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+ GNU AFFERO GENERAL PUBLIC LICENSE
+ Version 3, 19 November 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://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
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+
+ 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
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+source code to the public.
+
+ The GNU Affero General Public License is designed specifically to
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+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.
+
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+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 <https://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
+<https://www.gnu.org/licenses/>.
diff --git a/README.md b/README.md
index d217352c132c44619159f79a6d2ab0b55e195f7b..081c84d468f53aefebb0919008460dc86936c4e8 100644
--- a/README.md
+++ b/README.md
@@ -1,92 +1,678 @@
+[](https://www.gnu.org/licenses/)
+[](http://www.oracle.com/technetwork/java/javase/downloads/index.html)
+
+
# HCAP
+_HCAP_ (Homogneous Composition Among Positions) is a command line program written in [Java](https://docs.oracle.com/en/java/) to crop high-throughput short (Illumina) sequencing reads in order to observe homogeneous base composition among all read positions. Although this preprocessing step is generally not required (see e.g. [here](https://sequencing.qcfail.com/articles/positional-sequence-bias-in-random-primed-libraries/)), _HCAP_ was developed for dealing with unexpectedly biased composition that can be sometimes observed at the 5' and/or 3' ends (see e.g. [here](https://sequencing.qcfail.com/articles/biased-sequence-composition-can-lead-to-poor-quality-data-on-illumina-sequencers/)).
+
+
+## Installation
+
+Clone this repository with the following command line:
+```bash
+git clone https://gitlab.pasteur.fr/GIPhy/HCAP.git
+```
+
+## Compilation and execution
+The source code of _HCAP_ is inside the _src_ directory. It requires **Java 11** (or higher) and can be compiled and executed in two different ways.
-## Getting started
+#### Building an executable jar file
-To make it easy for you to get started with GitLab, here's a list of recommended next steps.
+On computers with [Oracle JDK](http://www.oracle.com/technetwork/java/javase/downloads/index.html) (**11** or higher) installed, a Java executable jar file can be created. In a command-line window, go to the _src_ directory and type:
+```bash
+javac HCAP.java
+echo Main-Class: HCAP > MANIFEST.MF
+jar -cmvf MANIFEST.MF HCAP.jar HCAP.class
+rm MANIFEST.MF HCAP.class
+```
+This will create the executable jar file `HCAP.jar` that can be run with the following command line model:
+```bash
+java -jar HCAP.jar [options]
+```
-Already a pro? Just edit this README.md and make it your own. Want to make it easy? [Use the template at the bottom](#editing-this-readme)!
+#### Building a native code binary
+
+On computers with [GraalVM](https://www.graalvm.org/downloads/) installed, a native executable can be built. In a command-line window, go to the _src_ directory, and type:
+```bash
+javac HCAP.java
+native-image HCAP HCAP
+rm HCAP.class
+```
+This will create the native executable `HCAP` that can be run with the following command line model:
+```bash
+./HCAP [options]
+```
-## Add your files
-- [ ] [Create](https://docs.gitlab.com/ee/user/project/repository/web_editor.html#create-a-file) or [upload](https://docs.gitlab.com/ee/user/project/repository/web_editor.html#upload-a-file) files
-- [ ] [Add files using the command line](https://docs.gitlab.com/ee/gitlab-basics/add-file.html#add-a-file-using-the-command-line) or push an existing Git repository with the following command:
+## Usage
+Run HCAP without option to read the following documentation:
```
-cd existing_repo
-git remote add origin https://gitlab.pasteur.fr/GIPhy/HCAP.git
-git branch -M main
-git push -uf origin main
+HCAP
+
+ Cropping FASTQ short reads to reach homogeneous composition among positions
+
+ USAGE:
+ HCAP -i <FASTQ> -o <basefile> [-z] [-l <int>] [-n] [-v] [-h]
+ HCAP -1 <FASTQ.R1> -2 <FASTQ.R2> -o <basefile> [-z] [-l <int>] [-n] [-v] [-h]
+
+ OPTIONS:
+ -i <infile> FASTQ-formatted input file; filename should end with .gz when gzipped
+ -i <infile> FASTQ-formatted R1 input file; filename should end with .gz when gzipped
+ -i <infile> FASTQ-formatted R2 input file; filename should end with .gz when gzipped
+ -o <string> outfile basename (mandatory)
+ -z gzipped output file(s) (default: not set)
+ -c z-score cutoff (defaut: 1.64)
+ -n replacing read prefix/suffix to crop with Ns (default: not set)
+ -l <integer> minimum length of output reads (default: 50)
+ -v verbose mode (default: not set)
+ -h prints this help and exit
```
-## Integrate with your tools
-- [ ] [Set up project integrations](https://gitlab.pasteur.fr/GIPhy/HCAP/-/settings/integrations)
+## Method
-## Collaborate with your team
+* Given a high-throughput sequencing read of length ℓ, let _n_<sub>_p_</sub>(_r_) be the number of the observed bases _r_ = A, C, G, T at each sequenced position _p_ = 1, ..., ℓ, and _n_<sub>_p_</sub> = _n_<sub>_p_</sub>(A) + _n_<sub>_p_</sub>(C) + _n_<sub>_p_</sub>(G) + _n_<sub>_p_</sub>(T). As each of the four proportions _f_(A), _f_(C), _f_(G), _f_(T) should be almost identical among every sequenced position _p_, this expectation can be assessed using a one proportion _z_-test, i.e. |_z_<sub>_p_</sub>(_r_)| ≤ _c_, where _z_<sub>_p_</sub>(_r_) := [_n_<sub>_p_</sub>(_r_) / _n_<sub>_p_</sub> − _f_(_r_)] [_f_(_r_) (1 − _f_(_r_)) / _n_<sub>_p_</sub>]<sup>−1/2</sup> and _c_ is a fixed cutoff (e.g. _c_ = 1.64). In consequence, every large value _z_<sub>_p_</sub>(_r_) indicates that the base _r_ is overrepresented at position _p_.
-- [ ] [Invite team members and collaborators](https://docs.gitlab.com/ee/user/project/members/)
-- [ ] [Create a new merge request](https://docs.gitlab.com/ee/user/project/merge_requests/creating_merge_requests.html)
-- [ ] [Automatically close issues from merge requests](https://docs.gitlab.com/ee/user/project/issues/managing_issues.html#closing-issues-automatically)
-- [ ] [Enable merge request approvals](https://docs.gitlab.com/ee/user/project/merge_requests/approvals/)
-- [ ] [Set auto-merge](https://docs.gitlab.com/ee/user/project/merge_requests/merge_when_pipeline_succeeds.html)
+* First, _HCAP_ parses the _s_ (= 8,192) first reads to determine (i) the (maximum) read length ℓ and (ii) an estimate of the proportions _f_<sub>_p_</sub>(_r_) = _n_<sub>_p_</sub>(_r_) / _n_<sub>_p_</sub> for each sequenced position _p_ = 1, ..., ℓ. For each _r_ = A, C, G, T, the expected proportion _f_(_r_) is then approximated by the median of the ℓ observed proportions _f_<sub>_p_</sub>(_r_).
-## Test and Deploy
+* To obtain an overall homogeneous composition among positions, _HCAP_ crops the read prefixes and/or suffixes that are mainly constituted of bases inducing large _z_-scores values _z_<sub>_p_</sub>, i.e. every value _z_<sub>_p_</sub>(_r_) associated to the base _r_ at position _p_. Therefore, the first _b_ bases of a read should be cropped when _z_<sub>_p_</sub> > _c_ and _F_<sub>5</sub>(_b_) := Σ<sub>_p_=1..._b_ </sub>_z_<sub>_p_</sub> > 0, whereas the last _b_ bases should be cropped when _z_<sub>_p_</sub> > _c_ and _F_<sub>3</sub>(_b_) := Σ<sub>_p_=_b_...ℓ </sub>_z_<sub>_p_</sub> > 0. Of note, every negative value _z_<sub>_p_</sub> is multiplied by a small constant (= 1.5) to avoid a too aggressive cropping. In practice, _HCAP_ computes _b_<sub>5</sub> := argmax<sub>_b_, _z_<sub>_b_</sub> > 0</sub> _F_<sub>5</sub>(_b_) and _b_<sub>3</sub> := argmax<sub>_b_, _z_<sub>_b_</sub> > 0</sub> _F_<sub>3</sub>(_b_), and crops the corresponding prefix and/or suffix when _F_<sub>5</sub>(_b_<sub>5</sub>) > 0 and/or _F_<sub>3</sub>(_b_<sub>3</sub>) > 0, respectively.
-Use the built-in continuous integration in GitLab.
+* Second, for each the _s_ first reads, when a cropping is performed (according to the above criteria), every corresponding value _n_<sub>_p_</sub>(_r_) is decremented (i.e. for _p_ = 1, ..., _b_<sub>5</sub> and/or _p_ = _b_<sub>3</sub> ..., ℓ). To avoid a too aggressive cropping for the first _s_ reads, the cutoff is defined as a decreasing function, varying from 10 to _c_ depending on the _n_<sup>th</sup> parsed read. After processing the _s_ first reads, the four expected proportions _f_(_r_) are updated, i.e. median of the ℓ observed proportions _f_<sub>_p_</sub>(_r_).
-- [ ] [Get started with GitLab CI/CD](https://docs.gitlab.com/ee/ci/quick_start/index.html)
-- [ ] [Analyze your code for known vulnerabilities with Static Application Security Testing(SAST)](https://docs.gitlab.com/ee/user/application_security/sast/)
-- [ ] [Deploy to Kubernetes, Amazon EC2, or Amazon ECS using Auto Deploy](https://docs.gitlab.com/ee/topics/autodevops/requirements.html)
-- [ ] [Use pull-based deployments for improved Kubernetes management](https://docs.gitlab.com/ee/user/clusters/agent/)
-- [ ] [Set up protected environments](https://docs.gitlab.com/ee/ci/environments/protected_environments.html)
+* Finally, for each of the remaining reads, every corresponding value _n_<sub>_p_</sub>(_r_) is first incremented (i.e. for _p_ = 1, ..., ℓ); next, if the read is cropped (according to the above criteria using the specified cutoff), then every corresponding value _n_<sub>_p_</sub>(_r_) is decremented (i.e. for _p_ = 1, ..., _b_<sub>5</sub> and/or _p_ = _b_<sub>3</sub> ..., ℓ). The four expected proportions _f_(_r_) are updated every _s_ parsed reads.
-***
+* Following this read cropping procedure, the ℓ + 1 proportions _f_<sub>_p_</sub>(_r_) and _f_(_r_) generally converge to the same value for each _r_ = A, C, G, T, as expected.
-# Editing this README
-When you're ready to make this README your own, just edit this file and use the handy template below (or feel free to structure it however you want - this is just a starting point!). Thank you to [makeareadme.com](https://www.makeareadme.com/) for this template.
+## Notes
-## Suggestions for a good README
-Every project is different, so consider which of these sections apply to yours. The sections used in the template are suggestions for most open source projects. Also keep in mind that while a README can be too long and detailed, too long is better than too short. If you think your README is too long, consider utilizing another form of documentation rather than cutting out information.
+* Input files are FASTQ-formatted ones (input files compressed using _gzip_ should ends with the prefix .gz). Single-ends FASTQ files should be specified using option `-i`, whereas paired-ends FASTQ files should be specified using options `-1` and `-2`. The prefix of the output files should be specified using option `-o`. Reading gzipped FASTQ files does not seem to have a negative impact on the overall running times. However, writing gzipped FASTQ output files (option `-z`) requires approximately 5 times slower running times.
-## Name
-Choose a self-explaining name for your project.
+* It is worth noting that when the input reads are of different lengths, _HCAP_ considers they were clipped only at the 3' ends (e.g. technical oligonucleotide sequence removed during demultiplexing). If the input reads were trimmed/cliiped at the 5' ends, _HCAP_ results will be strongly biased (as the initial sequenced positions can not be determined).
-## Description
-Let people know what your project can do specifically. Provide context and add a link to any reference visitors might be unfamiliar with. A list of Features or a Background subsection can also be added here. If there are alternatives to your project, this is a good place to list differentiating factors.
+* The _z_-score cutoff is set to _c_ = 1.64 by default. Increasing this value (e.g. 3) enables a less aggressive cropping.
-## Badges
-On some READMEs, you may see small images that convey metadata, such as whether or not all the tests are passing for the project. You can use Shields to add some to your README. Many services also have instructions for adding a badge.
+* Every cropped position can be replaced with 'N' using the option `-n`.
-## Visuals
-Depending on what you are making, it can be a good idea to include screenshots or even a video (you'll frequently see GIFs rather than actual videos). Tools like ttygif can help, but check out Asciinema for a more sophisticated method.
+* Every read of length lower than a specified threshold (50, by default; option `-l`) is discarded. This criteria is applied before and after cropping. When dealing with paired-end data, if one of the read is too short, then the whole pair is discarded.
-## Installation
-Within a particular ecosystem, there may be a common way of installing things, such as using Yarn, NuGet, or Homebrew. However, consider the possibility that whoever is reading your README is a novice and would like more guidance. Listing specific steps helps remove ambiguity and gets people to using your project as quickly as possible. If it only runs in a specific context like a particular programming language version or operating system or has dependencies that have to be installed manually, also add a Requirements subsection.
+* The verbose mode (option -v) can be used to observe the trimming details.
-## Usage
-Use examples liberally, and show the expected output if you can. It's helpful to have inline the smallest example of usage that you can demonstrate, while providing links to more sophisticated examples if they are too long to reasonably include in the README.
-## Support
-Tell people where they can go to for help. It can be any combination of an issue tracker, a chat room, an email address, etc.
+## Example
-## Roadmap
-If you have ideas for releases in the future, it is a good idea to list them in the README.
+The following [Bash](https://www.gnu.org/software/bash/) command lines enable to download the two compressed FASTQ files associated to the run accession [ERR6798852](https://www.ncbi.nlm.nih.gov/sra/ERR6798852):
+
+```bash
+EBIURL="https://ftp.sra.ebi.ac.uk/vol1/fastq";
+wget $EBIURL/ERR679/002/ERR6798852/ERR6798852_1.fastq.gz ;
+wget $EBIURL/ERR679/002/ERR6798852/ERR6798852_2.fastq.gz ;
+```
+
+The downloaded FASTQ files _ERR6798852_1.fastq.gz_ (47 Mb) and _ERR6798852_2.fastq.gz_ (52 Mb) correspond to the 2×250 bps whole genome sequencing of a _Listeria monocytogenes_ strain.
+Associated descriptive statistics were computed using [fastq_info](https://gitlab.pasteur.fr/GIPhy/fastq_info). The two obtained figures (see below) show a typical biased composition at the 5' ends (positions 1-16), as well as the absence of the base `C` at position 251.
+
+<table border="0" cellspacing="0" cellpadding="0">
+ <tr>
+ <td width="50%"></center><img align="center" width="100%" src="example/ERR6798852_1.svg"></td>
+ <td width="50%"><img align="center" width="100%" src="example/ERR6798852_2.svg"></td>
+ </tr>
+</table>
+
+To obtain homogeneous composition among all sequenced positions, read cropping can be performed using _HCAP_ with the following command line:
+
+```bash
+HCAP -1 ERR6798852_1.fastq.gz -2 ERR6798852_2.fastq.gz -o ERR6798852
+```
+
+The above command line displays some details (see below) that confirm important deviations from the expected proportions _f_(A), _f_(C), _f_(G), _f_(T) at the ends (e.g. positions 1-14 and 251 induce _z_-scores ≫ 1.64).
+
+```
+=== initial estimates =====================================================================================================================================
+
+ [ fA fC fG fT R1] [ fA fC fG fT R2]
+median 0.303 0.197 0.197 0.304 0.304 0.196 0.198 0.303
+
+pos fA fC fG fT zA zC zG zT fA fC fG fT zA zC zG zT
+1 0.264 0.219 0.359 0.158 -7.72 4.99 37.11 -28.66 0.261 0.219 0.364 0.156 -8.48 5.38 37.85 -28.96
+2 0.232 0.196 0.137 0.435 -13.93 -0.18 -13.53 25.77 0.225 0.196 0.135 0.445 -15.57 -0.02 -14.34 28.03
+3 0.294 0.209 0.159 0.337 -1.66 2.87 -8.52 6.54 0.300 0.206 0.155 0.339 -0.70 2.46 -9.73 7.01
+4 0.188 0.240 0.116 0.456 -22.73 9.82 -18.31 30.04 0.189 0.249 0.119 0.444 -22.59 12.12 -17.95 27.69
+5 0.400 0.107 0.113 0.380 19.09 -20.44 -18.95 14.98 0.391 0.108 0.117 0.384 17.15 -20.10 -18.22 15.98
+6 0.444 0.118 0.234 0.205 27.79 -18.02 8.44 -19.48 0.439 0.120 0.236 0.206 26.64 -17.37 8.64 -19.15
+7 0.355 0.159 0.213 0.273 10.24 -8.52 3.71 -6.07 0.352 0.160 0.216 0.272 9.49 -8.04 4.20 -6.19
+8 0.409 0.155 0.202 0.233 20.96 -9.49 1.29 -13.86 0.405 0.155 0.195 0.245 19.89 -9.27 -0.49 -11.48
+9 0.191 0.318 0.227 0.264 -21.96 27.47 6.88 -7.75 0.191 0.324 0.217 0.268 -22.25 29.25 4.50 -6.89
+10 0.283 0.218 0.157 0.342 -3.95 4.79 -9.02 7.60 0.278 0.224 0.155 0.343 -5.02 6.36 -9.68 7.93
+11 0.290 0.153 0.293 0.265 -2.63 -9.96 21.87 -7.66 0.286 0.152 0.291 0.271 -3.56 -9.96 21.32 -6.31
+12 0.277 0.199 0.187 0.337 -5.20 0.54 -2.10 6.54 0.278 0.205 0.190 0.327 -5.05 2.07 -1.74 4.78
+13 0.239 0.216 0.254 0.291 -12.63 4.43 13.14 -2.56 0.234 0.211 0.244 0.311 -13.65 3.43 10.44 1.65
+14 0.228 0.280 0.183 0.309 -14.75 19.02 -3.13 0.99 0.228 0.283 0.187 0.303 -15.00 19.87 -2.44 -0.03
+15 0.318 0.204 0.223 0.255 3.05 1.60 5.99 -9.60 0.324 0.205 0.220 0.250 4.06 2.21 5.11 -10.40
+16 0.329 0.190 0.197 0.284 5.16 -1.63 0.12 -3.86 0.339 0.197 0.190 0.275 6.92 0.23 -1.80 -5.56
+17 0.325 0.190 0.177 0.308 4.42 -1.49 -4.49 0.75 0.328 0.182 0.178 0.312 4.85 -3.17 -4.46 1.75
+18 0.324 0.182 0.187 0.307 4.23 -3.49 -2.10 0.61 0.328 0.177 0.186 0.309 4.68 -4.31 -2.55 1.24
+19 0.312 0.185 0.193 0.310 1.80 -2.71 -0.74 1.19 0.309 0.195 0.188 0.307 1.03 -0.08 -2.13 0.88
+20 0.314 0.191 0.190 0.304 2.28 -1.32 -1.43 0.10 0.321 0.185 0.189 0.305 3.31 -2.41 -1.91 0.42
+21 0.314 0.190 0.192 0.305 2.09 -1.57 -1.04 0.18 0.305 0.192 0.195 0.308 0.31 -0.83 -0.60 0.93
+22 0.299 0.196 0.203 0.302 -0.73 -0.18 1.46 -0.38 0.306 0.202 0.191 0.301 0.36 1.46 -1.49 -0.32
+23 0.305 0.198 0.183 0.314 0.45 0.29 -3.05 1.93 0.300 0.194 0.199 0.307 -0.72 -0.33 0.20 0.83
+24 0.309 0.183 0.197 0.311 1.17 -3.10 0.10 1.43 0.302 0.195 0.201 0.302 -0.34 -0.16 0.76 -0.18
+25 0.297 0.198 0.194 0.310 -1.11 0.29 -0.52 1.31 0.302 0.193 0.202 0.303 -0.39 -0.58 1.03 -0.01
+26 0.304 0.196 0.189 0.311 0.26 -0.27 -1.63 1.38 0.308 0.195 0.189 0.307 0.86 -0.10 -1.88 0.86
+27 0.314 0.186 0.193 0.307 2.25 -2.57 -0.71 0.58 0.307 0.188 0.200 0.305 0.60 -1.75 0.64 0.35
+28 0.307 0.194 0.192 0.307 0.76 -0.54 -1.13 0.68 0.305 0.199 0.194 0.302 0.31 0.65 -0.71 -0.25
+29 0.304 0.195 0.194 0.308 0.11 -0.38 -0.68 0.80 0.310 0.195 0.190 0.306 1.22 -0.21 -1.82 0.54
+30 0.315 0.190 0.199 0.295 2.47 -1.52 0.60 -1.67 0.311 0.193 0.195 0.301 1.49 -0.60 -0.63 -0.42
+31 0.307 0.203 0.197 0.293 0.74 1.40 0.15 -2.08 0.310 0.198 0.194 0.299 1.29 0.43 -0.94 -0.85
+32 0.303 0.204 0.194 0.299 -0.08 1.74 -0.63 -0.88 0.299 0.201 0.192 0.308 -1.01 1.23 -1.24 1.02
+33 0.308 0.188 0.205 0.299 0.98 -2.10 2.01 -0.90 0.310 0.193 0.194 0.304 1.25 -0.72 -0.85 0.11
+34 0.306 0.193 0.203 0.299 0.55 -0.99 1.51 -1.00 0.302 0.207 0.189 0.301 -0.27 2.63 -1.96 -0.30
+35 0.312 0.198 0.181 0.309 1.85 0.18 -3.63 1.14 0.294 0.200 0.199 0.307 -1.93 1.01 0.31 0.78
+36 0.305 0.191 0.197 0.308 0.33 -1.43 0.12 0.80 0.300 0.194 0.201 0.305 -0.70 -0.49 0.76 0.47
+37 0.305 0.192 0.199 0.304 0.33 -1.02 0.51 0.10 0.305 0.198 0.194 0.303 0.33 0.59 -0.88 -0.08
+38 0.301 0.201 0.194 0.304 -0.37 0.90 -0.46 -0.02 0.311 0.191 0.195 0.303 1.37 -0.99 -0.63 0.04
+39 0.309 0.189 0.197 0.305 1.20 -1.79 0.15 0.22 0.305 0.192 0.194 0.309 0.21 -0.88 -0.85 1.29
+40 0.312 0.201 0.189 0.298 1.75 1.01 -1.74 -1.12 0.314 0.188 0.201 0.298 2.01 -1.86 0.67 -1.00
+41 0.303 0.196 0.200 0.301 0.07 -0.15 0.71 -0.54 0.313 0.190 0.192 0.305 1.75 -1.33 -1.24 0.47
+42 0.302 0.190 0.203 0.306 -0.27 -1.66 1.54 0.37 0.303 0.189 0.203 0.305 -0.08 -1.58 1.28 0.33
+43 0.295 0.198 0.204 0.303 -1.54 0.26 1.71 -0.16 0.311 0.192 0.199 0.297 1.46 -0.77 0.39 -1.14
+44 0.314 0.194 0.189 0.303 2.28 -0.77 -1.68 -0.16 0.305 0.201 0.198 0.296 0.26 1.21 0.01 -1.31
+45 0.302 0.187 0.199 0.312 -0.15 -2.21 0.51 1.62 0.310 0.191 0.196 0.303 1.32 -1.08 -0.38 -0.06
+46 0.300 0.197 0.198 0.304 -0.51 0.07 0.37 0.13 0.304 0.198 0.197 0.301 -0.00 0.62 -0.22 -0.35
+47 0.312 0.195 0.187 0.306 1.82 -0.49 -2.10 0.42 0.315 0.193 0.190 0.302 2.18 -0.55 -1.77 -0.18
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+192 0.309 0.193 0.201 0.298 1.03 -0.83 0.86 -1.05 0.309 0.191 0.205 0.295 0.85 -1.02 1.63 -1.39
+193 0.306 0.196 0.198 0.300 0.60 -0.16 0.34 -0.75 0.307 0.198 0.193 0.302 0.55 0.59 -0.97 -0.22
+194 0.302 0.205 0.187 0.305 -0.10 1.76 -1.97 0.28 0.308 0.191 0.197 0.304 0.83 -0.96 -0.15 0.13
+195 0.299 0.199 0.197 0.305 -0.63 0.34 0.11 0.23 0.307 0.203 0.196 0.294 0.62 1.43 -0.32 -1.57
+196 0.298 0.201 0.199 0.302 -0.80 0.89 0.48 -0.38 0.308 0.203 0.195 0.294 0.74 1.52 -0.47 -1.64
+197 0.310 0.198 0.188 0.304 1.20 0.30 -1.85 0.14 0.301 0.193 0.195 0.311 -0.58 -0.57 -0.52 1.52
+198 0.293 0.190 0.204 0.313 -1.77 -1.46 1.54 1.70 0.304 0.194 0.203 0.300 0.06 -0.44 1.04 -0.58
+199 0.314 0.196 0.194 0.295 2.07 -0.11 -0.49 -1.55 0.301 0.199 0.196 0.303 -0.43 0.68 -0.28 0.09
+200 0.306 0.202 0.193 0.299 0.53 1.14 -0.82 -0.80 0.295 0.198 0.195 0.311 -1.52 0.55 -0.53 1.50
+201 0.305 0.197 0.192 0.306 0.30 0.01 -0.86 0.42 0.290 0.196 0.208 0.306 -2.51 0.03 2.15 0.62
+202 0.292 0.198 0.197 0.313 -1.98 0.30 0.10 1.63 0.301 0.199 0.201 0.299 -0.54 0.78 0.67 -0.71
+203 0.300 0.199 0.191 0.310 -0.50 0.46 -1.11 1.05 0.304 0.196 0.192 0.308 0.01 0.12 -1.14 0.88
+204 0.299 0.201 0.200 0.300 -0.71 0.83 0.69 -0.61 0.297 0.192 0.194 0.316 -1.15 -0.68 -0.69 2.33
+205 0.298 0.198 0.196 0.308 -0.83 0.16 -0.19 0.86 0.301 0.199 0.204 0.296 -0.53 0.60 1.36 -1.17
+206 0.302 0.192 0.185 0.321 -0.14 -1.04 -2.34 3.06 0.304 0.192 0.195 0.309 0.08 -0.75 -0.63 1.10
+207 0.303 0.202 0.197 0.297 0.02 1.12 0.18 -1.15 0.304 0.193 0.202 0.300 0.01 -0.46 0.97 -0.45
+208 0.298 0.187 0.205 0.309 -0.82 -1.94 1.78 0.95 0.296 0.195 0.195 0.315 -1.36 -0.21 -0.64 2.10
+209 0.295 0.207 0.194 0.303 -1.43 2.19 -0.46 -0.06 0.301 0.197 0.190 0.311 -0.52 0.37 -1.51 1.51
+210 0.309 0.190 0.194 0.307 1.04 -1.35 -0.51 0.58 0.302 0.192 0.213 0.293 -0.28 -0.82 3.10 -1.70
+211 0.304 0.196 0.194 0.306 0.15 -0.13 -0.55 0.44 0.306 0.196 0.193 0.306 0.35 0.00 -1.04 0.55
+212 0.305 0.197 0.195 0.303 0.32 0.12 -0.39 -0.09 0.294 0.198 0.197 0.312 -1.82 0.48 -0.17 1.56
+213 0.296 0.202 0.209 0.293 -1.25 1.01 2.63 -1.90 0.306 0.194 0.210 0.290 0.39 -0.40 2.51 -2.23
+214 0.290 0.204 0.201 0.306 -2.31 1.37 0.92 0.32 0.301 0.194 0.210 0.295 -0.58 -0.26 2.50 -1.36
+215 0.299 0.201 0.191 0.308 -0.64 0.91 -1.14 0.84 0.300 0.201 0.202 0.297 -0.67 1.00 0.94 -1.01
+216 0.297 0.192 0.198 0.312 -0.98 -0.90 0.40 1.41 0.298 0.207 0.200 0.294 -0.98 2.43 0.48 -1.53
+217 0.292 0.202 0.199 0.307 -1.87 1.09 0.43 0.55 0.307 0.198 0.194 0.301 0.63 0.45 -0.79 -0.34
+218 0.283 0.201 0.204 0.313 -3.55 0.77 1.46 1.62 0.305 0.197 0.201 0.297 0.20 0.33 0.76 -1.14
+219 0.298 0.193 0.202 0.307 -0.85 -0.81 1.08 0.61 0.300 0.196 0.209 0.295 -0.64 0.14 2.23 -1.41
+220 0.290 0.206 0.200 0.305 -2.33 1.81 0.68 0.18 0.299 0.195 0.199 0.307 -0.88 -0.09 0.34 0.66
+221 0.291 0.200 0.197 0.313 -2.12 0.54 0.06 1.59 0.297 0.193 0.205 0.305 -1.17 -0.55 1.48 0.36
+222 0.299 0.192 0.200 0.309 -0.61 -0.95 0.67 0.86 0.309 0.189 0.204 0.299 0.84 -1.37 1.23 -0.72
+223 0.298 0.197 0.196 0.308 -0.86 0.13 -0.08 0.82 0.300 0.198 0.203 0.300 -0.72 0.39 1.13 -0.60
+224 0.306 0.201 0.192 0.302 0.47 0.78 -0.94 -0.34 0.302 0.205 0.188 0.305 -0.32 1.95 -1.95 0.33
+225 0.299 0.193 0.200 0.309 -0.76 -0.85 0.71 0.87 0.295 0.200 0.207 0.297 -1.55 0.94 1.99 -0.98
+226 0.302 0.199 0.190 0.309 -0.19 0.42 -1.27 0.93 0.300 0.202 0.201 0.298 -0.75 1.22 0.63 -0.84
+227 0.311 0.191 0.190 0.308 1.35 -1.14 -1.35 0.80 0.299 0.203 0.192 0.306 -0.77 1.48 -1.16 0.50
+228 0.315 0.184 0.201 0.300 2.11 -2.61 0.97 -0.69 0.296 0.192 0.211 0.300 -1.35 -0.68 2.82 -0.51
+229 0.301 0.197 0.205 0.298 -0.42 -0.06 1.73 -1.02 0.308 0.205 0.189 0.298 0.79 1.91 -1.81 -0.87
+230 0.295 0.199 0.200 0.307 -1.36 0.36 0.62 0.52 0.306 0.197 0.196 0.301 0.39 0.21 -0.28 -0.33
+231 0.301 0.189 0.196 0.314 -0.34 -1.51 -0.19 1.81 0.297 0.198 0.200 0.306 -1.22 0.49 0.40 0.45
+232 0.298 0.198 0.193 0.312 -0.93 0.13 -0.73 1.44 0.305 0.196 0.200 0.299 0.15 0.14 0.46 -0.67
+233 0.303 0.205 0.191 0.300 0.08 1.69 -1.10 -0.59 0.303 0.194 0.191 0.312 -0.11 -0.39 -1.38 1.65
+234 0.304 0.191 0.200 0.305 0.17 -1.12 0.76 0.14 0.312 0.191 0.204 0.293 1.48 -0.99 1.22 -1.68
+235 0.305 0.201 0.194 0.299 0.35 0.93 -0.45 -0.76 0.303 0.196 0.195 0.306 -0.07 0.15 -0.62 0.48
+236 0.294 0.200 0.194 0.312 -1.53 0.59 -0.55 1.49 0.301 0.202 0.187 0.310 -0.46 1.37 -2.17 1.16
+237 0.293 0.190 0.204 0.313 -1.78 -1.37 1.57 1.61 0.302 0.203 0.203 0.293 -0.39 1.49 1.06 -1.81
+238 0.303 0.196 0.196 0.304 0.08 -0.11 -0.07 0.08 0.307 0.203 0.199 0.291 0.50 1.51 0.33 -2.08
+239 0.305 0.199 0.195 0.300 0.41 0.52 -0.31 -0.59 0.295 0.197 0.200 0.307 -1.49 0.33 0.52 0.75
+240 0.306 0.190 0.196 0.308 0.60 -1.44 -0.03 0.68 0.302 0.205 0.202 0.291 -0.36 1.93 0.87 -2.05
+241 0.302 0.196 0.188 0.314 -0.11 -0.27 -1.63 1.75 0.303 0.206 0.200 0.291 -0.18 2.14 0.42 -2.03
+242 0.296 0.201 0.193 0.310 -1.16 0.84 -0.81 1.13 0.296 0.204 0.194 0.306 -1.34 1.62 -0.69 0.54
+243 0.301 0.194 0.203 0.302 -0.40 -0.56 1.30 -0.24 0.301 0.200 0.203 0.295 -0.45 0.96 1.18 -1.41
+244 0.304 0.207 0.189 0.300 0.23 2.00 -1.59 -0.59 0.298 0.199 0.194 0.309 -0.93 0.65 -0.72 1.00
+245 0.299 0.201 0.205 0.295 -0.69 0.84 1.76 -1.56 0.305 0.194 0.188 0.313 0.29 -0.43 -1.98 1.79
+246 0.305 0.188 0.204 0.304 0.29 -1.81 1.43 0.04 0.301 0.192 0.211 0.296 -0.53 -0.75 2.67 -1.14
+247 0.303 0.203 0.200 0.294 -0.01 1.15 0.72 -1.61 0.305 0.195 0.207 0.292 0.26 -0.04 1.97 -1.93
+248 0.307 0.186 0.209 0.298 0.65 -2.11 2.52 -1.01 0.296 0.204 0.201 0.299 -1.30 1.74 0.65 -0.75
+249 0.316 0.184 0.203 0.297 2.25 -2.67 1.33 -1.09 0.311 0.187 0.209 0.293 1.33 -1.71 2.20 -1.76
+250 0.329 0.156 0.205 0.310 4.31 -7.88 1.66 1.07 0.318 0.158 0.221 0.303 2.39 -7.38 4.56 0.02
+251 0.411 0 0.249 0.339 16.15 . 9.08 5.31 0.392 0 0.274 0.334 13.09 . 13.12 4.68
+
+=== final results =========================================================================================================================================
+
+ [ fA fC fG fT R1] [ fA fC fG fT R2]
+median 0.304 0.196 0.197 0.303 0.303 0.197 0.198 0.303
+
+pos fA fC fG fT zA zC zG zT nbases fA fC fG fT zA zC zG zT nbases
+1 0.303 0.198 0.200 0.299 -0.33 1.15 1.62 -2.06 61099 0.303 0.199 0.200 0.299 -0.22 1.25 1.63 -2.28 60307
+2 0.302 0.197 0.196 0.306 -1.11 0.40 -1.02 1.65 74687 0.301 0.197 0.196 0.305 -1.10 0.38 -0.95 1.59 73973
+3 0.303 0.197 0.195 0.305 -0.49 0.53 -1.19 1.06 78104 0.303 0.197 0.196 0.304 -0.27 0.31 -1.15 0.99 78037
+4 0.301 0.199 0.195 0.306 -1.52 1.64 -1.74 1.62 78258 0.300 0.199 0.195 0.305 -1.68 1.62 -1.56 1.63 78200
+5 0.306 0.194 0.195 0.305 1.62 -1.83 -1.93 1.63 96179 0.305 0.194 0.195 0.305 1.64 -1.92 -1.87 1.64 96339
+6 0.306 0.194 0.199 0.301 1.64 -2.24 1.64 -1.13 113389 0.305 0.194 0.199 0.301 1.63 -2.10 1.63 -1.23 113290
+7 0.305 0.195 0.198 0.302 1.30 -1.41 0.95 -0.91 148439 0.304 0.195 0.199 0.302 1.12 -1.49 1.38 -1.02 147285
+8 0.306 0.195 0.197 0.302 1.60 -0.78 0.22 -1.11 148920 0.305 0.196 0.198 0.301 1.62 -0.74 0.20 -1.16 147653
+9 0.300 0.198 0.199 0.303 -2.80 1.62 1.63 -0.01 156454 0.300 0.198 0.199 0.303 -2.80 1.63 1.61 -0.00 155790
+10 0.303 0.197 0.195 0.305 -0.59 1.17 -2.24 1.51 187364 0.303 0.198 0.195 0.304 -0.46 1.22 -2.31 1.41 186685
+11 0.304 0.194 0.199 0.303 0.62 -2.29 1.64 -0.06 188588 0.304 0.195 0.199 0.302 0.57 -1.79 1.64 -0.45 188460
+12 0.302 0.197 0.196 0.305 -1.60 0.78 -0.74 1.57 213519 0.302 0.197 0.197 0.304 -1.29 0.55 -0.74 1.46 212780
+13 0.301 0.198 0.198 0.303 -2.90 1.62 1.59 0.13 214292 0.300 0.198 0.199 0.303 -2.82 1.34 1.63 0.25 213910
+14 0.301 0.198 0.197 0.305 -3.26 1.64 0.31 1.58 220631 0.300 0.198 0.198 0.304 -3.32 1.65 0.38 1.56 220360
+15 0.305 0.198 0.198 0.299 1.61 1.58 1.63 -4.39 247483 0.304 0.198 0.199 0.299 1.60 1.63 1.57 -4.36 246732
+16 0.305 0.196 0.198 0.301 1.51 0.25 1.16 -2.73 265737 0.304 0.197 0.198 0.300 1.57 0.40 1.21 -2.96 264585
+17 0.305 0.195 0.195 0.304 1.64 -1.56 -2.15 1.57 270812 0.304 0.196 0.196 0.304 1.58 -1.52 -1.99 1.46 269506
+18 0.305 0.195 0.195 0.304 1.63 -1.61 -2.15 1.62 275195 0.304 0.195 0.196 0.304 1.64 -2.39 -1.40 1.64 273228
+19 0.305 0.194 0.197 0.304 1.64 -2.90 -0.49 1.29 283343 0.304 0.194 0.197 0.304 1.64 -3.70 -0.06 1.61 280895
+20 0.305 0.195 0.196 0.304 1.57 -2.06 -1.60 1.60 286013 0.304 0.195 0.197 0.304 1.44 -1.98 -1.23 1.34 285312
+21 0.305 0.195 0.196 0.304 1.04 -1.51 -1.02 1.15 289342 0.304 0.196 0.197 0.303 1.57 -1.36 -1.05 0.52 287834
+22 0.303 0.196 0.197 0.304 -0.63 -0.15 0.16 0.62 289732 0.303 0.197 0.197 0.303 -0.29 0.95 -1.35 0.63 288120
+23 0.303 0.196 0.197 0.304 -0.66 -0.46 -0.53 1.51 289743 0.303 0.197 0.197 0.304 -0.24 -0.24 -0.79 1.13 288120
+24 0.304 0.195 0.197 0.303 0.79 -1.09 0.01 0.14 289934 0.304 0.196 0.197 0.303 1.51 -1.58 -0.27 0.09 288160
+25 0.303 0.196 0.197 0.304 -0.39 0.19 -0.56 0.71 289940 0.302 0.196 0.198 0.304 -0.89 -0.46 0.27 1.05 288160
+26 0.305 0.196 0.195 0.304 1.18 0.02 -2.26 0.75 289983 0.303 0.196 0.196 0.304 0.53 -0.89 -1.38 1.43 288160
+27 0.305 0.195 0.198 0.303 1.17 -1.94 1.13 -0.47 290041 0.304 0.195 0.198 0.303 1.19 -2.15 0.44 0.29 288292
+28 0.304 0.196 0.197 0.303 0.53 -0.35 -0.30 0.03 290367 0.304 0.196 0.197 0.303 1.07 -1.33 -0.45 0.47 289165
+29 0.305 0.196 0.196 0.303 1.51 -0.68 -1.72 0.57 290378 0.304 0.196 0.197 0.304 1.59 -1.57 -1.25 0.85 289165
+30 0.305 0.196 0.197 0.303 1.22 -0.53 -0.29 -0.52 290710 0.304 0.196 0.197 0.303 0.82 -0.70 -0.58 0.29 289303
+31 0.304 0.196 0.197 0.303 0.06 -0.36 0.57 -0.25 291233 0.303 0.196 0.198 0.303 0.08 -0.37 0.51 -0.21 289868
+32 0.304 0.196 0.196 0.303 0.74 -0.04 -0.77 -0.03 291245 0.304 0.197 0.197 0.303 1.25 0.11 -1.36 -0.17 289868
+33 0.304 0.196 0.197 0.302 0.43 -0.18 0.40 -0.62 291245 0.304 0.196 0.197 0.303 1.20 -1.18 -0.44 0.21 290054
+34 0.303 0.196 0.197 0.304 -0.66 0.16 -0.29 0.77 291296 0.302 0.196 0.197 0.304 -0.85 -0.35 -0.33 1.43 290054
+35 0.304 0.196 0.197 0.303 0.83 0.00 -0.50 -0.40 291305 0.303 0.197 0.197 0.303 0.56 -0.14 -0.85 0.30 290173
+36 0.304 0.195 0.197 0.303 0.74 -1.18 0.09 0.20 291333 0.304 0.195 0.197 0.304 0.78 -1.68 -0.33 0.97 290179
+37 0.304 0.196 0.197 0.303 -0.05 -0.69 0.28 0.40 291380 0.303 0.196 0.198 0.303 -0.10 -0.96 1.09 -0.02 290249
+38 0.305 0.196 0.196 0.303 1.36 0.14 -1.62 -0.08 291380 0.304 0.196 0.197 0.303 0.92 -1.01 -0.89 0.72 290268
+39 0.305 0.196 0.196 0.303 1.51 -0.43 -1.50 0.16 291599 0.304 0.196 0.197 0.303 1.42 -1.46 -0.30 0.10 290313
+40 0.304 0.196 0.197 0.303 0.82 -0.82 0.34 -0.41 292125 0.304 0.196 0.198 0.302 1.27 -0.68 0.42 -1.04 290875
+41 0.305 0.196 0.196 0.303 1.52 -0.16 -1.63 0.03 292208 0.304 0.196 0.196 0.303 1.47 -0.49 -1.87 0.58 290966
+42 0.305 0.195 0.197 0.303 1.20 -1.30 -0.68 0.51 292504 0.304 0.196 0.197 0.303 1.49 -1.58 -0.72 0.50 291123
+43 0.304 0.196 0.198 0.302 -0.08 -0.04 0.91 -0.67 292932 0.303 0.196 0.198 0.302 0.22 -1.02 1.24 -0.42 291588
+44 0.304 0.196 0.196 0.303 0.39 0.01 -0.92 0.40 293057 0.304 0.196 0.197 0.303 1.00 -0.77 -0.87 0.42 291836
+45 0.304 0.196 0.198 0.302 0.68 -0.89 0.84 -0.64 293111 0.304 0.196 0.197 0.303 1.10 -1.37 -0.70 0.69 291836
+46 0.304 0.196 0.196 0.304 -0.22 -0.29 -0.72 1.09 293128 0.303 0.196 0.198 0.303 0.09 -1.23 0.41 0.62 291872
+47 0.304 0.197 0.196 0.303 0.56 0.46 -1.70 0.51 293144 0.303 0.198 0.195 0.304 0.32 1.25 -2.83 1.05 291872
+48 0.305 0.195 0.197 0.303 1.28 -1.84 0.34 0.01 293209 0.304 0.195 0.198 0.303 1.26 -1.71 0.16 0.07 291892
+49 0.304 0.196 0.197 0.303 -0.07 -0.83 0.51 0.34 293493 0.304 0.195 0.198 0.303 0.86 -1.66 0.22 0.39 292163
+50 0.305 0.196 0.196 0.303 1.46 -0.85 -1.27 0.38 293507 0.304 0.196 0.196 0.303 1.12 -0.40 -1.53 0.55 292168
+51 0.305 0.195 0.197 0.303 1.06 -1.34 0.59 -0.42 293854 0.304 0.196 0.198 0.302 1.51 -1.56 0.65 -0.73 292330
+52 0.304 0.196 0.197 0.302 0.44 -0.26 0.60 -0.75 293960 0.303 0.197 0.197 0.303 -0.01 0.56 -0.18 -0.32 292955
+53 0.305 0.197 0.196 0.303 0.94 0.61 -1.94 0.21 294046 0.304 0.196 0.196 0.303 1.50 -0.38 -1.49 0.12 292918
+54 0.305 0.196 0.197 0.303 0.95 -0.24 -0.23 -0.54 294014 0.304 0.196 0.197 0.303 1.43 -1.39 -0.42 0.14 292934
+55 0.303 0.197 0.198 0.303 -0.45 0.36 0.76 -0.52 294051 0.303 0.196 0.198 0.303 0.39 -0.32 0.06 -0.16 292849
+56 0.303 0.196 0.197 0.304 -0.70 -0.41 -0.11 1.16 294006 0.303 0.197 0.197 0.304 -0.03 -0.24 -0.84 0.97 292739
+57 0.305 0.196 0.197 0.303 0.95 -0.69 -0.56 0.12 294443 0.304 0.196 0.197 0.302 1.47 -0.44 -0.34 -0.80 292626
+58 0.304 0.197 0.196 0.303 0.25 0.61 -1.11 0.18 294528 0.302 0.196 0.198 0.304 -0.65 -0.98 0.27 1.27 292630
+59 0.305 0.196 0.195 0.304 0.96 -0.15 -2.11 0.99 294364 0.304 0.196 0.196 0.304 0.83 -0.97 -1.85 1.62 292463
+60 0.304 0.195 0.197 0.303 0.78 -1.09 -0.12 0.27 294161 0.304 0.195 0.198 0.303 1.49 -2.24 0.29 0.20 292767
+61 0.303 0.197 0.197 0.303 -0.45 0.52 -0.12 0.10 293952 0.303 0.196 0.197 0.304 -0.18 -0.50 -0.44 0.99 293036
+62 0.305 0.196 0.195 0.304 1.28 -0.23 -2.73 1.28 293802 0.304 0.196 0.195 0.304 1.58 -0.87 -2.75 1.55 292891
+63 0.304 0.196 0.197 0.303 0.48 -0.27 -0.38 0.08 293979 0.304 0.196 0.197 0.303 1.58 -1.57 -0.81 0.49 293076
+64 0.303 0.197 0.197 0.303 -0.59 0.59 0.65 -0.48 293705 0.303 0.197 0.197 0.303 0.40 0.01 -0.57 0.08 292960
+65 0.304 0.196 0.196 0.304 0.34 -0.25 -1.77 1.41 293432 0.303 0.196 0.197 0.304 0.19 -1.07 -0.28 0.99 292700
+66 0.305 0.196 0.197 0.302 1.25 -0.14 0.40 -1.48 293322 0.304 0.196 0.197 0.302 1.60 -0.51 -0.91 -0.37 292438
+67 0.304 0.197 0.197 0.302 0.04 0.53 0.28 -0.74 293093 0.303 0.197 0.198 0.302 -0.15 0.27 0.45 -0.48 292429
+68 0.304 0.197 0.195 0.304 0.43 0.51 -2.59 1.37 292735 0.304 0.196 0.196 0.304 1.46 -0.93 -1.93 1.01 292118
+69 0.304 0.196 0.198 0.302 0.34 -0.55 1.36 -1.04 292334 0.304 0.197 0.198 0.302 0.68 0.20 0.43 -1.22 292039
+70 0.303 0.196 0.198 0.303 -0.54 -0.09 0.85 -0.12 292028 0.303 0.197 0.197 0.303 0.56 0.24 -0.86 -0.02 291681
+71 0.303 0.197 0.196 0.304 -0.32 0.65 -1.41 0.98 291909 0.303 0.197 0.196 0.304 0.25 0.19 -2.17 1.47 291349
+72 0.305 0.195 0.197 0.303 1.60 -1.42 -0.48 0.04 291570 0.304 0.195 0.198 0.303 1.46 -2.21 0.08 0.38 291231
+73 0.303 0.196 0.197 0.303 -0.42 0.29 -0.30 0.43 291472 0.302 0.197 0.198 0.303 -0.74 0.39 0.26 0.18 290999
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+209 0.303 0.197 0.197 0.303 -0.55 1.10 -0.07 -0.34 252130 0.302 0.198 0.197 0.303 -0.72 1.21 -0.40 0.02 252118
+210 0.303 0.197 0.197 0.302 -0.47 0.92 0.35 -0.62 251857 0.303 0.197 0.198 0.303 -0.42 0.05 0.57 -0.11 251750
+211 0.303 0.196 0.198 0.303 -0.66 0.10 0.89 -0.20 251573 0.303 0.197 0.198 0.303 -0.43 -0.07 0.86 -0.25 251471
+212 0.303 0.197 0.197 0.303 -0.34 0.72 0.13 -0.39 251261 0.302 0.197 0.197 0.303 -0.66 0.31 -0.04 0.43 251173
+213 0.304 0.196 0.197 0.303 0.28 -0.16 0.33 -0.43 250929 0.303 0.198 0.198 0.302 -0.46 1.04 0.27 -0.67 250862
+214 0.304 0.196 0.198 0.302 -0.18 0.20 1.40 -1.21 250448 0.303 0.197 0.198 0.302 -0.24 0.80 0.85 -1.19 250348
+215 0.304 0.196 0.197 0.303 -0.15 0.18 -0.40 0.35 250131 0.303 0.197 0.197 0.303 -0.48 0.63 -0.63 0.48 250055
+216 0.305 0.196 0.197 0.303 0.81 -0.37 -0.06 -0.44 249815 0.303 0.197 0.198 0.302 0.13 0.00 0.38 -0.46 249754
+217 0.303 0.197 0.197 0.303 -0.84 1.10 0.09 -0.18 249177 0.303 0.197 0.198 0.302 -0.43 0.87 0.08 -0.39 249483
+218 0.304 0.196 0.196 0.303 0.72 -0.01 -1.41 0.51 248826 0.302 0.197 0.197 0.303 -1.12 0.62 -0.22 0.77 249184
+219 0.305 0.196 0.198 0.302 0.91 -0.89 0.66 -0.71 248543 0.303 0.196 0.197 0.303 0.20 -0.32 -0.16 0.21 248899
+220 0.303 0.197 0.197 0.303 -0.69 0.70 0.34 -0.20 248250 0.302 0.198 0.198 0.302 -1.24 1.28 0.79 -0.56 248620
+221 0.303 0.196 0.197 0.304 -0.38 -0.80 0.12 0.96 248007 0.303 0.197 0.197 0.303 -0.19 0.60 -0.62 0.21 248322
+222 0.304 0.196 0.198 0.303 -0.12 -0.36 0.96 -0.39 247646 0.303 0.197 0.199 0.302 -0.24 0.61 1.24 -1.35 247944
+223 0.303 0.197 0.198 0.302 -1.01 1.12 0.71 -0.57 247360 0.302 0.197 0.199 0.302 -1.07 0.97 1.38 -0.96 247643
+224 0.303 0.197 0.196 0.304 -0.32 0.83 -1.44 0.85 247060 0.302 0.197 0.197 0.304 -0.74 0.32 -0.46 0.86 247351
+225 0.304 0.197 0.197 0.302 0.29 0.32 0.43 -0.93 246676 0.302 0.197 0.198 0.303 -1.44 0.41 0.70 0.48 247061
+226 0.303 0.197 0.198 0.302 -0.75 1.09 0.79 -0.88 246389 0.302 0.197 0.199 0.302 -1.12 0.47 1.61 -0.69 246783
+227 0.304 0.196 0.196 0.303 -0.05 0.20 -0.77 0.54 246119 0.303 0.197 0.197 0.302 -0.16 0.74 -0.19 -0.32 246515
+228 0.304 0.196 0.198 0.303 -0.05 -0.71 1.22 -0.39 245816 0.302 0.197 0.198 0.303 -1.34 0.76 1.11 -0.28 245989
+229 0.303 0.197 0.197 0.303 -1.24 1.52 -0.29 0.18 245479 0.302 0.197 0.198 0.303 -0.92 0.80 0.26 0.00 245624
+230 0.304 0.197 0.196 0.304 -0.15 0.32 -1.14 0.86 245226 0.303 0.197 0.197 0.303 -0.45 0.09 -0.42 0.73 245370
+231 0.303 0.197 0.197 0.303 -0.85 0.87 0.28 -0.14 244929 0.302 0.198 0.198 0.302 -1.23 1.17 1.21 -0.83 245060
+232 0.303 0.197 0.197 0.303 -0.80 0.51 -0.22 0.55 244686 0.302 0.198 0.198 0.303 -1.14 1.25 0.33 -0.23 244776
+233 0.303 0.197 0.196 0.304 -0.83 0.80 -0.84 0.86 244385 0.303 0.197 0.198 0.303 -0.47 0.63 0.02 -0.09 244484
+234 0.304 0.197 0.197 0.303 -0.18 0.48 -0.45 0.16 244130 0.301 0.198 0.198 0.303 -2.00 1.27 0.66 0.33 244231
+235 0.303 0.197 0.198 0.302 -1.28 1.38 1.25 -1.00 243786 0.300 0.198 0.198 0.304 -2.72 1.24 0.59 1.14 243909
+236 0.304 0.197 0.195 0.304 -0.25 1.42 -1.87 0.64 243501 0.302 0.197 0.198 0.303 -1.38 0.67 0.87 0.05 243660
+237 0.303 0.197 0.197 0.303 -1.06 1.19 0.61 -0.50 243220 0.302 0.197 0.198 0.302 -0.71 0.48 0.99 -0.56 243357
+238 0.304 0.196 0.198 0.303 -0.25 -0.34 0.68 -0.04 242911 0.302 0.197 0.198 0.302 -1.13 0.95 0.75 -0.34 242786
+239 0.304 0.197 0.196 0.303 0.53 0.70 -1.63 0.27 242637 0.302 0.198 0.197 0.302 -0.67 1.38 -0.12 -0.41 242495
+240 0.303 0.197 0.197 0.303 -0.32 1.07 -0.12 -0.50 242295 0.302 0.197 0.198 0.302 -0.87 0.65 1.10 -0.64 242175
+241 0.302 0.197 0.198 0.303 -1.36 1.30 0.72 -0.40 241998 0.302 0.197 0.198 0.303 -1.49 0.46 1.15 0.09 241888
+242 0.304 0.196 0.196 0.303 0.46 0.01 -0.92 0.33 241728 0.302 0.197 0.198 0.302 -0.57 0.77 0.41 -0.46 241532
+243 0.304 0.196 0.198 0.302 0.02 0.14 0.95 -0.96 241467 0.303 0.197 0.198 0.303 -0.46 0.28 0.16 0.08 241270
+244 0.303 0.197 0.198 0.302 -0.72 1.02 0.83 -0.88 241200 0.302 0.197 0.198 0.303 -1.36 0.09 1.16 0.28 240938
+245 0.303 0.197 0.196 0.304 -0.63 0.29 -1.03 1.26 240848 0.302 0.198 0.197 0.303 -1.45 1.58 -0.09 0.17 240522
+246 0.303 0.197 0.197 0.302 -0.50 1.28 0.09 -0.69 240464 0.302 0.198 0.198 0.302 -1.24 1.48 0.55 -0.52 239928
+247 0.303 0.196 0.198 0.303 -0.68 0.15 0.71 -0.06 240073 0.302 0.197 0.198 0.303 -0.84 0.79 0.02 0.14 239458
+248 0.303 0.196 0.197 0.304 -0.88 -0.33 -0.14 1.29 239088 0.303 0.197 0.197 0.303 -0.29 0.34 -0.48 0.41 238424
+249 0.305 0.193 0.198 0.304 1.06 -4.57 1.59 1.50 235006 0.304 0.194 0.199 0.303 0.91 -3.27 1.57 0.56 234203
+250 0.305 0.191 0.198 0.305 1.64 -5.41 1.61 1.64 186469 0.305 0.192 0.199 0.304 1.61 -5.34 1.64 1.59 190051
+251 0 0 0 0 . . . . 0 0 0 0 0 . . . . 0
+```
+
+As expected, read cropped using _HCAP_ induce moderate _z_-scores (see final results above), assessing homogeneous composition among all positions (see [fastq_info](https://gitlab.pasteur.fr/GIPhy/fastq_info) reports below).
+
+<table border="0" cellspacing="0" cellpadding="0">
+ <tr>
+ <td width="50%"><img align="center" width="100%" src="example/ERR6798852.1.svg"></td>
+ <td width="50%"><img align="center" width="100%" src="example/ERR6798852.2.svg"></td>
+ </tr>
+</table>
+
+Note however that the above [fastq_info](https://gitlab.pasteur.fr/GIPhy/fastq_info) reports do not represent the initial sequenced positions (as some reads were cropped at the 5' end). To not modify the initial lengths of the input reads, _HCAP_ can be run with the option `-n` to replace each cropped base by the character state `N`:
+
+```bash
+HCAP -1 ERR6798852_1.fastq.gz -2 ERR6798852_2.fastq.gz -o ERR6798852n -n
+```
-## Contributing
-State if you are open to contributions and what your requirements are for accepting them.
+The [fastq_info](https://gitlab.pasteur.fr/GIPhy/fastq_info) reports derived from these (uncropped) reads are show below. Note that the higher number of errors per read is trivially caused by the Phred score character # associated with each character state N.
-For people who want to make changes to your project, it's helpful to have some documentation on how to get started. Perhaps there is a script that they should run or some environment variables that they need to set. Make these steps explicit. These instructions could also be useful to your future self.
-You can also document commands to lint the code or run tests. These steps help to ensure high code quality and reduce the likelihood that the changes inadvertently break something. Having instructions for running tests is especially helpful if it requires external setup, such as starting a Selenium server for testing in a browser.
+<table border="0" cellspacing="0" cellpadding="0">
+ <tr>
+ <td width="50%"><img align="center" width="100%" src="example/ERR6798852n.1.svg"></td>
+ <td width="50%"><img align="center" width="100%" src="example/ERR6798852n.2.svg"></td>
+ </tr>
+</table>
-## Authors and acknowledgment
-Show your appreciation to those who have contributed to the project.
+In all cases, one can observe that the last position was systematically discarded because of the absence of the base `C` at position 251.
-## License
-For open source projects, say how it is licensed.
-## Project status
-If you have run out of energy or time for your project, put a note at the top of the README saying that development has slowed down or stopped completely. Someone may choose to fork your project or volunteer to step in as a maintainer or owner, allowing your project to keep going. You can also make an explicit request for maintainers.
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new file mode 100644
index 0000000000000000000000000000000000000000..5c54c50410719b957e8825424a95d67b92d6c82b
--- /dev/null
+++ b/example/ERR6798852.1.svg
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+ <text x="5900" y="25475" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">20</text>
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+ <rect x="7500" y="25315" width="100" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
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+ <line x1="5200" x2="7500" y1="25350" y2="25350" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
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+
+ </g>
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+</svg>
diff --git a/example/ERR6798852.2.svg b/example/ERR6798852.2.svg
new file mode 100644
index 0000000000000000000000000000000000000000..8b5675725d7390ebaabea7812cfeb8cd740ba404
--- /dev/null
+++ b/example/ERR6798852.2.svg
@@ -0,0 +1,4831 @@
+<svg version="1.1" width="809" height="2570" xmlns="http://www.w3.org/2000/svg">
+
+ <g transform="scale(0.1)">
+
+ <!-- background -->
+
+ <rect width="8090" height="25700" fill="white" />
+
+ <rect x="298" y="200" width="7604" height="100" fill="ghostwhite"/>
+
+ <rect x="300" y="400" width="1000" height="100" fill="whitesmoke"/>
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+ <rect x="2700" y="400" width="1000" height="100" fill="whitesmoke"/>
+
+ <rect x="3900" y="400" width="1300" height="100" fill="lavenderblush"/>
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+ <rect x="5900" y="400" width="1000" height="100" fill="lightyellow"/>
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+
+ <rect x="3900" y="600" width="1300" height="100" fill="lavenderblush"/>
+
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+
+ <rect x="5900" y="600" width="1000" height="100" fill="lightyellow"/>
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+ <rect x="6900" y="600" width="1000" height="100" fill="honeydew"/>
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+
+ <rect x="5200" y="800" width="700" height="100" fill="seashell"/>
+
+ <rect x="5900" y="800" width="1000" height="100" fill="lightyellow"/>
+
+ <rect x="6900" y="800" width="1000" height="100" fill="honeydew"/>
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+ <rect x="300" y="1000" width="1000" height="100" fill="whitesmoke"/>
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+
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+ <text x="3900" y="25475" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">0</text>
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+ <text x="5200" y="25475" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">13</text>
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+ <text x="5900" y="25475" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">20</text>
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+ <text x="6900" y="25475" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">30</text>
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diff --git a/example/ERR6798852_1.svg b/example/ERR6798852_1.svg
new file mode 100644
index 0000000000000000000000000000000000000000..ca4eb2f659889f7a33d1c6fb399518db13ec7f7d
--- /dev/null
+++ b/example/ERR6798852_1.svg
@@ -0,0 +1,4881 @@
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+
+ <g transform="scale(0.1)">
+
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+ <text x="2000" y="25575" font-size="70" text-anchor="middle" fill="dodgerblue" font-family="Consolas, Courier, monospace">C</text>
+
+ <!-- errors -->
+
+ <text x="3200" y="275" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">no. error(s) per read</text>
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+ <line x1="2800" x2="2800" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
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+ <line x1="2900" x2="2900" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
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+ <line x1="3000" x2="3000" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
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+ <line x1="3100" x2="3100" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
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+ <line x1="3200" x2="3200" y1="300" y2="25500" stroke="slategrey" stroke-width="3"/>
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+ <line x1="3300" x2="3300" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
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+ <line x1="3400" x2="3400" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
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+ <line x1="3500" x2="3500" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
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+ <line x1="3600" x2="3600" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
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+ <line x1="3700" x2="3700" y1="300" y2="25500" stroke="slategrey" stroke-width="5"/>
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+ <text x="2700" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">0</text>
+
+ <text x="3700" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">100%</text>
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+ <rect x="2700" y="405" width="39" height="90" fill="orangered"/>
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+ <rect x="2700" y="505" width="13" height="90" fill="orangered"/>
+
+ <rect x="2700" y="605" width="5" height="90" fill="orangered"/>
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+ <rect x="2700" y="705" width="2" height="90" fill="orangered"/>
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+ <rect x="2700" y="805" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="905" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="1005" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="1105" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="2505" width="1" height="90" fill="orangered"/>
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+ <!-- Phred scores -->
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+ <text x="5900" y="275" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">Phred quality scores</text>
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+ <line x1="5900" x2="5900" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
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+ <line x1="6900" x2="6900" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="7900" x2="7900" y1="300" y2="25500" stroke="slategrey" stroke-width="5"/>
+
+ <text x="3900" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">0</text>
+
+ <text x="5200" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">13</text>
+
+ <text x="5900" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">20</text>
+
+ <text x="6900" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">30</text>
+
+ <text x="7900" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">40</text>
+
+ <rect x="7100" y="415" width="200" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
+
+ <line x1="6800" x2="7100" y1="450" y2="450" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7300" x2="7400" y1="450" y2="450" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7200" x2="7200" y1="422" y2="478" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
+
+ <rect x="7100" y="515" width="200" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
+
+ <line x1="6800" x2="7100" y1="550" y2="550" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7300" x2="7400" y1="550" y2="550" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
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+ <line x1="7200" x2="7200" y1="522" y2="578" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
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+ <rect x="7200" y="615" width="100" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
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+ <line x1="7300" x2="7400" y1="650" y2="650" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
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+ <line x1="7200" x2="7200" y1="622" y2="678" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
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+ <rect x="7200" y="715" width="100" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
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+ <line x1="6800" x2="7200" y1="750" y2="750" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
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+ <line x1="7300" x2="7400" y1="750" y2="750" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
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+ <line x1="7200" x2="7200" y1="722" y2="778" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
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+ <rect x="7100" y="815" width="200" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
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+ <line x1="5700" x2="7100" y1="850" y2="850" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7300" x2="7400" y1="850" y2="850" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7200" x2="7200" y1="822" y2="878" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
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+ <rect x="7600" y="915" width="1" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
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+ <line x1="6800" x2="7600" y1="950" y2="950" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
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+ <line x1="7600" x2="7600" y1="950" y2="950" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
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+ <line x1="7600" x2="7600" y1="922" y2="978" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
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+ <rect x="7600" y="1015" width="1" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
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+ <line x1="6900" x2="7600" y1="1050" y2="1050" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7600" x2="7600" y1="1050" y2="1050" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7600" x2="7600" y1="1022" y2="1078" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
+
+ <rect x="7600" y="1115" width="1" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
+
+ <line x1="6900" x2="7600" y1="1150" y2="1150" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
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+ <line x1="7600" x2="7600" y1="1150" y2="1150" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
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+ <line x1="7600" x2="7600" y1="1122" y2="1178" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
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+++ b/example/ERR6798852_2.svg
@@ -0,0 +1,4887 @@
+<svg version="1.1" width="809" height="2580" xmlns="http://www.w3.org/2000/svg">
+
+ <g transform="scale(0.1)">
+
+ <!-- background -->
+
+ <rect width="8090" height="25800" fill="white" />
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+ <rect x="5200" y="600" width="700" height="100" fill="seashell"/>
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+ <rect x="5900" y="600" width="1000" height="100" fill="lightyellow"/>
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+ <rect x="5900" y="800" width="1000" height="100" fill="lightyellow"/>
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+ <rect x="5900" y="1800" width="1000" height="100" fill="lightyellow"/>
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+ <rect x="5200" y="2000" width="700" height="100" fill="seashell"/>
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+ <rect x="5900" y="2000" width="1000" height="100" fill="lightyellow"/>
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+ <rect x="300" y="21805" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="21905" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22005" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22105" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22205" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22305" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22405" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22505" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22605" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22705" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22805" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22905" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23005" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23105" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23205" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23305" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23405" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23505" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23605" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23705" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23805" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23905" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24005" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24105" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24205" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24305" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24405" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24505" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24605" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24705" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24805" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24905" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="25005" width="3" height="90" fill="royalblue"/>
+
+ <rect x="300" y="25105" width="10" height="90" fill="royalblue"/>
+
+ <rect x="300" y="25205" width="42" height="90" fill="royalblue"/>
+
+ <rect x="300" y="25305" width="153" height="90" fill="royalblue"/>
+
+ <rect x="300" y="25405" width="573" height="90" fill="royalblue"/>
+
+ <!-- base frequencies -->
+
+ <text x="2000" y="275" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">base frequencies</text>
+
+ <line x1="1500" x2="1500" y1="300" y2="25500" stroke="slategrey" stroke-width="5"/>
+
+ <line x1="1600" x2="1600" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="1700" x2="1700" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="1800" x2="1800" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="1900" x2="1900" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="2000" x2="2000" y1="300" y2="25500" stroke="slategrey" stroke-width="3"/>
+
+ <line x1="2100" x2="2100" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="2200" x2="2200" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="2300" x2="2300" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="2400" x2="2400" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="2500" x2="2500" y1="300" y2="25500" stroke="slategrey" stroke-width="5"/>
+
+ <rect x="1720" y="25510" width="560" height="80" stroke-width="1" fill="ghostwhite" stroke="gray"/>
+
+ <text x="1500" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">0</text>
+
+ <text x="2500" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">100%</text>
+
+ <polyline points=" 1501 450 1501 550 1501 650 1501 750 1501 850 1501 950 1501 1050 1501 1150 1501 1250 1501 1350 1501 1450 1501 1550 1501 1650 1501 1750 1501 1850 1501 1950 1501 2050 1501 2150 1501 2250 1501 2350 1501 2450 1501 2550 1501 2650 1501 2750 1501 2850 1501 2950 1501 3050 1501 3150 1501 3250 1501 3350 1501 3450 1501 3550 1501 3650 1501 3750 1501 3850" stroke-linecap="round" stroke-linejoin="round" fill="none" stroke-width="19" stroke="gray"/>
+
+ <text x="1800" y="25575" font-size="70" text-anchor="middle" fill="gray" font-family="Consolas, Courier, monospace">N</text>
+
+ <polyline points=" 1760 450 1726 550 1790 650 1692 750 1886 850 1938 950 1848 1050 1901 1150 1691 1250 1781 1350 1781 1450 1773 1550 1733 1650 1732 1750 1822 1850 1829 1950 1822 2050 1821 2150 1814 2250 1812 2350 1806 2450 1800 2550 1802 2650 1806 2750 1799 2850 1805 2950 1809 3050 1804 3150 1808 3250 1808 3350 1802 3450 1806 3550 1806 3650 1801 3750 1805 3850 1807 3950 1802 4050 1806 4150 1809 4250 1806 4350 1808 4450 1808 4550 1802 4650 1806 4750 1806 4850 1802 4950 1805 5050 1807 5150 1804 5250 1806 5350 1808 5450 1801 5550 1806 5650 1806 5750 1802 5850 1805 5950 1807 6050 1802 6150 1807 6250 1807 6350 1802 6450 1807 6550 1807 6650 1801 6750 1804 6850 1806 6950 1802 7050 1807 7150 1804 7250 1803 7350 1804 7450 1806 7550 1800 7650 1805 7750 1806 7850 1802 7950 1803 8050 1807 8150 1801 8250 1805 8350 1806 8450 1800 8550 1804 8650 1805 8750 1802 8850 1805 8950 1804 9050 1801 9150 1803 9250 1805 9350 1801 9450 1804 9550 1805 9650 1801 9750 1804 9850 1806 9950 1800 10050 1804 10150 1804 10250 1801 10350 1804 10450 1804 10550 1800 10650 1802 10750 1804 10850 1801 10950 1805 11050 1806 11150 1801 11250 1805 11350 1806 11450 1801 11550 1802 11650 1805 11750 1799 11850 1804 11950 1805 12050 1801 12150 1804 12250 1803 12350 1800 12450 1803 12550 1804 12650 1802 12750 1804 12850 1804 12950 1799 13050 1804 13150 1804 13250 1801 13350 1803 13450 1803 13550 1800 13650 1801 13750 1804 13850 1801 13950 1803 14050 1805 14150 1799 14250 1803 14350 1804 14450 1800 14550 1803 14650 1804 14750 1799 14850 1803 14950 1805 15050 1800 15150 1802 15250 1804 15350 1801 15450 1804 15550 1803 15650 1801 15750 1802 15850 1803 15950 1800 16050 1803 16150 1802 16250 1799 16350 1803 16450 1805 16550 1802 16650 1803 16750 1804 16850 1802 16950 1802 17050 1803 17150 1798 17250 1801 17350 1803 17450 1800 17550 1803 17650 1803 17750 1799 17850 1801 17950 1802 18050 1798 18150 1804 18250 1802 18350 1800 18450 1803 18550 1804 18650 1800 18750 1802 18850 1804 18950 1801 19050 1802 19150 1803 19250 1799 19350 1803 19450 1800 19550 1800 19650 1803 19750 1804 19850 1800 19950 1802 20050 1805 20150 1800 20250 1802 20350 1801 20450 1796 20550 1802 20650 1801 20750 1799 20850 1802 20950 1802 21050 1797 21150 1801 21250 1802 21350 1800 21450 1801 21550 1803 21650 1800 21750 1803 21850 1803 21950 1799 22050 1801 22150 1803 22250 1800 22350 1801 22450 1802 22550 1798 22650 1800 22750 1800 22850 1799 22950 1801 23050 1799 23150 1799 23250 1802 23350 1799 23450 1798 23550 1802 23650 1799 23750 1796 23850 1800 23950 1801 24050 1798 24150 1801 24250 1801 24350 1797 24450 1800 24550 1801 24650 1798 24750 1799 24850 1799 24950 1798 25050 1802 25150 1805 25250 1818 25350 1897 25450" stroke-linecap="round" stroke-linejoin="round" fill="none" stroke-width="19" stroke="limegreen"/>
+
+ <text x="1900" y="25575" font-size="70" text-anchor="middle" fill="limegreen" font-family="Consolas, Courier, monospace">A</text>
+
+ <polyline points=" 1656 450 1937 550 1839 650 1947 750 1888 850 1704 950 1773 1050 1741 1150 1766 1250 1840 1350 1768 1450 1837 1550 1805 1650 1804 1750 1749 1850 1776 1950 1807 2050 1808 2150 1805 2250 1807 2350 1805 2450 1803 2550 1806 2650 1802 2750 1803 2850 1806 2950 1801 3050 1801 3150 1804 3250 1800 3350 1800 3450 1803 3550 1802 3650 1803 3750 1803 3850 1803 3950 1803 4050 1805 4150 1802 4250 1798 4350 1804 4450 1802 4550 1801 4650 1804 4750 1803 4850 1802 4950 1805 5050 1802 5150 1802 5250 1804 5350 1801 5450 1801 5550 1804 5650 1802 5750 1800 5850 1804 5950 1800 6050 1803 6150 1806 6250 1801 6350 1803 6450 1806 6550 1803 6650 1802 6750 1805 6850 1801 6950 1800 7050 1804 7150 1801 7250 1801 7350 1806 7450 1803 7550 1801 7650 1804 7750 1802 7850 1803 7950 1803 8050 1800 8150 1801 8250 1805 8350 1801 8450 1801 8550 1807 8650 1803 8750 1802 8850 1804 8950 1802 9050 1801 9150 1805 9250 1801 9350 1800 9450 1806 9550 1801 9650 1802 9750 1803 9850 1802 9950 1802 10050 1805 10150 1802 10250 1800 10350 1803 10450 1802 10550 1801 10650 1806 10750 1804 10850 1802 10950 1804 11050 1801 11150 1801 11250 1805 11350 1801 11450 1800 11550 1804 11650 1800 11750 1802 11850 1806 11950 1802 12050 1803 12150 1805 12250 1801 12350 1800 12450 1804 12550 1801 12650 1801 12750 1803 12850 1803 12950 1803 13050 1805 13150 1801 13250 1801 13350 1803 13450 1802 13550 1802 13650 1805 13750 1802 13850 1802 13950 1804 14050 1801 14150 1803 14250 1806 14350 1801 14450 1802 14550 1804 14650 1802 14750 1802 14850 1804 14950 1802 15050 1800 15150 1805 15250 1801 15350 1800 15450 1804 15550 1803 15650 1800 15750 1805 15850 1800 15950 1801 16050 1805 16150 1801 16250 1802 16350 1806 16450 1800 16550 1801 16650 1805 16750 1799 16850 1801 16950 1804 17050 1802 17150 1802 17250 1806 17350 1802 17450 1801 17550 1805 17650 1801 17750 1801 17850 1806 17950 1802 18050 1802 18150 1805 18250 1802 18350 1802 18450 1805 18550 1802 18650 1802 18750 1806 18850 1799 18950 1802 19050 1805 19150 1800 19250 1800 19350 1805 19450 1803 19550 1801 19650 1803 19750 1801 19850 1801 19950 1805 20050 1801 20150 1799 20250 1803 20350 1802 20450 1802 20550 1805 20650 1803 20750 1801 20850 1804 20950 1802 21050 1803 21150 1804 21250 1801 21350 1801 21450 1804 21550 1800 21650 1798 21750 1803 21850 1800 21950 1802 22050 1804 22150 1801 22250 1801 22350 1804 22450 1799 22550 1800 22650 1805 22750 1803 22850 1800 22950 1803 23050 1801 23150 1802 23250 1805 23350 1801 23450 1801 23550 1804 23650 1802 23750 1803 23850 1805 23950 1800 24050 1800 24150 1803 24250 1801 24350 1802 24450 1802 24550 1801 24650 1801 24750 1804 24850 1800 24950 1801 25050 1804 25150 1801 25250 1810 25350 1835 25450" stroke-linecap="round" stroke-linejoin="round" fill="none" stroke-width="19" stroke="tomato"/>
+
+ <text x="2200" y="25575" font-size="70" text-anchor="middle" fill="tomato" font-family="Consolas, Courier, monospace">T</text>
+
+ <polyline points=" 1862 450 1638 550 1659 650 1616 750 1612 850 1739 950 1715 1050 1694 1150 1718 1250 1654 1350 1798 1450 1684 1550 1747 1650 1681 1750 1719 1850 1697 1950 1681 2050 1687 2150 1693 2250 1689 2350 1694 2450 1695 2550 1693 2650 1697 2750 1697 2850 1692 2950 1697 3050 1697 3150 1692 3250 1697 3350 1697 3450 1692 3550 1697 3650 1696 3750 1693 3850 1697 3950 1698 4050 1693 4150 1696 4250 1698 4350 1691 4450 1696 4550 1700 4650 1693 4750 1697 4850 1698 4950 1691 5050 1698 5150 1698 5250 1692 5350 1698 5450 1697 5550 1692 5650 1698 5750 1698 5850 1693 5950 1697 6050 1698 6150 1691 6250 1698 6350 1698 6450 1691 6550 1696 6650 1697 6750 1695 6850 1697 6950 1698 7050 1692 7150 1698 7250 1697 7350 1692 7450 1697 7550 1699 7650 1692 7750 1698 7850 1698 7950 1695 8050 1698 8150 1698 8250 1693 8350 1697 8450 1698 8550 1692 8650 1698 8750 1698 8850 1694 8950 1698 9050 1698 9150 1694 9250 1698 9350 1698 9450 1692 9550 1698 9650 1698 9750 1693 9850 1698 9950 1698 10050 1693 10150 1698 10250 1698 10350 1694 10450 1698 10550 1698 10650 1695 10750 1698 10850 1698 10950 1694 11050 1699 11150 1699 11250 1692 11350 1698 11450 1699 11550 1695 11650 1698 11750 1699 11850 1693 11950 1699 12050 1696 12150 1694 12250 1699 12350 1699 12450 1695 12550 1698 12650 1699 12750 1694 12850 1698 12950 1699 13050 1694 13150 1699 13250 1699 13350 1695 13450 1697 13550 1699 13650 1696 13750 1698 13850 1698 13950 1694 14050 1697 14150 1699 14250 1693 14350 1700 14450 1699 14550 1695 14650 1697 14750 1697 14850 1695 14950 1699 15050 1701 15150 1693 15250 1700 15350 1699 15450 1694 15550 1698 15650 1698 15750 1694 15850 1699 15950 1699 16050 1693 16150 1700 16250 1697 16350 1693 16450 1699 16550 1697 16650 1694 16750 1701 16850 1698 16950 1696 17050 1698 17150 1699 17250 1695 17350 1699 17450 1700 17550 1694 17650 1699 17750 1698 17850 1693 17950 1699 18050 1699 18150 1694 18250 1699 18350 1699 18450 1694 18550 1698 18650 1699 18750 1694 18850 1700 18950 1698 19050 1694 19150 1700 19250 1701 19350 1695 19450 1700 19550 1698 19650 1695 19750 1698 19850 1699 19950 1694 20050 1697 20150 1700 20250 1695 20350 1700 20450 1700 20550 1695 20650 1700 20750 1699 20850 1694 20950 1700 21050 1700 21150 1695 21250 1700 21350 1698 21450 1697 21550 1699 21650 1701 21750 1695 21850 1699 21950 1698 22050 1695 22150 1698 22250 1699 22350 1695 22450 1702 22550 1700 22650 1695 22750 1699 22850 1700 22950 1696 23050 1702 23150 1697 23250 1695 23350 1701 23450 1698 23550 1695 23650 1700 23750 1699 23850 1695 23950 1701 24050 1699 24150 1696 24250 1700 24350 1700 24450 1697 24550 1700 24650 1700 24750 1696 24850 1701 24950 1700 25050 1694 25150 1704 25250 1712 25350 1767 25450" stroke-linecap="round" stroke-linejoin="round" fill="none" stroke-width="19" stroke="maroon"/>
+
+ <text x="2100" y="25575" font-size="70" text-anchor="middle" fill="maroon" font-family="Consolas, Courier, monospace">G</text>
+
+ <polyline points=" 1718 450 1696 550 1708 650 1742 750 1610 850 1615 950 1660 1050 1660 1150 1821 1250 1722 1350 1649 1450 1703 1550 1711 1650 1780 1750 1706 1850 1694 1950 1686 2050 1681 2150 1684 2250 1689 2350 1692 2450 1699 2550 1695 2650 1692 2750 1696 2850 1693 2950 1690 3050 1694 3150 1693 3250 1692 3350 1697 3450 1696 3550 1692 3650 1697 3750 1696 3850 1691 3950 1696 4050 1694 4150 1692 4250 1697 4350 1695 4450 1692 4550 1695 4650 1695 4750 1693 4850 1697 4950 1697 5050 1691 5150 1694 5250 1695 5350 1692 5450 1698 5550 1696 5650 1693 5750 1697 5850 1696 5950 1694 6050 1695 6150 1694 6250 1692 6350 1696 6450 1695 6550 1692 6650 1698 6750 1695 6850 1694 6950 1698 7050 1695 7150 1695 7250 1697 7350 1696 7450 1691 7550 1698 7650 1697 7750 1693 7850 1696 7950 1697 8050 1694 8150 1697 8250 1695 8350 1694 8450 1699 8550 1695 8650 1692 8750 1696 8850 1695 8950 1694 9050 1697 9150 1696 9250 1693 9350 1700 9450 1696 9550 1694 9650 1697 9750 1698 9850 1693 9950 1698 10050 1696 10150 1693 10250 1698 10350 1697 10450 1694 10550 1698 10650 1695 10750 1692 10850 1698 10950 1695 11050 1693 11150 1697 11250 1696 11350 1693 11450 1697 11550 1697 11650 1694 11750 1698 11850 1696 11950 1692 12050 1698 12150 1695 12250 1695 12350 1699 12450 1697 12550 1695 12650 1696 12750 1697 12850 1693 12950 1697 13050 1695 13150 1694 13250 1697 13350 1697 13450 1696 13550 1698 13650 1696 13750 1695 13850 1698 13950 1697 14050 1694 14150 1698 14250 1696 14350 1693 14450 1697 14550 1697 14650 1695 14750 1699 14850 1697 14950 1692 15050 1698 15150 1698 15250 1693 15350 1698 15450 1696 15550 1694 15650 1698 15750 1697 15850 1696 15950 1699 16050 1696 16150 1695 16250 1699 16350 1696 16450 1695 16550 1698 16650 1697 16750 1695 16850 1697 16950 1696 17050 1695 17150 1699 17250 1696 17350 1695 17450 1697 17550 1696 17650 1696 17750 1700 17850 1698 17950 1696 18050 1699 18150 1695 18250 1696 18350 1697 18450 1696 18550 1694 18650 1697 18750 1696 18850 1695 18950 1698 19050 1697 19150 1695 19250 1699 19350 1695 19450 1695 19550 1699 19650 1697 19750 1695 19850 1698 19950 1697 20050 1694 20150 1699 20250 1698 20350 1696 20450 1700 20550 1697 20650 1694 20750 1699 20850 1698 20950 1695 21050 1698 21150 1698 21250 1696 21350 1699 21450 1697 21550 1697 21650 1699 21750 1697 21850 1696 21950 1699 22050 1697 22150 1695 22250 1699 22350 1698 22450 1696 22550 1699 22650 1698 22750 1696 22850 1699 22950 1698 23050 1697 23150 1700 23250 1697 23350 1697 23450 1701 23550 1697 23650 1697 23750 1700 23850 1698 23950 1697 24050 1701 24150 1699 24250 1697 24350 1699 24450 1699 24550 1696 24650 1699 24750 1700 24850 1698 24950 1699 25050 1698 25150 1688 25250 1658 25350" stroke-linecap="round" stroke-linejoin="round" fill="none" stroke-width="19" stroke="dodgerblue"/>
+
+ <text x="2000" y="25575" font-size="70" text-anchor="middle" fill="dodgerblue" font-family="Consolas, Courier, monospace">C</text>
+
+ <!-- errors -->
+
+ <text x="3200" y="275" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">no. error(s) per read</text>
+
+ <line x1="2700" x2="2700" y1="300" y2="25500" stroke="slategrey" stroke-width="5"/>
+
+ <line x1="2800" x2="2800" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="2900" x2="2900" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="3000" x2="3000" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="3100" x2="3100" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="3200" x2="3200" y1="300" y2="25500" stroke="slategrey" stroke-width="3"/>
+
+ <line x1="3300" x2="3300" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="3400" x2="3400" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="3500" x2="3500" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="3600" x2="3600" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="3700" x2="3700" y1="300" y2="25500" stroke="slategrey" stroke-width="5"/>
+
+ <text x="2700" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">0</text>
+
+ <text x="3700" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">100%</text>
+
+ <rect x="2700" y="305" width="840" height="90" fill="orangered"/>
+
+ <rect x="2700" y="405" width="81" height="90" fill="orangered"/>
+
+ <rect x="2700" y="505" width="36" height="90" fill="orangered"/>
+
+ <rect x="2700" y="605" width="20" height="90" fill="orangered"/>
+
+ <rect x="2700" y="705" width="11" height="90" fill="orangered"/>
+
+ <rect x="2700" y="805" width="5" height="90" fill="orangered"/>
+
+ <rect x="2700" y="905" width="1" height="90" fill="orangered"/>
+
+ <rect x="2700" y="1005" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="1105" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="1205" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="1305" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="1405" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="2505" width="1" height="90" fill="orangered"/>
+
+ <!-- Phred scores -->
+
+ <text x="5900" y="275" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">Phred quality scores</text>
+
+ <line x1="3900" x2="3900" y1="300" y2="25500" stroke="slategrey" stroke-width="5"/>
+
+ <line x1="5200" x2="5200" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="5900" x2="5900" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="6900" x2="6900" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="7900" x2="7900" y1="300" y2="25500" stroke="slategrey" stroke-width="5"/>
+
+ <text x="3900" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">0</text>
+
+ <text x="5200" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">13</text>
+
+ <text x="5900" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">20</text>
+
+ <text x="6900" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">30</text>
+
+ <text x="7900" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">40</text>
+
+ <rect x="7100" y="415" width="100" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
+
+ <line x1="5500" x2="7100" y1="450" y2="450" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7200" x2="7400" y1="450" y2="450" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
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+ <line x1="6500" x2="6500" y1="25422" y2="25478" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
+
+ </g>
+
+</svg>
diff --git a/example/ERR6798852n.1.svg b/example/ERR6798852n.1.svg
new file mode 100644
index 0000000000000000000000000000000000000000..96c449fae2cdc2ae02d7bc79f14fca30d0ed3630
--- /dev/null
+++ b/example/ERR6798852n.1.svg
@@ -0,0 +1,5089 @@
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+
+ <g transform="scale(0.1)">
+
+ <!-- background -->
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+ <rect width="8090" height="25800" fill="white" />
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+ <!-- errors -->
+
+ <text x="3200" y="275" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">no. error(s) per read</text>
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+ <line x1="3100" x2="3100" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
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+ <line x1="3200" x2="3200" y1="300" y2="25500" stroke="slategrey" stroke-width="3"/>
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+ <line x1="3300" x2="3300" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
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+ <line x1="3400" x2="3400" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
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+ <line x1="3500" x2="3500" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
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+ <line x1="3600" x2="3600" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
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+ <text x="2700" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">0</text>
+
+ <text x="3700" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">100%</text>
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+ <text x="5900" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">20</text>
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+ <text x="6900" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">30</text>
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+ <line x1="4100" x2="6300" y1="25350" y2="25350" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7600" x2="7700" y1="25350" y2="25350" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7600" x2="7600" y1="25322" y2="25378" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
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+ <rect x="4100" y="25415" width="1" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="25450" y2="25450" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="25450" y2="25450" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
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+ <line x1="4100" x2="4100" y1="25422" y2="25478" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
+
+ </g>
+
+</svg>
diff --git a/example/ERR6798852n.2.svg b/example/ERR6798852n.2.svg
new file mode 100644
index 0000000000000000000000000000000000000000..356f39655154c584532009c2375370be52d9b04f
--- /dev/null
+++ b/example/ERR6798852n.2.svg
@@ -0,0 +1,5089 @@
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+
+ <g transform="scale(0.1)">
+
+ <!-- background -->
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+ <rect width="8090" height="25800" fill="white" />
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+ <rect x="300" y="21705" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="21805" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="21905" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22005" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22105" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22205" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22305" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22405" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22505" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22605" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22705" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22805" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="22905" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23005" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23105" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23205" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23305" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23405" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23505" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23605" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23705" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23805" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="23905" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24005" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24105" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24205" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24305" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24405" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24505" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24605" width="0" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24705" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24805" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="24905" width="1" height="90" fill="royalblue"/>
+
+ <rect x="300" y="25005" width="3" height="90" fill="royalblue"/>
+
+ <rect x="300" y="25105" width="10" height="90" fill="royalblue"/>
+
+ <rect x="300" y="25205" width="43" height="90" fill="royalblue"/>
+
+ <rect x="300" y="25305" width="159" height="90" fill="royalblue"/>
+
+ <rect x="300" y="25405" width="594" height="90" fill="royalblue"/>
+
+ <!-- base frequencies -->
+
+ <text x="2000" y="275" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">base frequencies</text>
+
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+ <line x1="1600" x2="1600" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="1700" x2="1700" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="1800" x2="1800" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="1900" x2="1900" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="2000" x2="2000" y1="300" y2="25500" stroke="slategrey" stroke-width="3"/>
+
+ <line x1="2100" x2="2100" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="2200" x2="2200" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="2300" x2="2300" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="2400" x2="2400" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="2500" x2="2500" y1="300" y2="25500" stroke="slategrey" stroke-width="5"/>
+
+ <rect x="1720" y="25510" width="560" height="80" stroke-width="1" fill="ghostwhite" stroke="gray"/>
+
+ <text x="1500" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">0</text>
+
+ <text x="2500" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">100%</text>
+
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+ <text x="1800" y="25575" font-size="70" text-anchor="middle" fill="gray" font-family="Consolas, Courier, monospace">N</text>
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+
+ <text x="2200" y="25575" font-size="70" text-anchor="middle" fill="tomato" font-family="Consolas, Courier, monospace">T</text>
+
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+ <text x="2100" y="25575" font-size="70" text-anchor="middle" fill="maroon" font-family="Consolas, Courier, monospace">G</text>
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+
+ <text x="2000" y="25575" font-size="70" text-anchor="middle" fill="dodgerblue" font-family="Consolas, Courier, monospace">C</text>
+
+ <!-- errors -->
+
+ <text x="3200" y="275" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">no. error(s) per read</text>
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+ <line x1="2800" x2="2800" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="2900" x2="2900" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="3000" x2="3000" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="3100" x2="3100" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="3200" x2="3200" y1="300" y2="25500" stroke="slategrey" stroke-width="3"/>
+
+ <line x1="3300" x2="3300" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="3400" x2="3400" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="3500" x2="3500" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="3600" x2="3600" y1="300" y2="25500" stroke="slategrey" stroke-width="1"/>
+
+ <line x1="3700" x2="3700" y1="300" y2="25500" stroke="slategrey" stroke-width="5"/>
+
+ <text x="2700" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">0</text>
+
+ <text x="3700" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">100%</text>
+
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+
+ <rect x="2700" y="405" width="67" height="90" fill="orangered"/>
+
+ <rect x="2700" y="505" width="40" height="90" fill="orangered"/>
+
+ <rect x="2700" y="605" width="98" height="90" fill="orangered"/>
+
+ <rect x="2700" y="705" width="73" height="90" fill="orangered"/>
+
+ <rect x="2700" y="805" width="72" height="90" fill="orangered"/>
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+ <rect x="2700" y="905" width="75" height="90" fill="orangered"/>
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+ <rect x="2700" y="6505" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="6605" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="6705" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="6805" width="1" height="90" fill="orangered"/>
+
+ <rect x="2700" y="6905" width="1" height="90" fill="orangered"/>
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+ <rect x="2700" y="7005" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="7105" width="1" height="90" fill="orangered"/>
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+ <rect x="2700" y="7205" width="1" height="90" fill="orangered"/>
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+ <rect x="2700" y="7305" width="2" height="90" fill="orangered"/>
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+ <rect x="2700" y="7405" width="1" height="90" fill="orangered"/>
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+ <rect x="2700" y="7505" width="2" height="90" fill="orangered"/>
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+ <rect x="2700" y="7605" width="3" height="90" fill="orangered"/>
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+ <rect x="2700" y="7705" width="3" height="90" fill="orangered"/>
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+ <rect x="2700" y="7805" width="2" height="90" fill="orangered"/>
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+ <rect x="2700" y="7905" width="2" height="90" fill="orangered"/>
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+ <rect x="2700" y="8105" width="2" height="90" fill="orangered"/>
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+ <rect x="2700" y="8205" width="1" height="90" fill="orangered"/>
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+ <rect x="2700" y="8305" width="1" height="90" fill="orangered"/>
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+ <rect x="2700" y="8405" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="8505" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="8605" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="8705" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="8805" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="8905" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="9005" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="9105" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="9605" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="9705" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="9805" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="9905" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="10005" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="10105" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="10205" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="10305" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="10405" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="10505" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="10605" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="10705" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="10805" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="10905" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="11005" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="11105" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="11205" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="11305" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="11405" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="11505" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="11605" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="11705" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="11805" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="11905" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="12005" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="12105" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="12205" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="12305" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="12405" width="0" height="90" fill="orangered"/>
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+ <rect x="2700" y="12505" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="12605" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="12705" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="12805" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="12905" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="13005" width="0" height="90" fill="orangered"/>
+
+ <rect x="2700" y="13105" width="0" height="90" fill="orangered"/>
+
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+
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+
+ <text x="3900" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">0</text>
+
+ <text x="5200" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">13</text>
+
+ <text x="5900" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">20</text>
+
+ <text x="6900" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">30</text>
+
+ <text x="7900" y="25575" font-size="90" text-anchor="middle" fill="darkslategray" font-family="Arial, Helvetica, sans-serif">40</text>
+
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+
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+
+ <line x1="4100" x2="7300" y1="450" y2="450" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="422" y2="478" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
+
+ <rect x="4100" y="515" width="1" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="550" y2="550" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="4100" x2="7300" y1="550" y2="550" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="522" y2="578" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
+
+ <rect x="4100" y="615" width="1400" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="650" y2="650" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="5500" x2="7300" y1="650" y2="650" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="622" y2="678" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
+
+ <rect x="4100" y="715" width="1400" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="750" y2="750" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="5500" x2="7300" y1="750" y2="750" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="722" y2="778" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
+
+ <rect x="4100" y="815" width="3000" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="850" y2="850" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7100" x2="7300" y1="850" y2="850" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="822" y2="878" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
+
+ <rect x="4100" y="915" width="3500" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="950" y2="950" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7600" x2="7600" y1="950" y2="950" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="922" y2="978" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
+
+ <rect x="4100" y="1015" width="3500" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="1050" y2="1050" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7600" x2="7600" y1="1050" y2="1050" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="1022" y2="1078" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
+
+ <rect x="4100" y="1115" width="3500" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="1150" y2="1150" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7600" x2="7600" y1="1150" y2="1150" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="4100" x2="4100" y1="1122" y2="1178" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
+
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+
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+
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+
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+
+ <line x1="7300" x2="7300" y1="1322" y2="1378" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
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+
+ <line x1="4100" x2="4100" y1="1450" y2="1450" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
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+
+ <line x1="7300" x2="7300" y1="1422" y2="1478" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
+
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+
+ <line x1="4100" x2="4100" y1="1550" y2="1550" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
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+
+ <line x1="7400" x2="7400" y1="1522" y2="1578" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
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+
+ <line x1="4100" x2="4100" y1="1650" y2="1650" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
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+
+ <line x1="7700" x2="7700" y1="1622" y2="1678" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
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+
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+
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+
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+
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+
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+
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+
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+
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+ <line x1="7700" x2="7700" y1="2150" y2="2150" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7700" x2="7700" y1="2122" y2="2178" stroke-linecap="butt" stroke-width="13" stroke="orangered"/>
+
+ <rect x="7700" y="2215" width="1" height="70" rx="15" ry="1" stroke-width="15" fill="none" stroke="slategray"/>
+
+ <line x1="4100" x2="7700" y1="2250" y2="2250" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
+ <line x1="7700" x2="7700" y1="2250" y2="2250" stroke-linecap="round" stroke-width="6" stroke="slategray"/>
+
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diff --git a/src/HCAP.java b/src/HCAP.java
new file mode 100644
index 0000000000000000000000000000000000000000..d8b788a213897756b4fb8a61730f01fa1421b380
--- /dev/null
+++ b/src/HCAP.java
@@ -0,0 +1,1116 @@
+/*
+ ########################################################################################################
+
+ HCAP: Homogeneous Composition Among Positions within FASTQ files
+
+ Copyright (C) 2023 Institut Pasteur
+
+ This program is free software: you can redistribute it and/or modify it under the terms of the GNU
+ General Public License as published by the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even
+ the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public
+ License for more details.
+
+ You should have received a copy of the GNU General Public License along with this program. If not, see
+ <http://www.gnu.org/licenses/>.
+
+ Contact:
+ Alexis Criscuolo alexis.criscuolo@pasteur.fr
+ Genome Informatics & Phylogenetics (GIPhy) giphy.pasteur.fr
+ Centre de Ressources Biologiques de l'Institut Pasteur (CRBIP) research.pasteur.fr/en/b/VTq
+ Institut Pasteur, Paris, FRANCE research.pasteur.fr
+
+ ########################################################################################################
+*/
+
+import java.io.*;
+import java.nio.file.*;
+import java.util.*;
+import java.util.zip.*;
+
+public class HCAP {
+
+ //### constants ################################################################
+ final static String VERSION = "0.1.230815 Copyright (C) 2023 Institut Pasteur";
+ static final String NOTHING = "N.o./.T.h.I.n.G";
+ static final int BUFFER = 1<<16;
+ static final short S_1 = (short) -1;
+ static final byte UTF8_A = (byte) 65;
+ static final byte UTF8_C = (byte) 67;
+ static final byte UTF8_G = (byte) 71;
+ static final byte UTF8_T = (byte) 84;
+ static final byte UTF8_a = (byte) 97;
+ static final byte UTF8_c = (byte) 99;
+ static final byte UTF8_g = (byte) 103;
+ static final byte UTF8_t = (byte) 116;
+ static final long MODMASK = 8191L; //## NOTE: see http://graphics.stanford.edu/~seander/bithacks.html#ModulusDivisionEasy
+ static final String H1000 = "########################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################################";
+ static final String N1000 = "NNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNN";
+
+ //### options #################################################################
+ static File infq; // -i
+ static File infq1; // -1
+ static File infq2; // -2
+ static String outname; // -o
+ static boolean outgz; // -z
+ static double cutoff; // -c
+ static short minlgt; // -l
+ static boolean nocrop; // -x
+ static boolean verbose; // -v
+
+ //### io ######################################################################
+ static String filename;
+ static BufferedReader in, in1, in2;
+ static BufferedWriter out, out1, out2;
+
+ //### data ####################################################################
+ static boolean paired; // true when PE reads
+ static String l_1, l1_1, l2_1; // line 1 of FASTQ block
+ static String l_2, l1_2, l2_2; // line 2 of FASTQ block
+ static String l_3, l1_3, l2_3; // line 3 of FASTQ block
+ static String l_4, l1_4, l2_4; // line 4 of FASTQ block
+ static short mlgt; // max read length
+ static short hlgt; // half max read length
+ static long[] fA, fC, fG, fT; // freq ACGT
+ static long[] fA1, fC1, fG1, fT1; // freq ACGT
+ static long[] fA2, fC2, fG2, fT2; // freq ACGT
+ static long[] np, np1, np2; // no. parsed pos.
+ static double mA, mC, mG, mT; // median freq ACGT
+ static double mA1, mC1, mG1, mT1; // median freq ACGT
+ static double mA2, mC2, mG2, mT2; // median freq ACGT
+
+ //### stuffs ##################################################################
+ static short p, pl, pl1, pl2, pr, pr1, pr2, up, lgt, lgt1, lgt2;
+ static int o;
+ static long cpt;
+ static double n, sum;
+ static boolean crop, discard, maybe;
+ static byte[] ba, ba1, ba2;
+ static double[] zS, zS1, zS2, thr, thr1, thr2;
+
+ public static void main(String[] args) throws IOException {
+
+ //#############################################################################################################
+ //#############################################################################################################
+ //### doc ###
+ //#############################################################################################################
+ //#############################################################################################################
+ if ( args.length < 2 ) {
+ System.out.println("");
+ System.out.println("HCAP v" + VERSION);
+ System.out.println("");
+ System.out.println(" Cropping FASTQ short reads to reach homogeneous composition among positions");
+ System.out.println("");
+ System.out.println(" USAGE:");
+ System.out.println(" HCAP -i <FASTQ> -o <basefile> [-z] [-l <int>] [-n] [-v] [-h]");
+ System.out.println(" HCAP -1 <FASTQ.R1> -2 <FASTQ.R2> -o <basefile> [-z] [-l <int>] [-n] [-v] [-h]");
+ System.out.println("");
+ System.out.println(" OPTIONS:");
+ System.out.println(" -i <infile> FASTQ-formatted input file; filename should end with .gz when gzipped");
+ System.out.println(" -i <infile> FASTQ-formatted R1 input file; filename should end with .gz when gzipped");
+ System.out.println(" -i <infile> FASTQ-formatted R2 input file; filename should end with .gz when gzipped");
+ System.out.println(" -o <string> outfile basename (mandatory)");
+ System.out.println(" -z gzipped output file(s) (default: not set)");
+ System.out.println(" -c z-score cutoff (defaut: 1.64)");
+ System.out.println(" -n replacing read prefix/suffix to crop with Ns (default: not set)");
+ System.out.println(" -l <integer> minimum length of output reads (default: 50)");
+ System.out.println(" -v verbose mode (default: not set)");
+ System.out.println(" -h prints this help and exit");
+ System.out.println("");
+ if ( args.length == 0 ) System.exit(1);
+ System.exit(0);
+ }
+
+
+ //#############################################################################################################
+ //#############################################################################################################
+ //### reading options ###
+ //#############################################################################################################
+ //#############################################################################################################
+ infq = new File(NOTHING); // -i
+ infq1 = new File(NOTHING); // -1
+ infq2 = new File(NOTHING); // -2
+ paired = false;
+ outname = NOTHING; // -o
+ outgz = false; // -z
+ cutoff = 1.64; // -c
+ minlgt = (short) 50; // -l
+ nocrop = false; // -n
+ verbose = false; // -v
+ o = -1;
+ while ( ++o < args.length ) {
+ if ( args[o].equals("-i") ) { infq = new File(args[++o]); continue; }
+ if ( args[o].equals("-1") ) { infq1 = new File(args[++o]); paired = true; continue; }
+ if ( args[o].equals("-2") ) { infq2 = new File(args[++o]); paired = true; continue; }
+ if ( args[o].equals("-o") ) { outname = args[++o]; continue; }
+ if ( args[o].equals("-z") ) { outgz = true; continue; }
+ if ( args[o].equals("-c") ) try { cutoff = Double.parseDouble(args[++o]); continue; } catch ( NumberFormatException e ) { System.err.println("incorrect value: " + args[o] + " (option -c)"); System.exit(1); }
+ if ( args[o].equals("-l") ) try { minlgt = Short.parseShort(args[++o]); continue; } catch ( NumberFormatException e ) { System.err.println("incorrect value: " + args[o] + " (option -l)"); System.exit(1); }
+ if ( args[o].equals("-n") ) { nocrop = true; continue; }
+ if ( args[o].equals("-v") ) { verbose = true; continue; }
+ }
+ if ( paired ) {
+ if ( infq1.toString().equals(NOTHING) ) { System.err.println("no input file (option -1)"); System.exit(1); }
+ if ( ! infq1.exists() ) { System.err.println("file " + infq1.toString() + " does not exist (option -1)"); System.exit(1); }
+ if ( infq2.toString().equals(NOTHING) ) { System.err.println("no input file (option -2)"); System.exit(1); }
+ if ( ! infq2.exists() ) { System.err.println("file " + infq2.toString() + " does not exist (option -2)"); System.exit(1); }
+ }
+ else {
+ if ( infq.toString().equals(NOTHING) ) { System.err.println("no input file (option -1)"); System.exit(1); }
+ if ( ! infq.exists() ) { System.err.println("file " + infq .toString() + " does not exist (option -1)"); System.exit(1); }
+ }
+ if ( outname.equals(NOTHING) ) { System.err.println("no output file basename (option -o)"); System.exit(1); }
+ if ( minlgt < 1 ) { System.err.println("minimum length should be positive (option -l)"); System.exit(1); }
+ if ( cutoff < 0 ) { System.err.println("z-score cutoff should be positive (option -c)"); System.exit(1); }
+ if ( cutoff > 10 ) { System.err.println("z-score cutoff should be lower than 10 (option -c)"); System.exit(1); }
+
+
+ //#############################################################################################################
+ //#############################################################################################################
+ //### init variables ###
+ //#############################################################################################################
+ //#############################################################################################################
+ --minlgt;
+
+ //#############################################################################################################
+ //#############################################################################################################
+ //### go! ###
+ //#############################################################################################################
+ //#############################################################################################################
+ if ( paired ) pe();
+ else se();
+ }
+
+
+
+ //#############################################################################################################
+ //#############################################################################################################
+ //### single-end ###
+ //#############################################################################################################
+ //#############################################################################################################
+ final static void se() throws IOException {
+ //#########################################################################################################
+ //### first estimate of base proportion per position ###
+ //#########################################################################################################
+ filename = infq.toString();
+ in = ( filename.endsWith(".gz") ) ? new BufferedReader(new InputStreamReader(new GZIPInputStream(Files.newInputStream(Path.of(filename)), BUFFER))) : Files.newBufferedReader(Path.of(filename));
+ mlgt = 0; fA = new long[0]; fC = new long[0]; fG = new long[0]; fT = new long[0]; np = new long[0];
+ cpt = 0;
+ while ( ++cpt <= MODMASK && (l_1 = in.readLine()) != null ) {
+ l_2 = in.readLine();
+ l_3 = in.readLine();
+ l_4 = in.readLine();
+ //### read length ##########
+ lgt = (short) l_2.length();
+ if ( lgt <= minlgt ) { --cpt; continue; }
+ if ( lgt > mlgt ) {
+ mlgt = lgt;
+ fA = Arrays.copyOf(fA, mlgt); fC = Arrays.copyOf(fC, mlgt); fG = Arrays.copyOf(fG, mlgt); fT = Arrays.copyOf(fT, mlgt); np = Arrays.copyOf(np, mlgt);
+ }
+ //### counting bases ##########
+ p = S_1;
+ for (byte b: l_2.getBytes()) {
+ ++p;
+ ++np[p];
+ switch ( b ) {
+ case UTF8_A: case UTF8_a: ++fA[p]; continue;
+ case UTF8_C: case UTF8_c: ++fC[p]; continue;
+ case UTF8_G: case UTF8_g: ++fG[p]; continue;
+ case UTF8_T: case UTF8_t: ++fT[p]; continue;
+ default: --np[p]; continue;
+ }
+ }
+ }
+ in.close();
+ //#########################################################################################################
+ //### estimating initial statistics ###
+ //#########################################################################################################
+ //## NOTE: here, mlgt = the (maximum) read length
+ mA = med(fA, np); mC = med(fC, np); mG = med(fG, np); mT = med(fT, np);
+ sum = mA + mC + mG + mT; mA /= sum; mC /= sum; mG /= sum; mT /= sum;
+ System.out.println("");
+ System.out.println("=== initial estimates ========================================================");
+ dispStat(fA, fC, fG, fT, np, mlgt, mA, mC, mG, mT, false);
+ //#########################################################################################################
+ //### initial cropping ###
+ //#########################################################################################################
+ filename = infq.toString();
+ in = ( filename.endsWith(".gz") ) ? new BufferedReader(new InputStreamReader(new GZIPInputStream(Files.newInputStream(Path.of(filename)), BUFFER))) : Files.newBufferedReader(Path.of(filename));
+ filename = outname + ".fastq";
+ out = ( outgz ) ? new BufferedWriter(new OutputStreamWriter(new GZIPOutputStream(Files.newOutputStream(Path.of(filename + ".gz")), BUFFER)), BUFFER) : Files.newBufferedWriter(Path.of(filename));
+ thr = new double[mlgt];
+ zS = new double[mlgt];
+ hlgt = (short) (mlgt / 2);
+ cpt = 0;
+ while ( ++cpt <= MODMASK && (l_1 = in.readLine()) != null ) {
+ l_2 = in.readLine(); l_3 = in.readLine(); l_4 = in.readLine();
+ //### read length ##########
+ lgt = (short) l_2.length();
+ if ( lgt <= minlgt ) { --cpt; continue; }
+ //### estimating z-scores ##########
+ ba = l_2.getBytes();
+ p = S_1;
+ for (byte b: ba) {
+ ++p;
+ n = np[p];
+ thr[p] = ( fA[p] == 0 || fC[p] == 0 || fG[p] == 0 || fT[p] == 0 ) ? 0 : f(cpt, cutoff);
+ switch ( b ) {
+ case UTF8_A: case UTF8_a: zS[p] = zscore(fA[p]/n, mA, n); continue;
+ case UTF8_C: case UTF8_c: zS[p] = zscore(fC[p]/n, mC, n); continue;
+ case UTF8_G: case UTF8_g: zS[p] = zscore(fG[p]/n, mG, n); continue;
+ case UTF8_T: case UTF8_t: zS[p] = zscore(fT[p]/n, mT, n); continue;
+ default: zS[p] = cutoff; continue;
+ }
+ }
+ crop = discard = false;
+ //### inferring prefix to remove ##########
+ pl = crop5(zS, thr, lgt, hlgt);
+ crop = ( pl >= 0 );
+ //## NOTE: here, the prefix l_2[0,pl] should be removed
+ p = S_1;
+ while ( ++p <= pl ) {
+ --np[p];
+ switch ( ba[p] ) {
+ case UTF8_A: case UTF8_a: --fA[p]; continue;
+ case UTF8_C: case UTF8_c: --fC[p]; continue;
+ case UTF8_G: case UTF8_g: --fG[p]; continue;
+ case UTF8_T: case UTF8_t: --fT[p]; continue;
+ default: ++np[p]; continue;
+ }
+ }
+ //### inferring suffix to remove ##########
+ pr = crop3(zS, thr, lgt, hlgt);
+ crop |= ( pr < lgt );
+ //## NOTE: here, the suffix l_2[pr,lgt-1] should be removed
+ p = lgt;
+ while ( --p >= pr ) {
+ --np[p];
+ switch ( ba[p] ) {
+ case UTF8_A: case UTF8_a: --fA[p]; continue;
+ case UTF8_C: case UTF8_c: --fC[p]; continue;
+ case UTF8_G: case UTF8_g: --fG[p]; continue;
+ case UTF8_T: case UTF8_t: --fT[p]; continue;
+ default: ++np[p]; continue;
+ }
+ }
+ //### discarding the whole read ##########
+ if ( crop && pr - pl < minlgt ) {
+ p = pl;
+ while ( ++p < pr ) {
+ --np[p];
+ switch ( ba[p] ) {
+ case UTF8_A: case UTF8_a: --fA[p]; continue;
+ case UTF8_C: case UTF8_c: --fC[p]; continue;
+ case UTF8_G: case UTF8_g: --fG[p]; continue;
+ case UTF8_T: case UTF8_t: --fT[p]; continue;
+ default: ++np[p]; continue;
+ }
+ }
+ discard = true;
+ }
+ //### outputting (cropped) read ##########
+ if ( ! discard ) {
+ if ( ! crop ) {
+ out.write(l_1); out.newLine();
+ out.write(l_2); out.newLine();
+ out.write(l_3); out.newLine();
+ out.write(l_4); out.newLine();
+ }
+ else {
+ ++pl;
+ if ( ! nocrop ) {
+ out.write(l_1); out.newLine();
+ out.write(l_2.substring(pl, pr)); out.newLine();
+ out.write(l_3); out.newLine();
+ out.write(l_4.substring(pl, pr)); out.newLine();
+ }
+ else {
+ out.write(l_1); out.newLine();
+ out.write(N1000.substring(0,pl)); out.write(l_2.substring(pl, pr)); out.write(N1000.substring(0,lgt-pr)); out.newLine();
+ out.write(l_3); out.newLine();
+ out.write(H1000.substring(0,pl)); out.write(l_4.substring(pl, pr)); out.write(H1000.substring(0,lgt-pr)); out.newLine();
+ }
+ --pl;
+ }
+ }
+ if ( verbose && crop ) {
+ System.out.print(l_1); System.out.println( ((discard) ? " [DISCARDED]" : "") );
+ System.out.println(l_2);
+ //++pl; System.out.println(N1000.substring(0,pl) + l_2.substring(pl, pr) + N1000.substring(0,lgt-pr)); --pl;
+ p = S_1; while ( ++p < lgt ) System.out.print( ((zS[p] > thr[p]) ? "+" : (zS[p] < -cutoff) ? "-" : " ") );
+ System.out.println("");
+ p = S_1; while ( ++p <= pl ) System.out.print(">");
+ --p; while ( ++p < pr ) System.out.print(" ");
+ --p; while ( ++p < lgt ) System.out.print("<");
+ System.out.println("");
+ System.out.println("");
+ }
+ }
+ //#########################################################################################################
+ //### general cropping ###
+ //#########################################################################################################
+ --cpt;
+ while ( (l_1 = in.readLine()) != null ) {
+ l_2 = in.readLine();
+ l_3 = in.readLine();
+ l_4 = in.readLine();
+ //### read length ##########
+ lgt = (short) l_2.length();
+ if ( lgt <= minlgt ) continue;
+ //### updating statistics ##########
+ if ( ((++cpt) & MODMASK) == 0 ) {
+ mA = med(fA, np); mC = med(fC, np); mG = med(fG, np); mT = med(fT, np);
+ sum = mA + mC + mG + mT; mA /= sum; mC /= sum; mG /= sum; mT /= sum;
+ if ( verbose ) dispStat(fA, fC, fG, fT, np, mlgt, mA, mC, mG, mT, true);
+ }
+ //### counting bases and estimating z-scores ##########
+ ba = l_2.getBytes();
+ maybe = false;
+ p = S_1;
+ for (byte b: ba) {
+ ++p;
+ n=(++np[p]);
+ switch ( b ) {
+ case UTF8_A: case UTF8_a: ++fA[p]; zS[p] = zscore(fA[p]/n, mA, n); break;
+ case UTF8_C: case UTF8_c: ++fC[p]; zS[p] = zscore(fC[p]/n, mC, n); break;
+ case UTF8_G: case UTF8_g: ++fG[p]; zS[p] = zscore(fG[p]/n, mG, n); break;
+ case UTF8_T: case UTF8_t: ++fT[p]; zS[p] = zscore(fT[p]/n, mT, n); break;
+ default: --np[p]; zS[p] = cutoff; break;
+ }
+ thr[p] = ( fA[p] == 0 || fC[p] == 0 || fG[p] == 0 || fT[p] == 0 ) ? 0 : cutoff;
+ maybe |= ( thr[p] == 0 || zS[p] > thr[p] );
+ }
+ crop = discard = false;
+ if ( maybe ) {
+ //### inferring prefix to remove ##########
+ pl = crop5(zS, thr, lgt, hlgt);
+ crop = ( pl >= 0 );
+ //## NOTE: here, the prefix l_2[0,pl] should be removed
+ p = S_1;
+ while ( ++p <= pl ) {
+ --np[p];
+ switch ( ba[p] ) {
+ case UTF8_A: case UTF8_a: --fA[p]; continue;
+ case UTF8_C: case UTF8_c: --fC[p]; continue;
+ case UTF8_G: case UTF8_g: --fG[p]; continue;
+ case UTF8_T: case UTF8_t: --fT[p]; continue;
+ default: ++np[p]; continue;
+ }
+ }
+ //### inferring suffix to remove ##########
+ pr = crop3(zS, thr, lgt, hlgt);
+ crop |= ( pr < lgt );
+ //## NOTE: here, the suffix l_2[pr,lgt-1] should be removed
+ p = lgt;
+ while ( --p >= pr ) {
+ --np[p];
+ switch ( ba[p] ) {
+ case UTF8_A: case UTF8_a: --fA[p]; continue;
+ case UTF8_C: case UTF8_c: --fC[p]; continue;
+ case UTF8_G: case UTF8_g: --fG[p]; continue;
+ case UTF8_T: case UTF8_t: --fT[p]; continue;
+ default: ++np[p]; continue;
+ }
+ }
+ }
+ //### discarding the whole read ##########
+ if ( crop && pr - pl < minlgt ) {
+ p = pl;
+ while ( ++p < pr ) {
+ --np[p];
+ switch ( ba[p] ) {
+ case UTF8_A: case UTF8_a: --fA[p]; continue;
+ case UTF8_C: case UTF8_c: --fC[p]; continue;
+ case UTF8_G: case UTF8_g: --fG[p]; continue;
+ case UTF8_T: case UTF8_t: --fT[p]; continue;
+ default: ++np[p]; continue;
+ }
+ }
+ discard = true;
+ }
+ //### outputting (cropped) read ##########
+ if ( ! discard ) {
+ if ( ! crop ) {
+ out.write(l_1); out.newLine();
+ out.write(l_2); out.newLine();
+ out.write(l_3); out.newLine();
+ out.write(l_4); out.newLine();
+ }
+ else {
+ ++pl;
+ if ( ! nocrop ) {
+ out.write(l_1); out.newLine();
+ out.write(l_2.substring(pl, pr)); out.newLine();
+ out.write(l_3); out.newLine();
+ out.write(l_4.substring(pl, pr)); out.newLine();
+ }
+ else {
+ out.write(l_1); out.newLine();
+ out.write(N1000.substring(0,pl)); out.write(l_2.substring(pl, pr)); out.write(N1000.substring(0,lgt-pr)); out.newLine();
+ out.write(l_3); out.newLine();
+ out.write(H1000.substring(0,pl)); out.write(l_4.substring(pl, pr)); out.write(H1000.substring(0,lgt-pr)); out.newLine();
+ }
+ --pl;
+ }
+ }
+ if ( verbose && crop ) {
+ System.out.print(l_1); System.out.println( ((discard) ? " [DISCARDED]" : "") );
+ System.out.println(l_2);
+ p = S_1; while ( ++p < lgt ) System.out.print( ((zS[p] > thr[p]) ? "+" : (zS[p] < -cutoff) ? "-" : " ") );
+ System.out.println("");
+ p = S_1; while ( ++p <= pl ) System.out.print(">");
+ --p; while ( ++p < pr ) System.out.print(" ");
+ --p; while ( ++p < lgt ) System.out.print("<");
+ System.out.println("");
+ System.out.println("");
+ }
+ }
+ in.close();
+ out.close();
+
+ System.out.println("=== final results ============================================================");
+ dispStat(fA, fC, fG, fT, np, mlgt, mA, mC, mG, mT, true);
+ }
+
+
+
+
+ //#############################################################################################################
+ //#############################################################################################################
+ //### paired-ends ###
+ //#############################################################################################################
+ //#############################################################################################################
+ final static void pe() throws IOException {
+ //#########################################################################################################
+ //### first estimate of base proportion per position ###
+ //#########################################################################################################
+ filename = infq1.toString();
+ in1 = ( filename.endsWith(".gz") ) ? new BufferedReader(new InputStreamReader(new GZIPInputStream(Files.newInputStream(Path.of(filename)), BUFFER))) : Files.newBufferedReader(Path.of(filename));
+ filename = infq2.toString();
+ in2 = ( filename.endsWith(".gz") ) ? new BufferedReader(new InputStreamReader(new GZIPInputStream(Files.newInputStream(Path.of(filename)), BUFFER))) : Files.newBufferedReader(Path.of(filename));
+ mlgt = 0;
+ fA1 = new long[0]; fC1 = new long[0]; fG1 = new long[0]; fT1 = new long[0]; np1 = new long[0];
+ fA2 = new long[0]; fC2 = new long[0]; fG2 = new long[0]; fT2 = new long[0]; np2 = new long[0];
+ cpt = 0;
+ while ( ++cpt <= MODMASK && (l1_1 = in1.readLine()) != null && (l1_2 = in2.readLine()) != null ) {
+ l1_2 = in1.readLine(); l1_3 = in1.readLine(); l1_4 = in1.readLine();
+ l2_2 = in2.readLine(); l2_3 = in2.readLine(); l2_4 = in2.readLine();
+ //### read length ##########
+ lgt1 = (short) l1_2.length();
+ lgt2 = (short) l2_2.length();
+ if ( lgt1 <= minlgt || lgt2 <= minlgt ) { --cpt; continue; }
+ if ( lgt1 > mlgt || lgt2 > mlgt ) {
+ mlgt = (lgt1 < lgt2) ? lgt2 : lgt1;
+ fA1 = Arrays.copyOf(fA1, mlgt); fC1 = Arrays.copyOf(fC1, mlgt); fG1 = Arrays.copyOf(fG1, mlgt); fT1 = Arrays.copyOf(fT1, mlgt); np1 = Arrays.copyOf(np1, mlgt);
+ fA2 = Arrays.copyOf(fA2, mlgt); fC2 = Arrays.copyOf(fC2, mlgt); fG2 = Arrays.copyOf(fG2, mlgt); fT2 = Arrays.copyOf(fT2, mlgt); np2 = Arrays.copyOf(np2, mlgt);
+ }
+ //### counting bases ##########
+ p = S_1;
+ for (byte b: l1_2.getBytes()) {
+ ++p;
+ ++np1[p];
+ switch ( b ) {
+ case UTF8_A: case UTF8_a: ++fA1[p]; continue;
+ case UTF8_C: case UTF8_c: ++fC1[p]; continue;
+ case UTF8_G: case UTF8_g: ++fG1[p]; continue;
+ case UTF8_T: case UTF8_t: ++fT1[p]; continue;
+ default: --np1[p]; continue;
+ }
+ }
+ p = S_1;
+ for (byte b: l2_2.getBytes()) {
+ ++p;
+ ++np2[p];
+ switch ( b ) {
+ case UTF8_A: case UTF8_a: ++fA2[p]; continue;
+ case UTF8_C: case UTF8_c: ++fC2[p]; continue;
+ case UTF8_G: case UTF8_g: ++fG2[p]; continue;
+ case UTF8_T: case UTF8_t: ++fT2[p]; continue;
+ default: --np2[p]; continue;
+ }
+ }
+ }
+ in1.close();
+ in2.close();
+ //#########################################################################################################
+ //### estimating initial statistics ###
+ //#########################################################################################################
+ //## NOTE: here, mlgt = the (maximum) read length
+ mA1 = med(fA1, np1); mC1 = med(fC1, np1); mG1 = med(fG1, np1); mT1 = med(fT1, np1);
+ sum = mA1 + mC1 + mG1 + mT1; mA1 /= sum; mC1 /= sum; mG1 /= sum; mT1 /= sum;
+ mA2 = med(fA2, np2); mC2 = med(fC2, np2); mG2 = med(fG2, np2); mT2 = med(fT2, np2);
+ sum = mA2 + mC2 + mG2 + mT2; mA2 /= sum; mC2 /= sum; mG2 /= sum; mT2 /= sum;
+ System.out.println("");
+ System.out.println("=== initial estimates =====================================================================================================================================");
+ dispStat(fA1, fC1, fG1, fT1, np1, mA1, mC1, mG1, mT1, mlgt, fA2, fC2, fG2, fT2, np2, mA2, mC2, mG2, mT2, false);
+ //#########################################################################################################
+ //### initial cropping ###
+ //#########################################################################################################
+ filename = outname + ".1.fastq";
+ out1 = ( outgz ) ? new BufferedWriter(new OutputStreamWriter(new GZIPOutputStream(Files.newOutputStream(Path.of(filename + ".gz")), BUFFER)), BUFFER) : Files.newBufferedWriter(Path.of(filename));
+ filename = outname + ".2.fastq";
+ out2 = ( outgz ) ? new BufferedWriter(new OutputStreamWriter(new GZIPOutputStream(Files.newOutputStream(Path.of(filename + ".gz")), BUFFER)), BUFFER) : Files.newBufferedWriter(Path.of(filename));
+ filename = infq1.toString();
+ in1 = ( filename.endsWith(".gz") ) ? new BufferedReader(new InputStreamReader(new GZIPInputStream(Files.newInputStream(Path.of(filename)), BUFFER))) : Files.newBufferedReader(Path.of(filename));
+ filename = infq2.toString();
+ in2 = ( filename.endsWith(".gz") ) ? new BufferedReader(new InputStreamReader(new GZIPInputStream(Files.newInputStream(Path.of(filename)), BUFFER))) : Files.newBufferedReader(Path.of(filename));
+ thr = new double[mlgt];
+ zS = new double[mlgt];
+ hlgt = (short) (mlgt / 2);
+ cpt = 0;
+ while ( ++cpt <= MODMASK && (l1_1 = in1.readLine()) != null && (l2_1 = in2.readLine()) != null ) {
+ l1_2 = in1.readLine(); l1_3 = in1.readLine(); l1_4 = in1.readLine();
+ l2_2 = in2.readLine(); l2_3 = in2.readLine(); l2_4 = in2.readLine();
+ //### read length ##########
+ lgt1 = (short) l1_2.length();
+ lgt2 = (short) l2_2.length();
+ if ( lgt1 <= minlgt || lgt2 <= minlgt ) { --cpt; continue; }
+ crop = discard = false;
+ //####################################################################
+ //### R1 ###
+ //####################################################################
+ ba1 = l1_2.getBytes();
+ //### estimating z-scores ##########
+ p = S_1;
+ for (byte b: ba1) {
+ ++p;
+ n = np1[p];
+ thr[p] = ( fA1[p] == 0 || fC1[p] == 0 || fG1[p] == 0 || fT1[p] == 0 ) ? 0 : f(cpt, cutoff);
+ switch ( b ) {
+ case UTF8_A: case UTF8_a: zS[p] = zscore(fA1[p]/n, mA1, n); continue;
+ case UTF8_C: case UTF8_c: zS[p] = zscore(fC1[p]/n, mC1, n); continue;
+ case UTF8_G: case UTF8_g: zS[p] = zscore(fG1[p]/n, mG1, n); continue;
+ case UTF8_T: case UTF8_t: zS[p] = zscore(fT1[p]/n, mT1, n); continue;
+ default: zS[p] = cutoff; continue;
+ }
+ }
+ //### inferring prefix to remove ##########
+ pl1 = crop5(zS, thr, lgt1, hlgt);
+ crop = ( pl1 >= 0 );
+ //## NOTE: here, the prefix l1_2[0,pl1] should be removed
+ p = S_1;
+ while ( ++p <= pl1 ) {
+ --np1[p];
+ switch ( ba1[p] ) {
+ case UTF8_A: case UTF8_a: --fA1[p]; continue;
+ case UTF8_C: case UTF8_c: --fC1[p]; continue;
+ case UTF8_G: case UTF8_g: --fG1[p]; continue;
+ case UTF8_T: case UTF8_t: --fT1[p]; continue;
+ default: ++np1[p]; continue;
+ }
+ }
+ //### inferring suffix to remove ##########
+ pr1 = crop3(zS, thr, lgt1, hlgt);
+ crop |= ( pr1 < lgt1 );
+ //## NOTE: here, the suffix l1_2[pr1,lgt1-1] should be removed
+ p = lgt1;
+ while ( --p >= pr1 ) {
+ --np1[p];
+ switch ( ba1[p] ) {
+ case UTF8_A: case UTF8_a: --fA1[p]; continue;
+ case UTF8_C: case UTF8_c: --fC1[p]; continue;
+ case UTF8_G: case UTF8_g: --fG1[p]; continue;
+ case UTF8_T: case UTF8_t: --fT1[p]; continue;
+ default: ++np1[p]; continue;
+ }
+ }
+ if ( verbose ) { zS1 = Arrays.copyOf(zS, mlgt); thr1 = Arrays.copyOf(thr, mlgt); }
+ //####################################################################
+ //### R2 ###
+ //####################################################################
+ ba2 = l2_2.getBytes();
+ //### estimating z-scores ##########
+ p = S_1;
+ for (byte b: ba2) {
+ ++p;
+ n = np2[p];
+ thr[p] = ( fA2[p] == 0 || fC2[p] == 0 || fG2[p] == 0 || fT2[p] == 0 ) ? 0 : f(cpt, cutoff);
+ switch ( b ) {
+ case UTF8_A: case UTF8_a: zS[p] = zscore(fA2[p]/n, mA2, n); continue;
+ case UTF8_C: case UTF8_c: zS[p] = zscore(fC2[p]/n, mC2, n); continue;
+ case UTF8_G: case UTF8_g: zS[p] = zscore(fG2[p]/n, mG2, n); continue;
+ case UTF8_T: case UTF8_t: zS[p] = zscore(fT2[p]/n, mT2, n); continue;
+ default: zS[p] = cutoff; continue;
+ }
+ }
+ //### inferring prefix to remove ##########
+ pl2 = crop5(zS, thr, lgt2, hlgt);
+ crop |= ( pl2 >= 0 );
+ //## NOTE: here, the prefix l2_2[0,pl2] should be removed
+ p = S_1;
+ while ( ++p <= pl2 ) {
+ --np2[p];
+ switch ( ba2[p] ) {
+ case UTF8_A: case UTF8_a: --fA2[p]; continue;
+ case UTF8_C: case UTF8_c: --fC2[p]; continue;
+ case UTF8_G: case UTF8_g: --fG2[p]; continue;
+ case UTF8_T: case UTF8_t: --fT2[p]; continue;
+ default: ++np2[p]; continue;
+ }
+ }
+ //### inferring suffix to remove ##########
+ pr2 = crop3(zS, thr, lgt2, hlgt);
+ crop |= ( pr2 < lgt2 );
+ //## NOTE: here, the suffix l2_2[pr2,lgt2-1] should be removed
+ p = lgt2;
+ while ( --p >= pr2 ) {
+ --np2[p];
+ switch ( ba2[p] ) {
+ case UTF8_A: case UTF8_a: --fA2[p]; continue;
+ case UTF8_C: case UTF8_c: --fC2[p]; continue;
+ case UTF8_G: case UTF8_g: --fG2[p]; continue;
+ case UTF8_T: case UTF8_t: --fT2[p]; continue;
+ default: ++np2[p]; continue;
+ }
+ }
+ if ( verbose ) { zS2 = Arrays.copyOf(zS, mlgt); thr2 = Arrays.copyOf(thr, mlgt); }
+ //####################################################################
+ //### R1 + R2 ###
+ //####################################################################
+ //### discarding the whole reads ##########
+ if ( crop && (pr1 - pl1 < minlgt || pr2 - pl2 < minlgt) ) {
+ p = pl1;
+ while ( ++p < pr1 ) {
+ --np1[p];
+ switch ( ba1[p] ) {
+ case UTF8_A: case UTF8_a: --fA1[p]; continue;
+ case UTF8_C: case UTF8_c: --fC1[p]; continue;
+ case UTF8_G: case UTF8_g: --fG1[p]; continue;
+ case UTF8_T: case UTF8_t: --fT1[p]; continue;
+ default: ++np1[p]; continue;
+ }
+ }
+ p = pl2;
+ while ( ++p < pr2 ) {
+ --np2[p];
+ switch ( ba2[p] ) {
+ case UTF8_A: case UTF8_a: --fA2[p]; continue;
+ case UTF8_C: case UTF8_c: --fC2[p]; continue;
+ case UTF8_G: case UTF8_g: --fG2[p]; continue;
+ case UTF8_T: case UTF8_t: --fT2[p]; continue;
+ default: ++np2[p]; continue;
+ }
+ }
+ discard = true;
+ }
+ //### outputting (cropped) reads ##########
+ if ( ! discard ) {
+ if ( ! crop ) {
+ out1.write(l1_1); out1.newLine();
+ out1.write(l1_2); out1.newLine();
+ out1.write(l1_3); out1.newLine();
+ out1.write(l1_4); out1.newLine();
+ out2.write(l2_1); out2.newLine();
+ out2.write(l2_2); out2.newLine();
+ out2.write(l2_3); out2.newLine();
+ out2.write(l2_4); out2.newLine();
+ }
+ else {
+ ++pl1; ++pl2;
+ if ( ! nocrop ) {
+ out1.write(l1_1); out1.newLine();
+ out1.write(l1_2.substring(pl1, pr1)); out1.newLine();
+ out1.write(l1_3); out1.newLine();
+ out1.write(l1_4.substring(pl1, pr1)); out1.newLine();
+ out2.write(l2_1); out2.newLine();
+ out2.write(l2_2.substring(pl2, pr2)); out2.newLine();
+ out2.write(l2_3); out2.newLine();
+ out2.write(l2_4.substring(pl2, pr2)); out2.newLine();
+ }
+ else {
+ out1.write(l1_1); out1.newLine();
+ out1.write(N1000.substring(0,pl1)); out1.write(l1_2.substring(pl1, pr1)); out1.write(N1000.substring(0,lgt1-pr1)); out1.newLine();
+ out1.write(l1_3); out1.newLine();
+ out1.write(H1000.substring(0,pl1)); out1.write(l1_4.substring(pl1, pr1)); out1.write(H1000.substring(0,lgt1-pr1)); out1.newLine();
+ out2.write(l2_1); out2.newLine();
+ out2.write(N1000.substring(0,pl2)); out2.write(l2_2.substring(pl2, pr2)); out2.write(N1000.substring(0,lgt2-pr2)); out2.newLine();
+ out2.write(l2_3); out2.newLine();
+ out2.write(H1000.substring(0,pl2)); out2.write(l2_4.substring(pl2, pr2)); out2.write(H1000.substring(0,lgt2-pr2)); out2.newLine();
+ }
+ --pl1; --pl2;
+ }
+ }
+ if ( verbose && crop ) {
+ System.out.print(l1_1); System.out.println( ((discard) ? " [DISCARDED]" : "") );
+ System.out.println(l1_2);
+ p = S_1; while ( ++p < lgt1 ) System.out.print( ((zS1[p] > thr1[p]) ? "+" : (zS1[p] < -cutoff) ? "-" : " ") );
+ System.out.println("");
+ p = S_1; while ( ++p <= pl1 ) System.out.print(">");
+ --p; while ( ++p < pr1 ) System.out.print(" ");
+ --p; while ( ++p < lgt1 ) System.out.print("<");
+ System.out.println("");
+ System.out.print(l2_1); System.out.println( ((discard) ? " [DISCARDED]" : "") );
+ System.out.println(l2_2);
+ p = S_1; while ( ++p < lgt2 ) System.out.print( ((zS2[p] > thr2[p]) ? "+" : (zS2[p] < -cutoff) ? "-" : " ") );
+ System.out.println("");
+ p = S_1; while ( ++p <= pl2 ) System.out.print(">");
+ --p; while ( ++p < pr2 ) System.out.print(" ");
+ --p; while ( ++p < lgt2 ) System.out.print("<");
+ System.out.println("");
+ System.out.println("");
+ }
+ }
+ //#########################################################################################################
+ //### general cropping ###
+ //#########################################################################################################
+ --cpt;
+ while ( (l1_1 = in1.readLine()) != null && (l2_1 = in2.readLine()) != null ) {
+ l1_2 = in1.readLine(); l1_3 = in1.readLine(); l1_4 = in1.readLine();
+ l2_2 = in2.readLine(); l2_3 = in2.readLine(); l2_4 = in2.readLine();
+ //### read length ##########
+ lgt1 = (short) l1_2.length();
+ lgt2 = (short) l2_2.length();
+ if ( lgt1 <= minlgt || lgt2 <= minlgt ) continue;
+ //### updating statistics ##########
+ if ( ((++cpt) & MODMASK) == 0 ) {
+ mA1 = med(fA1, np1); mC1 = med(fC1, np1); mG1 = med(fG1, np1); mT1 = med(fT1, np1);
+ sum = mA1 + mC1 + mG1 + mT1; mA1 /= sum; mC1 /= sum; mG1 /= sum; mT1 /= sum;
+ mA2 = med(fA2, np2); mC2 = med(fC2, np2); mG2 = med(fG2, np2); mT2 = med(fT2, np2);
+ sum = mA2 + mC2 + mG2 + mT2; mA2 /= sum; mC2 /= sum; mG2 /= sum; mT2 /= sum;
+ if ( verbose ) dispStat(fA1, fC1, fG1, fT1, np1, mA1, mC1, mG1, mT1, mlgt, fA2, fC2, fG2, fT2, np2, mA2, mC2, mG2, mT2, true);
+ }
+ crop = discard = false;
+ //####################################################################
+ //### R1 ###
+ //####################################################################
+ ba1 = l1_2.getBytes();
+ //### counting bases and estimating z-scores ##########
+ maybe = false;
+ p = S_1;
+ for (byte b: ba1) {
+ ++p;
+ n=(++np1[p]);
+ switch ( b ) {
+ case UTF8_A: case UTF8_a: ++fA1[p]; zS[p] = zscore(fA1[p]/n, mA1, n); break;
+ case UTF8_C: case UTF8_c: ++fC1[p]; zS[p] = zscore(fC1[p]/n, mC1, n); break;
+ case UTF8_G: case UTF8_g: ++fG1[p]; zS[p] = zscore(fG1[p]/n, mG1, n); break;
+ case UTF8_T: case UTF8_t: ++fT1[p]; zS[p] = zscore(fT1[p]/n, mT1, n); break;
+ default: --np1[p]; zS[p] = cutoff; break;
+ }
+ thr[p] = ( fA1[p] == 0 || fC1[p] == 0 || fG1[p] == 0 || fT1[p] == 0 ) ? 0 : cutoff;
+ maybe |= ( thr[p] == 0 || zS[p] > thr[p] );
+ }
+ pl1 = S_1; pr1 = lgt1;
+ if ( maybe ) {
+ //### inferring prefix to remove ##########
+ pl1 = crop5(zS, thr, lgt1, hlgt);
+ crop = ( pl1 >= 0 );
+ //## NOTE: here, the prefix l1_2[0,pl1] should be removed
+ p = S_1;
+ while ( ++p <= pl1 ) {
+ --np1[p];
+ switch ( ba1[p] ) {
+ case UTF8_A: case UTF8_a: --fA1[p]; continue;
+ case UTF8_C: case UTF8_c: --fC1[p]; continue;
+ case UTF8_G: case UTF8_g: --fG1[p]; continue;
+ case UTF8_T: case UTF8_t: --fT1[p]; continue;
+ default: ++np1[p]; continue;
+ }
+ }
+ //### inferring suffix(es) to remove ##########
+ pr1 = crop3(zS, thr, lgt1, hlgt);
+ crop |= ( pr1 < lgt1 );
+ //## NOTE: here, the suffix l1_2[pr1,lgt1-1] should be removed
+ p = lgt1;
+ while ( --p >= pr1 ) {
+ --np1[p];
+ switch ( ba1[p] ) {
+ case UTF8_A: case UTF8_a: --fA1[p]; continue;
+ case UTF8_C: case UTF8_c: --fC1[p]; continue;
+ case UTF8_G: case UTF8_g: --fG1[p]; continue;
+ case UTF8_T: case UTF8_t: --fT1[p]; continue;
+ default: ++np1[p]; continue;
+ }
+ }
+ }
+ if ( verbose ) { zS1 = Arrays.copyOf(zS, mlgt); thr1 = Arrays.copyOf(thr, mlgt); }
+ //####################################################################
+ //### R2 ###
+ //####################################################################
+ ba2 = l2_2.getBytes();
+ //### counting bases and estimating z-scores ##########
+ maybe = false;
+ p = S_1;
+ for (byte b: ba2) {
+ ++p;
+ n=(++np2[p]);
+ switch ( b ) {
+ case UTF8_A: case UTF8_a: ++fA2[p]; zS[p] = zscore(fA2[p]/n, mA2, n); break;
+ case UTF8_C: case UTF8_c: ++fC2[p]; zS[p] = zscore(fC2[p]/n, mC2, n); break;
+ case UTF8_G: case UTF8_g: ++fG2[p]; zS[p] = zscore(fG2[p]/n, mG2, n); break;
+ case UTF8_T: case UTF8_t: ++fT2[p]; zS[p] = zscore(fT2[p]/n, mT2, n); break;
+ default: --np2[p]; zS[p] = cutoff; break;
+ }
+ thr[p] = ( fA2[p] == 0 || fC2[p] == 0 || fG2[p] == 0 || fT2[p] == 0 ) ? 0 : cutoff;
+ maybe |= ( thr[p] == 0 || zS[p] > thr[p] );
+ }
+ pl2 = S_1; pr2 = lgt2;
+ if ( maybe ) {
+ //### inferring prefix(es) to remove ##########
+ pl2 = crop5(zS, thr, lgt2, hlgt);
+ crop |= ( pl2 >= 0 );
+ //## NOTE: here, the prefix l2_2[0,pl2] should be removed
+ p = S_1;
+ while ( ++p <= pl2 ) {
+ --np2[p];
+ switch ( ba2[p] ) {
+ case UTF8_A: case UTF8_a: --fA2[p]; continue;
+ case UTF8_C: case UTF8_c: --fC2[p]; continue;
+ case UTF8_G: case UTF8_g: --fG2[p]; continue;
+ case UTF8_T: case UTF8_t: --fT2[p]; continue;
+ default: ++np2[p]; continue;
+ }
+ }
+ //### inferring suffix(es) to remove ##########
+ pr2 = crop3(zS, thr, lgt2, hlgt);
+ crop |= ( pr2 < lgt2 );
+ //## NOTE: here, the suffix l2_2[pr2,lgt2-1] should be removed
+ p = lgt2;
+ while ( --p >= pr2 ) {
+ --np2[p];
+ switch ( ba2[p] ) {
+ case UTF8_A: case UTF8_a: --fA2[p]; continue;
+ case UTF8_C: case UTF8_c: --fC2[p]; continue;
+ case UTF8_G: case UTF8_g: --fG2[p]; continue;
+ case UTF8_T: case UTF8_t: --fT2[p]; continue;
+ default: ++np2[p]; continue;
+ }
+ }
+ }
+ if ( verbose ) { zS2 = Arrays.copyOf(zS, mlgt); thr2 = Arrays.copyOf(thr, mlgt); }
+ //####################################################################
+ //### R1 + R2 ###
+ //####################################################################
+ //### discarding the whole reads ##########
+ if ( crop && (pr1 - pl1 < minlgt || pr2 - pl2 < minlgt) ) {
+ p = pl1;
+ while ( ++p < pr1 ) {
+ --np1[p];
+ switch ( ba1[p] ) {
+ case UTF8_A: case UTF8_a: --fA1[p]; continue;
+ case UTF8_C: case UTF8_c: --fC1[p]; continue;
+ case UTF8_G: case UTF8_g: --fG1[p]; continue;
+ case UTF8_T: case UTF8_t: --fT1[p]; continue;
+ default: ++np1[p]; continue;
+ }
+ }
+ p = pl2;
+ while ( ++p < pr2 ) {
+ --np2[p];
+ switch ( ba2[p] ) {
+ case UTF8_A: case UTF8_a: --fA2[p]; continue;
+ case UTF8_C: case UTF8_c: --fC2[p]; continue;
+ case UTF8_G: case UTF8_g: --fG2[p]; continue;
+ case UTF8_T: case UTF8_t: --fT2[p]; continue;
+ default: ++np2[p]; continue;
+ }
+ }
+ discard = true;
+ }
+ //### outputting (cropped) reads ##########
+ if ( ! discard ) {
+ if ( ! crop ) {
+ out1.write(l1_1); out1.newLine();
+ out1.write(l1_2); out1.newLine();
+ out1.write(l1_3); out1.newLine();
+ out1.write(l1_4); out1.newLine();
+ out2.write(l2_1); out2.newLine();
+ out2.write(l2_2); out2.newLine();
+ out2.write(l2_3); out2.newLine();
+ out2.write(l2_4); out2.newLine();
+ }
+ else {
+ ++pl1; ++pl2;
+ if ( ! nocrop ) {
+ out1.write(l1_1); out1.newLine();
+ out1.write(l1_2.substring(pl1, pr1)); out1.newLine();
+ out1.write(l1_3); out1.newLine();
+ out1.write(l1_4.substring(pl1, pr1)); out1.newLine();
+ out2.write(l2_1); out2.newLine();
+ out2.write(l2_2.substring(pl2, pr2)); out2.newLine();
+ out2.write(l2_3); out2.newLine();
+ out2.write(l2_4.substring(pl2, pr2)); out2.newLine();
+ }
+ else {
+ out1.write(l1_1); out1.newLine();
+ out1.write(N1000.substring(0,pl1)); out1.write(l1_2.substring(pl1, pr1)); out1.write(N1000.substring(0,lgt1-pr1)); out1.newLine();
+ out1.write(l1_3); out1.newLine();
+ out1.write(H1000.substring(0,pl1)); out1.write(l1_4.substring(pl1, pr1)); out1.write(H1000.substring(0,lgt1-pr1)); out1.newLine();
+ out2.write(l2_1); out2.newLine();
+ out2.write(N1000.substring(0,pl2)); out2.write(l2_2.substring(pl2, pr2)); out2.write(N1000.substring(0,lgt2-pr2)); out2.newLine();
+ out2.write(l2_3); out2.newLine();
+ out2.write(H1000.substring(0,pl2)); out2.write(l2_4.substring(pl2, pr2)); out2.write(H1000.substring(0,lgt2-pr2)); out2.newLine();
+ }
+ --pl1; --pl2;
+ }
+ }
+ if ( verbose && crop ) {
+ System.out.print(l1_1); System.out.println( ((discard) ? " [DISCARDED]" : "") );
+ System.out.println(l1_2);
+ p = S_1; while ( ++p < lgt1 ) System.out.print( ((zS1[p] > thr1[p]) ? "+" : (zS1[p] < -cutoff) ? "-" : " ") );
+ System.out.println("");
+ p = S_1; while ( ++p <= pl1 ) System.out.print(">");
+ --p; while ( ++p < pr1 ) System.out.print(" ");
+ --p; while ( ++p < lgt1 ) System.out.print("<");
+ System.out.println("");
+ System.out.print(l2_1); System.out.println( ((discard) ? " [DISCARDED]" : "") );
+ System.out.println(l2_2);
+ p = S_1; while ( ++p < lgt2 ) System.out.print( ((zS2[p] > thr2[p]) ? "+" : (zS2[p] < -cutoff) ? "-" : " ") );
+ System.out.println("");
+ p = S_1; while ( ++p <= pl2 ) System.out.print(">");
+ --p; while ( ++p < pr2 ) System.out.print(" ");
+ --p; while ( ++p < lgt2 ) System.out.print("<");
+ System.out.println("");
+ System.out.println("");
+ }
+ }
+ in1.close();
+ in2.close();
+ out1.close();
+ out2.close();
+
+ System.out.println("=== final results =========================================================================================================================================");
+ dispStat(fA1, fC1, fG1, fT1, np1, mA1, mC1, mG1, mT1, mlgt, fA2, fC2, fG2, fT2, np2, mA2, mC2, mG2, mT2, true);
+ }
+
+
+ static final short crop5 (final double[] zScore, final double[] threshold, final short end, final short mid) {
+ short p5 = S_1;
+ final short up = ( end < mid ) ? end : mid;
+ //## NOTE: mandatory 5' cropping when some base is missing, i.e. threshold == 0
+ short p = S_1;
+ while ( ++p < end && threshold[p] == 0 ) {}
+ p5 = (--p);
+ //## NOTE: z-score-based 5' cropping, i.e. p such that sum[1..p] z-score[p] is positive and maximized
+ double max = 0;
+ double sum = 0;
+ p = S_1; while ( ++p < up ) if ( (sum += lz(zScore[p])) > max && zScore[p] > threshold[p] ) { max = sum; p5 = p; }
+ return p5;
+ }
+
+ static final short crop3 (final double[] zScore, final double[] threshold, final short end, final short mid) {
+ short p3 = S_1;
+ //## NOTE: mandatory 3' cropping when some base is missing, i.e. threshold == 0
+ short p = end;
+ while ( --p >= 0 && threshold[p] == 0 ) {}
+ p3 = (++p);
+ //## NOTE: z-score-based 3' cropping, i.e. p such that sum[1..p] z-score[p] is positive and maximized
+ double max = 0;
+ double sum = 0;
+ p = end; while ( --p >= mid ) if ( (sum += lz(zScore[p])) > max && zScore[p] > threshold[p] ) { max = sum; p3 = p; }
+ return p3;
+ }
+
+ // returns the median of a1/a2
+ static final double med (final long[] a1, final long[] a2) {
+ final int lg = a1.length;
+ final double[] sda = new double[lg];
+ int i = lg; while ( --i >= 0 ) sda[i] = a1[i] / (double) a2[i];
+ Arrays.sort(sda);
+ return ( lg%2 == 1 ) ? sda[lg/2] : (sda[lg/2]+sda[1+lg/2])/2;
+ }
+
+ // returns the one-proportion Z test statistics
+ // op = observed proportion
+ // ep = expected proprotion
+ // ss = sample size
+ static final double zscore (final double op, final double ep, final double ss) {
+ return (op - ep) / Math.sqrt(ep*(1-ep)/ss);
+ }
+
+ // returns 1.5x the specified value when negative
+ static final double lz (final double x) {
+ return ( x < 0 ) ? 1.5 * x : x;
+ }
+
+ // returns the value of f(x) = c + 10 * exp(-a * x + log(1 - c/10))
+ // f(x) is a decreasing function such that f(0) = 10 and f(x) ~ c when x becomes large
+ // the constant a = 0.001 allows observing a moderate convergence to f(x) = c
+ static final double f (final double x, final double c) {
+ return c + 10.0 * Math.exp(-0.001 * x + Math.log(1.0 - c/10.0));
+ }
+
+
+ static final void dispStat(final long[] fA, final long[] fC, final long[] fG, final long[] fT, final long[] np, final int mlgt, final double mA, final double mC, final double mG, final double mT, final boolean dispNbases) {
+ System.out.println("");
+ System.out.println(" fA fC fG fT");
+ System.out.print("median");
+ System.out.print(String.format(Locale.US, " %.3f", mA));
+ System.out.print(String.format(Locale.US, " %.3f", mC));
+ System.out.print(String.format(Locale.US, " %.3f", mG));
+ System.out.print(String.format(Locale.US, " %.3f", mT));
+ System.out.println("");
+ System.out.println("");
+ System.out.println( ((dispNbases)
+ ? "pos fA fC fG fT zA zC zG zT nbases"
+ : "pos fA fC fG fT zA zC zG zT") );
+ int p = -1;
+ while ( ++p < mlgt ) {
+ System.out.print(((p+1) + " ").substring(0,6));
+ System.out.print( ((fA[p] == 0) ? " 0 " : String.format(Locale.US, " %.3f", fA[p]/(double)np[p])) );
+ System.out.print( ((fC[p] == 0) ? " 0 " : String.format(Locale.US, " %.3f", fC[p]/(double)np[p])) );
+ System.out.print( ((fG[p] == 0) ? " 0 " : String.format(Locale.US, " %.3f", fG[p]/(double)np[p])) );
+ System.out.print( ((fT[p] == 0) ? " 0 " : String.format(Locale.US, " %.3f", fT[p]/(double)np[p])) );
+ System.out.print(" ");
+ System.out.print(String.format(Locale.US, "%1$8s", (fA[p] == 0) ? "." : String.format(Locale.US, "%.2f", zscore(fA[p]/(double)np[p], mA, np[p]))));
+ System.out.print(String.format(Locale.US, "%1$8s", (fC[p] == 0) ? "." : String.format(Locale.US, "%.2f", zscore(fC[p]/(double)np[p], mC, np[p]))));
+ System.out.print(String.format(Locale.US, "%1$8s", (fG[p] == 0) ? "." : String.format(Locale.US, "%.2f", zscore(fG[p]/(double)np[p], mG, np[p]))));
+ System.out.print(String.format(Locale.US, "%1$8s", (fT[p] == 0) ? "." : String.format(Locale.US, "%.2f", zscore(fT[p]/(double)np[p], mT, np[p]))));
+ System.out.print( ((dispNbases) ? String.format(Locale.US, " %1$10s", np[p]) : "") );
+ System.out.println("");
+ }
+ System.out.println("");
+ }
+
+ static final void dispStat(final long[] fA1, final long[] fC1, final long[] fG1, final long[] fT1, final long[] np1, final double mA1, final double mC1, final double mG1, final double mT1,
+ final int mlgt,
+ final long[] fA2, final long[] fC2, final long[] fG2, final long[] fT2, final long[] np2, final double mA2, final double mC2, final double mG2, final double mT2,
+ final boolean dispNbases) {
+ System.out.println("");
+ System.out.println(" [ fA fC fG fT R1] [ fA fC fG fT R2]");
+ System.out.print("median");
+ System.out.print(String.format(Locale.US, " %.3f", mA1));
+ System.out.print(String.format(Locale.US, " %.3f", mC1));
+ System.out.print(String.format(Locale.US, " %.3f", mG1));
+ System.out.print(String.format(Locale.US, " %.3f", mT1));
+ System.out.print(" ");
+ System.out.print(String.format(Locale.US, " %.3f", mA2));
+ System.out.print(String.format(Locale.US, " %.3f", mC2));
+ System.out.print(String.format(Locale.US, " %.3f", mG2));
+ System.out.print(String.format(Locale.US, " %.3f", mT2));
+ System.out.println("");
+ System.out.println("");
+ System.out.println( ((dispNbases)
+ ? "pos fA fC fG fT zA zC zG zT nbases fA fC fG fT zA zC zG zT nbases"
+ : "pos fA fC fG fT zA zC zG zT fA fC fG fT zA zC zG zT") );
+ int p = -1;
+ while ( ++p < mlgt ) {
+ System.out.print(((p+1) + " ").substring(0,6));
+ System.out.print( ((fA1[p] == 0) ? " 0 " : String.format(Locale.US, " %.3f", fA1[p]/(double)np1[p])) );
+ System.out.print( ((fC1[p] == 0) ? " 0 " : String.format(Locale.US, " %.3f", fC1[p]/(double)np1[p])) );
+ System.out.print( ((fG1[p] == 0) ? " 0 " : String.format(Locale.US, " %.3f", fG1[p]/(double)np1[p])) );
+ System.out.print( ((fT1[p] == 0) ? " 0 " : String.format(Locale.US, " %.3f", fT1[p]/(double)np1[p])) );
+ System.out.print(" ");
+ System.out.print(String.format(Locale.US, "%1$8s", (fA1[p] == 0) ? "." : String.format(Locale.US, "%.2f", zscore(fA1[p]/(double)np1[p], mA1, np1[p]))));
+ System.out.print(String.format(Locale.US, "%1$8s", (fC1[p] == 0) ? "." : String.format(Locale.US, "%.2f", zscore(fC1[p]/(double)np1[p], mC1, np1[p]))));
+ System.out.print(String.format(Locale.US, "%1$8s", (fG1[p] == 0) ? "." : String.format(Locale.US, "%.2f", zscore(fG1[p]/(double)np1[p], mG1, np1[p]))));
+ System.out.print(String.format(Locale.US, "%1$8s", (fT1[p] == 0) ? "." : String.format(Locale.US, "%.2f", zscore(fT1[p]/(double)np1[p], mT1, np1[p]))));
+ System.out.print( ((dispNbases) ? String.format(Locale.US, " %1$10s", np1[p]) : " ") );
+ System.out.print(" ");
+ System.out.print( ((fA2[p] == 0) ? " 0 " : String.format(Locale.US, " %.3f", fA2[p]/(double)np2[p])) );
+ System.out.print( ((fC2[p] == 0) ? " 0 " : String.format(Locale.US, " %.3f", fC2[p]/(double)np2[p])) );
+ System.out.print( ((fG2[p] == 0) ? " 0 " : String.format(Locale.US, " %.3f", fG2[p]/(double)np2[p])) );
+ System.out.print( ((fT2[p] == 0) ? " 0 " : String.format(Locale.US, " %.3f", fT2[p]/(double)np2[p])) );
+ System.out.print(" ");
+ System.out.print(String.format(Locale.US, "%1$8s", (fA2[p] == 0) ? "." : String.format(Locale.US, "%.2f", zscore(fA2[p]/(double)np2[p], mA2, np2[p]))));
+ System.out.print(String.format(Locale.US, "%1$8s", (fC2[p] == 0) ? "." : String.format(Locale.US, "%.2f", zscore(fC2[p]/(double)np2[p], mC2, np2[p]))));
+ System.out.print(String.format(Locale.US, "%1$8s", (fG2[p] == 0) ? "." : String.format(Locale.US, "%.2f", zscore(fG2[p]/(double)np2[p], mG2, np2[p]))));
+ System.out.print(String.format(Locale.US, "%1$8s", (fT2[p] == 0) ? "." : String.format(Locale.US, "%.2f", zscore(fT2[p]/(double)np2[p], mT2, np2[p]))));
+ System.out.print( ((dispNbases) ? String.format(Locale.US, " %1$10s", np2[p]) : "") );
+ System.out.println("");
+ }
+ System.out.println("");
+ }
+}