,0.992,1,-2.16470241226784,-1.14444948367729,-0.156383685907216,-1.67439854050481,-0.67368992969902,0.334374692647067,-1.30938846080803,-0.322430494640972,0.676732493428447,-0.995605259999925,0.00354579862875822,1.00445493515419,NA,NA,NA,-0.675800467269016,0.317208318096091,1.32197633726077,-0.319862785192671,0.663246758471529,1.67115206861541,0.159638061836475,1.1493639359314,2.17302240139545,0.129286539657906,0.9471,"NONE"
+"459","18D","D","300",7,4,0.4,3,0.3,NA,NA,NA,NA,0.266634519609454,0.0893679565035757,0.0909874974690973,0.0882990245700227,0.444970014648884,0.705,0.837,0.999,1,-2.16090007756319,-1.1515801479816,-0.155447260142824,-1.6704872985451,-0.666397461665311,0.317563072684315,-1.32529388259463,-0.325633242188857,0.677943186734668,-1.00085793464969,-0.00187544956782639,1.0014796329453,NA,NA,NA,-0.678836088962614,0.317509776102471,1.31916411110142,-0.329160021588963,0.667825660735306,1.66352177388856,0.152740721289854,1.14328640107909,2.14554369611029,0.133365480390547,0.9919,"NONE"
+"460","18D","D","50",7,4,-0.2,3,0.3,NA,NA,NA,NA,0.273017835525085,0.224221589523759,0.223131994174923,-0.164320873057764,0.710356544107934,0.907,0.247,0.885,0.991902834008097,-2.26333551313117,-1.16339526223619,-0.145497542569714,-1.7188906743841,-0.679446287738397,0.347077087268764,-1.36059930541757,-0.337274169653406,0.68828410487696,-0.991821279011148,-0.0151111033871881,1.0200519024102,NA,NA,NA,-0.684731478259477,0.314699800028676,1.34072570136753,-0.328067459236685,0.683012852669303,1.70058638922015,0.166521131825033,1.17986587700648,NA,-0.473017835525085,0.4328,"NONE"
+"461","18E","E","100",7,4,0.4,3,-0.3,NA,NA,NA,NA,0.533098292595976,0.158794434036403,0.158604352759012,0.222233761188313,0.84396282400364,0.875,0.929,0.999,1,-2.19272020175407,-1.17932669321867,-0.149815250977918,-1.68577951907878,-0.672541636315863,0.329419617451078,-1.32501702073442,-0.333196626612479,0.672114945689416,-0.999390986472626,-0.0100048707321986,1.01325654081736,NA,NA,NA,-0.677816554910701,0.32241347948316,1.32867959898996,-0.33408716164905,0.68539011321577,1.68360305930781,0.15073241505622,1.16201927593013,2.15284858385698,-0.133098292595976,0.7136,"NONE"
+"462","18E","E","200",7,4,0.4,3,-0.3,NA,NA,NA,NA,0.520599557642239,0.118409086009586,0.112463740273761,0.300170626705668,0.74102848857881,0.794,0.995,1,1,-2.1674108726667,-1.16804945393233,-0.153215455209554,-1.68558419759635,-0.670684878080738,0.322817706445287,-1.3288840415669,-0.320562218124114,0.667859210587576,-1.00271693823055,-0.000892975371972955,1.00148952901404,NA,NA,NA,-0.69006073377066,0.314251175738109,1.30293152962045,-0.330538911319361,0.67536255537064,1.66710363226874,0.15639767171301,1.14955145593365,2.15455877092475,-0.120599557642239,0.9471,"NONE"
+"463","18E","E","300",7,4,0.4,3,-0.3,NA,NA,NA,NA,0.527342246594906,0.0955523385436809,0.0913369554349408,0.348321813942422,0.70636267924739,0.704,1,1,1,-2.1435864726031,-1.14620571991691,-0.14739292591312,-1.66166538273889,-0.669818085977938,0.326552845520104,-1.32465787771177,-0.324117327344342,0.680523980233027,-0.994528340821023,0.00196719141313783,1.00183359312296,NA,NA,NA,-0.67036782026759,0.325219209052816,1.3101225894474,-0.327882090952292,0.67379437513752,1.65939572851399,0.149840035214945,1.14512593137936,2.14387848275014,-0.127342246594906,0.9919,"NONE"
+"464","18E","E","50",7,4,-0.4,3,-0.3,NA,NA,NA,NA,0.529227574528127,0.234051761823701,0.225498757419462,0.0872500099859817,0.971205139070272,0.908,0.656,0.991,1,-2.31410244969146,-1.20333719995889,-0.16160483916806,-1.72266424790719,-0.675055711288934,0.329317475079971,-1.36037955140927,-0.33752284860257,0.707725693897974,-1.0388983403709,-0.0147305402117517,1.01898020517774,NA,NA,NA,-0.696473532348834,0.322154779317655,1.3450998542052,-0.343324921777604,0.673462885565523,1.69681155713605,0.156906669900945,1.1694592200007,2.18810186474306,-0.929227574528127,0.4328,"NONE"
+"465","18F","F","100",7,4,-0.2,3,-0.3,NA,NA,NA,NA,-0.0685187002232168,0.160884357879252,0.157701461115274,-0.377613564009154,0.24057616356272,0.864,0.071,0.657,0.901408450704225,-2.19620177271125,-1.15207329247616,-0.159369132678855,-1.66472722508562,-0.678791641734618,0.338467575553186,-1.33120802136227,-0.331346896870738,0.676022290481045,-1.00274622847839,0.00192457409738794,0.997200539249495,NA,NA,NA,-0.673063482099372,0.314646437008703,1.3254288527606,-0.33658697862378,0.677849688474456,1.68264766985941,0.154860440261324,1.15725180672378,2.19347512799889,-0.131481299776783,0.245,"NONE"
+"466","18F","F","200",7,4,-0.2,3,-0.3,NA,NA,NA,NA,-0.0761299299265392,0.111269594780008,0.111412852236852,-0.294499120310769,0.142239260457691,0.797,0.11,0.747,0.963636363636364,-2.16163567843574,-1.16082256392791,-0.158100481399905,-1.68178432905972,-0.668233369339633,0.326116624879539,-1.31997393075073,-0.330978803480886,0.675099611067739,-0.995926606139719,-0.00393612818660952,0.993958891959527,NA,NA,NA,-0.6795108540908,0.315959282401909,1.30749124001712,-0.332105644120633,0.675769846694872,1.66948721565666,0.152908519178573,1.14432528917903,2.1479889464093,-0.123870070073461,0.4321,"NONE"
+"467","18F","F","300",7,4,-0.2,3,-0.3,NA,NA,NA,NA,-0.0691397405611227,0.0903655754523545,0.0906936043889205,-0.246899205163407,0.108619724041162,0.71,0.117,0.787,0.965811965811966,-2.15455026548347,-1.14382584095227,-0.154876913478211,-1.6679449170395,-0.660628518963914,0.325877625799829,-1.31286812782612,-0.306708311756932,0.680429772728202,-0.986406212684534,0.00324854609583252,1.0058226609992,NA,NA,NA,-0.673175802037128,0.322306345707467,1.31678987156013,-0.330890971041778,0.66862171769255,1.66741486194932,0.153354221567628,1.15102588397373,2.15319367226839,-0.130860259438877,0.5907,"NONE"
+"468","18F","F","50",7,4,-0.2,3,-0.3,NA,NA,NA,NA,-0.0856140748597078,0.22624366301467,0.224031324225441,-0.524715470341573,0.353487320622157,0.916,0.076,0.647,0.842105263157895,-2.28389671954271,-1.17997166271339,-0.163659287760461,-1.72051203744535,-0.6704083843826,0.317800289740387,-1.35425833750783,-0.327838900597372,0.660403263493138,-1.02399592082923,-0.0215488187660985,1.00240125378315,NA,NA,NA,-0.707931082256086,0.328314753999999,1.34127876736528,-0.351461992125013,0.670880920411265,1.71346176417433,0.140714731119722,1.1613757530166,NA,-0.114385925140292,0.1448,"NONE"
+"469","18G","G","100",7,4,-0.4,3,-0.3,NA,NA,NA,NA,-0.271734597931296,0.166232379899279,0.157802109949267,-0.58102673343186,0.0375575375692679,0.847,0.408,0.943,1,-2.1888513698087,-1.163075899349,-0.162548522394881,-1.68232211915867,-0.680805571635557,0.330307776470358,-1.32653198637172,-0.318830113895987,0.678190666218727,-0.992060982500043,-0.00408684568691096,1.02424257644557,NA,NA,NA,-0.675696864675073,0.311586974189645,1.32524366068619,-0.330925063510282,0.670553190034609,1.68428717361151,0.148297276211143,1.15608823251869,2.18791412914445,-0.128265402068704,0.7136,"NONE"
+"470","18G","G","200",7,4,-0.4,3,-0.3,NA,NA,NA,NA,-0.268587144017958,0.10972654970271,0.111576896600247,-0.487277861354442,-0.049896426681473,0.78,0.665,0.994,1,-2.15583368101134,-1.14163288439535,-0.154769169064026,-1.67333981856064,-0.663431243839602,0.326235504877378,-1.31685873456221,-0.312773379687144,0.68758955068256,-0.996716554135712,0.00117476169897228,0.999054001248337,NA,NA,NA,-0.675265722377033,0.323071169284963,1.32347110178358,-0.327448488127967,0.674181579406878,1.67061218302733,0.156390544561619,1.14765451963535,2.16261618741449,-0.131412855982042,0.9471,"NONE"
+"471","18G","G","300",7,4,-0.4,3,-0.3,NA,NA,NA,NA,-0.270655790022699,0.0929250891834059,0.091001028614029,-0.449017806106196,-0.0922937739392019,0.705,0.84,0.998,1,-2.14520014994945,-1.14035909893841,-0.141931094658482,-1.67073500330263,-0.670018197381939,0.335721924932811,-1.31317722567434,-0.317187061238156,0.677869295247335,-0.992631455545936,-0.00344342199625786,0.994751635532145,NA,NA,NA,-0.68636092464906,0.320182464121447,1.31658145458385,-0.327657478721183,0.665783971312661,1.67446849236784,0.153628176921579,1.15268122495811,2.15309938828125,-0.129344209977301,0.9919,"NONE"
+"472","18G","G","50",7,4,-0.4,3,-0.3,NA,NA,NA,NA,-0.278428469714853,0.218531160185852,0.223957797156972,-0.717385752142519,0.160528812712812,0.924,0.23,0.903,0.991304347826087,-2.23838573691803,-1.16921549957635,-0.159410350586684,-1.71191522268723,-0.67794400132464,0.327923399742541,-1.3467139272782,-0.331259333833185,0.654264312539387,-1.02224320645652,-0.000788030018524285,0.989018736775116,NA,NA,NA,-0.70086565288496,0.329976464518641,1.34324850151988,-0.333840350939112,0.673296926736263,1.71998058517797,0.146136683300358,1.17437640806427,NA,-0.121571530285147,0.4328,"NONE"
+"473","19A","A","100",7,2,0,3,-0.5,-1.14212363699629,-0.65018373775707,-0.318956040814557,0.0139949756435615,-0.202206844285928,0.18793650941,0.186966035256932,-0.568660273389515,0.16424658481766,0.8,0.2,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.325522643190755,0.668832187745633,1.15707945794344,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.202206844285928,0.05,"NONE"
+"474","19A","A","200",7,2,0,3,-0.5,-1.14276388716266,-0.673553852600361,-0.307760768362792,0.00261336349291742,-0.207916360106139,0.133371591811643,0.132545662500066,-0.467705858606268,0.0518731383939896,0.652,0.348,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.311621594400556,0.664956054601535,1.15826960669818,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.207916360106139,0.05,"NONE"
+"475","19A","A","300",7,2,0,3,-0.5,-1.15584091848226,-0.666393088929977,-0.324790817548275,9.10571566150911e-05,-0.212553003368587,0.104954707950083,0.107904271916746,-0.42404537632541,-0.00106063041176469,0.482,0.518,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.323813054295342,0.666627904819871,1.14729019081041,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.212553003368587,0.05,"NONE"
+"476","19A","A","50",7,2,0,3,-0.5,-1.14879095289779,-0.676801041135972,-0.308099799339124,-0.0013594270532029,0.240991364387582,0.273062569380506,0.265388944601163,-0.279170967030698,0.761153695805862,0.845,0.155,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.331762486622085,0.680003828804559,1.17889003717124,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.240991364387582,0.05,"NONE"
+"477","19B","B","100",7,2,0.2,3,0.5,-1.15163825447628,-0.664090087797106,-0.316108310073421,0.0105983696395093,-0.00691870668664524,0.188566466127199,0.186745352964483,-0.372939598497032,0.359102185123742,0.785,0.049,0.486,0.408163265306122,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.324724464146754,0.676601299195371,1.16148966133419,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.206918706686645,0.187,"NONE"
+"478","19B","B","200",7,2,0.2,3,0.5,-1.14447171320097,-0.669037481933754,-0.320685723685467,0.00241082365457195,-0.0101828755978015,0.131778384277794,0.132343514719137,-0.269576164447311,0.249210413251708,0.642,0.056,0.455,0.446428571428571,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.32039861273344,0.682431053078439,1.15539934512126,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.210182875597802,0.3258,"NONE"
+"479","19B","B","300",7,2,0.2,3,0.5,-1.13728856188487,-0.667226049895837,-0.309398859596211,-0.00183761062291255,-0.00659208164298244,0.111201873527498,0.107874632400048,-0.218026361147077,0.204842197861112,0.508,0.063,0.473,0.476190476190476,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.31881737307195,0.666252246284441,1.15566792718358,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.206592081642982,0.455,"NONE"
+"480","19B","B","50",7,2,0.2,3,0.5,-1.16221304506417,-0.686205747339457,-0.331432992361915,0.00907165997920578,-0.0193308071885152,0.256729029401374,0.264218501191198,-0.537199069523262,0.498537455146232,0.878,0.053,0.463,0.39622641509434,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.330378068810652,0.662309440717656,1.15274354505843,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.219330807188515,0.1171,"NONE"
+"481","19C","C","100",7,2,0.2,3,-0.5,-1.15859807850576,-0.670246217017784,-0.3247922715533,0.0076749512993295,0.417130756759761,0.191850053901003,0.187468726207406,0.0496920533932443,0.784569460126277,0.785,0.605,0.98,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.316602539901742,0.670862795945666,1.15971627228196,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.217130756759761,0.187,"NONE"
+"482","19C","C","200",7,2,0.2,3,-0.5,-1.14129970794289,-0.672687692520029,-0.32033157175598,0.00098258531852648,0.414194413369361,0.135398305351291,0.13294718602363,0.153617928763047,0.674770897975675,0.636,0.863,0.999,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.318222933338638,0.672677867338939,1.15861748152691,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.214194413369361,0.3258,"NONE"
+"483","19C","C","300",7,2,0.2,3,-0.5,-1.14885822388398,-0.66917244868029,-0.325557665509367,-0.00146003976293594,0.414383658751498,0.109024892822928,0.108527809620858,0.201669151894616,0.627098165608381,0.501,0.968,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.32584467277743,0.664417405826455,1.15516706817113,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.214383658751498,0.455,"NONE"
+"484","19C","C","50",7,2,0.4,3,-0.5,-1.15346497783453,-0.665908386834049,-0.312782118994261,-0.00710330229821446,0.417320101673627,0.262286838136446,0.266841093440997,-0.105688441470727,0.940328644817981,0.875,0.346,0.941,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.331862976553434,0.665904123701505,1.16331107190996,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0173201016736272,0.1171,"NONE"
+"485","19D","D","100",7,2,0.4,3,0.5,-1.14796198966747,-0.651361359143999,-0.311311274033928,-0.00150211493748385,0.182655872131788,0.180134918726394,0.187353109070405,-0.184556221646205,0.549867965909782,0.798,0.146,0.829,0.993150684931507,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.320339891095866,0.662236393573269,1.15127172004052,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.217344127868212,0.5666,"NONE"
+"486","19D","D","200",7,2,0.4,3,0.5,-1.15972000752429,-0.670642536172936,-0.31613954895241,-0.00410412819521392,0.181271080220745,0.132286279923286,0.132451580811725,-0.0783340181702358,0.440876178611726,0.63,0.279,0.914,0.996415770609319,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.32980449358993,0.670554263938792,1.13892490551243,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.218728919779255,0.8538,"NONE"
+"487","19D","D","300",7,2,0.4,3,0.5,-1.157464406951,-0.671606788061901,-0.318140720128574,0.00227567870778919,0.182323688225569,0.112517435523392,0.108158624549824,-0.0296672158920862,0.394314592343225,0.474,0.382,0.955,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.323094655395545,0.65958651094653,1.14328926463839,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.217676311774431,0.9584,"NONE"
+"488","19D","D","50",7,2,-0.2,3,0.5,-1.14747416222759,-0.682324927710744,-0.31115735797584,-0.00425841507605146,0.189156069282049,0.26706346397712,0.265496310596656,-0.331216699487398,0.709528838051495,0.861,0.11,0.755,0.936363636363636,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.303503872065734,0.67740081694664,1.15735388374073,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.389156069282049,0.3236,"NONE"
+"489","19E","E","100",7,2,0.4,3,-0.5,-1.15955021860645,-0.667882559243748,-0.326272730755408,-0.0132170835967392,0.605589040486782,0.185832842016118,0.189317032105918,0.234527657559182,0.976650423414382,0.812,0.894,0.998,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.318854457459241,0.663688517860309,1.15731723386677,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.205589040486782,0.5666,"NONE"
+"490","19E","E","200",7,2,0.4,3,-0.5,-1.15513011478193,-0.664690770825472,-0.317385049361435,0.00459129116221944,0.608219115594934,0.129709882745569,0.133852600278238,0.345868019049588,0.870570212140279,0.655,0.999,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.324743334622017,0.667232645710698,1.1427555164688,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.208219115594934,0.8538,"NONE"
+"491","19E","E","300",7,2,0.4,3,-0.5,-1.15151176659246,-0.671092669324283,-0.323873875533465,-0.00514460435528474,0.605479741957354,0.109298494065857,0.109229888530831,0.391389160436926,0.819570323477781,0.529,1,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.317144047313437,0.668810971098265,1.14567960061607,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.205479741957354,0.9584,"NONE"
+"492","19E","E","50",7,2,-0.4,3,-0.5,-1.13842694431678,-0.671636929359698,-0.304517636303111,0.0051565749677869,0.635669178232626,0.271588180744376,0.268138227927598,0.110118251494535,1.16122010497072,0.857,0.665,0.987,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.338207649382928,0.680135752126069,1.16380591888028,NA,NA,NA,NA,NA,NA,NA,NA,NA,-1.03566917823263,0.3236,"NONE"
+"493","19F","F","100",7,2,-0.2,3,-0.5,-1.14038593361795,-0.667874256524546,-0.308843828227889,0.00452390205814625,0.0164015497594729,0.184275926682894,0.186774986937678,-0.349677424638377,0.382480524157323,0.789,0.05,0.482,0.28,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.322090216216169,0.676396593131566,1.15722556420601,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.216401549759473,0.187,"NONE"
+"494","19F","F","200",7,2,-0.2,3,-0.5,-1.15281653544677,-0.679204061859386,-0.319832335710513,0.00407800496942831,0.0147249235083299,0.136255575402982,0.132186993529552,-0.244361583809593,0.273811430826253,0.637,0.068,0.474,0.367647058823529,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.324197116220197,0.675586192502096,1.14690818272135,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.21472492350833,0.3258,"NONE"
+"495","19F","F","300",7,2,-0.2,3,-0.5,-1.14960241570769,-0.678072913150698,-0.314650850100882,-0.00199955288310252,0.012096796649689,0.110607230764498,0.107892953293293,-0.199373391805166,0.223566985104544,0.505,0.073,0.46,0.383561643835616,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.31400745269666,0.665324375640455,1.14907362840757,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.212096796649689,0.455,"NONE"
+"496","19F","F","50",7,2,-0.2,3,-0.5,-1.14964691694451,-0.671828371890949,-0.321017128289436,0.00066936959116105,0.0187706120268499,0.274779272770398,0.263382839687844,-0.497459753761325,0.535000977815025,0.854,0.063,0.483,0.428571428571429,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.309722912838072,0.673132985111035,1.18495977818326,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.21877061202685,0.1171,"NONE"
+"497","19G","G","100",7,2,-0.4,3,-0.5,-1.15146558731081,-0.678462188356856,-0.337059137068189,-0.0009208089694432,-0.193215468927916,0.197813866361803,0.187216270913709,-0.560159359918786,0.173728422062953,0.788,0.195,0.84,0.98974358974359,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.316706013633518,0.652586031438409,1.15666692744765,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.206784531072084,0.5666,"NONE"
+"498","19G","G","200",7,2,-0.4,3,-0.5,-1.14211264166909,-0.673498268118998,-0.32418592207103,0.00632850690270403,-0.182945030492249,0.127001776007015,0.132523578232125,-0.442691243827215,0.0768011828427163,0.631,0.271,0.924,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.318319998990664,0.670808648107541,1.15556766621972,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.217054969507751,0.8538,"NONE"
+"499","19G","G","300",7,2,-0.4,3,-0.5,-1.15484350171588,-0.674622496529667,-0.325379165563379,-0.000218048640212692,-0.187460688412403,0.10815228549614,0.108199539749139,-0.399531786320715,0.0246104094959087,0.513,0.421,0.964,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.321864981555933,0.672426119423911,1.14706505398511,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.212539311587597,0.9584,"NONE"
+"500","19G","G","50",7,2,-0.4,3,-0.5,-1.13465278845302,-0.693312937540595,-0.317830866176495,0.0170892692069208,-0.177364574013604,0.275467920937574,0.264622378864377,-0.696024436587782,0.341295288560575,0.864,0.128,0.759,0.9375,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.325042992377542,0.675456643696411,1.16356349091888,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.222635425986397,0.3236,"NONE"
+"501","20A","A","100",7,4,0,3,-0.5,NA,NA,NA,NA,0.215258120761072,0.162570980340412,0.156881417815726,-0.0922294581577509,0.522745699679896,0.708,0.292,NA,NA,-2.17150663584384,-1.14352612721585,-0.145435854081871,-1.67110696793533,-0.660657318914473,0.32675323056651,-1.3129918636966,-0.306231029793768,0.686987652429645,-0.99322672359554,-0.000287028394845576,0.998486447597614,NA,NA,NA,-0.656320926747552,0.327678242009103,1.33663261105702,-0.30964757271792,0.67505059255015,1.65879156120683,0.164805637924791,1.13004049489595,2.16710983870708,-0.215258120761072,0.05,"NONE"
+"502","20A","A","200",7,4,0,3,-0.5,NA,NA,NA,NA,-0.214881949494302,0.110819470360721,0.111008064660152,-0.4324577562282,0.00269385723959695,0.49,0.51,NA,NA,-2.15220673297217,-1.13528725301793,-0.161805658217627,-1.66716709884927,-0.661311297833411,0.31504983240534,-1.30269632537511,-0.313269064335273,0.672545956498468,-0.988755270645322,0.00245110466268327,0.988228185314672,NA,NA,NA,-0.683138263541441,0.3235985156923,1.30268730370467,-0.324080765832539,0.666904466827852,1.65057361162031,0.162334584269703,1.14071405226702,2.16180652125823,0.214881949494302,0.05,"NONE"
+"503","20A","A","300",7,4,0,3,-0.5,NA,NA,NA,NA,-0.21078004032044,0.0888350906221537,0.0905714534059309,-0.388300088996065,-0.033259991644816,0.364,0.636,NA,NA,-2.13574624368146,-1.14613667610242,-0.158061909436768,-1.64354576687391,-0.658665211135638,0.328752841039311,-1.32121857830503,-0.329361618884474,0.651875307302465,-0.986032462147908,-0.0020036074702347,0.990560414059218,NA,NA,NA,-0.677197993977606,0.322995839155007,1.30913858305074,-0.319250672343048,0.668040053941203,1.65213059616443,0.153424687743844,1.13219115401293,2.14506443895846,0.21078004032044,0.05,"NONE"
+"504","20A","A","50",7,4,0,3,-0.5,NA,NA,NA,NA,0.220958913386218,0.229959789090618,0.222863645313813,-0.215853831428856,0.657771658201292,0.803,0.197,NA,NA,-2.27002230263431,-1.15157024353442,-0.15549323627999,-1.69522357489461,-0.675212559478331,0.330713338603121,-1.32277120922395,-0.327354197437184,0.681243257072748,-0.991744209330527,-0.000723249543036226,0.977704918857155,NA,NA,NA,-0.676981737602908,0.309191202318984,1.31175570093402,-0.323542916350562,0.685392999494969,1.68529260477259,0.165592741842412,1.15584872454831,2.18018344714977,-0.220958913386218,0.05,"NONE"
+"505","20B","B","100",7,4,0.2,3,0.5,NA,NA,NA,NA,-0.00707125818821458,0.156854669310136,0.157173574441141,-0.315131464092851,0.300988947716422,0.739,0.055,0.467,0.509090909090909,-2.16614080199779,-1.16440180939939,-0.152629810963296,-1.65757726405737,-0.649048801105641,0.329745295964913,-1.30889367980667,-0.320471335541675,0.676687313124012,-0.993611109126737,-0.00111169900264395,0.998354204835714,NA,NA,NA,-0.668125882865373,0.31395687372192,1.33041161550038,-0.321888263007565,0.685732783795111,1.67796998041634,0.160523650908007,1.14719769215499,2.16855247965255,0.207071258188215,0.245,"NONE"
+"506","20B","B","200",7,4,0.2,3,0.5,NA,NA,NA,NA,-0.0168344573313987,0.108786543668702,0.110680312910315,-0.233767870635616,0.200098955972819,0.499,0.048,0.425,0.375,-2.15688905684766,-1.14086585007704,-0.160231272053125,-1.65776973352792,-0.671443586555022,0.325262872785353,-1.30399375331407,-0.315158497875966,0.675805354461346,-0.992310476904886,-0.00319743645621851,0.976473518839713,NA,NA,NA,-0.671800145734099,0.311984876906908,1.30556977954939,-0.31987674876861,0.661343243889673,1.66210302135803,0.146563349746632,1.14419449376009,2.14293405044708,0.216834457331399,0.4321,"NONE"
+"507","20B","B","300",7,4,0.2,3,0.5,NA,NA,NA,NA,-0.0131140652679191,0.0900079536443027,0.0905156405521478,-0.190524720750129,0.16429659021429,0.352,0.049,0.447,0.326530612244898,-2.13612893499108,-1.14773174756157,-0.161213771720719,-1.65959200205173,-0.665546954240607,0.30922474640314,-1.30755758196979,-0.30711427320502,0.66821546387035,-0.988984234621723,0.00261675644432852,0.989057331357067,NA,NA,NA,-0.657297476805997,0.327565992350118,1.30547814093097,-0.322431918372391,0.662318812571447,1.65393734209252,0.166445197769706,1.1470098552531,2.1346953769393,0.213114065267919,0.5907,"NONE"
+"508","20B","B","50",7,4,0.2,3,0.5,NA,NA,NA,NA,-0.00913387574708909,0.225029496775306,0.222737933468342,-0.44570022534504,0.427432473850862,0.84,0.063,0.482,0.396825396825397,-2.22743752443372,-1.14363838885315,-0.143930419497867,-1.68591540604566,-0.67015327027783,0.34791163774315,-1.33739069799986,-0.305273262518663,0.664692004987936,-0.976237972985883,0.0174091559903361,1.00820193231196,NA,NA,NA,-0.674082251902802,0.329552763701889,1.33747258230395,-0.332458930929001,0.664213100996995,1.70339599450546,0.157422241665761,1.17028487813983,NA,0.209133875747089,0.1448,"NONE"
+"509","20C","C","100",7,4,0.2,3,-0.5,NA,NA,NA,NA,0.408554878927512,0.157567111509841,0.157057810158288,0.100721571017267,0.716388186837757,0.738,0.741,0.996,1,-2.16002369186756,-1.15514809758592,-0.159381310446046,-1.68867676689186,-0.671672134066575,0.31939016048106,-1.33021879587239,-0.316060102189503,0.674919647495343,-0.981295821591874,0.00736065117273052,0.996250244978106,NA,NA,NA,-0.674726921795773,0.322051041972559,1.28840924986884,-0.325495430736784,0.656172562296732,1.6499853044255,0.156528118820448,1.14669903737645,2.1434038946043,-0.208554878927512,0.245,"NONE"
+"510","20C","C","200",7,4,0.2,3,-0.5,NA,NA,NA,NA,0.416271967275528,0.114898095806483,0.111357527259676,0.198011213846563,0.634532720704493,0.512,0.963,1,1,-2.14748675672497,-1.13110738536128,-0.154744215670024,-1.67229426707146,-0.656804712867362,0.324445744049389,-1.30845709573177,-0.31251055880247,0.68633907879771,-0.993978921966421,0.00298525295548048,0.993842651059175,NA,NA,NA,-0.680527558676109,0.319187366417703,1.31789011047431,-0.318692173885474,0.670160433455101,1.66261476185038,0.154002215789293,1.15130347352091,2.14072088340734,-0.216271967275528,0.4321,"NONE"
+"511","20C","C","300",7,4,0.2,3,-0.5,NA,NA,NA,NA,0.405892599859776,0.0918769851614316,0.0905275108668065,0.228458678560836,0.583326521158717,0.377,0.991,1,1,-2.13986871916783,-1.13755744285966,-0.155736405247438,-1.65915899484695,-0.670737052608167,0.313132022150644,-1.3028492267177,-0.319816418237291,0.66508173813008,-0.992132256308786,0.00492235536749664,0.982910179689289,NA,NA,NA,-0.670612111756155,0.314081909020181,1.29712627345832,-0.319593219485235,0.665227356872262,1.64713458387877,0.157406321029757,1.14257028480178,2.11528302236537,-0.205892599859776,0.5907,"NONE"
+"512","20C","C","50",7,4,0.4,3,-0.5,NA,NA,NA,NA,0.40999013015389,0.226228504763102,0.224114427407658,-0.0292741475651194,0.8492544078729,0.845,0.448,0.966,1,-2.26436400786665,-1.17387207993898,-0.155823312506755,-1.69736722878279,-0.686431347507099,0.319427493976074,-1.33483834089207,-0.313363484867412,0.687760268268605,-0.99646888978822,0.017766646857282,0.992400959988861,NA,NA,NA,-0.694631053438736,0.296213398421981,1.33486534431269,-0.317634007298728,0.671284283580913,1.69966177625375,0.168943063655097,1.17867759317777,NA,-0.00999013015389033,0.1448,"NONE"
+"513","20D","D","100",7,4,0.4,3,0.5,NA,NA,NA,NA,0.189729043710113,0.158647326561061,0.157043086496462,-0.118075405822952,0.497533493243179,0.738,0.224,0.869,1,-2.17622587355921,-1.12974155317396,-0.155642278452639,-1.67306760975942,-0.67503257649432,0.331439929975859,-1.31552508557032,-0.296431580706172,0.678767090522963,-0.999879793769155,0.010842741205409,0.99779686646437,NA,NA,NA,-0.683958736255839,0.326988451859262,1.31099621309361,-0.311952562274705,0.665443919555397,1.66179403033546,0.161013092164849,1.16041031701846,2.15182925985255,0.210270956289887,0.7136,"NONE"
+"514","20D","D","200",7,4,0.4,3,0.5,NA,NA,NA,NA,0.181703188838178,0.107168175119472,0.110878594695468,-0.0356188567649398,0.399025234441295,0.488,0.363,0.961,1,-2.14122413598412,-1.14540110645086,-0.157558945037173,-1.65330678440688,-0.667432473997452,0.319106581474649,-1.2958285864718,-0.320037827825514,0.682261521616209,-0.983458561301725,0.00172933733503029,0.984149942422619,NA,NA,NA,-0.664142461497853,0.316923490667204,1.30724542145548,-0.333198856323122,0.653006352385935,1.64100152083049,0.160455502915441,1.14565387136879,2.14493468022285,0.218296811161822,0.9471,"NONE"
+"515","20D","D","300",7,4,0.4,3,0.5,NA,NA,NA,NA,0.184381629403234,0.0870450528424038,0.0906665372720321,0.00667521635005157,0.362088042456417,0.328,0.544,0.982,1,-2.14029113189338,-1.1357561066955,-0.151081124848734,-1.66248204061187,-0.657287220402195,0.326583569509534,-1.30607377864655,-0.321862386501073,0.674139775783857,-0.992431699930162,-0.000104410393904887,0.987203331016834,NA,NA,NA,-0.671068333928642,0.324426770105464,1.29946243304426,-0.31716371677015,0.661666195808514,1.65573306464118,0.157151481285114,1.13794149866441,2.1440946746064,0.215618370596766,0.9919,"NONE"
+"516","20D","D","50",7,4,-0.2,3,0.5,NA,NA,NA,NA,0.166335740667167,0.221496749053391,0.223501644706057,-0.271727482956706,0.604398964291039,0.803,0.12,0.764,0.975,-2.28577661629245,-1.17123870616043,-0.179783549874446,-1.705769055881,-0.675617084901471,0.31939465125835,-1.33446812635522,-0.305756421144133,0.681209171159073,-1.0226094944898,0.00381183000338876,0.994829089327255,NA,NA,NA,-0.704010286207355,0.302257842786175,1.32339639220235,-0.343608213631075,0.679509335295217,1.65676579014492,0.148164034309443,1.15985806871694,NA,-0.366335740667167,0.4328,"NONE"
+"517","20E","E","100",7,4,0.4,3,-0.5,NA,NA,NA,NA,0.606222009457001,0.165051044169685,0.158142384555071,0.296262935729062,0.916181083184939,0.736,0.971,1,1,-2.18197347445669,-1.14039480887759,-0.142315144611578,-1.67119050126687,-0.663851667027124,0.331339679215508,-1.31758093003299,-0.316224641494381,0.674304244556063,-0.997602328578232,0.00480614983240644,0.993597647569601,NA,NA,NA,-0.665119232877602,0.310220411059262,1.31925041082995,-0.311112504699982,0.681984421539278,1.68251272398874,0.152049025256613,1.15226180952977,2.15798875222149,-0.206222009457001,0.7136,"NONE"
+"518","20E","E","200",7,4,0.4,3,-0.5,NA,NA,NA,NA,0.603692560120473,0.11215340690412,0.11159236428951,0.384971526113033,0.822413594127913,0.554,1,1,1,-2.1455855930612,-1.14300300738556,-0.157087875222856,-1.66421794330017,-0.669849250169706,0.321608958970709,-1.30685066342496,-0.321635498471288,0.667155785948069,-0.99446724335979,0.00479597179784004,0.996968653790166,NA,NA,NA,-0.66919794216646,0.319893250793874,1.31510725114561,-0.320634498646926,0.678316563704056,1.6454510595958,0.150556544429409,1.14534917145407,2.13462089259441,-0.203692560120473,0.9471,"NONE"
+"519","20E","E","300",7,4,0.4,3,-0.5,NA,NA,NA,NA,0.605215215781609,0.0915624269293142,0.090921682472864,0.427008718134796,0.783421713428423,0.385,1,1,1,-2.1415293904795,-1.13662182762115,-0.156414313173129,-1.66445559419263,-0.660908281798625,0.322142329069226,-1.30077190409476,-0.313355824681344,0.658104393191111,-0.980915281802933,0.00692348721997262,0.99188772994178,NA,NA,NA,-0.666718265870623,0.31265295019651,1.30510971539368,-0.320377518705441,0.665937385051252,1.6548297983406,0.161534708766362,1.13701171951107,2.13430137145232,-0.205215215781609,0.9919,"NONE"
+"520","20E","E","50",7,4,-0.4,3,-0.5,NA,NA,NA,NA,0.614537120348292,0.228385639649792,0.225081083849903,0.173378196002482,1.0556960446941,0.839,0.782,0.994,1,-2.35278883472624,-1.19807340202276,-0.14959955519626,-1.71042360469853,-0.673791702315463,0.312874563409423,-1.34905444686359,-0.321282970195664,0.681381403044205,-1.02272999938497,0.00780910671142324,0.990177284196007,NA,NA,NA,-0.694000656000936,0.327735683318663,1.29766789111549,-0.32425237350142,0.669311493144347,1.69928235523882,0.156916467041396,1.14456953729269,2.21175329685221,-1.01453712034829,0.4328,"NONE"
+"521","20F","F","100",7,4,-0.2,3,-0.5,NA,NA,NA,NA,0.019695414956951,0.159800078482272,0.156269490973433,-0.286592787350977,0.325983617264879,0.706,0.051,0.456,0.294117647058824,-2.15624168517914,-1.15690511351326,-0.150288154511094,-1.66912686601251,-0.65960780774194,0.319893020982781,-1.30461192538104,-0.310258956160031,0.677146799937196,-0.975164100390422,0.0154725510912824,0.990131573581986,NA,NA,NA,-0.664108919964096,0.338311090169578,1.32135196164232,-0.311536610189102,0.677932859412596,1.67455680790629,0.148485981210674,1.14835416165213,2.1495223204303,-0.219695414956951,0.245,"NONE"
+"522","20F","F","200",7,4,-0.2,3,-0.5,NA,NA,NA,NA,0.0145775814851734,0.112995118901763,0.110673504364689,-0.202342487069617,0.231497650039964,0.499,0.052,0.446,0.403846153846154,-2.14844362697813,-1.13503271794211,-0.151827234916517,-1.65908180765203,-0.669819346108914,0.32101628890234,-1.28977566010599,-0.310958400594545,0.674881689722617,-0.994036151837585,-0.00683123371260629,0.975382600978224,NA,NA,NA,-0.675117362433239,0.322504223312975,1.29677177465737,-0.321811489880415,0.66490657714235,1.66248657797546,0.154026030055616,1.13946027597633,2.15918432651386,-0.214577581485173,0.4321,"NONE"
+"523","20F","F","300",7,4,-0.2,3,-0.5,NA,NA,NA,NA,0.00668827262893942,0.0918066296228463,0.0905211062584371,-0.170733095637597,0.184109640895476,0.368,0.049,0.468,0.510204081632653,-2.14792238126206,-1.15188733252585,-0.160499001398123,-1.64923324584548,-0.6732396104344,0.319587525679166,-1.30675270532888,-0.319714666689241,0.665283043314053,-0.98341573791463,0.00254875482585964,0.990029718340459,NA,NA,NA,-0.665044496506138,0.3200922607992,1.31707682119005,-0.320066207229558,0.675545616969747,1.64952685702654,0.156934272343516,1.14076756293082,2.14298278731886,-0.206688272628939,0.5907,"NONE"
+"524","20F","F","50",7,4,-0.2,3,-0.5,NA,NA,NA,NA,0.0274335352101676,0.222705613855082,0.22193859969619,-0.407566120194364,0.4624331906147,0.822,0.052,0.446,0.403846153846154,-2.2415190193953,-1.1281083588724,-0.163907868771239,-1.6796668118177,-0.653617525287348,0.32894368537407,-1.3173476793682,-0.319679017974317,0.694889172010416,-0.989507836548288,0.00719929972611157,1.01468109221014,NA,NA,NA,-0.666120206971713,0.325444962172072,1.33005496712715,-0.323375450525314,0.662679646051301,1.67827292974676,0.174318122327077,1.18188103453309,NA,-0.227433535210168,0.1448,"NONE"
+"525","20G","G","100",7,4,-0.4,3,-0.5,NA,NA,NA,NA,-0.181256067007731,0.158051200892952,0.157301352223508,-0.489566717365807,0.127054583350345,0.706,0.215,0.867,0.990697674418605,-2.16251243522306,-1.13796161802253,-0.144388083413333,-1.66372335685061,-0.677376818656655,0.324424130480003,-1.31606324665404,-0.31340217701672,0.698668032771179,-0.979204404545813,-0.00580090407239957,1.00697610113705,NA,NA,NA,-0.667535298353716,0.325302367332362,1.32804189433341,-0.320715515303174,0.688532101426322,1.6693633637617,0.155204134829849,1.14864806050313,2.20261985260261,-0.218743932992269,0.7136,"NONE"
+"526","20G","G","200",7,4,-0.4,3,-0.5,NA,NA,NA,NA,-0.191379948177773,0.105336594101253,0.11083404444049,-0.408614675281133,0.0258547789255872,0.514,0.409,0.964,1,-2.13781022394551,-1.13704638129926,-0.162904549563131,-1.66676880675412,-0.679013782755947,0.315974822870551,-1.30527595951693,-0.323229332111424,0.672899356289552,-0.995681216341915,-0.00631987905381994,0.985542090508038,NA,NA,NA,-0.670321112875856,0.314304563913158,1.2932168872388,-0.315262343643941,0.658703943111667,1.66655839487806,0.148441908335888,1.13872121301859,2.1298230023987,-0.208620051822227,0.9471,"NONE"
+"527","20G","G","300",7,4,-0.4,3,-0.5,NA,NA,NA,NA,-0.182590837850497,0.0942940954796759,0.0904519377983708,-0.359876635935304,-0.00530503976569037,0.331,0.536,0.975,1,-2.13144476489072,-1.13801413575945,-0.148497772919934,-1.64277310370983,-0.658262383446368,0.327865632423163,-1.30689738533293,-0.320193652083868,0.663993727333077,-0.980209432886966,-0.00041527877191753,0.993527017990192,NA,NA,NA,-0.662361127040304,0.321514506680649,1.29897182044411,-0.31828011334882,0.664526938909584,1.64928391608821,0.152208658258958,1.14788253570896,2.12416483594525,-0.217409162149503,0.9919,"NONE"
+"528","20G","G","50",7,4,-0.4,3,-0.5,NA,NA,NA,NA,-0.183388346574106,0.227576548149008,0.222827263894051,-0.620129783806446,0.253353090658235,0.826,0.138,0.792,0.978260869565217,-2.20720515317512,-1.1663480063092,-0.156064678041234,-1.67717514876492,-0.651590594124955,0.324608416591592,-1.3104311122116,-0.322042078304286,0.707164571750149,-0.993523746204759,0.00529581032914611,1.01305424607242,NA,NA,NA,-0.681424388031784,0.326030274067427,1.33268116556153,-0.316334987211301,0.679422942263408,1.70980698317337,0.146206477120036,1.1532218361382,NA,-0.216611653425894,0.4328,"NONE"

RProject/shinyapps/results-dashboard/res_dat_dif.csv

@@ -0,0 +1,449 @@
+"","scenario","scenario.type","N","J","M","eff.size","nb.dif","dif.size","m.item1","m.item2","m.item3","m.item4","m.beta","se.empirical.beta","se.analytical.beta","m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p","beta.same.sign.truebeta.signif.p","m.item1_1","m.item1_2","m.item1_3","m.item2_1","m.item2_2","m.item2_3","m.item3_1","m.item3_2","m.item3_3","m.item4_1","m.item4_2","m.item4_3","m.item5","m.item6","m.item7","m.item5_1","m.item5_2","m.item5_3","m.item6_1","m.item6_2","m.item6_3","m.item7_1","m.item7_2","m.item7_3","bias","method","theoretical.power"
+"1","5A","A","100",4,2,0,1,-0.3,0.854394649716538,0.25862207068309,-0.259706606999158,-0.842275083327205,-0.00315327010566587,0.23970696862574,0.234821644629501,-0.463403693579488,0.457097153368156,0.954,0.046,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00315327010566587,"PERFECT",0.05
+"2","5A","A","200",4,2,0,1,-0.3,0.849125810598789,0.260313081587652,-0.250979545131468,-0.842377887984097,0.00137867098126253,0.170272115393716,0.165438672154685,-0.322881126441921,0.325638468404446,0.945,0.055,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00137867098126253,"PERFECT",0.05
+"3","5A","A","300",4,2,0,1,-0.3,0.841213294846542,0.254082132007054,-0.249783712994459,-0.847669187825402,0.000570986146924853,0.133037469928492,0.134832993374846,-0.263701680867772,0.264843653161622,0.956,0.044,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000570986146924853,"PERFECT",0.05
+"4","5A","A","50",4,2,0,1,-0.3,0.855365089395494,0.257757660623101,-0.246369216523843,-0.859229739183835,-0.0227707155625116,0.340697381443181,0.332726044268343,-0.674913762328464,0.62937233120344,0.958,0.042,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0227707155625116,"PERFECT",0.05
+"5","5B","B","100",4,2,0.2,1,0.3,0.835171347212077,0.248485559264272,-0.252640072459952,-0.856640101057121,0.207574858533111,0.241799286010847,0.23584035443084,-0.254672236151336,0.669821953217557,0.944,0.147,0.803,0.986394557823129,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00757485853311085,"PERFECT",0.1543
+"6","5B","B","200",4,2,0.2,1,0.3,0.843472517898189,0.260439807530816,-0.247524868731678,-0.840899047836758,0.202636279253509,0.164405189185687,0.165626123829689,-0.121990923452681,0.5272634819597,0.946,0.224,0.887,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00263627925350943,"PERFECT",0.2618
+"7","5B","B","300",4,2,0.2,1,0.3,0.852113473662532,0.25041618663127,-0.244071502886,-0.851793953098429,0.193959211356009,0.138431077258819,0.13533623080452,-0.0712998010208508,0.459218223732869,0.942,0.288,0.92,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00604078864399082,"PERFECT",0.366
+"8","5B","B","50",4,2,0.2,1,0.3,0.850081166340004,0.261560476217441,-0.252442989785644,-0.859470733269117,0.184323166917806,0.328896766787231,0.333705630446663,-0.469739868757653,0.838386202593265,0.949,0.082,0.717,0.914634146341463,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0156768330821939,"PERFECT",0.1013
+"9","5C","C","100",4,2,0.2,1,-0.3,0.848502076562055,0.249857866911638,-0.2556206894403,-0.848840595484697,0.201743070224193,0.235250051373147,0.235667553391798,-0.260165334423731,0.663651474872118,0.95,0.128,0.795,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00174307022419345,"PERFECT",0.1543
+"10","5C","C","200",4,2,0.2,1,-0.3,0.845834005276451,0.244573722671216,-0.255693551843581,-0.84025527204072,0.204371404642756,0.16704716146456,0.1657907287409,-0.120578423689408,0.529321232974921,0.955,0.242,0.879,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00437140464275648,"PERFECT",0.2618
+"11","5C","C","300",4,2,0.2,1,-0.3,0.833880468662056,0.253904250081885,-0.251606851519433,-0.836587992144617,0.197837846260264,0.138866132790619,0.135108176943917,-0.0669741805498122,0.462649873070341,0.944,0.315,0.922,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00216215373973586,"PERFECT",0.366
+"12","5C","C","50",4,2,0.2,1,-0.3,0.863737050232879,0.247060798987124,-0.232489083532359,-0.853185040927824,0.191831212734933,0.336870517575136,0.334415790290427,-0.463623736234305,0.84728616170417,0.952,0.091,0.723,0.912087912087912,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00816878726506734,"PERFECT",0.1013
+"13","5D","D","100",4,2,0.4,1,0.3,0.864419599953453,0.253392284260019,-0.244085650205794,-0.842084154186301,0.400216313126701,0.244520410049798,0.235883223493757,-0.0621148049210622,0.862547431174464,0.934,0.396,0.947,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000216313126701007,"PERFECT",0.4627
+"14","5D","D","200",4,2,0.4,1,0.3,0.840325467818263,0.249438348464897,-0.248184957651192,-0.843871258655837,0.405733359671586,0.176572041108246,0.166627748478297,0.0791429726541239,0.732323746689048,0.938,0.664,0.991,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00573335967158611,"PERFECT",0.7507
+"15","5D","D","300",4,2,0.4,1,0.3,0.837644535325396,0.246834521892642,-0.250596573316422,-0.845765338823981,0.400026753660945,0.138717800659443,0.135768808316682,0.133919889360249,0.666133617961641,0.937,0.834,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-2.67536609449559e-05,"PERFECT",0.8981
+"16","5D","D","50",4,2,0.4,1,0.3,0.838049370583785,0.264775150069785,-0.256502608511964,-0.862047094776221,0.419465915826062,0.351376017837682,0.336162377341406,-0.239412343763093,1.07834417541522,0.935,0.247,0.894,0.991902834008097,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0194659158260624,"PERFECT",0.2615
+"17","5E","E","100",4,2,0.4,1,-0.3,0.847428909085403,0.271422721447895,-0.238477390847936,-0.848908163709035,0.39397039011587,0.236506521051399,0.236965503738961,-0.0704819972124945,0.858422777444235,0.95,0.378,0.954,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00602960988412998,"PERFECT",0.4627
+"18","5E","E","200",4,2,0.4,1,-0.3,0.848096043120287,0.242800187119099,-0.248944701061582,-0.848164633130409,0.398188416251591,0.155994490042551,0.166121141410051,0.0725909790878914,0.72378585341529,0.964,0.684,0.995,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0018115837484094,"PERFECT",0.7507
+"19","5E","E","300",4,2,0.4,1,-0.3,0.836956238383558,0.246179786936286,-0.249636773346677,-0.852238355954062,0.40919717834767,0.131367287177098,0.135935276027266,0.142764037334228,0.675630319361112,0.954,0.872,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00919717834766998,"PERFECT",0.8981
+"20","5E","E","50",4,2,0.4,1,-0.3,0.857171510918196,0.247136897204679,-0.247510625276751,-0.850570661548482,0.401141739497898,0.335942105944901,0.335477585497618,-0.256394328077434,1.05867780707323,0.955,0.227,0.888,0.986784140969163,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00114173949789814,"PERFECT",0.2615
+"21","5F","F","100",4,2,-0.2,1,-0.3,0.842993862922939,0.254517582527275,-0.2532713931347,-0.858891530292332,-0.200585215566679,0.227313806132688,0.235559452546148,-0.662281742557129,0.261111311423771,0.956,0.125,0.825,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00058521556667876,"PERFECT",0.1543
+"22","5F","F","200",4,2,-0.2,1,-0.3,0.842202911189157,0.259130966512209,-0.245944003619995,-0.838637479759812,-0.201247907056744,0.16666032961896,0.166166378840619,-0.526934009584358,0.124438195470869,0.954,0.225,0.887,0.991111111111111,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00124790705674446,"PERFECT",0.2618
+"23","5F","F","300",4,2,-0.2,1,-0.3,0.842467310108928,0.248964320414929,-0.254476806843486,-0.850599723326044,-0.200712146889681,0.13199542526107,0.135164820232497,-0.465635194545374,0.0642109007660132,0.953,0.32,0.935,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000712146889680632,"PERFECT",0.366
+"24","5F","F","50",4,2,-0.2,1,-0.3,0.867949220621565,0.248253273012443,-0.254460833360306,-0.857985973697544,-0.209904110419879,0.333937812684628,0.33427024853212,-0.865073797542833,0.445265576703076,0.952,0.093,0.73,0.956989247311828,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00990411041987896,"PERFECT",0.1013
+"25","5G","G","100",4,2,-0.4,1,-0.3,0.85179251726886,0.256533969901207,-0.257380546764878,-0.848787039701856,-0.40241384911593,0.250145406431295,0.236475137087728,-0.865905117807877,0.0610774195760174,0.933,0.409,0.957,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00241384911592962,"PERFECT",0.4627
+"26","5G","G","200",4,2,-0.4,1,-0.3,0.840093447188024,0.249004556616792,-0.248961456723105,-0.838970320823499,-0.405483597495445,0.164259803518766,0.166407468809923,-0.731642236362893,-0.0793249586279967,0.948,0.686,0.994,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0054835974954448,"PERFECT",0.7507
+"27","5G","G","300",4,2,-0.4,1,-0.3,0.843936447732809,0.245379676834637,-0.256607112425426,-0.844867095398167,-0.401562374146085,0.137323284391879,0.136050194262946,-0.668220754901458,-0.134903993390711,0.948,0.834,0.997,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00156237414608462,"PERFECT",0.8981
+"28","5G","G","50",4,2,-0.4,1,-0.3,0.859707705848613,0.251137026175184,-0.261339720729641,-0.854660727588475,-0.405370406533363,0.331550955531399,0.333855439361065,-1.05972706768105,0.248986254614324,0.952,0.227,0.89,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00537040653336274,"PERFECT",0.2615
+"29","6A","A","100",4,4,0,1,-0.3,NA,NA,NA,NA,-0.0102684730589337,0.182312291937107,0.179049569492851,-0.361205629264921,0.340668683147054,0.945,0.055,NA,NA,1.89559102310867,2.74994142670792,2.5944056689623,1.2806741044226,1.55395737853586,0.794285138923843,0.778042776020666,0.533910343520928,-0.724919568299321,-0.154881512684079,-1.00529779863462,-2.87632602419864,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0102684730589337,"PERFECT",0.05
+"30","6A","A","200",4,4,0,1,-0.3,NA,NA,NA,NA,0.0012402950713813,0.127223368766311,0.125574598779554,-0.244885918536544,0.247366508679306,0.938,0.062,NA,NA,1.8566755741269,2.69974617077122,2.53976995534916,1.26002993184667,1.51263106197542,0.759408423865812,0.760204025173993,0.508707657028394,-0.753855842649001,-0.162556941036248,-1.01484712822403,-2.86928762054592,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0012402950713813,"PERFECT",0.05
+"31","6A","A","300",4,4,0,1,-0.3,NA,NA,NA,NA,0.00808464629460966,0.104478312365131,0.102281088556856,-0.192386287276827,0.208555579866047,0.943,0.057,NA,NA,1.84480936868777,2.6804712386296,2.50981461688781,1.24832302924372,1.49247253548809,0.73025245263444,0.742579798700519,0.483542471358329,-0.780483168716125,-0.165676936269786,-1.01965850220281,-2.87695373531873,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00808464629460966,"PERFECT",0.05
+"32","6A","A","50",4,4,0,1,-0.3,NA,NA,NA,NA,-0.0101123113573139,0.253960726378082,0.254932889674838,-0.509780775119997,0.489556152405369,0.961,0.039,NA,NA,1.9071427389619,2.79097219386997,2.62429319812008,1.29251680155806,1.54732417937673,0.782086366218492,0.755835126014753,0.518241378737375,-0.781331242693423,-0.143182555869306,-1.00349279148588,-2.9330710544874,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0101123113573139,"PERFECT",0.05
+"33","6B","B","100",4,4,0.2,1,0.3,NA,NA,NA,NA,0.208704796141933,0.176884372383398,0.178886961606068,-0.14191364860596,0.559323240889827,0.952,0.205,0.885,0.995121951219512,1.86296905444479,2.71337218715182,2.55177903175666,1.28554028101718,1.52904635566049,0.765609897533225,0.759008570312996,0.4985503697136,-0.778740211563944,-0.170865998659329,-1.02108219291623,-2.89127647131847,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00870479614193331,"PERFECT",0.2177
+"34","6B","B","200",4,4,0.2,1,0.3,NA,NA,NA,NA,0.196036425111045,0.129039659096773,0.126175910939472,-0.0512683603303204,0.44334121055241,0.947,0.347,0.934,1,1.8693077225521,2.71709106549552,2.5547937479558,1.26158642670371,1.51310003973971,0.756339248768948,0.754668571176209,0.499605920259453,-0.75477783226856,-0.160554058753752,-1.00139032080059,-2.86069904914067,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00396357488895507,"PERFECT",0.3875
+"35","6B","B","300",4,4,0.2,1,0.3,NA,NA,NA,NA,0.202440208927483,0.101474902279202,0.10299942384044,0.000561338200219695,0.404319079654746,0.953,0.502,0.981,1,1.85078185110807,2.69718408251482,2.53408388627131,1.25650014149205,1.50333963914705,0.744282410540404,0.754670395226641,0.502057423822659,-0.76569712106998,-0.161955914256096,-1.01130375392639,-2.85905233335974,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00244020892748301,"PERFECT",0.5373
+"36","6B","B","50",4,4,0.2,1,0.3,NA,NA,NA,NA,0.189300392853147,0.257447337557874,0.255350110203316,-0.311185823145351,0.689786608851646,0.952,0.12,0.773,0.975,1.91786881872558,2.78750607093766,2.61419541820941,1.30949974685243,1.56825071773422,0.805523356154944,0.77013674078511,0.514079098941209,-0.775659344801407,-0.168455826752867,-1.04777089769592,-2.96369903565146,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0106996071468527,"PERFECT",0.1339
+"37","6C","C","100",4,4,0.2,1,-0.3,NA,NA,NA,NA,0.203192976191261,0.17760240834867,0.178643551953866,-0.146948385638316,0.553334338020838,0.953,0.194,0.875,1,1.88243232196941,2.73781852733256,2.58223844958781,1.26972293864986,1.5325656170018,0.773764374820682,0.763147009656736,0.519006680380502,-0.743577720117197,-0.153646047843336,-1.00935244432332,-2.85975276096836,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0031929761912606,"PERFECT",0.2177
+"38","6C","C","200",4,4,0.2,1,-0.3,NA,NA,NA,NA,0.20334901013028,0.122068718300291,0.125865705899381,-0.0433477734325062,0.450045793693066,0.963,0.366,0.954,1,1.85133858045831,2.69677825325239,2.53304465754735,1.26021318433965,1.50800772969797,0.758600540947007,0.752528164086856,0.506626472099427,-0.7494889210958,-0.166463217240448,-1.01156479194819,-2.86601361696074,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00334901013027997,"PERFECT",0.3875
+"39","6C","C","300",4,4,0.2,1,-0.3,NA,NA,NA,NA,0.195183555342917,0.104182148187412,0.102695407837375,-0.00609944401833796,0.396466554704172,0.948,0.463,0.972,1,1.86345055779047,2.70723010721306,2.55290241576056,1.26652553690338,1.51731951117307,0.764511397430226,0.74856470239851,0.508293145484312,-0.750336410075183,-0.15693062572909,-0.995953430970451,-2.84591147468984,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00481644465708306,"PERFECT",0.5373
+"40","6C","C","50",4,4,0.2,1,-0.3,NA,NA,NA,NA,0.211234027606372,0.26990235130702,0.255561763004386,-0.289667027882225,0.712135083094969,0.937,0.139,0.784,0.971223021582734,1.94395331212296,2.7965679308353,2.61059267298701,1.28576866388667,1.52858439952904,0.738236174049791,0.785668315001306,0.516580518746058,-0.755800230188312,-0.169564279508029,-1.03302826472296,-2.93995822235797,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.011234027606372,"PERFECT",0.1339
+"41","6D","D","100",4,4,0.4,1,0.3,NA,NA,NA,NA,0.403554070175951,0.178440767657481,0.180596798513167,0.0495843450901431,0.757523795261759,0.955,0.617,0.986,1,1.88651833991345,2.7560245653539,2.58353075294887,1.27774055508047,1.53655283642968,0.778510388258892,0.762906357417371,0.512424839725866,-0.778575391133802,-0.164667306305004,-1.02774415677278,-2.88122445382965,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00355407017595116,"PERFECT",0.6586
+"42","6D","D","200",4,4,0.4,1,0.3,NA,NA,NA,NA,0.398315706046929,0.123819455315298,0.126795070248752,0.149797368359376,0.646834043734483,0.946,0.898,0.999,1,1.85027789061316,2.70022816747469,2.54040342890496,1.2573875600263,1.5162232692447,0.767397204584272,0.752322885219113,0.498950516821474,-0.757871599584167,-0.150139449909018,-0.992906782332877,-2.8489051707411,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00168429395307057,"PERFECT",0.9161
+"43","6D","D","300",4,4,0.4,1,0.3,NA,NA,NA,NA,0.398423262864337,0.103886000166679,0.103662522158019,0.19524471943462,0.601601806294054,0.949,0.974,1,1,1.86467791438222,2.70703223549272,2.54829148530132,1.26607749591519,1.51542314215537,0.762284819250842,0.759601052226333,0.516700406970526,-0.738622268626566,-0.157142982647773,-0.994636239835799,-2.84169129181901,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00157673713566298,"PERFECT",0.9834
+"44","6D","D","50",4,4,0.4,1,0.3,NA,NA,NA,NA,0.405304438908443,0.266268450900564,0.256743577560942,-0.097912973111004,0.908521850927891,0.934,0.359,0.941,0.997214484679666,1.93873918615309,2.79341045820389,2.61934602067517,1.27460694116024,1.5431571123527,0.772732503289297,0.785112140001586,0.511919796924663,-0.7737047899703,-0.14816956156952,-1.01092648917732,-2.92260651938058,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00530443890844323,"PERFECT",0.3863
+"45","6E","E","100",4,4,0.4,1,-0.3,NA,NA,NA,NA,0.405166953009361,0.176778848750098,0.180729694657074,0.0509367514814971,0.759397154537226,0.953,0.611,0.989,1,1.8833719267786,2.73571912560689,2.56203043186171,1.2655812785878,1.53169022135473,0.766014131399305,0.768126232089877,0.513081321852961,-0.769494228965024,-0.164201673201007,-1.01545402211338,-2.91033675501423,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00516695300936143,"PERFECT",0.6586
+"46","6E","E","200",4,4,0.4,1,-0.3,NA,NA,NA,NA,0.405107189811012,0.126026823330187,0.126865650812668,0.156450514218183,0.653763865403841,0.954,0.901,1,1,1.86242084930879,2.70291666199581,2.54608628935383,1.25415004024641,1.50314554690515,0.751601296562856,0.751163687132547,0.501900833986065,-0.765206002171986,-0.157501206154458,-1.00103024715697,-2.86331490913832,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00510718981101171,"PERFECT",0.9161
+"47","6E","E","300",4,4,0.4,1,-0.3,NA,NA,NA,NA,0.398599475095696,0.102698330874102,0.103708796866941,0.195330233236492,0.6018687169549,0.958,0.977,1,1,1.86279454145193,2.69969760635475,2.54509999814332,1.26556194325767,1.51937149886067,0.766528116421856,0.75348909401594,0.502653242002892,-0.755209241719158,-0.165992687551838,-0.998912332683342,-2.86053701900255,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00140052490430392,"PERFECT",0.9834
+"48","6E","E","50",4,4,0.4,1,-0.3,NA,NA,NA,NA,0.400577558442202,0.253940576951296,0.256043447580786,-0.101267598816138,0.902422715700542,0.95,0.341,0.939,1,1.91238357790023,2.7911004264967,2.6122453690011,1.274733393874,1.5340174141704,0.762969258716455,0.762000837387434,0.507150947530145,-0.774817774590997,-0.161552757916165,-1.00506663895022,-2.89247239505647,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000577558442201809,"PERFECT",0.3863
+"49","6F","F","100",4,4,-0.2,1,-0.3,NA,NA,NA,NA,-0.212960704336864,0.179243840001273,0.178851742076288,-0.56351011880639,0.137588710132661,0.955,0.218,0.882,0.995412844036697,1.87234134683079,2.73331093207529,2.57574039883779,1.27617427713712,1.53399488076488,0.775866237417428,0.758728703724483,0.50637531060323,-0.750720746582645,-0.154986128383953,-1.00132868422032,-2.87561240393701,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0129607043368644,"PERFECT",0.2177
+"50","6F","F","200",4,4,-0.2,1,-0.3,NA,NA,NA,NA,-0.200381829321162,0.124352299670103,0.125904904142403,-0.447155441440271,0.0463917827979478,0.962,0.378,0.944,1,1.86038617295084,2.70460990845878,2.53465448503071,1.24918647330719,1.50075189693858,0.744567616592894,0.754492577628001,0.498159728322935,-0.760479837930412,-0.158500155254216,-1.00163448682921,-2.86537014860168,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000381829321161542,"PERFECT",0.3875
+"51","6F","F","300",4,4,-0.2,1,-0.3,NA,NA,NA,NA,-0.203080210468748,0.109235875065344,0.102555599761437,-0.404089186001165,-0.00207123493633116,0.936,0.497,0.969,1,1.85767484310224,2.69630178372691,2.53161916884485,1.25854491890606,1.51065155586334,0.763792261926019,0.750463548641008,0.499784543703849,-0.759392558179775,-0.162732035580017,-1.00435432262248,-2.85103271207238,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00308021046874787,"PERFECT",0.5373
+"52","6F","F","50",4,4,-0.2,1,-0.3,NA,NA,NA,NA,-0.209066253270865,0.267234318045911,0.256034508638642,-0.710893890202604,0.292761383660874,0.945,0.136,0.79,0.948529411764706,1.91434369920873,2.78951613242078,2.60837296161344,1.29700220070895,1.56510496756359,0.787238736238022,0.778117640573511,0.537243391243466,-0.76743536811411,-0.1522152140734,-1.02264745583647,-2.93867550336282,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00906625327086519,"PERFECT",0.1339
+"53","6G","G","100",4,4,-0.4,1,-0.3,NA,NA,NA,NA,-0.406779592245118,0.186120987093272,0.180868746653872,-0.761282335686707,-0.0522768488035288,0.943,0.621,0.991,1,1.85330838256361,2.71444736864875,2.55804427752708,1.26843696428171,1.52579413675115,0.762990469132652,0.767594940474104,0.511990621580542,-0.771125635654704,-0.158997733941909,-1.01483534994253,-2.90212306258526,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0067795922451177,"PERFECT",0.6586
+"54","6G","G","200",4,4,-0.4,1,-0.3,NA,NA,NA,NA,-0.407864059662473,0.127007839066062,0.126894491486393,-0.656577262975803,-0.159150856349143,0.943,0.897,0.998,1,1.85261489800753,2.69690101697851,2.54232237355641,1.26859052760702,1.52133350164436,0.773193603343123,0.751054073453134,0.500764827656133,-0.750189827968424,-0.161445494700425,-1.00790036046384,-2.84886366203724,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00786405966247283,"PERFECT",0.9161
+"55","6G","G","300",4,4,-0.4,1,-0.3,NA,NA,NA,NA,-0.399426395634964,0.10104732946019,0.103716411752026,-0.602710562668935,-0.196142228600993,0.952,0.976,1,1,1.84965465275973,2.69092663010066,2.5326652804656,1.25617158996789,1.50558859029462,0.752287468306044,0.749878370090388,0.501297046684432,-0.747422672043986,-0.16337110257647,-0.998648437844464,-2.84851408824301,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000573604365036118,"PERFECT",0.9834
+"56","6G","G","50",4,4,-0.4,1,-0.3,NA,NA,NA,NA,-0.406412104169229,0.253709994667524,0.257019459273176,-0.910170244344654,0.0973460360061953,0.951,0.344,0.944,1,1.94628151984873,2.78928919569278,2.60879313840992,1.29273411305703,1.54791466348757,0.774064890219336,0.78769524048568,0.528460700300854,-0.781029033925576,-0.156408004760671,-1.01354424340929,-2.94699186599647,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00641210416922938,"PERFECT",0.3863
+"57","7A","A","100",4,2,0,1,-0.5,0.84155762729367,0.251138785401878,-0.246433932538643,-0.842617519225197,-0.00173887201882839,0.229449291682155,0.233720703471955,-0.459831450823861,0.456353706786204,0.954,0.046,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00173887201882839,"PERFECT",0.05
+"58","7A","A","200",4,2,0,1,-0.5,0.85058896501015,0.249842963019091,-0.25485672116407,-0.842156804288113,0.00124797530506493,0.162588950473047,0.165629068732537,-0.323384999410708,0.325880950020838,0.955,0.045,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00124797530506493,"PERFECT",0.05
+"59","7A","A","300",4,2,0,1,-0.5,0.840455893485092,0.254880558110279,-0.255638539550006,-0.84529594665792,0.00485227481622541,0.136606646185755,0.13498823997687,-0.259724675538439,0.26942922517089,0.948,0.052,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00485227481622541,"PERFECT",0.05
+"60","7A","A","50",4,2,0,1,-0.5,0.856387117985231,0.278794007366164,-0.252554836453019,-0.839544179937263,-0.0028369292107385,0.327643544556852,0.33336031516693,-0.656223146937921,0.650549288516444,0.956,0.044,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0028369292107385,"PERFECT",0.05
+"61","7B","B","100",4,2,0.2,1,0.5,0.850734100997262,0.252610154228708,-0.247609705440349,-0.843930797595005,0.187930764203262,0.238934552265519,0.234541608745876,-0.271770788938654,0.647632317345178,0.952,0.124,0.78,0.967741935483871,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0120692357967379,"PERFECT",0.1543
+"62","7B","B","200",4,2,0.2,1,0.5,0.847442629219024,0.256914645219697,-0.257161727570449,-0.843419053476762,0.201042548225508,0.168405398223371,0.165617252256439,-0.123567266197112,0.525652362648127,0.949,0.239,0.88,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00104254822550753,"PERFECT",0.2618
+"63","7B","B","300",4,2,0.2,1,0.5,0.845342740850711,0.256762610807174,-0.249348561773341,-0.844236296616645,0.195832396024537,0.136761366511004,0.13535912505776,-0.0694714890886728,0.461136281137747,0.959,0.298,0.922,0.996644295302013,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00416760397546279,"PERFECT",0.366
+"64","7B","B","50",4,2,0.2,1,0.5,0.853400691508042,0.254191082171014,-0.251984765362045,-0.864666355305885,0.200789797245712,0.353487502787225,0.334027190176006,-0.453903495499261,0.855483089990684,0.942,0.11,0.704,0.963636363636364,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000789797245711904,"PERFECT",0.1013
+"65","7C","C","100",4,2,0.2,1,-0.5,0.844899083118267,0.267283360932837,-0.243164456534121,-0.842479584440636,0.19458202995121,0.235752858180391,0.234755919149507,-0.265539571581823,0.654703631484243,0.942,0.132,0.804,0.984848484848485,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00541797004879041,"PERFECT",0.1543
+"66","7C","C","200",4,2,0.2,1,-0.5,0.845084785590253,0.252647434773412,-0.250293263807064,-0.845490698223493,0.197689071452447,0.164370806460364,0.165491472513143,-0.126674214673312,0.522052357578207,0.957,0.23,0.886,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00231092854755277,"PERFECT",0.2618
+"67","7C","C","300",4,2,0.2,1,-0.5,0.838502912091299,0.241253498642113,-0.254718346147182,-0.847633450658434,0.207190284782517,0.138226798578579,0.13538163652738,-0.0581577228111465,0.472538292376182,0.941,0.327,0.933,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00719028478251749,"PERFECT",0.366
+"68","7C","C","50",4,2,0.2,1,-0.5,0.870172554326028,0.259230114196826,-0.25327740709479,-0.845386403297133,0.195566205643865,0.346719390231161,0.335220004727567,-0.461465003622166,0.852597414909897,0.943,0.097,0.699,0.917525773195876,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00443379435613456,"PERFECT",0.1013
+"69","7D","D","100",4,2,0.4,1,0.5,0.850717532536029,0.258424116916458,-0.244213593423737,-0.844986944699446,0.402182479784534,0.23716011653087,0.236817187480058,-0.0619792076763803,0.866344167245448,0.95,0.406,0.955,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00218247978453406,"PERFECT",0.4627
+"70","7D","D","200",4,2,0.4,1,0.5,0.841315338998403,0.250714292920449,-0.250946150527098,-0.84480493518073,0.410769372128013,0.165974864295816,0.166320939854226,0.084780330013731,0.736758414242296,0.945,0.688,0.993,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0107693721280134,"PERFECT",0.7507
+"71","7D","D","300",4,2,0.4,1,0.5,0.83557613734488,0.249891793250127,-0.252680486280439,-0.842278842151065,0.396609918538575,0.137554866070633,0.136019425277874,0.130011844993941,0.663207992083209,0.95,0.823,0.998,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00339008146142528,"PERFECT",0.8981
+"72","7D","D","50",4,2,0.4,1,0.5,0.859690993420016,0.275322907766568,-0.247357774346637,-0.844468059991569,0.387045412159073,0.344563473175646,0.334889282385546,-0.269337581316598,1.04342840563474,0.947,0.213,0.869,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0129545878409272,"PERFECT",0.2615
+"73","7E","E","100",4,2,0.4,1,-0.5,0.8419085242303,0.260566468827939,-0.2460533161544,-0.844239183830377,0.408382779239089,0.227243582393243,0.235905053768269,-0.0539911261467179,0.870756684624897,0.969,0.415,0.974,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00838277923908942,"PERFECT",0.4627
+"74","7E","E","200",4,2,0.4,1,-0.5,0.836020303174252,0.243349283949537,-0.249925870527832,-0.850607378514317,0.399364558772478,0.168208107355526,0.166195477429734,0.0736214230101986,0.725107694534757,0.951,0.672,0.994,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000635441227522182,"PERFECT",0.7507
+"75","7E","E","300",4,2,0.4,1,-0.5,0.84586430302169,0.252186938562346,-0.244965664781556,-0.844054494954255,0.3985240197622,0.138183724170182,0.136116500851641,0.131735678092983,0.665312361431417,0.938,0.83,0.997,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00147598023779982,"PERFECT",0.8981
+"76","7E","E","50",4,2,0.4,1,-0.5,0.856341338270779,0.246570215089796,-0.258112494207633,-0.845101839876737,0.407602522042665,0.341124421551007,0.336904399669323,-0.252730101309208,1.06793514539454,0.95,0.226,0.877,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00760252204266532,"PERFECT",0.2615
+"77","7F","F","100",4,2,-0.2,1,-0.5,0.851120679902546,0.256117471440975,-0.249770000462151,-0.846516689973875,-0.200668279575777,0.243946641621405,0.234853525335939,-0.660981189234218,0.259644630082664,0.948,0.153,0.787,0.973856209150327,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000668279575777087,"PERFECT",0.1543
+"78","7F","F","200",4,2,-0.2,1,-0.5,0.84322893098947,0.246420735250578,-0.251385925401021,-0.844162567733583,-0.197463550479535,0.17062158775179,0.165428318786882,-0.521703055301823,0.126775954342753,0.942,0.219,0.886,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00253644952046503,"PERFECT",0.2618
+"79","7F","F","300",4,2,-0.2,1,-0.5,0.84589868546749,0.257177774543733,-0.248521559066617,-0.83744618944543,-0.206690586437734,0.137021218501322,0.135115097043029,-0.471516176642072,0.0581350037666034,0.953,0.343,0.932,0.997084548104956,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00669058643773432,"PERFECT",0.366
+"80","7F","F","50",4,2,-0.2,1,-0.5,0.871102528621742,0.259092341982236,-0.238888920605746,-0.839586108478579,-0.201713928878754,0.335226620127017,0.333325305016144,-0.855031526710396,0.451603668952888,0.959,0.096,0.722,0.947916666666667,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0017139288787538,"PERFECT",0.1013
+"81","7G","G","100",4,2,-0.4,1,-0.5,0.842816314581706,0.259076620979911,-0.25832480629688,-0.84657466607612,-0.395491310799148,0.230139396796437,0.236023560084331,-0.858097488564437,0.0671148669661412,0.965,0.4,0.967,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0045086892008519,"PERFECT",0.4627
+"82","7G","G","200",4,2,-0.4,1,-0.5,0.845014123316524,0.249389813630018,-0.258452289758571,-0.841100750749022,-0.405664240145318,0.171896796984787,0.166485912999608,-0.73197662962455,-0.0793518506660864,0.941,0.679,0.992,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00566424014531836,"PERFECT",0.7507
+"83","7G","G","300",4,2,-0.4,1,-0.5,0.848479084989321,0.250588573317239,-0.239209898677993,-0.8364046581216,-0.407692849750608,0.137597178387096,0.135762027377784,-0.673786423411065,-0.141599276090152,0.946,0.855,0.998,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00769284975060819,"PERFECT",0.8981
+"84","7G","G","50",4,2,-0.4,1,-0.5,0.847607266334269,0.24977078468295,-0.255811856886437,-0.886280374716799,-0.389753836024428,0.333157359151969,0.33452340900687,-1.04541971767789,0.265912045629037,0.946,0.214,0.881,0.995327102803738,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0102461639755716,"PERFECT",0.2615
+"85","8A","A","100",4,4,0,1,-0.5,NA,NA,NA,NA,-0.000139668766003778,0.177530922078562,0.178120147784444,-0.349255158423514,0.348975820891506,0.948,0.052,NA,NA,1.86397541809579,2.70828820695375,2.54284912044984,1.27138268240483,1.52086557995825,0.761337748923209,0.766437541276478,0.506154943102254,-0.7613771086184,-0.161909056257373,-1.01469714622219,-2.86280649776762,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000139668766003778,"PERFECT",0.05
+"86","8A","A","200",4,4,0,1,-0.5,NA,NA,NA,NA,-0.00397739761999681,0.122773850265096,0.125683818735549,-0.250317682341673,0.24236288710168,0.957,0.043,NA,NA,1.86253740768298,2.7121957673354,2.54933769520883,1.25762111600576,1.51518543897472,0.756283759239237,0.757348955109402,0.513887608305015,-0.74837061067569,-0.153543266337233,-0.990501993250121,-2.85202271170894,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00397739761999681,"PERFECT",0.05
+"87","8A","A","300",4,4,0,1,-0.5,NA,NA,NA,NA,-0.000633075776054671,0.100844449340418,0.102339622000815,-0.201218734897653,0.199952583345544,0.953,0.047,NA,NA,1.84726228082244,2.6905629309931,2.52947183028926,1.24779312492324,1.49169393879027,0.739821180830402,0.748011323504159,0.496885035774526,-0.754523412205246,-0.158098164388995,-1.00275457073939,-2.8554918577619,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000633075776054671,"PERFECT",0.05
+"88","8A","A","50",4,4,0,1,-0.5,NA,NA,NA,NA,0.0070715823798588,0.253979664821258,0.255421160453021,-0.493553892108062,0.50769705686778,0.955,0.045,NA,NA,1.80487846649579,2.64090538845074,NA,1.29938570322991,1.53598667172621,NA,0.766416966586687,0.500522369809507,-0.786020987880434,-0.17230245665708,-1.03363304755205,-2.9586935095679,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0070715823798588,"PERFECT",0.05
+"89","8B","B","100",4,4,0.2,1,0.5,NA,NA,NA,NA,0.204966139636158,0.177532450317157,0.179075224736775,-0.146021300847921,0.555953580120237,0.949,0.211,0.883,0.995260663507109,1.88395829701482,2.72839246335438,2.56561461995078,1.27141309138206,1.52928736509015,0.766556863766001,0.75702364967849,0.497280307068691,-0.774977866243725,-0.164277036695356,-1.00088195482835,-2.88671228959786,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00496613963615786,"PERFECT",0.2177
+"90","8B","B","200",4,4,0.2,1,0.5,NA,NA,NA,NA,0.198450811823833,0.125270689978919,0.126337974919712,-0.049171619018802,0.446073242666468,0.949,0.365,0.945,1,1.85733516691274,2.70774401524004,2.54748502837544,1.25813430361613,1.51688463701781,0.757372173328302,0.755185534322219,0.506693739384853,-0.748466066007973,-0.15336898950433,-1.00552967491882,-2.85545580945663,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00154918817616717,"PERFECT",0.3875
+"91","8B","B","300",4,4,0.2,1,0.5,NA,NA,NA,NA,0.199990444461608,0.103174931746804,0.102706434432641,-0.0013141670263679,0.401295055949584,0.946,0.507,0.97,1,1.84786375559187,2.69007673177829,2.53176939351622,1.25434720551814,1.50900812565376,0.76168837346171,0.765010232774167,0.517952484023435,-0.741982563050635,-0.155511345514696,-0.998241021096423,-2.8358005629009,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,9.55553839174228e-06,"PERFECT",0.5373
+"92","8B","B","50",4,4,0.2,1,0.5,NA,NA,NA,NA,0.204768496945747,0.254990164288977,0.255153604926804,-0.295332568710789,0.704869562602283,0.95,0.122,0.8,0.991803278688525,1.83244762353936,2.67213648892125,NA,1.29317879337291,1.55531689224504,NA,0.788740616827658,0.524142822765485,-0.766194694738806,-0.166041708583346,-1.03066356254859,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00476849694574688,"PERFECT",0.1339
+"93","8C","C","100",4,4,0.2,1,-0.5,NA,NA,NA,NA,0.204911598141282,0.183300166342399,0.179373745097335,-0.146660942249496,0.556484138532059,0.956,0.197,0.872,0.99492385786802,1.88074716114349,2.73501045708037,2.57493894738107,1.263540869291,1.5230977563055,0.746354117331175,0.76938252757045,0.524320045015582,-0.743542787402664,-0.149240110698667,-1.00624212614627,-2.88061431443121,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00491159814128195,"PERFECT",0.2177
+"94","8C","C","200",4,4,0.2,1,-0.5,NA,NA,NA,NA,0.200474112945642,0.125579973495594,0.125744742478632,-0.0459855823124766,0.44693380820376,0.954,0.353,0.948,1,1.84838958174159,2.69501655913914,2.53408528615318,1.25538824721598,1.51514600035087,0.752789866635499,0.75378474121464,0.498800570576007,-0.75791492599045,-0.156667433382181,-0.996052303761231,-2.83909843943497,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000474112945641647,"PERFECT",0.3875
+"95","8C","C","300",4,4,0.2,1,-0.5,NA,NA,NA,NA,0.2016999465248,0.103509191172965,0.10302822639821,-0.000235377215691248,0.40363527026529,0.957,0.495,0.975,1,1.85620976239273,2.70441352619455,2.53957791093005,1.25846437683146,1.50808565700211,0.75572979815861,0.751632435613386,0.496377680980696,-0.762771973716814,-0.158731740972326,-1.00268913535625,-2.85417247428379,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0016999465247996,"PERFECT",0.5373
+"96","8C","C","50",4,4,0.2,1,-0.5,NA,NA,NA,NA,0.210842865507044,0.260889655502828,0.255912863836892,-0.290746347613264,0.712432078627352,0.944,0.135,0.795,0.985185185185185,1.76232275536943,2.52490369195754,NA,1.28840863501307,1.54191062651672,NA,0.775677674650803,0.51132116238379,-0.763776823003394,-0.165398859972305,-1.02379921947996,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.010842865507044,"PERFECT",0.1339
+"97","8D","D","100",4,4,0.4,1,0.5,NA,NA,NA,NA,0.397153741451548,0.175105398192537,0.180103649722282,0.0441505879958753,0.750156894907222,0.958,0.604,0.987,1,1.89059943853077,2.74679718553371,2.59407512736851,1.27815572531155,1.53937456146424,0.787028872944744,0.759823372757378,0.505035668966764,-0.759225240248362,-0.149692100965649,-0.992574889736636,-2.8713613448903,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00284625854845155,"PERFECT",0.6586
+"98","8D","D","200",4,4,0.4,1,0.5,NA,NA,NA,NA,0.399718679410628,0.128975749238571,0.126944291009598,0.150907869031815,0.64852948978944,0.947,0.884,0.998,1,1.86486302606798,2.71008280746149,2.54484706102798,1.25683666487501,1.50805298681075,0.745787621634519,0.750592177144103,0.500631358027271,-0.7472087488448,-0.15764929048617,-1.00691849552011,-2.86167747190748,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000281320589372469,"PERFECT",0.9161
+"99","8D","D","300",4,4,0.4,1,0.5,NA,NA,NA,NA,0.402848197163406,0.101133322831836,0.103505531922326,0.199977354595647,0.605719039731164,0.957,0.98,1,1,1.85722992913356,2.69789983852526,2.53527697458631,1.25601430055909,1.50889661910882,0.757654742429673,0.756279603464734,0.50519162640912,-0.760982750621451,-0.157324410944254,-1.01249033828831,-2.86427279730708,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00284819716340551,"PERFECT",0.9834
+"100","8D","D","50",4,4,0.4,1,0.5,NA,NA,NA,NA,0.394363096627186,0.257605905194328,0.258088218949835,-0.111489812514491,0.900216005768863,0.959,0.339,0.943,1,1.79432673903549,2.59019712203003,NA,1.30798782899304,1.55338454081136,NA,0.770062431438801,0.525436971027573,-0.753988946798717,-0.167256074400184,-1.03409150605851,-2.93959302395475,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00563690337281408,"PERFECT",0.3863
+"101","8E","E","100",4,4,0.4,1,-0.5,NA,NA,NA,NA,0.416429895940748,0.180957219142461,0.181164273900126,0.0613479190965015,0.771511872784995,0.949,0.637,0.992,1,1.90147802044137,2.75120298135089,2.58834735079235,1.28027439900511,1.53255214082435,0.774981006783436,0.769403196550978,0.516588021048421,-0.763728043119767,-0.141936161116298,-1.00791286525306,-2.8660735228975,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0164298959407483,"PERFECT",0.6586
+"102","8E","E","200",4,4,0.4,1,-0.5,NA,NA,NA,NA,0.399754608510458,0.124316113744025,0.126995458184986,0.150843510467884,0.648665706553031,0.954,0.883,0.998,1,1.86455340246802,2.71206557144821,2.55469163839342,1.25811214134459,1.51264727767029,0.766628929077087,0.762828575260839,0.510407155965532,-0.745301245038515,-0.157551279561541,-1.00066712968866,-2.85214191170679,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000245391489542057,"PERFECT",0.9161
+"103","8E","E","300",4,4,0.4,1,-0.5,NA,NA,NA,NA,0.402302097713049,0.103788554419567,0.103375225371005,0.19968665598588,0.604917539440218,0.952,0.977,1,1,1.84969766766085,2.69674746455226,2.5362074115588,1.25635984931277,1.50331099337835,0.748259279813261,0.760455808618202,0.508486179117575,-0.742867654961549,-0.160288654553285,-1.0042838577388,-2.85562555386336,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00230209771304896,"PERFECT",0.9834
+"104","8E","E","50",4,4,0.4,1,-0.5,NA,NA,NA,NA,0.417593513262583,0.257768670645533,0.25883771154702,-0.089728401369576,0.924915427894742,0.951,0.349,0.942,0.997134670487106,1.69570190449249,2.42064854331897,NA,1.29024738365377,1.50567591044139,NA,0.771097213562343,0.513635922589933,NA,-0.162083847365445,-1.02968971303909,-2.9391653689074,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0175935132625828,"PERFECT",0.3863
+"105","8F","F","100",4,4,-0.2,1,-0.5,NA,NA,NA,NA,-0.211093454464128,0.18026773832235,0.178607722865857,-0.561164591281208,0.138977682352951,0.957,0.231,0.878,0.991341991341991,1.86228093733395,2.70464279165989,2.55018536164264,1.26571526324984,1.51675008440476,0.767057700618273,0.753092613865211,0.504601116512611,-0.763175989767879,-0.161307105600204,-1.00642816874011,-2.89218711930672,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0110934544641285,"PERFECT",0.2177
+"106","8F","F","200",4,4,-0.2,1,-0.5,NA,NA,NA,NA,-0.197763203949637,0.121935637048028,0.126261415070116,-0.445235577487064,0.0497091695877897,0.964,0.348,0.955,1,1.85404672147524,2.70020579021959,2.5329382579924,1.25828958743978,1.51500960221014,0.75356919410584,0.754361561664534,0.498897110094312,-0.7631345930326,-0.16845033322605,-1.02370092775407,-2.89052600368101,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00223679605036295,"PERFECT",0.3875
+"107","8F","F","300",4,4,-0.2,1,-0.5,NA,NA,NA,NA,-0.199572708195026,0.104177641432244,0.102730476385905,-0.400924441911401,0.00177902552134857,0.955,0.5,0.974,1,1.85612038595657,2.69098136215736,2.52763657568686,1.25747542084264,1.50526913558866,0.747450266221583,0.75373534865244,0.500348187772365,-0.757880996156719,-0.160505105056573,-1.0102981484295,-2.86510700681989,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000427291804973917,"PERFECT",0.5373
+"108","8F","F","50",4,4,-0.2,1,-0.5,NA,NA,NA,NA,-0.20106523329883,0.246246603517452,0.255590270113623,-0.702022162721531,0.299891696123871,0.965,0.108,0.786,0.972222222222222,1.84955885841302,2.66611605681543,NA,1.28268721721308,1.53048556212675,NA,0.768278270898248,0.505783068558564,-0.780865728730914,-0.165689590339069,-1.04852544134526,-2.97373260327117,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00106523329882996,"PERFECT",0.1339
+"109","8G","G","100",4,4,-0.4,1,-0.5,NA,NA,NA,NA,-0.406232184080148,0.183393999309023,0.179621633499649,-0.75829058573946,-0.0541737824208356,0.944,0.618,0.985,1,1.85059271154056,2.69160098730085,2.54208524711251,1.26173691030462,1.4998247930223,0.750013533908598,0.756120255374225,0.510572368561292,-0.746091171365528,-0.162185872917742,-1.00766924444317,-2.88504697107904,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00623218408014775,"PERFECT",0.6586
+"110","8G","G","200",4,4,-0.4,1,-0.5,NA,NA,NA,NA,-0.393991404334314,0.13075789140912,0.126885356902672,-0.64268670386355,-0.145296104805078,0.941,0.867,1,1,1.84172987493173,2.68446338033167,2.51717580411735,1.24700559935354,1.48759870461172,0.729194547149598,0.750925537661548,0.494981656433316,-0.763409821898047,-0.162700581466466,-1.0090438955082,-2.87526758165815,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00600859566568612,"PERFECT",0.9161
+"111","8G","G","300",4,4,-0.4,1,-0.5,NA,NA,NA,NA,-0.405802991572664,0.10586875516108,0.10345515756384,-0.608575100397791,-0.203030882747537,0.947,0.975,1,1,1.84408067123547,2.69211886885038,2.53307933688843,1.26340658069002,1.51304907731624,0.761637713561375,0.752166489364769,0.500451954846795,-0.746413387091658,-0.151111747447518,-0.989977148366924,-2.83502818096529,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00580299157266406,"PERFECT",0.9834
+"112","8G","G","50",4,4,-0.4,1,-0.5,NA,NA,NA,NA,-0.419072369150068,0.271813171779622,0.25839470086309,-0.925525982841725,0.0873812445415897,0.937,0.362,0.951,1,1.88865840674488,2.7300454362034,NA,1.3100385914918,1.56247031174078,NA,0.782104883434543,0.519185132704141,-0.761222048622163,-0.151995897006433,-1.02231310806648,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0190723691500675,"PERFECT",0.3863
+"113","9A","A","100",4,2,0,2,-0.3,0.856350281396538,0.24350725562779,-0.23961863093514,-0.847622735656661,0.00285172656728218,0.26594520610858,0.270207376069094,-0.526754730528143,0.532458183662707,0.952,0.048,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00285172656728218,"PERFECT",0.05
+"114","9A","A","200",4,2,0,2,-0.3,0.847243012719434,0.243263343393558,-0.249340223903678,-0.842509140513656,0.00149950428722339,0.185161867339794,0.190167472592508,-0.371228741994093,0.37422775056854,0.961,0.039,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00149950428722339,"PERFECT",0.05
+"115","9A","A","300",4,2,0,2,-0.3,0.843340400401031,0.251020675175895,-0.246119556360748,-0.843398308421277,-0.00519618293381525,0.153484197956226,0.154861200697095,-0.308724136300122,0.298331770432491,0.955,0.045,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00519618293381525,"PERFECT",0.05
+"116","9A","A","50",4,2,0,2,-0.3,0.849923991484331,0.273014782227606,-0.254100040905001,-0.849956528570471,0.00220058882713928,0.393289673352554,0.385541990934053,-0.753461713403605,0.757862891057884,0.941,0.059,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00220058882713928,"PERFECT",0.05
+"117","9B","B","100",4,2,0.2,2,0.3,0.858575562577615,0.258911234600612,-0.24016467987758,-0.856405219552264,0.201945824647757,0.275531206697367,0.271257526419285,-0.329718927134043,0.733610576429556,0.95,0.115,0.773,0.956521739130435,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00194582464775664,"PERFECT",0.1543
+"118","9B","B","200",4,2,0.2,2,0.3,0.851943742351771,0.251884819653856,-0.240365418862024,-0.840090399493525,0.192567854015511,0.196276392635636,0.190020428574906,-0.179872185991304,0.565007894022326,0.948,0.188,0.832,0.98936170212766,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00743214598448921,"PERFECT",0.2618
+"119","9B","B","300",4,2,0.2,2,0.3,0.840698654465176,0.252348147591967,-0.252302815992526,-0.842152693129986,0.198971151865904,0.160800890868052,0.154870544346785,-0.104575115053795,0.502517418785603,0.931,0.257,0.9,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00102884813409593,"PERFECT",0.366
+"120","9B","B","50",4,2,0.2,2,0.3,0.86173629189134,0.274231974549546,-0.248644502064784,-0.837321704959831,0.187008868516475,0.3922301198467,0.386958140525096,-0.571429086912713,0.945446823945663,0.954,0.083,0.691,0.891566265060241,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0129911314835249,"PERFECT",0.1013
+"121","9C","C","100",4,2,0.2,2,-0.3,0.851303505905007,0.254014034045575,-0.267322004060099,-0.864742351209818,0.207697455245608,0.27749435236917,0.270511786375833,-0.322505646051024,0.737900556542239,0.94,0.122,0.781,0.991803278688525,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00769745524560764,"PERFECT",0.1543
+"122","9C","C","200",4,2,0.2,2,-0.3,0.850895019753826,0.252044043698398,-0.250848545076496,-0.834596394925496,0.197632883526738,0.192575741896289,0.190331495164715,-0.175416846996104,0.57068261404958,0.944,0.177,0.852,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00236711647326188,"PERFECT",0.2618
+"123","9C","C","300",4,2,0.2,2,-0.3,0.842651902329087,0.255316910047729,-0.245740510645571,-0.843772709553534,0.199333341612135,0.15949878807967,0.155095444502456,-0.104653729612679,0.503320412836949,0.945,0.254,0.902,0.996062992125984,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000666658387865032,"PERFECT",0.366
+"124","9C","C","50",4,2,0.2,2,-0.3,0.85376288897985,0.255453145723715,-0.266416370882203,-0.868517569536368,0.21246608616571,0.40068289271354,0.386863348580663,-0.545786077052389,0.970718249383808,0.941,0.093,0.702,0.935483870967742,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0124660861657097,"PERFECT",0.1013
+"125","9D","D","100",4,2,0.4,2,0.3,0.860003566288192,0.251641557327273,-0.243201575232717,-0.851258393423394,0.402006003508637,0.271391420249287,0.271405140538276,-0.129948071946384,0.933960078963658,0.951,0.304,0.939,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0020060035086365,"PERFECT",0.4627
+"126","9D","D","200",4,2,0.4,2,0.3,0.847517299064666,0.248389171274209,-0.244075691246028,-0.853503673963957,0.403493080286762,0.194492542341989,0.191354745818995,0.0284377784815309,0.778548382091993,0.951,0.561,0.982,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00349308028676171,"PERFECT",0.7507
+"127","9D","D","300",4,2,0.4,2,0.3,0.838329478913555,0.251060670939958,-0.248167831089917,-0.839334844429706,0.400602350604221,0.160142990789295,0.155933797609746,0.0949721072891197,0.706232593919323,0.952,0.704,0.994,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000602350604221313,"PERFECT",0.8981
+"128","9D","D","50",4,2,0.4,2,0.3,0.838971620594025,0.24197904032395,-0.250910397703369,-0.859051616738859,0.413921542757322,0.385509182469656,0.387159220352372,-0.344910529133327,1.17275361464797,0.956,0.183,0.868,0.994535519125683,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0139215427573216,"PERFECT",0.2615
+"129","9E","E","100",4,2,0.4,2,-0.3,0.855630330731689,0.244317161968076,-0.248162022567671,-0.856585961847905,0.391905142057811,0.27462034206118,0.27139512626744,-0.140029305426372,0.923839589541994,0.946,0.308,0.927,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00809485794218934,"PERFECT",0.4627
+"130","9E","E","200",4,2,0.4,2,-0.3,0.849061954893972,0.249794217866184,-0.255651490327653,-0.850029441862632,0.404743216829723,0.191089339816802,0.190997129095887,0.030388843801785,0.779097589857661,0.947,0.571,0.979,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00474321682972273,"PERFECT",0.7507
+"131","9E","E","300",4,2,0.4,2,-0.3,0.847562917662409,0.24080737091998,-0.258586261719003,-0.838288983846297,0.401774309756541,0.158225166996913,0.156219475527825,0.0955841377220037,0.707964481791079,0.951,0.727,0.995,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00177430975654141,"PERFECT",0.8981
+"132","9E","E","50",4,2,0.4,2,-0.3,0.885008900372823,0.254849363345127,-0.261160025781259,-0.847348231351793,0.408461054620304,0.391820016234077,0.388879515210294,-0.353742795191873,1.17066490443248,0.95,0.176,0.856,0.988636363636364,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00846105462030433,"PERFECT",0.2615
+"133","9F","F","100",4,2,-0.2,2,-0.3,0.856321757041357,0.252543484271804,-0.249264725928804,-0.850393096178099,-0.206196404572561,0.269088488491344,0.270741373787775,-0.736849497196599,0.324456688051477,0.954,0.126,0.78,0.992063492063492,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00619640457256077,"PERFECT",0.1543
+"134","9F","F","200",4,2,-0.2,2,-0.3,0.842041967758755,0.249834557592562,-0.252069364343053,-0.847776380190437,-0.202687733949299,0.190043359507577,0.189754632331313,-0.574606813318672,0.169231345420074,0.945,0.18,0.86,0.994444444444444,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00268773394929878,"PERFECT",0.2618
+"135","9F","F","300",4,2,-0.2,2,-0.3,0.841829668812169,0.253043803838006,-0.257485428906884,-0.848148861487579,-0.201861909014056,0.155746510394589,0.155130847325053,-0.50591836977116,0.102194551743048,0.947,0.263,0.901,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0018619090140562,"PERFECT",0.366
+"136","9F","F","50",4,2,-0.2,2,-0.3,0.86164754357146,0.268857969344284,-0.248176636872542,-0.859512332345222,-0.207830685564286,0.369805952825597,0.384510422655612,-0.961471113969287,0.545809742840714,0.957,0.07,0.707,0.957142857142857,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0078306855642864,"PERFECT",0.1013
+"137","9G","G","100",4,2,-0.4,2,-0.3,0.852649364432575,0.254920039308768,-0.261026137769259,-0.854167678821167,-0.404339849322155,0.269708277310123,0.272132753848824,-0.937720046865851,0.12904034822154,0.955,0.318,0.928,0.99685534591195,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00433984932215548,"PERFECT",0.4627
+"138","9G","G","200",4,2,-0.4,2,-0.3,0.841840345898082,0.245820903157551,-0.251444214273847,-0.84753577353001,-0.402083923680207,0.191408110889779,0.190974189983576,-0.776393336048016,-0.0277745113123975,0.95,0.57,0.974,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0020839236802066,"PERFECT",0.7507
+"139","9G","G","300",4,2,-0.4,2,-0.3,0.839381738655435,0.253635764816673,-0.257919508277028,-0.846782703043517,-0.403844031939935,0.146825234514059,0.155772308309966,-0.709157756227469,-0.0985303076524009,0.966,0.761,0.995,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00384403193993488,"PERFECT",0.8981
+"140","9G","G","50",4,2,-0.4,2,-0.3,0.854053011304372,0.261842692974885,-0.256226817284984,-0.86575316510158,-0.399740446212921,0.379742811498033,0.386057160196429,-1.15641248019792,0.356931587772079,0.962,0.167,0.853,0.994011976047904,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000259553787079481,"PERFECT",0.2615
+"141","10A","A","100",4,4,0,2,-0.3,NA,NA,NA,NA,-0.0104746936805616,0.19379949175497,0.193285378663269,-0.38931403586057,0.368364648499446,0.957,0.043,NA,NA,1.85300421474561,2.71487648004105,2.55632091543228,1.26416540018638,1.52098387172695,0.764063384454299,0.759050692359355,0.509612578980447,-0.750549447924747,-0.156880624143068,-1.01095232386653,-2.88335533254361,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0104746936805616,"PERFECT",0.05
+"142","10A","A","200",4,4,0,2,-0.3,NA,NA,NA,NA,0.00249065134593647,0.144813236694724,0.136745318811393,-0.265530173524394,0.270511476216267,0.944,0.056,NA,NA,1.85392428690022,2.6991684381489,2.53019221929278,1.26289931798937,1.50576665118446,0.751107285176485,0.753403784546366,0.498643605459064,-0.754376199647719,-0.158524339386114,-1.00886216912009,-2.88914196460953,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00249065134593647,"PERFECT",0.05
+"143","10A","A","300",4,4,0,2,-0.3,NA,NA,NA,NA,0.00528295386604826,0.111198096012777,0.111335608495563,-0.212934838785256,0.223500746517352,0.948,0.052,NA,NA,1.84882107405146,2.69141452241739,2.52935443399591,1.25714873877256,1.50596196838895,0.749690914053177,0.746433396203864,0.488806541445157,-0.772326269495654,-0.158381746427204,-1.0125159852523,-2.86708623031194,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00528295386604826,"PERFECT",0.05
+"144","10A","A","50",4,4,0,2,-0.3,NA,NA,NA,NA,0.00854255596249257,0.277853789515751,0.278729393561816,-0.537767055418667,0.554852167343652,0.947,0.053,NA,NA,1.84324649211955,2.67363722268432,NA,1.29991281525336,1.54792015380271,NA,0.780930907059899,0.530804126885504,-0.777967681672747,-0.155765689115498,-1.04499916037747,-2.99163593004085,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00854255596249257,"PERFECT",0.05
+"145","10B","B","100",4,4,0.2,2,0.3,NA,NA,NA,NA,0.360300486344699,0.224361868092891,0.196481015516955,-0.0248023040685331,0.745403276757931,0.837,0.439,0.935,1,1.73242577887553,2.43577119071084,2.11758660532447,1.13023533255193,1.22842533294199,0.320465428123351,0.598990872521638,0.179531927840275,-1.26741632638896,-0.317040234037306,-1.33680666031505,-3.36634890298863,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.160300486344699,"PERFECT",0.2177
+"146","10B","B","200",4,4,0.2,2,0.3,NA,NA,NA,NA,0.350462477367622,0.16360963041717,0.137062687050879,0.0818196107479003,0.619105343987344,0.765,0.696,0.985,1,1.69059816191321,2.37230529984617,2.05484123268155,1.10329126567246,1.20118931113212,0.301977768732715,0.601635423762889,0.197623222086759,-1.20711229075096,-0.307016272322884,-1.30613577022448,-3.30690051644835,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.150462477367622,"PERFECT",0.3875
+"147","10B","B","300",4,4,0.2,2,0.3,NA,NA,NA,NA,0.349719989861722,0.141810717109571,0.111912206471825,0.130372065176944,0.569067914546499,0.679,0.829,0.99,1,1.69793426148238,2.39707654842999,2.0886102995667,1.09304109883354,1.18775497552814,0.280416965407049,0.602880280911082,0.215051928314453,-1.18989253954331,-0.309337894933721,-1.2981182422022,-3.28471618753164,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.149719989861722,"PERFECT",0.5373
+"148","10B","B","50",4,4,0.2,2,0.3,NA,NA,NA,NA,0.342817094305303,0.298741843355277,0.280044606892118,-0.206070335203248,0.891704523813854,0.922,0.238,0.875,0.991596638655462,1.71279815374746,2.39590359628149,NA,1.15460355937459,1.27146129587077,0.351583797235851,0.640286976968859,0.225725933797226,-1.20765942033601,-0.291927587854926,-1.31155087153801,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.142817094305303,"PERFECT",0.1339
+"149","10C","C","100",4,4,0.2,2,-0.3,NA,NA,NA,NA,0.21437565106027,0.197221623330298,0.194591425159946,-0.167023542253225,0.595774844373764,0.948,0.211,0.87,1,1.88352866239404,2.7438661074561,2.57173935562578,1.2723072921715,1.52634654065331,0.763400513283573,0.752262833390179,0.496878229665259,-0.79463369051384,-0.152862824483632,-1.00919597048333,-2.90342626998279,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0143756510602697,"PERFECT",0.2177
+"150","10C","C","200",4,4,0.2,2,-0.3,NA,NA,NA,NA,0.200028513275645,0.13499336438238,0.137009464499991,-0.0685100371443367,0.468567063695628,0.95,0.296,0.93,1,1.86968026170112,2.71587466050832,2.54832608340081,1.26080501434709,1.51075403405114,0.7554167086786,0.754320585730672,0.504733893021945,-0.754997874356233,-0.158782418165177,-1.01308191767371,-2.87241541567382,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-2.85132756453754e-05,"PERFECT",0.3875
+"151","10C","C","300",4,4,0.2,2,-0.3,NA,NA,NA,NA,0.198692184546878,0.108577259342863,0.111406201224142,-0.0196639698524411,0.417048338946197,0.95,0.441,0.961,1,1.85610314598135,2.69715776084187,2.53183324084055,1.26502275887135,1.51306469819641,0.767248060217523,0.760300091851946,0.50939363454713,-0.741180430776674,-0.162630125042584,-1.00500180655882,-2.84898563686552,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00130781545312217,"PERFECT",0.5373
+"152","10C","C","50",4,4,0.2,2,-0.3,NA,NA,NA,NA,0.201285471471861,0.26799612116653,0.278503187619603,-0.344580776262561,0.747151719206283,0.965,0.092,0.773,0.989130434782609,1.79536503842913,2.56904845224408,NA,1.29414847264243,1.56109187012162,NA,0.77767123753211,0.519215121671596,-0.765236844766723,-0.162342836293554,-1.02653333672454,-2.91425708123464,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00128547147186103,"PERFECT",0.1339
+"153","10D","D","100",4,4,0.4,2,0.3,NA,NA,NA,NA,0.40365134918049,0.200664902222252,0.196608240930544,0.0182991969566234,0.789003501404356,0.943,0.553,0.977,0.998191681735985,1.88894896977561,2.7524877742563,2.59048072409504,1.27383275124149,1.53356239181786,0.771248168897283,0.768153380369002,0.521235161818294,-0.747157326320814,-0.158430525927825,-1.01018013081681,-2.89351610275263,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00365134918048959,"PERFECT",0.6586
+"154","10D","D","200",4,4,0.4,2,0.3,NA,NA,NA,NA,0.408252036117416,0.141749703014977,0.138075953587633,0.137623167085656,0.678880905149175,0.948,0.846,0.999,1,1.86733654948882,2.72007874169214,2.55712663590509,1.26105531822718,1.51635475875026,0.762582170839714,0.757436047975121,0.502067840400295,-0.758101964031099,-0.158138797302175,-0.998489922145013,-2.86408491806376,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00825203611741565,"PERFECT",0.9161
+"155","10D","D","300",4,4,0.4,2,0.3,NA,NA,NA,NA,0.404203266925401,0.107824236092687,0.112067176315625,0.184551601346775,0.623854932504026,0.958,0.96,0.999,1,1.84648796276797,2.67870088829753,2.51795377196084,1.24493320615095,1.49407562305279,0.73129980054429,0.753863393047251,0.491210653353062,-0.755408483710795,-0.163091470005928,-1.01517682050064,-2.85611587106367,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00420326692540079,"PERFECT",0.9834
+"156","10D","D","50",4,4,0.4,2,0.3,NA,NA,NA,NA,0.419204100590064,0.286542206391211,0.280634116122571,-0.130838767010174,0.969246968190303,0.951,0.311,0.937,1,1.78385788007132,2.59394713114052,NA,1.29591750452702,1.55510718173194,NA,0.765897281851339,0.516178907950775,-0.786915392551749,-0.154722483403939,-1.04150775114223,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0192041005900644,"PERFECT",0.3863
+"157","10E","E","100",4,4,0.4,2,-0.3,NA,NA,NA,NA,0.405988936570152,0.200478480879898,0.196946770142616,0.0199732670906238,0.792004606049679,0.941,0.54,0.982,1,1.8893481785318,2.74435036192335,2.57021406173158,1.26643253967672,1.51757543281463,0.751999102428953,0.762878921599755,0.504953253650877,-0.775266548558652,-0.155212732212612,-1.00727357730488,-2.90840684078925,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00598893657015154,"PERFECT",0.6586
+"158","10E","E","200",4,4,0.4,2,-0.3,NA,NA,NA,NA,0.407271152045578,0.135908381999586,0.137664292490035,0.137449138765111,0.677093165326046,0.949,0.838,0.999,1,1.85277955403491,2.6996272293766,2.54262459689482,1.2602635880674,1.51151824723426,0.754355149328916,0.752494203212782,0.498637838584012,-0.761057342491092,-0.159949247479141,-1.00323935016192,-2.8525389675504,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00727115204557843,"PERFECT",0.9161
+"159","10E","E","300",4,4,0.4,2,-0.3,NA,NA,NA,NA,0.400396078168696,0.109916961865053,0.112543490837967,0.17981083612628,0.620981320211112,0.961,0.945,1,1,1.8549557224492,2.70516675862883,2.5304295461405,1.26148015369481,1.50347570052607,0.750712980407683,0.753767325034056,0.503061104375931,-0.762175710967618,-0.158975417401235,-1.00460506886292,-2.85625894055025,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000396078168695913,"PERFECT",0.9834
+"160","10E","E","50",4,4,0.4,2,-0.3,NA,NA,NA,NA,0.409904022186662,0.275833067523542,0.279661236090093,-0.138232000549921,0.958040044923244,0.952,0.304,0.937,1,1.71163197128726,2.43246672115567,NA,1.25476044463449,1.51124603500942,NA,0.772755441083022,0.524264551009052,-0.779043987168956,-0.157588734311284,-1.01662527308159,-2.91848138211129,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00990402218666186,"PERFECT",0.3863
+"161","10F","F","100",4,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.190334239418063,0.19754466286009,0.194791982893312,-0.572126525888954,0.191458047052828,0.944,0.16,0.83,0.98125,1.88060151382638,2.75306136136514,2.57233985726292,1.26955936733175,1.52247899530553,0.754511996232093,0.754197230272913,0.493874958727221,-0.783186223234934,-0.163691690393085,-1.03274174964231,-2.93601163689091,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00966576058193702,"PERFECT",0.2177
+"162","10F","F","200",4,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.202085142644383,0.137952047801624,0.136888660304605,-0.470386916841409,0.0662166315526432,0.946,0.31,0.926,0.996774193548387,1.85664251958908,2.70099818814612,2.53741839613603,1.26015091550967,1.51292033114605,0.759795726788356,0.759725850077165,0.512957080555253,-0.743661939252781,-0.159557498495908,-1.0145675712367,-2.86942283021251,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00208514264438311,"PERFECT",0.3875
+"163","10F","F","300",4,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.194218802553478,0.111168219431549,0.111646738517509,-0.413046410047795,0.024608804940839,0.952,0.415,0.963,1,1.83604295382234,2.67493274917873,2.51484324466502,1.25873621192903,1.50599293842383,0.751626080334444,0.744210776005099,0.493046074110415,-0.771588715586763,-0.167986254218298,-1.0151946332489,-2.87321788246077,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00578119744652186,"PERFECT",0.5373
+"164","10F","F","50",4,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.183926546577742,0.283487692894458,0.277583723958862,-0.727990645537113,0.360137552381628,0.944,0.1,0.743,0.95,1.84982334547859,2.69326982125347,NA,1.30286123710314,1.53983383337228,0.771994564481044,0.758071835543409,0.506229279906622,-0.792589904374212,-0.167195682929341,-1.04672515578658,-2.97582553154063,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0160734534222577,"PERFECT",0.1339
+"165","10G","G","100",4,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.405067226199489,0.196261398605711,0.196001049196463,-0.789229282624557,-0.0209051697744215,0.947,0.548,0.98,1,1.85253637432633,2.70497786023468,2.54616528894934,1.27396549559526,1.52656084383122,0.752079360007004,0.770380111639065,0.511664761449225,-0.752821861919182,-0.164550739162759,-1.01801026062788,-2.89781617546861,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00506722619948907,"PERFECT",0.6586
+"166","10G","G","200",4,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.402236602149393,0.135623400384757,0.138342299674971,-0.673387509512336,-0.13108569478645,0.964,0.834,0.999,1,1.86227577209074,2.69955206045366,2.53361918992319,1.26837277485588,1.5143761498474,0.757299961296347,0.76250000688596,0.502070265671137,-0.766373790112205,-0.158557362884878,-1.0135452058865,-2.88132345016576,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00223660214939292,"PERFECT",0.9161
+"167","10G","G","300",4,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.411251063584666,0.113330509585194,0.112687280531532,-0.632118133426469,-0.190383993742863,0.946,0.945,1,1,1.84992680081073,2.70409348214677,2.54665378989251,1.26025023921934,1.51397090665918,0.763066544503822,0.760786126254021,0.518687010702192,-0.734121344752284,-0.149751004256128,-0.986640069169418,-2.83601752384917,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0112510635846661,"PERFECT",0.9834
+"168","10G","G","50",4,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.410906095497684,0.288602956071314,0.279462616631659,-0.958652824095736,0.136840633100368,0.951,0.311,0.93,1,1.85805413744519,2.69980499840863,NA,1.27687652567591,1.54070862067858,NA,0.784688995475785,0.52271796802734,-0.766300160460964,-0.15072514324315,-1.01786682382479,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0109060954976839,"PERFECT",0.3863
+"169","11A","A","100",4,2,0,2,-0.5,0.857105672314087,0.261693382155334,-0.253309949701804,-0.843558515834543,-0.0115774238973304,0.267833007435908,0.269599358258194,-0.53999216608339,0.516837318288729,0.956,0.044,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0115774238973304,"PERFECT",0.05
+"170","11A","A","200",4,2,0,2,-0.5,0.833375127517822,0.254948131644864,-0.249962159771644,-0.842136562862176,-0.00573914070581643,0.194109280931051,0.18966280951385,-0.377478247352962,0.365999965941329,0.95,0.05,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00573914070581643,"PERFECT",0.05
+"171","11A","A","300",4,2,0,2,-0.5,0.848552944162861,0.251580148171547,-0.244341797983942,-0.842969341916006,-0.00935827719912452,0.154966160562358,0.154929551123097,-0.313020197400395,0.294303643002146,0.944,0.056,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00935827719912452,"PERFECT",0.05
+"172","11A","A","50",4,2,0,2,-0.5,0.853356791751265,0.258882490613348,-0.263293160360357,-0.864859665247596,0.0132693122077847,0.385965606569046,0.384989760577018,-0.74131061852317,0.767849242938739,0.95,0.05,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0132693122077847,"PERFECT",0.05
+"173","11B","B","100",4,2,0.2,2,0.5,0.848011843352815,0.257503117856272,-0.25989911314365,-0.846042047860707,0.200169086442943,0.272890829152468,0.270470133038029,-0.329952374311594,0.73029054719748,0.951,0.117,0.771,0.974358974358974,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000169086442943001,"PERFECT",0.1543
+"174","11B","B","200",4,2,0.2,2,0.5,0.849431971020389,0.261576905637721,-0.248883947020404,-0.839925324416872,0.199467525495282,0.191702234477048,0.190450815365658,-0.173816072621408,0.572751123611972,0.95,0.192,0.843,0.989583333333333,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000532474504717884,"PERFECT",0.2618
+"175","11B","B","300",4,2,0.2,2,0.5,0.833704045790904,0.245847173061354,-0.253814042848949,-0.850129851491315,0.210612106077391,0.161914513010831,0.155169170599057,-0.0935194682967599,0.514743680451543,0.937,0.285,0.908,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0106121060773914,"PERFECT",0.366
+"176","11B","B","50",4,2,0.2,2,0.5,0.863848096630285,0.249616994657883,-0.263857635937609,-0.85493443342413,0.202238076096999,0.381144721316278,0.384292082470868,-0.550974405545903,0.9554505577399,0.959,0.072,0.697,0.930555555555556,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00223807609699889,"PERFECT",0.1013
+"177","11C","C","100",4,2,0.2,2,-0.5,0.85687013999119,0.262224251022131,-0.250992912207143,-0.844148161757631,0.192429054255332,0.267067667255146,0.270139679669365,-0.337044717896624,0.721902826407288,0.959,0.095,0.763,0.957894736842105,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0075709457446681,"PERFECT",0.1543
+"178","11C","C","200",4,2,0.2,2,-0.5,0.841359012373726,0.252231890223798,-0.256457092454659,-0.848280293967107,0.201161118918176,0.191060433995624,0.190024478159978,-0.17128685827538,0.573609096111732,0.954,0.182,0.847,0.994505494505495,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00116111891817647,"PERFECT",0.2618
+"179","11C","C","300",4,2,0.2,2,-0.5,0.842210767169362,0.245787551035751,-0.247910722356356,-0.850438178896574,0.200180694871215,0.158721811831192,0.154944326431603,-0.103510184934727,0.503871574677158,0.943,0.256,0.897,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000180694871215359,"PERFECT",0.366
+"180","11C","C","50",4,2,0.2,2,-0.5,0.870826338726676,0.25938340197544,-0.258322980381635,-0.855274684628779,0.222419199485997,0.395145890272577,0.385143628377872,-0.532462312134632,0.977300711106626,0.94,0.103,0.717,0.922330097087379,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0224191994859969,"PERFECT",0.1013
+"181","11D","D","100",4,2,0.4,2,0.5,0.835498772210893,0.239376815961716,-0.2563619552947,-0.86092569867582,0.410938196721415,0.277064386088376,0.271738230171847,-0.121668734415405,0.943545127858235,0.953,0.336,0.938,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0109381967214148,"PERFECT",0.4627
+"182","11D","D","200",4,2,0.4,2,0.5,0.839071182478474,0.238114669392909,-0.25584857774276,-0.850346331300691,0.413991644233077,0.192868219708835,0.191449560971214,0.0387505047294975,0.789232783736657,0.943,0.58,0.982,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0139916442330774,"PERFECT",0.7507
+"183","11D","D","300",4,2,0.4,2,0.5,0.841142402407927,0.246491113486609,-0.249001362536567,-0.844050600916567,0.396223799774863,0.155885882686596,0.155556372854725,0.091333308979603,0.701114290570124,0.953,0.708,0.994,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00377620022513653,"PERFECT",0.8981
+"184","11D","D","50",4,2,0.4,2,0.5,0.868788730173894,0.242437678885254,-0.258372847533203,-0.880646464297244,0.424433322540996,0.404645936836528,0.386461484673971,-0.333031187419986,1.18189783250198,0.954,0.206,0.858,0.990291262135922,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0244333225409964,"PERFECT",0.2615
+"185","11E","E","100",4,2,0.4,2,-0.5,0.857690760946906,0.24974611148552,-0.259782357982893,-0.841995705355111,0.402081014048754,0.27799007603733,0.272092268173799,-0.131219831571892,0.9353818596694,0.944,0.33,0.937,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00208101404875422,"PERFECT",0.4627
+"186","11E","E","200",4,2,0.4,2,-0.5,0.844037646700575,0.250555087670605,-0.248355013682024,-0.850399286761424,0.412830176790361,0.196004832805012,0.191295376336625,0.0378912391705768,0.787769114410146,0.945,0.578,0.981,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0128301767903613,"PERFECT",0.7507
+"187","11E","E","300",4,2,0.4,2,-0.5,0.844177292023604,0.252004475072998,-0.25486706221914,-0.843998829465951,0.404617237738361,0.156927533031316,0.15587657700986,0.0990991467990364,0.710135328677686,0.95,0.729,0.993,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0046172377383612,"PERFECT",0.8981
+"188","11E","E","50",4,2,0.4,2,-0.5,0.851918301541288,0.243989374886489,-0.264643148618856,-0.877154869860054,0.419149109956212,0.388205119108978,0.38996661340804,-0.345185452323546,1.18348367223597,0.958,0.18,0.862,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0191491099562124,"PERFECT",0.2615
+"189","11F","F","100",4,2,-0.2,2,-0.5,0.854449266871319,0.252880251434096,-0.233733208074873,-0.845189265663457,-0.214062723180651,0.280037372823125,0.269975043311579,-0.743213808071347,0.315088361710044,0.946,0.127,0.776,0.984251968503937,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0140627231806514,"PERFECT",0.1543
+"190","11F","F","200",4,2,-0.2,2,-0.5,0.841124910603935,0.255244719273893,-0.252380370266865,-0.843302172889537,-0.201002484172315,0.18609115732109,0.190085149369707,-0.57356937693694,0.17156440859231,0.952,0.178,0.859,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00100248417231499,"PERFECT",0.2618
+"191","11F","F","300",4,2,-0.2,2,-0.5,0.840245112059778,0.245966810969479,-0.255483123785465,-0.840521816594699,-0.202392214128584,0.150324252110726,0.154879471849121,-0.505955978952862,0.101171550695693,0.952,0.248,0.911,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00239221412858442,"PERFECT",0.366
+"192","11F","F","50",4,2,-0.2,2,-0.5,0.863223877615291,0.262367724637231,-0.235067113502423,-0.88152523065259,-0.212020130577158,0.399506687836419,0.384704644799088,-0.966041234383371,0.542000973229054,0.945,0.093,0.694,0.946236559139785,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0120201305771585,"PERFECT",0.1013
+"193","11G","G","100",4,2,-0.4,2,-0.5,0.853732653177312,0.263109221184178,-0.258309765575274,-0.849601868829555,-0.39769140527891,0.277907747150597,0.271719923150275,-0.93026245465345,0.13487964409563,0.945,0.309,0.912,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00230859472108963,"PERFECT",0.4627
+"194","11G","G","200",4,2,-0.4,2,-0.5,0.838558926138139,0.251849032145416,-0.251295015231574,-0.854956343789435,-0.394958334520789,0.194942538095662,0.191179854873014,-0.769670850071897,-0.0202458189696812,0.95,0.528,0.984,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0050416654792107,"PERFECT",0.7507
+"195","11G","G","300",4,2,-0.4,2,-0.5,0.843583788154111,0.24040947828905,-0.252367329397349,-0.839446358795891,-0.389997713661267,0.159882092481181,0.15538109914144,-0.69454466797849,-0.0854507593440439,0.943,0.687,0.994,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0100022863387333,"PERFECT",0.8981
+"196","11G","G","50",4,2,-0.4,2,-0.5,0.862359343523676,0.242838442776978,-0.256141375083591,-0.853983914741686,-0.411669701461986,0.397278739851968,0.388535199564233,-1.17319869260788,0.349859289683911,0.946,0.193,0.86,0.994818652849741,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0116697014619859,"PERFECT",0.2615
+"197","12A","A","100",4,4,0,2,-0.5,NA,NA,NA,NA,0.00478589986187596,0.190042790709943,0.193299800350702,-0.3740817088255,0.383653508549252,0.956,0.044,NA,NA,1.88847180518496,2.73921975835024,2.57269390841889,1.26356239481762,1.51662578475704,0.768344699770246,0.769017306839499,0.515939252621063,-0.751877808882097,-0.150163143852708,-1.01977427076727,-2.88644129124667,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00478589986187596,"PERFECT",0.05
+"198","12A","A","200",4,4,0,2,-0.5,NA,NA,NA,NA,-0.0106125910974292,0.137690197279156,0.136688420956916,-0.278521896172985,0.257296713978127,0.951,0.049,NA,NA,1.86762923779437,2.71209294548961,2.56221784197316,1.26047190144892,1.52034551691852,0.765004352462578,0.771066918553096,0.520566879897246,-0.73848592081422,-0.151541702998682,-0.983780268840208,-2.84763303013453,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0106125910974292,"PERFECT",0.05
+"199","12A","A","300",4,4,0,2,-0.5,NA,NA,NA,NA,-0.00451996771224725,0.109237574749073,0.111370938794182,-0.222807007748843,0.213767072324349,0.955,0.045,NA,NA,1.85779380496821,2.70477340425411,2.55388180265962,1.25470213493141,1.51308308374855,0.752368174147371,0.755060593642074,0.501808322505122,-0.751789389037973,-0.152734348290344,-1.00170982843314,-2.85489569346179,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00451996771224725,"PERFECT",0.05
+"200","12A","A","50",4,4,0,2,-0.5,NA,NA,NA,NA,0.00447670541957883,0.280185100852989,0.278969864638968,-0.542304229272798,0.551257640111956,0.95,0.05,NA,NA,1.80934430006242,2.62132636400596,NA,1.3072735122739,1.54703288630352,NA,0.801321960872315,0.545269875012503,-0.748271908344662,-0.150204970885731,-1.01903810880004,-2.93098362203083,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00447670541957883,"PERFECT",0.05
+"201","12B","B","100",4,4,0.2,2,0.5,NA,NA,NA,NA,0.206329957754027,0.197818772426362,0.195326100757294,-0.17650919973027,0.589169115238324,0.944,0.181,0.852,0.994475138121547,1.88701016176594,2.75548118818562,2.59552453341898,1.27627014860859,1.53301962520799,0.762662465735859,0.765358399055461,0.516191107311055,-0.743728651079806,-0.157496972982481,-1.00986481856437,-2.87801313799466,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00632995775402714,"PERFECT",0.2177
+"202","12B","B","200",4,4,0.2,2,0.5,NA,NA,NA,NA,0.195379473534075,0.131818433382335,0.137104016862942,-0.073344399517291,0.464103346585442,0.958,0.298,0.929,1,1.86629193556242,2.72342744406409,2.56488183089229,1.27198034990816,1.52662617718957,0.775977202747322,0.757315397497064,0.504685930083068,-0.750221550900067,-0.150497200241419,-1.00021879858091,-2.85980173490321,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0046205264659247,"PERFECT",0.3875
+"203","12B","B","300",4,4,0.2,2,0.5,NA,NA,NA,NA,0.196883302007878,0.117288004066442,0.111609309893141,-0.0218709453826776,0.415637549398433,0.935,0.423,0.954,1,1.85021377573963,2.69888170363362,2.53839628871474,1.25831024060352,1.50803515525913,0.757696446470693,0.754455528664768,0.507610832052462,-0.751756749108847,-0.158922650180883,-1.00563140690275,-2.86196178604373,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00311669799212219,"PERFECT",0.5373
+"204","12B","B","50",4,4,0.2,2,0.5,NA,NA,NA,NA,0.200371076843549,0.263561810750553,0.278286297870703,-0.345070066983029,0.745812220670127,0.971,0.092,0.785,0.989130434782609,1.867052286728,2.68779525587378,NA,1.29677882802734,1.560705440447,NA,0.769962428936825,0.503576787963132,-0.793527786966281,-0.165051788298847,-1.0510866359726,-2.95429147237424,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000371076843549173,"PERFECT",0.1339
+"205","12C","C","100",4,4,0.2,2,-0.5,NA,NA,NA,NA,0.205333248984221,0.202243321916557,0.195284742595064,-0.177424846502105,0.588091344470547,0.94,0.184,0.851,0.994565217391304,1.88963438469173,2.7411541424077,2.57193941068019,1.26670287478589,1.53124593124507,0.764000472461225,0.770459777966722,0.509097263468847,-0.759885421422559,-0.16090368819489,-1.02381795126113,-2.91253129406121,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00533324898422136,"PERFECT",0.2177
+"206","12C","C","200",4,4,0.2,2,-0.5,NA,NA,NA,NA,0.19406344962382,0.140680492962349,0.137191165088167,-0.0748312339489872,0.462958133196628,0.948,0.29,0.926,0.996551724137931,1.86210657558973,2.71254066619449,2.55353972064189,1.25963750976106,1.51296501347786,0.758861117000413,0.752961396837924,0.508364628845971,-0.747445539879029,-0.151240147692857,-0.999635769125914,-2.86059162734298,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00593655037617954,"PERFECT",0.3875
+"207","12C","C","300",4,4,0.2,2,-0.5,NA,NA,NA,NA,0.203389352085772,0.115424229388352,0.111710992666048,-0.0155641935396823,0.422342897711226,0.939,0.449,0.962,1,1.85143382640888,2.7004218339725,2.53053973422661,1.25544443047993,1.50731810179755,0.748991108699633,0.752104774455624,0.497462499264198,-0.756790837669852,-0.166929383445721,-1.00328530875105,-2.84497049858424,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00338935208577207,"PERFECT",0.5373
+"208","12C","C","50",4,4,0.2,2,-0.5,NA,NA,NA,NA,0.198013303642502,0.29346433552141,0.278925690610946,-0.348681049954952,0.744707657239956,0.939,0.114,0.745,0.947368421052632,1.71940704013539,2.45036542399049,NA,1.28586384117016,1.54861328881362,NA,0.797663066256177,0.5435608936189,NA,-0.146826552083332,-1.01048984759891,-2.95439115809406,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00198669635749804,"PERFECT",0.1339
+"209","12D","D","100",4,4,0.4,2,0.5,NA,NA,NA,NA,0.409049401302475,0.201207257710768,0.196884695917146,0.0231553973048687,0.794943405300081,0.945,0.554,0.974,1,1.88881534471592,2.74155125228665,2.58073119224058,1.28446580879555,1.5309977253954,0.769806781033103,0.761378019064374,0.499781610275681,-0.769854157768993,-0.146501506009798,-1.01329476529533,-2.892078077658,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00904940130247478,"PERFECT",0.6586
+"210","12D","D","200",4,4,0.4,2,0.5,NA,NA,NA,NA,0.398507684186353,0.139152426250367,0.137979538080297,0.128067789548971,0.668947578823736,0.953,0.832,0.996,1,1.85995274271409,2.71403126396127,2.55403547183087,1.26124007032213,1.51265827117259,0.751467238724695,0.758476210187346,0.516797799898943,-0.743299628057657,-0.160430120022662,-1.01577933092239,-2.863151278635,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00149231581364656,"PERFECT",0.9161
+"211","12D","D","300",4,4,0.4,2,0.5,NA,NA,NA,NA,0.40403163525072,0.108755541304025,0.112632797359701,0.183271352425707,0.624791918075734,0.952,0.955,1,1,1.85183982612385,2.69570577468927,2.53076950973056,1.26160214818462,1.51062013385204,0.75607762334733,0.753879143672714,0.503250348020483,-0.752735756205632,-0.16319079778356,-1.01114822047883,-2.86344784394571,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00403163525072026,"PERFECT",0.9834
+"212","12D","D","50",4,4,0.4,2,0.5,NA,NA,NA,NA,0.407086945895568,0.282644343712341,0.281201062410615,-0.144067136429238,0.958241028220373,0.951,0.3,0.921,1,1.79110535656941,2.61353078369579,NA,1.30334951343772,1.5513163059345,NA,0.797161331152914,0.540468749189747,-0.741720477344634,-0.12934814334187,-0.994272424284967,-2.90133350747419,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00708694589556769,"PERFECT",0.3863
+"213","12E","E","100",4,4,0.4,2,-0.5,NA,NA,NA,NA,0.410869447462977,0.201666902788835,0.196503887571392,0.0257218278230495,0.796017067102905,0.945,0.548,0.975,1,1.88095954325659,2.7510260887283,2.58380143112971,1.26402041263156,1.52265014687196,0.746453466658043,0.775640351149273,0.528373631690776,-0.730963135591887,-0.1622660035512,-1.03585804576412,-2.92690642440943,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0108694474629771,"PERFECT",0.6586
+"214","12E","E","200",4,4,0.4,2,-0.5,NA,NA,NA,NA,0.401185708259865,0.137256473710863,0.137744400451535,0.131206683374856,0.671164733144873,0.949,0.831,0.998,1,1.85061480974324,2.69044426471732,2.53391368957846,1.26450770197645,1.51714158267798,0.7580744674963,0.755247789456614,0.503239797566192,-0.755740879322378,-0.161467643209206,-1.01564193723381,-2.86210104580038,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00118570825986458,"PERFECT",0.9161
+"215","12E","E","300",4,4,0.4,2,-0.5,NA,NA,NA,NA,0.400806719058546,0.112484609270063,0.112689930215672,0.179934455835828,0.621678982281264,0.938,0.947,0.999,1,1.85891435155912,2.6967475650131,2.54780747849947,1.26717420626478,1.52419876994614,0.76921099089965,0.753971492487404,0.496455040434169,-0.767778015536249,-0.156996542208213,-0.998936543124277,-2.85387544576564,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000806719058545791,"PERFECT",0.9834
+"216","12E","E","50",4,4,0.4,2,-0.5,NA,NA,NA,NA,0.407501870118763,0.278263468301122,0.281081836715007,-0.143418529842651,0.958422270080177,0.949,0.287,0.939,1,1.64299678740153,NA,NA,1.24918926329515,1.46858134587839,NA,0.791970476836133,0.524924288020265,NA,-0.154769707869321,-1.02875594490954,-2.9264057959045,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00750187011876291,"PERFECT",0.3863
+"217","12F","F","100",4,4,-0.2,2,-0.5,NA,NA,NA,NA,-0.200424333711263,0.199744633382867,0.194506726842406,-0.581657518322379,0.180808850899854,0.947,0.183,0.852,0.989071038251366,1.9051294282049,2.75309226218076,2.59341459777285,1.27773206900402,1.53302968130735,0.773333185358981,0.76212037389276,0.50048252128833,-0.785553916860828,-0.164073054815942,-1.02187223299117,-2.92097391507627,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000424333711262742,"PERFECT",0.2177
+"218","12F","F","200",4,4,-0.2,2,-0.5,NA,NA,NA,NA,-0.199969725283363,0.138790267387879,0.137149440163618,-0.468782628004056,0.0688431774373287,0.953,0.325,0.931,0.993846153846154,1.86156192610549,2.70852915852969,2.54170241504274,1.25518302152584,1.50707875645372,0.737229727372772,0.749247753680491,0.499008975538112,-0.768693217516537,-0.171426206039735,-1.03016209395274,-2.88646836902491,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-3.02747166365525e-05,"PERFECT",0.3875
+"219","12F","F","300",4,4,-0.2,2,-0.5,NA,NA,NA,NA,-0.199242189467975,0.112080679614315,0.111582662841048,-0.41794420863643,0.0194598297004803,0.954,0.433,0.966,1,1.85438095955847,2.70082641820465,2.54133728144245,1.26524775037748,1.50998071074671,0.757252115894636,0.752537929007203,0.497503981889711,-0.755039189105828,-0.156144556683401,-1.00076465899937,-2.86524761993397,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000757810532025255,"PERFECT",0.5373
+"220","12F","F","50",4,4,-0.2,2,-0.5,NA,NA,NA,NA,-0.209529554424971,0.271405128601657,0.278348538460445,-0.755092689807442,0.3360335809575,0.957,0.112,0.783,0.991071428571429,1.86998621977472,2.69845292038279,NA,1.28003095509958,1.5296234118229,NA,0.779869268103967,0.525872315615888,-0.775657174121709,-0.15430751820977,-1.01754486310849,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0095295544249708,"PERFECT",0.1339
+"221","12G","G","100",4,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.416722881273711,0.20093657044877,0.196922984915436,-0.802691931707965,-0.0307538308394569,0.949,0.551,0.988,1,1.89410900483595,2.75093337974204,2.5834061220298,1.28611165970259,1.5375703050222,0.774709726361846,0.77961717832199,0.53242013082361,-0.739764737853833,-0.153041127074763,-1.00467794795634,-2.90118100101954,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0167228812737112,"PERFECT",0.6586
+"222","12G","G","200",4,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.403160588998609,0.136480518662196,0.137821110705186,-0.673289965980774,-0.133031212016443,0.948,0.849,1,1,1.85459754365542,2.69805605925197,2.5258539797734,1.25415880156624,1.50548535077086,0.753428323389419,0.756423926855751,0.492285188233735,-0.763790978060177,-0.163412035817832,-1.00720835458069,-2.87769750541788,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00316058899860877,"PERFECT",0.9161
+"223","12G","G","300",4,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.40802710310428,0.115407909625895,0.112636101642758,-0.628793862324086,-0.187260343884474,0.934,0.953,1,1,1.84611155628275,2.69144525993494,2.52803670242792,1.26742830833606,1.52059039851636,0.771432762142568,0.760359250682176,0.502044271950501,-0.752797929855846,-0.156258287877474,-0.994436791397485,-2.86420589835728,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00802710310427979,"PERFECT",0.9834
+"224","12G","G","50",4,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.41977913787892,0.280188261708753,0.28166150849685,-0.971835694532746,0.132277418774907,0.958,0.316,0.942,1,1.87197450086836,2.69812540502727,NA,1.30639668600591,1.57771049631048,NA,0.786726169135512,0.542806946065569,NA,-0.163884910870203,-1.03347792882826,-2.99525634181558,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0197791378789198,"PERFECT",0.3863
+"225","13A","A","100",7,2,0,2,-0.3,1.1617932161393,0.662004628341369,0.315571568778019,0.00209067504845074,0.00920561036858003,0.205052647370007,0.203902954293853,-0.390444180047372,0.408855400784532,0.951,0.049,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323458478602676,-0.678676560442876,-1.16768458753918,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00920561036858003,"PERFECT",0.05
+"226","13A","A","200",7,2,0,2,-0.3,1.15330275848202,0.676390827062485,0.323390368872653,0.00305002321816789,-0.00256976796331727,0.144072498586188,0.143380133994484,-0.283594830592506,0.278455294665872,0.951,0.049,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.311147907181311,-0.674057328127638,-1.15600072760408,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00256976796331727,"PERFECT",0.05
+"227","13A","A","300",7,2,0,2,-0.3,1.15503227316745,0.676358162506127,0.323067600857241,-0.00468335634650979,0.00501363579730069,0.118282007185846,0.117213419819492,-0.224724667048904,0.234751938643506,0.947,0.053,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322825349993296,-0.681525805910364,-1.14988955008287,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00501363579730069,"PERFECT",0.05
+"228","13A","A","50",7,2,0,2,-0.3,1.18508922974776,0.691203473970505,0.343632555192702,-0.00039976292905489,-0.0181135337820081,0.286769081155148,0.287995785263068,-0.582585272897622,0.546358205333605,0.954,0.046,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319499046472099,-0.666681278236267,-1.15798273513228,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0181135337820081,"PERFECT",0.05
+"229","13B","B","100",7,2,0.2,2,0.3,1.16411619216026,0.688295410796634,0.322961421740488,0.00780737613291731,0.198809259435524,0.208647306602157,0.20396931525159,-0.200970598457593,0.598589117328641,0.939,0.162,0.826,0.981481481481482,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.318376193042814,-0.673114329956061,-1.16789035354324,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00119074056447613,"PERFECT",0.187
+"230","13B","B","200",7,2,0.2,2,0.3,1.15371693001126,0.670837572403133,0.319250061363417,0.000474211499609398,0.206502176845016,0.147916019980413,0.14338956047223,-0.0745413616805553,0.487545715370587,0.948,0.319,0.912,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32041704606013,-0.677116927412248,-1.16672109819171,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00650217684501581,"PERFECT",0.3258
+"231","13B","B","300",7,2,0.2,2,0.3,1.15322681006432,0.672910976679913,0.318812784878586,0.00385402916226329,0.201085861442547,0.117580159169886,0.117528290186862,-0.0292695873237021,0.431441310208797,0.957,0.414,0.952,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.318824270858768,-0.667578357451414,-1.15641054565179,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00108586144254741,"PERFECT",0.455
+"232","13B","B","50",7,2,0.2,2,0.3,1.16063033457179,0.689163074607616,0.324433835634449,-0.00202512520600048,0.200250718990662,0.300265996964068,0.289209161978102,-0.366599238486418,0.767100676467741,0.941,0.104,0.751,0.980769230769231,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324291976944043,-0.669921849523943,-1.17543807664957,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000250718990661647,"PERFECT",0.1171
+"233","13C","C","100",7,2,0.2,2,-0.3,1.14894245415971,0.678372528823771,0.330516531814609,-0.0140390460784948,0.193975468967063,0.195155096672914,0.203052862507077,-0.204008141546807,0.591959079480933,0.961,0.147,0.839,0.993197278911565,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324014627730173,-0.665728416959644,-1.16572855811076,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00602453103293688,"PERFECT",0.187
+"234","13C","C","200",7,2,0.2,2,-0.3,1.15957105549583,0.677959678756563,0.325725498871984,-0.00656000827336127,0.197065500933746,0.146293955242084,0.144063971810682,-0.0852998838151904,0.479430885682683,0.942,0.277,0.915,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322853464646174,-0.667217647478573,-1.15756623487798,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0029344990662539,"PERFECT",0.3258
+"235","13C","C","300",7,2,0.2,2,-0.3,1.14840877863485,0.667450052074843,0.317878222722444,-0.00215162641642306,0.20259967615342,0.115187463307718,0.117121032729099,-0.0269575479956142,0.432156900302455,0.959,0.425,0.966,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322383787871562,-0.682149268696924,-1.15228372842148,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00259967615342041,"PERFECT",0.455
+"236","13C","C","50",7,2,0.2,2,-0.3,1.16416113314924,0.678400919625899,0.327053308602332,-0.00740168385451183,0.202686416614941,0.301695835462676,0.290049157386073,-0.365809931861762,0.771182765091645,0.944,0.114,0.748,0.973684210526316,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322245224912014,-0.684756695586452,-1.17365222571974,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00268641661494112,"PERFECT",0.1171
+"237","13D","D","100",7,2,0.4,2,0.3,1.15098138738427,0.660759304307362,0.310371411727203,-0.0162874626778094,0.412167062407395,0.2116156561099,0.204882425303476,0.0105975088125817,0.813736616002208,0.939,0.522,0.973,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.338344562982681,-0.684694189269494,-1.17486466273427,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.012167062407395,"PERFECT",0.5666
+"238","13D","D","200",7,2,0.4,2,0.3,1.15051623959197,0.670307893238602,0.319148591936432,-0.000865827197381942,0.406069501080999,0.147183296937328,0.144866098588142,0.122131947848242,0.690007054313757,0.949,0.801,0.997,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.328477258135708,-0.675566445566979,-1.15494640149662,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00606950108099946,"PERFECT",0.8538
+"239","13D","D","300",7,2,0.4,2,0.3,1.15445175051943,0.677409238394185,0.31653475137833,-0.000919203039288145,0.403478025778435,0.118209870764865,0.118151826317916,0.17190044619532,0.635055605361549,0.949,0.921,0.999,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323871087699906,-0.676292246591947,-1.15807554097364,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0034780257784347,"PERFECT",0.9584
+"240","13D","D","50",7,2,0.4,2,0.3,1.162197499719,0.679185746636538,0.31664984289443,-0.0039522896692904,0.400334994408386,0.295758965048449,0.289992936712427,-0.168051161547971,0.968721150364742,0.942,0.279,0.918,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324825943510823,-0.686851055473327,-1.16716097327246,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000334994408385803,"PERFECT",0.3236
+"241","13E","E","100",7,2,0.4,2,-0.3,1.15774198680466,0.692757433163949,0.324942049080384,-0.000976699686290442,0.39859033138382,0.212217428958367,0.205047388731148,-0.00330255052923033,0.80048321329687,0.946,0.505,0.976,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.325019872693635,-0.678636534911488,-1.16979671799255,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00140966861618014,"PERFECT",0.5666
+"242","13E","E","200",7,2,0.4,2,-0.3,1.15978994657332,0.671881952918466,0.327635292556487,-0.0034379875385242,0.399933713182509,0.149573023890262,0.144543710386137,0.11662804082568,0.683239385539338,0.937,0.78,0.995,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320849164743001,-0.671131225671638,-1.1534071141985,NA,NA,NA,NA,NA,NA,NA,NA,NA,6.62868174913789e-05,"PERFECT",0.8538
+"243","13E","E","300",7,2,0.4,2,-0.3,1.15588971330587,0.663612307002745,0.313375804698379,-0.00128884054828225,0.402155424090518,0.118662520464544,0.117921810664781,0.171028675187546,0.633282172993489,0.956,0.93,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321493306091744,-0.668427416604012,-1.15902069267187,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00215542409051755,"PERFECT",0.9584
+"244","13E","E","50",7,2,0.4,2,-0.3,1.16208731038172,0.670259499809445,0.315353545139322,0.00515902026723204,0.415105829543566,0.287234815606339,0.290672967148059,-0.154613186066631,0.984824845153763,0.952,0.296,0.921,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.347462507998633,-0.697415044507179,-1.19048603845528,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.015105829543566,"PERFECT",0.3236
+"245","13F","F","100",7,2,-0.2,2,-0.3,1.16828078319995,0.669078897852592,0.316869761839604,-0.00946880132222217,-0.196974917572896,0.205162913002653,0.203856620563234,-0.596533893876835,0.202584058731043,0.952,0.165,0.818,0.981818181818182,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32628907398784,-0.682819115239152,-1.16801004856827,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00302508242710434,"PERFECT",0.187
+"246","13F","F","200",7,2,-0.2,2,-0.3,1.14884658182274,0.671329349866997,0.314381080058031,-0.00951383853584924,-0.187866809427388,0.141491801211828,0.14378158758218,-0.469678721088461,0.0939451022336858,0.953,0.248,0.909,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324310266939973,-0.673974680307198,-1.15829915857355,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0121331905726125,"PERFECT",0.3258
+"247","13F","F","300",7,2,-0.2,2,-0.3,1.14815465213918,0.668402299434161,0.320715578880457,-0.000289840156706399,-0.201906925518929,0.113233358512669,0.117570852130007,-0.432345795693742,0.0285319446558853,0.96,0.399,0.973,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319811556716696,-0.668872325959737,-1.15653531442225,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00190692551892863,"PERFECT",0.455
+"248","13F","F","50",7,2,-0.2,2,-0.3,1.16025264865173,0.668447683614209,0.325781984467114,-0.0206905849335298,-0.201837939001652,0.291346393072849,0.288305680039439,-0.766917071878953,0.36324119387565,0.945,0.118,0.75,0.966101694915254,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.340822192194885,-0.683001988931543,-1.18000779342,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00183793900165166,"PERFECT",0.1171
+"249","13G","G","100",7,2,-0.4,2,-0.3,1.15475870234324,0.659529283570631,0.317933928960074,-0.00871473304247935,-0.395630850938368,0.204340850719914,0.204247409718346,-0.795955773986327,0.00469407210959009,0.951,0.485,0.977,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.328020647661321,-0.68262811845752,-1.15702339060065,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00436914906163166,"PERFECT",0.5666
+"250","13G","G","200",7,2,-0.4,2,-0.3,1.16034980639593,0.672265056873705,0.323026163483181,0.000654023814700573,-0.401842546260801,0.139639319540061,0.144260911102446,-0.684593932021595,-0.119091160500006,0.951,0.802,0.998,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32307868547895,-0.667882306198418,-1.15144997444889,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00184254626080066,"PERFECT",0.8538
+"251","13G","G","300",7,2,-0.4,2,-0.3,1.1594556588647,0.672990619216083,0.32632706150605,0.0050646625270362,-0.399369943175092,0.12233424449238,0.117722627441232,-0.630106292959907,-0.168633593390277,0.947,0.911,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320600560215587,-0.669926383696199,-1.16001340644923,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000630056824907965,"PERFECT",0.9584
+"252","13G","G","50",7,2,-0.4,2,-0.3,1.18065153590548,0.686095608111148,0.310699047482749,0.00457014840045243,-0.395665599465165,0.294173286374434,0.290882717484951,-0.965795725735669,0.17446452680534,0.951,0.269,0.918,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.329644452212728,-0.663960948522909,-1.17929935951484,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0043344005348353,"PERFECT",0.3236
+"253","14A","A","100",7,4,0,2,-0.3,NA,NA,NA,NA,-0.00575700652338634,0.165082807400832,0.165337670732473,-0.329818841159033,0.31830482811226,0.949,0.051,NA,NA,2.19338073015072,3.37428652325387,3.52892491610359,1.68300399469299,2.36829983247089,2.03548607670833,1.34464714913748,1.66710895410887,0.982889552050922,1.02576594249908,1.01680317171972,0.0119600615551761,NA,NA,NA,0.701796105246089,0.372268177621272,-0.963603894134086,0.335183887208779,-0.333095013500604,-2.03491372475179,-0.143306813074372,-1.31014449881371,-3.5411901544626,0.00575700652338634,"PERFECT",0.05
+"254","14A","A","200",7,4,0,2,-0.3,NA,NA,NA,NA,0.00337885816056344,0.114742059379778,0.116341886778381,-0.224651239925064,0.231408956246191,0.956,0.044,NA,NA,2.16045425760114,3.31810055515143,3.4616972795836,1.68664573662362,2.35795157118598,2.02343180522533,1.32819136091147,1.6440227780617,0.951688091126151,0.999538470073921,0.994197719015601,-0.0119284988187369,NA,NA,NA,0.677407381994467,0.355136698530499,-0.977000856907091,0.328280792689693,-0.351187431895701,-2.03318513883114,-0.152801717997776,-1.32376426635894,-3.50854234237629,-0.00337885816056344,"PERFECT",0.05
+"255","14A","A","300",7,4,0,2,-0.3,NA,NA,NA,NA,-0.0011584871058407,0.0973361009894856,0.0950032230490839,-0.187364804282045,0.185047830070364,0.947,0.053,NA,NA,2.16432809010119,3.31745831477802,3.46935984105503,1.67736204405684,2.34942156170437,2.02098838931535,1.32635219671461,1.64223971778593,0.961694831867003,1.00555809022084,0.99820822197847,-0.000308437669767326,NA,NA,NA,0.681992831139452,0.355215133915633,-0.972365584036398,0.329115101699012,-0.35059221109817,-2.03348198564657,-0.148877057281864,-1.30391550634201,-3.48424125800097,0.0011584871058407,"PERFECT",0.05
+"256","14A","A","50",7,4,0,2,-0.3,NA,NA,NA,NA,0.00413636092292255,0.232374338365266,0.235223364314906,-0.456901433134292,0.465174154980137,0.951,0.049,NA,NA,1.97208227308348,3.04075304925146,NA,1.70580476975169,2.35559599782088,NA,1.33071942826145,1.65678538750484,NA,1.0380701807966,1.03847254266709,NA,NA,NA,NA,0.69399893030323,0.366293276218024,-1.00104567191693,0.339541015603814,-0.335978696370141,-2.08561700507469,-0.147983105920219,-1.30943676432102,NA,-0.00413636092292255,"PERFECT",0.05
+"257","14B","B","100",7,4,0.2,2,0.3,NA,NA,NA,NA,0.207445419420786,0.174102313409139,0.165602317369412,-0.117135122623261,0.532025961464833,0.933,0.266,0.891,0.996240601503759,2.21143651718452,3.36938717545624,3.524349243887,1.69946229942963,2.38032661569296,2.03876258990631,1.3394284464661,1.65474343766382,0.963270591339621,1.01751426089984,1.0083615689201,-0.00593912858559487,NA,NA,NA,0.685291441206651,0.367814748607058,-0.977460885338336,0.333632178662826,-0.35038984818084,-2.03811221857371,-0.146973002582607,-1.31390982615726,-3.50077380665896,-0.007445419420786,"PERFECT",0.245
+"258","14B","B","200",7,4,0.2,2,0.3,NA,NA,NA,NA,0.204952333110536,0.113543440760317,0.116861259612879,-0.0240957357307074,0.43400040195178,0.958,0.408,0.968,1,2.18135979086993,3.34474228529239,3.49460316109271,1.69147607303012,2.36569795461046,2.03816723484342,1.33524584662812,1.66288911631394,0.977057231526285,1.00771089810982,1.0020841537389,-0.00670871660901191,NA,NA,NA,0.680650042198345,0.361075629968485,-0.968634786230166,0.338483551223237,-0.331449187771654,-2.00781782433064,-0.157496666341979,-1.31532986963703,-3.49778359476335,-0.00495233311053619,"PERFECT",0.4321
+"259","14B","B","300",7,4,0.2,2,0.3,NA,NA,NA,NA,0.199404420657255,0.095215204408879,0.0950610339072798,0.0130847941989865,0.385724047115523,0.948,0.55,0.987,1,2.15414675451897,3.30918154380327,3.45850801806243,1.68284524067943,2.35725309379453,2.02571981090818,1.32468087153678,1.63958564127925,0.962496195400704,1.00420829469209,0.999382147557171,-0.00412355332254241,NA,NA,NA,0.683652195845669,0.36595937569003,-0.965028107673595,0.330988037024168,-0.336638792543968,-2.02481515937703,-0.14743122979441,-1.30587188264624,-3.45800439885798,0.00059557934274504,"PERFECT",0.5907
+"260","14B","B","50",7,4,0.2,2,0.3,NA,NA,NA,NA,0.19361560841493,0.229881854681278,0.234820513412664,-0.26663259787389,0.653863814703751,0.958,0.113,0.8,0.982300884955752,1.99657760295607,3.04524944166383,NA,1.67016275065655,2.32227781889115,NA,1.37596900442318,1.68859586661235,NA,1.02041584687603,1.03049372851141,0.0290267706690246,NA,NA,NA,0.691840164447452,0.370115977441848,-0.967220725223151,0.335448011918358,-0.344869072410788,-2.03565621916948,-0.15857098496239,-1.33058000867651,NA,0.00638439158506982,"PERFECT",0.1448
+"261","14C","C","100",7,4,0.2,2,-0.3,NA,NA,NA,NA,0.20164199431828,0.157919966436178,0.165716439276635,-0.123162226663924,0.526446215300484,0.958,0.219,0.909,0.995433789954338,2.20179256701019,3.36547775695324,3.50572719922761,1.68056573926743,2.35844605154381,2.01505500099785,1.32953812892411,1.64002012017484,0.944266180827045,1.01758729400092,1.01057567884786,0.000947708485373188,NA,NA,NA,0.682077434205966,0.350378872294317,-0.994729716640557,0.331852103463527,-0.338103074785897,-2.03490612703435,-0.162525140660595,-1.33541674427548,-3.52460727157264,-0.00164199431828033,"PERFECT",0.245
+"262","14C","C","200",7,4,0.2,2,-0.3,NA,NA,NA,NA,0.202918481133397,0.120169621920595,0.116532338372683,-0.0254849020770608,0.431321864343855,0.942,0.417,0.963,1,2.17006196865029,3.33014947610298,3.47763054123638,1.68669363677469,2.35895601500863,2.02192514037428,1.34068496320135,1.65984045571041,0.974175858229064,1.0034365872873,1.00781775769807,-0.00387253612598189,NA,NA,NA,0.684200436749105,0.354840197748217,-0.979521289107243,0.330973951076181,-0.338238037120626,-2.02209451254474,-0.157300513507025,-1.31144750190718,-3.47629199065101,-0.00291848113339724,"PERFECT",0.4321
+"263","14C","C","300",7,4,0.2,2,-0.3,NA,NA,NA,NA,0.199726151112499,0.0928251160593778,0.0952005240585407,0.0131331239577589,0.386319178267238,0.963,0.56,0.984,1,2.15627865186872,3.31359541249826,3.46590836744207,1.68290974653903,2.35699911299437,2.0262544423181,1.33195016452392,1.64811863345409,0.966855923143344,0.998885061739624,1.00343298345873,0.00339243265647177,NA,NA,NA,0.681952855769843,0.36375994445779,-0.969483936145136,0.330083101020807,-0.344384599082716,-2.01943406231178,-0.151019177580738,-1.30246179965577,-3.46220299365683,0.000273848887501316,"PERFECT",0.5907
+"264","14C","C","50",7,4,0.2,2,-0.3,NA,NA,NA,NA,0.214279899386496,0.224783971871732,0.23606708939774,-0.248411595833075,0.676971394606066,0.96,0.134,0.825,0.992537313432836,1.87267916502019,2.80467419612413,NA,1.6698283978051,2.31572255355266,NA,1.33165485205222,1.64605754865815,NA,1.04330327809056,1.05109312590495,0.00690728252839116,NA,NA,NA,0.685252384973865,0.334937268123702,-1.01937092925606,0.331169136395297,-0.358548209536137,-2.09221632042125,-0.141776353024615,-1.33818372533531,NA,-0.0142798993864957,"PERFECT",0.1448
+"265","14D","D","100",7,4,0.4,2,0.3,NA,NA,NA,NA,0.405077008352468,0.169941941455221,0.166388631947862,0.0789552897346591,0.731198726970277,0.941,0.679,0.991,1,2.22093773620398,3.38277404647375,3.54074864097789,1.68947062903383,2.36736304853753,2.02591909256466,1.33702808978422,1.66618709093041,0.972976727859645,1.00753236694327,1.00333090952973,-0.00580722135026956,NA,NA,NA,0.679840050566509,0.365439770964274,-0.986956298716465,0.330916339924256,-0.345004620951114,-2.045198558532,-0.156174123406942,-1.30010773619914,-3.49453444205613,-0.00507700835246822,"PERFECT",0.7136
+"266","14D","D","200",7,4,0.4,2,0.3,NA,NA,NA,NA,0.39425522903333,0.118758474990332,0.117020411962483,0.164895221586862,0.623615236479797,0.946,0.922,0.999,1,2.18730648299102,3.34730509217144,3.50585792422523,1.69242871980232,2.36594242088371,2.03837749276469,1.33365352914638,1.66346438014042,0.987055680915751,1.00125364050871,1.01556405142589,0.0167599738194438,NA,NA,NA,0.679635143860742,0.360526132917733,-0.958251167023671,0.336555663034991,-0.333599197428103,-2.00197813696423,-0.150681941833618,-1.30710711161359,-3.47282235172411,0.00574477096667048,"PERFECT",0.9471
+"267","14D","D","300",7,4,0.4,2,0.3,NA,NA,NA,NA,0.4004967414498,0.0958687832805047,0.0954875438574922,0.213341155489115,0.587652327410484,0.941,0.985,1,1,2.1875388733506,3.3292244747466,3.48330346156163,1.67824009787141,2.35008305435438,2.02613911985005,1.3203436711907,1.63247542401738,0.953369765351521,1.00328564374971,1.00171727090866,-0.00159249175687949,NA,NA,NA,0.683149155103229,0.359267489818932,-0.96628143554516,0.32731473622158,-0.344474467978468,-2.03780380462914,-0.1510769302174,-1.31168099999335,-3.46881982330164,-0.000496741449799831,"PERFECT",0.9919
+"268","14D","D","50",7,4,0.4,2,0.3,NA,NA,NA,NA,0.409652759818014,0.23360992769501,0.237325543780252,-0.0555053059912813,0.874810825627308,0.95,0.405,0.962,1,1.85482098379084,NA,NA,1.66427616455726,2.31757333488332,NA,1.35506337128933,1.68613491511054,NA,1.02129389195759,1.02407215559718,NA,NA,NA,NA,0.693353902090572,0.358367019972199,-0.974877177602539,0.321709263593113,-0.366831914422692,-2.10891732957114,-0.13970973409013,-1.32361764260938,NA,-0.0096527598180135,"PERFECT",0.4328
+"269","14E","E","100",7,4,0.4,2,-0.3,NA,NA,NA,NA,0.397292695881323,0.167280399184909,0.166368908598836,0.0712096350276041,0.723375756735043,0.957,0.665,0.99,1,2.20568902007257,3.38461046676221,3.53547973676074,1.69904306404855,2.39501294107101,2.05630567673621,1.35546603915152,1.68473365152527,1.00546313582762,1.01991307815781,1.01752559254379,0.00651274714380867,NA,NA,NA,0.702988473806647,0.371369108417828,-0.950794868993089,0.342013902592388,-0.336554934144955,-2.03048665139101,-0.142112723294527,-1.2990166478988,-3.46522985097882,0.00270730411867665,"PERFECT",0.7136
+"270","14E","E","200",7,4,0.4,2,-0.3,NA,NA,NA,NA,0.405528947002762,0.123836283964472,0.117040898203386,0.176128786524125,0.634929107481399,0.937,0.927,1,1,2.1693075101005,3.32100944325891,3.46836711732167,1.68997996338638,2.35549716336469,2.01704339117214,1.32654786930287,1.65457837800875,0.969685109171632,1.00112020888138,0.993037356483162,-0.00383479047962683,NA,NA,NA,0.684252647560546,0.360779520894739,-0.968656485197009,0.329449091905196,-0.357770217984971,-2.03424104072504,-0.15750890236649,-1.31049660599252,-3.48723024181402,-0.00552894700276196,"PERFECT",0.9471
+"271","14E","E","300",7,4,0.4,2,-0.3,NA,NA,NA,NA,0.401978122204399,0.0978847483523928,0.09569124323637,0.214423285461114,0.589532958947685,0.948,0.985,1,1,2.17062329081672,3.32354363417348,3.47782581625698,1.68419548479911,2.3655145515665,2.02895954606184,1.32570143503963,1.6517711018066,0.963775359423839,1.0071173502678,1.00118041142576,0.00234688503134645,NA,NA,NA,0.685197457354146,0.36333239619464,-0.953191627461202,0.332879765197293,-0.336680323019288,-2.01921828000263,-0.145092514097556,-1.30154439778743,-3.45770150424618,-0.00197812220439947,"PERFECT",0.9919
+"272","14E","E","50",7,4,0.4,2,-0.3,NA,NA,NA,NA,0.414423023132632,0.241738541738361,0.236975754471949,-0.0500494556323874,0.878895501897652,0.947,0.43,0.96,0.997674418604651,1.72218503035845,NA,NA,1.63384930990154,2.24763950905705,NA,1.32884878802128,1.63947777407364,NA,1.0338715340238,1.02585418051299,NA,NA,NA,NA,0.697528917102452,0.374444252849278,NA,0.331172465943283,-0.345627745102035,-2.07718567236189,-0.165796648368185,-1.34196033368964,-3.59247074348721,-0.0144230231326324,"PERFECT",0.4328
+"273","14F","F","100",7,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.204539367081145,0.170776172184698,0.165318262474256,-0.528563161530686,0.119484427368396,0.938,0.238,0.881,0.995798319327731,2.19133936553344,3.3507007024443,3.5068088541843,1.70861728340857,2.38296084906365,2.04395785293906,1.35533605501958,1.66305179354575,0.979427263967728,1.01269120365957,1.00519012826198,-0.000782694974622897,NA,NA,NA,0.681333321035775,0.359873927136029,-0.981783045613746,0.326388401555861,-0.349814885884834,-2.05084854418281,-0.158330675088716,-1.32567669170177,-3.54470715243419,0.00453936708114505,"PERFECT",0.245
+"274","14F","F","200",7,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.198159234458702,0.121547091365445,0.116967327176686,-0.427415195725006,0.0310967268076028,0.937,0.404,0.947,1,2.18127651410367,3.32831572376845,3.47820082668885,1.68426607503292,2.35439178992459,2.0220724421762,1.32699883981684,1.64157956526313,0.966567849431982,1.00984693261624,1.01229192858201,0.00485731802863977,NA,NA,NA,0.68749270264593,0.364874474635115,-0.976185332958132,0.327216074067722,-0.35689531427758,-2.04753200861755,-0.156438985691446,-1.32273670717177,-3.4979036920028,-0.00184076554129839,"PERFECT",0.4321
+"275","14F","F","300",7,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.206484794539724,0.0936905836396368,0.0953064675716423,-0.393285470980143,-0.0196841180993047,0.961,0.587,0.991,1,2.16869551510898,3.32853413044246,3.48281118183131,1.67129913726973,2.34594459961507,2.01385136237882,1.32619840638638,1.64743682192037,0.968933911715896,1.00265253596955,1.01052667705369,0.00591275199040317,NA,NA,NA,0.685392468701387,0.363419133727742,-0.955176416732834,0.334799908792247,-0.338837676517736,-2.00242814382423,-0.142973647756142,-1.31582421721315,-3.47422841193574,0.00648479453972367,"PERFECT",0.5907
+"276","14F","F","50",7,4,-0.2,2,-0.3,NA,NA,NA,NA,-0.198915324091002,0.241573773764179,0.236083564637081,-0.661639110779681,0.263808462597678,0.946,0.136,0.791,0.948529411764706,2.04153142308078,3.12800182422023,NA,1.70555709064951,2.36923483776922,NA,1.38186541597497,1.71042893802288,1.00893112477735,1.04208286078379,1.02871615098937,0.00395991751231635,NA,NA,NA,0.699019571086755,0.370379017785337,-0.981338916483315,0.326675812313018,-0.347274633038381,-2.08411096323205,-0.14512777287066,-1.3317825149441,NA,-0.00108467590899838,"PERFECT",0.1448
+"277","14G","G","100",7,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.399884559503972,0.168528462653866,0.166543465716157,-0.72630975230764,-0.0734593667003041,0.95,0.672,0.99,1,2.18814065908112,3.35169559592727,3.50422540230665,1.70214523167627,2.38765224112732,2.05334918299425,1.35460449169086,1.67201827484206,0.990253531929918,1.01353600369304,1.01426237194037,0.00263746101093044,NA,NA,NA,0.70280422843901,0.369879787368618,-0.970273792592509,0.33196671854527,-0.366962142066543,-2.04500511708971,-0.147159025788791,-1.32178789142437,-3.5230876392603,-0.000115440496027852,"PERFECT",0.7136
+"278","14G","G","200",7,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.396885575448027,0.118147906791436,0.117309573967262,-0.62681234042386,-0.166958810472193,0.949,0.923,1,1,2.15984485705243,3.32300830493895,3.47760188499628,1.67579711230833,2.35224936423684,2.01645450340307,1.34094002129118,1.64434226144314,0.969468714737422,0.997994473496899,0.991685212966442,-0.0159148547217696,NA,NA,NA,0.681472581984263,0.352946712456877,-0.978298592624056,0.329205691255404,-0.342652882262672,-2.03849962123822,-0.151577668555976,-1.3063636565581,-3.48331629724348,-0.00311442455197308,"PERFECT",0.9471
+"279","14G","G","300",7,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.402534794069391,0.0978004576408572,0.095629527618269,-0.589968668201199,-0.215100919937584,0.939,0.991,1,1,2.16575075918631,3.31743867991694,3.46917611873824,1.68130428507535,2.35111121040144,2.02402177383668,1.3199533652434,1.63896661982301,0.956844069696818,1.00990454924895,1.01215574387475,0.00704300829496683,NA,NA,NA,0.684481923676137,0.364773016686569,-0.969340096793542,0.334931277760814,-0.332241006221705,-2.01681563719468,-0.149476627479265,-1.31364540922791,-3.46822299877443,0.00253479406939122,"PERFECT",0.9919
+"280","14G","G","50",7,4,-0.4,2,-0.3,NA,NA,NA,NA,-0.410469231263483,0.243653407898502,0.238697094655686,-0.878315536788628,0.0573770742616614,0.949,0.421,0.948,1,2.11770510467397,3.23251438291037,NA,1.71066216974509,2.38316775329221,NA,1.36295600225182,1.69459065306782,0.996126522228533,1.01673546996671,1.0214553654768,-0.0220739147659697,NA,NA,NA,0.691734414874823,0.365067961709002,-1.03849694679271,0.343369104983538,-0.341315174499931,NA,-0.147980746182233,-1.33080551803745,NA,0.0104692312634834,"PERFECT",0.4328
+"281","15A","A","100",7,2,0,2,-0.5,1.15122269809608,0.674644556167524,0.330644149027402,-0.00183589310553552,0.00198837896329113,0.209259865106164,0.204276315275111,-0.398393198975927,0.402369956902509,0.953,0.047,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.318750520052219,-0.682142613180458,-1.16209807638332,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00198837896329113,"PERFECT",0.05
+"282","15A","A","200",7,2,0,2,-0.5,1.1631055880991,0.680854521389457,0.326758592163313,-0.00216522766866222,-0.00987763242274351,0.139981755303286,0.143765138796169,-0.291657304463234,0.271902039617747,0.967,0.033,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.316272851056156,-0.667901213372035,-1.15279667773865,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00987763242274351,"PERFECT",0.05
+"283","15A","A","300",7,2,0,2,-0.5,1.15377425468465,0.671474986549003,0.320697303485192,-0.000300812580236829,0.00269481123877057,0.118356322228079,0.117362660616223,-0.227336003569026,0.232725626046567,0.949,0.051,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322201626423216,-0.672426811941763,-1.15158448719384,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00269481123877057,"PERFECT",0.05
+"284","15A","A","50",7,2,0,2,-0.5,1.17459559961234,0.687450397545522,0.335619292221617,-6.28305692776993e-05,-0.00671363220753987,0.296115645670201,0.288271067252489,-0.571724924022419,0.558297659607339,0.953,0.047,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.311565223730636,-0.687034935957978,-1.17525525846868,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00671363220753987,"PERFECT",0.05
+"285","15B","B","100",7,2,0.2,2,0.5,1.15627501784335,0.671160593447022,0.322767596703047,0.0100998284756757,0.209915806598768,0.203808800421267,0.204077336151967,-0.190075772259087,0.609907385456623,0.963,0.18,0.84,0.994444444444444,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32199706872593,-0.685093964672081,-1.17073936782028,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00991580659876837,"PERFECT",0.187
+"286","15B","B","200",7,2,0.2,2,0.5,1.15543964260089,0.673240873919136,0.32199097930889,-0.00347030860028302,0.198053997451768,0.149480916648913,0.144023930903189,-0.0842329071184819,0.480340902022018,0.948,0.297,0.919,0.996632996632997,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320176993449985,-0.667828787145402,-1.14754991199389,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00194600254823191,"PERFECT",0.3258
+"287","15B","B","300",7,2,0.2,2,0.5,1.15246499524761,0.676940305842462,0.323995217363436,-0.000950575930445144,0.197190866986485,0.118048251568551,0.117425588426473,-0.0329632863294023,0.427345020302372,0.948,0.401,0.955,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319206002092036,-0.672431751212413,-1.15092219419937,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00280913301351529,"PERFECT",0.455
+"288","15B","B","50",7,2,0.2,2,0.5,1.15857571311865,0.683720171737214,0.322624918799018,-0.0183203230256164,0.214176528877213,0.29223145047263,0.290531536679338,-0.35526528301429,0.783618340768716,0.949,0.11,0.761,0.963636363636364,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320516225749501,-0.688946910541947,-1.19081073753657,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0141765288772129,"PERFECT",0.1171
+"289","15C","C","100",7,2,0.2,2,-0.5,1.17624824264596,0.66890055121978,0.333455016976737,-0.00206016297596231,0.204211254222949,0.202550853432531,0.204074873646761,-0.195775498124703,0.604198006570602,0.954,0.164,0.835,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319917061848094,-0.674731924170352,-1.16605505106247,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0042112542229493,"PERFECT",0.187
+"290","15C","C","200",7,2,0.2,2,-0.5,1.15717814054407,0.66542601452706,0.318714263259373,0.00738440186430709,0.209917386755362,0.146069741094241,0.144005384343483,-0.0723331665578648,0.492167940068588,0.946,0.325,0.911,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.325212522347668,-0.67599270101557,-1.15792759884944,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00991738675536158,"PERFECT",0.3258
+"291","15C","C","300",7,2,0.2,2,-0.5,1.15793483593582,0.673579274626381,0.328893060353429,0.00266594907193211,0.193911681654689,0.116250700741516,0.117402304754627,-0.0361968356643789,0.424020198973757,0.949,0.368,0.959,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320741569441783,-0.667701662065725,-1.15211002882039,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00608831834531093,"PERFECT",0.455
+"292","15C","C","50",7,2,0.2,2,-0.5,1.14764663269045,0.662443183048736,0.326545669147991,-0.00901463386285993,0.208036982671463,0.286868294144722,0.290068141369022,-0.36049657441182,0.776570539754746,0.946,0.112,0.763,0.982142857142857,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.334784927935635,-0.695976851880067,-1.18122834350908,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00803698267146255,"PERFECT",0.1171
+"293","15D","D","100",7,2,0.4,2,0.5,1.17197542133917,0.677664339477335,0.322129426864049,-0.0148751060856182,0.39459242283989,0.211499790911211,0.204800782540072,-0.00681711093865125,0.796001956618431,0.932,0.515,0.965,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.31965635847543,-0.667314362120202,-1.15652595543906,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0054075771601102,"PERFECT",0.5666
+"294","15D","D","200",7,2,0.4,2,0.5,1.15417235642375,0.677764588669888,0.322023961398516,0.00457139152111557,0.400626749811203,0.142108372971959,0.144654890589336,0.117103164256104,0.684150335366303,0.96,0.778,0.997,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323480178331336,-0.66781267200695,-1.14922483243644,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000626749811203253,"PERFECT",0.8538
+"295","15D","D","300",7,2,0.4,2,0.5,1.15789963044622,0.67580888820279,0.316534991697,-0.00111367845744296,0.400960527931427,0.11304711202016,0.118040991949206,0.169600183710984,0.63232087215187,0.956,0.938,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.316691991500556,-0.667044932370143,-1.15225997755111,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000960527931427035,"PERFECT",0.9584
+"296","15D","D","50",7,2,0.4,2,0.5,1.17534381985663,0.678082383878913,0.329939965672474,-0.00960807531075721,0.407129097441612,0.293782391791721,0.290850070047012,-0.162937039850531,0.977195234733756,0.945,0.293,0.914,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.332029860173446,-0.683889807288828,-1.17607167044917,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00712909744161244,"PERFECT",0.3236
+"297","15E","E","100",7,2,0.4,2,-0.5,1.15015154001937,0.680110937627886,0.324803504359313,0.00468608334217384,0.412115542225225,0.204473136755045,0.205220424017979,0.00988351114998542,0.814347573300464,0.951,0.512,0.989,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.329965815556377,-0.674820601314482,-1.16726292765694,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0121155422252248,"PERFECT",0.5666
+"298","15E","E","200",7,2,0.4,2,-0.5,1.15593383994855,0.672236963381521,0.318468601395431,-0.000701278046674686,0.408655762290073,0.141617788258051,0.144311242500267,0.125805726989549,0.691505797590597,0.957,0.829,0.991,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.330414731381482,-0.680286214863945,-1.1566065593189,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00865576229007337,"PERFECT",0.8538
+"299","15E","E","300",7,2,0.4,2,-0.5,1.14645598131709,0.668088529533268,0.318486280473016,-0.00333796567631031,0.403789854263392,0.117505404578741,0.118067893048125,0.172376783889067,0.635202924637717,0.954,0.922,0.999,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.326695790146969,-0.676281578308761,-1.16132946365732,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00378985426339185,"PERFECT",0.9584
+"300","15E","E","50",7,2,0.4,2,-0.5,1.16295012706731,0.680620773102,0.299610313389487,-0.00269895384476984,0.419874619972246,0.295409789082627,0.290033054947899,-0.148590167725636,0.988339407670128,0.941,0.301,0.922,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.333408393178759,-0.698816279201171,-1.18039145455811,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.019874619972246,"PERFECT",0.3236
+"301","15F","F","100",7,2,-0.2,2,-0.5,1.16844915646625,0.6933515209326,0.337537761141211,0.00531576201498739,-0.207182130328131,0.202364944208661,0.204002308853891,-0.607026655681758,0.192662395025495,0.952,0.177,0.856,0.994350282485876,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.31453326694331,-0.668136791334339,-1.14141719134536,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00718213032813145,"PERFECT",0.187
+"302","15F","F","200",7,2,-0.2,2,-0.5,1.15189284640498,0.673553964329147,0.327727161845622,-0.00262426834942133,-0.200077413595368,0.141248612168291,0.143832088932073,-0.481988307902232,0.0818334807114961,0.952,0.284,0.923,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320117509697005,-0.675305371376813,-1.15182673182532,NA,NA,NA,NA,NA,NA,NA,NA,NA,7.74135953677535e-05,"PERFECT",0.3258
+"303","15F","F","300",7,2,-0.2,2,-0.5,1.14597177024962,0.668892382183421,0.320097260502813,0.000868784970553031,-0.198718337278695,0.115564411416852,0.117255584392183,-0.428539282687373,0.031102608129984,0.955,0.408,0.964,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322791601665918,-0.666071525910397,-1.15220768952286,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00128166272130542,"PERFECT",0.455
+"304","15F","F","50",7,2,-0.2,2,-0.5,1.16519789307712,0.683619518595279,0.316414098559233,-0.00371139908518435,-0.199297742558721,0.299186212926608,0.289678418139851,-0.767067442112829,0.368471956995388,0.943,0.109,0.745,0.963302752293578,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324419135895489,-0.682273942403667,-1.17275174233784,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000702257441279358,"PERFECT",0.1171
+"305","15G","G","100",7,2,-0.4,2,-0.5,1.15745985454969,0.678802235873509,0.323518409691314,-0.00916031451785799,-0.405557767349797,0.194126209509535,0.204771378324594,-0.806909668866001,-0.00420586583359259,0.956,0.507,0.984,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.314612747959391,-0.664988166353176,-1.15698443412434,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00555776734979652,"PERFECT",0.5666
+"306","15G","G","200",7,2,-0.4,2,-0.5,1.15349761707502,0.671513172238479,0.321848840273052,0.000477912886498683,-0.399922241063734,0.150015962003493,0.144401646249787,-0.682949467713317,-0.116895014414151,0.938,0.78,0.996,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.315712169205778,-0.671008647158257,-1.15005375393289,NA,NA,NA,NA,NA,NA,NA,NA,NA,-7.77589362659925e-05,"PERFECT",0.8538
+"307","15G","G","300",7,2,-0.4,2,-0.5,1.15453535851412,0.667970268169509,0.32018127800333,-0.00341235022289402,-0.401762476561689,0.123373949505914,0.117787283063202,-0.632625551365566,-0.170899401757813,0.933,0.922,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.317973304156685,-0.672070174477257,-1.15550388976976,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00176247656168926,"PERFECT",0.9584
+"308","15G","G","50",7,2,-0.4,2,-0.5,1.17507291693851,0.686804770238659,0.329393438349088,-0.00934121940584345,-0.416993554450644,0.299659721515477,0.291962506564321,-0.989240067316713,0.155252958415425,0.939,0.279,0.923,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319768746225578,-0.687306079936306,-1.18386595708324,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0169935544506441,"PERFECT",0.3236
+"309","16A","A","100",7,4,0,2,-0.5,NA,NA,NA,NA,0.00553064311961384,0.166020490422064,0.164643980143314,-0.317171557961282,0.32823284420051,0.948,0.052,NA,NA,2.18020345798587,3.34972804494917,3.49349131052601,1.67848275762894,2.35074708653325,2.01528552158488,1.32722080336163,1.64349215241203,0.962885769051334,1.00350007121836,1.005766614717,-0.0164138447007478,NA,NA,NA,0.683354626701594,0.35613349064268,-0.984938091142528,0.336919022488132,-0.335397479155425,-2.04928065997905,-0.150547774685315,-1.33658287861401,-3.51085618609002,-0.00553064311961384,"PERFECT",0.05
+"310","16A","A","200",7,4,0,2,-0.5,NA,NA,NA,NA,0.00129146932001285,0.111648106034208,0.116789109707716,-0.22761518570711,0.230198124347136,0.958,0.042,NA,NA,2.18381900212815,3.3453057635937,3.49613424130749,1.69597652167034,2.36945444328693,2.0337557241276,1.33239530821763,1.65234913080241,0.967735712116711,1.00763540402051,1.00525624451579,0.00107394497371118,NA,NA,NA,0.685219607849198,0.358473117586367,-0.975688576774475,0.328723606020315,-0.345024166767994,-2.03266529564542,-0.152918444054902,-1.31656372216217,-3.49398461944362,-0.00129146932001285,"PERFECT",0.05
+"311","16A","A","300",7,4,0,2,-0.5,NA,NA,NA,NA,0.0022664939740079,0.0945121982199374,0.0949769576344639,-0.183888342989541,0.188421330937557,0.953,0.047,NA,NA,2.16693546956482,3.31964862939266,3.47434537313652,1.67816296495521,2.35070600487744,2.02258958364471,1.3213283623627,1.64292881317111,0.965911967027575,0.997194576272218,0.999648416677131,-0.0029200811782183,NA,NA,NA,0.682407922683696,0.354973307417989,-0.971864534104033,0.331688267009821,-0.346977722540491,-2.03228099814914,-0.15033750324141,-1.30233644214711,-3.47683716302109,-0.0022664939740079,"PERFECT",0.05
+"312","16A","A","50",7,4,0,2,-0.5,NA,NA,NA,NA,-0.0037005900944447,0.245161997820806,0.235714712101264,-0.465701425812923,0.458300245624033,0.935,0.065,NA,NA,1.95127086667098,2.94810457863818,NA,1.69221052848531,2.35456174016331,NA,1.37458952212129,1.69473690195127,NA,1.037836366884,1.0336297178124,NA,NA,NA,NA,0.70688707375285,0.366024131310272,-0.978420941444751,0.364254449243492,-0.336260635249796,-2.07351586950601,-0.140228111423456,-1.31711471973973,NA,0.0037005900944447,"PERFECT",0.05
+"313","16B","B","100",7,4,0.2,2,0.5,NA,NA,NA,NA,0.20321103650711,0.15794746543079,0.165589865069663,-0.121345099029429,0.527767172043649,0.961,0.22,0.913,1,2.19686523375907,3.35248950009195,3.50517907173523,1.69959050321463,2.37777600246684,2.03859085255133,1.34205950931088,1.65946116819072,0.982197599827729,1.02474770473394,1.0229193581164,0.0155143638737455,NA,NA,NA,0.687981249157901,0.359249740092474,-0.986244396660731,0.338067408664305,-0.35375441914389,-2.04616541303639,-0.150474991489661,-1.3203373307185,-3.53956376353292,-0.00321103650710999,"PERFECT",0.245
+"314","16B","B","200",7,4,0.2,2,0.5,NA,NA,NA,NA,0.201225246780438,0.113970735892688,0.116329193702986,-0.0267799728774155,0.429230466438291,0.951,0.402,0.962,1,2.16000080209399,3.31622086150968,3.46584915911033,1.68179720340682,2.35090569368025,2.0157505466603,1.31853491693894,1.64082402259025,0.958597974588047,1.00717904953174,1.00030381214561,-0.000795518987131718,NA,NA,NA,0.686717013992607,0.363826556208559,-0.959633459713611,0.330120702923047,-0.336465351700424,-2.02732511649908,-0.149563741310126,-1.31076855257473,-3.48084770036429,-0.00122524678043784,"PERFECT",0.4321
+"315","16B","B","300",7,4,0.2,2,0.5,NA,NA,NA,NA,0.198576523950521,0.0930210103489043,0.0953546719396765,0.0116813669487553,0.385471680952287,0.956,0.545,0.986,1,2.16066862085677,3.31346615738027,3.46801342198038,1.68877179117459,2.36411837971605,2.03714011009666,1.32630414683494,1.65190877471041,0.967864669081154,1.00268786527926,1.00192269913692,-0.00633169152821776,NA,NA,NA,0.682494948749363,0.364696288711228,-0.962386849650475,0.333567022827061,-0.34610492529851,-2.01708290133226,-0.156698721948564,-1.30369152808405,-3.4830046141936,0.00142347604947871,"PERFECT",0.5907
+"316","16B","B","50",7,4,0.2,2,0.5,NA,NA,NA,NA,0.198637645079808,0.231126159407587,0.236159301142709,-0.264234585159902,0.661509875319519,0.957,0.133,0.796,0.977443609022556,1.97680445730572,3.00538641831933,NA,1.69995628132355,2.35275956276238,NA,1.37000485262667,1.70102489022822,NA,1.02093791195199,1.03493928217676,-0.00512409314161002,NA,NA,NA,0.710152336039792,0.374707235210118,-0.988021853971677,0.346713570290531,-0.323081390084478,-2.06887924891269,-0.137962325520314,-1.33032128037831,NA,0.00136235492019168,"PERFECT",0.1448
+"317","16C","C","100",7,4,0.2,2,-0.5,NA,NA,NA,NA,0.200943124947983,0.164497194275001,0.165669209938051,-0.123768526530598,0.525654776426564,0.949,0.228,0.879,1,2.23166513157663,3.41218796545219,3.55930562112749,1.72999965222299,2.40744214143525,2.0784043015087,1.33417402976236,1.6569964990469,0.980621071918055,1.01450022368466,1.01494111226922,0.00895059601923228,NA,NA,NA,0.69872315371093,0.368474675988405,-0.977856887924049,0.346627468279007,-0.324579609129948,-1.99774672882591,-0.14561684132763,-1.34106598344693,-3.51774847213041,-0.000943124947982987,"PERFECT",0.245
+"318","16C","C","200",7,4,0.2,2,-0.5,NA,NA,NA,NA,0.204227718423641,0.117576440065192,0.116655318191215,-0.0244167052311399,0.432872142078421,0.944,0.408,0.961,1,2.16610556140406,3.32581312383185,3.46732617846971,1.68562330452112,2.36409903689954,2.03004416172282,1.32785385925456,1.6453824491558,0.968019714900052,0.99186791778226,0.986954126891656,-0.0178796447996458,NA,NA,NA,0.676473054093714,0.353866785871855,-0.973635491348585,0.330830332815516,-0.347017237567634,-2.02546585407581,-0.155214423153942,-1.3239291398901,-3.49861043281727,-0.00422771842364056,"PERFECT",0.4321
+"319","16C","C","300",7,4,0.2,2,-0.5,NA,NA,NA,NA,0.200414244024501,0.0982449301780418,0.0950215155123597,0.0141720736202756,0.386656414428726,0.944,0.547,0.987,1,2.17120149871528,3.32788684490737,3.48411062220392,1.6740142378197,2.33966839025859,2.01029013968937,1.32617010125144,1.6516847142108,0.970224767321681,1.00686135518899,1.00555716904032,0.00839196985212954,NA,NA,NA,0.684958382435133,0.360249995668551,-0.962055204725118,0.329466060488588,-0.341718524510974,-2.02093680820104,-0.148114924917108,-1.30835870302184,-3.4575895538817,-0.000414244024500521,"PERFECT",0.5907
+"320","16C","C","50",7,4,0.2,2,-0.5,NA,NA,NA,NA,0.202511359951764,0.240862751425924,0.235140745620144,-0.258364501463718,0.663387221367245,0.941,0.13,0.814,0.976923076923077,1.86779003329632,NA,NA,1.63771829252648,2.27214718753874,NA,1.32963399902392,1.64039767981572,NA,1.00563556012486,0.997662169595606,NA,NA,NA,NA,0.696911290059942,0.371049750546461,-0.991094350109578,0.338865420833587,-0.361654443791794,-2.0730291815964,-0.164256717628136,-1.34388825006596,NA,-0.00251135995176383,"PERFECT",0.1448
+"321","16D","D","100",7,4,0.4,2,0.5,NA,NA,NA,NA,0.396648548667648,0.159554616703709,0.166184033728576,0.070927842559638,0.722369254775658,0.957,0.683,0.988,1,2.18725767638778,3.35184439716297,3.51535855509207,1.68565291756819,2.37314613261769,2.03320396767584,1.33583691077013,1.65421811417387,0.962935687777432,1.000780230389,1.00063995351207,-0.0198715889254709,NA,NA,NA,0.675645827781709,0.363781758431245,-0.980672418264968,0.333646612801755,-0.341309842144754,-2.03254386166897,-0.146100557392977,-1.30812826894168,-3.50401097297524,0.00335145133235221,"PERFECT",0.7136
+"322","16D","D","200",7,4,0.4,2,0.5,NA,NA,NA,NA,0.407584668036858,0.118242295383637,0.117480745187365,0.177322407469623,0.637846928604094,0.952,0.932,1,1,2.18691932149273,3.3410228873833,3.49302598554216,1.6866729193229,2.35702571018955,2.02823164184023,1.33084449871597,1.65363825746114,0.969944578182872,1.00539595236809,1.0072149568338,0.00244388483621268,NA,NA,NA,0.686565877637587,0.357857835673965,-0.963446122607211,0.336445767325699,-0.34863628161258,-2.02325008457765,-0.149049849577421,-1.31328064095213,-3.48383509355119,-0.00758466803685842,"PERFECT",0.9471
+"323","16D","D","300",7,4,0.4,2,0.5,NA,NA,NA,NA,0.405342589083014,0.0937096199070123,0.0955198080301444,0.218123765343931,0.592561412822097,0.96,0.991,1,1,2.17025891266809,3.32738532493717,3.47662295339849,1.68282160597263,2.35128159850512,2.01844277622234,1.32371632556046,1.64020786982761,0.952783998037217,0.997001699627372,0.996688931300508,-0.00950723620234793,NA,NA,NA,0.67536731686771,0.355034992888553,-0.982397536050891,0.328955261952941,-0.348322263758088,-2.02223597789279,-0.148104876609982,-1.30480661775008,-3.45952592654484,-0.00534258908301399,"PERFECT",0.9919
+"324","16D","D","50",7,4,0.4,2,0.5,NA,NA,NA,NA,0.399093477911482,0.239785502369187,0.237410120970309,-0.0662303591903242,0.864417315013288,0.952,0.417,0.956,1,1.88023828040508,2.84533014027672,NA,1.67002190138484,2.31841191831562,NA,1.36657279501005,1.69174674117102,NA,1.01746187203366,1.01037401601196,NA,NA,NA,NA,0.701440407805275,0.390566795906982,-0.982247693396308,0.344399056263773,-0.353352182902815,-2.05266876254573,-0.134351707079259,-1.30143807750854,NA,0.000906522088518047,"PERFECT",0.4328
+"325","16E","E","100",7,4,0.4,2,-0.5,NA,NA,NA,NA,0.413875870547363,0.169405059044778,0.166385613099936,0.0877600688714884,0.739991672223237,0.941,0.707,0.995,1,2.22952397017913,3.39129127531506,3.53318491486392,1.71918185148746,2.39634311325255,2.05932668702307,1.317792273408,1.63669320239118,0.957579113360135,1.00683411740668,1.00830551798517,-0.00953635942383582,NA,NA,NA,0.687312771878352,0.357883719347769,-0.987178009509619,0.328023152587144,-0.34974971034712,-2.04989242262449,-0.151566036387334,-1.31980455248847,-3.50626262185215,-0.0138758705473628,"PERFECT",0.7136
+"326","16E","E","200",7,4,0.4,2,-0.5,NA,NA,NA,NA,0.402096672651625,0.115304731982187,0.117280211303077,0.172227458497594,0.631965886805656,0.954,0.932,1,1,2.19043954344172,3.34408523010454,3.50315471068219,1.70013030550979,2.37832212901016,2.04768652145802,1.33826585383644,1.65921522049144,0.973731713129071,1.02349461158699,1.02675623360728,0.0339712157521681,NA,NA,NA,0.68642178340745,0.366721227831835,-0.947703024207185,0.335586258266878,-0.333792472374649,-2.01133654335402,-0.138827566617573,-1.29601459931519,-3.45745018873966,-0.00209667265162522,"PERFECT",0.9471
+"327","16E","E","300",7,4,0.4,2,-0.5,NA,NA,NA,NA,0.401454724892056,0.093246873689138,0.0957585190608559,0.213768027532779,0.589141422251334,0.961,0.992,0.999,1,2.161235252175,3.30598553239143,3.45971657526927,1.67626840922471,2.34863245893187,2.01301345379511,1.33794803871517,1.65221517772785,0.973544028920733,1.00766461088953,1.00212679185277,-0.00265033409832115,NA,NA,NA,0.684809972896079,0.358535876362576,-0.970708776176697,0.329984656635443,-0.34620766737041,-2.02986871505648,-0.149643449673668,-1.31201311704754,-3.46213481677801,-0.00145472489205628,"PERFECT",0.9919
+"328","16E","E","50",7,4,0.4,2,-0.5,NA,NA,NA,NA,0.401114929511041,0.234735105637445,0.237614563877639,-0.064609615689132,0.866839474711214,0.948,0.382,0.956,1,1.69870835084234,NA,NA,1.60424793490694,NA,NA,1.32194739521993,1.62910440750879,NA,1.04870763055955,1.05503888743362,NA,NA,NA,NA,0.719483081927093,0.388558869257363,NA,0.350193341232455,-0.334688962564447,-2.06149489069778,-0.155119675225918,-1.31427684568464,-3.57815187537045,-0.00111492951104103,"PERFECT",0.4328
+"329","16F","F","100",7,4,-0.2,2,-0.5,NA,NA,NA,NA,-0.204041176770286,0.163673699101176,0.165117409794241,-0.527671299966998,0.119588946426426,0.953,0.233,0.892,0.991416309012876,2.20601170757671,3.37159437360347,3.52015905431383,1.68794727701102,2.34984396515599,2.02157578187839,1.34516009267195,1.66707383928726,0.977017388806964,1.02163970268708,1.01497830537097,-0.00450034179904706,NA,NA,NA,0.687026107466296,0.349667402741031,-0.980444007295844,0.326206201401192,-0.347613329342217,-2.04648395457998,-0.152977400313944,-1.31281268054858,-3.51522263627992,0.00404117677028598,"PERFECT",0.245
+"330","16F","F","200",7,4,-0.2,2,-0.5,NA,NA,NA,NA,-0.198755598092185,0.118448039030926,0.116300180527516,-0.426703951926117,0.0291927557417461,0.944,0.393,0.958,1,2.14817543380744,3.30906526373914,3.46180280960044,1.67910219554237,2.34774502338448,2.01452694267769,1.32922050231418,1.65434850490776,0.97550166088944,1.00094957584501,0.990857708982057,-0.00867565686381311,NA,NA,NA,0.68228047081577,0.357214540852749,-0.971297657958518,0.334070759052217,-0.337377158225059,-2.0258408584261,-0.154154247827344,-1.30486372352638,-3.48675829473232,-0.00124440190781472,"PERFECT",0.4321
+"331","16F","F","300",7,4,-0.2,2,-0.5,NA,NA,NA,NA,-0.201211036658131,0.0949646153827348,0.095188915347219,-0.38778131073868,-0.0146407625775819,0.945,0.561,0.982,1,2.16361281379496,3.3276475757203,3.47704319869508,1.67807320347016,2.35411919400202,2.02195564843903,1.33145813033507,1.6518096626652,0.973215934650713,1.00478529793504,1.00349412594531,0.00994240865265264,NA,NA,NA,0.686901707877901,0.368938557295237,-0.956284020081028,0.337336643933816,-0.338456241248008,-2.02613154101768,-0.150915950562363,-1.30643484652908,-3.4800051407028,0.00121103665813119,"PERFECT",0.5907
+"332","16F","F","50",7,4,-0.2,2,-0.5,NA,NA,NA,NA,-0.199106483741458,0.235095028652398,0.2357299715086,-0.661137227898315,0.262924260415398,0.942,0.144,0.815,0.958333333333333,2.02103105451125,NA,NA,1.67266368348197,2.34131343920982,NA,1.35982600833667,1.68262196329706,NA,1.02427494664072,1.01555851401167,NA,NA,NA,NA,0.696332715675178,0.363294038489017,-0.997438781885086,0.342011030931634,-0.358628705808123,-2.1024735077119,-0.155447391166233,-1.35677878540167,NA,-0.00089351625854181,"PERFECT",0.1448
+"333","16G","G","100",7,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.399597411007345,0.169731988194234,0.166380559850729,-0.725703308314775,-0.0734915136999153,0.937,0.679,0.991,1,2.18353982003216,3.34231580495974,3.49078655146865,1.68844773917563,2.36410871262224,2.03642286409057,1.33525855858142,1.65729968584408,0.953984741018123,1.01763552157435,1.00424855552096,-0.00746099112887756,NA,NA,NA,0.67724702978957,0.351757876270185,-0.990824820293007,0.332347652261853,-0.342084837287289,-2.05718005639406,-0.151800885288171,-1.31977674447339,-3.53944376978394,-0.000402588992655106,"PERFECT",0.7136
+"334","16G","G","200",7,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.402271082508932,0.120193527695891,0.117510250065469,-0.632591172637251,-0.171950992380613,0.947,0.933,1,1,2.18600946722099,3.34780875341773,3.49980080970029,1.68787176964731,2.35859643712938,2.02252579919241,1.32439779173298,1.64397540929485,0.963705061126552,1.0134056755161,1.00734754112778,0.00556438926044793,NA,NA,NA,0.678451116045738,0.364541648056473,-0.964854832047096,0.327245372588951,-0.352482054221791,-2.02873942619717,-0.154609739599926,-1.31682261299605,-3.50571199225494,0.00227108250893188,"PERFECT",0.9471
+"335","16G","G","300",7,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.403023597767444,0.0948588772860477,0.0955406971154682,-0.590283364113761,-0.215763831421126,0.956,0.991,1,1,2.16773792773081,3.31533651506973,3.47216126152227,1.66443414887185,2.33619866832889,2.00539668700233,1.32237469281301,1.64634675978294,0.95749391756604,0.99942028563427,0.995989418824143,-0.00547977258958912,NA,NA,NA,0.682738956462041,0.364274729292458,-0.973047374292137,0.332560422884091,-0.347332830764755,-2.0240562216665,-0.153001139421023,-1.30472123744764,-3.47259380127756,0.00302359776744388,"PERFECT",0.9919
+"336","16G","G","50",7,4,-0.4,2,-0.5,NA,NA,NA,NA,-0.39800405692239,0.236220405542631,0.236775665439263,-0.862084361183345,0.066076247338565,0.949,0.385,0.954,1,2.06895567679355,3.12802727145938,NA,1.69480378406552,2.38237551984022,NA,1.35310729027602,1.67973273094475,0.978381781760178,1.0250697818801,1.02045844570978,-0.046212331851945,NA,NA,NA,0.703403669588369,0.365413760683346,-0.981593672980274,0.326979209942968,-0.365843199906474,-2.10941820342414,-0.160113325397582,-1.34608737929962,NA,-0.00199594307761003,"PERFECT",0.4328
+"337","17A","A","100",7,2,0,3,-0.3,1.18237127483327,0.681001760461973,0.33172958353195,0.0127221663786259,-0.0128318159919025,0.21432885539293,0.216325496064256,-0.436829788277843,0.411166156294039,0.95,0.05,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.325993295237249,-0.66911853245057,-1.15504021860624,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0128318159919025,"PERFECT",0.05
+"338","17A","A","200",7,2,0,3,-0.3,1.15414223981619,0.672027080513505,0.315042329885659,0.0026890359381946,7.5381460090792e-05,0.153772210109431,0.152501799491872,-0.298828145543978,0.298978908464159,0.945,0.055,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.326113205339788,-0.672767895334077,-1.15761609573948,NA,NA,NA,NA,NA,NA,NA,NA,NA,-7.5381460090792e-05,"PERFECT",0.05
+"339","17A","A","300",7,2,0,3,-0.3,1.15614976664787,0.67486613629784,0.318897798465178,0.000915367620321751,0.000248548209190151,0.121756783651927,0.124636270859465,-0.244038542675361,0.244535639093742,0.958,0.042,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324443922836305,-0.668735964718919,-1.15520257835206,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000248548209190151,"PERFECT",0.05
+"340","17A","A","50",7,2,0,3,-0.3,1.17878758478295,0.669314279006629,0.319976108818101,0.00478316155415578,0.0236743962591822,0.312129519775713,0.307392992465763,-0.578815868973713,0.626164661492077,0.947,0.053,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.337119145163831,-0.685838554399848,-1.20173899108578,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0236743962591822,"PERFECT",0.05
+"341","17B","B","100",7,2,0.2,3,0.3,1.14834705752978,0.671948145656686,0.313076779868796,0.000346532425334656,0.200615115230855,0.214318235319309,0.216515473732829,-0.22375521328549,0.6249854437472,0.95,0.153,0.835,0.980392156862745,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319705429442398,-0.678615536940664,-1.1543610708522,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000615115230854946,"PERFECT",0.187
+"342","17B","B","200",7,2,0.2,3,0.3,1.16488470529753,0.668997688849134,0.324974766108946,0.00871159930492119,0.198084636863766,0.1544943224484,0.152692568490354,-0.101192797377328,0.497362071104861,0.948,0.252,0.908,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.311260924679275,-0.669391840988681,-1.14793589954938,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00191536313623364,"PERFECT",0.3258
+"343","17B","B","300",7,2,0.2,3,0.3,1.15090682802565,0.667439140510054,0.325754672131044,0.00204906532854922,0.195621817035028,0.128720330796296,0.124496630515955,-0.0483915787762432,0.4396352128463,0.93,0.336,0.934,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.313129723023802,-0.67202497896414,-1.15575965959167,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00437818296497178,"PERFECT",0.455
+"344","17B","B","50",7,2,0.2,3,0.3,1.18238297301819,0.697913316412242,0.31400362379525,0.0168166047077935,0.19775020744015,0.3017956221377,0.308430537837939,-0.40677364672221,0.802274061602511,0.947,0.085,0.746,0.929411764705882,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.31482463654097,-0.660779871124693,-1.13979872005345,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00224979255984956,"PERFECT",0.1171
+"345","17C","C","100",7,2,0.2,3,-0.3,1.14716194272096,0.673774880174115,0.30792688468023,2.24342573663517e-05,0.20907080175258,0.227703183585819,0.216614115903888,-0.215492865419041,0.633634468924201,0.937,0.188,0.831,0.99468085106383,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.326322979453128,-0.682905401263681,-1.15987436350168,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00907080175257999,"PERFECT",0.187
+"346","17C","C","200",7,2,0.2,3,-0.3,1.15734813874256,0.666304825898125,0.317262147122981,0.00312760302167178,0.197959299533432,0.154162054535172,0.152858915658577,-0.10164417515738,0.497562774224243,0.946,0.244,0.903,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.329917651278524,-0.67154267867281,-1.1589351223032,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00204070046656843,"PERFECT",0.3258
+"347","17C","C","300",7,2,0.2,3,-0.3,1.1552975464001,0.671209199931647,0.318264172204404,-0.000221498547464832,0.202221653241213,0.123261049433682,0.124620969344074,-0.042035446673172,0.446478753155597,0.946,0.363,0.954,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324775760974237,-0.6737171022482,-1.15390831715996,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00222165324121254,"PERFECT",0.455
+"348","17C","C","50",7,2,0.2,3,-0.3,1.15420149716437,0.670788164752353,0.313845816015609,0.00559267698533252,0.19833346744631,0.318776433090061,0.307459675659917,-0.404287496847127,0.800954431739747,0.944,0.098,0.743,0.918367346938776,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.333060844388156,-0.691153456342561,-1.15745853331321,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00166653255368993,"PERFECT",0.1171
+"349","17D","D","100",7,2,0.4,3,0.3,1.16079094105083,0.674669427660122,0.332463142727443,-0.000560865721829755,0.394032323727725,0.216823540670815,0.217048827361378,-0.0313833779005766,0.819448025356026,0.952,0.452,0.968,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.311039505303735,-0.666405238962187,-1.15373465024426,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00596767627227535,"PERFECT",0.5666
+"350","17D","D","200",7,2,0.4,3,0.3,1.15314131468361,0.674959406784965,0.311147412605378,-0.00346549229718192,0.405940623238962,0.154480782495473,0.153353181418678,0.105368387658353,0.706512858819571,0.95,0.766,0.994,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323114289645778,-0.675884573487006,-1.15112985442047,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00594062323896205,"PERFECT",0.8538
+"351","17D","D","300",7,2,0.4,3,0.3,1.15217359707211,0.678486868437398,0.319872669499335,0.00387258067700053,0.402150730794275,0.1284849487209,0.125220855824057,0.156717853379124,0.647583608209425,0.947,0.889,0.998,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323175053749939,-0.675610464763674,-1.15543670710157,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00215073079427452,"PERFECT",0.9584
+"352","17D","D","50",7,2,0.4,3,0.3,1.17729754223235,0.689241639155133,0.292177360695707,-0.0250951385907298,0.408447956590995,0.316642779607848,0.309814759782009,-0.198788972581743,1.01568488576373,0.948,0.269,0.911,0.992565055762082,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.327338041307732,-0.680479706788573,-1.18165638179911,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00844795659099473,"PERFECT",0.3236
+"353","17E","E","100",7,2,0.4,3,-0.3,1.15533084056305,0.669020467937265,0.330378399593312,-0.0099133398582904,0.39273757396149,0.222736004588292,0.218056183130034,-0.034652544973377,0.820127692896357,0.942,0.44,0.966,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.335757921103407,-0.67466807193184,-1.16767456614805,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00726242603851013,"PERFECT",0.5666
+"354","17E","E","200",7,2,0.4,3,-0.3,1.15741849087488,0.672625247652341,0.324279974870039,0.0067280006383822,0.394644898852256,0.152760035515171,0.153331336942774,0.0941154784444186,0.695174319260094,0.944,0.743,0.996,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.315630645688127,-0.678239927864731,-1.15247844577582,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00535510114774368,"PERFECT",0.8538
+"355","17E","E","300",7,2,0.4,3,-0.3,1.16204525564502,0.670123863656452,0.325922522468056,0.00270588126630416,0.39777794128299,0.12829911150082,0.125127525475856,0.152527991350313,0.643027891215667,0.946,0.868,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321656629735403,-0.669439501653699,-1.15639741398137,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00222205871701037,"PERFECT",0.9584
+"356","17E","E","50",7,2,0.4,3,-0.3,1.1845240644905,0.680888316165525,0.315824840332945,-0.00640982209177947,0.414006302243095,0.319799389227043,0.309665377605682,-0.192937837864042,1.02095044235023,0.941,0.28,0.909,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.31134035226507,-0.681129708995628,-1.17386883281513,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0140063022430953,"PERFECT",0.3236
+"357","17F","F","100",7,2,-0.2,3,-0.3,1.15347675985753,0.679026536253493,0.320715454443921,-0.00496198242152844,-0.186578538022808,0.226621787532171,0.216989875915334,-0.611878694816863,0.238721618771246,0.933,0.153,0.804,0.96078431372549,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.330464318915421,-0.682731314436732,-1.15384087111559,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0134214619771918,"PERFECT",0.187
+"358","17F","F","200",7,2,-0.2,3,-0.3,1.15447780588136,0.670553253487162,0.315271300124765,-0.00234521440515657,-0.205806017095202,0.152927322736234,0.153004556320512,-0.505694947483405,0.0940829132930009,0.951,0.264,0.899,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.318249511088354,-0.676723582666132,-1.15562255083328,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00580601709520195,"PERFECT",0.3258
+"359","17F","F","300",7,2,-0.2,3,-0.3,1.15512913530377,0.668508409243555,0.319112314624763,0.000613861079068107,-0.207494385973842,0.128529658982067,0.12469145527471,-0.451889638312273,0.0369008663645897,0.944,0.378,0.945,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.318613695694116,-0.679324600740615,-1.14754355659195,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00749438597384156,"PERFECT",0.455
+"360","17F","F","50",7,2,-0.2,3,-0.3,1.17129887391701,0.681332448324144,0.304243029584046,-0.00693038900470548,-0.198681990806026,0.323924139147007,0.310138883602254,-0.806554202666444,0.409190221054392,0.951,0.106,0.722,0.971698113207547,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.314193087701228,-0.665605154382002,-1.17512724828141,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00131800919397373,"PERFECT",0.1171
+"361","17G","G","100",7,2,-0.4,3,-0.3,1.15464647350916,0.67405533727362,0.328551879995725,-0.00825071979345167,-0.400807799120051,0.214132412252112,0.216887480050348,-0.825907260018733,0.0242916617786302,0.949,0.459,0.965,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324614160281333,-0.674702401955219,-1.16363803378584,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000807799120051356,"PERFECT",0.5666
+"362","17G","G","200",7,2,-0.4,3,-0.3,1.15499100984617,0.686995803544879,0.322332620477779,0.00496049018920592,-0.411894738253597,0.155478090684048,0.153779159760761,-0.713301891384689,-0.110487585122505,0.945,0.766,0.996,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.315713113094651,-0.67604273536071,-1.15698533837887,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.011894738253597,"PERFECT",0.8538
+"363","17G","G","300",7,2,-0.4,3,-0.3,1.14919222946861,0.670484971270112,0.314017448915842,0.000848343436832175,-0.398569686144175,0.126524231665188,0.125178451163425,-0.643919450424489,-0.153219921863861,0.948,0.883,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323906924226902,-0.669863671010604,-1.15754780637651,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00143031385582487,"PERFECT",0.9584
+"364","17G","G","50",7,2,-0.4,3,-0.3,1.15963681486541,0.661730825128279,0.318402692017598,0.0192714732204655,-0.41638016811371,0.302010603557199,0.308525427808473,-1.02109000661832,0.188329670390898,0.949,0.259,0.922,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.316599707986951,-0.678757733797705,-1.16469621375384,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0163801681137098,"PERFECT",0.3236
+"365","18A","A","100",7,4,0,3,-0.3,NA,NA,NA,NA,-0.00297929689225768,0.173267955226767,0.170714696563307,-0.33758010215634,0.331621508371824,0.944,0.056,NA,NA,2.21146978499184,3.37292263339055,3.52242637651815,1.70583531519533,2.38935522525163,2.05157303487071,1.33545861403499,1.66722127390052,0.976441889924024,1.01376962636803,1.01320813153757,-0.00141402268110324,NA,NA,NA,0.6894992840491,0.379849111523736,-0.965996615201032,0.347253946972328,-0.327353362907306,-2.03680549539499,-0.144849584224254,-1.33046732287899,-3.52339365430887,0.00297929689225768,"PERFECT",0.05
+"366","18A","A","200",7,4,0,3,-0.3,NA,NA,NA,NA,0.00662721786929732,0.1240996450428,0.120080914577465,-0.228731374702533,0.241985810441128,0.945,0.055,NA,NA,2.16645193312525,3.31533307261688,3.46434843505432,1.68061092322532,2.35161966520024,2.01349077867851,1.31881757396624,1.63197280161182,0.94625806768344,0.997575593499947,0.988685208321976,-0.0174468529606248,NA,NA,NA,0.681235345571674,0.357864674250055,-0.983913358454079,0.334292022967392,-0.343383007871344,-2.02605767970097,-0.14962361268506,-1.31314504926548,-3.50306563354404,-0.00662721786929732,"PERFECT",0.05
+"367","18A","A","300",7,4,0,3,-0.3,NA,NA,NA,NA,0.00328747432983503,0.101096923940825,0.0980355453845285,-0.188862194623841,0.195437143283511,0.94,0.06,NA,NA,2.14845623839278,3.30290307558997,3.45082224941056,1.66851914760814,2.34276985796341,2.00746063985662,1.32648850594463,1.64123507691399,0.958795058222494,0.998638413562675,0.995229346660761,-0.00860753656957141,NA,NA,NA,0.674711767988872,0.35147437610707,-0.977191228960856,0.334877137388193,-0.346884148864826,-2.02984437844409,-0.149691787268116,-1.31160814587579,-3.48090569775155,-0.00328747432983503,"PERFECT",0.05
+"368","18A","A","50",7,4,0,3,-0.3,NA,NA,NA,NA,-0.00935729787585486,0.237721083335948,0.243366671816778,-0.486355974636739,0.467641378885029,0.958,0.042,NA,NA,1.96575627041412,2.98272857895389,NA,1.71107760791735,2.38045443991209,NA,1.38187687247769,1.73050808605291,NA,1.03832163681783,1.04162490549156,NA,NA,NA,NA,0.717688663653796,0.377827748139142,-0.989246483372769,0.348578863533899,-0.311720313787024,-2.05459018006435,-0.145500113160947,-1.33225860107975,NA,0.00935729787585486,"PERFECT",0.05
+"369","18B","B","100",7,4,0.2,3,0.3,NA,NA,NA,NA,0.197447755866384,0.168467431713487,0.171023925696907,-0.137759138499554,0.532654650232323,0.952,0.201,0.878,0.995024875621891,2.20824788575803,3.37624889002143,3.52493983512543,1.69814422049693,2.37900488354301,2.04522203418842,1.34284354812118,1.6755701807418,0.986631146703805,1.01739402376996,1.01513312895208,0.0183201728124508,NA,NA,NA,0.686913153845759,0.347718709873306,-0.988024768764608,0.337976229877565,-0.340247036113371,-2.05366391254968,-0.145232183699798,-1.31328371136701,-3.50527750517586,0.00255224413361588,"PERFECT",0.245
+"370","18B","B","200",7,4,0.2,3,0.3,NA,NA,NA,NA,0.1950798130146,0.118615291514907,0.120550955706979,-0.0412000601710799,0.431359686200279,0.95,0.356,0.95,1,2.16477427926318,3.33246425779734,3.48600480451059,1.68636008451007,2.36566339452633,2.03169718611091,1.33151541925472,1.65248374638841,0.973503763961633,1.00935989162389,1.00909257490449,0.00490106683419022,NA,NA,NA,0.689257067290363,0.368088434070889,-0.960952244985641,0.346316250871324,-0.322184906801069,-2.00885450380202,-0.150222217688459,-1.30971302478879,-3.48054269037981,0.00492018698540048,"PERFECT",0.4321
+"371","18B","B","300",7,4,0.2,3,0.3,NA,NA,NA,NA,0.198821676196677,0.0974840816504593,0.098215339210202,0.0063196113446816,0.391323741048673,0.955,0.525,0.98,1,2.16854199814042,3.32357182981696,3.47494769924942,1.67672699351539,2.35924337194251,2.03471259848841,1.329322111698,1.64877109131951,0.96715764250739,1.00741199904219,1.00766584346049,0.000254707745451428,NA,NA,NA,0.680884173926337,0.361236948583804,-0.971013413219703,0.333123606289973,-0.339122464360948,-2.00999959442164,-0.148601793583981,-1.30198779029321,-3.45979074375791,0.00117832380332253,"PERFECT",0.5907
+"372","18B","B","50",7,4,0.2,3,0.3,NA,NA,NA,NA,0.229743032057759,0.24806555603786,0.244425485889935,-0.249330920286513,0.708816984402031,0.938,0.161,0.827,0.981366459627329,1.98640918992411,3.03891709307351,NA,1.70042613194616,2.37506305581737,NA,1.37271056698598,1.68080472686825,NA,1.01256654441306,1.00580979907481,-0.01684370691705,NA,NA,NA,0.690231597235719,0.35922360444173,-1.0099625485567,0.33951023810075,-0.34962536891283,-2.07328213320579,-0.161125725151502,-1.35139358135759,NA,-0.0297430320577589,"PERFECT",0.1448
+"373","18C","C","100",7,4,0.2,3,-0.3,NA,NA,NA,NA,0.19855650196445,0.174261137991367,0.170790844793199,-0.136193553830219,0.533306557759119,0.948,0.218,0.879,1,2.21913902462121,3.37558675321775,3.52301160915456,1.71745569303008,2.39920048893345,2.07345211931278,1.32986118173719,1.65653060144232,0.978521161127167,1.00517343495312,1.000085592856,-0.0130863726527026,NA,NA,NA,0.687980491433649,0.358380603812814,-0.975250032392677,0.330049650255016,-0.33861277243482,-2.03838676459584,-0.15797710706531,-1.32856816752787,-3.5370686328434,0.00144349803554986,"PERFECT",0.245
+"374","18C","C","200",7,4,0.2,3,-0.3,NA,NA,NA,NA,0.200437791831989,0.124891378037784,0.120286080417034,-0.0353229257853972,0.436198509449376,0.952,0.387,0.95,1,2.17013176186106,3.32750552654731,3.47309941373804,1.67738918748198,2.35067844920132,2.01836327640049,1.3171254312248,1.63731220708578,0.949300950859493,0.997277564304795,0.995020184742585,-0.0150126985843275,NA,NA,NA,0.680222369443398,0.349107736334028,-0.979944662315944,0.336382937177994,-0.332134487502077,-2.02472665441011,-0.157123366692633,-1.31770804042506,-3.47614960431102,-0.000437791831989359,"PERFECT",0.4321
+"375","18C","C","300",7,4,0.2,3,-0.3,NA,NA,NA,NA,0.20100624613487,0.0994081236446005,0.0980400664706751,0.00884771585234623,0.393164776417393,0.941,0.552,0.974,1,2.1642743310318,3.31827871084905,3.46735909228327,1.6920370299898,2.36229826089124,2.03241729498781,1.32125402564247,1.63910691684414,0.946402461803286,0.997674076168418,0.992371319078521,-0.0112915721875319,NA,NA,NA,0.679867504079992,0.35705009037979,-0.963450240693411,0.333524425395554,-0.340920937513766,-2.02461439723121,-0.147492526768457,-1.30512894551241,-3.45763966656246,-0.00100624613486949,"PERFECT",0.5907
+"376","18C","C","50",7,4,0.2,3,-0.3,NA,NA,NA,NA,0.205148043869503,0.241910739268519,0.242948657457572,-0.271031324747339,0.681327412486345,0.956,0.136,0.806,0.970588235294118,1.88183534524598,2.83185619294885,NA,1.6598970328263,2.28676302353978,NA,1.33857905113744,1.65133352113934,NA,1.02570212550669,1.01006703746867,NA,NA,NA,NA,0.69941149993371,0.349951671716841,-0.992934516719565,0.335033992303325,-0.368157544400215,-2.08594818366793,-0.172959841798209,-1.35612577965079,NA,-0.00514804386950296,"PERFECT",0.1448
+"377","18D","D","100",7,4,0.4,3,0.3,NA,NA,NA,NA,0.406971539259751,0.167003916996619,0.172053254440794,0.0697471605557955,0.744195917963707,0.952,0.651,0.994,1,2.19654809704396,3.35809967302547,3.50795077801781,1.68726254396803,2.3523786415267,2.01859901274207,1.33240572024423,1.65757407564051,0.957198120755885,1.00649977612203,0.995168626144505,-0.00644528822181466,NA,NA,NA,0.694178538005649,0.367950362842844,-0.960678770962344,0.33407405572189,-0.356577533727372,-2.05775581669205,-0.160556111205523,-1.31686718797495,-3.50195532699758,-0.00697153925975125,"PERFECT",0.7136
+"378","18D","D","200",7,4,0.4,3,0.3,NA,NA,NA,NA,0.401335087405309,0.123252625629936,0.120862591787805,0.164444407501211,0.638225767309407,0.943,0.903,1,1,2.1811300601357,3.33358547900446,3.48865153849649,1.68626177448836,2.36455209729727,2.02346888427583,1.31702860143632,1.63735391445207,0.952871631733303,1.00719841982597,1.00689746092276,-0.00123310158974283,NA,NA,NA,0.679273669431518,0.356559542760289,-0.979633427253266,0.325894724641528,-0.342495963316538,-2.02173261704003,-0.156931256944846,-1.31497627099108,-3.503329736325,-0.0013350874053088,"PERFECT",0.9471
+"379","18D","D","300",7,4,0.4,3,0.3,NA,NA,NA,NA,0.39690494668665,0.0988617204900022,0.0985439189916945,0.203758865462929,0.590051027910371,0.943,0.98,1,1,2.17614434841899,3.33519215596342,3.48939184108438,1.6819317835334,2.35300466666689,2.03022003668252,1.33332479274891,1.65959518034218,0.974201458409416,1.00798069781335,1.01090610457611,5.17428662330229e-05,NA,NA,NA,0.687122198608145,0.368795997660387,-0.955425410840277,0.33277622497801,-0.338053456793843,-2.01534260213273,-0.153644646974232,-1.30465100238297,-3.47005052037693,0.00309505331335008,"PERFECT",0.9919
+"380","18D","D","50",7,4,0.4,3,0.3,NA,NA,NA,NA,0.404283564168964,0.244460592346025,0.243736333605056,-0.073439649696945,0.882006778034874,0.954,0.395,0.948,0.994936708860759,1.89561093839404,2.85493746199506,NA,1.67537821871513,2.32775538032854,NA,1.3638359249849,1.69422713279119,NA,1.00749843153931,1.02176428616063,NA,NA,NA,NA,0.697917142577449,0.379807124700797,-0.980269920033979,0.334214341178123,-0.36028980163689,-2.09221493906681,-0.154681529957968,-1.34777470556669,NA,-0.0042835641689643,"PERFECT",0.4328
+"381","18E","E","100",7,4,0.4,3,-0.3,NA,NA,NA,NA,0.408438994180021,0.165740353631312,0.171453546359785,0.0723900433148421,0.744487945045201,0.956,0.672,0.992,1,2.19539132333068,3.37973134273665,3.52223958308909,1.69944697200695,2.37898365502526,2.04038544441992,1.33352831700535,1.66865609696614,0.984857337159569,1.01403879525873,1.0285461281966,0.00418624821112787,NA,NA,NA,0.688448193741062,0.366028102260107,-0.979354107113627,0.341925726219881,-0.343482523522322,-2.05034508013997,-0.1490902827337,-1.32620269933777,-3.50263602971774,-0.00843899418002142,"PERFECT",0.7136
+"382","18E","E","200",7,4,0.4,3,-0.3,NA,NA,NA,NA,0.396619940680624,0.128554367122914,0.121314057195471,0.1588443885775,0.634395492783748,0.935,0.903,0.998,1,2.17869861188989,3.34957893206687,3.49437190491208,1.69555169876436,2.36817308209988,2.03794254351126,1.33677194038628,1.65229033186096,0.979320742588762,1.01254976932811,1.01353406835851,0.0105258909955958,NA,NA,NA,0.695198898431718,0.377702538016744,-0.936623497074156,0.337898319838677,-0.33991138144028,-2.01248590531699,-0.151801035500126,-1.30313164354072,-3.47352641274038,0.00338005931937607,"PERFECT",0.9471
+"383","18E","E","300",7,4,0.4,3,-0.3,NA,NA,NA,NA,0.400807578130164,0.104358525385258,0.0985455957907663,0.207658210380262,0.593956945880066,0.932,0.979,1,1,2.15768426204957,3.31128911348482,3.4573363020325,1.67240003826173,2.34532758208642,2.01533075877636,1.33340168912086,1.66165969313853,0.970447405994827,1.00131084518901,0.994775903424128,-0.0128800776824489,NA,NA,NA,0.678255903984594,0.354453626544534,-0.963420867303884,0.331838120688977,-0.341838783796261,-2.01783256877891,-0.150533943509049,-1.30393960626552,-3.46765959481591,-0.000807578130164188,"PERFECT",0.9919
+"384","18E","E","50",7,4,0.4,3,-0.3,NA,NA,NA,NA,0.405349543598864,0.25325168754612,0.245569002068162,-0.0759657004547342,0.886664787652461,0.941,0.358,0.938,1,1.7359618221993,2.61073459933855,NA,1.59562148859909,NA,NA,1.35163513976256,1.67629058426046,NA,1.04452068445945,1.04670730606503,NA,NA,NA,NA,0.712249153312567,0.388490894309802,-0.977261508114838,0.350853033534609,-0.330554731520588,-2.06114330567317,-0.158367172355986,-1.35737481485623,-3.58385413619111,-0.00534954359886358,"PERFECT",0.4328
+"385","18F","F","100",7,4,-0.2,3,-0.3,NA,NA,NA,NA,-0.198525161831218,0.178895915286937,0.170575010828121,-0.532852183054335,0.1358018593919,0.949,0.237,0.859,0.987341772151899,2.21706972077659,3.3789370103329,3.53626682758911,1.68069131085657,2.36374393388667,2.02217983325981,1.34296591512388,1.67106116780127,0.989621493312791,1.01249409866188,1.00822318812923,0.00140057378306942,NA,NA,NA,0.683075407947448,0.36232516804555,-0.969621518063591,0.342833040983947,-0.344538961073873,-2.0402927704762,-0.155520232236735,-1.32450929450787,-3.54832801118284,-0.00147483816878227,"PERFECT",0.245
+"386","18F","F","200",7,4,-0.2,3,-0.3,NA,NA,NA,NA,-0.202672657203734,0.119973294416051,0.120262989276294,-0.438388116185269,0.0330428017778018,0.954,0.394,0.956,1,2.17217945664764,3.33474202330703,3.4853690374671,1.6942594977758,2.36636574626355,2.0355915745329,1.33427055883687,1.67110101319059,0.994728386938473,1.00506613873711,1.0067761780938,0.00894855636529605,NA,NA,NA,0.682855655921359,0.358378804413948,-0.959390490664564,0.338820889587267,-0.341476728695105,-2.01949417891137,-0.150766307621829,-1.30254056428551,-3.4670195813608,0.00267265720373369,"PERFECT",0.4321
+"387","18F","F","300",7,4,-0.2,3,-0.3,NA,NA,NA,NA,-0.196811503851595,0.0986516655238074,0.0978490152101794,-0.388595573663547,-0.0050274340396437,0.941,0.516,0.976,1,2.1699959804589,3.32137648541042,3.47559254508707,1.67656250337348,2.33778686585662,2.00562866442273,1.32545849636504,1.63442090741172,0.954096024226935,0.994047932357706,0.9905885921215,-0.0220745452898645,NA,NA,NA,0.679899839718039,0.354876180195061,-0.968038392410824,0.330149887993035,-0.346250237283307,-2.03119141107322,-0.150654609426483,-1.30655440975729,-3.47498141876947,-0.00318849614840469,"PERFECT",0.5907
+"388","18F","F","50",7,4,-0.2,3,-0.3,NA,NA,NA,NA,-0.217419616658081,0.241515123150451,0.243578450591052,-0.694833379816543,0.259994146500381,0.948,0.138,0.816,1,2.09593769669176,3.16170612332778,NA,1.73538360715419,2.4118473234337,NA,1.36799105732933,1.69136980770332,NA,1.03953542009751,1.06138751529107,0.0393898670704491,NA,NA,NA,0.719040529777123,0.388455293025202,-0.977711550679047,0.361437170662168,-0.312623645277063,-2.05501264843469,-0.14179889977992,-1.33031611719854,NA,0.0174196166580814,"PERFECT",0.1448
+"389","18G","G","100",7,4,-0.4,3,-0.3,NA,NA,NA,NA,-0.405895639486102,0.177417412494707,0.171438790206263,-0.741915668290378,-0.0698756106818263,0.947,0.656,0.99,1,2.21179005628956,3.38653476804501,3.54845650133647,1.69923347047697,2.38556207294118,2.05033576347078,1.33877147346859,1.66110669278259,0.97113515686286,1.00582614138323,1.01331842564146,-0.0198635211238918,NA,NA,NA,0.681421126214354,0.364470876170988,-0.97830816990504,0.333389946882008,-0.352118395099345,-2.05240896623827,-0.144190570440262,-1.31158776955308,-3.52137461820905,0.00589563948610206,"PERFECT",0.7136
+"390","18G","G","200",7,4,-0.4,3,-0.3,NA,NA,NA,NA,-0.399783341242734,0.119125654449296,0.120890647475105,-0.63672901029394,-0.162837672191527,0.964,0.912,0.999,1,2.17373052732853,3.32440380195455,3.47883558221715,1.6863607310892,2.35646257868631,2.02399412058019,1.32606660741065,1.64439063393962,0.944441593722908,1.00312963729858,0.998823898043774,-0.00965561617285631,NA,NA,NA,0.683623022227666,0.361574632374746,-0.972953911128353,0.331171954618808,-0.351806078268597,-2.03306265502924,-0.154502250773732,-1.31281623453368,-3.48938963658458,-0.000216658757266341,"PERFECT",0.9471
+"391","18G","G","300",7,4,-0.4,3,-0.3,NA,NA,NA,NA,-0.399992173816237,0.0997868372984267,0.0985436584912206,-0.593137744459029,-0.206846603173445,0.946,0.978,1,1,2.16499302214567,3.31678100076732,3.46141777054699,1.68287417014119,2.35867399451828,2.01854315662397,1.32500043891663,1.6468823434648,0.964654672781249,0.999436394873601,1.00048273381377,-0.00100040691545497,NA,NA,NA,0.691546896738841,0.369678990792154,-0.957969793568179,0.326945480711051,-0.343334629665686,-2.03875976117658,-0.155576339185591,-1.31767489124807,-3.48987429087266,-7.82618376304889e-06,"PERFECT",0.9919
+"392","18G","G","50",7,4,-0.4,3,-0.3,NA,NA,NA,NA,-0.409665935831626,0.23572516914553,0.244278005833181,-0.888450827264661,0.0691189556014089,0.96,0.388,0.965,1,2.1135375328545,3.22236561499195,NA,1.71685349398082,2.39130342722188,NA,1.36562578255177,1.70375195468951,1.03368568575905,1.03846427738212,1.03735330232878,0.0367357168197858,NA,NA,NA,0.714757083983274,0.379039721943917,-0.982123195235381,0.341976969611785,-0.344742184858423,-2.08563746565466,-0.144720564698298,-1.3486563319314,NA,0.00966593583162584,"PERFECT",0.4328
+"393","19A","A","100",7,2,0,3,-0.5,1.16125772208743,0.651038363173465,0.320967356066029,-0.012155550094386,0.0148976062031641,0.218605861348114,0.216044916292982,-0.408550429731081,0.438345642137409,0.959,0.041,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.333977460125728,-0.67911681702136,-1.15953170877001,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0148976062031641,"PERFECT",0.05
+"394","19A","A","200",7,2,0,3,-0.5,1.14785796675696,0.67584339535867,0.320360888281599,-0.00350843485336897,0.00910908666288463,0.152785528278623,0.15280010406445,-0.290379117303437,0.308597290629206,0.949,0.051,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323327764277737,-0.67260196143311,-1.15620805142919,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00910908666288463,"PERFECT",0.05
+"395","19A","A","300",7,2,0,3,-0.5,1.15274655362895,0.675266309858974,0.327788093530691,0.000692871699778268,0.00161897534163604,0.12323784610117,0.124465676051625,-0.24233374971955,0.245571700402822,0.951,0.049,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.325262795383469,-0.669261916619035,-1.15436275195389,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00161897534163604,"PERFECT",0.05
+"396","19A","A","50",7,2,0,3,-0.5,1.15509183918949,0.684009119654255,0.310460328458928,0.000505938942430615,0.0270952152484661,0.310909483831397,0.307742679516667,-0.576080436604202,0.630270867101134,0.948,0.052,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.332544086266975,-0.68839105691994,-1.18456179579143,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0270952152484661,"PERFECT",0.05
+"397","19B","B","100",7,2,0.2,3,0.5,1.15115261837981,0.664579772459766,0.313144244194618,-0.00679141515679563,0.212093097977451,0.2164331655952,0.216483772780761,-0.212215096672841,0.636401292627742,0.95,0.164,0.833,0.99390243902439,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319734363146228,-0.677536265860502,-1.16761008217098,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0120930979774505,"PERFECT",0.187
+"398","19B","B","200",7,2,0.2,3,0.5,1.15074592622124,0.66824965986809,0.314727171833708,0.00149047021440048,0.203166901824125,0.152678547891627,0.15296013730583,-0.0966349672953019,0.502968770943551,0.952,0.265,0.896,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321100083907443,-0.677479897239998,-1.16302544023421,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00316690182412474,"PERFECT",0.3258
+"399","19B","B","300",7,2,0.2,3,0.5,1.14802335549431,0.667171538747883,0.314504828588343,-0.00571015875648313,0.208456849261118,0.126882786281036,0.124641617398008,-0.0358407208389776,0.452754419361214,0.941,0.399,0.946,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319354207882798,-0.672923485131212,-1.15552401255387,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00845684926111825,"PERFECT",0.455
+"400","19B","B","50",7,2,0.2,3,0.5,1.16544902906966,0.688118873338731,0.33748517010496,-0.00794791923070966,0.195022640462431,0.298480015282831,0.307130884600062,-0.406953893353691,0.796999174278552,0.957,0.089,0.754,0.932584269662921,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.328402173958737,-0.664719171588139,-1.16447723981842,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00497735953756948,"PERFECT",0.1171
+"401","19C","C","100",7,2,0.2,3,-0.5,1.17376607445868,0.679917396779522,0.324605496480121,-0.0099123446488407,0.205298423297406,0.21759815769552,0.216068796407112,-0.218196417660534,0.628793264255346,0.958,0.164,0.83,0.975609756097561,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321449897963299,-0.676397847331368,-1.17171540536895,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00529842329740557,"PERFECT",0.187
+"402","19C","C","200",7,2,0.2,3,-0.5,1.14798924336134,0.674194908790886,0.323244315449322,-0.000698137546780088,0.203402760648438,0.155351065161491,0.152847912243127,-0.0961791473480916,0.502984668644968,0.941,0.276,0.909,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324648641182143,-0.67173268958462,-1.16351654301576,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.003402760648438,"PERFECT",0.3258
+"403","19C","C","300",7,2,0.2,3,-0.5,1.16378379133648,0.671973422749106,0.324537540858232,-0.00513774420050214,0.202922748110753,0.129159918574013,0.124786392993822,-0.0416585821571385,0.447504078378643,0.94,0.387,0.942,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324033788742549,-0.67417099792721,-1.15486712576331,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00292274811075249,"PERFECT",0.455
+"404","19C","C","50",7,2,0.2,3,-0.5,1.16173145220915,0.660557326372753,0.321497422838631,0.0161724879326695,0.201653892990621,0.300771672290571,0.308138311714957,-0.402297197970695,0.805604983951937,0.957,0.098,0.741,0.989795918367347,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.336439797267218,-0.668766471213166,-1.17838882924479,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00165389299062094,"PERFECT",0.1171
+"405","19D","D","100",7,2,0.4,3,0.5,1.15758322485667,0.669217651405992,0.309486337583246,0.00151848566584128,0.398035137624808,0.215771730117878,0.217412674745907,-0.0280937048771685,0.824163980126785,0.952,0.456,0.959,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322209128757231,-0.672532736382047,-1.1646791262224,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00196486237519172,"PERFECT",0.5666
+"406","19D","D","200",7,2,0.4,3,0.5,1.16295817264455,0.674898603277539,0.319042693824293,0.00568148741752801,0.399493965271751,0.152904348736953,0.153529866101513,0.0985754277127859,0.700412502830716,0.951,0.746,0.996,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.33046448961607,-0.676434996275384,-1.14359367633257,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00050603472824895,"PERFECT",0.8538
+"407","19D","D","300",7,2,0.4,3,0.5,1.1579816193466,0.67151458840489,0.322251054241827,0.00409948094218919,0.39271593013347,0.130839703584847,0.125309159196724,0.14710997810789,0.638321882159049,0.939,0.885,0.997,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319830508121863,-0.668266406576813,-1.14994237645687,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00728406986653052,"PERFECT",0.9584
+"408","19D","D","50",7,2,0.4,3,0.5,1.15545429880964,0.694624446837436,0.314254446398703,0.000474749401668661,0.407465939024307,0.315528189372043,0.309387940695105,-0.198934424738098,1.01386630278671,0.951,0.268,0.901,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.313569036714601,-0.68271632722662,-1.16088707465019,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00746593902430731,"PERFECT",0.3236
+"409","19E","E","100",7,2,0.4,3,-0.5,1.16836584508512,0.677126990761366,0.317661111809012,0.00945360091061996,0.394377785887996,0.210419485444278,0.217369783535979,-0.0316669898425227,0.820422561618514,0.961,0.446,0.973,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.318112375973711,-0.670705524234489,-1.15406974249931,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00562221411200448,"PERFECT",0.5666
+"410","19E","E","200",7,2,0.4,3,-0.5,1.15599149489251,0.673112026676899,0.319944557898064,-0.00129237771708499,0.400566351197178,0.149838071669231,0.153393487674422,0.09991511535531,0.701217587039045,0.949,0.743,0.996,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324514262437369,-0.67446637333715,-1.15227802026868,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000566351197177573,"PERFECT",0.8538
+"411","19E","E","300",7,2,0.4,3,-0.5,1.15832498962821,0.677845222528798,0.327192374484605,0.00233290640841876,0.395660525682464,0.12453728254378,0.125192835062796,0.150282568959383,0.641038482405545,0.952,0.89,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319289065904473,-0.671590679363457,-1.15394352908891,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00433947431753606,"PERFECT",0.9584
+"412","19E","E","50",7,2,0.4,3,-0.5,1.15642116158041,0.670100585033737,0.308626911252374,-0.00390984205828899,0.425289444409659,0.310502937564397,0.309107932790697,-0.180562103860108,1.03114099267943,0.95,0.285,0.909,0.996491228070175,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.328178087950258,-0.687252523952653,-1.18969557276686,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0252894444096594,"PERFECT",0.3236
+"413","19F","F","100",7,2,-0.2,3,-0.5,1.14288879940085,0.672342058383906,0.321312995571228,-0.00555500873679066,-0.198987583349363,0.211426856172634,0.216326404291665,-0.622987335761025,0.225012169062299,0.95,0.14,0.828,0.978571428571429,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323430137990931,-0.683785136174994,-1.16903084714109,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00101241665063698,"PERFECT",0.187
+"414","19F","F","200",7,2,-0.2,3,-0.5,1.15910509919011,0.67415836650684,0.320391164489491,-0.00721610302103213,-0.202295753177207,0.157146321287803,0.152850391754055,-0.501882521015156,0.0972910146607413,0.941,0.259,0.898,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.31958244689824,-0.672503010753918,-1.15345798541655,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00229575317720729,"PERFECT",0.3258
+"415","19F","F","300",7,2,-0.2,3,-0.5,1.15559348516291,0.67616532188253,0.327055408216387,0.00674197962265759,-0.203560126067539,0.127335825712996,0.124686064085963,-0.447944811676026,0.0408245595409475,0.943,0.379,0.936,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321833510771843,-0.667733996123985,-1.16146030324362,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00356012606753942,"PERFECT",0.455
+"416","19F","F","50",7,2,-0.2,3,-0.5,1.17406711678666,0.679043394450414,0.322526372141799,-0.00450002496230275,-0.191342182058418,0.318213548022846,0.306507034131875,-0.792095968956894,0.409411604840058,0.946,0.104,0.718,0.932692307692308,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.316081422844226,-0.684186959065859,-1.19459397899439,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00865781794158191,"PERFECT",0.1171
+"417","19G","G","100",7,2,-0.4,3,-0.5,1.15941262497943,0.679501764140276,0.332033602769768,0.00291837876440969,-0.410045275573497,0.227761045418248,0.217480240572181,-0.836306547094972,0.0162159959479777,0.938,0.488,0.963,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323437289426069,-0.654000740954554,-1.15367997922452,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0100452755734969,"PERFECT",0.5666
+"418","19G","G","200",7,2,-0.4,3,-0.5,1.15227043823992,0.67451026817141,0.318696604889976,-0.00269285911338532,-0.398660699210076,0.148523833837756,0.153604985760693,-0.699726471301034,-0.0975949271191176,0.961,0.737,0.997,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.317584296150674,-0.677315014883883,-1.15843836807469,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00133930078992439,"PERFECT",0.8538
+"419","19G","G","300",7,2,-0.4,3,-0.5,1.16164141465141,0.674192429309198,0.325987292237367,0.00206804178138156,-0.402041907262175,0.121929925329027,0.125334418339007,-0.647697367206629,-0.156386447317721,0.956,0.89,1,1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324198651926237,-0.676536778010731,-1.14965143067242,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0020419072621749,"PERFECT",0.9584
+"420","19G","G","50",7,2,-0.4,3,-0.5,1.16335881739767,0.683279641141672,0.32022018118326,-0.00910355854458257,-0.403929730974173,0.31842118735686,0.308729384960874,-1.00903932549749,0.201179863549141,0.937,0.252,0.904,0.996031746031746,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.334601234576633,-0.682509454236519,-1.17356271366742,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00392973097417276,"PERFECT",0.3236
+"421","20A","A","100",7,4,0,3,-0.5,NA,NA,NA,NA,0.00324984633906906,0.177416578841151,0.170479362378406,-0.330889703922607,0.337389396600746,0.937,0.063,NA,NA,2.2095082446547,3.37080343408026,3.50936588437254,1.70082681574146,2.36796454298789,2.02726513266012,1.33976502095602,1.65076841852981,0.949218999027079,1.0145441164836,1.00721293881164,-0.00614289776012662,NA,NA,NA,0.679397099651523,0.351389518562552,-1.00310985666803,0.322950915633092,-0.367898307313336,-2.05171055177716,-0.165794802865927,-1.31913051104845,-3.54007843978174,-0.00324984633906906,"PERFECT",0.05
+"422","20A","A","200",7,4,0,3,-0.5,NA,NA,NA,NA,-0.00616434536462765,0.119796696460198,0.12031896276093,-0.241989512376051,0.229660821646796,0.945,0.055,NA,NA,2.18666725906847,3.33765079291234,3.49454027851376,1.69376049145658,2.36305098755216,2.03711534959077,1.32674574402148,1.64413868741564,0.958304783586208,1.00739807561443,1.00096993785665,-0.00269266079213648,NA,NA,NA,0.696967936616872,0.365389966480979,-0.959384735308281,0.335141790582972,-0.345049721953786,-2.02154983329546,-0.156031670458786,-1.31358466890189,-3.51075287368022,0.00616434536462765,"PERFECT",0.05
+"423","20A","A","300",7,4,0,3,-0.5,NA,NA,NA,NA,0.000340583111244842,0.0946623820841036,0.0981322038853575,-0.191998536504056,0.192679702726546,0.965,0.035,NA,NA,2.16497264588866,3.32247804886042,3.47198171974072,1.68063053347095,2.35470448419273,2.02513952293799,1.33212763039005,1.65329138162893,0.979130753902593,1.00851672499775,1.01075289787466,0.00745572671630285,NA,NA,NA,0.690318765447519,0.361723830851604,-0.970911892317875,0.335695196192015,-0.341048592646793,-2.01274593589981,-0.149731299614347,-1.30286876873208,-3.48108386038322,-0.000340583111244842,"PERFECT",0.05
+"424","20A","A","50",7,4,0,3,-0.5,NA,NA,NA,NA,0.00619325040501877,0.247752829010043,0.243368597466982,-0.470809200630266,0.483195701440303,0.95,0.05,NA,NA,1.94786843293578,2.93143254979369,NA,1.67333064505566,2.32721698499852,NA,1.35500951020596,1.68423339029574,NA,1.01348573767776,1.00558822589046,NA,NA,NA,NA,0.69737401051479,0.379949718248413,-0.962312008150737,0.345542651804149,-0.353850901328813,-2.06452097801103,-0.160782577818085,-1.3519334714105,-3.57961254669333,-0.00619325040501877,"PERFECT",0.05
+"425","20B","B","100",7,4,0.2,3,0.5,NA,NA,NA,NA,0.211669326955876,0.171201144003425,0.171262762978364,-0.124005688481718,0.54734434239347,0.947,0.232,0.896,0.995689655172414,2.20006520137364,3.37616711565257,3.5162484003412,1.68849814495165,2.34657863796052,2.00606847689299,1.33779538280056,1.66512156404571,0.972822646795876,1.01354583955355,1.01215700260268,-0.00831001586246314,NA,NA,NA,0.687884300827919,0.368836176043186,-0.987300804947626,0.336502795089303,-0.361956132847959,-2.06934288775013,-0.15137408030777,-1.32348718795935,-3.52710910078735,-0.0116693269558761,"PERFECT",0.245
+"426","20B","B","200",7,4,0.2,3,0.5,NA,NA,NA,NA,0.197223798526739,0.117183363562586,0.120333934750273,-0.0386307135837973,0.433078310637274,0.956,0.37,0.953,1,2.19073636994771,3.34615055072182,3.4992880988554,1.68730417080459,2.37009947393857,2.03594472864262,1.33156334989836,1.65434747085033,0.968532068455763,1.00841027528477,1.00579159099312,0.00927675673218955,NA,NA,NA,0.686769469083771,0.370208766873764,-0.960051091008982,0.329902175282954,-0.343354454326517,-2.03309458141884,-0.142273439594951,-1.3041274374796,-3.48429466789055,0.00277620147326146,"PERFECT",0.4321
+"427","20B","B","300",7,4,0.2,3,0.5,NA,NA,NA,NA,0.200023131835481,0.0968498207086252,0.0983098854473758,0.00733575635862404,0.392710507312337,0.963,0.535,0.987,1,2.16562722816042,3.32501158174406,3.47771335757366,1.67725413604218,2.34266346221724,2.01524320210723,1.33187707386892,1.64554452007972,0.963897440667907,1.00407284331295,0.998313384145223,-0.011490022533351,NA,NA,NA,0.68152014800681,0.355605756414902,-0.960913527596923,0.330993056280012,-0.342610024248633,-2.02531116812038,-0.154724049426983,-1.31530339886316,-3.47484932461626,-2.31318354806664e-05,"PERFECT",0.5907
+"428","20B","B","50",7,4,0.2,3,0.5,NA,NA,NA,NA,0.208138913240483,0.246318491760786,0.243878010647975,-0.269861987629548,0.686139814110514,0.942,0.126,0.796,0.992063492063492,1.99861936304843,3.01522824178374,NA,1.69509640923942,2.36305409834246,NA,1.37087929201952,1.67905235361662,NA,1.01142650002532,0.995138246965215,-0.031803323551702,NA,NA,NA,0.692768131776396,0.350155126299606,-1.01825162272422,0.340250336665237,-0.351996007808444,-2.09844384587952,-0.150138593915975,-1.34257237494491,NA,-0.00813891324048316,"PERFECT",0.1448
+"429","20C","C","100",7,4,0.2,3,-0.5,NA,NA,NA,NA,0.197295851457532,0.16988357465843,0.170543483927764,-0.136969377040886,0.53156107995595,0.954,0.2,0.865,0.995,2.19860476311825,3.37176207773466,3.52218341212772,1.71983518173628,2.40128458200532,2.06931084027796,1.35803275691884,1.68063958160176,0.991390655500184,1.00797036878725,1.0079043757836,-0.00315433395601436,NA,NA,NA,0.690101003765342,0.358286920652572,-0.960483350353355,0.331535762231079,-0.350398356068696,-2.03404751110793,-0.146941710879357,-1.31222557140341,-3.48669261118991,0.00270414854246795,"PERFECT",0.245
+"430","20C","C","200",7,4,0.2,3,-0.5,NA,NA,NA,NA,0.207202559684683,0.122427448523105,0.120647192184451,-0.029265936996842,0.443671056366208,0.947,0.41,0.956,0.997560975609756,2.184233450095,3.33466724842077,3.48570389009703,1.69873400416227,2.36304992250422,2.0275736987863,1.33508507185006,1.65665009895915,0.963429511856032,1.01242646676444,1.01038013837218,-0.00616528385926053,NA,NA,NA,0.695560004812692,0.3722614362672,-0.971199248072714,0.327388688034371,-0.357043769671352,-2.05069196031701,-0.151326465082974,-1.31603009836275,-3.50334211292499,-0.00720255968468284,"PERFECT",0.4321
+"431","20C","C","300",7,4,0.2,3,-0.5,NA,NA,NA,NA,0.198308677879067,0.0990332165274363,0.0980331764170508,0.00616365210164796,0.390453703656487,0.953,0.527,0.978,1,2.17583425202711,3.33418856479737,3.49095852492419,1.68010872271566,2.35357059598905,2.0202256787503,1.32428781809609,1.64714214290569,0.96880716930536,1.01320744475552,1.01074623804294,0.0147612685784569,NA,NA,NA,0.685359977664359,0.3636647257927,-0.950038390487117,0.331508375069178,-0.342692427965313,-2.01316983972241,-0.152107691318395,-1.3108574060395,-3.45900726649475,0.00169132212093259,"PERFECT",0.5907
+"432","20C","C","50",7,4,0.2,3,-0.5,NA,NA,NA,NA,0.200575663597915,0.246895114175697,0.2447113490772,-0.279058580593397,0.680209907789227,0.947,0.131,0.796,0.99236641221374,1.83305256258136,2.75109012764092,NA,1.61796590359323,2.24600081574253,NA,1.34894496981299,1.65751434663659,NA,1.01563862751664,0.998073797867058,NA,NA,NA,NA,0.713581662330821,0.410199212636579,-0.971050106930471,0.32881366121011,-0.365461938692861,-2.11243079724102,-0.154634590139705,-1.36047128207202,NA,-0.000575663597914805,"PERFECT",0.1448
+"433","20D","D","100",7,4,0.4,3,0.5,NA,NA,NA,NA,0.415873929837676,0.17768851656486,0.171991595754218,0.0787704021594082,0.752977457515944,0.95,0.677,0.987,1,2.21874000849227,3.36944263331283,3.51975845377776,1.70154480556054,2.38327924057043,2.03304004060032,1.34540713985936,1.65191530443327,0.955984430896299,1.02582489322652,1.01333454603445,0.00112867590274348,NA,NA,NA,0.696542705744271,0.357124470773509,-0.98571605000381,0.322388604666447,-0.355721697610944,-2.05489125514173,-0.15030064618894,-1.32458533423848,-3.51682051710515,-0.0158739298376759,"PERFECT",0.7136
+"434","20D","D","200",7,4,0.4,3,0.5,NA,NA,NA,NA,0.400708511547599,0.117141070323497,0.121065242402621,0.163420636438461,0.637996386656736,0.954,0.925,1,1,2.17713233604214,3.33950899945124,3.49217784444673,1.67579092007994,2.34703249930597,2.0111096721407,1.32525595000748,1.65771936478171,0.965788168516968,1.00645692545665,1.00262770173418,0.00808844934058507,NA,NA,NA,0.680038196798023,0.357882170054076,-0.970622560518548,0.334946174007238,-0.339601996161132,-2.01803656049571,-0.151087518362234,-1.30691848528052,-3.4863915668403,-0.0007085115475986,"PERFECT",0.9471
+"435","20D","D","300",7,4,0.4,3,0.5,NA,NA,NA,NA,0.402257859510987,0.0937053734824046,0.0988948955710893,0.208423864191652,0.596091854830322,0.961,0.99,1,1,2.17559672710745,3.32889466137663,3.47686927424662,1.68992221450638,2.35793424437116,2.02011793004819,1.32657444069465,1.65136819877924,0.960363136656168,1.01030428885502,1.01120861853462,0.00301928453042081,NA,NA,NA,0.684943778086087,0.355624866789282,-0.968690653193577,0.328305632640975,-0.343477843008512,-2.02431863175842,-0.150133371446182,-1.30402269037482,-3.4791603502379,-0.00225785951098728,"PERFECT",0.9919
+"436","20D","D","50",7,4,0.4,3,0.5,NA,NA,NA,NA,0.388966202851112,0.242970733663049,0.245652589927494,-0.0925128734067769,0.870445279109001,0.961,0.358,0.947,1,1.95287364819363,NA,NA,1.71315177613715,2.38947091446385,NA,1.36793505458639,1.68445430252858,NA,1.0527083336441,1.04842292232981,0.0278819697738676,NA,NA,NA,0.721150608871119,0.39915019552285,-0.955566761418521,0.357706145461464,-0.332452635103945,-2.03751011170619,-0.138148172794326,-1.32477717279851,NA,0.0110337971488881,"PERFECT",0.4328
+"437","20E","E","100",7,4,0.4,3,-0.5,NA,NA,NA,NA,0.400924299896851,0.177079916664972,0.171879071829151,0.0640413191117156,0.737807280681986,0.949,0.631,0.992,1,2.21736336616346,3.3756425607211,3.50961804976398,1.70046464318702,2.37477444500632,2.02682511423205,1.34110551028981,1.65959712744948,0.965636251804886,1.01801287025472,1.0127851612106,-0.00495264665678103,NA,NA,NA,0.679003539009249,0.363325561616181,-0.990468638496344,0.328139694149646,-0.356501077436155,-2.06691125196356,-0.141659575487903,-1.31434468338665,-3.49557923420468,-0.000924299896850722,"PERFECT",0.7136
+"438","20E","E","200",7,4,0.4,3,-0.5,NA,NA,NA,NA,0.398698383021703,0.121695537412042,0.12101401599675,0.161510911668073,0.635885854375332,0.949,0.917,1,1,2.17554312166278,3.33206983411029,3.47772776235233,1.69129265478377,2.37211687730135,2.03989658518353,1.32857934499305,1.65105431318199,0.970869704919349,1.01374216329601,1.00852889768981,-0.00592162611725732,NA,NA,NA,0.686770565164844,0.3661037831495,-0.969128887967434,0.335213466807019,-0.350443722481043,-2.01352104014842,-0.14635220322763,-1.30967286982921,-3.48128706593006,0.00130161697829723,"PERFECT",0.9471
+"439","20E","E","300",7,4,0.4,3,-0.5,NA,NA,NA,NA,0.399286880496114,0.0985980395031071,0.0985590789479125,0.206111085758205,0.592462675234022,0.95,0.981,1,1,2.17156958082035,3.32367726125155,3.47355028042806,1.68827879446007,2.35894599926151,2.02044957192518,1.321110001853,1.63584292055151,0.962592557463332,1.00073694466359,0.993289626482648,-0.0125150636830414,NA,NA,NA,0.680789661437405,0.364241177223006,-0.964363127309283,0.333626100823914,-0.343432722061791,-2.01656554592856,-0.151959679804445,-1.29522332320073,-3.46110527839814,0.000713119503886195,"PERFECT",0.9919
+"440","20E","E","50",7,4,0.4,3,-0.5,NA,NA,NA,NA,0.408782941610503,0.246432348244763,0.246168399910834,-0.0737071222147309,0.891273005435737,0.951,0.392,0.953,1,1.64283352138635,NA,NA,1.55439585907066,2.13523634238573,NA,1.31368154734841,1.60112623192004,NA,1.03978305791872,1.03035945835346,NA,NA,NA,NA,0.710370569537542,0.36966643244358,NA,0.341387932755349,-0.341088751714708,-2.08117889570671,-0.144972826104085,-1.31642936414658,-3.56307377231286,-0.00878294161050325,"PERFECT",0.4328
+"441","20F","F","100",7,4,-0.2,3,-0.5,NA,NA,NA,NA,-0.199095908244413,0.174294756887788,0.170266432044187,-0.532818115051019,0.134626298562193,0.95,0.217,0.874,0.986175115207373,2.1905547757359,3.35997242956734,3.49805323782207,1.70330040873852,2.37423354509888,2.04515603555716,1.33359108452058,1.65138087172779,0.958866820393565,1.00202527027416,0.987188281082347,-0.015964282839379,NA,NA,NA,0.684271711352977,0.346055409250399,-1.00352360970793,0.322450342813003,-0.365586852979825,-2.07807279897716,-0.155608583584932,-1.32792925867115,-3.54806956913166,-0.000904091755586728,"PERFECT",0.245
+"442","20F","F","200",7,4,-0.2,3,-0.5,NA,NA,NA,NA,-0.198878641731372,0.122569101052013,0.120294024331544,-0.434654929421198,0.0368976459584549,0.946,0.375,0.944,1,2.18350103017927,3.33419463134117,3.47981915092747,1.68210324202271,2.35525470738447,2.01979182203623,1.32036328703021,1.64230712061868,0.960910620813454,1.00665897233629,1.00845953098699,0.00625080964101114,NA,NA,NA,0.688368496286393,0.358166745341575,-0.962841888554918,0.335589678709626,-0.337223895186214,-2.02307454121301,-0.147247729659253,-1.30190535989836,-3.49438446141925,-0.00112135826862841,"PERFECT",0.4321
+"443","20F","F","300",7,4,-0.2,3,-0.5,NA,NA,NA,NA,-0.20777947309671,0.0978726977043883,0.0983323664074644,-0.40051091125534,-0.0150480349380796,0.947,0.552,0.985,1,2.17660207338693,3.33889250807418,3.48940830559864,1.66885331730489,2.34246672220304,2.00482246231901,1.32951758400646,1.65141999776401,0.97455368888796,1.00467266796856,1.00647334128673,-0.00101101860640466,NA,NA,NA,0.683038927924133,0.362409746401815,-0.975109048540433,0.333821632967961,-0.347789326979007,-2.02160455204459,-0.150695947961302,-1.30543231467861,-3.48180498733832,0.0077794730967097,"PERFECT",0.5907
+"444","20F","F","50",7,4,-0.2,3,-0.5,NA,NA,NA,NA,-0.194419489073789,0.247458614596311,0.24308765947636,-0.670871301647454,0.282032323499877,0.948,0.129,0.786,0.953488372093023,2.0128228971647,3.01431853177407,NA,1.68135364303698,2.32458335198661,NA,1.33811293055489,1.65590869558245,NA,1.01687963820462,1.0056068606221,-0.0306871170232768,NA,NA,NA,0.691894352438887,0.366393085690368,-0.997252819029498,0.328748355830652,-0.363747642095877,-2.09017808278948,-0.161727589451241,-1.3736430686628,NA,-0.00558051092621148,"PERFECT",0.1448
+"445","20G","G","100",7,4,-0.4,3,-0.5,NA,NA,NA,NA,-0.397949910204544,0.169890558834572,0.172003753051911,-0.735077266186291,-0.0608225542227982,0.952,0.656,0.989,1,2.20541872883429,3.36488771687273,3.50663480084135,1.68877383142193,2.37102567565415,2.0300957459813,1.34384506052757,1.6568272734234,0.950047378835648,0.997832563436817,1.00389331627729,-0.0300038882401981,NA,NA,NA,0.687399002248123,0.364039439373922,-0.992502070830374,0.328518544485599,-0.373084684065663,-2.08241171354333,-0.153274090831333,-1.31774410915204,-3.57264700052085,-0.00205008979545562,"PERFECT",0.7136
+"446","20G","G","200",7,4,-0.4,3,-0.5,NA,NA,NA,NA,-0.410107104481209,0.115643168386789,0.121043862207061,-0.647353074407048,-0.17286113455537,0.957,0.942,1,1,2.17243022836881,3.32406549693798,3.47988680886033,1.69037842052437,2.3750222351005,2.04195277557906,1.3299901887102,1.65981326065814,0.971870641616006,1.0146574467073,1.02217966820507,0.015726375705208,NA,NA,NA,0.688554257761106,0.369192918600989,-0.942551576635342,0.329689163583311,-0.337525045076237,-2.02775732159524,-0.146643696095661,-1.30159978062648,-3.47634889024017,0.0101071044812087,"PERFECT",0.9471
+"447","20G","G","300",7,4,-0.4,3,-0.5,NA,NA,NA,NA,-0.40199507101098,0.102678304535593,0.0987056038938983,-0.59545805464302,-0.208532087378939,0.941,0.979,1,1,2.16727286293269,3.32186220768527,3.46610149227001,1.67015478993876,2.3372462113663,1.99770972010194,1.32603559605265,1.64577959355344,0.96463089946019,1.00286351717008,1.0051173759565,-0.00155398746714903,NA,NA,NA,0.675391664593452,0.347518440504951,-0.976410010299077,0.330740293384205,-0.346431753952943,-2.01785520875168,-0.149694658401992,-1.31146485487983,-3.47770016929584,0.0019950710109799,"PERFECT",0.9919
+"448","20G","G","50",7,4,-0.4,3,-0.5,NA,NA,NA,NA,-0.403418999082235,0.250822504809516,0.244945100057267,-0.883511395194477,0.0766733970300075,0.941,0.367,0.953,0.997275204359673,2.03355607620543,3.09642565917397,NA,1.69962055168032,2.35612815527196,NA,1.35072687267697,1.6814964015687,0.966990622361066,1.0298748352906,1.02969633158287,-0.000538543055552768,NA,NA,NA,0.696933854523979,0.360820477622253,-1.01486103516819,0.326327333955581,-0.374171018158245,-2.13027569891424,-0.143059067125115,-1.33979837151837,NA,0.00341899908223486,"PERFECT",0.4328

RProject/shinyapps/results-dashboard/res_dat_dif_resali.csv

@@ -0,0 +1,529 @@
+"","scenario","scenario.type","N","J","M","eff.size","nb.dif","m.nb.dif.detect","dif.size","m.item1","m.item2","m.item3","m.item4","m.beta","se.empirical.beta","se.analytical.beta","m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p","beta.same.sign.truebeta.signif.p","dif.detected","prop.perfect","flexible.detect","moreflexible.detect","any.detect","m.item1_1","m.item1_2","m.item1_3","m.item2_1","m.item2_2","m.item2_3","m.item3_1","m.item3_2","m.item3_3","m.item4_1","m.item4_2","m.item4_3","m.item5","m.item6","m.item7","m.item5_1","m.item5_2","m.item5_3","m.item6_1","m.item6_2","m.item6_3","m.item7_1","m.item7_2","m.item7_3","bias","theoretical.power","method"
+"1","1A","A","100",4,2,0,0,0.048,0,0.841698830197893,0.262028484070388,-0.248887966836375,-0.850064867330036,0.0064582384135542,0.215236935139391,0.215723891278631,-0.416360588492562,0.429277065319671,0.954,0.046,NA,NA,0.047,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0064582384135542,0.05,"RESIDUS"
+"2","1A","A","200",4,2,0,0,0.047,0,0.834505142622889,0.244492063262086,-0.254088111610305,-0.852615597457273,0.00649208895878138,0.147239169915941,0.15205910117907,-0.291543749352197,0.304527927269759,0.953,0.047,NA,NA,0.047,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00649208895878138,0.05,"RESIDUS"
+"3","1A","A","300",4,2,0,0,0.04,0,0.848602117206791,0.256083152298685,-0.244074111175853,-0.836161323500513,-0.00614504282610956,0.125995591594292,0.124206597268836,-0.249589973473029,0.237299887820809,0.949,0.051,NA,NA,0.04,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00614504282610956,0.05,"RESIDUS"
+"4","1A","A","50",4,2,0,0,0.045,0,0.858757830612651,0.254175561261989,-0.257910580069888,-0.852008035592518,0.00435438063538437,0.30819663720724,0.308146800007767,-0.59961334737984,0.608322108650608,0.945,0.055,NA,NA,0.045,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00435438063538437,0.05,"RESIDUS"
+"5","1B","B","100",4,2,0.2,0,0.057,0,0.841174703088527,0.246703864811173,-0.241211206392965,-0.838790730636304,0.190610606635203,0.225107560429331,0.215919823973003,-0.232592248351883,0.613813461622288,0.925,0.137,0.805,1,0.057,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00938939336479738,0.1543,"RESIDUS"
+"6","1B","B","200",4,2,0.2,0,0.064,0,0.846086752499518,0.243176526234524,-0.251828337959685,-0.855325112899542,0.197841808656927,0.153582213557446,0.153020340521048,-0.102078058764327,0.49776167607818,0.943,0.258,0.904,0.996124031007752,0.063,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00215819134307338,0.2618,"RESIDUS"
+"7","1B","B","300",4,2,0.2,0,0.068,0,0.843643528116214,0.250038885909171,-0.254775610588925,-0.845463139948724,0.201935511624145,0.126718242781369,0.124916850364697,-0.0429015150906608,0.446772538338952,0.948,0.383,0.939,0.997389033942559,0.067,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00193551162414538,0.366,"RESIDUS"
+"8","1B","B","50",4,2,0.2,0,0.049,0,0.854496360641169,0.255425263765214,-0.254300141320943,-0.861790372802401,0.207393926134375,0.305499896097845,0.308702684651696,-0.39766333578295,0.812451188051699,0.951,0.097,0.753,0.969072164948454,0.048,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0073939261343747,0.1013,"RESIDUS"
+"9","1C","C","100",4,2,0.4,0,0.094,0,0.843377776681897,0.249327134121397,-0.261881435762916,-0.847692736344003,0.386730443194043,0.221686792654415,0.21800098683589,-0.040551491004302,0.814012377392388,0.934,0.423,0.955,1,0.092,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.013269556805957,0.4627,"RESIDUS"
+"10","1C","C","200",4,2,0.4,0,0.101,0,0.853363583923684,0.255334904715581,-0.247436976869115,-0.837256670072851,0.37463452937296,0.153804457666709,0.153882410473655,0.0730250048445974,0.676244053901323,0.955,0.677,0.995,1,0.097,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0253654706270396,0.7507,"RESIDUS"
+"11","1C","C","300",4,2,0.4,0,0.134,0,0.842042773845889,0.248599581300152,-0.255295713660415,-0.83680688945329,0.388593462848771,0.126348989218663,0.126116455250247,0.141405210558287,0.635781715139255,0.95,0.865,0.998,1,0.126,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0114065371512289,0.8981,"RESIDUS"
+"12","1C","C","50",4,2,0.4,0,0.066,0,0.843789539730692,0.239093466228322,-0.247323340814226,-0.857658689405531,0.380475665107431,0.317573844712198,0.311570886165804,-0.230203271777544,0.991154601992407,0.939,0.237,0.89,0.991561181434599,0.063,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0195243348925687,0.2615,"RESIDUS"
+"13","1D","D","100",4,2,-0.2,0,0.058,0,0.847435758705095,0.254808753816159,-0.260300071466812,-0.85916749824356,-0.183253846305287,0.221336563569083,0.216666412364543,-0.607920014539791,0.241412321929217,0.942,0.135,0.798,0.977777777777778,0.056,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0167461536947129,0.1543,"RESIDUS"
+"14","1D","D","200",4,2,-0.2,0,0.05,0,0.839594393898556,0.249039143688462,-0.257593324483219,-0.848960541644996,-0.188117891333137,0.155493611143875,0.152594431656217,-0.487202977379323,0.110967194713049,0.946,0.236,0.887,1,0.048,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.011882108666863,0.2618,"RESIDUS"
+"15","1D","D","300",4,2,-0.2,0,0.065,0,0.849361028103023,0.254801418051464,-0.253191230161009,-0.839326039466974,-0.195039204628097,0.125118926763417,0.124734781318685,-0.43951937601272,0.0494409667565248,0.952,0.361,0.943,1,0.064,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00496079537190255,0.366,"RESIDUS"
+"16","1D","D","50",4,2,-0.2,0,0.059,0,0.851169288132663,0.255232157474502,-0.252263657154543,-0.86105767160237,-0.200369179717331,0.304370483130051,0.306968035961547,-0.802026530201964,0.401288170767302,0.944,0.095,0.75,0.947368421052632,0.057,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000369179717330942,0.1013,"RESIDUS"
+"17","1E","E","100",4,2,-0.4,0,0.092,0,0.852784522105069,0.249128316820854,-0.247376798371984,-0.860954733206943,-0.381759685959143,0.223718986288631,0.21823808766256,-0.80950633777776,0.045986965859475,0.95,0.421,0.954,1,0.088,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0182403140408575,0.4627,"RESIDUS"
+"18","1E","E","200",4,2,-0.4,0,0.122,0,0.841142919510908,0.249489455923176,-0.258987329174245,-0.851926181626176,-0.376200233363686,0.157548580499875,0.15485722833479,-0.679720400899874,-0.0726800658274987,0.95,0.667,0.993,1,0.118,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0237997666363137,0.7507,"RESIDUS"
+"19","1E","E","300",4,2,-0.4,0,0.166,0,0.843074322532098,0.249109847664353,-0.24849380752404,-0.843500911668974,-0.381603576201743,0.125232903818572,0.126695624941983,-0.629927001088029,-0.133280151315456,0.953,0.851,0.999,1,0.151,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0183964237982573,0.8981,"RESIDUS"
+"20","1E","E","50",4,2,-0.4,0,0.066,0,0.849123637936808,0.254185744795248,-0.243715928183402,-0.864539185852558,-0.383389752646376,0.300981627463965,0.309477209947143,-0.989965084142776,0.223185578850024,0.964,0.233,0.893,0.995708154506438,0.066,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0166102473536241,0.2615,"RESIDUS"
+"21","2A","A","100",4,4,0,0,0.026,0,NA,NA,NA,NA,-0.00418219904985896,0.171988551506106,0.170367074597235,-0.33810166526044,0.329737267160722,0.946,0.054,NA,NA,0.026,NA,NA,NA,NA,1.87696126103741,2.73104323052858,2.56009458851388,1.27068754157901,1.52966129841776,0.765333078085147,0.758538601715587,0.514589456545877,-0.762925072740208,-0.155816020615622,-1.0059469652822,-2.88415545165601,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00418219904985896,0.05,"RESIDUS"
+"22","2A","A","200",4,4,0,0,0.02,0,NA,NA,NA,NA,0.000464316962414822,0.122777106106201,0.12030646642334,-0.235336357227331,0.236264991152161,0.946,0.054,NA,NA,0.02,NA,NA,NA,NA,1.8687042664704,2.70849951787985,2.53976918967147,1.25815266716763,1.50735705029644,0.748453944314763,0.764350698090132,0.507145766668199,-0.766708509255632,-0.163225300829392,-1.01282063103012,-2.87533515632026,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000464316962414822,0.05,"RESIDUS"
+"23","2A","A","300",4,4,0,0,0.014,0,NA,NA,NA,NA,-0.00584352057795733,0.100270748383255,0.0976275599575511,-0.197193538094758,0.185506496938843,0.944,0.056,NA,NA,0.014,NA,NA,NA,NA,1.85598651733559,2.70547648694867,2.54514396924419,1.25885186973188,1.50958131424979,0.760265592698318,0.753419529234551,0.500453134662338,-0.744619652799683,-0.156539091068489,-0.996244297891704,-2.85367815154105,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00584352057795733,0.05,"RESIDUS"
+"24","2A","A","50",4,4,0,0,0.013,0,NA,NA,NA,NA,-0.00405442714250501,0.250710910656266,0.243723486193606,-0.481752460081973,0.473643605796963,0.941,0.059,NA,NA,0.013,NA,NA,NA,NA,1.84208997823549,2.67347651455192,NA,1.30649719889456,1.5677147125827,0.801981285346859,0.771137849752575,0.518078147153387,-0.764922838936547,-0.165901360968947,-1.01812655162375,-2.95803474969072,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00405442714250501,0.05,"RESIDUS"
+"25","2B","B","100",4,4,0.2,0,0.017,0,NA,NA,NA,NA,0.207427632790212,0.171043078208187,0.16992919542164,-0.125633590236201,0.540488855816626,0.951,0.234,0.894,0.978632478632479,0.017,NA,NA,NA,NA,1.86867970030006,2.7139059679294,2.5371728145146,1.2652955729125,1.51001243222401,0.744955812370981,0.750127696498709,0.49941580872193,-0.770002625203972,-0.16314311891709,-1.01164089676556,-2.88239140905591,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00742763279021202,0.2177,"RESIDUS"
+"26","2B","B","200",4,4,0.2,0,0.014,0,NA,NA,NA,NA,0.197557260420283,0.117994388744335,0.120570667652026,-0.0387612481776881,0.433875769018253,0.963,0.372,0.957,1,0.014,NA,NA,NA,NA,1.86893687011758,2.71673384862989,2.55589179193186,1.2628677690019,1.51971945036943,0.765821483098414,0.7569034130836,0.509515462491096,-0.751957653110188,-0.153702101482458,-0.996626946740427,-2.85492694018166,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00244273957971736,0.3875,"RESIDUS"
+"27","2B","B","300",4,4,0.2,0,0.019,0,NA,NA,NA,NA,0.200678840563362,0.101232293914796,0.0981974261177769,0.00821188537251928,0.393145795754205,0.953,0.522,0.983,1,0.019,NA,NA,NA,NA,1.85572579518927,2.6954605999613,2.534984077512,1.25628990045168,1.50614210287149,0.753713804120058,0.747179539274984,0.49068279693464,-0.764380353085749,-0.163216068218269,-1.00868849580423,-2.85748082942174,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000678840563361954,0.5373,"RESIDUS"
+"28","2B","B","50",4,4,0.2,0,0.016,0,NA,NA,NA,NA,0.191496286250424,0.24657305704449,0.241868676973673,-0.282566320617975,0.665558893118823,0.948,0.123,0.77,1,0.016,NA,NA,NA,NA,1.80164973297703,2.60771723837106,NA,1.2785620647463,1.53376957355575,NA,0.773855358618694,0.534062769298943,-0.736938390250016,-0.157668712699473,-1.00441462869545,-2.88794951429054,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00850371374957581,0.1339,"RESIDUS"
+"29","2C","C","100",4,4,0.4,0,0.029,0,NA,NA,NA,NA,0.401537958282476,0.173504228812005,0.172502538198579,0.0634329834132617,0.73964293315169,0.948,0.648,0.993,1,0.028,NA,NA,NA,NA,1.86289464099497,2.73219742369895,2.56040905725791,1.26370796760757,1.50893853811507,0.75654125551347,0.757666664164339,0.504678851175485,-0.76456715953587,-0.159138884927248,-1.00752836220208,-2.89255240016903,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0015379582824761,0.6586,"RESIDUS"
+"30","2C","C","200",4,4,0.4,0,0.024,0,NA,NA,NA,NA,0.401639028280521,0.123550196238472,0.121397895383582,0.1636991533287,0.639578903232343,0.941,0.914,1,1,0.024,NA,NA,NA,NA,1.85268709844421,2.69729294004668,2.52491160425672,1.27117799449114,1.52200990354222,0.763070460069576,0.75510777446296,0.506422804815083,-0.762588282451334,-0.158208329970501,-1.00709918050252,-2.86719761544753,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00163902828052109,0.9161,"RESIDUS"
+"31","2C","C","300",4,4,0.4,0,0.036,0,NA,NA,NA,NA,0.396070149196858,0.0984144947647205,0.0988764170808792,0.202272371718335,0.589867926675381,0.952,0.981,1,1,0.036,NA,NA,NA,NA,1.85766322684931,2.70100481614067,2.53946699174605,1.25993870053034,1.51105768206353,0.757897038373387,0.750923889945968,0.50281589620403,-0.755651587580537,-0.1606041580212,-1.00628918838774,-2.85154540405084,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00392985080314207,0.9834,"RESIDUS"
+"32","2C","C","50",4,4,0.4,0,0.023,0,NA,NA,NA,NA,0.398219729490909,0.248903687092811,0.244759537740572,-0.0815089644806117,0.87794842346243,0.947,0.374,0.939,1,0.023,NA,NA,NA,NA,1.74792419602701,2.51827123376303,NA,1.27639313470758,1.52525242273116,NA,0.788545724754155,0.527589574480405,-0.755094470768229,-0.141476669838634,-1.00515799857921,-2.88285273042023,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0017802705090908,0.3863,"RESIDUS"
+"33","2D","D","100",4,4,-0.2,0,0.022,0,NA,NA,NA,NA,-0.201692928933442,0.170168169494614,0.170390343174716,-0.535658001555886,0.132272143689001,0.958,0.228,0.879,1,0.022,NA,NA,NA,NA,1.87399718120017,2.71634467340001,2.56253939308444,1.26117936230201,1.52120434568148,0.766170459743263,0.758682343446676,0.505967922757868,-0.743844701773447,-0.153412639926492,-1.00099925213157,-2.86860915119803,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00169292893344242,0.2177,"RESIDUS"
+"34","2D","D","200",4,4,-0.2,0,0.022,0,NA,NA,NA,NA,-0.201974053218751,0.117367766905628,0.120395005342022,-0.437948263689113,0.0340001572516115,0.952,0.388,0.964,1,0.022,NA,NA,NA,NA,1.85660013468127,2.69806616118614,2.53943317130949,1.27508884485365,1.52661798911161,0.768202709174434,0.757162032011712,0.51067056544976,-0.743905076927381,-0.159885931385361,-0.9952503180405,-2.85782858653512,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00197405321875091,0.3875,"RESIDUS"
+"35","2D","D","300",4,4,-0.2,0,0.019,0,NA,NA,NA,NA,-0.194510115738068,0.0967461163314967,0.098050605932133,-0.386689303365048,-0.002330928111087,0.959,0.502,0.981,0.99800796812749,0.019,NA,NA,NA,NA,1.85413325734008,2.6952591150619,2.5316199315437,1.25751111511846,1.50475936095835,0.750435360372979,0.748159765210843,0.493924082462957,-0.765749395000314,-0.162024187751422,-1.00986148453602,-2.86409939611028,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00548988426193231,0.5373,"RESIDUS"
+"36","2D","D","50",4,4,-0.2,0,0.018,0,NA,NA,NA,NA,-0.202876130184215,0.242936217645519,0.242156341583219,-0.677502559687325,0.271750299318896,0.952,0.124,0.799,0.959677419354839,0.018,NA,NA,NA,NA,1.85130237749549,2.69799270569285,NA,1.28322608224815,1.53932306462666,0.772522607451731,0.76270112477249,0.515593207463613,-0.772483174148504,-0.152797668829035,-1.02796254064226,-2.93968947383525,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00287613018421456,0.1339,"RESIDUS"
+"37","2E","E","100",4,4,-0.4,0,0.023,0,NA,NA,NA,NA,-0.401693883032112,0.169455758784404,0.172179715011293,-0.739166124454246,-0.0642216416099789,0.955,0.657,0.994,1,0.023,NA,NA,NA,NA,1.86200523930255,2.72773418932727,2.56706200438784,1.26461102974558,1.51927219946197,0.75455349614603,0.759431300568915,0.513616422203725,-0.749952804630775,-0.160618058886415,-1.01661482228302,-2.90620000661605,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00169388303211221,0.6586,"RESIDUS"
+"38","2E","E","200",4,4,-0.4,0,0.019,0,NA,NA,NA,NA,-0.401006314910443,0.12126919692761,0.121195244958857,-0.638548995029803,-0.163463634791083,0.951,0.919,0.998,1,0.019,NA,NA,NA,NA,1.8600634763475,2.69920212015781,2.53913164006097,1.24827049026203,1.50574459569459,0.752793137779149,0.749786860391485,0.497540495710641,-0.759748435770352,-0.164323419210486,-1.00593935560592,-2.86915365750792,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00100631491044306,0.9161,"RESIDUS"
+"39","2E","E","300",4,4,-0.4,0,0.037,0,NA,NA,NA,NA,-0.399518292609923,0.0949231207120091,0.0989382230864318,-0.593437209859329,-0.205599375360516,0.964,0.986,1,1,0.037,NA,NA,NA,NA,1.85397438711565,2.69363209741214,2.53333119129017,1.25548685197761,1.50924649262811,0.755061032695047,0.755478029169754,0.505473721352997,-0.752589812729446,-0.163929505899132,-1.00362589908612,-2.85289273818266,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000481707390077191,0.9834,"RESIDUS"
+"40","2E","E","50",4,4,-0.4,0,0.021,0,NA,NA,NA,NA,-0.398141351466954,0.250448910603099,0.24528524199872,-0.878900425784445,0.0826177228505375,0.946,0.372,0.944,1,0.021,NA,NA,NA,NA,1.86690525435413,2.7075937437243,NA,1.28203678329672,1.54817400261581,0.772600586981347,0.780315909297069,0.513610647338423,-0.791788360006479,-0.151772036458374,-1.01183662408816,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0018586485330464,0.3863,"RESIDUS"
+"41","3A","A","100",7,2,0,0,0.051,0,1.16290780449563,0.675043881144358,0.327850896259171,-0.00426828537171347,-0.00269842449262708,0.184808767594715,0.188287159225641,-0.371741256574883,0.366344407589628,0.957,0.043,NA,NA,0.051,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323539845930094,-0.67227497938978,-1.15575031708361,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00269842449262708,0.05,"RESIDUS"
+"42","3A","A","200",7,2,0,0,0.044,0,1.15343034699586,0.677326350034567,0.32040105468015,7.85645967221311e-05,-0.0035800524221788,0.133630283630424,0.133011055076581,-0.264281720372278,0.257121615527921,0.947,0.053,NA,NA,0.042,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324437983727083,-0.677754901078743,-1.15267358720623,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0035800524221788,0.05,"RESIDUS"
+"43","3A","A","300",7,2,0,0,0.06,0,1.15103169899797,0.674048000521841,0.322291544506552,0.0063942740056936,-0.00190150918971266,0.106615592706263,0.108440320805036,-0.214444537967583,0.210641519588158,0.948,0.052,NA,NA,0.059,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321005751714276,-0.666910407650853,-1.15575290341862,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00190150918971266,0.05,"RESIDUS"
+"44","3A","A","50",7,2,0,0,0.035,0,1.16311948505982,0.66834162686775,0.315994824491805,-0.00118833314570318,0.00420293528089581,0.262424425734935,0.267869794834908,-0.520821862595523,0.529227733157315,0.957,0.043,NA,NA,0.035,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.328651238226492,-0.689299508296494,-1.17421919983672,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00420293528089581,0.05,"RESIDUS"
+"45","3B","B","100",7,2,0.2,0,0.047,0,1.16583713253309,0.673398443551958,0.324453634704926,0.0107689208714864,0.199457494427499,0.191111231264842,0.188913825786183,-0.170813604113421,0.569728592968418,0.95,0.189,0.846,0.994708994708995,0.046,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322789301296296,-0.67626422451755,-1.16072615863866,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000542505572501378,0.187,"RESIDUS"
+"46","3B","B","200",7,2,0.2,0,0.061,0,1.15382072335061,0.670488883785772,0.323716325127452,0.000737964717089623,0.193799028041933,0.132893519061972,0.133128786831222,-0.0671333941472617,0.454731450231128,0.949,0.298,0.923,1,0.06,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320206850422,-0.677308318755169,-1.15458628640925,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00620097195806665,0.3258,"RESIDUS"
+"47","3B","B","300",7,2,0.2,0,0.055,0,1.1511533198051,0.671915053145728,0.320018044968716,0.0024935168219774,0.204440250339457,0.106960435794536,0.108779207475721,-0.00876699631295581,0.417647496991869,0.953,0.481,0.974,1,0.052,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324083953715079,-0.675722526904967,-1.15022483609461,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0044402503394568,0.455,"RESIDUS"
+"48","3B","B","50",7,2,0.2,0,0.047,0,1.1874227908108,0.691975577127619,0.324249827038669,0.0161699770815942,0.201854362723211,0.273634488220521,0.268914496076138,-0.325218049586019,0.728926775032441,0.94,0.128,0.763,0.9609375,0.046,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322126714881541,-0.680759926595683,-1.15930481007578,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00185436272321124,0.1171,"RESIDUS"
+"49","3C","C","100",7,2,0.4,0,0.077,0,1.14768157811797,0.676959253990814,0.316364593822162,-0.00237148056241272,0.402739053636053,0.189840826909098,0.189398025553194,0.0315189235517931,0.773959183720314,0.956,0.569,0.983,1,0.075,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.332772326757347,-0.675275142918821,-1.15980386021027,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00273905363605342,0.5666,"RESIDUS"
+"50","3C","C","200",7,2,0.4,0,0.077,0,1.15756598917117,0.677271416269539,0.324156846811433,0.0062082072650474,0.387044938778165,0.135601676128218,0.133589744226479,0.125209040094266,0.648880837462063,0.948,0.812,0.998,1,0.07,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32695810906106,-0.668837393476652,-1.15193584512159,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0129550612218353,0.8538,"RESIDUS"
+"51","3C","C","300",7,2,0.4,0,0.079,0,1.1529747697547,0.666667353934351,0.319830629516689,-0.0046378327522179,0.397794822124085,0.110821065135888,0.108948852072856,0.184255072061287,0.611334572186883,0.944,0.944,1,1,0.077,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319255618879584,-0.670630872644859,-1.15520607889241,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0022051778759154,0.9584,"RESIDUS"
+"52","3C","C","50",7,2,0.4,0,0.056,0,1.17482002270747,0.672451919736683,0.318817079853121,-9.64340326482359e-05,0.411438340416653,0.266340712596645,0.269478488565236,-0.116739497171209,0.939616178004516,0.952,0.336,0.935,1,0.056,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.335975374736563,-0.684678328979682,-1.18071533840797,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0114383404166533,0.3236,"RESIDUS"
+"53","3D","D","100",7,2,-0.2,0,0.042,0,1.14761954573317,0.671102519999222,0.30940045679163,-0.00433649571109594,-0.196682069646351,0.189244676549584,0.188244569233537,-0.565641425344083,0.172277286051381,0.955,0.188,0.849,0.98936170212766,0.041,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.33426837716547,-0.667562541941578,-1.14864184722447,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00331793035364911,0.187,"RESIDUS"
+"54","3D","D","200",7,2,-0.2,0,0.05,0,1.1488074627874,0.674852203762146,0.315573548775311,0.00353682272333966,-0.194351219623445,0.140612420649313,0.132909255806617,-0.454853361004414,0.0661509217575233,0.932,0.327,0.92,1,0.05,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.316625900381288,-0.671152191053226,-1.15422270742237,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00564878037655467,0.3258,"RESIDUS"
+"55","3D","D","300",7,2,-0.2,0,0.07,0,1.14958800830848,0.672160071209618,0.326442090775611,0.00336268695047959,-0.197626195997736,0.110448340146889,0.108827741078972,-0.410928568512522,0.0156761765170499,0.946,0.448,0.963,1,0.067,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.316313417159258,-0.672999533308742,-1.15540263043354,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00237380400226395,0.455,"RESIDUS"
+"56","3D","D","50",7,2,-0.2,0,0.05,0,1.16728567387257,0.674339066181216,0.314018821881342,-0.00207877373885354,-0.191623377311728,0.273710627839326,0.267368420385044,-0.715665481266414,0.332418726642957,0.945,0.121,0.761,0.950413223140496,0.049,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.326048716200301,-0.683333950413358,-1.18512781205614,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00837662268827169,0.1171,"RESIDUS"
+"57","3E","E","100",7,2,-0.4,0,0.058,0,1.17583640455119,0.673415882330333,0.321849977686183,0.00584012014152446,-0.397771719592014,0.191544573961342,0.188904213432212,-0.768023977919149,-0.0275194612648788,0.948,0.55,0.986,1,0.054,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.312891609770123,-0.673230379881963,-1.15397183406104,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00222828040798595,0.5666,"RESIDUS"
+"58","3E","E","200",7,2,-0.4,0,0.089,0,1.15834888240461,0.664926256231426,0.321901097845776,0.00158499374300616,-0.391650383699675,0.132230658860913,0.133827977690476,-0.653953219973008,-0.129347547426343,0.959,0.821,1,1,0.086,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.327713308760843,-0.672114563740128,-1.15063724287206,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00834961630032455,0.8538,"RESIDUS"
+"59","3E","E","300",7,2,-0.4,0,0.099,0,1.14959948333659,0.68478155491444,0.32724404595198,0.00468579825150255,-0.396043090021321,0.111969214412301,0.109223166025832,-0.610120495431952,-0.181965684610689,0.952,0.956,0.999,1,0.095,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321760374592058,-0.674701288762965,-1.15124496220489,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00395690997867942,0.9584,"RESIDUS"
+"60","3E","E","50",7,2,-0.4,0,0.067,0,1.17783337428388,0.697574087506899,0.329209146296976,0.00210759143904333,-0.393514556346785,0.268584469382959,0.266916721831995,-0.916671331137495,0.129642218443924,0.953,0.307,0.929,1,0.065,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321613991158965,-0.681110486167136,-1.18059426049311,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00648544365321474,0.3236,"RESIDUS"
+"61","4A","A","100",7,4,0,0,0.014,0,NA,NA,NA,NA,-0.00443504470973025,0.157850385860935,0.158475212638145,-0.315046461480494,0.306176372061033,0.941,0.059,NA,NA,0.014,NA,NA,NA,NA,2.21943190398027,3.37770368553398,3.5266384490626,1.70622983375802,2.38319923127414,2.04601258776215,1.32292604596461,1.65569022063675,0.9765115627142,1.0033555012649,1.01099081617007,0.00309489425394969,NA,NA,NA,0.674622588607964,0.361724827563801,-0.961936435267008,0.333795566916808,-0.343639587657345,-2.02507110690558,-0.151410259195843,-1.31330054635638,-3.48210071940526,0.00443504470973025,0.05,"RESIDUS"
+"62","4A","A","200",7,4,0,0,0.016,0,NA,NA,NA,NA,-0.00114401883264277,0.111335415062237,0.112000653074963,-0.220665298859571,0.218377261194285,0.945,0.055,NA,NA,0.016,NA,NA,NA,NA,2.15893637688291,3.31417541024816,3.46137548232785,1.68794804096744,2.35757918166254,2.03229307363863,1.32772802161535,1.64232469380727,0.951481380720024,1.00694185987029,0.991674387341154,-0.013330342835385,NA,NA,NA,0.677756617962749,0.357853925527504,-0.977123529766477,0.340699326330775,-0.340914471970338,-2.02890178150206,-0.154416478012495,-1.31387946272239,-3.49621960924076,0.00114401883264277,0.05,"RESIDUS"
+"63","4A","A","300",7,4,0,0,0.019,0,NA,NA,NA,NA,-0.00398698425526663,0.0911680181343601,0.0913119563462888,-0.182958418693993,0.174984450183459,0.953,0.047,NA,NA,0.019,NA,NA,NA,NA,2.15630491361455,3.31035829265143,3.46363854725933,1.6809951138382,2.34658633068491,2.01885093049891,1.32591473160887,1.64131329402928,0.958749453925966,1.00860285446309,1.00743311836754,0.0063825551264542,NA,NA,NA,0.684836512272514,0.365568854776634,-0.954212538066527,0.328872509264615,-0.342041417312212,-2.02284937929829,-0.150413740869289,-1.30048136267561,-3.47009270244158,0.00398698425526663,0.05,"RESIDUS"
+"64","4A","A","50",7,4,0,0,0.017,0,NA,NA,NA,NA,-0.00980894330904565,0.224266393015361,0.225881187932223,-0.452536071656203,0.432918185038112,0.95,0.05,NA,NA,0.017,NA,NA,NA,NA,2.00194329419174,3.08032237983119,NA,1.68479726613921,2.369001732228,NA,1.34722046136854,1.68920099016677,0.987793751610262,1.01983067109164,1.03016032292303,0.000254477656408633,NA,NA,NA,0.711969412571451,0.381199170479774,-0.958736110547183,0.353559475433193,-0.326585945706726,-2.05779276529332,-0.145241237482916,-1.32386798704102,NA,0.00980894330904565,0.05,"RESIDUS"
+"65","4B","B","100",7,4,0.2,0,0.015,0,NA,NA,NA,NA,0.188869537430406,0.153264773120644,0.158930448793329,-0.122634142204519,0.50037321706533,0.952,0.208,0.885,0.995192307692308,0.015,NA,NA,NA,NA,2.20685694393078,3.36591943841323,3.5195148958793,1.70083084483784,2.38326618884842,2.04353634117285,1.33735896435341,1.65756070254895,0.978229208672146,1.0125806633355,1.01197918331854,0.000964205547760887,NA,NA,NA,0.698202915278456,0.374577759697758,-0.965657121057781,0.336201038046693,-0.345123753664714,-2.02654312965648,-0.156003713481711,-1.31285273866454,-3.49443005710234,0.0111304625695943,0.245,"RESIDUS"
+"66","4B","B","200",7,4,0.2,0,0.017,0,NA,NA,NA,NA,0.195085207714158,0.1135951210663,0.112249188393489,-0.0249232015370802,0.415093616965397,0.949,0.404,0.962,1,0.017,NA,NA,NA,NA,2.18195280530584,3.343605088317,3.49742927361496,1.68275367238491,2.35906604474942,2.02683013903154,1.32808405204876,1.64479051314821,0.965494403512759,1.00644779714095,1.00956760221053,0.00123706715575944,NA,NA,NA,0.680512746308892,0.354913258866131,-0.974186349253841,0.325149683428124,-0.34369499621732,-2.02567688724268,-0.148134750872946,-1.30582826677519,-3.47510207776133,0.00491479228584157,0.4321,"RESIDUS"
+"67","4B","B","300",7,4,0.2,0,0.023,0,NA,NA,NA,NA,0.194069250110149,0.0888846478051154,0.0916383085436443,0.0144581653646062,0.373680334855692,0.961,0.559,0.983,1,0.023,NA,NA,NA,NA,2.17306762459714,3.33549003224969,3.48705392958156,1.66885977070811,2.34431692663109,2.01760658065586,1.32560757625067,1.64713305127052,0.966494095000773,1.00782385801346,1.0172308767162,0.0192229842392417,NA,NA,NA,0.686568866378014,0.369569937280354,-0.955116913955713,0.341300131096479,-0.332304969920125,-2.0016785596645,-0.134039975011633,-1.28527331791015,-3.45161777919224,0.00593074988985096,0.5907,"RESIDUS"
+"68","4B","B","50",7,4,0.2,0,0.018,0,NA,NA,NA,NA,0.207085196433865,0.230675916050078,0.225918673292002,-0.235715403218459,0.649885796086188,0.941,0.15,0.814,1,0.018,NA,NA,NA,NA,1.93859979545095,2.96188537708054,NA,1.67661551427412,2.31239714412146,NA,1.34888196758253,1.68497250103033,NA,1.01622831258203,1.01929826601954,-0.00583448758753445,NA,NA,NA,0.691873529839004,0.368927619373498,-0.991990640416315,0.33266946725883,-0.34738797975925,-2.06362955954658,-0.15594091983709,-1.33356046203374,NA,-0.00708519643386468,0.1448,"RESIDUS"
+"69","4C","C","100",7,4,0.4,0,0.016,0,NA,NA,NA,NA,0.406726729025676,0.157528539640664,0.15976943374266,0.0935786388900628,0.719874819161289,0.944,0.728,0.996,1,0.016,NA,NA,NA,NA,2.20253409181107,3.36542313055644,3.51554914383941,1.70080124995375,2.35916907999639,2.02498032199875,1.34050453618641,1.66230344066772,0.976664028916745,1.01183694206377,1.01073600822737,0.00273933580660646,NA,NA,NA,0.688952865010698,0.362391410004489,-0.974103113567143,0.336556894361834,-0.340654749397905,-2.03278910998354,-0.150293650068966,-1.31405142314729,-3.50008547386769,-0.00672672902567584,0.7136,"RESIDUS"
+"70","4C","C","200",7,4,0.4,0,0.018,0,NA,NA,NA,NA,0.399044582655175,0.113297601430272,0.112656911590739,0.178237035937327,0.619852129373023,0.954,0.945,0.999,1,0.017,NA,NA,NA,NA,2.177682744428,3.34222703786275,3.48713502011159,1.69507439734531,2.36591183298919,2.02939598164363,1.32000905310015,1.63245035796849,0.956196793870965,1.0047073136445,1.00738496090077,0.00171434421336078,NA,NA,NA,0.687827586104062,0.368540084231717,-0.95454639637029,0.32999291752721,-0.340947732003838,-2.02399960005015,-0.157578310236989,-1.31731358564449,-3.48522658422372,0.000955417344825016,0.9471,"RESIDUS"
+"71","4C","C","300",7,4,0.4,0,0.022,0,NA,NA,NA,NA,0.40259303803255,0.0922895585235955,0.092004108425834,0.222264985517916,0.582921090547185,0.955,0.989,1,1,0.022,NA,NA,NA,NA,2.17672492298358,3.32727440118977,3.47179883026799,1.68528729237293,2.35795631481869,2.01220388758952,1.3200007543611,1.64282141980566,0.957458872435445,0.99973234061587,1.00325772406351,-0.000358827693864669,NA,NA,NA,0.6850561231895,0.356704061389717,-0.965915635045451,0.326324344203448,-0.340390290126131,-2.0232100394444,-0.149417672806327,-1.30256435340977,-3.45851068822661,-0.00259303803255029,0.9919,"RESIDUS"
+"72","4C","C","50",7,4,0.4,0,0.012,0,NA,NA,NA,NA,0.403855934578441,0.225602066956728,0.226950879634148,-0.0409677895044883,0.848679658661371,0.959,0.431,0.967,1,0.012,NA,NA,NA,NA,1.79568468467115,NA,NA,1.64849804318011,2.29026445859832,NA,1.33755777391067,1.65827896351735,NA,1.0380730539041,1.03006454796709,NA,NA,NA,NA,0.684965510241869,0.368550706960428,-0.982135584593266,0.332609022816636,-0.345606716708883,-2.06622636222975,-0.144161274755113,-1.32504053299765,-3.54142067043968,-0.00385593457844136,0.4328,"RESIDUS"
+"73","4D","D","100",7,4,-0.2,0,0.02,0,NA,NA,NA,NA,-0.203391413619373,0.146427712884242,0.159079573452811,-0.515187377586883,0.108404550348137,0.969,0.232,0.918,1,0.02,NA,NA,NA,NA,2.18509373701897,3.34348400158204,3.49466315646765,1.69238042633659,2.36421365852504,2.03883303761174,1.3290420096001,1.64326225614824,0.963113734562336,1.01980301311223,1.02027941906392,-0.0086419953262838,NA,NA,NA,0.682634985851535,0.356120629301673,-0.981132571381917,0.336180270424509,-0.350364454051347,-2.05685930978398,-0.160352123295545,-1.30767318670908,-3.50907139898995,0.0033914136193727,0.245,"RESIDUS"
+"74","4D","D","200",7,4,-0.2,0,0.013,0,NA,NA,NA,NA,-0.201688041214286,0.108845952696905,0.112572043768555,-0.422329247000653,0.0189531645720815,0.95,0.43,0.962,0.997674418604651,0.013,NA,NA,NA,NA,2.16133895463019,3.32523241862201,3.46847759923518,1.68785109698496,2.35818828201609,2.02657774006875,1.32707725439266,1.64586528041084,0.95896307511836,1.01574471124857,1.01337651138347,0.0180360251757742,NA,NA,NA,0.683404496249127,0.361219165377255,-0.972180729677234,0.332155917647536,-0.341641078630165,-2.02559597346556,-0.154048847893699,-1.30776286142485,-3.48497931405365,0.00168804121428587,0.4321,"RESIDUS"
+"75","4D","D","300",7,4,-0.2,0,0.017,0,NA,NA,NA,NA,-0.201210641615109,0.0922976237757993,0.0915620350959444,-0.38067223040316,-0.0217490528270582,0.95,0.583,0.986,1,0.017,NA,NA,NA,NA,2.16492784318427,3.31576226584152,3.4736298535571,1.6710275259422,2.34816737708573,2.01606759104281,1.32730504371952,1.65195801193229,0.967993406400966,1.00498510195512,1.00563243887881,0.0049786173929367,NA,NA,NA,0.684701942751652,0.357719756093553,-0.9634725968143,0.322726683477956,-0.349964072096775,-2.01108749271817,-0.147870551414051,-1.30598800187323,-3.46744635208123,0.00121064161510928,0.5907,"RESIDUS"
+"76","4D","D","50",7,4,-0.2,0,0.016,0,NA,NA,NA,NA,-0.201743549088453,0.228785252312699,0.225524140473808,-0.643770864417116,0.24028376624021,0.942,0.146,0.802,0.972602739726027,0.016,NA,NA,NA,NA,2.06882799218836,3.16641451725696,NA,1.69959212583031,2.36391713730551,NA,1.33995998663216,1.66228693330732,NA,1.02923911242542,1.00823152760764,-0.00957274168251281,NA,NA,NA,0.693129244970835,0.360702079479518,-0.986470774176025,0.352582140402463,-0.345587447844387,-2.0861001830684,-0.149738974642454,-1.35148792044562,NA,0.00174354908845287,0.1448,"RESIDUS"
+"77","4E","E","100",7,4,-0.4,0,0.011,0,NA,NA,NA,NA,-0.402194086335211,0.163083386494418,0.159417795869324,-0.714652966239086,-0.0897352064313353,0.95,0.718,0.992,1,0.011,NA,NA,NA,NA,2.16791059793169,3.3367419987064,3.48541403397361,1.68603078595199,2.36228850511564,2.02966994367848,1.33075517061274,1.65344800776017,0.971877362782155,1.01831149352613,1.01325745475348,0.0168999993880273,NA,NA,NA,0.679570717268001,0.365285429505294,-0.98573887825105,0.331366052924748,-0.345643144900293,-2.03569326264428,-0.159865508796146,-1.31869554810624,-3.53296605834686,0.00219408633521084,0.7136,"RESIDUS"
+"78","4E","E","200",7,4,-0.4,0,0.025,0,NA,NA,NA,NA,-0.397288363858068,0.1157120119305,0.112735541476268,-0.618250025151552,-0.176326702564584,0.954,0.931,0.999,1,0.025,NA,NA,NA,NA,2.16367537771627,3.315770278287,3.46571841336529,1.67329600187454,2.34296306036989,2.01386655632469,1.32603560429954,1.64194956254127,0.965958280479854,1.00483833261498,1.00654249926235,0.000551597357723015,NA,NA,NA,0.684994261106081,0.356297207018838,-0.96396022951844,0.329858356523724,-0.34562772623916,-2.03085183788846,-0.150372599625827,-1.30902736893404,-3.48649469411747,-0.00271163614193204,0.9471,"RESIDUS"
+"79","4E","E","300",7,4,-0.4,0,0.021,0,NA,NA,NA,NA,-0.402692096596584,0.090377789849623,0.0919341779867175,-0.58288308545055,-0.222501107742617,0.957,0.993,1,1,0.021,NA,NA,NA,NA,2.1542153365211,3.31068203985653,3.46060938321945,1.67793455020147,2.35129451965608,2.02533972790303,1.33352896258228,1.65534115680459,0.968912010186177,1.00874447489169,1.00962384823252,0.0119622846656483,NA,NA,NA,0.683449790014258,0.368437361787984,-0.9561501346253,0.330547659407284,-0.334152800560479,-2.0073716893764,-0.147799731097299,-1.29790164160656,-3.46967165222957,0.0026920965965837,0.9919,"RESIDUS"
+"80","4E","E","50",7,4,-0.4,0,0.012,0,NA,NA,NA,NA,-0.414472444559529,0.23110756820095,0.227342212843467,-0.860063181732724,0.031118292613666,0.941,0.44,0.968,1,0.012,NA,NA,NA,NA,2.11266248260348,3.21597065679224,NA,1.70867328695419,2.39971154487507,NA,1.35971416215561,1.68727963365819,1.01423985606515,1.02194152431741,1.03173911059551,0.02375191774539,NA,NA,NA,0.69517747822491,0.359866021578155,-1.02182869760016,0.333632348065679,-0.342545631884719,-2.06903189891384,-0.149488117621513,-1.31360926762926,NA,0.0144724445595289,0.4328,"RESIDUS"
+"81","5A","A","100",4,2,0,1,0.098,-0.3,0.850287778891998,0.258488815140802,-0.256564710208947,-0.842040554752523,-0.0699078920372419,0.229544725405378,0.217215049877587,-0.495649389797313,0.35583360572283,0.927,0.073,NA,NA,0.095,0.047,0.047,0.05,0.05,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0699078920372419,0.05,"RESIDUS"
+"82","5A","A","200",4,2,0,1,0.132,-0.3,0.847666353945891,0.26127340349866,-0.253575472913233,-0.838926472034186,-0.0567133978025771,0.161651829442316,0.15355596164096,-0.357683082618858,0.244256287013704,0.932,0.068,NA,NA,0.128,0.091,0.091,0.095,0.095,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0567133978025771,0.05,"RESIDUS"
+"83","5A","A","300",4,2,0,1,0.194,-0.3,0.84054677239178,0.255878370165787,-0.247418727422898,-0.851504587642235,-0.0552789108443737,0.130418971504749,0.125919404158554,-0.30208094299514,0.191523121306393,0.916,0.084,NA,NA,0.19,0.14,0.14,0.144,0.144,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0552789108443737,0.05,"RESIDUS"
+"84","5A","A","50",4,2,0,1,0.066,-0.3,0.854972904719751,0.25270263835331,-0.246613791463287,-0.853034850684524,0.0521812823644473,0.3116267807277,0.305934651116129,-0.547450633823166,0.651813198552061,0.951,0.049,NA,NA,0.065,0.027,0.027,0.027,0.027,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0521812823644473,0.05,"RESIDUS"
+"85","5B","B","100",4,2,0.2,1,0.084,0.3,0.833930417244583,0.24915033389425,-0.252149235907516,-0.856724252954481,0.126879591729639,0.227131540006701,0.217594949048268,-0.299606508404965,0.553365691864244,0.927,0.098,0.726,0.897959183673469,0.084,0.032,0.032,0.032,0.032,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0731204082703608,0.1543,"RESIDUS"
+"86","5B","B","200",4,2,0.2,1,0.126,0.3,0.848232099490492,0.258191386015037,-0.25089723774702,-0.839565861897346,0.127270663750187,0.15605464580176,0.153358291524686,-0.173311587638197,0.427852915138571,0.917,0.131,0.789,1,0.126,0.065,0.065,0.065,0.065,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0727293362498129,0.2618,"RESIDUS"
+"87","5B","B","300",4,2,0.2,1,0.188,0.3,0.852254747653738,0.249288268224711,-0.244158713945908,-0.850556482471063,0.122596864904595,0.13406134531974,0.126155117828639,-0.124667166039537,0.369860895848728,0.894,0.17,0.811,0.988235294117647,0.185,0.095,0.095,0.095,0.095,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0774031350954046,0.366,"RESIDUS"
+"88","5B","B","50",4,2,0.2,1,0.071,0.3,0.850994042325538,0.267120274744881,-0.258105968448138,-0.858218364387297,0.106854223424643,0.307523754349314,0.307192384876796,-0.495242850933877,0.708951297783164,0.941,0.061,0.639,0.852459016393443,0.069,0.017,0.017,0.017,0.017,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0931457765753568,0.1013,"RESIDUS"
+"89","5C","C","100",4,2,0.2,1,0.122,-0.3,0.847487014402824,0.251582124585419,-0.257602225184384,-0.847428586078572,0.257398578059275,0.21830827488483,0.218668649692222,-0.171191975337481,0.68598913145603,0.945,0.214,0.873,1,0.121,0.088,0.088,0.089,0.089,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0573985780592748,0.1543,"RESIDUS"
+"90","5C","C","200",4,2,0.2,1,0.218,-0.3,0.844136820065187,0.243628942096979,-0.255272581081278,-0.838294496623612,0.249818486841012,0.16114196453528,0.155274928065529,-0.054520372167425,0.55415734584945,0.927,0.371,0.944,1,0.209,0.157,0.157,0.166,0.166,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0498184868410124,0.2618,"RESIDUS"
+"91","5C","C","300",4,2,0.2,1,0.284,-0.3,0.837369582776431,0.252241252774599,-0.254704188915802,-0.834898097990512,0.234860185043488,0.137052536859695,0.127382675839582,-0.0148098596020919,0.484530229689069,0.926,0.48,0.956,1,0.269,0.235,0.235,0.249,0.249,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0348601850434883,0.366,"RESIDUS"
+"92","5C","C","50",4,2,0.2,1,0.087,-0.3,0.861409263930166,0.253112717136828,-0.235256508742488,-0.855196676861339,0.248466094461714,0.309038976558197,0.308945096645445,-0.357066294963357,0.853998483886786,0.948,0.134,0.791,0.962686567164179,0.085,0.039,0.039,0.04,0.04,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0484660944617142,0.1013,"RESIDUS"
+"93","5D","D","100",4,2,0.4,1,0.095,0.3,0.868308863405355,0.254705761292867,-0.250745410084595,-0.840322375210626,0.30734495050114,0.226853796637116,0.217440967088668,-0.118839344992649,0.73352924599493,0.916,0.302,0.909,1,0.092,0.019,0.019,0.02,0.02,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0926550494988596,0.4627,"RESIDUS"
+"94","5D","D","200",4,2,0.4,1,0.149,0.3,0.838837095674782,0.248714731695735,-0.253037323433696,-0.83618932507437,0.31458617782213,0.163390548633805,0.154549522668433,0.0116691133920017,0.617503242252258,0.891,0.543,0.969,1,0.142,0.023,0.023,0.023,0.023,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0854138221778704,0.7507,"RESIDUS"
+"95","5D","D","300",4,2,0.4,1,0.223,0.3,0.836047796430631,0.249658950747237,-0.253905761127791,-0.843830307021852,0.306600735547619,0.131664227703357,0.126947285711022,0.0577840555540165,0.555417415541221,0.867,0.677,0.985,1,0.204,0.028,0.028,0.028,0.028,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0933992644523812,0.8981,"RESIDUS"
+"96","5D","D","50",4,2,0.4,1,0.068,0.3,0.834565024812977,0.259605262874056,-0.245128584993151,-0.86441057365811,0.33309755550975,0.321704016904209,0.308591890948369,-0.271742550749054,0.937937661768553,0.932,0.197,0.857,0.974619289340102,0.068,0.018,0.018,0.018,0.018,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0669024444902503,0.2615,"RESIDUS"
+"97","5E","E","100",4,2,0.4,1,0.141,-0.3,0.85021773525173,0.267060687840218,-0.238950951670593,-0.847131200987443,0.437738817701158,0.221763873601082,0.22052606189565,0.00550773638568519,0.869969899016631,0.943,0.519,0.98,1,0.139,0.099,0.099,0.101,0.101,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0377388177011583,0.4627,"RESIDUS"
+"98","5E","E","200",4,2,0.4,1,0.277,-0.3,0.850791695179695,0.239580277600051,-0.250138283397966,-0.846227926459228,0.426658721745999,0.156486210452158,0.156520520947092,0.119878500689699,0.733438942802298,0.951,0.765,0.993,1,0.258,0.195,0.195,0.214,0.214,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0266587217459987,0.7507,"RESIDUS"
+"99","5E","E","300",4,2,0.4,1,0.433,-0.3,0.839293948981719,0.243993916785319,-0.254187864330535,-0.847291019058301,0.427422189951927,0.133122571365306,0.130091469109057,0.172442910498176,0.682401469405678,0.934,0.892,0.997,1,0.398,0.322,0.322,0.356,0.356,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0274221899519272,0.8981,"RESIDUS"
+"100","5E","E","50",4,2,0.4,1,0.088,-0.3,0.854230855411278,0.251216765625138,-0.248264903813629,-0.852760969976944,0.45438453508027,0.306519148402152,0.310092006935837,-0.15339579851397,1.06216486867451,0.944,0.316,0.937,1,0.086,0.052,0.052,0.054,0.054,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0543845350802697,0.2615,"RESIDUS"
+"101","5F","F","100",4,2,-0.2,1,0.074,-0.3,0.845499602282942,0.254141216769745,-0.25090782651937,-0.863952601120374,-0.126492031663638,0.207849146831922,0.217040486864327,-0.551891385917719,0.298907322590443,0.948,0.085,0.737,0.952941176470588,0.071,0.027,0.027,0.03,0.03,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0735079683363618,0.1543,"RESIDUS"
+"102","5F","F","200",4,2,-0.2,1,0.121,-0.3,0.844667303382897,0.261204243939665,-0.250709267785536,-0.838081000421672,-0.12443525388246,0.154565103544301,0.153983866318081,-0.426243631865899,0.177373124100978,0.922,0.13,0.805,0.961538461538462,0.118,0.046,0.046,0.046,0.046,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0755647461175395,0.2618,"RESIDUS"
+"103","5F","F","300",4,2,-0.2,1,0.179,-0.3,0.84160271151402,0.249445413156666,-0.253022914707311,-0.851646722215933,-0.125688603848478,0.129007804148502,0.125902265614884,-0.37245704445365,0.121079836756694,0.903,0.173,0.829,0.994219653179191,0.173,0.085,0.085,0.085,0.085,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0743113961515219,0.366,"RESIDUS"
+"104","5F","F","50",4,2,-0.2,1,0.074,-0.3,0.863784566032033,0.250816474879993,-0.256684270435286,-0.854396979127185,-0.13064859485769,0.314182029181376,0.307542230309276,-0.73343136626387,0.472134176548491,0.941,0.079,0.652,0.911392405063291,0.074,0.021,0.021,0.021,0.021,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0693514051423103,0.1013,"RESIDUS"
+"105","5G","G","100",4,2,-0.4,1,0.094,-0.3,0.846819043773246,0.260814409328051,-0.254748221431606,-0.851431041609564,-0.312316451899555,0.226333301978585,0.21800099643346,-0.739598404909135,0.114965501110026,0.918,0.312,0.921,1,0.088,0.022,0.022,0.022,0.022,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0876835481004455,0.4627,"RESIDUS"
+"106","5G","G","200",4,2,-0.4,1,0.172,-0.3,0.839185772950371,0.250020811202879,-0.245447478640471,-0.842775087060431,-0.314864001767708,0.160104584209421,0.154754180731752,-0.618182196001942,-0.0115458075334753,0.903,0.534,0.977,1,0.156,0.037,0.037,0.038,0.038,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0851359982322916,0.7507,"RESIDUS"
+"107","5G","G","300",4,2,-0.4,1,0.242,-0.3,0.842646857279703,0.243858740684275,-0.25092459783795,-0.848008055699022,-0.303881759414231,0.135764426162138,0.127356942213059,-0.553501366151826,-0.0542621526766357,0.87,0.669,0.983,1,0.219,0.038,0.038,0.038,0.038,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0961182405857691,0.8981,"RESIDUS"
+"108","5G","G","50",4,2,-0.4,1,0.067,-0.3,0.860350471296026,0.253333688427097,-0.26532157082203,-0.852153795517435,-0.3246717381856,0.304871831201478,0.306439530008163,-0.925293217001599,0.275949740630398,0.949,0.191,0.852,1,0.065,0.021,0.021,0.021,0.021,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0753282618143996,0.2615,"RESIDUS"
+"109","6A","A","100",4,4,0,1,0.083,-0.3,NA,NA,NA,NA,-0.0735175537739713,0.178748114422097,0.171043432230571,-0.40876268094589,0.261727573397947,0.916,0.084,NA,NA,0.081,0.062,0.065,0.067,0.067,1.88441615345091,2.73345094745404,2.57847855705228,1.27371611349403,1.54558206722883,0.790230330115324,0.775060511250242,0.533143847353942,-0.718523283890967,-0.155772302731341,-1.00113294043306,-2.86251060426761,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0735175537739713,0.05,"RESIDUS"
+"110","6A","A","200",4,4,0,1,0.222,-0.3,NA,NA,NA,NA,-0.0503996620354069,0.127220540603555,0.120897042740153,-0.287357865806107,0.186558541735293,0.914,0.086,NA,NA,0.222,0.19,0.2,0.2,0.2,1.847947599647,2.68549376794282,2.52291164519487,1.26024928787712,1.5155160716197,0.76864113584027,0.758569077342395,0.508770192342237,-0.749089156652861,-0.164946206507542,-1.01676427395257,-2.86666783083439,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0503996620354069,0.05,"RESIDUS"
+"111","6A","A","300",4,4,0,1,0.336,-0.3,NA,NA,NA,NA,-0.0339402569847638,0.109802673352269,0.0990551989313252,-0.228088446890161,0.160207932920634,0.914,0.086,NA,NA,0.335,0.293,0.313,0.314,0.314,1.83874798578621,2.67181055882489,2.50049387422778,1.24606504295327,1.49167410990223,0.732523510438651,0.742887645673457,0.486764521591826,-0.77191059268322,-0.168970823289288,-1.02403866085808,-2.87938044406084,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0339402569847638,0.05,"RESIDUS"
+"112","6A","A","50",4,4,0,1,0.061,-0.3,NA,NA,NA,NA,0.0646715830138592,0.240508643415053,0.242831209371939,-0.411277587355142,0.540620753382861,0.943,0.057,NA,NA,0.06,0.035,0.036,0.036,0.036,1.81694439187836,2.65736868382021,NA,1.28699773097621,1.54364516339008,0.7886532309705,0.753239677527671,0.51980527641006,-0.767529077664253,-0.148718688119722,-1.00657158487254,-2.92606697174932,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0646715830138592,0.05,"RESIDUS"
+"113","6B","B","100",4,4,0.2,1,0.088,0.3,NA,NA,NA,NA,0.13911257524536,0.171201486314376,0.170512431106056,-0.19509178972251,0.47331694021323,0.926,0.128,0.799,0.9609375,0.088,0.058,0.064,0.064,0.064,1.85314378591534,2.69846974973775,2.53780226949325,1.27712311414597,1.51917450249076,0.759783059471048,0.755564967107657,0.498668624310931,-0.769647829978125,-0.173317158378406,-1.01917337170982,-2.87998869677911,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.06088742475464,0.2177,"RESIDUS"
+"114","6B","B","200",4,4,0.2,1,0.166,0.3,NA,NA,NA,NA,0.135327026738914,0.128673293398679,0.120936315560034,-0.101708151758752,0.37236220523658,0.898,0.207,0.852,0.995169082125604,0.165,0.132,0.138,0.138,0.138,1.86525893914506,2.712772215313,2.55446459292323,1.25754375619799,1.509509341375,0.75715390182075,0.751935934871001,0.498848249956208,-0.749492762954055,-0.166625455155322,-1.00940679864428,-2.86826006176195,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0646729732610859,0.3875,"RESIDUS"
+"115","6B","B","300",4,4,0.2,1,0.338,0.3,NA,NA,NA,NA,0.150511583729848,0.109012919556053,0.0996400285231993,-0.0447828721756224,0.345806039635319,0.896,0.345,0.921,1,0.337,0.261,0.277,0.277,0.277,1.84747410772842,2.69331206648974,2.53228103362171,1.25432972816068,1.50183578832355,0.745991642768021,0.752288175424763,0.499528817375445,-0.764766065498018,-0.16493052466728,-1.01466546521522,-2.86025496919765,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0494884162701517,0.5373,"RESIDUS"
+"116","6B","B","50",4,4,0.2,1,0.038,0.3,NA,NA,NA,NA,0.119631441208148,0.241371166563884,0.242576178929163,-0.355817869493012,0.595080751909308,0.94,0.085,0.688,0.929411764705882,0.038,0.019,0.02,0.02,0.02,1.81723299073837,2.63397118178594,NA,1.29550830524716,1.54970778098473,NA,0.759745615423877,0.501466698164257,-0.78237937506635,-0.170733922794573,-1.04361062700561,-2.94460410940763,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0803685587918518,0.1339,"RESIDUS"
+"117","6C","C","100",4,4,0.2,1,0.125,-0.3,NA,NA,NA,NA,0.260724691996083,0.172151317908022,0.171247902661486,-0.0749211972204289,0.596370581212595,0.937,0.32,0.937,1,0.123,0.101,0.107,0.109,0.109,1.87510165990084,2.72843604053298,2.57708224281769,1.26479389798569,1.5274873218894,0.773719067049642,0.758294340761013,0.514372251273249,-0.743152934073014,-0.157943780373911,-1.01169354940044,-2.85672145050545,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0607246919960832,0.2177,"RESIDUS"
+"118","6C","C","200",4,4,0.2,1,0.26,-0.3,NA,NA,NA,NA,0.248542240313374,0.123913734477349,0.121581457196571,0.0102425842080956,0.486841896418653,0.943,0.547,0.975,1,0.259,0.216,0.238,0.239,0.239,1.85047943240205,2.6973637826763,2.53950708844963,1.25830309436129,1.50600058386963,0.759460796465929,0.747430406289923,0.500388542938169,-0.755156940266312,-0.169420348519309,-1.01534787166776,-2.86815972948855,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0485422403133743,0.3875,"RESIDUS"
+"119","6C","C","300",4,4,0.2,1,0.425,-0.3,NA,NA,NA,NA,0.227502473332351,0.110778872574901,0.100030157317549,0.031443364989955,0.423561581674746,0.914,0.598,0.981,1,0.421,0.375,0.405,0.409,0.409,1.86403721793685,2.70993922377571,2.56038839874585,1.26242242510289,1.50996243872377,0.756164854862028,0.745145192964308,0.502952721951473,-0.756096756289943,-0.156828213074373,-0.994061410655159,-2.8379130371414,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0275024733323505,0.5373,"RESIDUS"
+"120","6C","C","50",4,4,0.2,1,0.049,-0.3,NA,NA,NA,NA,0.276459302153518,0.258050535546141,0.243883261523507,-0.201551890432556,0.754470494739592,0.93,0.219,0.851,0.990867579908676,0.049,0.03,0.035,0.035,0.035,1.80225182248239,2.57407156734618,NA,1.26728661538934,1.50381866465496,NA,0.773894830823455,0.501764401215559,-0.759843763896679,-0.173271323118241,-1.03252378693277,-2.94690426453039,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.076459302153518,0.1339,"RESIDUS"
+"121","6D","D","100",4,4,0.4,1,0.08,0.3,NA,NA,NA,NA,0.327955002217579,0.17134598985363,0.171779890116297,-0.00873358241036194,0.66464358684552,0.923,0.486,0.969,1,0.078,0.034,0.037,0.037,0.037,1.87713539245043,2.74253095887083,2.57250631895332,1.27192866036073,1.53078743495166,0.778910542670992,0.758330131076245,0.509221122907175,-0.773957918182395,-0.168845587389263,-1.03029572546383,-2.87649851764314,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0720449977824207,0.6586,"RESIDUS"
+"122","6D","D","200",4,4,0.4,1,0.198,0.3,NA,NA,NA,NA,0.324422967119294,0.12455438763479,0.121456895601093,0.0863674517411525,0.562478482497436,0.893,0.771,0.996,1,0.193,0.101,0.11,0.11,0.11,1.84625821506606,2.69539713163934,2.54008127902571,1.2506916368108,1.50652844303482,0.759194499406101,0.748975182640339,0.497167331244823,-0.754952060110553,-0.152505873803591,-0.993375029052414,-2.84347213957605,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0755770328807057,0.9161,"RESIDUS"
+"123","6D","D","300",4,4,0.4,1,0.307,0.3,NA,NA,NA,NA,0.335854928945073,0.111956967797118,0.0999629709079331,0.139927505965524,0.531782351924622,0.868,0.913,0.998,1,0.303,0.19,0.205,0.205,0.205,1.86089617000976,2.70187147106613,2.54477471549575,1.26565230878778,1.5173191058042,0.770894779785096,0.755625960449814,0.511880900926453,-0.74215114880994,-0.161354555918737,-0.999255905264766,-2.84557530449677,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0641450710549274,0.9834,"RESIDUS"
+"124","6D","D","50",4,4,0.4,1,0.053,0.3,NA,NA,NA,NA,0.327525244467083,0.251877494130654,0.243773088297908,-0.150270008596816,0.805320497530982,0.92,0.269,0.898,0.996282527881041,0.052,0.018,0.02,0.02,0.02,1.78067388443302,2.54963448933449,NA,1.26021507128362,1.5226812167751,NA,0.781904210828185,0.512607884440711,-0.761588491632216,-0.149444793150867,-1.00668263603321,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0724747555329172,0.3863,"RESIDUS"
+"125","6E","E","100",4,4,0.4,1,0.142,-0.3,NA,NA,NA,NA,0.460914292331248,0.172459317631665,0.17370519576596,0.120452108629966,0.801376476032529,0.939,0.771,0.997,1,0.14,0.112,0.122,0.124,0.124,1.87579406041136,2.72439884016875,2.55238432608706,1.2608196108225,1.52464086762372,0.761659633181198,0.763153751037519,0.508038712234076,-0.769763205079431,-0.164925650856073,-1.01033226069179,-2.8952819989517,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0609142923312476,0.6586,"RESIDUS"
+"126","6E","E","200",4,4,0.4,1,0.311,-0.3,NA,NA,NA,NA,0.44213939710548,0.129111969436078,0.122966446741591,0.201125161491962,0.683153632718998,0.927,0.938,1,1,0.308,0.283,0.3,0.303,0.303,1.86071805546749,2.70144705982295,2.54820687079152,1.25065979411678,1.49893454401448,0.749447003174379,0.748456662913343,0.498711715813827,-0.766081980742641,-0.159621599616624,-1.00331014919568,-2.86364006721953,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0421393971054799,0.9161,"RESIDUS"
+"127","6E","E","300",4,4,0.4,1,0.533,-0.3,NA,NA,NA,NA,0.42140917696604,0.108795445813526,0.10164011124599,0.2221945589239,0.620623795008181,0.93,0.982,1,1,0.516,0.447,0.492,0.509,0.509,1.86419001844163,2.70305188989489,2.55251936779224,1.26441457169954,1.51780754557521,0.765681354723748,0.750625293958096,0.497370525060385,-0.760738422212462,-0.168078976415835,-1.00191717470261,-2.86110928482713,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0214091769660404,0.9834,"RESIDUS"
+"128","6E","E","50",4,4,0.4,1,0.062,-0.3,NA,NA,NA,NA,0.46249887611936,0.240850016936232,0.245048858124143,-0.0177968858039607,0.94279463804268,0.949,0.487,0.969,1,0.061,0.046,0.048,0.049,0.049,1.74525754496425,2.51909637663065,NA,1.24604381308814,1.48741931852334,NA,0.756089984189077,0.504275685011341,NA,-0.168322899869452,-1.01190958954615,-2.89081535024647,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0624988761193598,0.3863,"RESIDUS"
+"129","6F","F","100",4,4,-0.2,1,0.078,-0.3,NA,NA,NA,NA,-0.140341142694345,0.173353321703656,0.170349565383193,-0.474226290845403,0.193544005456714,0.942,0.136,0.784,0.977941176470588,0.077,0.044,0.05,0.05,0.05,1.86428805625106,2.72197480586144,2.56701667767386,1.26955471125632,1.52690812899505,0.773943940244548,0.754504372670435,0.503907780049585,-0.74456763027358,-0.158948671908784,-1.00263195787118,-2.86794085509767,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0596588573056555,0.2177,"RESIDUS"
+"130","6F","F","200",4,4,-0.2,1,0.204,-0.3,NA,NA,NA,NA,-0.139377329234052,0.12577452243735,0.120884591666931,-0.376311128901236,0.0975564704331325,0.901,0.226,0.862,1,0.204,0.145,0.157,0.157,0.157,1.85626247901107,2.70015185848275,2.53354859081965,1.24332027691274,1.49350018739765,0.740070124947488,0.751827298920197,0.496318625820952,-0.758287411559811,-0.161036567970273,-1.00219010256257,-2.86073837540116,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0606226707659482,0.3875,"RESIDUS"
+"131","6F","F","300",4,4,-0.2,1,0.324,-0.3,NA,NA,NA,NA,-0.15245885259137,0.111897690474813,0.0990913304588743,-0.346677860290763,0.0417601551080238,0.897,0.357,0.919,0.991596638655462,0.323,0.26,0.274,0.274,0.274,1.85356157413827,2.69052182506447,2.5266029738627,1.25652656824794,1.50935880847594,0.766120678428248,0.746405382968656,0.494538497682593,-0.762534073347601,-0.163362092958858,-1.00204165271426,-2.84415907208614,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0475411474086302,0.5373,"RESIDUS"
+"132","6F","F","50",4,4,-0.2,1,0.051,-0.3,NA,NA,NA,NA,-0.130855829519132,0.257119094991409,0.243214530142081,-0.60755630859761,0.345844649559347,0.925,0.099,0.713,0.919191919191919,0.051,0.028,0.028,0.028,0.028,1.85862901475135,2.70754175728493,NA,1.28754199920845,1.55472721051485,0.787438543427165,0.767665248684548,0.524909400106303,-0.770027587306619,-0.162725954162624,-1.03332455420524,-2.93957993392065,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0691441704808682,0.1339,"RESIDUS"
+"133","6G","G","100",4,4,-0.4,1,0.078,-0.3,NA,NA,NA,NA,-0.32797578376636,0.177480321559259,0.171891190986326,-0.664882518099558,0.00893095056683808,0.92,0.485,0.971,1,0.078,0.035,0.036,0.036,0.036,1.84223618804206,2.69865321672396,2.54459027048725,1.26151671596659,1.51815228907259,0.760728705983199,0.76201385347749,0.507308581292374,-0.769010097434256,-0.160507771889577,-1.01075527502541,-2.8880211722801,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0720242162336398,0.6586,"RESIDUS"
+"134","6G","G","200",4,4,-0.4,1,0.168,-0.3,NA,NA,NA,NA,-0.334140739767662,0.124235512544955,0.121280351910977,-0.571850229513177,-0.0964312500221462,0.903,0.785,0.995,1,0.164,0.077,0.085,0.086,0.086,1.84702571684872,2.68980236417236,2.53786918973973,1.26665104796543,1.52131200888075,0.778991063480045,0.749614253470279,0.502174030658535,-0.742320177764493,-0.168913599468285,-1.01773266823263,-2.85692575362115,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0658592602323382,0.9161,"RESIDUS"
+"135","6G","G","300",4,4,-0.4,1,0.267,-0.3,NA,NA,NA,NA,-0.334431584320353,0.106675914535,0.0997695295366218,-0.529979862212131,-0.138883306428574,0.881,0.913,1,1,0.262,0.155,0.168,0.168,0.168,1.84158392410697,2.67724244617344,2.51739034748598,1.25230404109091,1.50072781470285,0.749552195073035,0.752866614957911,0.509760649027307,-0.73105583073439,-0.165295107412068,-0.999988227754128,-2.84648171169849,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0655684156796474,0.9834,"RESIDUS"
+"136","6G","G","50",4,4,-0.4,1,0.044,-0.3,NA,NA,NA,NA,-0.329122130668837,0.242402001285664,0.243608604110722,-0.806594994725853,0.148350733388178,0.938,0.262,0.906,1,0.043,0.012,0.014,0.014,0.014,1.89574672947099,2.71515503860302,NA,1.28620893230549,1.54276629760124,0.778169850185183,0.778228582178742,0.517540926749379,-0.787243880439795,-0.157811694325732,-1.01051156592709,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0708778693311629,0.3863,"RESIDUS"
+"137","7A","A","100",4,2,0,1,0.153,-0.5,0.844320259676994,0.255588294807414,-0.251247037392759,-0.844416943126947,-0.0965751313324227,0.22543637034724,0.217137175291699,-0.522163994904153,0.329013732239308,0.914,0.086,NA,NA,0.151,0.121,0.121,0.122,0.122,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0965751313324227,0.05,"RESIDUS"
+"138","7A","A","200",4,2,0,1,0.348,-0.5,0.848989862037835,0.253237000132802,-0.255483687971932,-0.843544928310968,-0.0721961038483884,0.170197394259063,0.156787310827066,-0.379499233069437,0.23510702537266,0.903,0.097,NA,NA,0.339,0.289,0.289,0.297,0.297,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0721961038483884,0.05,"RESIDUS"
+"139","7A","A","300",4,2,0,1,0.493,-0.5,0.839199160432256,0.255429310334175,-0.253870539772976,-0.846694686625643,-0.0461660650826572,0.145696469566075,0.129438181572251,-0.299864900964269,0.207532770798955,0.897,0.103,NA,NA,0.482,0.444,0.444,0.454,0.454,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0461660650826572,0.05,"RESIDUS"
+"140","7A","A","50",4,2,0,1,0.092,-0.5,0.853341726902698,0.267550243414363,-0.248489611035111,-0.82905954360105,0.104957836035891,0.30457378959742,0.307644484803251,-0.498025354178481,0.707941026250263,0.936,0.064,NA,NA,0.092,0.054,0.054,0.054,0.054,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.104957836035891,0.05,"RESIDUS"
+"141","7B","B","100",4,2,0.2,1,0.154,0.5,0.850612963994034,0.252603051493964,-0.253891277968835,-0.83794231207764,0.0787358296874556,0.231175522378329,0.21763917892912,-0.347836961013619,0.50530862038853,0.886,0.071,0.627,0.830985915492958,0.15,0.089,0.089,0.091,0.091,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.121264170312544,0.1543,"RESIDUS"
+"142","7B","B","200",4,2,0.2,1,0.3,0.5,0.851130328241975,0.252179693300232,-0.254282600264601,-0.845508400243859,0.105924734342125,0.169501686880215,0.155836769857296,-0.199515334578175,0.411364803262425,0.892,0.126,0.728,0.984126984126984,0.296,0.204,0.204,0.206,0.206,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0940752656578747,0.2618,"RESIDUS"
+"143","7B","B","300",4,2,0.2,1,0.443,0.5,0.843971198187069,0.256617702436325,-0.248895526949288,-0.843206596072015,0.118476896307201,0.146618056023338,0.129030583366496,-0.134423047091132,0.371376839705534,0.865,0.173,0.793,0.971098265895954,0.438,0.343,0.343,0.346,0.346,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0815231036927991,0.366,"RESIDUS"
+"144","7B","B","50",4,2,0.2,1,0.084,0.5,0.851121824828079,0.256659366474616,-0.252993981673466,-0.865861271871529,0.0822943469811077,0.32900821258389,0.307201125097469,-0.519819858209931,0.684408552172147,0.923,0.07,0.604,0.771428571428571,0.084,0.046,0.046,0.046,0.046,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.117705653018892,0.1013,"RESIDUS"
+"145","7C","C","100",4,2,0.2,1,0.199,-0.5,0.843985027399145,0.269659445397481,-0.247163298372637,-0.840037837466046,0.273061667249647,0.230907369200928,0.219306157922496,-0.156778402278446,0.70290173677774,0.929,0.265,0.889,0.99622641509434,0.196,0.168,0.168,0.171,0.171,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0730616672496471,0.1543,"RESIDUS"
+"146","7C","C","200",4,2,0.2,1,0.451,-0.5,0.84906065790927,0.251879711145708,-0.253073633468427,-0.845676115511759,0.244646850316584,0.17316527849312,0.158274677749754,-0.0655715180729337,0.554865218706102,0.919,0.363,0.923,1,0.437,0.399,0.399,0.412,0.412,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0446468503165841,0.2618,"RESIDUS"
+"147","7C","C","300",4,2,0.2,1,0.612,-0.5,0.839822128388633,0.240565050217145,-0.25458796430922,-0.848269279470013,0.234944727212381,0.147034175647639,0.131435168080667,-0.0226682022257269,0.49255765665049,0.902,0.446,0.945,1,0.583,0.535,0.535,0.563,0.563,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0349447272123813,0.366,"RESIDUS"
+"148","7C","C","50",4,2,0.2,1,0.132,-0.5,0.861054145915882,0.25688232872885,-0.254087694840373,-0.833664160326054,0.292433064033636,0.324587322650878,0.311162859760775,-0.317446141097483,0.902312269164754,0.93,0.175,0.821,0.988571428571429,0.128,0.085,0.085,0.089,0.089,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0924330640336356,0.1013,"RESIDUS"
+"149","7D","D","100",4,2,0.4,1,0.166,0.5,0.852762643087635,0.263802527496147,-0.249675851095266,-0.847453658866502,0.263306808950797,0.228791727906659,0.219500953990868,-0.166915060871305,0.693528678772897,0.9,0.246,0.889,1,0.16,0.062,0.062,0.062,0.062,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.136693191049204,0.4627,"RESIDUS"
+"150","7D","D","200",4,2,0.4,1,0.3,0.5,0.836282361714791,0.255920697816034,-0.253180570309917,-0.843012185820104,0.278501091695096,0.175438363748819,0.15625920711221,-0.0277669542448362,0.584769137635027,0.847,0.437,0.937,1,0.284,0.118,0.118,0.12,0.12,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.121498908304904,0.7507,"RESIDUS"
+"151","7D","D","300",4,2,0.4,1,0.459,0.5,0.839649000219567,0.249867471871445,-0.25900542099769,-0.839649648743282,0.269825955845832,0.148164254090586,0.129888625742662,0.0152442493902144,0.52440766230145,0.793,0.538,0.967,1,0.421,0.192,0.192,0.193,0.193,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.130174044154168,0.8981,"RESIDUS"
+"152","7D","D","50",4,2,0.4,1,0.105,0.5,0.855183563770886,0.272766563194651,-0.245546956069149,-0.84073463252375,0.26217157721444,0.316502184669788,0.30801993243541,-0.341547490358964,0.865890644787843,0.915,0.143,0.795,1,0.104,0.038,0.038,0.038,0.038,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.13782842278556,0.2615,"RESIDUS"
+"153","7E","E","100",4,2,0.4,1,0.285,-0.5,0.847528527632198,0.258822257379301,-0.249828790293451,-0.843844973684419,0.466783719319162,0.225962387002012,0.222587558207919,0.0305121052316413,0.903055333406682,0.946,0.57,0.979,1,0.278,0.237,0.237,0.244,0.244,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0667837193191618,0.4627,"RESIDUS"
+"154","7E","E","200",4,2,0.4,1,0.566,-0.5,0.841208133974732,0.243858622188611,-0.252428855811421,-0.853567263259677,0.424626087005113,0.175811869162452,0.160908477328555,0.109245471441145,0.740006702569081,0.927,0.741,0.993,1,0.528,0.468,0.468,0.506,0.506,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0246260870051129,0.7507,"RESIDUS"
+"155","7E","E","300",4,2,0.4,1,0.831,-0.5,0.850180618902462,0.251529580880219,-0.245376476097492,-0.847123919820722,0.398806482054816,0.147040241946342,0.135154018770359,0.133904605264913,0.66370835884472,0.929,0.805,0.994,1,0.744,0.648,0.648,0.734,0.734,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00119351794518363,0.8981,"RESIDUS"
+"156","7E","E","50",4,2,0.4,1,0.157,-0.5,0.86124629262502,0.243896342552813,-0.253015237596051,-0.854626549769427,0.483912351341309,0.323963368311566,0.314080373009158,-0.131685179756641,1.09950988243926,0.936,0.342,0.942,0.997076023391813,0.149,0.115,0.115,0.123,0.123,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0839123513413086,0.2615,"RESIDUS"
+"157","7F","F","100",4,2,-0.2,1,0.185,-0.5,0.852259936858958,0.250277124588579,-0.247935987739937,-0.842926169835397,-0.0872771900480772,0.231686592919542,0.218521359493927,-0.515579054656173,0.341024674560019,0.912,0.078,0.644,0.858974358974359,0.181,0.112,0.112,0.114,0.114,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.112722809951923,0.1543,"RESIDUS"
+"158","7F","F","200",4,2,-0.2,1,0.308,-0.5,0.843454500716588,0.244593994263776,-0.251439563881512,-0.841942693731148,-0.0999475916076977,0.167442095588236,0.15576022096486,-0.405237624698822,0.205342441483427,0.871,0.105,0.728,0.952380952380952,0.302,0.211,0.211,0.212,0.212,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.100052408392302,0.2618,"RESIDUS"
+"159","7F","F","300",4,2,-0.2,1,0.436,-0.5,0.847672449607889,0.253081208961017,-0.249104048304818,-0.833793852513466,-0.131066384360623,0.147607304572067,0.128823463197172,-0.38356037222708,0.121427603505835,0.871,0.205,0.806,0.985365853658537,0.424,0.335,0.335,0.341,0.341,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0689336156393772,0.366,"RESIDUS"
+"160","7F","F","50",4,2,-0.2,1,0.098,-0.5,0.864454805741646,0.258673764100752,-0.236681534875455,-0.835112544129622,-0.0764876388851722,0.326145946364455,0.307014520228075,-0.678236098532199,0.525260820761854,0.915,0.066,0.575,0.818181818181818,0.098,0.051,0.051,0.051,0.051,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.123512361114828,0.1013,"RESIDUS"
+"161","7G","G","100",4,2,-0.4,1,0.156,-0.5,0.84573395757585,0.256863932069398,-0.252258588653859,-0.852963817996995,-0.268730665270402,0.222436651978063,0.218444794149935,-0.696882461804275,0.159421131263471,0.905,0.244,0.888,1,0.156,0.065,0.065,0.065,0.065,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.131269334729598,0.4627,"RESIDUS"
+"162","7G","G","200",4,2,-0.4,1,0.35,-0.5,0.843779267152525,0.248125870177808,-0.253061900179694,-0.844423726704816,-0.271241306512705,0.172727355914325,0.1571779570032,-0.579310102238978,0.0368274892135677,0.841,0.431,0.939,1,0.322,0.141,0.141,0.141,0.141,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.128758693487295,0.7507,"RESIDUS"
+"163","7G","G","300",4,2,-0.4,1,0.498,-0.5,0.843360838947442,0.253147687541346,-0.238435335803769,-0.834744494467757,-0.281177967241601,0.157213290664913,0.130121012036924,-0.536215150833972,-0.0261407836492292,0.812,0.561,0.959,1,0.455,0.21,0.21,0.214,0.214,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.118822032758399,0.8981,"RESIDUS"
+"164","7G","G","50",4,2,-0.4,1,0.09,-0.5,0.84751391550187,0.242042864026014,-0.250030320407299,-0.884022595040706,-0.256369944913541,0.312699452936673,0.307167532133721,-0.858418307895633,0.345678418068551,0.913,0.139,0.813,0.964028776978417,0.087,0.035,0.035,0.036,0.036,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.143630055086459,0.2615,"RESIDUS"
+"165","8A","A","100",4,4,0,1,0.318,-0.5,NA,NA,NA,NA,-0.0704492077706851,0.183758230771469,0.171948871558747,-0.407468996025829,0.266570580484458,0.916,0.084,NA,NA,0.314,0.267,0.292,0.295,0.295,1.85871982511389,2.70527381075605,2.54672775017134,1.26118376260172,1.50690441649138,0.751840942085845,0.759148611676486,0.499483237295098,-0.760968770681823,-0.166031078626675,-1.01508328271303,-2.8530393576839,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0704492077706851,0.05,"RESIDUS"
+"166","8A","A","200",4,4,0,1,0.703,-0.5,NA,NA,NA,NA,-0.0304352977409714,0.135437103950953,0.123911945512582,-0.273302710945631,0.212432115463688,0.935,0.065,NA,NA,0.7,0.614,0.685,0.688,0.688,1.86121523821633,2.71044849724218,2.5478090010957,1.25480585633621,1.51266545409067,0.755736865175586,0.760638550116265,0.523769370570383,-0.731918191458859,-0.160552164060135,-1.00253329394792,-2.86720950383464,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0304352977409714,0.05,"RESIDUS"
+"167","8A","A","300",4,4,0,1,0.904,-0.5,NA,NA,NA,NA,-0.00815666186039794,0.105981115752716,0.101893580382592,-0.207868079410279,0.191554755689483,0.936,0.064,NA,NA,0.902,0.808,0.897,0.899,0.899,1.84718314222076,2.69245478157743,2.53192475584193,1.24709355603965,1.49312965168671,0.742838733439871,0.748190077254806,0.498853793208346,-0.751242177623324,-0.163180341966586,-1.0101644679047,-2.86574353998223,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00815666186039794,0.05,"RESIDUS"
+"168","8A","A","50",4,4,0,1,0.127,-0.5,NA,NA,NA,NA,0.109484503384643,0.251448576136429,0.243495954865449,-0.367767568151637,0.586736574920923,0.919,0.081,NA,NA,0.127,0.102,0.107,0.107,0.107,1.78915188811716,2.62433182218772,NA,1.28463983150883,1.51940866651147,NA,0.753412496315045,0.488746374964195,-0.783832845081044,-0.180731215597701,-1.03758177671607,-2.94606849121927,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.109484503384643,0.05,"RESIDUS"
+"169","8B","B","100",4,4,0.2,1,0.306,0.5,NA,NA,NA,NA,0.118667073830289,0.188172375923953,0.172396785110639,-0.219230624986564,0.456564772647143,0.901,0.132,0.732,0.939393939393939,0.303,0.226,0.253,0.255,0.255,1.87405764162879,2.71624509686554,2.559103930281,1.26357282423254,1.52066974383552,0.765744984372517,0.750010675699406,0.490972386736065,-0.773954534380826,-0.170645230253455,-1.00456785199804,-2.88159363935179,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0813329261697106,0.2177,"RESIDUS"
+"170","8B","B","200",4,4,0.2,1,0.635,0.5,NA,NA,NA,NA,0.157998659486585,0.141956336705991,0.12401523619106,-0.0850712034478927,0.401068522421063,0.896,0.292,0.857,0.993150684931507,0.629,0.544,0.591,0.595,0.595,1.85167335585249,2.69935313973946,2.53926779633742,1.25722933876998,1.51595642224016,0.759572299054735,0.756579836594626,0.512619663103993,-0.735615482204813,-0.158831715179545,-1.01324421510443,-2.86454594859819,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0420013405134149,0.3875,"RESIDUS"
+"171","8B","B","300",4,4,0.2,1,0.845,0.5,NA,NA,NA,NA,0.180387259754396,0.115201202874689,0.101951835288534,-0.0194383374111297,0.380212856919922,0.91,0.441,0.936,1,0.835,0.718,0.798,0.806,0.806,1.84546274135458,2.6880999942922,2.53008382480077,1.25412124837965,1.51076567600048,0.763757263888472,0.765999602926611,0.520564689672805,-0.737627796932135,-0.159047929581479,-1.00303258577954,-2.84305773081782,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0196127402456038,0.5373,"RESIDUS"
+"172","8B","B","50",4,4,0.2,1,0.127,0.5,NA,NA,NA,NA,0.0939494677985548,0.252081105566782,0.242393531763773,-0.38114185445844,0.56904079005555,0.923,0.067,0.623,0.850746268656716,0.127,0.092,0.103,0.103,0.103,1.80929380761486,2.64073417875772,NA,1.28332637237425,1.5490824636559,NA,0.777770657772379,0.516712402346815,-0.756672681613326,-0.178730445854255,-1.04233094569576,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.106050532201445,0.1339,"RESIDUS"
+"173","8C","C","100",4,4,0.2,1,0.336,-0.5,NA,NA,NA,NA,0.271609394674824,0.189298046404704,0.173746134683199,-0.0689330293042453,0.612151818653894,0.917,0.365,0.922,0.997260273972603,0.334,0.288,0.315,0.317,0.317,1.87881076121349,2.73854332589896,2.59331468596367,1.25096765744915,1.50343983831821,0.726828871542819,0.763540803439116,0.517808041812631,-0.745678759670369,-0.154707054628503,-1.01203145079759,-2.87820706461571,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0716093946748244,0.2177,"RESIDUS"
+"174","8C","C","200",4,4,0.2,1,0.724,-0.5,NA,NA,NA,NA,0.223183331271841,0.135465767981683,0.124195870574399,-0.0202405750539809,0.466607237597663,0.925,0.441,0.95,1,0.716,0.639,0.699,0.707,0.707,1.84833838685617,2.69777093662415,2.54277639403612,1.25193590481624,1.50891924915381,0.747011482844256,0.752026439842517,0.496650656681431,-0.756589225850203,-0.160078041024574,-1.00097655861581,-2.84419911258789,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0231833312718412,0.3875,"RESIDUS"
+"175","8C","C","300",4,4,0.2,1,0.923,-0.5,NA,NA,NA,NA,0.207501056637463,0.107926416289825,0.102720340844039,0.00616918858314584,0.40883292469178,0.944,0.514,0.974,1,0.914,0.819,0.899,0.908,0.908,1.85745076618476,2.70671213885226,2.54523878727143,1.25724569994305,1.50614800727931,0.754062574999242,0.749629989844712,0.492520783071815,-0.766683468911175,-0.159154190174479,-1.00294260112786,-2.85366142003408,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00750105663746267,0.5373,"RESIDUS"
+"176","8C","C","50",4,4,0.2,1,0.134,-0.5,NA,NA,NA,NA,0.308068827925525,0.256829697302314,0.244667658774942,-0.171479783273361,0.787617439124412,0.924,0.249,0.887,0.995983935742972,0.133,0.111,0.119,0.12,0.12,1.741941957859,2.49620846226141,NA,1.27634174145194,1.53178611208795,NA,0.766245544629447,0.505270913316666,-0.753017110296932,-0.173849682553612,-1.02843243342186,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.108068827925525,0.1339,"RESIDUS"
+"177","8D","D","100",4,4,0.4,1,0.257,0.5,NA,NA,NA,NA,0.296452002364711,0.184657672838551,0.172410234319662,-0.0414720569018266,0.634376061631249,0.878,0.407,0.953,1,0.253,0.17,0.188,0.189,0.189,1.88126162227256,2.73547508162169,2.59012757138873,1.26515853589127,1.5231636653871,0.775930080241935,0.751350056378211,0.495034860315943,-0.759440185395152,-0.153219155989741,-0.9899638222243,-2.85618949508599,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.103547997635289,0.6586,"RESIDUS"
+"178","8D","D","200",4,4,0.4,1,0.573,0.5,NA,NA,NA,NA,0.340631839663061,0.147061170153115,0.123966927756706,0.0976566612599173,0.583607018066205,0.864,0.752,0.991,1,0.566,0.447,0.486,0.49,0.49,1.85738850499523,2.70036787159865,2.53675043343929,1.25340611348567,1.50301902014294,0.742940088920626,0.750262240591799,0.503626329887738,-0.737836653643363,-0.16191459066809,-1.01097833613077,-2.86243930981015,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.059368160336939,0.9161,"RESIDUS"
+"179","8D","D","300",4,4,0.4,1,0.832,0.5,NA,NA,NA,NA,0.371083351832173,0.119744262075089,0.102581204239282,0.170024191523182,0.572142512141165,0.899,0.919,0.994,1,0.817,0.658,0.74,0.745,0.745,1.8553137896102,2.69676135005912,2.53504438896529,1.25614539359323,1.51265848455603,0.766614108700491,0.754485149549846,0.503858846799625,-0.761430672496701,-0.162431479677255,-1.02063961427469,-2.87729408273044,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0289166481678266,0.9834,"RESIDUS"
+"180","8D","D","50",4,4,0.4,1,0.125,0.5,NA,NA,NA,NA,0.276891838467446,0.252151496718512,0.244535879847465,-0.202398486033585,0.756182162968478,0.918,0.21,0.875,1,0.124,0.081,0.085,0.086,0.086,1.77205535958845,2.56014826983728,NA,1.29079944644898,1.53266396536666,NA,0.758179436556116,0.515648019305918,-0.748460058923746,-0.168959491678099,-1.02301319893859,-2.90178669315787,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.123108161532554,0.3863,"RESIDUS"
+"181","8E","E","100",4,4,0.4,1,0.402,-0.5,NA,NA,NA,NA,0.471019298296834,0.187473839559305,0.176299769148715,0.125471750765352,0.816566845828316,0.912,0.747,0.996,1,0.399,0.364,0.389,0.392,0.392,1.89618626409492,2.74672206715252,2.59273979709968,1.27332641097073,1.52500163633917,0.773090163550688,0.762726428971869,0.508048814563671,-0.767538027697561,-0.147692998353241,-1.01504774515879,-2.86976712796511,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0710192982968342,0.6586,"RESIDUS"
+"182","8E","E","200",4,4,0.4,1,0.804,-0.5,NA,NA,NA,NA,0.413369604710153,0.130954987470699,0.12599536138572,0.166418696394141,0.660320513026165,0.938,0.895,0.998,1,0.793,0.705,0.779,0.79,0.79,1.86739434453924,2.71871406330633,2.56925268003906,1.25630504019507,1.50863063740938,0.763910544839922,0.759837264737449,0.50388653504391,-0.753318274050095,-0.159494019509289,-1.00463315571165,-2.85641305998551,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0133696047101529,0.9161,"RESIDUS"
+"183","8E","E","300",4,4,0.4,1,0.945,-0.5,NA,NA,NA,NA,0.404579785040541,0.107599834063772,0.103231893285793,0.202245274200388,0.606914295880695,0.941,0.975,1,1,0.924,0.821,0.903,0.924,0.924,1.85177444928401,2.69977619904854,2.5435056370402,1.25533468420798,1.50065241534418,0.744619351953004,0.759161282630004,0.506142779102654,-0.744847018232565,-0.160142201223324,-1.00599226938591,-2.85578226902093,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00457978504054146,0.9834,"RESIDUS"
+"184","8E","E","50",4,4,0.4,1,0.145,-0.5,NA,NA,NA,NA,0.507723977293746,0.252715293375503,0.248431334861264,0.0207985609656682,0.994649393621823,0.938,0.547,0.982,1,0.145,0.12,0.13,0.13,0.13,1.67934001132357,2.39858163805608,NA,1.27574865169605,1.48668532379582,NA,0.762184726121859,0.508910519364807,NA,-0.163950917386298,-1.02067788285439,-2.9080875302257,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.107723977293746,0.3863,"RESIDUS"
+"185","8F","F","100",4,4,-0.2,1,0.285,-0.5,NA,NA,NA,NA,-0.124894722729537,0.189128661474229,0.171542364179655,-0.46111775652166,0.211328311062586,0.904,0.13,0.747,0.946153846153846,0.283,0.236,0.252,0.252,0.252,1.84864096956113,2.68717612215177,2.53709025521102,1.25351984661492,1.50354123273025,0.76019466002951,0.747045340143058,0.501200106842696,-0.756457397885838,-0.165680603315759,-1.00731066574416,-2.87992135403513,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0751052772704629,0.2177,"RESIDUS"
+"186","8F","F","200",4,4,-0.2,1,0.65,-0.5,NA,NA,NA,NA,-0.158581481571107,0.137700790848013,0.124001689033579,-0.401624792076922,0.0844618289347076,0.911,0.277,0.874,0.992779783393502,0.642,0.551,0.6,0.607,0.607,1.85239887134701,2.69858643275469,2.53404838367923,1.2562343374972,1.5127444320664,0.753548294491331,0.752775697355865,0.49625657862288,-0.76328650909975,-0.171547877381218,-1.02679261854241,-2.89063204484579,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0414185184288928,0.3875,"RESIDUS"
+"187","8F","F","300",4,4,-0.2,1,0.88,-0.5,NA,NA,NA,NA,-0.184761187719596,0.113204921581269,0.10212897489548,-0.384933978514737,0.0154116030755454,0.927,0.457,0.948,1,0.873,0.764,0.846,0.852,0.852,1.85709707476179,2.69186151033537,2.53044720157938,1.25665783036315,1.5026238482607,0.745842894142434,0.753499729163531,0.497953808306179,-0.759159632591074,-0.159583273473474,-1.00926635968075,-2.86380285858868,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0152388122804042,0.5373,"RESIDUS"
+"188","8F","F","50",4,4,-0.2,1,0.12,-0.5,NA,NA,NA,NA,-0.0911484679826192,0.244075008561857,0.24282064171307,-0.567076925740237,0.384779989774998,0.933,0.058,0.64,0.862068965517241,0.119,0.078,0.089,0.09,0.09,1.82936525870125,2.63746591173349,NA,1.2701843210125,1.51900945687351,NA,0.753069327278798,0.488530175628157,-0.788258002376958,-0.168776721226703,-1.04174042299612,-2.94573962058169,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.108851532017381,0.1339,"RESIDUS"
+"189","8G","G","100",4,4,-0.4,1,0.258,-0.5,NA,NA,NA,NA,-0.306197622061957,0.189611076734126,0.171790332211297,-0.6429066731961,0.0305114290721852,0.889,0.436,0.948,0.997706422018349,0.256,0.179,0.197,0.198,0.198,1.84468145728866,2.68815697841016,2.54933543439957,1.24644193261247,1.4781802389849,0.732185736589569,0.745795654011733,0.499945347259961,-0.748963982907147,-0.165054230130796,-1.0030992131353,-2.8644590946623,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0938023779380425,0.6586,"RESIDUS"
+"190","8G","G","200",4,4,-0.4,1,0.574,-0.5,NA,NA,NA,NA,-0.33512936671613,0.145962605634866,0.123827405516172,-0.577831081527828,-0.0924276519044321,0.867,0.752,0.993,1,0.571,0.449,0.493,0.493,0.493,1.83895389347265,2.68206510454244,2.51855463246021,1.24385793520338,1.48310437940439,0.727403796725017,0.74575104925784,0.488112670341781,-0.767256682879684,-0.163730123705832,-1.00735014699337,-2.86915564782987,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.06487063328387,0.9161,"RESIDUS"
+"191","8G","G","300",4,4,-0.4,1,0.813,-0.5,NA,NA,NA,NA,-0.372174801611375,0.123939937790118,0.102425623650797,-0.572929023966937,-0.171420579255812,0.884,0.917,0.998,1,0.796,0.652,0.722,0.726,0.726,1.84284331844873,2.69029535165791,2.53219228486173,1.26224969205928,1.51085981756686,0.760234208774674,0.751211939214347,0.497784136726736,-0.747446565869861,-0.150495326410532,-0.987685492952876,-2.82914175064052,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0278251983886253,0.9834,"RESIDUS"
+"192","8G","G","50",4,4,-0.4,1,0.101,-0.5,NA,NA,NA,NA,-0.297587515912272,0.264680102602394,0.244090056217253,-0.776004026098088,0.180828994273544,0.903,0.226,0.869,1,0.1,0.059,0.068,0.068,0.068,1.86804268031026,2.70222907914162,NA,1.29588305319163,1.54820524645763,NA,0.766758485041692,0.504665421027725,-0.761309722297456,-0.159288550934958,-1.01959204572629,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.102412484087728,0.3863,"RESIDUS"
+"193","9A","A","100",4,2,0,2,0.086,-0.3,0.853767479470252,0.24490499152329,-0.238413470211836,-0.848406494768245,-0.147283350166414,0.210299709306791,0.217839780114868,-0.574249319191555,0.279682618858727,0.904,0.096,NA,NA,0.083,0.003,0.003,0.003,0.05,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.147283350166414,0.05,"RESIDUS"
+"194","9A","A","200",4,2,0,2,0.133,-0.3,0.846615655836203,0.246451392367993,-0.251684177084209,-0.84258265966352,-0.135762352447056,0.155946776262896,0.153946573093091,-0.437497635709514,0.165972930815403,0.858,0.142,NA,NA,0.129,0.004,0.004,0.004,0.097,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.135762352447056,0.05,"RESIDUS"
+"195","9A","A","300",4,2,0,2,0.22,-0.3,0.835382577875679,0.255728154099903,-0.244677993991788,-0.842103224971866,-0.135238097451774,0.134529741049162,0.12651710492569,-0.383211623106127,0.112735428202579,0.79,0.21,NA,NA,0.205,0.015,0.015,0.015,0.158,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.135238097451774,0.05,"RESIDUS"
+"196","9A","A","50",4,2,0,2,0.071,-0.3,0.856187356954332,0.26191604488448,-0.245388054552693,-0.855060103256275,0.147350238753555,0.315046993453076,0.308973428308607,-0.458237680731315,0.752938158238425,0.923,0.077,NA,NA,0.071,0,0,0,0.051,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.147350238753555,0.05,"RESIDUS"
+"197","9B","B","100",4,2,0.2,2,0.105,0.3,0.857323255164516,0.255191354729819,-0.242659097966661,-0.84848989773508,0.0418031290587187,0.215916754944945,0.217997130505603,-0.385471246732263,0.469077504849701,0.885,0.049,0.605,0.714285714285714,0.103,0.001,0.001,0.001,0.047,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.158196870941281,0.1543,"RESIDUS"
+"198","9B","B","200",4,2,0.2,2,0.154,0.3,0.846427452161643,0.254221117064849,-0.242447494952339,-0.834825993962366,0.0394187641930248,0.16255801250539,0.153853825280805,-0.262134733357354,0.340972261743403,0.804,0.076,0.581,0.802631578947368,0.146,0.002,0.002,0.002,0.06,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.160581235806975,0.2618,"RESIDUS"
+"199","9B","B","300",4,2,0.2,2,0.202,0.3,0.838360875792054,0.252870280462501,-0.251515084031747,-0.8411177305895,0.043141530031978,0.132208076437797,0.125970690311187,-0.203761022977949,0.290044083041905,0.746,0.076,0.625,0.802631578947368,0.186,0.001,0.001,0.001,0.074,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.156858469968022,0.366,"RESIDUS"
+"200","9B","B","50",4,2,0.2,2,0.069,0.3,0.85978525886738,0.276571386016425,-0.240911342195909,-0.846130786184702,0.0372834202743242,0.318097825009989,0.309420724247447,-0.569181199250672,0.64374803979932,0.915,0.054,0.535,0.62962962962963,0.067,0.001,0.001,0.001,0.035,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.162716579725676,0.1013,"RESIDUS"
+"201","9C","C","100",4,2,0.2,2,0.146,-0.3,0.851612337235131,0.25046028235548,-0.271489645866371,-0.856982720509964,0.338172118822364,0.224352188624071,0.219796034074847,-0.0926281079643354,0.768972345609064,0.901,0.352,0.933,1,0.14,0.004,0.004,0.004,0.108,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.138172118822364,0.1543,"RESIDUS"
+"202","9C","C","200",4,2,0.2,2,0.233,-0.3,0.857938236416353,0.250116170222663,-0.251978203223802,-0.83842195106516,0.31402895533242,0.161168883188177,0.156006295143127,0.0082566168518918,0.619801293812949,0.885,0.537,0.975,1,0.217,0.014,0.014,0.014,0.192,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.11402895533242,0.2618,"RESIDUS"
+"203","9C","C","300",4,2,0.2,2,0.331,-0.3,0.840948914278687,0.256199819816789,-0.249573628218068,-0.839011385695039,0.307049005652458,0.138929262861739,0.128408225676405,0.055368883326705,0.558729127978211,0.835,0.679,0.982,1,0.286,0.042,0.042,0.043,0.265,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.107049005652458,0.366,"RESIDUS"
+"204","9C","C","50",4,2,0.2,2,0.114,-0.3,0.839778621527406,0.253798859487628,-0.259515936827986,-0.860546540153303,0.335335061912607,0.318717643235402,0.31250966580651,-0.277183883068153,0.947854006893367,0.931,0.194,0.854,0.979381443298969,0.109,0.002,0.002,0.002,0.077,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.135335061912607,0.1013,"RESIDUS"
+"205","9D","D","100",4,2,0.4,2,0.12,0.3,0.853466225231099,0.257466827957107,-0.250454915130378,-0.843216834629422,0.227390697884794,0.210798168585413,0.217856229139026,-0.199607511227696,0.654388906997285,0.882,0.169,0.859,0.994082840236686,0.113,0,0,0,0.028,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.172609302115206,0.4627,"RESIDUS"
+"206","9D","D","200",4,2,0.4,2,0.203,0.3,0.847617573119397,0.24659279999063,-0.243841899052863,-0.851806669281094,0.225486588648944,0.164125662376206,0.155128474072321,-0.0785652205328057,0.529538397830693,0.786,0.326,0.919,1,0.191,0,0,0,0.035,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.174513411351056,0.7507,"RESIDUS"
+"207","9D","D","300",4,2,0.4,2,0.286,0.3,0.842220134938079,0.248994520057219,-0.246231481931487,-0.843236546201236,0.217557439976727,0.134808071479147,0.127728527138003,-0.03279047321376,0.467905353167213,0.707,0.427,0.944,1,0.246,0,0,0,0.034,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.182442560023273,0.8981,"RESIDUS"
+"208","9D","D","50",4,2,0.4,2,0.09,0.3,0.841401438285507,0.245678298706304,-0.25536232040306,-0.860427292865081,0.248638527180231,0.295218979920236,0.309280906634508,-0.357552049823404,0.854829104183865,0.94,0.114,0.805,0.973684210526316,0.088,0,0,0,0.024,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.151361472819769,0.2615,"RESIDUS"
+"209","9E","E","100",4,2,0.4,2,0.182,-0.3,0.859394380431788,0.244579868383638,-0.257873277819409,-0.849761826224122,0.513049807597852,0.229730316941736,0.221529351352758,0.0788522789464469,0.947247336249258,0.907,0.641,0.985,1,0.164,0.013,0.013,0.013,0.144,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.113049807597852,0.4627,"RESIDUS"
+"210","9E","E","200",4,2,0.4,2,0.379,-0.3,0.855551741452206,0.245183737549382,-0.260540514296685,-0.846188555185109,0.494308955079897,0.171642128397493,0.159346073373073,0.181990651268673,0.806627258891121,0.896,0.858,0.993,1,0.327,0.041,0.041,0.044,0.312,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0943089550798969,0.7507,"RESIDUS"
+"211","9E","E","300",4,2,0.4,2,0.592,-0.3,0.847955923092085,0.240400333604594,-0.258094544326906,-0.838799008523214,0.47585928088208,0.147740216023558,0.13323893653752,0.214710965268542,0.737007596495618,0.886,0.909,0.998,1,0.465,0.112,0.112,0.116,0.455,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.07585928088208,0.8981,"RESIDUS"
+"212","9E","E","50",4,2,0.4,2,0.108,-0.3,0.877132728164231,0.255481456409655,-0.258053901302378,-0.84302030235575,0.526588216392075,0.323583370238157,0.314630032273345,-0.0900866468636814,1.14326307964783,0.93,0.395,0.95,1,0.101,0.006,0.006,0.006,0.078,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.126588216392075,0.2615,"RESIDUS"
+"213","9F","F","100",4,2,-0.2,2,0.093,-0.3,0.847226829528933,0.249862575725762,-0.245115922403431,-0.842458453472127,-0.0487631369925994,0.206918021209186,0.217506532402979,-0.475075940502438,0.37754966651724,0.907,0.051,0.591,0.784313725490196,0.091,0.001,0.001,0.001,0.034,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.151236863007401,0.1543,"RESIDUS"
+"214","9F","F","200",4,2,-0.2,2,0.157,-0.3,0.837013243455291,0.254661629110332,-0.253670616049585,-0.846454375717081,-0.0510092161947573,0.15769627520584,0.153365721078552,-0.351606029508718,0.249587597119204,0.821,0.071,0.64,0.788732394366197,0.153,0,0,0,0.07,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.148990783805243,0.2618,"RESIDUS"
+"215","9F","F","300",4,2,-0.2,2,0.205,-0.3,0.844109533684504,0.251259709954815,-0.257588163277283,-0.848347047698428,-0.0400246897509232,0.135061873869889,0.126244270925635,-0.287463460765167,0.207414081263321,0.738,0.083,0.608,0.771084337349398,0.195,0.001,0.001,0.001,0.073,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.159975310249077,0.366,"RESIDUS"
+"216","9F","F","50",4,2,-0.2,2,0.064,-0.3,0.859895634571482,0.266936818499847,-0.248408293486712,-0.856673864473727,-0.0529827218153305,0.299329990198013,0.307181294659723,-0.655058059348387,0.549092615717726,0.92,0.048,0.575,0.708333333333333,0.063,0.001,0.001,0.001,0.029,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.14701727818467,0.1013,"RESIDUS"
+"217","9G","G","100",4,2,-0.4,2,0.113,-0.3,0.84445417319184,0.256309140853514,-0.262008242773085,-0.846998968329251,-0.232838597405763,0.213945063018514,0.218501889612821,-0.661102301046892,0.195425106235366,0.892,0.169,0.871,0.988165680473373,0.109,0,0,0,0.022,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.167161402594237,0.4627,"RESIDUS"
+"218","9G","G","200",4,2,-0.4,2,0.172,-0.3,0.83969460928464,0.247990225043838,-0.25176357526346,-0.847180498119776,-0.227607255028615,0.160037909424902,0.154242706291778,-0.529922959360501,0.0747084493032701,0.796,0.322,0.913,0.996894409937888,0.157,0,0,0,0.024,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.172392744971385,0.7507,"RESIDUS"
+"219","9G","G","300",4,2,-0.4,2,0.288,-0.3,0.83872298228787,0.255195218600388,-0.256234799346098,-0.849564285430202,-0.219019549563149,0.132390191607448,0.12723484844475,-0.46839985251486,0.0303607533885614,0.71,0.434,0.954,0.997695852534562,0.258,0,0,0,0.04,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.180980450436851,0.8981,"RESIDUS"
+"220","9G","G","50",4,2,-0.4,2,0.077,-0.3,0.843131755704399,0.260019777069463,-0.254051386841465,-0.853594416748153,-0.23123526445081,0.309239752074852,0.308048382617619,-0.835010094381342,0.372539565479723,0.917,0.123,0.766,0.967479674796748,0.074,0,0,0,0.02,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.16876473554919,0.2615,"RESIDUS"
+"221","10A","A","100",4,4,0,2,0.086,-0.3,NA,NA,NA,NA,-0.154599511189764,0.170644276567219,0.169644027458047,-0.487101805007536,0.177902782628008,0.848,0.152,NA,NA,0.086,0,0,0,0.052,1.83706913669552,2.69210514834294,2.53760968551794,1.25032355279396,1.50544880382981,0.75296682159869,0.755003857540111,0.514704045083462,-0.73198346360576,-0.165183543779467,-1.00525264945591,-2.87009822480593,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.154599511189764,0.05,"RESIDUS"
+"222","10A","A","200",4,4,0,2,0.226,-0.3,NA,NA,NA,NA,-0.139480377105114,0.134698584716673,0.121251716481755,-0.377133741409354,0.0981729871991254,0.758,0.242,NA,NA,0.207,0.014,0.015,0.015,0.133,1.84609540043544,2.69002188708899,2.52708500514099,1.25830601230224,1.50251126686979,0.756323898090334,0.746652914091599,0.493107446882041,-0.753782373094541,-0.165288001476907,-1.0149742793834,-2.88543321096757,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.139480377105114,0.05,"RESIDUS"
+"223","10A","A","300",4,4,0,2,0.395,-0.3,NA,NA,NA,NA,-0.129975759417838,0.118035351483614,0.0997823729216989,-0.325549210344368,0.0655976915086919,0.713,0.287,NA,NA,0.341,0.036,0.042,0.042,0.23,1.83590832202064,2.67098476923662,2.5073312077051,1.25361270122527,1.50470842277637,0.755685879863145,0.741227116183183,0.484772744865468,-0.770154722251841,-0.159116669319131,-1.00657523385538,-2.85152753164605,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.129975759417838,0.05,"RESIDUS"
+"224","10A","A","50",4,4,0,2,0.058,-0.3,NA,NA,NA,NA,0.159981319717984,0.247232125838493,0.243781882557246,-0.317831170094219,0.637793809530187,0.889,0.111,NA,NA,0.057,0,0,0,0.032,1.82041778747629,2.64425861813263,NA,1.28024571517606,1.52455087617999,NA,0.765256629452815,0.515254160234472,-0.776779951608088,-0.158230904236703,-1.03450761779983,-2.95307390227832,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.159981319717984,0.05,"RESIDUS"
+"225","10B","B","100",4,4,0.2,2,0.295,0.3,NA,NA,NA,NA,0.186518357384059,0.20236832195505,0.173452225729926,-0.153448005046595,0.526484719814713,0.91,0.223,0.821,0.964125560538117,0.274,0.001,0.001,0.001,0.102,1.7223273662038,2.42576294072985,2.11836701010808,1.12006007266118,1.21746810729947,0.318055880610415,0.589833706284686,0.168719408997697,-1.27197137279593,-0.318971541099531,-1.32467730405914,-3.34247156578651,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0134816426159411,0.2177,"RESIDUS"
+"226","10B","B","200",4,4,0.2,2,0.59,0.3,NA,NA,NA,NA,0.174827472126675,0.165223002697356,0.12342992721566,-0.0670951852160187,0.416750129469369,0.863,0.373,0.856,0.978552278820375,0.508,0.013,0.015,0.015,0.178,1.68466732415934,2.36121868383154,2.04215528156965,1.09894390271008,1.19535750682862,0.296129670822594,0.602062832110691,0.202241942378682,-1.19434328261457,-0.306484552084449,-1.30131385093745,-3.2923622712214,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0251725278733247,0.3875,"RESIDUS"
+"227","10B","B","300",4,4,0.2,2,0.904,0.3,NA,NA,NA,NA,0.149201158451654,0.168928309654823,0.102874246414967,-0.0524323645216819,0.35083468142499,0.763,0.414,0.821,0.968599033816425,0.71,0.024,0.03,0.03,0.253,1.69701213756519,2.39658960442612,2.08960752806985,1.08956320338716,1.18004566088995,0.273084517090254,0.605534813486985,0.2175857761243,-1.17929075074948,-0.311359830327295,-1.29961024082424,-3.2869155476734,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0507988415483462,0.5373,"RESIDUS"
+"228","10B","B","50",4,4,0.2,2,0.095,0.3,NA,NA,NA,NA,0.183326982073325,0.250463046821228,0.24337838608151,-0.293694654646436,0.660348618793085,0.94,0.124,0.766,0.951612903225806,0.093,0,0,0,0.035,1.69103822599011,2.37012395024972,NA,1.13607976582575,1.25026522443586,0.346215689056493,0.619516995906281,0.200504194501802,-1.22022614010471,-0.292171375183822,-1.29350671720307,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0166730179266753,0.1339,"RESIDUS"
+"229","10C","C","100",4,4,0.2,2,0.111,-0.3,NA,NA,NA,NA,0.353485816613437,0.175549606232306,0.171671752776859,0.0170091811707939,0.689962452056081,0.846,0.526,0.979,1,0.106,0.004,0.005,0.005,0.076,1.86900889146097,2.72473476485054,2.55886991203062,1.26355638612972,1.51814038763785,0.765768473071419,0.744652696885175,0.485553500979965,-0.786234794189563,-0.156856361264687,-1.0150825829225,-2.88331862031763,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.153485816613437,0.2177,"RESIDUS"
+"230","10C","C","200",4,4,0.2,2,0.277,-0.3,NA,NA,NA,NA,0.328027448851547,0.133075597871608,0.122191239886149,0.0885326186746963,0.567522279028398,0.788,0.755,0.989,1,0.243,0.032,0.034,0.034,0.203,1.85833899100145,2.69954526943828,2.53467379098737,1.25432759415882,1.50299878805647,0.753860401542807,0.747551200008731,0.498586618417666,-0.757132486165139,-0.160049931824516,-1.00412880293428,-2.8547655269002,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.128027448851547,0.3875,"RESIDUS"
+"231","10C","C","300",4,4,0.2,2,0.457,-0.3,NA,NA,NA,NA,0.306899955151213,0.116251014271683,0.10055910445046,0.109804110428311,0.503995799874114,0.752,0.833,0.988,1,0.355,0.091,0.102,0.102,0.316,1.85202570468738,2.69405359086504,2.53585435927843,1.25991534517847,1.50946144649458,0.769835570353987,0.751751848510916,0.500234182132972,-0.754084557717678,-0.165933544414687,-1.00361840837973,-2.84605159156978,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.106899955151213,0.5373,"RESIDUS"
+"232","10C","C","50",4,4,0.2,2,0.064,-0.3,NA,NA,NA,NA,0.344447129574415,0.237543632209242,0.244409489932995,-0.134595470694255,0.823489729843085,0.927,0.291,0.924,1,0.064,0,0,0,0.046,1.77042271988991,2.53370529916821,NA,1.27972522410683,1.54755415606713,NA,0.767787168678899,0.51491126121143,-0.748315893682406,-0.17074791839596,-1.02791182015405,-2.89724402693316,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.144447129574415,0.1339,"RESIDUS"
+"233","10D","D","100",4,4,0.4,2,0.102,0.3,NA,NA,NA,NA,0.241564278653238,0.179518086502469,0.171476508424906,-0.0945296778595783,0.577658235166055,0.816,0.31,0.908,0.993548387096774,0.101,0,0,0,0.028,1.87203708930357,2.72906390350527,2.57261769188365,1.26105945663605,1.51834351112292,0.764302303937582,0.763671697977862,0.520446334933813,-0.730276105850375,-0.163654171566596,-1.01175732957106,-2.87585602210778,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.158435721346762,0.6586,"RESIDUS"
+"234","10D","D","200",4,4,0.4,2,0.252,0.3,NA,NA,NA,NA,0.237414984132507,0.135408688704722,0.121678714239327,-0.00107529577657416,0.475905264041589,0.705,0.495,0.964,1,0.225,0,0.001,0.001,0.053,1.85710440028083,2.70777483133238,2.54914687657464,1.25155157848423,1.50547727439449,0.75422053704549,0.754011245777665,0.506424502957148,-0.746132521095299,-0.162693501315058,-1.0050905055825,-2.8595013932474,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.162585015867493,0.9161,"RESIDUS"
+"235","10D","D","300",4,4,0.4,2,0.438,0.3,NA,NA,NA,NA,0.221998791069222,0.115914420738305,0.0998708622234995,0.0262519011111631,0.417745681027281,0.57,0.597,0.965,1,0.362,0.003,0.004,0.004,0.069,1.84160584342815,2.67386387360744,2.51884710594091,1.23981417360845,1.48974170559027,0.732340054597277,0.747605479149584,0.484417700389815,-0.757987513993179,-0.16745755795778,-1.01793221553742,-2.85636863840481,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.178001208930778,0.9834,"RESIDUS"
+"236","10D","D","50",4,4,0.4,2,0.055,0.3,NA,NA,NA,NA,0.248640225446801,0.252883899558026,0.242569831396821,-0.226796644090967,0.72407709498457,0.88,0.187,0.83,0.994652406417112,0.054,0,0.001,0.001,0.021,1.75822501724683,2.5610069797966,NA,1.27806581020839,1.53499375118323,NA,0.753663203050056,0.508898830088187,-0.77192037230372,-0.164812162311726,-1.04515143098655,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.151359774553199,0.3863,"RESIDUS"
+"237","10E","E","100",4,4,0.4,2,0.144,-0.3,NA,NA,NA,NA,0.538037102451484,0.18309208492558,0.174828412334088,0.195373414276671,0.880700790626296,0.871,0.872,0.997,1,0.134,0.008,0.01,0.01,0.122,1.87643449490329,2.72870903833677,2.5649882599778,1.25576044444047,1.50871935367899,0.747894756226811,0.756849618646194,0.501855972483768,-0.761526013627112,-0.161724264224818,-1.01809002763416,-2.89649145180357,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.138037102451484,0.6586,"RESIDUS"
+"238","10E","E","200",4,4,0.4,2,0.341,-0.3,NA,NA,NA,NA,0.517243262760471,0.134996130363759,0.123637412536153,0.27491393418961,0.759572591331332,0.825,0.967,0.999,1,0.284,0.051,0.056,0.056,0.272,1.84783331828696,2.69613071201241,2.5492927870708,1.25399092091058,1.50118107319821,0.752246311017573,0.746921038406431,0.495035399955382,-0.761446668695702,-0.165795857780095,-1.01112989668687,-2.85300179660912,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.117243262760471,0.9161,"RESIDUS"
+"239","10E","E","300",4,4,0.4,2,0.684,-0.3,NA,NA,NA,NA,0.486910628610377,0.123076096147536,0.103277073316603,0.284487564909835,0.689333692310919,0.81,0.976,1,1,0.5,0.157,0.18,0.181,0.488,1.85297178033506,2.70739111951507,2.54305970726773,1.25587195945346,1.49761092936328,0.745414922073169,0.7493137755382,0.495839694385885,-0.766959081231527,-0.163566238312054,-1.01002967438014,-2.85806319469571,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.086910628610377,0.9834,"RESIDUS"
+"240","10E","E","50",4,4,0.4,2,0.06,-0.3,NA,NA,NA,NA,0.542614406526915,0.242355839072792,0.245711978420007,0.0610189288237012,1.02420988423013,0.931,0.618,0.989,1,0.057,0.002,0.003,0.003,0.048,1.69344822283344,2.41257897027121,NA,1.23653315906711,1.48844433294197,NA,0.759077633965198,0.511834555375083,-0.774999960249703,-0.162388504317429,-1.01029052191247,-2.88612195345115,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.142614406526915,0.3863,"RESIDUS"
+"241","10F","F","100",4,4,-0.2,2,0.067,-0.3,NA,NA,NA,NA,-0.0379769068716611,0.169841827743059,0.170073001047823,-0.371319988925395,0.295366175182073,0.847,0.053,0.602,0.679245283018868,0.065,0.001,0.001,0.001,0.023,1.86120764607941,2.72428206831028,2.54641647153041,1.25709395120088,1.50783186930289,0.747393926734914,0.747610911808678,0.495054890312946,-0.772671566208835,-0.164613164187325,-1.02624626292411,-2.902380594758,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.162023093128339,0.2177,"RESIDUS"
+"242","10F","F","200",4,4,-0.2,2,0.201,-0.3,NA,NA,NA,NA,-0.0514863846930318,0.130235908838016,0.120629363928765,-0.287919937993411,0.184947168607347,0.732,0.081,0.654,0.888888888888889,0.188,0.006,0.007,0.007,0.084,1.85038772324413,2.69561408572911,2.54023395826632,1.25183197978285,1.50539138252392,0.753297507007655,0.754923917931923,0.512186914126679,-0.737359571037916,-0.168009779831614,-1.01729332045107,-2.87455473458279,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.148513615306968,0.3875,"RESIDUS"
+"243","10F","F","300",4,4,-0.2,2,0.363,-0.3,NA,NA,NA,NA,-0.0398303086991165,0.110932235031601,0.0993977603676016,-0.234649919019616,0.154989301621383,0.629,0.088,0.651,0.852272727272727,0.324,0.01,0.01,0.01,0.147,1.83187366130364,2.67021419673488,2.51484464948661,1.25435785687656,1.50219104720033,0.75492000091612,0.740553730771448,0.491828826346806,-0.76723594901477,-0.174890464273398,-1.02302898106861,-2.87718856828748,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.160169691300884,0.5373,"RESIDUS"
+"244","10F","F","50",4,4,-0.2,2,0.036,-0.3,NA,NA,NA,NA,-0.0346335705439326,0.24360855347821,0.241171537797935,-0.507329784627885,0.43806264354002,0.879,0.053,0.566,0.641509433962264,0.035,0.001,0.001,0.001,0.017,1.83053758967751,2.670641337854,NA,1.28514107079931,1.52079905577713,0.76791949172534,0.742301648366954,0.491779061918971,-0.789361585506921,-0.178277543352589,-1.05151149614678,-2.95886574359017,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.165366429456067,0.1339,"RESIDUS"
+"245","10G","G","100",4,4,-0.4,2,0.126,-0.3,NA,NA,NA,NA,-0.240553256232355,0.173084188147076,0.170726264103193,-0.575176733874613,0.0940702214099031,0.827,0.282,0.923,1,0.124,0,0,0,0.039,1.83464339089152,2.67932026144592,2.52356455377929,1.26686025008087,1.52698045695086,0.761254937325642,0.758523854710664,0.499879135075367,-0.755339991220622,-0.16891891754778,-1.01024013538115,-2.87748094863765,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.159446743767645,0.6586,"RESIDUS"
+"246","10G","G","200",4,4,-0.4,2,0.251,-0.3,NA,NA,NA,NA,-0.22820120366596,0.1306522693572,0.121729805878565,-0.466791623187949,0.0103892158560282,0.682,0.479,0.956,1,0.231,0.001,0.001,0.001,0.056,1.85242976810586,2.68488217429562,2.52214179829008,1.26282347105325,1.5107571232617,0.762418240736611,0.757363804270859,0.498201859082903,-0.760134848076963,-0.164528487489856,-1.01586017269999,-2.8732407783883,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.17179879633404,0.9161,"RESIDUS"
+"247","10G","G","300",4,4,-0.4,2,0.453,-0.3,NA,NA,NA,NA,-0.227535755480413,0.115742151159294,0.10046096178999,-0.424439240588793,-0.0306322703720333,0.594,0.621,0.968,1,0.376,0.005,0.005,0.005,0.077,1.84554008322569,2.7002594649712,2.54854659050008,1.2598675927419,1.51769282560269,0.77352412306195,0.753627123040874,0.507794782879719,-0.739654034295944,-0.155052720451885,-0.995189496674299,-2.834583156307,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.172464244519587,0.9834,"RESIDUS"
+"248","10G","G","50",4,4,-0.4,2,0.055,-0.3,NA,NA,NA,NA,-0.244775313388159,0.249694217736682,0.241451012514212,-0.718019297916014,0.228468671139695,0.892,0.18,0.832,0.988888888888889,0.054,0,0,0,0.017,1.84244374835219,2.68358655461445,NA,1.25963568422559,1.5201563548617,NA,0.765816826776765,0.503067766316494,-0.770982029414097,-0.161529958156581,-1.02094152952209,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.155224686611841,0.3863,"RESIDUS"
+"249","11A","A","100",4,2,0,2,0.214,-0.5,0.853306489756317,0.260282608725487,-0.244013674390576,-0.847551963237119,-0.223136165624555,0.23352881110648,0.219894608032425,-0.654129597368107,0.207857266118998,0.813,0.187,NA,NA,0.2,0.012,0.012,0.012,0.162,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.223136165624555,0.05,"RESIDUS"
+"250","11A","A","200",4,2,0,2,0.441,-0.5,0.832934971419715,0.257094496184929,-0.248757178566441,-0.84545693281383,-0.197892183836848,0.17589055535822,0.158585864991296,-0.508720479219788,0.112936111546092,0.715,0.285,NA,NA,0.365,0.072,0.072,0.072,0.3,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.197892183836848,0.05,"RESIDUS"
+"251","11A","A","300",4,2,0,2,0.705,-0.5,0.847910935670186,0.254548427405021,-0.240763517335227,-0.849449871132219,-0.15958903017808,0.174954283164558,0.133462928243494,-0.421176369535328,0.101998309179169,0.689,0.311,NA,NA,0.534,0.168,0.168,0.168,0.479,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.15958903017808,0.05,"RESIDUS"
+"252","11A","A","50",4,2,0,2,0.143,-0.5,0.848256442922744,0.253820855793344,-0.255436349973155,-0.863750776088187,0.249997693105799,0.307660221324042,0.311105894102202,-0.359769859334516,0.859765245546114,0.88,0.12,NA,NA,0.139,0.003,0.003,0.003,0.09,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.249997693105799,0.05,"RESIDUS"
+"253","11B","B","100",4,2,0.2,2,0.176,0.5,0.83814366193917,0.255459252096246,-0.252310270494874,-0.84292464920992,-0.0383839294006443,0.226587139432699,0.219047359665449,-0.467716754344924,0.390948895543636,0.799,0.072,0.43,0.402777777777778,0.167,0.005,0.005,0.005,0.094,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.238383929400644,0.1543,"RESIDUS"
+"254","11B","B","200",4,2,0.2,2,0.376,0.5,0.845182901419174,0.258058922572333,-0.244754434996517,-0.836063843936863,-0.0414881898238751,0.178609190789046,0.157535450656086,-0.350257673109804,0.267281293462054,0.658,0.089,0.405,0.258426966292135,0.337,0.027,0.027,0.027,0.198,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.241488189823875,0.2618,"RESIDUS"
+"255","11B","B","300",4,2,0.2,2,0.614,0.5,0.838139401244724,0.243511909520602,-0.252812486853466,-0.852995297875116,-0.0263177471698436,0.177447273839942,0.131500765518447,-0.284059247585999,0.231423753246312,0.531,0.141,0.422,0.390070921985816,0.511,0.065,0.065,0.065,0.303,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.226317747169844,0.366,"RESIDUS"
+"256","11B","B","50",4,2,0.2,2,0.11,0.5,0.859563116791137,0.252387600745917,-0.26525295563923,-0.852956043298193,-0.0547924197300644,0.314557040082102,0.307787047611551,-0.658055033048704,0.548470193588576,0.849,0.054,0.452,0.333333333333333,0.107,0.001,0.001,0.001,0.054,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.254792419730064,0.1013,"RESIDUS"
+"257","11C","C","100",4,2,0.2,2,0.272,-0.5,0.855391505761837,0.253742623294089,-0.24810172993423,-0.837327103445871,0.389436663622592,0.23194542691085,0.222380658111715,-0.0464294262763696,0.825302753521553,0.851,0.433,0.943,1,0.242,0.028,0.028,0.028,0.214,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.189436663622592,0.1543,"RESIDUS"
+"258","11C","C","200",4,2,0.2,2,0.673,-0.5,0.850342455003749,0.250703476461185,-0.262840831528304,-0.848513781427534,0.33718105325231,0.191800432881967,0.16360137725229,0.0165223538378218,0.657839752666798,0.81,0.575,0.949,1,0.508,0.16,0.16,0.161,0.478,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.13718105325231,0.2618,"RESIDUS"
+"259","11C","C","300",4,2,0.2,2,1.023,-0.5,0.854638215412623,0.242274554149533,-0.253943326196515,-0.852264802460608,0.295524125449815,0.172664843462837,0.138691762966199,0.0236882700360653,0.567359980863566,0.805,0.555,0.957,1,0.696,0.324,0.324,0.325,0.67,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0955241254498154,0.366,"RESIDUS"
+"260","11C","C","50",4,2,0.2,2,0.157,-0.5,0.864041259976162,0.264753471009304,-0.2558345685349,-0.858117501932566,0.424590241971672,0.327793898336873,0.312585001389777,-0.188076360752291,1.03725684469564,0.886,0.272,0.891,1,0.149,0.008,0.008,0.008,0.124,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.224590241971672,0.1013,"RESIDUS"
+"261","11D","D","100",4,2,0.4,2,0.18,0.5,0.83320296772369,0.231536406622727,-0.250325644349556,-0.855790691261514,0.145414183141101,0.223773219040396,0.21881568947279,-0.283464568225568,0.574292934507769,0.77,0.113,0.738,0.973451327433628,0.168,0.004,0.004,0.004,0.059,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.254585816858899,0.4627,"RESIDUS"
+"262","11D","D","200",4,2,0.4,2,0.411,0.5,0.842921346122468,0.237963033195541,-0.261548744170451,-0.847915583656654,0.116195290617302,0.182846891169313,0.15813771559438,-0.193754631947682,0.426145213182286,0.567,0.147,0.753,0.931972789115646,0.356,0.006,0.006,0.006,0.092,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.283804709382698,0.7507,"RESIDUS"
+"263","11D","D","300",4,2,0.4,2,0.635,0.5,0.843935825448812,0.249497274189909,-0.252850311588916,-0.845600357875476,0.0872062237536351,0.165310128309231,0.131685775612753,-0.17089789644736,0.34531034395463,0.345,0.173,0.714,0.930635838150289,0.515,0.009,0.009,0.009,0.134,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.312793776246365,0.8981,"RESIDUS"
+"264","11D","D","50",4,2,0.4,2,0.146,0.5,0.85419441718029,0.248813416693744,-0.262887095194865,-0.868625272510636,0.148182672601685,0.325277350625015,0.308923064213846,-0.457306533257452,0.753671878460823,0.847,0.085,0.689,0.905882352941176,0.142,0,0,0,0.051,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.251817327398315,0.2615,"RESIDUS"
+"265","11E","E","100",4,2,0.4,2,0.363,-0.5,0.865076745657534,0.249751475679281,-0.265103116779046,-0.84441982927107,0.575114000274296,0.245872347474824,0.227019241471442,0.13015628699027,1.02007171355832,0.862,0.72,0.988,1,0.311,0.047,0.047,0.048,0.287,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.175114000274296,0.4627,"RESIDUS"
+"266","11E","E","200",4,2,0.4,2,0.821,-0.5,0.854369294852739,0.247868012191328,-0.252017890318268,-0.85383693387554,0.51170166799408,0.197815220899164,0.167934421577328,0.182550201702517,0.840853134285643,0.846,0.814,0.989,1,0.597,0.208,0.208,0.215,0.59,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.11170166799408,0.7507,"RESIDUS"
+"267","11E","E","300",4,2,0.4,2,1.266,-0.5,0.858078055627489,0.251688605005094,-0.260604816784933,-0.850961607431338,0.457953192813102,0.176963642625112,0.144292610350108,0.17513967652689,0.740766709099313,0.856,0.803,0.992,1,0.789,0.433,0.433,0.453,0.787,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0579531928131016,0.8981,"RESIDUS"
+"268","11E","E","50",4,2,0.4,2,0.176,-0.5,0.856032490464392,0.240669456079308,-0.262267194938914,-0.880873544495781,0.620383273066015,0.324779393535152,0.319007868087653,-0.00487214838578517,1.24563869451782,0.903,0.515,0.969,1,0.165,0.011,0.011,0.011,0.143,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.220383273066015,0.2615,"RESIDUS"
+"269","11F","F","100",4,2,-0.2,2,0.19,-0.5,0.845857057478389,0.258729032076713,-0.231679231803973,-0.845484452909101,0.0311014003029921,0.238985607224025,0.218609384831713,-0.397372993967164,0.459575794573149,0.795,0.075,0.445,0.32,0.183,0.004,0.004,0.004,0.108,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.231101400302992,0.1543,"RESIDUS"
+"270","11F","F","200",4,2,-0.2,2,0.373,-0.5,0.841284769170679,0.249634232103232,-0.245435506490453,-0.845126595553886,0.034508683640761,0.173162583290906,0.15697040406715,-0.273153308330853,0.342170675612375,0.654,0.071,0.402,0.352112676056338,0.334,0.023,0.023,0.023,0.202,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.234508683640761,0.2618,"RESIDUS"
+"271","11F","F","300",4,2,-0.2,2,0.554,-0.5,0.842526861246697,0.242289681434726,-0.251510527943562,-0.843248216065941,0.0238898771448086,0.161370730819251,0.130581983726691,-0.232050810959506,0.279830565249123,0.565,0.11,0.433,0.372727272727273,0.461,0.064,0.064,0.064,0.289,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.223889877144809,0.366,"RESIDUS"
+"272","11F","F","50",4,2,-0.2,2,0.126,-0.5,0.860968121096943,0.251617142196618,-0.234897513561661,-0.86696450368118,0.0511584240942307,0.318585254771283,0.308567134254213,-0.553633159044027,0.655950007232488,0.868,0.059,0.422,0.389830508474576,0.123,0,0,0,0.062,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.251158424094231,0.1013,"RESIDUS"
+"273","11G","G","100",4,2,-0.4,2,0.191,-0.5,0.85765005977397,0.262928232453367,-0.255845113975171,-0.855679307190558,-0.134808345834027,0.227475029850611,0.219225471004029,-0.564490269001925,0.29487357733387,0.761,0.11,0.729,0.927272727272727,0.178,0.003,0.003,0.003,0.062,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.265191654165973,0.4627,"RESIDUS"
+"274","11G","G","200",4,2,-0.4,2,0.39,-0.5,0.839920156605035,0.254149100177302,-0.252652483367721,-0.857530381982985,-0.110009044642407,0.182702862709459,0.157784970189581,-0.419267586213985,0.199249496929172,0.549,0.145,0.754,0.910344827586207,0.331,0.01,0.01,0.01,0.098,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.289990955357593,0.7507,"RESIDUS"
+"275","11G","G","300",4,2,-0.4,2,0.57,-0.5,0.841378865829741,0.240412279644307,-0.249690864134824,-0.840308132185101,-0.0940363802227121,0.168842667796928,0.130589598537733,-0.349991993356669,0.161919232911245,0.379,0.187,0.73,0.898395721925134,0.467,0.012,0.012,0.012,0.121,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.305963619777288,0.8981,"RESIDUS"
+"276","11G","G","50",4,2,-0.4,2,0.12,-0.5,0.845782089164525,0.248030913735743,-0.244708402446558,-0.855086348946381,-0.14409929195759,0.319367506679151,0.310251034294433,-0.752191319174678,0.463992735259498,0.86,0.081,0.667,0.925925925925926,0.119,0,0,0,0.051,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.25590070804241,0.2615,"RESIDUS"
+"277","12A","A","100",4,4,0,2,0.355,-0.5,NA,NA,NA,NA,-0.215627818091098,0.194010791580838,0.172034449830111,-0.552815339758117,0.12155970357592,0.725,0.275,NA,NA,0.307,0.035,0.042,0.042,0.218,1.86651906684446,2.71263256631952,2.55793333600365,1.25379389562768,1.5099738511941,0.77707894463149,0.751521083377454,0.495302709061686,-0.759026007286398,-0.161540551795077,-1.01722351317632,-2.86544527811372,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.215627818091098,0.05,"RESIDUS"
+"278","12A","A","200",4,4,0,2,0.896,-0.5,NA,NA,NA,NA,-0.177662398792526,0.18906270346686,0.126542300584275,-0.425685307937704,0.0703605103526524,0.615,0.385,NA,NA,0.637,0.195,0.235,0.235,0.489,1.86106509615913,2.70612583586717,2.56369825353482,1.25573183616135,1.51593439211071,0.771857217428294,0.767147960236324,0.51978315888234,-0.72920023228606,-0.162804553301672,-1.00437361444271,-2.85392788537818,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.177662398792526,0.05,"RESIDUS"
+"279","12A","A","300",4,4,0,2,1.437,-0.5,NA,NA,NA,NA,-0.121264247271663,0.185863115072198,0.107119431594095,-0.331218333196089,0.0886898386527633,0.681,0.319,NA,NA,0.863,0.454,0.523,0.523,0.69,1.85967566816954,2.71231854732524,2.56681828005146,1.25010481272229,1.50933071717095,0.749273357475874,0.751225466403994,0.496974031984415,-0.757035918382253,-0.156930512092416,-1.00548104680554,-2.85574230065803,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.121264247271663,0.05,"RESIDUS"
+"280","12A","A","50",4,4,0,2,0.129,-0.5,NA,NA,NA,NA,0.244858912765118,0.249085593218731,0.243956509055947,-0.233295844984537,0.723013670514773,0.83,0.17,NA,NA,0.126,0.002,0.003,0.003,0.085,1.77368011914438,2.57282302569103,NA,1.28152260808019,1.52095196260684,NA,0.777250322467414,0.519625976237618,-0.750930996716712,-0.158625936068849,-1.01109985147978,-2.88519494104558,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.244858912765118,0.05,"RESIDUS"
+"281","12B","B","100",4,4,0.2,2,0.335,0.5,NA,NA,NA,NA,-0.0449759749842314,0.201209002633817,0.172757263228007,-0.383580210911125,0.293628260942662,0.685,0.097,0.407,0.257731958762887,0.301,0.018,0.02,0.02,0.168,1.86776553946866,2.73491501414337,2.58942995876465,1.25482270696768,1.50903260379908,0.747797629653948,0.751128968152163,0.504998694647076,-0.739492163521825,-0.167790752733418,-1.00870926199747,-2.85278545168299,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.244975974984231,0.2177,"RESIDUS"
+"282","12B","B","200",4,4,0.2,2,0.807,0.5,NA,NA,NA,NA,-0.0318870601477171,0.185107763739762,0.125540256672606,-0.277945963226024,0.21417184293059,0.525,0.175,0.439,0.337142857142857,0.592,0.107,0.133,0.133,0.349,1.85851519669129,2.71273202714479,2.56142469485912,1.26027963838091,1.51128105344256,0.766428494217939,0.749049868870815,0.498912994415345,-0.747929668090709,-0.154967914813564,-0.995642016378635,-2.84723588357966,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.231887060147717,0.3875,"RESIDUS"
+"283","12B","B","300",4,4,0.2,2,1.326,0.5,NA,NA,NA,NA,-0.0286894183316222,0.212227978579313,0.106054215311318,-0.236555680341806,0.179176843678561,0.451,0.363,0.455,0.382920110192837,0.837,0.239,0.289,0.289,0.465,1.85037701835638,2.7030674561781,2.54810662186831,1.25528577828453,1.50542037861657,0.759182449888232,0.75075204288728,0.498738920832863,-0.754862699618359,-0.164134432627975,-1.00970402298397,-2.86509766063164,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.228689418331622,0.5373,"RESIDUS"
+"284","12B","B","50",4,4,0.2,2,0.136,0.5,NA,NA,NA,NA,-0.0444050858558116,0.242935358712009,0.242344165208289,-0.519399649664059,0.430589477952435,0.809,0.049,0.428,0.326530612244898,0.131,0.004,0.004,0.004,0.073,1.82370912970538,2.624483073199,NA,1.27240530809583,1.53434177147523,NA,0.751890974997769,0.490664196000857,-0.778728130423185,-0.170927260577837,-1.03829720131184,-2.90114710114405,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.244405085855812,0.1339,"RESIDUS"
+"285","12C","C","100",4,4,0.2,2,0.385,-0.5,NA,NA,NA,NA,0.401153689751487,0.20914365095102,0.175162400218983,0.0578353853222815,0.744471994180693,0.755,0.649,0.962,1,0.326,0.047,0.057,0.057,0.275,1.86966856517339,2.71562963912526,2.55784205146869,1.24938021000759,1.5132606687875,0.756359865207488,0.752557761989442,0.493547832645085,-0.7709910545464,-0.164614658895522,-1.00998671685059,-2.87951185364789,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.201153689751487,0.2177,"RESIDUS"
+"286","12C","C","200",4,4,0.2,2,1.059,-0.5,NA,NA,NA,NA,0.312728073092354,0.179548086154991,0.128823076807235,0.0602348425501729,0.565221303634535,0.754,0.61,0.967,1,0.685,0.326,0.363,0.363,0.619,1.85771689922993,2.71217444513949,2.56611775968146,1.25222457902637,1.50733908263947,0.755050977096802,0.7446277248275,0.49680952124587,-0.756918195446779,-0.156965546823585,-1.00408424844394,-2.86348341202984,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.112728073092354,0.3875,"RESIDUS"
+"287","12C","C","300",4,4,0.2,2,1.569,-0.5,NA,NA,NA,NA,0.26720740789559,0.159632740392715,0.108570389235915,0.0544094449931964,0.480005370797983,0.794,0.601,0.968,1,0.899,0.557,0.657,0.658,0.83,1.85326112037755,2.70759103268011,2.54783108370327,1.25478034081706,1.50467472331133,0.753282583606704,0.749536145049714,0.493417237152602,-0.761500171565447,-0.172148350963874,-1.01397227501367,-2.8636488196711,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0672074078955898,0.5373,"RESIDUS"
+"288","12C","C","50",4,4,0.2,2,0.149,-0.5,NA,NA,NA,NA,0.424191251449523,0.257732222036498,0.245548989781428,-0.0570847685220764,0.905467271421122,0.852,0.417,0.952,1,0.141,0.004,0.007,0.007,0.113,1.68944962252773,2.41356262195525,NA,1.2588987706524,1.51720832754022,NA,0.778466635251668,0.530728786952344,NA,-0.160681693236296,-1.01410183617502,-2.92569215102251,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.224191251449523,0.1339,"RESIDUS"
+"289","12D","D","100",4,4,0.4,2,0.339,0.5,NA,NA,NA,NA,0.136393876695327,0.193367491750398,0.172958940551032,-0.202605646784696,0.475393400175351,0.661,0.144,0.783,0.916666666666667,0.304,0.004,0.004,0.004,0.124,1.86375128676747,2.70549759868553,2.55101911013448,1.26878901947368,1.51840372904111,0.772608798143198,0.745326691417935,0.489111669411003,-0.767607136529578,-0.155848879089781,-1.0078343587104,-2.8670330816463,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.263606123304673,0.6586,"RESIDUS"
+"290","12D","D","200",4,4,0.4,2,0.861,0.5,NA,NA,NA,NA,0.0883659363697364,0.187722530202812,0.125901189050909,-0.158400394170045,0.335132266909518,0.348,0.225,0.683,0.857777777777778,0.627,0.035,0.043,0.043,0.192,1.84543512611148,2.69294589603909,2.53484269483597,1.25420162123889,1.50589869252721,0.751895595032463,0.752397262076735,0.514678981224202,-0.738407770415712,-0.164568165996225,-1.01404873673589,-2.85042951331756,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.311634063630264,0.9161,"RESIDUS"
+"291","12D","D","300",4,4,0.4,2,1.395,0.5,NA,NA,NA,NA,0.0686575918101965,0.204450131363965,0.106791466622768,-0.140653682770428,0.277968866390821,0.268,0.342,0.584,0.809941520467836,0.864,0.09,0.113,0.113,0.285,1.85292502783362,2.70069022801058,2.54320105228546,1.25905551679437,1.5085526527011,0.755667815870855,0.75030552338714,0.499171748415908,-0.754641663236539,-0.169221702030445,-1.01790794228066,-2.87269061642986,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.331342408189804,0.9834,"RESIDUS"
+"292","12D","D","50",4,4,0.4,2,0.108,0.5,NA,NA,NA,NA,0.146123485395062,0.253655734150696,0.242488843653701,-0.329154648166191,0.621401618956316,0.792,0.104,0.707,0.932692307692308,0.105,0.001,0.001,0.001,0.044,1.74839259738513,2.55396264020167,NA,1.2741379069931,1.51744782628537,NA,0.776058786776294,0.524345456282852,-0.727673312023746,-0.136633358018855,-0.983280162778979,-2.84942774619997,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.253876514604938,0.3863,"RESIDUS"
+"293","12E","E","100",4,4,0.4,2,0.41,-0.5,NA,NA,NA,NA,0.585258015696195,0.208897836707514,0.177399011318513,0.237555953511909,0.932960077880481,0.768,0.878,0.993,1,0.331,0.068,0.079,0.079,0.312,1.86616315673839,2.73622990556007,2.59045018335805,1.24972715355497,1.50812701627475,0.745648942035745,0.759161885035139,0.506299748569081,-0.745438689620251,-0.170802183489235,-1.04870332139048,-2.91217643197006,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.185258015696195,0.6586,"RESIDUS"
+"294","12E","E","200",4,4,0.4,2,1.208,-0.5,NA,NA,NA,NA,0.483588830492014,0.168851298206526,0.13077161679913,0.227276461565719,0.739901199418309,0.799,0.888,0.999,1,0.763,0.384,0.445,0.445,0.74,1.85051679473745,2.69624049211013,2.55455582426851,1.2605651732048,1.5129850882703,0.764737150082798,0.748455987194276,0.498444649887963,-0.765177033480009,-0.17288438618197,-1.03155393105438,-2.88755197843497,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0835888304920141,0.9161,"RESIDUS"
+"295","12E","E","300",4,4,0.4,2,1.688,-0.5,NA,NA,NA,NA,0.431545872814108,0.137667272628576,0.110513324777552,0.214939756250107,0.648151989378109,0.867,0.95,1,1,0.929,0.641,0.751,0.755,0.913,1.8613541061883,2.70441597851103,2.5650496168993,1.26699309392559,1.52057412798665,0.769886356930111,0.75056087445853,0.486337670579264,-0.779469996391847,-0.157922693189787,-1.00375866165679,-2.85287416621927,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0315458728141083,0.9834,"RESIDUS"
+"296","12E","E","50",4,4,0.4,2,0.147,-0.5,NA,NA,NA,NA,0.625607017258825,0.256381996373821,0.248821213055655,0.137917439669741,1.11329659484791,0.856,0.724,0.996,1,0.137,0.008,0.01,0.01,0.119,1.61444150384333,NA,NA,1.22149510387157,1.43468056974537,NA,0.776818837141047,0.51757861421287,NA,-0.169343404974038,-1.03425392589734,-2.89836932526282,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.225607017258825,0.3863,"RESIDUS"
+"297","12F","F","100",4,4,-0.2,2,0.323,-0.5,NA,NA,NA,NA,0.0476335315887061,0.192348985590067,0.171622602268456,-0.288746768857468,0.38401383203488,0.667,0.083,0.4,0.253012048192771,0.289,0.017,0.021,0.021,0.155,1.88071230352198,2.72053711775709,2.56843796158363,1.26337084785089,1.51899151063882,0.775248214604277,0.748124861217298,0.488992854725717,-0.783225306041729,-0.170764283186502,-1.01990520004662,-2.88755618353089,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.247633531588706,0.2177,"RESIDUS"
+"298","12F","F","200",4,4,-0.2,2,0.853,-0.5,NA,NA,NA,NA,0.0308227435301966,0.192350163710973,0.125877242722283,-0.215896652205479,0.277542139265872,0.509,0.203,0.444,0.344827586206897,0.617,0.126,0.147,0.147,0.37,1.85639886209692,2.70519212282385,2.54903033825504,1.24261878344318,1.48713479093277,0.720883822792697,0.746786245902113,0.498574517643008,-0.754437632990388,-0.180733988471714,-1.03386084897629,-2.88711100504148,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.230822743530197,0.3875,"RESIDUS"
+"299","12F","F","300",4,4,-0.2,2,1.314,-0.5,NA,NA,NA,NA,0.0211250542147651,0.207915526632701,0.106028530230494,-0.186690865037003,0.228940973466534,0.454,0.361,0.465,0.407202216066482,0.83,0.252,0.291,0.291,0.472,1.85554246775156,2.70625700620847,2.55669679659092,1.26319782872539,1.50905776016638,0.763165997322038,0.745052524472019,0.486065545378373,-0.771097906453397,-0.16061908828759,-1.00576492649102,-2.86885536883636,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.221125054214765,0.5373,"RESIDUS"
+"300","12F","F","50",4,4,-0.2,2,0.122,-0.5,NA,NA,NA,NA,0.045705643993413,0.240939777264086,0.241805688144213,-0.428233504769244,0.51964479275607,0.825,0.055,0.435,0.381818181818182,0.118,0.002,0.002,0.002,0.057,1.83507160114622,2.65242745155576,NA,1.2479321249524,1.48901832304568,NA,0.753653945034451,0.498119089234981,-0.78024416950174,-0.153553094762074,-0.990535674648846,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.245705643993413,0.1339,"RESIDUS"
+"301","12G","G","100",4,4,-0.4,2,0.343,-0.5,NA,NA,NA,NA,-0.138335264051585,0.202784079701695,0.172817962966551,-0.477058471466026,0.200387943362855,0.641,0.158,0.771,0.936708860759494,0.304,0.005,0.008,0.008,0.109,1.87437928257818,2.72612496317561,2.56994455732385,1.26965712287652,1.51903954206828,0.773551402479479,0.761957779515881,0.510856374793493,-0.743267967255358,-0.159528878012463,-0.990057342455617,-2.86596079052619,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.261664735948415,0.6586,"RESIDUS"
+"302","12G","G","200",4,4,-0.4,2,0.872,-0.5,NA,NA,NA,NA,-0.103805905111049,0.195780125625264,0.125534640891697,-0.349853801258774,0.142241991036677,0.378,0.285,0.713,0.87719298245614,0.649,0.046,0.052,0.052,0.239,1.84341451338878,2.68345905415797,2.51536719603102,1.25385246022862,1.51232355279062,0.772815796036506,0.746343993605911,0.482183560694405,-0.769616744037014,-0.171519140269786,-1.01701287013638,-2.87515548131195,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.296194094888951,0.9161,"RESIDUS"
+"303","12G","G","300",4,4,-0.4,2,1.381,-0.5,NA,NA,NA,NA,-0.0579646682834518,0.197782186997222,0.10653869802498,-0.266780516412413,0.150851179845509,0.234,0.305,0.571,0.780327868852459,0.849,0.079,0.091,0.091,0.242,1.84394333365562,2.69217522594679,2.5340184249368,1.26524847860674,1.51865517568,0.77314451927652,0.758093640649215,0.502613348612279,-0.749033495942656,-0.163014927224649,-1.00503260153531,-2.87193445274068,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.342035331716548,0.9834,"RESIDUS"
+"304","12G","G","50",4,4,-0.4,2,0.117,-0.5,NA,NA,NA,NA,-0.153991715373166,0.243386706677581,0.242589688470896,-0.629467504776122,0.321484074029791,0.824,0.101,0.72,0.99009900990099,0.112,0.001,0.001,0.001,0.041,1.83870525006063,2.65510383795947,NA,1.27661894127158,1.54204797367012,NA,0.76339129680526,0.521461589311666,NA,-0.171754977789432,-1.02334305483988,-2.94492543646223,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.246008284626834,0.3863,"RESIDUS"
+"305","13A","A","100",7,2,0,2,0.092,-0.3,1.16217967710078,0.6655959854075,0.316434137365593,-0.00506575206121256,-0.0734025838939807,0.190938142625688,0.188682176420231,-0.443219649677633,0.296414481889671,0.935,0.065,NA,NA,0.087,0,0,0,0.039,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323551594433396,-0.676574979034825,-1.16690509855427,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0734025838939807,0.05,"RESIDUS"
+"306","13A","A","200",7,2,0,2,0.131,-0.3,1.15383237108351,0.675070455219498,0.326802136613887,0.00218671733458128,-0.0805863416301149,0.136749415695251,0.132964976830507,-0.341197696217909,0.180025012957679,0.904,0.096,NA,NA,0.124,0.005,0.005,0.005,0.08,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.311705979320658,-0.673567044238487,-1.15765381340439,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0805863416301149,0.05,"RESIDUS"
+"307","13A","A","300",7,2,0,2,0.225,-0.3,1.15503005222075,0.676491131732827,0.324156058176611,-0.000581226873394998,-0.0705353728888194,0.115128687642131,0.109144757544463,-0.284459097675966,0.143388351898328,0.877,0.123,NA,NA,0.211,0.013,0.013,0.013,0.155,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.325138622985842,-0.677995460279265,-1.15790655884106,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0705353728888194,0.05,"RESIDUS"
+"308","13A","A","50",7,2,0,2,0.072,-0.3,1.17765173753832,0.688651963089994,0.340504023863513,0.00169574978447155,0.0669131942633882,0.266332602315882,0.265696152524582,-0.453851264684793,0.58767765321157,0.948,0.052,NA,NA,0.071,0.001,0.001,0.001,0.035,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32523065210197,-0.663205006509137,-1.14370994203906,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0669131942633882,0.05,"RESIDUS"
+"309","13B","B","100",7,2,0.2,2,0.085,0.3,1.15995238753921,0.685764477090484,0.326283688631884,0.0103713342390052,0.117080778709935,0.20009082783399,0.188564991132859,-0.252506603910469,0.48666816133034,0.913,0.102,0.722,0.931372549019608,0.083,0,0,0,0.04,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321324295381177,-0.670132524874766,-1.16838282604673,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0829192212900646,0.187,"RESIDUS"
+"310","13B","B","200",7,2,0.2,2,0.138,0.3,1.14905957470133,0.667000538162011,0.322964852651653,-0.00267400635770952,0.121031489751127,0.136286380863125,0.132896892994334,-0.139446420517768,0.381509400020022,0.9,0.159,0.802,0.987421383647799,0.13,0.005,0.005,0.005,0.057,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.31873320745871,-0.671831660789288,-1.16632257309256,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0789685102488731,0.3258,"RESIDUS"
+"311","13B","B","300",7,2,0.2,2,0.203,0.3,1.15072732581336,0.674321780432941,0.318195599157909,0.00347905768198176,0.118507111819743,0.112432887494708,0.109214822986961,-0.0955539412347004,0.332568164874187,0.868,0.197,0.842,1,0.188,0.008,0.008,0.008,0.103,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.317948512990449,-0.671189365321003,-1.15124970035796,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0814928881802566,0.455,"RESIDUS"
+"312","13B","B","50",7,2,0.2,2,0.048,0.3,1.16040360629755,0.682746590315766,0.327045423540082,-0.00605308294321116,0.116532698495234,0.280181974712275,0.266288829811423,-0.405393407935155,0.638458804925624,0.923,0.081,0.668,0.864197530864197,0.047,0,0,0,0.014,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32841893688443,-0.662794667470189,-1.16888268947096,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0834673015047655,0.1171,"RESIDUS"
+"313","13C","C","100",7,2,0.2,2,0.112,-0.3,1.14960730027333,0.676936538493031,0.328352398873234,-0.0135835567784366,0.271131221111305,0.183508928986847,0.188167665339422,-0.0976774029539623,0.639939845176573,0.937,0.302,0.934,1,0.108,0.003,0.003,0.003,0.076,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321692625566102,-0.669108461459983,-1.1615062415474,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0711312211113055,0.187,"RESIDUS"
+"314","13C","C","200",7,2,0.2,2,0.179,-0.3,1.16067420695111,0.675306107606259,0.324619379052523,-0.00344605540132796,0.271951678566506,0.137461780627267,0.133958175289313,0.0093936549994529,0.534509702133559,0.911,0.534,0.973,1,0.165,0.01,0.01,0.01,0.127,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320198680163282,-0.671138269595384,-1.1572630584698,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.071951678566506,0.3258,"RESIDUS"
+"315","13C","C","300",7,2,0.2,2,0.271,-0.3,1.15260006324705,0.666086304124933,0.315717711660732,-0.00322169732787307,0.269451849662183,0.112829407605157,0.109289666822844,0.0552441026894097,0.483659596634957,0.894,0.687,0.985,1,0.238,0.027,0.027,0.027,0.205,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32443074804929,-0.678862742399108,-1.15234279654197,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0694518496621833,0.455,"RESIDUS"
+"316","13C","C","50",7,2,0.2,2,0.076,-0.3,1.16275173526307,0.678914495989729,0.328728919774057,-0.00904390559086446,0.284114511740848,0.279228553267152,0.268146732245021,-0.241453083459393,0.809682106941089,0.936,0.202,0.846,0.99009900990099,0.075,0,0,0,0.044,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323372137154228,-0.686010522520913,-1.16975933596678,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0841145117408483,0.1171,"RESIDUS"
+"317","13D","D","100",7,2,0.4,2,0.083,0.3,1.15121612939737,0.659268758803883,0.308498663289885,-0.0159613930516599,0.323615483116207,0.195806593314937,0.18911942761277,-0.0470585950048215,0.694289561237236,0.91,0.406,0.942,1,0.081,0,0,0,0.023,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.339031314216144,-0.682815131427731,-1.17331940824828,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0763845168837927,0.5666,"RESIDUS"
+"318","13D","D","200",7,2,0.4,2,0.146,0.3,1.15370534305609,0.669678443709417,0.321414766411084,0.00103772633466779,0.313466895334165,0.138738225413943,0.134168172451385,0.0504972773294507,0.57643651333888,0.879,0.65,0.985,1,0.135,0,0,0,0.049,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.329922057182743,-0.680681182015188,-1.15482134243948,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0865331046658349,0.8538,"RESIDUS"
+"319","13D","D","300",7,2,0.4,2,0.224,0.3,1.15761938728305,0.674085557947038,0.31962040528001,-0.00344497956836952,0.310351677551806,0.11337749914368,0.109779156621343,0.0951845305739748,0.525518824529638,0.863,0.792,0.997,1,0.209,0.002,0.002,0.002,0.073,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32192009305397,-0.67961320255513,-1.15675939579592,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0896483224481938,0.9584,"RESIDUS"
+"320","13D","D","50",7,2,0.4,2,0.076,0.3,1.16174349911761,0.679494794421938,0.316327407983367,-0.00410734533253376,0.304696987233659,0.271599726158904,0.267065631296946,-0.218751650108354,0.828145624575673,0.93,0.203,0.87,1,0.074,0,0,0,0.017,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.325851171424339,-0.693970532951447,-1.15732386365337,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0953030127663407,0.3236,"RESIDUS"
+"321","13E","E","100",7,2,0.4,2,0.122,-0.3,1.15781178102782,0.691048434343501,0.325437144826414,-7.06256186382852e-05,0.472787556104023,0.196280181339539,0.190345695714322,0.0997099925039517,0.845865119704094,0.919,0.699,0.992,1,0.117,0.001,0.001,0.001,0.084,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.329521752973789,-0.677375023748555,-1.16650713969631,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0727875561040229,0.5666,"RESIDUS"
+"322","13E","E","200",7,2,0.4,2,0.249,-0.3,1.16194733254557,0.6779386076724,0.323653959938954,-0.00157083885532514,0.464688630564964,0.13695342364876,0.134920796169547,0.200243870072652,0.729133391057276,0.923,0.923,1,1,0.215,0.025,0.025,0.026,0.184,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.329099315113066,-0.666508144295561,-1.15553889493775,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0646886305649638,0.8538,"RESIDUS"
+"323","13E","E","300",7,2,0.4,2,0.369,-0.3,1.1587614140091,0.665672179055748,0.312494029690119,-0.000935539791309284,0.457881284461608,0.115532112827217,0.110550967404079,0.241201388349613,0.674561180573603,0.907,0.974,1,1,0.317,0.036,0.036,0.04,0.289,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.325881333805508,-0.667754823678749,-1.15937262694146,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0578812844616077,0.9584,"RESIDUS"
+"324","13E","E","50",7,2,0.4,2,0.08,-0.3,1.1633839782102,0.671779574279062,0.310570066432784,-0.0027738281964399,0.495318505517916,0.265915306497136,0.268947319789362,-0.0318182412692326,1.02245525230507,0.943,0.448,0.97,1,0.077,0.002,0.002,0.002,0.045,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.350895349730714,-0.688861537343776,-1.18324042171343,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0953185055179163,0.3236,"RESIDUS"
+"325","13F","F","100",7,2,-0.2,2,0.074,-0.3,1.16094058919782,0.667227341629923,0.313249731648738,-0.00714078865047622,-0.10955973713049,0.188961306372301,0.188315093178427,-0.478657319760206,0.259537845499226,0.922,0.085,0.703,0.941176470588235,0.073,0,0,0,0.035,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.330228212570534,-0.679001950619321,-1.15677433273184,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0904402628695097,0.187,"RESIDUS"
+"326","13F","F","200",7,2,-0.2,2,0.126,-0.3,1.14529792225821,0.670591406954681,0.314590679726336,-0.00599339226466915,-0.10504849874636,0.130943792538452,0.133175274755148,-0.36607203726645,0.15597503977373,0.892,0.116,0.782,0.991379310344828,0.123,0,0,0,0.07,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.327212845831896,-0.67411824544937,-1.15441211579087,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0949515012536401,0.3258,"RESIDUS"
+"327","13F","F","300",7,2,-0.2,2,0.199,-0.3,1.14989852091951,0.669442292854577,0.318783381114757,-0.00607877718297974,-0.119074638048513,0.108628740534626,0.109262208479408,-0.333228566668154,0.0950792905711273,0.889,0.179,0.856,1,0.187,0.004,0.004,0.004,0.108,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.31696490744756,-0.665891425571207,-1.15691144159879,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0809253619514869,0.455,"RESIDUS"
+"328","13F","F","50",7,2,-0.2,2,0.065,-0.3,1.15303123496098,0.663527694580694,0.310138828979583,-0.0167902264275598,-0.1180599850963,0.263564973566758,0.265729927211391,-0.638890642430626,0.402770672238026,0.933,0.063,0.656,0.904761904761905,0.064,0.001,0.001,0.001,0.028,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.338109253212683,-0.668652882812559,-1.17236685732837,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0819400149037003,0.1171,"RESIDUS"
+"329","13G","G","100",7,2,-0.4,2,0.095,-0.3,1.15268614431595,0.65466515228486,0.321184564152109,-0.0069281360681356,-0.300415263176622,0.188969527816675,0.188560780165172,-0.66999439230036,0.0691638659471156,0.917,0.349,0.949,1,0.093,0,0,0,0.024,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.331771850908054,-0.678156687915175,-1.15564643947374,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.099584736823378,0.5666,"RESIDUS"
+"330","13G","G","200",7,2,-0.4,2,0.155,-0.3,1.15802881032921,0.672381679183517,0.325080047396671,-0.00305842838378985,-0.30868323232336,0.127630751804588,0.133647511760415,-0.570632355373773,-0.0467341092729478,0.913,0.652,0.987,1,0.143,0.003,0.003,0.003,0.044,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322435428891527,-0.665103040717613,-1.15069363369057,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0913167676766395,0.8538,"RESIDUS"
+"331","13G","G","300",7,2,-0.4,2,0.216,-0.3,1.15135952849115,0.673968975409012,0.332037160914231,0.00161861755532188,-0.306472562213117,0.116006893246266,0.109302843252013,-0.520706134987063,-0.0922389894391711,0.842,0.785,0.997,1,0.198,0.002,0.002,0.002,0.056,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.318684201415575,-0.667592637388147,-1.16056711491298,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.093527437786883,0.9584,"RESIDUS"
+"332","13G","G","50",7,2,-0.4,2,0.058,-0.3,1.17217004615132,0.682975926991887,0.314349449050249,0.0084484538870327,-0.308753178016991,0.269565363624977,0.267940080922603,-0.833915736625292,0.21640938059131,0.941,0.224,0.866,0.995535714285714,0.056,0.001,0.001,0.001,0.016,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32988879075477,-0.666830771527818,-1.17401018758032,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0912468219830094,0.3236,"RESIDUS"
+"333","14A","A","100",7,4,0,2,0.099,-0.3,NA,NA,NA,NA,-0.0858930266261442,0.161797857584798,0.158872186744169,-0.397282512644715,0.225496459392426,0.908,0.092,NA,NA,0.095,0.004,0.004,0.004,0.073,2.18039407462185,3.35466528112724,3.50999794886744,1.67426728214185,2.35714697287477,2.02805626395168,1.33657878114789,1.65873651355152,0.979139582487593,1.02347938248478,1.0204514910769,0.0233503999031819,NA,NA,NA,0.692556378487054,0.359424979202319,-0.970555294898402,0.333041823379578,-0.33037546473232,-2.02052646564223,-0.14391216868613,-1.30878351139634,-3.51755831275763,0.0858930266261442,0.05,"RESIDUS"
+"334","14A","A","200",7,4,0,2,0.256,-0.3,NA,NA,NA,NA,-0.0698455798927787,0.113011958434405,0.112221308820049,-0.289799345180075,0.150108185394518,0.902,0.098,NA,NA,0.22,0.027,0.03,0.031,0.183,2.15222581719462,3.30652936145076,3.45154246057969,1.67734523263685,2.34320556951638,2.00879724218995,1.3255205856338,1.64293914708533,0.95646362333141,0.993870886767553,0.987007538145747,-0.0151483303418862,NA,NA,NA,0.675694334557825,0.356716751115376,-0.96939325122229,0.327253554509364,-0.349931557027565,-2.02305101523488,-0.155414587795998,-1.323201138372,-3.49805981952559,0.0698455798927787,0.05,"RESIDUS"
+"335","14A","A","300",7,4,0,2,0.451,-0.3,NA,NA,NA,NA,-0.0647367047039035,0.100520177787237,0.0920372656443265,-0.245129745366783,0.115656335958976,0.87,0.13,NA,NA,0.365,0.071,0.081,0.082,0.318,2.15457214191721,3.30203780201695,3.45228357982974,1.67568892351308,2.35002099957413,2.02653673351485,1.32410311809472,1.64068257521742,0.963721829140492,1.00343741945668,0.998425592670942,0.00269691028786148,NA,NA,NA,0.680412263966155,0.354098313509079,-0.967541467099319,0.326579412451895,-0.351127561331329,-2.02963788002846,-0.153727533314768,-1.30984656688456,-3.48554181797178,0.0647367047039035,0.05,"RESIDUS"
+"336","14A","A","50",7,4,0,2,0.047,-0.3,NA,NA,NA,NA,0.0856474191411119,0.223018919692336,0.225419029480127,-0.356173878639937,0.527468716922161,0.93,0.07,NA,NA,0.046,0,0,0,0.031,1.95492855314768,3.01451995797176,NA,1.69288952092766,2.33923083939695,NA,1.31839689337747,1.63971455489352,NA,1.03016885453778,1.03112627489394,NA,NA,NA,NA,0.689431476986071,0.365848393739714,-0.989849465235716,0.34045250411211,-0.323507812864627,-2.05187869538467,-0.154206668016014,-1.31225202535105,NA,-0.0856474191411119,0.05,"RESIDUS"
+"337","14B","B","100",7,4,0.2,2,0.09,0.3,NA,NA,NA,NA,0.123341964948635,0.166405859701565,0.158796666795442,-0.187899501970432,0.434583431867701,0.912,0.13,0.768,0.969230769230769,0.087,0.002,0.002,0.002,0.059,2.20144005918961,3.35630810575908,3.5154637127346,1.68654471901579,2.36032836800802,2.019998303092,1.33459738420124,1.65360294918519,0.967743595985184,1.01509903611986,1.0094132294841,0.00697370082591496,NA,NA,NA,0.674515508093764,0.354948593714199,-0.990574979663402,0.331221188091321,-0.348290726591387,-2.02249560714139,-0.152546256528356,-1.30637482765278,-3.49016487012229,0.0766580350513653,0.245,"RESIDUS"
+"338","14B","B","200",7,4,0.2,2,0.227,0.3,NA,NA,NA,NA,0.127013051166198,0.114082973518899,0.112499959590951,-0.093486869632065,0.347512971964462,0.899,0.212,0.86,0.995283018867924,0.2,0.022,0.023,0.023,0.157,2.16921069075469,3.3258818038186,3.47403761502025,1.68551766337358,2.35900407370948,2.03406662694375,1.32939500511274,1.65601945207097,0.973117139732623,1.00452110860258,1.00002482160663,-0.00131948902194399,NA,NA,NA,0.676104638708662,0.35434979536822,-0.967789161319508,0.33563456844492,-0.334873930036198,-2.00028108137975,-0.155731030857934,-1.30425369418731,-3.47556430078843,0.0729869488338017,0.4321,"RESIDUS"
+"339","14B","B","300",7,4,0.2,2,0.427,0.3,NA,NA,NA,NA,0.132900398360255,0.0994023259991431,0.0919195124413265,-0.0472618460247452,0.313062642745255,0.863,0.319,0.912,0.993730407523511,0.363,0.052,0.058,0.058,0.312,2.146204501811,3.29766631028824,3.4471431551085,1.67693170810571,2.34675092708771,2.01798778535371,1.31991753312558,1.6343041713909,0.958763478611889,1.00198884809642,0.999625118994937,7.01716539934761e-05,NA,NA,NA,0.680732052689499,0.362389680631377,-0.963554895605282,0.331966237459724,-0.335062906118987,-2.00978634696271,-0.149147788830414,-1.3061661915988,-3.4507895654631,0.0670996016397452,0.5907,"RESIDUS"
+"340","14B","B","50",7,4,0.2,2,0.046,0.3,NA,NA,NA,NA,0.108538742817084,0.220642701257379,0.22459436197462,-0.331666206653171,0.548743692287339,0.933,0.068,0.691,0.911764705882353,0.046,0,0,0,0.023,1.98346876141308,3.0288862236023,NA,1.6618130210443,2.31389050621385,NA,1.36483899693228,1.67521718095374,NA,1.00533645422875,1.00917141834036,0.0106854122957839,NA,NA,NA,0.68300366296987,0.361625233377868,-0.966414542276784,0.329049089641576,-0.346516405398986,-2.02192448751875,-0.159671984557092,-1.32235795545767,NA,0.091461257182916,0.1448,"RESIDUS"
+"341","14C","C","100",7,4,0.2,2,0.095,-0.3,NA,NA,NA,NA,0.282729777688899,0.153462199431628,0.159337164852709,-0.0295710654224103,0.595030620800209,0.927,0.425,0.973,1,0.091,0.003,0.003,0.003,0.075,2.18907195079776,3.34594079705192,3.48712713728146,1.66949626361332,2.34078149391337,2.00114222680649,1.32140539276792,1.63003989915812,0.939832815791066,1.01337388175582,1.0114961775079,0.00926170940614419,NA,NA,NA,0.678555016235539,0.350053055977867,-0.983368666317826,0.327350553979431,-0.342388736553838,-2.02778136967546,-0.163233649861218,-1.33387833648208,-3.49985918996926,-0.0827297776888994,0.245,"RESIDUS"
+"342","14C","C","200",7,4,0.2,2,0.264,-0.3,NA,NA,NA,NA,0.272261814908799,0.120618044424129,0.112543448371689,0.0516766561002879,0.49284697371731,0.883,0.668,0.987,1,0.231,0.03,0.032,0.032,0.209,2.16540650893858,3.32556974197935,3.47915116369922,1.68360794507372,2.35849889804608,2.02953409185248,1.33368131874288,1.65037720989538,0.967392614824824,0.995428477557396,0.995815594401217,-0.0174361288823219,NA,NA,NA,0.678701095555041,0.348281337943086,-0.984199077743649,0.325937642157258,-0.343389133682225,-2.02461910150052,-0.155406415990588,-1.30157555240486,-3.45397885527653,-0.0722618149087987,0.4321,"RESIDUS"
+"343","14C","C","300",7,4,0.2,2,0.539,-0.3,NA,NA,NA,NA,0.253883407251041,0.098380947674024,0.0924650385620782,0.0726519316693675,0.435114882832714,0.896,0.77,0.995,1,0.422,0.103,0.115,0.116,0.406,2.15301395037422,3.31091982396017,3.46733668616608,1.67872496267116,2.35188640691483,2.0226462741129,1.32792721028397,1.64195025044682,0.963360249215811,0.993025555961423,0.993558814646348,-0.00683206381704568,NA,NA,NA,0.679034715070696,0.359366222447903,-0.969575516006899,0.32872533594883,-0.344016473453815,-2.01423822079404,-0.149736078359859,-1.29510618704514,-3.44703779566906,-0.0538834072510407,0.5907,"RESIDUS"
+"344","14C","C","50",7,4,0.2,2,0.038,-0.3,NA,NA,NA,NA,0.29267942142437,0.218769969001852,0.226427800644764,-0.151119067839367,0.736477910688108,0.94,0.241,0.914,0.995850622406639,0.037,0,0,0,0.029,1.86167618629468,2.79457365837341,NA,1.65492496055434,2.29417800064528,NA,1.32095233218693,1.63427585380379,NA,1.03687657351424,1.04838800240602,0.0184167127929262,NA,NA,NA,0.677872649475844,0.329045728527419,-1.01450722049028,0.326012234116855,-0.359102972408696,-2.07893184997538,-0.148951431578557,-1.34239258653039,NA,-0.0926794214243705,0.1448,"RESIDUS"
+"345","14D","D","100",7,4,0.4,2,0.098,0.3,NA,NA,NA,NA,0.319695578113026,0.164407993776788,0.159369430556993,0.00733149422131946,0.632059662004732,0.914,0.514,0.975,1,0.093,0.005,0.005,0.005,0.056,2.209812565365,3.36574742128642,3.52579787586102,1.67950004780619,2.35560318268034,2.01661748286543,1.32974768542476,1.6581171940293,0.970876091139125,1.00264322517309,0.997082285978673,-0.00363518184572768,NA,NA,NA,0.674614994464272,0.358471672911556,-0.982913063126306,0.328036239753933,-0.341878064990428,-2.03147198550074,-0.157112485686857,-1.29592698257288,-3.47297119325935,0.0803044218869741,0.7136,"RESIDUS"
+"346","14D","D","200",7,4,0.4,2,0.198,0.3,NA,NA,NA,NA,0.3147461782911,0.117025943650981,0.112437111560513,0.0943694396324939,0.535122916949707,0.873,0.805,0.995,1,0.181,0.011,0.013,0.013,0.12,2.18052003636614,3.33900599311733,3.50146211493347,1.68826790972737,2.36298643336533,2.03950852462705,1.32593083104828,1.65123512261621,0.976647640264544,0.997317277183995,1.01369731668068,0.0199145384808441,NA,NA,NA,0.678873817189975,0.361920306248486,-0.945672124932171,0.328370717896031,-0.344430484677989,-2.01240855874152,-0.153905853843429,-1.30272888408058,-3.46613611922372,0.0852538217088997,0.9471,"RESIDUS"
+"347","14D","D","300",7,4,0.4,2,0.355,0.3,NA,NA,NA,NA,0.323810325379243,0.0954939561753561,0.0920560475770082,0.143380472128307,0.504240178630179,0.853,0.938,1,1,0.311,0.032,0.034,0.034,0.212,2.17961574499338,3.31697055216474,3.47083591320496,1.67211261763432,2.34254178039398,2.02126147360582,1.31508678334416,1.62722121251821,0.950420977808377,1.00139556121888,1.00098086434909,0.00497847672655929,NA,NA,NA,0.680443425337769,0.35809877757132,-0.963911439938378,0.321484267303574,-0.354851501071665,-2.04535593787472,-0.149336534678413,-1.30303278778632,-3.44970616228444,0.0761896746207573,0.9919,"RESIDUS"
+"348","14D","D","50",7,4,0.4,2,0.041,0.3,NA,NA,NA,NA,0.319595814868583,0.223084820185336,0.226614622166358,-0.124568844577478,0.763760474314644,0.939,0.279,0.927,1,0.041,0,0,0,0.018,1.84387105017217,NA,NA,1.64783423751712,2.29304911799287,NA,1.34410391893633,1.67372890510239,NA,1.01042277693115,1.01143575477647,NA,NA,NA,NA,0.689211276770304,0.35957923162902,-0.959263882867611,0.3183661765777,-0.36330861734987,-2.08894165662099,-0.14759882018564,-1.32867649556932,NA,0.0804041851314173,0.4328,"RESIDUS"
+"349","14E","E","100",7,4,0.4,2,0.125,-0.3,NA,NA,NA,NA,0.473432024156821,0.163528189813049,0.160237157364463,0.159367195722474,0.787496852591169,0.92,0.837,0.998,1,0.12,0.003,0.005,0.005,0.107,2.19562810082936,3.37019601496623,3.5248464705939,1.69181330506348,2.38637493836564,2.05869984564732,1.34627867687907,1.67260546260921,0.997461824026106,1.01295677310161,1.01193669438654,0.00459821259584633,NA,NA,NA,0.696334432517619,0.366505554116248,-0.952075772938391,0.339994911738526,-0.33337668203221,-2.01363592146247,-0.145430272091289,-1.29970554177183,-3.45418744181863,-0.0734320241568214,0.7136,"RESIDUS"
+"350","14E","E","200",7,4,0.4,2,0.319,-0.3,NA,NA,NA,NA,0.468546755192107,0.123591912318591,0.113227955845374,0.246619961735174,0.690473548649041,0.889,0.973,1,1,0.267,0.042,0.048,0.049,0.258,2.16432634584651,3.31495738907247,3.46714986781281,1.68455942665043,2.34834026285787,2.01112393520393,1.32307877613252,1.65270910418855,0.973052665484966,0.994941044470565,0.98513318900708,-0.0125442803478967,NA,NA,NA,0.682082820392338,0.361748156503464,-0.961699450492279,0.326005568979406,-0.360117018208592,-2.03324128187221,-0.159996593707283,-1.31389327994164,-3.48251694646006,-0.0685467551921074,0.9471,"RESIDUS"
+"351","14E","E","300",7,4,0.4,2,0.611,-0.3,NA,NA,NA,NA,0.451540948584493,0.102250304050138,0.0931376510529403,0.26899115252073,0.634090744648256,0.884,0.991,1,1,0.471,0.119,0.133,0.136,0.46,2.16859811565673,3.3233020682068,3.48404931288536,1.68087417809542,2.36177280693269,2.02729983031331,1.3235676322278,1.64931119517913,0.969533014268051,1.00096454159439,0.990940197964365,-0.0105544774200835,NA,NA,NA,0.682133292989124,0.358590955719294,-0.954644094142386,0.330892575358229,-0.33944312119086,-2.01843623841075,-0.146764397188987,-1.29812026624015,-3.45654563151711,-0.0515409485844928,0.9919,"RESIDUS"
+"352","14E","E","50",7,4,0.4,2,0.038,-0.3,NA,NA,NA,NA,0.494992440026376,0.231681644145464,0.227490838612042,0.0491103963467734,0.940874483705978,0.926,0.604,0.978,1,0.038,0,0,0,0.029,1.7110113110292,NA,NA,1.61897576227241,2.22579794625056,NA,1.31857597408585,1.63071692210314,NA,1.02645118240453,1.02013744892037,NA,NA,NA,NA,0.689760372757471,0.368187251977423,NA,0.325332850016666,-0.347719400970895,-2.06608431466384,-0.168824093181301,-1.33668129813461,-3.56953072459945,-0.0949924400263757,0.4328,"RESIDUS"
+"353","14F","F","100",7,4,-0.2,2,0.086,-0.3,NA,NA,NA,NA,-0.121911028560498,0.165637924436882,0.158502155970269,-0.432575254262225,0.188753197141229,0.915,0.126,0.762,0.984126984126984,0.084,0,0.001,0.001,0.068,2.17165340224758,3.31813166919094,3.4689864714944,1.69648476446761,2.36669501095511,2.02847238076872,1.34860449692329,1.65848482162199,0.979104061980403,1.00739993304452,1.00332431388048,0.00403519766439013,NA,NA,NA,0.67967344292445,0.365265285267037,-0.964442825605982,0.324965926159122,-0.349786601913645,-2.03317983349327,-0.158133727289608,-1.32268897295813,-3.51843178587974,-0.0780889714395022,0.245,"RESIDUS"
+"354","14F","F","200",7,4,-0.2,2,0.196,-0.3,NA,NA,NA,NA,-0.122080715068064,0.12016484143712,0.112572140396075,-0.342722110244371,0.0985606801082438,0.875,0.2,0.844,0.995,0.183,0.01,0.01,0.01,0.151,2.17397234395584,3.31871161801674,3.47170701923671,1.67635427352145,2.34320745561497,2.0120628293823,1.32246956874541,1.63898821629774,0.967605516111702,1.00119591932787,1.0028429228005,-0.00709215153816001,NA,NA,NA,0.68487158893713,0.366540283457772,-0.969947614918802,0.325523483454339,-0.353293168434081,-2.03897690166603,-0.157031083001862,-1.31831998881642,-3.4823877997355,-0.0779192849319364,0.4321,"RESIDUS"
+"355","14F","F","300",7,4,-0.2,2,0.441,-0.3,NA,NA,NA,NA,-0.139434427019561,0.0945183503144895,0.0921936641860916,-0.3201340088243,0.0412651547851786,0.883,0.334,0.936,1,0.374,0.056,0.06,0.061,0.316,2.16384140572112,3.3222354930342,3.47886348494532,1.66315187428697,2.33294720419177,2.00015420147846,1.31993411230873,1.64018445923521,0.962212991991837,0.997373501434079,1.001782370904,0.000331179250182373,NA,NA,NA,0.685477290514181,0.366730255605623,-0.944613805806701,0.332511625891039,-0.337085399546789,-1.99787500607013,-0.14177349723522,-1.30341727704631,-3.4588986349759,-0.0605655729804392,0.5907,"RESIDUS"
+"356","14F","F","50",7,4,-0.2,2,0.042,-0.3,NA,NA,NA,NA,-0.113482996238846,0.233127078244008,0.225786585110945,-0.556024703056299,0.329058710578606,0.923,0.087,0.693,0.885057471264368,0.04,0.002,0.002,0.002,0.027,2.02318225696242,3.10141812533029,NA,1.69915317233079,2.366123320652,NA,1.36980947062316,1.69624282474658,1.00280506395326,1.03098512153259,1.01688847375372,0.00098604711799941,NA,NA,NA,0.692155412733431,0.366528041542053,-0.97301400158057,0.317693628588925,-0.356044252422825,-2.08428785906144,-0.151202753456778,-1.33309895402636,NA,-0.0865170037611536,0.1448,"RESIDUS"
+"357","14G","G","100",7,4,-0.4,2,0.077,-0.3,NA,NA,NA,NA,-0.314419021964218,0.163463401626071,0.159499562572547,-0.627038164606409,-0.00179987932202583,0.912,0.502,0.969,1,0.074,0,0,0,0.042,2.18381484831776,3.34906126599584,3.50979537362292,1.69187964940947,2.37300726284771,2.04304007839117,1.34319173463179,1.65564528242295,0.97641853567303,1.00625724829092,1.00687676313884,0.000321567564926177,NA,NA,NA,0.69794019919721,0.366207921870705,-0.963752291729552,0.328967613796554,-0.366144657381281,-2.03077822694683,-0.150329429631645,-1.31426715239814,-3.50641806125429,-0.0855809780357825,0.7136,"RESIDUS"
+"358","14G","G","200",7,4,-0.4,2,0.193,-0.3,NA,NA,NA,NA,-0.31615579790111,0.117318740276269,0.112716607940639,-0.537080349464762,-0.0952312463374577,0.878,0.786,0.998,1,0.177,0.011,0.011,0.011,0.121,2.15233446180478,3.31123003320045,3.46656604321261,1.66967240787129,2.34414071279862,2.01301589991562,1.33484686384056,1.63731458041132,0.965979839664844,0.99518596286749,0.990878862291167,-0.00994793214900413,NA,NA,NA,0.681211175853975,0.357798202250752,-0.965012822184268,0.321360885145009,-0.356405258458318,-2.04382090458199,-0.151775980601425,-1.30319713884978,-3.46704497444626,-0.08384420209889,0.9471,"RESIDUS"
+"359","14G","G","300",7,4,-0.4,2,0.346,-0.3,NA,NA,NA,NA,-0.327412426987319,0.0960163949421484,0.09218286319112,-0.508090838841914,-0.146734015132723,0.867,0.937,1,1,0.3,0.035,0.037,0.037,0.217,2.15868079233544,3.30756795016207,3.46146820246782,1.67458493119087,2.34217676032701,2.0165886618151,1.31566697210299,1.63405173415534,0.955376257504394,1.00590014807616,1.00921054768354,0.00665890884657004,NA,NA,NA,0.684447286321502,0.367741091629288,-0.95837384860885,0.332048848029728,-0.333844720300673,-2.01226410734411,-0.153161040988659,-1.31264399512559,-3.46399112959854,-0.0725875730126815,0.9919,"RESIDUS"
+"360","14G","G","50",7,4,-0.4,2,0.035,-0.3,NA,NA,NA,NA,-0.320436806045088,0.231908375918876,0.227942324621516,-0.76720376230326,0.126330150213084,0.935,0.297,0.915,0.996632996632997,0.035,0,0,0,0.02,2.10539551567089,3.21772339682165,NA,1.69508123096161,2.36186479843259,NA,1.34434818694822,1.6685481957889,0.973928681091697,1.01085616713031,1.02010064457731,-0.00922780186993634,NA,NA,NA,0.683327717019934,0.355764913555383,-1.03874859001551,0.337104967217057,-0.343471051204524,NA,-0.149050920205436,-1.32375761523741,NA,-0.0795631939549121,0.4328,"RESIDUS"
+"361","15A","A","100",7,2,0,2,0.199,-0.5,1.14020638558738,0.676701567160891,0.33197966854118,-0.00127947773863033,-0.120286225974422,0.19904981748587,0.189795656685057,-0.492285713077134,0.251713261128291,0.899,0.101,NA,NA,0.181,0.015,0.015,0.015,0.141,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.314600588274197,-0.681975343815554,-1.16075449958003,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.120286225974422,0.05,"RESIDUS"
+"362","15A","A","200",7,2,0,2,0.434,-0.5,1.1605315049948,0.682298020910219,0.327957111612549,-0.00164821714891974,-0.113329697813709,0.143224733187423,0.134863079248903,-0.377661333141559,0.151001937514141,0.85,0.15,NA,NA,0.368,0.062,0.062,0.063,0.32,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.314832841792402,-0.672903361312868,-1.14995140501785,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.113329697813709,0.05,"RESIDUS"
+"363","15A","A","300",7,2,0,2,0.751,-0.5,1.15131554786333,0.671852032733247,0.324151330612989,0.00200249747901467,-0.0817047910177614,0.130407093748442,0.111546734128326,-0.30033638990928,0.136926807873757,0.842,0.158,NA,NA,0.561,0.164,0.164,0.166,0.508,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319714473641581,-0.674569308955914,-1.1575670669636,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0817047910177614,0.05,"RESIDUS"
+"364","15A","A","50",7,2,0,2,0.121,-0.5,1.17129513633045,0.678611945339383,0.337737388994969,0.00407330221104329,0.124002646298789,0.279184303225875,0.266442457209162,-0.398224569831169,0.646229862428746,0.912,0.088,NA,NA,0.111,0.005,0.005,0.005,0.076,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.310030857043173,-0.685842848793154,-1.1726688993724,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.124002646298789,0.05,"RESIDUS"
+"365","15B","B","100",7,2,0.2,2,0.199,0.5,1.15111612174346,0.66955927031609,0.328854032193603,0.0106572007285851,0.0750459499042604,0.188327339464065,0.189205751537999,-0.295797323110217,0.445889222918738,0.894,0.069,0.654,0.927536231884058,0.188,0.007,0.007,0.007,0.123,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324808108971472,-0.689036536158214,-1.16584372749964,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.12495405009574,0.187,"RESIDUS"
+"366","15B","B","200",7,2,0.2,2,0.398,0.5,1.15372539504193,0.67060317601656,0.324568581401019,-0.00346868661726638,0.0803286321265483,0.151725133367534,0.134762857619301,-0.183806568807282,0.344463833060378,0.818,0.127,0.712,0.897637795275591,0.338,0.046,0.046,0.048,0.25,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320570172010483,-0.664478743132525,-1.14989170220852,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.119671367873452,0.3258,"RESIDUS"
+"367","15B","B","300",7,2,0.2,2,0.619,0.5,1.15121120291504,0.675350121987397,0.324944396891823,-0.00081962464230437,0.0955181570782608,0.12868617249671,0.110875499475193,-0.121797821893117,0.312834136049639,0.799,0.168,0.77,0.946428571428571,0.486,0.1,0.1,0.103,0.4,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.31937395043408,-0.669547614870392,-1.1528389426962,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.104481842921739,0.455,"RESIDUS"
+"368","15B","B","50",7,2,0.2,2,0.107,0.5,1.15842394139044,0.67119162118882,0.32369036331558,-0.0176265426655587,0.0740467811181992,0.275459296152773,0.268001394353398,-0.451235951814461,0.599329514050859,0.908,0.057,0.611,0.789473684210526,0.103,0,0,0,0.054,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.314598535374338,-0.690804570662213,-1.18390155365338,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.125953218881801,0.1171,"RESIDUS"
+"369","15C","C","100",7,2,0.2,2,0.237,-0.5,1.17492090259808,0.667648527400442,0.338243320988566,-0.00419307987725235,0.318904680905921,0.193076671522294,0.190113053499731,-0.0537169039535523,0.691526265765394,0.912,0.398,0.95,1,0.212,0.017,0.017,0.02,0.177,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320202487684319,-0.681778069719472,-1.15863996670664,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.118904680905921,0.187,"RESIDUS"
+"370","15C","C","200",7,2,0.2,2,0.503,-0.5,1.16142932708209,0.657467418133203,0.323503109318866,0.00410931754316509,0.301434479694543,0.150878361038294,0.13560187973395,0.0356547954160011,0.567214163973084,0.856,0.631,0.968,1,0.408,0.08,0.08,0.083,0.368,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322046715076329,-0.674068564465026,-1.1605193753592,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.101434479694543,0.3258,"RESIDUS"
+"371","15C","C","300",7,2,0.2,2,0.928,-0.5,1.17166539982192,0.67187622581644,0.328823592580604,-0.00108596235610777,0.255537971236449,0.127557957559072,0.112503646290759,0.0350308245065612,0.476045117966336,0.885,0.619,0.973,1,0.653,0.246,0.246,0.253,0.63,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322145819646562,-0.671283757104718,-1.15304694806673,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0555379712364487,0.455,"RESIDUS"
+"372","15C","C","50",7,2,0.2,2,0.109,-0.5,1.15117005888175,0.666054113535646,0.321397256434057,-0.0124695887950767,0.341027997896058,0.270812975566721,0.26868186405149,-0.185588455644861,0.867644451436978,0.914,0.251,0.899,1,0.103,0.003,0.003,0.003,0.068,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.342630779521922,-0.691072903247089,-1.17352841299216,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.141027997896058,0.1171,"RESIDUS"
+"373","15D","D","100",7,2,0.4,2,0.182,0.5,1.16956846983096,0.668313151494766,0.326170850354203,-0.0110030806667702,0.253327512096167,0.1991278371932,0.189495905505271,-0.118084462694164,0.624739486886498,0.852,0.262,0.894,0.99618320610687,0.179,0.001,0.001,0.001,0.092,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.315465939390104,-0.672728566352869,-1.15264645872191,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.146672487903833,0.5666,"RESIDUS"
+"374","15D","D","200",7,2,0.4,2,0.355,0.5,1.15296035862318,0.677810579822128,0.320315666167174,0.000304605816591532,0.263869916821704,0.142675771337045,0.1348834256551,-0.000501597462291468,0.528241431105699,0.803,0.482,0.973,1,0.306,0.022,0.022,0.022,0.171,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322185347493909,-0.660822914958103,-1.15114300534287,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.136130083178296,0.8538,"RESIDUS"
+"375","15D","D","300",7,2,0.4,2,0.563,0.5,1.15847830654662,0.678698219782894,0.309857338932719,-0.00456486428108048,0.274899839853663,0.122412345239059,0.11100269810574,0.057334551566413,0.492465128140914,0.783,0.698,0.989,1,0.449,0.063,0.063,0.064,0.272,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.313620273561575,-0.665218978380363,-1.15025127712188,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.125100160146337,0.9584,"RESIDUS"
+"376","15D","D","50",7,2,0.4,2,0.11,0.5,1.16702051171163,0.676529760181982,0.327833825186571,-0.011328387495946,0.26148083584813,0.2752604782586,0.26778034679963,-0.263368643879144,0.786330315575404,0.907,0.175,0.824,0.977142857142857,0.106,0.001,0.001,0.001,0.045,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.331203439164257,-0.681613445096868,-1.16604755046156,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.13851916415187,0.3236,"RESIDUS"
+"377","15E","E","100",7,2,0.4,2,0.277,-0.5,1.15398751648919,0.680344168758373,0.313663502983731,0.0025824203647171,0.5208230238183,0.198337751925924,0.191799049945192,0.144896885925724,0.896749161710877,0.9,0.764,0.996,1,0.243,0.025,0.025,0.026,0.205,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.327529391484551,-0.675071006041658,-1.15801558407746,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.1208230238183,0.5666,"RESIDUS"
+"378","15E","E","200",7,2,0.4,2,0.636,-0.5,1.16422518341552,0.674550890984141,0.316990836551466,-0.00331053938709432,0.484582529750583,0.148987517406563,0.13680791953013,0.216439007471528,0.752726052029638,0.89,0.917,0.995,1,0.496,0.121,0.121,0.127,0.473,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.332733872328499,-0.683300920701418,-1.15630268609061,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0845825297505831,0.8538,"RESIDUS"
+"379","15E","E","300",7,2,0.4,2,1.043,-0.5,1.15527941199793,0.674299964579627,0.315745690740479,-0.00781603584626052,0.452474124850833,0.12947480270579,0.113799307045912,0.229427483040845,0.675520766660822,0.883,0.945,0.998,1,0.702,0.29,0.29,0.311,0.689,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.335209535506022,-0.676907744761065,-1.15755146020465,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0524741248508334,0.9584,"RESIDUS"
+"380","15E","E","50",7,2,0.4,2,0.144,-0.5,1.16340243800436,0.670332537737625,0.298420682062301,-0.003418841920218,0.541519890950637,0.277056942770125,0.269116565534993,0.0140514225020509,1.06898835939922,0.908,0.544,0.971,1,0.135,0.005,0.005,0.006,0.101,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.336775993836872,-0.697465095648551,-1.16490158108183,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.141519890950637,0.3236,"RESIDUS"
+"381","15F","F","100",7,2,-0.2,2,0.191,-0.5,1.16749309286936,0.691097107012353,0.336714865168014,0.000843410798698371,-0.0701795647764296,0.19208392330808,0.189148840069101,-0.440911291311867,0.300552161759008,0.889,0.075,0.642,0.893333333333333,0.183,0.005,0.005,0.005,0.114,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.312341341065106,-0.666156072412845,-1.13569507726054,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.12982043522357,0.187,"RESIDUS"
+"382","15F","F","200",7,2,-0.2,2,0.37,-0.5,1.15048844761959,0.680685648514177,0.320713363575214,-0.00247350139284421,-0.0796056910206587,0.140897097774221,0.134410514415419,-0.34305029927488,0.183838917233563,0.844,0.108,0.71,0.953703703703704,0.308,0.041,0.041,0.043,0.216,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320204135314508,-0.679446331034572,-1.14513544487893,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.120394308979341,0.3258,"RESIDUS"
+"383","15F","F","300",7,2,-0.2,2,0.589,-0.5,1.14596749504697,0.668101334025826,0.3201725494907,-0.00157746323059577,-0.0947975606548434,0.126775108887202,0.110532214980998,-0.311440702017599,0.121845580707913,0.796,0.163,0.765,0.975460122699387,0.468,0.084,0.084,0.088,0.382,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320154299601984,-0.664616120428005,-1.15284902480904,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.105202439345157,0.455,"RESIDUS"
+"384","15F","F","50",7,2,-0.2,2,0.107,-0.5,1.15231673901134,0.673345642076266,0.31304244259943,-0.0015897491239239,-0.0617072316081174,0.280765465814288,0.267225983909866,-0.585470160071455,0.46205569685522,0.897,0.072,0.599,0.694444444444444,0.098,0.006,0.006,0.006,0.057,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319654755332289,-0.680500816678474,-1.15417369448943,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.138292768391883,0.1171,"RESIDUS"
+"385","15G","G","100",7,2,-0.4,2,0.189,-0.5,1.15650592921161,0.67721538033852,0.321368478765115,-0.00167936828529448,-0.261433033450381,0.187638929855116,0.189482596492447,-0.632818922575577,0.109952855674816,0.878,0.289,0.917,1,0.179,0.003,0.003,0.003,0.091,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.314997839878056,-0.668088654562896,-1.15609691061865,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.138566966549619,0.5666,"RESIDUS"
+"386","15G","G","200",7,2,-0.4,2,0.366,-0.5,1.15475106234778,0.666377669289993,0.315147498175062,0.00295725858723012,-0.261754932351756,0.150187023899064,0.134679597492693,-0.525726943437433,0.0022170787339215,0.792,0.48,0.963,1,0.322,0.019,0.019,0.019,0.172,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.31707642880239,-0.660260807801496,-1.15069865059244,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.138245067648244,0.8538,"RESIDUS"
+"387","15G","G","300",7,2,-0.4,2,0.601,-0.5,1.15622585983969,0.67026724996316,0.313235493185031,-0.00615947967034002,-0.280065577634235,0.131518369815216,0.110933023597716,-0.497494303885759,-0.0626368513827119,0.754,0.692,0.99,1,0.474,0.069,0.069,0.072,0.325,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.317937671891082,-0.666958772949879,-1.15339614420422,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.119934422365765,0.9584,"RESIDUS"
+"388","15G","G","50",7,2,-0.4,2,0.119,-0.5,1.17444447074108,0.679295409294098,0.329655930620042,-0.0047121032258937,-0.267291022146768,0.274080817660201,0.269043343644895,-0.794615975690761,0.260033931397226,0.908,0.162,0.856,0.975308641975309,0.114,0.001,0.001,0.001,0.047,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322457690586118,-0.683734183816142,-1.17802829440073,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.132708977853232,0.3236,"RESIDUS"
+"389","16A","A","100",7,4,0,2,0.377,-0.5,NA,NA,NA,NA,-0.104004633568744,0.171597306916296,0.158640002535472,-0.414939038538269,0.206929771400782,0.88,0.12,NA,NA,0.317,0.05,0.056,0.057,0.28,2.15883118368079,3.31624569583896,3.45925175711433,1.66687110365825,2.33806568907997,2.00931658904304,1.3166997219379,1.63245863586254,0.96095521024782,1.00006065443875,1.00808808182124,-0.000232834564022698,NA,NA,NA,0.675495459903822,0.353609363483367,-0.97587774821711,0.327097498335537,-0.343330388767852,-2.04249265105492,-0.15881901871876,-1.33341055971277,-3.4973465020407,0.104004633568744,0.05,"RESIDUS"
+"390","16A","A","200",7,4,0,2,1.113,-0.5,NA,NA,NA,NA,-0.0534008466403127,0.127596897391473,0.114532008368025,-0.277883583041641,0.171081889761016,0.893,0.107,NA,NA,0.748,0.303,0.357,0.359,0.717,2.1770688218075,3.33604833728208,3.48756862841952,1.69316611084341,2.36759381427115,2.03747605351237,1.32947391015801,1.65216719576017,0.971733001669192,1.00619218965091,1.00571643658134,0.00656450377964009,NA,NA,NA,0.684220156703839,0.35832772256536,-0.968035655076612,0.324993629236028,-0.345003309564927,-2.02769535765425,-0.16556825547287,-1.33088970271113,-3.5105022869583,0.0534008466403127,0.05,"RESIDUS"
+"391","16A","A","300",7,4,0,2,1.688,-0.5,NA,NA,NA,NA,-0.0142493755682328,0.104270519427229,0.094352108547146,-0.199179508320639,0.170680757184173,0.921,0.079,NA,NA,0.937,0.638,0.739,0.744,0.93,2.16252224655065,3.31469002393223,3.46822681647033,1.67771212060234,2.35161307906321,2.02616719610061,1.32246726593275,1.64804476635434,0.971005670693337,0.997870913116546,1.00152844993097,0.00278523706301762,NA,NA,NA,0.683165132145367,0.35699429224618,-0.96503004520983,0.326583093331807,-0.352503859522988,-2.03943876961847,-0.157765693290327,-1.30988773689504,-3.4859206521805,0.0142493755682328,0.05,"RESIDUS"
+"392","16A","A","50",7,4,0,2,0.165,-0.5,NA,NA,NA,NA,0.128115183301492,0.240689621459576,0.225511526853237,-0.313887409330854,0.570117775933837,0.891,0.109,NA,NA,0.153,0.01,0.011,0.011,0.125,1.92393339829045,2.90937285415664,NA,1.66766584712798,2.32175202361065,NA,1.35784908980107,1.67679925232342,NA,1.02283170284505,1.01907796913334,NA,NA,NA,NA,0.699608395765087,0.368096032826525,-0.950231026041926,0.354898114997226,-0.338522998206212,-2.05282771666178,-0.150685550317736,-1.32264272051749,NA,-0.128115183301492,0.05,"RESIDUS"
+"393","16B","B","100",7,4,0.2,2,0.329,0.5,NA,NA,NA,NA,0.0870883048460227,0.161131142125969,0.159084831580293,-0.224717965051352,0.398894574743397,0.892,0.086,0.704,0.918604651162791,0.287,0.03,0.036,0.036,0.251,2.17910624764473,3.32454420411457,3.4793725514896,1.68606453188041,2.36039714128188,2.02902533866814,1.32929917906037,1.64763756168225,0.976697122481164,1.0149050855823,1.01054275284041,0.0153505563600096,NA,NA,NA,0.681848589502393,0.357018032882015,-0.970715265960758,0.3331371367955,-0.347514705206167,-2.02482879465363,-0.162469906093252,-1.32564972692859,-3.53204114523746,0.112911695153977,0.245,"RESIDUS"
+"394","16B","B","200",7,4,0.2,2,1.045,0.5,NA,NA,NA,NA,0.139069780656801,0.12915731262486,0.113772769941469,-0.083924848428479,0.36206440974208,0.875,0.258,0.851,0.98062015503876,0.692,0.295,0.344,0.345,0.651,2.14554840777018,3.29343099072923,3.43903820672871,1.67676296103088,2.34541052494796,2.01297627923556,1.31507223960688,1.64009796661156,0.961645438624977,1.00343774694161,0.999372844860361,0.003775672392328,NA,NA,NA,0.6874835335966,0.372279804569154,-0.940592702328083,0.328340402041662,-0.338526041106906,-2.01819472597848,-0.158665201723083,-1.31949205584292,-3.48757905903128,0.0609302193431994,0.4321,"RESIDUS"
+"395","16B","B","300",7,4,0.2,2,1.586,0.5,NA,NA,NA,NA,0.171775980852779,0.106449231349707,0.0944679333533734,-0.0133811685198334,0.356933130225391,0.907,0.466,0.947,1,0.914,0.544,0.644,0.654,0.886,2.15756018579133,3.30869741752399,3.46204870652931,1.68854930994749,2.36711137234608,2.04376256893797,1.32713257091584,1.65379797439675,0.972408365141777,1.00072233981072,1.00226693705172,-0.00437275390335771,NA,NA,NA,0.682347717335496,0.364835691483825,-0.957256691532259,0.332335713156008,-0.346000122786082,-2.01419922755576,-0.163949525284154,-1.31639188562568,-3.49887830796842,0.0282240191472214,0.5907,"RESIDUS"
+"396","16B","B","50",7,4,0.2,2,0.126,0.5,NA,NA,NA,NA,0.0630076564082531,0.225290156505267,0.225391284942988,-0.378759262080004,0.50477457489651,0.905,0.052,0.587,0.807692307692308,0.123,0.001,0.002,0.002,0.09,1.95654407402889,2.98038403070669,NA,1.68570773211027,2.33858323471245,NA,1.3571885826463,1.68934683202266,NA,1.00011100272902,1.00848485060304,-0.0210289345083844,NA,NA,NA,0.695894912369649,0.361311492419003,-0.984758735955483,0.333827842473158,-0.33231220122749,-2.05944281075122,-0.150366687491105,-1.33703335005356,NA,0.136992343591747,0.1448,"RESIDUS"
+"397","16C","C","100",7,4,0.2,2,0.409,-0.5,NA,NA,NA,NA,0.306800284385559,0.171219917546665,0.160037397238898,-0.00687301420268155,0.620473582973799,0.875,0.492,0.96,1,0.344,0.049,0.061,0.061,0.313,2.21708549723401,3.39494406073876,3.55345481182824,1.71762600086922,2.3919178066787,2.07282314155134,1.32055580708818,1.63950790389917,0.969686538403458,1.00535452555603,1.0065856178594,0.0123340277919521,NA,NA,NA,0.686814465812039,0.354880655480763,-0.984465566558088,0.337294417332543,-0.333923194516486,-1.9975703549171,-0.149224532135401,-1.32769464308885,-3.4941015650207,-0.106800284385559,0.245,"RESIDUS"
+"398","16C","C","200",7,4,0.2,2,1.152,-0.5,NA,NA,NA,NA,0.253593220339255,0.132490455015971,0.114594701235809,0.0289876059170701,0.47819883476144,0.877,0.583,0.978,1,0.75,0.317,0.393,0.396,0.727,2.16384207577858,3.3281812963606,3.47979581803704,1.68017505203474,2.35679818664737,2.02557447368307,1.32358806023478,1.64090491569649,0.96469083203179,0.987908855024885,0.984702761283272,-0.0174753588106997,NA,NA,NA,0.670936082418784,0.343424605505449,-0.983899856940426,0.327768185162281,-0.353216042534211,-2.02760465259717,-0.155243528848277,-1.32273946361371,-3.48710178890992,-0.0535932203392548,0.4321,"RESIDUS"
+"399","16C","C","300",7,4,0.2,2,1.689,-0.5,NA,NA,NA,NA,0.21665597763193,0.106561467977949,0.0944281797292631,0.0315767453625748,0.401735209901286,0.919,0.592,0.987,1,0.943,0.624,0.727,0.735,0.936,2.17548639100199,3.33703254399171,3.50279229093136,1.67194635585652,2.33901723005162,2.01104947012331,1.32495801643822,1.64842535782209,0.967848186610142,1.00579335147409,1.00348849127363,0.00586910712724187,NA,NA,NA,0.681615846917536,0.352774810148618,-0.969171772717143,0.326733519147282,-0.34994517319264,-2.0278320026304,-0.146782383943641,-1.30503780880331,-3.44977520483219,-0.0166559776319305,0.5907,"RESIDUS"
+"400","16C","C","50",7,4,0.2,2,0.145,-0.5,NA,NA,NA,NA,0.328283937138926,0.239309371900725,0.225380055118495,-0.113460970893323,0.770028845171176,0.896,0.31,0.922,0.990322580645161,0.134,0.006,0.006,0.007,0.117,1.84585639067317,NA,NA,1.61476078753002,2.24096787318789,NA,1.31168961997387,1.61848954643814,NA,0.989130530231521,0.976841408867277,NA,NA,NA,NA,0.679778464654756,0.349957693355438,-1.00125098475328,0.334042040505773,-0.352337760027767,-2.036086368171,-0.160816293473788,-1.3187762283432,NA,-0.128283937138926,0.1448,"RESIDUS"
+"401","16D","D","100",7,4,0.4,2,0.333,0.5,NA,NA,NA,NA,0.273056902063148,0.164700690631476,0.159275049851542,-0.0391221956458751,0.585235999772171,0.861,0.409,0.953,1,0.288,0.036,0.038,0.038,0.236,2.17089393729589,3.32871485411014,3.49875080308227,1.66686130409599,2.34351138236893,2.00982446027562,1.32487880440631,1.64386004774268,0.963467098417739,0.993577820344306,0.995789269604881,-0.00949534126574784,NA,NA,NA,0.670137348442253,0.364371317153716,-0.961741616688671,0.320400486155172,-0.352784307296456,-2.03588909605749,-0.154974590039034,-1.31235051327839,-3.49237363097513,0.126943097936852,0.7136,"RESIDUS"
+"402","16D","D","200",7,4,0.4,2,0.986,0.5,NA,NA,NA,NA,0.331780343538713,0.134651318099286,0.114559207467346,0.107244296902715,0.556316390174712,0.86,0.79,0.997,1,0.69,0.247,0.274,0.276,0.612,2.1752714688138,3.32408749936162,3.47533739490798,1.67756689816131,2.34396826287308,2.01859081643479,1.32898353715073,1.65347842643721,0.975717207877569,1.00170358391927,1.00569115339587,0.00572635899339483,NA,NA,NA,0.685055148164274,0.360786892534472,-0.950964226600852,0.330777360403071,-0.349225722858921,-2.02364055355196,-0.15583102110338,-1.3173912178885,-3.48577610392327,0.0682196564612866,0.9471,"RESIDUS"
+"403","16D","D","300",7,4,0.4,2,1.54,0.5,NA,NA,NA,NA,0.368808113288027,0.111952648180012,0.0944484605628825,0.183689130584777,0.553927095991277,0.89,0.942,0.999,1,0.891,0.526,0.609,0.618,0.836,2.17013347976947,3.32620183725251,3.47658074990521,1.68250295498097,2.3515370241822,2.02072719140529,1.320983649523,1.63482341508015,0.950919536161368,0.995298351505932,0.998443908953739,-0.00845206540998324,NA,NA,NA,0.676148407555149,0.355425871061727,-0.975467551782884,0.325985185139468,-0.351049485876356,-2.02468018807497,-0.151846517863318,-1.30998651071375,-3.46504405504991,0.0311918867119732,0.9919,"RESIDUS"
+"404","16D","D","50",7,4,0.4,2,0.122,0.5,NA,NA,NA,NA,0.256735693380565,0.227721731783129,0.225890344626204,-0.186009382086795,0.699480768847925,0.89,0.217,0.867,1,0.12,0.002,0.002,0.002,0.077,1.85750748172829,2.81599960594023,NA,1.64411824946354,2.28280554698538,NA,1.346758670797,1.66657219399695,NA,1.00505081171829,1.00062765003036,NA,NA,NA,NA,0.689856065366408,0.385632407904111,-0.96451043679652,0.335272506462482,-0.354731729335923,-2.03035713200772,-0.145317985366531,-1.30380425774491,NA,0.143264306619435,0.4328,"RESIDUS"
+"405","16E","E","100",7,4,0.4,2,0.428,-0.5,NA,NA,NA,NA,0.508110812040799,0.175633909744474,0.161089880283994,0.192374646684171,0.823846977397428,0.884,0.871,0.998,1,0.358,0.057,0.067,0.068,0.341,2.21944149820626,3.38157189024387,3.53922100287383,1.70963502412134,2.38375642741234,2.05897360360446,1.30471761669231,1.61548266159806,0.937690747450537,0.99757720455305,1.00232150851706,-0.00700329806775831,NA,NA,NA,0.677721012446526,0.345127617554754,-0.990822723326952,0.320425197848195,-0.359016491889981,-2.04610349562004,-0.155265641149992,-1.32060855478157,-3.49228140268399,-0.108110812040799,0.7136,"RESIDUS"
+"406","16E","E","200",7,4,0.4,2,1.183,-0.5,NA,NA,NA,NA,0.445532503971469,0.127825949425471,0.115377262112507,0.219393070230956,0.671671937711983,0.908,0.95,1,1,0.764,0.352,0.413,0.415,0.759,2.1926181814669,3.3538964090657,3.53060490052755,1.69787496243169,2.37772671188009,2.05418883731646,1.33494037344068,1.65452784421449,0.973847173041346,1.01663919044555,1.01557588401151,0.0197470107914212,NA,NA,NA,0.680015048992479,0.35767412067806,-0.962418510233806,0.330232097823706,-0.341240491928992,-2.0195788070987,-0.141403233977191,-1.29549383553406,-3.45628053946447,-0.0455325039714692,0.9471,"RESIDUS"
+"407","16E","E","300",7,4,0.4,2,1.692,-0.5,NA,NA,NA,NA,0.415630752655603,0.100152592654329,0.0952111344920868,0.229016929051113,0.602244576260093,0.938,0.992,0.999,1,0.936,0.607,0.738,0.746,0.935,2.16490363926755,3.31784491346075,3.48411314585878,1.6767466404916,2.3498908275423,2.01928867667893,1.33569469091403,1.6480854727056,0.968597092509966,1.00497138511402,0.998009715274768,-0.00799557355614222,NA,NA,NA,0.68306879012273,0.352676289005312,-0.979253153530648,0.326893046958581,-0.353442845834889,-2.03690367479645,-0.15139165652144,-1.31325806630418,-3.46252008591861,-0.0156307526556027,0.9919,"RESIDUS"
+"408","16E","E","50",7,4,0.4,2,0.14,-0.5,NA,NA,NA,NA,0.523198063836841,0.229358738197252,0.228157355576103,0.0760096469076787,0.970386480766004,0.914,0.638,0.99,1,0.135,0.005,0.005,0.005,0.118,1.67878842180699,NA,NA,1.58719906171324,NA,NA,1.30774071108914,1.61582278217429,NA,1.0380671333282,1.049427786083,NA,NA,NA,NA,0.70445459417129,0.37310040458914,NA,0.337960617050046,-0.345054923548715,-2.07263086808495,-0.159841766246073,-1.30560074687172,-3.53841536238293,-0.123198063836841,0.4328,"RESIDUS"
+"409","16F","F","100",7,4,-0.2,2,0.376,-0.5,NA,NA,NA,NA,-0.0892019186073782,0.164784089009082,0.158755567175605,-0.400362830271563,0.221958993056807,0.884,0.091,0.706,0.879120879120879,0.316,0.053,0.059,0.059,0.268,2.19199346671922,3.35714835567066,3.51824193455579,1.67209973655621,2.32979800580768,2.00635390987617,1.33089313229507,1.65020035687278,0.965373112497731,1.01567229430037,1.0148228288336,0.00708087542670139,NA,NA,NA,0.676115175735285,0.339232382702814,-0.983183971350237,0.315204006201486,-0.361802194423631,-2.04585487665186,-0.153727180518021,-1.30614022032661,-3.47861555176786,-0.110798081392622,0.245,"RESIDUS"
+"410","16F","F","200",7,4,-0.2,2,0.996,-0.5,NA,NA,NA,NA,-0.132569065858217,0.132354695169014,0.11361756685066,-0.35525949688551,0.0901213651690756,0.867,0.249,0.843,0.979919678714859,0.677,0.252,0.299,0.301,0.634,2.14713291512016,3.3115427461435,3.47384163412012,1.67118037945536,2.33570040885448,2.00513304931512,1.3240547117454,1.64966104942507,0.974831515233827,0.993349988085893,0.980905160377313,-0.0177163611234227,NA,NA,NA,0.677717105370419,0.353295696706255,-0.970330568801602,0.329139329085698,-0.342518084438166,-2.0259596392464,-0.153235846434274,-1.30202797492503,-3.466750241953,-0.0674309341417829,0.4321,"RESIDUS"
+"411","16F","F","300",7,4,-0.2,2,1.636,-0.5,NA,NA,NA,NA,-0.177078461146876,0.10824316173548,0.0944018603127413,-0.362106107359849,0.00794918506609694,0.896,0.481,0.94,0.997920997920998,0.921,0.568,0.693,0.699,0.896,2.16665590903917,3.33434504812984,3.49073206826002,1.67675624917754,2.35224595255804,2.02127907619211,1.33228621637444,1.65540338440043,0.979082763537351,1.00197893651901,0.999712076168898,0.00504033116417646,NA,NA,NA,0.684380570204901,0.36370842687942,-0.96383943254686,0.336418434486578,-0.341991343594458,-2.02843844646131,-0.1518303542118,-1.3065500755741,-3.47970297336737,-0.022921538853124,0.5907,"RESIDUS"
+"412","16F","F","50",7,4,-0.2,2,0.127,-0.5,NA,NA,NA,NA,-0.0641160093272025,0.228041163223487,0.22494240954601,-0.505003132037383,0.376771113382978,0.898,0.065,0.608,0.707692307692308,0.122,0.002,0.002,0.002,0.091,1.99952236477627,NA,NA,1.64974647793665,2.31075732157342,NA,1.33556585594728,1.6496570646038,NA,1.00452624719393,0.992477684592854,NA,NA,NA,NA,0.679538749196248,0.345388369331041,-1.00175232508326,0.336573017295902,-0.352228905387578,-2.06890791218662,-0.151752094430459,-1.33297223309708,NA,-0.135883990672797,0.1448,"RESIDUS"
+"413","16G","G","100",7,4,-0.4,2,0.356,-0.5,NA,NA,NA,NA,-0.279936696384388,0.175860276804144,0.159574697326231,-0.5927031031438,0.0328297103750236,0.847,0.428,0.943,0.997663551401869,0.304,0.04,0.047,0.047,0.257,2.16879707488774,3.32308369195637,3.48074444837021,1.66894229264749,2.33660309686947,2.01266745362053,1.31936259094993,1.63706472954347,0.941243602555006,1.00999116923696,1.00158044439367,0.00405341228011527,NA,NA,NA,0.664343356677702,0.341502054325184,-0.992115698531945,0.325768446283978,-0.343814765817407,-2.04078646079742,-0.151777853144739,-1.30554039038673,-3.50254939420174,-0.120063303615612,0.7136,"RESIDUS"
+"414","16G","G","200",7,4,-0.4,2,0.973,-0.5,NA,NA,NA,NA,-0.326200935727815,0.134135164845387,0.114567016406983,-0.550752287885502,-0.101649583570128,0.851,0.777,0.994,1,0.682,0.228,0.262,0.268,0.61,2.18146778316939,3.34413074469799,3.50339047153609,1.68549750155104,2.35708826058285,2.02936663927404,1.31721628188344,1.63272113913077,0.952648521186309,1.00586364706249,0.994755733514861,0.00030938317558512,NA,NA,NA,0.670768466259393,0.355141155275104,-0.970975182097919,0.325745529141766,-0.349984944970605,-2.01716992651687,-0.155834566422668,-1.31129245036986,-3.4933438764858,-0.073799064272185,0.9471,"RESIDUS"
+"415","16G","G","300",7,4,-0.4,2,1.56,-0.5,NA,NA,NA,NA,-0.37078700061553,0.10890559376988,0.0945365027314066,-0.556078545969087,-0.185495455261973,0.9,0.951,0.999,1,0.884,0.567,0.64,0.649,0.844,2.17186306655319,3.32360653303882,3.48709650192139,1.66137899200409,2.33116408849433,2.00055890994241,1.31926472922852,1.64063696988565,0.953403627135536,0.994915098951687,0.990616524180882,-0.0142817825585815,NA,NA,NA,0.682309429856433,0.364541896359959,-0.970179895251249,0.330053032602048,-0.351124399042996,-2.02419169152766,-0.15075893954886,-1.30091406275294,-3.46156434072417,-0.0292129993844703,0.9919,"RESIDUS"
+"416","16G","G","50",7,4,-0.4,2,0.111,-0.5,NA,NA,NA,NA,-0.255696334510362,0.222774088528199,0.225174715444904,-0.697038776782374,0.18564610776165,0.907,0.208,0.886,0.995192307692308,0.108,0,0,0,0.071,2.04835812795332,3.10410647680318,NA,1.67189002979487,2.35368388622937,NA,1.32975327298889,1.64923361678655,0.957607502757215,1.00930503585318,1.00586538644252,-0.0438974783837978,NA,NA,NA,0.684747318491595,0.344395796694368,-0.99049251252191,0.320453995630609,-0.361279568750496,-2.07562011642769,-0.164498162581575,-1.33517386579124,NA,-0.144303665489638,0.4328,"RESIDUS"
+"417","17A","A","100",7,2,0,3,0.093,-0.3,1.17379248632364,0.683464685936006,0.330164546472383,0.0126856380619362,-0.135031787279838,0.18864674115853,0.18834487041186,-0.504187733287085,0.234124158727408,0.896,0.104,NA,NA,0.089,0,0,0,0.056,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.326282060430745,-0.664378104989369,-1.15276530381037,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.135031787279838,0.05,"RESIDUS"
+"418","17A","A","200",7,2,0,3,0.155,-0.3,1.15172113051943,0.667208646652819,0.315190688830433,0.00122679310335992,-0.121375133198672,0.138103443986108,0.133220975804311,-0.382488245775121,0.139737979377777,0.832,0.168,NA,NA,0.149,0,0,0,0.102,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322597104910107,-0.671570643603686,-1.15380880457853,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.121375133198672,0.05,"RESIDUS"
+"419","17A","A","300",7,2,0,3,0.231,-0.3,1.15313084092661,0.668672154331827,0.32067662795296,0.00485414691314356,-0.118540110229494,0.111187388415108,0.109328170126194,-0.332823323676834,0.0957431032178459,0.806,0.194,NA,NA,0.207,0.001,0.001,0.001,0.155,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322768123965917,-0.664856499837721,-1.15869673768838,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.118540110229494,0.05,"RESIDUS"
+"420","17A","A","50",7,2,0,3,0.057,-0.3,1.16803913598012,0.669231355101977,0.317901295311515,0.00429169794051504,0.144535687716367,0.270646749872952,0.266407704271991,-0.377623412656734,0.666694788089469,0.913,0.087,NA,NA,0.056,0,0,0,0.034,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.337513268115215,-0.68396632718141,-1.18934764546687,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.144535687716367,0.05,"RESIDUS"
+"421","17B","B","100",7,2,0.2,3,0.104,0.3,1.14269510893883,0.672936043128605,0.316352240497411,0.00225409797792428,0.0716283887529505,0.190525794684439,0.188480709772746,-0.297793802401631,0.441050579907532,0.888,0.076,0.641,0.868421052631579,0.102,0,0,0,0.043,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319202120409321,-0.679017318200491,-1.15583449967019,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.12837161124705,0.187,"RESIDUS"
+"422","17B","B","200",7,2,0.2,3,0.15,0.3,1.16216187028446,0.667650766097896,0.325467074259285,0.00928984522091876,0.0682793917188328,0.130794116758797,0.133170950230783,-0.192735670733503,0.329294454171168,0.825,0.081,0.689,0.962962962962963,0.142,0,0,0,0.065,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.310814813642188,-0.667518016416129,-1.14806532149895,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.131720608281167,0.3258,"RESIDUS"
+"423","17B","B","300",7,2,0.2,3,0.196,0.3,1.14878460786059,0.668240075979839,0.326100630110948,0.00140259764003386,0.0696852872979853,0.114668362241353,0.108792484036429,-0.143547981413415,0.282918556009386,0.762,0.113,0.734,0.938053097345133,0.187,0,0,0,0.095,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.315948174243122,-0.669454290455025,-1.1536050140424,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.130314712702015,0.455,"RESIDUS"
+"424","17B","B","50",7,2,0.2,3,0.084,0.3,1.18158515171115,0.698002080276939,0.321453062399201,0.00738226348831556,0.0639869225704606,0.265011829363671,0.267484249222511,-0.460282205905662,0.588256051046583,0.927,0.053,0.607,0.735849056603774,0.081,0,0,0,0.042,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.315317357631848,-0.658103261117088,-1.14031567583689,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.136013077429539,0.1171,"RESIDUS"
+"425","17C","C","100",7,2,0.2,3,0.12,-0.3,1.14446090098359,0.672277311445136,0.312266613611,-0.00759176010191468,0.323018272336271,0.199198906562108,0.189015660189488,-0.047452421635126,0.693488966307668,0.888,0.409,0.949,1,0.113,0,0,0,0.084,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.327516994068738,-0.680270440950713,-1.15306399161037,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.123018272336271,0.187,"RESIDUS"
+"426","17C","C","200",7,2,0.2,3,0.186,-0.3,1.15722705134039,0.670100924119067,0.309768365453052,0.00224269726583935,0.314548318692254,0.142756050262943,0.133936802024598,0.0520321867240416,0.577064450660467,0.858,0.653,0.98,1,0.17,0,0,0,0.141,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.328906552445168,-0.672359141020511,-1.15321829786979,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.114548318692254,0.3258,"RESIDUS"
+"427","17C","C","300",7,2,0.2,3,0.294,-0.3,1.15284399904647,0.666573061644548,0.322066258992019,0.0012853222343929,0.310251719297335,0.112998268667759,0.109541454968292,0.0955504675594825,0.524952971035187,0.815,0.812,0.996,1,0.267,0.003,0.003,0.003,0.229,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324231688353107,-0.674648827945236,-1.15245269069459,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.110251719297335,0.455,"RESIDUS"
+"428","17C","C","50",7,2,0.2,3,0.072,-0.3,1.14926811271801,0.664258265596572,0.320939627783221,0.00600685995481765,0.326793863258187,0.277324081165161,0.266990886657633,-0.196508274590773,0.850096001107147,0.921,0.248,0.871,0.987903225806452,0.07,0,0,0,0.045,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.333883359704277,-0.68583516495952,-1.15844901243846,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.126793863258187,0.1171,"RESIDUS"
+"429","17D","D","100",7,2,0.4,3,0.112,0.3,1.16200735251171,0.677882989878296,0.328486971051285,-0.000250582131026237,0.258258032883386,0.191748174089824,0.188419074607517,-0.111043353347347,0.627559419114118,0.878,0.277,0.914,1,0.107,0,0,0,0.034,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.317870485010133,-0.666134310749273,-1.14725928754082,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.141741967116614,0.5666,"RESIDUS"
+"430","17D","D","200",7,2,0.4,3,0.168,0.3,1.15078065185278,0.672399712711249,0.316816811026174,-0.00395596252617008,0.266610158152289,0.141213488323693,0.133660578700595,0.00463542389912362,0.528584892405455,0.824,0.51,0.968,1,0.156,0,0,0,0.042,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324398102978176,-0.676965821874576,-1.14964993602576,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.133389841847711,0.8538,"RESIDUS"
+"431","17D","D","300",7,2,0.4,3,0.246,0.3,1.15583662500869,0.674201193201314,0.318946441784593,-0.000296921578499383,0.261180429281901,0.115698174050389,0.109505410158317,0.0465498253715997,0.475811033192201,0.751,0.667,0.983,1,0.21,0,0,0,0.054,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322987107986247,-0.673025187378866,-1.15102178289047,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.138819570718099,0.9584,"RESIDUS"
+"432","17D","D","50",7,2,0.4,3,0.089,0.3,1.16948156844545,0.686918368556293,0.296944499949233,-0.021109164556351,0.279603539895965,0.272343431551861,0.268282764736924,-0.246230678988405,0.805437758780336,0.918,0.179,0.853,0.994413407821229,0.087,0,0,0,0.027,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.332718249272908,-0.682284457794459,-1.17391745805172,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.120396460104035,0.3236,"RESIDUS"
+"433","17E","E","100",7,2,0.4,3,0.138,-0.3,1.15237991136498,0.668275616260942,0.331341893311674,-0.0077762725960422,0.511002819139356,0.196718344557644,0.190751964210417,0.137128969286938,0.884876668991774,0.905,0.75,0.995,1,0.126,0,0,0,0.101,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.337524449640868,-0.675252709589292,-1.16406350633584,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.111002819139356,0.5666,"RESIDUS"
+"434","17E","E","200",7,2,0.4,3,0.236,-0.3,1.16056161096324,0.670205299162469,0.322601274404668,0.00609003570901404,0.501298990439634,0.140831618023149,0.134705205517151,0.237276787626018,0.76532119325325,0.865,0.957,1,1,0.211,0,0,0,0.189,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.316268542672735,-0.676731443550706,-1.15087015624548,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.101298990439634,0.8538,"RESIDUS"
+"435","17E","E","300",7,2,0.4,3,0.371,-0.3,1.16680503987283,0.675036324849758,0.322848623349464,0.00122343505323735,0.497008531410601,0.122814228522703,0.110577426125379,0.280276776204858,0.713740286616344,0.825,0.985,1,1,0.305,0.007,0.007,0.008,0.284,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319789579445854,-0.675309444446452,-1.15723004486,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0970085314106013,0.9584,"RESIDUS"
+"436","17E","E","50",7,2,0.4,3,0.079,-0.3,1.17258795517826,0.679875903696848,0.323925567715592,-0.00601619090235835,0.53020430222722,0.284145470378608,0.269618718167796,0.00175161461833948,1.0586569898361,0.909,0.499,0.979,1,0.077,0,0,0,0.057,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.314432309278681,-0.679961185533101,-1.16674923030598,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.13020430222722,0.3236,"RESIDUS"
+"437","17F","F","100",7,2,-0.2,3,0.096,-0.3,1.15540736264711,0.673389503528798,0.31862473308686,0.000841604945903458,-0.0660196057566459,0.196722713242645,0.188769001845157,-0.436006849373153,0.303967637859861,0.882,0.084,0.642,0.80952380952381,0.091,0,0,0,0.054,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.330101445572071,-0.678514701031738,-1.15889839685652,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.133980394243354,0.187,"RESIDUS"
+"438","17F","F","200",7,2,-0.2,3,0.139,-0.3,1.14755211735249,0.6737241394887,0.317981958030515,0.00501634397475398,-0.0768173632662245,0.136177333197836,0.133354424020193,-0.338192034345803,0.184557307813354,0.85,0.087,0.71,0.954022988505747,0.134,0,0,0,0.063,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319639354973539,-0.679101089846384,-1.16009669028692,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.123182636733776,0.3258,"RESIDUS"
+"439","17F","F","300",7,2,-0.2,3,0.232,-0.3,1.15381158453355,0.668235198988217,0.324905755283776,0.00171276569275894,-0.0750844428551346,0.118189063085175,0.109173886099346,-0.289065259609853,0.138896373899584,0.78,0.126,0.747,0.968253968253968,0.209,0.001,0.001,0.001,0.092,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322858118517057,-0.682775288164906,-1.14524029158218,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.124915557144865,0.455,"RESIDUS"
+"440","17F","F","50",7,2,-0.2,3,0.073,-0.3,1.16499446726552,0.683567420729007,0.313259274821775,-0.00481552113448957,-0.0716055579664508,0.279675573200518,0.26914286528941,-0.599125573933695,0.455914458000794,0.907,0.069,0.589,0.884057971014493,0.068,0,0,0,0.033,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324071559120679,-0.66544036078617,-1.17188885928186,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.128394442033549,0.1171,"RESIDUS"
+"441","17G","G","100",7,2,-0.4,3,0.101,-0.3,1.15417639907471,0.674329392955154,0.329447720102643,-0.00820329423933367,-0.264782962060901,0.190613362214406,0.188112636600224,-0.63348372979734,0.103917805675538,0.887,0.293,0.92,1,0.095,0,0,0,0.032,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.3223194653485,-0.676265915446301,-1.1645988377525,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.135217037939099,0.5666,"RESIDUS"
+"442","17G","G","200",7,2,-0.4,3,0.209,-0.3,1.15757322075184,0.686388716438997,0.316017799641785,0.00554202983180141,-0.270145791495034,0.141268302226603,0.134225407364916,-0.53322758993027,-0.00706399305979824,0.819,0.526,0.97,1,0.19,0,0,0,0.057,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.310899234901437,-0.67316786371244,-1.16053385912709,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.129854208504966,0.8538,"RESIDUS"
+"443","17G","G","300",7,2,-0.4,3,0.229,-0.3,1.14593054304365,0.672460050235965,0.31650071822253,0.000895808149055781,-0.262808687003445,0.116534134683765,0.109342364314311,-0.477119721059494,-0.048497652947396,0.741,0.658,0.992,1,0.207,0,0,0,0.052,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.325109590707504,-0.669431443569073,-1.15860924463508,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.137191312996555,0.9584,"RESIDUS"
+"444","17G","G","50",7,2,-0.4,3,0.072,-0.3,1.14508638155502,0.668751907092435,0.316755187093006,0.0228878135669859,-0.271629509031126,0.267139943905281,0.266580337206444,-0.794126969955755,0.250867951893504,0.92,0.179,0.845,0.994413407821229,0.072,0,0,0,0.025,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.312945891161928,-0.67859541788507,-1.16496298599159,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.128370490968874,0.3236,"RESIDUS"
+"445","18A","A","100",7,4,0,3,0.096,-0.3,NA,NA,NA,NA,-0.126408726759513,0.163559091381455,0.158823425274481,-0.437702640297497,0.184885186778471,0.868,0.132,NA,NA,0.092,0,0,0,0.066,2.19442511085124,3.34787861301331,3.49870000350922,1.69054974347623,2.36496739977778,2.03436967798231,1.3265211366171,1.65768339561647,0.975188278936205,1.0038505797469,1.00633572760625,-0.00327047091613213,NA,NA,NA,0.687080987650921,0.383342074654002,-0.946408868477655,0.335982601493989,-0.339860738906191,-2.03712223749526,-0.146380198293694,-1.31115023570349,-3.49232505833059,0.126408726759513,0.05,"RESIDUS"
+"446","18A","A","200",7,4,0,3,0.249,-0.3,NA,NA,NA,NA,-0.112622739904435,0.118415992680909,0.112202447162794,-0.33253953634351,0.107294056534641,0.812,0.188,NA,NA,0.224,0.002,0.002,0.002,0.164,2.15062226112892,3.29134066765724,3.43898774699048,1.6701139644582,2.33716358834653,2.00152921023613,1.31232459979238,1.62524330968753,0.944442644935305,0.991572727202229,0.989170350775801,-0.0160411508437512,NA,NA,NA,0.680658991831511,0.359894492886876,-0.965260530088884,0.329855231921744,-0.344086523054437,-2.01990463440186,-0.152587860882603,-1.30980718625612,-3.48805420214053,0.112622739904435,0.05,"RESIDUS"
+"447","18A","A","300",7,4,0,3,0.433,-0.3,NA,NA,NA,NA,-0.109209647588858,0.104429745792747,0.0919893425665103,-0.289508759019218,0.0710894638415026,0.75,0.25,NA,NA,0.345,0.009,0.012,0.012,0.257,2.14524507079696,3.30160000003809,3.45616284998682,1.66338934264781,2.33745861465674,2.00665966557048,1.31716917069947,1.63021346545583,0.948539592858449,0.995914747399991,0.998020221888758,-0.00226997941885986,NA,NA,NA,0.671541187608487,0.348190805785266,-0.971714458426657,0.329421815609428,-0.351770384230801,-2.02868837148138,-0.156131293881846,-1.31871632999953,-3.48148150792358,0.109209647588858,0.05,"RESIDUS"
+"448","18A","A","50",7,4,0,3,0.051,-0.3,NA,NA,NA,NA,0.117715355365175,0.222709650155801,0.225554939703642,-0.324372326453963,0.559803037184313,0.917,0.083,NA,NA,0.05,0,0,0,0.033,1.94701316397927,2.95938454390127,NA,1.69266358929088,2.3526047312244,NA,1.36300956521494,1.70596872957257,NA,1.0234124452962,1.02805004536211,NA,NA,NA,NA,0.711081260317224,0.377652683869796,-0.969435515563899,0.343734078595626,-0.312415341965451,-2.02498477087532,-0.149568772079019,-1.31670050036348,NA,-0.117715355365175,0.05,"RESIDUS"
+"449","18B","B","100",7,4,0.2,3,0.107,0.3,NA,NA,NA,NA,0.0693286215706133,0.157339513666096,0.158768199172527,-0.241857048807539,0.380514291948766,0.867,0.068,0.676,0.852941176470588,0.103,0,0,0,0.058,2.18988710865909,3.34789226525611,3.49591410618954,1.69473102333678,2.37809022141701,2.06197208956123,1.3317154818652,1.66296395561737,0.978814816787982,1.00529908347509,1.00250135077623,0.00980861512260145,NA,NA,NA,0.675039687995097,0.339209108506311,-0.993948641095961,0.335515886288754,-0.336563946957127,-2.03488709503683,-0.148965187613096,-1.30166376309537,-3.48233007120192,0.130671378429387,0.245,"RESIDUS"
+"450","18B","B","200",7,4,0.2,3,0.209,0.3,NA,NA,NA,NA,0.0715052353671021,0.114929247640077,0.112315224788882,-0.148632605219107,0.291643075953311,0.782,0.101,0.733,0.96039603960396,0.187,0.001,0.001,0.001,0.124,2.15550604154177,3.32034195122868,3.47868064645247,1.67623621278581,2.35015101447178,2.02061265362202,1.32273315509994,1.64094417734417,0.965566906402889,1.00326571714535,1.00513002803581,0.00565163312831426,NA,NA,NA,0.680691170467515,0.361887789347255,-0.967404715863167,0.344930422291167,-0.318432089476899,-1.99052375483645,-0.151720193883225,-1.3017574969516,-3.46212629434449,0.128494764632898,0.4321,"RESIDUS"
+"451","18B","B","300",7,4,0.2,3,0.449,0.3,NA,NA,NA,NA,0.0775343700239422,0.0991990570092423,0.0920267658760929,-0.1028380910932,0.257906831141084,0.725,0.149,0.789,0.973154362416107,0.36,0.007,0.007,0.008,0.234,2.15657396621427,3.30481747596582,3.45499267655308,1.6695530120756,2.34951622351241,2.03033670968327,1.32436921424465,1.64544853138989,0.968626811611991,1.00208342568696,1.00460181320415,0.000502832629861722,NA,NA,NA,0.678023527880576,0.361175160704214,-0.964347158668976,0.327280961318687,-0.341006242481479,-2.01035713329621,-0.150857564622228,-1.29635540298165,-3.44802057927294,0.122465629976058,0.5907,"RESIDUS"
+"452","18B","B","50",7,4,0.2,3,0.053,0.3,NA,NA,NA,NA,0.0914275523545436,0.231328705079232,0.226053157636207,-0.351636636612422,0.534491741321509,0.918,0.083,0.655,0.891566265060241,0.05,0,0,0,0.027,1.96142885837238,3.00278776309631,NA,1.68337381935282,2.35551175017439,NA,1.35479903885484,1.662154972132,NA,0.998462572074504,0.993737627571649,-0.0168755454280216,NA,NA,NA,0.676404910741714,0.35072248420198,-1.011304017699,0.329560550051964,-0.348834262441659,-2.05586086380437,-0.164073041052721,-1.32506512408079,NA,0.108572447645456,0.1448,"RESIDUS"
+"453","18C","C","100",7,4,0.2,3,0.099,-0.3,NA,NA,NA,NA,0.322467078630554,0.162414293906625,0.159136694973377,0.0105591564827355,0.634375000778372,0.876,0.527,0.978,1,0.096,0,0,0,0.075,2.20321736233178,3.35354133655044,3.50626307814471,1.70192275515966,2.37796350376907,2.05276266336333,1.32235772870636,1.65195801568699,0.985788615116805,0.994967754589437,0.989893275831889,-0.0159523089538089,NA,NA,NA,0.680696041283757,0.357659200515804,-0.969741705488293,0.322196080378924,-0.345748046543758,-2.03473080213675,-0.156155676571656,-1.31000461303464,-3.49777849488013,-0.122467078630554,0.245,"RESIDUS"
+"454","18C","C","200",7,4,0.2,3,0.266,-0.3,NA,NA,NA,NA,0.312934775001914,0.121996857367696,0.112641041557705,0.0921583335488127,0.533711216455016,0.794,0.793,0.989,1,0.226,0.004,0.006,0.006,0.195,2.16162733460184,3.31760787761131,3.47011059300161,1.66779284762751,2.33799139169071,2.006772582697,1.31115482191159,1.63255930407604,0.948948599138691,0.989777330374903,0.98706210405562,-0.0187849131788047,NA,NA,NA,0.670371540718818,0.340621293603698,-0.994793680716065,0.333826588522179,-0.332226694009466,-2.01085874738665,-0.157242791761092,-1.30378403581314,-3.45499724737049,-0.112934775001914,0.4321,"RESIDUS"
+"455","18C","C","300",7,4,0.2,3,0.466,-0.3,NA,NA,NA,NA,0.306235588576727,0.101060735799217,0.0921914223639236,0.125540400743437,0.486930776410018,0.776,0.89,0.998,1,0.355,0.016,0.018,0.018,0.301,2.15791753621977,3.31074334455949,3.46511289673296,1.68756442522027,2.36036033615877,2.03482517978619,1.31762789360749,1.63529156353784,0.949421149945173,0.993371131142829,0.987045614742272,-0.0112788035132275,NA,NA,NA,0.672957306901211,0.349051405405375,-0.971837669649225,0.328018947597959,-0.348767897817503,-2.02783124980327,-0.149362840697101,-1.30270151785351,-3.44650598630967,-0.106235588576727,0.5907,"RESIDUS"
+"456","18C","C","50",7,4,0.2,3,0.049,-0.3,NA,NA,NA,NA,0.329044452445213,0.225280367196527,0.22550541272847,-0.112946156502589,0.771035061393015,0.919,0.306,0.925,1,0.048,0,0,0,0.033,1.85864973011005,2.80048768783163,NA,1.64410902613756,2.26547967092219,NA,1.32474416689685,1.64234640766613,NA,1.0144802696546,0.998420198661183,NA,NA,NA,NA,0.689893686132188,0.34628298020659,-0.97693453891201,0.325535204015034,-0.370508784801044,-2.07215977322602,-0.177328375061114,-1.34446987629083,NA,-0.129044452445213,0.1448,"RESIDUS"
+"457","18D","D","100",7,4,0.4,3,0.097,0.3,NA,NA,NA,NA,0.274282484321001,0.154842801867565,0.159307887277102,-0.0379609747421192,0.586525943384121,0.88,0.399,0.968,1,0.091,0,0,0,0.043,2.1855995028716,3.34494066126812,3.50353639706022,1.67867152328437,2.34717582243611,2.0193450801818,1.31957914410486,1.63539976373884,0.944773532677906,0.998008213393253,0.985364526590241,-0.00395080770708709,NA,NA,NA,0.680053009356809,0.356467577157301,-0.97681550650586,0.327536378986288,-0.356067251232999,-2.04658094462178,-0.162371572611166,-1.30235427648839,-3.4718943606018,0.125717515678999,0.7136,"RESIDUS"
+"458","18D","D","200",7,4,0.4,3,0.231,0.3,NA,NA,NA,NA,0.271875153323714,0.11834833026803,0.112376047218961,0.0516181007745499,0.492132205872877,0.781,0.68,0.989,1,0.206,0.003,0.003,0.003,0.103,2.16989605427267,3.3177653718644,3.47530299333845,1.67766127298245,2.35235768487407,2.01693083024396,1.30982156341769,1.63064797826911,0.950096429059028,0.998713014653509,0.996603964713564,-0.00821742239261256,NA,NA,NA,0.676606459426363,0.358473870609047,-0.966828888847277,0.319897673369565,-0.34498816662831,-2.01969033660384,-0.15979898990835,-1.31088018452025,-3.48821122895892,0.128124846676286,0.9471,"RESIDUS"
+"459","18D","D","300",7,4,0.4,3,0.406,0.3,NA,NA,NA,NA,0.26734770308126,0.0966049456495663,0.0919879044278176,0.0870514104027377,0.447643995759783,0.69,0.82,0.997,1,0.333,0.002,0.003,0.003,0.158,2.1680125035427,3.3244300750053,3.48267350810992,1.67404337713955,2.3408072433176,2.021199601131,1.32985588133916,1.65716702818499,0.978250617747397,1.0042109301633,1.00657230513099,0.00413747964081425,NA,NA,NA,0.680684217328363,0.362279743695415,-0.960293355677578,0.329507496312988,-0.34089648523635,-2.00983538223673,-0.156187400410223,-1.30586871239577,-3.4599122004541,0.13265229691874,0.9919,"RESIDUS"
+"460","18D","D","50",7,4,0.4,3,0.048,0.3,NA,NA,NA,NA,0.271111521458074,0.225428176513035,0.224649368378856,-0.169201240564485,0.711424283480632,0.904,0.242,0.88,0.991735537190083,0.047,0,0,0,0.022,1.86830600571464,2.81884858768432,NA,1.65429250815101,2.30024787855986,NA,1.35308460728616,1.68765306790819,NA,0.99381820101278,1.00914128184137,NA,NA,NA,NA,0.688339250945034,0.374990390386657,-0.966466905292476,0.329159852258287,-0.355684112055978,-2.06348957800641,-0.164631126106354,-1.34476515610986,NA,0.128888478541926,0.4328,"RESIDUS"
+"461","18E","E","100",7,4,0.4,3,0.101,-0.3,NA,NA,NA,NA,0.528122837637557,0.158724048891599,0.16004362540789,0.214437331838091,0.841808343437022,0.882,0.923,0.999,1,0.096,0,0,0,0.076,2.18141188743951,3.3638398966633,3.51426259441772,1.68800986784657,2.36157346165751,2.03182935728994,1.32573516259198,1.65809847206784,0.982932136467958,0.999972303454837,1.00849373040631,-0.00804320016122112,NA,NA,NA,0.678681941775673,0.356417951628992,-0.973674226202913,0.336115394634204,-0.348177523383826,-2.03173469616842,-0.152142042785,-1.31784722179377,-3.47618909807132,-0.128122837637557,0.7136,"RESIDUS"
+"462","18E","E","200",7,4,0.4,3,0.276,-0.3,NA,NA,NA,NA,0.506436701603998,0.126034183077186,0.113801597152114,0.283385571185854,0.729487832022143,0.812,0.984,1,1,0.232,0.006,0.006,0.006,0.202,2.17261166359674,3.34384149186117,3.49874854055216,1.68879813009309,2.36035863233156,2.0357007222063,1.33100975537848,1.65213362208487,0.982773412542336,1.00521927405561,1.00634183595505,0.00113160883124903,NA,NA,NA,0.690208732529327,0.373385407395311,-0.93470856721732,0.331371909255424,-0.345852283237314,-2.01761415696867,-0.155967081695889,-1.30686599383107,-3.4649437796906,-0.106436701603998,0.9471,"RESIDUS"
+"463","18E","E","300",7,4,0.4,3,0.574,-0.3,NA,NA,NA,NA,0.499227003932542,0.108875223949518,0.0929931814895476,0.316960368213029,0.681493639652056,0.774,0.996,1,1,0.416,0.023,0.031,0.031,0.376,2.15224815178858,3.30483605741754,3.45696835185197,1.66803947650814,2.34211828696684,2.01709672688878,1.3271686599191,1.65157251164989,0.966853404397459,0.996492165752437,0.991709106922966,-0.0159684101373957,NA,NA,NA,0.670733861721133,0.342741332470406,-0.974444884873996,0.328914844192523,-0.347877700053136,-2.01276183340023,-0.15065701895231,-1.29960187883544,-3.45095306125446,-0.0992270039325422,0.9919,"RESIDUS"
+"464","18E","E","50",7,4,0.4,3,0.057,-0.3,NA,NA,NA,NA,0.522062871458817,0.233692464038781,0.228324889960347,0.074546087136536,0.969579655781098,0.922,0.643,0.988,1,0.056,0,0,0,0.045,1.72240512052893,2.59861006688798,NA,1.57745081185869,NA,NA,1.33377058765634,1.6515029634997,NA,1.03234595169351,1.03896537203908,NA,NA,NA,NA,0.70145487227444,0.38023394022801,-0.96729608986408,0.346299801197476,-0.327977546810722,-2.02788048571639,-0.155717595057567,-1.32918751070065,-3.5224508368198,-0.122062871458817,0.4328,"RESIDUS"
+"465","18F","F","100",7,4,-0.2,3,0.103,-0.3,NA,NA,NA,NA,-0.0694727999803836,0.161458220819714,0.158362154410004,-0.379862622623991,0.240917022663224,0.868,0.073,0.659,0.89041095890411,0.098,0,0,0,0.054,2.20050408651845,3.3549674776718,3.51512669296415,1.66533470298698,2.34320582115219,2.00224097078874,1.33498414211421,1.66820727548775,0.991799473739356,1.00565897776313,1.00542830757455,0.007204541758317,NA,NA,NA,0.675109092453206,0.360679741660428,-0.966229368118697,0.334500635071605,-0.346836593213094,-2.03554343223049,-0.153840824009605,-1.31206261233085,-3.50797682549242,-0.130527200019616,0.245,"RESIDUS"
+"466","18F","F","200",7,4,-0.2,3,0.245,-0.3,NA,NA,NA,NA,-0.0803626308230567,0.11687802381188,0.112139999315869,-0.30015702948216,0.139431767836046,0.8,0.119,0.751,0.957983193277311,0.227,0,0,0,0.136,2.16527884617294,3.32700636812045,3.48393901858933,1.68713345744008,2.35811290100917,2.03251887032713,1.32410921110179,1.65664564482234,0.981202087227771,0.998513922913122,1.00227477205634,0.00661132074349377,NA,NA,NA,0.678462597671199,0.359252530638691,-0.953145773485409,0.333697810390539,-0.342647565466521,-2.01516407352534,-0.152743655327285,-1.29824364561069,-3.45013718181674,-0.119637369176943,0.4321,"RESIDUS"
+"467","18F","F","300",7,4,-0.2,3,0.4,-0.3,NA,NA,NA,NA,-0.0756451321407337,0.0973637855202567,0.0915489858720528,-0.255081144449957,0.10379088016849,0.723,0.145,0.792,0.96551724137931,0.345,0.004,0.004,0.004,0.213,2.1614741013222,3.3094252762481,3.46601968938965,1.67161862180615,2.33343145189866,2.00630908127306,1.3179076579977,1.62785020704915,0.947431350129861,0.986116342966879,0.980641256448309,-0.0298841399306227,NA,NA,NA,0.674915412287431,0.352680696844818,-0.966185426780452,0.330629840256595,-0.340523618736972,-2.01297693019233,-0.153163007323032,-1.30717961254954,-3.46558579444153,-0.124354867859266,0.5907,"RESIDUS"
+"468","18F","F","50",7,4,-0.2,3,0.064,-0.3,NA,NA,NA,NA,-0.0854947255900695,0.226487317146172,0.225235211775267,-0.526955740669592,0.355966289489453,0.919,0.074,0.648,0.837837837837838,0.062,0,0,0,0.03,2.07302224792698,3.12909951397784,NA,1.71042985661666,2.37546955671833,NA,1.35392092478597,1.68055830161322,NA,1.02898405848007,1.05152856522649,0.0475231120101321,NA,NA,NA,0.70999228083398,0.382424248446092,-0.961540994846159,0.3524990326179,-0.319345306599218,-2.03707284147671,-0.140961906684718,-1.30529950458514,NA,-0.114505274409931,0.1448,"RESIDUS"
+"469","18G","G","100",7,4,-0.4,3,0.094,-0.3,NA,NA,NA,NA,-0.270289814362412,0.167945032686237,0.158636199207227,-0.581216764808578,0.0406371360837531,0.845,0.402,0.936,1,0.092,0,0,0,0.037,2.21024139847521,3.37414483956345,3.53598852410432,1.68575047420473,2.3680102283811,2.03755583948248,1.32695242090492,1.64484319482002,0.964366980766878,0.994862573653154,1.00018139031471,-0.0243271340005483,NA,NA,NA,0.677006176311228,0.364895509524926,-0.962365714452321,0.331562289723326,-0.340209660282009,-2.02713720194147,-0.146529775655701,-1.30349842686953,-3.49433548150268,-0.129710185637588,0.7136,"RESIDUS"
+"470","18G","G","200",7,4,-0.4,3,0.213,-0.3,NA,NA,NA,NA,-0.268799012112703,0.113512383673921,0.112357700858857,-0.489020105796063,-0.0485779184293431,0.77,0.652,0.995,1,0.194,0,0,0,0.096,2.15922264516588,3.30271408747168,3.4576692981204,1.67512011703393,2.3388804282061,2.01085795437173,1.31984916758433,1.63382147662746,0.945625772241279,0.997501702606648,0.994998550452018,-0.00730683198499006,NA,NA,NA,0.678747431016348,0.357033504079275,-0.967044734901765,0.328735554845943,-0.345930787828511,-2.01865077952998,-0.155883669263615,-1.30522523956922,-3.47087472986689,-0.131200987887297,0.9471,"RESIDUS"
+"471","18G","G","300",7,4,-0.4,3,0.38,-0.3,NA,NA,NA,NA,-0.272579137258233,0.0982821213150486,0.0919271761831309,-0.452756402577169,-0.092401871939296,0.712,0.83,0.996,1,0.327,0.001,0.002,0.002,0.17,2.15210548933239,3.29619281200296,3.4395503754796,1.67630905561163,2.34858336723173,2.01275425696248,1.31982610576177,1.64129825784629,0.964657399571324,0.994343566387161,0.997343370537338,-0.000299420000533937,NA,NA,NA,0.688047121721875,0.367459123562678,-0.951646915330099,0.324846663316287,-0.34594680558999,-2.02689643608341,-0.155156487784338,-1.31109420864401,-3.46945854547239,-0.127420862741767,0.9919,"RESIDUS"
+"472","18G","G","50",7,4,-0.4,3,0.053,-0.3,NA,NA,NA,NA,-0.27783962787955,0.219933425721565,0.225290113508578,-0.719408250356364,0.163728994597264,0.922,0.226,0.901,0.991150442477876,0.053,0,0,0,0.025,2.08907374792853,3.18672832336976,NA,1.69314879667413,2.36023284837329,NA,1.34952440345944,1.68174802910008,1.02654675150872,1.02603839338535,1.02846203324392,0.0387017286408506,NA,NA,NA,0.700594380012228,0.368289579223538,-0.978926056857574,0.33675656027954,-0.336627615413057,-2.0592622313757,-0.144957081036405,-1.32063820825629,NA,-0.12216037212045,0.4328,"RESIDUS"
+"473","19A","A","100",7,2,0,3,0.21,-0.5,1.15136411398155,0.650459151599816,0.318269378885077,-0.0140742632570027,-0.188269747736517,0.194964002437482,0.188803589229221,-0.558324782625789,0.181785287152756,0.817,0.183,NA,NA,0.192,0,0,0,0.137,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.328309884016593,-0.67052913950675,-1.16030257242563,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.188269747736517,0.05,"RESIDUS"
+"474","19A","A","200",7,2,0,3,0.492,-0.5,1.14178041831337,0.682938778720941,0.312268177507322,-0.00202998047660268,-0.176834184638482,0.149801863736368,0.135411948233091,-0.44224160317534,0.0885732338983763,0.72,0.28,NA,NA,0.385,0.017,0.017,0.018,0.288,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.312340433573635,-0.672521648185598,-1.16395516129003,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.176834184638482,0.05,"RESIDUS"
+"475","19A","A","300",7,2,0,3,0.826,-0.5,1.15605284959312,0.673338774304055,0.329121582595579,-0.000296578688011957,-0.152838941769275,0.138323836439703,0.111785831285683,-0.371939171089213,0.0662612875506627,0.647,0.353,NA,NA,0.576,0.045,0.045,0.046,0.494,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.327388655035053,-0.666870962507513,-1.15609129972997,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.152838941769275,0.05,"RESIDUS"
+"476","19A","A","50",7,2,0,3,0.115,-0.5,1.147153723373,0.68045378122922,0.307936937340357,0.000189231619429202,0.232187457201414,0.275960760546829,0.267485882592896,-0.292084872680661,0.75645978708349,0.854,0.146,NA,NA,0.107,0,0,0,0.073,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.334768481752912,-0.678122929136684,-1.17890211274424,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.232187457201414,0.05,"RESIDUS"
+"477","19B","B","100",7,2,0.2,3,0.209,0.5,1.15267878606533,0.665815606604051,0.314931714190272,-0.00558872671728188,-0.00300675714258655,0.198486356859652,0.188654828138709,-0.372770220294457,0.366756706009284,0.781,0.059,0.489,0.525423728813559,0.198,0,0,0,0.109,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324974476854568,-0.677528116159447,-1.16809476134539,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.203006757142587,0.187,"RESIDUS"
+"478","19B","B","200",7,2,0.2,3,0.413,0.5,1.15015913768425,0.665143675602631,0.320377687506155,0.000656449168030938,0.00286011698942761,0.148051530331864,0.134750433473914,-0.261250732619444,0.266970966598299,0.672,0.075,0.497,0.56,0.353,0.005,0.005,0.005,0.221,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324058002376304,-0.679129840937614,-1.1597936711386,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.197139883010572,0.3258,"RESIDUS"
+"479","19B","B","300",7,2,0.2,3,0.686,0.5,1.14195956358649,0.668254280746099,0.30961013045517,0.00222581121389941,0.0128772725727707,0.135863175511357,0.11108282800711,-0.204845070321164,0.230599615466706,0.566,0.101,0.527,0.693069306930693,0.51,0.023,0.023,0.023,0.318,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320814973481547,-0.667647912894442,-1.15853822825699,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.187122727427229,0.455,"RESIDUS"
+"480","19B","B","50",7,2,0.2,3,0.117,0.5,1.16506996029076,0.685413947970378,0.330450998729429,-0.00603796907386098,-0.0169665986259947,0.26339921185838,0.266189675946877,-0.538698363481873,0.504765166229884,0.869,0.049,0.466,0.489795918367347,0.113,0,0,0,0.065,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.333803642607522,-0.662914440528115,-1.15258082279711,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.216966598625995,0.1171,"RESIDUS"
+"481","19C","C","100",7,2,0.2,3,0.23,-0.5,1.16495402991608,0.6735630902918,0.326213382899791,-0.0119570412543163,0.391504541551552,0.201369999357374,0.189383843875526,0.0203122075555209,0.762696875547584,0.811,0.54,0.974,0.998148148148148,0.205,0.003,0.003,0.003,0.177,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.31870885968629,-0.671528883507562,-1.16392844064611,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.191504541551552,0.187,"RESIDUS"
+"482","19C","C","200",7,2,0.2,3,0.544,-0.5,1.15082057154009,0.674882577231959,0.324867791213264,-0.00614859588692778,0.369091702223823,0.14731441082635,0.135959617330058,0.102610852256909,0.635572552190737,0.738,0.768,0.986,1,0.418,0.018,0.018,0.018,0.369,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323219074855622,-0.67466696754953,-1.16117149697436,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.169091702223823,0.3258,"RESIDUS"
+"483","19C","C","300",7,2,0.2,3,0.983,-0.5,1.16821162948146,0.675701707487272,0.329656205854475,-0.00356690386663249,0.332353745605524,0.147294228970101,0.113141631838506,0.110596147202053,0.554111344008996,0.701,0.766,0.984,1,0.623,0.079,0.079,0.079,0.584,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.333140328768743,-0.676662551902055,-1.15766640981337,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.132353745605524,0.455,"RESIDUS"
+"484","19C","C","50",7,2,0.2,3,0.128,-0.5,1.15990703242545,0.664262634021188,0.315763999813388,0.00352432249152728,0.40584969752219,0.26320436423808,0.268739335456845,-0.120879399973227,0.932578795017607,0.885,0.324,0.934,1,0.122,0,0,0,0.087,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.335321024922298,-0.66248549605022,-1.16765943474909,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.20584969752219,0.1171,"RESIDUS"
+"485","19D","D","100",7,2,0.4,3,0.197,0.5,1.15193943785262,0.657564288298272,0.30613525808873,0.000120145360560071,0.179785732962727,0.185340135217192,0.189136899729101,-0.190922590506311,0.550494056431765,0.803,0.145,0.829,1,0.182,0,0,0,0.078,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323399074878825,-0.658952186747535,-1.15526834586334,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.220214267037273,0.5666,"RESIDUS"
+"486","19D","D","200",7,2,0.4,3,0.42,0.5,1.15828170477446,0.676896293147984,0.317787459992607,0.00452149967152986,0.180307176530594,0.145796764726234,0.134869138206788,-0.08403633435471,0.444650687415898,0.625,0.28,0.899,0.992857142857143,0.352,0.001,0.001,0.001,0.167,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.326658417000448,-0.674581208867917,-1.14603645838492,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.219692823469406,0.8538,"RESIDUS"
+"487","19D","D","300",7,2,0.4,3,0.626,0.5,1.15797813692601,0.675553362462526,0.318886424442538,0.00116446387625336,0.18058212365691,0.134580021109126,0.111020408521546,-0.0370178770453201,0.398182124359141,0.484,0.394,0.913,0.99492385786802,0.496,0.001,0.001,0.001,0.243,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.326128882675737,-0.664835655562178,-1.14343745276545,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.21941787634309,0.9584,"RESIDUS"
+"488","19D","D","50",7,2,0.4,3,0.11,0.5,1.1473484975095,0.684145037412976,0.314769251935706,0.00480933630862262,0.190845637871481,0.271380530732969,0.267351590011196,-0.333163478550462,0.714854754293424,0.861,0.115,0.759,0.947826086956522,0.107,0,0,0,0.053,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.30564331482579,-0.678264222656948,-1.16036317338655,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.209154362128519,0.3236,"RESIDUS"
+"489","19E","E","100",7,2,0.4,3,0.276,-0.5,1.16870485878468,0.677084051048047,0.318876534196166,0.0122642717537569,0.572654800520927,0.189117989099145,0.191348415679773,0.197611905788572,0.947697695253282,0.861,0.849,0.998,1,0.243,0,0,0,0.223,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324173384733932,-0.66530104329325,-1.15966825684574,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.172654800520927,0.5666,"RESIDUS"
+"490","19E","E","200",7,2,0.4,3,0.666,-0.5,1.165575481626,0.673017493245481,0.317354977600783,-0.00538118819257853,0.542415444591291,0.153512214497723,0.137369792340074,0.273170651604747,0.811660237577836,0.784,0.948,1,1,0.49,0.025,0.025,0.025,0.476,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32942250433235,-0.673383066626086,-1.14891549243898,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.142415444591291,0.8538,"RESIDUS"
+"491","19E","E","300",7,2,0.4,3,1.232,-0.5,1.17159212843757,0.682922153713163,0.328066794409204,-0.00170235821734687,0.497774278199475,0.143658761697393,0.11507188114663,0.27223339115208,0.723315165246871,0.77,0.959,1,1,0.715,0.132,0.132,0.141,0.697,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.329490358510687,-0.674619010176318,-1.15326351652497,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0977742781994753,0.9584,"RESIDUS"
+"492","19E","E","50",7,2,0.4,3,0.17,-0.5,1.14061960306545,0.672335670105689,0.307712792785664,-0.00237502747544587,0.609862590874883,0.277380280100262,0.27020586992161,0.0802590858285269,1.13946609592124,0.871,0.623,0.982,1,0.159,0,0,0,0.137,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.337139656678921,-0.689398554684882,-1.16657681349676,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.209862590874883,0.3236,"RESIDUS"
+"493","19F","F","100",7,2,-0.2,3,0.21,-0.5,1.14246156315975,0.664551074491843,0.311811731564461,-0.00441963410287407,0.0147079312721155,0.191511224550366,0.188668534265915,-0.355082395889077,0.384498258433308,0.786,0.059,0.488,0.338983050847458,0.195,0,0,0,0.101,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322280860943484,-0.676908553065153,-1.15807871772728,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.214707931272115,0.187,"RESIDUS"
+"494","19F","F","200",7,2,-0.2,3,0.426,-0.5,1.15209404448043,0.68394503743272,0.319556517735457,-0.00817989225488569,0.00399719128045066,0.150318220885298,0.134653343858552,-0.259923362682311,0.267917745243212,0.658,0.071,0.501,0.464788732394366,0.362,0.002,0.002,0.002,0.222,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323755025467091,-0.675035027418623,-1.14764366415958,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.203997191280451,0.3258,"RESIDUS"
+"495","19F","F","300",7,2,-0.2,3,0.676,-0.5,1.16016513123491,0.681365336781194,0.320712629184966,0.00716235956919805,-0.0122584900444542,0.13629216152231,0.111067849256703,-0.229951474587592,0.205434494498684,0.579,0.097,0.542,0.587628865979381,0.514,0.021,0.021,0.021,0.346,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.326163012945404,-0.669181468759539,-1.15762591079088,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.187741509955546,0.455,"RESIDUS"
+"496","19F","F","50",7,2,-0.2,3,0.102,-0.5,1.16013672216459,0.674532740075802,0.323914939045767,-0.00470088565706964,0.019593385611123,0.278091241551638,0.2651532755088,-0.500107034386125,0.539293805608371,0.853,0.064,0.483,0.421875,0.1,0,0,0,0.051,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.315518734871317,-0.67559937894263,-1.18572392294178,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.219593385611123,0.1171,"RESIDUS"
+"497","19G","G","100",7,2,-0.4,3,0.203,-0.5,1.15359925618947,0.67710261411267,0.339515030574503,0.0026616970388274,-0.190817200132935,0.201526960576221,0.189089839920711,-0.561433286377528,0.179798886111658,0.788,0.198,0.826,0.984848484848485,0.184,0.001,0.001,0.001,0.082,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319747662289879,-0.653080906412617,-1.15676341645803,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.209182799867065,0.5666,"RESIDUS"
+"498","19G","G","200",7,2,-0.4,3,0.394,-0.5,1.14372955168062,0.676768057118428,0.327364549391312,-0.00799551229622266,-0.180878634281571,0.13873504900907,0.134762833484402,-0.445013787910998,0.0832565193478561,0.624,0.284,0.901,0.992957746478873,0.341,0.003,0.003,0.003,0.162,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321850578762719,-0.667811374856366,-1.16152703814184,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.219121365718429,0.8538,"RESIDUS"
+"499","19G","G","300",7,2,-0.4,3,0.663,-0.5,1.15817575121568,0.675866569256381,0.32523423788995,0.000181562070009373,-0.185661238345942,0.134055259898737,0.111304000500466,-0.403817079326856,0.0324946026349711,0.517,0.414,0.919,0.995169082125604,0.492,0.011,0.011,0.011,0.233,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324532542868844,-0.67291131961937,-1.14770523491171,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.214338761654058,0.9584,"RESIDUS"
+"500","19G","G","50",7,2,-0.4,3,0.131,-0.5,1.14161122621728,0.691246476328447,0.321273832878969,-0.0218614744667416,-0.180839114343344,0.281408997092389,0.266774864699434,-0.703717849154234,0.342039620467546,0.867,0.133,0.756,0.932330827067669,0.129,0,0,0,0.068,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32300150993801,-0.678922560920891,-1.16525903335379,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.219160885656656,0.3236,"RESIDUS"
+"501","20A","A","100",7,4,0,3,0.402,-0.5,NA,NA,NA,NA,0.193534008877603,0.175089119794334,0.159063652211995,-0.118230749457906,0.505298767213113,0.75,0.25,NA,NA,0.329,0.01,0.01,0.01,0.25,2.1889464819563,3.34259686206171,3.49058505792864,1.68177211900054,2.34502568393395,2.01323528913407,1.32063939335175,1.62771859639301,0.93413517804446,0.996008630768607,0.992717763936104,-0.0175734245982649,NA,NA,NA,0.662954731075246,0.334419415116267,-1.01036683928078,0.310676221322214,-0.372106919194707,-2.04649970326062,-0.158884034035783,-1.29064375939304,-3.46392645610757,-0.193534008877603,0.05,"RESIDUS"
+"502","20A","A","200",7,4,0,3,1.143,-0.5,NA,NA,NA,NA,-0.146907521475821,0.151623130247181,0.114525069528619,-0.371376657751913,0.0775616148002715,0.673,0.327,NA,NA,0.666,0.11,0.14,0.142,0.545,2.1705785528601,3.31435479358872,3.47263449739629,1.68683321358497,2.35665419514657,2.03665151787502,1.3205885008041,1.63925540663155,0.960332394770227,0.997570443695564,0.99676126588265,-1.02146811650873e-05,NA,NA,NA,0.695663406114981,0.373921785335413,-0.938441266359312,0.326925502155595,-0.346926144800407,-2.01434307837348,-0.169501320242138,-1.32804478650237,-3.51652394757357,0.146907521475821,0.05,"RESIDUS"
+"503","20A","A","300",7,4,0,3,2.096,-0.5,NA,NA,NA,NA,-0.0834274807446587,0.14332949882511,0.0957914488897757,-0.271178720568619,0.104323759079302,0.756,0.244,NA,NA,0.906,0.344,0.443,0.45,0.791,2.16360056580352,3.31856364974739,3.46998155853367,1.67724425093199,2.35533647434487,2.02839352094603,1.33389721052813,1.66414286925088,0.998262978977913,1.00298284409558,1.0075604490976,0.00297029142413681,NA,NA,NA,0.683542376307164,0.352313986232982,-0.980077324615358,0.333461816181662,-0.337711408061728,-2.01119041172021,-0.158134783020616,-1.31117645370385,-3.49207713614726,0.0834274807446587,0.05,"RESIDUS"
+"504","20A","A","50",7,4,0,3,0.15,-0.5,NA,NA,NA,NA,0.213098595332919,0.23476227029202,0.225175139722937,-0.228244678524038,0.654441869189876,0.82,0.18,NA,NA,0.139,0.001,0.001,0.001,0.091,1.91502807009145,2.88748865037218,NA,1.64540792553743,2.29133819515968,NA,1.32753258637797,1.65404871109441,NA,0.996061224957256,0.993544763606634,NA,NA,NA,NA,0.685303561357349,0.378646861477395,-0.93600360728372,0.328525809900921,-0.359374991130858,-2.0524802374926,-0.166718461328305,-1.3309182813795,-3.52530317007565,-0.213098595332919,0.05,"RESIDUS"
+"505","20B","B","100",7,4,0.2,3,0.38,0.5,NA,NA,NA,NA,0.00723635280997502,0.170750002600577,0.159146954066126,-0.304691677159632,0.319164382779582,0.757,0.067,0.51,0.552238805970149,0.32,0.002,0.005,0.005,0.215,2.17926784073981,3.34998911865885,3.50181470086981,1.66869827376154,2.32115657450445,1.98810778246551,1.32119621552619,1.64753108675591,0.96838179553788,1.00122218520677,1.00118813962622,-0.00352215883178185,NA,NA,NA,0.677128095525081,0.364048437060847,-0.972860578875552,0.320168362007544,-0.374524410049451,-2.06720578095844,-0.161486829069105,-1.31652107140573,-3.50125165790254,0.192763647190025,0.245,"RESIDUS"
+"506","20B","B","200",7,4,0.2,3,1.111,0.5,NA,NA,NA,NA,0.0375170036709009,0.150971762060522,0.114092174023601,-0.186103657415357,0.261137664757159,0.64,0.14,0.574,0.742857142857143,0.675,0.086,0.106,0.107,0.517,2.17974138883901,3.33139521888844,3.49115754799039,1.67686340588809,2.35791949397975,2.03001048873686,1.31944323790846,1.63995861372769,0.958504426255498,1.00322639151189,1.00768468757634,0.0205357229404196,NA,NA,NA,0.681258334313125,0.366855331176779,-0.950225770366254,0.323758493056632,-0.344524763002186,-2.02389618011354,-0.153801425823545,-1.31541742977609,-3.48691508531976,0.162482996329099,0.4321,"RESIDUS"
+"507","20B","B","300",7,4,0.2,3,1.947,0.5,NA,NA,NA,NA,0.0888746142071884,0.156632406052789,0.0954110795157448,-0.0981311016436714,0.275880330058048,0.685,0.333,0.723,0.861861861861862,0.893,0.284,0.353,0.358,0.718,2.15957997752498,3.31727822099256,3.4724409886296,1.67590868782473,2.34715530174018,2.02682513437774,1.32934745975403,1.64275610561927,0.966396127398065,1.00125276586292,0.997937634476671,-0.0073876805828052,NA,NA,NA,0.676339914677721,0.353035751789738,-0.963885036971778,0.327016336750977,-0.344345668243794,-2.02231590285491,-0.165505237194066,-1.32802496811109,-3.49113902208067,0.111125385792812,0.5907,"RESIDUS"
+"508","20B","B","50",7,4,0.2,3,0.143,0.5,NA,NA,NA,NA,-0.00449539053619132,0.226424454082642,0.224762961616748,-0.445030795305018,0.436040014232635,0.848,0.051,0.497,0.431372549019608,0.131,0.001,0.001,0.001,0.08,1.96155190789166,2.96211989803695,NA,1.66329261434935,2.32119028815411,NA,1.34552682173709,1.65357520254887,NA,0.983867949509025,0.968410123559625,-0.0427905174862143,NA,NA,NA,0.675989212109563,0.341123580132406,-1.00536961743507,0.336325760253829,-0.330421372945386,-2.0407807140725,-0.156091993283456,-1.33261575712892,NA,0.204495390536191,0.1448,"RESIDUS"
+"509","20C","C","100",7,4,0.2,3,0.405,-0.5,NA,NA,NA,NA,0.382215988995054,0.168646101318395,0.159519274030682,0.069558211894917,0.69487376609519,0.789,0.673,0.987,1,0.32,0.008,0.008,0.008,0.264,2.17466676123557,3.33972750354564,3.50320502561514,1.69888505597663,2.37518683426756,2.05308117459425,1.33758067178178,1.65450160105029,0.97173564380273,0.989869318352703,0.984731245129747,-0.0164778355266681,NA,NA,NA,0.676829512129196,0.349117102427687,-0.953587644538994,0.326372544224304,-0.338903917663988,-2.00483657285344,-0.153569463118179,-1.30347109681083,-3.47288118759751,-0.182215988995054,0.245,"RESIDUS"
+"510","20C","C","200",7,4,0.2,3,1.27,-0.5,NA,NA,NA,NA,0.331077648267217,0.152178882034572,0.115398392933407,0.104896798117738,0.557258498416695,0.726,0.763,0.981,0.998689384010485,0.725,0.128,0.16,0.16,0.639,2.17767067181008,3.33008771599086,3.49537476028114,1.69163173515367,2.35902639248469,2.03367576025532,1.32468573632778,1.64305700073365,0.95124049562553,1.00098045091434,0.991299728854177,-0.0235466059024783,NA,NA,NA,0.682319941159663,0.352115087369672,-0.992483684372897,0.320991986069399,-0.35985040847617,-2.04814143110559,-0.147377544851647,-1.30459880640679,-3.45952154836323,-0.131077648267217,0.4321,"RESIDUS"
+"511","20C","C","300",7,4,0.2,3,2.201,-0.5,NA,NA,NA,NA,0.260707233249159,0.133382050748087,0.0960372246402727,0.0724742729542245,0.448940193544094,0.81,0.687,0.988,1,0.927,0.386,0.497,0.508,0.863,2.17406282942699,3.33443508008871,3.49848544842048,1.67875663657912,2.35297782942893,2.02507983711892,1.32245122808037,1.64849546832534,0.973281062321029,1.00738262313395,1.00371165134207,0.00519852052071422,NA,NA,NA,0.680776109809166,0.35999064452889,-0.956831338999665,0.326660539192513,-0.350076481065177,-2.02312135052349,-0.152555592483539,-1.30702522588117,-3.45239416335084,-0.0607072332491591,0.5907,"RESIDUS"
+"512","20C","C","50",7,4,0.2,3,0.135,-0.5,NA,NA,NA,NA,0.398175697884203,0.230026315623566,0.226970186566315,-0.046685867785775,0.843037263554182,0.858,0.42,0.959,1,0.125,0.001,0.001,0.001,0.096,1.80419402049851,2.71890516127402,NA,1.59295343422715,2.21890181508715,NA,1.32092953969123,1.62030003001174,NA,0.99426552552642,0.973648332251548,NA,NA,NA,NA,0.696868791025097,0.394763398856161,-0.952631788459018,0.321487977904826,-0.353414927639298,-2.06144559080518,-0.164306009578193,-1.34571317427946,NA,-0.198175697884203,0.1448,"RESIDUS"
+"513","20D","D","100",7,4,0.4,3,0.371,0.5,NA,NA,NA,NA,0.199311442479737,0.175573454780222,0.159091303244989,-0.112507511880441,0.511130396839916,0.742,0.253,0.871,0.988142292490119,0.317,0.003,0.005,0.005,0.189,2.19096262976486,3.32854854329925,3.48624544120596,1.68342749077791,2.36392902845436,2.03103362291882,1.3261039216809,1.62712820214273,0.945517952030312,1.00668827106167,0.99427156660165,-0.0106092214933397,NA,NA,NA,0.685120191723432,0.351524267549052,-0.972184476129266,0.311358303862836,-0.361852261341606,-2.03821403947209,-0.158222847999102,-1.32192960066236,-3.48349810989165,0.200688557520263,0.7136,"RESIDUS"
+"514","20D","D","200",7,4,0.4,3,1.054,0.5,NA,NA,NA,NA,0.212534801956591,0.151461405596487,0.114215538854937,-0.0113276541990859,0.436397258112267,0.576,0.468,0.926,0.993589743589744,0.673,0.059,0.07,0.07,0.434,2.16304791080967,3.3213215899616,3.48076004779601,1.66516867573977,2.3353927764711,2.00644685083881,1.31018509523409,1.6356492022788,0.947771305653113,0.999507154407172,1.00249919338205,0.0122821227477547,NA,NA,NA,0.66756848784492,0.344416323324495,-0.980478766895994,0.334312014904051,-0.328049155604988,-1.99037431164349,-0.158289680201639,-1.31230336337122,-3.47526167987758,0.187465198043409,0.9471,"RESIDUS"
+"515","20D","D","300",7,4,0.4,3,1.905,0.5,NA,NA,NA,NA,0.241749575498838,0.173183476133055,0.0956796284052911,0.054217503824468,0.429281647173209,0.568,0.658,0.916,0.983282674772036,0.891,0.187,0.241,0.251,0.607,2.16827250304066,3.31983809859,3.47087775213929,1.68447712314537,2.35103615259715,2.01828857065194,1.32333068575599,1.64984080964301,0.964380216165805,1.00479784959755,1.0029266458623,-0.000688737792677528,NA,NA,NA,0.68175299987847,0.352737969631826,-0.965417685045968,0.324957106498018,-0.343831955877316,-2.01885341599809,-0.15648892054423,-1.30870010232011,-3.47992784332253,0.158250424501162,0.9919,"RESIDUS"
+"516","20D","D","50",7,4,0.4,3,0.132,0.5,NA,NA,NA,NA,0.167667215681532,0.224022836177633,0.225469574944727,-0.274253151210132,0.609587582573197,0.809,0.121,0.753,0.966942148760331,0.127,0,0,0,0.065,1.9231613475559,NA,NA,1.67560822947879,2.33549859281519,NA,1.33375814211929,1.63387466676851,NA,1.02830514563379,1.02453205106625,0.0239609016553013,NA,NA,NA,0.709977292591339,0.408261750264491,-0.919826150927998,0.351693604043819,-0.325464456020763,-1.98516905469603,-0.148068032883342,-1.31278734595812,NA,0.232332784318468,0.4328,"RESIDUS"
+"517","20E","E","100",7,4,0.4,3,0.392,-0.5,NA,NA,NA,NA,0.577978480981294,0.179524592340423,0.161119179670657,0.262184888826807,0.893772073135782,0.778,0.927,0.998,1,0.31,0.006,0.013,0.013,0.268,2.19378969292028,3.33930001953478,3.47923122642284,1.6829798787751,2.35413291004659,2.02493622142907,1.32486088356351,1.64200190204072,0.962217115062272,1.00189102105585,0.99437265849071,-0.0102422334903242,NA,NA,NA,0.671576501513514,0.35939920380786,-0.969047682008937,0.312931344114593,-0.375884882324459,-2.07150561728935,-0.149586702001768,-1.30730714944881,-3.47490823837573,-0.177978480981294,0.7136,"RESIDUS"
+"518","20E","E","200",7,4,0.4,3,1.316,-0.5,NA,NA,NA,NA,0.510558732020195,0.149293955482649,0.116095741461782,0.283011078755103,0.738106385285288,0.756,0.969,1,1,0.711,0.157,0.188,0.192,0.658,2.17014008848264,3.33004281731875,3.49443777639901,1.68689189738056,2.37051030643254,2.05182334936368,1.32025158486502,1.64370524858826,0.964290766085251,1.00475894471617,0.997376274623524,-0.0165003814693778,NA,NA,NA,0.675932413219486,0.347456732026852,-0.988436853186788,0.328102559600602,-0.354872074670246,-2.01766469358883,-0.151606356154267,-1.31257619595093,-3.47470086098336,-0.110558732020195,0.9471,"RESIDUS"
+"519","20E","E","300",7,4,0.4,3,2.32,-0.5,NA,NA,NA,NA,0.444875185305862,0.127824363417048,0.0969324856313527,0.254887513468411,0.634862857143314,0.851,0.987,1,1,0.924,0.453,0.573,0.577,0.885,2.17684699972799,3.3375228259299,3.50367086795611,1.68517636568968,2.35519419814142,2.02361569968804,1.31867539158662,1.63366913600311,0.960508997085591,0.995321998730553,0.985752179976048,-0.0261020868782936,NA,NA,NA,0.675959259626073,0.354861722757859,-0.97516456346769,0.331145442983285,-0.341595731510561,-2.01928261785914,-0.154237560056459,-1.30280645073784,-3.46399162669059,-0.0448751853058623,0.9919,"RESIDUS"
+"520","20E","E","50",7,4,0.4,3,0.119,-0.5,NA,NA,NA,NA,0.60279642377441,0.233212231239999,0.229009933805457,0.153936953515714,1.05165589403311,0.855,0.762,0.993,1,0.111,0,0.001,0.001,0.088,1.62005038558323,NA,NA,1.53003174822211,2.10589128281312,NA,1.29197950580637,1.57923767483424,NA,1.01810856605214,1.00750918193627,NA,NA,NA,NA,0.695806590577195,0.363290096818709,NA,0.326676648509542,-0.348037292646223,-2.05901605778872,-0.152937118713328,-1.29999464437829,-3.51941726829856,-0.20279642377441,0.4328,"RESIDUS"
+"521","20F","F","100",7,4,-0.2,3,0.394,-0.5,NA,NA,NA,NA,0.00723690059571645,0.171990177783857,0.158275144178535,-0.302982381994213,0.317456183185646,0.718,0.065,0.476,0.415384615384615,0.335,0.005,0.006,0.006,0.214,2.17388263795566,3.3419300769752,3.49545959657813,1.68056632408704,2.34459305970634,2.02165622276463,1.31325226643224,1.62593262769349,0.94392742612988,0.985885229602068,0.973253147503431,-0.0212861183432141,NA,NA,NA,0.667410942129905,0.326984524518613,-1.00597119349452,0.31291249476687,-0.369770524940423,-2.05722893886764,-0.152404956800589,-1.31314360346834,-3.48196837755907,-0.207236900595716,0.245,"RESIDUS"
+"522","20F","F","200",7,4,-0.2,3,1.101,-0.5,NA,NA,NA,NA,-0.0355987039638942,0.154169578680583,0.114031483530335,-0.259100411683351,0.187903003755562,0.635,0.145,0.593,0.731034482758621,0.674,0.079,0.11,0.111,0.487,2.17548578207822,3.32730241671847,3.48328621587421,1.67055690107688,2.34239593539961,2.01089676709152,1.30725468066788,1.62394575004879,0.943682308682294,1.00260568527561,1.0072749155261,0.0191439601025336,NA,NA,NA,0.681103975951374,0.353572104337835,-0.958528167572219,0.327539531714223,-0.343407476489134,-2.0195330897202,-0.152984353153222,-1.30320084139266,-3.48164325408588,-0.164401296036106,0.4321,"RESIDUS"
+"523","20F","F","300",7,4,-0.2,3,1.943,-0.5,NA,NA,NA,NA,-0.0878894782847469,0.157799840205445,0.095426058640077,-0.274924553219298,0.099145596649804,0.685,0.336,0.731,0.848214285714286,0.893,0.277,0.337,0.342,0.707,2.18023729879721,3.34996714852068,3.51331927758287,1.66452368995491,2.33872782785683,2.0047605154983,1.32418127311862,1.64612672576269,0.969870328702135,0.998239423611587,0.99480460652598,-0.00937426997506348,NA,NA,NA,0.678772940792584,0.357090578207194,-0.975199622107379,0.329259015086357,-0.354495588085785,-2.02515250503293,-0.153378827414321,-1.3076124311072,-3.47651427367025,-0.112110521715253,0.5907,"RESIDUS"
+"524","20F","F","50",7,4,-0.2,3,0.154,-0.5,NA,NA,NA,NA,0.0219624058953767,0.22778361505172,0.224034290606938,-0.417144803694222,0.461069615484975,0.822,0.049,0.461,0.36734693877551,0.142,0.003,0.003,0.003,0.086,1.97560070194996,2.96471339408485,NA,1.65220331636978,2.28974967309053,NA,1.31719580229684,1.63454861277453,NA,0.994657993770069,0.988228899937518,-0.0334238722801407,NA,NA,NA,0.667163160558895,0.338065742116129,-1.00041450049917,0.324782429535354,-0.34315618261081,-2.03102085004727,-0.1723510250851,-1.35920701457541,NA,-0.221962405895377,0.1448,"RESIDUS"
+"525","20G","G","100",7,4,-0.4,3,0.36,-0.5,NA,NA,NA,NA,-0.188262205755634,0.1647992676024,0.159260856583599,-0.500413484659487,0.12388907314822,0.725,0.234,0.86,0.991452991452991,0.309,0.003,0.003,0.003,0.184,2.17659887199688,3.32097918023145,3.465542604826,1.67134692699649,2.35189904796914,2.02323381830478,1.32411306079754,1.63936148488412,0.935097047374728,0.984624544227292,0.988623890496804,-0.0261869574302333,NA,NA,NA,0.677010727025203,0.354079034722263,-0.977730560234502,0.322374445407491,-0.370741437253899,-2.04983516749889,-0.1558896830642,-1.3112837028884,-3.52596054272486,-0.211737794244366,0.7136,"RESIDUS"
+"526","20G","G","200",7,4,-0.4,3,1.036,-0.5,NA,NA,NA,NA,-0.226694420508991,0.143999964072465,0.114136720286678,-0.450402392270881,-0.00298644874710199,0.617,0.514,0.943,0.994163424124514,0.657,0.048,0.063,0.064,0.447,2.16442447883731,3.31682417003953,3.48337183836232,1.68352771150831,2.36931928189358,2.04976539413623,1.31558946899414,1.63845031354791,0.955241323106309,1.00871411285767,1.0176983746637,0.0247817256399925,NA,NA,NA,0.679095898138184,0.363085148976777,-0.940818583651397,0.319225281823057,-0.347691443268186,-2.0318436469869,-0.152454659914258,-1.30644784779828,-3.46043766507048,-0.173305579491009,0.9471,"RESIDUS"
+"527","20G","G","300",7,4,-0.4,3,1.955,-0.5,NA,NA,NA,NA,-0.240021253249366,0.176471696138866,0.0956524845675809,-0.427500123001825,-0.0525423834969077,0.567,0.648,0.901,0.979938271604938,0.87,0.218,0.27,0.274,0.609,2.16335336518058,3.31884272380232,3.46971801349746,1.66875565063098,2.33841651153196,2.00649060557105,1.32196405803721,1.64409742609195,0.967667147360452,0.996880937151378,0.999009447510477,-0.00702231087563553,NA,NA,NA,0.671672678508578,0.344197324039649,-0.975538987585241,0.321653191243547,-0.357194783551423,-2.03376811792176,-0.150067598734713,-1.31252915697638,-3.46343224459295,-0.159978746750634,0.9919,"RESIDUS"
+"528","20G","G","50",7,4,-0.4,3,0.139,-0.5,NA,NA,NA,NA,-0.185011828763913,0.227131901766023,0.22488685002792,-0.625790054818637,0.25576639729081,0.84,0.135,0.795,0.977777777777778,0.129,0,0,0,0.072,2.0061906862638,3.06127121498005,NA,1.66953659173229,2.31559510587658,NA,1.32077820058406,1.64764761974963,0.93877284282535,1.00094842210332,0.997213923687216,-0.0198461526924475,NA,NA,NA,0.681389211680722,0.348114055347579,-0.993650986063032,0.316531868666354,-0.367881767148803,-2.08694079949535,-0.146789418733986,-1.3094159410108,NA,-0.214988171236087,0.4328,"RESIDUS"

RProject/shinyapps/results-dashboard/res_dat_dif_rosali.csv

@@ -0,0 +1,529 @@
+"","scenario","scenario.type","N","J","M","eff.size","nb.dif","m.nb.dif.detect","dif.size","m.item1","m.item2","m.item3","m.item4","m.beta","se.empirical.beta","se.analytical.beta","m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p","beta.same.sign.truebeta.signif.p","dif.detected","prop.perfect","flexible.detect","moreflexible.detect","any.detect","m.item1_1","m.item1_2","m.item1_3","m.item2_1","m.item2_2","m.item2_3","m.item3_1","m.item3_2","m.item3_3","m.item4_1","m.item4_2","m.item4_3","m.item5","m.item6","m.item7","m.item5_1","m.item5_2","m.item5_3","m.item6_1","m.item6_2","m.item6_3","m.item7_1","m.item7_2","m.item7_3","bias","theoretical.power","method"
+"1","1A","A","100",4,2,0,0,0.035,0,0.841649815730949,0.261055055123223,-0.247737515280195,-0.850277388387541,0.00515576010876634,0.219138595797241,0.215456403555081,-0.417138790859192,0.427450311076724,0.947,0.053,NA,NA,0.034,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00515576010876634,0.05,"ROSALI"
+"2","1A","A","200",4,2,0,0,0.032,0,0.83334115061083,0.243414423461889,-0.253074185810258,-0.85135812515095,0.00661010964342149,0.153464809728584,0.151863708139634,-0.291042758310261,0.304262977597104,0.943,0.057,NA,NA,0.032,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00661010964342149,0.05,"ROSALI"
+"3","1A","A","300",4,2,0,0,0.033,0,0.84824629722648,0.256438609995958,-0.243804705470499,-0.836442827122072,-0.00712154986211393,0.128510729643466,0.124137985472596,-0.250432001388401,0.236188901664174,0.946,0.054,NA,NA,0.032,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00712154986211393,0.05,"ROSALI"
+"4","1A","A","50",4,2,0,0,0.036,0,0.860981835671988,0.254059087654386,-0.258970660903036,-0.852850579694839,0.00245341664623578,0.316406828943658,0.307927694030237,-0.601084863653029,0.605991696945501,0.94,0.06,NA,NA,0.035,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00245341664623578,0.05,"ROSALI"
+"5","1B","B","100",4,2,0.2,0,0.042,0,0.841307133950561,0.24590048721848,-0.240639277042726,-0.838540529351675,0.196685699539971,0.231427967532107,0.215631895771005,-0.225952816171199,0.619324215251141,0.92,0.147,0.805,1,0.042,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00331430046002906,0.1543,"ROSALI"
+"6","1B","B","200",4,2,0.2,0,0.047,0,0.845379451746299,0.245009965063057,-0.251389492148348,-0.857037446884438,0.205052111368618,0.158573338761289,0.152791921942796,-0.0944200556392619,0.504524278376497,0.938,0.28,0.905,0.996428571428571,0.046,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00505211136861755,0.2618,"ROSALI"
+"7","1B","B","300",4,2,0.2,0,0.039,0,0.843166066018489,0.248860413009423,-0.254053652279834,-0.844403748168884,0.20762638983174,0.131175634374567,0.12459594872648,-0.036581669672161,0.45183444933564,0.939,0.396,0.94,0.997474747474748,0.039,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00762638983173972,0.366,"ROSALI"
+"8","1B","B","50",4,2,0.2,0,0.038,0,0.853578471418366,0.255664920628852,-0.256123892332497,-0.859273602373997,0.214905195114356,0.313012398693521,0.308419115032349,-0.389596270349048,0.81940666057776,0.945,0.104,0.756,0.961538461538462,0.038,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0149051951143561,0.1013,"ROSALI"
+"9","1C","C","100",4,2,0.4,0,0.04,0,0.839874170538156,0.249700913027524,-0.260711715351333,-0.845682267763961,0.401843548135454,0.23341663570809,0.216956763812537,-0.0233917089371182,0.827078805208025,0.922,0.457,0.953,1,0.039,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00184354813545351,0.4627,"ROSALI"
+"10","1C","C","200",4,2,0.4,0,0.029,0,0.851258705134047,0.256070316569216,-0.246516865718397,-0.836759126173945,0.388558614306798,0.156629722200145,0.15288816499749,0.0888978109117181,0.688219417701879,0.951,0.71,0.996,1,0.028,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0114413856932016,0.7507,"ROSALI"
+"11","1C","C","300",4,2,0.4,0,0.038,0,0.840333214730224,0.249620329948527,-0.254047639988024,-0.837455870867217,0.404044399015921,0.130109880842476,0.12500612950289,0.159032385190257,0.649056412841585,0.943,0.893,0.999,1,0.037,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00404439901592102,0.8981,"ROSALI"
+"12","1C","C","50",4,2,0.4,0,0.031,0,0.843156335431119,0.239715941574867,-0.249569244436848,-0.854669343297609,0.394543301588686,0.325998165361461,0.310554589332731,-0.214143693503467,1.00323029668084,0.937,0.252,0.892,0.992063492063492,0.031,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00545669841131408,0.2615,"ROSALI"
+"13","1D","D","100",4,2,-0.2,0,0.036,0,0.847070747656433,0.254790065038138,-0.261025563929914,-0.85814881637325,-0.190322775541101,0.225737756062221,0.216188260722101,-0.614051766556418,0.233406215474216,0.936,0.148,0.805,0.97972972972973,0.036,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00967722445889893,0.1543,"ROSALI"
+"14","1D","D","200",4,2,-0.2,0,0.026,0,0.840978275017302,0.248185336966296,-0.258021915852305,-0.848848974167041,-0.191673703631878,0.160651229298335,0.152252290568304,-0.490088193145754,0.106740785881998,0.937,0.244,0.893,0.991803278688525,0.025,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0083262963681221,0.2618,"ROSALI"
+"15","1D","D","300",4,2,-0.2,0,0.037,0,0.849191972753626,0.253957650477028,-0.251963381933932,-0.839666500877527,-0.202815207578566,0.128278132929571,0.124426938618749,-0.446692007271315,0.0410615921141826,0.945,0.387,0.949,1,0.037,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00281520757856624,0.366,"ROSALI"
+"16","1D","D","50",4,2,-0.2,0,0.034,0,0.847168681570375,0.254339721672831,-0.25051944854348,-0.859311342520194,-0.204304222603091,0.313501008324144,0.30621294679631,-0.804481598323858,0.395873153117677,0.939,0.105,0.752,0.933333333333333,0.032,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00430422260309055,0.1013,"ROSALI"
+"17","1E","E","100",4,2,-0.4,0,0.045,0,0.852730686381601,0.245996040508791,-0.247369437875532,-0.857616703823509,-0.405290253195108,0.230878068596507,0.217333320665916,-0.831263561700303,0.0206830553100876,0.945,0.46,0.961,1,0.044,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00529025319510762,0.4627,"ROSALI"
+"18","1E","E","200",4,2,-0.4,0,0.047,0,0.839317941144138,0.248050543943888,-0.257851936445618,-0.849933103878124,-0.394568252891597,0.163997844246783,0.153854316361729,-0.696122712960587,-0.0930137928226076,0.944,0.71,0.993,1,0.047,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00543174710840261,0.7507,"ROSALI"
+"19","1E","E","300",4,2,-0.4,0,0.049,0,0.842549566258378,0.246658467226512,-0.246744472317535,-0.842273869076811,-0.39931547724209,0.130004031352234,0.125304700373357,-0.644912689973869,-0.15371826451031,0.949,0.876,1,1,0.046,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000684522757910311,0.8981,"ROSALI"
+"20","1E","E","50",4,2,-0.4,0,0.039,0,0.846093518283843,0.252509523427906,-0.240332375169079,-0.863859325136943,-0.397112748694565,0.311053347904776,0.308793502197059,-1.0023480130008,0.20812251561167,0.959,0.257,0.895,0.988326848249027,0.038,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00288725130543455,0.2615,"ROSALI"
+"21","2A","A","100",4,4,0,0,0.03,0,NA,NA,NA,NA,-0.00294564027170578,0.17491043917681,0.170402505566615,-0.336934551182272,0.331043270638861,0.943,0.057,NA,NA,0.029,NA,NA,NA,NA,1.88052071120832,2.73742547695039,2.56827071253871,1.26973672230546,1.52833813416185,0.764001666871575,0.756444525022802,0.510543783531705,-0.76883474309397,-0.156253321961355,-1.00532708372801,-2.88255179798127,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00294564027170578,0.05,"ROSALI"
+"22","2A","A","200",4,4,0,0,0.03,0,NA,NA,NA,NA,-6.16095682348268e-05,0.123820881777314,0.120360475435055,-0.235968141420942,0.235844922284473,0.945,0.055,NA,NA,0.03,NA,NA,NA,NA,1.86879614662369,2.70867131604611,2.54041685048881,1.25785977863131,1.50680608187275,0.747662862418738,0.764167163814753,0.506153361472565,-0.768040746297879,-0.162663373438094,-1.0115847593431,-2.87336034705955,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,6.16095682348268e-05,0.05,"ROSALI"
+"23","2A","A","300",4,4,0,0,0.026,0,NA,NA,NA,NA,-0.00621195573901493,0.100822159789519,0.0976840189868834,-0.197672632953306,0.185248721475277,0.942,0.058,NA,NA,0.025,NA,NA,NA,NA,1.85568273957832,2.70525638397875,2.54509149223253,1.25913603274886,1.51044371586991,0.761305616250316,0.753193022591701,0.500065019242741,-0.745101013063427,-0.156837679833204,-0.996835990851034,-2.85456267422877,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00621195573901493,0.05,"ROSALI"
+"24","2A","A","50",4,4,0,0,0.016,0,NA,NA,NA,NA,-0.00566326939888686,0.252469239657326,0.243756042316246,-0.483425112338729,0.472098573540955,0.941,0.059,NA,NA,0.014,NA,NA,NA,NA,1.84139106269565,2.67157202549668,NA,1.30408695954668,1.56419257938587,0.797539364012401,0.771280410854345,0.518613254978761,-0.763730141104854,-0.165487178440258,-1.01696968277864,-2.95575345507878,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00566326939888686,0.05,"ROSALI"
+"25","2B","B","100",4,4,0.2,0,0.022,0,NA,NA,NA,NA,0.208460638307142,0.172395819916014,0.169963991877603,-0.124668785772959,0.541590062387244,0.95,0.236,0.895,0.978813559322034,0.021,NA,NA,NA,NA,1.86638644583367,2.712116805896,2.53461512531085,1.26551472139545,1.5105946982893,0.746054993375255,0.750525865814607,0.500460038660041,-0.768105633592951,-0.163683014665924,-1.01271648157286,-2.88400586051793,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00846063830714236,0.2177,"ROSALI"
+"26","2B","B","200",4,4,0.2,0,0.027,0,NA,NA,NA,NA,0.198970187504582,0.120399789241282,0.120667913882252,-0.0375389237046324,0.435479298713796,0.958,0.372,0.956,1,0.025,NA,NA,NA,NA,1.87054981670556,2.717399455856,2.55739227152185,1.26244456131643,1.5187903263738,0.764290173086284,0.75769932459241,0.510690846188887,-0.75049968020419,-0.153848191763136,-0.996972351677475,-2.85550688840161,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00102981249541839,0.3875,"ROSALI"
+"27","2B","B","300",4,4,0.2,0,0.028,0,NA,NA,NA,NA,0.202333212967976,0.10163283363126,0.0982439873060399,0.00977499784813785,0.394891428087814,0.952,0.528,0.983,1,0.028,NA,NA,NA,NA,1.85447327848099,2.69495860705276,2.53533002571142,1.25631778671041,1.50624796223772,0.753945711731587,0.747221271126514,0.490813322316126,-0.76412632304602,-0.163760244784117,-1.00982280108404,-2.85925045168566,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00233321296797606,0.5373,"ROSALI"
+"28","2B","B","50",4,4,0.2,0,0.026,0,NA,NA,NA,NA,0.190879224313805,0.247737044545594,0.241989350750478,-0.283419903157131,0.665178351784742,0.948,0.123,0.766,1,0.025,NA,NA,NA,NA,1.8036517297517,2.60839581504824,NA,1.27707647017008,1.53220239640615,NA,0.774017650561463,0.534787382740638,-0.735312524136748,-0.157322797009482,-1.00417135533761,-2.88665808635017,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0091207756861946,0.1339,"ROSALI"
+"29","2C","C","100",4,4,0.4,0,0.025,0,NA,NA,NA,NA,0.405338751269999,0.173899200029098,0.172477869000148,0.0672821280297093,0.743395374510288,0.948,0.654,0.993,1,0.024,NA,NA,NA,NA,1.8628720565981,2.72966535202428,2.55958884464567,1.2632361653957,1.50825969522939,0.755926705904902,0.758167570386056,0.506149019593474,-0.761511378841352,-0.159681963593103,-1.00841850623523,-2.89364184150316,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00533875126999872,0.6586,"ROSALI"
+"30","2C","C","200",4,4,0.4,0,0.033,0,NA,NA,NA,NA,0.404026020230064,0.122917794369817,0.121494716084421,0.165896376704599,0.642155663755529,0.945,0.919,1,1,0.031,NA,NA,NA,NA,1.85376861472919,2.6999815823292,2.52800323671839,1.27113694427506,1.52193501429098,0.762335008385615,0.75478475794171,0.506035563222699,-0.763471778852182,-0.158567318302739,-1.0077959429907,-2.8681583323131,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00402602023006393,0.9161,"ROSALI"
+"31","2C","C","300",4,4,0.4,0,0.025,0,NA,NA,NA,NA,0.398690652606835,0.0988686475247349,0.0988222150319546,0.204999111144204,0.592382194069466,0.953,0.983,1,1,0.025,NA,NA,NA,NA,1.85803496831758,2.70032227697066,2.53697056816959,1.26013946188241,1.51176898249528,0.75945511023775,0.750956138608694,0.503145627217682,-0.754761842515554,-0.160373657386988,-1.00577627887739,-2.85038683194316,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00130934739316457,0.9834,"ROSALI"
+"32","2C","C","50",4,4,0.4,0,0.024,0,NA,NA,NA,NA,0.400771719008737,0.248862532151477,0.24471601482305,-0.078871670044442,0.880415108061915,0.946,0.38,0.94,1,0.023,NA,NA,NA,NA,1.74569237719924,2.51638540881083,NA,1.27681774940855,1.52673458984954,NA,0.7875522467346,0.526857784966741,-0.755915537297531,-0.141511820647378,-1.00440223664115,-2.88049866097173,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000771719008736571,0.3863,"ROSALI"
+"33","2D","D","100",4,4,-0.2,0,0.024,0,NA,NA,NA,NA,-0.203327016879542,0.170832047738671,0.170399641237381,-0.537310313704808,0.130656279945724,0.959,0.235,0.878,1,0.023,NA,NA,NA,NA,1.87185140859663,2.711905655305,2.55646793985591,1.26268495439546,1.52428205757804,0.769997262071746,0.758154796904752,0.505171438611153,-0.744869372448452,-0.15264031104052,-0.999278783720654,-2.86581828418217,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00332701687954196,0.2177,"ROSALI"
+"34","2D","D","200",4,4,-0.2,0,0.025,0,NA,NA,NA,NA,-0.203131930266041,0.117342800806423,0.120415523701323,-0.439146356720634,0.0328824961885523,0.951,0.395,0.966,1,0.024,NA,NA,NA,NA,1.85637885564458,2.6981832915352,2.54062797001838,1.27480736604092,1.52653450026219,0.768483965189576,0.75683948312682,0.510143116882394,-0.744530712821692,-0.16073402634451,-0.996103068178679,-2.8589192651793,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00313193026604089,0.3875,"ROSALI"
+"35","2D","D","300",4,4,-0.2,0,0.026,0,NA,NA,NA,NA,-0.195675040979103,0.0972763310661501,0.0980927931014706,-0.387936915457985,-0.00341316650022067,0.959,0.508,0.982,0.998031496062992,0.024,NA,NA,NA,NA,1.85398011136573,2.69598554818823,2.53254981172402,1.25705886458498,1.50390349649951,0.749228847701279,0.748473499347253,0.494573663422142,-0.764760942016575,-0.162357377045355,-1.01048160446786,-2.86497767719929,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00432495902089705,0.5373,"ROSALI"
+"36","2D","D","50",4,4,-0.2,0,0.019,0,NA,NA,NA,NA,-0.201676984842517,0.242379766539326,0.242124432670318,-0.67624087287634,0.272886903191305,0.952,0.123,0.796,0.959349593495935,0.017,NA,NA,NA,NA,1.84953777374004,2.69783842483882,NA,1.28367391429989,1.53991428261906,0.77273673670409,0.763310408850923,0.517344890888474,-0.769083967308715,-0.154529529208928,-1.03022739450149,-2.94199141694917,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00167698484251722,0.1339,"ROSALI"
+"37","2E","E","100",4,4,-0.4,0,0.019,0,NA,NA,NA,NA,-0.403906067808117,0.170567505232137,0.172147417536398,-0.741315006179457,-0.0664971294367779,0.953,0.659,0.994,1,0.018,NA,NA,NA,NA,1.85935203074485,2.72659544116901,2.56532073706972,1.26257538514082,1.51704888358257,0.75193505135725,0.760627989686307,0.516139529465774,-0.745986103250446,-0.161179250005406,-1.01740183421705,-2.9069113604905,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00390606780811731,0.6586,"ROSALI"
+"38","2E","E","200",4,4,-0.4,0,0.027,0,NA,NA,NA,NA,-0.403497433108942,0.12249485314287,0.121260709673267,-0.641168424068545,-0.165826442149339,0.949,0.92,0.998,1,0.026,NA,NA,NA,NA,1.86093618594183,2.70046337204851,2.53958873708241,1.24803412734319,1.50586498822949,0.752720043965299,0.749250108914769,0.49659586880703,-0.760988872812217,-0.163892180528955,-1.0050919625066,-2.86792260609799,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00349743310894191,0.9161,"ROSALI"
+"39","2E","E","300",4,4,-0.4,0,0.026,0,NA,NA,NA,NA,-0.401707548328319,0.0949333503367797,0.0988870871659351,-0.595526239173552,-0.207888857483086,0.965,0.987,1,1,0.025,NA,NA,NA,NA,1.85271395215991,2.69232621530519,2.53258145067176,1.25500670115641,1.50840493239371,0.754482499721032,0.75523273970383,0.505152468182801,-0.752812795584761,-0.163507259745672,-1.00295945699246,-2.85152868339027,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00170754832831893,0.9834,"ROSALI"
+"40","2E","E","50",4,4,-0.4,0,0.023,0,NA,NA,NA,NA,-0.403760947300815,0.255899577269211,0.245381444252664,-0.884708578036036,0.0771866834344068,0.942,0.379,0.946,1,0.021,NA,NA,NA,NA,1.86712007938874,2.70724937966694,NA,1.28220690461503,1.54747117792936,0.772147696898692,0.780492285531691,0.514076749930794,-0.790946502579048,-0.152954601857419,-1.01313002158806,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00376094730081483,0.3863,"ROSALI"
+"41","3A","A","100",7,2,0,0,0.024,0,1.16286878326417,0.674797103156445,0.32779497576997,-0.00380366853456127,-0.0026188941136422,0.186092559236954,0.188085563771173,-0.371266599105142,0.366028810877857,0.954,0.046,NA,NA,0.024,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323553141573675,-0.670890797377078,-1.15748739016094,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0026188941136422,0.05,"ROSALI"
+"42","3A","A","200",7,2,0,0,0.03,0,1.15297633775481,0.676879544235733,0.321096425685161,-0.000963683821295717,-0.00360916932292964,0.134026229338416,0.132940907204552,-0.264173347443852,0.256955008797993,0.948,0.052,NA,NA,0.026,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323413322639592,-0.677025600141711,-1.15330291527052,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00360916932292964,0.05,"ROSALI"
+"43","3A","A","300",7,2,0,0,0.032,0,1.15011537490926,0.674382015935497,0.32208026715789,0.00616567739237956,-0.00149730334149151,0.108211785979782,0.108331270856887,-0.213826594220991,0.210831987538008,0.943,0.057,NA,NA,0.031,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320236718975004,-0.666736787716711,-1.15586061879363,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00149730334149151,0.05,"ROSALI"
+"44","3A","A","50",7,2,0,0,0.024,0,1.16499810852395,0.668643359401408,0.315597696421742,-0.00201493024164518,0.00487059633688497,0.265109874006821,0.26774167038335,-0.519903077614481,0.529644270288251,0.954,0.046,NA,NA,0.021,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.328129537551883,-0.688859907744027,-1.17572322519508,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00487059633688497,0.05,"ROSALI"
+"45","3B","B","100",7,2,0.2,0,0.024,0,1.16587328206042,0.674086392601791,0.32357574714809,0.00939769374172151,0.202153473051928,0.19319724432849,0.188756068559075,-0.16780842132386,0.572115367427716,0.947,0.197,0.848,0.99492385786802,0.022,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322292081122252,-0.677287090249078,-1.15819169414046,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00215347305192809,0.187,"ROSALI"
+"46","3B","B","200",7,2,0.2,0,0.03,0,1.1536615802144,0.671086436912113,0.323683418523034,0.000380499132283954,0.197657388088058,0.133568382262593,0.132972612087905,-0.0629689316042356,0.458283707780351,0.947,0.309,0.927,1,0.03,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.31948924798002,-0.677343494153165,-1.1553806536773,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00234261191194249,0.3258,"ROSALI"
+"47","3B","B","300",7,2,0.2,0,0.026,0,1.15155465221139,0.670925866781301,0.32058047480948,0.00240086291132991,0.20764767207048,0.107157948757561,0.108661045138601,-0.00532797640117817,0.420623320542139,0.953,0.494,0.974,1,0.025,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324907038412088,-0.675109981626681,-1.14975775581502,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00764767207048025,0.455,"ROSALI"
+"48","3B","B","50",7,2,0.2,0,0.021,0,1.1877667600713,0.690999281738443,0.326032754441317,0.0157066788278617,0.20491607421647,0.275872430331177,0.268600411889941,-0.321540733087815,0.731372881520756,0.94,0.134,0.763,0.962686567164179,0.019,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322195749473164,-0.679662668627288,-1.16017618104016,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00491607421647042,0.1171,"ROSALI"
+"49","3C","C","100",7,2,0.4,0,0.034,0,1.15037136371895,0.676247677213604,0.315122225858293,-0.00246113882938302,0.410246528116472,0.193270469152092,0.189094284432595,0.0396217306285866,0.780871325604358,0.947,0.587,0.984,1,0.031,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.329273668811277,-0.67776549168623,-1.16122412242216,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0102465281164724,0.5666,"ROSALI"
+"50","3C","C","200",7,2,0.4,0,0.033,0,1.15657414198693,0.67555928334284,0.324486699619968,0.00645415147667532,0.392453662712647,0.136897366133094,0.133369637607126,0.131049173002681,0.653858152422613,0.946,0.82,0.998,1,0.029,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.325307786543308,-0.668216847026314,-1.15217169428603,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00754633728735254,0.8538,"ROSALI"
+"51","3C","C","300",7,2,0.4,0,0.024,0,1.15126910445689,0.667352529558993,0.319543678698988,-0.00416275800669689,0.402896992149342,0.110101724865154,0.108728604499636,0.189788927330055,0.616005056968628,0.943,0.953,1,1,0.024,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.318881526154786,-0.67008533341932,-1.15547745431914,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00289699214934153,0.9584,"ROSALI"
+"52","3C","C","50",7,2,0.4,0,0.026,0,1.17480179033571,0.673423743501931,0.318576667986621,-0.00138310744002424,0.417762448675141,0.27059480753698,0.269145061703622,-0.109761872263958,0.945286769614239,0.949,0.348,0.935,1,0.026,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.333573190818839,-0.685120845418421,-1.18096446991259,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0177624486751405,0.3236,"ROSALI"
+"53","3D","D","100",7,2,-0.2,0,0.033,0,1.14870379621017,0.670074874282744,0.30986744150913,-0.00511819099464774,-0.199488653216158,0.191123514185153,0.188182633374909,-0.56832661463098,0.169349308198663,0.954,0.195,0.85,0.98974358974359,0.031,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.333311124252055,-0.667031746408699,-1.14963557414357,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000511346783841599,0.187,"ROSALI"
+"54","3D","D","200",7,2,-0.2,0,0.025,0,1.14859113205905,0.67550951844728,0.314946074871811,0.00294732571184668,-0.195604888284562,0.142581717920153,0.132782433145617,-0.455858457249971,0.0646486806808474,0.931,0.335,0.917,0.997014925373134,0.024,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.316240541533159,-0.671120213068387,-1.15383990458729,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00439511171543844,0.3258,"ROSALI"
+"55","3D","D","300",7,2,-0.2,0,0.034,0,1.1495770950633,0.671787670868829,0.325374306759711,0.00289736983772766,-0.200187887521036,0.110561338055232,0.108679191852937,-0.413199103552793,0.0128233285107215,0.944,0.462,0.964,1,0.033,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.316109621986025,-0.671940057641242,-1.15465407580848,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.000187887521035685,0.455,"ROSALI"
+"56","3D","D","50",7,2,-0.2,0,0.028,0,1.16676526918937,0.671365611488342,0.313155656364811,-0.0018469402951717,-0.194034725085748,0.275461998896542,0.267093957286238,-0.717538881366775,0.329469431195279,0.944,0.124,0.763,0.951612903225806,0.027,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32612668579434,-0.681135932769315,-1.18359889319227,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00596527491425233,0.1171,"ROSALI"
+"57","3E","E","100",7,2,-0.4,0,0.025,0,1.1771921244389,0.672242931383449,0.321552834336007,0.00682295114705234,-0.404012323460609,0.193262719303507,0.188657475247875,-0.773780974946443,-0.0342436719747738,0.948,0.56,0.987,1,0.023,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.312595177412718,-0.675121842816973,-1.15356374470533,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00401232346060859,0.5666,"ROSALI"
+"58","3E","E","200",7,2,-0.4,0,0.036,0,1.15922309884007,0.664962244244648,0.320755818721116,0.000534675118118529,-0.396814756312101,0.131701856804457,0.133568910030573,-0.658609819972023,-0.135019692652179,0.963,0.83,1,1,0.035,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32634722590709,-0.671912870566172,-1.15075925856987,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00318524368789913,0.8538,"ROSALI"
+"59","3E","E","300",7,2,-0.4,0,0.039,0,1.1489962013746,0.685736475616398,0.326133771040853,0.00424301196521614,-0.402039287839297,0.111768597438438,0.108985692014212,-0.615651244187153,-0.188427331491441,0.949,0.964,0.999,1,0.038,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321796327799335,-0.674307480988607,-1.15033119817232,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00203928783929724,0.9584,"ROSALI"
+"60","3E","E","50",7,2,-0.4,0,0.028,0,1.17490288277237,0.697346885591886,0.327962436806067,0.000990154458905171,-0.399227792670436,0.27061758387401,0.266454985189075,-0.921479563641022,0.12302397830015,0.949,0.318,0.932,1,0.028,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322825898557543,-0.678835262013459,-1.17734615333298,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.000772207329564067,0.3236,"ROSALI"
+"61","4A","A","100",7,4,0,0,0.018,0,NA,NA,NA,NA,-0.00417101898991897,0.15755240961293,0.158473217547135,-0.314778525382303,0.306436487402465,0.942,0.058,NA,NA,0.018,NA,NA,NA,NA,2.21901176391567,3.37737772555016,3.52753516507831,1.70664372202881,2.38421841867847,2.04785051425645,1.32227438675902,1.65448719411741,0.974859293855304,1.00315255852041,1.01069492994628,0.00278726338088246,NA,NA,NA,0.67456804936017,0.361723528236643,-0.961787376926835,0.333437119985567,-0.344291011823007,-2.02597785356313,-0.151680316855962,-1.31376601441236,-3.48269205911198,0.00417101898991897,0.05,"ROSALI"
+"62","4A","A","200",7,4,0,0,0.017,0,NA,NA,NA,NA,-0.001752042074604,0.11164475614878,0.111997583167864,-0.221267305083617,0.217763220934409,0.945,0.055,NA,NA,0.017,NA,NA,NA,NA,2.15908020799276,3.31424578751182,3.46109609763641,1.68780281797404,2.35736645262796,2.03211770953383,1.32847962117265,1.64387967516682,0.953916764608377,1.00659461433636,0.991047719106724,-0.0141576339635431,NA,NA,NA,0.677369934486444,0.357172659864043,-0.978044305064136,0.340341614814542,-0.341580152694646,-2.02981622237313,-0.154026243510002,-1.31306816837215,-3.49561240885456,0.001752042074604,0.05,"ROSALI"
+"63","4A","A","300",7,4,0,0,0.02,0,NA,NA,NA,NA,-0.00395081524629338,0.091108072451334,0.0913123242628059,-0.182922970801393,0.175021340308806,0.952,0.048,NA,NA,0.019,NA,NA,NA,NA,2.15545538197662,3.30931729069614,3.46264227712217,1.6808683955098,2.34636794381614,2.01856819637118,1.32606796912186,1.64164566600014,0.959291488307153,1.00840307720763,1.00709612659495,0.00596652262456305,NA,NA,NA,0.68462494698875,0.365181028271195,-0.954730446726256,0.328646173396521,-0.342459940642518,-2.02341617691131,-0.149756665755041,-1.29905268691555,-3.4678162685918,0.00395081524629338,0.05,"ROSALI"
+"64","4A","A","50",7,4,0,0,0.008,0,NA,NA,NA,NA,-0.0102946045294743,0.225054467436802,0.225801829837226,-0.452866191010438,0.432276981951489,0.949,0.051,NA,NA,0.008,NA,NA,NA,NA,2.00127352779689,3.08197706213934,NA,1.68388862186879,2.36773632488847,NA,1.34651774138053,1.68812002624842,0.986613557234564,1.01884700389027,1.02861998652487,-0.00151966462190439,NA,NA,NA,0.71218109059776,0.381913098191494,-0.957246286221453,0.352955835491918,-0.327320205498173,-2.05770514070771,-0.145602323695782,-1.32404029941433,NA,0.0102946045294743,0.05,"ROSALI"
+"65","4B","B","100",7,4,0.2,0,0.023,0,NA,NA,NA,NA,0.189158446070295,0.153078778023386,0.15895035289723,-0.122384245608275,0.500701137748865,0.953,0.208,0.887,0.995192307692308,0.022,NA,NA,NA,NA,2.20594255818107,3.36508536085288,3.51973348646842,1.7005180236512,2.38268534127656,2.04364813887643,1.33794832756501,1.65884006794523,0.980329515489441,1.01180538915603,1.01033668870801,-0.00162607101072549,NA,NA,NA,0.697469878253836,0.373088424325874,-0.967889171648909,0.337267467682698,-0.343410196822263,-2.02352328629425,-0.156294554478,-1.31372632692,-3.49569090480933,0.0108415539297052,0.245,"ROSALI"
+"66","4B","B","200",7,4,0.2,0,0.02,0,NA,NA,NA,NA,0.195128525426447,0.114001500743398,0.112252238930128,-0.0248858628766026,0.415142913729497,0.949,0.405,0.959,1,0.019,NA,NA,NA,NA,2.18063725353066,3.34229013783023,3.49603297083135,1.68309551403153,2.35985357688236,2.02817573331057,1.32792576760786,1.64449419338946,0.965077073184214,1.00607847147237,1.00884188144532,0.000181309379108074,NA,NA,NA,0.680434121181321,0.354828058876306,-0.974226725524144,0.325573972870437,-0.342768925771994,-2.02416593902667,-0.14833060380933,-1.30616945669793,-3.47556888047112,0.00487147457355261,0.4321,"ROSALI"
+"67","4B","B","300",7,4,0.2,0,0.017,0,NA,NA,NA,NA,0.194392705553014,0.0887807944612524,0.0916257746150524,0.0148061873075117,0.373979223798517,0.961,0.558,0.984,1,0.017,NA,NA,NA,NA,2.17405037624724,3.33647158204156,3.48765594497038,1.66893523314245,2.34452780157583,2.0180266620109,1.32580302627906,1.64773125102304,0.967420830680733,1.00728831857957,1.01619067038258,0.017703517537974,NA,NA,NA,0.686828325837504,0.370176433170739,-0.954080658565371,0.340962759983158,-0.33291677791844,-2.00248953291889,-0.134013214751909,-1.28511290795445,-3.45124728019661,0.00560729444698554,0.5907,"ROSALI"
+"68","4B","B","50",7,4,0.2,0,0.022,0,NA,NA,NA,NA,0.207248317984233,0.231787701132527,0.225914764520711,-0.235544620476359,0.650041256444826,0.939,0.151,0.814,1,0.021,NA,NA,NA,NA,1.9386259809447,2.96204345065357,NA,1.67517989465527,2.30965838608818,NA,1.34902267408599,1.6854643843857,NA,1.01576513713461,1.01881178421465,-0.00712261926923328,NA,NA,NA,0.692286587622152,0.370004049579055,-0.989928342032744,0.332015940542217,-0.348524795493198,-2.06505880614041,-0.155292226046298,-1.33191485876393,NA,-0.00724831798423348,0.1448,"ROSALI"
+"69","4C","C","100",7,4,0.4,0,0.016,0,NA,NA,NA,NA,0.407783528571016,0.157631269106424,0.159758496107338,0.0946568762006331,0.7209101809414,0.944,0.728,0.996,1,0.015,NA,NA,NA,NA,2.20264631442713,3.36467016212426,3.51725798730837,1.70068793078114,2.35904130910772,2.02492519876507,1.3408060252956,1.66334769834556,0.978981882462529,1.01132341754334,1.00970014637028,0.00117115402970595,NA,NA,NA,0.688477120651871,0.361579039378682,-0.975131623812324,0.336029634848407,-0.341617776968689,-2.03413692913227,-0.150557713604197,-1.31457683420409,-3.50085305976535,-0.00778352857101644,0.7136,"ROSALI"
+"70","4C","C","200",7,4,0.4,0,0.016,0,NA,NA,NA,NA,0.40016687866789,0.113071500369976,0.112653862499537,0.179365308168798,0.620968449166983,0.954,0.947,0.999,1,0.014,NA,NA,NA,NA,2.17691481038979,3.34127663807763,3.48718096237008,1.69452533764015,2.36518492816481,2.02762422271273,1.31964484383042,1.63171984560899,0.955083397947312,1.00474243103597,1.00756855881002,0.00213191211041179,NA,NA,NA,0.68838647696907,0.369848103248597,-0.952321202422887,0.329677926222076,-0.341602254892017,-2.02500839298428,-0.157422646103787,-1.31691687096641,-3.48453432796389,-0.000166878667890169,0.9471,"ROSALI"
+"71","4C","C","300",7,4,0.4,0,0.022,0,NA,NA,NA,NA,0.403162434253538,0.0919993379883554,0.0920022529352765,0.222838018500396,0.58348685000668,0.955,0.989,1,1,0.022,NA,NA,NA,NA,2.17605938549397,3.3261002682751,3.47044988841775,1.68549210538718,2.35850202670094,2.01326262922146,1.32007983576417,1.64308384174403,0.958020354048233,1.00004222066943,1.00396790649135,0.000843657362818811,NA,NA,NA,0.685149861392593,0.356985304843765,-0.965358580806068,0.326081711039525,-0.340886184246694,-2.02394244805143,-0.150086030079207,-1.30402079107483,-3.46085660686705,-0.00316243425353752,0.9919,"ROSALI"
+"72","4C","C","50",7,4,0.4,0,0.017,0,NA,NA,NA,NA,0.405564975201465,0.225957838771855,0.226969471949921,-0.0392951898203791,0.85042514022331,0.958,0.435,0.966,1,0.017,NA,NA,NA,NA,1.79495719276956,NA,NA,1.64804146135727,2.28931285503754,NA,1.33741940100614,1.65820820600703,NA,1.03814702325241,1.03071036121081,NA,NA,NA,NA,0.684650867363834,0.367751218025204,-0.983235984637462,0.333267045381245,-0.343831046256866,-2.06471615278512,-0.143722198638394,-1.32375289177832,-3.53903459790328,-0.00556497520146532,0.4328,"ROSALI"
+"73","4D","D","100",7,4,-0.2,0,0.015,0,NA,NA,NA,NA,-0.203553096980991,0.146083042982457,0.159049913576081,-0.515290927590109,0.108184733628128,0.97,0.234,0.919,1,0.014,NA,NA,NA,NA,2.18389980438212,3.34316289668522,3.49513961399376,1.69275601727656,2.36504285868357,2.04009217157229,1.3284504135998,1.642294314229,0.962019099214084,1.01973897068599,1.02038146928742,-0.00811568936514807,NA,NA,NA,0.682791162897343,0.356555187060512,-0.980291639249838,0.335253072598914,-0.351949335015905,-2.05894145392143,-0.160542148676451,-1.30788994174853,-3.50915052292472,0.00355309698099057,0.245,"ROSALI"
+"74","4D","D","200",7,4,-0.2,0,0.019,0,NA,NA,NA,NA,-0.201810618679196,0.108914134764828,0.112581770203432,-0.422470888277922,0.0188496509195297,0.949,0.431,0.961,0.997679814385151,0.018,NA,NA,NA,NA,2.16167489381367,3.3243687910167,3.46786300298052,1.68868352385332,2.35864985365495,2.02722933658496,1.32691568813807,1.64553723125137,0.958504591281849,1.01539170940857,1.01275073759849,0.0172076522266354,NA,NA,NA,0.683365270396399,0.361149024458969,-0.972267596866124,0.332779529164416,-0.34038999670163,-2.02372102323554,-0.154003852947038,-1.30768078514078,-3.48483597702723,0.00181061867919627,0.4321,"ROSALI"
+"75","4D","D","300",7,4,-0.2,0,0.017,0,NA,NA,NA,NA,-0.201323691600942,0.0922640426949767,0.0915604900226089,-0.380782252045256,-0.0218651311566287,0.95,0.582,0.986,1,0.017,NA,NA,NA,NA,2.16432959940595,3.31382274142418,3.47153359585352,1.67096156121047,2.34808680483436,2.01604122689859,1.32780284356779,1.65291504846188,0.969394540139108,1.0050211938379,1.00571951398105,0.00514317153827284,NA,NA,NA,0.684681752726259,0.357713017640306,-0.963431897494025,0.322750826781221,-0.349891011430901,-2.01096440498934,-0.148053375992447,-1.30623766151312,-3.46731604099444,0.00132369160094209,0.5907,"ROSALI"
+"76","4D","D","50",7,4,-0.2,0,0.016,0,NA,NA,NA,NA,-0.202099162777758,0.229473331139815,0.225499578939464,-0.644078337499108,0.239880011943591,0.942,0.148,0.802,0.972972972972973,0.013,NA,NA,NA,NA,2.06692753187141,3.16573051355145,NA,1.7020859513571,2.3674631703578,NA,1.33904508355522,1.66068708528484,NA,1.02927792103527,1.0083742622742,-0.00896549300199371,NA,NA,NA,0.692635242614878,0.359897766881017,-0.987276329090969,0.351715259141063,-0.346877868986487,-2.08752604097384,-0.148724542884733,-1.35019771030824,NA,0.0020991627777581,0.1448,"ROSALI"
+"77","4E","E","100",7,4,-0.4,0,0.022,0,NA,NA,NA,NA,-0.402951385162666,0.163584734988319,0.159452156942942,-0.715477612770831,-0.0904251575545008,0.95,0.719,0.992,1,0.021,NA,NA,NA,NA,2.16711225163745,3.33520586512573,3.48333816227142,1.68511766700166,2.36184957038944,2.02925973218505,1.33093417694346,1.65379501550048,0.972341067434843,1.01795067645722,1.01261148816341,0.0160401513200829,NA,NA,NA,0.67988230916451,0.365877957240803,-0.984857219130667,0.33200288048604,-0.344557329309295,-2.03429054031688,-0.160230091684854,-1.31933941724427,-3.5318349328836,0.00295138516266608,0.7136,"ROSALI"
+"78","4E","E","200",7,4,-0.4,0,0.016,0,NA,NA,NA,NA,-0.398078102220208,0.116038985362791,0.112717109456421,-0.619003636754793,-0.177152567685624,0.953,0.932,0.999,1,0.014,NA,NA,NA,NA,2.16381393205279,3.31605829379077,3.4661922291106,1.67260017080615,2.34215683052789,2.01286247982196,1.32526354800428,1.64064708449426,0.964441603558509,1.00462892579012,1.00587341127186,0.00011350722936423,NA,NA,NA,0.685154842754556,0.356640118240998,-0.963381069592176,0.330103291149191,-0.345146787244236,-2.03011072069147,-0.150030747984578,-1.30824081489387,-3.48523129027514,-0.00192189777979179,0.9471,"ROSALI"
+"79","4E","E","300",7,4,-0.4,0,0.02,0,NA,NA,NA,NA,-0.40332224223845,0.0902819264511107,0.0919329410160597,-0.583510806629927,-0.223133677846973,0.957,0.993,1,1,0.018,NA,NA,NA,NA,2.15450335493927,3.31148800381701,3.46142924001261,1.67751183968052,2.35057489820541,2.02446814311759,1.33335025232289,1.65504815821882,0.968578901724013,1.0091802105701,1.01074492647191,0.0133245526382878,NA,NA,NA,0.682991780999871,0.367645569877147,-0.957173331791899,0.330605294629919,-0.333877259549289,-2.00712407274899,-0.148031311679739,-1.29825394322034,-3.47007341276621,0.00332224223845035,0.9919,"ROSALI"
+"80","4E","E","50",7,4,-0.4,0,0.016,0,NA,NA,NA,NA,-0.415310770334812,0.23163803153654,0.227368125350035,-0.860952296020881,0.030330755351258,0.94,0.443,0.967,1,0.014,NA,NA,NA,NA,2.11257889205153,3.21373920315533,NA,1.70864522043867,2.39961962904441,NA,1.3591150591844,1.68623976270216,1.01287032625982,1.02198948304745,1.0318918917958,0.0240383248295198,NA,NA,NA,0.695535653302963,0.360134330694753,-1.00272796685595,0.333778619823713,-0.342292324984979,-2.06871080442023,-0.148697369648099,-1.31195089604769,NA,0.0153107703348115,0.4328,"ROSALI"
+"81","5A","A","100",4,2,0,1,0.089,-0.3,0.849594907257467,0.258113788490019,-0.257712250018586,-0.839656607663667,-0.0787839676441509,0.241854935257528,0.217117286559583,-0.504333849300934,0.346765914012632,0.915,0.085,NA,NA,0.085,0.038,0.038,0.038,0.038,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0787839676441509,0.05,"ROSALI"
+"82","5A","A","200",4,2,0,1,0.105,-0.3,0.84961757841515,0.260950753446311,-0.25456862077177,-0.839428919074447,-0.0622978079645616,0.17122239845751,0.153211871877356,-0.36259307684418,0.237997460915056,0.911,0.089,NA,NA,0.1,0.069,0.069,0.072,0.072,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0622978079645616,0.05,"ROSALI"
+"83","5A","A","300",4,2,0,1,0.159,-0.3,0.842896005581996,0.256114540282503,-0.249062142499554,-0.85242399741594,-0.0613506592592309,0.138908872665897,0.125557910032532,-0.307444162922993,0.184742844404531,0.895,0.105,NA,NA,0.152,0.102,0.102,0.107,0.107,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0613506592592309,0.05,"ROSALI"
+"84","5A","A","50",4,2,0,1,0.05,-0.3,0.853508694707437,0.253246370988388,-0.245578207605808,-0.853157292038731,0.0516515147334426,0.324456656151703,0.305543498845523,-0.547213743003781,0.650516772470667,0.942,0.058,NA,NA,0.048,0.021,0.021,0.023,0.023,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0516515147334426,0.05,"ROSALI"
+"85","5B","B","100",4,2,0.2,1,0.061,0.3,0.834179064422041,0.247640835723764,-0.251820058422621,-0.855884591633765,0.133027794351513,0.237133163985023,0.217147565815375,-0.292581434646622,0.558637023349648,0.918,0.113,0.729,0.893805309734513,0.061,0.033,0.033,0.033,0.033,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0669722056484872,0.1543,"ROSALI"
+"86","5B","B","200",4,2,0.2,1,0.114,0.3,0.848310914228752,0.25989333503429,-0.250786750982439,-0.841733278182169,0.134030838425949,0.167178131662913,0.153237673375231,-0.166315001389503,0.434376678241402,0.903,0.155,0.786,0.993548387096774,0.113,0.076,0.076,0.077,0.077,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0659691615740506,0.2618,"ROSALI"
+"87","5B","B","300",4,2,0.2,1,0.167,0.3,0.853859146148329,0.248455468867367,-0.246209618712424,-0.848999712662085,0.134119641857691,0.142438046063452,0.125934188015748,-0.112711366653175,0.380950650368556,0.885,0.206,0.82,0.990291262135922,0.165,0.119,0.119,0.121,0.121,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0658803581423094,0.366,"ROSALI"
+"88","5B","B","50",4,2,0.2,1,0.054,0.3,0.848712922955831,0.265931889605383,-0.256855589443855,-0.85588419931112,0.108803983985281,0.316570978783426,0.306669182374822,-0.49226761346937,0.709875581439931,0.933,0.074,0.642,0.824324324324324,0.053,0.011,0.011,0.011,0.011,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0911960160147194,0.1013,"ROSALI"
+"89","5C","C","100",4,2,0.2,1,0.094,-0.3,0.845950812907486,0.250133452244727,-0.257286406210157,-0.844501521998016,0.272627719364,0.225340630926899,0.218183315065831,-0.155011578165028,0.700267016893028,0.935,0.237,0.882,1,0.092,0.053,0.053,0.055,0.055,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0726277193639995,0.1543,"ROSALI"
+"90","5C","C","200",4,2,0.2,1,0.129,-0.3,0.839785176149651,0.245609639756693,-0.256169656054383,-0.835057433484053,0.276226156806921,0.172219407086186,0.154034451057464,-0.0256813672657094,0.578133680879551,0.89,0.444,0.952,1,0.126,0.07,0.07,0.071,0.071,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0762261568069209,0.2618,"ROSALI"
+"91","5C","C","300",4,2,0.2,1,0.167,-0.3,0.83639058530416,0.252381114612078,-0.253323475561242,-0.835630116227612,0.261421422005238,0.145327900438212,0.126001660594504,0.0144581672400095,0.508384676770466,0.893,0.562,0.964,1,0.162,0.112,0.112,0.113,0.113,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0614214220052378,0.366,"ROSALI"
+"92","5C","C","50",4,2,0.4,1,0.06,-0.3,0.862228607351993,0.252346661348279,-0.235952291079701,-0.854400106534593,0.258845341043375,0.31949197941216,0.30814253594169,-0.345114029402338,0.862804711489089,0.911,0.151,0.795,0.960264900662252,0.06,0.026,0.026,0.026,0.026,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.141154658956625,0.1013,"ROSALI"
+"93","5D","D","100",4,2,0.4,1,0.065,0.3,0.865476001336276,0.25504909724469,-0.248412129876062,-0.840241700116076,0.324172935347008,0.236952942780165,0.216869044519746,-0.100890391911695,0.74923626260571,0.909,0.329,0.912,1,0.063,0.032,0.032,0.034,0.034,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0758270646529925,0.4627,"ROSALI"
+"94","5D","D","200",4,2,0.4,1,0.11,0.3,0.83809332439569,0.24780514429211,-0.249941467014106,-0.837854759687554,0.336657451259885,0.174649269854205,0.154072630478375,0.0346750955222711,0.638639806997499,0.887,0.593,0.971,1,0.105,0.062,0.062,0.065,0.065,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0633425487401147,0.7507,"ROSALI"
+"95","5D","D","300",4,2,0.4,1,0.16,0.3,0.834816619430582,0.247424355529002,-0.251198355177925,-0.842935973317492,0.337722828187243,0.143548845073084,0.126140386456313,0.0904876707328688,0.584957985641617,0.88,0.754,0.986,1,0.157,0.1,0.1,0.102,0.102,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.062277171812757,0.8981,"ROSALI"
+"96","5D","D","50",4,2,-0.2,1,0.052,0.3,0.834994006157688,0.260756093890036,-0.246841759150505,-0.863916342467492,0.348597041471733,0.336613518718755,0.308335020486524,-0.255739598681853,0.95293368162532,0.566,0.223,0.141,0.0224215246636771,0.052,0.031,0.031,0.031,0.031,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.548597041471733,0.2615,"ROSALI"
+"97","5E","E","100",4,2,0.4,1,0.069,-0.3,0.847451455671029,0.267514686340095,-0.241201457057119,-0.842057331656505,0.462739380813046,0.229580324690855,0.219217972855552,0.0330721540161647,0.892406607609927,0.928,0.566,0.982,1,0.067,0.035,0.035,0.037,0.037,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0627393808130459,0.4627,"ROSALI"
+"98","5E","E","200",4,2,0.4,1,0.105,-0.3,0.848380239042339,0.240585802792346,-0.250381499883661,-0.844376771127811,0.462362829300118,0.155448676862897,0.154060702714446,0.160403851979803,0.764321806620433,0.936,0.848,0.995,1,0.101,0.063,0.063,0.066,0.066,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0623628293001179,0.7507,"ROSALI"
+"99","5E","E","300",4,2,0.4,1,0.137,-0.3,0.835426162528328,0.245152145402711,-0.25171808121925,-0.847436338256467,0.470937767119936,0.134801707596116,0.12654923760385,0.22290126141639,0.718974272823482,0.902,0.94,0.999,1,0.134,0.099,0.099,0.1,0.1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0709377671199357,0.8981,"ROSALI"
+"100","5E","E","50",4,2,-0.4,1,0.048,-0.3,0.854868256707448,0.247806298211792,-0.24383943957962,-0.853148241675717,0.475185425393258,0.317658018859594,0.309053058713827,-0.130558569685843,1.08092942047236,0.184,0.34,0.056,0,0.048,0.023,0.023,0.023,0.023,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.875185425393258,0.2615,"ROSALI"
+"101","5F","F","100",4,2,-0.2,1,0.059,-0.3,0.845390031153628,0.253970404228408,-0.252825014855573,-0.861504604199544,-0.132673416748081,0.220698489045466,0.216765781386804,-0.557534348266217,0.292187514770055,0.936,0.1,0.735,0.95,0.058,0.033,0.033,0.034,0.034,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0673265832519194,0.1543,"ROSALI"
+"102","5F","F","200",4,2,-0.2,1,0.098,-0.3,0.843806921363197,0.260451623883314,-0.24818900281538,-0.839149759463449,-0.132401540781316,0.16470689432953,0.153707665173731,-0.433668564521829,0.168865482959197,0.915,0.151,0.807,0.95364238410596,0.093,0.052,0.052,0.055,0.055,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0675984592186842,0.2618,"ROSALI"
+"103","5F","F","300",4,2,-0.2,1,0.161,-0.3,0.841504978435734,0.249492113660823,-0.254154282438234,-0.850428469509468,-0.136114609916274,0.136119916965226,0.125664359489144,-0.382416754514997,0.110187534682449,0.902,0.202,0.842,0.995049504950495,0.16,0.111,0.111,0.111,0.111,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0638853900837265,0.366,"ROSALI"
+"104","5F","F","50",4,2,-0.2,1,0.058,-0.3,0.862660515708711,0.252929097768033,-0.257662217089722,-0.854960054410992,-0.139152371367099,0.323723369879183,0.307122008409154,-0.741111507849041,0.462806765114844,0.935,0.086,0.659,0.895348837209302,0.058,0.023,0.023,0.023,0.023,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0608476286329015,0.1013,"ROSALI"
+"105","5G","G","100",4,2,-0.4,1,0.074,-0.3,0.848947654062557,0.258587876428044,-0.253558533418879,-0.852048444804004,-0.328862691090526,0.238295664265329,0.217653423847617,-0.755463401831856,0.0977380196508039,0.913,0.343,0.921,1,0.073,0.044,0.044,0.044,0.044,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0711373089094738,0.4627,"ROSALI"
+"106","5G","G","200",4,2,-0.4,1,0.118,-0.3,0.840147292112415,0.249643873976131,-0.248346868784662,-0.840276950421541,-0.337471801711788,0.163951162571127,0.153954260973177,-0.639222153219215,-0.03572145020436,0.908,0.588,0.981,1,0.114,0.07,0.07,0.072,0.072,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0625281982882124,0.7507,"ROSALI"
+"107","5G","G","300",4,2,-0.4,1,0.172,-0.3,0.842834764016289,0.241230776605171,-0.251093275390893,-0.845256052328181,-0.339286010505568,0.143855038098905,0.126560343033625,-0.587344282851473,-0.0912277381596634,0.891,0.742,0.99,1,0.163,0.113,0.113,0.119,0.119,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0607139894944317,0.8981,"ROSALI"
+"108","5G","G","50",4,2,-0.4,1,0.044,-0.3,0.860663625313134,0.250917738110336,-0.266868940138162,-0.848637261447652,-0.334168480685011,0.312153063693103,0.305776681655174,-0.933490776729153,0.26515381535913,0.943,0.2,0.855,1,0.043,0.021,0.021,0.021,0.021,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0658315193149887,0.2615,"ROSALI"
+"109","6A","A","100",4,4,0,1,0.067,-0.3,NA,NA,NA,NA,-0.0781813282408857,0.180851002343854,0.170854751822921,-0.41305664181381,0.256693985332039,0.903,0.097,NA,NA,0.062,0.033,0.034,0.039,0.039,1.88336202197432,2.73045766320697,2.57756270657004,1.2725931178701,1.54425372138494,0.791796026293463,0.774554980285497,0.533437029632607,-0.716220446672524,-0.157608086202402,-1.00433356573761,-2.86605903272072,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0781813282408857,0.05,"ROSALI"
+"110","6A","A","200",4,4,0,1,0.168,-0.3,NA,NA,NA,NA,-0.0606569579740331,0.130910840592752,0.120553710843089,-0.296942231226488,0.175628315278422,0.9,0.1,NA,NA,0.163,0.116,0.12,0.123,0.123,1.84701843771192,2.68609601475613,2.52776352245443,1.25859755416592,1.51329353045478,0.766563387780423,0.755228556249948,0.503569330787575,-0.754532803039254,-0.165092481793594,-1.01543285714295,-2.86410688665448,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0606569579740331,0.05,"ROSALI"
+"111","6A","A","300",4,4,0,1,0.261,-0.3,NA,NA,NA,NA,-0.0440796388007668,0.112825579861468,0.0986923276940256,-0.237516601081057,0.149357323479523,0.895,0.105,NA,NA,0.25,0.21,0.213,0.219,0.219,1.8372379028152,2.67049433516637,2.50030643424814,1.24544049935656,1.49053637292904,0.73185041317855,0.740191821970962,0.48205823108501,-0.777779344212279,-0.167356401358162,-1.01959626550641,-2.87223093486889,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0440796388007668,0.05,"ROSALI"
+"112","6A","A","50",4,4,0,1,0.043,-0.3,NA,NA,NA,NA,0.0684993273066272,0.246021099879603,0.24240052960024,-0.406605710709843,0.543604365323098,0.936,0.064,NA,NA,0.042,0.02,0.02,0.02,0.02,1.81642916632514,2.65926486665008,NA,1.28432475855933,1.54034412282671,0.786182662583109,0.749672932564913,0.516127226384351,-0.769577529581611,-0.149355557150278,-1.00574491388833,-2.92228344334477,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0684993273066272,0.05,"ROSALI"
+"113","6B","B","100",4,4,0.2,1,0.073,0.3,NA,NA,NA,NA,0.13761990980579,0.172173768891921,0.170328740343197,-0.196224421266875,0.471464240878455,0.925,0.13,0.793,0.961538461538462,0.068,0.044,0.046,0.05,0.05,1.85244129808694,2.69774993202383,2.53493156032254,1.27556547334579,1.51460849813409,0.75473580360842,0.755504378645674,0.498429395721598,-0.768709812603726,-0.171077122883955,-1.0139681431019,-2.87013803613922,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0623800901942101,0.2177,"ROSALI"
+"114","6B","B","200",4,4,0.2,1,0.142,0.3,NA,NA,NA,NA,0.133029347150594,0.131398529664084,0.12077053420431,-0.103680899889855,0.369739594191043,0.882,0.21,0.842,0.995238095238095,0.139,0.102,0.107,0.11,0.11,1.86284611240739,2.70982201325053,2.55108780140313,1.25874597923348,1.51176340438857,0.761234123669458,0.75037332609466,0.495774769618644,-0.753409038101519,-0.166220328901016,-1.0081149297735,-2.86427275211374,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.066970652849406,0.3875,"ROSALI"
+"115","6B","B","300",4,4,0.2,1,0.283,0.3,NA,NA,NA,NA,0.149486031690058,0.111321693083022,0.0993748402741409,-0.0452886552472578,0.344260718627375,0.891,0.338,0.922,1,0.272,0.215,0.225,0.236,0.236,1.84819339305621,2.6943976723459,2.53101353828048,1.25517762487308,1.50390803744444,0.750193869585047,0.749467857278614,0.495095680232454,-0.770988810059292,-0.163882822379115,-1.01168288017834,-2.85472500036496,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0505139683099415,0.5373,"ROSALI"
+"116","6B","B","50",4,4,0.2,1,0.034,0.3,NA,NA,NA,NA,0.118264448427614,0.24534126487644,0.242416563181591,-0.356872015408304,0.593400912263532,0.935,0.088,0.685,0.920454545454545,0.034,0.015,0.017,0.017,0.017,1.81319936839313,2.63330921744383,NA,1.29411208002903,1.54815436930066,NA,0.759267458420093,0.501376132458678,-0.781472240461931,-0.170148004086339,-1.04184966909856,-2.94150469477804,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0817355515723859,0.1339,"ROSALI"
+"117","6C","C","100",4,4,0.2,1,0.071,-0.3,NA,NA,NA,NA,0.274381489296602,0.177002414325604,0.170740118355708,-0.0602691426805864,0.60903212127379,0.919,0.355,0.949,1,0.069,0.034,0.038,0.039,0.039,1.87054176783706,2.72315205737177,2.57068622123561,1.26137409158221,1.52200843736884,0.767643249508761,0.759723193507802,0.519227387351355,-0.732694265238139,-0.158288086608784,-1.01198680207864,-2.85439993820771,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0743814892966017,0.2177,"ROSALI"
+"118","6C","C","200",4,4,0.2,1,0.15,-0.3,NA,NA,NA,NA,0.265319283692075,0.126177408097847,0.120925577030042,0.0283051527131919,0.502333414670957,0.915,0.597,0.977,1,0.142,0.094,0.097,0.103,0.103,1.84775689672153,2.69395840300582,2.5355931455113,1.25743323698464,1.50630647140272,0.762077810785664,0.747562306412087,0.500838852173362,-0.751885701532372,-0.171643282280879,-1.01788712330586,-2.86986976759417,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0653192836920745,0.3875,"ROSALI"
+"119","6C","C","300",4,4,0.2,1,0.262,-0.3,NA,NA,NA,NA,0.24862965534653,0.114187374965985,0.0992548318455438,0.0540901849292637,0.443169125763796,0.881,0.677,0.984,1,0.251,0.198,0.202,0.209,0.209,1.85804570998848,2.70227533320096,2.55107005470969,1.25932418146311,1.5072920279798,0.753956881572784,0.745196114372568,0.504614705783815,-0.751229458803397,-0.156441388915154,-0.991464202116101,-2.83418560018869,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0486296553465297,0.5373,"ROSALI"
+"120","6C","C","50",4,4,0.4,1,0.031,-0.3,NA,NA,NA,NA,0.280973085055779,0.258694380110271,0.243543310091392,-0.196371802723349,0.758317972834906,0.895,0.229,0.852,0.991266375545852,0.031,0.014,0.016,0.016,0.016,1.7987365073067,2.56933367403518,NA,1.26618065643575,1.5026147809403,NA,0.774088495443455,0.502802296550867,-0.756233291338545,-0.174037094277828,-1.03227233541754,-2.92368662935036,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.119026914944221,0.1339,"ROSALI"
+"121","6D","D","100",4,4,0.4,1,0.076,0.3,NA,NA,NA,NA,0.332694235837891,0.173174336343999,0.171728278013028,-0.00389318906764354,0.669281660743425,0.925,0.492,0.971,1,0.074,0.045,0.047,0.047,0.047,1.87617814842266,2.74206517114118,2.57184248124004,1.27221607665394,1.53161748551045,0.780846978171269,0.757521636719643,0.507934997380931,-0.775520221212095,-0.168824612049743,-1.02976137181008,-2.87531490005957,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0673057641621093,0.6586,"ROSALI"
+"122","6D","D","200",4,4,0.4,1,0.184,0.3,NA,NA,NA,NA,0.334154081000994,0.130237590375107,0.121478762557516,0.0960557063882622,0.572252455613726,0.894,0.788,0.995,1,0.171,0.12,0.124,0.136,0.136,1.84313403178475,2.69160034039805,2.53480904636183,1.25104853347797,1.50711336411377,0.759237951749054,0.749800740728133,0.497945437814106,-0.752003805164482,-0.15219817068835,-0.992360492867809,-2.84145059706966,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0658459189990061,0.9161,"ROSALI"
+"123","6D","D","300",4,4,0.4,1,0.273,0.3,NA,NA,NA,NA,0.344063522498639,0.113938843554402,0.0998556127120352,0.14834652158305,0.539780523414228,0.867,0.917,0.999,1,0.259,0.205,0.212,0.223,0.223,1.85699316969716,2.69395609261103,2.53493592266948,1.26401583427514,1.51468135663443,0.767331851502593,0.756965758658376,0.51482273129216,-0.736324032313865,-0.15914841173487,-0.995244337231338,-2.83772732445991,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0559364775013607,0.9834,"ROSALI"
+"124","6D","D","50",4,4,-0.2,1,0.044,0.3,NA,NA,NA,NA,0.333264702391352,0.253331024158582,0.243663258777378,-0.144315284812308,0.810844689595013,0.407,0.276,0.096,0.0036231884057971,0.041,0.02,0.021,0.023,0.023,1.77878391378478,2.54800725194228,NA,1.26117414088839,1.52433663299393,NA,0.780323886610185,0.510707923533067,-0.76244178209604,-0.148975788153377,-1.00448837417487,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.533264702391352,0.3863,"ROSALI"
+"125","6E","E","100",4,4,0.4,1,0.064,-0.3,NA,NA,NA,NA,0.477524633721748,0.174501072536296,0.172997693470466,0.138449154519634,0.816600112923862,0.924,0.806,0.996,1,0.062,0.031,0.034,0.034,0.034,1.87197905064577,2.71958556999934,2.54724631897013,1.25561309112405,1.51766248234064,0.754657498093368,0.762052864968002,0.508564888799061,-0.764657626295279,-0.164152215513822,-1.00768600301988,-2.88808791597143,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0775246337217479,0.6586,"ROSALI"
+"126","6E","E","200",4,4,0.4,1,0.127,-0.3,NA,NA,NA,NA,0.469009724127445,0.128512435146522,0.121888816599714,0.230107643592005,0.707911804662885,0.904,0.965,1,1,0.123,0.076,0.082,0.085,0.085,1.85479259945261,2.68895280186076,2.53246625819904,1.24866372822235,1.49639612589167,0.748475325543133,0.747477929309,0.499209897138069,-0.762061414259945,-0.157979769756157,-0.996552765196349,-2.84900057706938,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.069009724127445,0.9161,"ROSALI"
+"127","6E","E","300",4,4,0.4,1,0.272,-0.3,NA,NA,NA,NA,0.452861525498339,0.11131670275317,0.100400999845828,0.256075565800516,0.649647485196162,0.896,0.992,1,1,0.257,0.2,0.204,0.215,0.215,1.85766169403001,2.69357067087061,2.54124875443976,1.26174036075001,1.5140425450224,0.763830494507992,0.749424772552667,0.497594178251175,-0.758165960295748,-0.166854803311689,-0.996965823953154,-2.85229796736297,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0528615254983387,0.9834,"ROSALI"
+"128","6E","E","50",4,4,-0.4,1,0.043,-0.3,NA,NA,NA,NA,0.473386677488775,0.241813893314811,0.244745203357892,-0.0063139210926932,0.953087276070244,0.051,0.504,0.028,0,0.042,0.011,0.014,0.014,0.014,1.74475541806814,2.51364253159819,NA,1.24509771302896,1.48774487084771,NA,0.757328208641124,0.508797848745931,NA,-0.169232284588262,-1.01245931389847,-2.89066689121832,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.873386677488775,0.3863,"ROSALI"
+"129","6F","F","100",4,4,-0.2,1,0.069,-0.3,NA,NA,NA,NA,-0.140844778893452,0.174681322335417,0.170234202001162,-0.47450381481573,0.192814257028826,0.942,0.141,0.784,0.971631205673759,0.066,0.038,0.042,0.044,0.044,1.86073119765798,2.71687451590977,2.56112812124728,1.26884481649351,1.52668804058956,0.774313756897221,0.754299476676323,0.504303299274166,-0.744122480305325,-0.15799911011884,-1.0002167015288,-2.86403427026766,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0591552211065481,0.2177,"ROSALI"
+"130","6F","F","200",4,4,-0.2,1,0.174,-0.3,NA,NA,NA,NA,-0.139415854064822,0.129750830788628,0.120682633833662,-0.375953816378799,0.0971221082491556,0.894,0.235,0.856,0.995744680851064,0.17,0.128,0.136,0.139,0.139,1.85976757729074,2.70355913797971,2.53587690413692,1.24376219691713,1.49447383812069,0.741250999779235,0.75011707398388,0.493815434606919,-0.760607809342328,-0.160784981689509,-1.00157020524183,-2.85903809896087,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0605841459351783,0.3875,"ROSALI"
+"131","6F","F","300",4,4,-0.2,1,0.267,-0.3,NA,NA,NA,NA,-0.148599339855201,0.115850022324874,0.0988119652359742,-0.34227079171771,0.0450721120073085,0.878,0.35,0.903,0.991428571428571,0.255,0.208,0.21,0.22,0.22,1.85010617364601,2.6880515077364,2.52498964453351,1.25678140461708,1.51108456154503,0.769446784990526,0.745914564085045,0.494289021444045,-0.762448560078904,-0.165167158737889,-1.00546394184532,-2.84767265339413,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0514006601447991,0.5373,"ROSALI"
+"132","6F","F","50",4,4,-0.2,1,0.037,-0.3,NA,NA,NA,NA,-0.128740916457206,0.254748398820645,0.242818508036397,-0.604665192208544,0.347183359294131,0.926,0.093,0.711,0.924731182795699,0.035,0.014,0.015,0.016,0.016,1.85887063388078,2.71068649349887,NA,1.28386446707979,1.55037626280577,0.783570883318217,0.766294676650823,0.523775812775516,-0.769503674573947,-0.162865733774411,-1.03223871323141,-2.93633698895401,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0712590835427935,0.1339,"ROSALI"
+"133","6G","G","100",4,4,-0.4,1,0.061,-0.3,NA,NA,NA,NA,-0.332893699958574,0.181288270926737,0.171724925830721,-0.669474554586787,0.00368715466963999,0.919,0.49,0.969,1,0.058,0.034,0.038,0.04,0.04,1.84649556303159,2.70230578078745,2.55027329325322,1.26007876221605,1.51534408920525,0.758505746371281,0.76143620549645,0.506796929508764,-0.768971028865326,-0.16123260235327,-1.01211276364023,-2.88829001418821,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0671063000414264,0.6586,"ROSALI"
+"134","6G","G","200",4,4,-0.4,1,0.151,-0.3,NA,NA,NA,NA,-0.343662448244566,0.130221259566596,0.121219265954946,-0.581252209516262,-0.106072686972871,0.901,0.807,0.996,1,0.148,0.109,0.113,0.116,0.116,1.84232407763747,2.68454450320876,2.53164503452554,1.26688605005242,1.52247223565401,0.780991730164403,0.750735269356897,0.504459314685028,-0.738540867521979,-0.16984845702519,-1.01909650531408,-2.85831463061643,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0563375517554335,0.9161,"ROSALI"
+"135","6G","G","300",4,4,-0.4,1,0.268,-0.3,NA,NA,NA,NA,-0.343289981785134,0.109857927458122,0.0998475473166166,-0.538991174525702,-0.147588789044565,0.887,0.923,0.999,1,0.25,0.186,0.191,0.205,0.205,1.84140807189845,2.67673579564011,2.51668041450312,1.25303535844129,1.5024502264439,0.753536543418914,0.75064261898796,0.505921445538998,-0.736109798829826,-0.165047123478788,-0.99848494033085,-2.84368071960574,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0567100182148662,0.9834,"ROSALI"
+"136","6G","G","50",4,4,-0.4,1,0.031,-0.3,NA,NA,NA,NA,-0.334020144931825,0.244562683703271,0.243371318182028,-0.8110279285686,0.142987638704951,0.935,0.266,0.91,1,0.031,0.015,0.015,0.015,0.015,1.89439888671932,2.713307863194,NA,1.28725254425436,1.54540009741218,0.782975061292373,0.77626309696951,0.515001933742087,-0.787875289797227,-0.16047584909493,-1.01447861476139,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0659798550681753,0.3863,"ROSALI"
+"137","7A","A","100",4,2,0,1,0.121,-0.5,0.840316308710059,0.255643385327342,-0.248547912746432,-0.843387444521812,-0.108265039124659,0.238521554212551,0.216523687767389,-0.532651467148742,0.316121388899423,0.894,0.106,NA,NA,0.118,0.078,0.078,0.081,0.081,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.108265039124659,0.05,"ROSALI"
+"138","7A","A","200",4,2,0,1,0.309,-0.5,0.844939387978446,0.253901184313549,-0.256380113687034,-0.839239699920918,-0.0874298392070237,0.190743113845446,0.156345349205003,-0.393866723648829,0.219007045234782,0.853,0.147,NA,NA,0.295,0.224,0.224,0.233,0.233,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0874298392070237,0.05,"ROSALI"
+"139","7A","A","300",4,2,0,1,0.431,-0.5,0.840974276182211,0.253756878804528,-0.252061734226489,-0.848533058092101,-0.064291043206705,0.164713843777186,0.128793629078406,-0.316726556200381,0.188144469786971,0.851,0.149,NA,NA,0.417,0.35,0.35,0.359,0.359,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.064291043206705,0.05,"ROSALI"
+"140","7A","A","50",4,2,0,1,0.077,-0.5,0.854138766490783,0.266043184229808,-0.250370491826936,-0.825542776798748,0.113775018474585,0.315038240275874,0.307271028058,-0.488476196519094,0.716026233468265,0.928,0.072,NA,NA,0.076,0.039,0.039,0.039,0.039,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.113775018474585,0.05,"ROSALI"
+"141","7B","B","100",4,2,0.2,1,0.148,0.5,0.851336926516509,0.25144407271914,-0.251989878616979,-0.839254774901311,0.0823083099255977,0.246882091769363,0.217529321316579,-0.344049159854897,0.508665779706092,0.874,0.092,0.628,0.804347826086957,0.144,0.09,0.09,0.093,0.093,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.117691690074402,0.1543,"ROSALI"
+"142","7B","B","200",4,2,0.2,1,0.287,0.5,0.847992286902106,0.255600663579959,-0.255060361595561,-0.845139485421784,0.116928541071969,0.188834807534798,0.155692367864396,-0.188228499942247,0.422085582086185,0.876,0.171,0.732,0.935672514619883,0.283,0.227,0.227,0.23,0.23,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0830714589280312,0.2618,"ROSALI"
+"143","7B","B","300",4,2,0.2,1,0.46,0.5,0.842983879280412,0.255512091736923,-0.24947801544537,-0.840279182924605,0.13038563450855,0.168244043896941,0.129338171220239,-0.123117181083119,0.383888450100218,0.83,0.231,0.786,0.956709956709957,0.446,0.376,0.376,0.387,0.387,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0696143654914504,0.366,"ROSALI"
+"144","7B","B","50",4,2,0.2,1,0.074,0.5,0.850184064087531,0.25721762021039,-0.251686030486683,-0.866660733512679,0.0881942407210263,0.347315299084103,0.307040774835309,-0.51360567795618,0.689994159398233,0.915,0.087,0.604,0.781609195402299,0.073,0.045,0.045,0.046,0.046,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.111805759278974,0.1013,"ROSALI"
+"145","7C","C","100",4,2,0.2,1,0.133,-0.5,0.842041521769476,0.267362091663248,-0.247919969131015,-0.834594129220334,0.29782181822661,0.248636786484133,0.218137922953544,-0.129728510762336,0.725372147215557,0.898,0.308,0.899,0.99025974025974,0.126,0.088,0.088,0.093,0.093,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0978218182266103,0.1543,"ROSALI"
+"146","7C","C","200",4,2,0.2,1,0.308,-0.5,0.850718540588209,0.249216735575047,-0.254328600687905,-0.843032971120276,0.283086354779317,0.189180751235218,0.156306174410227,-0.0232737470647286,0.589446456623362,0.861,0.455,0.936,1,0.302,0.233,0.233,0.238,0.238,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0830863547793167,0.2618,"ROSALI"
+"147","7C","C","300",4,2,0.2,1,0.408,-0.5,0.835602892607109,0.241113233441206,-0.251784481588404,-0.847781455756119,0.276209574906354,0.1664743834794,0.129033812079749,0.0233033032300451,0.529115846582662,0.832,0.556,0.952,1,0.395,0.328,0.328,0.336,0.336,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0762095749063537,0.366,"ROSALI"
+"148","7C","C","50",4,2,0.4,1,0.097,-0.5,0.861279673206,0.256616339020012,-0.253416530823064,-0.832967742421071,0.315257175884493,0.349484773081318,0.310403498313621,-0.293133680810205,0.923648032579191,0.915,0.206,0.824,0.985436893203884,0.094,0.047,0.047,0.049,0.049,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.084742824115507,0.1013,"ROSALI"
+"149","7D","D","100",4,2,0.4,1,0.141,0.5,0.848008652895474,0.263367434851907,-0.249566470486574,-0.842347556083071,0.289945026779224,0.248452949040014,0.219115622424756,-0.139521593173299,0.719411646731747,0.902,0.288,0.896,0.996527777777778,0.138,0.097,0.097,0.1,0.1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.110054973220776,0.4627,"ROSALI"
+"150","7D","D","200",4,2,0.4,1,0.289,0.5,0.835491778354252,0.253300923676919,-0.25234275202314,-0.840225194996335,0.321371484328613,0.191793425462682,0.156191482567959,0.0152361784954143,0.627506790161812,0.856,0.526,0.948,1,0.278,0.216,0.216,0.225,0.225,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.078628515671387,0.7507,"ROSALI"
+"151","7D","D","300",4,2,0.4,1,0.437,0.5,0.834734103930552,0.249925402891894,-0.254584325604113,-0.839564460411525,0.330422335174169,0.164361940804097,0.129532687933463,0.0765382668245818,0.584306403523757,0.844,0.683,0.976,1,0.426,0.367,0.367,0.378,0.378,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0695776648258308,0.8981,"ROSALI"
+"152","7D","D","50",4,2,-0.2,1,0.087,0.5,0.856773928144944,0.272332059004267,-0.24488173536187,-0.841839287274696,0.278321994224543,0.333957241384909,0.307704252223794,-0.324778340134093,0.881422328583179,0.652,0.166,0.204,0.00602409638554217,0.085,0.049,0.049,0.051,0.051,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.478321994224543,0.2615,"ROSALI"
+"153","7E","E","100",4,2,0.4,1,0.168,-0.5,0.842284604991734,0.259438873843545,-0.247877663899145,-0.840900376814063,0.505404828258177,0.239026027116003,0.2204050811671,0.0734108691706602,0.937398787345694,0.916,0.641,0.98,1,0.163,0.117,0.117,0.121,0.121,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.105404828258177,0.4627,"ROSALI"
+"154","7E","E","200",4,2,0.4,1,0.286,-0.5,0.832214372515832,0.243078218586838,-0.248725924775792,-0.847822365619251,0.484503196204591,0.192414163683181,0.156894061834662,0.176990835008654,0.792015557400528,0.864,0.825,0.995,1,0.274,0.218,0.218,0.226,0.226,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0845031962045908,0.7507,"ROSALI"
+"155","7E","E","300",4,2,0.4,1,0.424,-0.5,0.849366343573686,0.249351686605626,-0.244830633314976,-0.844643081743791,0.464721055692129,0.16389971863075,0.130104419151077,0.209716394156018,0.71972571722824,0.857,0.879,0.997,1,0.411,0.354,0.354,0.364,0.364,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.064721055692129,0.8981,"ROSALI"
+"156","7E","E","50",4,2,-0.4,1,0.095,-0.5,0.857315556754666,0.241184530793498,-0.249906026566206,-0.850723219628428,0.518815082996813,0.33774283975856,0.312461327104407,-0.0936091181278253,1.13123928412145,0.169,0.392,0.054,0.00510204081632653,0.092,0.053,0.053,0.056,0.056,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.918815082996813,0.2615,"ROSALI"
+"157","7F","F","100",4,2,-0.2,1,0.166,-0.5,0.852590891683213,0.248797912899101,-0.247609216648111,-0.84219150484944,-0.0920361779558603,0.255791432125528,0.21819695874595,-0.519702217097923,0.335629861186203,0.884,0.107,0.642,0.813084112149533,0.162,0.107,0.107,0.111,0.111,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.10796382204414,0.1543,"ROSALI"
+"158","7F","F","200",4,2,-0.2,1,0.295,-0.5,0.844827145525517,0.242749163394575,-0.251173495674297,-0.841742998476013,-0.113956050594334,0.186343971586244,0.155643873339133,-0.419018042339035,0.191105941150367,0.854,0.145,0.733,0.951724137931034,0.288,0.231,0.231,0.237,0.237,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0860439494056661,0.2618,"ROSALI"
+"159","7F","F","300",4,2,-0.2,1,0.454,-0.5,0.848379956326074,0.253011229412268,-0.24754349151017,-0.836198189652619,-0.144349865000661,0.164396558944139,0.129060325518284,-0.397308103016498,0.108608373015175,0.846,0.262,0.8,0.977099236641221,0.442,0.383,0.383,0.392,0.392,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0556501349993385,0.366,"ROSALI"
+"160","7F","F","50",4,2,-0.2,1,0.084,-0.5,0.865844750985192,0.25951517423031,-0.238622103113784,-0.83522910944984,-0.078528734382779,0.339940961063155,0.306704507078438,-0.679669568256518,0.52261209949096,0.908,0.078,0.576,0.769230769230769,0.084,0.048,0.048,0.048,0.048,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.121471265617221,0.1013,"ROSALI"
+"161","7G","G","100",4,2,-0.4,1,0.142,-0.5,0.845660710043483,0.257049818381541,-0.254295356723706,-0.85115424589388,-0.292412152903295,0.238946276060773,0.218347203439811,-0.720372671645324,0.135548365838734,0.901,0.283,0.898,1,0.14,0.102,0.102,0.104,0.104,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.107587847096705,0.4627,"ROSALI"
+"162","7G","G","200",4,2,-0.4,1,0.304,-0.5,0.842111457124462,0.244418563717645,-0.252497195219467,-0.839485661339303,-0.316487288847838,0.193113753348281,0.156565017819963,-0.623354723774965,-0.00961985392071023,0.854,0.528,0.954,1,0.291,0.23,0.23,0.238,0.238,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0835127111521622,0.7507,"ROSALI"
+"163","7G","G","300",4,2,-0.4,1,0.478,-0.5,0.847212618736131,0.248256930289534,-0.239485351786267,-0.832024722618342,-0.344862984923278,0.165106661132745,0.129810277805435,-0.59929112942193,-0.0904348404246258,0.854,0.711,0.978,1,0.463,0.396,0.396,0.407,0.407,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0551370150767223,0.8981,"ROSALI"
+"164","7G","G","50",4,2,-0.4,1,0.075,-0.5,0.851742622561704,0.240352749566711,-0.253412022321546,-0.882636145496474,-0.267577574356143,0.327289153219592,0.306801701523156,-0.868908909341529,0.333753760629243,0.902,0.156,0.812,0.955128205128205,0.074,0.043,0.043,0.044,0.044,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.132422425643857,0.2615,"ROSALI"
+"165","8A","A","100",4,4,0,1,0.222,-0.5,NA,NA,NA,NA,-0.0908743500529902,0.188081721967671,0.170950827006546,-0.42593797098582,0.24418927087984,0.893,0.107,NA,NA,0.207,0.159,0.165,0.177,0.177,1.85625064105046,2.70216125588487,2.54696544818899,1.25273318982917,1.49430583566425,0.738720530289533,0.757076629171989,0.497975697868161,-0.758156361599689,-0.164782020182741,-1.00946345743779,-2.84003796438184,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0908743500529902,0.05,"ROSALI"
+"166","8A","A","200",4,4,0,1,0.53,-0.5,NA,NA,NA,NA,-0.0583646239596001,0.145084368069021,0.122835636633794,-0.299122471761836,0.182393223842635,0.888,0.112,NA,NA,0.509,0.454,0.459,0.477,0.477,1.85826037128467,2.70717400017074,2.54892621946997,1.25350417036646,1.51189878609438,0.758285341416955,0.754822668250483,0.513626456094588,-0.741748817411968,-0.161000019323071,-0.999601580134288,-2.85779826940411,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0583646239596001,0.05,"ROSALI"
+"167","8A","A","300",4,4,0,1,0.816,-0.5,NA,NA,NA,NA,-0.0218047662250236,0.116903893097106,0.101557410674605,-0.22085729114725,0.177247758697203,0.905,0.095,NA,NA,0.785,0.734,0.742,0.772,0.772,1.8466518127309,2.69266641400692,2.53489021163974,1.24607288066216,1.49059163992816,0.739543884431754,0.747823291780983,0.498112428946248,-0.750384999425634,-0.163411187358499,-1.01097854249458,-2.86458547387301,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0218047662250236,0.05,"ROSALI"
+"168","8A","A","50",4,4,0,1,0.085,-0.5,NA,NA,NA,NA,0.12048038890424,0.252773467931465,0.242677085234481,-0.355166698155343,0.596127475963822,0.913,0.087,NA,NA,0.083,0.058,0.059,0.06,0.06,1.78121652049077,2.61743117437066,NA,1.28157918432753,1.51585972082677,NA,0.751212362771983,0.48695116418143,-0.781502760684142,-0.181953342463563,-1.03626522184436,-2.93951889066061,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.12048038890424,0.05,"ROSALI"
+"169","8B","B","100",4,4,0.2,1,0.249,0.5,NA,NA,NA,NA,0.112405142514899,0.192706088338148,0.171749486738471,-0.224223851492505,0.449034136522302,0.887,0.135,0.714,0.933333333333333,0.238,0.184,0.194,0.204,0.204,1.87257094510835,2.71239074731019,2.55672484430942,1.26058409233419,1.51655113891254,0.761761892327794,0.748702006337824,0.490481757131039,-0.770531613353878,-0.170141245830106,-1.00243825782525,-2.87484717394787,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0875948574851014,0.2177,"ROSALI"
+"170","8B","B","200",4,4,0.2,1,0.557,0.5,NA,NA,NA,NA,0.147205380465478,0.14785398303088,0.123516555753433,-0.0948870688112509,0.389297829742207,0.876,0.269,0.829,0.985130111524164,0.535,0.463,0.477,0.497,0.497,1.85376170022177,2.70076411268826,2.53969659743794,1.2558650333833,1.51544428242462,0.761072030335812,0.754521007399111,0.509731754338166,-0.737489366748748,-0.159660845197681,-1.01339901317653,-2.86065106565823,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0527946195345222,0.3875,"ROSALI"
+"171","8B","B","300",4,4,0.2,1,0.784,0.5,NA,NA,NA,NA,0.173073473901195,0.124254823784809,0.101713857493643,-0.0262856867863446,0.372432634588736,0.884,0.436,0.915,0.997706422018349,0.747,0.669,0.685,0.72,0.72,1.84543790096718,2.68864011376193,2.52918066065458,1.25461144140817,1.51185864719852,0.768267308794881,0.762270026598605,0.514508268999456,-0.744074510006713,-0.158065692004195,-1.00139656113385,-2.83771057587824,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0269265260988045,0.5373,"ROSALI"
+"172","8B","B","50",4,4,0.2,1,0.091,0.5,NA,NA,NA,NA,0.0826248037311752,0.256147759447339,0.241592040731477,-0.39089559610252,0.55614520356487,0.913,0.066,0.609,0.803030303030303,0.089,0.052,0.055,0.057,0.057,1.80431795818206,2.63255017529132,NA,1.28084383426965,1.54704253015734,NA,0.777619737486765,0.518598898266072,-0.749586744816847,-0.181460765310338,-1.04281414647206,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.117375196268825,0.1339,"ROSALI"
+"173","8C","C","100",4,4,0.2,1,0.211,-0.5,NA,NA,NA,NA,0.299415016507212,0.194226166116873,0.172560046383057,-0.0388026744035807,0.637632707418004,0.887,0.435,0.938,0.997701149425287,0.198,0.148,0.152,0.16,0.16,1.86742864835406,2.72183327654383,2.5741962563062,1.24862317313042,1.50180208464804,0.729037927609962,0.760349748154411,0.516813617826688,-0.738568492018539,-0.155577933889889,-1.00869188510986,-2.86963073492833,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0994150165072117,0.2177,"ROSALI"
+"174","8C","C","200",4,4,0.2,1,0.505,-0.5,NA,NA,NA,NA,0.256785944494654,0.150241258291157,0.122899278956087,0.0159033577407246,0.497668531248584,0.868,0.548,0.951,1,0.484,0.426,0.434,0.45,0.45,1.84523865725163,2.69148813025287,2.5336084629467,1.2494622649418,1.50784640840814,0.747257923820147,0.749161781322024,0.494148484832926,-0.757890632962805,-0.159709469900499,-0.997426084285963,-2.83441191223834,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0567859444946544,0.3875,"ROSALI"
+"175","8C","C","300",4,4,0.2,1,0.807,-0.5,NA,NA,NA,NA,0.224878398871186,0.123814513031827,0.102289670072754,0.0243906455285874,0.425366152213784,0.885,0.551,0.974,1,0.77,0.708,0.713,0.747,0.747,1.85645315432002,2.70803626220579,2.54695872796183,1.25529444089374,1.50299591630343,0.751332067412875,0.748854441465938,0.492341744131751,-0.766427466970274,-0.160132882064453,-1.00403560575753,-2.85403269787421,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0248783988711858,0.5373,"ROSALI"
+"176","8C","C","50",4,4,0.4,1,0.085,-0.5,NA,NA,NA,NA,0.326280976938128,0.257991912418757,0.243874802689203,-0.15171363633271,0.804275590208966,0.933,0.271,0.904,0.996309963099631,0.08,0.047,0.049,0.051,0.051,1.73720270403083,2.49304298798491,NA,1.27222275646181,1.5255639101457,NA,0.76484585321352,0.506278843160376,-0.745893158670295,-0.175621953556689,-1.02915345970765,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0737190230618722,0.1339,"ROSALI"
+"177","8D","D","100",4,4,0.4,1,0.237,0.5,NA,NA,NA,NA,0.300866133168601,0.190444798940196,0.172192190283373,-0.0366305597868108,0.638362826124013,0.87,0.425,0.947,1,0.231,0.18,0.186,0.19,0.19,1.87086096051116,2.7216676227732,2.57049871187324,1.26648775588538,1.52533485444785,0.780767145826224,0.751060204879403,0.496567022857829,-0.757977696652834,-0.150697136376501,-0.984147201046484,-2.84379813994959,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.099133866831399,0.6586,"ROSALI"
+"178","8D","D","200",4,4,0.4,1,0.556,0.5,NA,NA,NA,NA,0.349371295039015,0.150057113407101,0.124017513302115,0.10629696896687,0.59244562111116,0.869,0.764,0.989,1,0.53,0.465,0.479,0.502,0.502,1.85754456950852,2.69758135826947,2.53422543897166,1.25152438760422,1.50084366463756,0.742720399636046,0.749964437017038,0.504347544428104,-0.735397081133861,-0.161776319981495,-1.01103737754098,-2.86180717104388,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0506287049609849,0.9161,"ROSALI"
+"179","8D","D","300",4,4,0.4,1,0.82,0.5,NA,NA,NA,NA,0.380382184281934,0.118601016805825,0.102619064262607,0.179248818327223,0.581515550236644,0.911,0.938,0.994,1,0.788,0.719,0.737,0.765,0.765,1.85339040161685,2.69391019239634,2.53015465506195,1.25593224785459,1.51013979294993,0.761759464232425,0.756038558757668,0.506267311933539,-0.756991412450965,-0.160333437537193,-1.01697383538319,-2.86867309237272,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.019617815718066,0.9834,"ROSALI"
+"180","8D","D","50",4,4,-0.2,1,0.098,0.5,NA,NA,NA,NA,0.274483243318974,0.255179011291148,0.243898899802446,-0.20355860029382,0.752525086931767,0.505,0.205,0.13,0.0048780487804878,0.093,0.058,0.06,0.064,0.064,1.77455666017639,2.55799800717746,NA,1.28754068734511,1.52894516484061,NA,0.757351947739726,0.51603893055658,-0.743493735423996,-0.171265123411313,-1.02459614561476,-2.9010946733764,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.474483243318974,0.3863,"ROSALI"
+"181","8E","E","100",4,4,0.4,1,0.215,-0.5,NA,NA,NA,NA,0.513293268770461,0.188277321752603,0.174653850886358,0.170971721033201,0.855614816507722,0.879,0.822,0.998,1,0.209,0.155,0.158,0.162,0.162,1.88385513332913,2.72832525084167,2.56930602598991,1.26905016971594,1.51981939489156,0.772006252755017,0.759982636443154,0.508134346151456,-0.760165575176869,-0.148173232281444,-1.01004242255623,-2.85444657928617,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.113293268770461,0.6586,"ROSALI"
+"182","8E","E","200",4,4,0.4,1,0.512,-0.5,NA,NA,NA,NA,0.455783555354156,0.146987697143394,0.124388981670367,0.211981151280238,0.699585959428075,0.876,0.913,0.998,1,0.488,0.42,0.429,0.45,0.45,1.86061345538755,2.71010650112258,2.56253725058633,1.25142025043634,1.50431031948556,0.761275904569121,0.757088702242441,0.502624945260164,-0.750433753875177,-0.162474192107228,-1.00600240424837,-2.85368575924735,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0557835553541563,0.9161,"ROSALI"
+"183","8E","E","300",4,4,0.4,1,0.75,-0.5,NA,NA,NA,NA,0.429253083659012,0.121091799724722,0.102382582139704,0.228583222665192,0.629922944652833,0.883,0.977,1,1,0.721,0.658,0.674,0.702,0.702,1.85233815187208,2.69811694053557,2.54242176207867,1.25199167150752,1.49696051843913,0.741701679750386,0.759149558440923,0.508014601241142,-0.740171301178007,-0.162536152127074,-1.00726111695547,-2.85781122041798,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0292530836590121,0.9834,"ROSALI"
+"184","8E","E","50",4,4,-0.4,1,0.068,-0.5,NA,NA,NA,NA,0.526626836313806,0.253870925706326,0.247166278973733,0.0421809295252904,1.01107274310232,0.036,0.585,0.016,0,0.068,0.045,0.048,0.048,0.048,1.6712296309221,2.38920960169318,NA,1.26798117827666,1.47456537003206,NA,0.763502967119381,0.518055752697098,NA,-0.166314190444418,-1.02148442419017,-2.90350595903878,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.926626836313806,0.3863,"ROSALI"
+"185","8F","F","100",4,4,-0.2,1,0.238,-0.5,NA,NA,NA,NA,-0.113757423418705,0.191306110419202,0.170976793918496,-0.448871939498957,0.221357092661547,0.889,0.122,0.717,0.942622950819672,0.227,0.173,0.18,0.188,0.188,1.84587058111879,2.68450788940782,2.53229664630997,1.25511684343296,1.50558027858371,0.766317058116099,0.745558400721794,0.500315245438599,-0.753870404071679,-0.168205515316686,-1.0093482641747,-2.88180151160284,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.086242576581295,0.2177,"ROSALI"
+"186","8F","F","200",4,4,-0.2,1,0.589,-0.5,NA,NA,NA,NA,-0.146826919582931,0.144453633836019,0.123634677860998,-0.389150888190488,0.0954970490246256,0.882,0.255,0.841,0.984313725490196,0.557,0.475,0.483,0.513,0.513,1.84985087927556,2.69559317759162,2.53131521541348,1.25756561965164,1.51694221874155,0.761128212167259,0.749233298598286,0.492810438712767,-0.766190720344304,-0.173110916655872,-1.02882308389592,-2.89256702228252,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0531730804170689,0.3875,"ROSALI"
+"187","8F","F","300",4,4,-0.2,1,0.856,-0.5,NA,NA,NA,NA,-0.180631821264995,0.121032179174157,0.10218495956403,-0.380914342010492,0.0196506994805032,0.897,0.455,0.925,1,0.808,0.739,0.75,0.792,0.792,1.85407110644536,2.68865641242877,2.52446145801327,1.25573982605506,1.50281261744076,0.746784916415619,0.75221309100637,0.499382899539083,-0.756880590808529,-0.160515275414743,-1.00902723162624,-2.86139346908853,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0193681787350054,0.5373,"ROSALI"
+"188","8F","F","50",4,4,-0.2,1,0.075,-0.5,NA,NA,NA,NA,-0.0842742834343372,0.246141431349864,0.241908378804083,-0.55841470589034,0.389866139021666,0.928,0.061,0.629,0.80327868852459,0.071,0.045,0.047,0.05,0.05,1.82373887040263,2.63051962835035,NA,1.26627267954675,1.51202682673464,NA,0.751926625023281,0.488241184823656,-0.782924221157109,-0.170465504565018,-1.04079350100988,-2.93812667450349,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.115725716565663,0.1339,"ROSALI"
+"189","8G","G","100",4,4,-0.4,1,0.225,-0.5,NA,NA,NA,NA,-0.310061665491706,0.19142167465115,0.171438192074034,-0.646080521956812,0.0259571909733999,0.882,0.437,0.953,0.997711670480549,0.217,0.175,0.181,0.188,0.188,1.84323503503288,2.68412842736454,2.54401065992168,1.24808156314858,1.48293321200199,0.740302483761726,0.742901786930851,0.495659152367695,-0.75224259314969,-0.165117787298731,-1.00239955057876,-2.86257398532523,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0899383345082941,0.6586,"ROSALI"
+"190","8G","G","200",4,4,-0.4,1,0.549,-0.5,NA,NA,NA,NA,-0.341075951298948,0.153184045953222,0.123841827585864,-0.583805933367241,-0.0983459692306558,0.861,0.753,0.988,1,0.517,0.453,0.459,0.486,0.486,1.83905712064066,2.67927266012629,2.51555371725009,1.24152815365542,1.48234199340217,0.728609583122486,0.746147519410644,0.490478839146111,-0.76313108542149,-0.164885362390693,-1.00883562580543,-2.86888339138369,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0589240487010516,0.9161,"ROSALI"
+"191","8G","G","300",4,4,-0.4,1,0.817,-0.5,NA,NA,NA,NA,-0.381876247311638,0.124691269463956,0.102615625215956,-0.583002872734912,-0.180749621888363,0.894,0.931,0.996,1,0.771,0.701,0.709,0.749,0.749,1.84532585944094,2.69612058065007,2.54185674065647,1.25837104099707,1.50520926345805,0.752971334975671,0.74919760069257,0.495982602113537,-0.750852234081939,-0.150427802690618,-0.986941892610719,-2.82823765182404,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0181237526883622,0.9834,"ROSALI"
+"192","8G","G","50",4,4,-0.4,1,0.093,-0.5,NA,NA,NA,NA,-0.299782814682749,0.272382524157643,0.243937235743947,-0.777899796740885,0.178334167375388,0.893,0.235,0.865,1,0.085,0.056,0.059,0.065,0.065,1.86659680390456,2.70268012295055,NA,1.29283795097835,1.54401476008667,NA,0.765142661607199,0.502234439647713,-0.762431797982371,-0.156236915586097,-1.01343300855208,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.100217185317251,0.3863,"ROSALI"
+"193","9A","A","100",4,2,0,2,0.072,-0.3,0.851702734429636,0.245752118324563,-0.238097170056101,-0.847697613263518,-0.154737448963348,0.223310384782663,0.217653647825729,-0.581338598701776,0.27186370077508,0.883,0.117,NA,NA,0.066,0.004,0.004,0.004,0.03,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.154737448963348,0.05,"ROSALI"
+"194","9A","A","200",4,2,0,2,0.115,-0.3,0.846788673795961,0.244354945656276,-0.250711147730956,-0.841614640904566,-0.148762214296686,0.168376378851791,0.153772988852617,-0.450157272447815,0.152632843854442,0.823,0.177,NA,NA,0.108,0.005,0.005,0.005,0.049,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.148762214296686,0.05,"ROSALI"
+"195","9A","A","300",4,2,0,2,0.183,-0.3,0.836823356473562,0.25452805539159,-0.245292711498418,-0.841463283392659,-0.156981937261534,0.146478338418733,0.126129788345988,-0.40419632241967,0.0902324478966025,0.734,0.266,NA,NA,0.167,0.004,0.004,0.004,0.078,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.156981937261534,0.05,"ROSALI"
+"196","9A","A","50",4,2,0,2,0.056,-0.3,0.85256843180802,0.26261284488057,-0.246591273624413,-0.850381589815012,0.155342045856994,0.328354485237858,0.30866624517226,-0.449643794680636,0.760327886394623,0.911,0.089,NA,NA,0.053,0.001,0.001,0.001,0.035,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.155342045856994,0.05,"ROSALI"
+"197","9B","B","100",4,2,0.2,2,0.098,0.3,0.859820713531543,0.253949294151684,-0.24432387674097,-0.847918170914475,0.0413960860682712,0.228140656843945,0.217884113739764,-0.385656776861666,0.468448948998208,0.871,0.064,0.608,0.671875,0.096,0.001,0.001,0.001,0.042,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.158603913931729,0.1543,"ROSALI"
+"198","9B","B","200",4,2,0.2,2,0.15,0.3,0.846501658744105,0.255343222839801,-0.243407646673901,-0.835036798509625,0.0439270716404374,0.175791247070693,0.153845633720901,-0.257610370452528,0.345464513733402,0.799,0.095,0.586,0.810526315789474,0.14,0.002,0.002,0.002,0.072,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.156072928359563,0.2618,"ROSALI"
+"199","9B","B","300",4,2,0.2,2,0.213,0.3,0.83767488565814,0.251058459487729,-0.251102322278502,-0.838936916669236,0.0549355805655283,0.15611827889735,0.126179006530158,-0.192375272233581,0.302246433364638,0.733,0.124,0.641,0.798387096774194,0.19,0.013,0.013,0.013,0.105,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.145064419434472,0.366,"ROSALI"
+"200","9B","B","50",4,2,0.2,2,0.055,0.3,0.855800944048067,0.275511029825218,-0.242887274761233,-0.838527674310743,0.0424977648277489,0.333862002339799,0.309065483010078,-0.563270581872005,0.648266111527503,0.908,0.061,0.54,0.639344262295082,0.053,0.001,0.001,0.001,0.032,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.157502235172251,0.1013,"ROSALI"
+"201","9C","C","100",4,2,0.2,2,0.093,-0.3,0.84939628501531,0.248112924848639,-0.271511888145055,-0.851730902573168,0.361387199016714,0.235713629239582,0.218835991292265,-0.0675313439161251,0.790305741949553,0.873,0.395,0.941,0.99746835443038,0.088,0.003,0.003,0.003,0.04,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.161387199016714,0.1543,"ROSALI"
+"202","9C","C","200",4,2,0.2,2,0.135,-0.3,0.854807581900732,0.249955120653919,-0.248446191361651,-0.838856546117785,0.345799497120388,0.168685984844325,0.15458250746186,0.0428177824951419,0.648781211745635,0.834,0.621,0.981,1,0.13,0.002,0.002,0.002,0.066,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.145799497120388,0.2618,"ROSALI"
+"203","9C","C","300",4,2,0.2,2,0.185,-0.3,0.838313651032546,0.256808197361376,-0.24560414896418,-0.841309293795432,0.349661528655561,0.14512918647975,0.126611383094132,0.101503217791062,0.597819839520061,0.741,0.773,0.992,1,0.166,0.008,0.008,0.008,0.081,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.149661528655561,0.366,"ROSALI"
+"204","9C","C","50",4,2,0.4,2,0.069,-0.3,0.839285767585676,0.253139272621597,-0.261259252747291,-0.856701009478343,0.359295866276094,0.335381799058366,0.311246441252297,-0.250747158578409,0.969338891130596,0.936,0.22,0.865,0.981818181818182,0.068,0,0,0,0.035,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0407041337239065,0.1013,"ROSALI"
+"205","9D","D","100",4,2,0.4,2,0.089,0.3,0.854882103535518,0.257884917859951,-0.25101930679904,-0.844250111128256,0.245844515944018,0.231570613534359,0.217370809504476,-0.180202270684755,0.671891302572792,0.878,0.204,0.864,0.995098039215686,0.081,0.004,0.004,0.004,0.041,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.154155484055982,0.4627,"ROSALI"
+"206","9D","D","200",4,2,0.4,2,0.148,0.3,0.843872789804613,0.246721231452149,-0.241111736092164,-0.851227021155112,0.251346796457429,0.176740173962727,0.154415285787949,-0.0513071636869515,0.554000756601809,0.808,0.388,0.936,0.994845360824742,0.138,0.004,0.004,0.004,0.074,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.148653203542571,0.7507,"ROSALI"
+"207","9D","D","300",4,2,0.4,2,0.191,0.3,0.838159764810872,0.251270070925166,-0.244846045637183,-0.843159995443936,0.250272392057385,0.149548421197355,0.126529490133618,0.00227459139549362,0.498270192719275,0.751,0.513,0.958,1,0.175,0.006,0.006,0.006,0.087,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.149727607942615,0.8981,"ROSALI"
+"208","9D","D","50",4,2,-0.2,2,0.053,0.3,0.840398111646799,0.24324759275595,-0.256315535738514,-0.854475464726794,0.264742896841481,0.307753531965335,0.308131989203254,-0.339195801996898,0.868681595679859,0.684,0.129,0.189,0.0232558139534884,0.053,0,0,0,0.022,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.464742896841481,0.2615,"ROSALI"
+"209","9E","E","100",4,2,0.4,2,0.089,-0.3,0.857450877612938,0.243108150719263,-0.255747784532027,-0.847548016706706,0.551695196517117,0.242415225517807,0.21968599273222,0.121110650761966,0.982279742272269,0.869,0.692,0.991,1,0.086,0,0,0,0.047,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.151695196517117,0.4627,"ROSALI"
+"210","9E","E","200",4,2,0.4,2,0.145,-0.3,0.852674303667225,0.245568364348162,-0.258797944345681,-0.845522271712016,0.548880094757466,0.171310322947297,0.155697532446869,0.243712931161601,0.85404725835333,0.833,0.926,0.995,1,0.136,0.005,0.005,0.005,0.08,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.148880094757466,0.7507,"ROSALI"
+"211","9E","E","300",4,2,0.4,2,0.189,-0.3,0.839439937643873,0.2402169762335,-0.251476109419582,-0.837289556667703,0.553347103636794,0.153556742460077,0.127825074919686,0.30280995679421,0.803884250479379,0.744,0.977,0.999,1,0.169,0.01,0.01,0.01,0.08,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.153347103636794,0.8981,"ROSALI"
+"212","9E","E","50",4,2,-0.4,2,0.056,-0.3,0.87314116266412,0.259287577030436,-0.261538102527313,-0.838517067609338,0.552695865218328,0.336012922472017,0.313196424922057,-0.0611691276289047,1.16656085806556,0.166,0.43,0.047,0,0.055,0.001,0.001,0.001,0.028,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.952695865218328,0.2615,"ROSALI"
+"213","9F","F","100",4,2,-0.2,2,0.084,-0.3,0.84827999937886,0.25054959389722,-0.246793698836075,-0.842531938139909,-0.0566129884042467,0.220381117154089,0.217380472633724,-0.482678714766345,0.369452737957852,0.896,0.063,0.603,0.761904761904762,0.08,0.003,0.003,0.003,0.041,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.143387011595753,0.1543,"ROSALI"
+"214","9F","F","200",4,2,-0.2,2,0.133,-0.3,0.838218593065802,0.254703370095745,-0.255368085174142,-0.845878636035181,-0.0572455815740335,0.17254404842321,0.153054808982604,-0.357233007179937,0.24274184403187,0.811,0.1,0.644,0.78,0.128,0.003,0.003,0.003,0.07,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.142754418425967,0.2618,"ROSALI"
+"215","9F","F","300",4,2,-0.2,2,0.202,-0.3,0.842605219621738,0.252811265067502,-0.257804490038894,-0.848279781025395,-0.0463991145430617,0.152318342721043,0.126307599726092,-0.293962010006202,0.201163780920078,0.729,0.118,0.613,0.76271186440678,0.184,0.009,0.009,0.009,0.084,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.153600885456938,0.366,"ROSALI"
+"216","9F","F","50",4,2,-0.2,2,0.053,-0.3,0.859726302013002,0.265368234416354,-0.245073573928264,-0.858005517807643,-0.0494377986043326,0.306995682433043,0.306882262655321,-0.650927033408763,0.552051436200097,0.914,0.053,0.57,0.69811320754717,0.052,0,0,0,0.018,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.150562201395667,0.1013,"ROSALI"
+"217","9G","G","100",4,2,-0.4,2,0.075,-0.3,0.842234057706037,0.254375960106651,-0.258181298951742,-0.846998393629238,-0.252648906036057,0.229173552203697,0.21783867932948,-0.679612717521838,0.174314905449724,0.89,0.205,0.881,0.985365853658537,0.071,0.002,0.002,0.002,0.037,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.147351093963943,0.4627,"ROSALI"
+"218","9G","G","200",4,2,-0.4,2,0.129,-0.3,0.836900295691387,0.248797909111711,-0.252100168373037,-0.845072043129595,-0.251306862595519,0.172254672825741,0.153684252772123,-0.55252799802888,0.0499142728378417,0.814,0.382,0.928,0.99738219895288,0.117,0.004,0.004,0.004,0.059,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.148693137404481,0.7507,"ROSALI"
+"219","9G","G","300",4,2,-0.4,2,0.191,-0.3,0.839618352734938,0.255772216024757,-0.25683342933729,-0.850474936674121,-0.250899425206868,0.14199875465903,0.126092663792795,-0.498041046240745,-0.00375780417299039,0.759,0.516,0.966,0.998062015503876,0.177,0.005,0.005,0.005,0.096,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.149100574793132,0.8981,"ROSALI"
+"220","9G","G","50",4,2,-0.4,2,0.058,-0.3,0.844102657966447,0.259978598596627,-0.253660437762538,-0.855203817737642,-0.240666874622117,0.327631107060675,0.307566851857556,-0.843497904262927,0.362164155018692,0.907,0.144,0.769,0.951388888888889,0.056,0,0,0,0.022,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.159333125377883,0.2615,"ROSALI"
+"221","10A","A","100",4,4,0,2,0.082,-0.3,NA,NA,NA,NA,-0.157125247217232,0.174079016224935,0.169579972881663,-0.489501994065292,0.175251499630828,0.842,0.158,NA,NA,0.08,0,0,0,0.042,1.83723980573808,2.69113241900191,2.53623710977321,1.24834900436894,1.50301563327941,0.74994782246731,0.754790007785612,0.51505245422012,-0.730339464289775,-0.164362855863505,-1.00302284070824,-2.86596527048169,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.157125247217232,0.05,"ROSALI"
+"222","10A","A","200",4,4,0,2,0.205,-0.3,NA,NA,NA,NA,-0.150346835884427,0.140724018882208,0.121175511119748,-0.387850837679133,0.0871571659102793,0.729,0.271,NA,NA,0.175,0.008,0.011,0.011,0.079,1.84802305406455,2.69264091372641,2.53339305572051,1.25720300164205,1.50218635917335,0.756202249111379,0.744191446122054,0.488642785210014,-0.759096943525541,-0.165980553442401,-1.01503026439759,-2.88498146055825,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.150346835884427,0.05,"ROSALI"
+"223","10A","A","300",4,4,0,2,0.395,-0.3,NA,NA,NA,NA,-0.14701244054179,0.129773201461711,0.0999213019871768,-0.342858192436657,0.0488333113530765,0.652,0.348,NA,NA,0.316,0.027,0.035,0.035,0.153,1.83706117536713,2.67212370378634,2.50905126975169,1.25395151079337,1.5043482570951,0.75572604473354,0.742309533977722,0.485918891752402,-0.768135635146857,-0.160131354070652,-1.00833038389688,-2.85400972061746,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.14701244054179,0.05,"ROSALI"
+"224","10A","A","50",4,4,0,2,0.04,-0.3,NA,NA,NA,NA,0.163006130164969,0.24740097787993,0.243375453738622,-0.314009759162731,0.640022019492669,0.889,0.111,NA,NA,0.039,0,0,0,0.017,1.81982003134686,2.64228115644553,NA,1.27941440534511,1.5244185030254,NA,0.763013717839202,0.511712174210938,-0.781373947234165,-0.15867001307943,-1.03277638334102,-2.94823613050619,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.163006130164969,0.05,"ROSALI"
+"225","10B","B","100",4,4,0.2,2,0.246,0.3,NA,NA,NA,NA,0.202791198257132,0.217302940948925,0.173087049352746,-0.13645941847425,0.542041814988514,0.893,0.258,0.835,0.965116279069767,0.211,0.012,0.016,0.016,0.1,1.71942074334245,2.42161685314849,2.11670782901151,1.11742805596306,1.2122978038492,0.312840148866131,0.5862251261129,0.165058929499266,-1.27457670720919,-0.316571428599721,-1.31714782635452,-3.32648467878599,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00279119825713234,0.2177,"ROSALI"
+"226","10B","B","200",4,4,0.2,2,0.535,0.3,NA,NA,NA,NA,0.20630274498277,0.18082260683581,0.123408002322796,-0.0355769395699101,0.44818242953545,0.85,0.443,0.883,0.986455981941309,0.424,0.039,0.045,0.048,0.23,1.68176048824558,2.35870493799571,2.03830725245645,1.09793023775435,1.19472713654592,0.298302034184801,0.602751802090708,0.204797552123063,-1.18928648328675,-0.308153508460142,-1.3039547711996,-3.29627860100323,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.00630274498276975,0.3875,"ROSALI"
+"227","10B","B","300",4,4,0.2,2,0.872,0.3,NA,NA,NA,NA,0.195084524285226,0.186092125416671,0.103048245959034,-0.00689003779448056,0.397059086364933,0.737,0.518,0.858,0.978764478764479,0.646,0.069,0.074,0.077,0.354,1.69786998219051,2.39850268250241,2.09237720609004,1.08845215841476,1.17875390121559,0.269942403906483,0.605907418246779,0.218971134190487,-1.17683568802547,-0.311892876469827,-1.2998880306584,-3.28783067211722,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.00491547571477391,0.5373,"ROSALI"
+"228","10B","B","50",4,4,0.2,2,0.091,0.3,NA,NA,NA,NA,0.187883185153535,0.257251917488491,0.24325065680791,-0.28888810218997,0.664654472497039,0.937,0.13,0.768,0.946153846153846,0.086,0.001,0.002,0.002,0.04,1.697227588828,2.37562631810667,NA,1.13278263042226,1.24618781356097,0.340876193355744,0.617043403910824,0.196927743605469,-1.22492378982034,-0.290735797550381,-1.2882697660288,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0121168148464654,0.1339,"ROSALI"
+"229","10C","C","100",4,4,0.2,2,0.087,-0.3,NA,NA,NA,NA,0.363255800291736,0.180001985132477,0.171493095512967,0.0271293330863202,0.699382267497152,0.832,0.547,0.979,1,0.08,0,0,0,0.037,1.86825151996557,2.720198757396,2.55599571065607,1.26241290372972,1.51686914263889,0.765198082499357,0.745598010624365,0.488532130581416,-0.780066263253338,-0.158225143996976,-1.01688401564484,-2.88662519668446,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.163255800291736,0.2177,"ROSALI"
+"230","10C","C","200",4,4,0.2,2,0.209,-0.3,NA,NA,NA,NA,0.353358575711248,0.140136823376917,0.121871073525507,0.114491271601255,0.592225879821242,0.735,0.803,0.99,1,0.18,0.011,0.013,0.014,0.082,1.85871743797241,2.69989690249693,2.53580759442707,1.25064143528294,1.49621451950997,0.745377726646017,0.748929576840333,0.502629317570983,-0.748722115261228,-0.160526586461,-1.00443106352611,-2.85419027390299,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.153358575711248,0.3875,"ROSALI"
+"231","10C","C","300",4,4,0.2,2,0.35,-0.3,NA,NA,NA,NA,0.346808253289724,0.12323149704761,0.100080528966134,0.150650416516102,0.542966090063347,0.645,0.896,0.996,1,0.271,0.031,0.041,0.041,0.132,1.84621497542823,2.68590578900661,2.52266347415131,1.26075328845986,1.51226485968626,0.773802897704733,0.750742913824422,0.498439443831306,-0.755881747596975,-0.163890113484651,-0.997745923069372,-2.83506368914655,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.146808253289724,0.5373,"ROSALI"
+"232","10C","C","50",4,4,0.4,2,0.048,-0.3,NA,NA,NA,NA,0.352709577531013,0.242839273852028,0.244235742114862,-0.125992477014117,0.831411632076143,0.947,0.301,0.926,1,0.044,0.001,0.001,0.001,0.019,1.77120547079526,2.53337676873032,NA,1.27745201292973,1.54276879233352,NA,0.765123424312392,0.510929894689707,-0.752280608531128,-0.168196422510206,-1.02137633503939,-2.88315943636561,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.047290422468987,0.1339,"ROSALI"
+"233","10D","D","100",4,4,0.4,2,0.086,0.3,NA,NA,NA,NA,0.249546410317451,0.180585402314122,0.171333768643315,-0.0862677762234465,0.585360596858349,0.826,0.321,0.912,0.993769470404984,0.08,0.001,0.002,0.002,0.043,1.87315027186351,2.73284169768375,2.57580773704686,1.2606643948717,1.51811639911907,0.766979019244155,0.760906599271874,0.516122716772889,-0.735693823533067,-0.164377275630373,-1.01101010588308,-2.8751986349194,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.150453589682549,0.6586,"ROSALI"
+"234","10D","D","200",4,4,0.4,2,0.201,0.3,NA,NA,NA,NA,0.259370780792753,0.144777942918699,0.121433637999278,0.0213608503141689,0.497380711271337,0.735,0.551,0.969,1,0.168,0.013,0.018,0.018,0.101,1.85361815979534,2.70132869290855,2.54088437296284,1.25102305413615,1.5055901890759,0.756377794636358,0.754730050343191,0.50831341919165,-0.741901075795128,-0.163689074619027,-1.00441098070669,-2.8583344451299,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.140629219207247,0.9161,"ROSALI"
+"235","10D","D","300",4,4,0.4,2,0.37,0.3,NA,NA,NA,NA,0.257044838177916,0.121548810164833,0.0996755374817588,0.0616807847136687,0.452408891642163,0.66,0.702,0.984,1,0.285,0.039,0.048,0.049,0.155,1.83948507490164,2.66874275076732,2.5110085181803,1.24052044100148,1.4910732561783,0.733430257932919,0.748879395148837,0.486949095271809,-0.752693171469561,-0.167758986032256,-1.01684141117215,-2.85333691979454,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.142955161822084,0.9834,"ROSALI"
+"236","10D","D","50",4,4,-0.2,2,0.045,0.3,NA,NA,NA,NA,0.253136167968678,0.256707425776607,0.242413747090048,-0.221994776327817,0.728267112265172,0.541,0.196,0.168,0.0102040816326531,0.042,0.002,0.003,0.003,0.023,1.75403784864103,2.55838631162785,NA,1.27897050310973,1.53778567934912,NA,0.751873938436454,0.506761044721938,-0.773535799229423,-0.164856053545361,-1.04333297709621,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.453136167968678,0.3863,"ROSALI"
+"237","10E","E","100",4,4,0.4,2,0.105,-0.3,NA,NA,NA,NA,0.561315485636788,0.183606228761377,0.174666251114987,0.218969633451414,0.903661337822162,0.852,0.897,0.999,1,0.097,0,0.002,0.002,0.04,1.8783281767494,2.72835139492655,2.56778031928314,1.25357448616177,1.50467593302133,0.743914636846583,0.756369935541565,0.501946586991256,-0.759810006250668,-0.162189233866169,-1.01848825282257,-2.8948885071169,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.161315485636788,0.6586,"ROSALI"
+"238","10E","E","200",4,4,0.4,2,0.192,-0.3,NA,NA,NA,NA,0.553880120396693,0.139872015842329,0.122783201802573,0.313225044863651,0.794535195929735,0.74,0.985,0.999,1,0.165,0.009,0.014,0.014,0.082,1.84559275636283,2.68907439317447,2.53839214406403,1.25227935662454,1.49990739601107,0.752822469827436,0.747176240875336,0.497378177686867,-0.754213705768967,-0.165400372491043,-1.00819777615673,-2.84773213801691,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.153880120396693,0.9161,"ROSALI"
+"239","10E","E","300",4,4,0.4,2,0.347,-0.3,NA,NA,NA,NA,0.554998022708014,0.125625105247316,0.10150328992273,0.356051574459464,0.753944470956564,0.635,0.995,1,1,0.274,0.021,0.029,0.029,0.13,1.84667817536888,2.69343712733853,2.52012373754091,1.25284165626004,1.49249122097102,0.741100680779096,0.750512134138976,0.502306886207139,-0.752880634619573,-0.160983896825247,-1.00191610265126,-2.84346357575635,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.154998022708014,0.9834,"ROSALI"
+"240","10E","E","50",4,4,-0.4,2,0.033,-0.3,NA,NA,NA,NA,0.554788380941439,0.246648421941504,0.245345339735246,0.0739115150603562,1.03566524682252,0.027,0.634,0.011,0,0.031,0,0,0,0.014,1.69281657002695,2.40977487106207,NA,1.23371818514658,1.48527413933669,NA,0.759711596153798,0.515239748667163,-0.766888836957717,-0.164292885654685,-1.012339175871,-2.88688691013188,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.954788380941439,0.3863,"ROSALI"
+"241","10F","F","100",4,4,-0.2,2,0.061,-0.3,NA,NA,NA,NA,-0.041273221522367,0.169428487124352,0.169970703278872,-0.374415799948956,0.291869356904222,0.853,0.054,0.606,0.722222222222222,0.058,0.002,0.002,0.002,0.031,1.86366166410264,2.72659159075354,2.55043103821698,1.25598517610372,1.50621406560641,0.745464401036045,0.745399466708288,0.492450839698778,-0.775764240491224,-0.16405666625129,-1.02474336133136,-2.89965412469816,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.158726778477633,0.2177,"ROSALI"
+"242","10F","F","200",4,4,-0.2,2,0.216,-0.3,NA,NA,NA,NA,-0.0567637304098714,0.139629049808975,0.120887951486262,-0.293704115322945,0.180176654503202,0.733,0.107,0.668,0.869158878504673,0.177,0.018,0.024,0.025,0.094,1.84939255364468,2.69222364446784,2.53645486777633,1.25061706023809,1.50593725478399,0.754724710040044,0.754996125353577,0.512518996808175,-0.736559885072363,-0.167811387269986,-1.01643685845068,-2.87278285164211,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.143236269590129,0.3875,"ROSALI"
+"243","10F","F","300",4,4,-0.2,2,0.34,-0.3,NA,NA,NA,NA,-0.0450085963188923,0.121259429723122,0.0993813352467525,-0.239796013402527,0.149778820764742,0.629,0.118,0.658,0.822033898305085,0.274,0.023,0.03,0.031,0.137,1.82998977550211,2.6666414090565,2.51161167516186,1.25276034938175,1.50049884605166,0.752462625022958,0.739967749193548,0.490897690550507,-0.767576956211597,-0.173556221731691,-1.01991373693155,-2.87118077330225,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.154991403681108,0.5373,"ROSALI"
+"244","10F","F","50",4,4,-0.2,2,0.031,-0.3,NA,NA,NA,NA,-0.0374537390947812,0.246287148906988,0.241039870425715,-0.509891885129183,0.434984406939621,0.88,0.057,0.565,0.684210526315789,0.028,0.002,0.002,0.002,0.02,1.82685838493218,2.66376614876651,NA,1.28367268072316,1.51875091059068,0.766470357437306,0.742881679553781,0.493635149359223,-0.785389840848121,-0.177993402057053,-1.049872758454,-2.95519233322865,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.162546260905219,0.1339,"ROSALI"
+"245","10G","G","100",4,4,-0.4,2,0.099,-0.3,NA,NA,NA,NA,-0.25000352636399,0.176321090012423,0.170486428305079,-0.584156925841945,0.084149873113964,0.837,0.299,0.928,1,0.091,0.003,0.004,0.004,0.051,1.83202466619603,2.67283830599802,2.51837644779356,1.26622358878296,1.52550762439009,0.760929755297596,0.759310734751727,0.502512803792801,-0.750237739645522,-0.170004635868309,-1.0107353399826,-2.87515746988428,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.14999647363601,0.6586,"ROSALI"
+"246","10G","G","200",4,4,-0.4,2,0.207,-0.3,NA,NA,NA,NA,-0.247269089385489,0.134644549769057,0.121495175078359,-0.485399632539073,-0.00913854623190423,0.721,0.53,0.965,1,0.18,0.01,0.015,0.015,0.102,1.8580684043905,2.69007757024813,2.52922356295816,1.26046761561405,1.50503437146219,0.755335221732758,0.757198538944764,0.498388787848289,-0.758509515818466,-0.163858448697369,-1.01415926455941,-2.86999416016128,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.152730910614511,0.9161,"ROSALI"
+"247","10G","G","300",4,4,-0.4,2,0.348,-0.3,NA,NA,NA,NA,-0.260896469591638,0.127802044032439,0.100020844083062,-0.456937323994438,-0.064855615188837,0.658,0.708,0.983,0.998587570621469,0.278,0.03,0.039,0.04,0.15,1.84305485089819,2.69526703492696,2.54093292942609,1.25722429670731,1.51413013906512,0.770927961000785,0.752369965570146,0.50576413514108,-0.740967954238409,-0.151659572285264,-0.98774706132289,-2.82246581599612,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.139103530408362,0.9834,"ROSALI"
+"248","10G","G","50",4,4,-0.4,2,0.051,-0.3,NA,NA,NA,NA,-0.250346334656054,0.256932065112161,0.241438514470534,-0.7235658230183,0.222873153706192,0.886,0.191,0.833,0.984293193717278,0.049,0,0.001,0.001,0.027,1.83762445445926,2.67761624292031,NA,1.25783837733975,1.5192637656289,NA,0.767304346072174,0.505806518084279,-0.766574707079336,-0.162603421737982,-1.02229142410821,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.149653665343946,0.3863,"ROSALI"
+"249","11A","A","100",4,2,0,2,0.172,-0.5,0.851717165909023,0.256782713401889,-0.240947191769747,-0.845553152493043,-0.255938042928076,0.256136290694831,0.219168085771218,-0.685507491039663,0.173631405183511,0.761,0.239,NA,NA,0.161,0.005,0.005,0.005,0.083,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.255938042928076,0.05,"ROSALI"
+"250","11A","A","200",4,2,0,2,0.363,-0.5,0.833805253163963,0.252423338090087,-0.248581232594726,-0.841385295726981,-0.264777278214251,0.212199394221609,0.157524537247633,-0.573525371219612,0.0439708147911102,0.581,0.419,NA,NA,0.307,0.025,0.025,0.025,0.132,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.264777278214251,0.05,"ROSALI"
+"251","11A","A","300",4,2,0,2,0.551,-0.5,0.84917875122793,0.250379541235179,-0.239397479051684,-0.847431417615251,-0.251002399606647,0.216990585125048,0.131574415733036,-0.508888254443398,0.00688345523010344,0.481,0.519,NA,NA,0.42,0.07,0.07,0.07,0.219,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.251002399606647,0.05,"ROSALI"
+"252","11A","A","50",4,2,0,2,0.11,-0.5,0.848427331158084,0.25281529631178,-0.256208866802005,-0.861859952035428,0.263810962785274,0.331581225171839,0.310281919814944,-0.344341600052016,0.871963525622565,0.852,0.148,NA,NA,0.105,0.005,0.005,0.005,0.05,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.263810962785274,0.05,"ROSALI"
+"253","11B","B","100",4,2,0.2,2,0.156,0.5,0.836884295487477,0.258672515949746,-0.255057645243701,-0.842307916819754,-0.0430706920805358,0.251415329638033,0.218729862530878,-0.471781222641057,0.385639838479986,0.775,0.097,0.422,0.391752577319588,0.144,0.004,0.004,0.004,0.077,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.243070692080536,0.1543,"ROSALI"
+"254","11B","B","200",4,2,0.2,2,0.373,0.5,0.843572807836129,0.257520254633043,-0.243280974461164,-0.8357062572375,-0.060043333782495,0.215082649895514,0.157724328997891,-0.369183018618362,0.249096351053372,0.611,0.152,0.384,0.236842105263158,0.318,0.02,0.02,0.02,0.156,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.260043333782495,0.2618,"ROSALI"
+"255","11B","B","300",4,2,0.2,2,0.654,0.5,0.837221442255309,0.24346733237944,-0.255436678370457,-0.849244677130187,-0.0463987080576144,0.230303516601948,0.132496849283596,-0.306092532653462,0.213295116538233,0.478,0.246,0.404,0.349593495934959,0.5,0.07,0.07,0.07,0.262,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.246398708057614,0.366,"ROSALI"
+"256","11B","B","50",4,2,0.2,2,0.1,0.5,0.858205215186299,0.254057244929641,-0.26518245581426,-0.854489291322067,-0.0571460102804408,0.333282645768489,0.307594388919115,-0.660031012561905,0.545738992001024,0.84,0.066,0.449,0.363636363636364,0.097,0,0,0,0.05,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.257146010280441,0.1013,"ROSALI"
+"257","11C","C","100",4,2,0.2,2,0.178,-0.5,0.850615477265447,0.248961821560191,-0.244358896834128,-0.831023221773052,0.447631724318849,0.24555252800565,0.220532963232442,0.0153871163832634,0.879876332254435,0.789,0.534,0.96,1,0.166,0.003,0.003,0.003,0.081,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.247631724318849,0.1543,"ROSALI"
+"258","11C","C","200",4,2,0.2,2,0.405,-0.5,0.840290813889735,0.2511878494548,-0.257185962931943,-0.84517150960603,0.453710666834364,0.219576114188247,0.159240564511975,0.141599160390892,0.765822173277835,0.593,0.773,0.976,1,0.339,0.034,0.034,0.034,0.165,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.253710666834364,0.2618,"ROSALI"
+"259","11C","C","300",4,2,0.2,2,0.597,-0.5,0.842278736394593,0.246990409770516,-0.250578339237928,-0.849178430362173,0.451972647851978,0.216031882367014,0.132600641156726,0.192075391184795,0.711869904519162,0.486,0.824,0.98,1,0.476,0.054,0.054,0.054,0.235,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.251972647851978,0.366,"ROSALI"
+"260","11C","C","50",4,2,0.4,2,0.106,-0.5,0.863979108098515,0.260905629721184,-0.257102526403202,-0.852239667768655,0.463943038290511,0.351513330247696,0.311431912506587,-0.146463510222399,1.07434958680342,0.917,0.319,0.906,1,0.101,0.001,0.001,0.001,0.053,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.063943038290511,0.1013,"ROSALI"
+"261","11D","D","100",4,2,0.4,2,0.158,0.5,0.835609981457951,0.230772768619139,-0.250803000753248,-0.856983845699978,0.160012244025802,0.248332867880147,0.218520815956801,-0.268288555249527,0.588313043301132,0.767,0.144,0.747,0.930555555555556,0.143,0.007,0.007,0.007,0.073,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.239987755974198,0.4627,"ROSALI"
+"262","11D","D","200",4,2,0.4,2,0.385,0.5,0.839787676442203,0.23971921416626,-0.258826982072,-0.849844273627339,0.151705195396034,0.222444550453382,0.158044436679179,-0.158061900495157,0.461472291287225,0.605,0.238,0.773,0.92436974789916,0.318,0.026,0.026,0.026,0.153,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.248294804603966,0.7507,"ROSALI"
+"263","11D","D","300",4,2,0.4,2,0.596,0.5,0.842062280610113,0.248929781086671,-0.251296022764128,-0.845271955590957,0.152324761089668,0.214239136193685,0.131502693244074,-0.105420517668717,0.410070039848054,0.474,0.317,0.783,0.946372239747634,0.459,0.075,0.075,0.075,0.237,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.247675238910332,0.8981,"ROSALI"
+"264","11D","D","50",4,2,-0.2,2,0.12,0.5,0.853023923495901,0.247770056873206,-0.258344098852581,-0.871207969031281,0.160901724746734,0.34908605783425,0.308244729400716,-0.443257944878669,0.765061394372136,0.754,0.113,0.312,0.106194690265487,0.116,0.001,0.001,0.001,0.055,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.360901724746734,0.2615,"ROSALI"
+"265","11E","E","100",4,2,0.4,2,0.174,-0.5,0.859106088946244,0.246787821017563,-0.258976933325046,-0.841340650360198,0.661122353132533,0.262580795169708,0.223248666866832,0.223554966073543,1.09868974019152,0.765,0.817,0.994,1,0.158,0.004,0.004,0.004,0.072,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.261122353132533,0.4627,"ROSALI"
+"266","11E","E","200",4,2,0.4,2,0.352,-0.5,0.840959443474146,0.249481666086685,-0.249855261891072,-0.844694290777953,0.644166493545603,0.218353004440475,0.159925229028546,0.330713044649654,0.957619942441552,0.6,0.935,0.993,1,0.302,0.031,0.031,0.031,0.166,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.244166493545603,0.7507,"ROSALI"
+"267","11E","E","300",4,2,0.4,2,0.564,-0.5,0.844501918757144,0.254919735530625,-0.257880805875137,-0.844554722755109,0.642776156364771,0.209792177690534,0.133448500022948,0.381217096319792,0.90433521640975,0.512,0.949,0.998,1,0.447,0.063,0.063,0.063,0.24,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.242776156364771,0.8981,"ROSALI"
+"268","11E","E","50",4,2,-0.4,2,0.086,-0.5,0.847739998902257,0.239831923136428,-0.259258488370795,-0.873495264909696,0.671324831923221,0.335415659570314,0.316641693739233,0.0507071121943253,1.29194255165212,0.076,0.581,0.024,0,0.085,0.001,0.001,0.001,0.039,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-1.07132483192322,0.2615,"ROSALI"
+"269","11F","F","100",4,2,-0.2,2,0.194,-0.5,0.84383356838299,0.259144299062559,-0.232101918903318,-0.843672315290347,0.0387810908825905,0.269323991131914,0.218932144149854,-0.390325911651124,0.467888093416305,0.767,0.105,0.441,0.295238095238095,0.176,0.007,0.007,0.007,0.097,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.238781090882591,0.1543,"ROSALI"
+"270","11F","F","200",4,2,-0.2,2,0.383,-0.5,0.836062488408675,0.252375663181237,-0.243828542225187,-0.844665031954547,0.0480614449285496,0.215907199165014,0.157511102627448,-0.260660316221249,0.356783206078348,0.607,0.148,0.395,0.337837837837838,0.315,0.032,0.032,0.032,0.163,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.24806144492855,0.2618,"ROSALI"
+"271","11F","F","300",4,2,-0.2,2,0.594,-0.5,0.842186617994033,0.239634807387981,-0.251314593231177,-0.840107855057877,0.0465499906009693,0.217367304819187,0.131505930793422,-0.211201633754137,0.304301614956076,0.498,0.22,0.408,0.331818181818182,0.454,0.07,0.07,0.07,0.231,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.246549990600969,0.366,"ROSALI"
+"272","11F","F","50",4,2,-0.2,2,0.103,-0.5,0.866005903378182,0.249158682297204,-0.234859150462976,-0.868787556384598,0.056152331268047,0.344530626870737,0.308083962368425,-0.547692234974065,0.659996897510159,0.847,0.076,0.418,0.381578947368421,0.095,0.001,0.001,0.001,0.042,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.256152331268047,0.1013,"ROSALI"
+"273","11G","G","100",4,2,-0.4,2,0.161,-0.5,0.854857461934619,0.262060265408447,-0.255561057236589,-0.852271926847423,-0.153039428771071,0.259278822236348,0.218807575531911,-0.581902276813618,0.275823419271475,0.762,0.159,0.742,0.89937106918239,0.146,0.008,0.008,0.008,0.078,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.246960571228929,0.4627,"ROSALI"
+"274","11G","G","200",4,2,-0.4,2,0.363,-0.5,0.83911873560371,0.251722117375535,-0.250025322882345,-0.856974944012417,-0.136550772657032,0.217827543336037,0.157487843995459,-0.445226946888132,0.172125401574069,0.578,0.211,0.774,0.90521327014218,0.305,0.026,0.026,0.026,0.139,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.263449227342968,0.7507,"ROSALI"
+"275","11G","G","300",4,2,-0.4,2,0.554,-0.5,0.838961990235122,0.239667681737465,-0.249661780868639,-0.837297484004855,-0.142118762530016,0.214878121094171,0.130686911927794,-0.398265109908492,0.11402758484846,0.462,0.314,0.779,0.904458598726115,0.434,0.056,0.056,0.056,0.215,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.257881237469984,0.8981,"ROSALI"
+"276","11G","G","50",4,2,-0.4,2,0.109,-0.5,0.845456216293703,0.248388048254917,-0.248490010987583,-0.850368338099462,-0.154570917152937,0.34306435824752,0.310176909831413,-0.762517660422506,0.453375826116632,0.85,0.1,0.665,0.94,0.106,0.002,0.002,0.002,0.057,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.245429082847063,0.2615,"ROSALI"
+"277","12A","A","100",4,4,0,2,0.282,-0.5,NA,NA,NA,NA,-0.243788851873738,0.213617064461922,0.17146096601969,-0.57985234527233,0.0922746415248545,0.674,0.326,NA,NA,0.23,0.019,0.022,0.022,0.121,1.86155608937999,2.70497934960357,2.54794070644258,1.25292317240123,1.51240322086727,0.785136947156674,0.748660115123888,0.493504360043884,-0.756757578895436,-0.164687326875008,-1.01938178902861,-2.86548479880405,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.243788851873738,0.05,"ROSALI"
+"278","12A","A","200",4,4,0,2,0.847,-0.5,NA,NA,NA,NA,-0.273140680014659,0.219616472683758,0.126871765349,-0.5218093400987,-0.024472019930619,0.432,0.568,NA,NA,0.557,0.108,0.122,0.122,0.251,1.85405243227132,2.69681965917735,2.55111849800093,1.25587254762627,1.5147057170807,0.771334650287342,0.766370389844911,0.520293768607329,-0.727880541623526,-0.159699419947042,-0.996731917535369,-2.84356936877941,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.273140680014659,0.05,"ROSALI"
+"279","12A","A","300",4,4,0,2,1.385,-0.5,NA,NA,NA,NA,-0.261426963590369,0.244740243319616,0.107496455849184,-0.47212001705477,-0.0507339101259673,0.402,0.598,NA,NA,0.807,0.237,0.262,0.267,0.393,1.86125506682941,2.71100392725728,2.56483637925205,1.2521148113142,1.50977994669057,0.750214454361156,0.748531035325131,0.493033475425942,-0.760190405844846,-0.154322235640377,-1.00002450816381,-2.8475189173058,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.261426963590369,0.05,"ROSALI"
+"280","12A","A","50",4,4,0,2,0.095,-0.5,NA,NA,NA,NA,0.2573104607217,0.254691149946827,0.243391293563588,-0.219736474662933,0.734357396106332,0.813,0.187,NA,NA,0.088,0.002,0.003,0.003,0.042,1.77128407940602,2.57236393784779,NA,1.28152420653579,1.52121852879623,NA,0.774705912529694,0.517134518111311,-0.752885522020593,-0.160082107037679,-1.01073713128891,-2.87951992555672,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.2573104607217,0.05,"ROSALI"
+"281","12B","B","100",4,4,0.2,2,0.29,0.5,NA,NA,NA,NA,-0.0519115324515027,0.216038919741132,0.172345117449265,-0.389707962652062,0.285884897749057,0.664,0.123,0.395,0.268292682926829,0.244,0.014,0.018,0.018,0.13,1.87024185572648,2.7294895049909,2.58059087992816,1.25281758107773,1.50721476630512,0.750514058132899,0.751885516827149,0.509671496874411,-0.729700793644094,-0.169214161454031,-1.01081084923338,-2.85254046383437,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.251911532451503,0.2177,"ROSALI"
+"282","12B","B","200",4,4,0.2,2,0.853,0.5,NA,NA,NA,NA,-0.0549169918116649,0.220359540793288,0.126369444204245,-0.302601102451985,0.192767118828655,0.468,0.264,0.409,0.295454545454545,0.562,0.111,0.138,0.139,0.282,1.85982027719752,2.71999868411195,2.56785915136722,1.26077009373668,1.51205751029347,0.766632435289929,0.750464811781225,0.500450569174515,-0.746843532892814,-0.157722622507065,-1.00091775910839,-2.85485885675984,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.254916991811665,0.3875,"ROSALI"
+"283","12B","B","300",4,4,0.2,2,1.403,0.5,NA,NA,NA,NA,-0.0557564381191266,0.250547049237167,0.107072517419398,-0.265618572261147,0.154105696022893,0.416,0.491,0.429,0.344195519348269,0.819,0.248,0.276,0.279,0.412,1.85253411270836,2.70360567712751,2.55058451920884,1.25311322651655,1.50228246406544,0.754331290069481,0.75030218363769,0.498809820213544,-0.754273128998143,-0.162486167081619,-1.0070803023151,-2.8616023582506,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.255756438119127,0.5373,"ROSALI"
+"284","12B","B","50",4,4,0.2,2,0.096,0.5,NA,NA,NA,NA,-0.0445102214138524,0.248221764956588,0.241488104576831,-0.517826906384442,0.428806463556737,0.804,0.05,0.432,0.3,0.085,0.004,0.006,0.006,0.05,1.81939667346637,2.61726614929217,NA,1.26826903654203,1.53046673993225,NA,0.751327689391499,0.492769967626951,-0.770810865410557,-0.17430935776194,-1.0414362887434,-2.9015263301673,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.244510221413852,0.1339,"ROSALI"
+"285","12C","C","100",4,4,0.2,2,0.292,-0.5,NA,NA,NA,NA,0.455186794814383,0.220915022449722,0.174568830300186,0.113031887426019,0.797341702202746,0.673,0.723,0.981,1,0.244,0.011,0.018,0.018,0.119,1.86206414426113,2.70093565683195,2.53760765128343,1.24866911323463,1.5127670316743,0.763324960220862,0.75168056328092,0.494403305810078,-0.767741627225704,-0.16467408321977,-1.00551955793778,-2.86847194127239,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.255186794814383,0.2177,"ROSALI"
+"286","12C","C","200",4,4,0.2,2,0.86,-0.5,NA,NA,NA,NA,0.445127597166458,0.224383888960779,0.128111305800889,0.194029437796716,0.6962257565362,0.501,0.811,0.978,1,0.561,0.12,0.143,0.144,0.286,1.85186105633971,2.69807588299502,2.54673012521252,1.24966023877032,1.50815451562191,0.7593360964706,0.744679744537985,0.501225396741384,-0.74762482913219,-0.158353211742896,-1.00419947799482,-2.85931541198107,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.245127597166458,0.3875,"ROSALI"
+"287","12C","C","300",4,4,0.2,2,1.338,-0.5,NA,NA,NA,NA,0.464319458855745,0.237551718983239,0.108041035185688,0.252559029891797,0.676079887819694,0.405,0.832,0.983,1,0.791,0.226,0.25,0.25,0.377,1.8507253048087,2.69661109061907,2.52666691191553,1.25454402334221,1.50619672971843,0.757566591664579,0.749019911498998,0.495614511876645,-0.756310148908492,-0.171673119214973,-1.00559857106169,-2.84939458290475,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.264319458855745,0.5373,"ROSALI"
+"288","12C","C","50",4,4,0.4,2,0.096,-0.5,NA,NA,NA,NA,0.441583508874993,0.265868558849562,0.244787853085508,-0.0382006831726033,0.92136770092259,0.933,0.456,0.951,1,0.089,0.006,0.006,0.006,0.046,1.68241237829822,2.41127320654341,NA,1.25461715187662,1.51124997809976,NA,0.775583743104917,0.527012863491525,NA,-0.160876490583709,-1.01065926998382,-2.91534415995448,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0415835088749932,0.1339,"ROSALI"
+"289","12D","D","100",4,4,0.4,2,0.348,0.5,NA,NA,NA,NA,0.156006127334665,0.21889361141292,0.173428779316534,-0.183914280125741,0.49592653479507,0.672,0.195,0.786,0.943589743589744,0.273,0.029,0.039,0.039,0.146,1.86904551346854,2.71426454196211,2.56181925466984,1.2688725909424,1.51569240235309,0.769261189501224,0.745867730181524,0.489459632294038,-0.766888319503536,-0.156873206813231,-1.00974256134477,-2.86997041558929,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.243993872665336,0.6586,"ROSALI"
+"290","12D","D","200",4,4,0.4,2,0.81,0.5,NA,NA,NA,NA,0.152770789029989,0.220590614561776,0.125927711071952,-0.0940475246710368,0.399589102731016,0.487,0.362,0.76,0.911602209944751,0.542,0.129,0.138,0.139,0.289,1.84313792136062,2.68877724255931,2.53296291207241,1.25212939645705,1.50264247797942,0.749048620165351,0.753711356480871,0.518767414213104,-0.730566744922155,-0.166737075425346,-1.01733493336845,-2.85420163679653,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.247229210970011,0.9161,"ROSALI"
+"291","12D","D","300",4,4,0.4,2,1.405,0.5,NA,NA,NA,NA,0.159531244315613,0.245460554158447,0.107380400602857,-0.0509343408659866,0.369996829497213,0.434,0.527,0.709,0.88045540796964,0.82,0.259,0.295,0.296,0.442,1.85057395774526,2.69433158442071,2.53356842345138,1.25884440242452,1.50924794220335,0.757937795287495,0.751371772549997,0.5008471281392,-0.752840808686222,-0.1678310999597,-1.01373107518262,-2.8662826987975,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.240468755684387,0.9834,"ROSALI"
+"292","12D","D","50",4,4,-0.2,2,0.106,0.5,NA,NA,NA,NA,0.152421587037561,0.264207529924444,0.242559942662246,-0.322995900580442,0.627839074655563,0.678,0.118,0.297,0.0593220338983051,0.097,0.005,0.007,0.007,0.047,1.74428728336951,2.54988605618705,NA,1.27309546072741,1.51876187205217,NA,0.777745941456949,0.527742270499769,-0.722528123216381,-0.138754423627449,-0.987076268750532,-2.85345742300899,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.352421587037561,0.3863,"ROSALI"
+"293","12E","E","100",4,4,0.4,2,0.265,-0.5,NA,NA,NA,NA,0.654660143684931,0.217246313312344,0.176573311595415,0.308576452957917,1.00074383441195,0.669,0.935,0.998,1,0.213,0.016,0.018,0.018,0.106,1.86262081022998,2.72428541627176,2.57505933869939,1.24299313712642,1.49697030196047,0.735061274201591,0.75622608141594,0.502938984581986,-0.745734700649205,-0.166086604271984,-1.03168657500111,-2.88016756811632,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.254660143684931,0.6586,"ROSALI"
+"294","12E","E","200",4,4,0.4,2,0.832,-0.5,NA,NA,NA,NA,0.661407518948844,0.225446850302364,0.129319909388796,0.407940496546804,0.914874541350883,0.465,0.965,1,1,0.56,0.091,0.105,0.108,0.271,1.84052404976561,2.67263679775276,2.52170495689451,1.2565153546799,1.5064366469481,0.757607799289628,0.749241304462573,0.505005032681721,-0.746915810321605,-0.169716594113311,-1.01955206350575,-2.86544548535893,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.261407518948844,0.9161,"ROSALI"
+"295","12E","E","300",4,4,0.4,2,1.301,-0.5,NA,NA,NA,NA,0.650409061957088,0.242711252944131,0.109356533918774,0.43607025547629,0.864747868437886,0.413,0.976,0.999,1,0.769,0.233,0.253,0.255,0.385,1.85062655678565,2.68496763121918,2.53165343839459,1.26535523252855,1.52587164385906,0.782128505748348,0.749157855631265,0.488037204117565,-0.77150464693822,-0.157735658683848,-0.998989986108722,-2.84309908913775,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.250409061957088,0.9834,"ROSALI"
+"296","12E","E","50",4,4,-0.4,2,0.092,-0.5,NA,NA,NA,NA,0.655071580594998,0.263759453195731,0.248357914045774,0.168290069065282,1.14185309212471,0.014,0.767,0.004,0,0.085,0.004,0.004,0.004,0.028,1.61061201739777,NA,NA,1.21750209463565,1.42942874423253,NA,0.777588838882382,0.525141067247758,NA,-0.171168685302931,-1.03474964796863,-2.89759254693987,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-1.055071580595,0.3863,"ROSALI"
+"297","12F","F","100",4,4,-0.2,2,0.291,-0.5,NA,NA,NA,NA,0.0520957804368922,0.217207381259807,0.171439410585161,-0.283925464310024,0.388117025183808,0.637,0.112,0.393,0.294642857142857,0.238,0.026,0.03,0.03,0.116,1.88209868747677,2.71896405876204,2.56660204529056,1.25985287769891,1.5149395006558,0.770690308469994,0.745758309602835,0.485837183826378,-0.783791596795054,-0.168056111829467,-1.01326260892151,-2.87703714028057,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.252095780436892,0.2177,"ROSALI"
+"298","12F","F","200",4,4,-0.2,2,0.917,-0.5,NA,NA,NA,NA,0.0514823141710264,0.233609232847515,0.126815649811324,-0.197076359459169,0.300040987801222,0.463,0.296,0.41,0.317567567567568,0.603,0.149,0.159,0.161,0.316,1.85343502185648,2.69916485824974,2.54298004493868,1.24552771568636,1.49021943618337,0.724866536171111,0.745669720558086,0.497160913218372,-0.756489818419991,-0.178320789872388,-1.03009970118864,-2.88294214286813,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.251482314171026,0.3875,"ROSALI"
+"299","12F","F","300",4,4,-0.2,2,1.404,-0.5,NA,NA,NA,NA,0.0469997879412978,0.243865693211612,0.106991570472493,-0.162703690184788,0.256703266067383,0.42,0.483,0.44,0.358178053830228,0.819,0.268,0.296,0.301,0.413,1.85478443645712,2.70639153767854,2.55356605150912,1.26534802329651,1.51175018193133,0.765401087401471,0.744598719501564,0.486735481306246,-0.768761617478559,-0.160995491682313,-1.005663851857,-2.86972253435406,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.246999787941298,0.5373,"ROSALI"
+"300","12F","F","50",4,4,-0.2,2,0.088,-0.5,NA,NA,NA,NA,0.0431417842314473,0.245616409625802,0.241170349918354,-0.429552101608527,0.515835670071422,0.824,0.059,0.439,0.406779661016949,0.082,0.003,0.003,0.003,0.045,1.83030632888479,2.64238401105374,NA,1.24952643680062,1.49380350887488,NA,0.749252032231555,0.490785032794204,-0.789608191047855,-0.153329097485646,-0.987036670459853,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.243141784231447,0.1339,"ROSALI"
+"301","12G","G","100",4,4,-0.4,2,0.323,-0.5,NA,NA,NA,NA,-0.166326942091376,0.216207305214386,0.172919058331055,-0.505248296420243,0.172594412237491,0.672,0.208,0.791,0.951923076923077,0.254,0.028,0.037,0.037,0.148,1.87457970127781,2.72761698045968,2.57177139014801,1.26944608925153,1.51796816182453,0.773631915442801,0.759892752120587,0.507830252394342,-0.744704686720727,-0.159591371783332,-0.98978898042339,-2.86465675490566,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.233673057908624,0.6586,"ROSALI"
+"302","12G","G","200",4,4,-0.4,2,0.878,-0.5,NA,NA,NA,NA,-0.134818622635958,0.229702428007875,0.126142279587749,-0.382057490627947,0.11242024535603,0.434,0.368,0.735,0.861413043478261,0.585,0.104,0.12,0.121,0.283,1.85014669319075,2.69409913669553,2.52482619198376,1.25390566939004,1.5106276336433,0.771109345255903,0.744460407453359,0.47752812902622,-0.776341359866802,-0.169384218432294,-1.01360588422553,-2.87022210463447,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.265181377364042,0.9161,"ROSALI"
+"303","12G","G","300",4,4,-0.4,2,1.378,-0.5,NA,NA,NA,NA,-0.148837440765585,0.246307335764857,0.107056569970212,-0.3586683179072,0.0609934363760306,0.394,0.488,0.682,0.870901639344262,0.798,0.239,0.264,0.267,0.397,1.84305916181262,2.68672989134492,2.52929569769582,1.26677804778239,1.52326103735976,0.780860425808005,0.756760633260586,0.500609156970602,-0.75267941969941,-0.162840808648042,-1.00400159346921,-2.87101598711849,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.251162559234415,0.9834,"ROSALI"
+"304","12G","G","50",4,4,-0.4,2,0.11,-0.5,NA,NA,NA,NA,-0.163512959175635,0.256642117032628,0.24261086789197,-0.639030260243896,0.312004341892625,0.828,0.116,0.737,0.956896551724138,0.093,0.007,0.008,0.008,0.055,1.83790099923039,2.65395281615762,NA,1.27402016812327,1.53674608477136,NA,0.761133545452242,0.518995327019324,NA,-0.171392462729764,-1.02123094900855,-2.93982481373124,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.236487040824365,0.3863,"ROSALI"
+"305","13A","A","100",7,2,0,2,0.063,-0.3,1.1610932705895,0.665812596832927,0.316409863425261,-0.00521503273994613,-0.0752880045997774,0.193040564167089,0.188465065557908,-0.444679533093278,0.294103523893723,0.931,0.069,NA,NA,0.055,0,0,0,0.019,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322100955179027,-0.676400413000634,-1.16796698477398,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0752880045997774,0.05,"ROSALI"
+"306","13A","A","200",7,2,0,2,0.1,-0.3,1.15433425815398,0.675079724422789,0.326128391547822,0.00196405347331883,-0.0827706360360651,0.13709556163756,0.13281584787449,-0.343089697870065,0.177548425797934,0.904,0.096,NA,NA,0.091,0.005,0.005,0.005,0.059,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.312081920015517,-0.672768031236324,-1.1575369614348,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0827706360360651,0.05,"ROSALI"
+"307","13A","A","300",7,2,0,2,0.186,-0.3,1.15475661741284,0.676321154609645,0.324161813436403,-0.00153584949766772,-0.0737628960471684,0.118733784211286,0.108999788583302,-0.287402481670441,0.139876689576104,0.871,0.129,NA,NA,0.163,0.015,0.015,0.016,0.114,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324786947610867,-0.677989751617307,-1.15668507809031,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0737628960471684,0.05,"ROSALI"
+"308","13A","A","50",7,2,0,2,0.049,-0.3,1.17782622345266,0.688516689724428,0.337734234138507,0.00278100296699517,0.0698430600818109,0.271494697453734,0.265419642313882,-0.450379438853398,0.59006555901702,0.943,0.057,NA,NA,0.048,0.001,0.001,0.001,0.022,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323807433277953,-0.661647952410918,-1.14524505230953,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0698430600818109,0.05,"ROSALI"
+"309","13B","B","100",7,2,0.2,2,0.059,0.3,1.16058643257495,0.686100609451455,0.326088303493347,0.00861913102393509,0.118310675856121,0.201583682137554,0.188362075781038,-0.250878992674714,0.487500344386956,0.91,0.106,0.722,0.924528301886792,0.057,0,0,0,0.033,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319598303403317,-0.671077624536694,-1.1679041376799,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0816893241438788,0.187,"ROSALI"
+"310","13B","B","200",7,2,0.2,2,0.111,0.3,1.14658948576201,0.666847428543979,0.323630000749594,-0.00236041679245258,0.124707708846511,0.139079245465562,0.132766894074571,-0.135515403539648,0.384930821232671,0.9,0.169,0.809,0.988165680473373,0.104,0.006,0.006,0.006,0.061,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.317136858706325,-0.67301349559785,-1.16542847618165,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0752922911534886,0.3258,"ROSALI"
+"311","13B","B","300",7,2,0.2,2,0.167,0.3,1.15186761626762,0.673006052420748,0.318912117940489,0.00372382016418845,0.122285559691521,0.116261909696389,0.109079390469554,-0.0915100456288043,0.336081165011847,0.866,0.217,0.844,1,0.149,0.013,0.013,0.013,0.103,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.317897739891243,-0.671455946536526,-1.15180587208548,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0777144403084786,0.455,"ROSALI"
+"312","13B","B","50",7,2,0.2,2,0.033,0.3,1.16241435023582,0.683452349336787,0.325868312156724,-0.0070886656130805,0.118564722602389,0.282595693974486,0.266108078317859,-0.403007110900616,0.640136556105393,0.921,0.087,0.67,0.873563218390805,0.031,0,0,0,0.01,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.328001481500144,-0.663155000081244,-1.16899793257085,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0814352773976115,0.1171,"ROSALI"
+"313","13C","C","100",7,2,0.2,2,0.077,-0.3,1.14713868099417,0.675495550673436,0.328477849064531,-0.0137920132367001,0.27942961256791,0.18586972481097,0.187929341582078,-0.088911896932963,0.647771122068782,0.932,0.317,0.936,1,0.072,0.002,0.002,0.002,0.034,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319764098012112,-0.66839193746882,-1.16040330525213,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0794296125679096,0.187,"ROSALI"
+"314","13C","C","200",7,2,0.2,2,0.116,-0.3,1.15951665217314,0.67498249454975,0.325020283489651,-0.00461175775274968,0.279032339919784,0.139593115894874,0.133637528004387,0.0171027850311852,0.540961894808383,0.898,0.548,0.971,1,0.107,0.008,0.008,0.008,0.068,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320818983288305,-0.668697380575811,-1.15678832498613,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.079032339919784,0.3258,"ROSALI"
+"315","13C","C","300",7,2,0.2,2,0.192,-0.3,1.15063432430904,0.663382256957362,0.316455993325797,-0.0034052141523755,0.280734685778081,0.115554527254521,0.108970466329422,0.0671525717724144,0.494316799783747,0.871,0.719,0.986,1,0.17,0.014,0.014,0.014,0.117,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322098203505084,-0.678169632568951,-1.15160036874545,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0807346857780809,0.455,"ROSALI"
+"316","13C","C","50",7,2,0.4,2,0.038,-0.3,1.16327878099614,0.6766601603642,0.327445144427384,-0.0102171592114573,0.290046877352406,0.280658388922354,0.267686872433083,-0.234619392616437,0.81471314732125,0.912,0.208,0.854,0.990384615384615,0.038,0,0,0,0.016,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32353320172135,-0.681123564141449,-1.1694592506918,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.109953122647594,0.1171,"ROSALI"
+"317","13D","D","100",7,2,0.4,2,0.052,0.3,1.15102426086844,0.658427461041443,0.308496425501608,-0.0166569418426819,0.328889778005626,0.198039872092687,0.188905638349703,-0.041365273159793,0.699144829171044,0.911,0.416,0.944,1,0.049,0,0,0,0.024,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.337946771317248,-0.682071576397475,-1.17298707760923,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0711102219943744,0.5666,"ROSALI"
+"318","13D","D","200",7,2,0.4,2,0.109,0.3,1.15204255445299,0.669425356132948,0.322118728342425,0.0027336367449153,0.320898019780369,0.142848357640404,0.133990736227112,0.0582761767752299,0.583519862785509,0.879,0.669,0.987,1,0.102,0.002,0.002,0.002,0.064,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.331083124133653,-0.680606923444555,-1.15434823437319,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0791019802196306,0.8538,"ROSALI"
+"319","13D","D","300",7,2,0.4,2,0.199,0.3,1.15410512440796,0.675263101035963,0.319209784336734,-0.00462988682593492,0.322895157442621,0.117332722542074,0.109704893470049,0.107873566241325,0.537916748643917,0.868,0.816,0.998,1,0.172,0.015,0.015,0.015,0.121,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321928598572242,-0.676818238034668,-1.15572271413891,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0771048425573786,0.9584,"ROSALI"
+"320","13D","D","50",7,2,-0.2,2,0.049,0.3,1.16193149516578,0.679886935014711,0.315034952177568,-0.00372349412893305,0.311833575595213,0.274353247478994,0.26676206432568,-0.21102007048312,0.834687221673546,0.513,0.212,0.126,0,0.047,0,0,0,0.023,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324337114446971,-0.692028530145876,-1.16098308116715,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.511833575595213,0.3236,"ROSALI"
+"321","13E","E","100",7,2,0.4,2,0.067,-0.3,1.15536170259151,0.69005389792262,0.327144453530021,0.00316922616884409,0.485164976543766,0.196623492382189,0.189966816714339,0.112830015783662,0.85749993730387,0.914,0.722,0.994,1,0.062,0,0,0,0.03,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.329831668413034,-0.679381820409923,-1.16619313661578,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0851649765437659,0.5666,"ROSALI"
+"322","13E","E","200",7,2,0.4,2,0.115,-0.3,1.16116398923935,0.67475511857877,0.324151687650766,-0.0021116879594119,0.481926660550781,0.139594811392132,0.134248744431741,0.218799121464568,0.745054199636994,0.9,0.94,1,1,0.106,0.008,0.008,0.008,0.064,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.327736289574902,-0.665763653758047,-1.15318454853611,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0819266605507811,0.8538,"ROSALI"
+"323","13E","E","300",7,2,0.4,2,0.152,-0.3,1.15375040710427,0.664325514332358,0.314529268752457,0.000308570900999856,0.479923321359838,0.116518878437599,0.109658042783193,0.264993557504779,0.694853085214898,0.874,0.984,1,1,0.137,0.011,0.011,0.011,0.088,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321657602405964,-0.66790897325531,-1.16173634347069,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0799233213598384,0.9584,"ROSALI"
+"324","13E","E","50",7,2,-0.4,2,0.037,-0.3,1.15902089625047,0.670311887318059,0.308366627183144,-0.00386505985707461,0.504695083708396,0.267359663157815,0.268470612169634,-0.0215073161440859,1.03089748356088,0.079,0.469,0.029,0,0.036,0.001,0.001,0.001,0.014,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.345131319754962,-0.687841891383718,-1.17982428911832,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.904695083708396,0.3236,"ROSALI"
+"325","13F","F","100",7,2,-0.2,2,0.056,-0.3,1.16113942990956,0.667369149349351,0.314384383215207,-0.00882500464627492,-0.110965921948475,0.193196429248139,0.188184236965504,-0.479807026400864,0.257875182503914,0.916,0.093,0.701,0.946236559139785,0.051,0.002,0.002,0.002,0.027,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.329351511352613,-0.679839359003108,-1.15660717097189,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.089034078051525,0.187,"ROSALI"
+"326","13F","F","200",7,2,-0.2,2,0.106,-0.3,1.14630906506081,0.669299170885442,0.31401996974522,-0.00524567653699961,-0.106292521012296,0.135276179290445,0.133086464976395,-0.367141992366031,0.15455695034144,0.882,0.126,0.777,0.992063492063492,0.099,0.003,0.003,0.003,0.064,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.327297145482882,-0.673508447634362,-1.15475658289321,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0937074789877045,0.3258,"ROSALI"
+"327","13F","F","300",7,2,-0.2,2,0.181,-0.3,1.14972518712832,0.669736617270826,0.317425603609943,-0.00469713046648415,-0.122559876998599,0.112998653941624,0.109211726204391,-0.336614860359204,0.0914951063620069,0.885,0.195,0.857,1,0.156,0.013,0.013,0.014,0.109,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.317841817841162,-0.666289110090087,-1.15570313577312,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0774401230014014,0.455,"ROSALI"
+"328","13F","F","50",7,2,-0.2,2,0.044,-0.3,1.14964426311409,0.664874158792987,0.311551447437186,-0.0160220019313269,-0.121176451356288,0.270059857337987,0.265490343979426,-0.641537525555964,0.399184622843387,0.93,0.075,0.654,0.906666666666667,0.043,0,0,0,0.023,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.33712121018628,-0.668071691758183,-1.17571142107756,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0788235486437118,0.1171,"ROSALI"
+"329","13G","G","100",7,2,-0.4,2,0.06,-0.3,1.15472574855441,0.654663793880817,0.321314872081174,-0.00884318898917825,-0.307020736222026,0.19374508132404,0.188324263750846,-0.676136293173684,0.0620948207296322,0.913,0.36,0.947,1,0.057,0,0,0,0.033,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.331079805334196,-0.678334816548625,-1.15629098975968,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0929792637779744,0.5666,"ROSALI"
+"330","13G","G","200",7,2,-0.4,2,0.112,-0.3,1.15908752567814,0.671584028726356,0.323764542683571,-0.00387484564895348,-0.31738803327158,0.132126243097018,0.133442858153716,-0.578936035252864,-0.0558400312902973,0.916,0.669,0.987,1,0.102,0.006,0.006,0.006,0.062,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321962132686615,-0.664211966464807,-1.15006837116037,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0826119667284196,0.8538,"ROSALI"
+"331","13G","G","300",7,2,-0.4,2,0.193,-0.3,1.15351061507467,0.673154350037191,0.328720817355921,0.00205937988376486,-0.321296575179621,0.122155504316804,0.109236719174906,-0.535400544762437,-0.107192605596806,0.854,0.811,0.998,1,0.171,0.016,0.016,0.016,0.117,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.316754352088111,-0.66867985330891,-1.15944206114683,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0787034248203787,0.9584,"ROSALI"
+"332","13G","G","50",7,2,-0.4,2,0.039,-0.3,1.17277286024205,0.683718067428217,0.313493359911684,0.00863717932310078,-0.312616073294089,0.273551244057732,0.267736992507311,-0.837380578608419,0.21214843202024,0.939,0.231,0.867,0.995670995670996,0.036,0.001,0.001,0.001,0.014,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.331059257194964,-0.664105616051821,-1.17642270353642,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0873839267059109,0.3236,"ROSALI"
+"333","14A","A","100",7,4,0,2,0.062,-0.3,NA,NA,NA,NA,-0.0893340062333438,0.162579842725401,0.158712076759189,-0.400409676681355,0.221741664214667,0.904,0.096,NA,NA,0.056,0.001,0.001,0.002,0.033,2.18026404334038,3.35572319573673,3.51152392043713,1.67363450151157,2.35788088387623,2.0299112788481,1.3334744308743,1.65231533813195,0.972725493417485,1.02224415385655,1.01876395750902,0.0220027054801728,NA,NA,NA,0.692161238936995,0.359394957395821,-0.96930124483047,0.332019795239001,-0.331323199262733,-2.02041627836699,-0.143228926414185,-1.306743689768,-3.51364487483919,0.0893340062333438,0.05,"ROSALI"
+"334","14A","A","200",7,4,0,2,0.175,-0.3,NA,NA,NA,NA,-0.0757349564101992,0.114597035827519,0.112018846476927,-0.295291895504976,0.143821982684578,0.884,0.116,NA,NA,0.146,0.018,0.018,0.019,0.105,2.14922874764165,3.3025749754982,3.44692884952292,1.67354847100425,2.33692255871401,2.00131390841048,1.32345912822262,1.63976820147229,0.953174964929721,0.995329345541281,0.990701052988614,-0.00861906571043083,NA,NA,NA,0.676078198300457,0.358554586739615,-0.965735975917585,0.326364216954844,-0.350882932339351,-2.0234082513955,-0.154885734980765,-1.32159285654664,-3.49501871750135,0.0757349564101992,0.05,"ROSALI"
+"335","14A","A","300",7,4,0,2,0.39,-0.3,NA,NA,NA,NA,-0.0702583232532675,0.102505613766713,0.0919211536520671,-0.250423784411319,0.109907137904784,0.853,0.147,NA,NA,0.302,0.066,0.067,0.07,0.235,2.15315107681954,3.29864725072738,3.44911294941141,1.67586784508261,2.34945985711865,2.02639847103732,1.32408098965128,1.6417475069803,0.966090716075372,1.00324164761909,0.998815952655405,0.00432344364758575,NA,NA,NA,0.677991279396926,0.350054385297053,-0.972611722925843,0.326017715849,-0.351695535108581,-2.0299637931715,-0.152588765063782,-1.30694266177568,-3.48084381482634,0.0702583232532675,0.05,"ROSALI"
+"336","14A","A","50",7,4,0,2,0.031,-0.3,NA,NA,NA,NA,0.0871312684409136,0.223107634823009,0.225251433222057,-0.354361540674319,0.528624077556146,0.929,0.071,NA,NA,0.03,0.001,0.001,0.001,0.016,1.95574251196984,3.01535609078213,NA,1.69143629352889,2.33696891561611,NA,1.31839029585039,1.64115469818466,NA,1.02970152687214,1.03104276810726,NA,NA,NA,NA,0.688947359989711,0.365488430349457,-0.988508801195838,0.339031649579797,-0.32592948110871,-2.05496035122383,-0.154841823957595,-1.31280233097345,NA,-0.0871312684409136,0.05,"ROSALI"
+"337","14B","B","100",7,4,0.2,2,0.082,0.3,NA,NA,NA,NA,0.12225330750853,0.167835265752153,0.158744405343121,-0.188885726963988,0.433392341981048,0.912,0.131,0.765,0.954198473282443,0.076,0.004,0.004,0.004,0.043,2.2001288595101,3.35480776227228,3.51379282613405,1.68649905180915,2.36057190190622,2.02091325023234,1.33298613244959,1.65087227122839,0.964455666469581,1.01323802818131,1.00567397760522,0.00211647239644033,NA,NA,NA,0.674638229009516,0.355630686520265,-0.98800999815506,0.332371110955526,-0.34557578609494,-2.01788625866187,-0.152086961445081,-1.30532122341017,-3.48835215819367,0.0777466924914696,0.245,"ROSALI"
+"338","14B","B","200",7,4,0.2,2,0.214,0.3,NA,NA,NA,NA,0.127860734179742,0.116140376140454,0.112467860184431,-0.0925762717817429,0.348297740141228,0.893,0.204,0.861,0.995098039215686,0.179,0.027,0.03,0.031,0.145,2.16722786905795,3.32385238300381,3.47165709686786,1.68458196296643,2.35745588023718,2.03240302717158,1.32909535007878,1.65589668266953,0.973470030533578,1.00469643563255,1.00057024100346,-0.000273143518238983,NA,NA,NA,0.675994774170314,0.354275897307797,-0.967679745708898,0.336240912447651,-0.333434858447946,-1.9977658550302,-0.156490729059211,-1.3054681264228,-3.47753795841959,0.0721392658202576,0.4321,"ROSALI"
+"339","14B","B","300",7,4,0.2,2,0.398,0.3,NA,NA,NA,NA,0.131526195501413,0.102665841586211,0.0918785367068235,-0.0485557364439616,0.311608127446787,0.844,0.316,0.902,0.993670886075949,0.309,0.063,0.068,0.073,0.262,2.14569818936678,3.29731608292708,3.44537192301876,1.67512419346527,2.34446539608489,2.01512338643931,1.31929305694042,1.63351135194622,0.958362755360951,1.00159888623137,0.998816426336559,-0.000568406106495554,NA,NA,NA,0.68204138789526,0.365615386169582,-0.958009798955695,0.331594181604707,-0.33568811977618,-2.01044246642548,-0.149184926680586,-1.30601463526618,-3.45003568953069,0.0684738044985875,0.5907,"ROSALI"
+"340","14B","B","50",7,4,0.2,2,0.027,0.3,NA,NA,NA,NA,0.107791553644552,0.220993821998848,0.224410925389968,-0.332053860119785,0.547636967408888,0.93,0.067,0.688,0.91044776119403,0.026,0,0,0,0.012,1.98035798441874,3.02515591147984,NA,1.65896440009328,2.31071241291932,NA,1.36437164623203,1.67509800609792,NA,1.00637670604555,1.01188736704384,0.0159505783013418,NA,NA,NA,0.682618148330388,0.361608808325583,-0.965167751709527,0.327614082180621,-0.348352908299153,-2.02345160396675,-0.159869042554888,-1.3217877202805,NA,0.0922084463554482,0.1448,"ROSALI"
+"341","14C","C","100",7,4,0.2,2,0.072,-0.3,NA,NA,NA,NA,0.286978976108162,0.155324163095995,0.159232354807173,-0.0251164393138965,0.599074391530221,0.924,0.441,0.971,1,0.066,0.002,0.003,0.003,0.038,2.18975395578859,3.34141381152474,3.48190838744601,1.67057242409391,2.34323511906211,2.00562418358989,1.3202739767751,1.62847855046049,0.938997269525813,1.01278915027056,1.01128568201419,0.0100890435146084,NA,NA,NA,0.678805447199706,0.351340027722805,-0.980204159760788,0.325888481769533,-0.345081631192227,-2.03133152407845,-0.162687950262085,-1.33245166478424,-3.49764583750777,-0.0869789761081624,0.245,"ROSALI"
+"342","14C","C","200",7,4,0.2,2,0.196,-0.3,NA,NA,NA,NA,0.280702843075498,0.119645275776357,0.112386304427196,0.0604256863981927,0.500979999752803,0.874,0.7,0.987,1,0.163,0.02,0.021,0.022,0.116,2.16140586999845,3.31986700570124,3.47053686853179,1.6826821330317,2.35602736325663,2.02770711770913,1.33312024887464,1.64932530457578,0.966578314541653,0.99545426261071,0.996634988044183,-0.0150187726301675,NA,NA,NA,0.678178021594904,0.348139595958488,-0.983471144906528,0.326995979358981,-0.340376299814097,-2.01891138693335,-0.155486399800473,-1.30088208311542,-3.45185330503245,-0.0807028430754977,0.4321,"ROSALI"
+"343","14C","C","300",7,4,0.2,2,0.368,-0.3,NA,NA,NA,NA,0.268231922297015,0.100805016887865,0.0921561156139769,0.0876059356936204,0.44885790890041,0.862,0.809,0.995,1,0.285,0.064,0.066,0.07,0.229,2.15249912344976,3.30751463915603,3.46213605799475,1.67624220243183,2.34769390649435,2.01779870184858,1.32639934326775,1.63998044943348,0.961546310073285,0.991815757851321,0.992294355920649,-0.00735634384677327,NA,NA,NA,0.680911740016069,0.364924781926244,-0.959193545074977,0.328841284880644,-0.342301465126628,-2.0101347286257,-0.150901939466471,-1.29683201261687,-3.44900841560057,-0.0682319222970152,0.5907,"ROSALI"
+"344","14C","C","50",7,4,0.4,2,0.016,-0.3,NA,NA,NA,NA,0.2972279376752,0.215773125326867,0.22623298040258,-0.146188703913857,0.740644579264258,0.931,0.246,0.918,0.995934959349594,0.015,0,0,0,0.001,1.86199278353301,2.79371517794658,NA,1.65352461423544,2.29104631376339,NA,1.32109746651108,1.63412566844811,NA,1.03672231496401,1.04899746921519,0.0207386484334965,NA,NA,NA,0.677555917366122,0.329746842090934,-1.01272452724635,0.325131824822073,-0.36003433860124,-2.07906915203514,-0.14896461099267,-1.34127499955939,NA,0.1027720623248,0.1448,"ROSALI"
+"345","14D","D","100",7,4,0.4,2,0.078,0.3,NA,NA,NA,NA,0.320950273771353,0.16499473676134,0.159275195517989,0.0087708905560939,0.633129656986612,0.915,0.513,0.974,1,0.069,0.005,0.006,0.006,0.047,2.21013124337908,3.36560584131332,3.52434422713828,1.67854891011846,2.35429999801785,2.01467851144991,1.32800076148177,1.65531006552111,0.967622002791197,1.00142266004935,0.996922628140534,-0.00254114418634545,NA,NA,NA,0.672968668552809,0.356435468523152,-0.986287180725653,0.329285073359763,-0.33892628736009,-2.02643778361448,-0.156163703847044,-1.29336460560086,-3.46808033248899,0.079049726228647,0.7136,"ROSALI"
+"346","14D","D","200",7,4,0.4,2,0.158,0.3,NA,NA,NA,NA,0.315987601952229,0.119203862657492,0.112342478780817,0.0957963435418274,0.53617886036263,0.871,0.797,0.996,1,0.13,0.015,0.018,0.019,0.101,2.17896792041199,3.33468847091663,3.49616858318471,1.68880627251585,2.36445960336528,2.0422147351371,1.3259433640053,1.65190734085182,0.978520498984149,0.996624775996701,1.01241092468353,0.0186807543932848,NA,NA,NA,0.679166023612372,0.363092505926121,-0.943087208676644,0.327790108879686,-0.345097950662801,-2.01375145691349,-0.153970088678753,-1.30259914754721,-3.46605932610023,0.0840123980477714,0.9471,"ROSALI"
+"347","14D","D","300",7,4,0.4,2,0.385,0.3,NA,NA,NA,NA,0.330408435431004,0.10056046509871,0.0921458426322257,0.149802583871841,0.511014286990166,0.851,0.938,1,1,0.295,0.066,0.07,0.071,0.245,2.1784134765989,3.31472743970085,3.46662101970915,1.67315247374107,2.34394706284986,2.02260948222432,1.31592492770934,1.62813640175937,0.951788072244746,1.00035633044633,0.998633599405347,0.00169293591999967,NA,NA,NA,0.680146372020538,0.358005749096836,-0.963849483972786,0.323263724877274,-0.350672432018306,-2.03844600171413,-0.14965840466324,-1.30392689107255,-3.4512708419052,0.0695915645689963,0.9919,"ROSALI"
+"348","14D","D","50",7,4,-0.2,2,0.025,0.3,NA,NA,NA,NA,0.320635856428742,0.224223825252595,0.226473994739105,-0.123253173259903,0.764524886117388,0.361,0.283,0.072,0,0.023,0,0,0,0.014,1.84526167741214,NA,NA,1.64570376647311,2.28933617037149,NA,1.34170074816029,1.66923460547258,NA,1.0107611708534,1.01255997514598,NA,NA,NA,NA,0.690022144645175,0.361968795829844,-0.9545149314582,0.317695700729805,-0.36383768492761,-2.08845113162427,-0.147390707514377,-1.32726037539608,NA,-0.520635856428742,0.4328,"ROSALI"
+"349","14E","E","100",7,4,0.4,2,0.07,-0.3,NA,NA,NA,NA,0.480532866315013,0.164357884507624,0.160037633554435,0.16685910454832,0.794206628081706,0.913,0.846,0.998,1,0.065,0.001,0.001,0.002,0.041,2.19384496151423,3.36836748719734,3.52388031317374,1.69067598627684,2.38488732541992,2.05726164337872,1.34454207498485,1.66994082445313,0.994715533951291,1.01189547751748,1.01048861433105,0.00361252507446599,NA,NA,NA,0.6958021156928,0.366585022602853,-0.950399652523259,0.340791353910941,-0.331299738579878,-2.00737682384445,-0.146499778807905,-1.30092986896592,-3.45491705008287,-0.0805328663150131,0.7136,"ROSALI"
+"350","14E","E","200",7,4,0.4,2,0.189,-0.3,NA,NA,NA,NA,0.480503637968434,0.123954465969767,0.112947611540481,0.259126319349092,0.701880956587776,0.867,0.978,1,1,0.164,0.017,0.018,0.02,0.125,2.16430829634868,3.31458499889481,3.46642125165398,1.68331242049849,2.34747828541604,2.01217810530002,1.3219499005086,1.65094482783511,0.971732267846204,0.994896478786281,0.986775780626197,-0.00779350130172591,NA,NA,NA,0.681232695091526,0.360964471005827,-0.961541584367571,0.32499200337131,-0.360916924789392,-2.03293063416967,-0.162169617656056,-1.3176927418489,-3.48725766819029,-0.0805036379684336,0.9471,"ROSALI"
+"351","14E","E","300",7,4,0.4,2,0.362,-0.3,NA,NA,NA,NA,0.472217533956206,0.102338015956382,0.0927108729072892,0.290504223057919,0.653930844854493,0.85,0.993,1,1,0.284,0.053,0.054,0.055,0.22,2.16553045269454,3.31821692626597,3.47748157451755,1.67816806608317,2.35625874372376,2.02108739386388,1.32116156265518,1.64429795053775,0.962589248018149,1.00214142477316,0.995300519726653,-0.00182436959553207,NA,NA,NA,0.682884476043389,0.36236458021689,-0.947510788679484,0.330588062094342,-0.338366977230894,-2.01347563492174,-0.148677570469381,-1.30079222076037,-3.45749332412186,-0.0722175339562058,0.9919,"ROSALI"
+"352","14E","E","50",7,4,-0.4,2,0.031,-0.3,NA,NA,NA,NA,0.498769040709364,0.231458706681636,0.227444796114529,0.052977240324888,0.944560841093841,0.03,0.612,0.02,0,0.03,0,0,0,0.009,1.71116893174507,NA,NA,1.61932839178495,2.22678926885557,NA,1.31962673386974,1.6331551946216,NA,1.02540198443366,1.01832653792259,NA,NA,NA,NA,0.69058975881875,0.370944060893679,NA,0.324862292741129,-0.348258737913343,-2.06637679902344,-0.17023594837656,-1.33937701173659,-3.57348448267751,-0.898769040709364,0.4328,"ROSALI"
+"353","14F","F","100",7,4,-0.2,2,0.08,-0.3,NA,NA,NA,NA,-0.119815263352924,0.168291938427311,0.158457477397271,-0.430391919051574,0.190761392345727,0.904,0.127,0.757,0.976377952755906,0.072,0.005,0.005,0.005,0.044,2.16824251391853,3.31930770585071,3.47121285552427,1.69486061863796,2.36429322012536,2.02521858192392,1.3487341676977,1.65910882591009,0.980007048803547,1.00644910246348,1.00170879540236,0.00249146146674732,NA,NA,NA,0.679848836353666,0.366073791063533,-0.962627963026025,0.323938813717434,-0.351539611269736,-2.03544094211931,-0.157943767654407,-1.322266401183,-3.51776586941272,-0.0801847366470761,0.245,"ROSALI"
+"354","14F","F","200",7,4,-0.2,2,0.188,-0.3,NA,NA,NA,NA,-0.120455869043752,0.122815336604179,0.112547049081883,-0.341048085244242,0.100136347156738,0.873,0.198,0.841,0.984848484848485,0.159,0.02,0.022,0.023,0.12,2.17462517646809,3.31760186964409,3.46923947097064,1.67743366308614,2.34531474230646,2.01594747231804,1.32272453171133,1.63944644630028,0.968854671915114,1.00000653139765,1.000672846374,-0.0100059001901642,NA,NA,NA,0.685569804289121,0.368212300401599,-0.967072030091227,0.323820300576638,-0.355701224098979,-2.04205223330861,-0.156426717112403,-1.31687220953867,-3.48039228304127,-0.0795441309562482,0.4321,"ROSALI"
+"355","14F","F","300",7,4,-0.2,2,0.4,-0.3,NA,NA,NA,NA,-0.139074422866873,0.098145315616989,0.0921263053682403,-0.319641981388624,0.0414931356548785,0.872,0.334,0.925,1,0.314,0.068,0.072,0.074,0.276,2.15748767037389,3.31324014406974,3.46785515606174,1.66318055230987,2.33365326457065,2.00186891964256,1.32041955603369,1.64033673880184,0.963008226870591,0.997345994346888,1.00203829680084,0.00176465584810711,NA,NA,NA,0.684163200633902,0.364176543820141,-0.9473834509337,0.332312878216102,-0.336881971468534,-1.99747716504852,-0.139751070883972,-1.29899731485652,-3.45073821478461,-0.0609255771331275,0.5907,"ROSALI"
+"356","14F","F","50",7,4,-0.2,2,0.027,-0.3,NA,NA,NA,NA,-0.112308231667686,0.231240354981988,0.225625748739612,-0.554534699197325,0.329918235861954,0.924,0.085,0.696,0.882352941176471,0.027,0,0,0,0.015,2.02011942852424,3.10102369705553,NA,1.69927469755099,2.36727648442508,NA,1.36890525088923,1.6945407813559,1.00048822505944,1.03095716756525,1.01740325685375,0.00280341185688935,NA,NA,NA,0.691078707490648,0.364945004402655,-0.974694621101374,0.316828197210876,-0.356744620017614,-2.08404299797036,-0.152554346234408,-1.33489363272903,NA,-0.0876917683323144,0.1448,"ROSALI"
+"357","14G","G","100",7,4,-0.4,2,0.08,-0.3,NA,NA,NA,NA,-0.316401302183373,0.164575550097349,0.159500924276211,-0.629023113764747,-0.00377949060199893,0.912,0.507,0.969,1,0.073,0.004,0.005,0.005,0.043,2.18061228692324,3.34588027608284,3.50720420113116,1.69116467363046,2.3721286937394,2.04159569376953,1.34458328163202,1.6584626633269,0.980740462087459,1.00477642673135,1.00508202912283,-0.00169942908567291,NA,NA,NA,0.698860100271777,0.36812389821204,-0.960803871503276,0.327667084365285,-0.368486391671197,-2.0339797498539,-0.150183472459006,-1.31390666791654,-3.50573699808845,-0.0835986978166269,0.7136,"ROSALI"
+"358","14G","G","200",7,4,-0.4,2,0.213,-0.3,NA,NA,NA,NA,-0.318868458900178,0.120120835985952,0.112767557279221,-0.539892871167451,-0.0978440466329044,0.872,0.793,0.998,1,0.181,0.023,0.026,0.026,0.132,2.15371148686343,3.31027466513667,3.46564194270248,1.66917470945146,2.34411510627415,2.01294736493973,1.33377783863991,1.63553470747433,0.963866528266934,0.994268304284978,0.989429995096474,-0.0122599071405991,NA,NA,NA,0.679629960626737,0.354853879953683,-0.96917093808876,0.323703568947024,-0.35194609899498,-2.03751138674325,-0.150176191791322,-1.29990218942202,-3.46233625236783,-0.0811315410998223,0.9471,"ROSALI"
+"359","14G","G","300",7,4,-0.4,2,0.376,-0.3,NA,NA,NA,NA,-0.333253863249188,0.101140419956895,0.092266538906555,-0.514096279506035,-0.15241144699234,0.864,0.94,1,1,0.289,0.064,0.07,0.072,0.242,2.16103108627489,3.30905878080114,3.46292101427942,1.67513150894722,2.34152155337448,2.01590653765732,1.31538857757922,1.63385443639338,0.95484167568056,1.0056300138491,1.00918632664838,0.00624119832810189,NA,NA,NA,0.683255273069996,0.365671689180954,-0.961496902430003,0.334458851421909,-0.329151801903635,-2.00584347580573,-0.15362045471433,-1.31365749802074,-3.46552447726209,-0.0667461367508123,0.9919,"ROSALI"
+"360","14G","G","50",7,4,-0.4,2,0.041,-0.3,NA,NA,NA,NA,-0.320585024435471,0.233496463376525,0.227940973689065,-0.767349332866038,0.126179283995095,0.933,0.296,0.913,0.996621621621622,0.039,0,0.001,0.001,0.019,2.10002670428405,3.21062259427746,NA,1.69501062912648,2.36119208239272,NA,1.34487815279708,1.66974047045855,0.975900529288116,1.01095862924151,1.02085838928856,-0.00736746867859446,NA,NA,NA,0.681967114224464,0.355809171852773,-1.03791332994604,0.336854314634921,-0.343509129608372,NA,-0.15051931720275,-1.32412686561451,NA,-0.0794149755645286,0.4328,"ROSALI"
+"361","15A","A","100",7,2,0,2,0.156,-0.5,1.14149953554792,0.676964710529289,0.330658054199579,-0.00195553827561381,-0.126802856147397,0.204954482703028,0.189484881856735,-0.498193224586598,0.244587512291803,0.888,0.112,NA,NA,0.137,0.015,0.015,0.015,0.1,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.314228946504171,-0.682316926640052,-1.16001370496876,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.126802856147397,0.05,"ROSALI"
+"362","15A","A","200",7,2,0,2,0.369,-0.5,1.15983132033558,0.681343463930367,0.327221443136046,-0.00342502686684488,-0.124478387179237,0.150507100252681,0.134543040461385,-0.388182746483552,0.139225972125077,0.816,0.184,NA,NA,0.305,0.055,0.055,0.056,0.237,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.314555234343558,-0.671510442104417,-1.14700294557972,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.124478387179237,0.05,"ROSALI"
+"363","15A","A","300",7,2,0,2,0.691,-0.5,1.15335406889034,0.672100526645715,0.321523917697243,0.00262841540684259,-0.0930904376856066,0.144788972564082,0.111331377254419,-0.311299937104268,0.125119061733055,0.785,0.215,NA,NA,0.497,0.157,0.157,0.162,0.411,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321639478068417,-0.67372205960228,-1.15609145560648,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0930904376856066,0.05,"ROSALI"
+"364","15A","A","50",7,2,0,2,0.078,-0.5,1.17131907149919,0.679515657715998,0.33425530675892,0.00634886461233035,0.130977125862962,0.286049367426342,0.265944421817718,-0.390273940899766,0.652228192625689,0.901,0.099,NA,NA,0.068,0.005,0.005,0.005,0.043,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.309475388549323,-0.689347432253564,-1.16841684286056,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.130977125862962,0.05,"ROSALI"
+"365","15B","B","100",7,2,0.2,2,0.173,0.5,1.15059631851774,0.668796223486544,0.330944426882989,0.0084122403008849,0.0777567838116359,0.19543719431796,0.189030288203002,-0.292742581066248,0.44825614868952,0.889,0.079,0.645,0.936708860759494,0.157,0.011,0.011,0.011,0.117,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322168766679048,-0.68906238561159,-1.16690693312172,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.122243216188364,0.187,"ROSALI"
+"366","15B","B","200",7,2,0.2,2,0.388,0.5,1.15415894118201,0.67136124105116,0.32416004010701,-0.00305054947414769,0.0839659637913122,0.161216988609093,0.134739516587331,-0.180123488719856,0.34805541630248,0.804,0.143,0.71,0.909090909090909,0.312,0.064,0.064,0.064,0.245,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321985590523873,-0.663415240788398,-1.15058183303669,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.116034036208688,0.3258,"ROSALI"
+"367","15B","B","300",7,2,0.2,2,0.669,0.5,1.14793754400154,0.675931743819007,0.324752379252514,0.00128471905452915,0.102702596133088,0.141593801392931,0.111164031456218,-0.115178905521099,0.320584097787275,0.782,0.212,0.76,0.938679245283019,0.484,0.141,0.141,0.148,0.417,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.319149649201368,-0.670839768733126,-1.15132124057725,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0972974038669121,0.455,"ROSALI"
+"368","15B","B","50",7,2,0.2,2,0.088,0.5,1.15374040698404,0.669459043658766,0.32345351680212,-0.0156800472497128,0.0753585061964314,0.283180148235668,0.267789817988545,-0.449509537061117,0.60022654945398,0.903,0.066,0.607,0.818181818181818,0.081,0.002,0.002,0.002,0.049,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.312311721613441,-0.691172289034782,-1.18044415341171,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.124641493803569,0.1171,"ROSALI"
+"369","15C","C","100",7,2,0.2,2,0.156,-0.5,1.17178702817565,0.668070060890684,0.335865018662939,-0.00308093671224768,0.333762682298235,0.199181969795761,0.18953952539054,-0.0377347874672222,0.705260152063693,0.899,0.434,0.948,1,0.138,0.009,0.009,0.012,0.091,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.31863739898469,-0.680046153254942,-1.15859710297411,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.133762682298235,0.187,"ROSALI"
+"370","15C","C","200",7,2,0.2,2,0.358,-0.5,1.15771265708064,0.655752549523728,0.326679122097427,0.00509255555591963,0.323996853258181,0.158041311668646,0.134849253709103,0.0596923159883399,0.588301390528022,0.81,0.677,0.972,1,0.294,0.051,0.051,0.052,0.225,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.317965508016264,-0.673816802105777,-1.1653044855137,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.123996853258181,0.3258,"ROSALI"
+"371","15C","C","300",7,2,0.2,2,0.716,-0.5,1.16602795173705,0.671460587412678,0.327753707587555,0.00134541369941624,0.284820491690019,0.144644567519829,0.111593616314673,0.0660970037132591,0.503543979666778,0.808,0.679,0.973,1,0.513,0.161,0.161,0.168,0.437,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321288387045072,-0.66679886184114,-1.15500629573417,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0848204916900187,0.455,"ROSALI"
+"372","15C","C","50",7,2,0.4,2,0.07,-0.5,1.15003857143031,0.664506476486042,0.322152157109895,-0.0129506565183698,0.350067654131154,0.275715941203432,0.268240225086341,-0.175683187038075,0.875818495300383,0.937,0.262,0.903,1,0.066,0,0,0,0.033,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.341605533000658,-0.692213631550372,-1.17142490687902,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0499323458688457,0.1171,"ROSALI"
+"373","15D","D","100",7,2,0.4,2,0.172,0.5,1.16982210890398,0.667282299312104,0.324668559587429,-0.0104583831334138,0.262108889648072,0.207811913793929,0.189477575137164,-0.10926715762077,0.633484936916913,0.846,0.288,0.89,0.996527777777778,0.161,0.006,0.006,0.006,0.114,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.316710651394125,-0.670176590115113,-1.1521148563549,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.137891110351928,0.5666,"ROSALI"
+"374","15D","D","200",7,2,0.4,2,0.41,0.5,1.15410433798429,0.676600974250199,0.317682035507748,0.00390380045949277,0.286476666621875,0.155980475028643,0.13526562180501,0.0213560478840551,0.551597285359695,0.82,0.534,0.973,1,0.328,0.062,0.062,0.064,0.257,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322102534702294,-0.661836096431102,-1.15111155858827,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.113523333378125,0.8538,"ROSALI"
+"375","15D","D","300",7,2,0.4,2,0.666,0.5,1.1571812331715,0.678064426919288,0.31036428679754,-0.00579384764154436,0.309317871906643,0.134587165502471,0.11157310070967,0.0906345945156896,0.528001149297597,0.822,0.776,0.991,1,0.489,0.148,0.148,0.153,0.423,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.311554047406953,-0.663737923784467,-1.15146714008789,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0906821280933569,0.9584,"ROSALI"
+"376","15D","D","50",7,2,-0.2,2,0.079,0.5,1.16741079163202,0.676045767462759,0.327233576410218,-0.0143494009980742,0.265730563773076,0.279578832334311,0.267413553781463,-0.258400001638591,0.789861129184743,0.585,0.175,0.175,0.0228571428571429,0.072,0.002,0.002,0.002,0.038,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.328219816334399,-0.68054927510275,-1.16643123748688,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.465730563773076,0.3236,"ROSALI"
+"377","15E","E","100",7,2,0.4,2,0.159,-0.5,1.15166094234026,0.677907702306732,0.311492957434403,-0.000141254461123374,0.543266135904131,0.205611298205472,0.190973999111367,0.168957097645852,0.91757517416241,0.875,0.79,0.996,1,0.141,0.011,0.011,0.011,0.091,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323828149012995,-0.671196062304132,-1.1562295855287,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.143266135904131,0.5666,"ROSALI"
+"378","15E","E","200",7,2,0.4,2,0.37,-0.5,1.16041138112592,0.672564213177828,0.314044423677543,-0.00259155600318282,0.520073352034033,0.155385947218154,0.135438384077376,0.254614119242377,0.78553258482569,0.83,0.938,0.996,1,0.304,0.052,0.052,0.054,0.243,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.328162500243337,-0.684415184778104,-1.15207671959191,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.120073352034033,0.8538,"ROSALI"
+"379","15E","E","300",7,2,0.4,2,0.675,-0.5,1.14474445647213,0.67296711793041,0.318074629664996,-0.00492207650644323,0.496513019728395,0.139777473566031,0.112133019433717,0.27673230163831,0.71629373781848,0.798,0.966,0.998,1,0.506,0.14,0.14,0.146,0.426,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.33168491975934,-0.677066966195121,-1.15661878338344,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0965130197283952,0.9584,"ROSALI"
+"380","15E","E","50",7,2,-0.4,2,0.081,-0.5,1.16088222049195,0.666657689867436,0.300143520226791,-0.00479969092492202,0.559077105393348,0.282314401289605,0.268455566868008,0.0329041943320531,1.08525001645464,0.069,0.564,0.027,0,0.076,0.002,0.002,0.002,0.038,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.336560127585087,-0.693293247149438,-1.16135734054022,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.959077105393348,0.3236,"ROSALI"
+"381","15F","F","100",7,2,-0.2,2,0.156,-0.5,1.1660734084997,0.687156538473358,0.33982331021194,-0.000610827542255962,-0.070647736678287,0.2002674858688,0.188889813139998,-0.440871770432683,0.299576297076109,0.882,0.084,0.642,0.845238095238095,0.142,0.01,0.01,0.01,0.093,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.309811139285981,-0.664826832323924,-1.13666569078012,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.129352263321713,0.187,"ROSALI"
+"382","15F","F","200",7,2,-0.2,2,0.388,-0.5,1.1531949880383,0.678173466542955,0.320966701126328,-0.00282391761575099,-0.0857196962232792,0.149506648371775,0.134553178697724,-0.349443926470819,0.178004534024261,0.841,0.127,0.719,0.94488188976378,0.301,0.065,0.065,0.068,0.228,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320054910334776,-0.678112111140026,-1.14646172837671,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.114280303776721,0.3258,"ROSALI"
+"383","15F","F","300",7,2,-0.2,2,0.618,-0.5,1.14658245856063,0.670840534233811,0.319025436272801,-0.000480944522156712,-0.102668791081919,0.135777980492695,0.110718267250124,-0.319676594892161,0.114339012728324,0.788,0.203,0.759,0.970443349753695,0.455,0.125,0.125,0.13,0.393,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.32039664964353,-0.665623798822208,-1.15502876582602,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0973312089180812,0.455,"ROSALI"
+"384","15F","F","50",7,2,-0.2,2,0.087,-0.5,1.15163939115407,0.673072606708655,0.315881128621497,-0.000674215863073475,-0.0635036464332762,0.285395672360572,0.266977623439568,-0.586779788374829,0.459772495508277,0.894,0.079,0.597,0.683544303797468,0.079,0.006,0.006,0.006,0.053,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320141683227905,-0.684006567845504,-1.15301973048516,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.136496353566724,0.1171,"ROSALI"
+"385","15G","G","100",7,2,-0.4,2,0.179,-0.5,1.15742717170201,0.677354527412647,0.32043835644169,-0.00463614396676137,-0.273641451650024,0.19501940022066,0.189468128279043,-0.644998983076947,0.0977160797769,0.881,0.314,0.919,1,0.158,0.015,0.015,0.015,0.116,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.312532581137433,-0.666909424758129,-1.15724734471274,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.126358548349976,0.5666,"ROSALI"
+"386","15G","G","200",7,2,-0.4,2,0.398,-0.5,1.15586399499949,0.668121391710996,0.317650134778343,0.000909713721559007,-0.284993010444333,0.165156055701534,0.13495223861092,-0.549499398121737,-0.0204866227669291,0.815,0.531,0.962,0.998116760828625,0.319,0.063,0.063,0.064,0.249,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.318919074004299,-0.665023601900136,-1.14673494105057,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.115006989555667,0.8538,"ROSALI"
+"387","15G","G","300",7,2,-0.4,2,0.717,-0.5,1.1558147072439,0.669275042435931,0.313857540921735,-0.008543799761215,-0.312232275510055,0.146891841697582,0.11158287061666,-0.530934701918709,-0.0935298491014005,0.785,0.745,0.987,1,0.511,0.168,0.168,0.175,0.45,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.317090595450026,-0.667932461281702,-1.1499727059364,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0877677244899452,0.9584,"ROSALI"
+"388","15G","G","50",7,2,-0.4,2,0.081,-0.5,1.16583109044631,0.681200888416034,0.330072907380789,-0.00497062950408673,-0.274254445960847,0.278284978167937,0.268596200761331,-0.800702999453055,0.252194107531361,0.907,0.172,0.86,0.976744186046512,0.075,0.003,0.003,0.003,0.042,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322195335854266,-0.680079951770479,-1.17799086804839,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.125745554039153,0.3236,"ROSALI"
+"389","16A","A","100",7,4,0,2,0.282,-0.5,NA,NA,NA,NA,-0.117127373556275,0.171299020095353,0.15824032684018,-0.427278414163028,0.193023667050478,0.863,0.137,NA,NA,0.226,0.039,0.041,0.043,0.175,2.15231858236727,3.31171005285259,3.45665418675851,1.66468322193413,2.33494378758028,2.00728104268922,1.31048997512736,1.62160306663046,0.94828388150049,0.999836285589715,1.0100693715586,0.00627686921893403,NA,NA,NA,0.675837753547754,0.355749316856137,-0.970546530027946,0.322838004171751,-0.349244478820153,-2.04806380089981,-0.158254040786431,-1.32902696559346,-3.48811205156683,0.117127373556275,0.05,"ROSALI"
+"390","16A","A","200",7,4,0,2,0.959,-0.5,NA,NA,NA,NA,-0.0683430827189693,0.134971991053782,0.114151851981136,-0.292080712601996,0.155394547164058,0.866,0.134,NA,NA,0.619,0.29,0.303,0.312,0.574,2.17857596523825,3.33751777326952,3.4917169846486,1.69537247683504,2.36849278550357,2.03933049758208,1.32869833325918,1.6511451730104,0.972131953049413,1.00422165886059,1.00367467754549,0.0062160923980445,NA,NA,NA,0.682112379918535,0.355554995236003,-0.969336524276785,0.323535819449745,-0.347774067363277,-2.02984110327426,-0.165259089407481,-1.33014749208826,-3.5073493374722,0.0683430827189693,0.05,"ROSALI"
+"391","16A","A","300",7,4,0,2,1.658,-0.5,NA,NA,NA,NA,-0.021274294427351,0.111034985176886,0.0943291674010887,-0.206159462533485,0.163610873678783,0.899,0.101,NA,NA,0.897,0.655,0.67,0.706,0.877,2.16299619898456,3.31494687962796,3.47002349537438,1.67690952047295,2.35004271455384,2.02404303384345,1.32175188287561,1.64708071919654,0.971533982939991,0.996792188785314,0.99907176805054,-0.000193485690942363,NA,NA,NA,0.682082806444312,0.353524297496629,-0.969282121828772,0.329570688152399,-0.347803974817748,-2.03291176570489,-0.155563231371023,-1.30819861207751,-3.48498156330638,0.021274294427351,0.05,"ROSALI"
+"392","16A","A","50",7,4,0,2,0.104,-0.5,NA,NA,NA,NA,0.1342791940976,0.239433224676025,0.224985566652941,-0.306692516542164,0.575250904737365,0.887,0.113,NA,NA,0.092,0.007,0.007,0.008,0.072,1.92108559097041,2.90564131123832,NA,1.66467087099381,2.31749802885578,NA,1.35819814184437,1.68116566417454,NA,1.01663290657815,1.0080241108793,NA,NA,NA,NA,0.698146157627932,0.367588622004832,-0.947825917349142,0.355717681376717,-0.334461918463517,-2.04356811621724,-0.152505244205256,-1.3224165333639,NA,-0.1342791940976,0.05,"ROSALI"
+"393","16B","B","100",7,4,0.2,2,0.318,0.5,NA,NA,NA,NA,0.0845612425748152,0.165884368115298,0.159020977201128,-0.227119872739397,0.396242357889027,0.878,0.096,0.694,0.916666666666667,0.255,0.043,0.045,0.048,0.213,2.18875733602956,3.33279107596421,3.48615342551379,1.68463226229731,2.35885754607712,2.02896655039998,1.32791580308508,1.64410188069294,0.972968122809529,1.01418593473748,1.01148848760754,0.0181821479250223,NA,NA,NA,0.681059042981446,0.355913547048401,-0.971845240757228,0.33299884818295,-0.346941220272338,-2.02343366277239,-0.160990172984436,-1.32173474174238,-3.52562498377109,0.115438757425185,0.245,"ROSALI"
+"394","16B","B","200",7,4,0.2,2,1.003,0.5,NA,NA,NA,NA,0.135036138406482,0.136994809276505,0.113682036884267,-0.087780653886681,0.357852930699645,0.859,0.258,0.831,0.98062015503876,0.63,0.316,0.33,0.347,0.584,2.1490100534012,3.29927326322449,3.44820898171541,1.67559172713519,2.34112692240785,2.00873590334151,1.31334426342332,1.63669027237475,0.958096914287806,1.00456121122601,1.00057143507945,0.00620944155349322,NA,NA,NA,0.686464779153608,0.369929569284469,-0.944667402920629,0.327998738509662,-0.338666178836705,-2.01725209726395,-0.158034719231132,-1.31835742237191,-3.48615004089364,0.0649638615935181,0.4321,"ROSALI"
+"395","16B","B","300",7,4,0.2,2,1.62,0.5,NA,NA,NA,NA,0.171777977685025,0.109375452394036,0.0945751141130804,-0.0135892459766125,0.357145201346663,0.889,0.464,0.938,0.997844827586207,0.887,0.618,0.648,0.682,0.859,2.15470389448834,3.30653223367463,3.46224090831081,1.687048579053,2.36124903454194,2.03581926673586,1.32445207454114,1.65010018308353,0.966540106233324,1.00276713065489,1.00459693919827,-0.000968402850669801,NA,NA,NA,0.683869151532233,0.366923098630466,-0.953769088805171,0.33367035028732,-0.342983473186858,-2.01108726946454,-0.163143023939589,-1.31499276969935,-3.49617958888586,0.0282220223149748,0.5907,"ROSALI"
+"396","16B","B","50",7,4,0.2,2,0.076,0.5,NA,NA,NA,NA,0.0588628729983187,0.226969222140148,0.22494764648281,-0.38203451410799,0.499760260104627,0.902,0.055,0.582,0.745454545454545,0.069,0.005,0.005,0.006,0.045,1.95478112797935,2.9799717459915,NA,1.68179500482641,2.33240537102872,NA,1.35326117644013,1.68310360704622,NA,0.997926790524938,1.0063110312029,-0.0213259704715437,NA,NA,NA,0.694056168131932,0.359442531287902,-0.985346161453037,0.334838885824771,-0.32818482457057,-2.04989798346819,-0.149800019365814,-1.33392994063156,NA,0.141137127001681,0.1448,"ROSALI"
+"397","16C","C","100",7,4,0.2,2,0.278,-0.5,NA,NA,NA,NA,0.323052239026302,0.172675864379708,0.159512016194001,0.0104086872860604,0.635695790766544,0.858,0.531,0.971,1,0.227,0.037,0.04,0.042,0.176,2.21807293482976,3.39275567044923,3.5512936229026,1.71296934305491,2.38413754309034,2.06384440499697,1.31737189624788,1.63429237235098,0.964954444185646,1.00237027032096,1.00421703769252,0.0107520601384895,NA,NA,NA,0.685218329248679,0.352176657671679,-0.984709396681013,0.337526622836899,-0.330172127743197,-1.98867617048113,-0.147413298359148,-1.32126079144977,-3.48124928153836,-0.123052239026302,0.245,"ROSALI"
+"398","16C","C","200",7,4,0.2,2,0.977,-0.5,NA,NA,NA,NA,0.27334597989788,0.140353866370593,0.114189493593941,0.049534572453756,0.497157387342003,0.825,0.633,0.979,1,0.628,0.288,0.303,0.312,0.578,2.16376860195571,3.32654776698533,3.47680264797373,1.68093930520701,2.35881881017485,2.03034474912019,1.32134275500276,1.63805887916914,0.962009203310935,0.988093768526346,0.987466968045304,-0.013154045049439,NA,NA,NA,0.66863338087487,0.341295661334796,-0.984362978446622,0.32531141994181,-0.354107420452387,-2.0272334375469,-0.157915808909766,-1.32674728682051,-3.49015895277415,-0.0733459798978795,0.4321,"ROSALI"
+"399","16C","C","300",7,4,0.2,2,1.548,-0.5,NA,NA,NA,NA,0.232748964047859,0.118297078151468,0.0941819877801132,0.0481522679988375,0.417345660096881,0.866,0.634,0.988,1,0.881,0.572,0.587,0.615,0.84,2.17515676729496,3.3389157445008,3.50607086921977,1.6701012248245,2.33574822794632,2.00575442761084,1.32330150696317,1.64693043717075,0.96703232814938,1.00475132323916,1.00392758033997,0.00714779321025986,NA,NA,NA,0.681853654910254,0.354610056104445,-0.967411864333302,0.325176478062699,-0.351831535699141,-2.02940239405077,-0.148176445120817,-1.30627695704374,-3.45077006969631,-0.0327489640478594,0.5907,"ROSALI"
+"400","16C","C","50",7,4,0.4,2,0.083,-0.5,NA,NA,NA,NA,0.341133584045091,0.239459734044356,0.224910298204583,-0.0996906004358918,0.781957768526073,0.923,0.327,0.927,0.99388379204893,0.075,0.002,0.002,0.002,0.042,1.84128143504326,NA,NA,1.60952779916475,2.23437274852411,NA,1.30918763321582,1.61628853778185,NA,0.988738017025493,0.980452652990238,NA,NA,NA,NA,0.677023090457097,0.347081314167136,-1.00372797724821,0.335392814481355,-0.348164683144237,-2.0236799491319,-0.162285956997439,-1.31882166114482,NA,0.0588664159549095,0.1448,"ROSALI"
+"401","16D","D","100",7,4,0.4,2,0.306,0.5,NA,NA,NA,NA,0.272465108837724,0.168777222000141,0.159161372158225,-0.0394911805923978,0.584421398267845,0.848,0.413,0.95,0.997578692493947,0.249,0.049,0.051,0.052,0.202,2.16598704626231,3.31986222370739,3.48972687757681,1.66571556272746,2.34252763963779,2.00941513262021,1.32076640760724,1.63665881285374,0.953748424544213,0.992669639317318,0.995713713051481,-0.0081074307980696,NA,NA,NA,0.670692430467674,0.365994692005358,-0.958524207321063,0.322885359839285,-0.3475971113514,-2.02731828941616,-0.154436330269325,-1.31108563304424,-3.48784283182179,0.127534891162276,0.7136,"ROSALI"
+"402","16D","D","200",7,4,0.4,2,1.009,0.5,NA,NA,NA,NA,0.337795435560995,0.141114349767169,0.114685630046581,0.113011600669696,0.562579270452294,0.854,0.786,0.997,1,0.64,0.317,0.327,0.338,0.59,2.1765270460153,3.32713405109689,3.47835870438775,1.67809504007503,2.34296678127136,2.0174595395156,1.32910747000127,1.65497065704113,0.979260153453212,1.00171354039955,1.00563190294004,0.00655678007514824,NA,NA,NA,0.684035239044081,0.359932760065328,-0.953796783781861,0.330089727746847,-0.350220526099414,-2.02516879392365,-0.156279927755754,-1.31883639018441,-3.48664962784001,0.062204564439005,0.9471,"ROSALI"
+"403","16D","D","300",7,4,0.4,2,1.647,0.5,NA,NA,NA,NA,0.380501858564527,0.111613314657786,0.094749970582897,0.194791916222049,0.566211800907005,0.901,0.957,0.998,1,0.889,0.658,0.68,0.714,0.867,2.1712355110016,3.32352940667377,3.47271298431342,1.68236437146677,2.35161822914113,2.02203051971081,1.32250536595767,1.63757179657119,0.953604147710852,0.9961271517415,0.999146949858951,-0.00730899440427389,NA,NA,NA,0.673968787160998,0.350599876055832,-0.982794421351587,0.326453578730829,-0.350605979860255,-2.02485754247783,-0.148467733961197,-1.30377974565433,-3.45503374148004,0.0194981414354732,0.9919,"ROSALI"
+"404","16D","D","50",7,4,-0.2,2,0.082,0.5,NA,NA,NA,NA,0.258243382801373,0.228345666231333,0.225552978655023,-0.183840455362472,0.700327220965217,0.47,0.217,0.135,0,0.076,0.004,0.005,0.005,0.061,1.85269832037808,2.80999190756477,NA,1.63970079676283,2.27508074200555,NA,1.34680649505732,1.66829970209079,NA,1.00155704217697,0.996341617798743,NA,NA,NA,NA,0.689962705029375,0.385765088766614,-0.961894905671483,0.33484971398481,-0.354677646657844,-2.02838250305168,-0.143525237424251,-1.2989119640574,NA,-0.458243382801373,0.4328,"ROSALI"
+"405","16E","E","100",7,4,0.4,2,0.244,-0.5,NA,NA,NA,NA,0.531861356430169,0.174270648650484,0.160412383648331,0.217453084479441,0.846269628380897,0.866,0.901,0.998,1,0.206,0.018,0.022,0.024,0.164,2.21266047433905,3.36877363548961,3.52422382368599,1.70520091682388,2.37682544618343,2.05333809447256,1.29973601398449,1.60747527283381,0.930829960298816,0.995301563025051,1.00144753760283,-0.00415478726344738,NA,NA,NA,0.678154504328866,0.349985098416437,-0.977285319123637,0.318437488654937,-0.360240493001241,-2.04210022470416,-0.156545847608372,-1.31955736195637,-3.48376258617894,-0.131861356430168,0.7136,"ROSALI"
+"406","16E","E","200",7,4,0.4,2,0.903,-0.5,NA,NA,NA,NA,0.476126355566768,0.136408567420464,0.114745571434537,0.251225035555076,0.70102767557846,0.85,0.962,1,1,0.606,0.243,0.25,0.26,0.552,2.1931636273136,3.35213119769631,3.52743213152025,1.69312680248046,2.37086111391091,2.04612887314982,1.33136465584278,1.64965292135355,0.968285265908348,1.01456369845423,1.01401106573789,0.0204151590839958,NA,NA,NA,0.679148132820252,0.360475545638489,-0.955091214911967,0.330768733167856,-0.337940217130544,-2.01006400308606,-0.144371661526505,-1.29916400423853,-3.45901153044237,-0.0761263555667676,0.9471,"ROSALI"
+"407","16E","E","300",7,4,0.4,2,1.523,-0.5,NA,NA,NA,NA,0.432749562334376,0.113901438416451,0.094921757303365,0.246702918019781,0.618796206648972,0.894,0.993,0.999,1,0.852,0.585,0.603,0.623,0.825,2.16388528430605,3.31449233405836,3.47881707122824,1.6743081172391,2.34657656614098,2.01421170532399,1.33537906488043,1.64975937576519,0.971192719413885,1.00556487375483,1.0008703710289,-0.00383662237103175,NA,NA,NA,0.681016931197696,0.352141901978056,-0.978487291090945,0.327319105787702,-0.351377199099099,-2.03267944147295,-0.15333724857689,-1.31586038431649,-3.47001322066634,-0.0327495623343764,0.9919,"ROSALI"
+"408","16E","E","50",7,4,-0.4,2,0.074,-0.5,NA,NA,NA,NA,0.533974806489947,0.234622327150079,0.227755690506741,0.0875736530967346,0.980375959883159,0.023,0.654,0.011,0,0.07,0.002,0.002,0.002,0.042,1.67622388314912,NA,NA,1.58482531993529,NA,NA,1.30584882942608,1.61452908050903,NA,1.03453323897773,1.04310530267253,NA,NA,NA,NA,0.70522882919339,0.37763465518828,NA,0.336243959166833,-0.345439833891401,-2.05226171223655,-0.159037363810025,-1.30085848451119,-3.52930714484533,-0.933974806489947,0.4328,"ROSALI"
+"409","16F","F","100",7,4,-0.2,2,0.293,-0.5,NA,NA,NA,NA,-0.0817656434856997,0.169493936042364,0.158373702106859,-0.392178099615144,0.228646812643744,0.872,0.093,0.682,0.89247311827957,0.229,0.049,0.052,0.053,0.193,2.1895102994318,3.35285825124241,3.51261689866364,1.66994459041871,2.32747646924469,2.00426783459725,1.32908481439339,1.64749718903456,0.963758357355789,1.0124551589422,1.01074632893302,0.00496659066437596,NA,NA,NA,0.673505670667059,0.336498009569564,-0.984555023307993,0.315714333342878,-0.358746667419164,-2.03910792721918,-0.152518357367451,-1.30195419716406,-3.47007973402937,-0.1182343565143,0.245,"ROSALI"
+"410","16F","F","200",7,4,-0.2,2,0.997,-0.5,NA,NA,NA,NA,-0.132138962891248,0.142306006838858,0.113654454664053,-0.354901694032792,0.0906237682502948,0.841,0.264,0.819,0.96969696969697,0.635,0.296,0.316,0.328,0.596,2.1451614799133,3.30805484485357,3.4673942273937,1.6718198006521,2.33649647442569,2.00712574897588,1.32451781986282,1.65015217059042,0.9755677548789,0.992956112028711,0.980532274475586,-0.0179964261805995,NA,NA,NA,0.67797142305404,0.353040718125102,-0.969368031748292,0.330220120357326,-0.340048409195784,-2.02106621977341,-0.153406111104104,-1.30193978376701,-3.46657911952466,-0.0678610371087515,0.4321,"ROSALI"
+"411","16F","F","300",7,4,-0.2,2,1.652,-0.5,NA,NA,NA,NA,-0.176785245612173,0.112617029992318,0.0944730297841332,-0.361952383989074,0.00838189276472776,0.886,0.496,0.933,0.997983870967742,0.892,0.651,0.685,0.715,0.867,2.16265858525599,3.33208214096407,3.48690892522448,1.67564231189554,2.35074850283584,2.0197761148374,1.33166248153776,1.6563573894264,0.978431054070663,1.0024829218117,1.00168012488176,0.00715881897802649,NA,NA,NA,0.683229247129227,0.363830681078168,-0.963034319887484,0.335414717697161,-0.341741445871397,-2.02715785212083,-0.152759438826192,-1.30697519304495,-3.47993510670411,-0.0232147543878267,0.5907,"ROSALI"
+"412","16F","F","50",7,4,-0.2,2,0.073,-0.5,NA,NA,NA,NA,-0.0587487899241705,0.228933258309535,0.22447027201759,-0.498710523078647,0.381212943230306,0.898,0.068,0.591,0.691176470588235,0.068,0.004,0.004,0.004,0.04,1.99717719112712,NA,NA,1.64803580125372,2.30968472122275,NA,1.33438243179062,1.64849296781743,NA,1.00218697207863,0.989106001113227,NA,NA,NA,NA,0.67514640443607,0.338435285465451,-1.00952295689037,0.337786586983801,-0.34819476155714,-2.06014127065983,-0.152904142829765,-1.33156837163128,NA,-0.14125121007583,0.1448,"ROSALI"
+"413","16G","G","100",7,4,-0.4,2,0.33,-0.5,NA,NA,NA,NA,-0.279581070227846,0.178966355395359,0.159450799929763,-0.592104638090182,0.0329424976344905,0.845,0.421,0.939,0.997624703087886,0.256,0.055,0.059,0.064,0.222,2.17107656017507,3.32056684342122,3.47673110141572,1.66977736676794,2.33831457235154,2.01608232681116,1.32169429521862,1.64179913683392,0.949485195971318,1.00778290000801,0.998000643001803,-0.00142951005640072,NA,NA,NA,0.661697299270131,0.336539108213709,-0.998554951284006,0.326472487425692,-0.341434278682187,-2.03549414175343,-0.151800281082829,-1.30460456739927,-3.49982361945726,-0.120418929772154,0.7136,"ROSALI"
+"414","16G","G","200",7,4,-0.4,2,1.021,-0.5,NA,NA,NA,NA,-0.334379149653109,0.140131308061606,0.114765290678394,-0.559319119382761,-0.109439179923456,0.849,0.79,0.993,1,0.648,0.314,0.329,0.344,0.601,2.17960593676129,3.34386580121553,3.50239999271889,1.68378733521245,2.35473420838456,2.02477421480042,1.31687370332672,1.63480292599367,0.955812724479244,1.00671975332448,0.996395659126014,0.000766220444002119,NA,NA,NA,0.670494978099559,0.354847999124384,-0.972649354931809,0.323683001538718,-0.353401357106526,-2.023184702005,-0.15318156384319,-1.30616084226422,-3.48423496718015,-0.0656208503468914,0.9471,"ROSALI"
+"415","16G","G","300",7,4,-0.4,2,1.633,-0.5,NA,NA,NA,NA,-0.377573535903962,0.112301773397469,0.0947385140373048,-0.563261023417079,-0.191886048390844,0.891,0.949,0.999,1,0.885,0.649,0.676,0.706,0.861,2.16819968571426,3.32038026893234,3.48290648711585,1.65861664084502,2.32939761480469,1.99912300866312,1.32049656045817,1.6433397874294,0.955801137689673,0.997570106462861,0.995635723801588,-0.00655707149167541,NA,NA,NA,0.68047287896032,0.360713587039187,-0.974998762850535,0.332098146455416,-0.348444669947045,-2.02007753891808,-0.153714146882279,-1.30539317065224,-3.46850482018589,-0.0224264640960382,0.9919,"ROSALI"
+"416","16G","G","50",7,4,-0.4,2,0.081,-0.5,NA,NA,NA,NA,-0.257581978213053,0.228138610453423,0.224945717668008,-0.698475584842348,0.183311628416243,0.904,0.209,0.887,0.995215311004785,0.076,0.002,0.002,0.002,0.059,2.04787600473253,3.10289538903622,NA,1.67145413556044,2.35350587469987,NA,1.32939740809732,1.64976297238033,0.959252162013532,1.00592743154132,1.00068419696305,-0.0494080582347936,NA,NA,NA,0.682456714115907,0.3421187311471,-0.990361316263769,0.321602905871443,-0.357270171879469,-2.06955177086089,-0.165228416823976,-1.33667424458759,NA,-0.142418021786947,0.4328,"ROSALI"
+"417","17A","A","100",7,2,0,3,0.06,-0.3,1.17720305411089,0.682924676382151,0.328375586554098,0.0125897698886215,-0.137981817774178,0.190195396128442,0.188079962612169,-0.506618544494029,0.230654908945673,0.888,0.112,NA,NA,0.057,0,0,0,0.026,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.325499773307334,-0.665803375375799,-1.15250994952229,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.137981817774178,0.05,"ROSALI"
+"418","17A","A","200",7,2,0,3,0.123,-0.3,1.15166430872488,0.666108424112881,0.314161989883873,0.00299031752075986,-0.125394946802182,0.141027815654795,0.133060607496046,-0.386193737494434,0.135403843890069,0.823,0.177,NA,NA,0.117,0,0,0,0.065,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321822124701812,-0.67155632057662,-1.15447325477504,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.125394946802182,0.05,"ROSALI"
+"419","17A","A","300",7,2,0,3,0.177,-0.3,1.15238638534526,0.669209716381898,0.31927841844622,0.00479470044757635,-0.125802677036995,0.115644337200216,0.109116211058548,-0.33967045071175,0.0880650966377597,0.777,0.223,NA,NA,0.153,0.002,0.002,0.002,0.09,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323356855366972,-0.664291466834796,-1.15687578346173,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.125802677036995,0.05,"ROSALI"
+"420","17A","A","50",7,2,0,3,0.043,-0.3,1.16582144585373,0.669748989655151,0.318422058064338,0.00190642123427667,0.147729041042856,0.274348412835402,0.266244231622925,-0.374109652938076,0.669567735023788,0.908,0.092,NA,NA,0.041,0,0,0,0.02,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.335854036528519,-0.684902592243849,-1.18587169951418,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.147729041042856,0.05,"ROSALI"
+"421","17B","B","100",7,2,0.2,3,0.069,0.3,1.1410410927354,0.674340170791667,0.315087494060052,0.00113120361845064,0.0738225902889054,0.193150541298178,0.188215154526084,-0.29507911258222,0.44272429316003,0.884,0.079,0.643,0.873417721518987,0.065,0,0,0,0.032,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.318857366010639,-0.678230794448575,-1.15423760472662,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.126177409711095,0.187,"ROSALI"
+"422","17B","B","200",7,2,0.2,3,0.127,0.3,1.16146704671385,0.66708538437141,0.323919080504961,0.0101212225136354,0.070024332830871,0.136149572115108,0.133062512222444,-0.190778191125119,0.330826856786861,0.824,0.087,0.688,0.96551724137931,0.114,0.001,0.001,0.001,0.059,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.309825339941804,-0.667358780896971,-1.14730430911227,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.129975667169129,0.3258,"ROSALI"
+"423","17B","B","300",7,2,0.2,3,0.177,0.3,1.14949593604358,0.670487689002849,0.32476921616547,0.000598610552789033,0.0730251013003768,0.120331934276219,0.108741669735875,-0.140108571381938,0.286158773982691,0.757,0.127,0.736,0.937007874015748,0.153,0.001,0.001,0.001,0.094,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.315510036489594,-0.670985639165481,-1.15303414305218,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.126974898699623,0.455,"ROSALI"
+"424","17B","B","50",7,2,0.2,3,0.056,0.3,1.18257206265917,0.698505208925479,0.320886509581609,0.00556881201584751,0.066277433757929,0.267421676953874,0.267124666660938,-0.45728691289751,0.589841780413368,0.924,0.054,0.606,0.740740740740741,0.052,0,0,0,0.033,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.315900076327638,-0.656214914945342,-1.14047838706029,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.133722566242071,0.1171,"ROSALI"
+"425","17C","C","100",7,2,0.2,3,0.084,-0.3,1.14397276004237,0.673269163534475,0.312578857489295,-0.00753484749785287,0.331839237288187,0.198253274843318,0.188749996696246,-0.0381107562364562,0.701789230812829,0.882,0.432,0.954,1,0.079,0,0,0,0.042,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.327233379219876,-0.680673208707388,-1.15308487853993,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.131839237288187,0.187,"ROSALI"
+"426","17C","C","200",7,2,0.2,3,0.141,-0.3,1.15549997227627,0.669561812709979,0.31185915221905,0.00180845783111433,0.324400079813213,0.144981274556617,0.133728523876882,0.0622921730145246,0.586507986611902,0.835,0.679,0.982,1,0.126,0,0,0,0.074,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.326874967467862,-0.673255845573374,-1.15432067438141,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.124400079813213,0.3258,"ROSALI"
+"427","17C","C","300",7,2,0.2,3,0.189,-0.3,1.14972718781411,0.66501175894658,0.323833366130896,0.00348812959603381,0.326083065897096,0.114825623891513,0.109115688340362,0.112216316749988,0.539949815044205,0.774,0.843,0.997,1,0.174,0.001,0.001,0.001,0.098,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323476365751901,-0.674773819894083,-1.15313356937644,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.126083065897096,0.455,"ROSALI"
+"428","17C","C","50",7,2,0.4,3,0.042,-0.3,1.15015857395428,0.663593401789373,0.319770601804735,0.00651757957775574,0.334580035106881,0.279338957575638,0.26665399170281,-0.188061788630626,0.857221858844388,0.927,0.253,0.874,0.992094861660079,0.042,0,0,0,0.02,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.33219835870549,-0.68616141629859,-1.15975563710914,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.0654199648931188,0.1171,"ROSALI"
+"429","17D","D","100",7,2,0.4,3,0.08,0.3,1.16029663916916,0.678810416978277,0.327625758440189,0.000374209920989877,0.267019641450518,0.19633826495766,0.188202029923615,-0.101856337199768,0.635895620100803,0.881,0.301,0.916,1,0.075,0,0,0,0.046,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.315307277529137,-0.666119597724109,-1.14906522455209,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.132980358549482,0.5666,"ROSALI"
+"430","17D","D","200",7,2,0.4,3,0.129,0.3,1.14871230246682,0.67223507118891,0.31661682411602,-0.00532516692445489,0.276715386823462,0.143966042717228,0.1334840707233,0.0150866082057939,0.53834416544113,0.83,0.535,0.976,1,0.117,0.002,0.002,0.002,0.062,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324358017851191,-0.674815454837931,-1.14791431136229,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.123284613176538,0.8538,"ROSALI"
+"431","17D","D","300",7,2,0.4,3,0.203,0.3,1.15099080852492,0.674101108123697,0.321097455040723,-0.000683935010976559,0.273489554679756,0.121867394411773,0.109334412949425,0.0591941052988835,0.487785004060628,0.77,0.696,0.984,1,0.168,0,0,0,0.095,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322429890593667,-0.671912623518687,-1.15007337573875,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.126510445320244,0.9584,"ROSALI"
+"432","17D","D","50",7,2,-0.2,3,0.043,0.3,1.16766531198917,0.685267716637165,0.293312991995575,-0.0177787149426954,0.285184230075898,0.276020444593352,0.26771345852694,-0.239534148636904,0.809902608788701,0.555,0.189,0.142,0.00529100529100529,0.043,0,0,0,0.02,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.329880322076773,-0.681469286612937,-1.17331868769464,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.485184230075898,0.3236,"ROSALI"
+"433","17E","E","100",7,2,0.4,3,0.072,-0.3,1.15513779381061,0.663829830740336,0.330380431100553,-0.00731546355481108,0.525128765605954,0.202002789164687,0.190298061511516,0.152144565043383,0.898112966168524,0.879,0.767,0.995,1,0.066,0,0,0,0.032,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.335792343152411,-0.673018396404073,-1.16519994687797,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.125128765605954,0.5666,"ROSALI"
+"434","17E","E","200",7,2,0.4,3,0.122,-0.3,1.15636750322797,0.668970850537177,0.32119849902436,0.00834857130110253,0.520631886004377,0.142644864654891,0.134152246271834,0.257693483311581,0.783570288697172,0.833,0.967,1,1,0.114,0,0,0,0.062,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.313686079687615,-0.675415251527553,-1.15089261721108,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.120631886004377,0.8538,"ROSALI"
+"435","17E","E","300",7,2,0.4,3,0.198,-0.3,1.16179673668727,0.672643870706164,0.32362372944679,0.00120824250030168,0.522397874275896,0.124093143718958,0.109871238534739,0.307050246747808,0.737745501803984,0.775,0.993,1,1,0.168,0.001,0.001,0.001,0.097,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.318818309221337,-0.67234353297929,-1.15506074294525,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.122397874275896,0.9584,"ROSALI"
+"436","17E","E","50",7,2,-0.4,3,0.044,-0.3,1.17052342751323,0.678565134888056,0.322037746595937,-0.005347479879832,0.539144400557316,0.288057290481887,0.269258473280933,0.0113977929266874,1.06689100818794,0.071,0.51,0.021,0,0.043,0,0,0,0.024,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.314668718434763,-0.678622857144315,-1.16208188131312,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.939144400557316,0.3236,"ROSALI"
+"437","17F","F","100",7,2,-0.2,3,0.072,-0.3,1.15499527770946,0.67558825919802,0.3190221144135,-0.00137691139976168,-0.0644084703336524,0.200643693576305,0.188588213717509,-0.43404136921997,0.305224428552665,0.87,0.088,0.638,0.795454545454545,0.065,0,0,0,0.036,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.330412816487676,-0.678635144966394,-1.1579057015194,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.135591529666348,0.187,"ROSALI"
+"438","17F","F","200",7,2,-0.2,3,0.126,-0.3,1.14893666812877,0.673164321806799,0.317619402696287,0.00377341226302028,-0.080445846580641,0.139409518155072,0.13330379920774,-0.341721293027812,0.18082959986653,0.852,0.098,0.715,0.948979591836735,0.116,0,0,0,0.07,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320305466905833,-0.678654406621868,-1.15857756993817,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.119554153419359,0.3258,"ROSALI"
+"439","17F","F","300",7,2,-0.2,3,0.206,-0.3,1.15351072563216,0.667995940293793,0.323267397232284,0.00150427183108816,-0.0790523833448405,0.121737473602145,0.109088447058095,-0.292865739578706,0.134760972889025,0.78,0.14,0.751,0.964285714285714,0.175,0.002,0.002,0.002,0.099,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322410014326452,-0.681645474222308,-1.14439316778182,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.12094761665516,0.455,"ROSALI"
+"440","17F","F","50",7,2,-0.2,3,0.04,-0.3,1.16299229868964,0.680070340907827,0.315828062006508,-0.00423890886215036,-0.0739225293100551,0.283202336994659,0.268730239771547,-0.600633799262286,0.452788740642176,0.905,0.073,0.59,0.876712328767123,0.037,0,0,0,0.022,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322016300860392,-0.665438082524903,-1.17348282380906,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.126077470689945,0.1171,"ROSALI"
+"441","17G","G","100",7,2,-0.4,3,0.069,-0.3,1.15397560162203,0.6746149421141,0.330021910477483,-0.00769090498252228,-0.270387697601355,0.196086158483202,0.187880604676115,-0.638633682766541,0.097858287563831,0.886,0.308,0.92,1,0.064,0.001,0.001,0.001,0.028,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323564217668588,-0.676368191864136,-1.16450263346482,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.129612302398645,0.5666,"ROSALI"
+"442","17G","G","200",7,2,-0.4,3,0.171,-0.3,1.15801573007177,0.683888571442643,0.316405944780913,0.00663443682621385,-0.279942597154732,0.144889710444701,0.13406756698728,-0.5427150284498,-0.0171701658596635,0.833,0.55,0.974,1,0.147,0.001,0.001,0.001,0.075,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.311051191481743,-0.674356124506286,-1.15851426382399,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.120057402845268,0.8538,"ROSALI"
+"443","17G","G","300",7,2,-0.4,3,0.192,-0.3,1.14751936392351,0.671602686581051,0.316672447962741,-0.000449503186542762,-0.273043808223208,0.120449946773188,0.109210626662753,-0.487096636482204,-0.0589909799642119,0.754,0.685,0.993,1,0.166,0.001,0.001,0.001,0.088,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324088630046786,-0.670527447384546,-1.15773218129488,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.126956191776792,0.9584,"ROSALI"
+"444","17G","G","50",7,2,-0.4,3,0.053,-0.3,1.14671892798526,0.667223250793284,0.317838465244907,0.0224890231465807,-0.277826522898365,0.268609944127098,0.266362406335593,-0.799896839316127,0.244243793519397,0.922,0.185,0.847,0.994594594594595,0.051,0,0,0,0.027,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.315052603985824,-0.676786145965528,-1.16452683379544,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.122173477101635,0.3236,"ROSALI"
+"445","18A","A","100",7,4,0,3,0.063,-0.3,NA,NA,NA,NA,-0.129560295434387,0.164116761319753,0.158681614442889,-0.440576259742449,0.181455668873675,0.861,0.139,NA,NA,0.059,0,0,0,0.03,2.19308110659316,3.34627188609656,3.49873583978792,1.68921732375098,2.36196657204039,2.03125654950283,1.32607203122543,1.65735850930565,0.975654475827202,1.00483681150047,1.00810864686946,0.000253964954821687,NA,NA,NA,0.686410834915777,0.382726890006463,-0.946258795983186,0.334545419219146,-0.342147164978557,-2.03952333750485,-0.146617762450779,-1.31044885135428,-3.49072611578666,0.129560295434387,0.05,"ROSALI"
+"446","18A","A","200",7,4,0,3,0.211,-0.3,NA,NA,NA,NA,-0.117043578788926,0.119284097147519,0.112108059654126,-0.336775375711014,0.102688218133162,0.8,0.2,NA,NA,0.177,0.003,0.003,0.003,0.108,2.14781888427214,3.28892132526262,3.43667464450151,1.66754126294159,2.332147213564,1.99479055884949,1.31110826433533,1.62330479180668,0.942745543455541,0.991660766179359,0.989842845842851,-0.0143357383877701,NA,NA,NA,0.680973476173115,0.36057748157913,-0.964217032540669,0.330665714495794,-0.341529344711467,-2.01467235288904,-0.152365634980974,-1.30901309043404,-3.48643224971117,0.117043578788926,0.05,"ROSALI"
+"447","18A","A","300",7,4,0,3,0.418,-0.3,NA,NA,NA,NA,-0.114711390096866,0.106890234316503,0.0919612016005574,-0.294955345233959,0.0655325650402266,0.722,0.278,NA,NA,0.317,0.007,0.009,0.009,0.209,2.14664184793956,3.30241249592141,3.45627532826713,1.66137219992326,2.33511791753027,2.00335369386186,1.31706232341216,1.62988799671919,0.947494174521948,0.996913452715875,1.00032532862017,0.00232962260275527,NA,NA,NA,0.669161084801897,0.344037040436094,-0.977058057915724,0.329914249483561,-0.350295166335042,-2.02613105043427,-0.154283011999115,-1.31518633724551,-3.47578627528969,0.114711390096866,0.05,"ROSALI"
+"448","18A","A","50",7,4,0,3,0.036,-0.3,NA,NA,NA,NA,0.119807959351827,0.223869631674946,0.22540433443734,-0.321984536145359,0.561600454849014,0.916,0.084,NA,NA,0.034,0,0,0,0.017,1.94769583535117,2.96169505952037,NA,1.69060026871616,2.35037617536339,NA,1.36226508032492,1.7055587241305,NA,1.02314575469418,1.02821395189378,NA,NA,NA,NA,0.710429159474675,0.377527206319472,-0.967553770402561,0.342349116744859,-0.3148162709,-2.02809569722104,-0.149741362545683,-1.31628064062187,NA,-0.119807959351827,0.05,"ROSALI"
+"449","18B","B","100",7,4,0.2,3,0.093,0.3,NA,NA,NA,NA,0.0690698141922842,0.158750190730441,0.158685958293629,-0.24195466406323,0.380094292447798,0.86,0.07,0.681,0.871428571428571,0.086,0,0,0,0.047,2.18856978347771,3.34781457574118,3.49811047647746,1.69345036555605,2.37537904938323,2.05889012182976,1.33011328736356,1.66034798174271,0.97568702407502,1.00373606628192,0.999694146851642,0.00645927883284833,NA,NA,NA,0.677095568680088,0.342949517342143,-0.987610981170836,0.33498276602179,-0.336586972534621,-2.03233552903256,-0.150270269859238,-1.30317121076675,-3.48273664391194,0.130930185807716,0.245,"ROSALI"
+"450","18B","B","200",7,4,0.2,3,0.195,0.3,NA,NA,NA,NA,0.0697813119858049,0.11497119525114,0.112267657240887,-0.150263296206334,0.289825920177944,0.777,0.1,0.724,0.95,0.171,0.001,0.001,0.001,0.098,2.15537564078932,3.3204751415702,3.47752276864532,1.67583334304202,2.34971889638088,2.02142688933363,1.32355455226871,1.64334233296887,0.969182932110918,1.00127563127625,1.00170211858606,0.00155582779955326,NA,NA,NA,0.682182973119817,0.365182074663549,-0.961210276261019,0.344667003808386,-0.319089897203096,-1.9906647825295,-0.153628665670599,-1.30527506460781,-3.46691799843337,0.130218688014195,0.4321,"ROSALI"
+"451","18B","B","300",7,4,0.2,3,0.438,0.3,NA,NA,NA,NA,0.0789196910689117,0.103524577486121,0.0920132926009793,-0.101426362429008,0.259265744566831,0.724,0.169,0.783,0.952662721893491,0.327,0.015,0.017,0.017,0.22,2.15657523143084,3.30574643139075,3.45685927837064,1.66813409197484,2.34571398625608,2.02525625111122,1.32460730346959,1.64568145527824,0.968951689990292,1.00213673950798,1.00427396975089,0.00100775717594989,NA,NA,NA,0.678477923717612,0.36262718936616,-0.961847255474874,0.326898689462277,-0.342298631806344,-2.01145418857806,-0.150460387242421,-1.29514552918395,-3.44608175616281,0.121080308931088,0.5907,"ROSALI"
+"452","18B","B","50",7,4,0.2,3,0.034,0.3,NA,NA,NA,NA,0.0899296862135728,0.23272966192759,0.225881809739503,-0.352798660875853,0.532658033302998,0.914,0.082,0.655,0.853658536585366,0.031,0,0,0,0.01,1.96119812250177,3.00331390106743,NA,1.68254660615989,2.35463269225355,NA,1.35432637228676,1.66171057981606,NA,0.998911096804339,0.995496591325849,-0.0129589770958747,NA,NA,NA,0.673680353359853,0.346520810761846,-1.01575312506832,0.328744269917388,-0.349750279818757,-2.05625894671428,-0.164821144899037,-1.32656321964831,NA,0.110070313786427,0.1448,"ROSALI"
+"453","18C","C","100",7,4,0.2,3,0.079,-0.3,NA,NA,NA,NA,0.327175043629593,0.162901678583095,0.159047607193562,0.0154417335302114,0.638908353728975,0.866,0.537,0.98,1,0.073,0,0,0,0.038,2.20198545919165,3.35038707146028,3.50363229953698,1.70172594920876,2.37695975971624,2.05296815048389,1.32223639336252,1.65218347357469,0.986952329836502,0.9945786169754,0.989417411574218,-0.0156606142716242,NA,NA,NA,0.678734389870207,0.354552337832965,-0.973090946435006,0.321358559146762,-0.346789678957147,-2.03454852160563,-0.155463128447125,-1.30703390564522,-3.49226178819042,-0.127175043629593,0.245,"ROSALI"
+"454","18C","C","200",7,4,0.2,3,0.218,-0.3,NA,NA,NA,NA,0.322882560218163,0.122125874510728,0.112543713123473,0.102296882496157,0.54346823794017,0.777,0.81,0.994,1,0.179,0.004,0.005,0.005,0.111,2.15927013596621,3.31437558425291,3.46628094370893,1.6679055007006,2.33819569329728,2.00723794724072,1.31145439662922,1.63334826767905,0.951368612585629,0.99138133962849,0.990907512485147,-0.012557445550952,NA,NA,NA,0.669301051210218,0.339528818491658,-0.995585013625266,0.33164791756175,-0.336766244443118,-2.01817455540055,-0.15725147867344,-1.30348012110551,-3.45381200721086,-0.122882560218163,0.4321,"ROSALI"
+"455","18C","C","300",7,4,0.2,3,0.373,-0.3,NA,NA,NA,NA,0.321509987207803,0.103008588427464,0.0920379746613769,0.141115556871504,0.501904417544102,0.724,0.912,0.999,1,0.276,0.006,0.009,0.009,0.161,2.1595399831101,3.31097178229025,3.46394047673198,1.68661984211192,2.35770699530962,2.03129048500226,1.31722956497052,1.63543871772684,0.951519390260967,0.992370590385406,0.986504888001232,-0.0115240677786179,NA,NA,NA,0.672059546601602,0.348467873754733,-0.972073134541529,0.328759552533081,-0.346213229494342,-2.02202245519078,-0.149966001632236,-1.30382484838267,-3.44744232923895,-0.121509987207803,0.5907,"ROSALI"
+"456","18C","C","50",7,4,0.4,3,0.029,-0.3,NA,NA,NA,NA,0.331823342621125,0.225450564642906,0.225348367402687,-0.109859457488142,0.773506142730391,0.931,0.31,0.927,1,0.029,0,0,0,0.012,1.85918942283179,2.80142896278798,NA,1.6426851506789,2.26330971909787,NA,1.32550097493308,1.64497510964193,NA,1.01336617658827,0.997632947981867,NA,NA,NA,NA,0.688062463664896,0.342394239262653,-0.982051815365817,0.324937327937583,-0.37106811872418,-2.0721686689076,-0.177342254538997,-1.34396884991142,NA,0.0681766573788754,0.1448,"ROSALI"
+"457","18D","D","100",7,4,0.4,3,0.082,0.3,NA,NA,NA,NA,0.276506040362044,0.155975338363885,0.159228216454785,-0.0355812638893343,0.588593344613423,0.88,0.404,0.971,1,0.074,0,0,0,0.048,2.18263404185701,3.33870832763599,3.49714683179459,1.67728471165585,2.34515964831861,2.01860248868383,1.31922692541385,1.63518027766489,0.945225941548232,0.99680546340297,0.983353371664359,-0.00658779441986742,NA,NA,NA,0.681822904899454,0.3605583645876,-0.969430174118286,0.326902533684938,-0.356843402468124,-2.04710561948409,-0.162243055995993,-1.30199199560219,-3.47148981119154,0.123493959637956,0.7136,"ROSALI"
+"458","18D","D","200",7,4,0.4,3,0.22,0.3,NA,NA,NA,NA,0.276083222596367,0.121552332856229,0.112364909977998,0.0558479990394915,0.496318446153243,0.784,0.686,0.99,1,0.185,0.005,0.005,0.005,0.122,2.16831149191869,3.3139616777129,3.47060095214899,1.67665826943388,2.35072648284436,2.01424689212289,1.31077067861911,1.63283548289206,0.953818247405997,0.998388650802306,0.996129524853676,-0.00860627531599714,NA,NA,NA,0.676445752912158,0.358249749470942,-0.966323108831656,0.320090819246612,-0.344574453444369,-2.01870824900983,-0.159001672212902,-1.30964346233469,-3.48572996551791,0.123916777403633,0.9471,"ROSALI"
+"459","18D","D","300",7,4,0.4,3,0.426,0.3,NA,NA,NA,NA,0.274497123587228,0.101467724915038,0.0920554077818069,0.0940685243348865,0.45492572283957,0.711,0.83,0.997,1,0.315,0.008,0.011,0.011,0.204,2.16829223118628,3.32344253683837,3.48011180217369,1.67351889793479,2.34018922395018,2.02037117812538,1.32857471270126,1.65518547190286,0.975708416780301,1.00385278140224,1.00663622791136,0.00395660393017394,NA,NA,NA,0.681225322320505,0.363773946686497,-0.957793552461603,0.328169867235636,-0.343253335382412,-2.01292084949845,-0.153305588296317,-1.29981709130899,-3.4510089767181,0.125502876412772,0.9919,"ROSALI"
+"460","18D","D","50",7,4,-0.2,3,0.04,0.3,NA,NA,NA,NA,0.271844316980867,0.225583865537548,0.224529693443273,-0.168233882167948,0.711922516129682,0.428,0.241,0.121,0.004149377593361,0.04,0,0,0,0.02,1.86906473462962,2.81994482413525,NA,1.65290536671512,2.2983990309447,NA,1.3533704203686,1.68753367319407,NA,0.99189829381349,1.00609889800767,NA,NA,NA,NA,0.687740171027833,0.374210235347237,-0.966947345422998,0.328978146454197,-0.355740295903239,-2.0601623488216,-0.163917665634069,-1.34277484722026,NA,-0.471844316980867,0.4328,"ROSALI"
+"461","18E","E","100",7,4,0.4,3,0.079,-0.3,NA,NA,NA,NA,0.534573524579065,0.161123106303138,0.159976412620522,0.221019755842842,0.848127293315288,0.872,0.925,0.999,1,0.07,0,0,0,0.029,2.18046893519581,3.36127716173783,3.50732966844459,1.68661254759111,2.35888776108143,2.02803849964524,1.32575130656455,1.65880956246509,0.985311122978202,0.999280788178604,1.00822755899547,-0.00714065271186855,NA,NA,NA,0.678150847097558,0.355081707775769,-0.975413991986716,0.335855599805069,-0.348263203678961,-2.03129191413933,-0.149607944999794,-1.31114631076245,-3.46418411903745,-0.134573524579065,0.7136,"ROSALI"
+"462","18E","E","200",7,4,0.4,3,0.17,-0.3,NA,NA,NA,NA,0.518667614849821,0.122127538375311,0.113559960524995,0.296090092220831,0.741245137478811,0.8,0.99,1,1,0.151,0.002,0.002,0.002,0.082,2.17043191334458,3.33874376176931,3.49176052370366,1.68787936383699,2.35910101829166,2.03577237499626,1.32986397368444,1.65045337842918,0.981394902900246,1.00304443564396,1.00289041741176,-0.00117911585461705,NA,NA,NA,0.691259007100452,0.377313101312419,-0.926363188075458,0.331256413377275,-0.344541752213009,-2.01318445189788,-0.157021292058243,-1.30868038953708,-3.46683572852346,-0.118667614849821,0.9471,"ROSALI"
+"463","18E","E","300",7,4,0.4,3,0.375,-0.3,NA,NA,NA,NA,0.521754346502141,0.106914952962217,0.0926442985959091,0.340171521254159,0.703337171750123,0.72,0.998,1,1,0.293,0.007,0.009,0.009,0.178,2.15272393797227,3.30129477435956,3.45049068957667,1.66603906864068,2.33804149838708,2.01280354543513,1.32709027125906,1.65166033347988,0.969427214710448,0.994496466277999,0.989754034353467,-0.0176810983065033,NA,NA,NA,0.672585629385253,0.347850327065704,-0.963646058293355,0.329102795134002,-0.345443603772504,-2.00753131392109,-0.152547149073862,-1.30345144885695,-3.45585959601712,-0.121754346502141,0.9919,"ROSALI"
+"464","18E","E","50",7,4,-0.4,3,0.036,-0.3,NA,NA,NA,NA,0.527437233322596,0.234438082539083,0.228191313188642,0.0801822594728575,0.974692207172335,0.022,0.65,0.011,0,0.035,0,0,0,0.013,1.72132830255411,2.59672670153591,NA,1.57674237412549,NA,NA,1.33317332680326,1.65125219480131,NA,1.03172659571015,1.03881982415685,NA,NA,NA,NA,0.700168200234155,0.378153976997468,-0.969666806942356,0.346083518962075,-0.328083841627915,-2.02844264959035,-0.154780623322645,-1.3252305869549,-3.51665112680993,-0.927437233322596,0.4328,"ROSALI"
+"465","18F","F","100",7,4,-0.2,3,0.075,-0.3,NA,NA,NA,NA,-0.0703683536905339,0.163387312030555,0.158231089506912,-0.380501289124081,0.239764581743014,0.865,0.081,0.662,0.901234567901235,0.068,0,0,0,0.046,2.20135234195401,3.35372495864057,3.51550365558412,1.66565148094846,2.34437928878214,2.00494913214407,1.3336565317693,1.66621251419996,0.990223958852876,1.00394471103622,1.00223557088686,0.00425271335643398,NA,NA,NA,0.674407423735147,0.359872797085932,-0.966737919197329,0.335012210396494,-0.345277046415586,-2.03108720168813,-0.15428725723054,-1.31203550444391,-3.50690408054666,-0.129631646309466,0.245,"ROSALI"
+"466","18F","F","200",7,4,-0.2,3,0.236,-0.3,NA,NA,NA,NA,-0.0802227752374258,0.119283259947105,0.11212724006921,-0.299992165773078,0.139546615298226,0.794,0.127,0.747,0.94488188976378,0.198,0.005,0.005,0.005,0.118,2.1647129398065,3.3269801519844,3.48511664978441,1.68488540965299,2.35571584787091,2.02955793306613,1.32245062264328,1.65424082340682,0.97821100879067,0.998956726781458,1.00400474701085,0.00937584109245632,NA,NA,NA,0.678082372057653,0.358940747585131,-0.953337559436077,0.333795819995355,-0.34210554317253,-2.01335669506344,-0.15292182630079,-1.29928628517478,-3.45092116723056,-0.119777224762574,0.4321,"ROSALI"
+"467","18F","F","300",7,4,-0.2,3,0.389,-0.3,NA,NA,NA,NA,-0.0752792928079113,0.101506274468536,0.0915494313031314,-0.254716178162049,0.104157592546226,0.715,0.158,0.781,0.936708860759494,0.305,0.005,0.007,0.007,0.192,2.16222478521416,3.31228035875138,3.46994404225769,1.67055805047033,2.3325578295482,2.00543391359973,1.31614036101076,1.62401156740149,0.942659340421618,0.987792485857059,0.983441144389304,-0.0257904637014409,NA,NA,NA,0.67431086437069,0.350971610061664,-0.968907298506967,0.329692977123995,-0.34232444522981,-2.01517495235443,-0.152390613693288,-1.30486054355585,-3.46155436970637,-0.124720707192089,0.5907,"ROSALI"
+"468","18F","F","50",7,4,-0.2,3,0.043,-0.3,NA,NA,NA,NA,-0.0861313293111737,0.22758424421061,0.225029877243033,-0.527189888707518,0.354927230085171,0.918,0.074,0.648,0.837837837837838,0.041,0,0,0,0.023,2.07137028194264,3.12539598665074,NA,1.70849052298624,2.37330224363021,NA,1.35376451232167,1.67986729922039,NA,1.02658877027494,1.04835544123881,0.0440346589952795,NA,NA,NA,0.710360562654847,0.382678886351977,-0.959431889916976,0.352777674775059,-0.318363079971306,-2.03332653200294,-0.141448036871794,-1.3053083295409,NA,-0.113868670688826,0.1448,"ROSALI"
+"469","18G","G","100",7,4,-0.4,3,0.097,-0.3,NA,NA,NA,NA,-0.274008094062509,0.168160650647492,0.158624329104161,-0.584911779106664,0.0368955909816462,0.849,0.411,0.939,1,0.094,0,0,0,0.059,2.19731231877445,3.35955936080831,3.52293875204624,1.68478959308498,2.36692784660858,2.03689097087755,1.32686650015489,1.64485896278271,0.964752536115002,0.994777003305283,1.00014058537999,-0.0240824451277272,NA,NA,NA,0.677083866249881,0.365368862476497,-0.961259549796884,0.33053106892253,-0.341568966598635,-2.0282991081296,-0.147955327792962,-1.30523771129159,-3.49556544118402,-0.125991905937491,0.7136,"ROSALI"
+"470","18G","G","200",7,4,-0.4,3,0.212,-0.3,NA,NA,NA,NA,-0.273211314225486,0.116005433408993,0.112365345033071,-0.493447390490305,-0.0529752379606678,0.78,0.66,0.995,1,0.181,0.001,0.001,0.001,0.113,2.16059198240804,3.30304497472938,3.46017023297841,1.67665106707603,2.34189914092701,2.01561717249949,1.31815161933532,1.63070573911825,0.941589111430888,0.996006653637467,0.99247343065647,-0.0104367102510237,NA,NA,NA,0.679480057335554,0.35856418431286,-0.964543158281227,0.328540663686729,-0.346269742959751,-2.01878268237907,-0.156713675652709,-1.30627361626727,-3.47194722321447,-0.126788685774514,0.9471,"ROSALI"
+"471","18G","G","300",7,4,-0.4,3,0.407,-0.3,NA,NA,NA,NA,-0.280806109892456,0.103399774791651,0.0920360466404281,-0.461196761307695,-0.100415458477217,0.73,0.84,0.995,1,0.307,0.014,0.015,0.016,0.202,2.15299511578922,3.29744597120914,3.43958286640401,1.6783373591067,2.35194712458515,2.0181032026131,1.31855435875702,1.63863113897274,0.961243462093518,0.994615065810906,0.997899414224489,0.000958329782173399,NA,NA,NA,0.686128350575811,0.363555074609002,-0.957174038046082,0.326088922697644,-0.343368570285515,-2.02326038921798,-0.154708060318878,-1.31078165545994,-3.46907074569481,-0.119193890107544,0.9919,"ROSALI"
+"472","18G","G","50",7,4,-0.4,3,0.037,-0.3,NA,NA,NA,NA,-0.27925437541475,0.219826009176657,0.225124980312452,-0.720499336827156,0.161990585997656,0.922,0.229,0.903,0.991266375545852,0.036,0,0,0,0.021,2.0908490988115,3.18818801497072,NA,1.69324277462695,2.36124606723864,NA,1.3484775145964,1.68038960518868,1.02571818292784,1.02456980255812,1.02638838952722,0.0373129976866708,NA,NA,NA,0.700958388127646,0.369557087543147,-0.976266194047559,0.332824616006616,-0.342765175406938,-2.06611070716432,-0.145616871927676,-1.32081704683166,NA,-0.12074562458525,0.4328,"ROSALI"
+"473","19A","A","100",7,2,0,3,0.177,-0.5,1.15110266235625,0.647999905965325,0.318725184506899,-0.0141504100884945,-0.198386967604445,0.202854501795266,0.18858758786281,-0.568018639815553,0.171244704606663,0.794,0.206,NA,NA,0.16,0.001,0.001,0.001,0.089,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.329401136151725,-0.670806809504146,-1.15633396188843,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.198386967604445,0.05,"ROSALI"
+"474","19A","A","200",7,2,0,3,0.459,-0.5,1.14368461981461,0.677487837159264,0.313182970799963,-0.00488533028985385,-0.195446899533821,0.161664350327496,0.135267753620327,-0.460571696629662,0.0696778975620197,0.662,0.338,NA,NA,0.353,0.012,0.012,0.012,0.208,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.315151527637078,-0.667460919109886,-1.1597595312879,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.195446899533821,0.05,"ROSALI"
+"475","19A","A","300",7,2,0,3,0.748,-0.5,1.15901421112386,0.67005457904244,0.328368759278484,-0.00173583514701944,-0.181354967062889,0.156124634762276,0.111462614492501,-0.39982169146819,0.0371117573424131,0.565,0.435,NA,NA,0.521,0.035,0.035,0.035,0.356,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.327762507138594,-0.666926907269014,-1.15199001485155,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.181354967062889,0.05,"ROSALI"
+"476","19A","A","50",7,2,0,3,0.08,-0.5,1.14815679675479,0.678898794774937,0.308693713994859,0.0010957111619995,0.240126331891097,0.282292432733608,0.267074378311199,-0.283339449598852,0.763592113381046,0.845,0.155,NA,NA,0.073,0,0,0,0.038,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.332886106512429,-0.680015055842808,-1.17962368321346,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.240126331891097,0.05,"ROSALI"
+"477","19B","B","100",7,2,0.2,3,0.189,0.5,1.15141057673873,0.66697527438615,0.313601513102977,-0.0064179283057249,-0.00417486171556051,0.206069543279151,0.18851556350726,-0.37366536618979,0.365315642758669,0.774,0.068,0.485,0.485294117647059,0.17,0.001,0.001,0.001,0.088,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322355850884154,-0.679010695260718,-1.1667721030915,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.204174861715561,0.187,"ROSALI"
+"478","19B","B","200",7,2,0.2,3,0.438,0.5,1.14951065146594,0.666843305992676,0.320131640109279,-0.000133023613329639,0.0048174698442146,0.161981759581435,0.134971428509822,-0.259726530035037,0.269361469723467,0.654,0.098,0.49,0.591836734693878,0.342,0.012,0.012,0.012,0.21,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322440919547451,-0.681646107893603,-1.15877158705183,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.195182530155785,0.3258,"ROSALI"
+"479","19B","B","300",7,2,0.2,3,0.722,0.5,1.14350679614371,0.666354216581687,0.312628437325762,-0.000529386193586166,0.01366277250061,0.155959810770508,0.111357073898903,-0.20459709234124,0.23192263734246,0.556,0.149,0.523,0.664429530201342,0.493,0.038,0.038,0.039,0.297,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320777361035297,-0.666713328396145,-1.15923649817749,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.18633722749939,0.455,"ROSALI"
+"480","19B","B","50",7,2,0.2,3,0.084,0.5,1.16225768296579,0.686249647660798,0.331147526973766,-0.00525036880160887,-0.0213442418862791,0.267999071820459,0.265778795077572,-0.54227068023832,0.499582196465762,0.862,0.054,0.461,0.462962962962963,0.08,0,0,0,0.036,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.330274703013645,-0.665777977602647,-1.15400695280496,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.221344241886279,0.1171,"ROSALI"
+"481","19C","C","100",7,2,0.2,3,0.167,-0.5,1.16275480174709,0.67148908593878,0.325097801245891,-0.0108038643513773,0.409350458471027,0.209044084010111,0.188949522668808,0.0390093940401637,0.779691522901891,0.775,0.577,0.976,0.998266897746967,0.147,0.002,0.002,0.002,0.096,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.315787291919906,-0.674142811766097,-1.15937964725242,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.209350458471027,0.187,"ROSALI"
+"482","19C","C","200",7,2,0.2,3,0.42,-0.5,1.14340218352774,0.672638630647682,0.32279526085679,-0.00223299762930328,0.404093946603252,0.162945505602707,0.135311820818867,0.138882777798274,0.669305115408231,0.647,0.819,0.984,1,0.338,0.011,0.011,0.011,0.204,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.317918010758516,-0.672832234519545,-1.16222299694662,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.204093946603252,0.3258,"ROSALI"
+"483","19C","C","300",7,2,0.2,3,0.734,-0.5,1.16038230047082,0.672863193917695,0.329966537784033,0.000613240564513162,0.38663890711582,0.160213501902178,0.111984480346562,0.167149325636558,0.606128488595081,0.546,0.857,0.987,1,0.499,0.038,0.038,0.038,0.332,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.330810286865469,-0.674127481966569,-1.1580915733119,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.18663890711582,0.455,"ROSALI"
+"484","19C","C","50",7,2,0.4,3,0.084,-0.5,1.15637442303932,0.663855561316202,0.314698496648654,0.00566503565812914,0.419705085201052,0.268878556448477,0.268285661848005,-0.106134812021039,0.945544982423142,0.946,0.349,0.937,1,0.077,0,0,0,0.034,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.331651861557771,-0.664601787588252,-1.16616906377192,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.0197050852010515,0.1171,"ROSALI"
+"485","19D","D","100",7,2,0.4,3,0.167,0.5,1.14986846014823,0.655303058708444,0.308742422452696,0.000633202623734838,0.187933743960367,0.192175614287769,0.188926628836572,-0.182362448559315,0.558229936480049,0.805,0.161,0.833,0.987577639751553,0.152,0,0,0,0.092,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322337676669028,-0.659170533799809,-1.15523562916243,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.212066256039633,0.5666,"ROSALI"
+"486","19D","D","200",7,2,0.4,3,0.426,0.5,1.15795564546892,0.675183297559079,0.318231699218672,0.00627491967006734,0.195100606705631,0.163212766122222,0.135040881792274,-0.0695795216072261,0.459780735018489,0.639,0.326,0.904,0.993865030674847,0.326,0.01,0.01,0.011,0.202,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.328055860258013,-0.673801792524098,-1.14543449380101,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.204899393294369,0.8538,"ROSALI"
+"487","19D","D","300",7,2,0.4,3,0.72,0.5,1.15819871576381,0.675225811096245,0.31964840951523,0.00250683337822104,0.211851933248099,0.158352138644253,0.111610750622202,-0.00690513797141744,0.430609004467615,0.539,0.466,0.921,0.995708154506438,0.516,0.038,0.038,0.038,0.353,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324439059593614,-0.667064682881154,-1.14537854239563,NA,NA,NA,NA,NA,NA,NA,NA,NA,0.188148066751901,0.9584,"ROSALI"
+"488","19D","D","50",7,2,-0.2,3,0.08,0.5,1.14588783568844,0.68453017947739,0.314033380876729,0.00377556184529166,0.193560442623278,0.274516848587597,0.266985866366268,-0.329731855454607,0.716852740701163,0.668,0.118,0.241,0.0593220338983051,0.076,0,0,0,0.044,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.304471862072407,-0.679126937155356,-1.15813543020047,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.393560442623278,0.3236,"ROSALI"
+"489","19E","E","100",7,2,0.4,3,0.171,-0.5,1.16282041487279,0.672972454547155,0.32056266111604,0.0110162414075776,0.603552423553413,0.197306433010308,0.190635704495589,0.22990644274206,0.977198404364767,0.814,0.878,0.998,1,0.156,0,0,0,0.082,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322176748166028,-0.660750920971405,-1.15671213439022,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.203552423553413,0.5666,"ROSALI"
+"490","19E","E","200",7,2,0.4,3,0.407,-0.5,1.15739911117945,0.666263548850151,0.320108555682927,-0.00435044089984553,0.59382456921384,0.163455141396935,0.136028570826906,0.327208570393105,0.860440568034576,0.665,0.97,1,1,0.32,0.008,0.008,0.008,0.202,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.324893764575042,-0.670060256866502,-1.14695926426631,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.19382456921384,0.8538,"ROSALI"
+"491","19E","E","300",7,2,0.4,3,0.718,-0.5,1.15602667181828,0.681228822240254,0.329697647009611,0.000118406222105875,0.586374845481273,0.155571220019901,0.112494155342584,0.365886301009808,0.806863389952738,0.569,0.984,1,1,0.5,0.024,0.024,0.026,0.321,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322166690027219,-0.673386321240982,-1.15088029798676,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.186374845481273,0.9584,"ROSALI"
+"492","19E","E","50",7,2,-0.4,3,0.103,-0.5,1.13715883282091,0.670785547780749,0.307485563842793,-0.00147695903957603,0.637108604230219,0.287627412612285,0.269627446048719,0.108638809974729,1.16557839848571,0.038,0.661,0.017,0,0.096,0,0,0,0.048,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.339352761671542,-0.682877955105743,-1.16613418615411,NA,NA,NA,NA,NA,NA,NA,NA,NA,-1.03710860423022,0.3236,"ROSALI"
+"493","19F","F","100",7,2,-0.2,3,0.189,-0.5,1.14187253711991,0.66665404364027,0.311270423558833,-0.00482706855317686,0.0141599369511821,0.203044248449942,0.188547920202038,-0.355393986644812,0.383713860547177,0.779,0.076,0.486,0.328947368421053,0.164,0.002,0.002,0.002,0.085,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.321106529853652,-0.675776448505059,-1.16143403752257,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.214159936951182,0.187,"ROSALI"
+"494","19F","F","200",7,2,-0.2,3,0.423,-0.5,1.1555686680526,0.68393681126763,0.319728434422498,-0.00688509376913482,0.00265805701803848,0.163977910755568,0.134715388754932,-0.261384104941628,0.266700218977705,0.646,0.106,0.499,0.481132075471698,0.33,0.008,0.008,0.008,0.207,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323743937731412,-0.67511482153777,-1.15265531748796,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.202658057018038,0.3258,"ROSALI"
+"495","19F","F","300",7,2,-0.2,3,0.738,-0.5,1.15826044280286,0.67995155080252,0.321717514579754,0.00796119613906137,-0.0144215308702535,0.155033774378107,0.111469396954935,-0.232901548901925,0.204058487161418,0.572,0.144,0.541,0.611111111111111,0.509,0.038,0.038,0.039,0.337,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.322447054038767,-0.670831064237474,-1.15885600784095,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.185578469129747,0.455,"ROSALI"
+"496","19F","F","50",7,2,-0.2,3,0.077,-0.5,1.15450221841531,0.67228176079954,0.321890708931254,-0.00273639891776634,0.0178153228322747,0.286026260207031,0.264864899091658,-0.501319879387374,0.536950525051924,0.849,0.072,0.482,0.458333333333333,0.069,0.001,0.001,0.001,0.034,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.311757726425708,-0.673300800289964,-1.18465936004339,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.217815322832275,0.1171,"ROSALI"
+"497","19G","G","100",7,2,-0.4,3,0.18,-0.5,1.15037323696275,0.679007078643067,0.339531146209349,0.00161082293600982,-0.199787271259009,0.211551964405537,0.188962224141113,-0.57015323057559,0.170578688057572,0.784,0.223,0.821,0.986547085201794,0.153,0.003,0.003,0.003,0.097,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320881455164417,-0.65443418372596,-1.15204974258931,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.200212728740991,0.5666,"ROSALI"
+"498","19G","G","200",7,2,-0.4,3,0.409,-0.5,1.14670901101614,0.676095702885136,0.32478080820009,-0.00964266897664517,-0.195134567028111,0.15617472799572,0.134933262293381,-0.459603761123137,0.0693346270669151,0.645,0.327,0.906,0.984709480122324,0.326,0.008,0.008,0.008,0.207,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.320441474289257,-0.669896795363089,-1.15821338947249,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.204865432971889,0.8538,"ROSALI"
+"499","19G","G","300",7,2,-0.4,3,0.74,-0.5,1.16104374114207,0.673422428029311,0.325605269803784,-0.000799834425550828,-0.217683535193469,0.151178600765462,0.111804818274966,-0.436820979012402,0.00145390862546443,0.587,0.497,0.934,0.993963782696177,0.503,0.037,0.037,0.037,0.345,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.325353041111879,-0.672002671494041,-1.14714561536481,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.182316464806531,0.9584,"ROSALI"
+"500","19G","G","50",7,2,-0.4,3,0.1,-0.5,1.13810116064012,0.687313298672488,0.321053761265632,-0.0194941482947475,-0.184783775029588,0.287218297136588,0.266422604393495,-0.706972079640838,0.337404529581662,0.864,0.14,0.755,0.942857142857143,0.094,0,0,0,0.062,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.323683730596881,-0.676819844600505,-1.16149411226497,NA,NA,NA,NA,NA,NA,NA,NA,NA,-0.215216224970412,0.3236,"ROSALI"
+"501","20A","A","100",7,4,0,3,0.295,-0.5,NA,NA,NA,NA,0.205073063099109,0.178145135832791,0.15861554095674,-0.105813397176101,0.51595952337432,0.713,0.287,NA,NA,0.228,0.007,0.008,0.009,0.148,2.18062641571059,3.33034672077607,3.47535156146292,1.67880020366326,2.34158620944642,2.01100050093823,1.31987195126776,1.62831585060111,0.93844838430627,0.997333198577432,0.996826380035874,-0.00760697493751663,NA,NA,NA,0.658757507220313,0.328329671505728,-1.01631396401328,0.312015678448927,-0.366509586197356,-2.03389329402312,-0.16228960654242,-1.29542736494421,-3.47060202952868,-0.205073063099109,0.05,"ROSALI"
+"502","20A","A","200",7,4,0,3,1.034,-0.5,NA,NA,NA,NA,-0.182440077001851,0.165012344403455,0.114296174024498,-0.406460578089867,0.0415804240861649,0.571,0.429,NA,NA,0.597,0.09,0.099,0.101,0.389,2.17515973675979,3.32480883203692,3.4845840300335,1.68623211742348,2.35621322749202,2.03692159440018,1.31667036744105,1.63410928596783,0.956238006358388,1.00022595227627,0.999802691554704,0.00374404264497249,NA,NA,NA,0.690014749251775,0.363520910545707,-0.951185945660565,0.328231820400994,-0.344998147995412,-2.01081658196291,-0.16927144665025,-1.32651377934497,-3.51239451507128,0.182440077001851,0.05,"ROSALI"
+"503","20A","A","300",7,4,0,3,2.029,-0.5,NA,NA,NA,NA,-0.137560038594225,0.186791601252387,0.0958511991968218,-0.325428389019996,0.0503083118315454,0.609,0.391,NA,NA,0.861,0.303,0.327,0.348,0.642,2.16098603888494,3.31786417025917,3.47265317652864,1.6743579215471,2.34945312888152,2.02253066131747,1.33584321923021,1.66514428869011,1.00001308448739,1.00145911455018,1.00344922834554,-0.0012454804698899,NA,NA,NA,0.683033550763685,0.351291578132913,-0.979725908864129,0.329486359685996,-0.344031567343903,-2.01529952896677,-0.153700555607474,-1.30195745184549,-3.47613906409055,0.137560038594225,0.05,"ROSALI"
+"504","20A","A","50",7,4,0,3,0.1,-0.5,NA,NA,NA,NA,0.217679753399333,0.235494597945068,0.224725610575476,-0.2227824433286,0.658141950127267,0.817,0.183,NA,NA,0.091,0,0,0,0.053,1.9120231819337,2.88190046866524,NA,1.64554185066569,2.29275630073598,NA,1.32397045447324,1.6486803179012,NA,0.993238447727586,0.98977970677823,NA,NA,NA,NA,0.684313983785576,0.378332178591119,-0.933868571237404,0.327023555321087,-0.358805513765823,-2.04818823887447,-0.165467418832307,-1.32609024934974,-3.51510627135617,-0.217679753399333,0.05,"ROSALI"
+"505","20B","B","100",7,4,0.2,3,0.353,0.5,NA,NA,NA,NA,0.00507097043730254,0.177151964746931,0.159033199248929,-0.306634100090599,0.316776040965204,0.747,0.074,0.505,0.554054054054054,0.281,0.008,0.01,0.01,0.178,2.18453524599762,3.35523881972359,3.50978320512068,1.6682691090622,2.32127379218077,1.98981069626688,1.32001180632904,1.64547849137166,0.967494475855039,0.995003232145297,0.991762617677623,-0.0167159201914921,NA,NA,NA,0.673904325046288,0.35936621503198,-0.977770189191741,0.32039297464464,-0.37278719568517,-2.06371557357629,-0.158510147503764,-1.31017133895722,-3.48859614735937,0.194929029562697,0.245,"ROSALI"
+"506","20B","B","200",7,4,0.2,3,1.101,0.5,NA,NA,NA,NA,0.0294040698126574,0.169676720471287,0.114191166154149,-0.194410615849474,0.253218755474789,0.605,0.181,0.546,0.679558011049724,0.613,0.107,0.118,0.124,0.45,2.17886518559921,3.3288998573125,3.48867550409765,1.6749486988047,2.35377989100759,2.02598569732693,1.31837344616691,1.63858059719932,0.957282440420393,1.00340293643418,1.00732104178527,0.0218057914269744,NA,NA,NA,0.679861263589198,0.365338878879827,-0.952565301409307,0.323015906166961,-0.34579193735769,-2.02509393198979,-0.149651836425505,-1.30835089561227,-3.47564550708407,0.170595930187343,0.4321,"ROSALI"
+"507","20B","B","300",7,4,0.2,3,2.034,0.5,NA,NA,NA,NA,0.0840099197843659,0.177493762130592,0.095771143785911,-0.10370152203602,0.271721361604751,0.658,0.374,0.703,0.810160427807487,0.872,0.343,0.377,0.394,0.692,2.16590298278255,3.32479552800996,3.48428832574146,1.67443488719584,2.34454183004727,2.02272802061678,1.33030065599021,1.64458141362966,0.969014399016554,1.0013806003473,0.996851443112055,-0.00836091421225611,NA,NA,NA,0.674658519850797,0.349485015264681,-0.967916992106498,0.326843540286484,-0.346287124945742,-2.02484599560731,-0.164901332995288,-1.3265145525096,-3.49008115743238,0.115990080215634,0.5907,"ROSALI"
+"508","20B","B","50",7,4,0.2,3,0.085,0.5,NA,NA,NA,NA,-0.00799220377290282,0.228448387332445,0.224231387827118,-0.447485723914055,0.431501316368249,0.845,0.057,0.488,0.403508771929825,0.08,0,0,0,0.047,1.9582200906742,2.95767742655847,NA,1.66346437012818,2.32416903919362,NA,1.34080072174465,1.64627496351905,NA,0.980657247441322,0.964434299031982,-0.045508444930471,NA,NA,NA,0.676208930324375,0.34447620873014,-0.998724180688313,0.333386392258444,-0.333124088518526,-2.04194810364376,-0.15814767929593,-1.33267857088537,NA,0.207992203772903,0.1448,"ROSALI"
+"509","20C","C","100",7,4,0.2,3,0.326,-0.5,NA,NA,NA,NA,0.404277626450035,0.173817871279572,0.159240987358965,0.0921652912264633,0.716389961673608,0.74,0.717,0.986,1,0.27,0.003,0.005,0.005,0.15,2.16992767764335,3.33138345055907,3.49159326028147,1.69650990493441,2.37233091275766,2.05180095066216,1.33792388584217,1.65687482223336,0.979034555840744,0.9859885577255,0.977886235772078,-0.025136267254032,NA,NA,NA,0.676275291360771,0.349741038997518,-0.949228691959824,0.326035981828887,-0.335524671944746,-1.99669210959667,-0.153545009981507,-1.30272567385624,-3.45322737156763,-0.204277626450035,0.245,"ROSALI"
+"510","20C","C","200",7,4,0.2,3,1.054,-0.5,NA,NA,NA,NA,0.376625768455752,0.164313608868748,0.114928318084983,0.151366265009187,0.601885271902318,0.601,0.835,0.984,0.998802395209581,0.616,0.087,0.099,0.101,0.438,2.17311486235537,3.31678603645771,3.47480382426482,1.6895722472964,2.35622117161396,2.03166642979259,1.32440840338932,1.64606165543611,0.959112840091958,0.999692319783895,0.990757051734862,-0.0196414391130764,NA,NA,NA,0.683155985199446,0.355062994903542,-0.983416834225291,0.319935337585553,-0.360802860512231,-2.04518685470534,-0.149165265663877,-1.30623828397167,-3.4620762624328,-0.176625768455752,0.4321,"ROSALI"
+"511","20C","C","300",7,4,0.2,3,1.955,-0.5,NA,NA,NA,NA,0.336083093432274,0.186637807795515,0.0957766947868697,0.14836077165001,0.523805415214539,0.6,0.754,0.989,1,0.842,0.28,0.313,0.33,0.641,2.17318790575337,3.32887706164321,3.49018880988124,1.67797941987585,2.35486958598215,2.03046632837912,1.31735531574871,1.63772774657139,0.957225504166749,1.00669639126434,1.00359006176291,0.00739912209148555,NA,NA,NA,0.681016736408932,0.363944413269545,-0.950976872974701,0.324591961259342,-0.350614413647558,-2.02201952062679,-0.151220797100158,-1.30264374529401,-3.44025535110403,-0.136083093432274,0.5907,"ROSALI"
+"512","20C","C","50",7,4,0.4,3,0.084,-0.5,NA,NA,NA,NA,0.406145129423394,0.229942075906054,0.226560657170367,-0.0379137586305254,0.850204017477313,0.943,0.433,0.964,1,0.078,0,0,0,0.048,1.80355628101394,2.71698296073572,NA,1.59023476117215,2.21405690088079,NA,1.31845157874562,1.61803916510399,NA,0.992029196638038,0.970841841118576,NA,NA,NA,NA,0.696422665954387,0.396613436692531,-0.946766770241244,0.321616643936026,-0.350151207392766,-2.05406133750357,-0.167402032834674,-1.34894910617937,NA,-0.0061451294233939,0.1448,"ROSALI"
+"513","20D","D","100",7,4,0.4,3,0.339,0.5,NA,NA,NA,NA,0.206023723681445,0.182452606429738,0.158971342137337,-0.105560106907737,0.517607554270626,0.744,0.278,0.866,0.992805755395683,0.269,0.007,0.011,0.011,0.187,2.18652311351496,3.3244273041338,3.48059022832453,1.68085616620752,2.35977186206771,2.02602422741261,1.32229398086126,1.62084232173257,0.938804373802507,1.00749771543605,0.999313935681837,-0.000873642976034576,NA,NA,NA,0.685586625905708,0.354235243078017,-0.966984233043474,0.31128479558965,-0.360827209319942,-2.03496527630338,-0.159684914417785,-1.32432581699688,-3.48542650739455,0.193976276318555,0.7136,"ROSALI"
+"514","20D","D","200",7,4,0.4,3,1.131,0.5,NA,NA,NA,NA,0.235280604220864,0.16706334884591,0.11462957258913,0.0106066419461696,0.459954566495559,0.621,0.528,0.928,0.988636363636364,0.638,0.115,0.134,0.139,0.473,2.16684357037712,3.32336043372119,3.47890040501698,1.66902240939268,2.34109279293119,2.01593787863752,1.31340584351445,1.64043749196729,0.955424106274857,0.996510252105578,0.9978564090347,0.00545016331168301,NA,NA,NA,0.669757953801066,0.346970422693354,-0.976779477409896,0.336180999617177,-0.325272387037872,-1.98533538460549,-0.161909973309621,-1.32066045313823,-3.48877255538195,0.164719395779136,0.9471,"ROSALI"
+"515","20D","D","300",7,4,0.4,3,2.047,0.5,NA,NA,NA,NA,0.277292460321887,0.181986741091852,0.096190550555688,0.0887589812327388,0.465825939411036,0.648,0.744,0.926,0.974462365591398,0.876,0.328,0.354,0.375,0.682,2.173849810327,3.3264784115628,3.47581443227155,1.68399036483028,2.35090757230427,2.01713856805201,1.32472021793169,1.64991608860173,0.964546352661077,1.00571387378232,1.00519284706371,0.000567608216169405,NA,NA,NA,0.683729785193217,0.356600434745672,-0.960448823483003,0.325045236485127,-0.344118907163133,-2.02180994179134,-0.157359359448895,-1.31169483057924,-3.48683994239541,0.122707539678113,0.9919,"ROSALI"
+"516","20D","D","50",7,4,-0.2,3,0.089,0.5,NA,NA,NA,NA,0.169031536494948,0.227147941031577,0.225128394472158,-0.272220116670481,0.610283189660378,0.632,0.126,0.239,0.0317460317460317,0.082,0,0,0,0.049,1.92127358750802,NA,NA,1.67429728595162,2.3331875768693,NA,1.33037093450712,1.62871565568769,NA,1.02801954697902,1.02575209146749,0.0286528514315229,NA,NA,NA,0.706098513730112,0.401887877824268,-0.926767545050053,0.351120246337669,-0.324735557814624,-1.9813752976259,-0.147250019721104,-1.30998857242368,NA,-0.369031536494948,0.4328,"ROSALI"
+"517","20E","E","100",7,4,0.4,3,0.274,-0.5,NA,NA,NA,NA,0.601035797612512,0.182290106795612,0.160757687281818,0.285950730540149,0.916120864684874,0.742,0.947,0.999,1,0.219,0.005,0.006,0.006,0.133,2.18820125556836,3.33202828557867,3.47275452620648,1.67934553183658,2.34744823615042,2.01714336531179,1.32235432509955,1.63923408770699,0.960477666126393,1.00129882371116,0.995761014069492,-0.00370795307196389,NA,NA,NA,0.669356564442738,0.35830690288574,-0.967023572409373,0.311861337604572,-0.374842837972314,-2.06759189573727,-0.150601381824296,-1.30697423588238,-3.47371917806971,-0.201035797612512,0.7136,"ROSALI"
+"518","20E","E","200",7,4,0.4,3,0.967,-0.5,NA,NA,NA,NA,0.574117466349028,0.159298447293253,0.115318802858504,0.34809261274636,0.800142319951695,0.604,0.984,1,1,0.579,0.075,0.08,0.082,0.4,2.16374756208281,3.31630780693241,3.47447208975112,1.67962608605616,2.35633178437559,2.03354767084901,1.31682002520403,1.63957315167211,0.962888396343764,1.00233343982053,0.99549156159194,-0.014638407367252,NA,NA,NA,0.67530335562303,0.351900883311905,-0.977050361156418,0.328399847221135,-0.350641270028487,-2.0051160120315,-0.150627662598432,-1.30730427142862,-3.46308367910578,-0.174117466349028,0.9471,"ROSALI"
+"519","20E","E","300",7,4,0.4,3,1.927,-0.5,NA,NA,NA,NA,0.537910803836069,0.183949114802225,0.0964053410164931,0.348956335443743,0.726865272228396,0.626,0.99,1,1,0.853,0.263,0.296,0.312,0.635,2.16597987071726,3.31622290836969,3.47246910145989,1.68228586471341,2.34862466551026,2.01601364755156,1.31664521020991,1.63323953385915,0.961966541825097,0.993452408664745,0.984373693248124,-0.0258573847863458,NA,NA,NA,0.676025804024855,0.358718902451729,-0.966029275309799,0.330716783689329,-0.338969578581685,-2.0116266763029,-0.152600547048982,-1.2945332337228,-3.44624725294631,-0.137910803836069,0.9919,"ROSALI"
+"520","20E","E","50",7,4,-0.4,3,0.076,-0.5,NA,NA,NA,NA,0.61204294984147,0.232596737408746,0.228704711592068,0.163781715121016,1.06030418456192,0.011,0.774,0.006,0,0.071,0,0,0,0.036,1.61870272872139,NA,NA,1.52823208259105,2.10564818152782,NA,1.28847600421418,1.57426909850378,NA,1.01512153379132,1.00318898279162,NA,NA,NA,NA,0.695840721848793,0.364698657955011,NA,0.325932931859161,-0.347470537838216,-2.05573526971635,-0.151965799640089,-1.29627402251723,-3.51166438994375,-1.01204294984147,0.4328,"ROSALI"
+"521","20F","F","100",7,4,-0.2,3,0.354,-0.5,NA,NA,NA,NA,0.0122284143877994,0.179959266765979,0.158119087011784,-0.297684996155297,0.322141824930896,0.698,0.074,0.469,0.405405405405405,0.28,0.007,0.008,0.008,0.167,2.17302515045033,3.3381836446468,3.48908615518072,1.68053569342597,2.34374234927808,2.02344914519677,1.31240960320872,1.6242309576462,0.94388263329953,0.984393178369214,0.971834206047785,-0.021421103257739,NA,NA,NA,0.667581810982837,0.326791037394688,-1.0026116438733,0.311856523804096,-0.372206456602071,-2.05870915392895,-0.152076837679307,-1.31079189978136,-3.47647000763244,-0.212228414387799,0.245,"ROSALI"
+"522","20F","F","200",7,4,-0.2,3,1.046,-0.5,NA,NA,NA,NA,-0.033185071253726,0.161907443320243,0.113971455357674,-0.256569123754767,0.190198981247315,0.625,0.174,0.585,0.706896551724138,0.597,0.101,0.112,0.12,0.439,2.17324658668988,3.32555847737797,3.48306430446179,1.66681963072478,2.33568508976327,2.00482541804733,1.30483945562095,1.62225323197264,0.942971469194054,1.00190478511328,1.00673501739924,0.0190067474803563,NA,NA,NA,0.681678178413351,0.355801591538274,-0.953865330578089,0.326250239304911,-0.344559617221985,-2.02243609335167,-0.152450025857453,-1.30101365365091,-3.47844960673064,-0.166814928746274,0.4321,"ROSALI"
+"523","20F","F","300",7,4,-0.2,3,2.02,-0.5,NA,NA,NA,NA,-0.0817735513217137,0.183636228141434,0.0957758667997193,-0.269494250249163,0.105947147605736,0.641,0.397,0.694,0.783375314861461,0.865,0.337,0.369,0.385,0.664,2.18040351829112,3.34632251834707,3.5072695034213,1.66670859018097,2.34057247187747,2.0076781818262,1.32575448515137,1.65059059134675,0.977286042608199,0.996783914613435,0.993390441171708,-0.0120253292044969,NA,NA,NA,0.680901442267191,0.361704688702886,-0.968588413007254,0.32596201387878,-0.358979229953821,-2.03188897889995,-0.154187098311547,-1.30795474812163,-3.47768174426763,-0.118226448678286,0.5907,"ROSALI"
+"524","20F","F","50",7,4,-0.2,3,0.098,-0.5,NA,NA,NA,NA,0.0259233870018424,0.229034068324397,0.22351892230796,-0.41217370072176,0.464020474725445,0.814,0.055,0.449,0.381818181818182,0.087,0,0,0,0.048,1.97290397537248,2.95572578269428,NA,1.64968970921077,2.28402872699842,NA,1.3128345718559,1.63065211662471,NA,0.993399275423493,0.985834614103617,-0.0332524539506589,NA,NA,NA,0.668386346491307,0.341316570529039,-0.99378517634575,0.324620276460994,-0.340762856470684,-2.02513758520746,-0.170772499480203,-1.35343006112202,NA,-0.225923387001842,0.1448,"ROSALI"
+"525","20G","G","100",7,4,-0.4,3,0.323,-0.5,NA,NA,NA,NA,-0.197364535426462,0.171749970224153,0.159134986680352,-0.509269109319951,0.114540038467027,0.736,0.25,0.871,0.992,0.244,0.004,0.011,0.011,0.173,2.17669785337729,3.31790586552771,3.45929776951234,1.67339593191421,2.35499860146035,2.02955788492579,1.3212605996678,1.63599525264128,0.933246778924732,0.982013985004114,0.98556250690673,-0.0287197326219327,NA,NA,NA,0.675926948878757,0.352867206490443,-0.978336179506536,0.321951718224806,-0.370890272488365,-2.0492003409052,-0.153377176397824,-1.30638426633964,-3.51849704211217,-0.202635464573538,0.7136,"ROSALI"
+"526","20G","G","200",7,4,-0.4,3,1.121,-0.5,NA,NA,NA,NA,-0.244998918324673,0.159528405521999,0.114512584085262,-0.469443583131787,-0.0205542535175593,0.649,0.553,0.945,0.990958408679928,0.642,0.106,0.119,0.12,0.48,2.1621375850815,3.31806040484223,3.4843158020846,1.68672117278322,2.37345159962471,2.05241007531984,1.31537369886897,1.63872660572798,0.956337950213757,1.0090604753185,1.01797944484858,0.0247742268002492,NA,NA,NA,0.677322962510305,0.359148806322547,-0.947857386973054,0.318598519504471,-0.347674207445889,-2.03170022910039,-0.150870454952734,-1.30338809953366,-3.45643531978657,-0.155001081675327,0.9471,"ROSALI"
+"527","20G","G","300",7,4,-0.4,3,2.07,-0.5,NA,NA,NA,NA,-0.286731348141703,0.176592479428567,0.0960856103319433,-0.475059144392312,-0.0984035518910938,0.661,0.753,0.935,0.98140770252324,0.854,0.365,0.401,0.421,0.689,2.17088640545217,3.32647994512082,3.47471922773023,1.67035067003079,2.33940258536075,2.00753366297627,1.3236393580975,1.64443874175043,0.966770961589833,0.996247681921689,0.99745068757152,-0.0100414207842852,NA,NA,NA,0.670287335207203,0.341310291906914,-0.979496138759939,0.322336490215937,-0.353918559559853,-2.02867818152866,-0.148034856048082,-1.30849076122051,-3.45884864427643,-0.113268651858297,0.9919,"ROSALI"
+"528","20G","G","50",7,4,-0.4,3,0.09,-0.5,NA,NA,NA,NA,-0.1873679238346,0.231958180067644,0.224478086400055,-0.627344973178709,0.252609125509508,0.836,0.141,0.794,0.971631205673759,0.086,0,0,0,0.058,2.00343811288649,3.06009095646859,NA,1.66644802572886,2.30997973857506,NA,1.31224040965897,1.63274548140122,0.920974781042883,0.99737003510163,0.991864665086825,-0.0250206137256382,NA,NA,NA,0.68314773277269,0.35443535106897,-0.984275681709389,0.316653869223251,-0.365768935502483,-2.08131585749275,-0.144176229244711,-1.30244232884045,NA,-0.2126320761654,0.4328,"ROSALI"

Scripts/Analysis/DIF-RESIDUALS/pcm_dif_residus.do

@@ -0,0 +1,375 @@
+*=================================================================================================================================================
+* Date : 2024-01-23
+* Stata version : Stata 18 SE
+*
+* This program analyses simulated data accounting for DIF through a partial credit model
+*
+* ado-files needed : - pcm, rosali (version 5.5 October 25, 2023, available on gitea)
+*
+*
+*================================================================================================================================================
+adopath+"/home/corentin/Documents/These/Recherche/ROSALI-SIM/Modules/rosali_custom"
+
+
+local N = "50 100 200 300"
+ local ss = "1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20"
+ foreach s in `ss' {
+ foreach Nnn in `N' {
+ local Nn =  `Nnn'
+ local path_data = "/home/corentin/Documents/These/Recherche/Simulations/Analysis/RESALI/Detection_data"
+ local path_res = "/home/corentin/Documents/These/Recherche/Simulations/Analysis/RESALI/Results/N`Nn'"
+ local scenarios = "A B C D E F G"
+ if (`s' <= 4) {
+   local scenarios = "A B C D E"
+ }
+ foreach scen in `scenarios' {
+ clear
+ import delim "`path_data'/`s'`scen'_`Nn'.csv", encoding(ISO-8859-2)  case(preserve) clear
+ rename TT tt
+
+  if (`s'<=2) {
+    local nbitems=4
+  }
+  else if (`s'<=4) {
+    local nbitems=7
+  }
+  else if (`s'<=12) {
+    local nbitems=4
+  }
+  else {
+    local nbitems=7
+  }
+
+ if (mod(`s',2)==0) {
+   local nbmoda=3
+ }
+ else {
+   local nbmoda=1
+ }
+
+  if (`s'<=4) {
+    local nbdif=0
+  }
+  else if (`s'<=8) {
+    local nbdif=1
+  }
+  else if (`s'<=16) {
+    local nbdif=2
+  }
+  else {
+    local nbdif=3
+  }
+  * taillemat = Maximum J*M cases pour les items par et J*M cases pour les dif par + J cases pour les DIF detect + nbdif cases pour dif réel
+  local taillemat=2*`nbitems'*`nbmoda'+`nbitems'+`nbdif'+2
+  if (mod(`s',2)==0) {
+    local taillemat=2*`nbitems'*`nbmoda'+`nbitems'+`nbitems'+`nbdif'+2
+  }
+  local colna=""
+  forvalues i=1/`nbitems' {
+    forvalues z=1/`nbmoda' {
+      local colna = "`colna'"+"item`i'_`z' "
+      local colna = "`colna'"+"dif_`i'_`z' "
+    }
+  }
+  forvalues i=1/`nbitems' {
+    if (mod(`s',2)==1) {
+      local colna = "`colna'"+"dif_detect_`i' "
+    }
+    if (mod(`s',2)==0) {
+      local colna = "`colna'"+"dif_detect_`i' "+"dif_detect_unif_`i' "
+    }
+  }
+
+  forvalues i=1/`nbdif' {
+    local colna = "`colna'"+"real_dif_`i' "
+  }
+ local colna = "`colna'" + "beta " + "se_beta"
+  mat outmat = J(1000,`taillemat',.)
+  mat colnames outmat= `colna'
+  di "Scenario `s'`scen' / N=`Nnn'"
+  forvalues k=1/1000 {
+    if (mod(`k',100)==0) {
+      di "`k'/1000"
+    }
+    preserve
+    qui keep if replication==`k'
+
+
+    * MERGE des modalités si non représentées
+
+    if (`nbmoda'>1 & `Nn'==50) {
+          local com_z = 0
+          qui gen comz = 0
+          forvalues j = 1 / `nbitems' {
+          local recoda_`j' = 0
+          qui tab item`j' if tt == 0, matrow(rect1_g0_`j') matcell(nbrt1_g0_`j')
+          local maxm`j'_t1_g0 = rect1_g0_`j'[r(r),1]
+          local minm`j'_t1_g0 = rect1_g0_`j'[1,1]
+
+          qui tab item`j' if tt == 1, matrow(rect1_g1_`j') matcell(nbrt1_g1_`j')
+          local minm`j'_t1_g1 = rect1_g1_`j'[1,1]
+          local maxm`j'_t1_g1 = rect1_g1_`j'[r(r),1]
+
+          local minm_`j' = min(`minm`j'_t1_g0',`minm`j'_t1_g1')
+          local maxm_`j' = max(`maxm`j'_t1_g0',`maxm`j'_t1_g1')
+          local nbm_`j' =  `=`maxm_`j''-`minm_`j'''
+
+          if `minm_`j'' != 0 & `com_z' == 0 {
+            local com_z = 1
+          }
+
+          qui count if item`j' == 3 & tt == 0
+          local mod3plac = r(N)
+          qui count if item`j' == 3 & tt == 1
+          local mod3tt = r(N)
+          local nb_rn3 = min(`mod3plac',`mod3tt')
+          if `nb_rn3'==0 {
+            qui replace comz = 1
+          }
+
+          forvalues m = 0/`=`nbm_`j''-1' {
+            qui count if item`j' == `m' & tt == 0
+            local nb_rn1_g0 = r(N)
+            qui count if item`j' == `m' & tt == 1
+            local nb_rn1_g1 = r(N)
+            local nb_rn = min(`nb_rn1_g0',`nb_rn1_g1')
+            if `nb_rn' == 0 {
+              qui replace comz = 1
+              local recoda_`j' = 1
+              if  `m' == 0 | `m' < `minm`j'_t1_g0' | `m' < `minm`j'_t1_g1' {
+                local stop = 1
+                forvalues kk = 1/`=`nbm_`j''-`m'' {
+                  qui count if item`j' == `=`m' + `kk'' & tt == 0
+                  local v`kk'1_0 = r(N)
+                  qui count if item`j' == `=`m' + `kk'' & tt == 1
+                  local v`kk'1_1 = r(N)
+                  if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0 {
+                    qui replace item`j'= `=`m'+`kk'' if item`j'==`m'
+                    local zzz=`j'+`nbitems'
+                    *qui replace item`zzz'=`=`m'+`kk'' if item``=`j'+`nbitems'''==`m'
+                    *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                    local stop = 0
+                  }
+                }
+              }
+              else if `m' == `=`nbm_`j''-1' | `m' >= `maxm`j'_t1_g1' {
+                local stop = 1
+                forvalues kk = 1/`=`m'' {
+                  qui count if item`j' == `=`m' - `kk'' & tt == 0
+                  local v`kk'1_0 = r(N)
+                  qui count if item`j' == `=`m' - `kk'' & tt == 1
+                  local v`kk'1_1 = r(N)
+                  if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0 {
+                    qui replace item`j'= `=`m' - `kk'' if item`j'==`m'
+                    local zzz=`j'+`nbitems'
+                    *qui replace item`zzz'= `=`m' - `kk'' if item`zzz'==`m'
+                    *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                    local stop = 0
+                  }
+                }
+              }
+              else {
+                if runiform()>0.5{
+                  local stop = 1
+                  forvalues kk = 1/`m' {
+                    qui count if item`j' == `=`m' - `kk'' & tt == 0
+                    local v`kk'1_0 = r(N)
+                    qui count if item`j' == `=`m' - `kk'' & tt == 1
+                    local v`kk'1_1 = r(N)
+                    if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0 {
+                      qui replace item`j'= `=`m'-`kk'' if item`j'==`m'
+                      local zzz=`j'+`nbitems'
+                      *qui replace item`zzz'=`=`m'-`kk'' if item``=`j'+`nbitems'''==`m'
+                      *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                      local stop = 0
+                    }
+                  }
+                }
+                else {
+                  local stop = 1
+                  forvalues kk = 1/`=`nbm_`j''-`m'' {
+                    qui count if item`j' == `=`m' + `kk'' & tt == 0
+                    local v`kk'1_0 = r(N)
+                    qui count if item`j' == `=`m' + `kk'' & tt == 1
+                    local v`kk'1_1 = r(N)
+                    if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0{
+                      qui replace item`j'=`=`m' + `kk'' if item`j'==`m'
+                      local zzz=`j'+`nbitems'
+                      *qui replace item`zzz'=`=`m' + `kk'' if item``=`j'+`nbitems'''==`m'
+                      *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                      local stop = 0
+                    }
+                    else {
+                      if `stop' != 0 {
+                        qui replace item`j'= `nbm_`j'' if item`j'==`m'
+                        local zzz=`j'+`nbitems'
+                        *qui replace item`zzz'= `nbm_`j'' if item``=`j'+`nbitems'''==`m'
+                        *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                        local stop = 0
+                      }
+                    }
+                  }
+                }
+              }
+            }
+          }
+          qui levelsof item`j'
+          local val = r(levels)
+          local checker: word 1 of `val'
+          local checker2: word 2 of `val'
+          local checker3: word 3 of `val'
+          local nummoda=r(r)
+          local nbmoda_`j'=`nummoda'-1
+          if (`nummoda'==2) {
+            qui recode item`j' (`checker'=0) (`checker2'=1)
+          }
+          if (`nummoda'==3) {
+          if (`checker'!=0) {
+            qui recode item`j' (`checker'=0) (`checker2'=1) (`checker3'=2)
+          }
+          else if (`checker2'!=1) {
+            qui recode item`j' (`checker2'=1) (`checker3'=2)
+          }
+          else if (`checker3'!=2) {
+            qui recode item`j' (`checker3'=2)
+          }
+        }
+      }
+
+      qui valuesof comz
+      local val = r(values)
+      local checker: word 1 of `val'
+    }
+    else {
+      forvalues jj=1/`nbitems' {
+        local nbmoda_`jj'=`nbmoda'
+      }
+    }
+    local nbitems2 = 2*`nbitems'
+
+    * Calculer le nbre d'items détectés
+    local nbdetect = 0
+    local stop = 0
+    forvalues jj=1/`nbitems' {
+        qui levelsof dif_detect_`jj'
+        local detected=r(levels)
+        if (`stop'==0) {
+          mat testm=J(1,1,.)
+          if (`detected'==testm[1,1]) {
+            local stop = 1
+            local nbdetect = `jj'-1
+          }
+        }
+    }
+    * Stocker les items détectés +
+    * Définition des contraintes
+    local csrt=0
+    mat testm=J(1,1,0)
+    forvalues u=1/`nbdetect' {
+      qui levelsof dif_detect_`u'
+      local detected=r(levels)
+       local difitems`u'=`detected'
+        local i=`difitems`u''
+        qui levelsof dif_detect_unif_`u'
+        local detected_unif=r(levels)
+         if (`nbmoda_`i''==3 & `detected_unif'!=testm[1,1]){
+          local constrnt`u' = "constraint `u' 2*([1.item`i']_cons-([1.item`i']_cons+[1.item`i'] tt))=([2.item`i']_cons-([2.item`i']_cons+[2.item`i'] tt))"
+          qui `constrnt`u''
+          local v=`u'+100
+          local constrnt`u'_2 = "constraint `v' 3*([1.item`i']_cons-([1.item`i']_cons+[1.item`i'] tt))=([3.item`i']_cons-([3.item`i']_cons+[3.item`i'] tt))"
+          qui `constrnt`u'_2'
+         }
+         if (`nbmoda_`i''==2 & `detected_unif'!=testm[1,1]){
+          local constrnt`u' = "constraint `u' 2*([1.item`i']_cons-([1.item`i']_cons+[1.item`i'] tt))=([2.item`i']_cons-([2.item`i']_cons+[2.item`i'] tt))"
+          qui `constrnt`u''
+         }
+        }
+    * Définition du modèle
+    local mod "gsem "
+    local conformula = ""
+    forvalues i=1/`nbitems' {
+        local mod = "`mod'"+"(1.item`i'<-THETA@1)"
+        if (`nbmoda_`i''==3) {
+          local mod = "`mod'"+"(2.item`i'<-THETA@2)(3.item`i'<-THETA@3)"
+        }
+        else if (`nbmoda_`i''==2) {
+          local mod = "`mod'"+"(2.item`i'<-THETA@2)"
+        }
+    }
+    forvalues u=1/`nbdetect' {
+        local v=`difitems`u''
+        local mod = "`mod'"+"(1.item`v'<-THETA@1 tt)"
+        if (`nbmoda_`v''==3) {
+          local mod = "`mod'"+"(2.item`v'<-THETA@2 tt)(3.item`v'<-THETA@3 tt)"
+        }
+        else if (`nbmoda_`v''==2) {
+          local mod = "`mod'"+"(2.item`v'<-THETA@2 tt)"
+        }
+        local w= 100+`u'
+        qui levelsof dif_detect_unif_`u'
+        local detected=r(levels)
+        local unif_`u'=r(levels)
+        if (`detected'!=testm[1,1] & `nbmoda_`v''==3) {
+          local conformula = "`conformula'" + "`u' " + "`w' "
+        }
+        else if (`detected'!=testm[1,1] & `nbmoda_`v''==2) {
+          local conformula = "`conformula'" + "`u' "
+        }
+    }
+    if ("`conformula'" != "") {
+      local mod = "`mod'" + "(THETA<-tt), mlogit tol(0.01) iterate(500) latent(THETA) nocapslatent constraint(`conformula')"
+    }
+    else {
+      local mod = "`mod'" + "(THETA<-tt), mlogit tol(0.01) iterate(500) latent(THETA) nocapslatent"
+    }
+    *calcul du modèle
+    qui `mod'
+    mat V=r(table)
+    mat W=V[1..2,1...]
+
+    * compilation
+    forvalues j=1/`nbitems' {
+      forvalues z=1/`nbmoda_`j'' {
+        mat outmat[`k',colnumb(outmat,"item`j'_`z'")] = W[1,colnumb(W,"`z'.item`j':_cons")]
+      }
+    }
+
+    * compilation DIF
+    forvalues u=1/`nbdetect' {
+      local j=`difitems`u''
+        forvalues z=1/`nbmoda_`j'' {
+          mat outmat[`k',colnumb(outmat,"dif_`u'_`z'")] = W[1,colnumb(W,"`z'.item`j':tt")]
+        }
+        mat outmat[`k',colnumb(outmat,"dif_detect_`u'")] = `j'
+        if (mod(`s',2)==0) {
+          mat outmat[`k',colnumb(outmat,"dif_detect_unif_`u'")] = `unif_`u''
+        }
+      }
+    * Stocker les items de DIF originaux
+    if (`nbdif' > 0) {
+      qui levelsof dif1
+      local ldif1 = r(levels)
+      local diff1: word 1 of `ldif1'
+      qui mat outmat[`k',colnumb(outmat,"real_dif_1")]=`diff1'
+      if (`nbdif' > 1) {
+        qui levelsof dif2
+        local ldif2 = r(levels)
+        local diff2: word 1 of `ldif2'
+        qui mat outmat[`k',colnumb(outmat,"real_dif_2")]=`diff2'
+        if (`nbdif' > 2) {
+          qui levelsof dif3
+          local ldif3 = r(levels)
+          local diff3: word 1 of `ldif3'
+          qui mat outmat[`k',colnumb(outmat,"real_dif_3")]=`diff3'
+        }
+      }
+    }
+    qui mat outmat[`k',colnumb(outmat,"beta")]=W[1,colnumb(W,"THETA:tt")]
+    qui mat outmat[`k',colnumb(outmat,"se_beta")]=W[2,colnumb(W,"THETA:tt")]
+    restore
+  }
+  putexcel set "`path_res'/`s'`scen'_`Nn'_original.xls", sheet("outmat") replace
+  putexcel A1=matrix(outmat), colnames
+ }
+ }
+ }

Scripts/Analysis/DIF-RESIDUALS/pcm_dif_residus2.do

@@ -0,0 +1,375 @@
+*=================================================================================================================================================
+* Date : 2024-01-23
+* Stata version : Stata 18 SE
+*
+* This program analyses simulated data accounting for DIF through a partial credit model
+*
+* ado-files needed : - pcm, rosali (version 5.5 October 25, 2023, available on gitea)
+*
+*
+*================================================================================================================================================
+adopath+"/home/corentin/Documents/These/Recherche/ROSALI-SIM/Modules/rosali_custom"
+
+
+local N = "50 100 300"
+ local ss = "18 20"
+ foreach s in `ss' {
+ foreach Nnn in `N' {
+ local Nn =  `Nnn'
+ local path_data = "/home/corentin/Documents/These/Recherche/Simulations/Analysis/RESALI/Detection_data"
+ local path_res = "/home/corentin/Documents/These/Recherche/Simulations/Analysis/RESALI/Results/N`Nn'"
+ local scenarios = "A B C D E"
+ if (`s' <= 4) {
+   local scenarios = "A B C"
+ }
+ foreach scen in `scenarios' {
+ clear
+ import delim "`path_data'/`s'`scen'_`Nn'.csv", encoding(ISO-8859-2)  case(preserve) clear
+ rename TT tt
+
+  if (`s'<=2) {
+    local nbitems=4
+  }
+  else if (`s'<=4) {
+    local nbitems=7
+  }
+  else if (`s'<=12) {
+    local nbitems=4
+  }
+  else {
+    local nbitems=7
+  }
+
+ if (mod(`s',2)==0) {
+   local nbmoda=3
+ }
+ else {
+   local nbmoda=1
+ }
+
+  if (`s'<=4) {
+    local nbdif=0
+  }
+  else if (`s'<=8) {
+    local nbdif=1
+  }
+  else if (`s'<=16) {
+    local nbdif=2
+  }
+  else {
+    local nbdif=3
+  }
+  * taillemat = Maximum J*M cases pour les items par et J*M cases pour les dif par + J cases pour les DIF detect + nbdif cases pour dif réel
+  local taillemat=2*`nbitems'*`nbmoda'+`nbitems'+`nbdif'+2
+  if (mod(`s',2)==0) {
+    local taillemat=2*`nbitems'*`nbmoda'+`nbitems'+`nbitems'+`nbdif'+2
+  }
+  local colna=""
+  forvalues i=1/`nbitems' {
+    forvalues z=1/`nbmoda' {
+      local colna = "`colna'"+"item`i'_`z' "
+      local colna = "`colna'"+"dif_`i'_`z' "
+    }
+  }
+  forvalues i=1/`nbitems' {
+    if (mod(`s',2)==1) {
+      local colna = "`colna'"+"dif_detect_`i' "
+    }
+    if (mod(`s',2)==0) {
+      local colna = "`colna'"+"dif_detect_`i' "+"dif_detect_unif_`i' "
+    }
+  }
+
+  forvalues i=1/`nbdif' {
+    local colna = "`colna'"+"real_dif_`i' "
+  }
+ local colna = "`colna'" + "beta " + "se_beta"
+  mat outmat = J(1000,`taillemat',.)
+  mat colnames outmat= `colna'
+  di "Scenario `s'`scen' / N=`Nnn'"
+  forvalues k=1/1000 {
+    if (mod(`k',100)==0) {
+      di "`k'/1000"
+    }
+    preserve
+    qui keep if replication==`k'
+
+
+    * MERGE des modalités si non représentées
+
+    if (`nbmoda'>1 & `Nn'==50) {
+          local com_z = 0
+          qui gen comz = 0
+          forvalues j = 1 / `nbitems' {
+          local recoda_`j' = 0
+          qui tab item`j' if tt == 0, matrow(rect1_g0_`j') matcell(nbrt1_g0_`j')
+          local maxm`j'_t1_g0 = rect1_g0_`j'[r(r),1]
+          local minm`j'_t1_g0 = rect1_g0_`j'[1,1]
+
+          qui tab item`j' if tt == 1, matrow(rect1_g1_`j') matcell(nbrt1_g1_`j')
+          local minm`j'_t1_g1 = rect1_g1_`j'[1,1]
+          local maxm`j'_t1_g1 = rect1_g1_`j'[r(r),1]
+
+          local minm_`j' = min(`minm`j'_t1_g0',`minm`j'_t1_g1')
+          local maxm_`j' = max(`maxm`j'_t1_g0',`maxm`j'_t1_g1')
+          local nbm_`j' =  `=`maxm_`j''-`minm_`j'''
+
+          if `minm_`j'' != 0 & `com_z' == 0 {
+            local com_z = 1
+          }
+
+          qui count if item`j' == 3 & tt == 0
+          local mod3plac = r(N)
+          qui count if item`j' == 3 & tt == 1
+          local mod3tt = r(N)
+          local nb_rn3 = min(`mod3plac',`mod3tt')
+          if `nb_rn3'==0 {
+            qui replace comz = 1
+          }
+
+          forvalues m = 0/`=`nbm_`j''-1' {
+            qui count if item`j' == `m' & tt == 0
+            local nb_rn1_g0 = r(N)
+            qui count if item`j' == `m' & tt == 1
+            local nb_rn1_g1 = r(N)
+            local nb_rn = min(`nb_rn1_g0',`nb_rn1_g1')
+            if `nb_rn' == 0 {
+              qui replace comz = 1
+              local recoda_`j' = 1
+              if  `m' == 0 | `m' < `minm`j'_t1_g0' | `m' < `minm`j'_t1_g1' {
+                local stop = 1
+                forvalues kk = 1/`=`nbm_`j''-`m'' {
+                  qui count if item`j' == `=`m' + `kk'' & tt == 0
+                  local v`kk'1_0 = r(N)
+                  qui count if item`j' == `=`m' + `kk'' & tt == 1
+                  local v`kk'1_1 = r(N)
+                  if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0 {
+                    qui replace item`j'= `=`m'+`kk'' if item`j'==`m'
+                    local zzz=`j'+`nbitems'
+                    *qui replace item`zzz'=`=`m'+`kk'' if item``=`j'+`nbitems'''==`m'
+                    *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                    local stop = 0
+                  }
+                }
+              }
+              else if `m' == `=`nbm_`j''-1' | `m' >= `maxm`j'_t1_g1' {
+                local stop = 1
+                forvalues kk = 1/`=`m'' {
+                  qui count if item`j' == `=`m' - `kk'' & tt == 0
+                  local v`kk'1_0 = r(N)
+                  qui count if item`j' == `=`m' - `kk'' & tt == 1
+                  local v`kk'1_1 = r(N)
+                  if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0 {
+                    qui replace item`j'= `=`m' - `kk'' if item`j'==`m'
+                    local zzz=`j'+`nbitems'
+                    *qui replace item`zzz'= `=`m' - `kk'' if item`zzz'==`m'
+                    *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                    local stop = 0
+                  }
+                }
+              }
+              else {
+                if runiform()>0.5{
+                  local stop = 1
+                  forvalues kk = 1/`m' {
+                    qui count if item`j' == `=`m' - `kk'' & tt == 0
+                    local v`kk'1_0 = r(N)
+                    qui count if item`j' == `=`m' - `kk'' & tt == 1
+                    local v`kk'1_1 = r(N)
+                    if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0 {
+                      qui replace item`j'= `=`m'-`kk'' if item`j'==`m'
+                      local zzz=`j'+`nbitems'
+                      *qui replace item`zzz'=`=`m'-`kk'' if item``=`j'+`nbitems'''==`m'
+                      *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                      local stop = 0
+                    }
+                  }
+                }
+                else {
+                  local stop = 1
+                  forvalues kk = 1/`=`nbm_`j''-`m'' {
+                    qui count if item`j' == `=`m' + `kk'' & tt == 0
+                    local v`kk'1_0 = r(N)
+                    qui count if item`j' == `=`m' + `kk'' & tt == 1
+                    local v`kk'1_1 = r(N)
+                    if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0{
+                      qui replace item`j'=`=`m' + `kk'' if item`j'==`m'
+                      local zzz=`j'+`nbitems'
+                      *qui replace item`zzz'=`=`m' + `kk'' if item``=`j'+`nbitems'''==`m'
+                      *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                      local stop = 0
+                    }
+                    else {
+                      if `stop' != 0 {
+                        qui replace item`j'= `nbm_`j'' if item`j'==`m'
+                        local zzz=`j'+`nbitems'
+                        *qui replace item`zzz'= `nbm_`j'' if item``=`j'+`nbitems'''==`m'
+                        *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                        local stop = 0
+                      }
+                    }
+                  }
+                }
+              }
+            }
+          }
+          qui levelsof item`j'
+          local val = r(levels)
+          local checker: word 1 of `val'
+          local checker2: word 2 of `val'
+          local checker3: word 3 of `val'
+          local nummoda=r(r)
+          local nbmoda_`j'=`nummoda'-1
+          if (`nummoda'==2) {
+            qui recode item`j' (`checker'=0) (`checker2'=1)
+          }
+          if (`nummoda'==3) {
+          if (`checker'!=0) {
+            qui recode item`j' (`checker'=0) (`checker2'=1) (`checker3'=2)
+          }
+          else if (`checker2'!=1) {
+            qui recode item`j' (`checker2'=1) (`checker3'=2)
+          }
+          else if (`checker3'!=2) {
+            qui recode item`j' (`checker3'=2)
+          }
+        }
+      }
+
+      qui valuesof comz
+      local val = r(values)
+      local checker: word 1 of `val'
+    }
+    else {
+      forvalues jj=1/`nbitems' {
+        local nbmoda_`jj'=`nbmoda'
+      }
+    }
+    local nbitems2 = 2*`nbitems'
+
+    * Calculer le nbre d'items détectés
+    local nbdetect = 0
+    local stop = 0
+    forvalues jj=1/`nbitems' {
+        qui levelsof dif_detect_`jj'
+        local detected=r(levels)
+        if (`stop'==0) {
+          mat testm=J(1,1,.)
+          if (`detected'==testm[1,1]) {
+            local stop = 1
+            local nbdetect = `jj'-1
+          }
+        }
+    }
+    * Stocker les items détectés +
+    * Définition des contraintes
+    local csrt=0
+    mat testm=J(1,1,0)
+    forvalues u=1/`nbdetect' {
+      qui levelsof dif_detect_`u'
+      local detected=r(levels)
+       local difitems`u'=`detected'
+        local i=`difitems`u''
+        qui levelsof dif_detect_unif_`u'
+        local detected_unif=r(levels)
+         if (`nbmoda_`i''==3 & `detected_unif'!=testm[1,1]){
+          local constrnt`u' = "constraint `u' 2*([1.item`i']_cons-([1.item`i']_cons+[1.item`i'] tt))=([2.item`i']_cons-([2.item`i']_cons+[2.item`i'] tt))"
+          qui `constrnt`u''
+          local v=`u'+100
+          local constrnt`u'_2 = "constraint `v' 3*([1.item`i']_cons-([1.item`i']_cons+[1.item`i'] tt))=([3.item`i']_cons-([3.item`i']_cons+[3.item`i'] tt))"
+          qui `constrnt`u'_2'
+         }
+         if (`nbmoda_`i''==2 & `detected_unif'!=testm[1,1]){
+          local constrnt`u' = "constraint `u' 2*([1.item`i']_cons-([1.item`i']_cons+[1.item`i'] tt))=([2.item`i']_cons-([2.item`i']_cons+[2.item`i'] tt))"
+          qui `constrnt`u''
+         }
+        }
+    * Définition du modèle
+    local mod "gsem "
+    local conformula = ""
+    forvalues i=1/`nbitems' {
+        local mod = "`mod'"+"(1.item`i'<-THETA@1)"
+        if (`nbmoda_`i''==3) {
+          local mod = "`mod'"+"(2.item`i'<-THETA@2)(3.item`i'<-THETA@3)"
+        }
+        else if (`nbmoda_`i''==2) {
+          local mod = "`mod'"+"(2.item`i'<-THETA@2)"
+        }
+    }
+    forvalues u=1/`nbdetect' {
+        local v=`difitems`u''
+        local mod = "`mod'"+"(1.item`v'<-THETA@1 tt)"
+        if (`nbmoda_`v''==3) {
+          local mod = "`mod'"+"(2.item`v'<-THETA@2 tt)(3.item`v'<-THETA@3 tt)"
+        }
+        else if (`nbmoda_`v''==2) {
+          local mod = "`mod'"+"(2.item`v'<-THETA@2 tt)"
+        }
+        local w= 100+`u'
+        qui levelsof dif_detect_unif_`u'
+        local detected=r(levels)
+        local unif_`u'=r(levels)
+        if (`detected'!=testm[1,1] & `nbmoda_`v''==3) {
+          local conformula = "`conformula'" + "`u' " + "`w' "
+        }
+        else if (`detected'!=testm[1,1] & `nbmoda_`v''==2) {
+          local conformula = "`conformula'" + "`u' "
+        }
+    }
+    if ("`conformula'" != "") {
+      local mod = "`mod'" + "(THETA<-tt), mlogit tol(0.01) iterate(500) latent(THETA) nocapslatent constraint(`conformula')"
+    }
+    else {
+      local mod = "`mod'" + "(THETA<-tt), mlogit tol(0.01) iterate(500) latent(THETA) nocapslatent"
+    }
+    *calcul du modèle
+    qui `mod'
+    mat V=r(table)
+    mat W=V[1..2,1...]
+
+    * compilation
+    forvalues j=1/`nbitems' {
+      forvalues z=1/`nbmoda_`j'' {
+        mat outmat[`k',colnumb(outmat,"item`j'_`z'")] = W[1,colnumb(W,"`z'.item`j':_cons")]
+      }
+    }
+
+    * compilation DIF
+    forvalues u=1/`nbdetect' {
+      local j=`difitems`u''
+        forvalues z=1/`nbmoda_`j'' {
+          mat outmat[`k',colnumb(outmat,"dif_`u'_`z'")] = W[1,colnumb(W,"`z'.item`j':tt")]
+        }
+        mat outmat[`k',colnumb(outmat,"dif_detect_`u'")] = `j'
+        if (mod(`s',2)==0) {
+          mat outmat[`k',colnumb(outmat,"dif_detect_unif_`u'")] = `unif_`u''
+        }
+      }
+    * Stocker les items de DIF originaux
+    if (`nbdif' > 0) {
+      qui levelsof dif1
+      local ldif1 = r(levels)
+      local diff1: word 1 of `ldif1'
+      qui mat outmat[`k',colnumb(outmat,"real_dif_1")]=`diff1'
+      if (`nbdif' > 1) {
+        qui levelsof dif2
+        local ldif2 = r(levels)
+        local diff2: word 1 of `ldif2'
+        qui mat outmat[`k',colnumb(outmat,"real_dif_2")]=`diff2'
+        if (`nbdif' > 2) {
+          qui levelsof dif3
+          local ldif3 = r(levels)
+          local diff3: word 1 of `ldif3'
+          qui mat outmat[`k',colnumb(outmat,"real_dif_3")]=`diff3'
+        }
+      }
+    }
+    qui mat outmat[`k',colnumb(outmat,"beta")]=W[1,colnumb(W,"THETA:tt")]
+    qui mat outmat[`k',colnumb(outmat,"se_beta")]=W[2,colnumb(W,"THETA:tt")]
+    restore
+  }
+  putexcel set "`path_res'/`s'`scen'_`Nn'_original.xls", sheet("outmat") replace
+  putexcel A1=matrix(outmat), colnames
+ }
+ }
+ }

Scripts/Analysis/DIF-ROSALI/pcm_dif_rosali.do

@@ -0,0 +1,388 @@
+*=================================================================================================================================================
+* Date : 2024-01-23
+* Stata version : Stata 18 SE
+*
+* This program analyses simulated data accounting for DIF through a partial credit model
+*
+* ado-files needed : - pcm, rosali (version 5.5 October 25, 2023, available on gitea)
+*
+*
+*================================================================================================================================================
+adopath+"/home/corentin/Documents/These/Recherche/Simulations/Modules/rosali_custom"
+
+
+local N = "50 100 200 300"
+ local ss = "1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20"
+ foreach s in `ss' {
+ foreach Nnn in `N' {
+ local Nn =  `Nnn'
+ local path_data = "/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N`Nn'"
+ if (`s'<=4) {
+   local path_data = "/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N`Nn'"
+ }
+ local path_res = "/home/corentin/Documents/These/Recherche/Simulations/Analysis/ROSALI-DIF/N`Nn'"
+ local path_log = "/home/corentin/Documents/These/Recherche/Simulations/Analysis/ROSALI-DIF/log/"
+ local scenarios = "A B C D E F G"
+ if (`s' <= 4) {
+   local scenarios = "A B C D E"
+ }
+ foreach scen in `scenarios' {
+ clear
+ import delim "`path_data'/scenario_`s'`scen'_`Nn'.csv", encoding(ISO-8859-2)  case(preserve) clear
+ rename TT tt
+ log using "`path_log'/log_`s'`scen'_`Nn'.log", replace
+  if (`s'<=2) {
+    local nbitems=4
+  }
+  else if (`s'<=4) {
+    local nbitems=7
+  }
+  else if (`s'<=12) {
+    local nbitems=4
+  }
+  else {
+    local nbitems=7
+  }
+
+ if (mod(`s',2)==0) {
+   local nbmoda=3
+ }
+ else {
+   local nbmoda=1
+ }
+
+  if (`s'<=4) {
+    local nbdif=0
+  }
+  else if (`s'<=8) {
+    local nbdif=1
+  }
+  else if (`s'<=16) {
+    local nbdif=2
+  }
+  else {
+    local nbdif=3
+  }
+  * taillemat = Maximum J*M cases pour les items par et J*M cases pour les dif par + J cases pour les DIF detect + nbdif cases pour dif réel
+  local taillemat=2*`nbitems'*`nbmoda'+`nbitems'+`nbdif'+2+1
+  if (mod(`s',2)==0) {
+    local taillemat=2*`nbitems'*`nbmoda'+`nbitems'+`nbitems'+`nbdif'+2+1
+  }
+  local colna=""
+  forvalues i=1/`nbitems' {
+    forvalues z=1/`nbmoda' {
+      local colna = "`colna'"+"item`i'_`z' "
+      local colna = "`colna'"+"dif_`i'_`z' "
+    }
+  }
+  forvalues i=1/`nbitems' {
+    if (mod(`s',2)==1) {
+      local colna = "`colna'"+"dif_detect_`i' "
+    }
+    if (mod(`s',2)==0) {
+      local colna = "`colna'"+"dif_detect_`i' "+"dif_detect_unif_`i' "
+    }
+  }
+
+  forvalues i=1/`nbdif' {
+    local colna = "`colna'"+"real_dif_`i' "
+  }
+ local colna = "`colna'" + "beta " + "se_beta " + "lrt_passed"
+
+  mat outmat = J(1000,`taillemat',.)
+  mat colnames outmat= `colna'
+  di "Scenario `s'`scen' / N=`Nnn'"
+  forvalues k=1/1000 {
+    di "###################################################################################"
+    di "###################################################################################"
+    di "###################################################################################"
+    di "Scenario `s'`scen' N=`Nn' ########## `k'/1000"
+    di "###################################################################################"
+    di "###################################################################################"
+    di "###################################################################################"
+
+    preserve
+    qui keep if replication==`k'
+
+
+    * MERGE des modalités si non représentées
+
+    if (`nbmoda'>1 & `Nn'==50) {
+          local com_z = 0
+          qui gen comz = 0
+          forvalues j = 1 / `nbitems' {
+          local recoda_`j' = 0
+          qui tab item`j' if tt == 0, matrow(rect1_g0_`j') matcell(nbrt1_g0_`j')
+          local maxm`j'_t1_g0 = rect1_g0_`j'[r(r),1]
+          local minm`j'_t1_g0 = rect1_g0_`j'[1,1]
+
+          qui tab item`j' if tt == 1, matrow(rect1_g1_`j') matcell(nbrt1_g1_`j')
+          local minm`j'_t1_g1 = rect1_g1_`j'[1,1]
+          local maxm`j'_t1_g1 = rect1_g1_`j'[r(r),1]
+
+          local minm_`j' = min(`minm`j'_t1_g0',`minm`j'_t1_g1')
+          local maxm_`j' = max(`maxm`j'_t1_g0',`maxm`j'_t1_g1')
+          local nbm_`j' =  `=`maxm_`j''-`minm_`j'''
+
+          if `minm_`j'' != 0 & `com_z' == 0 {
+            local com_z = 1
+          }
+
+          qui count if item`j' == 3 & tt == 0
+          local mod3plac = r(N)
+          qui count if item`j' == 3 & tt == 1
+          local mod3tt = r(N)
+          local nb_rn3 = min(`mod3plac',`mod3tt')
+          if `nb_rn3'==0 {
+            qui replace comz = 1
+          }
+
+          forvalues m = 0/`=`nbm_`j''-1' {
+            qui count if item`j' == `m' & tt == 0
+            local nb_rn1_g0 = r(N)
+            qui count if item`j' == `m' & tt == 1
+            local nb_rn1_g1 = r(N)
+            local nb_rn = min(`nb_rn1_g0',`nb_rn1_g1')
+            if `nb_rn' == 0 {
+              qui replace comz = 1
+              local recoda_`j' = 1
+              if  `m' == 0 | `m' < `minm`j'_t1_g0' | `m' < `minm`j'_t1_g1' {
+                local stop = 1
+                forvalues kk = 1/`=`nbm_`j''-`m'' {
+                  qui count if item`j' == `=`m' + `kk'' & tt == 0
+                  local v`kk'1_0 = r(N)
+                  qui count if item`j' == `=`m' + `kk'' & tt == 1
+                  local v`kk'1_1 = r(N)
+                  if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0 {
+                    qui replace item`j'= `=`m'+`kk'' if item`j'==`m'
+                    local zzz=`j'+`nbitems'
+                    *qui replace item`zzz'=`=`m'+`kk'' if item``=`j'+`nbitems'''==`m'
+                    *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                    local stop = 0
+                  }
+                }
+              }
+              else if `m' == `=`nbm_`j''-1' | `m' >= `maxm`j'_t1_g1' {
+                local stop = 1
+                forvalues kk = 1/`=`m'' {
+                  qui count if item`j' == `=`m' - `kk'' & tt == 0
+                  local v`kk'1_0 = r(N)
+                  qui count if item`j' == `=`m' - `kk'' & tt == 1
+                  local v`kk'1_1 = r(N)
+                  if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0 {
+                    qui replace item`j'= `=`m' - `kk'' if item`j'==`m'
+                    local zzz=`j'+`nbitems'
+                    *qui replace item`zzz'= `=`m' - `kk'' if item`zzz'==`m'
+                    *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                    local stop = 0
+                  }
+                }
+              }
+              else {
+                if runiform()>0.5{
+                  local stop = 1
+                  forvalues kk = 1/`m' {
+                    qui count if item`j' == `=`m' - `kk'' & tt == 0
+                    local v`kk'1_0 = r(N)
+                    qui count if item`j' == `=`m' - `kk'' & tt == 1
+                    local v`kk'1_1 = r(N)
+                    if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0 {
+                      qui replace item`j'= `=`m'-`kk'' if item`j'==`m'
+                      local zzz=`j'+`nbitems'
+                      *qui replace item`zzz'=`=`m'-`kk'' if item``=`j'+`nbitems'''==`m'
+                      *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                      local stop = 0
+                    }
+                  }
+                }
+                else {
+                  local stop = 1
+                  forvalues kk = 1/`=`nbm_`j''-`m'' {
+                    qui count if item`j' == `=`m' + `kk'' & tt == 0
+                    local v`kk'1_0 = r(N)
+                    qui count if item`j' == `=`m' + `kk'' & tt == 1
+                    local v`kk'1_1 = r(N)
+                    if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0{
+                      qui replace item`j'=`=`m' + `kk'' if item`j'==`m'
+                      local zzz=`j'+`nbitems'
+                      *qui replace item`zzz'=`=`m' + `kk'' if item``=`j'+`nbitems'''==`m'
+                      *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                      local stop = 0
+                    }
+                    else {
+                      if `stop' != 0 {
+                        qui replace item`j'= `nbm_`j'' if item`j'==`m'
+                        local zzz=`j'+`nbitems'
+                        *qui replace item`zzz'= `nbm_`j'' if item``=`j'+`nbitems'''==`m'
+                        *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                        local stop = 0
+                      }
+                    }
+                  }
+                }
+              }
+            }
+          }
+          qui levelsof item`j'
+          local val = r(levels)
+          local checker: word 1 of `val'
+          local checker2: word 2 of `val'
+          local checker3: word 3 of `val'
+          local nummoda=r(r)
+          local nbmoda_`j'=`nummoda'-1
+          if (`nummoda'==2) {
+            qui recode item`j' (`checker'=0) (`checker2'=1)
+          }
+          if (`nummoda'==3) {
+          if (`checker'!=0) {
+            qui recode item`j' (`checker'=0) (`checker2'=1) (`checker3'=2)
+          }
+          else if (`checker2'!=1) {
+            qui recode item`j' (`checker2'=1) (`checker3'=2)
+          }
+          else if (`checker3'!=2) {
+            qui recode item`j' (`checker3'=2)
+          }
+        }
+      }
+
+      qui valuesof comz
+      local val = r(values)
+      local checker: word 1 of `val'
+    }
+    else {
+      forvalues jj=1/`nbitems' {
+        local nbmoda_`jj'=`nbmoda'
+      }
+    }
+
+
+    * ROSALI
+    rosali_original item1-item`nbitems' item1-item`nbitems', group(tt)
+    qui mat resmat=r(difitems)
+    local nbitems2 = 2*`nbitems'
+    mat lrt_passed = resmat[1,`nbitems2'+1]
+    * Calculer le nbre d'items détectés
+    local nbdetect = 0
+    local stop = 0
+    forvalues jj=1/`nbitems' {
+        if (`stop'==0) {
+          mat testm=J(1,1,.)
+          if (resmat[1,`jj']==testm[1,1]) {
+            local stop = 1
+            local nbdetect = `jj'-1
+          }
+        }
+    }
+
+    * Stocker les items détectés +
+    * Définition des contraintes
+    local csrt=0
+    mat testm=J(1,1,0)
+    forvalues u=1/`nbdetect' {
+       local difitems`u'=resmat[1,`u']
+        local i=`difitems`u''
+         if (`nbmoda_`i''==3 & resmat[1,`nbitems'+`i']!=testm[1,1]){
+          local constrnt`u' = "constraint `u' 2*([1.item`i']_cons-([1.item`i']_cons+[1.item`i'] tt))=([2.item`i']_cons-([2.item`i']_cons+[2.item`i'] tt))"
+          qui `constrnt`u''
+          local v=`u'+100
+          local constrnt`u'_2 = "constraint `v' 3*([1.item`i']_cons-([1.item`i']_cons+[1.item`i'] tt))=([3.item`i']_cons-([3.item`i']_cons+[3.item`i'] tt))"
+          qui `constrnt`u'_2'
+         }
+         if (`nbmoda_`i''==2 & resmat[1,`nbitems'+`i']!=testm[1,1]){
+          local constrnt`u' = "constraint `u' 2*([1.item`i']_cons-([1.item`i']_cons+[1.item`i'] tt))=([2.item`i']_cons-([2.item`i']_cons+[2.item`i'] tt))"
+          qui `constrnt`u''
+         }
+        }
+
+    * Définition du modèle
+    local mod "gsem "
+    local conformula = ""
+    forvalues i=1/`nbitems' {
+        local mod = "`mod'"+"(1.item`i'<-THETA@1)"
+        if (`nbmoda_`i''==3) {
+          local mod = "`mod'"+"(2.item`i'<-THETA@2)(3.item`i'<-THETA@3)"
+        }
+        else if (`nbmoda_`i''==2) {
+          local mod = "`mod'"+"(2.item`i'<-THETA@2)"
+        }
+    }
+    forvalues u=1/`nbdetect' {
+        local v=`difitems`u''
+        local mod = "`mod'"+"(1.item`v'<-THETA@1 tt)"
+        if (`nbmoda_`v''==3) {
+          local mod = "`mod'"+"(2.item`v'<-THETA@2 tt)(3.item`v'<-THETA@3 tt)"
+        }
+        else if (`nbmoda_`v''==2) {
+          local mod = "`mod'"+"(2.item`v'<-THETA@2 tt)"
+        }
+        local w= 100+`u'
+        local unif_`u'=0
+        if (resmat[1,`nbitems'+`v']!=testm[1,1] & `nbmoda_`v''==3) {
+          local conformula = "`conformula'" + "`u' " + "`w' "
+          local unif_`u'=1
+        }
+        else if (resmat[1,`nbitems'+`v']!=testm[1,1] & `nbmoda_`v''==2) {
+          local conformula = "`conformula'" + "`u' "
+          local unif_`u'=1
+        }
+    }
+    if ("`conformula'" != "") {
+      local mod = "`mod'" + "(THETA<-tt), mlogit tol(0.01) iterate(500) latent(THETA) nocapslatent constraint(`conformula')"
+    }
+    else {
+      local mod = "`mod'" + "(THETA<-tt), mlogit tol(0.01) iterate(500) latent(THETA) nocapslatent"
+    }
+    *calcul du modèle
+    `mod'
+    mat V=r(table)
+    mat W=V[1..2,1...]
+
+    * compilation
+    forvalues j=1/`nbitems' {
+      forvalues z=1/`nbmoda_`j'' {
+        mat outmat[`k',colnumb(outmat,"item`j'_`z'")] = W[1,colnumb(W,"`z'.item`j':_cons")]
+      }
+    }
+    * compilation DIF
+    forvalues u=1/`nbdetect' {
+      local j=`difitems`u''
+        forvalues z=1/`nbmoda_`j'' {
+          mat outmat[`k',colnumb(outmat,"dif_`u'_`z'")] = W[1,colnumb(W,"`z'.item`j':tt")]
+        }
+        mat outmat[`k',colnumb(outmat,"dif_detect_`u'")] = `j'
+        if (mod(`s',2)==0) {
+          mat outmat[`k',colnumb(outmat,"dif_detect_unif_`u'")] = `unif_`u''
+        }
+      }
+
+    * Stocker les items de DIF originaux
+    if (`nbdif' > 0) {
+      qui levelsof dif1
+      local ldif1 = r(levels)
+      local diff1: word 1 of `ldif1'
+      qui mat outmat[`k',colnumb(outmat,"real_dif_1")]=`diff1'
+      if (`nbdif' > 1) {
+        qui levelsof dif2
+        local ldif2 = r(levels)
+        local diff2: word 1 of `ldif2'
+        qui mat outmat[`k',colnumb(outmat,"real_dif_2")]=`diff2'
+        if (`nbdif' > 2) {
+          qui levelsof dif3
+          local ldif3 = r(levels)
+          local diff3: word 1 of `ldif3'
+          qui mat outmat[`k',colnumb(outmat,"real_dif_3")]=`diff3'
+        }
+      }
+    }
+    qui mat outmat[`k',colnumb(outmat,"beta")]=W[1,colnumb(W,"THETA:tt")]
+    qui mat outmat[`k',colnumb(outmat,"se_beta")]=W[2,colnumb(W,"THETA:tt")]
+    qui mat outmat[`k',colnumb(outmat,"lrt_passed")]=lrt_passed[1,1]
+    restore
+  }
+  log close
+  putexcel set "`path_res'/`s'`scen'_`Nn'_original.xls", sheet("outmat") replace
+  putexcel A1=matrix(outmat), colnames
+ }
+ }
+ }

Scripts/Analysis/DIF-ROSALI/pcm_dif_rosali_nolrt.do

@@ -0,0 +1,388 @@
+*=================================================================================================================================================
+* Date : 2024-01-23
+* Stata version : Stata 18 SE
+*
+* This program analyses simulated data accounting for DIF through a partial credit model
+*
+* ado-files needed : - pcm, rosali (version 5.5 October 25, 2023, available on gitea)
+*
+*
+*================================================================================================================================================
+adopath+"/home/corentin/Documents/These/Recherche/Simulations/Modules/rosali_custom"
+
+
+local N = "50 100 200 300"
+ local ss = "2 4 8 12 16 20"
+ foreach s in `ss' {
+ foreach Nnn in `N' {
+ local Nn =  `Nnn'
+ local path_data = "/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N`Nn'"
+ if (`s'<=4) {
+   local path_data = "/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N`Nn'"
+ }
+ local path_res = "/home/corentin/Documents/These/Recherche/Simulations/Analysis/ROSALI-DIF-IMPROVED/MIMIC-NOLRT/N`Nn'"
+ local path_log = "/home/corentin/Documents/These/Recherche/Simulations/Analysis/ROSALI-DIF/log/"
+ local scenarios = "A B C D E"
+ if (`s' <= 4) {
+   local scenarios = "A B C"
+ }
+ foreach scen in `scenarios' {
+ clear
+ import delim "`path_data'/scenario_`s'`scen'_`Nn'.csv", encoding(ISO-8859-2)  case(preserve) clear
+ rename TT tt
+ log using "`path_log'/log_`s'`scen'_`Nn'.log", replace
+  if (`s'<=2) {
+    local nbitems=4
+  }
+  else if (`s'<=4) {
+    local nbitems=7
+  }
+  else if (`s'<=12) {
+    local nbitems=4
+  }
+  else {
+    local nbitems=7
+  }
+
+ if (mod(`s',2)==0) {
+   local nbmoda=3
+ }
+ else {
+   local nbmoda=1
+ }
+
+  if (`s'<=4) {
+    local nbdif=0
+  }
+  else if (`s'<=8) {
+    local nbdif=1
+  }
+  else if (`s'<=16) {
+    local nbdif=2
+  }
+  else {
+    local nbdif=3
+  }
+  * taillemat = Maximum J*M cases pour les items par et J*M cases pour les dif par + J cases pour les DIF detect + nbdif cases pour dif réel
+  local taillemat=2*`nbitems'*`nbmoda'+`nbitems'+`nbdif'+2+1
+  if (mod(`s',2)==0) {
+    local taillemat=2*`nbitems'*`nbmoda'+`nbitems'+`nbitems'+`nbdif'+2+1
+  }
+  local colna=""
+  forvalues i=1/`nbitems' {
+    forvalues z=1/`nbmoda' {
+      local colna = "`colna'"+"item`i'_`z' "
+      local colna = "`colna'"+"dif_`i'_`z' "
+    }
+  }
+  forvalues i=1/`nbitems' {
+    if (mod(`s',2)==1) {
+      local colna = "`colna'"+"dif_detect_`i' "
+    }
+    if (mod(`s',2)==0) {
+      local colna = "`colna'"+"dif_detect_`i' "+"dif_detect_unif_`i' "
+    }
+  }
+
+  forvalues i=1/`nbdif' {
+    local colna = "`colna'"+"real_dif_`i' "
+  }
+ local colna = "`colna'" + "beta " + "se_beta " + "lrt_passed"
+
+  mat outmat = J(1000,`taillemat',.)
+  mat colnames outmat= `colna'
+  di "Scenario `s'`scen' / N=`Nnn'"
+  forvalues k=1/1000 {
+    di "###################################################################################"
+    di "###################################################################################"
+    di "###################################################################################"
+    di "Scenario `s'`scen' N=`Nn' ########## `k'/1000"
+    di "###################################################################################"
+    di "###################################################################################"
+    di "###################################################################################"
+
+    preserve
+    qui keep if replication==`k'
+
+
+    * MERGE des modalités si non représentées
+
+    if (`nbmoda'>1 & `Nn'==50) {
+          local com_z = 0
+          qui gen comz = 0
+          forvalues j = 1 / `nbitems' {
+          local recoda_`j' = 0
+          qui tab item`j' if tt == 0, matrow(rect1_g0_`j') matcell(nbrt1_g0_`j')
+          local maxm`j'_t1_g0 = rect1_g0_`j'[r(r),1]
+          local minm`j'_t1_g0 = rect1_g0_`j'[1,1]
+
+          qui tab item`j' if tt == 1, matrow(rect1_g1_`j') matcell(nbrt1_g1_`j')
+          local minm`j'_t1_g1 = rect1_g1_`j'[1,1]
+          local maxm`j'_t1_g1 = rect1_g1_`j'[r(r),1]
+
+          local minm_`j' = min(`minm`j'_t1_g0',`minm`j'_t1_g1')
+          local maxm_`j' = max(`maxm`j'_t1_g0',`maxm`j'_t1_g1')
+          local nbm_`j' =  `=`maxm_`j''-`minm_`j'''
+
+          if `minm_`j'' != 0 & `com_z' == 0 {
+            local com_z = 1
+          }
+
+          qui count if item`j' == 3 & tt == 0
+          local mod3plac = r(N)
+          qui count if item`j' == 3 & tt == 1
+          local mod3tt = r(N)
+          local nb_rn3 = min(`mod3plac',`mod3tt')
+          if `nb_rn3'==0 {
+            qui replace comz = 1
+          }
+
+          forvalues m = 0/`=`nbm_`j''-1' {
+            qui count if item`j' == `m' & tt == 0
+            local nb_rn1_g0 = r(N)
+            qui count if item`j' == `m' & tt == 1
+            local nb_rn1_g1 = r(N)
+            local nb_rn = min(`nb_rn1_g0',`nb_rn1_g1')
+            if `nb_rn' == 0 {
+              qui replace comz = 1
+              local recoda_`j' = 1
+              if  `m' == 0 | `m' < `minm`j'_t1_g0' | `m' < `minm`j'_t1_g1' {
+                local stop = 1
+                forvalues kk = 1/`=`nbm_`j''-`m'' {
+                  qui count if item`j' == `=`m' + `kk'' & tt == 0
+                  local v`kk'1_0 = r(N)
+                  qui count if item`j' == `=`m' + `kk'' & tt == 1
+                  local v`kk'1_1 = r(N)
+                  if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0 {
+                    qui replace item`j'= `=`m'+`kk'' if item`j'==`m'
+                    local zzz=`j'+`nbitems'
+                    *qui replace item`zzz'=`=`m'+`kk'' if item``=`j'+`nbitems'''==`m'
+                    *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                    local stop = 0
+                  }
+                }
+              }
+              else if `m' == `=`nbm_`j''-1' | `m' >= `maxm`j'_t1_g1' {
+                local stop = 1
+                forvalues kk = 1/`=`m'' {
+                  qui count if item`j' == `=`m' - `kk'' & tt == 0
+                  local v`kk'1_0 = r(N)
+                  qui count if item`j' == `=`m' - `kk'' & tt == 1
+                  local v`kk'1_1 = r(N)
+                  if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0 {
+                    qui replace item`j'= `=`m' - `kk'' if item`j'==`m'
+                    local zzz=`j'+`nbitems'
+                    *qui replace item`zzz'= `=`m' - `kk'' if item`zzz'==`m'
+                    *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                    local stop = 0
+                  }
+                }
+              }
+              else {
+                if runiform()>0.5{
+                  local stop = 1
+                  forvalues kk = 1/`m' {
+                    qui count if item`j' == `=`m' - `kk'' & tt == 0
+                    local v`kk'1_0 = r(N)
+                    qui count if item`j' == `=`m' - `kk'' & tt == 1
+                    local v`kk'1_1 = r(N)
+                    if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0 {
+                      qui replace item`j'= `=`m'-`kk'' if item`j'==`m'
+                      local zzz=`j'+`nbitems'
+                      *qui replace item`zzz'=`=`m'-`kk'' if item``=`j'+`nbitems'''==`m'
+                      *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                      local stop = 0
+                    }
+                  }
+                }
+                else {
+                  local stop = 1
+                  forvalues kk = 1/`=`nbm_`j''-`m'' {
+                    qui count if item`j' == `=`m' + `kk'' & tt == 0
+                    local v`kk'1_0 = r(N)
+                    qui count if item`j' == `=`m' + `kk'' & tt == 1
+                    local v`kk'1_1 = r(N)
+                    if (`v`kk'1_0' != 0 | `v`kk'1_1' != 0) & `stop' != 0{
+                      qui replace item`j'=`=`m' + `kk'' if item`j'==`m'
+                      local zzz=`j'+`nbitems'
+                      *qui replace item`zzz'=`=`m' + `kk'' if item``=`j'+`nbitems'''==`m'
+                      *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                      local stop = 0
+                    }
+                    else {
+                      if `stop' != 0 {
+                        qui replace item`j'= `nbm_`j'' if item`j'==`m'
+                        local zzz=`j'+`nbitems'
+                        *qui replace item`zzz'= `nbm_`j'' if item``=`j'+`nbitems'''==`m'
+                        *di  "WARNING SCENARIO `k': items `j': answers `m' and `=`m'+`kk'' merged"
+                        local stop = 0
+                      }
+                    }
+                  }
+                }
+              }
+            }
+          }
+          qui levelsof item`j'
+          local val = r(levels)
+          local checker: word 1 of `val'
+          local checker2: word 2 of `val'
+          local checker3: word 3 of `val'
+          local nummoda=r(r)
+          local nbmoda_`j'=`nummoda'-1
+          if (`nummoda'==2) {
+            qui recode item`j' (`checker'=0) (`checker2'=1)
+          }
+          if (`nummoda'==3) {
+          if (`checker'!=0) {
+            qui recode item`j' (`checker'=0) (`checker2'=1) (`checker3'=2)
+          }
+          else if (`checker2'!=1) {
+            qui recode item`j' (`checker2'=1) (`checker3'=2)
+          }
+          else if (`checker3'!=2) {
+            qui recode item`j' (`checker3'=2)
+          }
+        }
+      }
+
+      qui valuesof comz
+      local val = r(values)
+      local checker: word 1 of `val'
+    }
+    else {
+      forvalues jj=1/`nbitems' {
+        local nbmoda_`jj'=`nbmoda'
+      }
+    }
+
+
+    * ROSALI
+    rosali_nolrt_screening item1-item`nbitems' item1-item`nbitems', group(tt)
+    qui mat resmat=r(difitems)
+    local nbitems2 = 2*`nbitems'
+    mat lrt_passed = resmat[1,`nbitems2'+1]
+    * Calculer le nbre d'items détectés
+    local nbdetect = 0
+    local stop = 0
+    forvalues jj=1/`nbitems' {
+        if (`stop'==0) {
+          mat testm=J(1,1,.)
+          if (resmat[1,`jj']==testm[1,1]) {
+            local stop = 1
+            local nbdetect = `jj'-1
+          }
+        }
+    }
+
+    * Stocker les items détectés +
+    * Définition des contraintes
+    local csrt=0
+    mat testm=J(1,1,0)
+    forvalues u=1/`nbdetect' {
+       local difitems`u'=resmat[1,`u']
+        local i=`difitems`u''
+         if (`nbmoda_`i''==3 & resmat[1,`nbitems'+`i']!=testm[1,1]){
+          local constrnt`u' = "constraint `u' 2*([1.item`i']_cons-([1.item`i']_cons+[1.item`i'] tt))=([2.item`i']_cons-([2.item`i']_cons+[2.item`i'] tt))"
+          qui `constrnt`u''
+          local v=`u'+100
+          local constrnt`u'_2 = "constraint `v' 3*([1.item`i']_cons-([1.item`i']_cons+[1.item`i'] tt))=([3.item`i']_cons-([3.item`i']_cons+[3.item`i'] tt))"
+          qui `constrnt`u'_2'
+         }
+         if (`nbmoda_`i''==2 & resmat[1,`nbitems'+`i']!=testm[1,1]){
+          local constrnt`u' = "constraint `u' 2*([1.item`i']_cons-([1.item`i']_cons+[1.item`i'] tt))=([2.item`i']_cons-([2.item`i']_cons+[2.item`i'] tt))"
+          qui `constrnt`u''
+         }
+        }
+
+    * Définition du modèle
+    local mod "gsem "
+    local conformula = ""
+    forvalues i=1/`nbitems' {
+        local mod = "`mod'"+"(1.item`i'<-THETA@1)"
+        if (`nbmoda_`i''==3) {
+          local mod = "`mod'"+"(2.item`i'<-THETA@2)(3.item`i'<-THETA@3)"
+        }
+        else if (`nbmoda_`i''==2) {
+          local mod = "`mod'"+"(2.item`i'<-THETA@2)"
+        }
+    }
+    forvalues u=1/`nbdetect' {
+        local v=`difitems`u''
+        local mod = "`mod'"+"(1.item`v'<-THETA@1 tt)"
+        if (`nbmoda_`v''==3) {
+          local mod = "`mod'"+"(2.item`v'<-THETA@2 tt)(3.item`v'<-THETA@3 tt)"
+        }
+        else if (`nbmoda_`v''==2) {
+          local mod = "`mod'"+"(2.item`v'<-THETA@2 tt)"
+        }
+        local w= 100+`u'
+        local unif_`u'=0
+        if (resmat[1,`nbitems'+`v']!=testm[1,1] & `nbmoda_`v''==3) {
+          local conformula = "`conformula'" + "`u' " + "`w' "
+          local unif_`u'=1
+        }
+        else if (resmat[1,`nbitems'+`v']!=testm[1,1] & `nbmoda_`v''==2) {
+          local conformula = "`conformula'" + "`u' "
+          local unif_`u'=1
+        }
+    }
+    if ("`conformula'" != "") {
+      local mod = "`mod'" + "(THETA<-tt), mlogit tol(0.01) iterate(500) latent(THETA) nocapslatent constraint(`conformula')"
+    }
+    else {
+      local mod = "`mod'" + "(THETA<-tt), mlogit tol(0.01) iterate(500) latent(THETA) nocapslatent"
+    }
+    *calcul du modèle
+    `mod'
+    mat V=r(table)
+    mat W=V[1..2,1...]
+
+    * compilation
+    forvalues j=1/`nbitems' {
+      forvalues z=1/`nbmoda_`j'' {
+        mat outmat[`k',colnumb(outmat,"item`j'_`z'")] = W[1,colnumb(W,"`z'.item`j':_cons")]
+      }
+    }
+    * compilation DIF
+    forvalues u=1/`nbdetect' {
+      local j=`difitems`u''
+        forvalues z=1/`nbmoda_`j'' {
+          mat outmat[`k',colnumb(outmat,"dif_`u'_`z'")] = W[1,colnumb(W,"`z'.item`j':tt")]
+        }
+        mat outmat[`k',colnumb(outmat,"dif_detect_`u'")] = `j'
+        if (mod(`s',2)==0) {
+          mat outmat[`k',colnumb(outmat,"dif_detect_unif_`u'")] = `unif_`u''
+        }
+      }
+
+    * Stocker les items de DIF originaux
+    if (`nbdif' > 0) {
+      qui levelsof dif1
+      local ldif1 = r(levels)
+      local diff1: word 1 of `ldif1'
+      qui mat outmat[`k',colnumb(outmat,"real_dif_1")]=`diff1'
+      if (`nbdif' > 1) {
+        qui levelsof dif2
+        local ldif2 = r(levels)
+        local diff2: word 1 of `ldif2'
+        qui mat outmat[`k',colnumb(outmat,"real_dif_2")]=`diff2'
+        if (`nbdif' > 2) {
+          qui levelsof dif3
+          local ldif3 = r(levels)
+          local diff3: word 1 of `ldif3'
+          qui mat outmat[`k',colnumb(outmat,"real_dif_3")]=`diff3'
+        }
+      }
+    }
+    qui mat outmat[`k',colnumb(outmat,"beta")]=W[1,colnumb(W,"THETA:tt")]
+    qui mat outmat[`k',colnumb(outmat,"se_beta")]=W[2,colnumb(W,"THETA:tt")]
+    qui mat outmat[`k',colnumb(outmat,"lrt_passed")]=lrt_passed[1,1]
+    restore
+  }
+  log close
+  putexcel set "`path_res'/`s'`scen'_`Nn'_original.xls", sheet("outmat") replace
+  putexcel A1=matrix(outmat), colnames
+ }
+ }
+ }

Scripts/Analysis/DIF/pcm_dif.do

@@ -6,8 +6,6 @@
   *
   * ado-files needed : - pcm (version 5.5 October 25, 2023, available on gitea)
   *
-  * outputs :  for N=100
-  *
   *
   *================================================================================================================================================
 
@@ -73,7 +71,7 @@
     mat outmat[`k',`nbitems'+4] = `difitems1' // numéro item de dif
     restore
   }
-  putexcel set "`path_res'/out/5`scen'_`Nn'.xls", sheet("outmat") replace
+  putexcel set "`path_res'/5`scen'_`Nn'.xls", sheet("outmat") replace
   putexcel A1=matrix(outmat), colnames
 }
 }
@@ -151,7 +149,7 @@ forvalues k=1/1000 {
     mat outmat[`k',3*`nbitems'+6] = `difitems1' // numéro item de dif
     restore
 }
-putexcel set "`path_res'/out/6`scen'_`Nn'.xls", sheet("outmat") replace
+putexcel set "`path_res'/6`scen'_`Nn'.xls", sheet("outmat") replace
 putexcel A1=matrix(outmat), colnames
 }
 }
@@ -210,7 +208,7 @@ putexcel A1=matrix(outmat), colnames
     mat outmat[`k',`nbitems'+4] = `difitems1' // numéro item de dif
     restore
   }
-  putexcel set "`path_res'/out/7`scen'_`Nn'.xls", sheet("outmat") replace
+  putexcel set "`path_res'/7`scen'_`Nn'.xls", sheet("outmat") replace
   putexcel A1=matrix(outmat), colnames
 }
 }
@@ -288,7 +286,7 @@ forvalues k=1/1000 {
     mat outmat[`k',3*`nbitems'+6] = `difitems1' // numéro item de dif
     restore
 }
-putexcel set "`path_res'/out/8`scen'_`Nn'.xls", sheet("outmat") replace
+putexcel set "`path_res'/8`scen'_`Nn'.xls", sheet("outmat") replace
 putexcel A1=matrix(outmat), colnames
 }
 }
@@ -366,7 +364,7 @@ adopath+"/home/corentin/Documents/These/Recherche/Simulations/Modules/"
     mat outmat[`k',`nbitems'+6] = `difitemsmax' // numéro item de dif
     restore
   }
-  putexcel set "`path_res'/out/9`scen'_`Nn'.xls", sheet("outmat") replace
+  putexcel set "`path_res'/9`scen'_`Nn'.xls", sheet("outmat") replace
   putexcel A1=matrix(outmat), colnames
 }
 }
@@ -476,7 +474,7 @@ forvalues k=1/1000 {
     mat outmat[`k',3*`nbitems'+10] = `difitemsmax' // numéro item de dif
     restore
 }
-putexcel set "`path_res'/out/10`scen'_`Nn'.xls", sheet("outmat") replace
+putexcel set "`path_res'/10`scen'_`Nn'.xls", sheet("outmat") replace
 putexcel A1=matrix(outmat), colnames
 }
 }
@@ -550,7 +548,7 @@ putexcel A1=matrix(outmat), colnames
     mat outmat[`k',`nbitems'+6] = `difitemsmax' // numéro item de dif
     restore
   }
-  putexcel set "`path_res'/out/11`scen'_`Nn'.xls", sheet("outmat") replace
+  putexcel set "`path_res'/11`scen'_`Nn'.xls", sheet("outmat") replace
   putexcel A1=matrix(outmat), colnames
 }
 }
@@ -660,7 +658,7 @@ forvalues k=1/1000 {
     mat outmat[`k',3*`nbitems'+10] = `difitemsmax' // numéro item de dif
     restore
 }
-putexcel set "`path_res'/out/12`scen'_`Nn'.xls", sheet("outmat") replace
+putexcel set "`path_res'/12`scen'_`Nn'.xls", sheet("outmat") replace
 putexcel A1=matrix(outmat), colnames
 }
 }
@@ -744,7 +742,7 @@ adopath+"/home/corentin/Documents/These/Recherche/Simulations/Modules/"
     mat outmat[`k',`nbitems'+6] = `difitemsmax' // numéro item de dif
     restore
   }
-  putexcel set "`path_res'/out/13`scen'_`Nn'.xls", sheet("outmat") replace
+  putexcel set "`path_res'/13`scen'_`Nn'.xls", sheet("outmat") replace
   putexcel A1=matrix(outmat), colnames
 }
 }
@@ -854,7 +852,7 @@ forvalues k=1/1000 {
     mat outmat[`k',3*`nbitems'+10] = `difitemsmax' // numéro item de dif
     restore
 }
-putexcel set "`path_res'/out/14`scen'_`Nn'.xls", sheet("outmat") replace
+putexcel set "`path_res'/14`scen'_`Nn'.xls", sheet("outmat") replace
 putexcel A1=matrix(outmat), colnames
 }
 }
@@ -928,7 +926,7 @@ putexcel A1=matrix(outmat), colnames
     mat outmat[`k',`nbitems'+6] = `difitemsmax' // numéro item de dif
     restore
   }
-  putexcel set "`path_res'/out/15`scen'_`Nn'.xls", sheet("outmat") replace
+  putexcel set "`path_res'/15`scen'_`Nn'.xls", sheet("outmat") replace
   putexcel A1=matrix(outmat), colnames
 }
 }
@@ -1038,7 +1036,7 @@ forvalues k=1/1000 {
     mat outmat[`k',3*`nbitems'+10] = `difitemsmax' // numéro item de dif
     restore
 }
-putexcel set "`path_res'/out/16`scen'_`Nn'.xls", sheet("outmat") replace
+putexcel set "`path_res'/16`scen'_`Nn'.xls", sheet("outmat") replace
 putexcel A1=matrix(outmat), colnames
 }
 }
@@ -1132,7 +1130,7 @@ adopath+"/home/corentin/Documents/These/Recherche/Simulations/Modules/"
     mat outmat[`k',`nbitems'+8] = `difitemsmax' // numéro item de dif
     restore
   }
-  putexcel set "`path_res'/out/17`scen'_`Nn'.xls", sheet("outmat") replace
+  putexcel set "`path_res'/17`scen'_`Nn'.xls", sheet("outmat") replace
   putexcel A1=matrix(outmat), colnames
 }
 }
@@ -1276,7 +1274,7 @@ forvalues k=1/1000 {
     mat outmat[`k',3*`nbitems'+14] = `difitemsmax' // numéro item de dif
     restore
 }
-putexcel set "`path_res'/out/18`scen'_`Nn'.xls", sheet("outmat") replace
+putexcel set "`path_res'/18`scen'_`Nn'.xls", sheet("outmat") replace
 putexcel A1=matrix(outmat), colnames
 }
 }
@@ -1365,7 +1363,7 @@ putexcel A1=matrix(outmat), colnames
     mat outmat[`k',`nbitems'+8] = `difitemsmax' // numéro item de dif
     restore
   }
-  putexcel set "`path_res'/out/19`scen'_`Nn'.xls", sheet("outmat") replace
+  putexcel set "`path_res'/19`scen'_`Nn'.xls", sheet("outmat") replace
   putexcel A1=matrix(outmat), colnames
 }
 }
@@ -1509,7 +1507,7 @@ forvalues k=1/1000 {
     mat outmat[`k',3*`nbitems'+14] = `difitemsmax' // numéro item de dif
     restore
 }
-putexcel set "`path_res'/out/20`scen'_`Nn'.xls", sheet("outmat") replace
+putexcel set "`path_res'/20`scen'_`Nn'.xls", sheet("outmat") replace
 putexcel A1=matrix(outmat), colnames
 }
 }

Scripts/Data_generation/DIF/scenarios_DIF_J4_baseline_100.do

@@ -2291,7 +2291,7 @@ forvalues replication = 1/1000 {
     qui local difi :  word 1 of `ItemsDIF'
     qui local difj :  word 2 of `ItemsDIF'
 
-      mat B= (-1.84,-0.84,0.16 \ -1.25,-0.25,0.75 \ -0.75,0.25,1.25 \ 0.16,0.84,1.84)
+      mat D= (-1.84,-0.84,0.16 \ -1.25,-0.25,0.75 \ -0.75,0.25,1.25 \ 0.16,0.84,1.84)
   		qui simirt, nbobs(`Nn') mu(0) cov(1) dim(4) pcm(D) clear
       qui gen TT = 0
   		tempfile grp0

Scripts/Data_generation/DIF/scenarios_DIF_J4_baseline_200.do

@@ -2291,7 +2291,7 @@ forvalues replication = 1/1000 {
     qui local difi :  word 1 of `ItemsDIF'
     qui local difj :  word 2 of `ItemsDIF'
 
-      mat B= (-1.84,-0.84,0.16 \ -1.25,-0.25,0.75 \ -0.75,0.25,1.25 \ 0.16,0.84,1.84)
+      mat D= (-1.84,-0.84,0.16 \ -1.25,-0.25,0.75 \ -0.75,0.25,1.25 \ 0.16,0.84,1.84)
   		qui simirt, nbobs(`Nn') mu(0) cov(1) dim(4) pcm(D) clear
       qui gen TT = 0
   		tempfile grp0

Scripts/Data_generation/DIF/scenarios_DIF_J4_baseline_300.do

@@ -2291,7 +2291,7 @@ forvalues replication = 1/1000 {
     qui local difi :  word 1 of `ItemsDIF'
     qui local difj :  word 2 of `ItemsDIF'
 
-      mat B= (-1.84,-0.84,0.16 \ -1.25,-0.25,0.75 \ -0.75,0.25,1.25 \ 0.16,0.84,1.84)
+      mat D= (-1.84,-0.84,0.16 \ -1.25,-0.25,0.75 \ -0.75,0.25,1.25 \ 0.16,0.84,1.84)
   		qui simirt, nbobs(`Nn') mu(0) cov(1) dim(4) pcm(D) clear
       qui gen TT = 0
   		tempfile grp0

Scripts/Data_generation/DIF/scenarios_DIF_J4_baseline_50.do

@@ -2291,7 +2291,7 @@ forvalues replication = 1/1000 {
     qui local difi :  word 1 of `ItemsDIF'
     qui local difj :  word 2 of `ItemsDIF'
 
-      mat B= (-1.84,-0.84,0.16 \ -1.25,-0.25,0.75 \ -0.75,0.25,1.25 \ 0.16,0.84,1.84)
+      mat D= (-1.84,-0.84,0.16 \ -1.25,-0.25,0.75 \ -0.75,0.25,1.25 \ 0.16,0.84,1.84)
   		qui simirt, nbobs(`Nn') mu(0) cov(1) dim(4) pcm(D) clear
       qui gen TT = 0
   		tempfile grp0

autorun.sh

@@ -0,0 +1,178 @@
+echo "=================================================================================================="
+echo Initializing path to code for all script files, please run this script in the /Simulations/ folder
+echo "=================================================================================================="
+
+echo Initializing data generation scripts in /Scripts/Data_generation/
+echo "..."
+sed -i "s|/home/corentin/Documents/These/Recherche/Simulations|$PWD|g" /Scripts/Data_generation/DIF/*
+sed -i "s|/home/corentin/Documents/These/Recherche/Simulations|$PWD|g" /Scripts/Data_generation/NoDIF/*
+echo DONE
+
+echo Initializing analysis scripts in /Scripts/Analysis/
+echo "..."
+sed -i "s|/home/corentin/Documents/These/Recherche/Simulations|$PWD|g" /Scripts/Analysis/DIF/*
+sed -i "s|/home/corentin/Documents/These/Recherche/Simulations|$PWD|g" /Scripts/Analysis/DIF-RESIDUALS/*
+sed -i "s|/home/corentin/Documents/These/Recherche/Simulations|$PWD|g" /Scripts/Analysis/DIF-ROSALI/*
+echo DONE
+
+echo Initializing analysis scripts in /RProject/Scripts/
+echo "..."
+sed -i "s|/home/corentin/Documents/These/Recherche/Simulations|$PWD|g" /RProject/Scripts/*
+echo DONE
+
+echo Done initializing code path, running code
+
+
+echo "=================================================================================================="
+echo Installing R package dependencies
+echo "=================================================================================================="
+
+Rscript -e 'install.packages("TAM", repos="https://cloud.r-project.org")'
+Rscript -e 'install.packages("doMC", repos="https://cloud.r-project.org")'
+Rscript -e 'install.packages("parallel", repos="https://cloud.r-project.org")'
+Rscript -e 'install.packages("pbmcapply", repos="https://cloud.r-project.org")'
+Rscript -e 'install.packages("funprog", repos="https://cloud.r-project.org")'
+Rscript -e 'install.packages("parallel", repos="https://cloud.r-project.org")'
+Rscript -e 'install.packages("pbmcapply", repos="https://cloud.r-project.org")'
+Rscript -e 'install.packages("funprog", repos="https://cloud.r-project.org")'
+Rscript -e 'install.packages("plyr", repos="https://cloud.r-project.org")'
+Rscript -e 'install.packages("dplyr", repos="https://cloud.r-project.org")'
+Rscript -e 'install.packages("readxl", repos="https://cloud.r-project.org")'
+
+echo "=================================================================================================="
+echo Running data generation
+echo "=================================================================================================="
+
+echo "--- Generating no DIF data ---"
+echo "N=50"
+echo "..."
+stata -b run /Scripts/Data_generation/NoDIF/scenarios_noDIF_baseline_50.do
+echo DONE
+
+echo "N=100"
+echo "..."
+stata -b run /Scripts/Data_generation/NoDIF/scenarios_noDIF_baseline_100.do
+echo DONE
+
+echo "N=200"
+echo "..."
+stata -b run /Scripts/Data_generation/NoDIF/scenarios_noDIF_baseline_200.do
+echo DONE
+
+echo "N=300"
+echo "..."
+stata -b run /Scripts/Data_generation/NoDIF/scenarios_noDIF_baseline_300.do
+echo DONE
+
+echo "--- Generating DIF data ---"
+echo "N=50 / J=4"
+echo "..."
+stata -b run /Scripts/Data_generation/DIF/scenarios_DIF_J4_baseline_50.do
+echo DONE
+
+echo "N=100 / J=4"
+echo "..."
+stata -b run /Scripts/Data_generation/DIF/scenarios_DIF_J4_baseline_100.do
+echo DONE
+
+echo "N=200 / J=4"
+echo "..."
+stata -b run /Scripts/Data_generation/DIF/scenarios_DIF_J4_baseline_200.do
+echo DONE
+
+echo "N=300 / J=4"
+echo "..."
+stata -b run /Scripts/Data_generation/DIF/scenarios_DIF_J4_baseline_300.do
+echo DONE
+
+echo "N=50 / J=7"
+echo "..."
+stata -b run /Scripts/Data_generation/DIF/scenarios_DIF_J7_baseline_50.do
+echo DONE
+
+echo "N=100 / J=7"
+echo "..."
+stata -b run /Scripts/Data_generation/DIF/scenarios_DIF_J7_baseline_100.do
+echo DONE
+
+echo "N=200 / J=7"
+echo "..."
+stata -b run /Scripts/Data_generation/DIF/scenarios_DIF_J7_baseline_200.do
+echo DONE
+
+echo "N=300 / J=7"
+echo "..."
+stata -b run /Scripts/Data_generation/DIF/scenarios_DIF_J7_baseline_300.do
+echo DONE
+
+
+
+echo "=================================================================================================="
+echo Running no DIF PCM analysis
+echo "=================================================================================================="
+
+cd RProject/Scripts/Analysis
+
+echo "..."
+Rscript pcm_nodif.R
+echo DONE
+
+cd -
+
+
+echo "=================================================================================================="
+echo Running DIF PCM analysis
+echo "=================================================================================================="
+
+echo "N=50 / J=4"
+echo "..."
+stata -b run /Scripts/Analysis/DIF/pcm_dif_50_J4.do
+echo DONE
+
+echo "N=50 / J=7"
+echo "..."
+stata -b run /Scripts/Analysis/DIF/pcm_dif_50_J7.do
+echo DONE
+
+echo "All others"
+echo "WARNING: This will take a few hours."
+echo "..."
+stata -b run /Scripts/Analysis/DIF/pcm_dif.do
+echo DONE
+
+
+echo "=================================================================================================="
+echo Running ROSALI DIF PCM analysis
+echo "=================================================================================================="
+
+echo "WARNING: This will take a long time (multiple weeks). Please modify the code to run multiple simultaneous sessions of stata to compute faster if necessary."
+echo "..."
+stata -b run /Scripts/Analysis/DIF-ROSALI/pcm_dif_rosali.do
+echo DONE
+
+
+echo "=================================================================================================="
+echo Running RESIDUALS DIF PCM analysis
+echo "=================================================================================================="
+
+cd RProject/Scripts/Analysis
+
+echo "Performing DIF detection"
+echo "WARNING: This will take a few hours."
+echo "..."
+Rscript resali_analysis.R
+echo DONE
+
+cd -
+
+echo "Fitting PCM models"
+echo "WARNING: This will take a few hours."
+echo "..."
+stata -b run /Scripts/Analysis/DIF-RESIDUALS/pcm_dif_residus.do
+echo DONE
+
+echo "=================================================================================================="
+echo END OF SCRIPT
+echo "=================================================================================================="
+
+echo "Run /RProject/Scripts/Analysis/aggregation.R to aggregate and access results"

catalogue.md

@@ -1,56 +1,58 @@
-## Scenarios sans DIF
+# Scenario catalogue
 
-|            | **J** || **M** ||
-|------------|---|---|---|---|
+## Scenarios without DIF
+
+|                | **J** |       | **M** |       |
+| -------------- | ----- | ----- | ----- | ----- |
 |                | **4** | **7** | **2** | **4** |
 | **Scenario 1** | X     |       | X     |       |
 | **Scenario 2** | X     |       |       | X     |
 | **Scenario 3** |       | X     | X     |       |
 | **Scenario 4** |       | X     |       | X     |
 
-Chaque scénario est séparé en 3 sous-scénarios:
+Each scenario has 5 subscenarios:  
 
-  * A - H<sub>0</sub> vraie
-  * B - H<sub>1</sub> vraie, taille d'effet 0.2
-  * C - H<sub>1</sub> vraie, taille d'effet 0.4
-  * D - H<sub>1</sub> vraie, taille d'effet -0.2
-  * E - H<sub>1</sub> vraie, taille d'effet -0.4
+-   A - H<sub>0</sub> true
+-   B - H<sub>1</sub> true, effect size 0.2
+-   C - H<sub>1</sub> true, effect size 0.4
+-   D - H<sub>1</sub> true, effect size -0.2
+-   E - H<sub>1</sub> true, effect size -0.4
 
-## Scenarios avec DIF
+## Scenarios with DIF
 
-  |            | **J** || **M** || **Nb items DIF** ||| **Taille DIF** ||
-  |------------|---|---|---|---|---|---|---|---|---|
-  |            | **4** | **7** | **2** | **4** | **1** | **2** | **3** | **0.3** | **0.5** |
-  | **Scenario 5** | X |   | X |   | X | | | X | |
-  | **Scenario 6** | X |   |   | X | X | | | X | |
-  | **Scenario 7** | X |   | X |   | X | | |  | X |
-  | **Scenario 8** | X  |   |   | X | X | | |  | X |
-  | **Scenario 9** | X |   | X |   |  | X | | X | |
-  | **Scenario 10** | X |   |   | X |  | X | | X | |
-  | **Scenario 11** | X |  | X |   | | X | |  | X |
-  | **Scenario 12** | X |  |   | X | | X | |  | X |
-  | **Scenario 13** |  | X | X |   |  | X | | X | |
-  | **Scenario 14** |  | X |   | X |  | X | | X | |
-  | **Scenario 15** |   | X | X |   | | X | |  | X |
-  | **Scenario 16** |   | X |   | X | | X | |  | X |
-  | **Scenario 17** |   | X | X |   |  |  | X | X | |
-  | **Scenario 18** |   | X |   | X |  |  | X | X | |
-  | **Scenario 19** |   | X | X |   |  |  | X |  | X |
-  | **Scenario 20** |   | X |   | X |  |  | X | | X |
+|                 | **J** |       | **M** |       | **Nb items DIF** |       |       | **DIF size** |         |
+| --------------- | ----- | ----- | ----- | ----- | ---------------- | ----- | ----- | -------------- | ------- |
+|                 | **4** | **7** | **2** | **4** | **1**            | **2** | **3** | **0.3**        | **0.5** |
+| **Scenario 5**  | X     |       | X     |       | X                |       |       | X              |         |
+| **Scenario 6**  | X     |       |       | X     | X                |       |       | X              |         |
+| **Scenario 7**  | X     |       | X     |       | X                |       |       |                | X       |
+| **Scenario 8**  | X     |       |       | X     | X                |       |       |                | X       |
+| **Scenario 9**  | X     |       | X     |       |                  | X     |       | X              |         |
+| **Scenario 10** | X     |       |       | X     |                  | X     |       | X              |         |
+| **Scenario 11** | X     |       | X     |       |                  | X     |       |                | X       |
+| **Scenario 12** | X     |       |       | X     |                  | X     |       |                | X       |
+| **Scenario 13** |       | X     | X     |       |                  | X     |       | X              |         |
+| **Scenario 14** |       | X     |       | X     |                  | X     |       | X              |         |
+| **Scenario 15** |       | X     | X     |       |                  | X     |       |                | X       |
+| **Scenario 16** |       | X     |       | X     |                  | X     |       |                | X       |
+| **Scenario 17** |       | X     | X     |       |                  |       | X     | X              |         |
+| **Scenario 18** |       | X     |       | X     |                  |       | X     | X              |         |
+| **Scenario 19** |       | X     | X     |       |                  |       | X     |                | X       |
+| **Scenario 20** |       | X     |       | X     |                  |       | X     |                | X       |
 
-Chaque scénario est séparé en 5 sous-scénarios:
+Each scenario has 7 subscenarios:  
 
-  * A - H<sub>0</sub> vraie, DIF -0.3/0.5 sur le groupe **traitement**    
-    * **Exemple MPR / réadaptation:**
-  * B - H<sub>1</sub> vraie, taille d'effet 0.2, DIF +0.3/0.5 sur le groupe traitement
-    * **Exemple BDI**
-  * C - H<sub>1</sub> vraie, taille d'effet 0.2, DIF -0.3/0.5 sur le groupe traitement
-    * **Exemple dentaire**
-  * D - H<sub>1</sub> vraie, taille d'effet 0.4, DIF +0.3/0.5 sur le groupe traitement
-    * **Exemple BDI**
-  * E - H<sub>1</sub> vraie, taille d'effet 0.4, DIF -0.3/0.5 sur le groupe traitement
-    * **Exemple dentaire**
-  * F -  H<sub>1</sub> vraie, taille d'effet -0.2, DIF -0.3/0.5 sur le groupe traitement
-    * **Exemple cancéro / effets secondaires**
-  * G -  H<sub>1</sub> vraie, taille d'effet -0.4, DIF -0.3/0.5 sur le groupe traitement
-    * **Exemple cancéro / effets secondaires**
+-   A - H<sub>0</sub> true, DIF -0.3/0.5 on traitement group    
+    -   **MPR example**  
+-   B - H<sub>1</sub> true, effect size 0.2, DIF +0.3/0.5 on traitement group  
+    -   **BDI example**  
+-   C - H<sub>1</sub> true, effect size 0.2, DIF -0.3/0.5 on traitement group  
+    -   **Dentistry example**  
+-   D - H<sub>1</sub> true, effect size 0.4, DIF +0.3/0.5 on traitement group  
+    -   **BDI example**  
+-   E - H<sub>1</sub> true, effect size 0.4, DIF -0.3/0.5 on traitement group  
+    -   **Dentistry example**  
+-   F -  H<sub>1</sub> true, effect size -0.2, DIF -0.3/0.5 on traitement group  
+    -   **Adverse effects example**  
+-   G -  H<sub>1</sub> true, effect size -0.4, DIF -0.3/0.5 on traitement group  
+    -   **Adverse effects example**  

prepare_file_structure.sh

@@ -0,0 +1,61 @@
+echo "=================================================================================================="
+echo Preparing file structure. Please run at the root of the Simulation folder
+echo "=================================================================================================="
+
+mkdir Data
+mkdir Analysis
+
+cd Data
+mkdir DIF
+mkdir NoDIF
+cd -
+cd Data/DIF
+mkdir N50
+mkdir N100
+mkdir N200
+mkdir N300
+cd -
+cd Data/NoDIF
+mkdir N50
+mkdir N100
+mkdir N200
+mkdir N300
+cd -
+cd Analysis
+mkdir DIF
+mkdir NoDIF
+mkdir RESALI
+mkdir ROSALI-DIF
+cd -
+cd Analysis/DIF
+mkdir N50
+mkdir N100
+mkdir N200
+mkdir N300
+cd -
+cd Analysis/NoDIF
+mkdir N50
+mkdir N100
+mkdir N200
+mkdir N300
+cd -
+cd Analysis/ROSALI-DIF
+mkdir N50
+mkdir N100
+mkdir N200
+mkdir N300
+mkdir log
+cd -
+cd Analysis/RESALI
+mkdir Detection
+mkdir Detection_data
+mkdir Results
+cd -
+cd Analysis/RESALI/Results
+mkdir N50
+mkdir N100
+mkdir N200
+mkdir N300
+cd -
+
+echo "DONE"