[med-svn] [umap] 01/02: Imported Upstream version 1.0.0

Afif Elghraoui afif at moszumanska.debian.org
Wed Jan 25 09:46:11 UTC 2017


This is an automated email from the git hooks/post-receive script.

afif pushed a commit to branch master
in repository umap.

commit a1df9226a8b11c19aacc34b6e67a005b0e934b34
Author: Afif Elghraoui <afif at ghraoui.name>
Date:   Wed Jan 25 01:28:35 2017 -0800

    Imported Upstream version 1.0.0
---
 .hg_archival.txt                           |     4 +
 MANIFEST.in                                |     1 +
 README.rst                                 |   241 +
 build/lib/umap/__init__.py                 |     6 +
 build/lib/umap/combine_umaps.py            |   183 +
 build/lib/umap/get_kmers.py                |   265 +
 build/lib/umap/handle_fasta.py             |   181 +
 build/lib/umap/map_bed.py                  |   262 +
 build/lib/umap/run_bowtie.py               |   136 +
 build/lib/umap/ubismap.py                  |   636 ++
 build/lib/umap/uint8_to_bed.py             |   423 ++
 build/lib/umap/unify_bowtie.py             |   151 +
 dist/umap-0.1-py2.7.egg                    |   Bin 0 -> 58250 bytes
 dist/umap-0.1.1-py2.7.egg                  |   Bin 0 -> 58251 bytes
 dist/umap-0.1.2-py2.7.egg                  |   Bin 0 -> 66028 bytes
 dist/umap-1.0.0-py2.7.egg                  |   Bin 0 -> 65976 bytes
 doc/Makefile                               |   230 +
 doc/build/.buildinfo                       |     4 +
 doc/build/.doctrees/documentation.doctree  |   Bin 0 -> 53250 bytes
 doc/build/.doctrees/environment.pickle     |   Bin 0 -> 55022 bytes
 doc/build/_modules/index.html              |    86 +
 doc/build/_modules/umap/combine_umaps.html |   265 +
 doc/build/_modules/umap/get_kmers.html     |   366 +
 doc/build/_modules/umap/run_bowtie.html    |   200 +
 doc/build/_modules/umap/uint8_to_bed.html  |   443 ++
 doc/build/_modules/umap/unify_bowtie.html  |   235 +
 doc/build/_sources/documentation.txt       |   195 +
 doc/build/_static/ajax-loader.gif          |   Bin 0 -> 673 bytes
 doc/build/_static/alabaster.css            |   593 ++
 doc/build/_static/basic.css                |   608 ++
 doc/build/_static/comment-bright.png       |   Bin 0 -> 3500 bytes
 doc/build/_static/comment-close.png        |   Bin 0 -> 3578 bytes
 doc/build/_static/comment.png              |   Bin 0 -> 3445 bytes
 doc/build/_static/doctools.js              |   287 +
 doc/build/_static/down-pressed.png         |   Bin 0 -> 347 bytes
 doc/build/_static/down.png                 |   Bin 0 -> 347 bytes
 doc/build/_static/file.png                 |   Bin 0 -> 358 bytes
 doc/build/_static/jquery-1.11.1.js         | 10308 +++++++++++++++++++++++++++
 doc/build/_static/jquery.js                |     4 +
 doc/build/_static/minus.png                |   Bin 0 -> 173 bytes
 doc/build/_static/plus.png                 |   Bin 0 -> 173 bytes
 doc/build/_static/pygments.css             |    65 +
 doc/build/_static/searchtools.js           |   651 ++
 doc/build/_static/underscore-1.3.1.js      |   999 +++
 doc/build/_static/underscore.js            |    31 +
 doc/build/_static/up-pressed.png           |   Bin 0 -> 345 bytes
 doc/build/_static/up.png                   |   Bin 0 -> 345 bytes
 doc/build/_static/websupport.js            |   808 +++
 doc/build/doctrees/documentation.doctree   |   Bin 0 -> 53250 bytes
 doc/build/doctrees/environment.pickle      |   Bin 0 -> 55021 bytes
 doc/build/documentation.html               |   289 +
 doc/build/genindex.html                    |   168 +
 doc/build/latex/Makefile                   |    78 +
 doc/build/latex/Umap.aux                   |    91 +
 doc/build/latex/Umap.idx                   |     8 +
 doc/build/latex/Umap.ilg                   |     7 +
 doc/build/latex/Umap.ind                   |    29 +
 doc/build/latex/Umap.log                   |  1203 ++++
 doc/build/latex/Umap.out                   |    14 +
 doc/build/latex/Umap.pdf                   |   Bin 0 -> 163429 bytes
 doc/build/latex/Umap.tex                   |   361 +
 doc/build/latex/Umap.toc                   |    15 +
 doc/build/latex/fncychap.sty               |   683 ++
 doc/build/latex/newfloat.sty               |   737 ++
 doc/build/latex/python.ist                 |    11 +
 doc/build/latex/sphinx.sty                 |   641 ++
 doc/build/latex/sphinxhowto.cls            |   104 +
 doc/build/latex/sphinxmanual.cls           |   148 +
 doc/build/latex/tabulary.sty               |   452 ++
 doc/build/objects.inv                      |     6 +
 doc/build/py-modindex.html                 |   104 +
 doc/build/search.html                      |   100 +
 doc/build/searchindex.js                   |     1 +
 doc/source/conf.py                         |   297 +
 doc/source/documentation.rst               |   195 +
 setup.py                                   |    37 +
 umap.egg-info/PKG-INFO                     |   259 +
 umap.egg-info/SOURCES.txt                  |    18 +
 umap.egg-info/dependency_links.txt         |     1 +
 umap.egg-info/not-zip-safe                 |     1 +
 umap.egg-info/requires.txt                 |     3 +
 umap.egg-info/top_level.txt                |     1 +
 umap/__init__.py                           |     6 +
 umap/combine_umaps.py                      |   183 +
 umap/data/chrsize.tsv                      |     2 +
 umap/data/genome.fa                        |     7 +
 umap/get_kmers.py                          |   265 +
 umap/handle_fasta.py                       |   181 +
 umap/hg19_august.sh                        |   156 +
 umap/map_bed.py                            |   262 +
 umap/run_bowtie.py                         |   136 +
 umap/ubismap.py                            |   636 ++
 umap/uint8_to_bed.py                       |   423 ++
 umap/unify_bowtie.py                       |   151 +
 94 files changed, 27337 insertions(+)

diff --git a/.hg_archival.txt b/.hg_archival.txt
new file mode 100644
index 0000000..16f6075
--- /dev/null
+++ b/.hg_archival.txt
@@ -0,0 +1,4 @@
+repo: ca5823e5f2177626a38d99964306bfacb1aa72c0
+node: be5d1ea249c975b0e7b79fe09c3fa9418f608bff
+branch: default
+tag: V1.0.0
diff --git a/MANIFEST.in b/MANIFEST.in
new file mode 100644
index 0000000..9561fb1
--- /dev/null
+++ b/MANIFEST.in
@@ -0,0 +1 @@
+include README.rst
diff --git a/README.rst b/README.rst
new file mode 100644
index 0000000..ad928f5
--- /dev/null
+++ b/README.rst
@@ -0,0 +1,241 @@
+.. image:: https://readthedocs.org/projects/umap/badge/?version=latest
+
+
+Umap and Bismap: quantifying genome and methylome mappability
+=============================================================
+
+
+Introduction
+------------
+
+**The free umap software package efficiently identifies uniquely mappable regions of any genome.
+Its Bismap extension identifies mappability of the bisulfite converted genome (methylome).**
+
+the mappability of a genome for a given read length *k*.
+First, it generates all possible *k*-mers of the genome.
+Second, it maps these unique *k*-mers to the genome with `Bowtie <http://bowtie-bio.sourceforge.net/index.shtml>`_ version 1.1.0.
+Third, Umap marks the start position of each *k*-mer that aligns to only one region in the genome.
+Umap repeats these steps for a range of different *k*-mers and stores the data of each chromosome
+in a binary vector *X* with the same length as the chromosome's sequence.
+For read length *k*, :math:`X_i = 1` means that the sequence starting at :math:`X_i` and ending
+at :math:`X_{i+k}` is uniquely mappable on the forward strand.
+Since we align to both strands of the genome, the reverse complement of this same sequence
+starting at :math:`X_{i+k}` on the reverse strand is also uniquely mappable.
+:math:`X_i = 0` means that the sequence starting at :math:`X_i` and ending at
+:math:`X_{i+k}` can be mapped to at least two different regions in the genome. 
+
+
+Mappability of the bisulfite-converted genome
+---------------------------------------------
+
+To identify the single-read mappability of a bisulfite-converted genome,
+we create two altered genome sequences.
+In the first sequence, we convert all cytosines to thymine (C :math:`\rightarrow` T).
+In the other sequence we convert all guanines to adenine (G :math:`\rightarrow` A).
+Our approach follows those of `Bismark <http://www.bioinformatics.babraham.ac.uk/projects/bismark/>`_
+and `BWA-meth <https://github.com/brentp/bwa-meth>`_.
+We convert the genome sequence this way because bisulfite
+treatment converts un-methylated cytosine to uracil which is read as thymine.
+Similarly the guanine that is base-pairing with the un-methylated cytosine in
+reverse strand converts to adenine. However these two conversions never occur
+at the same time on the same read. We identify the uniquely mappable regions
+of these two genomes separately, and then combine the data to represent the
+single-read mappability of the forward and reverse strands in the bisulfite-converted genome.
+
+
+Bismap requires special handling of reverse complementation of C :math:`\rightarrow` T
+or G :math:`\rightarrow` A converted genomes.
+Conversion of C :math:`\rightarrow` T on the sequence AATTCCGG produces AATT **TT** GG.
+In the Bowtie index, the reverse complement would be CCAAAATT.
+However for the purpose of identifying the mappability of the bisulfite-converted genome,
+we expect the reverse complement to be TTGGAA **TT**. The reason is that both forward and reverse
+strands undergo bisulfite treatment simultaneously. There is no DNA replication after bisulfite treatment.
+To handle this issue, Bismap creates its own reverse complemented chromosomes and suppresses Bowtie's usual reverse complement mapping.
+
+Umap and Bismap each take approximately 200 CPU hours to run for a given read length. This can be parallelized in a computing cluster over 400 cores to take only 30 minutes. 
+
+
+Measures of mappability
+:::::::::::::::::::::::
+
+Umap efficiently identifies the single-read mappability of any genome for a
+range of sequencing read lengths. The single-read mappability of a genomic
+region is a fraction of that region which overlaps with at least one uniquely
+mappable *k*-mer. The Bismap extension of Umap produces the single-read mappability
+of a bisulfite-converted genome. Both Umap and Bismap produce an integer vector for
+each chromosome that efficiently defines the mappability for any region and can be
+converted to a browser extensible data (BED) file. In addition to single-read mappability,
+we can measure the mappability of a genomic region by another approach. To quantify
+the single-read mappability of a given genomic region, we measure the fraction of
+potential uniquely mappable reads in that region. A region, however, can have 100% single-read
+mappability, but in practice require a high coverage sequencing to properly identify that region.
+For example, a 1 kbp region with 100% single-read mappability can be mappable due to a
+minimum of 10 unique 100-mers that none of them overlap or a maximum of 1100 unique 100-mers
+that highly overlap. Therefore, we define the multi-read mappability, the probability that a
+randomly selected read of length k in a given region is uniquely mappable. For the genomic
+region :math:`G_{i:j}` starting at *i* and ending at *j*, there are :math:`j - i + k + 1`
+*k*-mers that overlap with :math:`G_{i:j}`.
+The multi-read mappability of :math:`G_{i:j}` is the fraction of those *k*-mers that are uniquely mappable. 
+
+
+
+Quick start
+-----------
+
+We have tested Umap installation on a CentOS system using python 2.7.11.
+Bismap requires numpy and pandas and it uses other python modules such as:
+
+* gzip
+* os
+* re
+* subprocess
+
+Umap uses mercurial version control. Make sure that mercurial (hg) is installed.
+Download Umap to the directory of your python packages using::
+
+    hg clone https://bitbucket.org/hoffmanlab/umap
+    cd umap
+    python setup.py install
+
+
+Now we will run a test using a wrapper in the umap directory called ubismap.py
+and a toy genome stored under umap/data ::
+
+    cd umap
+    python ubismap.py data/genome.fa data/chrsize.tsv data/TestGenomeMappability all.q $BOWTIRDIR/bowtie-build --kmer 8 12 -write_script test_run.sh
+    sh test_run.sh
+
+The scripts that are produced by **ubismap.py** assume that you are using a Sun Grid Engine computing cluster.
+You can use parameters of this script to adjust it to your own system. You may need to manually edit this file
+because many of the SGE settings are very different than other computing clusters.
+However, all of the Umap modules accept *-job_id* which allows you to use the modules without a cluster or if
+your cluster does not support job arrays.
+
+Basically, the job array saves an environmental variable (defined by (*-var_id*) that Umap uses for paralellizing processes.
+You can run the modules in a for loop and set the *-job_id* manually.
+For example, in order to find *k*-mers of a genome with 10 million base pairs, the get_kmers
+and run_bowtie modules each need to be executed with -job_ids ranging between 1 to 10.
+
+
+Get *k*-mers
+------------
+
+.. module:: umap
+    :platform: Unix
+
+.. currentmodule:: get_kmers
+.. autoclass:: GetKmers
+
+
+The first step of finding the mappability of the genome for a given read length,
+is to create all of the possible sequences of the genome with the read length of interest.
+GetKmers requires an index reference and an index ID to do this step for one chunk of
+the genome at a time. The index ID can be specified by -job_id, or if GetKmers is
+submitted as a job array, GetKmers will use the variable name set by -var_id to obtain
+the environmental variable for the job array ID.
+
+
+
+**Important: The chromosome names in the fasta file should not contain underscore.
+Underscore is used in Bismap to differentiate reverse complement chromosomes.**
+
+
+Run Bowtie
+----------
+
+.. currentmodule:: run_bowtie
+.. autoclass:: BowtieWrapper
+
+
+When all of the possible *k*-mers of the genome are created, BowtieWrapper keeps record
+of all of the k-mers that are unique. Similar to GetKmers, the parallel process relies on
+an index reference, or -job_id.
+
+
+Merge bowtie outputs
+--------------------
+
+
+.. currentmodule:: unify_bowtie
+.. autoclass:: UnifyBowtie
+
+
+For each *k*-mer file, there will be a bowtie file with information of unique *k*-mers.
+For each chromosome, a binary vector with length of the chromosome will be created.
+If a *k*-mer starting at a given position is unique, the value will be 1.
+
+
+Merge data of various *k*-mers
+------------------------------
+
+
+.. currentmodule:: combine_umaps
+.. autoclass:: CombineUmaps
+
+If the above steps are repeated for various *k*-mers, these data can be efficiently
+stored in a numeric vector for each chromosome. For each position, the length of the smallest
+*k*-mer that uniquely maps to that position is specified.
+
+
+Convert numeric vectors to BED and Wiggle
+-----------------------------------------
+
+
+.. currentmodule:: uint8_to_bed
+.. autoclass:: Int8Handler
+.. method:: Int8Handler.write_beds
+.. method:: Int8Handler.write_as_wig
+
+To visualize binary and numeric vectors that are produced by Umap, you can use Int8Handler.
+
+
+Special instructions for Bismap
+-------------------------------
+
+For Bismap, you must create the mappability of C :math:`\rightarrow` T
+and G :math:`\rightarrow` A by specifying -Bismap, -C2T, and -G2A each time.
+After creating these two mappability, for each genome you will have a
+kmers/globalmap_k<min>tok<max> folder with normal and reverse complemented chromosome mappabilities.
+
+
+The first step is to merge the mappability of normal and reverse complemented chromosomes for each
+genome. This can be done through uint8_to_bed.py ::
+
+    python uint8_to_bed.py <MergedKmerDir> <OutDirC2T> <LabelForOutputFiles> -C2T -chrsize_path <ChromSizeFile> -WriteUnique
+    python uint8_to_bed.py <MergedKmerDir> <OutDirG2A> <LabelForOutputFiles> -G2A -chrsize_path <ChromSizeFile> -WriteUnique
+
+
+When you have created the merged mappability of each chromosome once for C :math:`\rightarrow` T genome
+and once for G :math:`\rightarrow` A genome, you should use combine_umaps.py and specify -kmer_dir_2 ::
+
+    qsub <...> -t 1-<NumberOfChromosomes> python combine_umaps.py <OutDirC2T> <ChromSizePath> -out_dir <OutDir> -kmer_dir_2 <OutDirG2A>
+
+
+Requesting Genomes
+------------------
+
+In case you need these data for other genomes and do not have access to a Sun Grid Engine computing cluster,
+we may accept to do this for you.
+Please contact the software maintainer by email and we will do our best to assist you as soon as possible.
+
+
+
+Contact, support and questions
+------------------------------
+
+For support of Umap, please user our `mailing list <https://groups.google.com/forum/#!forum/ubismap>`_.
+Specifically, if you want to report a bug or request a feature,
+please do so using
+the `Umap issue tracker <https://bitbucket.org/hoffmanlab/umap/issues>`_.
+We are interested in all comments on the package,
+and the ease of use of installation and documentation.
+
+
+Credits
+-------
+
+
+Umap was originally developed by Anshul Kundaje and was written in MATLAB.
+The original repository is available `here <https://sites.google.com/site/anshulkundaje/projects/mappability>`_.
+The version of Umap that is available in this repository, is a python reimplementation of the original Umap, and
+is initially written by Mehran Karimzadeh.
diff --git a/build/lib/umap/__init__.py b/build/lib/umap/__init__.py
new file mode 100644
index 0000000..a2ef449
--- /dev/null
+++ b/build/lib/umap/__init__.py
@@ -0,0 +1,6 @@
+from get_kmers import GetKmers
+from run_bowtie import BowtieWrapper
+from unify_bowtie import UnifyBowtie
+from combine_umaps import CombineUmaps
+from uint8_to_bed import Int8Handler
+import map_bed
diff --git a/build/lib/umap/combine_umaps.py b/build/lib/umap/combine_umaps.py
new file mode 100644
index 0000000..37a4caf
--- /dev/null
+++ b/build/lib/umap/combine_umaps.py
@@ -0,0 +1,183 @@
+from argparse import ArgumentParser
+import gzip
+import numpy as np
+import os
+
+
+def get_args():
+    parser = ArgumentParser(
+        description="Combines mappability uint8 vectors of "
+        "several kmers into 1 uint8 vector per chromosome. "
+        "It requires a directory with subfolders names as "
+        "k<read length>. This script requires a number to infer "
+        "chromosome. If not specifying -job_id, it will "
+        "identify the chromosome using -var_id environmental "
+        "varibale which by default is SGE_TASK_ID.")
+    parser.add_argument(
+        "kmer_dir",
+        help="Directory with subfolders "
+        "named as k<read length>)")
+    parser.add_argument(
+        "chrsize_path",
+        help="Path to 2 column tsv file with first column "
+        "as chromosome and second column as its size. Will "
+        "be used to identify order of the chromosomes.")
+    parser.add_argument(
+        "-out_dir",
+        default="infer",
+        help="If not specified, a subfolder "
+        "will be created in kmer_dir names as "
+        "globalmap_k<smallestkmer>tok<largestkmer>")
+    parser.add_argument(
+        "-job_id",
+        default=0,
+        type=int,
+        help="1-based index for finding chromosome from -chrsize_path. "
+        "If not specified, it will user -var_id to "
+        "infer the chromosome for combining mappabilitiy of "
+        "different kmers.")
+    parser.add_argument(
+        "-var_id",
+        default="SGE_TASK_ID",
+        help="If -job_id is not specified, job_id will be inferred "
+        "from environmental variable -var_id.")
+    parser.add_argument(
+        "-kmer_dir_2",
+        default="NA",
+        help="Specify to merge kmers of two different directories "
+        "by logical operation AND.")
+    args = parser.parse_args()
+    job_id = args.job_id
+    out_dir = args.out_dir
+    kmers = [each_kmer for each_kmer in next(os.walk(args.kmer_dir))[1]
+             if "k" == each_kmer[0]]
+    if len(kmers) < 1:
+        raise ValueError("{} lacks kmer folders".format(args.kmer_dir))
+    if args.job_id == 0:
+        job_id = int(os.environ[args.var_id]) - 1
+    else:
+        job_id = job_id - 1
+    if args.out_dir == "infer":
+        kmer_ints = [int(each_kmer.replace("k", "")) for each_kmer in kmers]
+        out_dir = "{}/globalmap_k{}tok{}".format(
+            args.kmer_dir, min(kmer_ints), max(kmer_ints))
+    try:
+        out_list = [args.kmer_dir, args.chrsize_path,
+                    out_dir, job_id, args.kmer_dir_2]
+    except:
+        raise ValueError(
+            "chrsize_path or job_id were invalid.")
+    if not os.path.exists(out_dir):
+        os.makedirs(out_dir)
+    return out_list
+
+
+class CombineUmaps:
+    def __init__(self, kmer_dir, chrsize_path,
+                 out_dir, job_id, kmer_dir_2):
+        """Combine <chr>.<kmer>.uint8.unique.gz files
+
+        The kmer_dir has subfolders named as k<integer> with
+        <chr>.<kmer>.uint8.unique.gz files inside. This script
+        will use the job_id to use a particular chromosome and
+        merge the uint8.gz files across all of the different
+        kmers into one uint8.gz. Note: All methods would
+        run consequently when creating the class instance.
+
+        Args:
+            kmer_dir: Directory with k<integer> subfolders
+            chrsize_path: 2-column tsv file of <chrom>\t<size>\n...
+            out_dir: Output files will be saved to this folder
+            job_id: 0-based index to find chromosome from chrsize_path
+            kmer_dir_2: If using Bismap and want to merge C2T and G2A data
+
+        Returns
+            Saves the output to outdir/<chrom>.uint8.unique.gz files
+        """
+        self.kmer_dir = kmer_dir
+        self.kmer_dir_2 = kmer_dir_2
+        self.chrsize_path = chrsize_path
+        self.out_dir = out_dir
+        self.job_id = job_id
+        self.chrom, self.size = self.get_chrom_size()
+        self.kmers = [each_kmer for each_kmer in
+                      next(os.walk(self.kmer_dir))[1]
+                      if "k" == each_kmer[0]]
+        combined_ar = self.combine_uints()
+        self.write_ar(combined_ar)
+
+    def get_chrom_size(self):
+        """Finds chrom and size from self.chrsize_path"""
+        with open(self.chrsize_path, "r") as chrsize_link:
+            ind_chr = 0
+            for chrsize_line in chrsize_link:
+                if ind_chr == self.job_id:
+                    chromosome = chrsize_line.rstrip().split("\t")[0]
+                    size = int(chrsize_line.rstrip().split("\t")[1])
+                ind_chr = ind_chr + 1
+        return chromosome, size
+
+    def combine_uints(self):
+        """Merged different kmer arrays of one chromosome
+        """
+        MergeKmers = False
+        if os.path.exists(self.kmer_dir_2):
+            print(
+                "Limit mappability to regions {} {} and {}".format(
+                    "that are unique in both",
+                    kmer_dir, kmer_dir_2))
+            MergeKmers = True
+        combined_ar = np.zeros(self.size, dtype=np.uint8)
+        kmer_nums = [int(kmer.replace("k", "")) for kmer in self.kmers]
+        kmer_nums.sort()
+        for kmer_num in kmer_nums:
+            kmer = "k{}".format(kmer_num)
+            full_kmer_path = "{}/{}/{}.{}.uint8.unique.gz".format(
+                self.kmer_dir, kmer, self.chrom, kmer)
+            if not os.path.exists(full_kmer_path):
+                raise ValueError("{} does not exist".format(full_kmer_path))
+            kmer_link = gzip.open(full_kmer_path, "rb")
+            kmer_ar = np.frombuffer(kmer_link.read(), dtype=np.uint8)
+            if len(kmer_ar) != self.size:
+                kmer_ar = np.append(kmer_ar, np.zeros(kmer_num))
+            kmer_link.close()
+            index_comb_0 = combined_ar == 0
+            index_kmer = kmer_ar != 0
+            index_adkmer = np.logical_and(index_comb_0, index_kmer)
+            if MergeKmers:
+                full_kmer_path_2 = "{}/{}/{}.{}.uint8.unique.gz".format(
+                    self.kmer_dir_2, kmer, self.chrom, kmer)
+                kmer_link_2 = gzip.open(full_kmer_path_2, "rb")
+                kmer_ar_2 = np.frombuffer(kmer_link_2.read(), dtype=np.uint8)
+                if len(kmer_ar_2) != self.size:
+                    kmer_ar_2 = np.append(kmer_ar_2, np.zeros(kmer_num))
+                kmer_link_2.close()
+                index_kmer_2 = kmer_ar_2 != 0
+                index_adkmer_2 = np.logical_and(index_comb_0, index_kmer_2)
+                index_adkmer = np.logical_and(index_adkmer, index_adkmer_2)
+            combined_ar[index_adkmer] = kmer_num
+            print(
+                "Added information of {} for {}".format(
+                    kmer, self.chrom))
+        return combined_ar
+
+    def write_ar(self, combined_ar):
+        """Writes merged array to unsigned 8bit integer file.
+
+        Used self.out_dir and self.chrom.
+
+        Args:
+            combined_ar: Can be any numpy array
+        """
+        if not os.path.exists(self.out_dir):
+            os.makedirs(self.out_dir)
+        out_path = "{}/{}.uint8.unique.gz".format(
+            self.out_dir, self.chrom)
+        out_link = gzip.open(out_path, "wb")
+        out_link.write(combined_ar.tobytes())
+        out_link.close()
+
+
+if __name__ == "__main__":
+    kmer_dir, chrsize_path, out_dir, job_id, kmer_dir_2 = get_args()
+    CombineUmaps(kmer_dir, chrsize_path, out_dir, job_id, kmer_dir_2)
diff --git a/build/lib/umap/get_kmers.py b/build/lib/umap/get_kmers.py
new file mode 100644
index 0000000..a4fb0d4
--- /dev/null
+++ b/build/lib/umap/get_kmers.py
@@ -0,0 +1,265 @@
+from argparse import ArgumentParser
+import gzip
+import numpy as np
+import os
+import pandas as pd
+
+
+def get_args():
+    parser = ArgumentParser(
+        description="Creates list of unique Kmers "
+        "for each 1Mb of the genome. Relies on an environmental "
+        "variable such as SGE_TASK_ID to identify the correct "
+        "megabase of the genome for this purpose. "
+        "If not using job arrays, specify -job_id manually.")
+    parser.add_argument(
+        "chromsize_path",
+        help="Path to 2 column tsv file where first column is "
+        "chromosome name and second column is chromosome size")
+    parser.add_argument(
+        "out_dir",
+        help="Path to the directory for creating "
+        "<chromosome>.<Megabase>.<kmer>.kmer.gz files")
+    parser.add_argument(
+        "chr_dir",
+        help="Path to directory with <chromosome>.fasta files.")
+    parser.add_argument(
+        "idx_path",
+        help="Path to the 4 column file with the following columns: "
+        "Index | Chromosome | Start | End. This file will be used "
+        "for identifying the chunk of the chromosome.")
+    parser.add_argument(
+        "--kmer",
+        default="infer",
+        help="The software would infer it based on the "
+        "name of the 'out_dir'. If it is set and "
+        "contradicts the 'out_dir', a subfolder "
+        "under out_dir will be created named 'kmer' and "
+        "out_dir will be changed to that.")
+    parser.add_argument(
+        "--job_id",
+        default=0,
+        type=int,
+        help="If not submitted in job array, would require this "
+        "parameter to be set. (1-based index)")
+    parser.add_argument(
+        "--var_id",
+        default="SGE_TASK_ID",
+        help="The variable name that the script would use "
+        "for identifying the job id. By default: SGE_TASK_ID.")
+    args = parser.parse_args()
+    out_dir = args.out_dir
+    inferred_kmer = args.out_dir.split("/")[-1]
+    kmer = args.kmer
+    job_id = args.job_id
+    if args.kmer == "infer":
+        kmer = inferred_kmer
+    elif args.kmer != inferred_kmer:
+        kmer = args.kmer
+        out_dir = "{}/{}".format(out_dir, kmer)
+    if job_id == 0:
+        job_id = int(os.environ[args.var_id]) - 1
+    out_list = [args.chromsize_path, out_dir,
+                kmer, job_id, args.chr_dir,
+                args.idx_path]
+    return out_list
+
+
+class GetKmers:
+    def __init__(self, out_dir, kmer, job_id,
+                 chr_dir, chromsize_path, idx_path):
+        """Creates all the possible k-mers for part of the genome.
+
+        Used a referece file to find the appropriate chromosome,
+        start and end position. Passes through the fasta file
+        of the chromosome and generates all of the possible k-mers.
+
+        Args:
+        :param out_dir: Directory for saving <chrom>.<jobid>.kmer.gz files
+        :param str kmer: k-mer string such as 'k24'
+        :param int job_id: Reference ID used for finding chrom, start and end
+        :param chr_dir: Path to directory with chromosome fasta files
+        :param chromsize_path: Path to 2 column file of chrom\tsize\n
+        :param idx_path: Path to 4 column file of index\tchrom\t\st\tend\n
+
+        :returns: An object with methods such as get_step_fasta(),
+            get_seq_ar(), write_kmers() and write_regions().
+
+        :raises ValueError: if expected chromosome path does not exist
+        """
+        self.out_dir = out_dir
+        self.kmer = kmer
+        self.job_id = job_id
+        self.chromsize_path = chromsize_path
+        self.chr_dir = chr_dir
+        self.idx_path = idx_path
+        self.chrom, self.start, self.end = self.get_region()
+        self.chrom_path = "{}/{}.fasta".format(
+            self.chr_dir, self.chrom)
+        if not os.path.exists(self.chrom_path):
+            raise ValueError(
+                "{} does not exist".format(self.chrom_path))
+        elif not os.path.exists(self.idx_path):
+            raise ValueError(
+                "{} does not exist".format(self.idx_path))
+
+    def get_region(self):
+        """Find chromosomal chunk
+
+        Using job_id and chromsize_path, finds chromosome,
+        start and end. Looks if chrsize_index.tsv exists.
+        If it doesn't, it will create chrsize_index.tsv.
+        Otherwise will use it for finding that information.
+
+        :returns: chrom, start, end
+
+        :raises ValueError: If job_id is out of expected range
+        """
+        job_id = self.job_id
+        idx_path = self.idx_path
+        idx_df = pd.read_csv(idx_path, sep="\t", index_col=0)
+        dict_idx = idx_df.to_dict()
+        try:
+            chrom, start, end = [
+                dict_idx[each_line][job_id] for
+                each_line in ["Chromosome", "Start", "End"]]
+        except:
+            raise ValueError(
+                "{} Job id is larger than available indices".format(
+                    job_id))
+        return chrom, int(start), int(end)
+
+    def get_step_fasta(self):
+        """Finds number of nucleotides at each line of FASTA
+
+
+        :raises ValueError: If top 10 FASTA lines have
+            sequences of varying length
+        """
+        chrom_path = self.chrom_path
+        line_nums = 10
+        len_lines = []
+        with open(chrom_path, "r") as chr_link:
+            for line_num in range(line_nums):
+                chr_line = chr_link.readline().rstrip()
+                if ">" not in chr_line:
+                    len_line = len(chr_line)
+                    if len_line not in len_lines:
+                        if chr_line != "":
+                            len_lines.append(len_line)
+        if len(len_lines) == 1:
+            return(len_lines[0])
+        else:
+            raise ValueError(
+                "Top 10 FASTA lines have sequences of varying length")
+
+    def get_seq_ar(self, fasta_fix):
+        """Gets sequence as numpy array
+
+        get_seq_ar creates a numpy array matching sequence
+        of the region specified by chromosome, start and
+        end. However it starts the sequence with kmer - 1
+        less than the specified start to account for the
+        missing kmers from the previous chunk of chromosome.
+        Each element is one line of a fasta file that may be
+        cut to match the exact start/end positions.
+
+        Args:
+        :param int fasta_fix: Number of nucleotides per fasta line.
+
+        :returns: Numpy array with each member being one line of FASTA
+        """
+        start = self.start
+        end, chrom_path = self.end, self.chrom_path
+        kmer = int(self.kmer.replace("k", ""))
+        start = start - kmer
+        if start < 0:
+            start = 0
+        st_line = int(np.floor(start / fasta_fix))
+        st_line_pos = start % fasta_fix
+        end_line = int(np.floor(end / fasta_fix))
+        end_line_pos = (end % fasta_fix) + 1
+        seq_ar = np.empty(int(end_line - st_line + 1),
+                          dtype="|S{}".format(fasta_fix + 1))
+        ind_seq = 0
+        STORE_LINE = False
+        with open(chrom_path, "r") as chr_link:
+            line_ind = 0
+            for each_line in chr_link:
+                if line_ind == st_line:
+                    STORE_LINE = True
+                    each_line = each_line.rstrip()[st_line_pos:]
+                if STORE_LINE:
+                    if line_ind == end_line:
+                        STORE_LINE = False
+                        each_line = each_line.rstrip()[:end_line_pos]
+                    seq_ar[ind_seq] = each_line.rstrip()
+                    ind_seq = ind_seq + 1
+                line_ind = line_ind + 1
+        if "chr" in seq_ar[0]:
+            seq_ar = seq_ar[1:]
+        return seq_ar
+
+    def write_kmers(self, cur_seq, kmer_int, out_link):
+        """Creates k-mers and saves them to the file
+
+        Using a numpy array of sequences, generates and
+        saves all of the possible k-mers.
+
+        Args:
+        :param cur_seq: A string of sequences
+        :param kmer_int: An integer denoting the k-mer size
+        :param out_link: File link for writing k-mers
+
+        :returns: May modify cur_seq by deducing the k-mers that
+            are written to the out_link file object.
+        """
+        if len(cur_seq) < kmer_int:
+            return cur_seq
+        elif len(cur_seq) == kmer_int:
+            out_link.write(cur_seq + "\n")
+            cur_seq = cur_seq[1:]
+            return cur_seq
+        else:
+            for i in range(len(cur_seq) - kmer_int):
+                j = i + kmer_int
+                if j > len(cur_seq):
+                    j = len(cur_seq)
+                seq_out = cur_seq[i:j]
+                if "N" not in seq_out:
+                    out_link.write(seq_out + "\n")
+            cur_seq = cur_seq[(i + 1):]
+            return cur_seq
+
+    def write_region(self):
+        """Wrapper of GetKmers to get and write k-mers
+
+        write_region method executes all the other methods
+        of the GetKmers class for writing out all of the
+        possible k-mers from chunk of a FASTA file.
+        """
+        out_dir, kmer, job_id = self.out_dir, self.kmer, self.job_id
+        chrom = self.chrom
+        start, end = self.start, self.end
+        out_path = "{}/{}.{}.{}.kmer.gz".format(
+            out_dir, chrom, job_id, kmer.replace("k", ""))
+        out_link = gzip.open(out_path, "wb")
+        fasta_fix = self.get_step_fasta()
+        kmer_int = int(kmer.replace("k", ""))
+        seq_ar = self.get_seq_ar(fasta_fix)
+        cur_seq = ""
+        for each_seq in seq_ar:
+            cur_seq = cur_seq + each_seq
+            cur_seq = self.write_kmers(cur_seq, kmer_int, out_link)
+        print("Created all sequences for {}:{}-{}".format(
+            chrom, start, end))
+        out_link.close()
+
+
+if __name__ == "__main__":
+    chromsize_path, out_dir, kmer, job_id, chr_dir, idx_path = get_args()
+    GetKmerObj = GetKmers(
+        out_dir, kmer, job_id,
+        chr_dir, chromsize_path,
+        idx_path)
+    GetKmerObj.write_region()
diff --git a/build/lib/umap/handle_fasta.py b/build/lib/umap/handle_fasta.py
new file mode 100644
index 0000000..e1b8288
--- /dev/null
+++ b/build/lib/umap/handle_fasta.py
@@ -0,0 +1,181 @@
+from argparse import ArgumentParser
+from datetime import datetime
+import numpy as np
+import os
+from subprocess import call
+
+
+class FastaHandler:
+    def __init__(self, in_path, out_path, chrsize_path,
+                 chr_dir, complement=True, conversion="None"):
+        """Reverse complement the genome for Bismap
+
+        This class generates the necessary FASTA files
+        for running Umap or Bismap. If using Bismap,
+        a reverse complemented set of chromosomes for
+        the specified conversion will be produced.
+
+        :param in_path: Path to genome .fasta file
+        :param out_path: Path to output .fasta file
+        :param chrsize_path: Path to 2-column chrom\tsize\n file
+        :param chr_dir: Path to directory for
+            writing chromosome fasta files
+        :param complement: If reverse complemented chromosomes
+            must be created
+        :param conversion: One of 'None', 'C2T' or 'G2A'
+        """
+        self.in_path = in_path
+        self.out_path = out_path
+        self.chrsize_path = chrsize_path
+        self.chr_dir = chr_dir
+        self.complement = complement
+        self.conversion = conversion
+
+    def handle_fasta(self):
+        """Wrapper function of FastaHandler
+
+        Writes individual fasta files for each chromosome
+        and converts nucleotides or reverse complements
+        sequences if necessary (for Bismap feature)
+        """
+        chrsize_dict = self.get_chrsize_dict()
+        print("Reverse complementation: {}".format(self.complement))
+        print("Nucleotide conversion: {}".format(self.conversion))
+        if not os.path.exists(self.chr_dir):
+            os.makedirs(self.chr_dir)
+        chr_path = self.chr_dir + "/chr1.fasta"
+        chr_link = open(chr_path, "w")
+        if self.complement:
+            chr_path_rc = chr_path.replace(".fasta", "_RC.fasta")
+            chr_link_rc = open(chr_path_rc, "w")
+            out_link_rc = open(self.out_path.replace(
+                ".fasta", "_RC.fasta"), "w")
+        out_link = open(self.out_path, "w")
+        ad_fin = ""
+        chr_len = 0
+        if self.complement:
+            complement_ar = np.zeros(10)
+        with open(self.in_path, "r") as fas_link:
+            for each_line in fas_link:
+                ad_line = each_line.rstrip()
+                if ">chr" in ad_line:
+                    if " " in ad_line:
+                        ad_line = ad_line.split(" ")[0]
+                    if "\t" in ad_line:
+                        ad_line = ad_line.split("\t")[0]
+                    chr_link.close()
+                    print ad_fin
+                    chrom = ad_line[1:]
+                    chr_path = "{}/{}.fasta".format(
+                        self.chr_dir, chrom)
+                    chr_link = open(chr_path, "w")
+                    if self.complement:
+                        if complement_ar[0] != 0:
+                            self.write_reverse(complement_ar, chr_link_rc,
+                                               out_link_rc, chr_len, chrom)
+                        chr_len = chrsize_dict[chrom]
+                        complement_ar = np.empty((chr_len), dtype="|S8")
+                        start = 0
+                        ad_line_rc = ad_line + "_RC"
+                        chr_link_rc.close()
+                        chr_link_rc = open(
+                            chr_path.replace(".fasta", "_RC.fasta"), "w")
+                        out_link_rc.write(ad_line_rc + "\n")
+                        chr_link_rc.write(ad_line_rc + "\n")
+                    print "%s started at %s" % (ad_line, str(datetime.now()))
+                else:
+                    ad_line = ad_line.upper()
+                    if self.complement:
+                        ad_line_rc = ad_line.replace("A", "1")
+                        ad_line_rc = ad_line_rc.replace("T", "A")
+                        ad_line_rc = ad_line_rc.replace("C", "2")
+                        ad_line_rc = ad_line_rc.replace("G", "C")
+                        ad_line_rc = ad_line_rc.replace("1", "T")
+                        ad_line_rc = ad_line_rc.replace("2", "G")
+                        # ad_line_rc = ad_line_rc[::-1]
+                    if self.conversion == "C2T":
+                        ad_line = ad_line.replace("C", "T")
+                        ad_line_rc = ad_line_rc.replace("C", "T")
+                    elif self.conversion == "G2A":
+                        ad_line = ad_line.replace("G", "A")
+                        ad_line_rc = ad_line_rc.replace("G", "A")
+                ad_fin = ad_line + "\n"
+                out_link.write(ad_fin)
+                chr_link.write(ad_fin)
+                if self.complement:
+                    ad_fin_rc = ad_line_rc + "\n"
+                    if "chr" not in ad_fin_rc:
+                        end_pos = start + len(ad_line_rc)
+                        try:
+                            complement_ar[start:end_pos] = list(ad_line_rc)
+                        except:
+                            print(
+                                "{} to {} with length of {}".format(
+                                    start, end_pos,
+                                    len(range(start, end_pos))))
+                            print(ad_line_rc)
+                            raise ValueError("Failed to add sequences")
+                        start = start + len(ad_line_rc)
+        out_link.close()
+        chr_link.close()
+        if self.complement:
+            self.write_reverse(complement_ar, chr_link_rc,
+                               out_link_rc, chr_len, chrom)
+            out_link_rc.close()
+            chr_link_rc.close()
+            call(" ".join(["cat", self.out_path.replace(".fasta", "_RC.fasta"),
+                           ">>", self.out_path]), shell=True)
+            call(["mv", self.out_path.replace(".fasta", "_RC.fasta"),
+                 self.out_path.replace(".fasta", "_Deprecated_RC.fasta")])
+
+    def write_reverse(complement_ar, chr_link_rc,
+                      out_link_rc, chr_len, chrom):
+        complement_ar = complement_ar[::-1]
+        print("Length of {} was {}".format(chrom, chr_len))
+        for start in range(0, chr_len, 50):
+            end = start + 50
+            if end > chr_len:
+                end = chr_len
+            ad_seq = "".join(complement_ar[start:end])
+            out_link_rc.write(ad_seq + "\n")
+            chr_link_rc.write(ad_seq + "\n")
+
+    def get_chrsize_dict(self):
+        chrsize_dict = {}
+        with open(self.chrsize_path, "r") as chrsize_link:
+            for chrsize_line in chrsize_link:
+                chrom, size = chrsize_line.rstrip().split("\t")
+                chrsize_dict[chrom] = int(size)
+        return chrsize_dict
+
+
+if __name__ == "__main__":
+    parser = ArgumentParser(
+        description="Reverse complements a fasta genome")
+    parser.add_argument(
+        "in_fasta",
+        help="FASTA format genome")
+    parser.add_argument(
+        "out_fasta",
+        help="Output FASTA full path")
+    parser.add_argument(
+        "chrsize_path",
+        help="Path to 2 column file with first column "
+        "being the chromosome name and the second "
+        "column being the chromosome size")
+    parser.add_argument(
+        "chr_dir",
+        help="Path to directory for writing individual "
+        "fasta files for each chromosome")
+    parser.add_argument(
+        "--Complement",
+        action="store_true",
+        help="Create a double genome with both "
+        "+ and - strand information")
+    parser.add_argument(
+        "-Conversion",
+        help="Specify C2T or G2A")
+    args = parser.parse_args()
+    FastaObj = FastaHandler(args.in_fasta, args.out_fasta, args.chrsize_path,
+                            args.chr_dir, args.Complement, args.Conversion)
+    FastaObj.handle_fasta()
diff --git a/build/lib/umap/map_bed.py b/build/lib/umap/map_bed.py
new file mode 100644
index 0000000..23e5dc1
--- /dev/null
+++ b/build/lib/umap/map_bed.py
@@ -0,0 +1,262 @@
+from argparse import ArgumentParser
+import gzip
+import numpy as np
+import os
+import pandas as pd
+import re
+
+
+def get_args():
+    parser = ArgumentParser(
+        description="This script expects an input "
+        "gzipped BED file, a directory with umap/bismap "
+        "produced files names as <chr>.uint8."
+        "unique.gz. It will add one column to the bed "
+        "file which would determine the fraction of "
+        "uniquely mappable reads that passover this "
+        "region. The first column added to input is "
+        "single-read mappability, which is the percent "
+        "of the region that is uniquely mappable. "
+        "The second added column is the multi-read"
+        " mappability; the probability that a randonly "
+        "selected read overlapping with that region "
+        "is uniquely mappable. If the input BED file "
+        "has 1 bp intervals, you can specify -SingleNucleotide "
+        "and -wigdir to use a faster algorithm.")
+    parser.add_argument(
+        "bed_path",
+        help="Path to gzipped bed file")
+    parser.add_argument(
+        "out_path",
+        help="Path to gzipped output file")
+    parser.add_argument(
+        "umap_dir",
+        help="Path to directory with uint8 binary "
+        "files produced by Umap/Bismap.")
+    parser.add_argument(
+        "kmer",
+        type=int,
+        help="The read length for defining single-read "
+        "and multi-read mappability.")
+    parser.add_argument(
+        "-SingleNucleotide",
+        action="store_true",
+        help="If specified, assumes each region is only one "
+        "nucleotide. You must specify -wig as well.")
+    parser.add_argument(
+        "-wigdir",
+        default="",
+        help="Path to directory with <kmer>_<chrom>."
+        "MultiTrackMappability.wg.gz files.")
+    args = parser.parse_args()
+    if args.SingleNucleotide:
+        if not os.path.exists(args.wigdir):
+            raise ValueError("-wigdir didn't exist!")
+    out_list = [args.bed_path, args.out_path,
+                args.umap_dir, args.kmer,
+                args.wigdir]
+    return out_list
+
+
+def load_wig(wig_path, chrom_size):
+    '''
+    Translated a fixed step wig file of a chromosome
+    with step size 1 to a numpy array.
+    Will be used internally by BedMappability.
+    Unexpected behaviour if wig file has multiple
+    chromosomes.
+    '''
+    wig_ar = np.zeros(chrom_size, dtype=float)
+    pos = 0
+    with gzip.open(wig_path, "rb") as wig_link:
+        for wig_line in wig_link:
+            if "start" in wig_line:
+                pos_str = wig_line.rstrip().split(" ")[2]
+                pos = int(pos_str.replace("start=", "")) - 1
+            else:
+                value = float(wig_line.rstrip())
+                wig_ar[pos] = value
+                pos = pos + 1
+    print("Loaded {}".format(wig_path))
+    return wig_ar
+
+
+def bed_handler(bed_path):
+    '''
+    Saves a gzipped BED file to a pandas
+    dataframe.
+    '''
+    no_header = True
+    with gzip.open(bed_path, "rb") as bed_link:
+        header_line = bed_link.readline()
+        header_list = header_line.rstrip().split("\t")
+        if len(header_list) < 3:
+            no_header = False
+        elif "chr" not in header_list[0]:
+            no_header = False
+    if no_header:
+        bed_df = pd.read_csv(
+            bed_path,
+            sep="\t",
+            header=None,
+            compression="gzip")
+    else:
+        bed_df = pd.read_csv(
+            bed_path,
+            skiprows=1,
+            sep="\t",
+            header=None,
+            compression="gzip")
+    column_names = list(bed_df.columns)
+    column_names[:3] = ["Chromosome", "Start", "End"]
+    bed_df.columns = column_names
+    return bed_df
+
+
+def subsetter(my_list, regex):
+    '''
+    Finds elements of a list matching a regex
+    '''
+    out_list = []
+    for each in my_list:
+        RE = re.search(regex, each)
+        if RE:
+            out_list.append(each)
+    return out_list
+
+
+class BedMappability:
+    '''
+    This class provides methods for identifying
+    single-read and multi-read mappability of
+    an input BED file. it uses local functions
+    such as bed_handler and get_wig if necessary.
+    '''
+    def __init__(self, bed_path, umap_dir,
+                 out_path, kmer, wigdir="NA"):
+        '''
+
+        :param bed_path: Input gzipped BED path
+        :param umap_dir: Umap/Bismap unique uint directory
+        :param out_path: Path to output gzipped BED
+        :param kmer: Integer kmer size
+        :param wigdir: Directory of multi-read mappability
+            files of different chromosomes. Optional.
+        '''
+        self.bed_path = bed_path
+        self.umap_dir = umap_dir
+        self.out_path = out_path
+        self.kmer = kmer
+        self.kmer_str = "k{}".format(kmer)
+        self.wigdir = wigdir
+
+    def annotate_bed(self):
+        '''
+        Main motor method for getting single-read
+        and multi-read mappability of BedMappability object.
+
+        Returns:
+            Pandas dataframe BED file with mappability info
+        '''
+        bed_df = bed_handler(self.bed_path)
+        all_chrs = list(pd.unique(bed_df["Chromosome"]))
+        all_chrs.sort()
+        bed_out_list = []
+        for each_chr in all_chrs:
+            print("Started working on {}".format(each_chr))
+            temp_df = bed_df[bed_df["Chromosome"] == each_chr]
+            mapped_df = self.get_df_mappability(temp_df, each_chr)
+            if len(mapped_df) > 0:
+                bed_out_list.append(mapped_df)
+        out_df = pd.concat(bed_out_list)
+        return out_df
+
+    def get_df_mappability(self, temp_df, cur_chr):
+        '''
+        Internally used method for finding the single-read
+        and multi-read mappability of a bed file for a given
+        chromosome.
+        '''
+        dists = pd.unique(temp_df.iloc[2] - temp_df.iloc[1])
+        FIXED_DIST_1 = False
+        if len(dists) < 2:
+            if 1 in dists or 0 in dists:
+                FIXED_DIST_1 = True
+        temp_df["SingleRead.Mappability"] = 0
+        temp_df["MultiRead.Mappability"] = 0
+        umap_paths = subsetter(os.listdir(self.umap_dir),
+                               "uint8.unique.gz")
+        umap_path = subsetter(umap_paths, "{}.uint".format(cur_chr))
+        if len(umap_path) == 0:
+            temp_df = []
+        else:
+            umap_path = umap_path[0]
+            uint_path = "{}/{}".format(
+                self.umap_dir, umap_path)
+            uint_link = gzip.open(uint_path, "rb")
+            uint_ar = np.frombuffer(uint_link.read(), dtype=np.uint8)
+            uint_link.close()
+            print("Using {}".format(umap_path))
+            kmer = self.kmer
+            wig_path = "{}/{}_{}.MultiTrackMappability.wg.gz".format(
+                self.wigdir, self.kmer_str, cur_chr)
+            if os.path.exists(wig_path) and FIXED_DIST_1:
+                wig_ar = load_wig(wig_path, len(uint_ar))
+                temp_df["MultiRead.Mappability"] = \
+                    wig_ar[temp_df.iloc[:, 1] - 1]
+                temp_df["SingleRead.Mappability"] = \
+                    temp_df["MultiRead.Mappability"]
+                ind_unique, = np.where(temp_df["SingleRead.Mappability"] > 0)
+                temp_df["SingleRead.Mappability"].iloc[ind_unique] = 1
+            else:
+                less_than_kmer = uint_ar <= kmer
+                not_zero = uint_ar != 0
+                uniquely_mappable = np.array(
+                    np.logical_and(less_than_kmer, not_zero),
+                    dtype=int)
+                for i in range(temp_df.shape[0]):
+                    chr, start, end = temp_df.iloc[i, :3]
+                    st_vec = start - kmer
+                    if st_vec < 0:
+                        st_vec = 0
+                    region_vec = np.zeros(
+                        len(range(st_vec, end + 1)),
+                        dtype=float)
+                    single_vec = np.zeros(
+                        len(range(st_vec, end + 1)),
+                        dtype=float)
+                    idxs_unique, = np.where(
+                        [each_idx == 1 for each_idx in
+                         uniquely_mappable[st_vec:(end + 1)]])
+                    for idx_unique in idxs_unique:
+                        end_idx = idx_unique + kmer
+                        if end_idx > len(region_vec):
+                            end_idx = len(region_vec)
+                        region_vec[idx_unique:end_idx] = 1
+                        single_vec[idx_unique:end_idx] = \
+                            single_vec[idx_unique:end_idx] + 1
+                    unique_map_percent = float(
+                        sum(single_vec[kmer:(kmer + end - start + 1)] > 0)) /\
+                        float(len(single_vec[kmer:(kmer + end - start + 1)]))
+                    map_prob = float(len(idxs_unique)) / float(len(region_vec))
+                temp_df.iloc[i, -1] = map_prob
+                temp_df.iloc[i, -2] = unique_map_percent
+        return temp_df
+
+    def write_bed(self, mapped_df):
+        '''
+        Use this method to write the output of
+        BedMappability.annotate_bed() to a gzipped file,
+        '''
+        out_link = gzip.open(self.out_path, "wb")
+        mapped_df.to_csv(out_link, sep="\t", index=False, header=False)
+        out_link.close()
+        print("Successfully created {}".format(self.out_path))
+
+
+if __name__ == "__main__":
+    bed_path, out_path, umap_dir, kmer, wigdir = get_args()
+    BedMapObj = BedMappability(bed_path, umap_dir,
+                               out_path, kmer, wigdir)
+    mapped_df = BedMapObj.annotate_bed()
+    BedMapObj.write_bed(mapped_df)
diff --git a/build/lib/umap/run_bowtie.py b/build/lib/umap/run_bowtie.py
new file mode 100644
index 0000000..59db64c
--- /dev/null
+++ b/build/lib/umap/run_bowtie.py
@@ -0,0 +1,136 @@
+from argparse import ArgumentParser
+from datetime import datetime
+import os
+import re
+import subprocess
+
+
+def subset_list(list_items, regex):
+    out_list = []
+    for each_item in list_items:
+        RE = re.search(regex, each_item)
+        if RE:
+            out_list.append(each_item)
+    return out_list
+
+
+class BowtieWrapper:
+    def __init__(self, kmer_dir, bowtie_dir,
+                 index_dir, index_name,
+                 job_id, Bismap):
+        """Runs Bowtie one <chrom>.<kmer>.<jobid>.kmer.gz
+
+        Using the job_id, this function identifies
+        one kmer.gz file and runs bowtie on that and saves
+        the output to <chrom>.<kmer>.<jobid>.bowtie.gz.
+
+        :param kmer_dir: Directory with <chrom>.<kmer>.<jobid>.kmer.gz files
+        :param bowtie_dir: Directory with Bowtie 1.1.0 executable files.
+        :param index_dir: Directory with Bowtie index
+        :param index_name: Name used for generating Bowtie index files
+        :param int job_id: will be used for finding kmer.gz file
+        :param bool Bismap: Run bowtie with --norc
+
+        :returns: Saves the output to a file in the same directory as kmer_dir
+        """
+        self.kmer_dir = kmer_dir
+        self.bowtie_dir = bowtie_dir
+        self.index_dir = index_dir
+        self.index_name = index_name
+        self.job_id = job_id
+        self.Bismap = Bismap
+        self.execute_bowtie_command()
+
+    def execute_bowtie_command(self):
+        """The only method of BowtieWrapper
+
+        Will be executed automatically by BowtieWrapper
+
+        :raises ValueError: If job_id is out of expected range
+        """
+        if self.Bismap:
+            rev_comp = " --norc "
+        else:
+            rev_comp = ""
+        kmer_names = ["{}/{}".format(self.kmer_dir, each_kmer) for each_kmer
+                      in subset_list(os.listdir(self.kmer_dir), ".kmer.gz$")]
+        kmer_names.sort()
+        LongIndex = False
+        short_ind_path = "{}/{}.1.ebwtl".format(
+            self.index_dir, self.index_name)
+        if os.path.exists(short_ind_path):
+            LongIndex = True
+            print("Switching to use of long index")
+        if job_id <= len(kmer_names):
+            try:
+                kmer_file = kmer_names[job_id]
+            except:
+                raise ValueError(
+                    "{} does not exist. Time: {}".format(
+                        job_id, str(datetime.now())))
+            print("processing Kmer File {}".format(kmer_file))
+            # kmer_name = kmer_dir.split("/")[-1]
+            kmer_path = "{}/{}".format(self.kmer_dir, kmer_file.split("/")[-1])
+            bowtie_out_path = kmer_path.replace(".kmer.gz", ".bowtie.gz")
+            first_part_of_command = "gunzip -c {} | {}/bowtie ".format(
+                kmer_path, self.bowtie_dir)
+            if LongIndex:
+                first_part_of_command = first_part_of_command +\
+                    "--large-index "
+            bowtiecmd = first_part_of_command +\
+                "{}/{} ".format(self.index_dir, self.index_name) +\
+                "-v 0 -k 1 -m 1 {}--mm ".format(rev_comp) +\
+                "-r --refidx --suppress 5,6,7,8 - " +\
+                "| gzip -c > {}".format(bowtie_out_path)
+            subprocess.call(bowtiecmd, shell=True)
+            print("Executing {}".format(bowtiecmd))
+        else:
+            print("The length of files was {} but the index was {}".format(
+                len(kmer_names), job_id))
+
+
+def check_genome(index_dir, index_name):
+    all_idx_paths = [
+        each_path for each_path in
+        os.listdir(index_dir) if index_name in each_path]
+    if len(all_idx_paths) < 6:
+        raise ValueError("Index does not exist")
+
+
+if __name__ == "__main__":
+    parser = ArgumentParser(
+        description="Umap wrapper for running bowtie "
+        "on individual k-mer files.")
+    parser.add_argument(
+        "kmer_dir",
+        help="Directory containing the .kmer files")
+    parser.add_argument(
+        "bowtie_dir",
+        help="Directory containing bowtie executable")
+    parser.add_argument(
+        "index_dir",
+        help="Directory containing bowtie index")
+    parser.add_argument(
+        "index_name",
+        help="prefix name of bowtie index")
+    parser.add_argument(
+        "-Bismap",
+        action="store_true",
+        help="Run bowtie with --norc")
+    parser.add_argument(
+        "-var_id",
+        default="SGE_TASK_ID",
+        help="HPC environmental variable for JOB ID")
+    parser.add_argument(
+        "-job_id",
+        type=int,
+        default=0,
+        help="1-based index for selecting a k-mer file")
+    args = parser.parse_args()
+    check_genome(args.index_dir, args.index_name)
+    job_id = args.job_id
+    if job_id == 0:
+        job_id = int(os.environ[args.var_id]) - 1
+    BowtieWrapper(args.kmer_dir, args.bowtie_dir,
+                  args.index_dir, args.index_name, job_id,
+                  args.Bismap)
diff --git a/build/lib/umap/ubismap.py b/build/lib/umap/ubismap.py
new file mode 100644
index 0000000..65fdf67
--- /dev/null
+++ b/build/lib/umap/ubismap.py
@@ -0,0 +1,636 @@
+from argparse import ArgumentParser
+from datetime import datetime
+import os
+import pandas as pd
+import re
+import subprocess
+from handle_fasta import FastaHandler
+
+
+class ArgHandler:
+    def __init__(self):
+        """Makes an argument class
+
+        Uses ArgumentParser and generates some local arguments as well
+        for direct use by other classes and functions.
+        """
+        parser = ArgumentParser(
+            description="This scripts is a wrapper that writes qsub "
+            "job submission commands for executing other scripts of the "
+            "software in order to identify mappability of a given genome "
+            "for a range of various read lengths. This script assumes "
+            "that you are using a cluster system that accepts the following "
+            "parameters: -N, -e, -o, -t, -tc, -cwd, "
+            "-b y, -terse. If these options do not exist in your "
+            "cluster, specify -write so you can modify the "
+            "qsub job submissions manually.")
+        parser.add_argument(
+            "fasta_path",
+            help="Path to the genome fasta file.")
+        parser.add_argument(
+            "chrsize_path",
+            help="Path to a 2-column file where the first column "
+            "is the chromosome name and the second column is its size")
+        parser.add_argument(
+            "out_dir",
+            help="Path to directory to create output files/folders")
+        parser.add_argument(
+            "queue_name",
+            help="Queue name for qsub job submission.")
+        parser.add_argument(
+            "bowtie_path",
+            help="Path to bowtie-build executable")
+        parser.add_argument(
+            "--kmers",
+            default=[24, 36, 50, 100],
+            nargs="*",
+            help="Kmer length for mappability. e.g. 24 36 50 100")
+        parser.add_argument(
+            "-GenomeReady",
+            action="store_true",
+            help="If in the 'out_dir' "
+            "there already exists a /chrs and /genome subdirectory "
+            "where genome directory has a genome.fasta "
+            "with bowtie index suffix as 'BisMap_bowtie.ind' or "
+            "'Umap_bowtie.ind' if --Bismap is not specified and "
+            "the ./chrs directory has indivudal chromosome "
+            "FASTA files, specify this option")
+        parser.add_argument(
+            "-Bismap",
+            action="store_true",
+            help="Specify --Bismap if double genome indexing is expected. "
+            "This would create a genome that is concatenation of forward "
+            "and reverse complement. If -C2T or -G2A is expected, "
+            "this must be specified")
+        parser.add_argument(
+            "-C2T",
+            action="store_true",
+            help="If --Bismap is provided, specify --C2T or --G2A")
+        parser.add_argument(
+            "-G2A",
+            action="store_true",
+            help="If --Bismap is provided, specify --C2T or --G2A")
+        parser.add_argument(
+            "-ExitAfterIndexing",
+            action="store_true",
+            help="If you only want the index, specify this option")
+        parser.add_argument(
+            "-SimultaneousJobs",
+            default=120,
+            type=int,
+            help="Number of jobs to run simultaneously")
+        parser.add_argument(
+            "-var_id",
+            default="SGE_TASK_ID",
+            help="Environmental variable for accessing job IDs. "
+            "By default is set to SGE_TASK_ID assuming a sungrid "
+            "engine environment.")
+        parser.add_argument(
+            "-write_script",
+            default="False",
+            help="Specify -write <Path to output job submission file> "
+            "if instead of direct execution, "
+            "you want to save the job submission file.")
+        parser.add_argument(
+            "-pipe",
+            action="store_true",
+            help="If -pipe is specified, the software command "
+            "will be piped into the qsub command. For example "
+            "instead of: 'qsub -q <queuename> -N <jobname> "
+            "python <script>.py <arg1> <arg2>', 'echo python "
+            "<script>.py <arg1> <arg2> | qsub -q <queuename> "
+            "-N <jobname>' will be written/executed.")
+        parser.add_argument(
+            "-chunk",
+            default=1000000,
+            type=int,
+            help="Length of chromosomal chunks")
+        args = parser.parse_args()
+        out_dir = args.out_dir
+        chrom_dir, dir_kmers, index_dir = make_dir_structure(out_dir)
+        print("{} Jobs will be run simultaneously at each step".format(
+                args.SimultaneousJobs))
+        # Create paths and key parameters
+        chrsize_path = "{}/chrsize.tsv".format(out_dir)
+        if args.chrsize_path != chrsize_path:
+            subprocess.call(["cp", args.chrsize_path, chrsize_path])
+        chrsize_df = pd.read_csv(chrsize_path, sep="\t", names=["Chr", "Size"])
+        LenChrs = len(pd.unique(chrsize_df["Chr"]))
+        conversion = "None"
+        genome_path = "{}/genome.fa".format(index_dir)
+        # Make sure write is a new file
+        if args.write_script != "False":
+            with open(args.write_script, "w") as out_link:
+                out_link.write(
+                    "# Bismap/Umap job submission commands follow.\n")
+        source_dir = os.getcwd()
+        if args.C2T:
+            if args.G2A:
+                raise ValueError("Cannot specify both -C2T and -G2A")
+            conversion = "C2T"
+        elif args.G2A:
+            conversion = "G2A"
+        if args.Bismap:
+            # It is possible that chrx_RC information does not exist
+            # in the chrsize.tsv file. The function below would check
+            # and add this information if necessary and would update
+            # chromosome length
+            len_chrs_after_complement = complement_chrsize_file(chrsize_path)
+            if len_chrs_after_complement != LenChrs:
+                LenChrs = len_chrs_after_complement
+                print "Length of chromosomes changed to %d to account for\
+                reverse complements" % LenChrs
+        idx_path = index_unique_kmer_jobids(chrsize_path, args.chunk)
+        self.genome_path = genome_path
+        self.chrom_dir = chrom_dir
+        self.dir_kmers = dir_kmers
+        self.chrsize_path = chrsize_path
+        self.out_dir = out_dir
+        self.idx_path = idx_path
+        self.conversion = conversion
+        self.Bismap = args.Bismap
+        self.queue_name = args.queue_name
+        self.kmers = args.kmers
+        self.SimultaneousJobs = args.SimultaneousJobs
+        self.ExitAfterIndexing = args.ExitAfterIndexing
+        self.var_id = args.var_id
+        self.write_script = args.write_script
+        self.source_dir = source_dir
+        self.GenomeReady = args.GenomeReady
+        self.fasta_path = args.fasta_path
+        self.bowtie_path = args.bowtie_path
+        self.LenChrs = LenChrs
+        self.pipe = args.pipe
+
+
+def pipe_job(job_list):
+    '''Assumes the qsub command has the
+    qsub ... -cwd -b y <executing command>.
+    It will change it to: echo <executing command>
+    | qsub ...'''
+    for ind_job in range(len(job_list)):
+        if job_list[ind_job] == "-cwd":
+            if job_list[ind_job + 1] == "-b":
+                if job_list[ind_job + 2] == "y":
+                    ind_cwd = ind_job
+    try:
+        qsub_list = job_list[:ind_cwd]
+        exec_list = job_list[(ind_cwd + 3):]
+        piped_list = [
+            ['echo "'] + exec_list + ['" | '] + qsub_list]
+        return piped_list
+    except:
+        raise ValueError(
+            "The submitted command to pipe_job must "
+            "include -cwd -b y.")
+
+
+def index_genome(queue_name, converted_path,
+                 bowtie_build_path, Bismap, write_path, pipe):
+    path_genome = "{}/genome.fa".format(converted_path)
+    if Bismap:
+        index_suffix = "BisMap_bowtie.ind"
+    else:
+        index_suffix = "Umap_bowtie.ind"
+    index_job_line = ["qsub", "-q", queue_name, "-terse",
+                      "-N", "Index-Bowtie", "-o",
+                      "{}/index_genome.LOG".format(converted_path),
+                      "-e", "{}/index_genome.ERR".format(converted_path),
+                      "-cwd", "-b", "y",
+                      bowtie_build_path, path_genome,
+                      "{}/{}".format(converted_path, index_suffix)]
+    if pipe:
+        index_job_line = pipe_job(index_job_line)
+    if write_path != "False":
+        job_num = write_job(index_job_line, write_path)
+    else:
+        try:
+            job_line = subprocess.Popen(index_job_line, stdout=subprocess.PIPE)
+            job_num = job_line.stdout.read().rstrip()
+        except:
+            raise ValueError(
+                "Your system is incompatible with direct job "
+                "submission. Please specify -write and manually "
+                "modify the job submission options.")
+    print "job id %s from indexing genome" % job_num
+    return index_suffix, job_num
+
+
+def get_unique_kmer_jobnums(idx_path):
+    ind_df = pd.read_csv(idx_path, sep="\t")
+    last_ind = ind_df.shape[0] + 1
+    return last_ind
+
+
+def write_job(list_out, write_path):
+    write_link = open(write_path, "a")
+    out_str = "\nJOBID=$({})\n".format(
+        " ".join(list_out))
+    write_link.write(out_str)
+    write_link.write(
+        'IDPARTS=($(echo $JOBID | tr "." "\\n"))\n')
+    write_link.write(
+        'WAITID=${IDPARTS[0]}\n')
+    write_link.write(
+        'echo "Submitted JOB ID $WAITID"\n')
+    write_link.close()
+    return "$WAITID"
+
+
+def make_unique_kmers(chrom_dir, dir_kmers,
+                      kmer_size, queue_name,
+                      source_dir, conversion_job_id,
+                      idx_path, chrsize_path,
+                      write_path, var_id,
+                      job_lim, pipe):
+    """Generates kmer.gz files of the genome
+    """
+    # chr_files = os.listdir(chrom_dir)
+    # chr_fas = sublist_by_reg(".fa$", chr_files)
+    out_dir = "{}/k{}".format(dir_kmers, kmer_size)
+    ind_jobs = get_unique_kmer_jobnums(idx_path)
+    array_param = "1-{}".format(ind_jobs)
+    get_kmers = ["qsub", "-q",
+                 queue_name, "-t",
+                 array_param, "-N",
+                 "Bismap.UniqueKmers",
+                 "-terse",
+                 "-tc", str(job_lim),
+                 "-hold_jid", conversion_job_id,
+                 "-cwd", "-b", "y",
+                 "-o", "{}/Bismap.UniqueKmers.LOG".format(dir_kmers),
+                 "-e", "{}/Bismap.UniqueKmers.ERR".format(dir_kmers),
+                 "python", "get_kmers.py",
+                 chrsize_path, out_dir,
+                 chrom_dir, idx_path,
+                 "--var_id", var_id, "--kmer", "k{}".format(kmer_size)]
+    if pipe:
+        get_kmers = pipe_job(get_kmers)
+    if write_path != "False":
+        job_num = write_job(get_kmers, write_path)
+    else:
+        try:
+            job_line = subprocess.Popen(get_kmers, stdout=subprocess.PIPE)
+        except:
+            raise ValueError("Incompatible system? Try -write.")
+        job_num = job_line.stdout.read().rstrip()
+        print "job id %s from creating unique kmers" % job_num
+        job_num = job_num.split(".")[0]
+    return job_num, ind_jobs
+
+
+def run_bowtie(queue_name, dir_kmers, bowtie_path, index_dir,
+               index_suffix, kmer_job_id,
+               index_job_id, kmer, source_dir,
+               Bismap, num_jobs, write_path, var_id,
+               job_lim, pipe):
+    """Calls bowtie on kmer.gz files
+    """
+    bowtie_dir = "/".join(bowtie_path.split("/")[:-1])
+    kmer_folder = "{}/k{}".format(dir_kmers, kmer)
+    array_param = "1-{}".format(num_jobs)
+    wait_param = "%s,%s" % (index_job_id, kmer_job_id)
+    run_bowtie = ["qsub", "-q",
+                  queue_name, "-t",
+                  array_param, "-N",
+                  "Bismap.RunBowtie",
+                  "-terse",
+                  "-tc", str(job_lim),
+                  "-hold_jid", wait_param,
+                  "-cwd", "-b", "y",
+                  # "-l", "\"mem_requested={%s}G\"" % (mem_GB),
+                  "-o", "{}/Bismap.RunBowtie.LOG".format(dir_kmers),
+                  "-e", "{}/Bismap.RunBowtie.ERR".format(dir_kmers),
+                  "python", "run_bowtie.py", kmer_folder,
+                  bowtie_dir, index_dir, index_suffix,
+                  "-var_id", var_id]
+    if Bismap:
+        run_bowtie.append("-Bismap")
+    if pipe:
+        run_bowtie = pipe_job(run_bowtie)
+    if write_path != "False":
+        job_num = write_job(run_bowtie, write_path)
+    else:
+        try:
+            job_line = subprocess.Popen(run_bowtie, stdout=subprocess.PIPE)
+        except:
+            raise ValueError("Incompatible system? Try -write")
+        job_num = job_line.stdout.read()
+        print "job id %s from mapping with bowtie" % job_num
+        job_num = job_num.split(".")[0]
+    return job_num
+
+
+def unify_bowtie(queue_name, bowtie_job_id, dir_kmers,
+                 kmer, chrom_dir, source_dir,
+                 LenChrs, write_path, var_id,
+                 chrsize_path, job_lim, pipe):
+    """Generates qsub command for interpreting bowtie outputs
+
+    Saves collectinve bowtie.gz files of each chromosome into
+    a binary unsigned 8-bit integer file for each chromosome
+    which is an array with the same length as the chromosome
+    """
+    kmer_folder = "{}/k{}".format(dir_kmers, kmer)
+    len_chrs = LenChrs
+    array_param = "1-%d:1" % (len_chrs)
+    chr_order_path = chrsize_path
+    wait_param = bowtie_job_id
+    unify_bw_lst = ["qsub", "-q",
+                    queue_name,
+                    "-t", array_param,
+                    "-N",
+                    "Bismap.UnifyBowtie",
+                    "-terse",
+                    "-tc", str(job_lim),
+                    "-hold_jid", wait_param,
+                    "-cwd", "-b", "y",
+                    "-o", "{}/Bismap.UnifyBowtie.LOG".format(dir_kmers),
+                    "-e", "{}/Bismap.UnifyBowtie.ERR".format(dir_kmers),
+                    "python", "unify_bowtie.py",
+                    kmer_folder, chr_order_path, "-var_id", var_id]
+    if pipe:
+        unify_bw_lst = pipe_job(unify_bw_lst)
+    if write_path != "False":
+        job_num = write_job(unify_bw_lst, write_path)
+    else:
+        try:
+            job_line = subprocess.Popen(unify_bw_lst, stdout=subprocess.PIPE)
+        except:
+            raise ValueError("Incompatible system? try -write")
+        job_num = job_line.stdout.read()
+        job_num = job_num.split(".")[0]
+    TempDir = "%s/TEMPs" % kmer_folder
+    make_dir(TempDir)
+    move_intermediary_files = ["qsub", "-q",
+                               queue_name, "-N",
+                               "Moving.Intermediary.Files",
+                               "-hold_jid", job_num,
+                               "-terse",
+                               "-cwd", "-b", "y",
+                               "-o", "Bismap.FileMov.LOG",
+                               "-e", "Bismap.FileMov.ERR",
+                               "mv",
+                               "%s/*kmer*" % (kmer_folder),
+                               TempDir]
+    if write_path != "False":
+        job_num = write_job(move_intermediary_files, write_path)
+    else:
+        job_line = subprocess.Popen(
+            move_intermediary_files, stdout=subprocess.PIPE)
+    move_intermediary_files_2 = move_intermediary_files[:-2] +\
+        ["%s/*bowtie*" % (kmer_folder), TempDir]
+    if write_path != "False":
+        job_num = write_job(move_intermediary_files_2, write_path)
+    else:
+        job_line = subprocess.Popen(
+            move_intermediary_files_2,
+            stdout=subprocess.PIPE)
+        job_num = job_line.stdout.read()
+    return job_num
+
+
+def sublist_by_reg(regex, my_list):
+    subsetted_list = []
+    for item in my_list:
+        RE = re.search(regex, item)
+        if RE:
+            subsetted_list.append(item)
+    return subsetted_list
+
+
+def make_dir(dir_name):
+    if not os.path.exists(dir_name):
+        os.makedirs(dir_name)
+
+
+def make_dir_structure(out_dir):
+    """Generates subfolders needed for Umap in out_dir
+    """
+    chrom_dir = "{}/chrs".format(out_dir)
+    path_genome = "{}/genome".format(out_dir)
+    dir_kmers = "{}/kmers".format(out_dir)
+    make_dir(chrom_dir)
+    make_dir(path_genome)
+    make_dir(dir_kmers)
+    return chrom_dir, dir_kmers, path_genome
+
+
+def combine_files(bowtie_unify_id, source_dir, dir_kmers, queue_name,
+                  chrsize_path, write_path, var_id, LenChrs, pipe):
+    """Creates the qsub command for merging data of several k-mers
+    """
+    combine_job_line = ["qsub", "-q",
+                        queue_name, "-N",
+                        "CombineUmappedFiles",
+                        "-terse",
+                        "-t", "1-{}".format(LenChrs),
+                        "-hold_jid", bowtie_unify_id,
+                        "-cwd", "-b", "y",
+                        "-o", "{}/Bismap.combine.LOG".format(dir_kmers),
+                        "-e", "{}/Bismap.combine.ERR".format(dir_kmers),
+                        "python", "combine_umaps.py", dir_kmers,
+                        chrsize_path, "-var_id", var_id]
+    if pipe:
+        combine_job_line = pipe_job(combine_job_line)
+    if write_path != "False":
+        write_job(combine_job_line, write_path)
+    else:
+        subprocess.call(combine_job_line)
+
+
+def complement_chrsize_file(chrsize_path):
+    """Complement chromosome size file
+
+    If using Bismap, an extra set of chromosomes
+    will be generated with the _RC suffix.
+    These need to be added to the chromosome size
+    file as well.
+
+    :param chrsize_path: Path to 2-column file of chrom\tsize\n
+
+    :returns: The actual number of chromosomes
+    """
+    if not os.path.exists(chrsize_path):
+        print "%s didn't exist!" % chrsize_path
+    ad_lines = []
+    len_chrs = 0
+    NO_RC = True
+    with open(chrsize_path, "r") as chrsize_link:
+        for each_line in chrsize_link:
+            len_chrs = len_chrs + 1
+            if "_RC" in each_line:
+                NO_RC = False
+            chrsize_list = each_line.rstrip().split("\t")
+            chrsize_list[0] = chrsize_list[0] + "_RC"
+            ad_lines.append("\t".join(chrsize_list) + "\n")
+    if len(ad_lines) > 0 and NO_RC:
+        with open(chrsize_path, "a") as chrsize_link:
+            for each_line in ad_lines:
+                len_chrs = len_chrs + 1
+                print "adding %s" % each_line
+                chrsize_link.write(each_line)
+        print "Added reverse complemented chromosomes"
+    else:
+        "Reverse complemented chromosomes existed"
+    return len_chrs
+
+
+def process_genome(GenomeReady, genome_path,
+                   Bismap, fasta_path,
+                   conversion, out_dir, chr_dir,
+                   queue_name, bowtie_path,
+                   chrsize_path, write_script, pipe):
+    """Generates necessary fasta files for Umap and Bismap
+
+    Umap and Bismap require fasta files for each chromosome.
+    Bismap requires the fasta files to have a C>T or G>A
+    conversion as well. Additionally, Bismap requires a
+    reverse complemented set of chromosome where the
+    C>T or G>A conversion occurs after reverse complementation.
+
+    :param GenomeRead: Boolean indicating if index of genome exists
+    :param genome_path: Path to the output fasta file of the genome
+    :param Bismap: Boolean indicating if Bismap option is selected
+    :param fasta_path: Path to the already existing input fasta file
+    :param conversion: One of None, C2T or G2A
+    :param out_dir: Directory for Umap output
+    :param chr_dir: Directory for making individual chromosome fastas
+    :param bowtie_path: Path to executable bowtie-build binary
+    :param chrsize_path: Path to 2-column file of chromosome\tsize\n
+    :param write_script: File path for writing the qsub command
+        or the string 'False'
+    :param pipe: Boolean indicating if the qsub command should be piped
+
+    :returns: index_suffix, index_job_id (qsub wait IDs)
+    """
+    if GenomeReady:
+        print("Assuming the genome and index files exist")
+        index_suffix = "BisMap_bowtie.ind"
+        index_job_id = "1"
+    else:
+        print "Started copying/reverse complementing/converting"
+        if not os.path.exists(genome_path):
+            if Bismap:
+                print "Bismap reverse complementation started\
+                at %s" % str(datetime.now())
+                FastaObj = FastaHandler(fasta_path, genome_path, chrsize_path,
+                                        chr_dir, True, conversion)
+            else:
+                print "Umap genome is being processed"
+                FastaObj = FastaHandler(fasta_path, genome_path, chrsize_path,
+                                        chr_dir, False, "None")
+            FastaObj.handle_fasta()
+        elif Bismap:
+            print "Assuming that %s/genome/genome.fa includes reverse\
+            complemented chromosomes." % out_dir
+        print "Indexing the genome started at %s" % str(datetime.now())
+        index_suffix, index_job_id = index_genome(
+            queue_name,
+            "{}/genome".format(out_dir),
+            bowtie_path, Bismap, write_script, pipe)
+        print "Done with indexing at %s" % str(datetime.now())
+    return index_suffix, index_job_id
+
+
+def index_unique_kmer_jobids(chrsize_path, CHUNK_SIZE=1e6):
+    """Generate index file mapping job_ids to chromosomal chunks
+
+    Umap (or Bismap) requires around 200 hours of computation.
+    All of the scripts accept -job_id arguments to perform the
+    embarrassingly parallel process on different chromosomal
+    chunks using a 0-based index that refers to part of the
+    genome. This script creates a 4-column index file with
+    the following columns:
+    Index\tChromosome\tStart\tend\n
+
+    :param chrsize_path: Path to 2-column file of chrom\tsize\n
+    :param CHUNK_SIZE: The maximum length of each chromosomal chunk
+    :type CHUNK_SIZE: Integer
+
+    :returns: Path to index file
+    """
+    CHUNK_SIZE = int(CHUNK_SIZE)
+    ind_path = "{}/chrsize_index.tsv".format(
+        "/".join(chrsize_path.split("/")[:-1]))
+    if not os.path.exists(ind_path):
+        ind_link = open(ind_path, "w")
+        ind_link.write("Index\tChromosome\tStart\tEnd\n")
+        start = 1
+        ind = 0
+        # Identifying chromosome, start, end for job_id
+        with open(chrsize_path, "r") as chrsize_link:
+            for chrsize_line in chrsize_link:
+                chr, len_chr = chrsize_line.rstrip().split("\t")
+                end = int(len_chr) + start
+                for pos in range(start, end, CHUNK_SIZE):
+                    if pos < end:
+                        if pos + CHUNK_SIZE - 1 > end:
+                            pos_end = end
+                        else:
+                            pos_end = pos + CHUNK_SIZE - 1
+                        ind_link.write(
+                            "\t".join(
+                                [str(ind), chr, str(pos), str(int(pos_end))]) +
+                            "\n")
+                        ind = ind + 1
+        ind_link.close()
+    return ind_path
+
+
+if __name__ == "__main__":
+    args = ArgHandler()
+    # genome_path, chrom_dir, dir_kmers, chrsize_path, out_dir = args_list[:5]
+    # idx_path, conversion, Bismap, queue_name = args_list[5:9]
+    # kmers, SimultaneousJobs, ExitAfterIndexing = args_list[9:12]
+    # var_id, write_script, source_dir, GenomeReady = args_list[12:16]
+    # fasta_path, bowtie_path, LenChrs, pipe = args_list[16:]
+    index_dir = os.path.dirname(args.genome_path)
+    conversion_job_id = "1"  # initiate job dependency with an invalid ID
+    index_suffix, index_job_id = process_genome(
+        args.GenomeReady, args.genome_path,
+        args.Bismap, args.fasta_path,
+        args.conversion, args.out_dir,
+        args.chrom_dir, args.queue_name,
+        args.bowtie_path, args.chrsize_path,
+        args.write_script, args.pipe)
+    if args.ExitAfterIndexing:
+        pass
+        print "Exiting because -ExitAfterIndexing is specified"
+    else:
+        for kmer in args.kmers:
+            kmer = int(kmer)
+            make_dir("{}/k{}".format(args.dir_kmers, kmer))
+            kmer_job_id, num_jobs = make_unique_kmers(
+                args.chrom_dir, args.dir_kmers, kmer,
+                args.queue_name, args.source_dir,
+                conversion_job_id,
+                args.idx_path, args.chrsize_path,
+                args.write_script, args.var_id,
+                args.SimultaneousJobs, args.pipe)
+            bowtie_job_id = run_bowtie(
+                args.queue_name, args.dir_kmers,
+                args.bowtie_path,
+                index_dir, index_suffix,
+                kmer_job_id, index_job_id, kmer,
+                args.source_dir, args.Bismap,
+                num_jobs, args.write_script, args.var_id,
+                args.SimultaneousJobs, args.pipe)
+            bowtie_unify_id = unify_bowtie(
+                args.queue_name, bowtie_job_id,
+                args.dir_kmers,
+                kmer, args.chrom_dir,
+                args.source_dir, args.LenChrs,
+                args.write_script,
+                args.var_id, args.chrsize_path,
+                args.SimultaneousJobs, args.pipe)
+            conversion_job_id = kmer_job_id
+            print "Jobs submitted for k%d" % kmer
+        combine_files(bowtie_unify_id, args.source_dir,
+                      args.dir_kmers,
+                      args.queue_name,
+                      args.chrsize_path, args.write_script,
+                      args.var_id,
+                      args.LenChrs, args.pipe)
+        conversion_job_id = bowtie_unify_id
+        print("Successfully done with creating all jobs")
diff --git a/build/lib/umap/uint8_to_bed.py b/build/lib/umap/uint8_to_bed.py
new file mode 100644
index 0000000..d5b21d7
--- /dev/null
+++ b/build/lib/umap/uint8_to_bed.py
@@ -0,0 +1,423 @@
+import argparse
+from datetime import datetime
+import gzip
+import numpy as np
+import os
+import re
+import warnings
+
+
+def subset_list(my_list, regex, reg_neg=False):
+    out_list = []
+    for item in my_list:
+        RE = re.search(regex, item)
+        if RE and not reg_neg:
+            out_list.append(item)
+        elif not RE and reg_neg:
+            out_list.append(item)
+    return out_list
+
+
+class Int8Handler:
+    def __init__(self, in_dir, out_dir, C2T, G2A, chrsize_path):
+        """Infers important directory structure from in_dir
+
+        The Int8Handler class requires in_dir argument which
+        is a directory with subfolders named as k<integer>
+        that have <chrom>.<kmer>.uint8.unique.gz files.
+        The Int8Handler.write_beds method creates one
+        browser extensible data (BED) file for each of the
+        k<integer> subfolders.
+
+        :param in_dir: Directory with <chrom>.uint8.unique.gz files
+        :param out_dir: Directory for saving output BED files
+        """
+        self.in_dir = in_dir
+        self.C2T = C2T
+        self.G2A = G2A
+        self.chrsize_path = chrsize_path
+        self.in_prev_dir = "/".join(in_dir.split("/")[:-1])
+        self.fix = ".uint8.unique.gz"
+        self.uint8s = subset_list(os.listdir(in_dir), self.fix)
+        self.prev_dir = "/".join(self.in_dir.split("/")[:-1])
+        self.kmers = subset_list(next(os.walk(self.in_prev_dir))[1],
+                                 "^k")
+        self.out_dir = out_dir
+        self.type = self.find_type()
+        self.chrsize_dict = self.make_chrsize_dict()
+        self.chroms = [each_chr for each_chr in
+                       self.chrsize_dict.keys() if
+                       "RC" not in each_chr]
+        self.chroms.sort()
+
+    def find_type(self):
+        if self.C2T:
+            self.type = "Bismap.Forward"
+        elif self.G2A:
+            self.type = "Bismap.Reverse"
+        else:
+            self.type = "Umap"
+        return self.type
+
+    def write_beds(self, out_label, kmer_cur,
+                   WriteUnique=False):
+        """Convert uint8 files to BED
+
+        A method of class Int8Handler, it reads uint8 files of
+        different chromosomes and saves them into a BED file.
+        This is the only method in this class that needs
+        to be called manually by the user.
+
+        Args:
+            out_label: Will be used in output names: <kmer>.<out_label>.bed.gz
+            kmer_cur: k-mer size in format of k<integer>
+            WriteUnique: Defaults to False. Will merge and save uint files.
+                Use if working with -Bismap and have reverse
+                complemented chromosomes.
+
+        Returns:
+            Saved ths output to a gzipped BED file
+
+        Raises:
+            Warning: If no uniquely mappable read is found in
+                any of the uint8 arrays.
+        """
+        kmer = int(kmer_cur.replace("k", ""))
+        STRAND = "+"
+        if self.G2A:
+            STRAND = "-"
+        in_dir = self.in_dir
+        all_chrs = self.chroms
+        all_chrs.sort()
+        for cur_chr in self.chroms:
+            other_chr = cur_chr + "_RC"
+            uint_path = "{}/{}{}".format(
+                in_dir, cur_chr, self.fix)
+            uniquely_mappable = self.load_uint_ar(
+                uint_path, kmer, cur_chr)
+            if self.type != "Umap":
+                uint_path_other = in_dir +\
+                    "/" + uint_path.split("/")[-1].replace(cur_chr, other_chr)
+                uniquely_mappable_other = self.load_uint_ar(
+                    uint_path_other, kmer, other_chr)
+
+                # Remove the last k nucleotides of the reverse chromosome
+                uniquely_mappable_other = uniquely_mappable_other[:-kmer]
+
+                # Reverse the chromosome (Hence it's a reverse complement)
+                uniquely_mappable_other = uniquely_mappable_other[::-1]
+
+                # Remove the last k nucleotides of the forward chromosome
+                uniquely_mappable = uniquely_mappable[:-kmer]
+
+                # Merge to find uniquely mappable reads in both strands
+                uniquely_mappable = np.array(
+                    np.logical_and(
+                        uniquely_mappable_other, uniquely_mappable),
+                    dtype=int)
+                if WriteUnique:
+                    unique_ar = np.array(uniquely_mappable, dtype=np.uint8)
+                    out_dir_uint = "{}/k{}".format(self.out_dir, kmer)
+                    if not os.path.exists(out_dir_uint):
+                        os.makedirs(out_dir_uint)
+                    out_path_uint = "{}/{}.k{}.uint8.unique.gz".format(
+                        out_dir_uint, cur_chr, kmer)
+                    out_link_uint = gzip.open(out_path_uint, "wb")
+                    out_link_uint.write(unique_ar.tobytes())
+                    out_link_uint.close()
+
+            bed_kmer_pos = self.get_bed6(
+                uniquely_mappable, kmer, STRAND, uint_path, cur_chr)
+
+            # Write the BED6 to a gzipped tsv file
+            out_name = "{}/{}.{}.bed.gz".format(
+                self.out_dir, kmer_cur, out_label)
+            if cur_chr == all_chrs[0]:
+                header = self.make_header(kmer_cur, type)
+                out_link = gzip.open(out_name, "wb")
+                out_link.write(header)
+            else:
+                out_link = gzip.open(out_name, "ab")
+            if len(bed_kmer_pos) > 0:
+                print "Found %d regions in %s" %\
+                    (bed_kmer_pos.shape[0], cur_chr)
+                for bed_line in bed_kmer_pos:
+                    line_out = [str(val) for val in bed_line]
+                    line_out = "\t".join(line_out) + "\n"
+                    out_link.write(line_out)
+                print "Created data of %s at %s" %\
+                    (cur_chr, str(datetime.now()))
+            out_link.close()
+
+    def get_bed6(self, uniquely_mappable, kmer,
+                 STRAND, uint_path, cur_chr):
+        """Make BED6 from a binary vector
+
+        Converts a binary vector with the same length
+        as the chromosome to a BED6 file. Each 1
+        entry in the binary file indicates that the
+        k-mer starting at that position and ending at
+        k nucleotides downstream is uniquely mappable.
+        Thus the BED6 would show any region in the genome
+        that is uniquely mappable by at least one k-mer.
+
+        :param uniquely_mappable: numpy binary array (0 or 1 values)
+        :param kmer: Integer scalar showing read length (k-mer)
+        :param STRAND: Strand that will be saved to the BED6
+        :param uint_path: Path of the uint8 array that was used
+        :param cur_chr: Chromosome name the the data is from
+
+        :returns: A numpy string array with BED6 information
+        """
+        unimap_diff = np.diff(uniquely_mappable)
+        poses_start, = np.where(unimap_diff == 1)
+        poses_end, = np.where(unimap_diff == -1)
+        if len(poses_start) != len(poses_end):
+            if len(poses_start) > len(poses_end):
+                poses_end = np.append(poses_end, [len(uniquely_mappable)])
+            else:
+                poses_start = np.append([0], poses_start)
+        elif uniquely_mappable[0] == 1:
+            poses_start = np.append([0], poses_start)
+            poses_end = np.append(poses_end, [len(uniquely_mappable)])
+        if len(poses_start) == 0:
+            warnings.warn(
+                "Found no uniquely mappable reads for {}!".format(
+                    uint_path))
+            bed_kmer_pos = []
+        else:
+            chr_length = self.chrsize_dict[cur_chr]
+            bed_kmer_pos = np.empty(shape=(len(poses_start), 6),
+                                    dtype="S16")
+            ind_high = []
+            for ind_st in range(len(poses_start)):
+                if poses_end[ind_st] + kmer - 1 > chr_length:
+                    ind_high.append(ind_st)
+            bed_kmer_pos = np.array(
+                [[cur_chr, str(poses_start[i] + 1),
+                  str(poses_end[i] + kmer - 1),
+                  "k" + str(kmer),
+                  1, STRAND] for i in range(len(poses_start))],
+                dtype="S64")
+            for each_ind in ind_high:
+                if int(bed_kmer_pos[each_ind][2]) > chr_length:
+                    bed_kmer_pos[each_ind][2] = str(chr_length)
+        return bed_kmer_pos
+
+    def load_uint_ar(self, uint_path, kmer, cur_chr):
+        """Loads a gzipped unsigned 8-bit integer as a numpy array
+        """
+        uint_link = gzip.open(uint_path, "rb")
+        uint_ar = np.frombuffer(uint_link.read(), dtype=np.uint8)
+        uint_link.close()
+        print "Processing {} for {} {}".format(
+            uint_path, kmer, cur_chr)
+        less_than_kmer = uint_ar <= kmer
+        not_zero = uint_ar != 0
+        uniquely_mappable = np.array(
+            np.logical_and(less_than_kmer, not_zero), dtype=int)
+        return uniquely_mappable
+
+    def make_header(self, kmer, type):
+        """Created BED6 header
+
+        :param str kmer: k<integer>
+        :param type: One of Bismap.Forward, Bismap.Reverse or Umap
+        """
+        dict_col = {"Bisulfite.Converted": "240,40,80",
+                    "Umap": "80,40,240",
+                    "Bismap.Forward": "220,20,80",
+                    "Bismap.Reverse": "80,20,220"}
+        header = 'track name="{} {}"'.format(type, kmer) +\
+            'description="Single-read mappability with {}-mers'.format(
+                kmer) +\
+            'color=%s \n'.format(dict_col.get(type, "40,40,240"))
+        return header
+
+    def make_chrsize_dict(self):
+        """Creates dictionary from 2-column chromosome size file
+        """
+        chrsize_dict = {}
+        with open(self.chrsize_path, "r") as chrsize_link:
+            for each_line in chrsize_link:
+                chr = each_line.rstrip("\n").split("\t")[0]
+                length = int(each_line.rstrip("\n").split("\t")[1])
+                chrsize_dict[chr] = length
+        return chrsize_dict
+
+    def bin_arr_to_wig(self, uniquely_mappable, kmer):
+        """Converts a uniquely a binary array to mult-read mappability
+
+        Unique mappability array is a binary array where each
+        value of 1 indicates that the k-mer starting at that
+        position is uniquely mappable. This function generates
+        an array of the same length and saves the multi-read mappability
+        of each position in that array. Multi-read mappability is the
+        probability of finding a uniquely mappable k-mer among all of
+        the k-mers that overlap with a given position.
+
+        :param uniquely_mappable: A binary numpy array
+        :param kmer: An integer defining read length
+
+        :returns: Multi-read mappability array.
+        """
+        LEN_AR = len(uniquely_mappable)
+        poses_start, = np.where(uniquely_mappable == 1)
+        ar_quant = np.zeros(len(uniquely_mappable), dtype=float)
+        for ind_st in poses_start:
+            ind_end = ind_st + kmer
+            if ind_end > LEN_AR:
+                ind_end = LEN_AR
+            ar_quant[ind_st:ind_end] = ar_quant[ind_st:ind_end] + 1.0
+        print("Finished generating multi-read mappability date at {}".format(
+            str(datetime.now())))
+        del poses_start
+        ar_quant = ar_quant / float(kmer)
+        return ar_quant
+
+    def write_as_wig(self, uint_path, out_path, kmer, chrom):
+        """unsigned 8-bit integer array file to wiggle
+
+        For a given numeric unsigned 8-bit integer vector that
+        is generated by Umap, this method save the wiggle file
+        which is specific for one chromosome over one read length.
+
+        :param uint_path: Path to a gzipped numeric unsigned 8-bit array
+        :param out_path: Gzipped path for saving wiggle
+        :param kmer: Integer defining read length
+        :param chrom: Chromosome that the uint_path is specific to
+        """
+        uniquely_mappable = self.load_uint_ar(uint_path, kmer, chrom)
+        ar_quant = self.bin_arr_to_wig(uniquely_mappable, kmer)
+        out_link = gzip.open(out_path, "wb")
+        unimap_diff = np.diff(np.array(ar_quant > 0, dtype=int))
+        poses_start, = np.where(unimap_diff == 1)
+        poses_end, = np.where(unimap_diff == -1)
+        if len(poses_start) != len(poses_end):
+            if len(poses_start) > len(poses_end):
+                poses_end = np.append(poses_end, [len(uniquely_mappable)])
+            else:
+                poses_start = np.append([0], poses_start)
+        elif uniquely_mappable[0] == 1:
+            poses_start = np.append([0], poses_start)
+            poses_end = np.append(poses_end, [len(uniquely_mappable)])
+        for ind_st in range(len(poses_start)):
+            pos_st = poses_start[ind_st] + 1
+            pos_end = poses_end[ind_st] + 1
+            start_line = "fixedStep chrom={} start={} step=1 span=1\n".format(
+                chrom, pos_st)
+            out_link.write(start_line)
+            for each_pos in range(pos_st, pos_end):
+                out_link.write(str(ar_quant[each_pos]) + "\n")
+        print(
+            "Finished saving the data to {} at {}".format(
+                out_path, str(datetime.now())))
+        out_link.close()
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Converts\
+    unionized uint8 outputs of umap/ubismap to bed files")
+    parser.add_argument(
+        "in_dir",
+        help="folder with <chrom>.uint8.unique.gz files")
+    parser.add_argument(
+        "out_dir",
+        help="Folder for writing the output files")
+    parser.add_argument(
+        "out_label",
+        help="File names would be kmer.<out_label>.bed.gz")
+    parser.add_argument(
+        "-C2T",
+        action="store_true",
+        help="If using converted genomes specify -C2T or -G2A")
+    parser.add_argument(
+        "-G2A",
+        action="store_true",
+        help="If using converted genomes specify -C2T or -G2A")
+    parser.add_argument(
+        "-chrsize_path",
+        default="../../chrsize.tsv",
+        help="Path to a 2 column file of chromosome and length. "
+        "By default it goes to ../../chrsize.tsv from out_dir")
+    parser.add_argument(
+        "-WriteUnique",
+        action="store_true",
+        help="If -Bismap is true and want to store the merged "
+        "uint file, specify this option")
+    parser.add_argument(
+        "-wiggle",
+        action="store_true",
+        help="If specified, will generate wiggle files "
+        "for each chromosome. Make sure to specify -job_id "
+        "or run in job array for parallel computation.")
+    parser.add_argument(
+        "-bed",
+        action="store_true",
+        help="If specified, will generate bed files that specify "
+        "all of the regions in the genome that are uniquely mappable "
+        "by each of the k-mers")
+    parser.add_argument(
+        "-kmers",
+        default=["k0"],
+        nargs="*",
+        help="Specify kmers separated by space such as: -kmers k10 k20")
+    parser.add_argument(
+        "-job_id",
+        type=int,
+        default=0,
+        help="If not using job array, specify this index "
+        "which will be used for selecting the chromosomes")
+    parser.add_argument(
+        "-var_id",
+        default="SGE_TASK_ID",
+        help="Environmental variable for finding chromosome indices")
+    args = parser.parse_args()
+    if not args.bed and not args.wiggle:
+        raise ValueError("Please specify only one of -bed or -wiggle")
+    if args.bed and args.wiggle:
+        raise ValueError("Please specify at least one of -bed or -wiggle")
+    if not os.path.exists(args.out_dir):
+        os.makedirs(args.out_dir)
+    FileHandler = Int8Handler(args.in_dir,
+                              args.out_dir, args.C2T, args.G2A,
+                              args.chrsize_path)
+    job_id = args.job_id
+    PARALLEL = True
+    if job_id == 0:
+        job_id = os.environ[args.var_id]
+        if job_id == "":
+            PARALLEL = False
+    kmers = FileHandler.kmers
+    if args.kmers[0] != "k0":
+        kmers = args.kmers
+    # for kmer in kmers:
+    for kmer in kmers:
+        if args.bed:
+            print("Creating BED file")
+            FileHandler.write_beds(args.out_label,
+                                   kmer, args.WriteUnique)
+        elif PARALLEL and args.wiggle:
+            chrom = FileHandler.chroms[int(job_id) - 1]
+            print(
+                "Saving Wiggle using job id {}, selected {}".format(
+                    job_id, chrom))
+            out_path = "{}/{}.{}.{}.MultiReadMappability.wg.gz".format(
+                args.out_dir, args.out_label, chrom, kmer)
+            uint_path = "{}/{}.uint8.unique.gz".format(
+                args.in_dir, chrom)
+            kmer_num = int(kmer.replace("k", ""))
+            FileHandler.write_as_wig(uint_path, out_path, kmer_num, chrom)
+        elif args.wiggle:
+            print("Creating wiggles for all chromosomes consequently")
+            print("This may take long...")
+            for chrom in FileHandler.chroms:
+                out_path = "{}/{}.{}.{}.MultiReadMappability.wg.gz".format(
+                    args.out_dir, args.out_label, chrom, kmer)
+                uint_path = "{}/{}.uint8.unique.gz".format(
+                    args.in_dir, chrom)
+                kmer_num = int(kmer.replace("k", ""))
+                FileHandler.write_as_wig(uint_path, out_path, kmer_num, chrom)
+                print(
+                    "Tired of waiting? Try parallel processing "
+                    "by specifying -job_id")
diff --git a/build/lib/umap/unify_bowtie.py b/build/lib/umap/unify_bowtie.py
new file mode 100644
index 0000000..9f7f80e
--- /dev/null
+++ b/build/lib/umap/unify_bowtie.py
@@ -0,0 +1,151 @@
+from argparse import ArgumentParser
+import gzip
+import numpy as np
+import os
+import pandas as pd
+import re
+
+
+def subset_list(list_items, regex):
+    out_list = []
+    for each_item in list_items:
+        RE = re.search(regex, each_item)
+        if RE:
+            out_list.append(each_item)
+    return out_list
+
+
+class UnifyBowtie:
+    def __init__(self, bowtie_outdir, chrsize_path, job_id):
+        """Merges bowtie.gz outputs of run_bowtie
+
+        Based on outputs of run_bowtie that are saved in format
+        of <chr>.<kmer>.<job_id>.bowtie.gz, this class uses
+        a variable ID to select a particular chromosome and
+        merge the data in all of the different bowtie.gz files
+        of that chromosome.
+
+        :param bowtie_outdir: Directory with <chr>.<kmer>.<job_id>.bowtie.gz
+        :param chrsize_path: Path to 2-column file: <chr>\t<size>\n...
+        :param int job_id: A 0-based index to select chromosome
+            based on chrsize_path
+
+        :returns: Saves the output to bowtie_outdir/
+            <chr>.<kmer>.uint8.unique.gz file
+        """
+        self.bowtie_outdir = bowtie_outdir
+        self.chrsize_path = chrsize_path
+        self.ind_chr = job_id
+        self.chr_dict = self.make_chr_dict()
+        self.bowtie_to_unique()
+
+    def make_chr_dict(self):
+        """Makes a dictionary using self.chrsize_path"""
+        chr_dict = {}
+        with open(self.chrsize_path, "r") as chrsize_link:
+            for chrsize_line in chrsize_link:
+                chrom, size = chrsize_line.rstrip().split("\t")
+                chr_dict[chrom] = int(size)
+        return chr_dict
+
+    def get_mapped_positions(self, bowtie_path):
+        """Finds mapped regions in bowtie output
+
+        In a gzipped bowtie output with perfect matches,
+        filters the results to those in the forward strand
+        and saves them to an array.
+
+        Why results filtered for forward strand?
+        The results uniquely mapped
+        to the reverse strand are rare and a mistake of the
+        aligning algorithm because all of the k-mers are
+        generated from the forward strand. If match happens
+        on reverse strand, it means that the match is not the
+        only unique match (reads were generated from forward
+        strand).
+        """
+        bowtie_df = pd.read_csv(
+            bowtie_path, sep="\t",
+            compression="gzip",
+            names=["Ind", "Strand", "Chr", "Start"])
+        bowtie_df = bowtie_df[bowtie_df["Strand"] == "+"]
+        ind_ar = bowtie_df.iloc[:, 3]
+        return ind_ar
+
+    def get_other_chr_name(self, chr_name):
+        """Finds name of the reverse complement chromosome
+
+        In Bismap, we generate a set of reverse complemented
+        chromosomes to account for bisulfite conversion before
+        reverse complementation. This function finds those
+        chromosomes"""
+        new_name = chr_name
+        if "RC" in chr_name:
+            len_paths = len(
+                subset_list(
+                    os.listdir(self.bowtie_outdir), chr_name))
+            if len_paths == 0:
+                new_name = chr_name + "_RC"
+        return new_name
+
+    def bowtie_to_unique(self):
+        """Wrapper method of UnifyBowtie
+
+        Uses information of bowtie.gz files to find mappability
+        of a given chromosome. Is automatically called by
+        UnifyBowtie."""
+        KMER = int(self.bowtie_outdir.split("/")[-1].split("k")[-1])
+        all_chrs = self.chr_dict.keys()
+        all_chrs.sort()
+        chrom = all_chrs[self.ind_chr]
+        size = self.chr_dict[chrom]
+        new_chr_name = self.get_other_chr_name(chrom)
+        chr_paths = ["{}/{}".format(self.bowtie_outdir, bowtie_path)
+                     for bowtie_path in subset_list(
+                     os.listdir(self.bowtie_outdir),
+                     "{}\.".format(new_chr_name))]
+        bowtie_paths = subset_list(chr_paths, ".bowtie.gz")
+        unique_ar = np.zeros(size, dtype=np.uint8)
+        for bowtie_path in bowtie_paths:
+            mapped_indices = self.get_mapped_positions(bowtie_path)
+            for st_index in mapped_indices:
+                end_index = st_index + KMER
+                unique_ar[st_index:end_index] = 1
+            print("Done with {}".format(bowtie_path))
+        out_path = "{}/{}.k{}.uint8.unique.gz".format(
+            self.bowtie_outdir, chrom, KMER)
+        out_link = gzip.open(out_path, "wb")
+        # np.save(out_link, unique_ar)
+        out_link.write(unique_ar.tobytes())
+        # unique_ar.tofile(out_link)
+        out_link.close()
+        print("Saved {}".format(out_path))
+        print("Exiting successfully")
+
+
+if __name__ == "__main__":
+    parser = ArgumentParser(
+        description="")
+    parser.add_argument(
+        "bowtie_outdir",
+        help="Directory containing bowtie output files")
+    parser.add_argument(
+        "chrsize_path",
+        help="A file containing the order of chromosome names\
+        to consider (one chromosome name per line)")
+    parser.add_argument(
+        "-job_id",
+        default=0,
+        type=int,
+        help="If not using a cluster for submitting jobs, "
+        "specify the job_id by integer ranging from 1 to "
+        "total number of chromosomes in chrsize_path")
+    parser.add_argument(
+        "-var_id",
+        default="SGE_TASK_ID",
+        help="HPC variable name for job ID (1-based index)")
+    args = parser.parse_args()
+    job_id = args.job_id
+    if job_id == 0:
+        job_id = int(os.environ[args.var_id]) - 1
+    UnifyBowtie(args.bowtie_outdir, args.chrsize_path, job_id)
diff --git a/dist/umap-0.1-py2.7.egg b/dist/umap-0.1-py2.7.egg
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diff --git a/doc/Makefile b/doc/Makefile
new file mode 100644
index 0000000..981ad2d
--- /dev/null
+++ b/doc/Makefile
@@ -0,0 +1,230 @@
+# Makefile for Sphinx documentation
+#
+
+# You can set these variables from the command line.
+SPHINXOPTS    =
+SPHINXBUILD   = sphinx-build
+PAPER         =
+BUILDDIR      = build
+
+# User-friendly check for sphinx-build
+ifeq ($(shell which $(SPHINXBUILD) >/dev/null 2>&1; echo $$?), 1)
+	$(error The '$(SPHINXBUILD)' command was not found. Make sure you have Sphinx installed, then set the SPHINXBUILD environment variable to point to the full path of the '$(SPHINXBUILD)' executable. Alternatively you can add the directory with the executable to your PATH. If you don\'t have Sphinx installed, grab it from http://sphinx-doc.org/)
+endif
+
+# Internal variables.
+PAPEROPT_a4     = -D latex_paper_size=a4
+PAPEROPT_letter = -D latex_paper_size=letter
+ALLSPHINXOPTS   = -d $(BUILDDIR)/doctrees $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) source
+# the i18n builder cannot share the environment and doctrees with the others
+I18NSPHINXOPTS  = $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) source
+
+.PHONY: help
+help:
+	@echo "Please use \`make <target>' where <target> is one of"
+	@echo "  html       to make standalone HTML files"
+	@echo "  dirhtml    to make HTML files named index.html in directories"
+	@echo "  singlehtml to make a single large HTML file"
+	@echo "  pickle     to make pickle files"
+	@echo "  json       to make JSON files"
+	@echo "  htmlhelp   to make HTML files and a HTML help project"
+	@echo "  qthelp     to make HTML files and a qthelp project"
+	@echo "  applehelp  to make an Apple Help Book"
+	@echo "  devhelp    to make HTML files and a Devhelp project"
+	@echo "  epub       to make an epub"
+	@echo "  epub3      to make an epub3"
+	@echo "  latex      to make LaTeX files, you can set PAPER=a4 or PAPER=letter"
+	@echo "  latexpdf   to make LaTeX files and run them through pdflatex"
+	@echo "  latexpdfja to make LaTeX files and run them through platex/dvipdfmx"
+	@echo "  text       to make text files"
+	@echo "  man        to make manual pages"
+	@echo "  texinfo    to make Texinfo files"
+	@echo "  info       to make Texinfo files and run them through makeinfo"
+	@echo "  gettext    to make PO message catalogs"
+	@echo "  changes    to make an overview of all changed/added/deprecated items"
+	@echo "  xml        to make Docutils-native XML files"
+	@echo "  pseudoxml  to make pseudoxml-XML files for display purposes"
+	@echo "  linkcheck  to check all external links for integrity"
+	@echo "  doctest    to run all doctests embedded in the documentation (if enabled)"
+	@echo "  coverage   to run coverage check of the documentation (if enabled)"
+	@echo "  dummy      to check syntax errors of document sources"
+
+.PHONY: clean
+clean:
+	rm -rf $(BUILDDIR)/*
+
+.PHONY: html
+html:
+	$(SPHINXBUILD) -b html $(ALLSPHINXOPTS) $(BUILDDIR)/html
+	@echo
+	@echo "Build finished. The HTML pages are in $(BUILDDIR)/html."
+
+.PHONY: dirhtml
+dirhtml:
+	$(SPHINXBUILD) -b dirhtml $(ALLSPHINXOPTS) $(BUILDDIR)/dirhtml
+	@echo
+	@echo "Build finished. The HTML pages are in $(BUILDDIR)/dirhtml."
+
+.PHONY: singlehtml
+singlehtml:
+	$(SPHINXBUILD) -b singlehtml $(ALLSPHINXOPTS) $(BUILDDIR)/singlehtml
+	@echo
+	@echo "Build finished. The HTML page is in $(BUILDDIR)/singlehtml."
+
+.PHONY: pickle
+pickle:
+	$(SPHINXBUILD) -b pickle $(ALLSPHINXOPTS) $(BUILDDIR)/pickle
+	@echo
+	@echo "Build finished; now you can process the pickle files."
+
+.PHONY: json
+json:
+	$(SPHINXBUILD) -b json $(ALLSPHINXOPTS) $(BUILDDIR)/json
+	@echo
+	@echo "Build finished; now you can process the JSON files."
+
+.PHONY: htmlhelp
+htmlhelp:
+	$(SPHINXBUILD) -b htmlhelp $(ALLSPHINXOPTS) $(BUILDDIR)/htmlhelp
+	@echo
+	@echo "Build finished; now you can run HTML Help Workshop with the" \
+	      ".hhp project file in $(BUILDDIR)/htmlhelp."
+
+.PHONY: qthelp
+qthelp:
+	$(SPHINXBUILD) -b qthelp $(ALLSPHINXOPTS) $(BUILDDIR)/qthelp
+	@echo
+	@echo "Build finished; now you can run "qcollectiongenerator" with the" \
+	      ".qhcp project file in $(BUILDDIR)/qthelp, like this:"
+	@echo "# qcollectiongenerator $(BUILDDIR)/qthelp/Umap.qhcp"
+	@echo "To view the help file:"
+	@echo "# assistant -collectionFile $(BUILDDIR)/qthelp/Umap.qhc"
+
+.PHONY: applehelp
+applehelp:
+	$(SPHINXBUILD) -b applehelp $(ALLSPHINXOPTS) $(BUILDDIR)/applehelp
+	@echo
+	@echo "Build finished. The help book is in $(BUILDDIR)/applehelp."
+	@echo "N.B. You won't be able to view it unless you put it in" \
+	      "~/Library/Documentation/Help or install it in your application" \
+	      "bundle."
+
+.PHONY: devhelp
+devhelp:
+	$(SPHINXBUILD) -b devhelp $(ALLSPHINXOPTS) $(BUILDDIR)/devhelp
+	@echo
+	@echo "Build finished."
+	@echo "To view the help file:"
+	@echo "# mkdir -p $$HOME/.local/share/devhelp/Umap"
+	@echo "# ln -s $(BUILDDIR)/devhelp $$HOME/.local/share/devhelp/Umap"
+	@echo "# devhelp"
+
+.PHONY: epub
+epub:
+	$(SPHINXBUILD) -b epub $(ALLSPHINXOPTS) $(BUILDDIR)/epub
+	@echo
+	@echo "Build finished. The epub file is in $(BUILDDIR)/epub."
+
+.PHONY: epub3
+epub3:
+	$(SPHINXBUILD) -b epub3 $(ALLSPHINXOPTS) $(BUILDDIR)/epub3
+	@echo
+	@echo "Build finished. The epub3 file is in $(BUILDDIR)/epub3."
+
+.PHONY: latex
+latex:
+	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
+	@echo
+	@echo "Build finished; the LaTeX files are in $(BUILDDIR)/latex."
+	@echo "Run \`make' in that directory to run these through (pdf)latex" \
+	      "(use \`make latexpdf' here to do that automatically)."
+
+.PHONY: latexpdf
+latexpdf:
+	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
+	@echo "Running LaTeX files through pdflatex..."
+	$(MAKE) -C $(BUILDDIR)/latex all-pdf
+	@echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex."
+
+.PHONY: latexpdfja
+latexpdfja:
+	$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex
+	@echo "Running LaTeX files through platex and dvipdfmx..."
+	$(MAKE) -C $(BUILDDIR)/latex all-pdf-ja
+	@echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex."
+
+.PHONY: text
+text:
+	$(SPHINXBUILD) -b text $(ALLSPHINXOPTS) $(BUILDDIR)/text
+	@echo
+	@echo "Build finished. The text files are in $(BUILDDIR)/text."
+
+.PHONY: man
+man:
+	$(SPHINXBUILD) -b man $(ALLSPHINXOPTS) $(BUILDDIR)/man
+	@echo
+	@echo "Build finished. The manual pages are in $(BUILDDIR)/man."
+
+.PHONY: texinfo
+texinfo:
+	$(SPHINXBUILD) -b texinfo $(ALLSPHINXOPTS) $(BUILDDIR)/texinfo
+	@echo
+	@echo "Build finished. The Texinfo files are in $(BUILDDIR)/texinfo."
+	@echo "Run \`make' in that directory to run these through makeinfo" \
+	      "(use \`make info' here to do that automatically)."
+
+.PHONY: info
+info:
+	$(SPHINXBUILD) -b texinfo $(ALLSPHINXOPTS) $(BUILDDIR)/texinfo
+	@echo "Running Texinfo files through makeinfo..."
+	make -C $(BUILDDIR)/texinfo info
+	@echo "makeinfo finished; the Info files are in $(BUILDDIR)/texinfo."
+
+.PHONY: gettext
+gettext:
+	$(SPHINXBUILD) -b gettext $(I18NSPHINXOPTS) $(BUILDDIR)/locale
+	@echo
+	@echo "Build finished. The message catalogs are in $(BUILDDIR)/locale."
+
+.PHONY: changes
+changes:
+	$(SPHINXBUILD) -b changes $(ALLSPHINXOPTS) $(BUILDDIR)/changes
+	@echo
+	@echo "The overview file is in $(BUILDDIR)/changes."
+
+.PHONY: linkcheck
+linkcheck:
+	$(SPHINXBUILD) -b linkcheck $(ALLSPHINXOPTS) $(BUILDDIR)/linkcheck
+	@echo
+	@echo "Link check complete; look for any errors in the above output " \
+	      "or in $(BUILDDIR)/linkcheck/output.txt."
+
+.PHONY: doctest
+doctest:
+	$(SPHINXBUILD) -b doctest $(ALLSPHINXOPTS) $(BUILDDIR)/doctest
+	@echo "Testing of doctests in the sources finished, look at the " \
+	      "results in $(BUILDDIR)/doctest/output.txt."
+
+.PHONY: coverage
+coverage:
+	$(SPHINXBUILD) -b coverage $(ALLSPHINXOPTS) $(BUILDDIR)/coverage
+	@echo "Testing of coverage in the sources finished, look at the " \
+	      "results in $(BUILDDIR)/coverage/python.txt."
+
+.PHONY: xml
+xml:
+	$(SPHINXBUILD) -b xml $(ALLSPHINXOPTS) $(BUILDDIR)/xml
+	@echo
+	@echo "Build finished. The XML files are in $(BUILDDIR)/xml."
+
+.PHONY: pseudoxml
+pseudoxml:
+	$(SPHINXBUILD) -b pseudoxml $(ALLSPHINXOPTS) $(BUILDDIR)/pseudoxml
+	@echo
+	@echo "Build finished. The pseudo-XML files are in $(BUILDDIR)/pseudoxml."
+
+.PHONY: dummy
+dummy:
+	$(SPHINXBUILD) -b dummy $(ALLSPHINXOPTS) $(BUILDDIR)/dummy
+	@echo
+	@echo "Build finished. Dummy builder generates no files."
diff --git a/doc/build/.buildinfo b/doc/build/.buildinfo
new file mode 100644
index 0000000..9d7bb7a
--- /dev/null
+++ b/doc/build/.buildinfo
@@ -0,0 +1,4 @@
+# Sphinx build info version 1
+# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: 56c11847db12f185f46d1ce76393616e
+tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/doc/build/.doctrees/documentation.doctree b/doc/build/.doctrees/documentation.doctree
new file mode 100644
index 0000000..cea3e4e
Binary files /dev/null and b/doc/build/.doctrees/documentation.doctree differ
diff --git a/doc/build/.doctrees/environment.pickle b/doc/build/.doctrees/environment.pickle
new file mode 100644
index 0000000..138628d
Binary files /dev/null and b/doc/build/.doctrees/environment.pickle differ
diff --git a/doc/build/_modules/index.html b/doc/build/_modules/index.html
new file mode 100644
index 0000000..aa09c98
--- /dev/null
+++ b/doc/build/_modules/index.html
@@ -0,0 +1,86 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
+  "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
+
+
+<html xmlns="http://www.w3.org/1999/xhtml">
+  <head>
+    <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+    
+    <title>Overview: module code — Umap 0.1.0 documentation</title>
+    
+    <link rel="stylesheet" href="../_static/alabaster.css" type="text/css" />
+    <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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+        URL_ROOT:    '../',
+        VERSION:     '0.1.0',
+        COLLAPSE_INDEX: false,
+        FILE_SUFFIX: '.html',
+        HAS_SOURCE:  true
+      };
+    </script>
+    <script type="text/javascript" src="../_static/jquery.js"></script>
+    <script type="text/javascript" src="../_static/underscore.js"></script>
+    <script type="text/javascript" src="../_static/doctools.js"></script>
+    <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
+    <link rel="top" title="Umap 0.1.0 documentation" href="../documentation.html" />
+   
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+  <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9" />
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+
+    <div class="document">
+      <div class="documentwrapper">
+        <div class="bodywrapper">
+          <div class="body" role="main">
+            
+  <h1>All modules for which code is available</h1>
+<ul><li><a href="umap/combine_umaps.html">umap.combine_umaps</a></li>
+<li><a href="umap/get_kmers.html">umap.get_kmers</a></li>
+<li><a href="umap/run_bowtie.html">umap.run_bowtie</a></li>
+<li><a href="umap/uint8_to_bed.html">umap.uint8_to_bed</a></li>
+<li><a href="umap/unify_bowtie.html">umap.unify_bowtie</a></li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
+        <div class="sphinxsidebarwrapper"><div class="relations">
+<h3>Related Topics</h3>
+<ul>
+  <li><a href="../documentation.html">Documentation overview</a><ul>
+  </ul></li>
+</ul>
+</div>
+<div id="searchbox" style="display: none" role="search">
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diff --git a/doc/build/_modules/umap/combine_umaps.html b/doc/build/_modules/umap/combine_umaps.html
new file mode 100644
index 0000000..798502a
--- /dev/null
+++ b/doc/build/_modules/umap/combine_umaps.html
@@ -0,0 +1,265 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
+  "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+    <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+    
+    <title>umap.combine_umaps — Umap 0.1.0 documentation</title>
+    
+    <link rel="stylesheet" href="../../_static/alabaster.css" type="text/css" />
+    <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
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+    <link rel="up" title="Module code" href="../index.html" />
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+  <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9" />
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+      <div class="documentwrapper">
+        <div class="bodywrapper">
+          <div class="body" role="main">
+            
+  <h1>Source code for umap.combine_umaps</h1><div class="highlight"><pre>
+<span class="kn">from</span> <span class="nn">argparse</span> <span class="kn">import</span> <span class="n">ArgumentParser</span>
+<span class="kn">import</span> <span class="nn">gzip</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">os</span>
+
+
+<span class="k">def</span> <span class="nf">get_args</span><span class="p">():</span>
+    <span class="n">parser</span> <span class="o">=</span> <span class="n">ArgumentParser</span><span class="p">(</span>
+        <span class="n">description</span><span class="o">=</span><span class="s2">"Combines mappability uint8 vectors of "</span>
+        <span class="s2">"several kmers into 1 uint8 vector per chromosome. "</span>
+        <span class="s2">"It requires a directory with subfolders names as "</span>
+        <span class="s2">"k<read length>. This script requires a number to infer "</span>
+        <span class="s2">"chromosome. If not specifying -job_id, it will "</span>
+        <span class="s2">"identify the chromosome using -var_id environmental "</span>
+        <span class="s2">"varibale which by default is SGE_TASK_ID."</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"kmer_dir"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"Directory with subfolders "</span>
+        <span class="s2">"named as k<read length>)"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"chrsize_path"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"Path to 2 column tsv file with first column "</span>
+        <span class="s2">"as chromosome and second column as its size. Will "</span>
+        <span class="s2">"be used to identify order of the chromosomes."</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"-out_dir"</span><span class="p">,</span>
+        <span class="n">default</span><span class="o">=</span><span class="s2">"infer"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"If not specified, a subfolder "</span>
+        <span class="s2">"will be created in kmer_dir names as "</span>
+        <span class="s2">"globalmap_k<smallestkmer>tok<largestkmer>"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"-job_id"</span><span class="p">,</span>
+        <span class="n">default</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
+        <span class="nb">type</span><span class="o">=</span><span class="nb">int</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"1-based index for finding chromosome from -chrsize_path. "</span>
+        <span class="s2">"If not specified, it will user -var_id to "</span>
+        <span class="s2">"infer the chromosome for combining mappabilitiy of "</span>
+        <span class="s2">"different kmers."</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"-var_id"</span><span class="p">,</span>
+        <span class="n">default</span><span class="o">=</span><span class="s2">"SGE_TASK_ID"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"If -job_id is not specified, job_id will be inferred "</span>
+        <span class="s2">"from environmental variable -var_id."</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"-kmer_dir_2"</span><span class="p">,</span>
+        <span class="n">default</span><span class="o">=</span><span class="s2">"NA"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"Specify to merge kmers of two different directories "</span>
+        <span class="s2">"by logical operation AND."</span><span class="p">)</span>
+    <span class="n">args</span> <span class="o">=</span> <span class="n">parser</span><span class="o">.</span><span class="n">parse_args</span><span class="p">()</span>
+    <span class="n">job_id</span> <span class="o">=</span> <span class="n">args</span><span class="o">.</span><span class="n">job_id</span>
+    <span class="n">out_dir</span> <span class="o">=</span> <span class="n">args</span><span class="o">.</span><span class="n">out_dir</span>
+    <span class="n">kmers</span> <span class="o">=</span> <span class="p">[</span><span class="n">each_kmer</span> <span class="k">for</span> <span class="n">each_kmer</span> <span class="ow">in</span> <span class="nb">next</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">walk</span><span class="p">(</span><span class="n">args</span><span class="o">.</span><span class="n">kmer_dir</span><span class="p">))[</span><span class="mi">1</span><span [...]
+             <span class="k">if</span> <span class="s2">"k"</span> <span class="o">==</span> <span class="n">each_kmer</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span>
+    <span class="k">if</span> <span class="n">args</span><span class="o">.</span><span class="n">job_id</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="n">job_id</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="n">args</span><span class="o">.</span><span class="n">var_id</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">job_id</span> <span class="o">=</span> <span class="n">job_id</span> <span class="o">-</span> <span class="mi">1</span>
+    <span class="k">if</span> <span class="n">args</span><span class="o">.</span><span class="n">out_dir</span> <span class="o">==</span> <span class="s2">"infer"</span><span class="p">:</span>
+        <span class="n">kmer_ints</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">each_kmer</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">"k"</span><span class="p">,</span> <span class="s2">""</span><span class="p">))</span> <span class="k">for</span> <span class="n">each_kmer</span> <span class="ow">in</span> <span class="n">kmers</span><s [...]
+        <span class="n">out_dir</span> <span class="o">=</span> <span class="s2">"{}/globalmap_k{}tok{}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="n">args</span><span class="o">.</span><span class="n">kmer_dir</span><span class="p">,</span> <span class="nb">min</span><span class="p">(</span><span class="n">kmer_ints</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">kmer_ints</span><span class="p">))</span>
+    <span class="k">try</span><span class="p">:</span>
+        <span class="n">out_list</span> <span class="o">=</span> <span class="p">[</span><span class="n">args</span><span class="o">.</span><span class="n">kmer_dir</span><span class="p">,</span> <span class="n">args</span><span class="o">.</span><span class="n">chrsize_path</span><span class="p">,</span>
+                    <span class="n">out_dir</span><span class="p">,</span> <span class="n">job_id</span><span class="p">,</span> <span class="n">args</span><span class="o">.</span><span class="n">kmer_dir_2</span><span class="p">]</span>
+    <span class="k">except</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+            <span class="s2">"chrsize_path or job_id were invalid."</span><span class="p">)</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">out_dir</span><span class="p">):</span>
+        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">out_dir</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">out_list</span>
+
+
+<div class="viewcode-block" id="CombineUmaps"><a class="viewcode-back" href="../../documentation.html#umap.CombineUmaps">[docs]</a><span class="k">class</span> <span class="nc">CombineUmaps</span><span class="p">:</span>
+    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">kmer_dir</span><span class="p">,</span> <span class="n">chrsize_path</span><span class="p">,</span>
+                 <span class="n">out_dir</span><span class="p">,</span> <span class="n">job_id</span><span class="p">,</span> <span class="n">kmer_dir_2</span><span class="p">):</span>
+        <span class="sd">"""Combine <chr>.<kmer>.uint8.unique.gz files</span>
+
+<span class="sd">        The kmer_dir has subfolders named as k<integer> with</span>
+<span class="sd">        <chr>.<kmer>.uint8.unique.gz files inside. This script</span>
+<span class="sd">        will use the job_id to use a particular chromosome and</span>
+<span class="sd">        merge the uint8.gz files across all of the different</span>
+<span class="sd">        kmers into one uint8.gz. Note: All methods would</span>
+<span class="sd">        run consequently when creating the class instance.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            kmer_dir: Directory with k<integer> subfolders</span>
+<span class="sd">            chrsize_path: 2-column tsv file of <chrom>\t<size>\n...</span>
+<span class="sd">            out_dir: Output files will be saved to this folder</span>
+<span class="sd">            job_id: 0-based index to find chromosome from chrsize_path</span>
+<span class="sd">            kmer_dir_2: If using Bismap and want to merge C2T and G2A data</span>
+
+<span class="sd">        Returns</span>
+<span class="sd">            Saves the output to outdir/<chrom>.uint8.unique.gz files</span>
+<span class="sd">        """</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">kmer_dir</span> <span class="o">=</span> <span class="n">kmer_dir</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">kmer_dir_2</span> <span class="o">=</span> <span class="n">kmer_dir_2</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">chrsize_path</span> <span class="o">=</span> <span class="n">chrsize_path</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">out_dir</span> <span class="o">=</span> <span class="n">out_dir</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">job_id</span> <span class="o">=</span> <span class="n">job_id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">chrom</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">size</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_chrom_size</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">kmers</span> <span class="o">=</span> <span class="p">[</span><span class="n">each_kmer</span> <span class="k">for</span> <span class="n">each_kmer</span> <span class="ow">in</span>
+                      <span class="nb">next</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">walk</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">kmer_dir</span><span class="p">))[</span><span class="mi">1</span><span class="p">]</span>
+                      <span class="k">if</span> <span class="s2">"k"</span> <span class="o">==</span> <span class="n">each_kmer</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span>
+        <span class="n">combined_ar</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">combine_uints</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">write_ar</span><span class="p">(</span><span class="n">combined_ar</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">get_chrom_size</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">"""Finds chrom and size from self.chrsize_path"""</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">chrsize_path</span><span class="p">,</span> <span class="s2">"r"</span><span class="p">)</span> <span class="k">as</span> <span class="n">chrsize_link</span><span class="p">:</span>
+            <span class="n">ind_chr</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">chrsize_line</span> <span class="ow">in</span> <span class="n">chrsize_link</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">ind_chr</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">job_id</span><span class="p">:</span>
+                    <span class="n">chromosome</span> <span class="o">=</span> <span class="n">chrsize_line</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">"</span><span class="se">\t</span><span class="s2">"</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
+                    <span class="n">size</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">chrsize_line</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">"</span><span class="se">\t</span><span class="s2">"</span><span class="p">)[</span><span class="mi">1</span><span class="p">])</span>
+                <span class="n">ind_chr</span> <span class="o">=</span> <span class="n">ind_chr</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="k">return</span> <span class="n">chromosome</span><span class="p">,</span> <span class="n">size</span>
+
+    <span class="k">def</span> <span class="nf">combine_uints</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">"""Merged different kmer arrays of one chromosome</span>
+<span class="sd">        """</span>
+        <span class="n">MergeKmers</span> <span class="o">=</span> <span class="bp">False</span>
+        <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">kmer_dir_2</span><span class="p">):</span>
+            <span class="k">print</span><span class="p">(</span>
+                <span class="s2">"Limit mappability to regions {} {} and {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="s2">"that are unique in both"</span><span class="p">,</span>
+                    <span class="n">kmer_dir</span><span class="p">,</span> <span class="n">kmer_dir_2</span><span class="p">))</span>
+            <span class="n">MergeKmers</span> <span class="o">=</span> <span class="bp">True</span>
+        <span class="n">combined_ar</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">size</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">uint8</span><span class="p">)</span>
+        <span class="n">kmer_nums</span> <span class="o">=</span> <span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">kmer</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">"k"</span><span class="p">,</span> <span class="s2">""</span><span class="p">))</span> <span class="k">for</span> <span class="n">kmer</span> <span class="ow">in</span> <span class="bp">self</span><span class= [...]
+        <span class="n">kmer_nums</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">kmer_num</span> <span class="ow">in</span> <span class="n">kmer_nums</span><span class="p">:</span>
+            <span class="n">kmer</span> <span class="o">=</span> <span class="s2">"k{}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">kmer_num</span><span class="p">)</span>
+            <span class="n">full_kmer_path</span> <span class="o">=</span> <span class="s2">"{}/{}/{}.{}.uint8.unique.gz"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">kmer_dir</span><span class="p">,</span> <span class="n">kmer</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">chrom</span><span class="p">,</span> <span class="n">kmer</span><span class="p">)</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">full_kmer_path</span><span class="p">):</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">"{} does not exist"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">full_kmer_path</span><span class="p">))</span>
+            <span class="n">kmer_link</span> <span class="o">=</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">full_kmer_path</span><span class="p">,</span> <span class="s2">"rb"</span><span class="p">)</span>
+            <span class="n">kmer_ar</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">frombuffer</span><span class="p">(</span><span class="n">kmer_link</span><span class="o">.</span><span class="n">read</span><span class="p">(),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">uint8</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">kmer_ar</span><span class="p">)</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">size</span><span class="p">:</span>
+                <span class="n">kmer_ar</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">kmer_ar</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">kmer_num</span><span class="p">))</span>
+            <span class="n">kmer_link</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+            <span class="n">index_comb_0</span> <span class="o">=</span> <span class="n">combined_ar</span> <span class="o">==</span> <span class="mi">0</span>
+            <span class="n">index_kmer</span> <span class="o">=</span> <span class="n">kmer_ar</span> <span class="o">!=</span> <span class="mi">0</span>
+            <span class="n">index_adkmer</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">logical_and</span><span class="p">(</span><span class="n">index_comb_0</span><span class="p">,</span> <span class="n">index_kmer</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">MergeKmers</span><span class="p">:</span>
+                <span class="n">full_kmer_path_2</span> <span class="o">=</span> <span class="s2">"{}/{}/{}.{}.uint8.unique.gz"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">kmer_dir_2</span><span class="p">,</span> <span class="n">kmer</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">chrom</span><span class="p">,</span> <span class="n">kmer</span><span class="p">)</span>
+                <span class="n">kmer_link_2</span> <span class="o">=</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">full_kmer_path_2</span><span class="p">,</span> <span class="s2">"rb"</span><span class="p">)</span>
+                <span class="n">kmer_ar_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">frombuffer</span><span class="p">(</span><span class="n">kmer_link_2</span><span class="o">.</span><span class="n">read</span><span class="p">(),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">uint8</span><span class="p">)</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">kmer_ar_2</span><span class="p">)</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">size</span><span class="p">:</span>
+                    <span class="n">kmer_ar_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">kmer_ar_2</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">kmer_num</span><span class="p">))</span>
+                <span class="n">kmer_link_2</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+                <span class="n">index_kmer_2</span> <span class="o">=</span> <span class="n">kmer_ar_2</span> <span class="o">!=</span> <span class="mi">0</span>
+                <span class="n">index_adkmer_2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">logical_and</span><span class="p">(</span><span class="n">index_comb_0</span><span class="p">,</span> <span class="n">index_kmer_2</span><span class="p">)</span>
+                <span class="n">index_adkmer</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">logical_and</span><span class="p">(</span><span class="n">index_adkmer</span><span class="p">,</span> <span class="n">index_adkmer_2</span><span class="p">)</span>
+            <span class="n">combined_ar</span><span class="p">[</span><span class="n">index_adkmer</span><span class="p">]</span> <span class="o">=</span> <span class="n">kmer_num</span>
+            <span class="k">print</span><span class="p">(</span>
+                <span class="s2">"Added information of {} for {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="n">kmer</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">chrom</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">combined_ar</span>
+
+    <span class="k">def</span> <span class="nf">write_ar</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">combined_ar</span><span class="p">):</span>
+        <span class="sd">"""Writes merged array to unsigned 8bit integer file.</span>
+
+<span class="sd">        Used self.out_dir and self.chrom.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            combined_ar: Can be any numpy array</span>
+<span class="sd">        """</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">out_dir</span><span class="p">):</span>
+            <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">out_dir</span><span class="p">)</span>
+        <span class="n">out_path</span> <span class="o">=</span> <span class="s2">"{}/{}.uint8.unique.gz"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">out_dir</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">chrom</span><span class="p">)</span>
+        <span class="n">out_link</span> <span class="o">=</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">out_path</span><span class="p">,</span> <span class="s2">"wb"</span><span class="p">)</span>
+        <span class="n">out_link</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">combined_ar</span><span class="o">.</span><span class="n">tobytes</span><span class="p">())</span>
+        <span class="n">out_link</span><span class="o">.</span><span class="n">close</span><span class="p">()</span></div>
+
+
+<span class="k">if</span> <span class="n">__name__</span> <span class="o">==</span> <span class="s2">"__main__"</span><span class="p">:</span>
+    <span class="n">kmer_dir</span><span class="p">,</span> <span class="n">chrsize_path</span><span class="p">,</span> <span class="n">out_dir</span><span class="p">,</span> <span class="n">job_id</span><span class="p">,</span> <span class="n">kmer_dir_2</span> <span class="o">=</span> <span class="n">get_args</span><span class="p">()</span>
+    <span class="n">CombineUmaps</span><span class="p">(</span><span class="n">kmer_dir</span><span class="p">,</span> <span class="n">chrsize_path</span><span class="p">,</span> <span class="n">out_dir</span><span class="p">,</span> <span class="n">job_id</span><span class="p">,</span> <span class="n">kmer_dir_2</span><span class="p">)</span>
+</pre></div>
+
+          </div>
+        </div>
+      </div>
+      <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
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diff --git a/doc/build/_modules/umap/get_kmers.html b/doc/build/_modules/umap/get_kmers.html
new file mode 100644
index 0000000..842b25b
--- /dev/null
+++ b/doc/build/_modules/umap/get_kmers.html
@@ -0,0 +1,366 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
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+    <title>umap.get_kmers — Umap 0.1.0 documentation</title>
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+        <div class="bodywrapper">
+          <div class="body" role="main">
+            
+  <h1>Source code for umap.get_kmers</h1><div class="highlight"><pre>
+<span class="kn">from</span> <span class="nn">argparse</span> <span class="kn">import</span> <span class="n">ArgumentParser</span>
+<span class="kn">import</span> <span class="nn">gzip</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
+
+
+<span class="k">def</span> <span class="nf">get_args</span><span class="p">():</span>
+    <span class="n">parser</span> <span class="o">=</span> <span class="n">ArgumentParser</span><span class="p">(</span>
+        <span class="n">description</span><span class="o">=</span><span class="s2">"Creates list of unique Kmers "</span>
+        <span class="s2">"for each 1Mb of the genome. Relies on an environmental "</span>
+        <span class="s2">"variable such as SGE_TASK_ID to identify the correct "</span>
+        <span class="s2">"megabase of the genome for this purpose. "</span>
+        <span class="s2">"If not using job arrays, specify -job_id manually."</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"chrsize_path"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"Path to 2 column tsv file where first column is "</span>
+        <span class="s2">"chromosome name and second column is chromosome size"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"out_dir"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"Path to the directory for creating "</span>
+        <span class="s2">"<chromosome>.<Megabase>.<kmer>.kmer.gz files"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"kmer"</span><span class="p">,</span>
+        <span class="n">default</span><span class="o">=</span><span class="s2">"infer"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"The software would infer it based on the "</span>
+        <span class="s2">"name of the 'out_dir'. If it is set and "</span>
+        <span class="s2">"contradicts the 'out_dir', a subfolder "</span>
+        <span class="s2">"under out_dir will be created named 'kmer' and "</span>
+        <span class="s2">"out_dir will be changed to that."</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"chr_dir"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"Path to directory with <chromosome>.fasta files."</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"-job_id"</span><span class="p">,</span>
+        <span class="n">default</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
+        <span class="nb">type</span><span class="o">=</span><span class="nb">int</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"If not submitted in job array, would require this "</span>
+        <span class="s2">"parameter to be set. (1-based index)"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"-var_id"</span><span class="p">,</span>
+        <span class="n">default</span><span class="o">=</span><span class="s2">"SGE_TASK_ID"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"The variable name that the script would use "</span>
+        <span class="s2">"for identifying the job id. By default: SGE_TASK_ID."</span><span class="p">)</span>
+    <span class="n">args</span> <span class="o">=</span> <span class="n">parser</span><span class="o">.</span><span class="n">parse_args</span><span class="p">()</span>
+    <span class="n">out_dir</span> <span class="o">=</span> <span class="n">args</span><span class="o">.</span><span class="n">out_dir</span>
+    <span class="n">inferred_kmer</span> <span class="o">=</span> <span class="n">args</span><span class="o">.</span><span class="n">out_dir</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">"/"</span><span class="p">)[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+    <span class="n">kmer</span> <span class="o">=</span> <span class="n">args</span><span class="o">.</span><span class="n">kmer</span>
+    <span class="n">job_id</span> <span class="o">=</span> <span class="n">args</span><span class="o">.</span><span class="n">job_id</span>
+    <span class="k">if</span> <span class="n">args</span><span class="o">.</span><span class="n">kmer</span> <span class="o">==</span> <span class="s2">"infer"</span><span class="p">:</span>
+        <span class="n">kmer</span> <span class="o">=</span> <span class="n">inferred_kmer</span>
+    <span class="k">elif</span> <span class="n">args</span><span class="o">.</span><span class="n">kmer</span> <span class="o">!=</span> <span class="n">inferred_kmer</span><span class="p">:</span>
+        <span class="n">kmer</span> <span class="o">=</span> <span class="n">args</span><span class="o">.</span><span class="n">kmer</span>
+        <span class="n">out_dir</span> <span class="o">=</span> <span class="s2">"{}/{}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">out_dir</span><span class="p">,</span> <span class="n">kmer</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">job_id</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="n">job_id</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="n">args</span><span class="o">.</span><span class="n">var_id</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span>
+    <span class="n">out_list</span> <span class="o">=</span> <span class="p">[</span><span class="n">args</span><span class="o">.</span><span class="n">chrsize_path</span><span class="p">,</span> <span class="n">out_dir</span><span class="p">,</span>
+                <span class="n">kmer</span><span class="p">,</span> <span class="n">job_id</span><span class="p">,</span> <span class="n">args</span><span class="o">.</span><span class="n">chr_dir</span><span class="p">]</span>
+    <span class="k">return</span> <span class="n">out_list</span>
+
+
+<div class="viewcode-block" id="GetKmers"><a class="viewcode-back" href="../../documentation.html#umap.GetKmers">[docs]</a><span class="k">class</span> <span class="nc">GetKmers</span><span class="p">:</span>
+    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">out_dir</span><span class="p">,</span> <span class="n">kmer</span><span class="p">,</span> <span class="n">job_id</span><span class="p">,</span>
+                 <span class="n">chr_dir</span><span class="p">,</span> <span class="n">chrsize_path</span><span class="p">):</span>
+        <span class="sd">"""Creates all the possible k-mers for part of the genome.</span>
+
+<span class="sd">        Used a referece file to find the appropriate chromosome,</span>
+<span class="sd">        start and end position. Passes through the fasta file</span>
+<span class="sd">        of the chromosome and generates all of the possible k-mers.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">        :param out_dir: Directory for saving <chrom>.<jobid>.kmer.gz files</span>
+<span class="sd">        :param str kmer: k-mer string such as 'k24'</span>
+<span class="sd">        :param int job_id: Reference ID used for finding chrom, start and end</span>
+<span class="sd">        :param chr_dir: Path to directory with chromosome fasta files</span>
+<span class="sd">        :param chrsize_path: Path to 2 column file of chrom\tsize\n</span>
+
+<span class="sd">        :returns: An object with methods such as get_step_fasta(),</span>
+<span class="sd">            get_seq_ar(), write_kmers() and write_regions().</span>
+
+<span class="sd">        :raises ValueError: if expected chromosome path does not exist</span>
+<span class="sd">        """</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">out_dir</span> <span class="o">=</span> <span class="n">out_dir</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">kmer</span> <span class="o">=</span> <span class="n">kmer</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">job_id</span> <span class="o">=</span> <span class="n">job_id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">chrsize_path</span> <span class="o">=</span> <span class="n">chrsize_path</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">chr_dir</span> <span class="o">=</span> <span class="n">chr_dir</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">chrom</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">end</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_region</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">chr_path</span> <span class="o">=</span> <span class="s2">"{}/{}.fasta"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">chr_dir</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">chrom</span><span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">chr_path</span><span class="p">):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">chr_path</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">chr_path</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">".fasta"</span><span class="p">,</span> <span class="s2">".fa"</span><span class="p">)</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">chr_path</span><span class="p">):</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">"{} does not exist"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">chr_path</span><span class="p">))</span>
+
+    <span class="k">def</span> <span class="nf">get_region</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">"""Find chromosomal chunk</span>
+
+<span class="sd">        Using job_id and chrsize_path, finds chromosome,</span>
+<span class="sd">        start and end. Looks if chrsize_index.tsv exists.</span>
+<span class="sd">        If it doesn't, it will create chrsize_index.tsv.</span>
+<span class="sd">        Otherwise will use it for finding that information.</span>
+
+<span class="sd">        :returns: chrom, start, end</span>
+
+<span class="sd">        :raises ValueError: If job_id is out of expected range</span>
+<span class="sd">        """</span>
+        <span class="n">chrsize_path</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">chrsize_path</span>
+        <span class="n">job_id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">job_id</span>
+        <span class="n">CHUNK_SIZE</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="mf">1e6</span><span class="p">)</span>
+        <span class="n">ind_path</span> <span class="o">=</span> <span class="s2">"{}/chrsize_index.tsv"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="s2">"/"</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">chrsize_path</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">"/"</span><span class="p">)[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]))</span>
+        <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">ind_path</span><span class="p">):</span>
+            <span class="n">ind_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">ind_path</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">"</span><span class="se">\t</span><span class="s2">"</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+            <span class="n">dict_inds</span> <span class="o">=</span> <span class="n">ind_df</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">ind_link</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">ind_path</span><span class="p">,</span> <span class="s2">"w"</span><span class="p">)</span>
+            <span class="n">ind_link</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">"Index</span><span class="se">\t</span><span class="s2">Chromosome</span><span class="se">\t</span><span class="s2">Start</span><span class="se">\t</span><span class="s2">End</span><span class="se">\n</span><span class="s2">"</span><span class="p">)</span>
+            <span class="n">start</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="n">ind</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="c1"># Identifying chromosome, start, end for job_id</span>
+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">chrsize_path</span><span class="p">,</span> <span class="s2">"r"</span><span class="p">)</span> <span class="k">as</span> <span class="n">chrsize_link</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">chrsize_line</span> <span class="ow">in</span> <span class="n">chrsize_link</span><span class="p">:</span>
+                    <span class="n">chrom</span><span class="p">,</span> <span class="n">len_chr</span> <span class="o">=</span> <span class="n">chrsize_line</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">"</span><span class="se">\t</span><span class="s2">"</span><span class="p">)</span>
+                    <span class="n">end</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">len_chr</span><span class="p">)</span> <span class="o">+</span> <span class="n">start</span>
+                    <span class="k">for</span> <span class="n">pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">start</span><span class="p">,</span> <span class="n">end</span><span class="p">,</span> <span class="n">CHUNK_SIZE</span><span class="p">):</span>
+                        <span class="k">if</span> <span class="n">pos</span> <span class="o"><</span> <span class="n">end</span><span class="p">:</span>
+                            <span class="k">if</span> <span class="n">pos</span> <span class="o">+</span> <span class="n">CHUNK_SIZE</span> <span class="o">-</span> <span class="mi">1</span> <span class="o">></span> <span class="n">end</span><span class="p">:</span>
+                                <span class="n">pos_end</span> <span class="o">=</span> <span class="n">end</span>
+                            <span class="k">else</span><span class="p">:</span>
+                                <span class="n">pos_end</span> <span class="o">=</span> <span class="n">pos</span> <span class="o">+</span> <span class="n">CHUNK_SIZE</span> <span class="o">-</span> <span class="mi">1</span>
+                            <span class="n">ind_link</span><span class="o">.</span><span class="n">write</span><span class="p">(</span>
+                                <span class="s2">"</span><span class="se">\t</span><span class="s2">"</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="nb">str</span><span class="p">(</span><span class="n">ind</span><span class="p">),</span> <span class="n">chrom</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">pos</span><span class="p">),</span>
+                                           <span class="nb">str</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">pos_end</span><span class="p">))])</span> <span class="o">+</span>
+                                <span class="s2">"</span><span class="se">\n</span><span class="s2">"</span><span class="p">)</span>
+                            <span class="n">ind</span> <span class="o">=</span> <span class="n">ind</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="n">ind_link</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+            <span class="n">ind_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">ind_path</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">"</span><span class="se">\t</span><span class="s2">"</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+            <span class="n">dict_inds</span> <span class="o">=</span> <span class="n">ind_df</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">chrom</span><span class="p">,</span> <span class="n">start</span><span class="p">,</span> <span class="n">end</span> <span class="o">=</span> <span class="p">[</span>
+                <span class="n">dict_inds</span><span class="p">[</span><span class="n">qry</span><span class="p">][</span><span class="n">job_id</span><span class="p">]</span> <span class="k">for</span>
+                <span class="n">qry</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">"Chromosome"</span><span class="p">,</span> <span class="s2">"Start"</span><span class="p">,</span> <span class="s2">"End"</span><span class="p">]]</span>
+        <span class="k">except</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s2">"{} Job id is larger than available indices"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="n">job_id</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">chrom</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="n">start</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">end</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">get_step_fasta</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">"""Finds number of nucleotides at each line of FASTA</span>
+
+
+<span class="sd">        :raises ValueError: If top 10 FASTA lines have</span>
+<span class="sd">            sequences of varying length</span>
+<span class="sd">        """</span>
+        <span class="n">chr_path</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">chr_path</span>
+        <span class="n">line_nums</span> <span class="o">=</span> <span class="mi">10</span>
+        <span class="n">len_lines</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">chr_path</span><span class="p">,</span> <span class="s2">"r"</span><span class="p">)</span> <span class="k">as</span> <span class="n">chr_link</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">line_num</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">line_nums</span><span class="p">):</span>
+                <span class="n">chr_line</span> <span class="o">=</span> <span class="n">chr_link</span><span class="o">.</span><span class="n">readline</span><span class="p">()</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span>
+                <span class="k">if</span> <span class="s2">">"</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">chr_line</span><span class="p">:</span>
+                    <span class="n">len_line</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">chr_line</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">len_line</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">len_lines</span><span class="p">:</span>
+                        <span class="k">if</span> <span class="n">chr_line</span> <span class="o">!=</span> <span class="s2">""</span><span class="p">:</span>
+                            <span class="n">len_lines</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">len_line</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">len_lines</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="k">return</span><span class="p">(</span><span class="n">len_lines</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s2">"Top 10 FASTA lines have sequences of varying length"</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">get_seq_ar</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fasta_fix</span><span class="p">):</span>
+        <span class="sd">"""Gets sequence as numpy array</span>
+
+<span class="sd">        get_seq_ar creates a numpy array matching sequence</span>
+<span class="sd">        of the region specified by chromosome, start and</span>
+<span class="sd">        end. However it starts the sequence with kmer - 1</span>
+<span class="sd">        less than the specified start to account for the</span>
+<span class="sd">        missing kmers from the previous chunk of chromosome.</span>
+<span class="sd">        Each element is one line of a fasta file that may be</span>
+<span class="sd">        cut to match the exact start/end positions.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">        :param int fasta_fix: Number of nucleotides per fasta line.</span>
+
+<span class="sd">        :returns: Numpy array with each member being one line of FASTA</span>
+<span class="sd">        """</span>
+        <span class="n">start</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">start</span>
+        <span class="n">end</span><span class="p">,</span> <span class="n">chr_path</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">end</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">chr_path</span>
+        <span class="n">kmer</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">kmer</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">"k"</span><span class="p">,</span> <span class="s2">""</span><span class="p">))</span>
+        <span class="n">start</span> <span class="o">=</span> <span class="n">start</span> <span class="o">-</span> <span class="n">kmer</span>
+        <span class="k">if</span> <span class="n">start</span> <span class="o"><</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">start</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">st_line</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">floor</span><span class="p">(</span><span class="n">start</span> <span class="o">/</span> <span class="n">fasta_fix</span><span class="p">))</span>
+        <span class="n">st_line_pos</span> <span class="o">=</span> <span class="n">start</span> <span class="o">%</span> <span class="n">fasta_fix</span>
+        <span class="n">end_line</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">floor</span><span class="p">(</span><span class="n">end</span> <span class="o">/</span> <span class="n">fasta_fix</span><span class="p">))</span>
+        <span class="n">end_line_pos</span> <span class="o">=</span> <span class="p">(</span><span class="n">end</span> <span class="o">%</span> <span class="n">fasta_fix</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="n">seq_ar</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">end_line</span> <span class="o">-</span> <span class="n">st_line</span> <span class="o">+</span> <span class="mi">1</span><span class="p">),</span>
+                          <span class="n">dtype</span><span class="o">=</span><span class="s2">"|S{}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">fasta_fix</span> <span class="o">+</span> <span class="mi">1</span><span class="p">))</span>
+        <span class="n">ind_seq</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="n">STORE_LINE</span> <span class="o">=</span> <span class="bp">False</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">chr_path</span><span class="p">,</span> <span class="s2">"r"</span><span class="p">)</span> <span class="k">as</span> <span class="n">chr_link</span><span class="p">:</span>
+            <span class="n">line_ind</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">each_line</span> <span class="ow">in</span> <span class="n">chr_link</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">line_ind</span> <span class="o">==</span> <span class="n">st_line</span><span class="p">:</span>
+                    <span class="n">STORE_LINE</span> <span class="o">=</span> <span class="bp">True</span>
+                    <span class="n">each_line</span> <span class="o">=</span> <span class="n">each_line</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()[</span><span class="n">st_line_pos</span><span class="p">:]</span>
+                <span class="k">if</span> <span class="n">STORE_LINE</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">line_ind</span> <span class="o">==</span> <span class="n">end_line</span><span class="p">:</span>
+                        <span class="n">STORE_LINE</span> <span class="o">=</span> <span class="bp">False</span>
+                        <span class="n">each_line</span> <span class="o">=</span> <span class="n">each_line</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()[:</span><span class="n">end_line_pos</span><span class="p">]</span>
+                    <span class="n">seq_ar</span><span class="p">[</span><span class="n">ind_seq</span><span class="p">]</span> <span class="o">=</span> <span class="n">each_line</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span>
+                    <span class="n">ind_seq</span> <span class="o">=</span> <span class="n">ind_seq</span> <span class="o">+</span> <span class="mi">1</span>
+                <span class="n">line_ind</span> <span class="o">=</span> <span class="n">line_ind</span> <span class="o">+</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="s2">"chr"</span> <span class="ow">in</span> <span class="n">seq_ar</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+            <span class="n">seq_ar</span> <span class="o">=</span> <span class="n">seq_ar</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+        <span class="k">return</span> <span class="n">seq_ar</span>
+
+    <span class="k">def</span> <span class="nf">write_kmers</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">cur_seq</span><span class="p">,</span> <span class="n">kmer_int</span><span class="p">,</span> <span class="n">out_link</span><span class="p">):</span>
+        <span class="sd">"""Creates k-mers and saves them to the file</span>
+
+<span class="sd">        Using a numpy array of sequences, generates and</span>
+<span class="sd">        saves all of the possible k-mers.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">        :param cur_seq: A string of sequences</span>
+<span class="sd">        :param kmer_int: An integer denoting the k-mer size</span>
+<span class="sd">        :param out_link: File link for writing k-mers</span>
+
+<span class="sd">        :returns: May modify cur_seq by deducing the k-mers that</span>
+<span class="sd">            are written to the out_link file object.</span>
+<span class="sd">        """</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">cur_seq</span><span class="p">)</span> <span class="o"><</span> <span class="n">kmer_int</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">cur_seq</span>
+        <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">cur_seq</span><span class="p">)</span> <span class="o">==</span> <span class="n">kmer_int</span><span class="p">:</span>
+            <span class="n">out_link</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">cur_seq</span> <span class="o">+</span> <span class="s2">"</span><span class="se">\n</span><span class="s2">"</span><span class="p">)</span>
+            <span class="n">cur_seq</span> <span class="o">=</span> <span class="n">cur_seq</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>
+            <span class="k">return</span> <span class="n">cur_seq</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">cur_seq</span><span class="p">)</span> <span class="o">-</span> <span class="n">kmer_int</span><span class="p">):</span>
+                <span class="n">j</span> <span class="o">=</span> <span class="n">i</span> <span class="o">+</span> <span class="n">kmer_int</span>
+                <span class="k">if</span> <span class="n">j</span> <span class="o">></span> <span class="nb">len</span><span class="p">(</span><span class="n">cur_seq</span><span class="p">):</span>
+                    <span class="n">j</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">cur_seq</span><span class="p">)</span>
+                <span class="n">seq_out</span> <span class="o">=</span> <span class="n">cur_seq</span><span class="p">[</span><span class="n">i</span><span class="p">:</span><span class="n">j</span><span class="p">]</span>
+                <span class="k">if</span> <span class="s2">"N"</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">seq_out</span><span class="p">:</span>
+                    <span class="n">out_link</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">seq_out</span> <span class="o">+</span> <span class="s2">"</span><span class="se">\n</span><span class="s2">"</span><span class="p">)</span>
+            <span class="n">cur_seq</span> <span class="o">=</span> <span class="n">cur_seq</span><span class="p">[(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):]</span>
+            <span class="k">return</span> <span class="n">cur_seq</span>
+
+    <span class="k">def</span> <span class="nf">write_region</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">"""Wrapper of GetKmers to get and write k-mers</span>
+
+<span class="sd">        write_region method executes all the other methods</span>
+<span class="sd">        of the GetKmers class for writing out all of the</span>
+<span class="sd">        possible k-mers from chunk of a FASTA file.</span>
+<span class="sd">        """</span>
+        <span class="n">out_dir</span><span class="p">,</span> <span class="n">kmer</span><span class="p">,</span> <span class="n">job_id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">out_dir</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">kmer</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">job_id</span>
+        <span class="n">chrom</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">chrom</span>
+        <span class="n">start</span><span class="p">,</span> <span class="n">end</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">end</span>
+        <span class="n">out_path</span> <span class="o">=</span> <span class="s2">"{}/{}.{}.{}.kmer.gz"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="n">out_dir</span><span class="p">,</span> <span class="n">chrom</span><span class="p">,</span> <span class="n">job_id</span><span class="p">,</span> <span class="n">kmer</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">"k"</span><span class="p">,</span> <span class="s2">""</span><span class="p">))</span>
+        <span class="n">out_link</span> <span class="o">=</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">out_path</span><span class="p">,</span> <span class="s2">"wb"</span><span class="p">)</span>
+        <span class="n">fasta_fix</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_step_fasta</span><span class="p">()</span>
+        <span class="n">kmer_int</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">kmer</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">"k"</span><span class="p">,</span> <span class="s2">""</span><span class="p">))</span>
+        <span class="n">seq_ar</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_seq_ar</span><span class="p">(</span><span class="n">fasta_fix</span><span class="p">)</span>
+        <span class="n">cur_seq</span> <span class="o">=</span> <span class="s2">""</span>
+        <span class="k">for</span> <span class="n">each_seq</span> <span class="ow">in</span> <span class="n">seq_ar</span><span class="p">:</span>
+            <span class="n">cur_seq</span> <span class="o">=</span> <span class="n">cur_seq</span> <span class="o">+</span> <span class="n">each_seq</span>
+            <span class="n">cur_seq</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">write_kmers</span><span class="p">(</span><span class="n">cur_seq</span><span class="p">,</span> <span class="n">kmer_int</span><span class="p">,</span> <span class="n">out_link</span><span class="p">)</span>
+        <span class="k">print</span><span class="p">(</span><span class="s2">"Created all sequences for {}:{}-{}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="n">chrom</span><span class="p">,</span> <span class="n">start</span><span class="p">,</span> <span class="n">end</span><span class="p">))</span>
+        <span class="n">out_link</span><span class="o">.</span><span class="n">close</span><span class="p">()</span></div>
+
+
+<span class="k">if</span> <span class="n">__name__</span> <span class="o">==</span> <span class="s2">"__main__"</span><span class="p">:</span>
+    <span class="n">chrsize_path</span><span class="p">,</span> <span class="n">out_dir</span><span class="p">,</span> <span class="n">kmer</span><span class="p">,</span> <span class="n">job_id</span><span class="p">,</span> <span class="n">chr_dir</span> <span class="o">=</span> <span class="n">get_args</span><span class="p">()</span>
+    <span class="n">GetKmerObj</span> <span class="o">=</span> <span class="n">GetKmers</span><span class="p">(</span>
+        <span class="n">out_dir</span><span class="p">,</span> <span class="n">kmer</span><span class="p">,</span> <span class="n">job_id</span><span class="p">,</span>
+        <span class="n">chr_dir</span><span class="p">,</span> <span class="n">chrsize_path</span><span class="p">)</span>
+    <span class="n">GetKmerObj</span><span class="o">.</span><span class="n">write_region</span><span class="p">()</span>
+</pre></div>
+
+          </div>
+        </div>
+      </div>
+      <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
+        <div class="sphinxsidebarwrapper"><div class="relations">
+<h3>Related Topics</h3>
+<ul>
+  <li><a href="../../documentation.html">Documentation overview</a><ul>
+  <li><a href="../index.html">Module code</a><ul>
+  </ul></li>
+  </ul></li>
+</ul>
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+<div id="searchbox" style="display: none" role="search">
+  <h3>Quick search</h3>
+    <form class="search" action="../../search.html" method="get">
+      <input type="text" name="q" />
+      <input type="submit" value="Go" />
+      <input type="hidden" name="check_keywords" value="yes" />
+      <input type="hidden" name="area" value="default" />
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diff --git a/doc/build/_modules/umap/run_bowtie.html b/doc/build/_modules/umap/run_bowtie.html
new file mode 100644
index 0000000..fc6ebc1
--- /dev/null
+++ b/doc/build/_modules/umap/run_bowtie.html
@@ -0,0 +1,200 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
+  "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
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+    
+    <title>umap.run_bowtie — Umap 0.1.0 documentation</title>
+    
+    <link rel="stylesheet" href="../../_static/alabaster.css" type="text/css" />
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+
+    <div class="document">
+      <div class="documentwrapper">
+        <div class="bodywrapper">
+          <div class="body" role="main">
+            
+  <h1>Source code for umap.run_bowtie</h1><div class="highlight"><pre>
+<span class="kn">from</span> <span class="nn">argparse</span> <span class="kn">import</span> <span class="n">ArgumentParser</span>
+<span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">re</span>
+<span class="kn">import</span> <span class="nn">subprocess</span>
+
+
+<span class="k">def</span> <span class="nf">subset_list</span><span class="p">(</span><span class="n">list_items</span><span class="p">,</span> <span class="n">regex</span><span class="p">):</span>
+    <span class="n">out_list</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">for</span> <span class="n">each_item</span> <span class="ow">in</span> <span class="n">list_items</span><span class="p">:</span>
+        <span class="n">RE</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="n">regex</span><span class="p">,</span> <span class="n">each_item</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">RE</span><span class="p">:</span>
+            <span class="n">out_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">each_item</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">out_list</span>
+
+
+<div class="viewcode-block" id="BowtieWrapper"><a class="viewcode-back" href="../../documentation.html#umap.BowtieWrapper">[docs]</a><span class="k">class</span> <span class="nc">BowtieWrapper</span><span class="p">:</span>
+    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">kmer_dir</span><span class="p">,</span> <span class="n">bowtie_dir</span><span class="p">,</span>
+                 <span class="n">index_dir</span><span class="p">,</span> <span class="n">index_name</span><span class="p">,</span>
+                 <span class="n">job_id</span><span class="p">):</span>
+        <span class="sd">"""Runs Bowtie one <chrom>.<kmer>.<jobid>.kmer.gz</span>
+
+<span class="sd">        Using the job_id, this function identifies</span>
+<span class="sd">        one kmer.gz file and runs bowtie on that and saves</span>
+<span class="sd">        the output to <chrom>.<kmer>.<jobid>.bowtie.gz.</span>
+
+<span class="sd">        :param kmer_dir: Directory with <chrom>.<kmer>.<jobid>.kmer.gz files</span>
+<span class="sd">        :param bowtie_dir: Directory with Bowtie 1.1.0 executable files.</span>
+<span class="sd">        :param index_dir: Directory with Bowtie index</span>
+<span class="sd">        :param index_name: Name used for generating Bowtie index files</span>
+<span class="sd">        :param int job_id: will be used for finding kmer.gz file</span>
+
+<span class="sd">        :returns: Saves the output to a file in the same directory as kmer_dir</span>
+<span class="sd">        """</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">kmer_dir</span> <span class="o">=</span> <span class="n">kmer_dir</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">bowtie_dir</span> <span class="o">=</span> <span class="n">bowtie_dir</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">index_dir</span> <span class="o">=</span> <span class="n">index_dir</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">index_name</span> <span class="o">=</span> <span class="n">index_name</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">job_id</span> <span class="o">=</span> <span class="n">job_id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">execute_bowtie_command</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">execute_bowtie_command</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">"""The only method of BowtieWrapper</span>
+
+<span class="sd">        Will be executed automatically by BowtieWrapper</span>
+
+<span class="sd">        :raises ValueError: If job_id is out of expected range</span>
+<span class="sd">        """</span>
+        <span class="n">kmer_names</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"{}/{}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">kmer_dir</span><span class="p">,</span> <span class="n">each_kmer</span><span class="p">)</span> <span class="k">for</span> <span class="n">each_kmer</span>
+                      <span class="ow">in</span> <span class="n">subset_list</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">kmer_dir</span><span class="p">),</span> <span class="s2">".kmer.gz$"</span><span class="p">)]</span>
+        <span class="n">kmer_names</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">LongIndex</span> <span class="o">=</span> <span class="bp">False</span>
+        <span class="n">short_ind_path</span> <span class="o">=</span> <span class="s2">"{}/{}.1.ebwtl"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">index_dir</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">index_name</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">short_ind_path</span><span class="p">):</span>
+            <span class="n">LongIndex</span> <span class="o">=</span> <span class="bp">True</span>
+            <span class="k">print</span><span class="p">(</span><span class="s2">"Switching to use of long index"</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">job_id</span> <span class="o"><=</span> <span class="nb">len</span><span class="p">(</span><span class="n">kmer_names</span><span class="p">):</span>
+            <span class="k">try</span><span class="p">:</span>
+                <span class="n">kmer_file</span> <span class="o">=</span> <span class="n">kmer_names</span><span class="p">[</span><span class="n">job_id</span><span class="p">]</span>
+            <span class="k">except</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                    <span class="s2">"{} does not exist. Time: {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                        <span class="n">job_id</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">())))</span>
+            <span class="k">print</span><span class="p">(</span><span class="s2">"processing Kmer File {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">kmer_file</span><span class="p">))</span>
+            <span class="c1"># kmer_name = kmer_dir.split("/")[-1]</span>
+            <span class="n">kmer_path</span> <span class="o">=</span> <span class="s2">"{}/{}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">kmer_dir</span><span class="p">,</span> <span class="n">kmer_file</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">"/"</span><span class="p">)[</span><span class="o">-</span><s [...]
+            <span class="n">bowtie_out_path</span> <span class="o">=</span> <span class="n">kmer_path</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">".kmer.gz"</span><span class="p">,</span> <span class="s2">".bowtie.gz"</span><span class="p">)</span>
+            <span class="n">first_part_of_command</span> <span class="o">=</span> <span class="s2">"gunzip -c {} | {}/bowtie "</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="n">kmer_path</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">bowtie_dir</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">LongIndex</span><span class="p">:</span>
+                <span class="n">first_part_of_command</span> <span class="o">=</span> <span class="n">first_part_of_command</span> <span class="o">+</span>\
+                    <span class="s2">"--large-index "</span>
+            <span class="n">bowtiecmd</span> <span class="o">=</span> <span class="n">first_part_of_command</span> <span class="o">+</span>\
+                <span class="s2">"{}/{} "</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">index_dir</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">index_name</span><span class="p">)</span> <span class="o">+</span>\
+                <span class="s2">"-v 0 -k 1 -m 1 --norc --mm "</span> <span class="o">+</span>\
+                <span class="s2">"-r --refidx --suppress 5,6,7,8 - "</span> <span class="o">+</span>\
+                <span class="s2">"| gzip -c > {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">bowtie_out_path</span><span class="p">)</span>
+            <span class="n">subprocess</span><span class="o">.</span><span class="n">call</span><span class="p">(</span><span class="n">bowtiecmd</span><span class="p">,</span> <span class="n">shell</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+            <span class="k">print</span><span class="p">(</span><span class="s2">"Executing {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">bowtiecmd</span><span class="p">))</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">print</span><span class="p">(</span><span class="s2">"The length of files was {} but the index was {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="nb">len</span><span class="p">(</span><span class="n">kmer_names</span><span class="p">),</span> <span class="n">job_id</span><span class="p">))</span></div>
+
+
+<span class="k">if</span> <span class="n">__name__</span> <span class="o">==</span> <span class="s2">"__main__"</span><span class="p">:</span>
+    <span class="n">parser</span> <span class="o">=</span> <span class="n">ArgumentParser</span><span class="p">(</span>
+        <span class="n">description</span><span class="o">=</span><span class="s2">"Umap wrapper for running bowtie "</span>
+        <span class="s2">"on individual k-mer files."</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"kmer_dir"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"Directory containing the .kmer files"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"bowtie_dir"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"Directory containing bowtie executable"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"index_dir"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"Directory containing bowtie index"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"index_name"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"prefix name of bowtie index"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"-var_id"</span><span class="p">,</span>
+        <span class="n">default</span><span class="o">=</span><span class="s2">"SGE_TASK_ID"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"HPC environmental variable for JOB ID"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"-job_id"</span><span class="p">,</span>
+        <span class="nb">type</span><span class="o">=</span><span class="nb">int</span><span class="p">,</span>
+        <span class="n">default</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"1-based index for selecting a k-mer file"</span><span class="p">)</span>
+    <span class="n">args</span> <span class="o">=</span> <span class="n">parser</span><span class="o">.</span><span class="n">parse_args</span><span class="p">()</span>
+    <span class="n">job_id</span> <span class="o">=</span> <span class="n">args</span><span class="o">.</span><span class="n">job_id</span>
+    <span class="k">if</span> <span class="n">job_id</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="n">job_id</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="n">args</span><span class="o">.</span><span class="n">var_id</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span>
+    <span class="n">BowtieWrapper</span><span class="p">(</span><span class="n">args</span><span class="o">.</span><span class="n">kmer_dir</span><span class="p">,</span> <span class="n">args</span><span class="o">.</span><span class="n">bowtie_dir</span><span class="p">,</span>
+                  <span class="n">args</span><span class="o">.</span><span class="n">index_dir</span><span class="p">,</span> <span class="n">args</span><span class="o">.</span><span class="n">index_name</span><span class="p">,</span> <span class="n">job_id</span><span class="p">)</span>
+</pre></div>
+
+          </div>
+        </div>
+      </div>
+      <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
+        <div class="sphinxsidebarwrapper"><div class="relations">
+<h3>Related Topics</h3>
+<ul>
+  <li><a href="../../documentation.html">Documentation overview</a><ul>
+  <li><a href="../index.html">Module code</a><ul>
+  </ul></li>
+  </ul></li>
+</ul>
+</div>
+<div id="searchbox" style="display: none" role="search">
+  <h3>Quick search</h3>
+    <form class="search" action="../../search.html" method="get">
+      <input type="text" name="q" />
+      <input type="submit" value="Go" />
+      <input type="hidden" name="check_keywords" value="yes" />
+      <input type="hidden" name="area" value="default" />
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+</div>
+<script type="text/javascript">$('#searchbox').show(0);</script>
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+      ©2016, Mehran Karimzadeh, Carl Ernst, Anshul Kundaje, Michael M. Hoffman.
+      
+      |
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diff --git a/doc/build/_modules/umap/uint8_to_bed.html b/doc/build/_modules/umap/uint8_to_bed.html
new file mode 100644
index 0000000..98b0525
--- /dev/null
+++ b/doc/build/_modules/umap/uint8_to_bed.html
@@ -0,0 +1,443 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
+  "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
+
+
+<html xmlns="http://www.w3.org/1999/xhtml">
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+    <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+    
+    <title>umap.uint8_to_bed — Umap 0.1.0 documentation</title>
+    
+    <link rel="stylesheet" href="../../_static/alabaster.css" type="text/css" />
+    <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
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+    <link rel="up" title="Module code" href="../index.html" />
+   
+  
+  <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9" />
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+  <body role="document">  
+
+    <div class="document">
+      <div class="documentwrapper">
+        <div class="bodywrapper">
+          <div class="body" role="main">
+            
+  <h1>Source code for umap.uint8_to_bed</h1><div class="highlight"><pre>
+<span class="kn">import</span> <span class="nn">argparse</span>
+<span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>
+<span class="kn">import</span> <span class="nn">gzip</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">re</span>
+<span class="kn">import</span> <span class="nn">warnings</span>
+
+
+<span class="k">def</span> <span class="nf">subset_list</span><span class="p">(</span><span class="n">my_list</span><span class="p">,</span> <span class="n">regex</span><span class="p">,</span> <span class="n">reg_neg</span><span class="o">=</span><span class="bp">False</span><span class="p">):</span>
+    <span class="n">out_list</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">my_list</span><span class="p">:</span>
+        <span class="n">RE</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="n">regex</span><span class="p">,</span> <span class="n">item</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">RE</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">reg_neg</span><span class="p">:</span>
+            <span class="n">out_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="ow">not</span> <span class="n">RE</span> <span class="ow">and</span> <span class="n">reg_neg</span><span class="p">:</span>
+            <span class="n">out_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">out_list</span>
+
+
+<div class="viewcode-block" id="Int8Handler"><a class="viewcode-back" href="../../documentation.html#umap.Int8Handler">[docs]</a><span class="k">class</span> <span class="nc">Int8Handler</span><span class="p">:</span>
+    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">in_dir</span><span class="p">,</span> <span class="n">out_dir</span><span class="p">,</span> <span class="n">C2T</span><span class="p">,</span> <span class="n">G2A</span><span class="p">,</span> <span class="n">chrsize_path</span><span class="p">):</span>
+        <span class="sd">"""Infers important directory structure from in_dir</span>
+
+<span class="sd">        The Int8Handler class requires in_dir argument which</span>
+<span class="sd">        is a directory with subfolders named as k<integer></span>
+<span class="sd">        that have <chrom>.<kmer>.uint8.unique.gz files.</span>
+<span class="sd">        The Int8Handler.write_beds method creates one</span>
+<span class="sd">        browser extensible data (BED) file for each of the</span>
+<span class="sd">        k<integer> subfolders.</span>
+
+<span class="sd">        :param in_dir: Directory with <chrom>.uint8.unique.gz files</span>
+<span class="sd">        :param out_dir: Directory for saving output BED files</span>
+<span class="sd">        """</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">in_dir</span> <span class="o">=</span> <span class="n">in_dir</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">C2T</span> <span class="o">=</span> <span class="n">C2T</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">G2A</span> <span class="o">=</span> <span class="n">G2A</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">chrsize_path</span> <span class="o">=</span> <span class="n">chrsize_path</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">in_prev_dir</span> <span class="o">=</span> <span class="s2">"/"</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">in_dir</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">"/"</span><span class="p">)[:</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">fix</span> <span class="o">=</span> <span class="s2">".uint8.unique.gz"</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">uint8s</span> <span class="o">=</span> <span class="n">subset_list</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">in_dir</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">fix</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">prev_dir</span> <span class="o">=</span> <span class="s2">"/"</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">in_dir</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">"/"</span><span class="p">)[:</span><span class="o">-</span><span class="mi">1< [...]
+        <span class="bp">self</span><span class="o">.</span><span class="n">kmers</span> <span class="o">=</span> <span class="n">subset_list</span><span class="p">(</span><span class="nb">next</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">walk</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">in_prev_dir</span><span class="p">))[</span><span class="mi">1</span><span class="p">],</span>
+                                 <span class="s2">"^k"</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">out_dir</span> <span class="o">=</span> <span class="n">out_dir</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">type</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">find_type</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">chrsize_dict</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">make_chrsize_dict</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">chroms</span> <span class="o">=</span> <span class="p">[</span><span class="n">each_chr</span> <span class="k">for</span> <span class="n">each_chr</span> <span class="ow">in</span>
+                       <span class="bp">self</span><span class="o">.</span><span class="n">chrsize_dict</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span> <span class="k">if</span>
+                       <span class="s2">"RC"</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">each_chr</span><span class="p">]</span>
+
+    <span class="k">def</span> <span class="nf">find_type</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">C2T</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">type</span> <span class="o">=</span> <span class="s2">"Bismap.Forward"</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">G2A</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">type</span> <span class="o">=</span> <span class="s2">"Bismap.Reverse"</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">type</span> <span class="o">=</span> <span class="s2">"Umap"</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">type</span>
+
+<div class="viewcode-block" id="Int8Handler.write_beds"><a class="viewcode-back" href="../../documentation.html#umap.Int8Handler.write_beds">[docs]</a>    <span class="k">def</span> <span class="nf">write_beds</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">out_label</span><span class="p">,</span> <span class="n">kmer_cur</span><span class="p">,</span>
+                   <span class="n">WriteUnique</span><span class="o">=</span><span class="bp">False</span><span class="p">):</span>
+        <span class="sd">"""Convert uint8 files to BED</span>
+
+<span class="sd">        A method of class Int8Handler, it reads uint8 files of</span>
+<span class="sd">        different chromosomes and saves them into a BED file.</span>
+<span class="sd">        This is the only method in this class that needs</span>
+<span class="sd">        to be called manually by the user.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            out_label: Will be used in output names: <kmer>.<out_label>.bed.gz</span>
+<span class="sd">            kmer_cur: k-mer size in format of k<integer></span>
+<span class="sd">            WriteUnique: Defaults to False. Will merge and save uint files.</span>
+<span class="sd">                Use if working with -Bismap and have reverse</span>
+<span class="sd">                complemented chromosomes.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            Saved ths output to a gzipped BED file</span>
+
+<span class="sd">        Raises:</span>
+<span class="sd">            Warning: If no uniquely mappable read is found in</span>
+<span class="sd">                any of the uint8 arrays.</span>
+<span class="sd">        """</span>
+        <span class="n">kmer</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">kmer_cur</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">"k"</span><span class="p">,</span> <span class="s2">""</span><span class="p">))</span>
+        <span class="n">STRAND</span> <span class="o">=</span> <span class="s2">"+"</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">G2A</span><span class="p">:</span>
+            <span class="n">STRAND</span> <span class="o">=</span> <span class="s2">"-"</span>
+        <span class="n">in_dir</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">in_dir</span>
+        <span class="n">all_chrs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">chroms</span>
+        <span class="n">all_chrs</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">cur_chr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">chroms</span><span class="p">:</span>
+            <span class="n">other_chr</span> <span class="o">=</span> <span class="n">cur_chr</span> <span class="o">+</span> <span class="s2">"_RC"</span>
+            <span class="n">uint_path</span> <span class="o">=</span> <span class="s2">"{}/{}{}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="n">in_dir</span><span class="p">,</span> <span class="n">cur_chr</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">fix</span><span class="p">)</span>
+            <span class="n">uniquely_mappable</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">load_uint_ar</span><span class="p">(</span>
+                <span class="n">uint_path</span><span class="p">,</span> <span class="n">kmer</span><span class="p">,</span> <span class="n">cur_chr</span><span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">type</span> <span class="o">!=</span> <span class="s2">"Umap"</span><span class="p">:</span>
+                <span class="n">uint_path_other</span> <span class="o">=</span> <span class="n">in_dir</span> <span class="o">+</span>\
+                    <span class="s2">"/"</span> <span class="o">+</span> <span class="n">uint_path</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">cur_chr</span><span class="p">,</span> <span class="n">other_chr</span><span class="p">)</span>
+                <span class="n">uniquely_mappable_other</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">load_uint_ar</span><span class="p">(</span>
+                    <span class="n">uint_path_other</span><span class="p">,</span> <span class="n">kmer</span><span class="p">,</span> <span class="n">other_chr</span><span class="p">)</span>
+
+                <span class="c1"># Remove the last k nucleotides of the reverse chromosome</span>
+                <span class="n">uniquely_mappable_other</span> <span class="o">=</span> <span class="n">uniquely_mappable_other</span><span class="p">[:</span><span class="o">-</span><span class="n">kmer</span><span class="p">]</span>
+
+                <span class="c1"># Reverse the chromosome (Hence it's a reverse complement)</span>
+                <span class="n">uniquely_mappable_other</span> <span class="o">=</span> <span class="n">uniquely_mappable_other</span><span class="p">[::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+
+                <span class="c1"># Remove the last k nucleotides of the forward chromosome</span>
+                <span class="n">uniquely_mappable</span> <span class="o">=</span> <span class="n">uniquely_mappable</span><span class="p">[:</span><span class="o">-</span><span class="n">kmer</span><span class="p">]</span>
+
+                <span class="c1"># Merge to find uniquely mappable reads in both strands</span>
+                <span class="n">uniquely_mappable</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span>
+                    <span class="n">np</span><span class="o">.</span><span class="n">logical_and</span><span class="p">(</span>
+                        <span class="n">uniquely_mappable_other</span><span class="p">,</span> <span class="n">uniquely_mappable</span><span class="p">),</span>
+                    <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">WriteUnique</span><span class="p">:</span>
+                    <span class="n">unique_ar</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">uniquely_mappable</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">uint8</span><span class="p">)</span>
+                    <span class="n">out_dir_uint</span> <span class="o">=</span> <span class="s2">"{}/k{}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">out_dir</span><span class="p">,</span> <span class="n">kmer</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">out_dir_uint</span><span class="p">):</span>
+                        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">out_dir_uint</span><span class="p">)</span>
+                    <span class="n">out_path_uint</span> <span class="o">=</span> <span class="s2">"{}/{}.k{}.uint8.unique.gz"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                        <span class="p">(</span><span class="n">out_dir_uint</span><span class="p">,</span> <span class="n">cur_chr</span><span class="p">,</span> <span class="n">kmer</span><span class="p">))</span>
+                    <span class="n">out_link_uint</span> <span class="o">=</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">out_path_uint</span><span class="p">,</span> <span class="s2">"wb"</span><span class="p">)</span>
+                    <span class="n">out_link_uint</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">unique_ar</span><span class="o">.</span><span class="n">tobytes</span><span class="p">())</span>
+                    <span class="n">out_link_uint</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+
+            <span class="n">bed_kmer_pos</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_bed6</span><span class="p">(</span>
+                <span class="n">uniquely_mappable</span><span class="p">,</span> <span class="n">kmer</span><span class="p">,</span> <span class="n">STRAND</span><span class="p">,</span> <span class="n">uint_path</span><span class="p">,</span> <span class="n">cur_chr</span><span class="p">)</span>
+
+            <span class="c1"># Write the BED6 to a gzipped tsv file</span>
+            <span class="n">out_name</span> <span class="o">=</span> <span class="s2">"{}/{}.{}.bed.gz"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">out_dir</span><span class="p">,</span> <span class="n">kmer_cur</span><span class="p">,</span> <span class="n">out_label</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">cur_chr</span> <span class="o">==</span> <span class="n">all_chrs</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
+                <span class="n">header</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">make_header</span><span class="p">(</span><span class="n">kmer_cur</span><span class="p">,</span> <span class="nb">type</span><span class="p">)</span>
+                <span class="n">out_link</span> <span class="o">=</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">out_name</span><span class="p">,</span> <span class="s2">"wb"</span><span class="p">)</span>
+                <span class="n">out_link</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">header</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">out_link</span> <span class="o">=</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">out_name</span><span class="p">,</span> <span class="s2">"ab"</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">bed_kmer_pos</span><span class="p">)</span> <span class="o">></span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">print</span> <span class="s2">"Found </span><span class="si">%d</span><span class="s2"> regions in </span><span class="si">%s</span><span class="s2">"</span> <span class="o">%</span>\
+                    <span class="p">(</span><span class="n">bed_kmer_pos</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">cur_chr</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">bed_line</span> <span class="ow">in</span> <span class="n">bed_kmer_pos</span><span class="p">:</span>
+                    <span class="n">line_out</span> <span class="o">=</span> <span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">val</span><span class="p">)</span> <span class="k">for</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">bed_line</span><span class="p">]</span>
+                    <span class="n">line_out</span> <span class="o">=</span> <span class="s2">"</span><span class="se">\t</span><span class="s2">"</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">line_out</span><span class="p">)</span> <span class="o">+</span> <span class="s2">"</span><span class="se">\n</span><span class="s2">"</span>
+                    <span class="n">out_link</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">line_out</span><span class="p">)</span>
+                <span class="k">print</span> <span class="s2">"Created data of </span><span class="si">%s</span><span class="s2"> at </span><span class="si">%s</span><span class="s2">"</span> <span class="o">%</span>\
+                    <span class="p">(</span><span class="n">cur_chr</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()))</span>
+            <span class="n">out_link</span><span class="o">.</span><span class="n">close</span><span class="p">()</span></div>
+
+    <span class="k">def</span> <span class="nf">get_bed6</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">uniquely_mappable</span><span class="p">,</span> <span class="n">kmer</span><span class="p">,</span>
+                 <span class="n">STRAND</span><span class="p">,</span> <span class="n">uint_path</span><span class="p">,</span> <span class="n">cur_chr</span><span class="p">):</span>
+        <span class="sd">"""Make BED6 from a binary vector</span>
+
+<span class="sd">        Converts a binary vector with the same length</span>
+<span class="sd">        as the chromosome to a BED6 file. Each 1</span>
+<span class="sd">        entry in the binary file indicates that the</span>
+<span class="sd">        k-mer starting at that position and ending at</span>
+<span class="sd">        k nucleotides downstream is uniquely mappable.</span>
+<span class="sd">        Thus the BED6 would show any region in the genome</span>
+<span class="sd">        that is uniquely mappable by at least one k-mer.</span>
+
+<span class="sd">        :param uniquely_mappable: numpy binary array (0 or 1 values)</span>
+<span class="sd">        :param kmer: Integer scalar showing read length (k-mer)</span>
+<span class="sd">        :param STRAND: Strand that will be saved to the BED6</span>
+<span class="sd">        :param uint_path: Path of the uint8 array that was used</span>
+<span class="sd">        :param cur_chr: Chromosome name the the data is from</span>
+
+<span class="sd">        :returns: A numpy string array with BED6 information</span>
+<span class="sd">        """</span>
+        <span class="n">unimap_diff</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">diff</span><span class="p">(</span><span class="n">uniquely_mappable</span><span class="p">)</span>
+        <span class="n">poses_start</span><span class="p">,</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">unimap_diff</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="n">poses_end</span><span class="p">,</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">unimap_diff</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">poses_start</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">poses_end</span><span class="p">):</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">poses_start</span><span class="p">)</span> <span class="o">></span> <span class="nb">len</span><span class="p">(</span><span class="n">poses_end</span><span class="p">):</span>
+                <span class="n">poses_end</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">poses_end</span><span class="p">,</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">uniquely_mappable</span><span class="p">)])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">poses_start</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="mi">0</span><span class="p">],</span> <span class="n">poses_start</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">uniquely_mappable</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">poses_start</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="mi">0</span><span class="p">],</span> <span class="n">poses_start</span><span class="p">)</span>
+            <span class="n">poses_end</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">poses_end</span><span class="p">,</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">uniquely_mappable</span><span class="p">)])</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">poses_start</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span>
+                <span class="s2">"Found no uniquely mappable reads for {}!"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="n">uint_path</span><span class="p">))</span>
+            <span class="n">bed_kmer_pos</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">chr_length</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">chrsize_dict</span><span class="p">[</span><span class="n">cur_chr</span><span class="p">]</span>
+            <span class="n">bed_kmer_pos</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">poses_start</span><span class="p">),</span> <span class="mi">6</span><span class="p">),</span>
+                                    <span class="n">dtype</span><span class="o">=</span><span class="s2">"S16"</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">ind_st</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">poses_start</span><span class="p">)):</span>
+                <span class="n">ad_ar</span> <span class="o">=</span> <span class="p">[</span><span class="n">cur_chr</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">poses_start</span><span class="p">[</span><span class="n">ind_st</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span><span class="p">),</span>
+                         <span class="nb">str</span><span class="p">(</span><span class="n">poses_end</span><span class="p">[</span><span class="n">ind_st</span><span class="p">]</span> <span class="o">+</span> <span class="n">kmer</span> <span class="o">-</span> <span class="mi">1</span><span class="p">),</span>
+                         <span class="s2">"k"</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">kmer</span><span class="p">),</span> <span class="mi">1</span><span class="p">,</span> <span class="n">STRAND</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">poses_end</span><span class="p">[</span><span class="n">ind_st</span><span class="p">]</span> <span class="o">+</span> <span class="n">kmer</span> <span class="o">-</span> <span class="mi">1</span> <span class="o">></span> <span class="n">chr_length</span><span class="p">:</span>
+                    <span class="n">ad_ar</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">=</span> <span class="n">chr_length</span>
+            <span class="n">bed_kmer_pos</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span>
+                <span class="p">[[</span><span class="n">cur_chr</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">poses_start</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span><span class="p">),</span>
+                  <span class="nb">str</span><span class="p">(</span><span class="n">poses_end</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="n">kmer</span> <span class="o">-</span> <span class="mi">1</span><span class="p">),</span>
+                  <span class="s2">"k"</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">kmer</span><span class="p">),</span>
+                  <span class="mi">1</span><span class="p">,</span> <span class="n">STRAND</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">poses_start</span><span class="p">))],</span>
+                <span class="n">dtype</span><span class="o">=</span><span class="s2">"S64"</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">bed_kmer_pos</span>
+
+    <span class="k">def</span> <span class="nf">load_uint_ar</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">uint_path</span><span class="p">,</span> <span class="n">kmer</span><span class="p">,</span> <span class="n">cur_chr</span><span class="p">):</span>
+        <span class="sd">"""Loads a gzipped unsigned 8-bit integer as a numpy array</span>
+<span class="sd">        """</span>
+        <span class="n">uint_link</span> <span class="o">=</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">uint_path</span><span class="p">,</span> <span class="s2">"rb"</span><span class="p">)</span>
+        <span class="n">uint_ar</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">frombuffer</span><span class="p">(</span><span class="n">uint_link</span><span class="o">.</span><span class="n">read</span><span class="p">(),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">uint8</span><span class="p">)</span>
+        <span class="n">uint_link</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+        <span class="k">print</span> <span class="s2">"Processing {} for {} {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="n">uint_path</span><span class="p">,</span> <span class="n">kmer</span><span class="p">,</span> <span class="n">cur_chr</span><span class="p">)</span>
+        <span class="n">less_than_kmer</span> <span class="o">=</span> <span class="n">uint_ar</span> <span class="o"><=</span> <span class="n">kmer</span>
+        <span class="n">not_zero</span> <span class="o">=</span> <span class="n">uint_ar</span> <span class="o">!=</span> <span class="mi">0</span>
+        <span class="n">uniquely_mappable</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span>
+            <span class="n">np</span><span class="o">.</span><span class="n">logical_and</span><span class="p">(</span><span class="n">less_than_kmer</span><span class="p">,</span> <span class="n">not_zero</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">uniquely_mappable</span>
+
+    <span class="k">def</span> <span class="nf">make_header</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">kmer</span><span class="p">,</span> <span class="nb">type</span><span class="p">):</span>
+        <span class="sd">"""Created BED6 header</span>
+
+<span class="sd">        :param str kmer: k<integer></span>
+<span class="sd">        :param type: One of Bismap.Forward, Bismap.Reverse or Umap</span>
+<span class="sd">        """</span>
+        <span class="n">dict_col</span> <span class="o">=</span> <span class="p">{</span><span class="s2">"Bisulfite.Converted"</span><span class="p">:</span> <span class="s2">"240,40,80"</span><span class="p">,</span>
+                    <span class="s2">"Umap"</span><span class="p">:</span> <span class="s2">"80,40,240"</span><span class="p">,</span>
+                    <span class="s2">"Bismap.Forward"</span><span class="p">:</span> <span class="s2">"220,20,80"</span><span class="p">,</span>
+                    <span class="s2">"Bismap.Reverse"</span><span class="p">:</span> <span class="s2">"80,20,220"</span><span class="p">}</span>
+        <span class="n">header</span> <span class="o">=</span> <span class="s1">'track name="{} {}"'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">type</span><span class="p">,</span> <span class="n">kmer</span><span class="p">)</span> <span class="o">+</span>\
+            <span class="s1">'description="Single-read mappability with {}-mers'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="n">kmer</span><span class="p">)</span> <span class="o">+</span>\
+            <span class="s1">'color=</span><span class="si">%s</span><span class="s1"> </span><span class="se">\n</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">dict_col</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">type</span><span class="p">,</span> <span class="s2">"40,40,240"</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">header</span>
+
+    <span class="k">def</span> <span class="nf">make_chrsize_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">"""Creates dictionary from 2-column chromosome size file</span>
+<span class="sd">        """</span>
+        <span class="n">chrsize_dict</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">chrsize_path</span><span class="p">,</span> <span class="s2">"r"</span><span class="p">)</span> <span class="k">as</span> <span class="n">chrsize_link</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">each_line</span> <span class="ow">in</span> <span class="n">chrsize_link</span><span class="p">:</span>
+                <span class="nb">chr</span> <span class="o">=</span> <span class="n">each_line</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s2">"</span><span class="se">\n</span><span class="s2">"</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">"</span><span class="se">\t</span><span class="s2">"</span><span class="p">)[</span><span class="mi"> [...]
+                <span class="n">length</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">each_line</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s2">"</span><span class="se">\n</span><span class="s2">"</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">"</span><span class="se">\t</span><span class="s2">&q [...]
+                <span class="n">chrsize_dict</span><span class="p">[</span><span class="nb">chr</span><span class="p">]</span> <span class="o">=</span> <span class="n">length</span>
+        <span class="k">return</span> <span class="n">chrsize_dict</span>
+
+    <span class="k">def</span> <span class="nf">bin_arr_to_wig</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">uniquely_mappable</span><span class="p">,</span> <span class="n">kmer</span><span class="p">):</span>
+        <span class="sd">"""Converts a uniquely a binary array to mult-read mappability</span>
+
+<span class="sd">        Unique mappability array is a binary array where each</span>
+<span class="sd">        value of 1 indicates that the k-mer starting at that</span>
+<span class="sd">        position is uniquely mappable. This function generates</span>
+<span class="sd">        an array of the same length and saves the multi-read mappability</span>
+<span class="sd">        of each position in that array. Multi-read mappability is the</span>
+<span class="sd">        probability of finding a uniquely mappable k-mer among all of</span>
+<span class="sd">        the k-mers that overlap with a given position.</span>
+
+<span class="sd">        :param uniquely_mappable: A binary numpy array</span>
+<span class="sd">        :param kmer: An integer defining read length</span>
+
+<span class="sd">        :returns: Multi-read mappability array.</span>
+<span class="sd">        """</span>
+        <span class="n">LEN_AR</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">uniquely_mappable</span><span class="p">)</span>
+        <span class="n">poses_start</span><span class="p">,</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">uniquely_mappable</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="n">ar_quant</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">uniquely_mappable</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">ind_st</span> <span class="ow">in</span> <span class="n">poses_start</span><span class="p">:</span>
+            <span class="n">ind_end</span> <span class="o">=</span> <span class="n">ind_st</span> <span class="o">+</span> <span class="n">kmer</span>
+            <span class="k">if</span> <span class="n">ind_end</span> <span class="o">></span> <span class="n">LEN_AR</span><span class="p">:</span>
+                <span class="n">ind_end</span> <span class="o">=</span> <span class="n">LEN_AR</span>
+            <span class="n">ar_quant</span><span class="p">[</span><span class="n">ind_st</span><span class="p">:</span><span class="n">ind_end</span><span class="p">]</span> <span class="o">=</span> <span class="n">ar_quant</span><span class="p">[</span><span class="n">ind_st</span><span class="p">:</span><span class="n">ind_end</span><span class="p">]</span> <span class="o">+</span> <span class="mf">1.0</span>
+        <span class="k">print</span><span class="p">(</span><span class="s2">"Finished generating multi-read mappability date at {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="nb">str</span><span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">())))</span>
+        <span class="k">del</span> <span class="n">poses_start</span>
+        <span class="n">ar_quant</span> <span class="o">=</span> <span class="n">ar_quant</span> <span class="o">/</span> <span class="nb">float</span><span class="p">(</span><span class="n">kmer</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">ar_quant</span>
+
+<div class="viewcode-block" id="Int8Handler.write_as_wig"><a class="viewcode-back" href="../../documentation.html#umap.Int8Handler.write_as_wig">[docs]</a>    <span class="k">def</span> <span class="nf">write_as_wig</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">uint_path</span><span class="p">,</span> <span class="n">out_path</span><span class="p">,</span> <span class="n">kmer</span><span class="p">,</span> <span class="n">chrom</span> [...]
+        <span class="sd">"""unsigned 8-bit integer array file to wiggle</span>
+
+<span class="sd">        For a given numeric unsigned 8-bit integer vector that</span>
+<span class="sd">        is generated by Umap, this method save the wiggle file</span>
+<span class="sd">        which is specific for one chromosome over one read length.</span>
+
+<span class="sd">        :param uint_path: Path to a gzipped numeric unsigned 8-bit array</span>
+<span class="sd">        :param out_path: Gzipped path for saving wiggle</span>
+<span class="sd">        :param kmer: Integer defining read length</span>
+<span class="sd">        :param chrom: Chromosome that the uint_path is specific to</span>
+<span class="sd">        """</span>
+        <span class="n">uniquely_mappable</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">load_uint_ar</span><span class="p">(</span><span class="n">uint_path</span><span class="p">,</span> <span class="n">kmer</span><span class="p">,</span> <span class="n">chrom</span><span class="p">)</span>
+        <span class="n">ar_quant</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">bin_arr_to_wig</span><span class="p">(</span><span class="n">uniquely_mappable</span><span class="p">,</span> <span class="n">kmer</span><span class="p">)</span>
+        <span class="n">out_link</span> <span class="o">=</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">out_path</span><span class="p">,</span> <span class="s2">"wb"</span><span class="p">)</span>
+        <span class="n">unimap_diff</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">diff</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">ar_quant</span> <span class="o">></span> <span class="mi">0</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">))</span>
+        <span class="n">poses_start</span><span class="p">,</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">unimap_diff</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="n">poses_end</span><span class="p">,</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">unimap_diff</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">poses_start</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">poses_end</span><span class="p">):</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">poses_start</span><span class="p">)</span> <span class="o">></span> <span class="nb">len</span><span class="p">(</span><span class="n">poses_end</span><span class="p">):</span>
+                <span class="n">poses_end</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">poses_end</span><span class="p">,</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">uniquely_mappable</span><span class="p">)])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">poses_start</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="mi">0</span><span class="p">],</span> <span class="n">poses_start</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">uniquely_mappable</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">poses_start</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="mi">0</span><span class="p">],</span> <span class="n">poses_start</span><span class="p">)</span>
+            <span class="n">poses_end</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">poses_end</span><span class="p">,</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">uniquely_mappable</span><span class="p">)])</span>
+        <span class="k">for</span> <span class="n">ind_st</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">poses_start</span><span class="p">)):</span>
+            <span class="n">pos_st</span> <span class="o">=</span> <span class="n">poses_start</span><span class="p">[</span><span class="n">ind_st</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="n">pos_end</span> <span class="o">=</span> <span class="n">poses_end</span><span class="p">[</span><span class="n">ind_st</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="n">start_line</span> <span class="o">=</span> <span class="s2">"fixedStep chrom={} start={} step=1 span=1</span><span class="se">\n</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="n">chrom</span><span class="p">,</span> <span class="n">pos_st</span><span class="p">)</span>
+            <span class="n">out_link</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">start_line</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">each_pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">pos_st</span><span class="p">,</span> <span class="n">pos_end</span><span class="p">):</span>
+                <span class="n">out_link</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">ar_quant</span><span class="p">[</span><span class="n">each_pos</span><span class="p">])</span> <span class="o">+</span> <span class="s2">"</span><span class="se">\n</span><span class="s2">"</span><span class="p">)</span>
+        <span class="k">print</span><span class="p">(</span>
+            <span class="s2">"Finished saving the data to {} at {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="n">out_path</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">())))</span>
+        <span class="n">out_link</span><span class="o">.</span><span class="n">close</span><span class="p">()</span></div></div>
+
+
+<span class="k">if</span> <span class="n">__name__</span> <span class="o">==</span> <span class="s2">"__main__"</span><span class="p">:</span>
+    <span class="n">parser</span> <span class="o">=</span> <span class="n">argparse</span><span class="o">.</span><span class="n">ArgumentParser</span><span class="p">(</span><span class="n">description</span><span class="o">=</span><span class="s2">"Converts</span><span class="se">\</span>
+<span class="s2">    unionized uint8 outputs of umap/ubismap to bed files"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span><span class="s2">"in_dir"</span><span class="p">,</span>
+                        <span class="n">help</span><span class="o">=</span><span class="s2">"folder with <chrom>.uint8.unique.gz files"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span><span class="s2">"out_dir"</span><span class="p">,</span>
+                        <span class="n">help</span><span class="o">=</span><span class="s2">"Folder for writing the output files"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span><span class="s2">"out_label"</span><span class="p">,</span>
+                        <span class="n">help</span><span class="o">=</span><span class="s2">"File names would be kmer.<out_label>.bed.gz"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span><span class="s2">"-C2T"</span><span class="p">,</span>
+                        <span class="n">action</span><span class="o">=</span><span class="s2">"store_true"</span><span class="p">,</span>
+                        <span class="n">help</span><span class="o">=</span><span class="s2">"If using converted genomes specify</span><span class="se">\</span>
+<span class="s2">                        -C2T or -G2A"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span><span class="s2">"-G2A"</span><span class="p">,</span>
+                        <span class="n">action</span><span class="o">=</span><span class="s2">"store_true"</span><span class="p">,</span>
+                        <span class="n">help</span><span class="o">=</span><span class="s2">"If using converted genomes specify</span><span class="se">\</span>
+<span class="s2">                        -C2T or -G2A"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span><span class="s2">"-chrsize_path"</span><span class="p">,</span>
+                        <span class="n">default</span><span class="o">=</span><span class="s2">"../../chrsize.tsv"</span><span class="p">,</span>
+                        <span class="n">help</span><span class="o">=</span><span class="s2">"Path to a 2 column file of chromosome and length.</span><span class="se">\</span>
+<span class="s2">                        By default it goes to ../../chrsize.tsv from</span><span class="se">\</span>
+<span class="s2">                        out_dir"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span><span class="s2">"-WriteUnique"</span><span class="p">,</span>
+                        <span class="n">action</span><span class="o">=</span><span class="s2">"store_true"</span><span class="p">,</span>
+                        <span class="n">help</span><span class="o">=</span><span class="s2">"If -Bismap is true and want to store the merged</span><span class="se">\</span>
+<span class="s2">                        uint file, specify this option"</span><span class="p">)</span>
+    <span class="n">args</span> <span class="o">=</span> <span class="n">parser</span><span class="o">.</span><span class="n">parse_args</span><span class="p">()</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">args</span><span class="o">.</span><span class="n">out_dir</span><span class="p">):</span>
+        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">args</span><span class="o">.</span><span class="n">out_dir</span><span class="p">)</span>
+    <span class="n">FileHandler</span> <span class="o">=</span> <span class="n">Int8Handler</span><span class="p">(</span><span class="n">args</span><span class="o">.</span><span class="n">in_dir</span><span class="p">,</span>
+                              <span class="n">args</span><span class="o">.</span><span class="n">out_dir</span><span class="p">,</span> <span class="n">args</span><span class="o">.</span><span class="n">C2T</span><span class="p">,</span> <span class="n">args</span><span class="o">.</span><span class="n">G2A</span><span class="p">,</span>
+                              <span class="n">args</span><span class="o">.</span><span class="n">chrsize_path</span><span class="p">)</span>
+    <span class="n">kmers</span> <span class="o">=</span> <span class="n">FileHandler</span><span class="o">.</span><span class="n">kmers</span>
+    <span class="c1"># for kmer in kmers:</span>
+    <span class="k">for</span> <span class="n">kmer</span> <span class="ow">in</span> <span class="n">kmers</span><span class="p">:</span>
+        <span class="n">FileHandler</span><span class="o">.</span><span class="n">write_beds</span><span class="p">(</span><span class="n">args</span><span class="o">.</span><span class="n">out_label</span><span class="p">,</span>
+                               <span class="n">kmer</span><span class="p">,</span> <span class="n">args</span><span class="o">.</span><span class="n">WriteUnique</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">chrom</span> <span class="ow">in</span> <span class="n">FileHandler</span><span class="o">.</span><span class="n">chroms</span><span class="p">:</span>
+            <span class="n">out_path</span> <span class="o">=</span> <span class="s2">"{}/{}.{}.{}.MultiReadMappability.wg.gz"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="n">args</span><span class="o">.</span><span class="n">out_dir</span><span class="p">,</span> <span class="n">args</span><span class="o">.</span><span class="n">out_label</span><span class="p">,</span> <span class="n">chrom</span><span class="p">,</span> <span class="n">kmer</span><span class="p">)</span>
+            <span class="n">uint_path</span> <span class="o">=</span> <span class="s2">"{}/{}.uint8.unique.gz"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="n">args</span><span class="o">.</span><span class="n">in_dir</span><span class="p">,</span> <span class="n">chrom</span><span class="p">)</span>
+            <span class="n">kmer_num</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">kmer</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">"k"</span><span class="p">,</span> <span class="s2">""</span><span class="p">))</span>
+            <span class="n">FileHandler</span><span class="o">.</span><span class="n">write_as_wig</span><span class="p">(</span><span class="n">uint_path</span><span class="p">,</span> <span class="n">out_path</span><span class="p">,</span> <span class="n">kmer_num</span><span class="p">,</span> <span class="n">chrom</span><span class="p">)</span>
+</pre></div>
+
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diff --git a/doc/build/_modules/umap/unify_bowtie.html b/doc/build/_modules/umap/unify_bowtie.html
new file mode 100644
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+++ b/doc/build/_modules/umap/unify_bowtie.html
@@ -0,0 +1,235 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
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+        <div class="bodywrapper">
+          <div class="body" role="main">
+            
+  <h1>Source code for umap.unify_bowtie</h1><div class="highlight"><pre>
+<span class="kn">from</span> <span class="nn">argparse</span> <span class="kn">import</span> <span class="n">ArgumentParser</span>
+<span class="kn">import</span> <span class="nn">gzip</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">re</span>
+
+
+<span class="k">def</span> <span class="nf">subset_list</span><span class="p">(</span><span class="n">list_items</span><span class="p">,</span> <span class="n">regex</span><span class="p">):</span>
+    <span class="n">out_list</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">for</span> <span class="n">each_item</span> <span class="ow">in</span> <span class="n">list_items</span><span class="p">:</span>
+        <span class="n">RE</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="n">regex</span><span class="p">,</span> <span class="n">each_item</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">RE</span><span class="p">:</span>
+            <span class="n">out_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">each_item</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">out_list</span>
+
+
+<div class="viewcode-block" id="UnifyBowtie"><a class="viewcode-back" href="../../documentation.html#umap.UnifyBowtie">[docs]</a><span class="k">class</span> <span class="nc">UnifyBowtie</span><span class="p">:</span>
+    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">bowtie_outdir</span><span class="p">,</span> <span class="n">chrsize_path</span><span class="p">,</span> <span class="n">job_id</span><span class="p">):</span>
+        <span class="sd">"""Merges bowtie.gz outputs of run_bowtie</span>
+
+<span class="sd">        Based on outputs of run_bowtie that are saved in format</span>
+<span class="sd">        of <chr>.<kmer>.<job_id>.bowtie.gz, this class uses</span>
+<span class="sd">        a variable ID to select a particular chromosome and</span>
+<span class="sd">        merge the data in all of the different bowtie.gz files</span>
+<span class="sd">        of that chromosome.</span>
+
+<span class="sd">        :param bowtie_outdir: Directory with <chr>.<kmer>.<job_id>.bowtie.gz</span>
+<span class="sd">        :param chrsize_path: Path to 2-column file: <chr>\t<size>\n...</span>
+<span class="sd">        :param int job_id: A 0-based index to select chromosome</span>
+<span class="sd">            based on chrsize_path</span>
+
+<span class="sd">        :returns: Saves the output to bowtie_outdir/</span>
+<span class="sd">            <chr>.<kmer>.uint8.unique.gz file</span>
+<span class="sd">        """</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">bowtie_outdir</span> <span class="o">=</span> <span class="n">bowtie_outdir</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">chrsize_path</span> <span class="o">=</span> <span class="n">chrsize_path</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">ind_chr</span> <span class="o">=</span> <span class="n">job_id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">chr_dict</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">make_chr_dict</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">bowtie_to_unique</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">make_chr_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">"""Makes a dictionary using self.chrsize_path"""</span>
+        <span class="n">chr_dict</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">chrsize_path</span><span class="p">,</span> <span class="s2">"r"</span><span class="p">)</span> <span class="k">as</span> <span class="n">chrsize_link</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">chrsize_line</span> <span class="ow">in</span> <span class="n">chrsize_link</span><span class="p">:</span>
+                <span class="n">chrom</span><span class="p">,</span> <span class="n">size</span> <span class="o">=</span> <span class="n">chrsize_line</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">"</span><span class="se">\t</span><span class="s2">"</span><span class="p">)</span>
+                <span class="n">chr_dict</span><span class="p">[</span><span class="n">chrom</span><span class="p">]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">size</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">chr_dict</span>
+
+    <span class="k">def</span> <span class="nf">get_mapped_positions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">bowtie_path</span><span class="p">):</span>
+        <span class="sd">"""Finds mapped regions in bowtie output</span>
+
+<span class="sd">        In a gzipped bowtie output with perfect matches,</span>
+<span class="sd">        filters the results to those in the forward strand</span>
+<span class="sd">        and saves them to an array.</span>
+
+<span class="sd">        Why results filtered for forward strand?</span>
+<span class="sd">        The results uniquely mapped</span>
+<span class="sd">        to the reverse strand are rare and a mistake of the</span>
+<span class="sd">        aligning algorithm because all of the k-mers are</span>
+<span class="sd">        generated from the forward strand. If match happens</span>
+<span class="sd">        on reverse strand, it means that the match is not the</span>
+<span class="sd">        only unique match (reads were generated from forward</span>
+<span class="sd">        strand).</span>
+<span class="sd">        """</span>
+        <span class="n">bowtie_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span>
+            <span class="n">bowtie_path</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s2">"</span><span class="se">\t</span><span class="s2">"</span><span class="p">,</span>
+            <span class="n">compression</span><span class="o">=</span><span class="s2">"gzip"</span><span class="p">,</span>
+            <span class="n">names</span><span class="o">=</span><span class="p">[</span><span class="s2">"Ind"</span><span class="p">,</span> <span class="s2">"Strand"</span><span class="p">,</span> <span class="s2">"Chr"</span><span class="p">,</span> <span class="s2">"Start"</span><span class="p">])</span>
+        <span class="n">bowtie_df</span> <span class="o">=</span> <span class="n">bowtie_df</span><span class="p">[</span><span class="n">bowtie_df</span><span class="p">[</span><span class="s2">"Strand"</span><span class="p">]</span> <span class="o">==</span> <span class="s2">"+"</span><span class="p">]</span>
+        <span class="n">ind_ar</span> <span class="o">=</span> <span class="n">bowtie_df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="mi">3</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">ind_ar</span>
+
+    <span class="k">def</span> <span class="nf">get_other_chr_name</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">chr_name</span><span class="p">):</span>
+        <span class="sd">"""Finds name of the reverse complement chromosome</span>
+
+<span class="sd">        In Bismap, we generate a set of reverse complemented</span>
+<span class="sd">        chromosomes to account for bisulfite conversion before</span>
+<span class="sd">        reverse complementation. This function finds those</span>
+<span class="sd">        chromosomes"""</span>
+        <span class="n">new_name</span> <span class="o">=</span> <span class="n">chr_name</span>
+        <span class="k">if</span> <span class="s2">"RC"</span> <span class="ow">in</span> <span class="n">chr_name</span><span class="p">:</span>
+            <span class="n">len_paths</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span>
+                <span class="n">subset_list</span><span class="p">(</span>
+                    <span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">bowtie_outdir</span><span class="p">),</span> <span class="n">chr_name</span><span class="p">))</span>
+            <span class="k">if</span> <span class="n">len_paths</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">new_name</span> <span class="o">=</span> <span class="n">chr_name</span> <span class="o">+</span> <span class="s2">"_RC"</span>
+        <span class="k">return</span> <span class="n">new_name</span>
+
+    <span class="k">def</span> <span class="nf">bowtie_to_unique</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">"""Wrapper method of UnifyBowtie</span>
+
+<span class="sd">        Uses information of bowtie.gz files to find mappability</span>
+<span class="sd">        of a given chromosome. Is automatically called by</span>
+<span class="sd">        UnifyBowtie."""</span>
+        <span class="n">KMER</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">bowtie_outdir</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">"/"</span><span class="p">)[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span [...]
+        <span class="n">all_chrs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">chr_dict</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
+        <span class="n">all_chrs</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+        <span class="n">chrom</span> <span class="o">=</span> <span class="n">all_chrs</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">ind_chr</span><span class="p">]</span>
+        <span class="n">size</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">chr_dict</span><span class="p">[</span><span class="n">chrom</span><span class="p">]</span>
+        <span class="n">new_chr_name</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_other_chr_name</span><span class="p">(</span><span class="n">chrom</span><span class="p">)</span>
+        <span class="n">chr_paths</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"{}/{}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">bowtie_outdir</span><span class="p">,</span> <span class="n">bowtie_path</span><span class="p">)</span>
+                     <span class="k">for</span> <span class="n">bowtie_path</span> <span class="ow">in</span> <span class="n">subset_list</span><span class="p">(</span>
+                     <span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">bowtie_outdir</span><span class="p">),</span>
+                     <span class="s2">"{}\."</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">new_chr_name</span><span class="p">))]</span>
+        <span class="n">bowtie_paths</span> <span class="o">=</span> <span class="n">subset_list</span><span class="p">(</span><span class="n">chr_paths</span><span class="p">,</span> <span class="s2">".bowtie.gz"</span><span class="p">)</span>
+        <span class="n">unique_ar</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">size</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">uint8</span><span class="p">)</span>
+        <span class="k">for</span> <span class="n">bowtie_path</span> <span class="ow">in</span> <span class="n">bowtie_paths</span><span class="p">:</span>
+            <span class="n">mapped_indices</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_mapped_positions</span><span class="p">(</span><span class="n">bowtie_path</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">st_index</span> <span class="ow">in</span> <span class="n">mapped_indices</span><span class="p">:</span>
+                <span class="n">end_index</span> <span class="o">=</span> <span class="n">st_index</span> <span class="o">+</span> <span class="n">KMER</span>
+                <span class="n">unique_ar</span><span class="p">[</span><span class="n">st_index</span><span class="p">:</span><span class="n">end_index</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+            <span class="k">print</span><span class="p">(</span><span class="s2">"Done with {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">bowtie_path</span><span class="p">))</span>
+        <span class="n">out_path</span> <span class="o">=</span> <span class="s2">"{}/{}.k{}.uint8.unique.gz"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">bowtie_outdir</span><span class="p">,</span> <span class="n">chrom</span><span class="p">,</span> <span class="n">KMER</span><span class="p">)</span>
+        <span class="n">out_link</span> <span class="o">=</span> <span class="n">gzip</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">out_path</span><span class="p">,</span> <span class="s2">"wb"</span><span class="p">)</span>
+        <span class="c1"># np.save(out_link, unique_ar)</span>
+        <span class="n">out_link</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">unique_ar</span><span class="o">.</span><span class="n">tobytes</span><span class="p">())</span>
+        <span class="c1"># unique_ar.tofile(out_link)</span>
+        <span class="n">out_link</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+        <span class="k">print</span><span class="p">(</span><span class="s2">"Saved {}"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">out_path</span><span class="p">))</span>
+        <span class="k">print</span><span class="p">(</span><span class="s2">"Exiting successfully"</span><span class="p">)</span></div>
+
+
+<span class="k">if</span> <span class="n">__name__</span> <span class="o">==</span> <span class="s2">"__main__"</span><span class="p">:</span>
+    <span class="n">parser</span> <span class="o">=</span> <span class="n">ArgumentParser</span><span class="p">(</span>
+        <span class="n">description</span><span class="o">=</span><span class="s2">""</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"bowtie_outdir"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"Directory containing bowtie output files"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"chrsize_path"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"A file containing the order of chromosome names</span><span class="se">\</span>
+<span class="s2">        to consider (one chromosome name per line)"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"-job_id"</span><span class="p">,</span>
+        <span class="n">default</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
+        <span class="nb">type</span><span class="o">=</span><span class="nb">int</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"If not using a cluster for submitting jobs, "</span>
+        <span class="s2">"specify the job_id by integer ranging from 1 to "</span>
+        <span class="s2">"total number of chromosomes in chrsize_path"</span><span class="p">)</span>
+    <span class="n">parser</span><span class="o">.</span><span class="n">add_argument</span><span class="p">(</span>
+        <span class="s2">"-var_id"</span><span class="p">,</span>
+        <span class="n">default</span><span class="o">=</span><span class="s2">"SGE_TASK_ID"</span><span class="p">,</span>
+        <span class="n">help</span><span class="o">=</span><span class="s2">"HPC variable name for job ID (1-based index)"</span><span class="p">)</span>
+    <span class="n">args</span> <span class="o">=</span> <span class="n">parser</span><span class="o">.</span><span class="n">parse_args</span><span class="p">()</span>
+    <span class="n">job_id</span> <span class="o">=</span> <span class="n">args</span><span class="o">.</span><span class="n">job_id</span>
+    <span class="k">if</span> <span class="n">job_id</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="n">job_id</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="n">args</span><span class="o">.</span><span class="n">var_id</span><span class="p">])</span> <span class="o">-</span> <span class="mi">1</span>
+    <span class="n">UnifyBowtie</span><span class="p">(</span><span class="n">args</span><span class="o">.</span><span class="n">bowtie_outdir</span><span class="p">,</span> <span class="n">args</span><span class="o">.</span><span class="n">chrsize_path</span><span class="p">,</span> <span class="n">job_id</span><span class="p">)</span>
+</pre></div>
+
+          </div>
+        </div>
+      </div>
+      <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
+        <div class="sphinxsidebarwrapper"><div class="relations">
+<h3>Related Topics</h3>
+<ul>
+  <li><a href="../../documentation.html">Documentation overview</a><ul>
+  <li><a href="../index.html">Module code</a><ul>
+  </ul></li>
+  </ul></li>
+</ul>
+</div>
+<div id="searchbox" style="display: none" role="search">
+  <h3>Quick search</h3>
+    <form class="search" action="../../search.html" method="get">
+      <input type="text" name="q" />
+      <input type="submit" value="Go" />
+      <input type="hidden" name="check_keywords" value="yes" />
+      <input type="hidden" name="area" value="default" />
+    </form>
+</div>
+<script type="text/javascript">$('#searchbox').show(0);</script>
+        </div>
+      </div>
+      <div class="clearer"></div>
+    </div>
+    <div class="footer">
+      ©2016, Mehran Karimzadeh, Carl Ernst, Anshul Kundaje, Michael M. Hoffman.
+      
+      |
+      Powered by <a href="http://sphinx-doc.org/">Sphinx 1.4.1</a>
+      & <a href="https://github.com/bitprophet/alabaster">Alabaster 0.7.7</a>
+      
+    </div>
+
+    
+
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/doc/build/_sources/documentation.txt b/doc/build/_sources/documentation.txt
new file mode 100644
index 0000000..51ccce1
--- /dev/null
+++ b/doc/build/_sources/documentation.txt
@@ -0,0 +1,195 @@
+.. Umap documentation master file, created by
+   sphinx-quickstart on Mon Jun 20 14:29:08 2016.
+   You can adapt this file completely to your liking, but it should at least
+   contain the root `toctree` directive.
+
+Welcome to Umap's documentation!
+================================
+
+Contents:
+
+.. toctree::
+   :maxdepth: 2
+
+
+Introduction
+------------
+
+**The free umap software package efficiently identifies uniquely mappable regions of any genome.
+Its Bismap extension identifies mappability of the bisulfite converted genome (methylome).**
+
+the mappability of a genome for a given read length *k*.
+First, it generates all possible *k*-mers of the genome.
+Second, it maps these unique *k*-mers to the genome with `Bowtie <http://bowtie-bio.sourceforge.net/index.shtml>`_ version 1.1.0.
+Third, Umap marks the start position of each *k*-mer that aligns to only one region in the genome.
+Umap repeats these steps for a range of different *k*-mers and stores the data of each chromosome
+in a binary vector *X* with the same length as the chromosome's sequence.
+For read length *k*, :math:`X_i = 1` means that the sequence starting at :math:`X_i` and ending
+at :math:`X_{i+k}` is uniquely mappable on the forward strand.
+Since we align to both strands of the genome, the reverse complement of this same sequence
+starting at :math:`X_{i+k}` on the reverse strand is also uniquely mappable.
+:math:`X_i = 0` means that the sequence starting at :math:`X_i` and ending at
+:math:`X_{i+k}` can be mapped to at least two different regions in the genome.
+
+
+Mappability of the bisulfite-converted genome
+---------------------------------------------
+
+To identify the single-read mappability of a bisulfite-converted genome,
+we create two altered genome sequences.
+In the first sequence, we convert all cytosines to thymine (C :math:`\rightarrow` T).
+In the other sequence we convert all guanines to adenine (G :math:`\rightarrow` A).
+Our approach follows those of `Bismark <http://www.bioinformatics.babraham.ac.uk/projects/bismark/>`_
+and `BWA-meth <https://github.com/brentp/bwa-meth>`_.
+We convert the genome sequence this way because bisulfite
+treatment converts un-methylated cytosine to uracil which is read as thymine.
+Similarly the guanine that is base-pairing with the un-methylated cytosine in
+reverse strand converts to adenine. However these two conversions never occur
+at the same time on the same read. We identify the uniquely mappable regions
+of these two genomes separately, and then combine the data to represent the
+single-read mappability of the forward and reverse strands in the bisulfite-converted genome.
+
+
+Bismap requires special handling of reverse complementation of C :math:`\rightarrow` T
+or G :math:`\rightarrow` A converted genomes.
+Conversion of C :math:`\rightarrow` T on the sequence AATTCCGG produces AATT **TT** GG.
+In the Bowtie index, the reverse complement would be CCAAAATT.
+However for the purpose of identifying the mappability of the bisulfite-converted genome,
+we expect the reverse complement to be TTGGAA **TT**. The reason is that both forward and reverse
+strands undergo bisulfite treatment simultaneously. There is no DNA replication after bisulfite treatment.
+To handle this issue, Bismap creates its own reverse complemented chromosomes and suppresses Bowtie's usual reverse complement mapping.
+
+Umap and Bismap each take approximately 200 CPU hours to run for a given read length. This can be parallelized in a computing cluster over 400 cores to take only 30 minutes.
+
+
+
+Measures of mappability
+:::::::::::::::::::::::
+
+Umap efficiently identifies the single-read mappability of any genome for a
+range of sequencing read lengths. The single-read mappability of a genomic
+region is a fraction of that region which overlaps with at least one uniquely
+mappable *k*-mer. The Bismap extension of Umap produces the single-read mappability
+of a bisulfite-converted genome. Both Umap and Bismap produce an integer vector for
+each chromosome that efficiently defines the mappability for any region and can be
+converted to a browser extensible data (BED) file. In addition to single-read mappability,
+we can measure the mappability of a genomic region by another approach. To quantify
+the single-read mappability of a given genomic region, we measure the fraction of
+potential uniquely mappable reads in that region. A region, however, can have 100% single-read
+mappability, but in practice require a high coverage sequencing to properly identify that region.
+For example, a 1 kbp region with 100% single-read mappability can be mappable due to a
+minimum of 10 unique 100-mers that none of them overlap or a maximum of 1100 unique 100-mers
+that highly overlap. Therefore, we define the multi-read mappability, the probability that a
+randomly selected read of length k in a given region is uniquely mappable. For the genomic
+region :math:`G_{i:j}` starting at *i* and ending at *j*, there are :math:`j - i + k + 1`
+*k*-mers that overlap with :math:`G_{i:j}`.
+The multi-read mappability of :math:`G_{i:j}` is the fraction of those *k*-mers that are uniquely mappable.
+
+
+
+Quick start
+-----------
+
+We have tested Umap installation on a CentOS system using python 2.7.11.
+Bismap requires numpy and pandas and it uses other python modules such as:
+
+* gzip
+* os
+* re
+* subprocess
+
+Umap uses mercurial version control. Make sure that mercurial (hg) is installed.
+Download Umap to the directory of your python packages using::
+
+    hg clone https://bitbucket.org/hoffmanlab/umap
+    cd umap
+    python setup.py install
+
+
+Now we will run a test using a wrapper in the umap directory called ubismap.py
+and a toy genome stored under umap/data ::
+
+    cd umap
+    python ubismap.py data/genome.fa data/chrsize.tsv data/TestGenomeMappability all.q $BOWTIRDIR/bowtie-build --kmer 8 12 -write_script test_run.sh
+    sh test_run.sh
+
+The scripts that are produced by **ubismap.py** assume that you are using a Sun Grid Engine computing cluster.
+You can use parameters of this script to adjust it to your own system. You may need to manually edit this file
+because many of the SGE settings are very different than other computing clusters.
+However, all of the Umap modules accept *-job_id* which allows you to use the modules without a cluster or if
+your cluster does not support job arrays.
+
+Basically, the job array saves an environmental variable (defined by (*-var_id*) that Umap uses for paralellizing processes.
+You can run the modules in a for loop and set the *-job_id* manually.
+For example, in order to find *k*-mers of a genome with 10 million base pairs, the get_kmers
+and run_bowtie modules each need to be executed with -job_ids ranging between 1 to 10.
+
+Get *k*-mers
+------------
+
+.. module:: umap
+    :platform: Unix
+
+.. currentmodule:: umap
+.. autoclass:: GetKmers
+
+
+Run Bowtie
+----------
+
+.. currentmodule:: umap
+.. autoclass:: BowtieWrapper
+
+
+Merge bowtie outputs
+--------------------
+
+
+.. currentmodule:: umap
+.. autoclass:: UnifyBowtie
+
+
+Merge data of various *k*-mers
+------------------------------
+
+
+.. currentmodule:: umap
+.. autoclass:: CombineUmaps
+
+
+Convert numeric vectors to BED and Wiggle
+-----------------------------------------
+
+
+.. currentmodule:: umap
+.. autoclass:: Int8Handler
+.. method:: Int8Handler.write_beds
+.. method:: Int8Handler.write_as_wig
+
+Requesting Genomes
+------------------
+
+In case you need these data for other genomes and do not have access to a Sun Grid Engine computing cluster,
+we may accept to do this for you.
+Please contact the software maintainer by email and we will do our best to assist you as soon as possible.
+
+
+
+Contact, support and questions
+------------------------------
+
+For support of Umap, please user our `mailing list <https://groups.google.com/forum/#!forum/ubismap>`_.
+Specifically, if you want to report a bug or request a feature,
+please do so using
+the `Umap issue tracker <https://bitbucket.org/hoffmanlab/umap/issues>`_.
+We are interested in all comments on the package,
+and the ease of use of installation and documentation.
+
+
+Indices and tables
+==================
+
+* :ref:`genindex`
+* :ref:`modindex`
+* :ref:`search`
+
diff --git a/doc/build/_static/ajax-loader.gif b/doc/build/_static/ajax-loader.gif
new file mode 100644
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Binary files /dev/null and b/doc/build/_static/ajax-loader.gif differ
diff --git a/doc/build/_static/alabaster.css b/doc/build/_static/alabaster.css
new file mode 100644
index 0000000..bc420a4
--- /dev/null
+++ b/doc/build/_static/alabaster.css
@@ -0,0 +1,593 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ at import url("basic.css");
+
+/* -- page layout ----------------------------------------------------------- */
+
+body {
+    font-family: 'goudy old style', 'minion pro', 'bell mt', Georgia, 'Hiragino Mincho Pro', serif;
+    font-size: 17px;
+    background-color: white;
+    color: #000;
+    margin: 0;
+    padding: 0;
+}
+
+div.document {
+    width: 940px;
+    margin: 30px auto 0 auto;
+}
+
+div.documentwrapper {
+    float: left;
+    width: 100%;
+}
+
+div.bodywrapper {
+    margin: 0 0 0 220px;
+}
+
+div.sphinxsidebar {
+    width: 220px;
+}
+
+hr {
+    border: 1px solid #B1B4B6;
+}
+
+div.body {
+    background-color: #ffffff;
+    color: #3E4349;
+    padding: 0 30px 0 30px;
+}
+
+div.body > .section {
+    text-align: left;
+}
+
+div.footer {
+    width: 940px;
+    margin: 20px auto 30px auto;
+    font-size: 14px;
+    color: #888;
+    text-align: right;
+}
+
+div.footer a {
+    color: #888;
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+
+
+div.relations {
+    display: none;
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+
+
+div.sphinxsidebar a {
+    color: #444;
+    text-decoration: none;
+    border-bottom: 1px dotted #999;
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+div.sphinxsidebar {
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+div.sphinxsidebarwrapper {
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+
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+
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+    margin: 10px 0;
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+    margin: 10px 0;
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+    font-family: 'goudy old style', 'minion pro', 'bell mt', Georgia, 'Hiragino Mincho Pro', serif;
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+div.sphinxsidebar hr {
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+    height: 1px;
+    color: #AAA;
+    background: #AAA;
+
+    text-align: left;
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+}
+
+/* -- body styles ----------------------------------------------------------- */
+
+a {
+    color: #004B6B;
+    text-decoration: underline;
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+
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+    background-color: #FCC;
+    border: 1px solid #FAA;
+}
+
+div.admonition tt.xref, div.admonition a tt {
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+}
+
+dd div.admonition {
+    margin-left: -60px;
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+    font-weight: normal;
+    font-size: 24px;
+    margin: 0 0 10px 0;
+    padding: 0;
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+}
+
+div.highlight {
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+}
+
+dt:target, .highlight {
+    background: #FAF3E8;
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+
+div.note {
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+}
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+div.seealso {
+    background-color: #EEE;
+    border: 1px solid #CCC;
+}
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+    width: 0px;
+    padding: 0.3em 0 0.3em 0.5em;
+}
+
+table.footnote td {
+    padding: 0.3em 0.5em;
+}
+
+dl {
+    margin: 0;
+    padding: 0;
+}
+
+dl dd {
+    margin-left: 30px;
+}
+
+blockquote {
+    margin: 0 0 0 30px;
+    padding: 0;
+}
+
+ul, ol {
+    margin: 10px 0 10px 30px;
+    padding: 0;
+}
+
+pre {
+    background: #EEE;
+    padding: 7px 30px;
+    margin: 15px 0px;
+    line-height: 1.3em;
+}
+
+dl pre, blockquote pre, li pre {
+    margin-left: 0;
+    padding-left: 30px;
+}
+
+dl dl pre {
+    margin-left: -90px;
+    padding-left: 90px;
+}
+
+tt, code {
+    background-color: #ecf0f3;
+    color: #222;
+    /* padding: 1px 2px; */
+}
+
+tt.xref, code.xref, a tt {
+    background-color: #FBFBFB;
+    border-bottom: 1px solid white;
+}
+
+a.reference {
+    text-decoration: none;
+    border-bottom: 1px dotted #004B6B;
+}
+
+a.reference:hover {
+    border-bottom: 1px solid #6D4100;
+}
+
+a.footnote-reference {
+    text-decoration: none;
+    font-size: 0.7em;
+    vertical-align: top;
+    border-bottom: 1px dotted #004B6B;
+}
+
+a.footnote-reference:hover {
+    border-bottom: 1px solid #6D4100;
+}
+
+a:hover tt, a:hover code {
+    background: #EEE;
+}
+
+
+ at media screen and (max-width: 870px) {
+
+    div.sphinxsidebar {
+    	display: none;
+    }
+
+    div.document {
+       width: 100%;
+
+    }
+
+    div.documentwrapper {
+    	margin-left: 0;
+    	margin-top: 0;
+    	margin-right: 0;
+    	margin-bottom: 0;
+    }
+
+    div.bodywrapper {
+    	margin-top: 0;
+    	margin-right: 0;
+    	margin-bottom: 0;
+    	margin-left: 0;
+    }
+
+    ul {
+    	margin-left: 0;
+    }
+
+    .document {
+    	width: auto;
+    }
+
+    .footer {
+    	width: auto;
+    }
+
+    .bodywrapper {
+    	margin: 0;
+    }
+
+    .footer {
+    	width: auto;
+    }
+
+    .github {
+        display: none;
+    }
+
+
+
+}
+
+
+
+ at media screen and (max-width: 875px) {
+
+    body {
+        margin: 0;
+        padding: 20px 30px;
+    }
+
+    div.documentwrapper {
+        float: none;
+        background: white;
+    }
+
+    div.sphinxsidebar {
+        display: block;
+        float: none;
+        width: 102.5%;
+        margin: 50px -30px -20px -30px;
+        padding: 10px 20px;
+        background: #333;
+        color: #FFF;
+    }
+
+    div.sphinxsidebar h3, div.sphinxsidebar h4, div.sphinxsidebar p,
+    div.sphinxsidebar h3 a {
+        color: white;
+    }
+
+    div.sphinxsidebar a {
+        color: #AAA;
+    }
+
+    div.sphinxsidebar p.logo {
+        display: none;
+    }
+
+    div.document {
+        width: 100%;
+        margin: 0;
+    }
+
+    div.footer {
+        display: none;
+    }
+
+    div.bodywrapper {
+        margin: 0;
+    }
+
+    div.body {
+        min-height: 0;
+        padding: 0;
+    }
+
+    .rtd_doc_footer {
+        display: none;
+    }
+
+    .document {
+        width: auto;
+    }
+
+    .footer {
+        width: auto;
+    }
+
+    .footer {
+        width: auto;
+    }
+
+    .github {
+        display: none;
+    }
+}
+
+
+/* misc. */
+
+.revsys-inline {
+    display: none!important;
+}
+
+/* Make nested-list/multi-paragraph items look better in Releases changelog
+ * pages. Without this, docutils' magical list fuckery causes inconsistent
+ * formatting between different release sub-lists.
+ */
+div#changelog > div.section > ul > li > p:only-child {
+    margin-bottom: 0;
+}
+
+/* Hide fugly table cell borders in ..bibliography:: directive output */
+table.docutils.citation, table.docutils.citation td, table.docutils.citation th {
+  border: none;
+  /* Below needed in some edge cases; if not applied, bottom shadows appear */
+  -moz-box-shadow: none;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
\ No newline at end of file
diff --git a/doc/build/_static/basic.css b/doc/build/_static/basic.css
new file mode 100644
index 0000000..65dfd7d
--- /dev/null
+++ b/doc/build/_static/basic.css
@@ -0,0 +1,608 @@
+/*
+ * basic.css
+ * ~~~~~~~~~
+ *
+ * Sphinx stylesheet -- basic theme.
+ *
+ * :copyright: Copyright 2007-2016 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+/* -- main layout ----------------------------------------------------------- */
+
+div.clearer {
+    clear: both;
+}
+
+/* -- relbar ---------------------------------------------------------------- */
+
+div.related {
+    width: 100%;
+    font-size: 90%;
+}
+
+div.related h3 {
+    display: none;
+}
+
+div.related ul {
+    margin: 0;
+    padding: 0 0 0 10px;
+    list-style: none;
+}
+
+div.related li {
+    display: inline;
+}
+
+div.related li.right {
+    float: right;
+    margin-right: 5px;
+}
+
+/* -- sidebar --------------------------------------------------------------- */
+
+div.sphinxsidebarwrapper {
+    padding: 10px 5px 0 10px;
+}
+
+div.sphinxsidebar {
+    float: left;
+    width: 230px;
+    margin-left: -100%;
+    font-size: 90%;
+    word-wrap: break-word;
+    overflow-wrap : break-word;
+}
+
+div.sphinxsidebar ul {
+    list-style: none;
+}
+
+div.sphinxsidebar ul ul,
+div.sphinxsidebar ul.want-points {
+    margin-left: 20px;
+    list-style: square;
+}
+
+div.sphinxsidebar ul ul {
+    margin-top: 0;
+    margin-bottom: 0;
+}
+
+div.sphinxsidebar form {
+    margin-top: 10px;
+}
+
+div.sphinxsidebar input {
+    border: 1px solid #98dbcc;
+    font-family: sans-serif;
+    font-size: 1em;
+}
+
+div.sphinxsidebar #searchbox input[type="text"] {
+    width: 170px;
+}
+
+div.sphinxsidebar #searchbox input[type="submit"] {
+    width: 30px;
+}
+
+img {
+    border: 0;
+    max-width: 100%;
+}
+
+/* -- search page ----------------------------------------------------------- */
+
+ul.search {
+    margin: 10px 0 0 20px;
+    padding: 0;
+}
+
+ul.search li {
+    padding: 5px 0 5px 20px;
+    background-image: url(file.png);
+    background-repeat: no-repeat;
+    background-position: 0 7px;
+}
+
+ul.search li a {
+    font-weight: bold;
+}
+
+ul.search li div.context {
+    color: #888;
+    margin: 2px 0 0 30px;
+    text-align: left;
+}
+
+ul.keywordmatches li.goodmatch a {
+    font-weight: bold;
+}
+
+/* -- index page ------------------------------------------------------------ */
+
+table.contentstable {
+    width: 90%;
+}
+
+table.contentstable p.biglink {
+    line-height: 150%;
+}
+
+a.biglink {
+    font-size: 1.3em;
+}
+
+span.linkdescr {
+    font-style: italic;
+    padding-top: 5px;
+    font-size: 90%;
+}
+
+/* -- general index --------------------------------------------------------- */
+
+table.indextable {
+    width: 100%;
+}
+
+table.indextable td {
+    text-align: left;
+    vertical-align: top;
+}
+
+table.indextable dl, table.indextable dd {
+    margin-top: 0;
+    margin-bottom: 0;
+}
+
+table.indextable tr.pcap {
+    height: 10px;
+}
+
+table.indextable tr.cap {
+    margin-top: 10px;
+    background-color: #f2f2f2;
+}
+
+img.toggler {
+    margin-right: 3px;
+    margin-top: 3px;
+    cursor: pointer;
+}
+
+div.modindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+div.genindex-jumpbox {
+    border-top: 1px solid #ddd;
+    border-bottom: 1px solid #ddd;
+    margin: 1em 0 1em 0;
+    padding: 0.4em;
+}
+
+/* -- general body styles --------------------------------------------------- */
+
+div.body p, div.body dd, div.body li, div.body blockquote {
+    -moz-hyphens: auto;
+    -ms-hyphens: auto;
+    -webkit-hyphens: auto;
+    hyphens: auto;
+}
+
+a.headerlink {
+    visibility: hidden;
+}
+
+h1:hover > a.headerlink,
+h2:hover > a.headerlink,
+h3:hover > a.headerlink,
+h4:hover > a.headerlink,
+h5:hover > a.headerlink,
+h6:hover > a.headerlink,
+dt:hover > a.headerlink,
+caption:hover > a.headerlink,
+p.caption:hover > a.headerlink,
+div.code-block-caption:hover > a.headerlink {
+    visibility: visible;
+}
+
+div.body p.caption {
+    text-align: inherit;
+}
+
+div.body td {
+    text-align: left;
+}
+
+.field-list ul {
+    padding-left: 1em;
+}
+
+.first {
+    margin-top: 0 !important;
+}
+
+p.rubric {
+    margin-top: 30px;
+    font-weight: bold;
+}
+
+img.align-left, .figure.align-left, object.align-left {
+    clear: left;
+    float: left;
+    margin-right: 1em;
+}
+
+img.align-right, .figure.align-right, object.align-right {
+    clear: right;
+    float: right;
+    margin-left: 1em;
+}
+
+img.align-center, .figure.align-center, object.align-center {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.align-left {
+    text-align: left;
+}
+
+.align-center {
+    text-align: center;
+}
+
+.align-right {
+    text-align: right;
+}
+
+/* -- sidebars -------------------------------------------------------------- */
+
+div.sidebar {
+    margin: 0 0 0.5em 1em;
+    border: 1px solid #ddb;
+    padding: 7px 7px 0 7px;
+    background-color: #ffe;
+    width: 40%;
+    float: right;
+}
+
+p.sidebar-title {
+    font-weight: bold;
+}
+
+/* -- topics ---------------------------------------------------------------- */
+
+div.topic {
+    border: 1px solid #ccc;
+    padding: 7px 7px 0 7px;
+    margin: 10px 0 10px 0;
+}
+
+p.topic-title {
+    font-size: 1.1em;
+    font-weight: bold;
+    margin-top: 10px;
+}
+
+/* -- admonitions ----------------------------------------------------------- */
+
+div.admonition {
+    margin-top: 10px;
+    margin-bottom: 10px;
+    padding: 7px;
+}
+
+div.admonition dt {
+    font-weight: bold;
+}
+
+div.admonition dl {
+    margin-bottom: 0;
+}
+
+p.admonition-title {
+    margin: 0px 10px 5px 0px;
+    font-weight: bold;
+}
+
+div.body p.centered {
+    text-align: center;
+    margin-top: 25px;
+}
+
+/* -- tables ---------------------------------------------------------------- */
+
+table.docutils {
+    border: 0;
+    border-collapse: collapse;
+}
+
+table caption span.caption-number {
+    font-style: italic;
+}
+
+table caption span.caption-text {
+}
+
+table.docutils td, table.docutils th {
+    padding: 1px 8px 1px 5px;
+    border-top: 0;
+    border-left: 0;
+    border-right: 0;
+    border-bottom: 1px solid #aaa;
+}
+
+table.field-list td, table.field-list th {
+    border: 0 !important;
+}
+
+table.footnote td, table.footnote th {
+    border: 0 !important;
+}
+
+th {
+    text-align: left;
+    padding-right: 5px;
+}
+
+table.citation {
+    border-left: solid 1px gray;
+    margin-left: 1px;
+}
+
+table.citation td {
+    border-bottom: none;
+}
+
+/* -- figures --------------------------------------------------------------- */
+
+div.figure {
+    margin: 0.5em;
+    padding: 0.5em;
+}
+
+div.figure p.caption {
+    padding: 0.3em;
+}
+
+div.figure p.caption span.caption-number {
+    font-style: italic;
+}
+
+div.figure p.caption span.caption-text {
+}
+
+
+/* -- other body styles ----------------------------------------------------- */
+
+ol.arabic {
+    list-style: decimal;
+}
+
+ol.loweralpha {
+    list-style: lower-alpha;
+}
+
+ol.upperalpha {
+    list-style: upper-alpha;
+}
+
+ol.lowerroman {
+    list-style: lower-roman;
+}
+
+ol.upperroman {
+    list-style: upper-roman;
+}
+
+dl {
+    margin-bottom: 15px;
+}
+
+dd p {
+    margin-top: 0px;
+}
+
+dd ul, dd table {
+    margin-bottom: 10px;
+}
+
+dd {
+    margin-top: 3px;
+    margin-bottom: 10px;
+    margin-left: 30px;
+}
+
+dt:target, .highlighted {
+    background-color: #fbe54e;
+}
+
+dl.glossary dt {
+    font-weight: bold;
+    font-size: 1.1em;
+}
+
+.field-list ul {
+    margin: 0;
+    padding-left: 1em;
+}
+
+.field-list p {
+    margin: 0;
+}
+
+.optional {
+    font-size: 1.3em;
+}
+
+.sig-paren {
+    font-size: larger;
+}
+
+.versionmodified {
+    font-style: italic;
+}
+
+.system-message {
+    background-color: #fda;
+    padding: 5px;
+    border: 3px solid red;
+}
+
+.footnote:target  {
+    background-color: #ffa;
+}
+
+.line-block {
+    display: block;
+    margin-top: 1em;
+    margin-bottom: 1em;
+}
+
+.line-block .line-block {
+    margin-top: 0;
+    margin-bottom: 0;
+    margin-left: 1.5em;
+}
+
+.guilabel, .menuselection {
+    font-family: sans-serif;
+}
+
+.accelerator {
+    text-decoration: underline;
+}
+
+.classifier {
+    font-style: oblique;
+}
+
+abbr, acronym {
+    border-bottom: dotted 1px;
+    cursor: help;
+}
+
+/* -- code displays --------------------------------------------------------- */
+
+pre {
+    overflow: auto;
+    overflow-y: hidden;  /* fixes display issues on Chrome browsers */
+}
+
+td.linenos pre {
+    padding: 5px 0px;
+    border: 0;
+    background-color: transparent;
+    color: #aaa;
+}
+
+table.highlighttable {
+    margin-left: 0.5em;
+}
+
+table.highlighttable td {
+    padding: 0 0.5em 0 0.5em;
+}
+
+div.code-block-caption {
+    padding: 2px 5px;
+    font-size: small;
+}
+
+div.code-block-caption code {
+    background-color: transparent;
+}
+
+div.code-block-caption + div > div.highlight > pre {
+    margin-top: 0;
+}
+
+div.code-block-caption span.caption-number {
+    padding: 0.1em 0.3em;
+    font-style: italic;
+}
+
+div.code-block-caption span.caption-text {
+}
+
+div.literal-block-wrapper {
+    padding: 1em 1em 0;
+}
+
+div.literal-block-wrapper div.highlight {
+    margin: 0;
+}
+
+code.descname {
+    background-color: transparent;
+    font-weight: bold;
+    font-size: 1.2em;
+}
+
+code.descclassname {
+    background-color: transparent;
+}
+
+code.xref, a code {
+    background-color: transparent;
+    font-weight: bold;
+}
+
+h1 code, h2 code, h3 code, h4 code, h5 code, h6 code {
+    background-color: transparent;
+}
+
+.viewcode-link {
+    float: right;
+}
+
+.viewcode-back {
+    float: right;
+    font-family: sans-serif;
+}
+
+div.viewcode-block:target {
+    margin: -1px -10px;
+    padding: 0 10px;
+}
+
+/* -- math display ---------------------------------------------------------- */
+
+img.math {
+    vertical-align: middle;
+}
+
+div.body div.math p {
+    text-align: center;
+}
+
+span.eqno {
+    float: right;
+}
+
+/* -- printout stylesheet --------------------------------------------------- */
+
+ at media print {
+    div.document,
+    div.documentwrapper,
+    div.bodywrapper {
+        margin: 0 !important;
+        width: 100%;
+    }
+
+    div.sphinxsidebar,
+    div.related,
+    div.footer,
+    #top-link {
+        display: none;
+    }
+}
\ No newline at end of file
diff --git a/doc/build/_static/comment-bright.png b/doc/build/_static/comment-bright.png
new file mode 100644
index 0000000..551517b
Binary files /dev/null and b/doc/build/_static/comment-bright.png differ
diff --git a/doc/build/_static/comment-close.png b/doc/build/_static/comment-close.png
new file mode 100644
index 0000000..09b54be
Binary files /dev/null and b/doc/build/_static/comment-close.png differ
diff --git a/doc/build/_static/comment.png b/doc/build/_static/comment.png
new file mode 100644
index 0000000..92feb52
Binary files /dev/null and b/doc/build/_static/comment.png differ
diff --git a/doc/build/_static/doctools.js b/doc/build/_static/doctools.js
new file mode 100644
index 0000000..8163495
--- /dev/null
+++ b/doc/build/_static/doctools.js
@@ -0,0 +1,287 @@
+/*
+ * doctools.js
+ * ~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for all documentation.
+ *
+ * :copyright: Copyright 2007-2016 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+/**
+ * select a different prefix for underscore
+ */
+$u = _.noConflict();
+
+/**
+ * make the code below compatible with browsers without
+ * an installed firebug like debugger
+if (!window.console || !console.firebug) {
+  var names = ["log", "debug", "info", "warn", "error", "assert", "dir",
+    "dirxml", "group", "groupEnd", "time", "timeEnd", "count", "trace",
+    "profile", "profileEnd"];
+  window.console = {};
+  for (var i = 0; i < names.length; ++i)
+    window.console[names[i]] = function() {};
+}
+ */
+
+/**
+ * small helper function to urldecode strings
+ */
+jQuery.urldecode = function(x) {
+  return decodeURIComponent(x).replace(/\+/g, ' ');
+};
+
+/**
+ * small helper function to urlencode strings
+ */
+jQuery.urlencode = encodeURIComponent;
+
+/**
+ * This function returns the parsed url parameters of the
+ * current request. Multiple values per key are supported,
+ * it will always return arrays of strings for the value parts.
+ */
+jQuery.getQueryParameters = function(s) {
+  if (typeof s == 'undefined')
+    s = document.location.search;
+  var parts = s.substr(s.indexOf('?') + 1).split('&');
+  var result = {};
+  for (var i = 0; i < parts.length; i++) {
+    var tmp = parts[i].split('=', 2);
+    var key = jQuery.urldecode(tmp[0]);
+    var value = jQuery.urldecode(tmp[1]);
+    if (key in result)
+      result[key].push(value);
+    else
+      result[key] = [value];
+  }
+  return result;
+};
+
+/**
+ * highlight a given string on a jquery object by wrapping it in
+ * span elements with the given class name.
+ */
+jQuery.fn.highlightText = function(text, className) {
+  function highlight(node) {
+    if (node.nodeType == 3) {
+      var val = node.nodeValue;
+      var pos = val.toLowerCase().indexOf(text);
+      if (pos >= 0 && !jQuery(node.parentNode).hasClass(className)) {
+        var span = document.createElement("span");
+        span.className = className;
+        span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+        node.parentNode.insertBefore(span, node.parentNode.insertBefore(
+          document.createTextNode(val.substr(pos + text.length)),
+          node.nextSibling));
+        node.nodeValue = val.substr(0, pos);
+      }
+    }
+    else if (!jQuery(node).is("button, select, textarea")) {
+      jQuery.each(node.childNodes, function() {
+        highlight(this);
+      });
+    }
+  }
+  return this.each(function() {
+    highlight(this);
+  });
+};
+
+/*
+ * backward compatibility for jQuery.browser
+ * This will be supported until firefox bug is fixed.
+ */
+if (!jQuery.browser) {
+  jQuery.uaMatch = function(ua) {
+    ua = ua.toLowerCase();
+
+    var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
+      /(webkit)[ \/]([\w.]+)/.exec(ua) ||
+      /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
+      /(msie) ([\w.]+)/.exec(ua) ||
+      ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
+      [];
+
+    return {
+      browser: match[ 1 ] || "",
+      version: match[ 2 ] || "0"
+    };
+  };
+  jQuery.browser = {};
+  jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
+}
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+var Documentation = {
+
+  init : function() {
+    this.fixFirefoxAnchorBug();
+    this.highlightSearchWords();
+    this.initIndexTable();
+    
+  },
+
+  /**
+   * i18n support
+   */
+  TRANSLATIONS : {},
+  PLURAL_EXPR : function(n) { return n == 1 ? 0 : 1; },
+  LOCALE : 'unknown',
+
+  // gettext and ngettext don't access this so that the functions
+  // can safely bound to a different name (_ = Documentation.gettext)
+  gettext : function(string) {
+    var translated = Documentation.TRANSLATIONS[string];
+    if (typeof translated == 'undefined')
+      return string;
+    return (typeof translated == 'string') ? translated : translated[0];
+  },
+
+  ngettext : function(singular, plural, n) {
+    var translated = Documentation.TRANSLATIONS[singular];
+    if (typeof translated == 'undefined')
+      return (n == 1) ? singular : plural;
+    return translated[Documentation.PLURALEXPR(n)];
+  },
+
+  addTranslations : function(catalog) {
+    for (var key in catalog.messages)
+      this.TRANSLATIONS[key] = catalog.messages[key];
+    this.PLURAL_EXPR = new Function('n', 'return +(' + catalog.plural_expr + ')');
+    this.LOCALE = catalog.locale;
+  },
+
+  /**
+   * add context elements like header anchor links
+   */
+  addContextElements : function() {
+    $('div[id] > :header:first').each(function() {
+      $('<a class="headerlink">\u00B6</a>').
+      attr('href', '#' + this.id).
+      attr('title', _('Permalink to this headline')).
+      appendTo(this);
+    });
+    $('dt[id]').each(function() {
+      $('<a class="headerlink">\u00B6</a>').
+      attr('href', '#' + this.id).
+      attr('title', _('Permalink to this definition')).
+      appendTo(this);
+    });
+  },
+
+  /**
+   * workaround a firefox stupidity
+   * see: https://bugzilla.mozilla.org/show_bug.cgi?id=645075
+   */
+  fixFirefoxAnchorBug : function() {
+    if (document.location.hash)
+      window.setTimeout(function() {
+        document.location.href += '';
+      }, 10);
+  },
+
+  /**
+   * highlight the search words provided in the url in the text
+   */
+  highlightSearchWords : function() {
+    var params = $.getQueryParameters();
+    var terms = (params.highlight) ? params.highlight[0].split(/\s+/) : [];
+    if (terms.length) {
+      var body = $('div.body');
+      if (!body.length) {
+        body = $('body');
+      }
+      window.setTimeout(function() {
+        $.each(terms, function() {
+          body.highlightText(this.toLowerCase(), 'highlighted');
+        });
+      }, 10);
+      $('<p class="highlight-link"><a href="javascript:Documentation.' +
+        'hideSearchWords()">' + _('Hide Search Matches') + '</a></p>')
+          .appendTo($('#searchbox'));
+    }
+  },
+
+  /**
+   * init the domain index toggle buttons
+   */
+  initIndexTable : function() {
+    var togglers = $('img.toggler').click(function() {
+      var src = $(this).attr('src');
+      var idnum = $(this).attr('id').substr(7);
+      $('tr.cg-' + idnum).toggle();
+      if (src.substr(-9) == 'minus.png')
+        $(this).attr('src', src.substr(0, src.length-9) + 'plus.png');
+      else
+        $(this).attr('src', src.substr(0, src.length-8) + 'minus.png');
+    }).css('display', '');
+    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) {
+        togglers.click();
+    }
+  },
+
+  /**
+   * helper function to hide the search marks again
+   */
+  hideSearchWords : function() {
+    $('#searchbox .highlight-link').fadeOut(300);
+    $('span.highlighted').removeClass('highlighted');
+  },
+
+  /**
+   * make the url absolute
+   */
+  makeURL : function(relativeURL) {
+    return DOCUMENTATION_OPTIONS.URL_ROOT + '/' + relativeURL;
+  },
+
+  /**
+   * get the current relative url
+   */
+  getCurrentURL : function() {
+    var path = document.location.pathname;
+    var parts = path.split(/\//);
+    $.each(DOCUMENTATION_OPTIONS.URL_ROOT.split(/\//), function() {
+      if (this == '..')
+        parts.pop();
+    });
+    var url = parts.join('/');
+    return path.substring(url.lastIndexOf('/') + 1, path.length - 1);
+  },
+
+  initOnKeyListeners: function() {
+    $(document).keyup(function(event) {
+      var activeElementType = document.activeElement.tagName;
+      // don't navigate when in search box or textarea
+      if (activeElementType !== 'TEXTAREA' && activeElementType !== 'INPUT' && activeElementType !== 'SELECT') {
+        switch (event.keyCode) {
+          case 37: // left
+            var prevHref = $('link[rel="prev"]').prop('href');
+            if (prevHref) {
+              window.location.href = prevHref;
+              return false;
+            }
+          case 39: // right
+            var nextHref = $('link[rel="next"]').prop('href');
+            if (nextHref) {
+              window.location.href = nextHref;
+              return false;
+            }
+        }
+      }
+    });
+  }
+};
+
+// quick alias for translations
+_ = Documentation.gettext;
+
+$(document).ready(function() {
+  Documentation.init();
+});
\ No newline at end of file
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new file mode 100644
index 0000000..7c30d00
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diff --git a/doc/build/_static/down.png b/doc/build/_static/down.png
new file mode 100644
index 0000000..f48098a
Binary files /dev/null and b/doc/build/_static/down.png differ
diff --git a/doc/build/_static/file.png b/doc/build/_static/file.png
new file mode 100644
index 0000000..254c60b
Binary files /dev/null and b/doc/build/_static/file.png differ
diff --git a/doc/build/_static/jquery-1.11.1.js b/doc/build/_static/jquery-1.11.1.js
new file mode 100644
index 0000000..d4b67f7
--- /dev/null
+++ b/doc/build/_static/jquery-1.11.1.js
@@ -0,0 +1,10308 @@
+/*!
+ * jQuery JavaScript Library v1.11.1
+ * http://jquery.com/
+ *
+ * Includes Sizzle.js
+ * http://sizzlejs.com/
+ *
+ * Copyright 2005, 2014 jQuery Foundation, Inc. and other contributors
+ * Released under the MIT license
+ * http://jquery.org/license
+ *
+ * Date: 2014-05-01T17:42Z
+ */
+
+(function( global, factory ) {
+
+	if ( typeof module === "object" && typeof module.exports === "object" ) {
+		// For CommonJS and CommonJS-like environments where a proper window is present,
+		// execute the factory and get jQuery
+		// For environments that do not inherently posses a window with a document
+		// (such as Node.js), expose a jQuery-making factory as module.exports
+		// This accentuates the need for the creation of a real window
+		// e.g. var jQuery = require("jquery")(window);
+		// See ticket #14549 for more info
+		module.exports = global.document ?
+			factory( global, true ) :
+			function( w ) {
+				if ( !w.document ) {
+					throw new Error( "jQuery requires a window with a document" );
+				}
+				return factory( w );
+			};
+	} else {
+		factory( global );
+	}
+
+// Pass this if window is not defined yet
+}(typeof window !== "undefined" ? window : this, function( window, noGlobal ) {
+
+// Can't do this because several apps including ASP.NET trace
+// the stack via arguments.caller.callee and Firefox dies if
+// you try to trace through "use strict" call chains. (#13335)
+// Support: Firefox 18+
+//
+
+var deletedIds = [];
+
+var slice = deletedIds.slice;
+
+var concat = deletedIds.concat;
+
+var push = deletedIds.push;
+
+var indexOf = deletedIds.indexOf;
+
+var class2type = {};
+
+var toString = class2type.toString;
+
+var hasOwn = class2type.hasOwnProperty;
+
+var support = {};
+
+
+
+var
+	version = "1.11.1",
+
+	// Define a local copy of jQuery
+	jQuery = function( selector, context ) {
+		// The jQuery object is actually just the init constructor 'enhanced'
+		// Need init if jQuery is called (just allow error to be thrown if not included)
+		return new jQuery.fn.init( selector, context );
+	},
+
+	// Support: Android<4.1, IE<9
+	// Make sure we trim BOM and NBSP
+	rtrim = /^[\s\uFEFF\xA0]+|[\s\uFEFF\xA0]+$/g,
+
+	// Matches dashed string for camelizing
+	rmsPrefix = /^-ms-/,
+	rdashAlpha = /-([\da-z])/gi,
+
+	// Used by jQuery.camelCase as callback to replace()
+	fcamelCase = function( all, letter ) {
+		return letter.toUpperCase();
+	};
+
+jQuery.fn = jQuery.prototype = {
+	// The current version of jQuery being used
+	jquery: version,
+
+	constructor: jQuery,
+
+	// Start with an empty selector
+	selector: "",
+
+	// The default length of a jQuery object is 0
+	length: 0,
+
+	toArray: function() {
+		return slice.call( this );
+	},
+
+	// Get the Nth element in the matched element set OR
+	// Get the whole matched element set as a clean array
+	get: function( num ) {
+		return num != null ?
+
+			// Return just the one element from the set
+			( num < 0 ? this[ num + this.length ] : this[ num ] ) :
+
+			// Return all the elements in a clean array
+			slice.call( this );
+	},
+
+	// Take an array of elements and push it onto the stack
+	// (returning the new matched element set)
+	pushStack: function( elems ) {
+
+		// Build a new jQuery matched element set
+		var ret = jQuery.merge( this.constructor(), elems );
+
+		// Add the old object onto the stack (as a reference)
+		ret.prevObject = this;
+		ret.context = this.context;
+
+		// Return the newly-formed element set
+		return ret;
+	},
+
+	// Execute a callback for every element in the matched set.
+	// (You can seed the arguments with an array of args, but this is
+	// only used internally.)
+	each: function( callback, args ) {
+		return jQuery.each( this, callback, args );
+	},
+
+	map: function( callback ) {
+		return this.pushStack( jQuery.map(this, function( elem, i ) {
+			return callback.call( elem, i, elem );
+		}));
+	},
+
+	slice: function() {
+		return this.pushStack( slice.apply( this, arguments ) );
+	},
+
+	first: function() {
+		return this.eq( 0 );
+	},
+
+	last: function() {
+		return this.eq( -1 );
+	},
+
+	eq: function( i ) {
+		var len = this.length,
+			j = +i + ( i < 0 ? len : 0 );
+		return this.pushStack( j >= 0 && j < len ? [ this[j] ] : [] );
+	},
+
+	end: function() {
+		return this.prevObject || this.constructor(null);
+	},
+
+	// For internal use only.
+	// Behaves like an Array's method, not like a jQuery method.
+	push: push,
+	sort: deletedIds.sort,
+	splice: deletedIds.splice
+};
+
+jQuery.extend = jQuery.fn.extend = function() {
+	var src, copyIsArray, copy, name, options, clone,
+		target = arguments[0] || {},
+		i = 1,
+		length = arguments.length,
+		deep = false;
+
+	// Handle a deep copy situation
+	if ( typeof target === "boolean" ) {
+		deep = target;
+
+		// skip the boolean and the target
+		target = arguments[ i ] || {};
+		i++;
+	}
+
+	// Handle case when target is a string or something (possible in deep copy)
+	if ( typeof target !== "object" && !jQuery.isFunction(target) ) {
+		target = {};
+	}
+
+	// extend jQuery itself if only one argument is passed
+	if ( i === length ) {
+		target = this;
+		i--;
+	}
+
+	for ( ; i < length; i++ ) {
+		// Only deal with non-null/undefined values
+		if ( (options = arguments[ i ]) != null ) {
+			// Extend the base object
+			for ( name in options ) {
+				src = target[ name ];
+				copy = options[ name ];
+
+				// Prevent never-ending loop
+				if ( target === copy ) {
+					continue;
+				}
+
+				// Recurse if we're merging plain objects or arrays
+				if ( deep && copy && ( jQuery.isPlainObject(copy) || (copyIsArray = jQuery.isArray(copy)) ) ) {
+					if ( copyIsArray ) {
+						copyIsArray = false;
+						clone = src && jQuery.isArray(src) ? src : [];
+
+					} else {
+						clone = src && jQuery.isPlainObject(src) ? src : {};
+					}
+
+					// Never move original objects, clone them
+					target[ name ] = jQuery.extend( deep, clone, copy );
+
+				// Don't bring in undefined values
+				} else if ( copy !== undefined ) {
+					target[ name ] = copy;
+				}
+			}
+		}
+	}
+
+	// Return the modified object
+	return target;
+};
+
+jQuery.extend({
+	// Unique for each copy of jQuery on the page
+	expando: "jQuery" + ( version + Math.random() ).replace( /\D/g, "" ),
+
+	// Assume jQuery is ready without the ready module
+	isReady: true,
+
+	error: function( msg ) {
+		throw new Error( msg );
+	},
+
+	noop: function() {},
+
+	// See test/unit/core.js for details concerning isFunction.
+	// Since version 1.3, DOM methods and functions like alert
+	// aren't supported. They return false on IE (#2968).
+	isFunction: function( obj ) {
+		return jQuery.type(obj) === "function";
+	},
+
+	isArray: Array.isArray || function( obj ) {
+		return jQuery.type(obj) === "array";
+	},
+
+	isWindow: function( obj ) {
+		/* jshint eqeqeq: false */
+		return obj != null && obj == obj.window;
+	},
+
+	isNumeric: function( obj ) {
+		// parseFloat NaNs numeric-cast false positives (null|true|false|"")
+		// ...but misinterprets leading-number strings, particularly hex literals ("0x...")
+		// subtraction forces infinities to NaN
+		return !jQuery.isArray( obj ) && obj - parseFloat( obj ) >= 0;
+	},
+
+	isEmptyObject: function( obj ) {
+		var name;
+		for ( name in obj ) {
+			return false;
+		}
+		return true;
+	},
+
+	isPlainObject: function( obj ) {
+		var key;
+
+		// Must be an Object.
+		// Because of IE, we also have to check the presence of the constructor property.
+		// Make sure that DOM nodes and window objects don't pass through, as well
+		if ( !obj || jQuery.type(obj) !== "object" || obj.nodeType || jQuery.isWindow( obj ) ) {
+			return false;
+		}
+
+		try {
+			// Not own constructor property must be Object
+			if ( obj.constructor &&
+				!hasOwn.call(obj, "constructor") &&
+				!hasOwn.call(obj.constructor.prototype, "isPrototypeOf") ) {
+				return false;
+			}
+		} catch ( e ) {
+			// IE8,9 Will throw exceptions on certain host objects #9897
+			return false;
+		}
+
+		// Support: IE<9
+		// Handle iteration over inherited properties before own properties.
+		if ( support.ownLast ) {
+			for ( key in obj ) {
+				return hasOwn.call( obj, key );
+			}
+		}
+
+		// Own properties are enumerated firstly, so to speed up,
+		// if last one is own, then all properties are own.
+		for ( key in obj ) {}
+
+		return key === undefined || hasOwn.call( obj, key );
+	},
+
+	type: function( obj ) {
+		if ( obj == null ) {
+			return obj + "";
+		}
+		return typeof obj === "object" || typeof obj === "function" ?
+			class2type[ toString.call(obj) ] || "object" :
+			typeof obj;
+	},
+
+	// Evaluates a script in a global context
+	// Workarounds based on findings by Jim Driscoll
+	// http://weblogs.java.net/blog/driscoll/archive/2009/09/08/eval-javascript-global-context
+	globalEval: function( data ) {
+		if ( data && jQuery.trim( data ) ) {
+			// We use execScript on Internet Explorer
+			// We use an anonymous function so that context is window
+			// rather than jQuery in Firefox
+			( window.execScript || function( data ) {
+				window[ "eval" ].call( window, data );
+			} )( data );
+		}
+	},
+
+	// Convert dashed to camelCase; used by the css and data modules
+	// Microsoft forgot to hump their vendor prefix (#9572)
+	camelCase: function( string ) {
+		return string.replace( rmsPrefix, "ms-" ).replace( rdashAlpha, fcamelCase );
+	},
+
+	nodeName: function( elem, name ) {
+		return elem.nodeName && elem.nodeName.toLowerCase() === name.toLowerCase();
+	},
+
+	// args is for internal usage only
+	each: function( obj, callback, args ) {
+		var value,
+			i = 0,
+			length = obj.length,
+			isArray = isArraylike( obj );
+
+		if ( args ) {
+			if ( isArray ) {
+				for ( ; i < length; i++ ) {
+					value = callback.apply( obj[ i ], args );
+
+					if ( value === false ) {
+						break;
+					}
+				}
+			} else {
+				for ( i in obj ) {
+					value = callback.apply( obj[ i ], args );
+
+					if ( value === false ) {
+						break;
+					}
+				}
+			}
+
+		// A special, fast, case for the most common use of each
+		} else {
+			if ( isArray ) {
+				for ( ; i < length; i++ ) {
+					value = callback.call( obj[ i ], i, obj[ i ] );
+
+					if ( value === false ) {
+						break;
+					}
+				}
+			} else {
+				for ( i in obj ) {
+					value = callback.call( obj[ i ], i, obj[ i ] );
+
+					if ( value === false ) {
+						break;
+					}
+				}
+			}
+		}
+
+		return obj;
+	},
+
+	// Support: Android<4.1, IE<9
+	trim: function( text ) {
+		return text == null ?
+			"" :
+			( text + "" ).replace( rtrim, "" );
+	},
+
+	// results is for internal usage only
+	makeArray: function( arr, results ) {
+		var ret = results || [];
+
+		if ( arr != null ) {
+			if ( isArraylike( Object(arr) ) ) {
+				jQuery.merge( ret,
+					typeof arr === "string" ?
+					[ arr ] : arr
+				);
+			} else {
+				push.call( ret, arr );
+			}
+		}
+
+		return ret;
+	},
+
+	inArray: function( elem, arr, i ) {
+		var len;
+
+		if ( arr ) {
+			if ( indexOf ) {
+				return indexOf.call( arr, elem, i );
+			}
+
+			len = arr.length;
+			i = i ? i < 0 ? Math.max( 0, len + i ) : i : 0;
+
+			for ( ; i < len; i++ ) {
+				// Skip accessing in sparse arrays
+				if ( i in arr && arr[ i ] === elem ) {
+					return i;
+				}
+			}
+		}
+
+		return -1;
+	},
+
+	merge: function( first, second ) {
+		var len = +second.length,
+			j = 0,
+			i = first.length;
+
+		while ( j < len ) {
+			first[ i++ ] = second[ j++ ];
+		}
+
+		// Support: IE<9
+		// Workaround casting of .length to NaN on otherwise arraylike objects (e.g., NodeLists)
+		if ( len !== len ) {
+			while ( second[j] !== undefined ) {
+				first[ i++ ] = second[ j++ ];
+			}
+		}
+
+		first.length = i;
+
+		return first;
+	},
+
+	grep: function( elems, callback, invert ) {
+		var callbackInverse,
+			matches = [],
+			i = 0,
+			length = elems.length,
+			callbackExpect = !invert;
+
+		// Go through the array, only saving the items
+		// that pass the validator function
+		for ( ; i < length; i++ ) {
+			callbackInverse = !callback( elems[ i ], i );
+			if ( callbackInverse !== callbackExpect ) {
+				matches.push( elems[ i ] );
+			}
+		}
+
+		return matches;
+	},
+
+	// arg is for internal usage only
+	map: function( elems, callback, arg ) {
+		var value,
+			i = 0,
+			length = elems.length,
+			isArray = isArraylike( elems ),
+			ret = [];
+
+		// Go through the array, translating each of the items to their new values
+		if ( isArray ) {
+			for ( ; i < length; i++ ) {
+				value = callback( elems[ i ], i, arg );
+
+				if ( value != null ) {
+					ret.push( value );
+				}
+			}
+
+		// Go through every key on the object,
+		} else {
+			for ( i in elems ) {
+				value = callback( elems[ i ], i, arg );
+
+				if ( value != null ) {
+					ret.push( value );
+				}
+			}
+		}
+
+		// Flatten any nested arrays
+		return concat.apply( [], ret );
+	},
+
+	// A global GUID counter for objects
+	guid: 1,
+
+	// Bind a function to a context, optionally partially applying any
+	// arguments.
+	proxy: function( fn, context ) {
+		var args, proxy, tmp;
+
+		if ( typeof context === "string" ) {
+			tmp = fn[ context ];
+			context = fn;
+			fn = tmp;
+		}
+
+		// Quick check to determine if target is callable, in the spec
+		// this throws a TypeError, but we will just return undefined.
+		if ( !jQuery.isFunction( fn ) ) {
+			return undefined;
+		}
+
+		// Simulated bind
+		args = slice.call( arguments, 2 );
+		proxy = function() {
+			return fn.apply( context || this, args.concat( slice.call( arguments ) ) );
+		};
+
+		// Set the guid of unique handler to the same of original handler, so it can be removed
+		proxy.guid = fn.guid = fn.guid || jQuery.guid++;
+
+		return proxy;
+	},
+
+	now: function() {
+		return +( new Date() );
+	},
+
+	// jQuery.support is not used in Core but other projects attach their
+	// properties to it so it needs to exist.
+	support: support
+});
+
+// Populate the class2type map
+jQuery.each("Boolean Number String Function Array Date RegExp Object Error".split(" "), function(i, name) {
+	class2type[ "[object " + name + "]" ] = name.toLowerCase();
+});
+
+function isArraylike( obj ) {
+	var length = obj.length,
+		type = jQuery.type( obj );
+
+	if ( type === "function" || jQuery.isWindow( obj ) ) {
+		return false;
+	}
+
+	if ( obj.nodeType === 1 && length ) {
+		return true;
+	}
+
+	return type === "array" || length === 0 ||
+		typeof length === "number" && length > 0 && ( length - 1 ) in obj;
+}
+var Sizzle =
+/*!
+ * Sizzle CSS Selector Engine v1.10.19
+ * http://sizzlejs.com/
+ *
+ * Copyright 2013 jQuery Foundation, Inc. and other contributors
+ * Released under the MIT license
+ * http://jquery.org/license
+ *
+ * Date: 2014-04-18
+ */
+(function( window ) {
+
+var i,
+	support,
+	Expr,
+	getText,
+	isXML,
+	tokenize,
+	compile,
+	select,
+	outermostContext,
+	sortInput,
+	hasDuplicate,
+
+	// Local document vars
+	setDocument,
+	document,
+	docElem,
+	documentIsHTML,
+	rbuggyQSA,
+	rbuggyMatches,
+	matches,
+	contains,
+
+	// Instance-specific data
+	expando = "sizzle" + -(new Date()),
+	preferredDoc = window.document,
+	dirruns = 0,
+	done = 0,
+	classCache = createCache(),
+	tokenCache = createCache(),
+	compilerCache = createCache(),
+	sortOrder = function( a, b ) {
+		if ( a === b ) {
+			hasDuplicate = true;
+		}
+		return 0;
+	},
+
+	// General-purpose constants
+	strundefined = typeof undefined,
+	MAX_NEGATIVE = 1 << 31,
+
+	// Instance methods
+	hasOwn = ({}).hasOwnProperty,
+	arr = [],
+	pop = arr.pop,
+	push_native = arr.push,
+	push = arr.push,
+	slice = arr.slice,
+	// Use a stripped-down indexOf if we can't use a native one
+	indexOf = arr.indexOf || function( elem ) {
+		var i = 0,
+			len = this.length;
+		for ( ; i < len; i++ ) {
+			if ( this[i] === elem ) {
+				return i;
+			}
+		}
+		return -1;
+	},
+
+	booleans = "checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|ismap|loop|multiple|open|readonly|required|scoped",
+
+	// Regular expressions
+
+	// Whitespace characters http://www.w3.org/TR/css3-selectors/#whitespace
+	whitespace = "[\\x20\\t\\r\\n\\f]",
+	// http://www.w3.org/TR/css3-syntax/#characters
+	characterEncoding = "(?:\\\\.|[\\w-]|[^\\x00-\\xa0])+",
+
+	// Loosely modeled on CSS identifier characters
+	// An unquoted value should be a CSS identifier http://www.w3.org/TR/css3-selectors/#attribute-selectors
+	// Proper syntax: http://www.w3.org/TR/CSS21/syndata.html#value-def-identifier
+	identifier = characterEncoding.replace( "w", "w#" ),
+
+	// Attribute selectors: http://www.w3.org/TR/selectors/#attribute-selectors
+	attributes = "\\[" + whitespace + "*(" + characterEncoding + ")(?:" + whitespace +
+		// Operator (capture 2)
+		"*([*^$|!~]?=)" + whitespace +
+		// "Attribute values must be CSS identifiers [capture 5] or strings [capture 3 or capture 4]"
+		"*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|(" + identifier + "))|)" + whitespace +
+		"*\\]",
+
+	pseudos = ":(" + characterEncoding + ")(?:\\((" +
+		// To reduce the number of selectors needing tokenize in the preFilter, prefer arguments:
+		// 1. quoted (capture 3; capture 4 or capture 5)
+		"('((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\")|" +
+		// 2. simple (capture 6)
+		"((?:\\\\.|[^\\\\()[\\]]|" + attributes + ")*)|" +
+		// 3. anything else (capture 2)
+		".*" +
+		")\\)|)",
+
+	// Leading and non-escaped trailing whitespace, capturing some non-whitespace characters preceding the latter
+	rtrim = new RegExp( "^" + whitespace + "+|((?:^|[^\\\\])(?:\\\\.)*)" + whitespace + "+$", "g" ),
+
+	rcomma = new RegExp( "^" + whitespace + "*," + whitespace + "*" ),
+	rcombinators = new RegExp( "^" + whitespace + "*([>+~]|" + whitespace + ")" + whitespace + "*" ),
+
+	rattributeQuotes = new RegExp( "=" + whitespace + "*([^\\]'\"]*?)" + whitespace + "*\\]", "g" ),
+
+	rpseudo = new RegExp( pseudos ),
+	ridentifier = new RegExp( "^" + identifier + "$" ),
+
+	matchExpr = {
+		"ID": new RegExp( "^#(" + characterEncoding + ")" ),
+		"CLASS": new RegExp( "^\\.(" + characterEncoding + ")" ),
+		"TAG": new RegExp( "^(" + characterEncoding.replace( "w", "w*" ) + ")" ),
+		"ATTR": new RegExp( "^" + attributes ),
+		"PSEUDO": new RegExp( "^" + pseudos ),
+		"CHILD": new RegExp( "^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\(" + whitespace +
+			"*(even|odd|(([+-]|)(\\d*)n|)" + whitespace + "*(?:([+-]|)" + whitespace +
+			"*(\\d+)|))" + whitespace + "*\\)|)", "i" ),
+		"bool": new RegExp( "^(?:" + booleans + ")$", "i" ),
+		// For use in libraries implementing .is()
+		// We use this for POS matching in `select`
+		"needsContext": new RegExp( "^" + whitespace + "*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\(" +
+			whitespace + "*((?:-\\d)?\\d*)" + whitespace + "*\\)|)(?=[^-]|$)", "i" )
+	},
+
+	rinputs = /^(?:input|select|textarea|button)$/i,
+	rheader = /^h\d$/i,
+
+	rnative = /^[^{]+\{\s*\[native \w/,
+
+	// Easily-parseable/retrievable ID or TAG or CLASS selectors
+	rquickExpr = /^(?:#([\w-]+)|(\w+)|\.([\w-]+))$/,
+
+	rsibling = /[+~]/,
+	rescape = /'|\\/g,
+
+	// CSS escapes http://www.w3.org/TR/CSS21/syndata.html#escaped-characters
+	runescape = new RegExp( "\\\\([\\da-f]{1,6}" + whitespace + "?|(" + whitespace + ")|.)", "ig" ),
+	funescape = function( _, escaped, escapedWhitespace ) {
+		var high = "0x" + escaped - 0x10000;
+		// NaN means non-codepoint
+		// Support: Firefox<24
+		// Workaround erroneous numeric interpretation of +"0x"
+		return high !== high || escapedWhitespace ?
+			escaped :
+			high < 0 ?
+				// BMP codepoint
+				String.fromCharCode( high + 0x10000 ) :
+				// Supplemental Plane codepoint (surrogate pair)
+				String.fromCharCode( high >> 10 | 0xD800, high & 0x3FF | 0xDC00 );
+	};
+
+// Optimize for push.apply( _, NodeList )
+try {
+	push.apply(
+		(arr = slice.call( preferredDoc.childNodes )),
+		preferredDoc.childNodes
+	);
+	// Support: Android<4.0
+	// Detect silently failing push.apply
+	arr[ preferredDoc.childNodes.length ].nodeType;
+} catch ( e ) {
+	push = { apply: arr.length ?
+
+		// Leverage slice if possible
+		function( target, els ) {
+			push_native.apply( target, slice.call(els) );
+		} :
+
+		// Support: IE<9
+		// Otherwise append directly
+		function( target, els ) {
+			var j = target.length,
+				i = 0;
+			// Can't trust NodeList.length
+			while ( (target[j++] = els[i++]) ) {}
+			target.length = j - 1;
+		}
+	};
+}
+
+function Sizzle( selector, context, results, seed ) {
+	var match, elem, m, nodeType,
+		// QSA vars
+		i, groups, old, nid, newContext, newSelector;
+
+	if ( ( context ? context.ownerDocument || context : preferredDoc ) !== document ) {
+		setDocument( context );
+	}
+
+	context = context || document;
+	results = results || [];
+
+	if ( !selector || typeof selector !== "string" ) {
+		return results;
+	}
+
+	if ( (nodeType = context.nodeType) !== 1 && nodeType !== 9 ) {
+		return [];
+	}
+
+	if ( documentIsHTML && !seed ) {
+
+		// Shortcuts
+		if ( (match = rquickExpr.exec( selector )) ) {
+			// Speed-up: Sizzle("#ID")
+			if ( (m = match[1]) ) {
+				if ( nodeType === 9 ) {
+					elem = context.getElementById( m );
+					// Check parentNode to catch when Blackberry 4.6 returns
+					// nodes that are no longer in the document (jQuery #6963)
+					if ( elem && elem.parentNode ) {
+						// Handle the case where IE, Opera, and Webkit return items
+						// by name instead of ID
+						if ( elem.id === m ) {
+							results.push( elem );
+							return results;
+						}
+					} else {
+						return results;
+					}
+				} else {
+					// Context is not a document
+					if ( context.ownerDocument && (elem = context.ownerDocument.getElementById( m )) &&
+						contains( context, elem ) && elem.id === m ) {
+						results.push( elem );
+						return results;
+					}
+				}
+
+			// Speed-up: Sizzle("TAG")
+			} else if ( match[2] ) {
+				push.apply( results, context.getElementsByTagName( selector ) );
+				return results;
+
+			// Speed-up: Sizzle(".CLASS")
+			} else if ( (m = match[3]) && support.getElementsByClassName && context.getElementsByClassName ) {
+				push.apply( results, context.getElementsByClassName( m ) );
+				return results;
+			}
+		}
+
+		// QSA path
+		if ( support.qsa && (!rbuggyQSA || !rbuggyQSA.test( selector )) ) {
+			nid = old = expando;
+			newContext = context;
+			newSelector = nodeType === 9 && selector;
+
+			// qSA works strangely on Element-rooted queries
+			// We can work around this by specifying an extra ID on the root
+			// and working up from there (Thanks to Andrew Dupont for the technique)
+			// IE 8 doesn't work on object elements
+			if ( nodeType === 1 && context.nodeName.toLowerCase() !== "object" ) {
+				groups = tokenize( selector );
+
+				if ( (old = context.getAttribute("id")) ) {
+					nid = old.replace( rescape, "\\$&" );
+				} else {
+					context.setAttribute( "id", nid );
+				}
+				nid = "[id='" + nid + "'] ";
+
+				i = groups.length;
+				while ( i-- ) {
+					groups[i] = nid + toSelector( groups[i] );
+				}
+				newContext = rsibling.test( selector ) && testContext( context.parentNode ) || context;
+				newSelector = groups.join(",");
+			}
+
+			if ( newSelector ) {
+				try {
+					push.apply( results,
+						newContext.querySelectorAll( newSelector )
+					);
+					return results;
+				} catch(qsaError) {
+				} finally {
+					if ( !old ) {
+						context.removeAttribute("id");
+					}
+				}
+			}
+		}
+	}
+
+	// All others
+	return select( selector.replace( rtrim, "$1" ), context, results, seed );
+}
+
+/**
+ * Create key-value caches of limited size
+ * @returns {Function(string, Object)} Returns the Object data after storing it on itself with
+ *	property name the (space-suffixed) string and (if the cache is larger than Expr.cacheLength)
+ *	deleting the oldest entry
+ */
+function createCache() {
+	var keys = [];
+
+	function cache( key, value ) {
+		// Use (key + " ") to avoid collision with native prototype properties (see Issue #157)
+		if ( keys.push( key + " " ) > Expr.cacheLength ) {
+			// Only keep the most recent entries
+			delete cache[ keys.shift() ];
+		}
+		return (cache[ key + " " ] = value);
+	}
+	return cache;
+}
+
+/**
+ * Mark a function for special use by Sizzle
+ * @param {Function} fn The function to mark
+ */
+function markFunction( fn ) {
+	fn[ expando ] = true;
+	return fn;
+}
+
+/**
+ * Support testing using an element
+ * @param {Function} fn Passed the created div and expects a boolean result
+ */
+function assert( fn ) {
+	var div = document.createElement("div");
+
+	try {
+		return !!fn( div );
+	} catch (e) {
+		return false;
+	} finally {
+		// Remove from its parent by default
+		if ( div.parentNode ) {
+			div.parentNode.removeChild( div );
+		}
+		// release memory in IE
+		div = null;
+	}
+}
+
+/**
+ * Adds the same handler for all of the specified attrs
+ * @param {String} attrs Pipe-separated list of attributes
+ * @param {Function} handler The method that will be applied
+ */
+function addHandle( attrs, handler ) {
+	var arr = attrs.split("|"),
+		i = attrs.length;
+
+	while ( i-- ) {
+		Expr.attrHandle[ arr[i] ] = handler;
+	}
+}
+
+/**
+ * Checks document order of two siblings
+ * @param {Element} a
+ * @param {Element} b
+ * @returns {Number} Returns less than 0 if a precedes b, greater than 0 if a follows b
+ */
+function siblingCheck( a, b ) {
+	var cur = b && a,
+		diff = cur && a.nodeType === 1 && b.nodeType === 1 &&
+			( ~b.sourceIndex || MAX_NEGATIVE ) -
+			( ~a.sourceIndex || MAX_NEGATIVE );
+
+	// Use IE sourceIndex if available on both nodes
+	if ( diff ) {
+		return diff;
+	}
+
+	// Check if b follows a
+	if ( cur ) {
+		while ( (cur = cur.nextSibling) ) {
+			if ( cur === b ) {
+				return -1;
+			}
+		}
+	}
+
+	return a ? 1 : -1;
+}
+
+/**
+ * Returns a function to use in pseudos for input types
+ * @param {String} type
+ */
+function createInputPseudo( type ) {
+	return function( elem ) {
+		var name = elem.nodeName.toLowerCase();
+		return name === "input" && elem.type === type;
+	};
+}
+
+/**
+ * Returns a function to use in pseudos for buttons
+ * @param {String} type
+ */
+function createButtonPseudo( type ) {
+	return function( elem ) {
+		var name = elem.nodeName.toLowerCase();
+		return (name === "input" || name === "button") && elem.type === type;
+	};
+}
+
+/**
+ * Returns a function to use in pseudos for positionals
+ * @param {Function} fn
+ */
+function createPositionalPseudo( fn ) {
+	return markFunction(function( argument ) {
+		argument = +argument;
+		return markFunction(function( seed, matches ) {
+			var j,
+				matchIndexes = fn( [], seed.length, argument ),
+				i = matchIndexes.length;
+
+			// Match elements found at the specified indexes
+			while ( i-- ) {
+				if ( seed[ (j = matchIndexes[i]) ] ) {
+					seed[j] = !(matches[j] = seed[j]);
+				}
+			}
+		});
+	});
+}
+
+/**
+ * Checks a node for validity as a Sizzle context
+ * @param {Element|Object=} context
+ * @returns {Element|Object|Boolean} The input node if acceptable, otherwise a falsy value
+ */
+function testContext( context ) {
+	return context && typeof context.getElementsByTagName !== strundefined && context;
+}
+
+// Expose support vars for convenience
+support = Sizzle.support = {};
+
+/**
+ * Detects XML nodes
+ * @param {Element|Object} elem An element or a document
+ * @returns {Boolean} True iff elem is a non-HTML XML node
+ */
+isXML = Sizzle.isXML = function( elem ) {
+	// documentElement is verified for cases where it doesn't yet exist
+	// (such as loading iframes in IE - #4833)
+	var documentElement = elem && (elem.ownerDocument || elem).documentElement;
+	return documentElement ? documentElement.nodeName !== "HTML" : false;
+};
+
+/**
+ * Sets document-related variables once based on the current document
+ * @param {Element|Object} [doc] An element or document object to use to set the document
+ * @returns {Object} Returns the current document
+ */
+setDocument = Sizzle.setDocument = function( node ) {
+	var hasCompare,
+		doc = node ? node.ownerDocument || node : preferredDoc,
+		parent = doc.defaultView;
+
+	// If no document and documentElement is available, return
+	if ( doc === document || doc.nodeType !== 9 || !doc.documentElement ) {
+		return document;
+	}
+
+	// Set our document
+	document = doc;
+	docElem = doc.documentElement;
+
+	// Support tests
+	documentIsHTML = !isXML( doc );
+
+	// Support: IE>8
+	// If iframe document is assigned to "document" variable and if iframe has been reloaded,
+	// IE will throw "permission denied" error when accessing "document" variable, see jQuery #13936
+	// IE6-8 do not support the defaultView property so parent will be undefined
+	if ( parent && parent !== parent.top ) {
+		// IE11 does not have attachEvent, so all must suffer
+		if ( parent.addEventListener ) {
+			parent.addEventListener( "unload", function() {
+				setDocument();
+			}, false );
+		} else if ( parent.attachEvent ) {
+			parent.attachEvent( "onunload", function() {
+				setDocument();
+			});
+		}
+	}
+
+	/* Attributes
+	---------------------------------------------------------------------- */
+
+	// Support: IE<8
+	// Verify that getAttribute really returns attributes and not properties (excepting IE8 booleans)
+	support.attributes = assert(function( div ) {
+		div.className = "i";
+		return !div.getAttribute("className");
+	});
+
+	/* getElement(s)By*
+	---------------------------------------------------------------------- */
+
+	// Check if getElementsByTagName("*") returns only elements
+	support.getElementsByTagName = assert(function( div ) {
+		div.appendChild( doc.createComment("") );
+		return !div.getElementsByTagName("*").length;
+	});
+
+	// Check if getElementsByClassName can be trusted
+	support.getElementsByClassName = rnative.test( doc.getElementsByClassName ) && assert(function( div ) {
+		div.innerHTML = "<div class='a'></div><div class='a i'></div>";
+
+		// Support: Safari<4
+		// Catch class over-caching
+		div.firstChild.className = "i";
+		// Support: Opera<10
+		// Catch gEBCN failure to find non-leading classes
+		return div.getElementsByClassName("i").length === 2;
+	});
+
+	// Support: IE<10
+	// Check if getElementById returns elements by name
+	// The broken getElementById methods don't pick up programatically-set names,
+	// so use a roundabout getElementsByName test
+	support.getById = assert(function( div ) {
+		docElem.appendChild( div ).id = expando;
+		return !doc.getElementsByName || !doc.getElementsByName( expando ).length;
+	});
+
+	// ID find and filter
+	if ( support.getById ) {
+		Expr.find["ID"] = function( id, context ) {
+			if ( typeof context.getElementById !== strundefined && documentIsHTML ) {
+				var m = context.getElementById( id );
+				// Check parentNode to catch when Blackberry 4.6 returns
+				// nodes that are no longer in the document #6963
+				return m && m.parentNode ? [ m ] : [];
+			}
+		};
+		Expr.filter["ID"] = function( id ) {
+			var attrId = id.replace( runescape, funescape );
+			return function( elem ) {
+				return elem.getAttribute("id") === attrId;
+			};
+		};
+	} else {
+		// Support: IE6/7
+		// getElementById is not reliable as a find shortcut
+		delete Expr.find["ID"];
+
+		Expr.filter["ID"] =  function( id ) {
+			var attrId = id.replace( runescape, funescape );
+			return function( elem ) {
+				var node = typeof elem.getAttributeNode !== strundefined && elem.getAttributeNode("id");
+				return node && node.value === attrId;
+			};
+		};
+	}
+
+	// Tag
+	Expr.find["TAG"] = support.getElementsByTagName ?
+		function( tag, context ) {
+			if ( typeof context.getElementsByTagName !== strundefined ) {
+				return context.getElementsByTagName( tag );
+			}
+		} :
+		function( tag, context ) {
+			var elem,
+				tmp = [],
+				i = 0,
+				results = context.getElementsByTagName( tag );
+
+			// Filter out possible comments
+			if ( tag === "*" ) {
+				while ( (elem = results[i++]) ) {
+					if ( elem.nodeType === 1 ) {
+						tmp.push( elem );
+					}
+				}
+
+				return tmp;
+			}
+			return results;
+		};
+
+	// Class
+	Expr.find["CLASS"] = support.getElementsByClassName && function( className, context ) {
+		if ( typeof context.getElementsByClassName !== strundefined && documentIsHTML ) {
+			return context.getElementsByClassName( className );
+		}
+	};
+
+	/* QSA/matchesSelector
+	---------------------------------------------------------------------- */
+
+	// QSA and matchesSelector support
+
+	// matchesSelector(:active) reports false when true (IE9/Opera 11.5)
+	rbuggyMatches = [];
+
+	// qSa(:focus) reports false when true (Chrome 21)
+	// We allow this because of a bug in IE8/9 that throws an error
+	// whenever `document.activeElement` is accessed on an iframe
+	// So, we allow :focus to pass through QSA all the time to avoid the IE error
+	// See http://bugs.jquery.com/ticket/13378
+	rbuggyQSA = [];
+
+	if ( (support.qsa = rnative.test( doc.querySelectorAll )) ) {
+		// Build QSA regex
+		// Regex strategy adopted from Diego Perini
+		assert(function( div ) {
+			// Select is set to empty string on purpose
+			// This is to test IE's treatment of not explicitly
+			// setting a boolean content attribute,
+			// since its presence should be enough
+			// http://bugs.jquery.com/ticket/12359
+			div.innerHTML = "<select msallowclip=''><option selected=''></option></select>";
+
+			// Support: IE8, Opera 11-12.16
+			// Nothing should be selected when empty strings follow ^= or $= or *=
+			// The test attribute must be unknown in Opera but "safe" for WinRT
+			// http://msdn.microsoft.com/en-us/library/ie/hh465388.aspx#attribute_section
+			if ( div.querySelectorAll("[msallowclip^='']").length ) {
+				rbuggyQSA.push( "[*^$]=" + whitespace + "*(?:''|\"\")" );
+			}
+
+			// Support: IE8
+			// Boolean attributes and "value" are not treated correctly
+			if ( !div.querySelectorAll("[selected]").length ) {
+				rbuggyQSA.push( "\\[" + whitespace + "*(?:value|" + booleans + ")" );
+			}
+
+			// Webkit/Opera - :checked should return selected option elements
+			// http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked
+			// IE8 throws error here and will not see later tests
+			if ( !div.querySelectorAll(":checked").length ) {
+				rbuggyQSA.push(":checked");
+			}
+		});
+
+		assert(function( div ) {
+			// Support: Windows 8 Native Apps
+			// The type and name attributes are restricted during .innerHTML assignment
+			var input = doc.createElement("input");
+			input.setAttribute( "type", "hidden" );
+			div.appendChild( input ).setAttribute( "name", "D" );
+
+			// Support: IE8
+			// Enforce case-sensitivity of name attribute
+			if ( div.querySelectorAll("[name=d]").length ) {
+				rbuggyQSA.push( "name" + whitespace + "*[*^$|!~]?=" );
+			}
+
+			// FF 3.5 - :enabled/:disabled and hidden elements (hidden elements are still enabled)
+			// IE8 throws error here and will not see later tests
+			if ( !div.querySelectorAll(":enabled").length ) {
+				rbuggyQSA.push( ":enabled", ":disabled" );
+			}
+
+			// Opera 10-11 does not throw on post-comma invalid pseudos
+			div.querySelectorAll("*,:x");
+			rbuggyQSA.push(",.*:");
+		});
+	}
+
+	if ( (support.matchesSelector = rnative.test( (matches = docElem.matches ||
+		docElem.webkitMatchesSelector ||
+		docElem.mozMatchesSelector ||
+		docElem.oMatchesSelector ||
+		docElem.msMatchesSelector) )) ) {
+
+		assert(function( div ) {
+			// Check to see if it's possible to do matchesSelector
+			// on a disconnected node (IE 9)
+			support.disconnectedMatch = matches.call( div, "div" );
+
+			// This should fail with an exception
+			// Gecko does not error, returns false instead
+			matches.call( div, "[s!='']:x" );
+			rbuggyMatches.push( "!=", pseudos );
+		});
+	}
+
+	rbuggyQSA = rbuggyQSA.length && new RegExp( rbuggyQSA.join("|") );
+	rbuggyMatches = rbuggyMatches.length && new RegExp( rbuggyMatches.join("|") );
+
+	/* Contains
+	---------------------------------------------------------------------- */
+	hasCompare = rnative.test( docElem.compareDocumentPosition );
+
+	// Element contains another
+	// Purposefully does not implement inclusive descendent
+	// As in, an element does not contain itself
+	contains = hasCompare || rnative.test( docElem.contains ) ?
+		function( a, b ) {
+			var adown = a.nodeType === 9 ? a.documentElement : a,
+				bup = b && b.parentNode;
+			return a === bup || !!( bup && bup.nodeType === 1 && (
+				adown.contains ?
+					adown.contains( bup ) :
+					a.compareDocumentPosition && a.compareDocumentPosition( bup ) & 16
+			));
+		} :
+		function( a, b ) {
+			if ( b ) {
+				while ( (b = b.parentNode) ) {
+					if ( b === a ) {
+						return true;
+					}
+				}
+			}
+			return false;
+		};
+
+	/* Sorting
+	---------------------------------------------------------------------- */
+
+	// Document order sorting
+	sortOrder = hasCompare ?
+	function( a, b ) {
+
+		// Flag for duplicate removal
+		if ( a === b ) {
+			hasDuplicate = true;
+			return 0;
+		}
+
+		// Sort on method existence if only one input has compareDocumentPosition
+		var compare = !a.compareDocumentPosition - !b.compareDocumentPosition;
+		if ( compare ) {
+			return compare;
+		}
+
+		// Calculate position if both inputs belong to the same document
+		compare = ( a.ownerDocument || a ) === ( b.ownerDocument || b ) ?
+			a.compareDocumentPosition( b ) :
+
+			// Otherwise we know they are disconnected
+			1;
+
+		// Disconnected nodes
+		if ( compare & 1 ||
+			(!support.sortDetached && b.compareDocumentPosition( a ) === compare) ) {
+
+			// Choose the first element that is related to our preferred document
+			if ( a === doc || a.ownerDocument === preferredDoc && contains(preferredDoc, a) ) {
+				return -1;
+			}
+			if ( b === doc || b.ownerDocument === preferredDoc && contains(preferredDoc, b) ) {
+				return 1;
+			}
+
+			// Maintain original order
+			return sortInput ?
+				( indexOf.call( sortInput, a ) - indexOf.call( sortInput, b ) ) :
+				0;
+		}
+
+		return compare & 4 ? -1 : 1;
+	} :
+	function( a, b ) {
+		// Exit early if the nodes are identical
+		if ( a === b ) {
+			hasDuplicate = true;
+			return 0;
+		}
+
+		var cur,
+			i = 0,
+			aup = a.parentNode,
+			bup = b.parentNode,
+			ap = [ a ],
+			bp = [ b ];
+
+		// Parentless nodes are either documents or disconnected
+		if ( !aup || !bup ) {
+			return a === doc ? -1 :
+				b === doc ? 1 :
+				aup ? -1 :
+				bup ? 1 :
+				sortInput ?
+				( indexOf.call( sortInput, a ) - indexOf.call( sortInput, b ) ) :
+				0;
+
+		// If the nodes are siblings, we can do a quick check
+		} else if ( aup === bup ) {
+			return siblingCheck( a, b );
+		}
+
+		// Otherwise we need full lists of their ancestors for comparison
+		cur = a;
+		while ( (cur = cur.parentNode) ) {
+			ap.unshift( cur );
+		}
+		cur = b;
+		while ( (cur = cur.parentNode) ) {
+			bp.unshift( cur );
+		}
+
+		// Walk down the tree looking for a discrepancy
+		while ( ap[i] === bp[i] ) {
+			i++;
+		}
+
+		return i ?
+			// Do a sibling check if the nodes have a common ancestor
+			siblingCheck( ap[i], bp[i] ) :
+
+			// Otherwise nodes in our document sort first
+			ap[i] === preferredDoc ? -1 :
+			bp[i] === preferredDoc ? 1 :
+			0;
+	};
+
+	return doc;
+};
+
+Sizzle.matches = function( expr, elements ) {
+	return Sizzle( expr, null, null, elements );
+};
+
+Sizzle.matchesSelector = function( elem, expr ) {
+	// Set document vars if needed
+	if ( ( elem.ownerDocument || elem ) !== document ) {
+		setDocument( elem );
+	}
+
+	// Make sure that attribute selectors are quoted
+	expr = expr.replace( rattributeQuotes, "='$1']" );
+
+	if ( support.matchesSelector && documentIsHTML &&
+		( !rbuggyMatches || !rbuggyMatches.test( expr ) ) &&
+		( !rbuggyQSA     || !rbuggyQSA.test( expr ) ) ) {
+
+		try {
+			var ret = matches.call( elem, expr );
+
+			// IE 9's matchesSelector returns false on disconnected nodes
+			if ( ret || support.disconnectedMatch ||
+					// As well, disconnected nodes are said to be in a document
+					// fragment in IE 9
+					elem.document && elem.document.nodeType !== 11 ) {
+				return ret;
+			}
+		} catch(e) {}
+	}
+
+	return Sizzle( expr, document, null, [ elem ] ).length > 0;
+};
+
+Sizzle.contains = function( context, elem ) {
+	// Set document vars if needed
+	if ( ( context.ownerDocument || context ) !== document ) {
+		setDocument( context );
+	}
+	return contains( context, elem );
+};
+
+Sizzle.attr = function( elem, name ) {
+	// Set document vars if needed
+	if ( ( elem.ownerDocument || elem ) !== document ) {
+		setDocument( elem );
+	}
+
+	var fn = Expr.attrHandle[ name.toLowerCase() ],
+		// Don't get fooled by Object.prototype properties (jQuery #13807)
+		val = fn && hasOwn.call( Expr.attrHandle, name.toLowerCase() ) ?
+			fn( elem, name, !documentIsHTML ) :
+			undefined;
+
+	return val !== undefined ?
+		val :
+		support.attributes || !documentIsHTML ?
+			elem.getAttribute( name ) :
+			(val = elem.getAttributeNode(name)) && val.specified ?
+				val.value :
+				null;
+};
+
+Sizzle.error = function( msg ) {
+	throw new Error( "Syntax error, unrecognized expression: " + msg );
+};
+
+/**
+ * Document sorting and removing duplicates
+ * @param {ArrayLike} results
+ */
+Sizzle.uniqueSort = function( results ) {
+	var elem,
+		duplicates = [],
+		j = 0,
+		i = 0;
+
+	// Unless we *know* we can detect duplicates, assume their presence
+	hasDuplicate = !support.detectDuplicates;
+	sortInput = !support.sortStable && results.slice( 0 );
+	results.sort( sortOrder );
+
+	if ( hasDuplicate ) {
+		while ( (elem = results[i++]) ) {
+			if ( elem === results[ i ] ) {
+				j = duplicates.push( i );
+			}
+		}
+		while ( j-- ) {
+			results.splice( duplicates[ j ], 1 );
+		}
+	}
+
+	// Clear input after sorting to release objects
+	// See https://github.com/jquery/sizzle/pull/225
+	sortInput = null;
+
+	return results;
+};
+
+/**
+ * Utility function for retrieving the text value of an array of DOM nodes
+ * @param {Array|Element} elem
+ */
+getText = Sizzle.getText = function( elem ) {
+	var node,
+		ret = "",
+		i = 0,
+		nodeType = elem.nodeType;
+
+	if ( !nodeType ) {
+		// If no nodeType, this is expected to be an array
+		while ( (node = elem[i++]) ) {
+			// Do not traverse comment nodes
+			ret += getText( node );
+		}
+	} else if ( nodeType === 1 || nodeType === 9 || nodeType === 11 ) {
+		// Use textContent for elements
+		// innerText usage removed for consistency of new lines (jQuery #11153)
+		if ( typeof elem.textContent === "string" ) {
+			return elem.textContent;
+		} else {
+			// Traverse its children
+			for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) {
+				ret += getText( elem );
+			}
+		}
+	} else if ( nodeType === 3 || nodeType === 4 ) {
+		return elem.nodeValue;
+	}
+	// Do not include comment or processing instruction nodes
+
+	return ret;
+};
+
+Expr = Sizzle.selectors = {
+
+	// Can be adjusted by the user
+	cacheLength: 50,
+
+	createPseudo: markFunction,
+
+	match: matchExpr,
+
+	attrHandle: {},
+
+	find: {},
+
+	relative: {
+		">": { dir: "parentNode", first: true },
+		" ": { dir: "parentNode" },
+		"+": { dir: "previousSibling", first: true },
+		"~": { dir: "previousSibling" }
+	},
+
+	preFilter: {
+		"ATTR": function( match ) {
+			match[1] = match[1].replace( runescape, funescape );
+
+			// Move the given value to match[3] whether quoted or unquoted
+			match[3] = ( match[3] || match[4] || match[5] || "" ).replace( runescape, funescape );
+
+			if ( match[2] === "~=" ) {
+				match[3] = " " + match[3] + " ";
+			}
+
+			return match.slice( 0, 4 );
+		},
+
+		"CHILD": function( match ) {
+			/* matches from matchExpr["CHILD"]
+				1 type (only|nth|...)
+				2 what (child|of-type)
+				3 argument (even|odd|\d*|\d*n([+-]\d+)?|...)
+				4 xn-component of xn+y argument ([+-]?\d*n|)
+				5 sign of xn-component
+				6 x of xn-component
+				7 sign of y-component
+				8 y of y-component
+			*/
+			match[1] = match[1].toLowerCase();
+
+			if ( match[1].slice( 0, 3 ) === "nth" ) {
+				// nth-* requires argument
+				if ( !match[3] ) {
+					Sizzle.error( match[0] );
+				}
+
+				// numeric x and y parameters for Expr.filter.CHILD
+				// remember that false/true cast respectively to 0/1
+				match[4] = +( match[4] ? match[5] + (match[6] || 1) : 2 * ( match[3] === "even" || match[3] === "odd" ) );
+				match[5] = +( ( match[7] + match[8] ) || match[3] === "odd" );
+
+			// other types prohibit arguments
+			} else if ( match[3] ) {
+				Sizzle.error( match[0] );
+			}
+
+			return match;
+		},
+
+		"PSEUDO": function( match ) {
+			var excess,
+				unquoted = !match[6] && match[2];
+
+			if ( matchExpr["CHILD"].test( match[0] ) ) {
+				return null;
+			}
+
+			// Accept quoted arguments as-is
+			if ( match[3] ) {
+				match[2] = match[4] || match[5] || "";
+
+			// Strip excess characters from unquoted arguments
+			} else if ( unquoted && rpseudo.test( unquoted ) &&
+				// Get excess from tokenize (recursively)
+				(excess = tokenize( unquoted, true )) &&
+				// advance to the next closing parenthesis
+				(excess = unquoted.indexOf( ")", unquoted.length - excess ) - unquoted.length) ) {
+
+				// excess is a negative index
+				match[0] = match[0].slice( 0, excess );
+				match[2] = unquoted.slice( 0, excess );
+			}
+
+			// Return only captures needed by the pseudo filter method (type and argument)
+			return match.slice( 0, 3 );
+		}
+	},
+
+	filter: {
+
+		"TAG": function( nodeNameSelector ) {
+			var nodeName = nodeNameSelector.replace( runescape, funescape ).toLowerCase();
+			return nodeNameSelector === "*" ?
+				function() { return true; } :
+				function( elem ) {
+					return elem.nodeName && elem.nodeName.toLowerCase() === nodeName;
+				};
+		},
+
+		"CLASS": function( className ) {
+			var pattern = classCache[ className + " " ];
+
+			return pattern ||
+				(pattern = new RegExp( "(^|" + whitespace + ")" + className + "(" + whitespace + "|$)" )) &&
+				classCache( className, function( elem ) {
+					return pattern.test( typeof elem.className === "string" && elem.className || typeof elem.getAttribute !== strundefined && elem.getAttribute("class") || "" );
+				});
+		},
+
+		"ATTR": function( name, operator, check ) {
+			return function( elem ) {
+				var result = Sizzle.attr( elem, name );
+
+				if ( result == null ) {
+					return operator === "!=";
+				}
+				if ( !operator ) {
+					return true;
+				}
+
+				result += "";
+
+				return operator === "=" ? result === check :
+					operator === "!=" ? result !== check :
+					operator === "^=" ? check && result.indexOf( check ) === 0 :
+					operator === "*=" ? check && result.indexOf( check ) > -1 :
+					operator === "$=" ? check && result.slice( -check.length ) === check :
+					operator === "~=" ? ( " " + result + " " ).indexOf( check ) > -1 :
+					operator === "|=" ? result === check || result.slice( 0, check.length + 1 ) === check + "-" :
+					false;
+			};
+		},
+
+		"CHILD": function( type, what, argument, first, last ) {
+			var simple = type.slice( 0, 3 ) !== "nth",
+				forward = type.slice( -4 ) !== "last",
+				ofType = what === "of-type";
+
+			return first === 1 && last === 0 ?
+
+				// Shortcut for :nth-*(n)
+				function( elem ) {
+					return !!elem.parentNode;
+				} :
+
+				function( elem, context, xml ) {
+					var cache, outerCache, node, diff, nodeIndex, start,
+						dir = simple !== forward ? "nextSibling" : "previousSibling",
+						parent = elem.parentNode,
+						name = ofType && elem.nodeName.toLowerCase(),
+						useCache = !xml && !ofType;
+
+					if ( parent ) {
+
+						// :(first|last|only)-(child|of-type)
+						if ( simple ) {
+							while ( dir ) {
+								node = elem;
+								while ( (node = node[ dir ]) ) {
+									if ( ofType ? node.nodeName.toLowerCase() === name : node.nodeType === 1 ) {
+										return false;
+									}
+								}
+								// Reverse direction for :only-* (if we haven't yet done so)
+								start = dir = type === "only" && !start && "nextSibling";
+							}
+							return true;
+						}
+
+						start = [ forward ? parent.firstChild : parent.lastChild ];
+
+						// non-xml :nth-child(...) stores cache data on `parent`
+						if ( forward && useCache ) {
+							// Seek `elem` from a previously-cached index
+							outerCache = parent[ expando ] || (parent[ expando ] = {});
+							cache = outerCache[ type ] || [];
+							nodeIndex = cache[0] === dirruns && cache[1];
+							diff = cache[0] === dirruns && cache[2];
+							node = nodeIndex && parent.childNodes[ nodeIndex ];
+
+							while ( (node = ++nodeIndex && node && node[ dir ] ||
+
+								// Fallback to seeking `elem` from the start
+								(diff = nodeIndex = 0) || start.pop()) ) {
+
+								// When found, cache indexes on `parent` and break
+								if ( node.nodeType === 1 && ++diff && node === elem ) {
+									outerCache[ type ] = [ dirruns, nodeIndex, diff ];
+									break;
+								}
+							}
+
+						// Use previously-cached element index if available
+						} else if ( useCache && (cache = (elem[ expando ] || (elem[ expando ] = {}))[ type ]) && cache[0] === dirruns ) {
+							diff = cache[1];
+
+						// xml :nth-child(...) or :nth-last-child(...) or :nth(-last)?-of-type(...)
+						} else {
+							// Use the same loop as above to seek `elem` from the start
+							while ( (node = ++nodeIndex && node && node[ dir ] ||
+								(diff = nodeIndex = 0) || start.pop()) ) {
+
+								if ( ( ofType ? node.nodeName.toLowerCase() === name : node.nodeType === 1 ) && ++diff ) {
+									// Cache the index of each encountered element
+									if ( useCache ) {
+										(node[ expando ] || (node[ expando ] = {}))[ type ] = [ dirruns, diff ];
+									}
+
+									if ( node === elem ) {
+										break;
+									}
+								}
+							}
+						}
+
+						// Incorporate the offset, then check against cycle size
+						diff -= last;
+						return diff === first || ( diff % first === 0 && diff / first >= 0 );
+					}
+				};
+		},
+
+		"PSEUDO": function( pseudo, argument ) {
+			// pseudo-class names are case-insensitive
+			// http://www.w3.org/TR/selectors/#pseudo-classes
+			// Prioritize by case sensitivity in case custom pseudos are added with uppercase letters
+			// Remember that setFilters inherits from pseudos
+			var args,
+				fn = Expr.pseudos[ pseudo ] || Expr.setFilters[ pseudo.toLowerCase() ] ||
+					Sizzle.error( "unsupported pseudo: " + pseudo );
+
+			// The user may use createPseudo to indicate that
+			// arguments are needed to create the filter function
+			// just as Sizzle does
+			if ( fn[ expando ] ) {
+				return fn( argument );
+			}
+
+			// But maintain support for old signatures
+			if ( fn.length > 1 ) {
+				args = [ pseudo, pseudo, "", argument ];
+				return Expr.setFilters.hasOwnProperty( pseudo.toLowerCase() ) ?
+					markFunction(function( seed, matches ) {
+						var idx,
+							matched = fn( seed, argument ),
+							i = matched.length;
+						while ( i-- ) {
+							idx = indexOf.call( seed, matched[i] );
+							seed[ idx ] = !( matches[ idx ] = matched[i] );
+						}
+					}) :
+					function( elem ) {
+						return fn( elem, 0, args );
+					};
+			}
+
+			return fn;
+		}
+	},
+
+	pseudos: {
+		// Potentially complex pseudos
+		"not": markFunction(function( selector ) {
+			// Trim the selector passed to compile
+			// to avoid treating leading and trailing
+			// spaces as combinators
+			var input = [],
+				results = [],
+				matcher = compile( selector.replace( rtrim, "$1" ) );
+
+			return matcher[ expando ] ?
+				markFunction(function( seed, matches, context, xml ) {
+					var elem,
+						unmatched = matcher( seed, null, xml, [] ),
+						i = seed.length;
+
+					// Match elements unmatched by `matcher`
+					while ( i-- ) {
+						if ( (elem = unmatched[i]) ) {
+							seed[i] = !(matches[i] = elem);
+						}
+					}
+				}) :
+				function( elem, context, xml ) {
+					input[0] = elem;
+					matcher( input, null, xml, results );
+					return !results.pop();
+				};
+		}),
+
+		"has": markFunction(function( selector ) {
+			return function( elem ) {
+				return Sizzle( selector, elem ).length > 0;
+			};
+		}),
+
+		"contains": markFunction(function( text ) {
+			return function( elem ) {
+				return ( elem.textContent || elem.innerText || getText( elem ) ).indexOf( text ) > -1;
+			};
+		}),
+
+		// "Whether an element is represented by a :lang() selector
+		// is based solely on the element's language value
+		// being equal to the identifier C,
+		// or beginning with the identifier C immediately followed by "-".
+		// The matching of C against the element's language value is performed case-insensitively.
+		// The identifier C does not have to be a valid language name."
+		// http://www.w3.org/TR/selectors/#lang-pseudo
+		"lang": markFunction( function( lang ) {
+			// lang value must be a valid identifier
+			if ( !ridentifier.test(lang || "") ) {
+				Sizzle.error( "unsupported lang: " + lang );
+			}
+			lang = lang.replace( runescape, funescape ).toLowerCase();
+			return function( elem ) {
+				var elemLang;
+				do {
+					if ( (elemLang = documentIsHTML ?
+						elem.lang :
+						elem.getAttribute("xml:lang") || elem.getAttribute("lang")) ) {
+
+						elemLang = elemLang.toLowerCase();
+						return elemLang === lang || elemLang.indexOf( lang + "-" ) === 0;
+					}
+				} while ( (elem = elem.parentNode) && elem.nodeType === 1 );
+				return false;
+			};
+		}),
+
+		// Miscellaneous
+		"target": function( elem ) {
+			var hash = window.location && window.location.hash;
+			return hash && hash.slice( 1 ) === elem.id;
+		},
+
+		"root": function( elem ) {
+			return elem === docElem;
+		},
+
+		"focus": function( elem ) {
+			return elem === document.activeElement && (!document.hasFocus || document.hasFocus()) && !!(elem.type || elem.href || ~elem.tabIndex);
+		},
+
+		// Boolean properties
+		"enabled": function( elem ) {
+			return elem.disabled === false;
+		},
+
+		"disabled": function( elem ) {
+			return elem.disabled === true;
+		},
+
+		"checked": function( elem ) {
+			// In CSS3, :checked should return both checked and selected elements
+			// http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked
+			var nodeName = elem.nodeName.toLowerCase();
+			return (nodeName === "input" && !!elem.checked) || (nodeName === "option" && !!elem.selected);
+		},
+
+		"selected": function( elem ) {
+			// Accessing this property makes selected-by-default
+			// options in Safari work properly
+			if ( elem.parentNode ) {
+				elem.parentNode.selectedIndex;
+			}
+
+			return elem.selected === true;
+		},
+
+		// Contents
+		"empty": function( elem ) {
+			// http://www.w3.org/TR/selectors/#empty-pseudo
+			// :empty is negated by element (1) or content nodes (text: 3; cdata: 4; entity ref: 5),
+			//   but not by others (comment: 8; processing instruction: 7; etc.)
+			// nodeType < 6 works because attributes (2) do not appear as children
+			for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) {
+				if ( elem.nodeType < 6 ) {
+					return false;
+				}
+			}
+			return true;
+		},
+
+		"parent": function( elem ) {
+			return !Expr.pseudos["empty"]( elem );
+		},
+
+		// Element/input types
+		"header": function( elem ) {
+			return rheader.test( elem.nodeName );
+		},
+
+		"input": function( elem ) {
+			return rinputs.test( elem.nodeName );
+		},
+
+		"button": function( elem ) {
+			var name = elem.nodeName.toLowerCase();
+			return name === "input" && elem.type === "button" || name === "button";
+		},
+
+		"text": function( elem ) {
+			var attr;
+			return elem.nodeName.toLowerCase() === "input" &&
+				elem.type === "text" &&
+
+				// Support: IE<8
+				// New HTML5 attribute values (e.g., "search") appear with elem.type === "text"
+				( (attr = elem.getAttribute("type")) == null || attr.toLowerCase() === "text" );
+		},
+
+		// Position-in-collection
+		"first": createPositionalPseudo(function() {
+			return [ 0 ];
+		}),
+
+		"last": createPositionalPseudo(function( matchIndexes, length ) {
+			return [ length - 1 ];
+		}),
+
+		"eq": createPositionalPseudo(function( matchIndexes, length, argument ) {
+			return [ argument < 0 ? argument + length : argument ];
+		}),
+
+		"even": createPositionalPseudo(function( matchIndexes, length ) {
+			var i = 0;
+			for ( ; i < length; i += 2 ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		}),
+
+		"odd": createPositionalPseudo(function( matchIndexes, length ) {
+			var i = 1;
+			for ( ; i < length; i += 2 ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		}),
+
+		"lt": createPositionalPseudo(function( matchIndexes, length, argument ) {
+			var i = argument < 0 ? argument + length : argument;
+			for ( ; --i >= 0; ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		}),
+
+		"gt": createPositionalPseudo(function( matchIndexes, length, argument ) {
+			var i = argument < 0 ? argument + length : argument;
+			for ( ; ++i < length; ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		})
+	}
+};
+
+Expr.pseudos["nth"] = Expr.pseudos["eq"];
+
+// Add button/input type pseudos
+for ( i in { radio: true, checkbox: true, file: true, password: true, image: true } ) {
+	Expr.pseudos[ i ] = createInputPseudo( i );
+}
+for ( i in { submit: true, reset: true } ) {
+	Expr.pseudos[ i ] = createButtonPseudo( i );
+}
+
+// Easy API for creating new setFilters
+function setFilters() {}
+setFilters.prototype = Expr.filters = Expr.pseudos;
+Expr.setFilters = new setFilters();
+
+tokenize = Sizzle.tokenize = function( selector, parseOnly ) {
+	var matched, match, tokens, type,
+		soFar, groups, preFilters,
+		cached = tokenCache[ selector + " " ];
+
+	if ( cached ) {
+		return parseOnly ? 0 : cached.slice( 0 );
+	}
+
+	soFar = selector;
+	groups = [];
+	preFilters = Expr.preFilter;
+
+	while ( soFar ) {
+
+		// Comma and first run
+		if ( !matched || (match = rcomma.exec( soFar )) ) {
+			if ( match ) {
+				// Don't consume trailing commas as valid
+				soFar = soFar.slice( match[0].length ) || soFar;
+			}
+			groups.push( (tokens = []) );
+		}
+
+		matched = false;
+
+		// Combinators
+		if ( (match = rcombinators.exec( soFar )) ) {
+			matched = match.shift();
+			tokens.push({
+				value: matched,
+				// Cast descendant combinators to space
+				type: match[0].replace( rtrim, " " )
+			});
+			soFar = soFar.slice( matched.length );
+		}
+
+		// Filters
+		for ( type in Expr.filter ) {
+			if ( (match = matchExpr[ type ].exec( soFar )) && (!preFilters[ type ] ||
+				(match = preFilters[ type ]( match ))) ) {
+				matched = match.shift();
+				tokens.push({
+					value: matched,
+					type: type,
+					matches: match
+				});
+				soFar = soFar.slice( matched.length );
+			}
+		}
+
+		if ( !matched ) {
+			break;
+		}
+	}
+
+	// Return the length of the invalid excess
+	// if we're just parsing
+	// Otherwise, throw an error or return tokens
+	return parseOnly ?
+		soFar.length :
+		soFar ?
+			Sizzle.error( selector ) :
+			// Cache the tokens
+			tokenCache( selector, groups ).slice( 0 );
+};
+
+function toSelector( tokens ) {
+	var i = 0,
+		len = tokens.length,
+		selector = "";
+	for ( ; i < len; i++ ) {
+		selector += tokens[i].value;
+	}
+	return selector;
+}
+
+function addCombinator( matcher, combinator, base ) {
+	var dir = combinator.dir,
+		checkNonElements = base && dir === "parentNode",
+		doneName = done++;
+
+	return combinator.first ?
+		// Check against closest ancestor/preceding element
+		function( elem, context, xml ) {
+			while ( (elem = elem[ dir ]) ) {
+				if ( elem.nodeType === 1 || checkNonElements ) {
+					return matcher( elem, context, xml );
+				}
+			}
+		} :
+
+		// Check against all ancestor/preceding elements
+		function( elem, context, xml ) {
+			var oldCache, outerCache,
+				newCache = [ dirruns, doneName ];
+
+			// We can't set arbitrary data on XML nodes, so they don't benefit from dir caching
+			if ( xml ) {
+				while ( (elem = elem[ dir ]) ) {
+					if ( elem.nodeType === 1 || checkNonElements ) {
+						if ( matcher( elem, context, xml ) ) {
+							return true;
+						}
+					}
+				}
+			} else {
+				while ( (elem = elem[ dir ]) ) {
+					if ( elem.nodeType === 1 || checkNonElements ) {
+						outerCache = elem[ expando ] || (elem[ expando ] = {});
+						if ( (oldCache = outerCache[ dir ]) &&
+							oldCache[ 0 ] === dirruns && oldCache[ 1 ] === doneName ) {
+
+							// Assign to newCache so results back-propagate to previous elements
+							return (newCache[ 2 ] = oldCache[ 2 ]);
+						} else {
+							// Reuse newcache so results back-propagate to previous elements
+							outerCache[ dir ] = newCache;
+
+							// A match means we're done; a fail means we have to keep checking
+							if ( (newCache[ 2 ] = matcher( elem, context, xml )) ) {
+								return true;
+							}
+						}
+					}
+				}
+			}
+		};
+}
+
+function elementMatcher( matchers ) {
+	return matchers.length > 1 ?
+		function( elem, context, xml ) {
+			var i = matchers.length;
+			while ( i-- ) {
+				if ( !matchers[i]( elem, context, xml ) ) {
+					return false;
+				}
+			}
+			return true;
+		} :
+		matchers[0];
+}
+
+function multipleContexts( selector, contexts, results ) {
+	var i = 0,
+		len = contexts.length;
+	for ( ; i < len; i++ ) {
+		Sizzle( selector, contexts[i], results );
+	}
+	return results;
+}
+
+function condense( unmatched, map, filter, context, xml ) {
+	var elem,
+		newUnmatched = [],
+		i = 0,
+		len = unmatched.length,
+		mapped = map != null;
+
+	for ( ; i < len; i++ ) {
+		if ( (elem = unmatched[i]) ) {
+			if ( !filter || filter( elem, context, xml ) ) {
+				newUnmatched.push( elem );
+				if ( mapped ) {
+					map.push( i );
+				}
+			}
+		}
+	}
+
+	return newUnmatched;
+}
+
+function setMatcher( preFilter, selector, matcher, postFilter, postFinder, postSelector ) {
+	if ( postFilter && !postFilter[ expando ] ) {
+		postFilter = setMatcher( postFilter );
+	}
+	if ( postFinder && !postFinder[ expando ] ) {
+		postFinder = setMatcher( postFinder, postSelector );
+	}
+	return markFunction(function( seed, results, context, xml ) {
+		var temp, i, elem,
+			preMap = [],
+			postMap = [],
+			preexisting = results.length,
+
+			// Get initial elements from seed or context
+			elems = seed || multipleContexts( selector || "*", context.nodeType ? [ context ] : context, [] ),
+
+			// Prefilter to get matcher input, preserving a map for seed-results synchronization
+			matcherIn = preFilter && ( seed || !selector ) ?
+				condense( elems, preMap, preFilter, context, xml ) :
+				elems,
+
+			matcherOut = matcher ?
+				// If we have a postFinder, or filtered seed, or non-seed postFilter or preexisting results,
+				postFinder || ( seed ? preFilter : preexisting || postFilter ) ?
+
+					// ...intermediate processing is necessary
+					[] :
+
+					// ...otherwise use results directly
+					results :
+				matcherIn;
+
+		// Find primary matches
+		if ( matcher ) {
+			matcher( matcherIn, matcherOut, context, xml );
+		}
+
+		// Apply postFilter
+		if ( postFilter ) {
+			temp = condense( matcherOut, postMap );
+			postFilter( temp, [], context, xml );
+
+			// Un-match failing elements by moving them back to matcherIn
+			i = temp.length;
+			while ( i-- ) {
+				if ( (elem = temp[i]) ) {
+					matcherOut[ postMap[i] ] = !(matcherIn[ postMap[i] ] = elem);
+				}
+			}
+		}
+
+		if ( seed ) {
+			if ( postFinder || preFilter ) {
+				if ( postFinder ) {
+					// Get the final matcherOut by condensing this intermediate into postFinder contexts
+					temp = [];
+					i = matcherOut.length;
+					while ( i-- ) {
+						if ( (elem = matcherOut[i]) ) {
+							// Restore matcherIn since elem is not yet a final match
+							temp.push( (matcherIn[i] = elem) );
+						}
+					}
+					postFinder( null, (matcherOut = []), temp, xml );
+				}
+
+				// Move matched elements from seed to results to keep them synchronized
+				i = matcherOut.length;
+				while ( i-- ) {
+					if ( (elem = matcherOut[i]) &&
+						(temp = postFinder ? indexOf.call( seed, elem ) : preMap[i]) > -1 ) {
+
+						seed[temp] = !(results[temp] = elem);
+					}
+				}
+			}
+
+		// Add elements to results, through postFinder if defined
+		} else {
+			matcherOut = condense(
+				matcherOut === results ?
+					matcherOut.splice( preexisting, matcherOut.length ) :
+					matcherOut
+			);
+			if ( postFinder ) {
+				postFinder( null, results, matcherOut, xml );
+			} else {
+				push.apply( results, matcherOut );
+			}
+		}
+	});
+}
+
+function matcherFromTokens( tokens ) {
+	var checkContext, matcher, j,
+		len = tokens.length,
+		leadingRelative = Expr.relative[ tokens[0].type ],
+		implicitRelative = leadingRelative || Expr.relative[" "],
+		i = leadingRelative ? 1 : 0,
+
+		// The foundational matcher ensures that elements are reachable from top-level context(s)
+		matchContext = addCombinator( function( elem ) {
+			return elem === checkContext;
+		}, implicitRelative, true ),
+		matchAnyContext = addCombinator( function( elem ) {
+			return indexOf.call( checkContext, elem ) > -1;
+		}, implicitRelative, true ),
+		matchers = [ function( elem, context, xml ) {
+			return ( !leadingRelative && ( xml || context !== outermostContext ) ) || (
+				(checkContext = context).nodeType ?
+					matchContext( elem, context, xml ) :
+					matchAnyContext( elem, context, xml ) );
+		} ];
+
+	for ( ; i < len; i++ ) {
+		if ( (matcher = Expr.relative[ tokens[i].type ]) ) {
+			matchers = [ addCombinator(elementMatcher( matchers ), matcher) ];
+		} else {
+			matcher = Expr.filter[ tokens[i].type ].apply( null, tokens[i].matches );
+
+			// Return special upon seeing a positional matcher
+			if ( matcher[ expando ] ) {
+				// Find the next relative operator (if any) for proper handling
+				j = ++i;
+				for ( ; j < len; j++ ) {
+					if ( Expr.relative[ tokens[j].type ] ) {
+						break;
+					}
+				}
+				return setMatcher(
+					i > 1 && elementMatcher( matchers ),
+					i > 1 && toSelector(
+						// If the preceding token was a descendant combinator, insert an implicit any-element `*`
+						tokens.slice( 0, i - 1 ).concat({ value: tokens[ i - 2 ].type === " " ? "*" : "" })
+					).replace( rtrim, "$1" ),
+					matcher,
+					i < j && matcherFromTokens( tokens.slice( i, j ) ),
+					j < len && matcherFromTokens( (tokens = tokens.slice( j )) ),
+					j < len && toSelector( tokens )
+				);
+			}
+			matchers.push( matcher );
+		}
+	}
+
+	return elementMatcher( matchers );
+}
+
+function matcherFromGroupMatchers( elementMatchers, setMatchers ) {
+	var bySet = setMatchers.length > 0,
+		byElement = elementMatchers.length > 0,
+		superMatcher = function( seed, context, xml, results, outermost ) {
+			var elem, j, matcher,
+				matchedCount = 0,
+				i = "0",
+				unmatched = seed && [],
+				setMatched = [],
+				contextBackup = outermostContext,
+				// We must always have either seed elements or outermost context
+				elems = seed || byElement && Expr.find["TAG"]( "*", outermost ),
+				// Use integer dirruns iff this is the outermost matcher
+				dirrunsUnique = (dirruns += contextBackup == null ? 1 : Math.random() || 0.1),
+				len = elems.length;
+
+			if ( outermost ) {
+				outermostContext = context !== document && context;
+			}
+
+			// Add elements passing elementMatchers directly to results
+			// Keep `i` a string if there are no elements so `matchedCount` will be "00" below
+			// Support: IE<9, Safari
+			// Tolerate NodeList properties (IE: "length"; Safari: <number>) matching elements by id
+			for ( ; i !== len && (elem = elems[i]) != null; i++ ) {
+				if ( byElement && elem ) {
+					j = 0;
+					while ( (matcher = elementMatchers[j++]) ) {
+						if ( matcher( elem, context, xml ) ) {
+							results.push( elem );
+							break;
+						}
+					}
+					if ( outermost ) {
+						dirruns = dirrunsUnique;
+					}
+				}
+
+				// Track unmatched elements for set filters
+				if ( bySet ) {
+					// They will have gone through all possible matchers
+					if ( (elem = !matcher && elem) ) {
+						matchedCount--;
+					}
+
+					// Lengthen the array for every element, matched or not
+					if ( seed ) {
+						unmatched.push( elem );
+					}
+				}
+			}
+
+			// Apply set filters to unmatched elements
+			matchedCount += i;
+			if ( bySet && i !== matchedCount ) {
+				j = 0;
+				while ( (matcher = setMatchers[j++]) ) {
+					matcher( unmatched, setMatched, context, xml );
+				}
+
+				if ( seed ) {
+					// Reintegrate element matches to eliminate the need for sorting
+					if ( matchedCount > 0 ) {
+						while ( i-- ) {
+							if ( !(unmatched[i] || setMatched[i]) ) {
+								setMatched[i] = pop.call( results );
+							}
+						}
+					}
+
+					// Discard index placeholder values to get only actual matches
+					setMatched = condense( setMatched );
+				}
+
+				// Add matches to results
+				push.apply( results, setMatched );
+
+				// Seedless set matches succeeding multiple successful matchers stipulate sorting
+				if ( outermost && !seed && setMatched.length > 0 &&
+					( matchedCount + setMatchers.length ) > 1 ) {
+
+					Sizzle.uniqueSort( results );
+				}
+			}
+
+			// Override manipulation of globals by nested matchers
+			if ( outermost ) {
+				dirruns = dirrunsUnique;
+				outermostContext = contextBackup;
+			}
+
+			return unmatched;
+		};
+
+	return bySet ?
+		markFunction( superMatcher ) :
+		superMatcher;
+}
+
+compile = Sizzle.compile = function( selector, match /* Internal Use Only */ ) {
+	var i,
+		setMatchers = [],
+		elementMatchers = [],
+		cached = compilerCache[ selector + " " ];
+
+	if ( !cached ) {
+		// Generate a function of recursive functions that can be used to check each element
+		if ( !match ) {
+			match = tokenize( selector );
+		}
+		i = match.length;
+		while ( i-- ) {
+			cached = matcherFromTokens( match[i] );
+			if ( cached[ expando ] ) {
+				setMatchers.push( cached );
+			} else {
+				elementMatchers.push( cached );
+			}
+		}
+
+		// Cache the compiled function
+		cached = compilerCache( selector, matcherFromGroupMatchers( elementMatchers, setMatchers ) );
+
+		// Save selector and tokenization
+		cached.selector = selector;
+	}
+	return cached;
+};
+
+/**
+ * A low-level selection function that works with Sizzle's compiled
+ *  selector functions
+ * @param {String|Function} selector A selector or a pre-compiled
+ *  selector function built with Sizzle.compile
+ * @param {Element} context
+ * @param {Array} [results]
+ * @param {Array} [seed] A set of elements to match against
+ */
+select = Sizzle.select = function( selector, context, results, seed ) {
+	var i, tokens, token, type, find,
+		compiled = typeof selector === "function" && selector,
+		match = !seed && tokenize( (selector = compiled.selector || selector) );
+
+	results = results || [];
+
+	// Try to minimize operations if there is no seed and only one group
+	if ( match.length === 1 ) {
+
+		// Take a shortcut and set the context if the root selector is an ID
+		tokens = match[0] = match[0].slice( 0 );
+		if ( tokens.length > 2 && (token = tokens[0]).type === "ID" &&
+				support.getById && context.nodeType === 9 && documentIsHTML &&
+				Expr.relative[ tokens[1].type ] ) {
+
+			context = ( Expr.find["ID"]( token.matches[0].replace(runescape, funescape), context ) || [] )[0];
+			if ( !context ) {
+				return results;
+
+			// Precompiled matchers will still verify ancestry, so step up a level
+			} else if ( compiled ) {
+				context = context.parentNode;
+			}
+
+			selector = selector.slice( tokens.shift().value.length );
+		}
+
+		// Fetch a seed set for right-to-left matching
+		i = matchExpr["needsContext"].test( selector ) ? 0 : tokens.length;
+		while ( i-- ) {
+			token = tokens[i];
+
+			// Abort if we hit a combinator
+			if ( Expr.relative[ (type = token.type) ] ) {
+				break;
+			}
+			if ( (find = Expr.find[ type ]) ) {
+				// Search, expanding context for leading sibling combinators
+				if ( (seed = find(
+					token.matches[0].replace( runescape, funescape ),
+					rsibling.test( tokens[0].type ) && testContext( context.parentNode ) || context
+				)) ) {
+
+					// If seed is empty or no tokens remain, we can return early
+					tokens.splice( i, 1 );
+					selector = seed.length && toSelector( tokens );
+					if ( !selector ) {
+						push.apply( results, seed );
+						return results;
+					}
+
+					break;
+				}
+			}
+		}
+	}
+
+	// Compile and execute a filtering function if one is not provided
+	// Provide `match` to avoid retokenization if we modified the selector above
+	( compiled || compile( selector, match ) )(
+		seed,
+		context,
+		!documentIsHTML,
+		results,
+		rsibling.test( selector ) && testContext( context.parentNode ) || context
+	);
+	return results;
+};
+
+// One-time assignments
+
+// Sort stability
+support.sortStable = expando.split("").sort( sortOrder ).join("") === expando;
+
+// Support: Chrome<14
+// Always assume duplicates if they aren't passed to the comparison function
+support.detectDuplicates = !!hasDuplicate;
+
+// Initialize against the default document
+setDocument();
+
+// Support: Webkit<537.32 - Safari 6.0.3/Chrome 25 (fixed in Chrome 27)
+// Detached nodes confoundingly follow *each other*
+support.sortDetached = assert(function( div1 ) {
+	// Should return 1, but returns 4 (following)
+	return div1.compareDocumentPosition( document.createElement("div") ) & 1;
+});
+
+// Support: IE<8
+// Prevent attribute/property "interpolation"
+// http://msdn.microsoft.com/en-us/library/ms536429%28VS.85%29.aspx
+if ( !assert(function( div ) {
+	div.innerHTML = "<a href='#'></a>";
+	return div.firstChild.getAttribute("href") === "#" ;
+}) ) {
+	addHandle( "type|href|height|width", function( elem, name, isXML ) {
+		if ( !isXML ) {
+			return elem.getAttribute( name, name.toLowerCase() === "type" ? 1 : 2 );
+		}
+	});
+}
+
+// Support: IE<9
+// Use defaultValue in place of getAttribute("value")
+if ( !support.attributes || !assert(function( div ) {
+	div.innerHTML = "<input/>";
+	div.firstChild.setAttribute( "value", "" );
+	return div.firstChild.getAttribute( "value" ) === "";
+}) ) {
+	addHandle( "value", function( elem, name, isXML ) {
+		if ( !isXML && elem.nodeName.toLowerCase() === "input" ) {
+			return elem.defaultValue;
+		}
+	});
+}
+
+// Support: IE<9
+// Use getAttributeNode to fetch booleans when getAttribute lies
+if ( !assert(function( div ) {
+	return div.getAttribute("disabled") == null;
+}) ) {
+	addHandle( booleans, function( elem, name, isXML ) {
+		var val;
+		if ( !isXML ) {
+			return elem[ name ] === true ? name.toLowerCase() :
+					(val = elem.getAttributeNode( name )) && val.specified ?
+					val.value :
+				null;
+		}
+	});
+}
+
+return Sizzle;
+
+})( window );
+
+
+
+jQuery.find = Sizzle;
+jQuery.expr = Sizzle.selectors;
+jQuery.expr[":"] = jQuery.expr.pseudos;
+jQuery.unique = Sizzle.uniqueSort;
+jQuery.text = Sizzle.getText;
+jQuery.isXMLDoc = Sizzle.isXML;
+jQuery.contains = Sizzle.contains;
+
+
+
+var rneedsContext = jQuery.expr.match.needsContext;
+
+var rsingleTag = (/^<(\w+)\s*\/?>(?:<\/\1>|)$/);
+
+
+
+var risSimple = /^.[^:#\[\.,]*$/;
+
+// Implement the identical functionality for filter and not
+function winnow( elements, qualifier, not ) {
+	if ( jQuery.isFunction( qualifier ) ) {
+		return jQuery.grep( elements, function( elem, i ) {
+			/* jshint -W018 */
+			return !!qualifier.call( elem, i, elem ) !== not;
+		});
+
+	}
+
+	if ( qualifier.nodeType ) {
+		return jQuery.grep( elements, function( elem ) {
+			return ( elem === qualifier ) !== not;
+		});
+
+	}
+
+	if ( typeof qualifier === "string" ) {
+		if ( risSimple.test( qualifier ) ) {
+			return jQuery.filter( qualifier, elements, not );
+		}
+
+		qualifier = jQuery.filter( qualifier, elements );
+	}
+
+	return jQuery.grep( elements, function( elem ) {
+		return ( jQuery.inArray( elem, qualifier ) >= 0 ) !== not;
+	});
+}
+
+jQuery.filter = function( expr, elems, not ) {
+	var elem = elems[ 0 ];
+
+	if ( not ) {
+		expr = ":not(" + expr + ")";
+	}
+
+	return elems.length === 1 && elem.nodeType === 1 ?
+		jQuery.find.matchesSelector( elem, expr ) ? [ elem ] : [] :
+		jQuery.find.matches( expr, jQuery.grep( elems, function( elem ) {
+			return elem.nodeType === 1;
+		}));
+};
+
+jQuery.fn.extend({
+	find: function( selector ) {
+		var i,
+			ret = [],
+			self = this,
+			len = self.length;
+
+		if ( typeof selector !== "string" ) {
+			return this.pushStack( jQuery( selector ).filter(function() {
+				for ( i = 0; i < len; i++ ) {
+					if ( jQuery.contains( self[ i ], this ) ) {
+						return true;
+					}
+				}
+			}) );
+		}
+
+		for ( i = 0; i < len; i++ ) {
+			jQuery.find( selector, self[ i ], ret );
+		}
+
+		// Needed because $( selector, context ) becomes $( context ).find( selector )
+		ret = this.pushStack( len > 1 ? jQuery.unique( ret ) : ret );
+		ret.selector = this.selector ? this.selector + " " + selector : selector;
+		return ret;
+	},
+	filter: function( selector ) {
+		return this.pushStack( winnow(this, selector || [], false) );
+	},
+	not: function( selector ) {
+		return this.pushStack( winnow(this, selector || [], true) );
+	},
+	is: function( selector ) {
+		return !!winnow(
+			this,
+
+			// If this is a positional/relative selector, check membership in the returned set
+			// so $("p:first").is("p:last") won't return true for a doc with two "p".
+			typeof selector === "string" && rneedsContext.test( selector ) ?
+				jQuery( selector ) :
+				selector || [],
+			false
+		).length;
+	}
+});
+
+
+// Initialize a jQuery object
+
+
+// A central reference to the root jQuery(document)
+var rootjQuery,
+
+	// Use the correct document accordingly with window argument (sandbox)
+	document = window.document,
+
+	// A simple way to check for HTML strings
+	// Prioritize #id over <tag> to avoid XSS via location.hash (#9521)
+	// Strict HTML recognition (#11290: must start with <)
+	rquickExpr = /^(?:\s*(<[\w\W]+>)[^>]*|#([\w-]*))$/,
+
+	init = jQuery.fn.init = function( selector, context ) {
+		var match, elem;
+
+		// HANDLE: $(""), $(null), $(undefined), $(false)
+		if ( !selector ) {
+			return this;
+		}
+
+		// Handle HTML strings
+		if ( typeof selector === "string" ) {
+			if ( selector.charAt(0) === "<" && selector.charAt( selector.length - 1 ) === ">" && selector.length >= 3 ) {
+				// Assume that strings that start and end with <> are HTML and skip the regex check
+				match = [ null, selector, null ];
+
+			} else {
+				match = rquickExpr.exec( selector );
+			}
+
+			// Match html or make sure no context is specified for #id
+			if ( match && (match[1] || !context) ) {
+
+				// HANDLE: $(html) -> $(array)
+				if ( match[1] ) {
+					context = context instanceof jQuery ? context[0] : context;
+
+					// scripts is true for back-compat
+					// Intentionally let the error be thrown if parseHTML is not present
+					jQuery.merge( this, jQuery.parseHTML(
+						match[1],
+						context && context.nodeType ? context.ownerDocument || context : document,
+						true
+					) );
+
+					// HANDLE: $(html, props)
+					if ( rsingleTag.test( match[1] ) && jQuery.isPlainObject( context ) ) {
+						for ( match in context ) {
+							// Properties of context are called as methods if possible
+							if ( jQuery.isFunction( this[ match ] ) ) {
+								this[ match ]( context[ match ] );
+
+							// ...and otherwise set as attributes
+							} else {
+								this.attr( match, context[ match ] );
+							}
+						}
+					}
+
+					return this;
+
+				// HANDLE: $(#id)
+				} else {
+					elem = document.getElementById( match[2] );
+
+					// Check parentNode to catch when Blackberry 4.6 returns
+					// nodes that are no longer in the document #6963
+					if ( elem && elem.parentNode ) {
+						// Handle the case where IE and Opera return items
+						// by name instead of ID
+						if ( elem.id !== match[2] ) {
+							return rootjQuery.find( selector );
+						}
+
+						// Otherwise, we inject the element directly into the jQuery object
+						this.length = 1;
+						this[0] = elem;
+					}
+
+					this.context = document;
+					this.selector = selector;
+					return this;
+				}
+
+			// HANDLE: $(expr, $(...))
+			} else if ( !context || context.jquery ) {
+				return ( context || rootjQuery ).find( selector );
+
+			// HANDLE: $(expr, context)
+			// (which is just equivalent to: $(context).find(expr)
+			} else {
+				return this.constructor( context ).find( selector );
+			}
+
+		// HANDLE: $(DOMElement)
+		} else if ( selector.nodeType ) {
+			this.context = this[0] = selector;
+			this.length = 1;
+			return this;
+
+		// HANDLE: $(function)
+		// Shortcut for document ready
+		} else if ( jQuery.isFunction( selector ) ) {
+			return typeof rootjQuery.ready !== "undefined" ?
+				rootjQuery.ready( selector ) :
+				// Execute immediately if ready is not present
+				selector( jQuery );
+		}
+
+		if ( selector.selector !== undefined ) {
+			this.selector = selector.selector;
+			this.context = selector.context;
+		}
+
+		return jQuery.makeArray( selector, this );
+	};
+
+// Give the init function the jQuery prototype for later instantiation
+init.prototype = jQuery.fn;
+
+// Initialize central reference
+rootjQuery = jQuery( document );
+
+
+var rparentsprev = /^(?:parents|prev(?:Until|All))/,
+	// methods guaranteed to produce a unique set when starting from a unique set
+	guaranteedUnique = {
+		children: true,
+		contents: true,
+		next: true,
+		prev: true
+	};
+
+jQuery.extend({
+	dir: function( elem, dir, until ) {
+		var matched = [],
+			cur = elem[ dir ];
+
+		while ( cur && cur.nodeType !== 9 && (until === undefined || cur.nodeType !== 1 || !jQuery( cur ).is( until )) ) {
+			if ( cur.nodeType === 1 ) {
+				matched.push( cur );
+			}
+			cur = cur[dir];
+		}
+		return matched;
+	},
+
+	sibling: function( n, elem ) {
+		var r = [];
+
+		for ( ; n; n = n.nextSibling ) {
+			if ( n.nodeType === 1 && n !== elem ) {
+				r.push( n );
+			}
+		}
+
+		return r;
+	}
+});
+
+jQuery.fn.extend({
+	has: function( target ) {
+		var i,
+			targets = jQuery( target, this ),
+			len = targets.length;
+
+		return this.filter(function() {
+			for ( i = 0; i < len; i++ ) {
+				if ( jQuery.contains( this, targets[i] ) ) {
+					return true;
+				}
+			}
+		});
+	},
+
+	closest: function( selectors, context ) {
+		var cur,
+			i = 0,
+			l = this.length,
+			matched = [],
+			pos = rneedsContext.test( selectors ) || typeof selectors !== "string" ?
+				jQuery( selectors, context || this.context ) :
+				0;
+
+		for ( ; i < l; i++ ) {
+			for ( cur = this[i]; cur && cur !== context; cur = cur.parentNode ) {
+				// Always skip document fragments
+				if ( cur.nodeType < 11 && (pos ?
+					pos.index(cur) > -1 :
+
+					// Don't pass non-elements to Sizzle
+					cur.nodeType === 1 &&
+						jQuery.find.matchesSelector(cur, selectors)) ) {
+
+					matched.push( cur );
+					break;
+				}
+			}
+		}
+
+		return this.pushStack( matched.length > 1 ? jQuery.unique( matched ) : matched );
+	},
+
+	// Determine the position of an element within
+	// the matched set of elements
+	index: function( elem ) {
+
+		// No argument, return index in parent
+		if ( !elem ) {
+			return ( this[0] && this[0].parentNode ) ? this.first().prevAll().length : -1;
+		}
+
+		// index in selector
+		if ( typeof elem === "string" ) {
+			return jQuery.inArray( this[0], jQuery( elem ) );
+		}
+
+		// Locate the position of the desired element
+		return jQuery.inArray(
+			// If it receives a jQuery object, the first element is used
+			elem.jquery ? elem[0] : elem, this );
+	},
+
+	add: function( selector, context ) {
+		return this.pushStack(
+			jQuery.unique(
+				jQuery.merge( this.get(), jQuery( selector, context ) )
+			)
+		);
+	},
+
+	addBack: function( selector ) {
+		return this.add( selector == null ?
+			this.prevObject : this.prevObject.filter(selector)
+		);
+	}
+});
+
+function sibling( cur, dir ) {
+	do {
+		cur = cur[ dir ];
+	} while ( cur && cur.nodeType !== 1 );
+
+	return cur;
+}
+
+jQuery.each({
+	parent: function( elem ) {
+		var parent = elem.parentNode;
+		return parent && parent.nodeType !== 11 ? parent : null;
+	},
+	parents: function( elem ) {
+		return jQuery.dir( elem, "parentNode" );
+	},
+	parentsUntil: function( elem, i, until ) {
+		return jQuery.dir( elem, "parentNode", until );
+	},
+	next: function( elem ) {
+		return sibling( elem, "nextSibling" );
+	},
+	prev: function( elem ) {
+		return sibling( elem, "previousSibling" );
+	},
+	nextAll: function( elem ) {
+		return jQuery.dir( elem, "nextSibling" );
+	},
+	prevAll: function( elem ) {
+		return jQuery.dir( elem, "previousSibling" );
+	},
+	nextUntil: function( elem, i, until ) {
+		return jQuery.dir( elem, "nextSibling", until );
+	},
+	prevUntil: function( elem, i, until ) {
+		return jQuery.dir( elem, "previousSibling", until );
+	},
+	siblings: function( elem ) {
+		return jQuery.sibling( ( elem.parentNode || {} ).firstChild, elem );
+	},
+	children: function( elem ) {
+		return jQuery.sibling( elem.firstChild );
+	},
+	contents: function( elem ) {
+		return jQuery.nodeName( elem, "iframe" ) ?
+			elem.contentDocument || elem.contentWindow.document :
+			jQuery.merge( [], elem.childNodes );
+	}
+}, function( name, fn ) {
+	jQuery.fn[ name ] = function( until, selector ) {
+		var ret = jQuery.map( this, fn, until );
+
+		if ( name.slice( -5 ) !== "Until" ) {
+			selector = until;
+		}
+
+		if ( selector && typeof selector === "string" ) {
+			ret = jQuery.filter( selector, ret );
+		}
+
+		if ( this.length > 1 ) {
+			// Remove duplicates
+			if ( !guaranteedUnique[ name ] ) {
+				ret = jQuery.unique( ret );
+			}
+
+			// Reverse order for parents* and prev-derivatives
+			if ( rparentsprev.test( name ) ) {
+				ret = ret.reverse();
+			}
+		}
+
+		return this.pushStack( ret );
+	};
+});
+var rnotwhite = (/\S+/g);
+
+
+
+// String to Object options format cache
+var optionsCache = {};
+
+// Convert String-formatted options into Object-formatted ones and store in cache
+function createOptions( options ) {
+	var object = optionsCache[ options ] = {};
+	jQuery.each( options.match( rnotwhite ) || [], function( _, flag ) {
+		object[ flag ] = true;
+	});
+	return object;
+}
+
+/*
+ * Create a callback list using the following parameters:
+ *
+ *	options: an optional list of space-separated options that will change how
+ *			the callback list behaves or a more traditional option object
+ *
+ * By default a callback list will act like an event callback list and can be
+ * "fired" multiple times.
+ *
+ * Possible options:
+ *
+ *	once:			will ensure the callback list can only be fired once (like a Deferred)
+ *
+ *	memory:			will keep track of previous values and will call any callback added
+ *					after the list has been fired right away with the latest "memorized"
+ *					values (like a Deferred)
+ *
+ *	unique:			will ensure a callback can only be added once (no duplicate in the list)
+ *
+ *	stopOnFalse:	interrupt callings when a callback returns false
+ *
+ */
+jQuery.Callbacks = function( options ) {
+
+	// Convert options from String-formatted to Object-formatted if needed
+	// (we check in cache first)
+	options = typeof options === "string" ?
+		( optionsCache[ options ] || createOptions( options ) ) :
+		jQuery.extend( {}, options );
+
+	var // Flag to know if list is currently firing
+		firing,
+		// Last fire value (for non-forgettable lists)
+		memory,
+		// Flag to know if list was already fired
+		fired,
+		// End of the loop when firing
+		firingLength,
+		// Index of currently firing callback (modified by remove if needed)
+		firingIndex,
+		// First callback to fire (used internally by add and fireWith)
+		firingStart,
+		// Actual callback list
+		list = [],
+		// Stack of fire calls for repeatable lists
+		stack = !options.once && [],
+		// Fire callbacks
+		fire = function( data ) {
+			memory = options.memory && data;
+			fired = true;
+			firingIndex = firingStart || 0;
+			firingStart = 0;
+			firingLength = list.length;
+			firing = true;
+			for ( ; list && firingIndex < firingLength; firingIndex++ ) {
+				if ( list[ firingIndex ].apply( data[ 0 ], data[ 1 ] ) === false && options.stopOnFalse ) {
+					memory = false; // To prevent further calls using add
+					break;
+				}
+			}
+			firing = false;
+			if ( list ) {
+				if ( stack ) {
+					if ( stack.length ) {
+						fire( stack.shift() );
+					}
+				} else if ( memory ) {
+					list = [];
+				} else {
+					self.disable();
+				}
+			}
+		},
+		// Actual Callbacks object
+		self = {
+			// Add a callback or a collection of callbacks to the list
+			add: function() {
+				if ( list ) {
+					// First, we save the current length
+					var start = list.length;
+					(function add( args ) {
+						jQuery.each( args, function( _, arg ) {
+							var type = jQuery.type( arg );
+							if ( type === "function" ) {
+								if ( !options.unique || !self.has( arg ) ) {
+									list.push( arg );
+								}
+							} else if ( arg && arg.length && type !== "string" ) {
+								// Inspect recursively
+								add( arg );
+							}
+						});
+					})( arguments );
+					// Do we need to add the callbacks to the
+					// current firing batch?
+					if ( firing ) {
+						firingLength = list.length;
+					// With memory, if we're not firing then
+					// we should call right away
+					} else if ( memory ) {
+						firingStart = start;
+						fire( memory );
+					}
+				}
+				return this;
+			},
+			// Remove a callback from the list
+			remove: function() {
+				if ( list ) {
+					jQuery.each( arguments, function( _, arg ) {
+						var index;
+						while ( ( index = jQuery.inArray( arg, list, index ) ) > -1 ) {
+							list.splice( index, 1 );
+							// Handle firing indexes
+							if ( firing ) {
+								if ( index <= firingLength ) {
+									firingLength--;
+								}
+								if ( index <= firingIndex ) {
+									firingIndex--;
+								}
+							}
+						}
+					});
+				}
+				return this;
+			},
+			// Check if a given callback is in the list.
+			// If no argument is given, return whether or not list has callbacks attached.
+			has: function( fn ) {
+				return fn ? jQuery.inArray( fn, list ) > -1 : !!( list && list.length );
+			},
+			// Remove all callbacks from the list
+			empty: function() {
+				list = [];
+				firingLength = 0;
+				return this;
+			},
+			// Have the list do nothing anymore
+			disable: function() {
+				list = stack = memory = undefined;
+				return this;
+			},
+			// Is it disabled?
+			disabled: function() {
+				return !list;
+			},
+			// Lock the list in its current state
+			lock: function() {
+				stack = undefined;
+				if ( !memory ) {
+					self.disable();
+				}
+				return this;
+			},
+			// Is it locked?
+			locked: function() {
+				return !stack;
+			},
+			// Call all callbacks with the given context and arguments
+			fireWith: function( context, args ) {
+				if ( list && ( !fired || stack ) ) {
+					args = args || [];
+					args = [ context, args.slice ? args.slice() : args ];
+					if ( firing ) {
+						stack.push( args );
+					} else {
+						fire( args );
+					}
+				}
+				return this;
+			},
+			// Call all the callbacks with the given arguments
+			fire: function() {
+				self.fireWith( this, arguments );
+				return this;
+			},
+			// To know if the callbacks have already been called at least once
+			fired: function() {
+				return !!fired;
+			}
+		};
+
+	return self;
+};
+
+
+jQuery.extend({
+
+	Deferred: function( func ) {
+		var tuples = [
+				// action, add listener, listener list, final state
+				[ "resolve", "done", jQuery.Callbacks("once memory"), "resolved" ],
+				[ "reject", "fail", jQuery.Callbacks("once memory"), "rejected" ],
+				[ "notify", "progress", jQuery.Callbacks("memory") ]
+			],
+			state = "pending",
+			promise = {
+				state: function() {
+					return state;
+				},
+				always: function() {
+					deferred.done( arguments ).fail( arguments );
+					return this;
+				},
+				then: function( /* fnDone, fnFail, fnProgress */ ) {
+					var fns = arguments;
+					return jQuery.Deferred(function( newDefer ) {
+						jQuery.each( tuples, function( i, tuple ) {
+							var fn = jQuery.isFunction( fns[ i ] ) && fns[ i ];
+							// deferred[ done | fail | progress ] for forwarding actions to newDefer
+							deferred[ tuple[1] ](function() {
+								var returned = fn && fn.apply( this, arguments );
+								if ( returned && jQuery.isFunction( returned.promise ) ) {
+									returned.promise()
+										.done( newDefer.resolve )
+										.fail( newDefer.reject )
+										.progress( newDefer.notify );
+								} else {
+									newDefer[ tuple[ 0 ] + "With" ]( this === promise ? newDefer.promise() : this, fn ? [ returned ] : arguments );
+								}
+							});
+						});
+						fns = null;
+					}).promise();
+				},
+				// Get a promise for this deferred
+				// If obj is provided, the promise aspect is added to the object
+				promise: function( obj ) {
+					return obj != null ? jQuery.extend( obj, promise ) : promise;
+				}
+			},
+			deferred = {};
+
+		// Keep pipe for back-compat
+		promise.pipe = promise.then;
+
+		// Add list-specific methods
+		jQuery.each( tuples, function( i, tuple ) {
+			var list = tuple[ 2 ],
+				stateString = tuple[ 3 ];
+
+			// promise[ done | fail | progress ] = list.add
+			promise[ tuple[1] ] = list.add;
+
+			// Handle state
+			if ( stateString ) {
+				list.add(function() {
+					// state = [ resolved | rejected ]
+					state = stateString;
+
+				// [ reject_list | resolve_list ].disable; progress_list.lock
+				}, tuples[ i ^ 1 ][ 2 ].disable, tuples[ 2 ][ 2 ].lock );
+			}
+
+			// deferred[ resolve | reject | notify ]
+			deferred[ tuple[0] ] = function() {
+				deferred[ tuple[0] + "With" ]( this === deferred ? promise : this, arguments );
+				return this;
+			};
+			deferred[ tuple[0] + "With" ] = list.fireWith;
+		});
+
+		// Make the deferred a promise
+		promise.promise( deferred );
+
+		// Call given func if any
+		if ( func ) {
+			func.call( deferred, deferred );
+		}
+
+		// All done!
+		return deferred;
+	},
+
+	// Deferred helper
+	when: function( subordinate /* , ..., subordinateN */ ) {
+		var i = 0,
+			resolveValues = slice.call( arguments ),
+			length = resolveValues.length,
+
+			// the count of uncompleted subordinates
+			remaining = length !== 1 || ( subordinate && jQuery.isFunction( subordinate.promise ) ) ? length : 0,
+
+			// the master Deferred. If resolveValues consist of only a single Deferred, just use that.
+			deferred = remaining === 1 ? subordinate : jQuery.Deferred(),
+
+			// Update function for both resolve and progress values
+			updateFunc = function( i, contexts, values ) {
+				return function( value ) {
+					contexts[ i ] = this;
+					values[ i ] = arguments.length > 1 ? slice.call( arguments ) : value;
+					if ( values === progressValues ) {
+						deferred.notifyWith( contexts, values );
+
+					} else if ( !(--remaining) ) {
+						deferred.resolveWith( contexts, values );
+					}
+				};
+			},
+
+			progressValues, progressContexts, resolveContexts;
+
+		// add listeners to Deferred subordinates; treat others as resolved
+		if ( length > 1 ) {
+			progressValues = new Array( length );
+			progressContexts = new Array( length );
+			resolveContexts = new Array( length );
+			for ( ; i < length; i++ ) {
+				if ( resolveValues[ i ] && jQuery.isFunction( resolveValues[ i ].promise ) ) {
+					resolveValues[ i ].promise()
+						.done( updateFunc( i, resolveContexts, resolveValues ) )
+						.fail( deferred.reject )
+						.progress( updateFunc( i, progressContexts, progressValues ) );
+				} else {
+					--remaining;
+				}
+			}
+		}
+
+		// if we're not waiting on anything, resolve the master
+		if ( !remaining ) {
+			deferred.resolveWith( resolveContexts, resolveValues );
+		}
+
+		return deferred.promise();
+	}
+});
+
+
+// The deferred used on DOM ready
+var readyList;
+
+jQuery.fn.ready = function( fn ) {
+	// Add the callback
+	jQuery.ready.promise().done( fn );
+
+	return this;
+};
+
+jQuery.extend({
+	// Is the DOM ready to be used? Set to true once it occurs.
+	isReady: false,
+
+	// A counter to track how many items to wait for before
+	// the ready event fires. See #6781
+	readyWait: 1,
+
+	// Hold (or release) the ready event
+	holdReady: function( hold ) {
+		if ( hold ) {
+			jQuery.readyWait++;
+		} else {
+			jQuery.ready( true );
+		}
+	},
+
+	// Handle when the DOM is ready
+	ready: function( wait ) {
+
+		// Abort if there are pending holds or we're already ready
+		if ( wait === true ? --jQuery.readyWait : jQuery.isReady ) {
+			return;
+		}
+
+		// Make sure body exists, at least, in case IE gets a little overzealous (ticket #5443).
+		if ( !document.body ) {
+			return setTimeout( jQuery.ready );
+		}
+
+		// Remember that the DOM is ready
+		jQuery.isReady = true;
+
+		// If a normal DOM Ready event fired, decrement, and wait if need be
+		if ( wait !== true && --jQuery.readyWait > 0 ) {
+			return;
+		}
+
+		// If there are functions bound, to execute
+		readyList.resolveWith( document, [ jQuery ] );
+
+		// Trigger any bound ready events
+		if ( jQuery.fn.triggerHandler ) {
+			jQuery( document ).triggerHandler( "ready" );
+			jQuery( document ).off( "ready" );
+		}
+	}
+});
+
+/**
+ * Clean-up method for dom ready events
+ */
+function detach() {
+	if ( document.addEventListener ) {
+		document.removeEventListener( "DOMContentLoaded", completed, false );
+		window.removeEventListener( "load", completed, false );
+
+	} else {
+		document.detachEvent( "onreadystatechange", completed );
+		window.detachEvent( "onload", completed );
+	}
+}
+
+/**
+ * The ready event handler and self cleanup method
+ */
+function completed() {
+	// readyState === "complete" is good enough for us to call the dom ready in oldIE
+	if ( document.addEventListener || event.type === "load" || document.readyState === "complete" ) {
+		detach();
+		jQuery.ready();
+	}
+}
+
+jQuery.ready.promise = function( obj ) {
+	if ( !readyList ) {
+
+		readyList = jQuery.Deferred();
+
+		// Catch cases where $(document).ready() is called after the browser event has already occurred.
+		// we once tried to use readyState "interactive" here, but it caused issues like the one
+		// discovered by ChrisS here: http://bugs.jquery.com/ticket/12282#comment:15
+		if ( document.readyState === "complete" ) {
+			// Handle it asynchronously to allow scripts the opportunity to delay ready
+			setTimeout( jQuery.ready );
+
+		// Standards-based browsers support DOMContentLoaded
+		} else if ( document.addEventListener ) {
+			// Use the handy event callback
+			document.addEventListener( "DOMContentLoaded", completed, false );
+
+			// A fallback to window.onload, that will always work
+			window.addEventListener( "load", completed, false );
+
+		// If IE event model is used
+		} else {
+			// Ensure firing before onload, maybe late but safe also for iframes
+			document.attachEvent( "onreadystatechange", completed );
+
+			// A fallback to window.onload, that will always work
+			window.attachEvent( "onload", completed );
+
+			// If IE and not a frame
+			// continually check to see if the document is ready
+			var top = false;
+
+			try {
+				top = window.frameElement == null && document.documentElement;
+			} catch(e) {}
+
+			if ( top && top.doScroll ) {
+				(function doScrollCheck() {
+					if ( !jQuery.isReady ) {
+
+						try {
+							// Use the trick by Diego Perini
+							// http://javascript.nwbox.com/IEContentLoaded/
+							top.doScroll("left");
+						} catch(e) {
+							return setTimeout( doScrollCheck, 50 );
+						}
+
+						// detach all dom ready events
+						detach();
+
+						// and execute any waiting functions
+						jQuery.ready();
+					}
+				})();
+			}
+		}
+	}
+	return readyList.promise( obj );
+};
+
+
+var strundefined = typeof undefined;
+
+
+
+// Support: IE<9
+// Iteration over object's inherited properties before its own
+var i;
+for ( i in jQuery( support ) ) {
+	break;
+}
+support.ownLast = i !== "0";
+
+// Note: most support tests are defined in their respective modules.
+// false until the test is run
+support.inlineBlockNeedsLayout = false;
+
+// Execute ASAP in case we need to set body.style.zoom
+jQuery(function() {
+	// Minified: var a,b,c,d
+	var val, div, body, container;
+
+	body = document.getElementsByTagName( "body" )[ 0 ];
+	if ( !body || !body.style ) {
+		// Return for frameset docs that don't have a body
+		return;
+	}
+
+	// Setup
+	div = document.createElement( "div" );
+	container = document.createElement( "div" );
+	container.style.cssText = "position:absolute;border:0;width:0;height:0;top:0;left:-9999px";
+	body.appendChild( container ).appendChild( div );
+
+	if ( typeof div.style.zoom !== strundefined ) {
+		// Support: IE<8
+		// Check if natively block-level elements act like inline-block
+		// elements when setting their display to 'inline' and giving
+		// them layout
+		div.style.cssText = "display:inline;margin:0;border:0;padding:1px;width:1px;zoom:1";
+
+		support.inlineBlockNeedsLayout = val = div.offsetWidth === 3;
+		if ( val ) {
+			// Prevent IE 6 from affecting layout for positioned elements #11048
+			// Prevent IE from shrinking the body in IE 7 mode #12869
+			// Support: IE<8
+			body.style.zoom = 1;
+		}
+	}
+
+	body.removeChild( container );
+});
+
+
+
+
+(function() {
+	var div = document.createElement( "div" );
+
+	// Execute the test only if not already executed in another module.
+	if (support.deleteExpando == null) {
+		// Support: IE<9
+		support.deleteExpando = true;
+		try {
+			delete div.test;
+		} catch( e ) {
+			support.deleteExpando = false;
+		}
+	}
+
+	// Null elements to avoid leaks in IE.
+	div = null;
+})();
+
+
+/**
+ * Determines whether an object can have data
+ */
+jQuery.acceptData = function( elem ) {
+	var noData = jQuery.noData[ (elem.nodeName + " ").toLowerCase() ],
+		nodeType = +elem.nodeType || 1;
+
+	// Do not set data on non-element DOM nodes because it will not be cleared (#8335).
+	return nodeType !== 1 && nodeType !== 9 ?
+		false :
+
+		// Nodes accept data unless otherwise specified; rejection can be conditional
+		!noData || noData !== true && elem.getAttribute("classid") === noData;
+};
+
+
+var rbrace = /^(?:\{[\w\W]*\}|\[[\w\W]*\])$/,
+	rmultiDash = /([A-Z])/g;
+
+function dataAttr( elem, key, data ) {
+	// If nothing was found internally, try to fetch any
+	// data from the HTML5 data-* attribute
+	if ( data === undefined && elem.nodeType === 1 ) {
+
+		var name = "data-" + key.replace( rmultiDash, "-$1" ).toLowerCase();
+
+		data = elem.getAttribute( name );
+
+		if ( typeof data === "string" ) {
+			try {
+				data = data === "true" ? true :
+					data === "false" ? false :
+					data === "null" ? null :
+					// Only convert to a number if it doesn't change the string
+					+data + "" === data ? +data :
+					rbrace.test( data ) ? jQuery.parseJSON( data ) :
+					data;
+			} catch( e ) {}
+
+			// Make sure we set the data so it isn't changed later
+			jQuery.data( elem, key, data );
+
+		} else {
+			data = undefined;
+		}
+	}
+
+	return data;
+}
+
+// checks a cache object for emptiness
+function isEmptyDataObject( obj ) {
+	var name;
+	for ( name in obj ) {
+
+		// if the public data object is empty, the private is still empty
+		if ( name === "data" && jQuery.isEmptyObject( obj[name] ) ) {
+			continue;
+		}
+		if ( name !== "toJSON" ) {
+			return false;
+		}
+	}
+
+	return true;
+}
+
+function internalData( elem, name, data, pvt /* Internal Use Only */ ) {
+	if ( !jQuery.acceptData( elem ) ) {
+		return;
+	}
+
+	var ret, thisCache,
+		internalKey = jQuery.expando,
+
+		// We have to handle DOM nodes and JS objects differently because IE6-7
+		// can't GC object references properly across the DOM-JS boundary
+		isNode = elem.nodeType,
+
+		// Only DOM nodes need the global jQuery cache; JS object data is
+		// attached directly to the object so GC can occur automatically
+		cache = isNode ? jQuery.cache : elem,
+
+		// Only defining an ID for JS objects if its cache already exists allows
+		// the code to shortcut on the same path as a DOM node with no cache
+		id = isNode ? elem[ internalKey ] : elem[ internalKey ] && internalKey;
+
+	// Avoid doing any more work than we need to when trying to get data on an
+	// object that has no data at all
+	if ( (!id || !cache[id] || (!pvt && !cache[id].data)) && data === undefined && typeof name === "string" ) {
+		return;
+	}
+
+	if ( !id ) {
+		// Only DOM nodes need a new unique ID for each element since their data
+		// ends up in the global cache
+		if ( isNode ) {
+			id = elem[ internalKey ] = deletedIds.pop() || jQuery.guid++;
+		} else {
+			id = internalKey;
+		}
+	}
+
+	if ( !cache[ id ] ) {
+		// Avoid exposing jQuery metadata on plain JS objects when the object
+		// is serialized using JSON.stringify
+		cache[ id ] = isNode ? {} : { toJSON: jQuery.noop };
+	}
+
+	// An object can be passed to jQuery.data instead of a key/value pair; this gets
+	// shallow copied over onto the existing cache
+	if ( typeof name === "object" || typeof name === "function" ) {
+		if ( pvt ) {
+			cache[ id ] = jQuery.extend( cache[ id ], name );
+		} else {
+			cache[ id ].data = jQuery.extend( cache[ id ].data, name );
+		}
+	}
+
+	thisCache = cache[ id ];
+
+	// jQuery data() is stored in a separate object inside the object's internal data
+	// cache in order to avoid key collisions between internal data and user-defined
+	// data.
+	if ( !pvt ) {
+		if ( !thisCache.data ) {
+			thisCache.data = {};
+		}
+
+		thisCache = thisCache.data;
+	}
+
+	if ( data !== undefined ) {
+		thisCache[ jQuery.camelCase( name ) ] = data;
+	}
+
+	// Check for both converted-to-camel and non-converted data property names
+	// If a data property was specified
+	if ( typeof name === "string" ) {
+
+		// First Try to find as-is property data
+		ret = thisCache[ name ];
+
+		// Test for null|undefined property data
+		if ( ret == null ) {
+
+			// Try to find the camelCased property
+			ret = thisCache[ jQuery.camelCase( name ) ];
+		}
+	} else {
+		ret = thisCache;
+	}
+
+	return ret;
+}
+
+function internalRemoveData( elem, name, pvt ) {
+	if ( !jQuery.acceptData( elem ) ) {
+		return;
+	}
+
+	var thisCache, i,
+		isNode = elem.nodeType,
+
+		// See jQuery.data for more information
+		cache = isNode ? jQuery.cache : elem,
+		id = isNode ? elem[ jQuery.expando ] : jQuery.expando;
+
+	// If there is already no cache entry for this object, there is no
+	// purpose in continuing
+	if ( !cache[ id ] ) {
+		return;
+	}
+
+	if ( name ) {
+
+		thisCache = pvt ? cache[ id ] : cache[ id ].data;
+
+		if ( thisCache ) {
+
+			// Support array or space separated string names for data keys
+			if ( !jQuery.isArray( name ) ) {
+
+				// try the string as a key before any manipulation
+				if ( name in thisCache ) {
+					name = [ name ];
+				} else {
+
+					// split the camel cased version by spaces unless a key with the spaces exists
+					name = jQuery.camelCase( name );
+					if ( name in thisCache ) {
+						name = [ name ];
+					} else {
+						name = name.split(" ");
+					}
+				}
+			} else {
+				// If "name" is an array of keys...
+				// When data is initially created, via ("key", "val") signature,
+				// keys will be converted to camelCase.
+				// Since there is no way to tell _how_ a key was added, remove
+				// both plain key and camelCase key. #12786
+				// This will only penalize the array argument path.
+				name = name.concat( jQuery.map( name, jQuery.camelCase ) );
+			}
+
+			i = name.length;
+			while ( i-- ) {
+				delete thisCache[ name[i] ];
+			}
+
+			// If there is no data left in the cache, we want to continue
+			// and let the cache object itself get destroyed
+			if ( pvt ? !isEmptyDataObject(thisCache) : !jQuery.isEmptyObject(thisCache) ) {
+				return;
+			}
+		}
+	}
+
+	// See jQuery.data for more information
+	if ( !pvt ) {
+		delete cache[ id ].data;
+
+		// Don't destroy the parent cache unless the internal data object
+		// had been the only thing left in it
+		if ( !isEmptyDataObject( cache[ id ] ) ) {
+			return;
+		}
+	}
+
+	// Destroy the cache
+	if ( isNode ) {
+		jQuery.cleanData( [ elem ], true );
+
+	// Use delete when supported for expandos or `cache` is not a window per isWindow (#10080)
+	/* jshint eqeqeq: false */
+	} else if ( support.deleteExpando || cache != cache.window ) {
+		/* jshint eqeqeq: true */
+		delete cache[ id ];
+
+	// When all else fails, null
+	} else {
+		cache[ id ] = null;
+	}
+}
+
+jQuery.extend({
+	cache: {},
+
+	// The following elements (space-suffixed to avoid Object.prototype collisions)
+	// throw uncatchable exceptions if you attempt to set expando properties
+	noData: {
+		"applet ": true,
+		"embed ": true,
+		// ...but Flash objects (which have this classid) *can* handle expandos
+		"object ": "clsid:D27CDB6E-AE6D-11cf-96B8-444553540000"
+	},
+
+	hasData: function( elem ) {
+		elem = elem.nodeType ? jQuery.cache[ elem[jQuery.expando] ] : elem[ jQuery.expando ];
+		return !!elem && !isEmptyDataObject( elem );
+	},
+
+	data: function( elem, name, data ) {
+		return internalData( elem, name, data );
+	},
+
+	removeData: function( elem, name ) {
+		return internalRemoveData( elem, name );
+	},
+
+	// For internal use only.
+	_data: function( elem, name, data ) {
+		return internalData( elem, name, data, true );
+	},
+
+	_removeData: function( elem, name ) {
+		return internalRemoveData( elem, name, true );
+	}
+});
+
+jQuery.fn.extend({
+	data: function( key, value ) {
+		var i, name, data,
+			elem = this[0],
+			attrs = elem && elem.attributes;
+
+		// Special expections of .data basically thwart jQuery.access,
+		// so implement the relevant behavior ourselves
+
+		// Gets all values
+		if ( key === undefined ) {
+			if ( this.length ) {
+				data = jQuery.data( elem );
+
+				if ( elem.nodeType === 1 && !jQuery._data( elem, "parsedAttrs" ) ) {
+					i = attrs.length;
+					while ( i-- ) {
+
+						// Support: IE11+
+						// The attrs elements can be null (#14894)
+						if ( attrs[ i ] ) {
+							name = attrs[ i ].name;
+							if ( name.indexOf( "data-" ) === 0 ) {
+								name = jQuery.camelCase( name.slice(5) );
+								dataAttr( elem, name, data[ name ] );
+							}
+						}
+					}
+					jQuery._data( elem, "parsedAttrs", true );
+				}
+			}
+
+			return data;
+		}
+
+		// Sets multiple values
+		if ( typeof key === "object" ) {
+			return this.each(function() {
+				jQuery.data( this, key );
+			});
+		}
+
+		return arguments.length > 1 ?
+
+			// Sets one value
+			this.each(function() {
+				jQuery.data( this, key, value );
+			}) :
+
+			// Gets one value
+			// Try to fetch any internally stored data first
+			elem ? dataAttr( elem, key, jQuery.data( elem, key ) ) : undefined;
+	},
+
+	removeData: function( key ) {
+		return this.each(function() {
+			jQuery.removeData( this, key );
+		});
+	}
+});
+
+
+jQuery.extend({
+	queue: function( elem, type, data ) {
+		var queue;
+
+		if ( elem ) {
+			type = ( type || "fx" ) + "queue";
+			queue = jQuery._data( elem, type );
+
+			// Speed up dequeue by getting out quickly if this is just a lookup
+			if ( data ) {
+				if ( !queue || jQuery.isArray(data) ) {
+					queue = jQuery._data( elem, type, jQuery.makeArray(data) );
+				} else {
+					queue.push( data );
+				}
+			}
+			return queue || [];
+		}
+	},
+
+	dequeue: function( elem, type ) {
+		type = type || "fx";
+
+		var queue = jQuery.queue( elem, type ),
+			startLength = queue.length,
+			fn = queue.shift(),
+			hooks = jQuery._queueHooks( elem, type ),
+			next = function() {
+				jQuery.dequeue( elem, type );
+			};
+
+		// If the fx queue is dequeued, always remove the progress sentinel
+		if ( fn === "inprogress" ) {
+			fn = queue.shift();
+			startLength--;
+		}
+
+		if ( fn ) {
+
+			// Add a progress sentinel to prevent the fx queue from being
+			// automatically dequeued
+			if ( type === "fx" ) {
+				queue.unshift( "inprogress" );
+			}
+
+			// clear up the last queue stop function
+			delete hooks.stop;
+			fn.call( elem, next, hooks );
+		}
+
+		if ( !startLength && hooks ) {
+			hooks.empty.fire();
+		}
+	},
+
+	// not intended for public consumption - generates a queueHooks object, or returns the current one
+	_queueHooks: function( elem, type ) {
+		var key = type + "queueHooks";
+		return jQuery._data( elem, key ) || jQuery._data( elem, key, {
+			empty: jQuery.Callbacks("once memory").add(function() {
+				jQuery._removeData( elem, type + "queue" );
+				jQuery._removeData( elem, key );
+			})
+		});
+	}
+});
+
+jQuery.fn.extend({
+	queue: function( type, data ) {
+		var setter = 2;
+
+		if ( typeof type !== "string" ) {
+			data = type;
+			type = "fx";
+			setter--;
+		}
+
+		if ( arguments.length < setter ) {
+			return jQuery.queue( this[0], type );
+		}
+
+		return data === undefined ?
+			this :
+			this.each(function() {
+				var queue = jQuery.queue( this, type, data );
+
+				// ensure a hooks for this queue
+				jQuery._queueHooks( this, type );
+
+				if ( type === "fx" && queue[0] !== "inprogress" ) {
+					jQuery.dequeue( this, type );
+				}
+			});
+	},
+	dequeue: function( type ) {
+		return this.each(function() {
+			jQuery.dequeue( this, type );
+		});
+	},
+	clearQueue: function( type ) {
+		return this.queue( type || "fx", [] );
+	},
+	// Get a promise resolved when queues of a certain type
+	// are emptied (fx is the type by default)
+	promise: function( type, obj ) {
+		var tmp,
+			count = 1,
+			defer = jQuery.Deferred(),
+			elements = this,
+			i = this.length,
+			resolve = function() {
+				if ( !( --count ) ) {
+					defer.resolveWith( elements, [ elements ] );
+				}
+			};
+
+		if ( typeof type !== "string" ) {
+			obj = type;
+			type = undefined;
+		}
+		type = type || "fx";
+
+		while ( i-- ) {
+			tmp = jQuery._data( elements[ i ], type + "queueHooks" );
+			if ( tmp && tmp.empty ) {
+				count++;
+				tmp.empty.add( resolve );
+			}
+		}
+		resolve();
+		return defer.promise( obj );
+	}
+});
+var pnum = (/[+-]?(?:\d*\.|)\d+(?:[eE][+-]?\d+|)/).source;
+
+var cssExpand = [ "Top", "Right", "Bottom", "Left" ];
+
+var isHidden = function( elem, el ) {
+		// isHidden might be called from jQuery#filter function;
+		// in that case, element will be second argument
+		elem = el || elem;
+		return jQuery.css( elem, "display" ) === "none" || !jQuery.contains( elem.ownerDocument, elem );
+	};
+
+
+
+// Multifunctional method to get and set values of a collection
+// The value/s can optionally be executed if it's a function
+var access = jQuery.access = function( elems, fn, key, value, chainable, emptyGet, raw ) {
+	var i = 0,
+		length = elems.length,
+		bulk = key == null;
+
+	// Sets many values
+	if ( jQuery.type( key ) === "object" ) {
+		chainable = true;
+		for ( i in key ) {
+			jQuery.access( elems, fn, i, key[i], true, emptyGet, raw );
+		}
+
+	// Sets one value
+	} else if ( value !== undefined ) {
+		chainable = true;
+
+		if ( !jQuery.isFunction( value ) ) {
+			raw = true;
+		}
+
+		if ( bulk ) {
+			// Bulk operations run against the entire set
+			if ( raw ) {
+				fn.call( elems, value );
+				fn = null;
+
+			// ...except when executing function values
+			} else {
+				bulk = fn;
+				fn = function( elem, key, value ) {
+					return bulk.call( jQuery( elem ), value );
+				};
+			}
+		}
+
+		if ( fn ) {
+			for ( ; i < length; i++ ) {
+				fn( elems[i], key, raw ? value : value.call( elems[i], i, fn( elems[i], key ) ) );
+			}
+		}
+	}
+
+	return chainable ?
+		elems :
+
+		// Gets
+		bulk ?
+			fn.call( elems ) :
+			length ? fn( elems[0], key ) : emptyGet;
+};
+var rcheckableType = (/^(?:checkbox|radio)$/i);
+
+
+
+(function() {
+	// Minified: var a,b,c
+	var input = document.createElement( "input" ),
+		div = document.createElement( "div" ),
+		fragment = document.createDocumentFragment();
+
+	// Setup
+	div.innerHTML = "  <link/><table></table><a href='/a'>a</a><input type='checkbox'/>";
+
+	// IE strips leading whitespace when .innerHTML is used
+	support.leadingWhitespace = div.firstChild.nodeType === 3;
+
+	// Make sure that tbody elements aren't automatically inserted
+	// IE will insert them into empty tables
+	support.tbody = !div.getElementsByTagName( "tbody" ).length;
+
+	// Make sure that link elements get serialized correctly by innerHTML
+	// This requires a wrapper element in IE
+	support.htmlSerialize = !!div.getElementsByTagName( "link" ).length;
+
+	// Makes sure cloning an html5 element does not cause problems
+	// Where outerHTML is undefined, this still works
+	support.html5Clone =
+		document.createElement( "nav" ).cloneNode( true ).outerHTML !== "<:nav></:nav>";
+
+	// Check if a disconnected checkbox will retain its checked
+	// value of true after appended to the DOM (IE6/7)
+	input.type = "checkbox";
+	input.checked = true;
+	fragment.appendChild( input );
+	support.appendChecked = input.checked;
+
+	// Make sure textarea (and checkbox) defaultValue is properly cloned
+	// Support: IE6-IE11+
+	div.innerHTML = "<textarea>x</textarea>";
+	support.noCloneChecked = !!div.cloneNode( true ).lastChild.defaultValue;
+
+	// #11217 - WebKit loses check when the name is after the checked attribute
+	fragment.appendChild( div );
+	div.innerHTML = "<input type='radio' checked='checked' name='t'/>";
+
+	// Support: Safari 5.1, iOS 5.1, Android 4.x, Android 2.3
+	// old WebKit doesn't clone checked state correctly in fragments
+	support.checkClone = div.cloneNode( true ).cloneNode( true ).lastChild.checked;
+
+	// Support: IE<9
+	// Opera does not clone events (and typeof div.attachEvent === undefined).
+	// IE9-10 clones events bound via attachEvent, but they don't trigger with .click()
+	support.noCloneEvent = true;
+	if ( div.attachEvent ) {
+		div.attachEvent( "onclick", function() {
+			support.noCloneEvent = false;
+		});
+
+		div.cloneNode( true ).click();
+	}
+
+	// Execute the test only if not already executed in another module.
+	if (support.deleteExpando == null) {
+		// Support: IE<9
+		support.deleteExpando = true;
+		try {
+			delete div.test;
+		} catch( e ) {
+			support.deleteExpando = false;
+		}
+	}
+})();
+
+
+(function() {
+	var i, eventName,
+		div = document.createElement( "div" );
+
+	// Support: IE<9 (lack submit/change bubble), Firefox 23+ (lack focusin event)
+	for ( i in { submit: true, change: true, focusin: true }) {
+		eventName = "on" + i;
+
+		if ( !(support[ i + "Bubbles" ] = eventName in window) ) {
+			// Beware of CSP restrictions (https://developer.mozilla.org/en/Security/CSP)
+			div.setAttribute( eventName, "t" );
+			support[ i + "Bubbles" ] = div.attributes[ eventName ].expando === false;
+		}
+	}
+
+	// Null elements to avoid leaks in IE.
+	div = null;
+})();
+
+
+var rformElems = /^(?:input|select|textarea)$/i,
+	rkeyEvent = /^key/,
+	rmouseEvent = /^(?:mouse|pointer|contextmenu)|click/,
+	rfocusMorph = /^(?:focusinfocus|focusoutblur)$/,
+	rtypenamespace = /^([^.]*)(?:\.(.+)|)$/;
+
+function returnTrue() {
+	return true;
+}
+
+function returnFalse() {
+	return false;
+}
+
+function safeActiveElement() {
+	try {
+		return document.activeElement;
+	} catch ( err ) { }
+}
+
+/*
+ * Helper functions for managing events -- not part of the public interface.
+ * Props to Dean Edwards' addEvent library for many of the ideas.
+ */
+jQuery.event = {
+
+	global: {},
+
+	add: function( elem, types, handler, data, selector ) {
+		var tmp, events, t, handleObjIn,
+			special, eventHandle, handleObj,
+			handlers, type, namespaces, origType,
+			elemData = jQuery._data( elem );
+
+		// Don't attach events to noData or text/comment nodes (but allow plain objects)
+		if ( !elemData ) {
+			return;
+		}
+
+		// Caller can pass in an object of custom data in lieu of the handler
+		if ( handler.handler ) {
+			handleObjIn = handler;
+			handler = handleObjIn.handler;
+			selector = handleObjIn.selector;
+		}
+
+		// Make sure that the handler has a unique ID, used to find/remove it later
+		if ( !handler.guid ) {
+			handler.guid = jQuery.guid++;
+		}
+
+		// Init the element's event structure and main handler, if this is the first
+		if ( !(events = elemData.events) ) {
+			events = elemData.events = {};
+		}
+		if ( !(eventHandle = elemData.handle) ) {
+			eventHandle = elemData.handle = function( e ) {
+				// Discard the second event of a jQuery.event.trigger() and
+				// when an event is called after a page has unloaded
+				return typeof jQuery !== strundefined && (!e || jQuery.event.triggered !== e.type) ?
+					jQuery.event.dispatch.apply( eventHandle.elem, arguments ) :
+					undefined;
+			};
+			// Add elem as a property of the handle fn to prevent a memory leak with IE non-native events
+			eventHandle.elem = elem;
+		}
+
+		// Handle multiple events separated by a space
+		types = ( types || "" ).match( rnotwhite ) || [ "" ];
+		t = types.length;
+		while ( t-- ) {
+			tmp = rtypenamespace.exec( types[t] ) || [];
+			type = origType = tmp[1];
+			namespaces = ( tmp[2] || "" ).split( "." ).sort();
+
+			// There *must* be a type, no attaching namespace-only handlers
+			if ( !type ) {
+				continue;
+			}
+
+			// If event changes its type, use the special event handlers for the changed type
+			special = jQuery.event.special[ type ] || {};
+
+			// If selector defined, determine special event api type, otherwise given type
+			type = ( selector ? special.delegateType : special.bindType ) || type;
+
+			// Update special based on newly reset type
+			special = jQuery.event.special[ type ] || {};
+
+			// handleObj is passed to all event handlers
+			handleObj = jQuery.extend({
+				type: type,
+				origType: origType,
+				data: data,
+				handler: handler,
+				guid: handler.guid,
+				selector: selector,
+				needsContext: selector && jQuery.expr.match.needsContext.test( selector ),
+				namespace: namespaces.join(".")
+			}, handleObjIn );
+
+			// Init the event handler queue if we're the first
+			if ( !(handlers = events[ type ]) ) {
+				handlers = events[ type ] = [];
+				handlers.delegateCount = 0;
+
+				// Only use addEventListener/attachEvent if the special events handler returns false
+				if ( !special.setup || special.setup.call( elem, data, namespaces, eventHandle ) === false ) {
+					// Bind the global event handler to the element
+					if ( elem.addEventListener ) {
+						elem.addEventListener( type, eventHandle, false );
+
+					} else if ( elem.attachEvent ) {
+						elem.attachEvent( "on" + type, eventHandle );
+					}
+				}
+			}
+
+			if ( special.add ) {
+				special.add.call( elem, handleObj );
+
+				if ( !handleObj.handler.guid ) {
+					handleObj.handler.guid = handler.guid;
+				}
+			}
+
+			// Add to the element's handler list, delegates in front
+			if ( selector ) {
+				handlers.splice( handlers.delegateCount++, 0, handleObj );
+			} else {
+				handlers.push( handleObj );
+			}
+
+			// Keep track of which events have ever been used, for event optimization
+			jQuery.event.global[ type ] = true;
+		}
+
+		// Nullify elem to prevent memory leaks in IE
+		elem = null;
+	},
+
+	// Detach an event or set of events from an element
+	remove: function( elem, types, handler, selector, mappedTypes ) {
+		var j, handleObj, tmp,
+			origCount, t, events,
+			special, handlers, type,
+			namespaces, origType,
+			elemData = jQuery.hasData( elem ) && jQuery._data( elem );
+
+		if ( !elemData || !(events = elemData.events) ) {
+			return;
+		}
+
+		// Once for each type.namespace in types; type may be omitted
+		types = ( types || "" ).match( rnotwhite ) || [ "" ];
+		t = types.length;
+		while ( t-- ) {
+			tmp = rtypenamespace.exec( types[t] ) || [];
+			type = origType = tmp[1];
+			namespaces = ( tmp[2] || "" ).split( "." ).sort();
+
+			// Unbind all events (on this namespace, if provided) for the element
+			if ( !type ) {
+				for ( type in events ) {
+					jQuery.event.remove( elem, type + types[ t ], handler, selector, true );
+				}
+				continue;
+			}
+
+			special = jQuery.event.special[ type ] || {};
+			type = ( selector ? special.delegateType : special.bindType ) || type;
+			handlers = events[ type ] || [];
+			tmp = tmp[2] && new RegExp( "(^|\\.)" + namespaces.join("\\.(?:.*\\.|)") + "(\\.|$)" );
+
+			// Remove matching events
+			origCount = j = handlers.length;
+			while ( j-- ) {
+				handleObj = handlers[ j ];
+
+				if ( ( mappedTypes || origType === handleObj.origType ) &&
+					( !handler || handler.guid === handleObj.guid ) &&
+					( !tmp || tmp.test( handleObj.namespace ) ) &&
+					( !selector || selector === handleObj.selector || selector === "**" && handleObj.selector ) ) {
+					handlers.splice( j, 1 );
+
+					if ( handleObj.selector ) {
+						handlers.delegateCount--;
+					}
+					if ( special.remove ) {
+						special.remove.call( elem, handleObj );
+					}
+				}
+			}
+
+			// Remove generic event handler if we removed something and no more handlers exist
+			// (avoids potential for endless recursion during removal of special event handlers)
+			if ( origCount && !handlers.length ) {
+				if ( !special.teardown || special.teardown.call( elem, namespaces, elemData.handle ) === false ) {
+					jQuery.removeEvent( elem, type, elemData.handle );
+				}
+
+				delete events[ type ];
+			}
+		}
+
+		// Remove the expando if it's no longer used
+		if ( jQuery.isEmptyObject( events ) ) {
+			delete elemData.handle;
+
+			// removeData also checks for emptiness and clears the expando if empty
+			// so use it instead of delete
+			jQuery._removeData( elem, "events" );
+		}
+	},
+
+	trigger: function( event, data, elem, onlyHandlers ) {
+		var handle, ontype, cur,
+			bubbleType, special, tmp, i,
+			eventPath = [ elem || document ],
+			type = hasOwn.call( event, "type" ) ? event.type : event,
+			namespaces = hasOwn.call( event, "namespace" ) ? event.namespace.split(".") : [];
+
+		cur = tmp = elem = elem || document;
+
+		// Don't do events on text and comment nodes
+		if ( elem.nodeType === 3 || elem.nodeType === 8 ) {
+			return;
+		}
+
+		// focus/blur morphs to focusin/out; ensure we're not firing them right now
+		if ( rfocusMorph.test( type + jQuery.event.triggered ) ) {
+			return;
+		}
+
+		if ( type.indexOf(".") >= 0 ) {
+			// Namespaced trigger; create a regexp to match event type in handle()
+			namespaces = type.split(".");
+			type = namespaces.shift();
+			namespaces.sort();
+		}
+		ontype = type.indexOf(":") < 0 && "on" + type;
+
+		// Caller can pass in a jQuery.Event object, Object, or just an event type string
+		event = event[ jQuery.expando ] ?
+			event :
+			new jQuery.Event( type, typeof event === "object" && event );
+
+		// Trigger bitmask: & 1 for native handlers; & 2 for jQuery (always true)
+		event.isTrigger = onlyHandlers ? 2 : 3;
+		event.namespace = namespaces.join(".");
+		event.namespace_re = event.namespace ?
+			new RegExp( "(^|\\.)" + namespaces.join("\\.(?:.*\\.|)") + "(\\.|$)" ) :
+			null;
+
+		// Clean up the event in case it is being reused
+		event.result = undefined;
+		if ( !event.target ) {
+			event.target = elem;
+		}
+
+		// Clone any incoming data and prepend the event, creating the handler arg list
+		data = data == null ?
+			[ event ] :
+			jQuery.makeArray( data, [ event ] );
+
+		// Allow special events to draw outside the lines
+		special = jQuery.event.special[ type ] || {};
+		if ( !onlyHandlers && special.trigger && special.trigger.apply( elem, data ) === false ) {
+			return;
+		}
+
+		// Determine event propagation path in advance, per W3C events spec (#9951)
+		// Bubble up to document, then to window; watch for a global ownerDocument var (#9724)
+		if ( !onlyHandlers && !special.noBubble && !jQuery.isWindow( elem ) ) {
+
+			bubbleType = special.delegateType || type;
+			if ( !rfocusMorph.test( bubbleType + type ) ) {
+				cur = cur.parentNode;
+			}
+			for ( ; cur; cur = cur.parentNode ) {
+				eventPath.push( cur );
+				tmp = cur;
+			}
+
+			// Only add window if we got to document (e.g., not plain obj or detached DOM)
+			if ( tmp === (elem.ownerDocument || document) ) {
+				eventPath.push( tmp.defaultView || tmp.parentWindow || window );
+			}
+		}
+
+		// Fire handlers on the event path
+		i = 0;
+		while ( (cur = eventPath[i++]) && !event.isPropagationStopped() ) {
+
+			event.type = i > 1 ?
+				bubbleType :
+				special.bindType || type;
+
+			// jQuery handler
+			handle = ( jQuery._data( cur, "events" ) || {} )[ event.type ] && jQuery._data( cur, "handle" );
+			if ( handle ) {
+				handle.apply( cur, data );
+			}
+
+			// Native handler
+			handle = ontype && cur[ ontype ];
+			if ( handle && handle.apply && jQuery.acceptData( cur ) ) {
+				event.result = handle.apply( cur, data );
+				if ( event.result === false ) {
+					event.preventDefault();
+				}
+			}
+		}
+		event.type = type;
+
+		// If nobody prevented the default action, do it now
+		if ( !onlyHandlers && !event.isDefaultPrevented() ) {
+
+			if ( (!special._default || special._default.apply( eventPath.pop(), data ) === false) &&
+				jQuery.acceptData( elem ) ) {
+
+				// Call a native DOM method on the target with the same name name as the event.
+				// Can't use an .isFunction() check here because IE6/7 fails that test.
+				// Don't do default actions on window, that's where global variables be (#6170)
+				if ( ontype && elem[ type ] && !jQuery.isWindow( elem ) ) {
+
+					// Don't re-trigger an onFOO event when we call its FOO() method
+					tmp = elem[ ontype ];
+
+					if ( tmp ) {
+						elem[ ontype ] = null;
+					}
+
+					// Prevent re-triggering of the same event, since we already bubbled it above
+					jQuery.event.triggered = type;
+					try {
+						elem[ type ]();
+					} catch ( e ) {
+						// IE<9 dies on focus/blur to hidden element (#1486,#12518)
+						// only reproducible on winXP IE8 native, not IE9 in IE8 mode
+					}
+					jQuery.event.triggered = undefined;
+
+					if ( tmp ) {
+						elem[ ontype ] = tmp;
+					}
+				}
+			}
+		}
+
+		return event.result;
+	},
+
+	dispatch: function( event ) {
+
+		// Make a writable jQuery.Event from the native event object
+		event = jQuery.event.fix( event );
+
+		var i, ret, handleObj, matched, j,
+			handlerQueue = [],
+			args = slice.call( arguments ),
+			handlers = ( jQuery._data( this, "events" ) || {} )[ event.type ] || [],
+			special = jQuery.event.special[ event.type ] || {};
+
+		// Use the fix-ed jQuery.Event rather than the (read-only) native event
+		args[0] = event;
+		event.delegateTarget = this;
+
+		// Call the preDispatch hook for the mapped type, and let it bail if desired
+		if ( special.preDispatch && special.preDispatch.call( this, event ) === false ) {
+			return;
+		}
+
+		// Determine handlers
+		handlerQueue = jQuery.event.handlers.call( this, event, handlers );
+
+		// Run delegates first; they may want to stop propagation beneath us
+		i = 0;
+		while ( (matched = handlerQueue[ i++ ]) && !event.isPropagationStopped() ) {
+			event.currentTarget = matched.elem;
+
+			j = 0;
+			while ( (handleObj = matched.handlers[ j++ ]) && !event.isImmediatePropagationStopped() ) {
+
+				// Triggered event must either 1) have no namespace, or
+				// 2) have namespace(s) a subset or equal to those in the bound event (both can have no namespace).
+				if ( !event.namespace_re || event.namespace_re.test( handleObj.namespace ) ) {
+
+					event.handleObj = handleObj;
+					event.data = handleObj.data;
+
+					ret = ( (jQuery.event.special[ handleObj.origType ] || {}).handle || handleObj.handler )
+							.apply( matched.elem, args );
+
+					if ( ret !== undefined ) {
+						if ( (event.result = ret) === false ) {
+							event.preventDefault();
+							event.stopPropagation();
+						}
+					}
+				}
+			}
+		}
+
+		// Call the postDispatch hook for the mapped type
+		if ( special.postDispatch ) {
+			special.postDispatch.call( this, event );
+		}
+
+		return event.result;
+	},
+
+	handlers: function( event, handlers ) {
+		var sel, handleObj, matches, i,
+			handlerQueue = [],
+			delegateCount = handlers.delegateCount,
+			cur = event.target;
+
+		// Find delegate handlers
+		// Black-hole SVG <use> instance trees (#13180)
+		// Avoid non-left-click bubbling in Firefox (#3861)
+		if ( delegateCount && cur.nodeType && (!event.button || event.type !== "click") ) {
+
+			/* jshint eqeqeq: false */
+			for ( ; cur != this; cur = cur.parentNode || this ) {
+				/* jshint eqeqeq: true */
+
+				// Don't check non-elements (#13208)
+				// Don't process clicks on disabled elements (#6911, #8165, #11382, #11764)
+				if ( cur.nodeType === 1 && (cur.disabled !== true || event.type !== "click") ) {
+					matches = [];
+					for ( i = 0; i < delegateCount; i++ ) {
+						handleObj = handlers[ i ];
+
+						// Don't conflict with Object.prototype properties (#13203)
+						sel = handleObj.selector + " ";
+
+						if ( matches[ sel ] === undefined ) {
+							matches[ sel ] = handleObj.needsContext ?
+								jQuery( sel, this ).index( cur ) >= 0 :
+								jQuery.find( sel, this, null, [ cur ] ).length;
+						}
+						if ( matches[ sel ] ) {
+							matches.push( handleObj );
+						}
+					}
+					if ( matches.length ) {
+						handlerQueue.push({ elem: cur, handlers: matches });
+					}
+				}
+			}
+		}
+
+		// Add the remaining (directly-bound) handlers
+		if ( delegateCount < handlers.length ) {
+			handlerQueue.push({ elem: this, handlers: handlers.slice( delegateCount ) });
+		}
+
+		return handlerQueue;
+	},
+
+	fix: function( event ) {
+		if ( event[ jQuery.expando ] ) {
+			return event;
+		}
+
+		// Create a writable copy of the event object and normalize some properties
+		var i, prop, copy,
+			type = event.type,
+			originalEvent = event,
+			fixHook = this.fixHooks[ type ];
+
+		if ( !fixHook ) {
+			this.fixHooks[ type ] = fixHook =
+				rmouseEvent.test( type ) ? this.mouseHooks :
+				rkeyEvent.test( type ) ? this.keyHooks :
+				{};
+		}
+		copy = fixHook.props ? this.props.concat( fixHook.props ) : this.props;
+
+		event = new jQuery.Event( originalEvent );
+
+		i = copy.length;
+		while ( i-- ) {
+			prop = copy[ i ];
+			event[ prop ] = originalEvent[ prop ];
+		}
+
+		// Support: IE<9
+		// Fix target property (#1925)
+		if ( !event.target ) {
+			event.target = originalEvent.srcElement || document;
+		}
+
+		// Support: Chrome 23+, Safari?
+		// Target should not be a text node (#504, #13143)
+		if ( event.target.nodeType === 3 ) {
+			event.target = event.target.parentNode;
+		}
+
+		// Support: IE<9
+		// For mouse/key events, metaKey==false if it's undefined (#3368, #11328)
+		event.metaKey = !!event.metaKey;
+
+		return fixHook.filter ? fixHook.filter( event, originalEvent ) : event;
+	},
+
+	// Includes some event props shared by KeyEvent and MouseEvent
+	props: "altKey bubbles cancelable ctrlKey currentTarget eventPhase metaKey relatedTarget shiftKey target timeStamp view which".split(" "),
+
+	fixHooks: {},
+
+	keyHooks: {
+		props: "char charCode key keyCode".split(" "),
+		filter: function( event, original ) {
+
+			// Add which for key events
+			if ( event.which == null ) {
+				event.which = original.charCode != null ? original.charCode : original.keyCode;
+			}
+
+			return event;
+		}
+	},
+
+	mouseHooks: {
+		props: "button buttons clientX clientY fromElement offsetX offsetY pageX pageY screenX screenY toElement".split(" "),
+		filter: function( event, original ) {
+			var body, eventDoc, doc,
+				button = original.button,
+				fromElement = original.fromElement;
+
+			// Calculate pageX/Y if missing and clientX/Y available
+			if ( event.pageX == null && original.clientX != null ) {
+				eventDoc = event.target.ownerDocument || document;
+				doc = eventDoc.documentElement;
+				body = eventDoc.body;
+
+				event.pageX = original.clientX + ( doc && doc.scrollLeft || body && body.scrollLeft || 0 ) - ( doc && doc.clientLeft || body && body.clientLeft || 0 );
+				event.pageY = original.clientY + ( doc && doc.scrollTop  || body && body.scrollTop  || 0 ) - ( doc && doc.clientTop  || body && body.clientTop  || 0 );
+			}
+
+			// Add relatedTarget, if necessary
+			if ( !event.relatedTarget && fromElement ) {
+				event.relatedTarget = fromElement === event.target ? original.toElement : fromElement;
+			}
+
+			// Add which for click: 1 === left; 2 === middle; 3 === right
+			// Note: button is not normalized, so don't use it
+			if ( !event.which && button !== undefined ) {
+				event.which = ( button & 1 ? 1 : ( button & 2 ? 3 : ( button & 4 ? 2 : 0 ) ) );
+			}
+
+			return event;
+		}
+	},
+
+	special: {
+		load: {
+			// Prevent triggered image.load events from bubbling to window.load
+			noBubble: true
+		},
+		focus: {
+			// Fire native event if possible so blur/focus sequence is correct
+			trigger: function() {
+				if ( this !== safeActiveElement() && this.focus ) {
+					try {
+						this.focus();
+						return false;
+					} catch ( e ) {
+						// Support: IE<9
+						// If we error on focus to hidden element (#1486, #12518),
+						// let .trigger() run the handlers
+					}
+				}
+			},
+			delegateType: "focusin"
+		},
+		blur: {
+			trigger: function() {
+				if ( this === safeActiveElement() && this.blur ) {
+					this.blur();
+					return false;
+				}
+			},
+			delegateType: "focusout"
+		},
+		click: {
+			// For checkbox, fire native event so checked state will be right
+			trigger: function() {
+				if ( jQuery.nodeName( this, "input" ) && this.type === "checkbox" && this.click ) {
+					this.click();
+					return false;
+				}
+			},
+
+			// For cross-browser consistency, don't fire native .click() on links
+			_default: function( event ) {
+				return jQuery.nodeName( event.target, "a" );
+			}
+		},
+
+		beforeunload: {
+			postDispatch: function( event ) {
+
+				// Support: Firefox 20+
+				// Firefox doesn't alert if the returnValue field is not set.
+				if ( event.result !== undefined && event.originalEvent ) {
+					event.originalEvent.returnValue = event.result;
+				}
+			}
+		}
+	},
+
+	simulate: function( type, elem, event, bubble ) {
+		// Piggyback on a donor event to simulate a different one.
+		// Fake originalEvent to avoid donor's stopPropagation, but if the
+		// simulated event prevents default then we do the same on the donor.
+		var e = jQuery.extend(
+			new jQuery.Event(),
+			event,
+			{
+				type: type,
+				isSimulated: true,
+				originalEvent: {}
+			}
+		);
+		if ( bubble ) {
+			jQuery.event.trigger( e, null, elem );
+		} else {
+			jQuery.event.dispatch.call( elem, e );
+		}
+		if ( e.isDefaultPrevented() ) {
+			event.preventDefault();
+		}
+	}
+};
+
+jQuery.removeEvent = document.removeEventListener ?
+	function( elem, type, handle ) {
+		if ( elem.removeEventListener ) {
+			elem.removeEventListener( type, handle, false );
+		}
+	} :
+	function( elem, type, handle ) {
+		var name = "on" + type;
+
+		if ( elem.detachEvent ) {
+
+			// #8545, #7054, preventing memory leaks for custom events in IE6-8
+			// detachEvent needed property on element, by name of that event, to properly expose it to GC
+			if ( typeof elem[ name ] === strundefined ) {
+				elem[ name ] = null;
+			}
+
+			elem.detachEvent( name, handle );
+		}
+	};
+
+jQuery.Event = function( src, props ) {
+	// Allow instantiation without the 'new' keyword
+	if ( !(this instanceof jQuery.Event) ) {
+		return new jQuery.Event( src, props );
+	}
+
+	// Event object
+	if ( src && src.type ) {
+		this.originalEvent = src;
+		this.type = src.type;
+
+		// Events bubbling up the document may have been marked as prevented
+		// by a handler lower down the tree; reflect the correct value.
+		this.isDefaultPrevented = src.defaultPrevented ||
+				src.defaultPrevented === undefined &&
+				// Support: IE < 9, Android < 4.0
+				src.returnValue === false ?
+			returnTrue :
+			returnFalse;
+
+	// Event type
+	} else {
+		this.type = src;
+	}
+
+	// Put explicitly provided properties onto the event object
+	if ( props ) {
+		jQuery.extend( this, props );
+	}
+
+	// Create a timestamp if incoming event doesn't have one
+	this.timeStamp = src && src.timeStamp || jQuery.now();
+
+	// Mark it as fixed
+	this[ jQuery.expando ] = true;
+};
+
+// jQuery.Event is based on DOM3 Events as specified by the ECMAScript Language Binding
+// http://www.w3.org/TR/2003/WD-DOM-Level-3-Events-20030331/ecma-script-binding.html
+jQuery.Event.prototype = {
+	isDefaultPrevented: returnFalse,
+	isPropagationStopped: returnFalse,
+	isImmediatePropagationStopped: returnFalse,
+
+	preventDefault: function() {
+		var e = this.originalEvent;
+
+		this.isDefaultPrevented = returnTrue;
+		if ( !e ) {
+			return;
+		}
+
+		// If preventDefault exists, run it on the original event
+		if ( e.preventDefault ) {
+			e.preventDefault();
+
+		// Support: IE
+		// Otherwise set the returnValue property of the original event to false
+		} else {
+			e.returnValue = false;
+		}
+	},
+	stopPropagation: function() {
+		var e = this.originalEvent;
+
+		this.isPropagationStopped = returnTrue;
+		if ( !e ) {
+			return;
+		}
+		// If stopPropagation exists, run it on the original event
+		if ( e.stopPropagation ) {
+			e.stopPropagation();
+		}
+
+		// Support: IE
+		// Set the cancelBubble property of the original event to true
+		e.cancelBubble = true;
+	},
+	stopImmediatePropagation: function() {
+		var e = this.originalEvent;
+
+		this.isImmediatePropagationStopped = returnTrue;
+
+		if ( e && e.stopImmediatePropagation ) {
+			e.stopImmediatePropagation();
+		}
+
+		this.stopPropagation();
+	}
+};
+
+// Create mouseenter/leave events using mouseover/out and event-time checks
+jQuery.each({
+	mouseenter: "mouseover",
+	mouseleave: "mouseout",
+	pointerenter: "pointerover",
+	pointerleave: "pointerout"
+}, function( orig, fix ) {
+	jQuery.event.special[ orig ] = {
+		delegateType: fix,
+		bindType: fix,
+
+		handle: function( event ) {
+			var ret,
+				target = this,
+				related = event.relatedTarget,
+				handleObj = event.handleObj;
+
+			// For mousenter/leave call the handler if related is outside the target.
+			// NB: No relatedTarget if the mouse left/entered the browser window
+			if ( !related || (related !== target && !jQuery.contains( target, related )) ) {
+				event.type = handleObj.origType;
+				ret = handleObj.handler.apply( this, arguments );
+				event.type = fix;
+			}
+			return ret;
+		}
+	};
+});
+
+// IE submit delegation
+if ( !support.submitBubbles ) {
+
+	jQuery.event.special.submit = {
+		setup: function() {
+			// Only need this for delegated form submit events
+			if ( jQuery.nodeName( this, "form" ) ) {
+				return false;
+			}
+
+			// Lazy-add a submit handler when a descendant form may potentially be submitted
+			jQuery.event.add( this, "click._submit keypress._submit", function( e ) {
+				// Node name check avoids a VML-related crash in IE (#9807)
+				var elem = e.target,
+					form = jQuery.nodeName( elem, "input" ) || jQuery.nodeName( elem, "button" ) ? elem.form : undefined;
+				if ( form && !jQuery._data( form, "submitBubbles" ) ) {
+					jQuery.event.add( form, "submit._submit", function( event ) {
+						event._submit_bubble = true;
+					});
+					jQuery._data( form, "submitBubbles", true );
+				}
+			});
+			// return undefined since we don't need an event listener
+		},
+
+		postDispatch: function( event ) {
+			// If form was submitted by the user, bubble the event up the tree
+			if ( event._submit_bubble ) {
+				delete event._submit_bubble;
+				if ( this.parentNode && !event.isTrigger ) {
+					jQuery.event.simulate( "submit", this.parentNode, event, true );
+				}
+			}
+		},
+
+		teardown: function() {
+			// Only need this for delegated form submit events
+			if ( jQuery.nodeName( this, "form" ) ) {
+				return false;
+			}
+
+			// Remove delegated handlers; cleanData eventually reaps submit handlers attached above
+			jQuery.event.remove( this, "._submit" );
+		}
+	};
+}
+
+// IE change delegation and checkbox/radio fix
+if ( !support.changeBubbles ) {
+
+	jQuery.event.special.change = {
+
+		setup: function() {
+
+			if ( rformElems.test( this.nodeName ) ) {
+				// IE doesn't fire change on a check/radio until blur; trigger it on click
+				// after a propertychange. Eat the blur-change in special.change.handle.
+				// This still fires onchange a second time for check/radio after blur.
+				if ( this.type === "checkbox" || this.type === "radio" ) {
+					jQuery.event.add( this, "propertychange._change", function( event ) {
+						if ( event.originalEvent.propertyName === "checked" ) {
+							this._just_changed = true;
+						}
+					});
+					jQuery.event.add( this, "click._change", function( event ) {
+						if ( this._just_changed && !event.isTrigger ) {
+							this._just_changed = false;
+						}
+						// Allow triggered, simulated change events (#11500)
+						jQuery.event.simulate( "change", this, event, true );
+					});
+				}
+				return false;
+			}
+			// Delegated event; lazy-add a change handler on descendant inputs
+			jQuery.event.add( this, "beforeactivate._change", function( e ) {
+				var elem = e.target;
+
+				if ( rformElems.test( elem.nodeName ) && !jQuery._data( elem, "changeBubbles" ) ) {
+					jQuery.event.add( elem, "change._change", function( event ) {
+						if ( this.parentNode && !event.isSimulated && !event.isTrigger ) {
+							jQuery.event.simulate( "change", this.parentNode, event, true );
+						}
+					});
+					jQuery._data( elem, "changeBubbles", true );
+				}
+			});
+		},
+
+		handle: function( event ) {
+			var elem = event.target;
+
+			// Swallow native change events from checkbox/radio, we already triggered them above
+			if ( this !== elem || event.isSimulated || event.isTrigger || (elem.type !== "radio" && elem.type !== "checkbox") ) {
+				return event.handleObj.handler.apply( this, arguments );
+			}
+		},
+
+		teardown: function() {
+			jQuery.event.remove( this, "._change" );
+
+			return !rformElems.test( this.nodeName );
+		}
+	};
+}
+
+// Create "bubbling" focus and blur events
+if ( !support.focusinBubbles ) {
+	jQuery.each({ focus: "focusin", blur: "focusout" }, function( orig, fix ) {
+
+		// Attach a single capturing handler on the document while someone wants focusin/focusout
+		var handler = function( event ) {
+				jQuery.event.simulate( fix, event.target, jQuery.event.fix( event ), true );
+			};
+
+		jQuery.event.special[ fix ] = {
+			setup: function() {
+				var doc = this.ownerDocument || this,
+					attaches = jQuery._data( doc, fix );
+
+				if ( !attaches ) {
+					doc.addEventListener( orig, handler, true );
+				}
+				jQuery._data( doc, fix, ( attaches || 0 ) + 1 );
+			},
+			teardown: function() {
+				var doc = this.ownerDocument || this,
+					attaches = jQuery._data( doc, fix ) - 1;
+
+				if ( !attaches ) {
+					doc.removeEventListener( orig, handler, true );
+					jQuery._removeData( doc, fix );
+				} else {
+					jQuery._data( doc, fix, attaches );
+				}
+			}
+		};
+	});
+}
+
+jQuery.fn.extend({
+
+	on: function( types, selector, data, fn, /*INTERNAL*/ one ) {
+		var type, origFn;
+
+		// Types can be a map of types/handlers
+		if ( typeof types === "object" ) {
+			// ( types-Object, selector, data )
+			if ( typeof selector !== "string" ) {
+				// ( types-Object, data )
+				data = data || selector;
+				selector = undefined;
+			}
+			for ( type in types ) {
+				this.on( type, selector, data, types[ type ], one );
+			}
+			return this;
+		}
+
+		if ( data == null && fn == null ) {
+			// ( types, fn )
+			fn = selector;
+			data = selector = undefined;
+		} else if ( fn == null ) {
+			if ( typeof selector === "string" ) {
+				// ( types, selector, fn )
+				fn = data;
+				data = undefined;
+			} else {
+				// ( types, data, fn )
+				fn = data;
+				data = selector;
+				selector = undefined;
+			}
+		}
+		if ( fn === false ) {
+			fn = returnFalse;
+		} else if ( !fn ) {
+			return this;
+		}
+
+		if ( one === 1 ) {
+			origFn = fn;
+			fn = function( event ) {
+				// Can use an empty set, since event contains the info
+				jQuery().off( event );
+				return origFn.apply( this, arguments );
+			};
+			// Use same guid so caller can remove using origFn
+			fn.guid = origFn.guid || ( origFn.guid = jQuery.guid++ );
+		}
+		return this.each( function() {
+			jQuery.event.add( this, types, fn, data, selector );
+		});
+	},
+	one: function( types, selector, data, fn ) {
+		return this.on( types, selector, data, fn, 1 );
+	},
+	off: function( types, selector, fn ) {
+		var handleObj, type;
+		if ( types && types.preventDefault && types.handleObj ) {
+			// ( event )  dispatched jQuery.Event
+			handleObj = types.handleObj;
+			jQuery( types.delegateTarget ).off(
+				handleObj.namespace ? handleObj.origType + "." + handleObj.namespace : handleObj.origType,
+				handleObj.selector,
+				handleObj.handler
+			);
+			return this;
+		}
+		if ( typeof types === "object" ) {
+			// ( types-object [, selector] )
+			for ( type in types ) {
+				this.off( type, selector, types[ type ] );
+			}
+			return this;
+		}
+		if ( selector === false || typeof selector === "function" ) {
+			// ( types [, fn] )
+			fn = selector;
+			selector = undefined;
+		}
+		if ( fn === false ) {
+			fn = returnFalse;
+		}
+		return this.each(function() {
+			jQuery.event.remove( this, types, fn, selector );
+		});
+	},
+
+	trigger: function( type, data ) {
+		return this.each(function() {
+			jQuery.event.trigger( type, data, this );
+		});
+	},
+	triggerHandler: function( type, data ) {
+		var elem = this[0];
+		if ( elem ) {
+			return jQuery.event.trigger( type, data, elem, true );
+		}
+	}
+});
+
+
+function createSafeFragment( document ) {
+	var list = nodeNames.split( "|" ),
+		safeFrag = document.createDocumentFragment();
+
+	if ( safeFrag.createElement ) {
+		while ( list.length ) {
+			safeFrag.createElement(
+				list.pop()
+			);
+		}
+	}
+	return safeFrag;
+}
+
+var nodeNames = "abbr|article|aside|audio|bdi|canvas|data|datalist|details|figcaption|figure|footer|" +
+		"header|hgroup|mark|meter|nav|output|progress|section|summary|time|video",
+	rinlinejQuery = / jQuery\d+="(?:null|\d+)"/g,
+	rnoshimcache = new RegExp("<(?:" + nodeNames + ")[\\s/>]", "i"),
+	rleadingWhitespace = /^\s+/,
+	rxhtmlTag = /<(?!area|br|col|embed|hr|img|input|link|meta|param)(([\w:]+)[^>]*)\/>/gi,
+	rtagName = /<([\w:]+)/,
+	rtbody = /<tbody/i,
+	rhtml = /<|&#?\w+;/,
+	rnoInnerhtml = /<(?:script|style|link)/i,
+	// checked="checked" or checked
+	rchecked = /checked\s*(?:[^=]|=\s*.checked.)/i,
+	rscriptType = /^$|\/(?:java|ecma)script/i,
+	rscriptTypeMasked = /^true\/(.*)/,
+	rcleanScript = /^\s*<!(?:\[CDATA\[|--)|(?:\]\]|--)>\s*$/g,
+
+	// We have to close these tags to support XHTML (#13200)
+	wrapMap = {
+		option: [ 1, "<select multiple='multiple'>", "</select>" ],
+		legend: [ 1, "<fieldset>", "</fieldset>" ],
+		area: [ 1, "<map>", "</map>" ],
+		param: [ 1, "<object>", "</object>" ],
+		thead: [ 1, "<table>", "</table>" ],
+		tr: [ 2, "<table><tbody>", "</tbody></table>" ],
+		col: [ 2, "<table><tbody></tbody><colgroup>", "</colgroup></table>" ],
+		td: [ 3, "<table><tbody><tr>", "</tr></tbody></table>" ],
+
+		// IE6-8 can't serialize link, script, style, or any html5 (NoScope) tags,
+		// unless wrapped in a div with non-breaking characters in front of it.
+		_default: support.htmlSerialize ? [ 0, "", "" ] : [ 1, "X<div>", "</div>"  ]
+	},
+	safeFragment = createSafeFragment( document ),
+	fragmentDiv = safeFragment.appendChild( document.createElement("div") );
+
+wrapMap.optgroup = wrapMap.option;
+wrapMap.tbody = wrapMap.tfoot = wrapMap.colgroup = wrapMap.caption = wrapMap.thead;
+wrapMap.th = wrapMap.td;
+
+function getAll( context, tag ) {
+	var elems, elem,
+		i = 0,
+		found = typeof context.getElementsByTagName !== strundefined ? context.getElementsByTagName( tag || "*" ) :
+			typeof context.querySelectorAll !== strundefined ? context.querySelectorAll( tag || "*" ) :
+			undefined;
+
+	if ( !found ) {
+		for ( found = [], elems = context.childNodes || context; (elem = elems[i]) != null; i++ ) {
+			if ( !tag || jQuery.nodeName( elem, tag ) ) {
+				found.push( elem );
+			} else {
+				jQuery.merge( found, getAll( elem, tag ) );
+			}
+		}
+	}
+
+	return tag === undefined || tag && jQuery.nodeName( context, tag ) ?
+		jQuery.merge( [ context ], found ) :
+		found;
+}
+
+// Used in buildFragment, fixes the defaultChecked property
+function fixDefaultChecked( elem ) {
+	if ( rcheckableType.test( elem.type ) ) {
+		elem.defaultChecked = elem.checked;
+	}
+}
+
+// Support: IE<8
+// Manipulating tables requires a tbody
+function manipulationTarget( elem, content ) {
+	return jQuery.nodeName( elem, "table" ) &&
+		jQuery.nodeName( content.nodeType !== 11 ? content : content.firstChild, "tr" ) ?
+
+		elem.getElementsByTagName("tbody")[0] ||
+			elem.appendChild( elem.ownerDocument.createElement("tbody") ) :
+		elem;
+}
+
+// Replace/restore the type attribute of script elements for safe DOM manipulation
+function disableScript( elem ) {
+	elem.type = (jQuery.find.attr( elem, "type" ) !== null) + "/" + elem.type;
+	return elem;
+}
+function restoreScript( elem ) {
+	var match = rscriptTypeMasked.exec( elem.type );
+	if ( match ) {
+		elem.type = match[1];
+	} else {
+		elem.removeAttribute("type");
+	}
+	return elem;
+}
+
+// Mark scripts as having already been evaluated
+function setGlobalEval( elems, refElements ) {
+	var elem,
+		i = 0;
+	for ( ; (elem = elems[i]) != null; i++ ) {
+		jQuery._data( elem, "globalEval", !refElements || jQuery._data( refElements[i], "globalEval" ) );
+	}
+}
+
+function cloneCopyEvent( src, dest ) {
+
+	if ( dest.nodeType !== 1 || !jQuery.hasData( src ) ) {
+		return;
+	}
+
+	var type, i, l,
+		oldData = jQuery._data( src ),
+		curData = jQuery._data( dest, oldData ),
+		events = oldData.events;
+
+	if ( events ) {
+		delete curData.handle;
+		curData.events = {};
+
+		for ( type in events ) {
+			for ( i = 0, l = events[ type ].length; i < l; i++ ) {
+				jQuery.event.add( dest, type, events[ type ][ i ] );
+			}
+		}
+	}
+
+	// make the cloned public data object a copy from the original
+	if ( curData.data ) {
+		curData.data = jQuery.extend( {}, curData.data );
+	}
+}
+
+function fixCloneNodeIssues( src, dest ) {
+	var nodeName, e, data;
+
+	// We do not need to do anything for non-Elements
+	if ( dest.nodeType !== 1 ) {
+		return;
+	}
+
+	nodeName = dest.nodeName.toLowerCase();
+
+	// IE6-8 copies events bound via attachEvent when using cloneNode.
+	if ( !support.noCloneEvent && dest[ jQuery.expando ] ) {
+		data = jQuery._data( dest );
+
+		for ( e in data.events ) {
+			jQuery.removeEvent( dest, e, data.handle );
+		}
+
+		// Event data gets referenced instead of copied if the expando gets copied too
+		dest.removeAttribute( jQuery.expando );
+	}
+
+	// IE blanks contents when cloning scripts, and tries to evaluate newly-set text
+	if ( nodeName === "script" && dest.text !== src.text ) {
+		disableScript( dest ).text = src.text;
+		restoreScript( dest );
+
+	// IE6-10 improperly clones children of object elements using classid.
+	// IE10 throws NoModificationAllowedError if parent is null, #12132.
+	} else if ( nodeName === "object" ) {
+		if ( dest.parentNode ) {
+			dest.outerHTML = src.outerHTML;
+		}
+
+		// This path appears unavoidable for IE9. When cloning an object
+		// element in IE9, the outerHTML strategy above is not sufficient.
+		// If the src has innerHTML and the destination does not,
+		// copy the src.innerHTML into the dest.innerHTML. #10324
+		if ( support.html5Clone && ( src.innerHTML && !jQuery.trim(dest.innerHTML) ) ) {
+			dest.innerHTML = src.innerHTML;
+		}
+
+	} else if ( nodeName === "input" && rcheckableType.test( src.type ) ) {
+		// IE6-8 fails to persist the checked state of a cloned checkbox
+		// or radio button. Worse, IE6-7 fail to give the cloned element
+		// a checked appearance if the defaultChecked value isn't also set
+
+		dest.defaultChecked = dest.checked = src.checked;
+
+		// IE6-7 get confused and end up setting the value of a cloned
+		// checkbox/radio button to an empty string instead of "on"
+		if ( dest.value !== src.value ) {
+			dest.value = src.value;
+		}
+
+	// IE6-8 fails to return the selected option to the default selected
+	// state when cloning options
+	} else if ( nodeName === "option" ) {
+		dest.defaultSelected = dest.selected = src.defaultSelected;
+
+	// IE6-8 fails to set the defaultValue to the correct value when
+	// cloning other types of input fields
+	} else if ( nodeName === "input" || nodeName === "textarea" ) {
+		dest.defaultValue = src.defaultValue;
+	}
+}
+
+jQuery.extend({
+	clone: function( elem, dataAndEvents, deepDataAndEvents ) {
+		var destElements, node, clone, i, srcElements,
+			inPage = jQuery.contains( elem.ownerDocument, elem );
+
+		if ( support.html5Clone || jQuery.isXMLDoc(elem) || !rnoshimcache.test( "<" + elem.nodeName + ">" ) ) {
+			clone = elem.cloneNode( true );
+
+		// IE<=8 does not properly clone detached, unknown element nodes
+		} else {
+			fragmentDiv.innerHTML = elem.outerHTML;
+			fragmentDiv.removeChild( clone = fragmentDiv.firstChild );
+		}
+
+		if ( (!support.noCloneEvent || !support.noCloneChecked) &&
+				(elem.nodeType === 1 || elem.nodeType === 11) && !jQuery.isXMLDoc(elem) ) {
+
+			// We eschew Sizzle here for performance reasons: http://jsperf.com/getall-vs-sizzle/2
+			destElements = getAll( clone );
+			srcElements = getAll( elem );
+
+			// Fix all IE cloning issues
+			for ( i = 0; (node = srcElements[i]) != null; ++i ) {
+				// Ensure that the destination node is not null; Fixes #9587
+				if ( destElements[i] ) {
+					fixCloneNodeIssues( node, destElements[i] );
+				}
+			}
+		}
+
+		// Copy the events from the original to the clone
+		if ( dataAndEvents ) {
+			if ( deepDataAndEvents ) {
+				srcElements = srcElements || getAll( elem );
+				destElements = destElements || getAll( clone );
+
+				for ( i = 0; (node = srcElements[i]) != null; i++ ) {
+					cloneCopyEvent( node, destElements[i] );
+				}
+			} else {
+				cloneCopyEvent( elem, clone );
+			}
+		}
+
+		// Preserve script evaluation history
+		destElements = getAll( clone, "script" );
+		if ( destElements.length > 0 ) {
+			setGlobalEval( destElements, !inPage && getAll( elem, "script" ) );
+		}
+
+		destElements = srcElements = node = null;
+
+		// Return the cloned set
+		return clone;
+	},
+
+	buildFragment: function( elems, context, scripts, selection ) {
+		var j, elem, contains,
+			tmp, tag, tbody, wrap,
+			l = elems.length,
+
+			// Ensure a safe fragment
+			safe = createSafeFragment( context ),
+
+			nodes = [],
+			i = 0;
+
+		for ( ; i < l; i++ ) {
+			elem = elems[ i ];
+
+			if ( elem || elem === 0 ) {
+
+				// Add nodes directly
+				if ( jQuery.type( elem ) === "object" ) {
+					jQuery.merge( nodes, elem.nodeType ? [ elem ] : elem );
+
+				// Convert non-html into a text node
+				} else if ( !rhtml.test( elem ) ) {
+					nodes.push( context.createTextNode( elem ) );
+
+				// Convert html into DOM nodes
+				} else {
+					tmp = tmp || safe.appendChild( context.createElement("div") );
+
+					// Deserialize a standard representation
+					tag = (rtagName.exec( elem ) || [ "", "" ])[ 1 ].toLowerCase();
+					wrap = wrapMap[ tag ] || wrapMap._default;
+
+					tmp.innerHTML = wrap[1] + elem.replace( rxhtmlTag, "<$1></$2>" ) + wrap[2];
+
+					// Descend through wrappers to the right content
+					j = wrap[0];
+					while ( j-- ) {
+						tmp = tmp.lastChild;
+					}
+
+					// Manually add leading whitespace removed by IE
+					if ( !support.leadingWhitespace && rleadingWhitespace.test( elem ) ) {
+						nodes.push( context.createTextNode( rleadingWhitespace.exec( elem )[0] ) );
+					}
+
+					// Remove IE's autoinserted <tbody> from table fragments
+					if ( !support.tbody ) {
+
+						// String was a <table>, *may* have spurious <tbody>
+						elem = tag === "table" && !rtbody.test( elem ) ?
+							tmp.firstChild :
+
+							// String was a bare <thead> or <tfoot>
+							wrap[1] === "<table>" && !rtbody.test( elem ) ?
+								tmp :
+								0;
+
+						j = elem && elem.childNodes.length;
+						while ( j-- ) {
+							if ( jQuery.nodeName( (tbody = elem.childNodes[j]), "tbody" ) && !tbody.childNodes.length ) {
+								elem.removeChild( tbody );
+							}
+						}
+					}
+
+					jQuery.merge( nodes, tmp.childNodes );
+
+					// Fix #12392 for WebKit and IE > 9
+					tmp.textContent = "";
+
+					// Fix #12392 for oldIE
+					while ( tmp.firstChild ) {
+						tmp.removeChild( tmp.firstChild );
+					}
+
+					// Remember the top-level container for proper cleanup
+					tmp = safe.lastChild;
+				}
+			}
+		}
+
+		// Fix #11356: Clear elements from fragment
+		if ( tmp ) {
+			safe.removeChild( tmp );
+		}
+
+		// Reset defaultChecked for any radios and checkboxes
+		// about to be appended to the DOM in IE 6/7 (#8060)
+		if ( !support.appendChecked ) {
+			jQuery.grep( getAll( nodes, "input" ), fixDefaultChecked );
+		}
+
+		i = 0;
+		while ( (elem = nodes[ i++ ]) ) {
+
+			// #4087 - If origin and destination elements are the same, and this is
+			// that element, do not do anything
+			if ( selection && jQuery.inArray( elem, selection ) !== -1 ) {
+				continue;
+			}
+
+			contains = jQuery.contains( elem.ownerDocument, elem );
+
+			// Append to fragment
+			tmp = getAll( safe.appendChild( elem ), "script" );
+
+			// Preserve script evaluation history
+			if ( contains ) {
+				setGlobalEval( tmp );
+			}
+
+			// Capture executables
+			if ( scripts ) {
+				j = 0;
+				while ( (elem = tmp[ j++ ]) ) {
+					if ( rscriptType.test( elem.type || "" ) ) {
+						scripts.push( elem );
+					}
+				}
+			}
+		}
+
+		tmp = null;
+
+		return safe;
+	},
+
+	cleanData: function( elems, /* internal */ acceptData ) {
+		var elem, type, id, data,
+			i = 0,
+			internalKey = jQuery.expando,
+			cache = jQuery.cache,
+			deleteExpando = support.deleteExpando,
+			special = jQuery.event.special;
+
+		for ( ; (elem = elems[i]) != null; i++ ) {
+			if ( acceptData || jQuery.acceptData( elem ) ) {
+
+				id = elem[ internalKey ];
+				data = id && cache[ id ];
+
+				if ( data ) {
+					if ( data.events ) {
+						for ( type in data.events ) {
+							if ( special[ type ] ) {
+								jQuery.event.remove( elem, type );
+
+							// This is a shortcut to avoid jQuery.event.remove's overhead
+							} else {
+								jQuery.removeEvent( elem, type, data.handle );
+							}
+						}
+					}
+
+					// Remove cache only if it was not already removed by jQuery.event.remove
+					if ( cache[ id ] ) {
+
+						delete cache[ id ];
+
+						// IE does not allow us to delete expando properties from nodes,
+						// nor does it have a removeAttribute function on Document nodes;
+						// we must handle all of these cases
+						if ( deleteExpando ) {
+							delete elem[ internalKey ];
+
+						} else if ( typeof elem.removeAttribute !== strundefined ) {
+							elem.removeAttribute( internalKey );
+
+						} else {
+							elem[ internalKey ] = null;
+						}
+
+						deletedIds.push( id );
+					}
+				}
+			}
+		}
+	}
+});
+
+jQuery.fn.extend({
+	text: function( value ) {
+		return access( this, function( value ) {
+			return value === undefined ?
+				jQuery.text( this ) :
+				this.empty().append( ( this[0] && this[0].ownerDocument || document ).createTextNode( value ) );
+		}, null, value, arguments.length );
+	},
+
+	append: function() {
+		return this.domManip( arguments, function( elem ) {
+			if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
+				var target = manipulationTarget( this, elem );
+				target.appendChild( elem );
+			}
+		});
+	},
+
+	prepend: function() {
+		return this.domManip( arguments, function( elem ) {
+			if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
+				var target = manipulationTarget( this, elem );
+				target.insertBefore( elem, target.firstChild );
+			}
+		});
+	},
+
+	before: function() {
+		return this.domManip( arguments, function( elem ) {
+			if ( this.parentNode ) {
+				this.parentNode.insertBefore( elem, this );
+			}
+		});
+	},
+
+	after: function() {
+		return this.domManip( arguments, function( elem ) {
+			if ( this.parentNode ) {
+				this.parentNode.insertBefore( elem, this.nextSibling );
+			}
+		});
+	},
+
+	remove: function( selector, keepData /* Internal Use Only */ ) {
+		var elem,
+			elems = selector ? jQuery.filter( selector, this ) : this,
+			i = 0;
+
+		for ( ; (elem = elems[i]) != null; i++ ) {
+
+			if ( !keepData && elem.nodeType === 1 ) {
+				jQuery.cleanData( getAll( elem ) );
+			}
+
+			if ( elem.parentNode ) {
+				if ( keepData && jQuery.contains( elem.ownerDocument, elem ) ) {
+					setGlobalEval( getAll( elem, "script" ) );
+				}
+				elem.parentNode.removeChild( elem );
+			}
+		}
+
+		return this;
+	},
+
+	empty: function() {
+		var elem,
+			i = 0;
+
+		for ( ; (elem = this[i]) != null; i++ ) {
+			// Remove element nodes and prevent memory leaks
+			if ( elem.nodeType === 1 ) {
+				jQuery.cleanData( getAll( elem, false ) );
+			}
+
+			// Remove any remaining nodes
+			while ( elem.firstChild ) {
+				elem.removeChild( elem.firstChild );
+			}
+
+			// If this is a select, ensure that it displays empty (#12336)
+			// Support: IE<9
+			if ( elem.options && jQuery.nodeName( elem, "select" ) ) {
+				elem.options.length = 0;
+			}
+		}
+
+		return this;
+	},
+
+	clone: function( dataAndEvents, deepDataAndEvents ) {
+		dataAndEvents = dataAndEvents == null ? false : dataAndEvents;
+		deepDataAndEvents = deepDataAndEvents == null ? dataAndEvents : deepDataAndEvents;
+
+		return this.map(function() {
+			return jQuery.clone( this, dataAndEvents, deepDataAndEvents );
+		});
+	},
+
+	html: function( value ) {
+		return access( this, function( value ) {
+			var elem = this[ 0 ] || {},
+				i = 0,
+				l = this.length;
+
+			if ( value === undefined ) {
+				return elem.nodeType === 1 ?
+					elem.innerHTML.replace( rinlinejQuery, "" ) :
+					undefined;
+			}
+
+			// See if we can take a shortcut and just use innerHTML
+			if ( typeof value === "string" && !rnoInnerhtml.test( value ) &&
+				( support.htmlSerialize || !rnoshimcache.test( value )  ) &&
+				( support.leadingWhitespace || !rleadingWhitespace.test( value ) ) &&
+				!wrapMap[ (rtagName.exec( value ) || [ "", "" ])[ 1 ].toLowerCase() ] ) {
+
+				value = value.replace( rxhtmlTag, "<$1></$2>" );
+
+				try {
+					for (; i < l; i++ ) {
+						// Remove element nodes and prevent memory leaks
+						elem = this[i] || {};
+						if ( elem.nodeType === 1 ) {
+							jQuery.cleanData( getAll( elem, false ) );
+							elem.innerHTML = value;
+						}
+					}
+
+					elem = 0;
+
+				// If using innerHTML throws an exception, use the fallback method
+				} catch(e) {}
+			}
+
+			if ( elem ) {
+				this.empty().append( value );
+			}
+		}, null, value, arguments.length );
+	},
+
+	replaceWith: function() {
+		var arg = arguments[ 0 ];
+
+		// Make the changes, replacing each context element with the new content
+		this.domManip( arguments, function( elem ) {
+			arg = this.parentNode;
+
+			jQuery.cleanData( getAll( this ) );
+
+			if ( arg ) {
+				arg.replaceChild( elem, this );
+			}
+		});
+
+		// Force removal if there was no new content (e.g., from empty arguments)
+		return arg && (arg.length || arg.nodeType) ? this : this.remove();
+	},
+
+	detach: function( selector ) {
+		return this.remove( selector, true );
+	},
+
+	domManip: function( args, callback ) {
+
+		// Flatten any nested arrays
+		args = concat.apply( [], args );
+
+		var first, node, hasScripts,
+			scripts, doc, fragment,
+			i = 0,
+			l = this.length,
+			set = this,
+			iNoClone = l - 1,
+			value = args[0],
+			isFunction = jQuery.isFunction( value );
+
+		// We can't cloneNode fragments that contain checked, in WebKit
+		if ( isFunction ||
+				( l > 1 && typeof value === "string" &&
+					!support.checkClone && rchecked.test( value ) ) ) {
+			return this.each(function( index ) {
+				var self = set.eq( index );
+				if ( isFunction ) {
+					args[0] = value.call( this, index, self.html() );
+				}
+				self.domManip( args, callback );
+			});
+		}
+
+		if ( l ) {
+			fragment = jQuery.buildFragment( args, this[ 0 ].ownerDocument, false, this );
+			first = fragment.firstChild;
+
+			if ( fragment.childNodes.length === 1 ) {
+				fragment = first;
+			}
+
+			if ( first ) {
+				scripts = jQuery.map( getAll( fragment, "script" ), disableScript );
+				hasScripts = scripts.length;
+
+				// Use the original fragment for the last item instead of the first because it can end up
+				// being emptied incorrectly in certain situations (#8070).
+				for ( ; i < l; i++ ) {
+					node = fragment;
+
+					if ( i !== iNoClone ) {
+						node = jQuery.clone( node, true, true );
+
+						// Keep references to cloned scripts for later restoration
+						if ( hasScripts ) {
+							jQuery.merge( scripts, getAll( node, "script" ) );
+						}
+					}
+
+					callback.call( this[i], node, i );
+				}
+
+				if ( hasScripts ) {
+					doc = scripts[ scripts.length - 1 ].ownerDocument;
+
+					// Reenable scripts
+					jQuery.map( scripts, restoreScript );
+
+					// Evaluate executable scripts on first document insertion
+					for ( i = 0; i < hasScripts; i++ ) {
+						node = scripts[ i ];
+						if ( rscriptType.test( node.type || "" ) &&
+							!jQuery._data( node, "globalEval" ) && jQuery.contains( doc, node ) ) {
+
+							if ( node.src ) {
+								// Optional AJAX dependency, but won't run scripts if not present
+								if ( jQuery._evalUrl ) {
+									jQuery._evalUrl( node.src );
+								}
+							} else {
+								jQuery.globalEval( ( node.text || node.textContent || node.innerHTML || "" ).replace( rcleanScript, "" ) );
+							}
+						}
+					}
+				}
+
+				// Fix #11809: Avoid leaking memory
+				fragment = first = null;
+			}
+		}
+
+		return this;
+	}
+});
+
+jQuery.each({
+	appendTo: "append",
+	prependTo: "prepend",
+	insertBefore: "before",
+	insertAfter: "after",
+	replaceAll: "replaceWith"
+}, function( name, original ) {
+	jQuery.fn[ name ] = function( selector ) {
+		var elems,
+			i = 0,
+			ret = [],
+			insert = jQuery( selector ),
+			last = insert.length - 1;
+
+		for ( ; i <= last; i++ ) {
+			elems = i === last ? this : this.clone(true);
+			jQuery( insert[i] )[ original ]( elems );
+
+			// Modern browsers can apply jQuery collections as arrays, but oldIE needs a .get()
+			push.apply( ret, elems.get() );
+		}
+
+		return this.pushStack( ret );
+	};
+});
+
+
+var iframe,
+	elemdisplay = {};
+
+/**
+ * Retrieve the actual display of a element
+ * @param {String} name nodeName of the element
+ * @param {Object} doc Document object
+ */
+// Called only from within defaultDisplay
+function actualDisplay( name, doc ) {
+	var style,
+		elem = jQuery( doc.createElement( name ) ).appendTo( doc.body ),
+
+		// getDefaultComputedStyle might be reliably used only on attached element
+		display = window.getDefaultComputedStyle && ( style = window.getDefaultComputedStyle( elem[ 0 ] ) ) ?
+
+			// Use of this method is a temporary fix (more like optmization) until something better comes along,
+			// since it was removed from specification and supported only in FF
+			style.display : jQuery.css( elem[ 0 ], "display" );
+
+	// We don't have any data stored on the element,
+	// so use "detach" method as fast way to get rid of the element
+	elem.detach();
+
+	return display;
+}
+
+/**
+ * Try to determine the default display value of an element
+ * @param {String} nodeName
+ */
+function defaultDisplay( nodeName ) {
+	var doc = document,
+		display = elemdisplay[ nodeName ];
+
+	if ( !display ) {
+		display = actualDisplay( nodeName, doc );
+
+		// If the simple way fails, read from inside an iframe
+		if ( display === "none" || !display ) {
+
+			// Use the already-created iframe if possible
+			iframe = (iframe || jQuery( "<iframe frameborder='0' width='0' height='0'/>" )).appendTo( doc.documentElement );
+
+			// Always write a new HTML skeleton so Webkit and Firefox don't choke on reuse
+			doc = ( iframe[ 0 ].contentWindow || iframe[ 0 ].contentDocument ).document;
+
+			// Support: IE
+			doc.write();
+			doc.close();
+
+			display = actualDisplay( nodeName, doc );
+			iframe.detach();
+		}
+
+		// Store the correct default display
+		elemdisplay[ nodeName ] = display;
+	}
+
+	return display;
+}
+
+
+(function() {
+	var shrinkWrapBlocksVal;
+
+	support.shrinkWrapBlocks = function() {
+		if ( shrinkWrapBlocksVal != null ) {
+			return shrinkWrapBlocksVal;
+		}
+
+		// Will be changed later if needed.
+		shrinkWrapBlocksVal = false;
+
+		// Minified: var b,c,d
+		var div, body, container;
+
+		body = document.getElementsByTagName( "body" )[ 0 ];
+		if ( !body || !body.style ) {
+			// Test fired too early or in an unsupported environment, exit.
+			return;
+		}
+
+		// Setup
+		div = document.createElement( "div" );
+		container = document.createElement( "div" );
+		container.style.cssText = "position:absolute;border:0;width:0;height:0;top:0;left:-9999px";
+		body.appendChild( container ).appendChild( div );
+
+		// Support: IE6
+		// Check if elements with layout shrink-wrap their children
+		if ( typeof div.style.zoom !== strundefined ) {
+			// Reset CSS: box-sizing; display; margin; border
+			div.style.cssText =
+				// Support: Firefox<29, Android 2.3
+				// Vendor-prefix box-sizing
+				"-webkit-box-sizing:content-box;-moz-box-sizing:content-box;" +
+				"box-sizing:content-box;display:block;margin:0;border:0;" +
+				"padding:1px;width:1px;zoom:1";
+			div.appendChild( document.createElement( "div" ) ).style.width = "5px";
+			shrinkWrapBlocksVal = div.offsetWidth !== 3;
+		}
+
+		body.removeChild( container );
+
+		return shrinkWrapBlocksVal;
+	};
+
+})();
+var rmargin = (/^margin/);
+
+var rnumnonpx = new RegExp( "^(" + pnum + ")(?!px)[a-z%]+$", "i" );
+
+
+
+var getStyles, curCSS,
+	rposition = /^(top|right|bottom|left)$/;
+
+if ( window.getComputedStyle ) {
+	getStyles = function( elem ) {
+		return elem.ownerDocument.defaultView.getComputedStyle( elem, null );
+	};
+
+	curCSS = function( elem, name, computed ) {
+		var width, minWidth, maxWidth, ret,
+			style = elem.style;
+
+		computed = computed || getStyles( elem );
+
+		// getPropertyValue is only needed for .css('filter') in IE9, see #12537
+		ret = computed ? computed.getPropertyValue( name ) || computed[ name ] : undefined;
+
+		if ( computed ) {
+
+			if ( ret === "" && !jQuery.contains( elem.ownerDocument, elem ) ) {
+				ret = jQuery.style( elem, name );
+			}
+
+			// A tribute to the "awesome hack by Dean Edwards"
+			// Chrome < 17 and Safari 5.0 uses "computed value" instead of "used value" for margin-right
+			// Safari 5.1.7 (at least) returns percentage for a larger set of values, but width seems to be reliably pixels
+			// this is against the CSSOM draft spec: http://dev.w3.org/csswg/cssom/#resolved-values
+			if ( rnumnonpx.test( ret ) && rmargin.test( name ) ) {
+
+				// Remember the original values
+				width = style.width;
+				minWidth = style.minWidth;
+				maxWidth = style.maxWidth;
+
+				// Put in the new values to get a computed value out
+				style.minWidth = style.maxWidth = style.width = ret;
+				ret = computed.width;
+
+				// Revert the changed values
+				style.width = width;
+				style.minWidth = minWidth;
+				style.maxWidth = maxWidth;
+			}
+		}
+
+		// Support: IE
+		// IE returns zIndex value as an integer.
+		return ret === undefined ?
+			ret :
+			ret + "";
+	};
+} else if ( document.documentElement.currentStyle ) {
+	getStyles = function( elem ) {
+		return elem.currentStyle;
+	};
+
+	curCSS = function( elem, name, computed ) {
+		var left, rs, rsLeft, ret,
+			style = elem.style;
+
+		computed = computed || getStyles( elem );
+		ret = computed ? computed[ name ] : undefined;
+
+		// Avoid setting ret to empty string here
+		// so we don't default to auto
+		if ( ret == null && style && style[ name ] ) {
+			ret = style[ name ];
+		}
+
+		// From the awesome hack by Dean Edwards
+		// http://erik.eae.net/archives/2007/07/27/18.54.15/#comment-102291
+
+		// If we're not dealing with a regular pixel number
+		// but a number that has a weird ending, we need to convert it to pixels
+		// but not position css attributes, as those are proportional to the parent element instead
+		// and we can't measure the parent instead because it might trigger a "stacking dolls" problem
+		if ( rnumnonpx.test( ret ) && !rposition.test( name ) ) {
+
+			// Remember the original values
+			left = style.left;
+			rs = elem.runtimeStyle;
+			rsLeft = rs && rs.left;
+
+			// Put in the new values to get a computed value out
+			if ( rsLeft ) {
+				rs.left = elem.currentStyle.left;
+			}
+			style.left = name === "fontSize" ? "1em" : ret;
+			ret = style.pixelLeft + "px";
+
+			// Revert the changed values
+			style.left = left;
+			if ( rsLeft ) {
+				rs.left = rsLeft;
+			}
+		}
+
+		// Support: IE
+		// IE returns zIndex value as an integer.
+		return ret === undefined ?
+			ret :
+			ret + "" || "auto";
+	};
+}
+
+
+
+
+function addGetHookIf( conditionFn, hookFn ) {
+	// Define the hook, we'll check on the first run if it's really needed.
+	return {
+		get: function() {
+			var condition = conditionFn();
+
+			if ( condition == null ) {
+				// The test was not ready at this point; screw the hook this time
+				// but check again when needed next time.
+				return;
+			}
+
+			if ( condition ) {
+				// Hook not needed (or it's not possible to use it due to missing dependency),
+				// remove it.
+				// Since there are no other hooks for marginRight, remove the whole object.
+				delete this.get;
+				return;
+			}
+
+			// Hook needed; redefine it so that the support test is not executed again.
+
+			return (this.get = hookFn).apply( this, arguments );
+		}
+	};
+}
+
+
+(function() {
+	// Minified: var b,c,d,e,f,g, h,i
+	var div, style, a, pixelPositionVal, boxSizingReliableVal,
+		reliableHiddenOffsetsVal, reliableMarginRightVal;
+
+	// Setup
+	div = document.createElement( "div" );
+	div.innerHTML = "  <link/><table></table><a href='/a'>a</a><input type='checkbox'/>";
+	a = div.getElementsByTagName( "a" )[ 0 ];
+	style = a && a.style;
+
+	// Finish early in limited (non-browser) environments
+	if ( !style ) {
+		return;
+	}
+
+	style.cssText = "float:left;opacity:.5";
+
+	// Support: IE<9
+	// Make sure that element opacity exists (as opposed to filter)
+	support.opacity = style.opacity === "0.5";
+
+	// Verify style float existence
+	// (IE uses styleFloat instead of cssFloat)
+	support.cssFloat = !!style.cssFloat;
+
+	div.style.backgroundClip = "content-box";
+	div.cloneNode( true ).style.backgroundClip = "";
+	support.clearCloneStyle = div.style.backgroundClip === "content-box";
+
+	// Support: Firefox<29, Android 2.3
+	// Vendor-prefix box-sizing
+	support.boxSizing = style.boxSizing === "" || style.MozBoxSizing === "" ||
+		style.WebkitBoxSizing === "";
+
+	jQuery.extend(support, {
+		reliableHiddenOffsets: function() {
+			if ( reliableHiddenOffsetsVal == null ) {
+				computeStyleTests();
+			}
+			return reliableHiddenOffsetsVal;
+		},
+
+		boxSizingReliable: function() {
+			if ( boxSizingReliableVal == null ) {
+				computeStyleTests();
+			}
+			return boxSizingReliableVal;
+		},
+
+		pixelPosition: function() {
+			if ( pixelPositionVal == null ) {
+				computeStyleTests();
+			}
+			return pixelPositionVal;
+		},
+
+		// Support: Android 2.3
+		reliableMarginRight: function() {
+			if ( reliableMarginRightVal == null ) {
+				computeStyleTests();
+			}
+			return reliableMarginRightVal;
+		}
+	});
+
+	function computeStyleTests() {
+		// Minified: var b,c,d,j
+		var div, body, container, contents;
+
+		body = document.getElementsByTagName( "body" )[ 0 ];
+		if ( !body || !body.style ) {
+			// Test fired too early or in an unsupported environment, exit.
+			return;
+		}
+
+		// Setup
+		div = document.createElement( "div" );
+		container = document.createElement( "div" );
+		container.style.cssText = "position:absolute;border:0;width:0;height:0;top:0;left:-9999px";
+		body.appendChild( container ).appendChild( div );
+
+		div.style.cssText =
+			// Support: Firefox<29, Android 2.3
+			// Vendor-prefix box-sizing
+			"-webkit-box-sizing:border-box;-moz-box-sizing:border-box;" +
+			"box-sizing:border-box;display:block;margin-top:1%;top:1%;" +
+			"border:1px;padding:1px;width:4px;position:absolute";
+
+		// Support: IE<9
+		// Assume reasonable values in the absence of getComputedStyle
+		pixelPositionVal = boxSizingReliableVal = false;
+		reliableMarginRightVal = true;
+
+		// Check for getComputedStyle so that this code is not run in IE<9.
+		if ( window.getComputedStyle ) {
+			pixelPositionVal = ( window.getComputedStyle( div, null ) || {} ).top !== "1%";
+			boxSizingReliableVal =
+				( window.getComputedStyle( div, null ) || { width: "4px" } ).width === "4px";
+
+			// Support: Android 2.3
+			// Div with explicit width and no margin-right incorrectly
+			// gets computed margin-right based on width of container (#3333)
+			// WebKit Bug 13343 - getComputedStyle returns wrong value for margin-right
+			contents = div.appendChild( document.createElement( "div" ) );
+
+			// Reset CSS: box-sizing; display; margin; border; padding
+			contents.style.cssText = div.style.cssText =
+				// Support: Firefox<29, Android 2.3
+				// Vendor-prefix box-sizing
+				"-webkit-box-sizing:content-box;-moz-box-sizing:content-box;" +
+				"box-sizing:content-box;display:block;margin:0;border:0;padding:0";
+			contents.style.marginRight = contents.style.width = "0";
+			div.style.width = "1px";
+
+			reliableMarginRightVal =
+				!parseFloat( ( window.getComputedStyle( contents, null ) || {} ).marginRight );
+		}
+
+		// Support: IE8
+		// Check if table cells still have offsetWidth/Height when they are set
+		// to display:none and there are still other visible table cells in a
+		// table row; if so, offsetWidth/Height are not reliable for use when
+		// determining if an element has been hidden directly using
+		// display:none (it is still safe to use offsets if a parent element is
+		// hidden; don safety goggles and see bug #4512 for more information).
+		div.innerHTML = "<table><tr><td></td><td>t</td></tr></table>";
+		contents = div.getElementsByTagName( "td" );
+		contents[ 0 ].style.cssText = "margin:0;border:0;padding:0;display:none";
+		reliableHiddenOffsetsVal = contents[ 0 ].offsetHeight === 0;
+		if ( reliableHiddenOffsetsVal ) {
+			contents[ 0 ].style.display = "";
+			contents[ 1 ].style.display = "none";
+			reliableHiddenOffsetsVal = contents[ 0 ].offsetHeight === 0;
+		}
+
+		body.removeChild( container );
+	}
+
+})();
+
+
+// A method for quickly swapping in/out CSS properties to get correct calculations.
+jQuery.swap = function( elem, options, callback, args ) {
+	var ret, name,
+		old = {};
+
+	// Remember the old values, and insert the new ones
+	for ( name in options ) {
+		old[ name ] = elem.style[ name ];
+		elem.style[ name ] = options[ name ];
+	}
+
+	ret = callback.apply( elem, args || [] );
+
+	// Revert the old values
+	for ( name in options ) {
+		elem.style[ name ] = old[ name ];
+	}
+
+	return ret;
+};
+
+
+var
+		ralpha = /alpha\([^)]*\)/i,
+	ropacity = /opacity\s*=\s*([^)]*)/,
+
+	// swappable if display is none or starts with table except "table", "table-cell", or "table-caption"
+	// see here for display values: https://developer.mozilla.org/en-US/docs/CSS/display
+	rdisplayswap = /^(none|table(?!-c[ea]).+)/,
+	rnumsplit = new RegExp( "^(" + pnum + ")(.*)$", "i" ),
+	rrelNum = new RegExp( "^([+-])=(" + pnum + ")", "i" ),
+
+	cssShow = { position: "absolute", visibility: "hidden", display: "block" },
+	cssNormalTransform = {
+		letterSpacing: "0",
+		fontWeight: "400"
+	},
+
+	cssPrefixes = [ "Webkit", "O", "Moz", "ms" ];
+
+
+// return a css property mapped to a potentially vendor prefixed property
+function vendorPropName( style, name ) {
+
+	// shortcut for names that are not vendor prefixed
+	if ( name in style ) {
+		return name;
+	}
+
+	// check for vendor prefixed names
+	var capName = name.charAt(0).toUpperCase() + name.slice(1),
+		origName = name,
+		i = cssPrefixes.length;
+
+	while ( i-- ) {
+		name = cssPrefixes[ i ] + capName;
+		if ( name in style ) {
+			return name;
+		}
+	}
+
+	return origName;
+}
+
+function showHide( elements, show ) {
+	var display, elem, hidden,
+		values = [],
+		index = 0,
+		length = elements.length;
+
+	for ( ; index < length; index++ ) {
+		elem = elements[ index ];
+		if ( !elem.style ) {
+			continue;
+		}
+
+		values[ index ] = jQuery._data( elem, "olddisplay" );
+		display = elem.style.display;
+		if ( show ) {
+			// Reset the inline display of this element to learn if it is
+			// being hidden by cascaded rules or not
+			if ( !values[ index ] && display === "none" ) {
+				elem.style.display = "";
+			}
+
+			// Set elements which have been overridden with display: none
+			// in a stylesheet to whatever the default browser style is
+			// for such an element
+			if ( elem.style.display === "" && isHidden( elem ) ) {
+				values[ index ] = jQuery._data( elem, "olddisplay", defaultDisplay(elem.nodeName) );
+			}
+		} else {
+			hidden = isHidden( elem );
+
+			if ( display && display !== "none" || !hidden ) {
+				jQuery._data( elem, "olddisplay", hidden ? display : jQuery.css( elem, "display" ) );
+			}
+		}
+	}
+
+	// Set the display of most of the elements in a second loop
+	// to avoid the constant reflow
+	for ( index = 0; index < length; index++ ) {
+		elem = elements[ index ];
+		if ( !elem.style ) {
+			continue;
+		}
+		if ( !show || elem.style.display === "none" || elem.style.display === "" ) {
+			elem.style.display = show ? values[ index ] || "" : "none";
+		}
+	}
+
+	return elements;
+}
+
+function setPositiveNumber( elem, value, subtract ) {
+	var matches = rnumsplit.exec( value );
+	return matches ?
+		// Guard against undefined "subtract", e.g., when used as in cssHooks
+		Math.max( 0, matches[ 1 ] - ( subtract || 0 ) ) + ( matches[ 2 ] || "px" ) :
+		value;
+}
+
+function augmentWidthOrHeight( elem, name, extra, isBorderBox, styles ) {
+	var i = extra === ( isBorderBox ? "border" : "content" ) ?
+		// If we already have the right measurement, avoid augmentation
+		4 :
+		// Otherwise initialize for horizontal or vertical properties
+		name === "width" ? 1 : 0,
+
+		val = 0;
+
+	for ( ; i < 4; i += 2 ) {
+		// both box models exclude margin, so add it if we want it
+		if ( extra === "margin" ) {
+			val += jQuery.css( elem, extra + cssExpand[ i ], true, styles );
+		}
+
+		if ( isBorderBox ) {
+			// border-box includes padding, so remove it if we want content
+			if ( extra === "content" ) {
+				val -= jQuery.css( elem, "padding" + cssExpand[ i ], true, styles );
+			}
+
+			// at this point, extra isn't border nor margin, so remove border
+			if ( extra !== "margin" ) {
+				val -= jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
+			}
+		} else {
+			// at this point, extra isn't content, so add padding
+			val += jQuery.css( elem, "padding" + cssExpand[ i ], true, styles );
+
+			// at this point, extra isn't content nor padding, so add border
+			if ( extra !== "padding" ) {
+				val += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
+			}
+		}
+	}
+
+	return val;
+}
+
+function getWidthOrHeight( elem, name, extra ) {
+
+	// Start with offset property, which is equivalent to the border-box value
+	var valueIsBorderBox = true,
+		val = name === "width" ? elem.offsetWidth : elem.offsetHeight,
+		styles = getStyles( elem ),
+		isBorderBox = support.boxSizing && jQuery.css( elem, "boxSizing", false, styles ) === "border-box";
+
+	// some non-html elements return undefined for offsetWidth, so check for null/undefined
+	// svg - https://bugzilla.mozilla.org/show_bug.cgi?id=649285
+	// MathML - https://bugzilla.mozilla.org/show_bug.cgi?id=491668
+	if ( val <= 0 || val == null ) {
+		// Fall back to computed then uncomputed css if necessary
+		val = curCSS( elem, name, styles );
+		if ( val < 0 || val == null ) {
+			val = elem.style[ name ];
+		}
+
+		// Computed unit is not pixels. Stop here and return.
+		if ( rnumnonpx.test(val) ) {
+			return val;
+		}
+
+		// we need the check for style in case a browser which returns unreliable values
+		// for getComputedStyle silently falls back to the reliable elem.style
+		valueIsBorderBox = isBorderBox && ( support.boxSizingReliable() || val === elem.style[ name ] );
+
+		// Normalize "", auto, and prepare for extra
+		val = parseFloat( val ) || 0;
+	}
+
+	// use the active box-sizing model to add/subtract irrelevant styles
+	return ( val +
+		augmentWidthOrHeight(
+			elem,
+			name,
+			extra || ( isBorderBox ? "border" : "content" ),
+			valueIsBorderBox,
+			styles
+		)
+	) + "px";
+}
+
+jQuery.extend({
+	// Add in style property hooks for overriding the default
+	// behavior of getting and setting a style property
+	cssHooks: {
+		opacity: {
+			get: function( elem, computed ) {
+				if ( computed ) {
+					// We should always get a number back from opacity
+					var ret = curCSS( elem, "opacity" );
+					return ret === "" ? "1" : ret;
+				}
+			}
+		}
+	},
+
+	// Don't automatically add "px" to these possibly-unitless properties
+	cssNumber: {
+		"columnCount": true,
+		"fillOpacity": true,
+		"flexGrow": true,
+		"flexShrink": true,
+		"fontWeight": true,
+		"lineHeight": true,
+		"opacity": true,
+		"order": true,
+		"orphans": true,
+		"widows": true,
+		"zIndex": true,
+		"zoom": true
+	},
+
+	// Add in properties whose names you wish to fix before
+	// setting or getting the value
+	cssProps: {
+		// normalize float css property
+		"float": support.cssFloat ? "cssFloat" : "styleFloat"
+	},
+
+	// Get and set the style property on a DOM Node
+	style: function( elem, name, value, extra ) {
+		// Don't set styles on text and comment nodes
+		if ( !elem || elem.nodeType === 3 || elem.nodeType === 8 || !elem.style ) {
+			return;
+		}
+
+		// Make sure that we're working with the right name
+		var ret, type, hooks,
+			origName = jQuery.camelCase( name ),
+			style = elem.style;
+
+		name = jQuery.cssProps[ origName ] || ( jQuery.cssProps[ origName ] = vendorPropName( style, origName ) );
+
+		// gets hook for the prefixed version
+		// followed by the unprefixed version
+		hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ];
+
+		// Check if we're setting a value
+		if ( value !== undefined ) {
+			type = typeof value;
+
+			// convert relative number strings (+= or -=) to relative numbers. #7345
+			if ( type === "string" && (ret = rrelNum.exec( value )) ) {
+				value = ( ret[1] + 1 ) * ret[2] + parseFloat( jQuery.css( elem, name ) );
+				// Fixes bug #9237
+				type = "number";
+			}
+
+			// Make sure that null and NaN values aren't set. See: #7116
+			if ( value == null || value !== value ) {
+				return;
+			}
+
+			// If a number was passed in, add 'px' to the (except for certain CSS properties)
+			if ( type === "number" && !jQuery.cssNumber[ origName ] ) {
+				value += "px";
+			}
+
+			// Fixes #8908, it can be done more correctly by specifing setters in cssHooks,
+			// but it would mean to define eight (for every problematic property) identical functions
+			if ( !support.clearCloneStyle && value === "" && name.indexOf("background") === 0 ) {
+				style[ name ] = "inherit";
+			}
+
+			// If a hook was provided, use that value, otherwise just set the specified value
+			if ( !hooks || !("set" in hooks) || (value = hooks.set( elem, value, extra )) !== undefined ) {
+
+				// Support: IE
+				// Swallow errors from 'invalid' CSS values (#5509)
+				try {
+					style[ name ] = value;
+				} catch(e) {}
+			}
+
+		} else {
+			// If a hook was provided get the non-computed value from there
+			if ( hooks && "get" in hooks && (ret = hooks.get( elem, false, extra )) !== undefined ) {
+				return ret;
+			}
+
+			// Otherwise just get the value from the style object
+			return style[ name ];
+		}
+	},
+
+	css: function( elem, name, extra, styles ) {
+		var num, val, hooks,
+			origName = jQuery.camelCase( name );
+
+		// Make sure that we're working with the right name
+		name = jQuery.cssProps[ origName ] || ( jQuery.cssProps[ origName ] = vendorPropName( elem.style, origName ) );
+
+		// gets hook for the prefixed version
+		// followed by the unprefixed version
+		hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ];
+
+		// If a hook was provided get the computed value from there
+		if ( hooks && "get" in hooks ) {
+			val = hooks.get( elem, true, extra );
+		}
+
+		// Otherwise, if a way to get the computed value exists, use that
+		if ( val === undefined ) {
+			val = curCSS( elem, name, styles );
+		}
+
+		//convert "normal" to computed value
+		if ( val === "normal" && name in cssNormalTransform ) {
+			val = cssNormalTransform[ name ];
+		}
+
+		// Return, converting to number if forced or a qualifier was provided and val looks numeric
+		if ( extra === "" || extra ) {
+			num = parseFloat( val );
+			return extra === true || jQuery.isNumeric( num ) ? num || 0 : val;
+		}
+		return val;
+	}
+});
+
+jQuery.each([ "height", "width" ], function( i, name ) {
+	jQuery.cssHooks[ name ] = {
+		get: function( elem, computed, extra ) {
+			if ( computed ) {
+				// certain elements can have dimension info if we invisibly show them
+				// however, it must have a current display style that would benefit from this
+				return rdisplayswap.test( jQuery.css( elem, "display" ) ) && elem.offsetWidth === 0 ?
+					jQuery.swap( elem, cssShow, function() {
+						return getWidthOrHeight( elem, name, extra );
+					}) :
+					getWidthOrHeight( elem, name, extra );
+			}
+		},
+
+		set: function( elem, value, extra ) {
+			var styles = extra && getStyles( elem );
+			return setPositiveNumber( elem, value, extra ?
+				augmentWidthOrHeight(
+					elem,
+					name,
+					extra,
+					support.boxSizing && jQuery.css( elem, "boxSizing", false, styles ) === "border-box",
+					styles
+				) : 0
+			);
+		}
+	};
+});
+
+if ( !support.opacity ) {
+	jQuery.cssHooks.opacity = {
+		get: function( elem, computed ) {
+			// IE uses filters for opacity
+			return ropacity.test( (computed && elem.currentStyle ? elem.currentStyle.filter : elem.style.filter) || "" ) ?
+				( 0.01 * parseFloat( RegExp.$1 ) ) + "" :
+				computed ? "1" : "";
+		},
+
+		set: function( elem, value ) {
+			var style = elem.style,
+				currentStyle = elem.currentStyle,
+				opacity = jQuery.isNumeric( value ) ? "alpha(opacity=" + value * 100 + ")" : "",
+				filter = currentStyle && currentStyle.filter || style.filter || "";
+
+			// IE has trouble with opacity if it does not have layout
+			// Force it by setting the zoom level
+			style.zoom = 1;
+
+			// if setting opacity to 1, and no other filters exist - attempt to remove filter attribute #6652
+			// if value === "", then remove inline opacity #12685
+			if ( ( value >= 1 || value === "" ) &&
+					jQuery.trim( filter.replace( ralpha, "" ) ) === "" &&
+					style.removeAttribute ) {
+
+				// Setting style.filter to null, "" & " " still leave "filter:" in the cssText
+				// if "filter:" is present at all, clearType is disabled, we want to avoid this
+				// style.removeAttribute is IE Only, but so apparently is this code path...
+				style.removeAttribute( "filter" );
+
+				// if there is no filter style applied in a css rule or unset inline opacity, we are done
+				if ( value === "" || currentStyle && !currentStyle.filter ) {
+					return;
+				}
+			}
+
+			// otherwise, set new filter values
+			style.filter = ralpha.test( filter ) ?
+				filter.replace( ralpha, opacity ) :
+				filter + " " + opacity;
+		}
+	};
+}
+
+jQuery.cssHooks.marginRight = addGetHookIf( support.reliableMarginRight,
+	function( elem, computed ) {
+		if ( computed ) {
+			// WebKit Bug 13343 - getComputedStyle returns wrong value for margin-right
+			// Work around by temporarily setting element display to inline-block
+			return jQuery.swap( elem, { "display": "inline-block" },
+				curCSS, [ elem, "marginRight" ] );
+		}
+	}
+);
+
+// These hooks are used by animate to expand properties
+jQuery.each({
+	margin: "",
+	padding: "",
+	border: "Width"
+}, function( prefix, suffix ) {
+	jQuery.cssHooks[ prefix + suffix ] = {
+		expand: function( value ) {
+			var i = 0,
+				expanded = {},
+
+				// assumes a single number if not a string
+				parts = typeof value === "string" ? value.split(" ") : [ value ];
+
+			for ( ; i < 4; i++ ) {
+				expanded[ prefix + cssExpand[ i ] + suffix ] =
+					parts[ i ] || parts[ i - 2 ] || parts[ 0 ];
+			}
+
+			return expanded;
+		}
+	};
+
+	if ( !rmargin.test( prefix ) ) {
+		jQuery.cssHooks[ prefix + suffix ].set = setPositiveNumber;
+	}
+});
+
+jQuery.fn.extend({
+	css: function( name, value ) {
+		return access( this, function( elem, name, value ) {
+			var styles, len,
+				map = {},
+				i = 0;
+
+			if ( jQuery.isArray( name ) ) {
+				styles = getStyles( elem );
+				len = name.length;
+
+				for ( ; i < len; i++ ) {
+					map[ name[ i ] ] = jQuery.css( elem, name[ i ], false, styles );
+				}
+
+				return map;
+			}
+
+			return value !== undefined ?
+				jQuery.style( elem, name, value ) :
+				jQuery.css( elem, name );
+		}, name, value, arguments.length > 1 );
+	},
+	show: function() {
+		return showHide( this, true );
+	},
+	hide: function() {
+		return showHide( this );
+	},
+	toggle: function( state ) {
+		if ( typeof state === "boolean" ) {
+			return state ? this.show() : this.hide();
+		}
+
+		return this.each(function() {
+			if ( isHidden( this ) ) {
+				jQuery( this ).show();
+			} else {
+				jQuery( this ).hide();
+			}
+		});
+	}
+});
+
+
+function Tween( elem, options, prop, end, easing ) {
+	return new Tween.prototype.init( elem, options, prop, end, easing );
+}
+jQuery.Tween = Tween;
+
+Tween.prototype = {
+	constructor: Tween,
+	init: function( elem, options, prop, end, easing, unit ) {
+		this.elem = elem;
+		this.prop = prop;
+		this.easing = easing || "swing";
+		this.options = options;
+		this.start = this.now = this.cur();
+		this.end = end;
+		this.unit = unit || ( jQuery.cssNumber[ prop ] ? "" : "px" );
+	},
+	cur: function() {
+		var hooks = Tween.propHooks[ this.prop ];
+
+		return hooks && hooks.get ?
+			hooks.get( this ) :
+			Tween.propHooks._default.get( this );
+	},
+	run: function( percent ) {
+		var eased,
+			hooks = Tween.propHooks[ this.prop ];
+
+		if ( this.options.duration ) {
+			this.pos = eased = jQuery.easing[ this.easing ](
+				percent, this.options.duration * percent, 0, 1, this.options.duration
+			);
+		} else {
+			this.pos = eased = percent;
+		}
+		this.now = ( this.end - this.start ) * eased + this.start;
+
+		if ( this.options.step ) {
+			this.options.step.call( this.elem, this.now, this );
+		}
+
+		if ( hooks && hooks.set ) {
+			hooks.set( this );
+		} else {
+			Tween.propHooks._default.set( this );
+		}
+		return this;
+	}
+};
+
+Tween.prototype.init.prototype = Tween.prototype;
+
+Tween.propHooks = {
+	_default: {
+		get: function( tween ) {
+			var result;
+
+			if ( tween.elem[ tween.prop ] != null &&
+				(!tween.elem.style || tween.elem.style[ tween.prop ] == null) ) {
+				return tween.elem[ tween.prop ];
+			}
+
+			// passing an empty string as a 3rd parameter to .css will automatically
+			// attempt a parseFloat and fallback to a string if the parse fails
+			// so, simple values such as "10px" are parsed to Float.
+			// complex values such as "rotate(1rad)" are returned as is.
+			result = jQuery.css( tween.elem, tween.prop, "" );
+			// Empty strings, null, undefined and "auto" are converted to 0.
+			return !result || result === "auto" ? 0 : result;
+		},
+		set: function( tween ) {
+			// use step hook for back compat - use cssHook if its there - use .style if its
+			// available and use plain properties where available
+			if ( jQuery.fx.step[ tween.prop ] ) {
+				jQuery.fx.step[ tween.prop ]( tween );
+			} else if ( tween.elem.style && ( tween.elem.style[ jQuery.cssProps[ tween.prop ] ] != null || jQuery.cssHooks[ tween.prop ] ) ) {
+				jQuery.style( tween.elem, tween.prop, tween.now + tween.unit );
+			} else {
+				tween.elem[ tween.prop ] = tween.now;
+			}
+		}
+	}
+};
+
+// Support: IE <=9
+// Panic based approach to setting things on disconnected nodes
+
+Tween.propHooks.scrollTop = Tween.propHooks.scrollLeft = {
+	set: function( tween ) {
+		if ( tween.elem.nodeType && tween.elem.parentNode ) {
+			tween.elem[ tween.prop ] = tween.now;
+		}
+	}
+};
+
+jQuery.easing = {
+	linear: function( p ) {
+		return p;
+	},
+	swing: function( p ) {
+		return 0.5 - Math.cos( p * Math.PI ) / 2;
+	}
+};
+
+jQuery.fx = Tween.prototype.init;
+
+// Back Compat <1.8 extension point
+jQuery.fx.step = {};
+
+
+
+
+var
+	fxNow, timerId,
+	rfxtypes = /^(?:toggle|show|hide)$/,
+	rfxnum = new RegExp( "^(?:([+-])=|)(" + pnum + ")([a-z%]*)$", "i" ),
+	rrun = /queueHooks$/,
+	animationPrefilters = [ defaultPrefilter ],
+	tweeners = {
+		"*": [ function( prop, value ) {
+			var tween = this.createTween( prop, value ),
+				target = tween.cur(),
+				parts = rfxnum.exec( value ),
+				unit = parts && parts[ 3 ] || ( jQuery.cssNumber[ prop ] ? "" : "px" ),
+
+				// Starting value computation is required for potential unit mismatches
+				start = ( jQuery.cssNumber[ prop ] || unit !== "px" && +target ) &&
+					rfxnum.exec( jQuery.css( tween.elem, prop ) ),
+				scale = 1,
+				maxIterations = 20;
+
+			if ( start && start[ 3 ] !== unit ) {
+				// Trust units reported by jQuery.css
+				unit = unit || start[ 3 ];
+
+				// Make sure we update the tween properties later on
+				parts = parts || [];
+
+				// Iteratively approximate from a nonzero starting point
+				start = +target || 1;
+
+				do {
+					// If previous iteration zeroed out, double until we get *something*
+					// Use a string for doubling factor so we don't accidentally see scale as unchanged below
+					scale = scale || ".5";
+
+					// Adjust and apply
+					start = start / scale;
+					jQuery.style( tween.elem, prop, start + unit );
+
+				// Update scale, tolerating zero or NaN from tween.cur()
+				// And breaking the loop if scale is unchanged or perfect, or if we've just had enough
+				} while ( scale !== (scale = tween.cur() / target) && scale !== 1 && --maxIterations );
+			}
+
+			// Update tween properties
+			if ( parts ) {
+				start = tween.start = +start || +target || 0;
+				tween.unit = unit;
+				// If a +=/-= token was provided, we're doing a relative animation
+				tween.end = parts[ 1 ] ?
+					start + ( parts[ 1 ] + 1 ) * parts[ 2 ] :
+					+parts[ 2 ];
+			}
+
+			return tween;
+		} ]
+	};
+
+// Animations created synchronously will run synchronously
+function createFxNow() {
+	setTimeout(function() {
+		fxNow = undefined;
+	});
+	return ( fxNow = jQuery.now() );
+}
+
+// Generate parameters to create a standard animation
+function genFx( type, includeWidth ) {
+	var which,
+		attrs = { height: type },
+		i = 0;
+
+	// if we include width, step value is 1 to do all cssExpand values,
+	// if we don't include width, step value is 2 to skip over Left and Right
+	includeWidth = includeWidth ? 1 : 0;
+	for ( ; i < 4 ; i += 2 - includeWidth ) {
+		which = cssExpand[ i ];
+		attrs[ "margin" + which ] = attrs[ "padding" + which ] = type;
+	}
+
+	if ( includeWidth ) {
+		attrs.opacity = attrs.width = type;
+	}
+
+	return attrs;
+}
+
+function createTween( value, prop, animation ) {
+	var tween,
+		collection = ( tweeners[ prop ] || [] ).concat( tweeners[ "*" ] ),
+		index = 0,
+		length = collection.length;
+	for ( ; index < length; index++ ) {
+		if ( (tween = collection[ index ].call( animation, prop, value )) ) {
+
+			// we're done with this property
+			return tween;
+		}
+	}
+}
+
+function defaultPrefilter( elem, props, opts ) {
+	/* jshint validthis: true */
+	var prop, value, toggle, tween, hooks, oldfire, display, checkDisplay,
+		anim = this,
+		orig = {},
+		style = elem.style,
+		hidden = elem.nodeType && isHidden( elem ),
+		dataShow = jQuery._data( elem, "fxshow" );
+
+	// handle queue: false promises
+	if ( !opts.queue ) {
+		hooks = jQuery._queueHooks( elem, "fx" );
+		if ( hooks.unqueued == null ) {
+			hooks.unqueued = 0;
+			oldfire = hooks.empty.fire;
+			hooks.empty.fire = function() {
+				if ( !hooks.unqueued ) {
+					oldfire();
+				}
+			};
+		}
+		hooks.unqueued++;
+
+		anim.always(function() {
+			// doing this makes sure that the complete handler will be called
+			// before this completes
+			anim.always(function() {
+				hooks.unqueued--;
+				if ( !jQuery.queue( elem, "fx" ).length ) {
+					hooks.empty.fire();
+				}
+			});
+		});
+	}
+
+	// height/width overflow pass
+	if ( elem.nodeType === 1 && ( "height" in props || "width" in props ) ) {
+		// Make sure that nothing sneaks out
+		// Record all 3 overflow attributes because IE does not
+		// change the overflow attribute when overflowX and
+		// overflowY are set to the same value
+		opts.overflow = [ style.overflow, style.overflowX, style.overflowY ];
+
+		// Set display property to inline-block for height/width
+		// animations on inline elements that are having width/height animated
+		display = jQuery.css( elem, "display" );
+
+		// Test default display if display is currently "none"
+		checkDisplay = display === "none" ?
+			jQuery._data( elem, "olddisplay" ) || defaultDisplay( elem.nodeName ) : display;
+
+		if ( checkDisplay === "inline" && jQuery.css( elem, "float" ) === "none" ) {
+
+			// inline-level elements accept inline-block;
+			// block-level elements need to be inline with layout
+			if ( !support.inlineBlockNeedsLayout || defaultDisplay( elem.nodeName ) === "inline" ) {
+				style.display = "inline-block";
+			} else {
+				style.zoom = 1;
+			}
+		}
+	}
+
+	if ( opts.overflow ) {
+		style.overflow = "hidden";
+		if ( !support.shrinkWrapBlocks() ) {
+			anim.always(function() {
+				style.overflow = opts.overflow[ 0 ];
+				style.overflowX = opts.overflow[ 1 ];
+				style.overflowY = opts.overflow[ 2 ];
+			});
+		}
+	}
+
+	// show/hide pass
+	for ( prop in props ) {
+		value = props[ prop ];
+		if ( rfxtypes.exec( value ) ) {
+			delete props[ prop ];
+			toggle = toggle || value === "toggle";
+			if ( value === ( hidden ? "hide" : "show" ) ) {
+
+				// If there is dataShow left over from a stopped hide or show and we are going to proceed with show, we should pretend to be hidden
+				if ( value === "show" && dataShow && dataShow[ prop ] !== undefined ) {
+					hidden = true;
+				} else {
+					continue;
+				}
+			}
+			orig[ prop ] = dataShow && dataShow[ prop ] || jQuery.style( elem, prop );
+
+		// Any non-fx value stops us from restoring the original display value
+		} else {
+			display = undefined;
+		}
+	}
+
+	if ( !jQuery.isEmptyObject( orig ) ) {
+		if ( dataShow ) {
+			if ( "hidden" in dataShow ) {
+				hidden = dataShow.hidden;
+			}
+		} else {
+			dataShow = jQuery._data( elem, "fxshow", {} );
+		}
+
+		// store state if its toggle - enables .stop().toggle() to "reverse"
+		if ( toggle ) {
+			dataShow.hidden = !hidden;
+		}
+		if ( hidden ) {
+			jQuery( elem ).show();
+		} else {
+			anim.done(function() {
+				jQuery( elem ).hide();
+			});
+		}
+		anim.done(function() {
+			var prop;
+			jQuery._removeData( elem, "fxshow" );
+			for ( prop in orig ) {
+				jQuery.style( elem, prop, orig[ prop ] );
+			}
+		});
+		for ( prop in orig ) {
+			tween = createTween( hidden ? dataShow[ prop ] : 0, prop, anim );
+
+			if ( !( prop in dataShow ) ) {
+				dataShow[ prop ] = tween.start;
+				if ( hidden ) {
+					tween.end = tween.start;
+					tween.start = prop === "width" || prop === "height" ? 1 : 0;
+				}
+			}
+		}
+
+	// If this is a noop like .hide().hide(), restore an overwritten display value
+	} else if ( (display === "none" ? defaultDisplay( elem.nodeName ) : display) === "inline" ) {
+		style.display = display;
+	}
+}
+
+function propFilter( props, specialEasing ) {
+	var index, name, easing, value, hooks;
+
+	// camelCase, specialEasing and expand cssHook pass
+	for ( index in props ) {
+		name = jQuery.camelCase( index );
+		easing = specialEasing[ name ];
+		value = props[ index ];
+		if ( jQuery.isArray( value ) ) {
+			easing = value[ 1 ];
+			value = props[ index ] = value[ 0 ];
+		}
+
+		if ( index !== name ) {
+			props[ name ] = value;
+			delete props[ index ];
+		}
+
+		hooks = jQuery.cssHooks[ name ];
+		if ( hooks && "expand" in hooks ) {
+			value = hooks.expand( value );
+			delete props[ name ];
+
+			// not quite $.extend, this wont overwrite keys already present.
+			// also - reusing 'index' from above because we have the correct "name"
+			for ( index in value ) {
+				if ( !( index in props ) ) {
+					props[ index ] = value[ index ];
+					specialEasing[ index ] = easing;
+				}
+			}
+		} else {
+			specialEasing[ name ] = easing;
+		}
+	}
+}
+
+function Animation( elem, properties, options ) {
+	var result,
+		stopped,
+		index = 0,
+		length = animationPrefilters.length,
+		deferred = jQuery.Deferred().always( function() {
+			// don't match elem in the :animated selector
+			delete tick.elem;
+		}),
+		tick = function() {
+			if ( stopped ) {
+				return false;
+			}
+			var currentTime = fxNow || createFxNow(),
+				remaining = Math.max( 0, animation.startTime + animation.duration - currentTime ),
+				// archaic crash bug won't allow us to use 1 - ( 0.5 || 0 ) (#12497)
+				temp = remaining / animation.duration || 0,
+				percent = 1 - temp,
+				index = 0,
+				length = animation.tweens.length;
+
+			for ( ; index < length ; index++ ) {
+				animation.tweens[ index ].run( percent );
+			}
+
+			deferred.notifyWith( elem, [ animation, percent, remaining ]);
+
+			if ( percent < 1 && length ) {
+				return remaining;
+			} else {
+				deferred.resolveWith( elem, [ animation ] );
+				return false;
+			}
+		},
+		animation = deferred.promise({
+			elem: elem,
+			props: jQuery.extend( {}, properties ),
+			opts: jQuery.extend( true, { specialEasing: {} }, options ),
+			originalProperties: properties,
+			originalOptions: options,
+			startTime: fxNow || createFxNow(),
+			duration: options.duration,
+			tweens: [],
+			createTween: function( prop, end ) {
+				var tween = jQuery.Tween( elem, animation.opts, prop, end,
+						animation.opts.specialEasing[ prop ] || animation.opts.easing );
+				animation.tweens.push( tween );
+				return tween;
+			},
+			stop: function( gotoEnd ) {
+				var index = 0,
+					// if we are going to the end, we want to run all the tweens
+					// otherwise we skip this part
+					length = gotoEnd ? animation.tweens.length : 0;
+				if ( stopped ) {
+					return this;
+				}
+				stopped = true;
+				for ( ; index < length ; index++ ) {
+					animation.tweens[ index ].run( 1 );
+				}
+
+				// resolve when we played the last frame
+				// otherwise, reject
+				if ( gotoEnd ) {
+					deferred.resolveWith( elem, [ animation, gotoEnd ] );
+				} else {
+					deferred.rejectWith( elem, [ animation, gotoEnd ] );
+				}
+				return this;
+			}
+		}),
+		props = animation.props;
+
+	propFilter( props, animation.opts.specialEasing );
+
+	for ( ; index < length ; index++ ) {
+		result = animationPrefilters[ index ].call( animation, elem, props, animation.opts );
+		if ( result ) {
+			return result;
+		}
+	}
+
+	jQuery.map( props, createTween, animation );
+
+	if ( jQuery.isFunction( animation.opts.start ) ) {
+		animation.opts.start.call( elem, animation );
+	}
+
+	jQuery.fx.timer(
+		jQuery.extend( tick, {
+			elem: elem,
+			anim: animation,
+			queue: animation.opts.queue
+		})
+	);
+
+	// attach callbacks from options
+	return animation.progress( animation.opts.progress )
+		.done( animation.opts.done, animation.opts.complete )
+		.fail( animation.opts.fail )
+		.always( animation.opts.always );
+}
+
+jQuery.Animation = jQuery.extend( Animation, {
+	tweener: function( props, callback ) {
+		if ( jQuery.isFunction( props ) ) {
+			callback = props;
+			props = [ "*" ];
+		} else {
+			props = props.split(" ");
+		}
+
+		var prop,
+			index = 0,
+			length = props.length;
+
+		for ( ; index < length ; index++ ) {
+			prop = props[ index ];
+			tweeners[ prop ] = tweeners[ prop ] || [];
+			tweeners[ prop ].unshift( callback );
+		}
+	},
+
+	prefilter: function( callback, prepend ) {
+		if ( prepend ) {
+			animationPrefilters.unshift( callback );
+		} else {
+			animationPrefilters.push( callback );
+		}
+	}
+});
+
+jQuery.speed = function( speed, easing, fn ) {
+	var opt = speed && typeof speed === "object" ? jQuery.extend( {}, speed ) : {
+		complete: fn || !fn && easing ||
+			jQuery.isFunction( speed ) && speed,
+		duration: speed,
+		easing: fn && easing || easing && !jQuery.isFunction( easing ) && easing
+	};
+
+	opt.duration = jQuery.fx.off ? 0 : typeof opt.duration === "number" ? opt.duration :
+		opt.duration in jQuery.fx.speeds ? jQuery.fx.speeds[ opt.duration ] : jQuery.fx.speeds._default;
+
+	// normalize opt.queue - true/undefined/null -> "fx"
+	if ( opt.queue == null || opt.queue === true ) {
+		opt.queue = "fx";
+	}
+
+	// Queueing
+	opt.old = opt.complete;
+
+	opt.complete = function() {
+		if ( jQuery.isFunction( opt.old ) ) {
+			opt.old.call( this );
+		}
+
+		if ( opt.queue ) {
+			jQuery.dequeue( this, opt.queue );
+		}
+	};
+
+	return opt;
+};
+
+jQuery.fn.extend({
+	fadeTo: function( speed, to, easing, callback ) {
+
+		// show any hidden elements after setting opacity to 0
+		return this.filter( isHidden ).css( "opacity", 0 ).show()
+
+			// animate to the value specified
+			.end().animate({ opacity: to }, speed, easing, callback );
+	},
+	animate: function( prop, speed, easing, callback ) {
+		var empty = jQuery.isEmptyObject( prop ),
+			optall = jQuery.speed( speed, easing, callback ),
+			doAnimation = function() {
+				// Operate on a copy of prop so per-property easing won't be lost
+				var anim = Animation( this, jQuery.extend( {}, prop ), optall );
+
+				// Empty animations, or finishing resolves immediately
+				if ( empty || jQuery._data( this, "finish" ) ) {
+					anim.stop( true );
+				}
+			};
+			doAnimation.finish = doAnimation;
+
+		return empty || optall.queue === false ?
+			this.each( doAnimation ) :
+			this.queue( optall.queue, doAnimation );
+	},
+	stop: function( type, clearQueue, gotoEnd ) {
+		var stopQueue = function( hooks ) {
+			var stop = hooks.stop;
+			delete hooks.stop;
+			stop( gotoEnd );
+		};
+
+		if ( typeof type !== "string" ) {
+			gotoEnd = clearQueue;
+			clearQueue = type;
+			type = undefined;
+		}
+		if ( clearQueue && type !== false ) {
+			this.queue( type || "fx", [] );
+		}
+
+		return this.each(function() {
+			var dequeue = true,
+				index = type != null && type + "queueHooks",
+				timers = jQuery.timers,
+				data = jQuery._data( this );
+
+			if ( index ) {
+				if ( data[ index ] && data[ index ].stop ) {
+					stopQueue( data[ index ] );
+				}
+			} else {
+				for ( index in data ) {
+					if ( data[ index ] && data[ index ].stop && rrun.test( index ) ) {
+						stopQueue( data[ index ] );
+					}
+				}
+			}
+
+			for ( index = timers.length; index--; ) {
+				if ( timers[ index ].elem === this && (type == null || timers[ index ].queue === type) ) {
+					timers[ index ].anim.stop( gotoEnd );
+					dequeue = false;
+					timers.splice( index, 1 );
+				}
+			}
+
+			// start the next in the queue if the last step wasn't forced
+			// timers currently will call their complete callbacks, which will dequeue
+			// but only if they were gotoEnd
+			if ( dequeue || !gotoEnd ) {
+				jQuery.dequeue( this, type );
+			}
+		});
+	},
+	finish: function( type ) {
+		if ( type !== false ) {
+			type = type || "fx";
+		}
+		return this.each(function() {
+			var index,
+				data = jQuery._data( this ),
+				queue = data[ type + "queue" ],
+				hooks = data[ type + "queueHooks" ],
+				timers = jQuery.timers,
+				length = queue ? queue.length : 0;
+
+			// enable finishing flag on private data
+			data.finish = true;
+
+			// empty the queue first
+			jQuery.queue( this, type, [] );
+
+			if ( hooks && hooks.stop ) {
+				hooks.stop.call( this, true );
+			}
+
+			// look for any active animations, and finish them
+			for ( index = timers.length; index--; ) {
+				if ( timers[ index ].elem === this && timers[ index ].queue === type ) {
+					timers[ index ].anim.stop( true );
+					timers.splice( index, 1 );
+				}
+			}
+
+			// look for any animations in the old queue and finish them
+			for ( index = 0; index < length; index++ ) {
+				if ( queue[ index ] && queue[ index ].finish ) {
+					queue[ index ].finish.call( this );
+				}
+			}
+
+			// turn off finishing flag
+			delete data.finish;
+		});
+	}
+});
+
+jQuery.each([ "toggle", "show", "hide" ], function( i, name ) {
+	var cssFn = jQuery.fn[ name ];
+	jQuery.fn[ name ] = function( speed, easing, callback ) {
+		return speed == null || typeof speed === "boolean" ?
+			cssFn.apply( this, arguments ) :
+			this.animate( genFx( name, true ), speed, easing, callback );
+	};
+});
+
+// Generate shortcuts for custom animations
+jQuery.each({
+	slideDown: genFx("show"),
+	slideUp: genFx("hide"),
+	slideToggle: genFx("toggle"),
+	fadeIn: { opacity: "show" },
+	fadeOut: { opacity: "hide" },
+	fadeToggle: { opacity: "toggle" }
+}, function( name, props ) {
+	jQuery.fn[ name ] = function( speed, easing, callback ) {
+		return this.animate( props, speed, easing, callback );
+	};
+});
+
+jQuery.timers = [];
+jQuery.fx.tick = function() {
+	var timer,
+		timers = jQuery.timers,
+		i = 0;
+
+	fxNow = jQuery.now();
+
+	for ( ; i < timers.length; i++ ) {
+		timer = timers[ i ];
+		// Checks the timer has not already been removed
+		if ( !timer() && timers[ i ] === timer ) {
+			timers.splice( i--, 1 );
+		}
+	}
+
+	if ( !timers.length ) {
+		jQuery.fx.stop();
+	}
+	fxNow = undefined;
+};
+
+jQuery.fx.timer = function( timer ) {
+	jQuery.timers.push( timer );
+	if ( timer() ) {
+		jQuery.fx.start();
+	} else {
+		jQuery.timers.pop();
+	}
+};
+
+jQuery.fx.interval = 13;
+
+jQuery.fx.start = function() {
+	if ( !timerId ) {
+		timerId = setInterval( jQuery.fx.tick, jQuery.fx.interval );
+	}
+};
+
+jQuery.fx.stop = function() {
+	clearInterval( timerId );
+	timerId = null;
+};
+
+jQuery.fx.speeds = {
+	slow: 600,
+	fast: 200,
+	// Default speed
+	_default: 400
+};
+
+
+// Based off of the plugin by Clint Helfers, with permission.
+// http://blindsignals.com/index.php/2009/07/jquery-delay/
+jQuery.fn.delay = function( time, type ) {
+	time = jQuery.fx ? jQuery.fx.speeds[ time ] || time : time;
+	type = type || "fx";
+
+	return this.queue( type, function( next, hooks ) {
+		var timeout = setTimeout( next, time );
+		hooks.stop = function() {
+			clearTimeout( timeout );
+		};
+	});
+};
+
+
+(function() {
+	// Minified: var a,b,c,d,e
+	var input, div, select, a, opt;
+
+	// Setup
+	div = document.createElement( "div" );
+	div.setAttribute( "className", "t" );
+	div.innerHTML = "  <link/><table></table><a href='/a'>a</a><input type='checkbox'/>";
+	a = div.getElementsByTagName("a")[ 0 ];
+
+	// First batch of tests.
+	select = document.createElement("select");
+	opt = select.appendChild( document.createElement("option") );
+	input = div.getElementsByTagName("input")[ 0 ];
+
+	a.style.cssText = "top:1px";
+
+	// Test setAttribute on camelCase class. If it works, we need attrFixes when doing get/setAttribute (ie6/7)
+	support.getSetAttribute = div.className !== "t";
+
+	// Get the style information from getAttribute
+	// (IE uses .cssText instead)
+	support.style = /top/.test( a.getAttribute("style") );
+
+	// Make sure that URLs aren't manipulated
+	// (IE normalizes it by default)
+	support.hrefNormalized = a.getAttribute("href") === "/a";
+
+	// Check the default checkbox/radio value ("" on WebKit; "on" elsewhere)
+	support.checkOn = !!input.value;
+
+	// Make sure that a selected-by-default option has a working selected property.
+	// (WebKit defaults to false instead of true, IE too, if it's in an optgroup)
+	support.optSelected = opt.selected;
+
+	// Tests for enctype support on a form (#6743)
+	support.enctype = !!document.createElement("form").enctype;
+
+	// Make sure that the options inside disabled selects aren't marked as disabled
+	// (WebKit marks them as disabled)
+	select.disabled = true;
+	support.optDisabled = !opt.disabled;
+
+	// Support: IE8 only
+	// Check if we can trust getAttribute("value")
+	input = document.createElement( "input" );
+	input.setAttribute( "value", "" );
+	support.input = input.getAttribute( "value" ) === "";
+
+	// Check if an input maintains its value after becoming a radio
+	input.value = "t";
+	input.setAttribute( "type", "radio" );
+	support.radioValue = input.value === "t";
+})();
+
+
+var rreturn = /\r/g;
+
+jQuery.fn.extend({
+	val: function( value ) {
+		var hooks, ret, isFunction,
+			elem = this[0];
+
+		if ( !arguments.length ) {
+			if ( elem ) {
+				hooks = jQuery.valHooks[ elem.type ] || jQuery.valHooks[ elem.nodeName.toLowerCase() ];
+
+				if ( hooks && "get" in hooks && (ret = hooks.get( elem, "value" )) !== undefined ) {
+					return ret;
+				}
+
+				ret = elem.value;
+
+				return typeof ret === "string" ?
+					// handle most common string cases
+					ret.replace(rreturn, "") :
+					// handle cases where value is null/undef or number
+					ret == null ? "" : ret;
+			}
+
+			return;
+		}
+
+		isFunction = jQuery.isFunction( value );
+
+		return this.each(function( i ) {
+			var val;
+
+			if ( this.nodeType !== 1 ) {
+				return;
+			}
+
+			if ( isFunction ) {
+				val = value.call( this, i, jQuery( this ).val() );
+			} else {
+				val = value;
+			}
+
+			// Treat null/undefined as ""; convert numbers to string
+			if ( val == null ) {
+				val = "";
+			} else if ( typeof val === "number" ) {
+				val += "";
+			} else if ( jQuery.isArray( val ) ) {
+				val = jQuery.map( val, function( value ) {
+					return value == null ? "" : value + "";
+				});
+			}
+
+			hooks = jQuery.valHooks[ this.type ] || jQuery.valHooks[ this.nodeName.toLowerCase() ];
+
+			// If set returns undefined, fall back to normal setting
+			if ( !hooks || !("set" in hooks) || hooks.set( this, val, "value" ) === undefined ) {
+				this.value = val;
+			}
+		});
+	}
+});
+
+jQuery.extend({
+	valHooks: {
+		option: {
+			get: function( elem ) {
+				var val = jQuery.find.attr( elem, "value" );
+				return val != null ?
+					val :
+					// Support: IE10-11+
+					// option.text throws exceptions (#14686, #14858)
+					jQuery.trim( jQuery.text( elem ) );
+			}
+		},
+		select: {
+			get: function( elem ) {
+				var value, option,
+					options = elem.options,
+					index = elem.selectedIndex,
+					one = elem.type === "select-one" || index < 0,
+					values = one ? null : [],
+					max = one ? index + 1 : options.length,
+					i = index < 0 ?
+						max :
+						one ? index : 0;
+
+				// Loop through all the selected options
+				for ( ; i < max; i++ ) {
+					option = options[ i ];
+
+					// oldIE doesn't update selected after form reset (#2551)
+					if ( ( option.selected || i === index ) &&
+							// Don't return options that are disabled or in a disabled optgroup
+							( support.optDisabled ? !option.disabled : option.getAttribute("disabled") === null ) &&
+							( !option.parentNode.disabled || !jQuery.nodeName( option.parentNode, "optgroup" ) ) ) {
+
+						// Get the specific value for the option
+						value = jQuery( option ).val();
+
+						// We don't need an array for one selects
+						if ( one ) {
+							return value;
+						}
+
+						// Multi-Selects return an array
+						values.push( value );
+					}
+				}
+
+				return values;
+			},
+
+			set: function( elem, value ) {
+				var optionSet, option,
+					options = elem.options,
+					values = jQuery.makeArray( value ),
+					i = options.length;
+
+				while ( i-- ) {
+					option = options[ i ];
+
+					if ( jQuery.inArray( jQuery.valHooks.option.get( option ), values ) >= 0 ) {
+
+						// Support: IE6
+						// When new option element is added to select box we need to
+						// force reflow of newly added node in order to workaround delay
+						// of initialization properties
+						try {
+							option.selected = optionSet = true;
+
+						} catch ( _ ) {
+
+							// Will be executed only in IE6
+							option.scrollHeight;
+						}
+
+					} else {
+						option.selected = false;
+					}
+				}
+
+				// Force browsers to behave consistently when non-matching value is set
+				if ( !optionSet ) {
+					elem.selectedIndex = -1;
+				}
+
+				return options;
+			}
+		}
+	}
+});
+
+// Radios and checkboxes getter/setter
+jQuery.each([ "radio", "checkbox" ], function() {
+	jQuery.valHooks[ this ] = {
+		set: function( elem, value ) {
+			if ( jQuery.isArray( value ) ) {
+				return ( elem.checked = jQuery.inArray( jQuery(elem).val(), value ) >= 0 );
+			}
+		}
+	};
+	if ( !support.checkOn ) {
+		jQuery.valHooks[ this ].get = function( elem ) {
+			// Support: Webkit
+			// "" is returned instead of "on" if a value isn't specified
+			return elem.getAttribute("value") === null ? "on" : elem.value;
+		};
+	}
+});
+
+
+
+
+var nodeHook, boolHook,
+	attrHandle = jQuery.expr.attrHandle,
+	ruseDefault = /^(?:checked|selected)$/i,
+	getSetAttribute = support.getSetAttribute,
+	getSetInput = support.input;
+
+jQuery.fn.extend({
+	attr: function( name, value ) {
+		return access( this, jQuery.attr, name, value, arguments.length > 1 );
+	},
+
+	removeAttr: function( name ) {
+		return this.each(function() {
+			jQuery.removeAttr( this, name );
+		});
+	}
+});
+
+jQuery.extend({
+	attr: function( elem, name, value ) {
+		var hooks, ret,
+			nType = elem.nodeType;
+
+		// don't get/set attributes on text, comment and attribute nodes
+		if ( !elem || nType === 3 || nType === 8 || nType === 2 ) {
+			return;
+		}
+
+		// Fallback to prop when attributes are not supported
+		if ( typeof elem.getAttribute === strundefined ) {
+			return jQuery.prop( elem, name, value );
+		}
+
+		// All attributes are lowercase
+		// Grab necessary hook if one is defined
+		if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) {
+			name = name.toLowerCase();
+			hooks = jQuery.attrHooks[ name ] ||
+				( jQuery.expr.match.bool.test( name ) ? boolHook : nodeHook );
+		}
+
+		if ( value !== undefined ) {
+
+			if ( value === null ) {
+				jQuery.removeAttr( elem, name );
+
+			} else if ( hooks && "set" in hooks && (ret = hooks.set( elem, value, name )) !== undefined ) {
+				return ret;
+
+			} else {
+				elem.setAttribute( name, value + "" );
+				return value;
+			}
+
+		} else if ( hooks && "get" in hooks && (ret = hooks.get( elem, name )) !== null ) {
+			return ret;
+
+		} else {
+			ret = jQuery.find.attr( elem, name );
+
+			// Non-existent attributes return null, we normalize to undefined
+			return ret == null ?
+				undefined :
+				ret;
+		}
+	},
+
+	removeAttr: function( elem, value ) {
+		var name, propName,
+			i = 0,
+			attrNames = value && value.match( rnotwhite );
+
+		if ( attrNames && elem.nodeType === 1 ) {
+			while ( (name = attrNames[i++]) ) {
+				propName = jQuery.propFix[ name ] || name;
+
+				// Boolean attributes get special treatment (#10870)
+				if ( jQuery.expr.match.bool.test( name ) ) {
+					// Set corresponding property to false
+					if ( getSetInput && getSetAttribute || !ruseDefault.test( name ) ) {
+						elem[ propName ] = false;
+					// Support: IE<9
+					// Also clear defaultChecked/defaultSelected (if appropriate)
+					} else {
+						elem[ jQuery.camelCase( "default-" + name ) ] =
+							elem[ propName ] = false;
+					}
+
+				// See #9699 for explanation of this approach (setting first, then removal)
+				} else {
+					jQuery.attr( elem, name, "" );
+				}
+
+				elem.removeAttribute( getSetAttribute ? name : propName );
+			}
+		}
+	},
+
+	attrHooks: {
+		type: {
+			set: function( elem, value ) {
+				if ( !support.radioValue && value === "radio" && jQuery.nodeName(elem, "input") ) {
+					// Setting the type on a radio button after the value resets the value in IE6-9
+					// Reset value to default in case type is set after value during creation
+					var val = elem.value;
+					elem.setAttribute( "type", value );
+					if ( val ) {
+						elem.value = val;
+					}
+					return value;
+				}
+			}
+		}
+	}
+});
+
+// Hook for boolean attributes
+boolHook = {
+	set: function( elem, value, name ) {
+		if ( value === false ) {
+			// Remove boolean attributes when set to false
+			jQuery.removeAttr( elem, name );
+		} else if ( getSetInput && getSetAttribute || !ruseDefault.test( name ) ) {
+			// IE<8 needs the *property* name
+			elem.setAttribute( !getSetAttribute && jQuery.propFix[ name ] || name, name );
+
+		// Use defaultChecked and defaultSelected for oldIE
+		} else {
+			elem[ jQuery.camelCase( "default-" + name ) ] = elem[ name ] = true;
+		}
+
+		return name;
+	}
+};
+
+// Retrieve booleans specially
+jQuery.each( jQuery.expr.match.bool.source.match( /\w+/g ), function( i, name ) {
+
+	var getter = attrHandle[ name ] || jQuery.find.attr;
+
+	attrHandle[ name ] = getSetInput && getSetAttribute || !ruseDefault.test( name ) ?
+		function( elem, name, isXML ) {
+			var ret, handle;
+			if ( !isXML ) {
+				// Avoid an infinite loop by temporarily removing this function from the getter
+				handle = attrHandle[ name ];
+				attrHandle[ name ] = ret;
+				ret = getter( elem, name, isXML ) != null ?
+					name.toLowerCase() :
+					null;
+				attrHandle[ name ] = handle;
+			}
+			return ret;
+		} :
+		function( elem, name, isXML ) {
+			if ( !isXML ) {
+				return elem[ jQuery.camelCase( "default-" + name ) ] ?
+					name.toLowerCase() :
+					null;
+			}
+		};
+});
+
+// fix oldIE attroperties
+if ( !getSetInput || !getSetAttribute ) {
+	jQuery.attrHooks.value = {
+		set: function( elem, value, name ) {
+			if ( jQuery.nodeName( elem, "input" ) ) {
+				// Does not return so that setAttribute is also used
+				elem.defaultValue = value;
+			} else {
+				// Use nodeHook if defined (#1954); otherwise setAttribute is fine
+				return nodeHook && nodeHook.set( elem, value, name );
+			}
+		}
+	};
+}
+
+// IE6/7 do not support getting/setting some attributes with get/setAttribute
+if ( !getSetAttribute ) {
+
+	// Use this for any attribute in IE6/7
+	// This fixes almost every IE6/7 issue
+	nodeHook = {
+		set: function( elem, value, name ) {
+			// Set the existing or create a new attribute node
+			var ret = elem.getAttributeNode( name );
+			if ( !ret ) {
+				elem.setAttributeNode(
+					(ret = elem.ownerDocument.createAttribute( name ))
+				);
+			}
+
+			ret.value = value += "";
+
+			// Break association with cloned elements by also using setAttribute (#9646)
+			if ( name === "value" || value === elem.getAttribute( name ) ) {
+				return value;
+			}
+		}
+	};
+
+	// Some attributes are constructed with empty-string values when not defined
+	attrHandle.id = attrHandle.name = attrHandle.coords =
+		function( elem, name, isXML ) {
+			var ret;
+			if ( !isXML ) {
+				return (ret = elem.getAttributeNode( name )) && ret.value !== "" ?
+					ret.value :
+					null;
+			}
+		};
+
+	// Fixing value retrieval on a button requires this module
+	jQuery.valHooks.button = {
+		get: function( elem, name ) {
+			var ret = elem.getAttributeNode( name );
+			if ( ret && ret.specified ) {
+				return ret.value;
+			}
+		},
+		set: nodeHook.set
+	};
+
+	// Set contenteditable to false on removals(#10429)
+	// Setting to empty string throws an error as an invalid value
+	jQuery.attrHooks.contenteditable = {
+		set: function( elem, value, name ) {
+			nodeHook.set( elem, value === "" ? false : value, name );
+		}
+	};
+
+	// Set width and height to auto instead of 0 on empty string( Bug #8150 )
+	// This is for removals
+	jQuery.each([ "width", "height" ], function( i, name ) {
+		jQuery.attrHooks[ name ] = {
+			set: function( elem, value ) {
+				if ( value === "" ) {
+					elem.setAttribute( name, "auto" );
+					return value;
+				}
+			}
+		};
+	});
+}
+
+if ( !support.style ) {
+	jQuery.attrHooks.style = {
+		get: function( elem ) {
+			// Return undefined in the case of empty string
+			// Note: IE uppercases css property names, but if we were to .toLowerCase()
+			// .cssText, that would destroy case senstitivity in URL's, like in "background"
+			return elem.style.cssText || undefined;
+		},
+		set: function( elem, value ) {
+			return ( elem.style.cssText = value + "" );
+		}
+	};
+}
+
+
+
+
+var rfocusable = /^(?:input|select|textarea|button|object)$/i,
+	rclickable = /^(?:a|area)$/i;
+
+jQuery.fn.extend({
+	prop: function( name, value ) {
+		return access( this, jQuery.prop, name, value, arguments.length > 1 );
+	},
+
+	removeProp: function( name ) {
+		name = jQuery.propFix[ name ] || name;
+		return this.each(function() {
+			// try/catch handles cases where IE balks (such as removing a property on window)
+			try {
+				this[ name ] = undefined;
+				delete this[ name ];
+			} catch( e ) {}
+		});
+	}
+});
+
+jQuery.extend({
+	propFix: {
+		"for": "htmlFor",
+		"class": "className"
+	},
+
+	prop: function( elem, name, value ) {
+		var ret, hooks, notxml,
+			nType = elem.nodeType;
+
+		// don't get/set properties on text, comment and attribute nodes
+		if ( !elem || nType === 3 || nType === 8 || nType === 2 ) {
+			return;
+		}
+
+		notxml = nType !== 1 || !jQuery.isXMLDoc( elem );
+
+		if ( notxml ) {
+			// Fix name and attach hooks
+			name = jQuery.propFix[ name ] || name;
+			hooks = jQuery.propHooks[ name ];
+		}
+
+		if ( value !== undefined ) {
+			return hooks && "set" in hooks && (ret = hooks.set( elem, value, name )) !== undefined ?
+				ret :
+				( elem[ name ] = value );
+
+		} else {
+			return hooks && "get" in hooks && (ret = hooks.get( elem, name )) !== null ?
+				ret :
+				elem[ name ];
+		}
+	},
+
+	propHooks: {
+		tabIndex: {
+			get: function( elem ) {
+				// elem.tabIndex doesn't always return the correct value when it hasn't been explicitly set
+				// http://fluidproject.org/blog/2008/01/09/getting-setting-and-removing-tabindex-values-with-javascript/
+				// Use proper attribute retrieval(#12072)
+				var tabindex = jQuery.find.attr( elem, "tabindex" );
+
+				return tabindex ?
+					parseInt( tabindex, 10 ) :
+					rfocusable.test( elem.nodeName ) || rclickable.test( elem.nodeName ) && elem.href ?
+						0 :
+						-1;
+			}
+		}
+	}
+});
+
+// Some attributes require a special call on IE
+// http://msdn.microsoft.com/en-us/library/ms536429%28VS.85%29.aspx
+if ( !support.hrefNormalized ) {
+	// href/src property should get the full normalized URL (#10299/#12915)
+	jQuery.each([ "href", "src" ], function( i, name ) {
+		jQuery.propHooks[ name ] = {
+			get: function( elem ) {
+				return elem.getAttribute( name, 4 );
+			}
+		};
+	});
+}
+
+// Support: Safari, IE9+
+// mis-reports the default selected property of an option
+// Accessing the parent's selectedIndex property fixes it
+if ( !support.optSelected ) {
+	jQuery.propHooks.selected = {
+		get: function( elem ) {
+			var parent = elem.parentNode;
+
+			if ( parent ) {
+				parent.selectedIndex;
+
+				// Make sure that it also works with optgroups, see #5701
+				if ( parent.parentNode ) {
+					parent.parentNode.selectedIndex;
+				}
+			}
+			return null;
+		}
+	};
+}
+
+jQuery.each([
+	"tabIndex",
+	"readOnly",
+	"maxLength",
+	"cellSpacing",
+	"cellPadding",
+	"rowSpan",
+	"colSpan",
+	"useMap",
+	"frameBorder",
+	"contentEditable"
+], function() {
+	jQuery.propFix[ this.toLowerCase() ] = this;
+});
+
+// IE6/7 call enctype encoding
+if ( !support.enctype ) {
+	jQuery.propFix.enctype = "encoding";
+}
+
+
+
+
+var rclass = /[\t\r\n\f]/g;
+
+jQuery.fn.extend({
+	addClass: function( value ) {
+		var classes, elem, cur, clazz, j, finalValue,
+			i = 0,
+			len = this.length,
+			proceed = typeof value === "string" && value;
+
+		if ( jQuery.isFunction( value ) ) {
+			return this.each(function( j ) {
+				jQuery( this ).addClass( value.call( this, j, this.className ) );
+			});
+		}
+
+		if ( proceed ) {
+			// The disjunction here is for better compressibility (see removeClass)
+			classes = ( value || "" ).match( rnotwhite ) || [];
+
+			for ( ; i < len; i++ ) {
+				elem = this[ i ];
+				cur = elem.nodeType === 1 && ( elem.className ?
+					( " " + elem.className + " " ).replace( rclass, " " ) :
+					" "
+				);
+
+				if ( cur ) {
+					j = 0;
+					while ( (clazz = classes[j++]) ) {
+						if ( cur.indexOf( " " + clazz + " " ) < 0 ) {
+							cur += clazz + " ";
+						}
+					}
+
+					// only assign if different to avoid unneeded rendering.
+					finalValue = jQuery.trim( cur );
+					if ( elem.className !== finalValue ) {
+						elem.className = finalValue;
+					}
+				}
+			}
+		}
+
+		return this;
+	},
+
+	removeClass: function( value ) {
+		var classes, elem, cur, clazz, j, finalValue,
+			i = 0,
+			len = this.length,
+			proceed = arguments.length === 0 || typeof value === "string" && value;
+
+		if ( jQuery.isFunction( value ) ) {
+			return this.each(function( j ) {
+				jQuery( this ).removeClass( value.call( this, j, this.className ) );
+			});
+		}
+		if ( proceed ) {
+			classes = ( value || "" ).match( rnotwhite ) || [];
+
+			for ( ; i < len; i++ ) {
+				elem = this[ i ];
+				// This expression is here for better compressibility (see addClass)
+				cur = elem.nodeType === 1 && ( elem.className ?
+					( " " + elem.className + " " ).replace( rclass, " " ) :
+					""
+				);
+
+				if ( cur ) {
+					j = 0;
+					while ( (clazz = classes[j++]) ) {
+						// Remove *all* instances
+						while ( cur.indexOf( " " + clazz + " " ) >= 0 ) {
+							cur = cur.replace( " " + clazz + " ", " " );
+						}
+					}
+
+					// only assign if different to avoid unneeded rendering.
+					finalValue = value ? jQuery.trim( cur ) : "";
+					if ( elem.className !== finalValue ) {
+						elem.className = finalValue;
+					}
+				}
+			}
+		}
+
+		return this;
+	},
+
+	toggleClass: function( value, stateVal ) {
+		var type = typeof value;
+
+		if ( typeof stateVal === "boolean" && type === "string" ) {
+			return stateVal ? this.addClass( value ) : this.removeClass( value );
+		}
+
+		if ( jQuery.isFunction( value ) ) {
+			return this.each(function( i ) {
+				jQuery( this ).toggleClass( value.call(this, i, this.className, stateVal), stateVal );
+			});
+		}
+
+		return this.each(function() {
+			if ( type === "string" ) {
+				// toggle individual class names
+				var className,
+					i = 0,
+					self = jQuery( this ),
+					classNames = value.match( rnotwhite ) || [];
+
+				while ( (className = classNames[ i++ ]) ) {
+					// check each className given, space separated list
+					if ( self.hasClass( className ) ) {
+						self.removeClass( className );
+					} else {
+						self.addClass( className );
+					}
+				}
+
+			// Toggle whole class name
+			} else if ( type === strundefined || type === "boolean" ) {
+				if ( this.className ) {
+					// store className if set
+					jQuery._data( this, "__className__", this.className );
+				}
+
+				// If the element has a class name or if we're passed "false",
+				// then remove the whole classname (if there was one, the above saved it).
+				// Otherwise bring back whatever was previously saved (if anything),
+				// falling back to the empty string if nothing was stored.
+				this.className = this.className || value === false ? "" : jQuery._data( this, "__className__" ) || "";
+			}
+		});
+	},
+
+	hasClass: function( selector ) {
+		var className = " " + selector + " ",
+			i = 0,
+			l = this.length;
+		for ( ; i < l; i++ ) {
+			if ( this[i].nodeType === 1 && (" " + this[i].className + " ").replace(rclass, " ").indexOf( className ) >= 0 ) {
+				return true;
+			}
+		}
+
+		return false;
+	}
+});
+
+
+
+
+// Return jQuery for attributes-only inclusion
+
+
+jQuery.each( ("blur focus focusin focusout load resize scroll unload click dblclick " +
+	"mousedown mouseup mousemove mouseover mouseout mouseenter mouseleave " +
+	"change select submit keydown keypress keyup error contextmenu").split(" "), function( i, name ) {
+
+	// Handle event binding
+	jQuery.fn[ name ] = function( data, fn ) {
+		return arguments.length > 0 ?
+			this.on( name, null, data, fn ) :
+			this.trigger( name );
+	};
+});
+
+jQuery.fn.extend({
+	hover: function( fnOver, fnOut ) {
+		return this.mouseenter( fnOver ).mouseleave( fnOut || fnOver );
+	},
+
+	bind: function( types, data, fn ) {
+		return this.on( types, null, data, fn );
+	},
+	unbind: function( types, fn ) {
+		return this.off( types, null, fn );
+	},
+
+	delegate: function( selector, types, data, fn ) {
+		return this.on( types, selector, data, fn );
+	},
+	undelegate: function( selector, types, fn ) {
+		// ( namespace ) or ( selector, types [, fn] )
+		return arguments.length === 1 ? this.off( selector, "**" ) : this.off( types, selector || "**", fn );
+	}
+});
+
+
+var nonce = jQuery.now();
+
+var rquery = (/\?/);
+
+
+
+var rvalidtokens = /(,)|(\[|{)|(}|])|"(?:[^"\\\r\n]|\\["\\\/bfnrt]|\\u[\da-fA-F]{4})*"\s*:?|true|false|null|-?(?!0\d)\d+(?:\.\d+|)(?:[eE][+-]?\d+|)/g;
+
+jQuery.parseJSON = function( data ) {
+	// Attempt to parse using the native JSON parser first
+	if ( window.JSON && window.JSON.parse ) {
+		// Support: Android 2.3
+		// Workaround failure to string-cast null input
+		return window.JSON.parse( data + "" );
+	}
+
+	var requireNonComma,
+		depth = null,
+		str = jQuery.trim( data + "" );
+
+	// Guard against invalid (and possibly dangerous) input by ensuring that nothing remains
+	// after removing valid tokens
+	return str && !jQuery.trim( str.replace( rvalidtokens, function( token, comma, open, close ) {
+
+		// Force termination if we see a misplaced comma
+		if ( requireNonComma && comma ) {
+			depth = 0;
+		}
+
+		// Perform no more replacements after returning to outermost depth
+		if ( depth === 0 ) {
+			return token;
+		}
+
+		// Commas must not follow "[", "{", or ","
+		requireNonComma = open || comma;
+
+		// Determine new depth
+		// array/object open ("[" or "{"): depth += true - false (increment)
+		// array/object close ("]" or "}"): depth += false - true (decrement)
+		// other cases ("," or primitive): depth += true - true (numeric cast)
+		depth += !close - !open;
+
+		// Remove this token
+		return "";
+	}) ) ?
+		( Function( "return " + str ) )() :
+		jQuery.error( "Invalid JSON: " + data );
+};
+
+
+// Cross-browser xml parsing
+jQuery.parseXML = function( data ) {
+	var xml, tmp;
+	if ( !data || typeof data !== "string" ) {
+		return null;
+	}
+	try {
+		if ( window.DOMParser ) { // Standard
+			tmp = new DOMParser();
+			xml = tmp.parseFromString( data, "text/xml" );
+		} else { // IE
+			xml = new ActiveXObject( "Microsoft.XMLDOM" );
+			xml.async = "false";
+			xml.loadXML( data );
+		}
+	} catch( e ) {
+		xml = undefined;
+	}
+	if ( !xml || !xml.documentElement || xml.getElementsByTagName( "parsererror" ).length ) {
+		jQuery.error( "Invalid XML: " + data );
+	}
+	return xml;
+};
+
+
+var
+	// Document location
+	ajaxLocParts,
+	ajaxLocation,
+
+	rhash = /#.*$/,
+	rts = /([?&])_=[^&]*/,
+	rheaders = /^(.*?):[ \t]*([^\r\n]*)\r?$/mg, // IE leaves an \r character at EOL
+	// #7653, #8125, #8152: local protocol detection
+	rlocalProtocol = /^(?:about|app|app-storage|.+-extension|file|res|widget):$/,
+	rnoContent = /^(?:GET|HEAD)$/,
+	rprotocol = /^\/\//,
+	rurl = /^([\w.+-]+:)(?:\/\/(?:[^\/?#]*@|)([^\/?#:]*)(?::(\d+)|)|)/,
+
+	/* Prefilters
+	 * 1) They are useful to introduce custom dataTypes (see ajax/jsonp.js for an example)
+	 * 2) These are called:
+	 *    - BEFORE asking for a transport
+	 *    - AFTER param serialization (s.data is a string if s.processData is true)
+	 * 3) key is the dataType
+	 * 4) the catchall symbol "*" can be used
+	 * 5) execution will start with transport dataType and THEN continue down to "*" if needed
+	 */
+	prefilters = {},
+
+	/* Transports bindings
+	 * 1) key is the dataType
+	 * 2) the catchall symbol "*" can be used
+	 * 3) selection will start with transport dataType and THEN go to "*" if needed
+	 */
+	transports = {},
+
+	// Avoid comment-prolog char sequence (#10098); must appease lint and evade compression
+	allTypes = "*/".concat("*");
+
+// #8138, IE may throw an exception when accessing
+// a field from window.location if document.domain has been set
+try {
+	ajaxLocation = location.href;
+} catch( e ) {
+	// Use the href attribute of an A element
+	// since IE will modify it given document.location
+	ajaxLocation = document.createElement( "a" );
+	ajaxLocation.href = "";
+	ajaxLocation = ajaxLocation.href;
+}
+
+// Segment location into parts
+ajaxLocParts = rurl.exec( ajaxLocation.toLowerCase() ) || [];
+
+// Base "constructor" for jQuery.ajaxPrefilter and jQuery.ajaxTransport
+function addToPrefiltersOrTransports( structure ) {
+
+	// dataTypeExpression is optional and defaults to "*"
+	return function( dataTypeExpression, func ) {
+
+		if ( typeof dataTypeExpression !== "string" ) {
+			func = dataTypeExpression;
+			dataTypeExpression = "*";
+		}
+
+		var dataType,
+			i = 0,
+			dataTypes = dataTypeExpression.toLowerCase().match( rnotwhite ) || [];
+
+		if ( jQuery.isFunction( func ) ) {
+			// For each dataType in the dataTypeExpression
+			while ( (dataType = dataTypes[i++]) ) {
+				// Prepend if requested
+				if ( dataType.charAt( 0 ) === "+" ) {
+					dataType = dataType.slice( 1 ) || "*";
+					(structure[ dataType ] = structure[ dataType ] || []).unshift( func );
+
+				// Otherwise append
+				} else {
+					(structure[ dataType ] = structure[ dataType ] || []).push( func );
+				}
+			}
+		}
+	};
+}
+
+// Base inspection function for prefilters and transports
+function inspectPrefiltersOrTransports( structure, options, originalOptions, jqXHR ) {
+
+	var inspected = {},
+		seekingTransport = ( structure === transports );
+
+	function inspect( dataType ) {
+		var selected;
+		inspected[ dataType ] = true;
+		jQuery.each( structure[ dataType ] || [], function( _, prefilterOrFactory ) {
+			var dataTypeOrTransport = prefilterOrFactory( options, originalOptions, jqXHR );
+			if ( typeof dataTypeOrTransport === "string" && !seekingTransport && !inspected[ dataTypeOrTransport ] ) {
+				options.dataTypes.unshift( dataTypeOrTransport );
+				inspect( dataTypeOrTransport );
+				return false;
+			} else if ( seekingTransport ) {
+				return !( selected = dataTypeOrTransport );
+			}
+		});
+		return selected;
+	}
+
+	return inspect( options.dataTypes[ 0 ] ) || !inspected[ "*" ] && inspect( "*" );
+}
+
+// A special extend for ajax options
+// that takes "flat" options (not to be deep extended)
+// Fixes #9887
+function ajaxExtend( target, src ) {
+	var deep, key,
+		flatOptions = jQuery.ajaxSettings.flatOptions || {};
+
+	for ( key in src ) {
+		if ( src[ key ] !== undefined ) {
+			( flatOptions[ key ] ? target : ( deep || (deep = {}) ) )[ key ] = src[ key ];
+		}
+	}
+	if ( deep ) {
+		jQuery.extend( true, target, deep );
+	}
+
+	return target;
+}
+
+/* Handles responses to an ajax request:
+ * - finds the right dataType (mediates between content-type and expected dataType)
+ * - returns the corresponding response
+ */
+function ajaxHandleResponses( s, jqXHR, responses ) {
+	var firstDataType, ct, finalDataType, type,
+		contents = s.contents,
+		dataTypes = s.dataTypes;
+
+	// Remove auto dataType and get content-type in the process
+	while ( dataTypes[ 0 ] === "*" ) {
+		dataTypes.shift();
+		if ( ct === undefined ) {
+			ct = s.mimeType || jqXHR.getResponseHeader("Content-Type");
+		}
+	}
+
+	// Check if we're dealing with a known content-type
+	if ( ct ) {
+		for ( type in contents ) {
+			if ( contents[ type ] && contents[ type ].test( ct ) ) {
+				dataTypes.unshift( type );
+				break;
+			}
+		}
+	}
+
+	// Check to see if we have a response for the expected dataType
+	if ( dataTypes[ 0 ] in responses ) {
+		finalDataType = dataTypes[ 0 ];
+	} else {
+		// Try convertible dataTypes
+		for ( type in responses ) {
+			if ( !dataTypes[ 0 ] || s.converters[ type + " " + dataTypes[0] ] ) {
+				finalDataType = type;
+				break;
+			}
+			if ( !firstDataType ) {
+				firstDataType = type;
+			}
+		}
+		// Or just use first one
+		finalDataType = finalDataType || firstDataType;
+	}
+
+	// If we found a dataType
+	// We add the dataType to the list if needed
+	// and return the corresponding response
+	if ( finalDataType ) {
+		if ( finalDataType !== dataTypes[ 0 ] ) {
+			dataTypes.unshift( finalDataType );
+		}
+		return responses[ finalDataType ];
+	}
+}
+
+/* Chain conversions given the request and the original response
+ * Also sets the responseXXX fields on the jqXHR instance
+ */
+function ajaxConvert( s, response, jqXHR, isSuccess ) {
+	var conv2, current, conv, tmp, prev,
+		converters = {},
+		// Work with a copy of dataTypes in case we need to modify it for conversion
+		dataTypes = s.dataTypes.slice();
+
+	// Create converters map with lowercased keys
+	if ( dataTypes[ 1 ] ) {
+		for ( conv in s.converters ) {
+			converters[ conv.toLowerCase() ] = s.converters[ conv ];
+		}
+	}
+
+	current = dataTypes.shift();
+
+	// Convert to each sequential dataType
+	while ( current ) {
+
+		if ( s.responseFields[ current ] ) {
+			jqXHR[ s.responseFields[ current ] ] = response;
+		}
+
+		// Apply the dataFilter if provided
+		if ( !prev && isSuccess && s.dataFilter ) {
+			response = s.dataFilter( response, s.dataType );
+		}
+
+		prev = current;
+		current = dataTypes.shift();
+
+		if ( current ) {
+
+			// There's only work to do if current dataType is non-auto
+			if ( current === "*" ) {
+
+				current = prev;
+
+			// Convert response if prev dataType is non-auto and differs from current
+			} else if ( prev !== "*" && prev !== current ) {
+
+				// Seek a direct converter
+				conv = converters[ prev + " " + current ] || converters[ "* " + current ];
+
+				// If none found, seek a pair
+				if ( !conv ) {
+					for ( conv2 in converters ) {
+
+						// If conv2 outputs current
+						tmp = conv2.split( " " );
+						if ( tmp[ 1 ] === current ) {
+
+							// If prev can be converted to accepted input
+							conv = converters[ prev + " " + tmp[ 0 ] ] ||
+								converters[ "* " + tmp[ 0 ] ];
+							if ( conv ) {
+								// Condense equivalence converters
+								if ( conv === true ) {
+									conv = converters[ conv2 ];
+
+								// Otherwise, insert the intermediate dataType
+								} else if ( converters[ conv2 ] !== true ) {
+									current = tmp[ 0 ];
+									dataTypes.unshift( tmp[ 1 ] );
+								}
+								break;
+							}
+						}
+					}
+				}
+
+				// Apply converter (if not an equivalence)
+				if ( conv !== true ) {
+
+					// Unless errors are allowed to bubble, catch and return them
+					if ( conv && s[ "throws" ] ) {
+						response = conv( response );
+					} else {
+						try {
+							response = conv( response );
+						} catch ( e ) {
+							return { state: "parsererror", error: conv ? e : "No conversion from " + prev + " to " + current };
+						}
+					}
+				}
+			}
+		}
+	}
+
+	return { state: "success", data: response };
+}
+
+jQuery.extend({
+
+	// Counter for holding the number of active queries
+	active: 0,
+
+	// Last-Modified header cache for next request
+	lastModified: {},
+	etag: {},
+
+	ajaxSettings: {
+		url: ajaxLocation,
+		type: "GET",
+		isLocal: rlocalProtocol.test( ajaxLocParts[ 1 ] ),
+		global: true,
+		processData: true,
+		async: true,
+		contentType: "application/x-www-form-urlencoded; charset=UTF-8",
+		/*
+		timeout: 0,
+		data: null,
+		dataType: null,
+		username: null,
+		password: null,
+		cache: null,
+		throws: false,
+		traditional: false,
+		headers: {},
+		*/
+
+		accepts: {
+			"*": allTypes,
+			text: "text/plain",
+			html: "text/html",
+			xml: "application/xml, text/xml",
+			json: "application/json, text/javascript"
+		},
+
+		contents: {
+			xml: /xml/,
+			html: /html/,
+			json: /json/
+		},
+
+		responseFields: {
+			xml: "responseXML",
+			text: "responseText",
+			json: "responseJSON"
+		},
+
+		// Data converters
+		// Keys separate source (or catchall "*") and destination types with a single space
+		converters: {
+
+			// Convert anything to text
+			"* text": String,
+
+			// Text to html (true = no transformation)
+			"text html": true,
+
+			// Evaluate text as a json expression
+			"text json": jQuery.parseJSON,
+
+			// Parse text as xml
+			"text xml": jQuery.parseXML
+		},
+
+		// For options that shouldn't be deep extended:
+		// you can add your own custom options here if
+		// and when you create one that shouldn't be
+		// deep extended (see ajaxExtend)
+		flatOptions: {
+			url: true,
+			context: true
+		}
+	},
+
+	// Creates a full fledged settings object into target
+	// with both ajaxSettings and settings fields.
+	// If target is omitted, writes into ajaxSettings.
+	ajaxSetup: function( target, settings ) {
+		return settings ?
+
+			// Building a settings object
+			ajaxExtend( ajaxExtend( target, jQuery.ajaxSettings ), settings ) :
+
+			// Extending ajaxSettings
+			ajaxExtend( jQuery.ajaxSettings, target );
+	},
+
+	ajaxPrefilter: addToPrefiltersOrTransports( prefilters ),
+	ajaxTransport: addToPrefiltersOrTransports( transports ),
+
+	// Main method
+	ajax: function( url, options ) {
+
+		// If url is an object, simulate pre-1.5 signature
+		if ( typeof url === "object" ) {
+			options = url;
+			url = undefined;
+		}
+
+		// Force options to be an object
+		options = options || {};
+
+		var // Cross-domain detection vars
+			parts,
+			// Loop variable
+			i,
+			// URL without anti-cache param
+			cacheURL,
+			// Response headers as string
+			responseHeadersString,
+			// timeout handle
+			timeoutTimer,
+
+			// To know if global events are to be dispatched
+			fireGlobals,
+
+			transport,
+			// Response headers
+			responseHeaders,
+			// Create the final options object
+			s = jQuery.ajaxSetup( {}, options ),
+			// Callbacks context
+			callbackContext = s.context || s,
+			// Context for global events is callbackContext if it is a DOM node or jQuery collection
+			globalEventContext = s.context && ( callbackContext.nodeType || callbackContext.jquery ) ?
+				jQuery( callbackContext ) :
+				jQuery.event,
+			// Deferreds
+			deferred = jQuery.Deferred(),
+			completeDeferred = jQuery.Callbacks("once memory"),
+			// Status-dependent callbacks
+			statusCode = s.statusCode || {},
+			// Headers (they are sent all at once)
+			requestHeaders = {},
+			requestHeadersNames = {},
+			// The jqXHR state
+			state = 0,
+			// Default abort message
+			strAbort = "canceled",
+			// Fake xhr
+			jqXHR = {
+				readyState: 0,
+
+				// Builds headers hashtable if needed
+				getResponseHeader: function( key ) {
+					var match;
+					if ( state === 2 ) {
+						if ( !responseHeaders ) {
+							responseHeaders = {};
+							while ( (match = rheaders.exec( responseHeadersString )) ) {
+								responseHeaders[ match[1].toLowerCase() ] = match[ 2 ];
+							}
+						}
+						match = responseHeaders[ key.toLowerCase() ];
+					}
+					return match == null ? null : match;
+				},
+
+				// Raw string
+				getAllResponseHeaders: function() {
+					return state === 2 ? responseHeadersString : null;
+				},
+
+				// Caches the header
+				setRequestHeader: function( name, value ) {
+					var lname = name.toLowerCase();
+					if ( !state ) {
+						name = requestHeadersNames[ lname ] = requestHeadersNames[ lname ] || name;
+						requestHeaders[ name ] = value;
+					}
+					return this;
+				},
+
+				// Overrides response content-type header
+				overrideMimeType: function( type ) {
+					if ( !state ) {
+						s.mimeType = type;
+					}
+					return this;
+				},
+
+				// Status-dependent callbacks
+				statusCode: function( map ) {
+					var code;
+					if ( map ) {
+						if ( state < 2 ) {
+							for ( code in map ) {
+								// Lazy-add the new callback in a way that preserves old ones
+								statusCode[ code ] = [ statusCode[ code ], map[ code ] ];
+							}
+						} else {
+							// Execute the appropriate callbacks
+							jqXHR.always( map[ jqXHR.status ] );
+						}
+					}
+					return this;
+				},
+
+				// Cancel the request
+				abort: function( statusText ) {
+					var finalText = statusText || strAbort;
+					if ( transport ) {
+						transport.abort( finalText );
+					}
+					done( 0, finalText );
+					return this;
+				}
+			};
+
+		// Attach deferreds
+		deferred.promise( jqXHR ).complete = completeDeferred.add;
+		jqXHR.success = jqXHR.done;
+		jqXHR.error = jqXHR.fail;
+
+		// Remove hash character (#7531: and string promotion)
+		// Add protocol if not provided (#5866: IE7 issue with protocol-less urls)
+		// Handle falsy url in the settings object (#10093: consistency with old signature)
+		// We also use the url parameter if available
+		s.url = ( ( url || s.url || ajaxLocation ) + "" ).replace( rhash, "" ).replace( rprotocol, ajaxLocParts[ 1 ] + "//" );
+
+		// Alias method option to type as per ticket #12004
+		s.type = options.method || options.type || s.method || s.type;
+
+		// Extract dataTypes list
+		s.dataTypes = jQuery.trim( s.dataType || "*" ).toLowerCase().match( rnotwhite ) || [ "" ];
+
+		// A cross-domain request is in order when we have a protocol:host:port mismatch
+		if ( s.crossDomain == null ) {
+			parts = rurl.exec( s.url.toLowerCase() );
+			s.crossDomain = !!( parts &&
+				( parts[ 1 ] !== ajaxLocParts[ 1 ] || parts[ 2 ] !== ajaxLocParts[ 2 ] ||
+					( parts[ 3 ] || ( parts[ 1 ] === "http:" ? "80" : "443" ) ) !==
+						( ajaxLocParts[ 3 ] || ( ajaxLocParts[ 1 ] === "http:" ? "80" : "443" ) ) )
+			);
+		}
+
+		// Convert data if not already a string
+		if ( s.data && s.processData && typeof s.data !== "string" ) {
+			s.data = jQuery.param( s.data, s.traditional );
+		}
+
+		// Apply prefilters
+		inspectPrefiltersOrTransports( prefilters, s, options, jqXHR );
+
+		// If request was aborted inside a prefilter, stop there
+		if ( state === 2 ) {
+			return jqXHR;
+		}
+
+		// We can fire global events as of now if asked to
+		fireGlobals = s.global;
+
+		// Watch for a new set of requests
+		if ( fireGlobals && jQuery.active++ === 0 ) {
+			jQuery.event.trigger("ajaxStart");
+		}
+
+		// Uppercase the type
+		s.type = s.type.toUpperCase();
+
+		// Determine if request has content
+		s.hasContent = !rnoContent.test( s.type );
+
+		// Save the URL in case we're toying with the If-Modified-Since
+		// and/or If-None-Match header later on
+		cacheURL = s.url;
+
+		// More options handling for requests with no content
+		if ( !s.hasContent ) {
+
+			// If data is available, append data to url
+			if ( s.data ) {
+				cacheURL = ( s.url += ( rquery.test( cacheURL ) ? "&" : "?" ) + s.data );
+				// #9682: remove data so that it's not used in an eventual retry
+				delete s.data;
+			}
+
+			// Add anti-cache in url if needed
+			if ( s.cache === false ) {
+				s.url = rts.test( cacheURL ) ?
+
+					// If there is already a '_' parameter, set its value
+					cacheURL.replace( rts, "$1_=" + nonce++ ) :
+
+					// Otherwise add one to the end
+					cacheURL + ( rquery.test( cacheURL ) ? "&" : "?" ) + "_=" + nonce++;
+			}
+		}
+
+		// Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode.
+		if ( s.ifModified ) {
+			if ( jQuery.lastModified[ cacheURL ] ) {
+				jqXHR.setRequestHeader( "If-Modified-Since", jQuery.lastModified[ cacheURL ] );
+			}
+			if ( jQuery.etag[ cacheURL ] ) {
+				jqXHR.setRequestHeader( "If-None-Match", jQuery.etag[ cacheURL ] );
+			}
+		}
+
+		// Set the correct header, if data is being sent
+		if ( s.data && s.hasContent && s.contentType !== false || options.contentType ) {
+			jqXHR.setRequestHeader( "Content-Type", s.contentType );
+		}
+
+		// Set the Accepts header for the server, depending on the dataType
+		jqXHR.setRequestHeader(
+			"Accept",
+			s.dataTypes[ 0 ] && s.accepts[ s.dataTypes[0] ] ?
+				s.accepts[ s.dataTypes[0] ] + ( s.dataTypes[ 0 ] !== "*" ? ", " + allTypes + "; q=0.01" : "" ) :
+				s.accepts[ "*" ]
+		);
+
+		// Check for headers option
+		for ( i in s.headers ) {
+			jqXHR.setRequestHeader( i, s.headers[ i ] );
+		}
+
+		// Allow custom headers/mimetypes and early abort
+		if ( s.beforeSend && ( s.beforeSend.call( callbackContext, jqXHR, s ) === false || state === 2 ) ) {
+			// Abort if not done already and return
+			return jqXHR.abort();
+		}
+
+		// aborting is no longer a cancellation
+		strAbort = "abort";
+
+		// Install callbacks on deferreds
+		for ( i in { success: 1, error: 1, complete: 1 } ) {
+			jqXHR[ i ]( s[ i ] );
+		}
+
+		// Get transport
+		transport = inspectPrefiltersOrTransports( transports, s, options, jqXHR );
+
+		// If no transport, we auto-abort
+		if ( !transport ) {
+			done( -1, "No Transport" );
+		} else {
+			jqXHR.readyState = 1;
+
+			// Send global event
+			if ( fireGlobals ) {
+				globalEventContext.trigger( "ajaxSend", [ jqXHR, s ] );
+			}
+			// Timeout
+			if ( s.async && s.timeout > 0 ) {
+				timeoutTimer = setTimeout(function() {
+					jqXHR.abort("timeout");
+				}, s.timeout );
+			}
+
+			try {
+				state = 1;
+				transport.send( requestHeaders, done );
+			} catch ( e ) {
+				// Propagate exception as error if not done
+				if ( state < 2 ) {
+					done( -1, e );
+				// Simply rethrow otherwise
+				} else {
+					throw e;
+				}
+			}
+		}
+
+		// Callback for when everything is done
+		function done( status, nativeStatusText, responses, headers ) {
+			var isSuccess, success, error, response, modified,
+				statusText = nativeStatusText;
+
+			// Called once
+			if ( state === 2 ) {
+				return;
+			}
+
+			// State is "done" now
+			state = 2;
+
+			// Clear timeout if it exists
+			if ( timeoutTimer ) {
+				clearTimeout( timeoutTimer );
+			}
+
+			// Dereference transport for early garbage collection
+			// (no matter how long the jqXHR object will be used)
+			transport = undefined;
+
+			// Cache response headers
+			responseHeadersString = headers || "";
+
+			// Set readyState
+			jqXHR.readyState = status > 0 ? 4 : 0;
+
+			// Determine if successful
+			isSuccess = status >= 200 && status < 300 || status === 304;
+
+			// Get response data
+			if ( responses ) {
+				response = ajaxHandleResponses( s, jqXHR, responses );
+			}
+
+			// Convert no matter what (that way responseXXX fields are always set)
+			response = ajaxConvert( s, response, jqXHR, isSuccess );
+
+			// If successful, handle type chaining
+			if ( isSuccess ) {
+
+				// Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode.
+				if ( s.ifModified ) {
+					modified = jqXHR.getResponseHeader("Last-Modified");
+					if ( modified ) {
+						jQuery.lastModified[ cacheURL ] = modified;
+					}
+					modified = jqXHR.getResponseHeader("etag");
+					if ( modified ) {
+						jQuery.etag[ cacheURL ] = modified;
+					}
+				}
+
+				// if no content
+				if ( status === 204 || s.type === "HEAD" ) {
+					statusText = "nocontent";
+
+				// if not modified
+				} else if ( status === 304 ) {
+					statusText = "notmodified";
+
+				// If we have data, let's convert it
+				} else {
+					statusText = response.state;
+					success = response.data;
+					error = response.error;
+					isSuccess = !error;
+				}
+			} else {
+				// We extract error from statusText
+				// then normalize statusText and status for non-aborts
+				error = statusText;
+				if ( status || !statusText ) {
+					statusText = "error";
+					if ( status < 0 ) {
+						status = 0;
+					}
+				}
+			}
+
+			// Set data for the fake xhr object
+			jqXHR.status = status;
+			jqXHR.statusText = ( nativeStatusText || statusText ) + "";
+
+			// Success/Error
+			if ( isSuccess ) {
+				deferred.resolveWith( callbackContext, [ success, statusText, jqXHR ] );
+			} else {
+				deferred.rejectWith( callbackContext, [ jqXHR, statusText, error ] );
+			}
+
+			// Status-dependent callbacks
+			jqXHR.statusCode( statusCode );
+			statusCode = undefined;
+
+			if ( fireGlobals ) {
+				globalEventContext.trigger( isSuccess ? "ajaxSuccess" : "ajaxError",
+					[ jqXHR, s, isSuccess ? success : error ] );
+			}
+
+			// Complete
+			completeDeferred.fireWith( callbackContext, [ jqXHR, statusText ] );
+
+			if ( fireGlobals ) {
+				globalEventContext.trigger( "ajaxComplete", [ jqXHR, s ] );
+				// Handle the global AJAX counter
+				if ( !( --jQuery.active ) ) {
+					jQuery.event.trigger("ajaxStop");
+				}
+			}
+		}
+
+		return jqXHR;
+	},
+
+	getJSON: function( url, data, callback ) {
+		return jQuery.get( url, data, callback, "json" );
+	},
+
+	getScript: function( url, callback ) {
+		return jQuery.get( url, undefined, callback, "script" );
+	}
+});
+
+jQuery.each( [ "get", "post" ], function( i, method ) {
+	jQuery[ method ] = function( url, data, callback, type ) {
+		// shift arguments if data argument was omitted
+		if ( jQuery.isFunction( data ) ) {
+			type = type || callback;
+			callback = data;
+			data = undefined;
+		}
+
+		return jQuery.ajax({
+			url: url,
+			type: method,
+			dataType: type,
+			data: data,
+			success: callback
+		});
+	};
+});
+
+// Attach a bunch of functions for handling common AJAX events
+jQuery.each( [ "ajaxStart", "ajaxStop", "ajaxComplete", "ajaxError", "ajaxSuccess", "ajaxSend" ], function( i, type ) {
+	jQuery.fn[ type ] = function( fn ) {
+		return this.on( type, fn );
+	};
+});
+
+
+jQuery._evalUrl = function( url ) {
+	return jQuery.ajax({
+		url: url,
+		type: "GET",
+		dataType: "script",
+		async: false,
+		global: false,
+		"throws": true
+	});
+};
+
+
+jQuery.fn.extend({
+	wrapAll: function( html ) {
+		if ( jQuery.isFunction( html ) ) {
+			return this.each(function(i) {
+				jQuery(this).wrapAll( html.call(this, i) );
+			});
+		}
+
+		if ( this[0] ) {
+			// The elements to wrap the target around
+			var wrap = jQuery( html, this[0].ownerDocument ).eq(0).clone(true);
+
+			if ( this[0].parentNode ) {
+				wrap.insertBefore( this[0] );
+			}
+
+			wrap.map(function() {
+				var elem = this;
+
+				while ( elem.firstChild && elem.firstChild.nodeType === 1 ) {
+					elem = elem.firstChild;
+				}
+
+				return elem;
+			}).append( this );
+		}
+
+		return this;
+	},
+
+	wrapInner: function( html ) {
+		if ( jQuery.isFunction( html ) ) {
+			return this.each(function(i) {
+				jQuery(this).wrapInner( html.call(this, i) );
+			});
+		}
+
+		return this.each(function() {
+			var self = jQuery( this ),
+				contents = self.contents();
+
+			if ( contents.length ) {
+				contents.wrapAll( html );
+
+			} else {
+				self.append( html );
+			}
+		});
+	},
+
+	wrap: function( html ) {
+		var isFunction = jQuery.isFunction( html );
+
+		return this.each(function(i) {
+			jQuery( this ).wrapAll( isFunction ? html.call(this, i) : html );
+		});
+	},
+
+	unwrap: function() {
+		return this.parent().each(function() {
+			if ( !jQuery.nodeName( this, "body" ) ) {
+				jQuery( this ).replaceWith( this.childNodes );
+			}
+		}).end();
+	}
+});
+
+
+jQuery.expr.filters.hidden = function( elem ) {
+	// Support: Opera <= 12.12
+	// Opera reports offsetWidths and offsetHeights less than zero on some elements
+	return elem.offsetWidth <= 0 && elem.offsetHeight <= 0 ||
+		(!support.reliableHiddenOffsets() &&
+			((elem.style && elem.style.display) || jQuery.css( elem, "display" )) === "none");
+};
+
+jQuery.expr.filters.visible = function( elem ) {
+	return !jQuery.expr.filters.hidden( elem );
+};
+
+
+
+
+var r20 = /%20/g,
+	rbracket = /\[\]$/,
+	rCRLF = /\r?\n/g,
+	rsubmitterTypes = /^(?:submit|button|image|reset|file)$/i,
+	rsubmittable = /^(?:input|select|textarea|keygen)/i;
+
+function buildParams( prefix, obj, traditional, add ) {
+	var name;
+
+	if ( jQuery.isArray( obj ) ) {
+		// Serialize array item.
+		jQuery.each( obj, function( i, v ) {
+			if ( traditional || rbracket.test( prefix ) ) {
+				// Treat each array item as a scalar.
+				add( prefix, v );
+
+			} else {
+				// Item is non-scalar (array or object), encode its numeric index.
+				buildParams( prefix + "[" + ( typeof v === "object" ? i : "" ) + "]", v, traditional, add );
+			}
+		});
+
+	} else if ( !traditional && jQuery.type( obj ) === "object" ) {
+		// Serialize object item.
+		for ( name in obj ) {
+			buildParams( prefix + "[" + name + "]", obj[ name ], traditional, add );
+		}
+
+	} else {
+		// Serialize scalar item.
+		add( prefix, obj );
+	}
+}
+
+// Serialize an array of form elements or a set of
+// key/values into a query string
+jQuery.param = function( a, traditional ) {
+	var prefix,
+		s = [],
+		add = function( key, value ) {
+			// If value is a function, invoke it and return its value
+			value = jQuery.isFunction( value ) ? value() : ( value == null ? "" : value );
+			s[ s.length ] = encodeURIComponent( key ) + "=" + encodeURIComponent( value );
+		};
+
+	// Set traditional to true for jQuery <= 1.3.2 behavior.
+	if ( traditional === undefined ) {
+		traditional = jQuery.ajaxSettings && jQuery.ajaxSettings.traditional;
+	}
+
+	// If an array was passed in, assume that it is an array of form elements.
+	if ( jQuery.isArray( a ) || ( a.jquery && !jQuery.isPlainObject( a ) ) ) {
+		// Serialize the form elements
+		jQuery.each( a, function() {
+			add( this.name, this.value );
+		});
+
+	} else {
+		// If traditional, encode the "old" way (the way 1.3.2 or older
+		// did it), otherwise encode params recursively.
+		for ( prefix in a ) {
+			buildParams( prefix, a[ prefix ], traditional, add );
+		}
+	}
+
+	// Return the resulting serialization
+	return s.join( "&" ).replace( r20, "+" );
+};
+
+jQuery.fn.extend({
+	serialize: function() {
+		return jQuery.param( this.serializeArray() );
+	},
+	serializeArray: function() {
+		return this.map(function() {
+			// Can add propHook for "elements" to filter or add form elements
+			var elements = jQuery.prop( this, "elements" );
+			return elements ? jQuery.makeArray( elements ) : this;
+		})
+		.filter(function() {
+			var type = this.type;
+			// Use .is(":disabled") so that fieldset[disabled] works
+			return this.name && !jQuery( this ).is( ":disabled" ) &&
+				rsubmittable.test( this.nodeName ) && !rsubmitterTypes.test( type ) &&
+				( this.checked || !rcheckableType.test( type ) );
+		})
+		.map(function( i, elem ) {
+			var val = jQuery( this ).val();
+
+			return val == null ?
+				null :
+				jQuery.isArray( val ) ?
+					jQuery.map( val, function( val ) {
+						return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) };
+					}) :
+					{ name: elem.name, value: val.replace( rCRLF, "\r\n" ) };
+		}).get();
+	}
+});
+
+
+// Create the request object
+// (This is still attached to ajaxSettings for backward compatibility)
+jQuery.ajaxSettings.xhr = window.ActiveXObject !== undefined ?
+	// Support: IE6+
+	function() {
+
+		// XHR cannot access local files, always use ActiveX for that case
+		return !this.isLocal &&
+
+			// Support: IE7-8
+			// oldIE XHR does not support non-RFC2616 methods (#13240)
+			// See http://msdn.microsoft.com/en-us/library/ie/ms536648(v=vs.85).aspx
+			// and http://www.w3.org/Protocols/rfc2616/rfc2616-sec9.html#sec9
+			// Although this check for six methods instead of eight
+			// since IE also does not support "trace" and "connect"
+			/^(get|post|head|put|delete|options)$/i.test( this.type ) &&
+
+			createStandardXHR() || createActiveXHR();
+	} :
+	// For all other browsers, use the standard XMLHttpRequest object
+	createStandardXHR;
+
+var xhrId = 0,
+	xhrCallbacks = {},
+	xhrSupported = jQuery.ajaxSettings.xhr();
+
+// Support: IE<10
+// Open requests must be manually aborted on unload (#5280)
+if ( window.ActiveXObject ) {
+	jQuery( window ).on( "unload", function() {
+		for ( var key in xhrCallbacks ) {
+			xhrCallbacks[ key ]( undefined, true );
+		}
+	});
+}
+
+// Determine support properties
+support.cors = !!xhrSupported && ( "withCredentials" in xhrSupported );
+xhrSupported = support.ajax = !!xhrSupported;
+
+// Create transport if the browser can provide an xhr
+if ( xhrSupported ) {
+
+	jQuery.ajaxTransport(function( options ) {
+		// Cross domain only allowed if supported through XMLHttpRequest
+		if ( !options.crossDomain || support.cors ) {
+
+			var callback;
+
+			return {
+				send: function( headers, complete ) {
+					var i,
+						xhr = options.xhr(),
+						id = ++xhrId;
+
+					// Open the socket
+					xhr.open( options.type, options.url, options.async, options.username, options.password );
+
+					// Apply custom fields if provided
+					if ( options.xhrFields ) {
+						for ( i in options.xhrFields ) {
+							xhr[ i ] = options.xhrFields[ i ];
+						}
+					}
+
+					// Override mime type if needed
+					if ( options.mimeType && xhr.overrideMimeType ) {
+						xhr.overrideMimeType( options.mimeType );
+					}
+
+					// X-Requested-With header
+					// For cross-domain requests, seeing as conditions for a preflight are
+					// akin to a jigsaw puzzle, we simply never set it to be sure.
+					// (it can always be set on a per-request basis or even using ajaxSetup)
+					// For same-domain requests, won't change header if already provided.
+					if ( !options.crossDomain && !headers["X-Requested-With"] ) {
+						headers["X-Requested-With"] = "XMLHttpRequest";
+					}
+
+					// Set headers
+					for ( i in headers ) {
+						// Support: IE<9
+						// IE's ActiveXObject throws a 'Type Mismatch' exception when setting
+						// request header to a null-value.
+						//
+						// To keep consistent with other XHR implementations, cast the value
+						// to string and ignore `undefined`.
+						if ( headers[ i ] !== undefined ) {
+							xhr.setRequestHeader( i, headers[ i ] + "" );
+						}
+					}
+
+					// Do send the request
+					// This may raise an exception which is actually
+					// handled in jQuery.ajax (so no try/catch here)
+					xhr.send( ( options.hasContent && options.data ) || null );
+
+					// Listener
+					callback = function( _, isAbort ) {
+						var status, statusText, responses;
+
+						// Was never called and is aborted or complete
+						if ( callback && ( isAbort || xhr.readyState === 4 ) ) {
+							// Clean up
+							delete xhrCallbacks[ id ];
+							callback = undefined;
+							xhr.onreadystatechange = jQuery.noop;
+
+							// Abort manually if needed
+							if ( isAbort ) {
+								if ( xhr.readyState !== 4 ) {
+									xhr.abort();
+								}
+							} else {
+								responses = {};
+								status = xhr.status;
+
+								// Support: IE<10
+								// Accessing binary-data responseText throws an exception
+								// (#11426)
+								if ( typeof xhr.responseText === "string" ) {
+									responses.text = xhr.responseText;
+								}
+
+								// Firefox throws an exception when accessing
+								// statusText for faulty cross-domain requests
+								try {
+									statusText = xhr.statusText;
+								} catch( e ) {
+									// We normalize with Webkit giving an empty statusText
+									statusText = "";
+								}
+
+								// Filter status for non standard behaviors
+
+								// If the request is local and we have data: assume a success
+								// (success with no data won't get notified, that's the best we
+								// can do given current implementations)
+								if ( !status && options.isLocal && !options.crossDomain ) {
+									status = responses.text ? 200 : 404;
+								// IE - #1450: sometimes returns 1223 when it should be 204
+								} else if ( status === 1223 ) {
+									status = 204;
+								}
+							}
+						}
+
+						// Call complete if needed
+						if ( responses ) {
+							complete( status, statusText, responses, xhr.getAllResponseHeaders() );
+						}
+					};
+
+					if ( !options.async ) {
+						// if we're in sync mode we fire the callback
+						callback();
+					} else if ( xhr.readyState === 4 ) {
+						// (IE6 & IE7) if it's in cache and has been
+						// retrieved directly we need to fire the callback
+						setTimeout( callback );
+					} else {
+						// Add to the list of active xhr callbacks
+						xhr.onreadystatechange = xhrCallbacks[ id ] = callback;
+					}
+				},
+
+				abort: function() {
+					if ( callback ) {
+						callback( undefined, true );
+					}
+				}
+			};
+		}
+	});
+}
+
+// Functions to create xhrs
+function createStandardXHR() {
+	try {
+		return new window.XMLHttpRequest();
+	} catch( e ) {}
+}
+
+function createActiveXHR() {
+	try {
+		return new window.ActiveXObject( "Microsoft.XMLHTTP" );
+	} catch( e ) {}
+}
+
+
+
+
+// Install script dataType
+jQuery.ajaxSetup({
+	accepts: {
+		script: "text/javascript, application/javascript, application/ecmascript, application/x-ecmascript"
+	},
+	contents: {
+		script: /(?:java|ecma)script/
+	},
+	converters: {
+		"text script": function( text ) {
+			jQuery.globalEval( text );
+			return text;
+		}
+	}
+});
+
+// Handle cache's special case and global
+jQuery.ajaxPrefilter( "script", function( s ) {
+	if ( s.cache === undefined ) {
+		s.cache = false;
+	}
+	if ( s.crossDomain ) {
+		s.type = "GET";
+		s.global = false;
+	}
+});
+
+// Bind script tag hack transport
+jQuery.ajaxTransport( "script", function(s) {
+
+	// This transport only deals with cross domain requests
+	if ( s.crossDomain ) {
+
+		var script,
+			head = document.head || jQuery("head")[0] || document.documentElement;
+
+		return {
+
+			send: function( _, callback ) {
+
+				script = document.createElement("script");
+
+				script.async = true;
+
+				if ( s.scriptCharset ) {
+					script.charset = s.scriptCharset;
+				}
+
+				script.src = s.url;
+
+				// Attach handlers for all browsers
+				script.onload = script.onreadystatechange = function( _, isAbort ) {
+
+					if ( isAbort || !script.readyState || /loaded|complete/.test( script.readyState ) ) {
+
+						// Handle memory leak in IE
+						script.onload = script.onreadystatechange = null;
+
+						// Remove the script
+						if ( script.parentNode ) {
+							script.parentNode.removeChild( script );
+						}
+
+						// Dereference the script
+						script = null;
+
+						// Callback if not abort
+						if ( !isAbort ) {
+							callback( 200, "success" );
+						}
+					}
+				};
+
+				// Circumvent IE6 bugs with base elements (#2709 and #4378) by prepending
+				// Use native DOM manipulation to avoid our domManip AJAX trickery
+				head.insertBefore( script, head.firstChild );
+			},
+
+			abort: function() {
+				if ( script ) {
+					script.onload( undefined, true );
+				}
+			}
+		};
+	}
+});
+
+
+
+
+var oldCallbacks = [],
+	rjsonp = /(=)\?(?=&|$)|\?\?/;
+
+// Default jsonp settings
+jQuery.ajaxSetup({
+	jsonp: "callback",
+	jsonpCallback: function() {
+		var callback = oldCallbacks.pop() || ( jQuery.expando + "_" + ( nonce++ ) );
+		this[ callback ] = true;
+		return callback;
+	}
+});
+
+// Detect, normalize options and install callbacks for jsonp requests
+jQuery.ajaxPrefilter( "json jsonp", function( s, originalSettings, jqXHR ) {
+
+	var callbackName, overwritten, responseContainer,
+		jsonProp = s.jsonp !== false && ( rjsonp.test( s.url ) ?
+			"url" :
+			typeof s.data === "string" && !( s.contentType || "" ).indexOf("application/x-www-form-urlencoded") && rjsonp.test( s.data ) && "data"
+		);
+
+	// Handle iff the expected data type is "jsonp" or we have a parameter to set
+	if ( jsonProp || s.dataTypes[ 0 ] === "jsonp" ) {
+
+		// Get callback name, remembering preexisting value associated with it
+		callbackName = s.jsonpCallback = jQuery.isFunction( s.jsonpCallback ) ?
+			s.jsonpCallback() :
+			s.jsonpCallback;
+
+		// Insert callback into url or form data
+		if ( jsonProp ) {
+			s[ jsonProp ] = s[ jsonProp ].replace( rjsonp, "$1" + callbackName );
+		} else if ( s.jsonp !== false ) {
+			s.url += ( rquery.test( s.url ) ? "&" : "?" ) + s.jsonp + "=" + callbackName;
+		}
+
+		// Use data converter to retrieve json after script execution
+		s.converters["script json"] = function() {
+			if ( !responseContainer ) {
+				jQuery.error( callbackName + " was not called" );
+			}
+			return responseContainer[ 0 ];
+		};
+
+		// force json dataType
+		s.dataTypes[ 0 ] = "json";
+
+		// Install callback
+		overwritten = window[ callbackName ];
+		window[ callbackName ] = function() {
+			responseContainer = arguments;
+		};
+
+		// Clean-up function (fires after converters)
+		jqXHR.always(function() {
+			// Restore preexisting value
+			window[ callbackName ] = overwritten;
+
+			// Save back as free
+			if ( s[ callbackName ] ) {
+				// make sure that re-using the options doesn't screw things around
+				s.jsonpCallback = originalSettings.jsonpCallback;
+
+				// save the callback name for future use
+				oldCallbacks.push( callbackName );
+			}
+
+			// Call if it was a function and we have a response
+			if ( responseContainer && jQuery.isFunction( overwritten ) ) {
+				overwritten( responseContainer[ 0 ] );
+			}
+
+			responseContainer = overwritten = undefined;
+		});
+
+		// Delegate to script
+		return "script";
+	}
+});
+
+
+
+
+// data: string of html
+// context (optional): If specified, the fragment will be created in this context, defaults to document
+// keepScripts (optional): If true, will include scripts passed in the html string
+jQuery.parseHTML = function( data, context, keepScripts ) {
+	if ( !data || typeof data !== "string" ) {
+		return null;
+	}
+	if ( typeof context === "boolean" ) {
+		keepScripts = context;
+		context = false;
+	}
+	context = context || document;
+
+	var parsed = rsingleTag.exec( data ),
+		scripts = !keepScripts && [];
+
+	// Single tag
+	if ( parsed ) {
+		return [ context.createElement( parsed[1] ) ];
+	}
+
+	parsed = jQuery.buildFragment( [ data ], context, scripts );
+
+	if ( scripts && scripts.length ) {
+		jQuery( scripts ).remove();
+	}
+
+	return jQuery.merge( [], parsed.childNodes );
+};
+
+
+// Keep a copy of the old load method
+var _load = jQuery.fn.load;
+
+/**
+ * Load a url into a page
+ */
+jQuery.fn.load = function( url, params, callback ) {
+	if ( typeof url !== "string" && _load ) {
+		return _load.apply( this, arguments );
+	}
+
+	var selector, response, type,
+		self = this,
+		off = url.indexOf(" ");
+
+	if ( off >= 0 ) {
+		selector = jQuery.trim( url.slice( off, url.length ) );
+		url = url.slice( 0, off );
+	}
+
+	// If it's a function
+	if ( jQuery.isFunction( params ) ) {
+
+		// We assume that it's the callback
+		callback = params;
+		params = undefined;
+
+	// Otherwise, build a param string
+	} else if ( params && typeof params === "object" ) {
+		type = "POST";
+	}
+
+	// If we have elements to modify, make the request
+	if ( self.length > 0 ) {
+		jQuery.ajax({
+			url: url,
+
+			// if "type" variable is undefined, then "GET" method will be used
+			type: type,
+			dataType: "html",
+			data: params
+		}).done(function( responseText ) {
+
+			// Save response for use in complete callback
+			response = arguments;
+
+			self.html( selector ?
+
+				// If a selector was specified, locate the right elements in a dummy div
+				// Exclude scripts to avoid IE 'Permission Denied' errors
+				jQuery("<div>").append( jQuery.parseHTML( responseText ) ).find( selector ) :
+
+				// Otherwise use the full result
+				responseText );
+
+		}).complete( callback && function( jqXHR, status ) {
+			self.each( callback, response || [ jqXHR.responseText, status, jqXHR ] );
+		});
+	}
+
+	return this;
+};
+
+
+
+
+jQuery.expr.filters.animated = function( elem ) {
+	return jQuery.grep(jQuery.timers, function( fn ) {
+		return elem === fn.elem;
+	}).length;
+};
+
+
+
+
+
+var docElem = window.document.documentElement;
+
+/**
+ * Gets a window from an element
+ */
+function getWindow( elem ) {
+	return jQuery.isWindow( elem ) ?
+		elem :
+		elem.nodeType === 9 ?
+			elem.defaultView || elem.parentWindow :
+			false;
+}
+
+jQuery.offset = {
+	setOffset: function( elem, options, i ) {
+		var curPosition, curLeft, curCSSTop, curTop, curOffset, curCSSLeft, calculatePosition,
+			position = jQuery.css( elem, "position" ),
+			curElem = jQuery( elem ),
+			props = {};
+
+		// set position first, in-case top/left are set even on static elem
+		if ( position === "static" ) {
+			elem.style.position = "relative";
+		}
+
+		curOffset = curElem.offset();
+		curCSSTop = jQuery.css( elem, "top" );
+		curCSSLeft = jQuery.css( elem, "left" );
+		calculatePosition = ( position === "absolute" || position === "fixed" ) &&
+			jQuery.inArray("auto", [ curCSSTop, curCSSLeft ] ) > -1;
+
+		// need to be able to calculate position if either top or left is auto and position is either absolute or fixed
+		if ( calculatePosition ) {
+			curPosition = curElem.position();
+			curTop = curPosition.top;
+			curLeft = curPosition.left;
+		} else {
+			curTop = parseFloat( curCSSTop ) || 0;
+			curLeft = parseFloat( curCSSLeft ) || 0;
+		}
+
+		if ( jQuery.isFunction( options ) ) {
+			options = options.call( elem, i, curOffset );
+		}
+
+		if ( options.top != null ) {
+			props.top = ( options.top - curOffset.top ) + curTop;
+		}
+		if ( options.left != null ) {
+			props.left = ( options.left - curOffset.left ) + curLeft;
+		}
+
+		if ( "using" in options ) {
+			options.using.call( elem, props );
+		} else {
+			curElem.css( props );
+		}
+	}
+};
+
+jQuery.fn.extend({
+	offset: function( options ) {
+		if ( arguments.length ) {
+			return options === undefined ?
+				this :
+				this.each(function( i ) {
+					jQuery.offset.setOffset( this, options, i );
+				});
+		}
+
+		var docElem, win,
+			box = { top: 0, left: 0 },
+			elem = this[ 0 ],
+			doc = elem && elem.ownerDocument;
+
+		if ( !doc ) {
+			return;
+		}
+
+		docElem = doc.documentElement;
+
+		// Make sure it's not a disconnected DOM node
+		if ( !jQuery.contains( docElem, elem ) ) {
+			return box;
+		}
+
+		// If we don't have gBCR, just use 0,0 rather than error
+		// BlackBerry 5, iOS 3 (original iPhone)
+		if ( typeof elem.getBoundingClientRect !== strundefined ) {
+			box = elem.getBoundingClientRect();
+		}
+		win = getWindow( doc );
+		return {
+			top: box.top  + ( win.pageYOffset || docElem.scrollTop )  - ( docElem.clientTop  || 0 ),
+			left: box.left + ( win.pageXOffset || docElem.scrollLeft ) - ( docElem.clientLeft || 0 )
+		};
+	},
+
+	position: function() {
+		if ( !this[ 0 ] ) {
+			return;
+		}
+
+		var offsetParent, offset,
+			parentOffset = { top: 0, left: 0 },
+			elem = this[ 0 ];
+
+		// fixed elements are offset from window (parentOffset = {top:0, left: 0}, because it is its only offset parent
+		if ( jQuery.css( elem, "position" ) === "fixed" ) {
+			// we assume that getBoundingClientRect is available when computed position is fixed
+			offset = elem.getBoundingClientRect();
+		} else {
+			// Get *real* offsetParent
+			offsetParent = this.offsetParent();
+
+			// Get correct offsets
+			offset = this.offset();
+			if ( !jQuery.nodeName( offsetParent[ 0 ], "html" ) ) {
+				parentOffset = offsetParent.offset();
+			}
+
+			// Add offsetParent borders
+			parentOffset.top  += jQuery.css( offsetParent[ 0 ], "borderTopWidth", true );
+			parentOffset.left += jQuery.css( offsetParent[ 0 ], "borderLeftWidth", true );
+		}
+
+		// Subtract parent offsets and element margins
+		// note: when an element has margin: auto the offsetLeft and marginLeft
+		// are the same in Safari causing offset.left to incorrectly be 0
+		return {
+			top:  offset.top  - parentOffset.top - jQuery.css( elem, "marginTop", true ),
+			left: offset.left - parentOffset.left - jQuery.css( elem, "marginLeft", true)
+		};
+	},
+
+	offsetParent: function() {
+		return this.map(function() {
+			var offsetParent = this.offsetParent || docElem;
+
+			while ( offsetParent && ( !jQuery.nodeName( offsetParent, "html" ) && jQuery.css( offsetParent, "position" ) === "static" ) ) {
+				offsetParent = offsetParent.offsetParent;
+			}
+			return offsetParent || docElem;
+		});
+	}
+});
+
+// Create scrollLeft and scrollTop methods
+jQuery.each( { scrollLeft: "pageXOffset", scrollTop: "pageYOffset" }, function( method, prop ) {
+	var top = /Y/.test( prop );
+
+	jQuery.fn[ method ] = function( val ) {
+		return access( this, function( elem, method, val ) {
+			var win = getWindow( elem );
+
+			if ( val === undefined ) {
+				return win ? (prop in win) ? win[ prop ] :
+					win.document.documentElement[ method ] :
+					elem[ method ];
+			}
+
+			if ( win ) {
+				win.scrollTo(
+					!top ? val : jQuery( win ).scrollLeft(),
+					top ? val : jQuery( win ).scrollTop()
+				);
+
+			} else {
+				elem[ method ] = val;
+			}
+		}, method, val, arguments.length, null );
+	};
+});
+
+// Add the top/left cssHooks using jQuery.fn.position
+// Webkit bug: https://bugs.webkit.org/show_bug.cgi?id=29084
+// getComputedStyle returns percent when specified for top/left/bottom/right
+// rather than make the css module depend on the offset module, we just check for it here
+jQuery.each( [ "top", "left" ], function( i, prop ) {
+	jQuery.cssHooks[ prop ] = addGetHookIf( support.pixelPosition,
+		function( elem, computed ) {
+			if ( computed ) {
+				computed = curCSS( elem, prop );
+				// if curCSS returns percentage, fallback to offset
+				return rnumnonpx.test( computed ) ?
+					jQuery( elem ).position()[ prop ] + "px" :
+					computed;
+			}
+		}
+	);
+});
+
+
+// Create innerHeight, innerWidth, height, width, outerHeight and outerWidth methods
+jQuery.each( { Height: "height", Width: "width" }, function( name, type ) {
+	jQuery.each( { padding: "inner" + name, content: type, "": "outer" + name }, function( defaultExtra, funcName ) {
+		// margin is only for outerHeight, outerWidth
+		jQuery.fn[ funcName ] = function( margin, value ) {
+			var chainable = arguments.length && ( defaultExtra || typeof margin !== "boolean" ),
+				extra = defaultExtra || ( margin === true || value === true ? "margin" : "border" );
+
+			return access( this, function( elem, type, value ) {
+				var doc;
+
+				if ( jQuery.isWindow( elem ) ) {
+					// As of 5/8/2012 this will yield incorrect results for Mobile Safari, but there
+					// isn't a whole lot we can do. See pull request at this URL for discussion:
+					// https://github.com/jquery/jquery/pull/764
+					return elem.document.documentElement[ "client" + name ];
+				}
+
+				// Get document width or height
+				if ( elem.nodeType === 9 ) {
+					doc = elem.documentElement;
+
+					// Either scroll[Width/Height] or offset[Width/Height] or client[Width/Height], whichever is greatest
+					// unfortunately, this causes bug #3838 in IE6/8 only, but there is currently no good, small way to fix it.
+					return Math.max(
+						elem.body[ "scroll" + name ], doc[ "scroll" + name ],
+						elem.body[ "offset" + name ], doc[ "offset" + name ],
+						doc[ "client" + name ]
+					);
+				}
+
+				return value === undefined ?
+					// Get width or height on the element, requesting but not forcing parseFloat
+					jQuery.css( elem, type, extra ) :
+
+					// Set width or height on the element
+					jQuery.style( elem, type, value, extra );
+			}, type, chainable ? margin : undefined, chainable, null );
+		};
+	});
+});
+
+
+// The number of elements contained in the matched element set
+jQuery.fn.size = function() {
+	return this.length;
+};
+
+jQuery.fn.andSelf = jQuery.fn.addBack;
+
+
+
+
+// Register as a named AMD module, since jQuery can be concatenated with other
+// files that may use define, but not via a proper concatenation script that
+// understands anonymous AMD modules. A named AMD is safest and most robust
+// way to register. Lowercase jquery is used because AMD module names are
+// derived from file names, and jQuery is normally delivered in a lowercase
+// file name. Do this after creating the global so that if an AMD module wants
+// to call noConflict to hide this version of jQuery, it will work.
+
+// Note that for maximum portability, libraries that are not jQuery should
+// declare themselves as anonymous modules, and avoid setting a global if an
+// AMD loader is present. jQuery is a special case. For more information, see
+// https://github.com/jrburke/requirejs/wiki/Updating-existing-libraries#wiki-anon
+
+if ( typeof define === "function" && define.amd ) {
+	define( "jquery", [], function() {
+		return jQuery;
+	});
+}
+
+
+
+
+var
+	// Map over jQuery in case of overwrite
+	_jQuery = window.jQuery,
+
+	// Map over the $ in case of overwrite
+	_$ = window.$;
+
+jQuery.noConflict = function( deep ) {
+	if ( window.$ === jQuery ) {
+		window.$ = _$;
+	}
+
+	if ( deep && window.jQuery === jQuery ) {
+		window.jQuery = _jQuery;
+	}
+
+	return jQuery;
+};
+
+// Expose jQuery and $ identifiers, even in
+// AMD (#7102#comment:10, https://github.com/jquery/jquery/pull/557)
+// and CommonJS for browser emulators (#13566)
+if ( typeof noGlobal === strundefined ) {
+	window.jQuery = window.$ = jQuery;
+}
+
+
+
+
+return jQuery;
+
+}));
diff --git a/doc/build/_static/jquery.js b/doc/build/_static/jquery.js
new file mode 100644
index 0000000..ab28a24
--- /dev/null
+++ b/doc/build/_static/jquery.js
@@ -0,0 +1,4 @@
+/*! jQuery v1.11.1 | (c) 2005, 2014 jQuery Foundation, Inc. | jquery.org/license */
+!function(a,b){"object"==typeof module&&"object"==typeof module.exports?module.exports=a.document?b(a,!0):function(a){if(!a.document)throw new Error("jQuery requires a window with a document");return b(a)}:b(a)}("undefined"!=typeof window?window:this,function(a,b){var c=[],d=c.slice,e=c.concat,f=c.push,g=c.indexOf,h={},i=h.toString,j=h.hasOwnProperty,k={},l="1.11.1",m=function(a,b){return new m.fn.init(a,b)},n=/^[\s\uFEFF\xA0]+|[\s\uFEFF\xA0]+$/g,o=/^-ms-/,p=/-([\da-z])/gi,q=function(a,b [...]
+if(k&&j[k]&&(e||j[k].data)||void 0!==d||"string"!=typeof b)return k||(k=i?a[h]=c.pop()||m.guid++:h),j[k]||(j[k]=i?{}:{toJSON:m.noop}),("object"==typeof b||"function"==typeof b)&&(e?j[k]=m.extend(j[k],b):j[k].data=m.extend(j[k].data,b)),g=j[k],e||(g.data||(g.data={}),g=g.data),void 0!==d&&(g[m.camelCase(b)]=d),"string"==typeof b?(f=g[b],null==f&&(f=g[m.camelCase(b)])):f=g,f}}function R(a,b,c){if(m.acceptData(a)){var d,e,f=a.nodeType,g=f?m.cache:a,h=f?a[m.expando]:m.expando;if(g[h]){if(b&& [...]
+},cur:function(){var a=Zb.propHooks[this.prop];return a&&a.get?a.get(this):Zb.propHooks._default.get(this)},run:function(a){var b,c=Zb.propHooks[this.prop];return this.pos=b=this.options.duration?m.easing[this.easing](a,this.options.duration*a,0,1,this.options.duration):a,this.now=(this.end-this.start)*b+this.start,this.options.step&&this.options.step.call(this.elem,this.now,this),c&&c.set?c.set(this):Zb.propHooks._default.set(this),this}},Zb.prototype.init.prototype=Zb.prototype,Zb.prop [...]
diff --git a/doc/build/_static/minus.png b/doc/build/_static/minus.png
new file mode 100644
index 0000000..0f22b16
Binary files /dev/null and b/doc/build/_static/minus.png differ
diff --git a/doc/build/_static/plus.png b/doc/build/_static/plus.png
new file mode 100644
index 0000000..0cfe084
Binary files /dev/null and b/doc/build/_static/plus.png differ
diff --git a/doc/build/_static/pygments.css b/doc/build/_static/pygments.css
new file mode 100644
index 0000000..8213e90
--- /dev/null
+++ b/doc/build/_static/pygments.css
@@ -0,0 +1,65 @@
+.highlight .hll { background-color: #ffffcc }
+.highlight  { background: #eeffcc; }
+.highlight .c { color: #408090; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #007020; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #408090; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #408090; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #007020 } /* Comment.Preproc */
+.highlight .cpf { color: #408090; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #408090; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #408090; background-color: #fff0f0 } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .gr { color: #FF0000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #00A000 } /* Generic.Inserted */
+.highlight .go { color: #333333 } /* Generic.Output */
+.highlight .gp { color: #c65d09; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #007020; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #007020; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #007020; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #007020 } /* Keyword.Pseudo */
+.highlight .kr { color: #007020; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #902000 } /* Keyword.Type */
+.highlight .m { color: #208050 } /* Literal.Number */
+.highlight .s { color: #4070a0 } /* Literal.String */
+.highlight .na { color: #4070a0 } /* Name.Attribute */
+.highlight .nb { color: #007020 } /* Name.Builtin */
+.highlight .nc { color: #0e84b5; font-weight: bold } /* Name.Class */
+.highlight .no { color: #60add5 } /* Name.Constant */
+.highlight .nd { color: #555555; font-weight: bold } /* Name.Decorator */
+.highlight .ni { color: #d55537; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #007020 } /* Name.Exception */
+.highlight .nf { color: #06287e } /* Name.Function */
+.highlight .nl { color: #002070; font-weight: bold } /* Name.Label */
+.highlight .nn { color: #0e84b5; font-weight: bold } /* Name.Namespace */
+.highlight .nt { color: #062873; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #bb60d5 } /* Name.Variable */
+.highlight .ow { color: #007020; font-weight: bold } /* Operator.Word */
+.highlight .w { color: #bbbbbb } /* Text.Whitespace */
+.highlight .mb { color: #208050 } /* Literal.Number.Bin */
+.highlight .mf { color: #208050 } /* Literal.Number.Float */
+.highlight .mh { color: #208050 } /* Literal.Number.Hex */
+.highlight .mi { color: #208050 } /* Literal.Number.Integer */
+.highlight .mo { color: #208050 } /* Literal.Number.Oct */
+.highlight .sb { color: #4070a0 } /* Literal.String.Backtick */
+.highlight .sc { color: #4070a0 } /* Literal.String.Char */
+.highlight .sd { color: #4070a0; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #4070a0 } /* Literal.String.Double */
+.highlight .se { color: #4070a0; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #4070a0 } /* Literal.String.Heredoc */
+.highlight .si { color: #70a0d0; font-style: italic } /* Literal.String.Interpol */
+.highlight .sx { color: #c65d09 } /* Literal.String.Other */
+.highlight .sr { color: #235388 } /* Literal.String.Regex */
+.highlight .s1 { color: #4070a0 } /* Literal.String.Single */
+.highlight .ss { color: #517918 } /* Literal.String.Symbol */
+.highlight .bp { color: #007020 } /* Name.Builtin.Pseudo */
+.highlight .vc { color: #bb60d5 } /* Name.Variable.Class */
+.highlight .vg { color: #bb60d5 } /* Name.Variable.Global */
+.highlight .vi { color: #bb60d5 } /* Name.Variable.Instance */
+.highlight .il { color: #208050 } /* Literal.Number.Integer.Long */
\ No newline at end of file
diff --git a/doc/build/_static/searchtools.js b/doc/build/_static/searchtools.js
new file mode 100644
index 0000000..066857c
--- /dev/null
+++ b/doc/build/_static/searchtools.js
@@ -0,0 +1,651 @@
+/*
+ * searchtools.js_t
+ * ~~~~~~~~~~~~~~~~
+ *
+ * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2016 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+
+/* Non-minified version JS is _stemmer.js if file is provided */ 
+/**
+ * Porter Stemmer
+ */
+var Stemmer = function() {
+
+  var step2list = {
+    ational: 'ate',
+    tional: 'tion',
+    enci: 'ence',
+    anci: 'ance',
+    izer: 'ize',
+    bli: 'ble',
+    alli: 'al',
+    entli: 'ent',
+    eli: 'e',
+    ousli: 'ous',
+    ization: 'ize',
+    ation: 'ate',
+    ator: 'ate',
+    alism: 'al',
+    iveness: 'ive',
+    fulness: 'ful',
+    ousness: 'ous',
+    aliti: 'al',
+    iviti: 'ive',
+    biliti: 'ble',
+    logi: 'log'
+  };
+
+  var step3list = {
+    icate: 'ic',
+    ative: '',
+    alize: 'al',
+    iciti: 'ic',
+    ical: 'ic',
+    ful: '',
+    ness: ''
+  };
+
+  var c = "[^aeiou]";          // consonant
+  var v = "[aeiouy]";          // vowel
+  var C = c + "[^aeiouy]*";    // consonant sequence
+  var V = v + "[aeiou]*";      // vowel sequence
+
+  var mgr0 = "^(" + C + ")?" + V + C;                      // [C]VC... is m>0
+  var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$";    // [C]VC[V] is m=1
+  var mgr1 = "^(" + C + ")?" + V + C + V + C;              // [C]VCVC... is m>1
+  var s_v   = "^(" + C + ")?" + v;                         // vowel in stem
+
+  this.stemWord = function (w) {
+    var stem;
+    var suffix;
+    var firstch;
+    var origword = w;
+
+    if (w.length < 3)
+      return w;
+
+    var re;
+    var re2;
+    var re3;
+    var re4;
+
+    firstch = w.substr(0,1);
+    if (firstch == "y")
+      w = firstch.toUpperCase() + w.substr(1);
+
+    // Step 1a
+    re = /^(.+?)(ss|i)es$/;
+    re2 = /^(.+?)([^s])s$/;
+
+    if (re.test(w))
+      w = w.replace(re,"$1$2");
+    else if (re2.test(w))
+      w = w.replace(re2,"$1$2");
+
+    // Step 1b
+    re = /^(.+?)eed$/;
+    re2 = /^(.+?)(ed|ing)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      re = new RegExp(mgr0);
+      if (re.test(fp[1])) {
+        re = /.$/;
+        w = w.replace(re,"");
+      }
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1];
+      re2 = new RegExp(s_v);
+      if (re2.test(stem)) {
+        w = stem;
+        re2 = /(at|bl|iz)$/;
+        re3 = new RegExp("([^aeiouylsz])\\1$");
+        re4 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+        if (re2.test(w))
+          w = w + "e";
+        else if (re3.test(w)) {
+          re = /.$/;
+          w = w.replace(re,"");
+        }
+        else if (re4.test(w))
+          w = w + "e";
+      }
+    }
+
+    // Step 1c
+    re = /^(.+?)y$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(s_v);
+      if (re.test(stem))
+        w = stem + "i";
+    }
+
+    // Step 2
+    re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step2list[suffix];
+    }
+
+    // Step 3
+    re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step3list[suffix];
+    }
+
+    // Step 4
+    re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;
+    re2 = /^(.+?)(s|t)(ion)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      if (re.test(stem))
+        w = stem;
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1] + fp[2];
+      re2 = new RegExp(mgr1);
+      if (re2.test(stem))
+        w = stem;
+    }
+
+    // Step 5
+    re = /^(.+?)e$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      re2 = new RegExp(meq1);
+      re3 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+      if (re.test(stem) || (re2.test(stem) && !(re3.test(stem))))
+        w = stem;
+    }
+    re = /ll$/;
+    re2 = new RegExp(mgr1);
+    if (re.test(w) && re2.test(w)) {
+      re = /.$/;
+      w = w.replace(re,"");
+    }
+
+    // and turn initial Y back to y
+    if (firstch == "y")
+      w = firstch.toLowerCase() + w.substr(1);
+    return w;
+  }
+}
+
+
+
+/**
+ * Simple result scoring code.
+ */
+var Scorer = {
+  // Implement the following function to further tweak the score for each result
+  // The function takes a result array [filename, title, anchor, descr, score]
+  // and returns the new score.
+  /*
+  score: function(result) {
+    return result[4];
+  },
+  */
+
+  // query matches the full name of an object
+  objNameMatch: 11,
+  // or matches in the last dotted part of the object name
+  objPartialMatch: 6,
+  // Additive scores depending on the priority of the object
+  objPrio: {0:  15,   // used to be importantResults
+            1:  5,   // used to be objectResults
+            2: -5},  // used to be unimportantResults
+  //  Used when the priority is not in the mapping.
+  objPrioDefault: 0,
+
+  // query found in title
+  title: 15,
+  // query found in terms
+  term: 5
+};
+
+
+/**
+ * Search Module
+ */
+var Search = {
+
+  _index : null,
+  _queued_query : null,
+  _pulse_status : -1,
+
+  init : function() {
+      var params = $.getQueryParameters();
+      if (params.q) {
+          var query = params.q[0];
+          $('input[name="q"]')[0].value = query;
+          this.performSearch(query);
+      }
+  },
+
+  loadIndex : function(url) {
+    $.ajax({type: "GET", url: url, data: null,
+            dataType: "script", cache: true,
+            complete: function(jqxhr, textstatus) {
+              if (textstatus != "success") {
+                document.getElementById("searchindexloader").src = url;
+              }
+            }});
+  },
+
+  setIndex : function(index) {
+    var q;
+    this._index = index;
+    if ((q = this._queued_query) !== null) {
+      this._queued_query = null;
+      Search.query(q);
+    }
+  },
+
+  hasIndex : function() {
+      return this._index !== null;
+  },
+
+  deferQuery : function(query) {
+      this._queued_query = query;
+  },
+
+  stopPulse : function() {
+      this._pulse_status = 0;
+  },
+
+  startPulse : function() {
+    if (this._pulse_status >= 0)
+        return;
+    function pulse() {
+      var i;
+      Search._pulse_status = (Search._pulse_status + 1) % 4;
+      var dotString = '';
+      for (i = 0; i < Search._pulse_status; i++)
+        dotString += '.';
+      Search.dots.text(dotString);
+      if (Search._pulse_status > -1)
+        window.setTimeout(pulse, 500);
+    }
+    pulse();
+  },
+
+  /**
+   * perform a search for something (or wait until index is loaded)
+   */
+  performSearch : function(query) {
+    // create the required interface elements
+    this.out = $('#search-results');
+    this.title = $('<h2>' + _('Searching') + '</h2>').appendTo(this.out);
+    this.dots = $('<span></span>').appendTo(this.title);
+    this.status = $('<p style="display: none"></p>').appendTo(this.out);
+    this.output = $('<ul class="search"/>').appendTo(this.out);
+
+    $('#search-progress').text(_('Preparing search...'));
+    this.startPulse();
+
+    // index already loaded, the browser was quick!
+    if (this.hasIndex())
+      this.query(query);
+    else
+      this.deferQuery(query);
+  },
+
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  query : function(query) {
+    var i;
+    var stopwords = ["a","and","are","as","at","be","but","by","for","if","in","into","is","it","near","no","not","of","on","or","such","that","the","their","then","there","these","they","this","to","was","will","with"];
+
+    // stem the searchterms and add them to the correct list
+    var stemmer = new Stemmer();
+    var searchterms = [];
+    var excluded = [];
+    var hlterms = [];
+    var tmp = query.split(/\s+/);
+    var objectterms = [];
+    for (i = 0; i < tmp.length; i++) {
+      if (tmp[i] !== "") {
+          objectterms.push(tmp[i].toLowerCase());
+      }
+
+      if ($u.indexOf(stopwords, tmp[i].toLowerCase()) != -1 || tmp[i].match(/^\d+$/) ||
+          tmp[i] === "") {
+        // skip this "word"
+        continue;
+      }
+      // stem the word
+      var word = stemmer.stemWord(tmp[i].toLowerCase());
+      var toAppend;
+      // select the correct list
+      if (word[0] == '-') {
+        toAppend = excluded;
+        word = word.substr(1);
+      }
+      else {
+        toAppend = searchterms;
+        hlterms.push(tmp[i].toLowerCase());
+      }
+      // only add if not already in the list
+      if (!$u.contains(toAppend, word))
+        toAppend.push(word);
+    }
+    var highlightstring = '?highlight=' + $.urlencode(hlterms.join(" "));
+
+    // console.debug('SEARCH: searching for:');
+    // console.info('required: ', searchterms);
+    // console.info('excluded: ', excluded);
+
+    // prepare search
+    var terms = this._index.terms;
+    var titleterms = this._index.titleterms;
+
+    // array of [filename, title, anchor, descr, score]
+    var results = [];
+    $('#search-progress').empty();
+
+    // lookup as object
+    for (i = 0; i < objectterms.length; i++) {
+      var others = [].concat(objectterms.slice(0, i),
+                             objectterms.slice(i+1, objectterms.length));
+      results = results.concat(this.performObjectSearch(objectterms[i], others));
+    }
+
+    // lookup as search terms in fulltext
+    results = results.concat(this.performTermsSearch(searchterms, excluded, terms, titleterms));
+
+    // let the scorer override scores with a custom scoring function
+    if (Scorer.score) {
+      for (i = 0; i < results.length; i++)
+        results[i][4] = Scorer.score(results[i]);
+    }
+
+    // now sort the results by score (in opposite order of appearance, since the
+    // display function below uses pop() to retrieve items) and then
+    // alphabetically
+    results.sort(function(a, b) {
+      var left = a[4];
+      var right = b[4];
+      if (left > right) {
+        return 1;
+      } else if (left < right) {
+        return -1;
+      } else {
+        // same score: sort alphabetically
+        left = a[1].toLowerCase();
+        right = b[1].toLowerCase();
+        return (left > right) ? -1 : ((left < right) ? 1 : 0);
+      }
+    });
+
+    // for debugging
+    //Search.lastresults = results.slice();  // a copy
+    //console.info('search results:', Search.lastresults);
+
+    // print the results
+    var resultCount = results.length;
+    function displayNextItem() {
+      // results left, load the summary and display it
+      if (results.length) {
+        var item = results.pop();
+        var listItem = $('<li style="display:none"></li>');
+        if (DOCUMENTATION_OPTIONS.FILE_SUFFIX === '') {
+          // dirhtml builder
+          var dirname = item[0] + '/';
+          if (dirname.match(/\/index\/$/)) {
+            dirname = dirname.substring(0, dirname.length-6);
+          } else if (dirname == 'index/') {
+            dirname = '';
+          }
+          listItem.append($('<a/>').attr('href',
+            DOCUMENTATION_OPTIONS.URL_ROOT + dirname +
+            highlightstring + item[2]).html(item[1]));
+        } else {
+          // normal html builders
+          listItem.append($('<a/>').attr('href',
+            item[0] + DOCUMENTATION_OPTIONS.FILE_SUFFIX +
+            highlightstring + item[2]).html(item[1]));
+        }
+        if (item[3]) {
+          listItem.append($('<span> (' + item[3] + ')</span>'));
+          Search.output.append(listItem);
+          listItem.slideDown(5, function() {
+            displayNextItem();
+          });
+        } else if (DOCUMENTATION_OPTIONS.HAS_SOURCE) {
+          $.ajax({url: DOCUMENTATION_OPTIONS.URL_ROOT + '_sources/' + item[0] + '.txt',
+                  dataType: "text",
+                  complete: function(jqxhr, textstatus) {
+                    var data = jqxhr.responseText;
+                    if (data !== '' && data !== undefined) {
+                      listItem.append(Search.makeSearchSummary(data, searchterms, hlterms));
+                    }
+                    Search.output.append(listItem);
+                    listItem.slideDown(5, function() {
+                      displayNextItem();
+                    });
+                  }});
+        } else {
+          // no source available, just display title
+          Search.output.append(listItem);
+          listItem.slideDown(5, function() {
+            displayNextItem();
+          });
+        }
+      }
+      // search finished, update title and status message
+      else {
+        Search.stopPulse();
+        Search.title.text(_('Search Results'));
+        if (!resultCount)
+          Search.status.text(_('Your search did not match any documents. Please make sure that all words are spelled correctly and that you\'ve selected enough categories.'));
+        else
+            Search.status.text(_('Search finished, found %s page(s) matching the search query.').replace('%s', resultCount));
+        Search.status.fadeIn(500);
+      }
+    }
+    displayNextItem();
+  },
+
+  /**
+   * search for object names
+   */
+  performObjectSearch : function(object, otherterms) {
+    var filenames = this._index.filenames;
+    var objects = this._index.objects;
+    var objnames = this._index.objnames;
+    var titles = this._index.titles;
+
+    var i;
+    var results = [];
+
+    for (var prefix in objects) {
+      for (var name in objects[prefix]) {
+        var fullname = (prefix ? prefix + '.' : '') + name;
+        if (fullname.toLowerCase().indexOf(object) > -1) {
+          var score = 0;
+          var parts = fullname.split('.');
+          // check for different match types: exact matches of full name or
+          // "last name" (i.e. last dotted part)
+          if (fullname == object || parts[parts.length - 1] == object) {
+            score += Scorer.objNameMatch;
+          // matches in last name
+          } else if (parts[parts.length - 1].indexOf(object) > -1) {
+            score += Scorer.objPartialMatch;
+          }
+          var match = objects[prefix][name];
+          var objname = objnames[match[1]][2];
+          var title = titles[match[0]];
+          // If more than one term searched for, we require other words to be
+          // found in the name/title/description
+          if (otherterms.length > 0) {
+            var haystack = (prefix + ' ' + name + ' ' +
+                            objname + ' ' + title).toLowerCase();
+            var allfound = true;
+            for (i = 0; i < otherterms.length; i++) {
+              if (haystack.indexOf(otherterms[i]) == -1) {
+                allfound = false;
+                break;
+              }
+            }
+            if (!allfound) {
+              continue;
+            }
+          }
+          var descr = objname + _(', in ') + title;
+
+          var anchor = match[3];
+          if (anchor === '')
+            anchor = fullname;
+          else if (anchor == '-')
+            anchor = objnames[match[1]][1] + '-' + fullname;
+          // add custom score for some objects according to scorer
+          if (Scorer.objPrio.hasOwnProperty(match[2])) {
+            score += Scorer.objPrio[match[2]];
+          } else {
+            score += Scorer.objPrioDefault;
+          }
+          results.push([filenames[match[0]], fullname, '#'+anchor, descr, score]);
+        }
+      }
+    }
+
+    return results;
+  },
+
+  /**
+   * search for full-text terms in the index
+   */
+  performTermsSearch : function(searchterms, excluded, terms, titleterms) {
+    var filenames = this._index.filenames;
+    var titles = this._index.titles;
+
+    var i, j, file;
+    var fileMap = {};
+    var scoreMap = {};
+    var results = [];
+
+    // perform the search on the required terms
+    for (i = 0; i < searchterms.length; i++) {
+      var word = searchterms[i];
+      var files = [];
+      var _o = [
+        {files: terms[word], score: Scorer.term},
+        {files: titleterms[word], score: Scorer.title}
+      ];
+
+      // no match but word was a required one
+      if ($u.every(_o, function(o){return o.files === undefined;})) {
+        break;
+      }
+      // found search word in contents
+      $u.each(_o, function(o) {
+        var _files = o.files;
+        if (_files === undefined)
+          return
+
+        if (_files.length === undefined)
+          _files = [_files];
+        files = files.concat(_files);
+
+        // set score for the word in each file to Scorer.term
+        for (j = 0; j < _files.length; j++) {
+          file = _files[j];
+          if (!(file in scoreMap))
+            scoreMap[file] = {}
+          scoreMap[file][word] = o.score;
+        }
+      });
+
+      // create the mapping
+      for (j = 0; j < files.length; j++) {
+        file = files[j];
+        if (file in fileMap)
+          fileMap[file].push(word);
+        else
+          fileMap[file] = [word];
+      }
+    }
+
+    // now check if the files don't contain excluded terms
+    for (file in fileMap) {
+      var valid = true;
+
+      // check if all requirements are matched
+      if (fileMap[file].length != searchterms.length)
+          continue;
+
+      // ensure that none of the excluded terms is in the search result
+      for (i = 0; i < excluded.length; i++) {
+        if (terms[excluded[i]] == file ||
+            titleterms[excluded[i]] == file ||
+            $u.contains(terms[excluded[i]] || [], file) ||
+            $u.contains(titleterms[excluded[i]] || [], file)) {
+          valid = false;
+          break;
+        }
+      }
+
+      // if we have still a valid result we can add it to the result list
+      if (valid) {
+        // select one (max) score for the file.
+        // for better ranking, we should calculate ranking by using words statistics like basic tf-idf...
+        var score = $u.max($u.map(fileMap[file], function(w){return scoreMap[file][w]}));
+        results.push([filenames[file], titles[file], '', null, score]);
+      }
+    }
+    return results;
+  },
+
+  /**
+   * helper function to return a node containing the
+   * search summary for a given text. keywords is a list
+   * of stemmed words, hlwords is the list of normal, unstemmed
+   * words. the first one is used to find the occurrence, the
+   * latter for highlighting it.
+   */
+  makeSearchSummary : function(text, keywords, hlwords) {
+    var textLower = text.toLowerCase();
+    var start = 0;
+    $.each(keywords, function() {
+      var i = textLower.indexOf(this.toLowerCase());
+      if (i > -1)
+        start = i;
+    });
+    start = Math.max(start - 120, 0);
+    var excerpt = ((start > 0) ? '...' : '') +
+      $.trim(text.substr(start, 240)) +
+      ((start + 240 - text.length) ? '...' : '');
+    var rv = $('<div class="context"></div>').text(excerpt);
+    $.each(hlwords, function() {
+      rv = rv.highlightText(this, 'highlighted');
+    });
+    return rv;
+  }
+};
+
+$(document).ready(function() {
+  Search.init();
+});
\ No newline at end of file
diff --git a/doc/build/_static/underscore-1.3.1.js b/doc/build/_static/underscore-1.3.1.js
new file mode 100644
index 0000000..208d4cd
--- /dev/null
+++ b/doc/build/_static/underscore-1.3.1.js
@@ -0,0 +1,999 @@
+//     Underscore.js 1.3.1
+//     (c) 2009-2012 Jeremy Ashkenas, DocumentCloud Inc.
+//     Underscore is freely distributable under the MIT license.
+//     Portions of Underscore are inspired or borrowed from Prototype,
+//     Oliver Steele's Functional, and John Resig's Micro-Templating.
+//     For all details and documentation:
+//     http://documentcloud.github.com/underscore
+
+(function() {
+
+  // Baseline setup
+  // --------------
+
+  // Establish the root object, `window` in the browser, or `global` on the server.
+  var root = this;
+
+  // Save the previous value of the `_` variable.
+  var previousUnderscore = root._;
+
+  // Establish the object that gets returned to break out of a loop iteration.
+  var breaker = {};
+
+  // Save bytes in the minified (but not gzipped) version:
+  var ArrayProto = Array.prototype, ObjProto = Object.prototype, FuncProto = Function.prototype;
+
+  // Create quick reference variables for speed access to core prototypes.
+  var slice            = ArrayProto.slice,
+      unshift          = ArrayProto.unshift,
+      toString         = ObjProto.toString,
+      hasOwnProperty   = ObjProto.hasOwnProperty;
+
+  // All **ECMAScript 5** native function implementations that we hope to use
+  // are declared here.
+  var
+    nativeForEach      = ArrayProto.forEach,
+    nativeMap          = ArrayProto.map,
+    nativeReduce       = ArrayProto.reduce,
+    nativeReduceRight  = ArrayProto.reduceRight,
+    nativeFilter       = ArrayProto.filter,
+    nativeEvery        = ArrayProto.every,
+    nativeSome         = ArrayProto.some,
+    nativeIndexOf      = ArrayProto.indexOf,
+    nativeLastIndexOf  = ArrayProto.lastIndexOf,
+    nativeIsArray      = Array.isArray,
+    nativeKeys         = Object.keys,
+    nativeBind         = FuncProto.bind;
+
+  // Create a safe reference to the Underscore object for use below.
+  var _ = function(obj) { return new wrapper(obj); };
+
+  // Export the Underscore object for **Node.js**, with
+  // backwards-compatibility for the old `require()` API. If we're in
+  // the browser, add `_` as a global object via a string identifier,
+  // for Closure Compiler "advanced" mode.
+  if (typeof exports !== 'undefined') {
+    if (typeof module !== 'undefined' && module.exports) {
+      exports = module.exports = _;
+    }
+    exports._ = _;
+  } else {
+    root['_'] = _;
+  }
+
+  // Current version.
+  _.VERSION = '1.3.1';
+
+  // Collection Functions
+  // --------------------
+
+  // The cornerstone, an `each` implementation, aka `forEach`.
+  // Handles objects with the built-in `forEach`, arrays, and raw objects.
+  // Delegates to **ECMAScript 5**'s native `forEach` if available.
+  var each = _.each = _.forEach = function(obj, iterator, context) {
+    if (obj == null) return;
+    if (nativeForEach && obj.forEach === nativeForEach) {
+      obj.forEach(iterator, context);
+    } else if (obj.length === +obj.length) {
+      for (var i = 0, l = obj.length; i < l; i++) {
+        if (i in obj && iterator.call(context, obj[i], i, obj) === breaker) return;
+      }
+    } else {
+      for (var key in obj) {
+        if (_.has(obj, key)) {
+          if (iterator.call(context, obj[key], key, obj) === breaker) return;
+        }
+      }
+    }
+  };
+
+  // Return the results of applying the iterator to each element.
+  // Delegates to **ECMAScript 5**'s native `map` if available.
+  _.map = _.collect = function(obj, iterator, context) {
+    var results = [];
+    if (obj == null) return results;
+    if (nativeMap && obj.map === nativeMap) return obj.map(iterator, context);
+    each(obj, function(value, index, list) {
+      results[results.length] = iterator.call(context, value, index, list);
+    });
+    if (obj.length === +obj.length) results.length = obj.length;
+    return results;
+  };
+
+  // **Reduce** builds up a single result from a list of values, aka `inject`,
+  // or `foldl`. Delegates to **ECMAScript 5**'s native `reduce` if available.
+  _.reduce = _.foldl = _.inject = function(obj, iterator, memo, context) {
+    var initial = arguments.length > 2;
+    if (obj == null) obj = [];
+    if (nativeReduce && obj.reduce === nativeReduce) {
+      if (context) iterator = _.bind(iterator, context);
+      return initial ? obj.reduce(iterator, memo) : obj.reduce(iterator);
+    }
+    each(obj, function(value, index, list) {
+      if (!initial) {
+        memo = value;
+        initial = true;
+      } else {
+        memo = iterator.call(context, memo, value, index, list);
+      }
+    });
+    if (!initial) throw new TypeError('Reduce of empty array with no initial value');
+    return memo;
+  };
+
+  // The right-associative version of reduce, also known as `foldr`.
+  // Delegates to **ECMAScript 5**'s native `reduceRight` if available.
+  _.reduceRight = _.foldr = function(obj, iterator, memo, context) {
+    var initial = arguments.length > 2;
+    if (obj == null) obj = [];
+    if (nativeReduceRight && obj.reduceRight === nativeReduceRight) {
+      if (context) iterator = _.bind(iterator, context);
+      return initial ? obj.reduceRight(iterator, memo) : obj.reduceRight(iterator);
+    }
+    var reversed = _.toArray(obj).reverse();
+    if (context && !initial) iterator = _.bind(iterator, context);
+    return initial ? _.reduce(reversed, iterator, memo, context) : _.reduce(reversed, iterator);
+  };
+
+  // Return the first value which passes a truth test. Aliased as `detect`.
+  _.find = _.detect = function(obj, iterator, context) {
+    var result;
+    any(obj, function(value, index, list) {
+      if (iterator.call(context, value, index, list)) {
+        result = value;
+        return true;
+      }
+    });
+    return result;
+  };
+
+  // Return all the elements that pass a truth test.
+  // Delegates to **ECMAScript 5**'s native `filter` if available.
+  // Aliased as `select`.
+  _.filter = _.select = function(obj, iterator, context) {
+    var results = [];
+    if (obj == null) return results;
+    if (nativeFilter && obj.filter === nativeFilter) return obj.filter(iterator, context);
+    each(obj, function(value, index, list) {
+      if (iterator.call(context, value, index, list)) results[results.length] = value;
+    });
+    return results;
+  };
+
+  // Return all the elements for which a truth test fails.
+  _.reject = function(obj, iterator, context) {
+    var results = [];
+    if (obj == null) return results;
+    each(obj, function(value, index, list) {
+      if (!iterator.call(context, value, index, list)) results[results.length] = value;
+    });
+    return results;
+  };
+
+  // Determine whether all of the elements match a truth test.
+  // Delegates to **ECMAScript 5**'s native `every` if available.
+  // Aliased as `all`.
+  _.every = _.all = function(obj, iterator, context) {
+    var result = true;
+    if (obj == null) return result;
+    if (nativeEvery && obj.every === nativeEvery) return obj.every(iterator, context);
+    each(obj, function(value, index, list) {
+      if (!(result = result && iterator.call(context, value, index, list))) return breaker;
+    });
+    return result;
+  };
+
+  // Determine if at least one element in the object matches a truth test.
+  // Delegates to **ECMAScript 5**'s native `some` if available.
+  // Aliased as `any`.
+  var any = _.some = _.any = function(obj, iterator, context) {
+    iterator || (iterator = _.identity);
+    var result = false;
+    if (obj == null) return result;
+    if (nativeSome && obj.some === nativeSome) return obj.some(iterator, context);
+    each(obj, function(value, index, list) {
+      if (result || (result = iterator.call(context, value, index, list))) return breaker;
+    });
+    return !!result;
+  };
+
+  // Determine if a given value is included in the array or object using `===`.
+  // Aliased as `contains`.
+  _.include = _.contains = function(obj, target) {
+    var found = false;
+    if (obj == null) return found;
+    if (nativeIndexOf && obj.indexOf === nativeIndexOf) return obj.indexOf(target) != -1;
+    found = any(obj, function(value) {
+      return value === target;
+    });
+    return found;
+  };
+
+  // Invoke a method (with arguments) on every item in a collection.
+  _.invoke = function(obj, method) {
+    var args = slice.call(arguments, 2);
+    return _.map(obj, function(value) {
+      return (_.isFunction(method) ? method || value : value[method]).apply(value, args);
+    });
+  };
+
+  // Convenience version of a common use case of `map`: fetching a property.
+  _.pluck = function(obj, key) {
+    return _.map(obj, function(value){ return value[key]; });
+  };
+
+  // Return the maximum element or (element-based computation).
+  _.max = function(obj, iterator, context) {
+    if (!iterator && _.isArray(obj)) return Math.max.apply(Math, obj);
+    if (!iterator && _.isEmpty(obj)) return -Infinity;
+    var result = {computed : -Infinity};
+    each(obj, function(value, index, list) {
+      var computed = iterator ? iterator.call(context, value, index, list) : value;
+      computed >= result.computed && (result = {value : value, computed : computed});
+    });
+    return result.value;
+  };
+
+  // Return the minimum element (or element-based computation).
+  _.min = function(obj, iterator, context) {
+    if (!iterator && _.isArray(obj)) return Math.min.apply(Math, obj);
+    if (!iterator && _.isEmpty(obj)) return Infinity;
+    var result = {computed : Infinity};
+    each(obj, function(value, index, list) {
+      var computed = iterator ? iterator.call(context, value, index, list) : value;
+      computed < result.computed && (result = {value : value, computed : computed});
+    });
+    return result.value;
+  };
+
+  // Shuffle an array.
+  _.shuffle = function(obj) {
+    var shuffled = [], rand;
+    each(obj, function(value, index, list) {
+      if (index == 0) {
+        shuffled[0] = value;
+      } else {
+        rand = Math.floor(Math.random() * (index + 1));
+        shuffled[index] = shuffled[rand];
+        shuffled[rand] = value;
+      }
+    });
+    return shuffled;
+  };
+
+  // Sort the object's values by a criterion produced by an iterator.
+  _.sortBy = function(obj, iterator, context) {
+    return _.pluck(_.map(obj, function(value, index, list) {
+      return {
+        value : value,
+        criteria : iterator.call(context, value, index, list)
+      };
+    }).sort(function(left, right) {
+      var a = left.criteria, b = right.criteria;
+      return a < b ? -1 : a > b ? 1 : 0;
+    }), 'value');
+  };
+
+  // Groups the object's values by a criterion. Pass either a string attribute
+  // to group by, or a function that returns the criterion.
+  _.groupBy = function(obj, val) {
+    var result = {};
+    var iterator = _.isFunction(val) ? val : function(obj) { return obj[val]; };
+    each(obj, function(value, index) {
+      var key = iterator(value, index);
+      (result[key] || (result[key] = [])).push(value);
+    });
+    return result;
+  };
+
+  // Use a comparator function to figure out at what index an object should
+  // be inserted so as to maintain order. Uses binary search.
+  _.sortedIndex = function(array, obj, iterator) {
+    iterator || (iterator = _.identity);
+    var low = 0, high = array.length;
+    while (low < high) {
+      var mid = (low + high) >> 1;
+      iterator(array[mid]) < iterator(obj) ? low = mid + 1 : high = mid;
+    }
+    return low;
+  };
+
+  // Safely convert anything iterable into a real, live array.
+  _.toArray = function(iterable) {
+    if (!iterable)                return [];
+    if (iterable.toArray)         return iterable.toArray();
+    if (_.isArray(iterable))      return slice.call(iterable);
+    if (_.isArguments(iterable))  return slice.call(iterable);
+    return _.values(iterable);
+  };
+
+  // Return the number of elements in an object.
+  _.size = function(obj) {
+    return _.toArray(obj).length;
+  };
+
+  // Array Functions
+  // ---------------
+
+  // Get the first element of an array. Passing **n** will return the first N
+  // values in the array. Aliased as `head`. The **guard** check allows it to work
+  // with `_.map`.
+  _.first = _.head = function(array, n, guard) {
+    return (n != null) && !guard ? slice.call(array, 0, n) : array[0];
+  };
+
+  // Returns everything but the last entry of the array. Especcialy useful on
+  // the arguments object. Passing **n** will return all the values in
+  // the array, excluding the last N. The **guard** check allows it to work with
+  // `_.map`.
+  _.initial = function(array, n, guard) {
+    return slice.call(array, 0, array.length - ((n == null) || guard ? 1 : n));
+  };
+
+  // Get the last element of an array. Passing **n** will return the last N
+  // values in the array. The **guard** check allows it to work with `_.map`.
+  _.last = function(array, n, guard) {
+    if ((n != null) && !guard) {
+      return slice.call(array, Math.max(array.length - n, 0));
+    } else {
+      return array[array.length - 1];
+    }
+  };
+
+  // Returns everything but the first entry of the array. Aliased as `tail`.
+  // Especially useful on the arguments object. Passing an **index** will return
+  // the rest of the values in the array from that index onward. The **guard**
+  // check allows it to work with `_.map`.
+  _.rest = _.tail = function(array, index, guard) {
+    return slice.call(array, (index == null) || guard ? 1 : index);
+  };
+
+  // Trim out all falsy values from an array.
+  _.compact = function(array) {
+    return _.filter(array, function(value){ return !!value; });
+  };
+
+  // Return a completely flattened version of an array.
+  _.flatten = function(array, shallow) {
+    return _.reduce(array, function(memo, value) {
+      if (_.isArray(value)) return memo.concat(shallow ? value : _.flatten(value));
+      memo[memo.length] = value;
+      return memo;
+    }, []);
+  };
+
+  // Return a version of the array that does not contain the specified value(s).
+  _.without = function(array) {
+    return _.difference(array, slice.call(arguments, 1));
+  };
+
+  // Produce a duplicate-free version of the array. If the array has already
+  // been sorted, you have the option of using a faster algorithm.
+  // Aliased as `unique`.
+  _.uniq = _.unique = function(array, isSorted, iterator) {
+    var initial = iterator ? _.map(array, iterator) : array;
+    var result = [];
+    _.reduce(initial, function(memo, el, i) {
+      if (0 == i || (isSorted === true ? _.last(memo) != el : !_.include(memo, el))) {
+        memo[memo.length] = el;
+        result[result.length] = array[i];
+      }
+      return memo;
+    }, []);
+    return result;
+  };
+
+  // Produce an array that contains the union: each distinct element from all of
+  // the passed-in arrays.
+  _.union = function() {
+    return _.uniq(_.flatten(arguments, true));
+  };
+
+  // Produce an array that contains every item shared between all the
+  // passed-in arrays. (Aliased as "intersect" for back-compat.)
+  _.intersection = _.intersect = function(array) {
+    var rest = slice.call(arguments, 1);
+    return _.filter(_.uniq(array), function(item) {
+      return _.every(rest, function(other) {
+        return _.indexOf(other, item) >= 0;
+      });
+    });
+  };
+
+  // Take the difference between one array and a number of other arrays.
+  // Only the elements present in just the first array will remain.
+  _.difference = function(array) {
+    var rest = _.flatten(slice.call(arguments, 1));
+    return _.filter(array, function(value){ return !_.include(rest, value); });
+  };
+
+  // Zip together multiple lists into a single array -- elements that share
+  // an index go together.
+  _.zip = function() {
+    var args = slice.call(arguments);
+    var length = _.max(_.pluck(args, 'length'));
+    var results = new Array(length);
+    for (var i = 0; i < length; i++) results[i] = _.pluck(args, "" + i);
+    return results;
+  };
+
+  // If the browser doesn't supply us with indexOf (I'm looking at you, **MSIE**),
+  // we need this function. Return the position of the first occurrence of an
+  // item in an array, or -1 if the item is not included in the array.
+  // Delegates to **ECMAScript 5**'s native `indexOf` if available.
+  // If the array is large and already in sort order, pass `true`
+  // for **isSorted** to use binary search.
+  _.indexOf = function(array, item, isSorted) {
+    if (array == null) return -1;
+    var i, l;
+    if (isSorted) {
+      i = _.sortedIndex(array, item);
+      return array[i] === item ? i : -1;
+    }
+    if (nativeIndexOf && array.indexOf === nativeIndexOf) return array.indexOf(item);
+    for (i = 0, l = array.length; i < l; i++) if (i in array && array[i] === item) return i;
+    return -1;
+  };
+
+  // Delegates to **ECMAScript 5**'s native `lastIndexOf` if available.
+  _.lastIndexOf = function(array, item) {
+    if (array == null) return -1;
+    if (nativeLastIndexOf && array.lastIndexOf === nativeLastIndexOf) return array.lastIndexOf(item);
+    var i = array.length;
+    while (i--) if (i in array && array[i] === item) return i;
+    return -1;
+  };
+
+  // Generate an integer Array containing an arithmetic progression. A port of
+  // the native Python `range()` function. See
+  // [the Python documentation](http://docs.python.org/library/functions.html#range).
+  _.range = function(start, stop, step) {
+    if (arguments.length <= 1) {
+      stop = start || 0;
+      start = 0;
+    }
+    step = arguments[2] || 1;
+
+    var len = Math.max(Math.ceil((stop - start) / step), 0);
+    var idx = 0;
+    var range = new Array(len);
+
+    while(idx < len) {
+      range[idx++] = start;
+      start += step;
+    }
+
+    return range;
+  };
+
+  // Function (ahem) Functions
+  // ------------------
+
+  // Reusable constructor function for prototype setting.
+  var ctor = function(){};
+
+  // Create a function bound to a given object (assigning `this`, and arguments,
+  // optionally). Binding with arguments is also known as `curry`.
+  // Delegates to **ECMAScript 5**'s native `Function.bind` if available.
+  // We check for `func.bind` first, to fail fast when `func` is undefined.
+  _.bind = function bind(func, context) {
+    var bound, args;
+    if (func.bind === nativeBind && nativeBind) return nativeBind.apply(func, slice.call(arguments, 1));
+    if (!_.isFunction(func)) throw new TypeError;
+    args = slice.call(arguments, 2);
+    return bound = function() {
+      if (!(this instanceof bound)) return func.apply(context, args.concat(slice.call(arguments)));
+      ctor.prototype = func.prototype;
+      var self = new ctor;
+      var result = func.apply(self, args.concat(slice.call(arguments)));
+      if (Object(result) === result) return result;
+      return self;
+    };
+  };
+
+  // Bind all of an object's methods to that object. Useful for ensuring that
+  // all callbacks defined on an object belong to it.
+  _.bindAll = function(obj) {
+    var funcs = slice.call(arguments, 1);
+    if (funcs.length == 0) funcs = _.functions(obj);
+    each(funcs, function(f) { obj[f] = _.bind(obj[f], obj); });
+    return obj;
+  };
+
+  // Memoize an expensive function by storing its results.
+  _.memoize = function(func, hasher) {
+    var memo = {};
+    hasher || (hasher = _.identity);
+    return function() {
+      var key = hasher.apply(this, arguments);
+      return _.has(memo, key) ? memo[key] : (memo[key] = func.apply(this, arguments));
+    };
+  };
+
+  // Delays a function for the given number of milliseconds, and then calls
+  // it with the arguments supplied.
+  _.delay = function(func, wait) {
+    var args = slice.call(arguments, 2);
+    return setTimeout(function(){ return func.apply(func, args); }, wait);
+  };
+
+  // Defers a function, scheduling it to run after the current call stack has
+  // cleared.
+  _.defer = function(func) {
+    return _.delay.apply(_, [func, 1].concat(slice.call(arguments, 1)));
+  };
+
+  // Returns a function, that, when invoked, will only be triggered at most once
+  // during a given window of time.
+  _.throttle = function(func, wait) {
+    var context, args, timeout, throttling, more;
+    var whenDone = _.debounce(function(){ more = throttling = false; }, wait);
+    return function() {
+      context = this; args = arguments;
+      var later = function() {
+        timeout = null;
+        if (more) func.apply(context, args);
+        whenDone();
+      };
+      if (!timeout) timeout = setTimeout(later, wait);
+      if (throttling) {
+        more = true;
+      } else {
+        func.apply(context, args);
+      }
+      whenDone();
+      throttling = true;
+    };
+  };
+
+  // Returns a function, that, as long as it continues to be invoked, will not
+  // be triggered. The function will be called after it stops being called for
+  // N milliseconds.
+  _.debounce = function(func, wait) {
+    var timeout;
+    return function() {
+      var context = this, args = arguments;
+      var later = function() {
+        timeout = null;
+        func.apply(context, args);
+      };
+      clearTimeout(timeout);
+      timeout = setTimeout(later, wait);
+    };
+  };
+
+  // Returns a function that will be executed at most one time, no matter how
+  // often you call it. Useful for lazy initialization.
+  _.once = function(func) {
+    var ran = false, memo;
+    return function() {
+      if (ran) return memo;
+      ran = true;
+      return memo = func.apply(this, arguments);
+    };
+  };
+
+  // Returns the first function passed as an argument to the second,
+  // allowing you to adjust arguments, run code before and after, and
+  // conditionally execute the original function.
+  _.wrap = function(func, wrapper) {
+    return function() {
+      var args = [func].concat(slice.call(arguments, 0));
+      return wrapper.apply(this, args);
+    };
+  };
+
+  // Returns a function that is the composition of a list of functions, each
+  // consuming the return value of the function that follows.
+  _.compose = function() {
+    var funcs = arguments;
+    return function() {
+      var args = arguments;
+      for (var i = funcs.length - 1; i >= 0; i--) {
+        args = [funcs[i].apply(this, args)];
+      }
+      return args[0];
+    };
+  };
+
+  // Returns a function that will only be executed after being called N times.
+  _.after = function(times, func) {
+    if (times <= 0) return func();
+    return function() {
+      if (--times < 1) { return func.apply(this, arguments); }
+    };
+  };
+
+  // Object Functions
+  // ----------------
+
+  // Retrieve the names of an object's properties.
+  // Delegates to **ECMAScript 5**'s native `Object.keys`
+  _.keys = nativeKeys || function(obj) {
+    if (obj !== Object(obj)) throw new TypeError('Invalid object');
+    var keys = [];
+    for (var key in obj) if (_.has(obj, key)) keys[keys.length] = key;
+    return keys;
+  };
+
+  // Retrieve the values of an object's properties.
+  _.values = function(obj) {
+    return _.map(obj, _.identity);
+  };
+
+  // Return a sorted list of the function names available on the object.
+  // Aliased as `methods`
+  _.functions = _.methods = function(obj) {
+    var names = [];
+    for (var key in obj) {
+      if (_.isFunction(obj[key])) names.push(key);
+    }
+    return names.sort();
+  };
+
+  // Extend a given object with all the properties in passed-in object(s).
+  _.extend = function(obj) {
+    each(slice.call(arguments, 1), function(source) {
+      for (var prop in source) {
+        obj[prop] = source[prop];
+      }
+    });
+    return obj;
+  };
+
+  // Fill in a given object with default properties.
+  _.defaults = function(obj) {
+    each(slice.call(arguments, 1), function(source) {
+      for (var prop in source) {
+        if (obj[prop] == null) obj[prop] = source[prop];
+      }
+    });
+    return obj;
+  };
+
+  // Create a (shallow-cloned) duplicate of an object.
+  _.clone = function(obj) {
+    if (!_.isObject(obj)) return obj;
+    return _.isArray(obj) ? obj.slice() : _.extend({}, obj);
+  };
+
+  // Invokes interceptor with the obj, and then returns obj.
+  // The primary purpose of this method is to "tap into" a method chain, in
+  // order to perform operations on intermediate results within the chain.
+  _.tap = function(obj, interceptor) {
+    interceptor(obj);
+    return obj;
+  };
+
+  // Internal recursive comparison function.
+  function eq(a, b, stack) {
+    // Identical objects are equal. `0 === -0`, but they aren't identical.
+    // See the Harmony `egal` proposal: http://wiki.ecmascript.org/doku.php?id=harmony:egal.
+    if (a === b) return a !== 0 || 1 / a == 1 / b;
+    // A strict comparison is necessary because `null == undefined`.
+    if (a == null || b == null) return a === b;
+    // Unwrap any wrapped objects.
+    if (a._chain) a = a._wrapped;
+    if (b._chain) b = b._wrapped;
+    // Invoke a custom `isEqual` method if one is provided.
+    if (a.isEqual && _.isFunction(a.isEqual)) return a.isEqual(b);
+    if (b.isEqual && _.isFunction(b.isEqual)) return b.isEqual(a);
+    // Compare `[[Class]]` names.
+    var className = toString.call(a);
+    if (className != toString.call(b)) return false;
+    switch (className) {
+      // Strings, numbers, dates, and booleans are compared by value.
+      case '[object String]':
+        // Primitives and their corresponding object wrappers are equivalent; thus, `"5"` is
+        // equivalent to `new String("5")`.
+        return a == String(b);
+      case '[object Number]':
+        // `NaN`s are equivalent, but non-reflexive. An `egal` comparison is performed for
+        // other numeric values.
+        return a != +a ? b != +b : (a == 0 ? 1 / a == 1 / b : a == +b);
+      case '[object Date]':
+      case '[object Boolean]':
+        // Coerce dates and booleans to numeric primitive values. Dates are compared by their
+        // millisecond representations. Note that invalid dates with millisecond representations
+        // of `NaN` are not equivalent.
+        return +a == +b;
+      // RegExps are compared by their source patterns and flags.
+      case '[object RegExp]':
+        return a.source == b.source &&
+               a.global == b.global &&
+               a.multiline == b.multiline &&
+               a.ignoreCase == b.ignoreCase;
+    }
+    if (typeof a != 'object' || typeof b != 'object') return false;
+    // Assume equality for cyclic structures. The algorithm for detecting cyclic
+    // structures is adapted from ES 5.1 section 15.12.3, abstract operation `JO`.
+    var length = stack.length;
+    while (length--) {
+      // Linear search. Performance is inversely proportional to the number of
+      // unique nested structures.
+      if (stack[length] == a) return true;
+    }
+    // Add the first object to the stack of traversed objects.
+    stack.push(a);
+    var size = 0, result = true;
+    // Recursively compare objects and arrays.
+    if (className == '[object Array]') {
+      // Compare array lengths to determine if a deep comparison is necessary.
+      size = a.length;
+      result = size == b.length;
+      if (result) {
+        // Deep compare the contents, ignoring non-numeric properties.
+        while (size--) {
+          // Ensure commutative equality for sparse arrays.
+          if (!(result = size in a == size in b && eq(a[size], b[size], stack))) break;
+        }
+      }
+    } else {
+      // Objects with different constructors are not equivalent.
+      if ('constructor' in a != 'constructor' in b || a.constructor != b.constructor) return false;
+      // Deep compare objects.
+      for (var key in a) {
+        if (_.has(a, key)) {
+          // Count the expected number of properties.
+          size++;
+          // Deep compare each member.
+          if (!(result = _.has(b, key) && eq(a[key], b[key], stack))) break;
+        }
+      }
+      // Ensure that both objects contain the same number of properties.
+      if (result) {
+        for (key in b) {
+          if (_.has(b, key) && !(size--)) break;
+        }
+        result = !size;
+      }
+    }
+    // Remove the first object from the stack of traversed objects.
+    stack.pop();
+    return result;
+  }
+
+  // Perform a deep comparison to check if two objects are equal.
+  _.isEqual = function(a, b) {
+    return eq(a, b, []);
+  };
+
+  // Is a given array, string, or object empty?
+  // An "empty" object has no enumerable own-properties.
+  _.isEmpty = function(obj) {
+    if (_.isArray(obj) || _.isString(obj)) return obj.length === 0;
+    for (var key in obj) if (_.has(obj, key)) return false;
+    return true;
+  };
+
+  // Is a given value a DOM element?
+  _.isElement = function(obj) {
+    return !!(obj && obj.nodeType == 1);
+  };
+
+  // Is a given value an array?
+  // Delegates to ECMA5's native Array.isArray
+  _.isArray = nativeIsArray || function(obj) {
+    return toString.call(obj) == '[object Array]';
+  };
+
+  // Is a given variable an object?
+  _.isObject = function(obj) {
+    return obj === Object(obj);
+  };
+
+  // Is a given variable an arguments object?
+  _.isArguments = function(obj) {
+    return toString.call(obj) == '[object Arguments]';
+  };
+  if (!_.isArguments(arguments)) {
+    _.isArguments = function(obj) {
+      return !!(obj && _.has(obj, 'callee'));
+    };
+  }
+
+  // Is a given value a function?
+  _.isFunction = function(obj) {
+    return toString.call(obj) == '[object Function]';
+  };
+
+  // Is a given value a string?
+  _.isString = function(obj) {
+    return toString.call(obj) == '[object String]';
+  };
+
+  // Is a given value a number?
+  _.isNumber = function(obj) {
+    return toString.call(obj) == '[object Number]';
+  };
+
+  // Is the given value `NaN`?
+  _.isNaN = function(obj) {
+    // `NaN` is the only value for which `===` is not reflexive.
+    return obj !== obj;
+  };
+
+  // Is a given value a boolean?
+  _.isBoolean = function(obj) {
+    return obj === true || obj === false || toString.call(obj) == '[object Boolean]';
+  };
+
+  // Is a given value a date?
+  _.isDate = function(obj) {
+    return toString.call(obj) == '[object Date]';
+  };
+
+  // Is the given value a regular expression?
+  _.isRegExp = function(obj) {
+    return toString.call(obj) == '[object RegExp]';
+  };
+
+  // Is a given value equal to null?
+  _.isNull = function(obj) {
+    return obj === null;
+  };
+
+  // Is a given variable undefined?
+  _.isUndefined = function(obj) {
+    return obj === void 0;
+  };
+
+  // Has own property?
+  _.has = function(obj, key) {
+    return hasOwnProperty.call(obj, key);
+  };
+
+  // Utility Functions
+  // -----------------
+
+  // Run Underscore.js in *noConflict* mode, returning the `_` variable to its
+  // previous owner. Returns a reference to the Underscore object.
+  _.noConflict = function() {
+    root._ = previousUnderscore;
+    return this;
+  };
+
+  // Keep the identity function around for default iterators.
+  _.identity = function(value) {
+    return value;
+  };
+
+  // Run a function **n** times.
+  _.times = function (n, iterator, context) {
+    for (var i = 0; i < n; i++) iterator.call(context, i);
+  };
+
+  // Escape a string for HTML interpolation.
+  _.escape = function(string) {
+    return (''+string).replace(/&/g, '&').replace(/</g, '<').replace(/>/g, '>').replace(/"/g, '"').replace(/'/g, '&#x27;').replace(/\//g,'&#x2F;');
+  };
+
+  // Add your own custom functions to the Underscore object, ensuring that
+  // they're correctly added to the OOP wrapper as well.
+  _.mixin = function(obj) {
+    each(_.functions(obj), function(name){
+      addToWrapper(name, _[name] = obj[name]);
+    });
+  };
+
+  // Generate a unique integer id (unique within the entire client session).
+  // Useful for temporary DOM ids.
+  var idCounter = 0;
+  _.uniqueId = function(prefix) {
+    var id = idCounter++;
+    return prefix ? prefix + id : id;
+  };
+
+  // By default, Underscore uses ERB-style template delimiters, change the
+  // following template settings to use alternative delimiters.
+  _.templateSettings = {
+    evaluate    : /<%([\s\S]+?)%>/g,
+    interpolate : /<%=([\s\S]+?)%>/g,
+    escape      : /<%-([\s\S]+?)%>/g
+  };
+
+  // When customizing `templateSettings`, if you don't want to define an
+  // interpolation, evaluation or escaping regex, we need one that is
+  // guaranteed not to match.
+  var noMatch = /.^/;
+
+  // Within an interpolation, evaluation, or escaping, remove HTML escaping
+  // that had been previously added.
+  var unescape = function(code) {
+    return code.replace(/\\\\/g, '\\').replace(/\\'/g, "'");
+  };
+
+  // JavaScript micro-templating, similar to John Resig's implementation.
+  // Underscore templating handles arbitrary delimiters, preserves whitespace,
+  // and correctly escapes quotes within interpolated code.
+  _.template = function(str, data) {
+    var c  = _.templateSettings;
+    var tmpl = 'var __p=[],print=function(){__p.push.apply(__p,arguments);};' +
+      'with(obj||{}){__p.push(\'' +
+      str.replace(/\\/g, '\\\\')
+         .replace(/'/g, "\\'")
+         .replace(c.escape || noMatch, function(match, code) {
+           return "',_.escape(" + unescape(code) + "),'";
+         })
+         .replace(c.interpolate || noMatch, function(match, code) {
+           return "'," + unescape(code) + ",'";
+         })
+         .replace(c.evaluate || noMatch, function(match, code) {
+           return "');" + unescape(code).replace(/[\r\n\t]/g, ' ') + ";__p.push('";
+         })
+         .replace(/\r/g, '\\r')
+         .replace(/\n/g, '\\n')
+         .replace(/\t/g, '\\t')
+         + "');}return __p.join('');";
+    var func = new Function('obj', '_', tmpl);
+    if (data) return func(data, _);
+    return function(data) {
+      return func.call(this, data, _);
+    };
+  };
+
+  // Add a "chain" function, which will delegate to the wrapper.
+  _.chain = function(obj) {
+    return _(obj).chain();
+  };
+
+  // The OOP Wrapper
+  // ---------------
+
+  // If Underscore is called as a function, it returns a wrapped object that
+  // can be used OO-style. This wrapper holds altered versions of all the
+  // underscore functions. Wrapped objects may be chained.
+  var wrapper = function(obj) { this._wrapped = obj; };
+
+  // Expose `wrapper.prototype` as `_.prototype`
+  _.prototype = wrapper.prototype;
+
+  // Helper function to continue chaining intermediate results.
+  var result = function(obj, chain) {
+    return chain ? _(obj).chain() : obj;
+  };
+
+  // A method to easily add functions to the OOP wrapper.
+  var addToWrapper = function(name, func) {
+    wrapper.prototype[name] = function() {
+      var args = slice.call(arguments);
+      unshift.call(args, this._wrapped);
+      return result(func.apply(_, args), this._chain);
+    };
+  };
+
+  // Add all of the Underscore functions to the wrapper object.
+  _.mixin(_);
+
+  // Add all mutator Array functions to the wrapper.
+  each(['pop', 'push', 'reverse', 'shift', 'sort', 'splice', 'unshift'], function(name) {
+    var method = ArrayProto[name];
+    wrapper.prototype[name] = function() {
+      var wrapped = this._wrapped;
+      method.apply(wrapped, arguments);
+      var length = wrapped.length;
+      if ((name == 'shift' || name == 'splice') && length === 0) delete wrapped[0];
+      return result(wrapped, this._chain);
+    };
+  });
+
+  // Add all accessor Array functions to the wrapper.
+  each(['concat', 'join', 'slice'], function(name) {
+    var method = ArrayProto[name];
+    wrapper.prototype[name] = function() {
+      return result(method.apply(this._wrapped, arguments), this._chain);
+    };
+  });
+
+  // Start chaining a wrapped Underscore object.
+  wrapper.prototype.chain = function() {
+    this._chain = true;
+    return this;
+  };
+
+  // Extracts the result from a wrapped and chained object.
+  wrapper.prototype.value = function() {
+    return this._wrapped;
+  };
+
+}).call(this);
diff --git a/doc/build/_static/underscore.js b/doc/build/_static/underscore.js
new file mode 100644
index 0000000..5b55f32
--- /dev/null
+++ b/doc/build/_static/underscore.js
@@ -0,0 +1,31 @@
+// Underscore.js 1.3.1
+// (c) 2009-2012 Jeremy Ashkenas, DocumentCloud Inc.
+// Underscore is freely distributable under the MIT license.
+// Portions of Underscore are inspired or borrowed from Prototype,
+// Oliver Steele's Functional, and John Resig's Micro-Templating.
+// For all details and documentation:
+// http://documentcloud.github.com/underscore
+(function(){function q(a,c,d){if(a===c)return a!==0||1/a==1/c;if(a==null||c==null)return a===c;if(a._chain)a=a._wrapped;if(c._chain)c=c._wrapped;if(a.isEqual&&b.isFunction(a.isEqual))return a.isEqual(c);if(c.isEqual&&b.isFunction(c.isEqual))return c.isEqual(a);var e=l.call(a);if(e!=l.call(c))return false;switch(e){case "[object String]":return a==String(c);case "[object Number]":return a!=+a?c!=+c:a==0?1/a==1/c:a==+c;case "[object Date]":case "[object Boolean]":return+a==+c;case "[object [...]
+c.source&&a.global==c.global&&a.multiline==c.multiline&&a.ignoreCase==c.ignoreCase}if(typeof a!="object"||typeof c!="object")return false;for(var f=d.length;f--;)if(d[f]==a)return true;d.push(a);var f=0,g=true;if(e=="[object Array]"){if(f=a.length,g=f==c.length)for(;f--;)if(!(g=f in a==f in c&&q(a[f],c[f],d)))break}else{if("constructor"in a!="constructor"in c||a.constructor!=c.constructor)return false;for(var h in a)if(b.has(a,h)&&(f++,!(g=b.has(c,h)&&q(a[h],c[h],d))))break;if(g){for(h i [...]
+h)&&!f--)break;g=!f}}d.pop();return g}var r=this,G=r._,n={},k=Array.prototype,o=Object.prototype,i=k.slice,H=k.unshift,l=o.toString,I=o.hasOwnProperty,w=k.forEach,x=k.map,y=k.reduce,z=k.reduceRight,A=k.filter,B=k.every,C=k.some,p=k.indexOf,D=k.lastIndexOf,o=Array.isArray,J=Object.keys,s=Function.prototype.bind,b=function(a){return new m(a)};if(typeof exports!=="undefined"){if(typeof module!=="undefined"&&module.exports)exports=module.exports=b;exports._=b}else r._=b;b.VERSION="1.3.1";var [...]
+b.forEach=function(a,c,d){if(a!=null)if(w&&a.forEach===w)a.forEach(c,d);else if(a.length===+a.length)for(var e=0,f=a.length;e<f;e++){if(e in a&&c.call(d,a[e],e,a)===n)break}else for(e in a)if(b.has(a,e)&&c.call(d,a[e],e,a)===n)break};b.map=b.collect=function(a,c,b){var e=[];if(a==null)return e;if(x&&a.map===x)return a.map(c,b);j(a,function(a,g,h){e[e.length]=c.call(b,a,g,h)});if(a.length===+a.length)e.length=a.length;return e};b.reduce=b.foldl=b.inject=function(a,c,d,e){var f=arguments.l [...]
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+b.isArguments=function(a){return l.call(a)=="[object Arguments]"};if(!b.isArguments(arguments))b.isArguments=function(a){return!(!a||!b.has(a,"callee"))};b.isFunction=function(a){return l.call(a)=="[object Function]"};b.isString=function(a){return l.call(a)=="[object String]"};b.isNumber=function(a){return l.call(a)=="[object Number]"};b.isNaN=function(a){return a!==a};b.isBoolean=function(a){return a===true||a===false||l.call(a)=="[object Boolean]"};b.isDate=function(a){return l.call(a) [...]
+b.isRegExp=function(a){return l.call(a)=="[object RegExp]"};b.isNull=function(a){return a===null};b.isUndefined=function(a){return a===void 0};b.has=function(a,b){return I.call(a,b)};b.noConflict=function(){r._=G;return this};b.identity=function(a){return a};b.times=function(a,b,d){for(var e=0;e<a;e++)b.call(d,e)};b.escape=function(a){return(""+a).replace(/&/g,"&").replace(/</g,"<").replace(/>/g,">").replace(/"/g,""").replace(/'/g,"&#x27;").replace(/\//g,"&#x2F;")};b.mixin [...]
+function(c){K(c,b[c]=a[c])})};var L=0;b.uniqueId=function(a){var b=L++;return a?a+b:b};b.templateSettings={evaluate:/<%([\s\S]+?)%>/g,interpolate:/<%=([\s\S]+?)%>/g,escape:/<%-([\s\S]+?)%>/g};var t=/.^/,u=function(a){return a.replace(/\\\\/g,"\\").replace(/\\'/g,"'")};b.template=function(a,c){var d=b.templateSettings,d="var __p=[],print=function(){__p.push.apply(__p,arguments);};with(obj||{}){__p.push('"+a.replace(/\\/g,"\\\\").replace(/'/g,"\\'").replace(d.escape||t,function(a,b){return [...]
+u(b)+"),'"}).replace(d.interpolate||t,function(a,b){return"',"+u(b)+",'"}).replace(d.evaluate||t,function(a,b){return"');"+u(b).replace(/[\r\n\t]/g," ")+";__p.push('"}).replace(/\r/g,"\\r").replace(/\n/g,"\\n").replace(/\t/g,"\\t")+"');}return __p.join('');",e=new Function("obj","_",d);return c?e(c,b):function(a){return e.call(this,a,b)}};b.chain=function(a){return b(a).chain()};var m=function(a){this._wrapped=a};b.prototype=m.prototype;var v=function(a,c){return c?b(a).chain():a},K=func [...]
+function(){var a=i.call(arguments);H.call(a,this._wrapped);return v(c.apply(b,a),this._chain)}};b.mixin(b);j("pop,push,reverse,shift,sort,splice,unshift".split(","),function(a){var b=k[a];m.prototype[a]=function(){var d=this._wrapped;b.apply(d,arguments);var e=d.length;(a=="shift"||a=="splice")&&e===0&&delete d[0];return v(d,this._chain)}});j(["concat","join","slice"],function(a){var b=k[a];m.prototype[a]=function(){return v(b.apply(this._wrapped,arguments),this._chain)}});m.prototype.ch [...]
+true;return this};m.prototype.value=function(){return this._wrapped}}).call(this);
diff --git a/doc/build/_static/up-pressed.png b/doc/build/_static/up-pressed.png
new file mode 100644
index 0000000..99e7210
Binary files /dev/null and b/doc/build/_static/up-pressed.png differ
diff --git a/doc/build/_static/up.png b/doc/build/_static/up.png
new file mode 100644
index 0000000..26de002
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diff --git a/doc/build/_static/websupport.js b/doc/build/_static/websupport.js
new file mode 100644
index 0000000..98e7f40
--- /dev/null
+++ b/doc/build/_static/websupport.js
@@ -0,0 +1,808 @@
+/*
+ * websupport.js
+ * ~~~~~~~~~~~~~
+ *
+ * sphinx.websupport utilities for all documentation.
+ *
+ * :copyright: Copyright 2007-2016 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
+ */
+
+(function($) {
+  $.fn.autogrow = function() {
+    return this.each(function() {
+    var textarea = this;
+
+    $.fn.autogrow.resize(textarea);
+
+    $(textarea)
+      .focus(function() {
+        textarea.interval = setInterval(function() {
+          $.fn.autogrow.resize(textarea);
+        }, 500);
+      })
+      .blur(function() {
+        clearInterval(textarea.interval);
+      });
+    });
+  };
+
+  $.fn.autogrow.resize = function(textarea) {
+    var lineHeight = parseInt($(textarea).css('line-height'), 10);
+    var lines = textarea.value.split('\n');
+    var columns = textarea.cols;
+    var lineCount = 0;
+    $.each(lines, function() {
+      lineCount += Math.ceil(this.length / columns) || 1;
+    });
+    var height = lineHeight * (lineCount + 1);
+    $(textarea).css('height', height);
+  };
+})(jQuery);
+
+(function($) {
+  var comp, by;
+
+  function init() {
+    initEvents();
+    initComparator();
+  }
+
+  function initEvents() {
+    $(document).on("click", 'a.comment-close', function(event) {
+      event.preventDefault();
+      hide($(this).attr('id').substring(2));
+    });
+    $(document).on("click", 'a.vote', function(event) {
+      event.preventDefault();
+      handleVote($(this));
+    });
+    $(document).on("click", 'a.reply', function(event) {
+      event.preventDefault();
+      openReply($(this).attr('id').substring(2));
+    });
+    $(document).on("click", 'a.close-reply', function(event) {
+      event.preventDefault();
+      closeReply($(this).attr('id').substring(2));
+    });
+    $(document).on("click", 'a.sort-option', function(event) {
+      event.preventDefault();
+      handleReSort($(this));
+    });
+    $(document).on("click", 'a.show-proposal', function(event) {
+      event.preventDefault();
+      showProposal($(this).attr('id').substring(2));
+    });
+    $(document).on("click", 'a.hide-proposal', function(event) {
+      event.preventDefault();
+      hideProposal($(this).attr('id').substring(2));
+    });
+    $(document).on("click", 'a.show-propose-change', function(event) {
+      event.preventDefault();
+      showProposeChange($(this).attr('id').substring(2));
+    });
+    $(document).on("click", 'a.hide-propose-change', function(event) {
+      event.preventDefault();
+      hideProposeChange($(this).attr('id').substring(2));
+    });
+    $(document).on("click", 'a.accept-comment', function(event) {
+      event.preventDefault();
+      acceptComment($(this).attr('id').substring(2));
+    });
+    $(document).on("click", 'a.delete-comment', function(event) {
+      event.preventDefault();
+      deleteComment($(this).attr('id').substring(2));
+    });
+    $(document).on("click", 'a.comment-markup', function(event) {
+      event.preventDefault();
+      toggleCommentMarkupBox($(this).attr('id').substring(2));
+    });
+  }
+
+  /**
+   * Set comp, which is a comparator function used for sorting and
+   * inserting comments into the list.
+   */
+  function setComparator() {
+    // If the first three letters are "asc", sort in ascending order
+    // and remove the prefix.
+    if (by.substring(0,3) == 'asc') {
+      var i = by.substring(3);
+      comp = function(a, b) { return a[i] - b[i]; };
+    } else {
+      // Otherwise sort in descending order.
+      comp = function(a, b) { return b[by] - a[by]; };
+    }
+
+    // Reset link styles and format the selected sort option.
+    $('a.sel').attr('href', '#').removeClass('sel');
+    $('a.by' + by).removeAttr('href').addClass('sel');
+  }
+
+  /**
+   * Create a comp function. If the user has preferences stored in
+   * the sortBy cookie, use those, otherwise use the default.
+   */
+  function initComparator() {
+    by = 'rating'; // Default to sort by rating.
+    // If the sortBy cookie is set, use that instead.
+    if (document.cookie.length > 0) {
+      var start = document.cookie.indexOf('sortBy=');
+      if (start != -1) {
+        start = start + 7;
+        var end = document.cookie.indexOf(";", start);
+        if (end == -1) {
+          end = document.cookie.length;
+          by = unescape(document.cookie.substring(start, end));
+        }
+      }
+    }
+    setComparator();
+  }
+
+  /**
+   * Show a comment div.
+   */
+  function show(id) {
+    $('#ao' + id).hide();
+    $('#ah' + id).show();
+    var context = $.extend({id: id}, opts);
+    var popup = $(renderTemplate(popupTemplate, context)).hide();
+    popup.find('textarea[name="proposal"]').hide();
+    popup.find('a.by' + by).addClass('sel');
+    var form = popup.find('#cf' + id);
+    form.submit(function(event) {
+      event.preventDefault();
+      addComment(form);
+    });
+    $('#s' + id).after(popup);
+    popup.slideDown('fast', function() {
+      getComments(id);
+    });
+  }
+
+  /**
+   * Hide a comment div.
+   */
+  function hide(id) {
+    $('#ah' + id).hide();
+    $('#ao' + id).show();
+    var div = $('#sc' + id);
+    div.slideUp('fast', function() {
+      div.remove();
+    });
+  }
+
+  /**
+   * Perform an ajax request to get comments for a node
+   * and insert the comments into the comments tree.
+   */
+  function getComments(id) {
+    $.ajax({
+     type: 'GET',
+     url: opts.getCommentsURL,
+     data: {node: id},
+     success: function(data, textStatus, request) {
+       var ul = $('#cl' + id);
+       var speed = 100;
+       $('#cf' + id)
+         .find('textarea[name="proposal"]')
+         .data('source', data.source);
+
+       if (data.comments.length === 0) {
+         ul.html('<li>No comments yet.</li>');
+         ul.data('empty', true);
+       } else {
+         // If there are comments, sort them and put them in the list.
+         var comments = sortComments(data.comments);
+         speed = data.comments.length * 100;
+         appendComments(comments, ul);
+         ul.data('empty', false);
+       }
+       $('#cn' + id).slideUp(speed + 200);
+       ul.slideDown(speed);
+     },
+     error: function(request, textStatus, error) {
+       showError('Oops, there was a problem retrieving the comments.');
+     },
+     dataType: 'json'
+    });
+  }
+
+  /**
+   * Add a comment via ajax and insert the comment into the comment tree.
+   */
+  function addComment(form) {
+    var node_id = form.find('input[name="node"]').val();
+    var parent_id = form.find('input[name="parent"]').val();
+    var text = form.find('textarea[name="comment"]').val();
+    var proposal = form.find('textarea[name="proposal"]').val();
+
+    if (text == '') {
+      showError('Please enter a comment.');
+      return;
+    }
+
+    // Disable the form that is being submitted.
+    form.find('textarea,input').attr('disabled', 'disabled');
+
+    // Send the comment to the server.
+    $.ajax({
+      type: "POST",
+      url: opts.addCommentURL,
+      dataType: 'json',
+      data: {
+        node: node_id,
+        parent: parent_id,
+        text: text,
+        proposal: proposal
+      },
+      success: function(data, textStatus, error) {
+        // Reset the form.
+        if (node_id) {
+          hideProposeChange(node_id);
+        }
+        form.find('textarea')
+          .val('')
+          .add(form.find('input'))
+          .removeAttr('disabled');
+	var ul = $('#cl' + (node_id || parent_id));
+        if (ul.data('empty')) {
+          $(ul).empty();
+          ul.data('empty', false);
+        }
+        insertComment(data.comment);
+        var ao = $('#ao' + node_id);
+        ao.find('img').attr({'src': opts.commentBrightImage});
+        if (node_id) {
+          // if this was a "root" comment, remove the commenting box
+          // (the user can get it back by reopening the comment popup)
+          $('#ca' + node_id).slideUp();
+        }
+      },
+      error: function(request, textStatus, error) {
+        form.find('textarea,input').removeAttr('disabled');
+        showError('Oops, there was a problem adding the comment.');
+      }
+    });
+  }
+
+  /**
+   * Recursively append comments to the main comment list and children
+   * lists, creating the comment tree.
+   */
+  function appendComments(comments, ul) {
+    $.each(comments, function() {
+      var div = createCommentDiv(this);
+      ul.append($(document.createElement('li')).html(div));
+      appendComments(this.children, div.find('ul.comment-children'));
+      // To avoid stagnating data, don't store the comments children in data.
+      this.children = null;
+      div.data('comment', this);
+    });
+  }
+
+  /**
+   * After adding a new comment, it must be inserted in the correct
+   * location in the comment tree.
+   */
+  function insertComment(comment) {
+    var div = createCommentDiv(comment);
+
+    // To avoid stagnating data, don't store the comments children in data.
+    comment.children = null;
+    div.data('comment', comment);
+
+    var ul = $('#cl' + (comment.node || comment.parent));
+    var siblings = getChildren(ul);
+
+    var li = $(document.createElement('li'));
+    li.hide();
+
+    // Determine where in the parents children list to insert this comment.
+    for(i=0; i < siblings.length; i++) {
+      if (comp(comment, siblings[i]) <= 0) {
+        $('#cd' + siblings[i].id)
+          .parent()
+          .before(li.html(div));
+        li.slideDown('fast');
+        return;
+      }
+    }
+
+    // If we get here, this comment rates lower than all the others,
+    // or it is the only comment in the list.
+    ul.append(li.html(div));
+    li.slideDown('fast');
+  }
+
+  function acceptComment(id) {
+    $.ajax({
+      type: 'POST',
+      url: opts.acceptCommentURL,
+      data: {id: id},
+      success: function(data, textStatus, request) {
+        $('#cm' + id).fadeOut('fast');
+        $('#cd' + id).removeClass('moderate');
+      },
+      error: function(request, textStatus, error) {
+        showError('Oops, there was a problem accepting the comment.');
+      }
+    });
+  }
+
+  function deleteComment(id) {
+    $.ajax({
+      type: 'POST',
+      url: opts.deleteCommentURL,
+      data: {id: id},
+      success: function(data, textStatus, request) {
+        var div = $('#cd' + id);
+        if (data == 'delete') {
+          // Moderator mode: remove the comment and all children immediately
+          div.slideUp('fast', function() {
+            div.remove();
+          });
+          return;
+        }
+        // User mode: only mark the comment as deleted
+        div
+          .find('span.user-id:first')
+          .text('[deleted]').end()
+          .find('div.comment-text:first')
+          .text('[deleted]').end()
+          .find('#cm' + id + ', #dc' + id + ', #ac' + id + ', #rc' + id +
+                ', #sp' + id + ', #hp' + id + ', #cr' + id + ', #rl' + id)
+          .remove();
+        var comment = div.data('comment');
+        comment.username = '[deleted]';
+        comment.text = '[deleted]';
+        div.data('comment', comment);
+      },
+      error: function(request, textStatus, error) {
+        showError('Oops, there was a problem deleting the comment.');
+      }
+    });
+  }
+
+  function showProposal(id) {
+    $('#sp' + id).hide();
+    $('#hp' + id).show();
+    $('#pr' + id).slideDown('fast');
+  }
+
+  function hideProposal(id) {
+    $('#hp' + id).hide();
+    $('#sp' + id).show();
+    $('#pr' + id).slideUp('fast');
+  }
+
+  function showProposeChange(id) {
+    $('#pc' + id).hide();
+    $('#hc' + id).show();
+    var textarea = $('#pt' + id);
+    textarea.val(textarea.data('source'));
+    $.fn.autogrow.resize(textarea[0]);
+    textarea.slideDown('fast');
+  }
+
+  function hideProposeChange(id) {
+    $('#hc' + id).hide();
+    $('#pc' + id).show();
+    var textarea = $('#pt' + id);
+    textarea.val('').removeAttr('disabled');
+    textarea.slideUp('fast');
+  }
+
+  function toggleCommentMarkupBox(id) {
+    $('#mb' + id).toggle();
+  }
+
+  /** Handle when the user clicks on a sort by link. */
+  function handleReSort(link) {
+    var classes = link.attr('class').split(/\s+/);
+    for (var i=0; i<classes.length; i++) {
+      if (classes[i] != 'sort-option') {
+	by = classes[i].substring(2);
+      }
+    }
+    setComparator();
+    // Save/update the sortBy cookie.
+    var expiration = new Date();
+    expiration.setDate(expiration.getDate() + 365);
+    document.cookie= 'sortBy=' + escape(by) +
+                     ';expires=' + expiration.toUTCString();
+    $('ul.comment-ul').each(function(index, ul) {
+      var comments = getChildren($(ul), true);
+      comments = sortComments(comments);
+      appendComments(comments, $(ul).empty());
+    });
+  }
+
+  /**
+   * Function to process a vote when a user clicks an arrow.
+   */
+  function handleVote(link) {
+    if (!opts.voting) {
+      showError("You'll need to login to vote.");
+      return;
+    }
+
+    var id = link.attr('id');
+    if (!id) {
+      // Didn't click on one of the voting arrows.
+      return;
+    }
+    // If it is an unvote, the new vote value is 0,
+    // Otherwise it's 1 for an upvote, or -1 for a downvote.
+    var value = 0;
+    if (id.charAt(1) != 'u') {
+      value = id.charAt(0) == 'u' ? 1 : -1;
+    }
+    // The data to be sent to the server.
+    var d = {
+      comment_id: id.substring(2),
+      value: value
+    };
+
+    // Swap the vote and unvote links.
+    link.hide();
+    $('#' + id.charAt(0) + (id.charAt(1) == 'u' ? 'v' : 'u') + d.comment_id)
+      .show();
+
+    // The div the comment is displayed in.
+    var div = $('div#cd' + d.comment_id);
+    var data = div.data('comment');
+
+    // If this is not an unvote, and the other vote arrow has
+    // already been pressed, unpress it.
+    if ((d.value !== 0) && (data.vote === d.value * -1)) {
+      $('#' + (d.value == 1 ? 'd' : 'u') + 'u' + d.comment_id).hide();
+      $('#' + (d.value == 1 ? 'd' : 'u') + 'v' + d.comment_id).show();
+    }
+
+    // Update the comments rating in the local data.
+    data.rating += (data.vote === 0) ? d.value : (d.value - data.vote);
+    data.vote = d.value;
+    div.data('comment', data);
+
+    // Change the rating text.
+    div.find('.rating:first')
+      .text(data.rating + ' point' + (data.rating == 1 ? '' : 's'));
+
+    // Send the vote information to the server.
+    $.ajax({
+      type: "POST",
+      url: opts.processVoteURL,
+      data: d,
+      error: function(request, textStatus, error) {
+        showError('Oops, there was a problem casting that vote.');
+      }
+    });
+  }
+
+  /**
+   * Open a reply form used to reply to an existing comment.
+   */
+  function openReply(id) {
+    // Swap out the reply link for the hide link
+    $('#rl' + id).hide();
+    $('#cr' + id).show();
+
+    // Add the reply li to the children ul.
+    var div = $(renderTemplate(replyTemplate, {id: id})).hide();
+    $('#cl' + id)
+      .prepend(div)
+      // Setup the submit handler for the reply form.
+      .find('#rf' + id)
+      .submit(function(event) {
+        event.preventDefault();
+        addComment($('#rf' + id));
+        closeReply(id);
+      })
+      .find('input[type=button]')
+      .click(function() {
+        closeReply(id);
+      });
+    div.slideDown('fast', function() {
+      $('#rf' + id).find('textarea').focus();
+    });
+  }
+
+  /**
+   * Close the reply form opened with openReply.
+   */
+  function closeReply(id) {
+    // Remove the reply div from the DOM.
+    $('#rd' + id).slideUp('fast', function() {
+      $(this).remove();
+    });
+
+    // Swap out the hide link for the reply link
+    $('#cr' + id).hide();
+    $('#rl' + id).show();
+  }
+
+  /**
+   * Recursively sort a tree of comments using the comp comparator.
+   */
+  function sortComments(comments) {
+    comments.sort(comp);
+    $.each(comments, function() {
+      this.children = sortComments(this.children);
+    });
+    return comments;
+  }
+
+  /**
+   * Get the children comments from a ul. If recursive is true,
+   * recursively include childrens' children.
+   */
+  function getChildren(ul, recursive) {
+    var children = [];
+    ul.children().children("[id^='cd']")
+      .each(function() {
+        var comment = $(this).data('comment');
+        if (recursive)
+          comment.children = getChildren($(this).find('#cl' + comment.id), true);
+        children.push(comment);
+      });
+    return children;
+  }
+
+  /** Create a div to display a comment in. */
+  function createCommentDiv(comment) {
+    if (!comment.displayed && !opts.moderator) {
+      return $('<div class="moderate">Thank you!  Your comment will show up '
+               + 'once it is has been approved by a moderator.</div>');
+    }
+    // Prettify the comment rating.
+    comment.pretty_rating = comment.rating + ' point' +
+      (comment.rating == 1 ? '' : 's');
+    // Make a class (for displaying not yet moderated comments differently)
+    comment.css_class = comment.displayed ? '' : ' moderate';
+    // Create a div for this comment.
+    var context = $.extend({}, opts, comment);
+    var div = $(renderTemplate(commentTemplate, context));
+
+    // If the user has voted on this comment, highlight the correct arrow.
+    if (comment.vote) {
+      var direction = (comment.vote == 1) ? 'u' : 'd';
+      div.find('#' + direction + 'v' + comment.id).hide();
+      div.find('#' + direction + 'u' + comment.id).show();
+    }
+
+    if (opts.moderator || comment.text != '[deleted]') {
+      div.find('a.reply').show();
+      if (comment.proposal_diff)
+        div.find('#sp' + comment.id).show();
+      if (opts.moderator && !comment.displayed)
+        div.find('#cm' + comment.id).show();
+      if (opts.moderator || (opts.username == comment.username))
+        div.find('#dc' + comment.id).show();
+    }
+    return div;
+  }
+
+  /**
+   * A simple template renderer. Placeholders such as <%id%> are replaced
+   * by context['id'] with items being escaped. Placeholders such as <#id#>
+   * are not escaped.
+   */
+  function renderTemplate(template, context) {
+    var esc = $(document.createElement('div'));
+
+    function handle(ph, escape) {
+      var cur = context;
+      $.each(ph.split('.'), function() {
+        cur = cur[this];
+      });
+      return escape ? esc.text(cur || "").html() : cur;
+    }
+
+    return template.replace(/<([%#])([\w\.]*)\1>/g, function() {
+      return handle(arguments[2], arguments[1] == '%' ? true : false);
+    });
+  }
+
+  /** Flash an error message briefly. */
+  function showError(message) {
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+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
+  "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
+
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+<html xmlns="http://www.w3.org/1999/xhtml">
+  <head>
+    <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+    
+    <title>Welcome to Umap’s documentation! — Umap 0.1.0 documentation</title>
+    
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+    <link rel="top" title="Umap 0.1.0 documentation" href="#" />
+   
+  
+  <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9" />
+
+  </head>
+  <body role="document">  
+
+    <div class="document">
+      <div class="documentwrapper">
+        <div class="bodywrapper">
+          <div class="body" role="main">
+            
+  <div class="section" id="welcome-to-umap-s-documentation">
+<h1>Welcome to Umap’s documentation!<a class="headerlink" href="#welcome-to-umap-s-documentation" title="Permalink to this headline">¶</a></h1>
+<p>Contents:</p>
+<div class="toctree-wrapper compound">
+<ul class="simple">
+</ul>
+</div>
+<div class="section" id="introduction">
+<h2>Introduction<a class="headerlink" href="#introduction" title="Permalink to this headline">¶</a></h2>
+<p><strong>The free umap software package efficiently identifies uniquely mappable regions of any genome.
+Its Bismap extension identifies mappability of the bisulfite converted genome (methylome).</strong></p>
+<p>the mappability of a genome for a given read length <em>k</em>.
+First, it generates all possible <em>k</em>-mers of the genome.
+Second, it maps these unique <em>k</em>-mers to the genome with <a class="reference external" href="http://bowtie-bio.sourceforge.net/index.shtml">Bowtie</a> version 1.1.0.
+Third, Umap marks the start position of each <em>k</em>-mer that aligns to only one region in the genome.
+Umap repeats these steps for a range of different <em>k</em>-mers and stores the data of each chromosome
+in a binary vector <em>X</em> with the same length as the chromosome’s sequence.
+For read length <em>k</em>, <span class="math">\(X_i = 1\)</span> means that the sequence starting at <span class="math">\(X_i\)</span> and ending
+at <span class="math">\(X_{i+k}\)</span> is uniquely mappable on the forward strand.
+Since we align to both strands of the genome, the reverse complement of this same sequence
+starting at <span class="math">\(X_{i+k}\)</span> on the reverse strand is also uniquely mappable.
+<span class="math">\(X_i = 0\)</span> means that the sequence starting at <span class="math">\(X_i\)</span> and ending at
+<span class="math">\(X_{i+k}\)</span> can be mapped to at least two different regions in the genome.</p>
+</div>
+<div class="section" id="mappability-of-the-bisulfite-converted-genome">
+<h2>Mappability of the bisulfite-converted genome<a class="headerlink" href="#mappability-of-the-bisulfite-converted-genome" title="Permalink to this headline">¶</a></h2>
+<p>To identify the single-read mappability of a bisulfite-converted genome,
+we create two altered genome sequences.
+In the first sequence, we convert all cytosines to thymine (C <span class="math">\(\rightarrow\)</span> T).
+In the other sequence we convert all guanines to adenine (G <span class="math">\(\rightarrow\)</span> A).
+Our approach follows those of <a class="reference external" href="http://www.bioinformatics.babraham.ac.uk/projects/bismark/">Bismark</a>
+and <a class="reference external" href="https://github.com/brentp/bwa-meth">BWA-meth</a>.
+We convert the genome sequence this way because bisulfite
+treatment converts un-methylated cytosine to uracil which is read as thymine.
+Similarly the guanine that is base-pairing with the un-methylated cytosine in
+reverse strand converts to adenine. However these two conversions never occur
+at the same time on the same read. We identify the uniquely mappable regions
+of these two genomes separately, and then combine the data to represent the
+single-read mappability of the forward and reverse strands in the bisulfite-converted genome.</p>
+<p>Bismap requires special handling of reverse complementation of C <span class="math">\(\rightarrow\)</span> T
+or G <span class="math">\(\rightarrow\)</span> A converted genomes.
+Conversion of C <span class="math">\(\rightarrow\)</span> T on the sequence AATTCCGG produces AATT <strong>TT</strong> GG.
+In the Bowtie index, the reverse complement would be CCAAAATT.
+However for the purpose of identifying the mappability of the bisulfite-converted genome,
+we expect the reverse complement to be TTGGAA <strong>TT</strong>. The reason is that both forward and reverse
+strands undergo bisulfite treatment simultaneously. There is no DNA replication after bisulfite treatment.
+To handle this issue, Bismap creates its own reverse complemented chromosomes and suppresses Bowtie’s usual reverse complement mapping.</p>
+<p>Umap and Bismap each take approximately 200 CPU hours to run for a given read length. This can be parallelized in a computing cluster over 400 cores to take only 30 minutes.</p>
+<div class="section" id="measures-of-mappability">
+<h3>Measures of mappability<a class="headerlink" href="#measures-of-mappability" title="Permalink to this headline">¶</a></h3>
+<p>Umap efficiently identifies the single-read mappability of any genome for a
+range of sequencing read lengths. The single-read mappability of a genomic
+region is a fraction of that region which overlaps with at least one uniquely
+mappable <em>k</em>-mer. The Bismap extension of Umap produces the single-read mappability
+of a bisulfite-converted genome. Both Umap and Bismap produce an integer vector for
+each chromosome that efficiently defines the mappability for any region and can be
+converted to a browser extensible data (BED) file. In addition to single-read mappability,
+we can measure the mappability of a genomic region by another approach. To quantify
+the single-read mappability of a given genomic region, we measure the fraction of
+potential uniquely mappable reads in that region. A region, however, can have 100% single-read
+mappability, but in practice require a high coverage sequencing to properly identify that region.
+For example, a 1 kbp region with 100% single-read mappability can be mappable due to a
+minimum of 10 unique 100-mers that none of them overlap or a maximum of 1100 unique 100-mers
+that highly overlap. Therefore, we define the multi-read mappability, the probability that a
+randomly selected read of length k in a given region is uniquely mappable. For the genomic
+region <span class="math">\(G_{i:j}\)</span> starting at <em>i</em> and ending at <em>j</em>, there are <span class="math">\(j - i + k + 1\)</span>
+<em>k</em>-mers that overlap with <span class="math">\(G_{i:j}\)</span>.
+The multi-read mappability of <span class="math">\(G_{i:j}\)</span> is the fraction of those <em>k</em>-mers that are uniquely mappable.</p>
+</div>
+</div>
+<div class="section" id="quick-start">
+<h2>Quick start<a class="headerlink" href="#quick-start" title="Permalink to this headline">¶</a></h2>
+<p>We have tested Umap installation on a CentOS system using python 2.7.11.
+Bismap requires numpy and pandas and it uses other python modules such as:</p>
+<ul class="simple">
+<li>gzip</li>
+<li>os</li>
+<li>re</li>
+<li>subprocess</li>
+</ul>
+<p>Umap uses mercurial version control. Make sure that mercurial (hg) is installed.
+Download Umap to the directory of your python packages using:</p>
+<div class="highlight-default"><div class="highlight"><pre><span class="n">hg</span> <span class="n">clone</span> <span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">bitbucket</span><span class="o">.</span><span class="n">org</span><span class="o">/</span><span class="n">hoffmanlab</span><span class="o">/</span><span class="n">umap</span>
+<span class="n">cd</span> <span class="n">umap</span>
+<span class="n">python</span> <span class="n">setup</span><span class="o">.</span><span class="n">py</span> <span class="n">install</span>
+</pre></div>
+</div>
+<p>Now we will run a test using a wrapper in the umap directory called ubismap.py
+and a toy genome stored under umap/data</p>
+<div class="highlight-default"><div class="highlight"><pre>cd umap
+python ubismap.py data/genome.fa data/chrsize.tsv data/TestGenomeMappability all.q $BOWTIRDIR/bowtie-build --kmer 8 12 -write_script test_run.sh
+sh test_run.sh
+</pre></div>
+</div>
+<p>The scripts that are produced by <strong>ubismap.py</strong> assume that you are using a Sun Grid Engine computing cluster.
+You can use parameters of this script to adjust it to your own system. You may need to manually edit this file
+because many of the SGE settings are very different than other computing clusters.
+However, all of the Umap modules accept <em>-job_id</em> which allows you to use the modules without a cluster or if
+your cluster does not support job arrays.</p>
+<p>Basically, the job array saves an environmental variable (defined by (<em>-var_id</em>) that Umap uses for paralellizing processes.
+You can run the modules in a for loop and set the <em>-job_id</em> manually.
+For example, in order to find <em>k</em>-mers of a genome with 10 million base pairs, the get_kmers
+and run_bowtie modules each need to be executed with -job_ids ranging between 1 to 10.</p>
+</div>
+<div class="section" id="module-umap">
+<span id="get-k-mers"></span><h2>Get <em>k</em>-mers<a class="headerlink" href="#module-umap" title="Permalink to this headline">¶</a></h2>
+<dl class="class">
+<dt id="umap.GetKmers">
+<em class="property">class </em><code class="descclassname">umap.</code><code class="descname">GetKmers</code><span class="sig-paren">(</span><em>out_dir</em>, <em>kmer</em>, <em>job_id</em>, <em>chr_dir</em>, <em>chrsize_path</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/umap/get_kmers.html#GetKmers"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#umap.GetKmers" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</div>
+<div class="section" id="run-bowtie">
+<h2>Run Bowtie<a class="headerlink" href="#run-bowtie" title="Permalink to this headline">¶</a></h2>
+<dl class="class">
+<dt id="umap.BowtieWrapper">
+<em class="property">class </em><code class="descclassname">umap.</code><code class="descname">BowtieWrapper</code><span class="sig-paren">(</span><em>kmer_dir</em>, <em>bowtie_dir</em>, <em>index_dir</em>, <em>index_name</em>, <em>job_id</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/umap/run_bowtie.html#BowtieWrapper"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#umap.BowtieWrapper" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</div>
+<div class="section" id="merge-bowtie-outputs">
+<h2>Merge bowtie outputs<a class="headerlink" href="#merge-bowtie-outputs" title="Permalink to this headline">¶</a></h2>
+<dl class="class">
+<dt id="umap.UnifyBowtie">
+<em class="property">class </em><code class="descclassname">umap.</code><code class="descname">UnifyBowtie</code><span class="sig-paren">(</span><em>bowtie_outdir</em>, <em>chrsize_path</em>, <em>job_id</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/umap/unify_bowtie.html#UnifyBowtie"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#umap.UnifyBowtie" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</div>
+<div class="section" id="merge-data-of-various-k-mers">
+<h2>Merge data of various <em>k</em>-mers<a class="headerlink" href="#merge-data-of-various-k-mers" title="Permalink to this headline">¶</a></h2>
+<dl class="class">
+<dt id="umap.CombineUmaps">
+<em class="property">class </em><code class="descclassname">umap.</code><code class="descname">CombineUmaps</code><span class="sig-paren">(</span><em>kmer_dir</em>, <em>chrsize_path</em>, <em>out_dir</em>, <em>job_id</em>, <em>kmer_dir_2</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/umap/combine_umaps.html#CombineUmaps"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#umap.CombineUmaps" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</div>
+<div class="section" id="convert-numeric-vectors-to-bed-and-wiggle">
+<h2>Convert numeric vectors to BED and Wiggle<a class="headerlink" href="#convert-numeric-vectors-to-bed-and-wiggle" title="Permalink to this headline">¶</a></h2>
+<dl class="class">
+<dt id="umap.Int8Handler">
+<em class="property">class </em><code class="descclassname">umap.</code><code class="descname">Int8Handler</code><span class="sig-paren">(</span><em>in_dir</em>, <em>out_dir</em>, <em>C2T</em>, <em>G2A</em>, <em>chrsize_path</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/umap/uint8_to_bed.html#Int8Handler"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#umap.Int8Handler" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="method">
+<dt id="umap.Int8Handler.write_beds">
+<code class="descclassname">Int8Handler.</code><code class="descname">write_beds</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/umap/uint8_to_bed.html#Int8Handler.write_beds"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#umap.Int8Handler.write_beds" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="method">
+<dt id="umap.Int8Handler.write_as_wig">
+<code class="descclassname">Int8Handler.</code><code class="descname">write_as_wig</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/umap/uint8_to_bed.html#Int8Handler.write_as_wig"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#umap.Int8Handler.write_as_wig" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</div>
+<div class="section" id="requesting-genomes">
+<h2>Requesting Genomes<a class="headerlink" href="#requesting-genomes" title="Permalink to this headline">¶</a></h2>
+<p>In case you need these data for other genomes and do not have access to a Sun Grid Engine computing cluster,
+we may accept to do this for you.
+Please contact the software maintainer by email and we will do our best to assist you as soon as possible.</p>
+</div>
+<div class="section" id="contact-support-and-questions">
+<h2>Contact, support and questions<a class="headerlink" href="#contact-support-and-questions" title="Permalink to this headline">¶</a></h2>
+<p>For support of Umap, please user our <a class="reference external" href="https://groups.google.com/forum/#!forum/ubismap">mailing list</a>.
+Specifically, if you want to report a bug or request a feature,
+please do so using
+the <a class="reference external" href="https://bitbucket.org/hoffmanlab/umap/issues">Umap issue tracker</a>.
+We are interested in all comments on the package,
+and the ease of use of installation and documentation.</p>
+</div>
+</div>
+<div class="section" id="indices-and-tables">
+<h1>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Permalink to this headline">¶</a></h1>
+<ul class="simple">
+<li><a class="reference internal" href="genindex.html"><span class="std std-ref">Index</span></a></li>
+<li><a class="reference internal" href="py-modindex.html"><span class="std std-ref">Module Index</span></a></li>
+<li><a class="reference internal" href="search.html"><span class="std std-ref">Search Page</span></a></li>
+</ul>
+</div>
+
+
+          </div>
+        </div>
+      </div>
+      <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
+        <div class="sphinxsidebarwrapper">
+  <h3><a href="#">Table Of Contents</a></h3>
+  <ul>
+<li><a class="reference internal" href="#">Welcome to Umap’s documentation!</a><ul>
+<li><a class="reference internal" href="#introduction">Introduction</a></li>
+<li><a class="reference internal" href="#mappability-of-the-bisulfite-converted-genome">Mappability of the bisulfite-converted genome</a><ul>
+<li><a class="reference internal" href="#measures-of-mappability">Measures of mappability</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#quick-start">Quick start</a></li>
+<li><a class="reference internal" href="#module-umap">Get <em>k</em>-mers</a></li>
+<li><a class="reference internal" href="#run-bowtie">Run Bowtie</a></li>
+<li><a class="reference internal" href="#merge-bowtie-outputs">Merge bowtie outputs</a></li>
+<li><a class="reference internal" href="#merge-data-of-various-k-mers">Merge data of various <em>k</em>-mers</a></li>
+<li><a class="reference internal" href="#convert-numeric-vectors-to-bed-and-wiggle">Convert numeric vectors to BED and Wiggle</a></li>
+<li><a class="reference internal" href="#requesting-genomes">Requesting Genomes</a></li>
+<li><a class="reference internal" href="#contact-support-and-questions">Contact, support and questions</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#indices-and-tables">Indices and tables</a></li>
+</ul>
+<div class="relations">
+<h3>Related Topics</h3>
+<ul>
+  <li><a href="#">Documentation overview</a><ul>
+  </ul></li>
+</ul>
+</div>
+  <div role="note" aria-label="source link">
+    <h3>This Page</h3>
+    <ul class="this-page-menu">
+      <li><a href="_sources/documentation.txt"
+            rel="nofollow">Show Source</a></li>
+    </ul>
+   </div>
+<div id="searchbox" style="display: none" role="search">
+  <h3>Quick search</h3>
+    <form class="search" action="search.html" method="get">
+      <input type="text" name="q" />
+      <input type="submit" value="Go" />
+      <input type="hidden" name="check_keywords" value="yes" />
+      <input type="hidden" name="area" value="default" />
+    </form>
+</div>
+<script type="text/javascript">$('#searchbox').show(0);</script>
+        </div>
+      </div>
+      <div class="clearer"></div>
+    </div>
+    <div class="footer">
+      ©2016, Mehran Karimzadeh, Carl Ernst, Anshul Kundaje, Michael M. Hoffman.
+      
+      |
+      Powered by <a href="http://sphinx-doc.org/">Sphinx 1.4.1</a>
+      & <a href="https://github.com/bitprophet/alabaster">Alabaster 0.7.7</a>
+      
+      |
+      <a href="_sources/documentation.txt"
+          rel="nofollow">Page source</a>
+    </div>
+
+    
+
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/doc/build/genindex.html b/doc/build/genindex.html
new file mode 100644
index 0000000..9db8022
--- /dev/null
+++ b/doc/build/genindex.html
@@ -0,0 +1,168 @@
+
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
+  "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
+
+
+<html xmlns="http://www.w3.org/1999/xhtml">
+  <head>
+    <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+    
+    <title>Index — Umap 0.1.0 documentation</title>
+    
+    <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
+    <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+    
+    <script type="text/javascript">
+      var DOCUMENTATION_OPTIONS = {
+        URL_ROOT:    './',
+        VERSION:     '0.1.0',
+        COLLAPSE_INDEX: false,
+        FILE_SUFFIX: '.html',
+        HAS_SOURCE:  true
+      };
+    </script>
+    <script type="text/javascript" src="_static/jquery.js"></script>
+    <script type="text/javascript" src="_static/underscore.js"></script>
+    <script type="text/javascript" src="_static/doctools.js"></script>
+    <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
+    <link rel="top" title="Umap 0.1.0 documentation" href="documentation.html" />
+   
+  
+  <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9" />
+
+  </head>
+  <body role="document">  
+
+    <div class="document">
+      <div class="documentwrapper">
+        <div class="bodywrapper">
+          <div class="body" role="main">
+            
+
+<h1 id="index">Index</h1>
+
+<div class="genindex-jumpbox">
+ <a href="#B"><strong>B</strong></a>
+ | <a href="#C"><strong>C</strong></a>
+ | <a href="#G"><strong>G</strong></a>
+ | <a href="#I"><strong>I</strong></a>
+ | <a href="#U"><strong>U</strong></a>
+ | <a href="#W"><strong>W</strong></a>
+ 
+</div>
+<h2 id="B">B</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%" valign="top"><dl>
+      
+  <dt><a href="documentation.html#umap.BowtieWrapper">BowtieWrapper (class in umap)</a>
+  </dt>
+
+  </dl></td>
+</tr></table>
+
+<h2 id="C">C</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%" valign="top"><dl>
+      
+  <dt><a href="documentation.html#umap.CombineUmaps">CombineUmaps (class in umap)</a>
+  </dt>
+
+  </dl></td>
+</tr></table>
+
+<h2 id="G">G</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%" valign="top"><dl>
+      
+  <dt><a href="documentation.html#umap.GetKmers">GetKmers (class in umap)</a>
+  </dt>
+
+  </dl></td>
+</tr></table>
+
+<h2 id="I">I</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%" valign="top"><dl>
+      
+  <dt><a href="documentation.html#umap.Int8Handler">Int8Handler (class in umap)</a>
+  </dt>
+
+  </dl></td>
+</tr></table>
+
+<h2 id="U">U</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%" valign="top"><dl>
+      
+  <dt><a href="documentation.html#module-umap">umap (module)</a>
+  </dt>
+
+  </dl></td>
+  <td style="width: 33%" valign="top"><dl>
+      
+  <dt><a href="documentation.html#umap.UnifyBowtie">UnifyBowtie (class in umap)</a>
+  </dt>
+
+  </dl></td>
+</tr></table>
+
+<h2 id="W">W</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%" valign="top"><dl>
+      
+  <dt><a href="documentation.html#umap.Int8Handler.write_as_wig">write_as_wig() (umap.Int8Handler method)</a>
+  </dt>
+
+  </dl></td>
+  <td style="width: 33%" valign="top"><dl>
+      
+  <dt><a href="documentation.html#umap.Int8Handler.write_beds">write_beds() (umap.Int8Handler method)</a>
+  </dt>
+
+  </dl></td>
+</tr></table>
+
+
+
+          </div>
+        </div>
+      </div>
+      <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
+        <div class="sphinxsidebarwrapper">
+
+   <div class="relations">
+<h3>Related Topics</h3>
+<ul>
+  <li><a href="documentation.html">Documentation overview</a><ul>
+  </ul></li>
+</ul>
+</div>
+
+<div id="searchbox" style="display: none" role="search">
+  <h3>Quick search</h3>
+    <form class="search" action="search.html" method="get">
+      <input type="text" name="q" />
+      <input type="submit" value="Go" />
+      <input type="hidden" name="check_keywords" value="yes" />
+      <input type="hidden" name="area" value="default" />
+    </form>
+</div>
+<script type="text/javascript">$('#searchbox').show(0);</script>
+        </div>
+      </div>
+      <div class="clearer"></div>
+    </div>
+    <div class="footer">
+      ©2016, Mehran Karimzadeh, Carl Ernst, Anshul Kundaje, Michael M. Hoffman.
+      
+      |
+      Powered by <a href="http://sphinx-doc.org/">Sphinx 1.4.1</a>
+      & <a href="https://github.com/bitprophet/alabaster">Alabaster 0.7.7</a>
+      
+    </div>
+
+    
+
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/doc/build/latex/Makefile b/doc/build/latex/Makefile
new file mode 100644
index 0000000..d748006
--- /dev/null
+++ b/doc/build/latex/Makefile
@@ -0,0 +1,78 @@
+# Makefile for Sphinx LaTeX output
+
+ALLDOCS = $(basename $(wildcard *.tex))
+ALLPDF = $(addsuffix .pdf,$(ALLDOCS))
+ALLDVI = $(addsuffix .dvi,$(ALLDOCS))
+
+# Prefix for archive names
+ARCHIVEPRREFIX =
+# Additional LaTeX options
+LATEXOPTS =
+# format: pdf or dvi
+FMT = pdf
+
+LATEX = latex
+PDFLATEX = pdflatex
+MAKEINDEX = makeindex
+
+all: $(ALLPDF)
+all-pdf: $(ALLPDF)
+all-dvi: $(ALLDVI)
+all-ps: all-dvi
+	for f in *.dvi; do dvips $$f; done
+
+all-pdf-ja:
+	for f in *.pdf *.png *.gif *.jpg *.jpeg; do extractbb $$f; done
+	for f in *.tex; do platex -kanji=utf8 $(LATEXOPTS) $$f; done
+	for f in *.tex; do platex -kanji=utf8 $(LATEXOPTS) $$f; done
+	for f in *.tex; do platex -kanji=utf8 $(LATEXOPTS) $$f; done
+	-for f in *.idx; do mendex -U -f -d "`basename $$f .idx`.dic" -s python.ist $$f; done
+	for f in *.tex; do platex -kanji=utf8 $(LATEXOPTS) $$f; done
+	for f in *.tex; do platex -kanji=utf8 $(LATEXOPTS) $$f; done
+	for f in *.dvi; do dvipdfmx $$f; done
+
+zip: all-$(FMT)
+	mkdir $(ARCHIVEPREFIX)docs-$(FMT)
+	cp $(ALLPDF) $(ARCHIVEPREFIX)docs-$(FMT)
+	zip -q -r -9 $(ARCHIVEPREFIX)docs-$(FMT).zip $(ARCHIVEPREFIX)docs-$(FMT)
+	rm -r $(ARCHIVEPREFIX)docs-$(FMT)
+
+tar: all-$(FMT)
+	mkdir $(ARCHIVEPREFIX)docs-$(FMT)
+	cp $(ALLPDF) $(ARCHIVEPREFIX)docs-$(FMT)
+	tar cf $(ARCHIVEPREFIX)docs-$(FMT).tar $(ARCHIVEPREFIX)docs-$(FMT)
+	rm -r $(ARCHIVEPREFIX)docs-$(FMT)
+
+gz: tar
+	gzip -9 < $(ARCHIVEPREFIX)docs-$(FMT).tar > $(ARCHIVEPREFIX)docs-$(FMT).tar.gz
+
+bz2: tar
+	bzip2 -9 -k $(ARCHIVEPREFIX)docs-$(FMT).tar
+
+xz: tar
+	xz -9 -k $(ARCHIVEPREFIX)docs-$(FMT).tar
+
+# The number of LaTeX runs is quite conservative, but I don't expect it
+# to get run often, so the little extra time won't hurt.
+%.dvi: %.tex
+	$(LATEX) $(LATEXOPTS) '$<'
+	$(LATEX) $(LATEXOPTS) '$<'
+	$(LATEX) $(LATEXOPTS) '$<'
+	-$(MAKEINDEX) -s python.ist '$(basename $<).idx'
+	$(LATEX) $(LATEXOPTS) '$<'
+	$(LATEX) $(LATEXOPTS) '$<'
+
+%.pdf: %.tex
+	$(PDFLATEX) $(LATEXOPTS) '$<'
+	$(PDFLATEX) $(LATEXOPTS) '$<'
+	$(PDFLATEX) $(LATEXOPTS) '$<'
+	-$(MAKEINDEX) -s python.ist '$(basename $<).idx'
+	$(PDFLATEX) $(LATEXOPTS) '$<'
+	$(PDFLATEX) $(LATEXOPTS) '$<'
+
+clean:
+	rm -f *.log *.ind *.aux *.toc *.syn *.idx *.out *.ilg *.pla *.ps *.tar *.tar.gz *.tar.bz2 *.tar.xz $(ALLPDF) $(ALLDVI)
+
+.PHONY: all all-pdf all-dvi all-ps clean zip tar gz bz2 xz
+.PHONY: all-pdf-ja
+
diff --git a/doc/build/latex/Umap.aux b/doc/build/latex/Umap.aux
new file mode 100644
index 0000000..39ad4c7
--- /dev/null
+++ b/doc/build/latex/Umap.aux
@@ -0,0 +1,91 @@
+\relax 
+\providecommand\hyper at newdestlabel[2]{}
+\providecommand\HyperFirstAtBeginDocument{\AtBeginDocument}
+\HyperFirstAtBeginDocument{\ifx\hyper at anchor\@undefined
+\global\let\oldcontentsline\contentsline
+\gdef\contentsline#1#2#3#4{\oldcontentsline{#1}{#2}{#3}}
+\global\let\oldnewlabel\newlabel
+\gdef\newlabel#1#2{\newlabelxx{#1}#2}
+\gdef\newlabelxx#1#2#3#4#5#6{\oldnewlabel{#1}{{#2}{#3}}}
+\AtEndDocument{\ifx\hyper at anchor\@undefined
+\let\contentsline\oldcontentsline
+\let\newlabel\oldnewlabel
+\fi}
+\fi}
+\global\let\hyper at last\relax 
+\gdef\HyperFirstAtBeginDocument#1{#1}
+\providecommand\HyField at AuxAddToFields[1]{}
+\providecommand\HyField at AuxAddToCoFields[2]{}
+\select at language{english}
+\@writefile{toc}{\select at language{english}}
+\@writefile{lof}{\select at language{english}}
+\@writefile{lot}{\select at language{english}}
+\newlabel{documentation::doc}{{}{1}{}{section*.2}{}}
+\@writefile{toc}{\contentsline {chapter}{\numberline {1}Introduction}{3}{chapter.1}}
+\@writefile{lof}{\addvspace {10\p@ }}
+\@writefile{lot}{\addvspace {10\p@ }}
+\@writefile{loliteral-block}{\addvspace {10\p@ }}
+\newlabel{documentation:introduction}{{1}{3}{Introduction}{chapter.1}{}}
+\newlabel{documentation:welcome-to-umap-s-documentation}{{1}{3}{Introduction}{chapter.1}{}}
+\@writefile{toc}{\contentsline {chapter}{\numberline {2}Mappability of the bisulfite-converted genome}{5}{chapter.2}}
+\@writefile{lof}{\addvspace {10\p@ }}
+\@writefile{lot}{\addvspace {10\p@ }}
+\@writefile{loliteral-block}{\addvspace {10\p@ }}
+\newlabel{documentation:mappability-of-the-bisulfite-converted-genome}{{2}{5}{Mappability of the bisulfite-converted genome}{chapter.2}{}}
+\@writefile{toc}{\contentsline {section}{\numberline {2.1}Measures of mappability}{5}{section.2.1}}
+\newlabel{documentation:measures-of-mappability}{{2.1}{5}{Measures of mappability}{section.2.1}{}}
+\@writefile{toc}{\contentsline {chapter}{\numberline {3}Quick start}{7}{chapter.3}}
+\@writefile{lof}{\addvspace {10\p@ }}
+\@writefile{lot}{\addvspace {10\p@ }}
+\@writefile{loliteral-block}{\addvspace {10\p@ }}
+\newlabel{documentation:quick-start}{{3}{7}{Quick start}{chapter.3}{}}
+\@writefile{toc}{\contentsline {chapter}{\numberline {4}Get \emph  {k}-mers}{9}{chapter.4}}
+\@writefile{lof}{\addvspace {10\p@ }}
+\@writefile{lot}{\addvspace {10\p@ }}
+\@writefile{loliteral-block}{\addvspace {10\p@ }}
+\newlabel{documentation:get-k-mers}{{4}{9}{Get \emph {k}-mers}{chapter.4}{}}
+\newlabel{documentation:module-umap}{{4}{9}{Get \emph {k}-mers}{chapter.4}{}}
+\newlabel{documentation:umap.GetKmers}{{4}{9}{Get \emph {k}-mers}{section*.3}{}}
+\@writefile{toc}{\contentsline {chapter}{\numberline {5}Run Bowtie}{11}{chapter.5}}
+\@writefile{lof}{\addvspace {10\p@ }}
+\@writefile{lot}{\addvspace {10\p@ }}
+\@writefile{loliteral-block}{\addvspace {10\p@ }}
+\newlabel{documentation:run-bowtie}{{5}{11}{Run Bowtie}{chapter.5}{}}
+\newlabel{documentation:umap.BowtieWrapper}{{5}{11}{Run Bowtie}{section*.4}{}}
+\@writefile{toc}{\contentsline {chapter}{\numberline {6}Merge bowtie outputs}{13}{chapter.6}}
+\@writefile{lof}{\addvspace {10\p@ }}
+\@writefile{lot}{\addvspace {10\p@ }}
+\@writefile{loliteral-block}{\addvspace {10\p@ }}
+\newlabel{documentation:merge-bowtie-outputs}{{6}{13}{Merge bowtie outputs}{chapter.6}{}}
+\newlabel{documentation:umap.UnifyBowtie}{{6}{13}{Merge bowtie outputs}{section*.5}{}}
+\@writefile{toc}{\contentsline {chapter}{\numberline {7}Merge data of various \emph  {k}-mers}{15}{chapter.7}}
+\@writefile{lof}{\addvspace {10\p@ }}
+\@writefile{lot}{\addvspace {10\p@ }}
+\@writefile{loliteral-block}{\addvspace {10\p@ }}
+\newlabel{documentation:merge-data-of-various-k-mers}{{7}{15}{Merge data of various \emph {k}-mers}{chapter.7}{}}
+\newlabel{documentation:umap.CombineUmaps}{{7}{15}{Merge data of various \emph {k}-mers}{section*.6}{}}
+\@writefile{toc}{\contentsline {chapter}{\numberline {8}Convert numeric vectors to BED and Wiggle}{17}{chapter.8}}
+\@writefile{lof}{\addvspace {10\p@ }}
+\@writefile{lot}{\addvspace {10\p@ }}
+\@writefile{loliteral-block}{\addvspace {10\p@ }}
+\newlabel{documentation:convert-numeric-vectors-to-bed-and-wiggle}{{8}{17}{Convert numeric vectors to BED and Wiggle}{chapter.8}{}}
+\newlabel{documentation:umap.Int8Handler}{{8}{17}{Convert numeric vectors to BED and Wiggle}{section*.7}{}}
+\newlabel{documentation:umap.Int8Handler.write_beds}{{8}{17}{Convert numeric vectors to BED and Wiggle}{section*.8}{}}
+\newlabel{documentation:umap.Int8Handler.write_as_wig}{{8}{17}{Convert numeric vectors to BED and Wiggle}{section*.9}{}}
+\@writefile{toc}{\contentsline {chapter}{\numberline {9}Requesting Genomes}{19}{chapter.9}}
+\@writefile{lof}{\addvspace {10\p@ }}
+\@writefile{lot}{\addvspace {10\p@ }}
+\@writefile{loliteral-block}{\addvspace {10\p@ }}
+\newlabel{documentation:requesting-genomes}{{9}{19}{Requesting Genomes}{chapter.9}{}}
+\@writefile{toc}{\contentsline {chapter}{\numberline {10}Contact, support and questions}{21}{chapter.10}}
+\@writefile{lof}{\addvspace {10\p@ }}
+\@writefile{lot}{\addvspace {10\p@ }}
+\@writefile{loliteral-block}{\addvspace {10\p@ }}
+\newlabel{documentation:contact-support-and-questions}{{10}{21}{Contact, support and questions}{chapter.10}{}}
+\@writefile{toc}{\contentsline {chapter}{\numberline {11}Indices and tables}{23}{chapter.11}}
+\@writefile{lof}{\addvspace {10\p@ }}
+\@writefile{lot}{\addvspace {10\p@ }}
+\@writefile{loliteral-block}{\addvspace {10\p@ }}
+\newlabel{documentation:indices-and-tables}{{11}{23}{Indices and tables}{chapter.11}{}}
+\@writefile{toc}{\contentsline {chapter}{Python Module Index}{25}{section*.10}}
+\@writefile{toc}{\contentsline {chapter}{Index}{27}{section*.11}}
diff --git a/doc/build/latex/Umap.idx b/doc/build/latex/Umap.idx
new file mode 100644
index 0000000..01ed21f
--- /dev/null
+++ b/doc/build/latex/Umap.idx
@@ -0,0 +1,8 @@
+\indexentry{umap (module)|hyperpage}{9}
+\indexentry{GetKmers (class in umap)|hyperpage}{9}
+\indexentry{BowtieWrapper (class in umap)|hyperpage}{11}
+\indexentry{UnifyBowtie (class in umap)|hyperpage}{13}
+\indexentry{CombineUmaps (class in umap)|hyperpage}{15}
+\indexentry{Int8Handler (class in umap)|hyperpage}{17}
+\indexentry{write\_beds() (umap.Int8Handler method)|hyperpage}{17}
+\indexentry{write\_as\_wig() (umap.Int8Handler method)|hyperpage}{17}
diff --git a/doc/build/latex/Umap.ilg b/doc/build/latex/Umap.ilg
new file mode 100644
index 0000000..b255691
--- /dev/null
+++ b/doc/build/latex/Umap.ilg
@@ -0,0 +1,7 @@
+This is makeindex, version 2.15 [TeX Live 2014] (kpathsea + Thai support).
+Scanning style file ./python.ist......done (6 attributes redefined, 0 ignored).
+Scanning input file Umap.idx....done (8 entries accepted, 0 rejected).
+Sorting entries....done (24 comparisons).
+Generating output file Umap.ind....done (29 lines written, 0 warnings).
+Output written in Umap.ind.
+Transcript written in Umap.ilg.
diff --git a/doc/build/latex/Umap.ind b/doc/build/latex/Umap.ind
new file mode 100644
index 0000000..a70842f
--- /dev/null
+++ b/doc/build/latex/Umap.ind
@@ -0,0 +1,29 @@
+\begin{theindex}
+\def\bigletter#1{{\Large\sffamily#1}\nopagebreak\vspace{1mm}}
+
+  \bigletter B
+  \item BowtieWrapper (class in umap), \hyperpage{11}
+
+  \indexspace
+  \bigletter C
+  \item CombineUmaps (class in umap), \hyperpage{15}
+
+  \indexspace
+  \bigletter G
+  \item GetKmers (class in umap), \hyperpage{9}
+
+  \indexspace
+  \bigletter I
+  \item Int8Handler (class in umap), \hyperpage{17}
+
+  \indexspace
+  \bigletter U
+  \item umap (module), \hyperpage{9}
+  \item UnifyBowtie (class in umap), \hyperpage{13}
+
+  \indexspace
+  \bigletter W
+  \item write\_as\_wig() (umap.Int8Handler method), \hyperpage{17}
+  \item write\_beds() (umap.Int8Handler method), \hyperpage{17}
+
+\end{theindex}
diff --git a/doc/build/latex/Umap.log b/doc/build/latex/Umap.log
new file mode 100644
index 0000000..092eeba
--- /dev/null
+++ b/doc/build/latex/Umap.log
@@ -0,0 +1,1203 @@
+This is pdfTeX, Version 3.14159265-2.6-1.40.15 (TeX Live 2014) (preloaded format=pdflatex 2015.1.15)  20 JUN 2016 16:41
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+**Umap.tex
+(./Umap.tex
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+-dist/tex/latex/base/t1enc.dfu
+File: t1enc.dfu 2014/09/29 v1.1m UTF-8 support for inputenc
+   defining Unicode char U+00A1 (decimal 161)
+   defining Unicode char U+00A3 (decimal 163)
+   defining Unicode char U+00AB (decimal 171)
+   defining Unicode char U+00BB (decimal 187)
+   defining Unicode char U+00BF (decimal 191)
+   defining Unicode char U+00C0 (decimal 192)
+   defining Unicode char U+00C1 (decimal 193)
+   defining Unicode char U+00C2 (decimal 194)
+   defining Unicode char U+00C3 (decimal 195)
+   defining Unicode char U+00C4 (decimal 196)
+   defining Unicode char U+00C5 (decimal 197)
+   defining Unicode char U+00C6 (decimal 198)
+   defining Unicode char U+00C7 (decimal 199)
+   defining Unicode char U+00C8 (decimal 200)
+   defining Unicode char U+00C9 (decimal 201)
+   defining Unicode char U+00CA (decimal 202)
+   defining Unicode char U+00CB (decimal 203)
+   defining Unicode char U+00CC (decimal 204)
+   defining Unicode char U+00CD (decimal 205)
+   defining Unicode char U+00CE (decimal 206)
+   defining Unicode char U+00CF (decimal 207)
+   defining Unicode char U+00D0 (decimal 208)
+   defining Unicode char U+00D1 (decimal 209)
+   defining Unicode char U+00D2 (decimal 210)
+   defining Unicode char U+00D3 (decimal 211)
+   defining Unicode char U+00D4 (decimal 212)
+   defining Unicode char U+00D5 (decimal 213)
+   defining Unicode char U+00D6 (decimal 214)
+   defining Unicode char U+00D8 (decimal 216)
+   defining Unicode char U+00D9 (decimal 217)
+   defining Unicode char U+00DA (decimal 218)
+   defining Unicode char U+00DB (decimal 219)
+   defining Unicode char U+00DC (decimal 220)
+   defining Unicode char U+00DD (decimal 221)
+   defining Unicode char U+00DE (decimal 222)
+   defining Unicode char U+00DF (decimal 223)
+   defining Unicode char U+00E0 (decimal 224)
+   defining Unicode char U+00E1 (decimal 225)
+   defining Unicode char U+00E2 (decimal 226)
+   defining Unicode char U+00E3 (decimal 227)
+   defining Unicode char U+00E4 (decimal 228)
+   defining Unicode char U+00E5 (decimal 229)
+   defining Unicode char U+00E6 (decimal 230)
+   defining Unicode char U+00E7 (decimal 231)
+   defining Unicode char U+00E8 (decimal 232)
+   defining Unicode char U+00E9 (decimal 233)
+   defining Unicode char U+00EA (decimal 234)
+   defining Unicode char U+00EB (decimal 235)
+   defining Unicode char U+00EC (decimal 236)
+   defining Unicode char U+00ED (decimal 237)
+   defining Unicode char U+00EE (decimal 238)
+   defining Unicode char U+00EF (decimal 239)
+   defining Unicode char U+00F0 (decimal 240)
+   defining Unicode char U+00F1 (decimal 241)
+   defining Unicode char U+00F2 (decimal 242)
+   defining Unicode char U+00F3 (decimal 243)
+   defining Unicode char U+00F4 (decimal 244)
+   defining Unicode char U+00F5 (decimal 245)
+   defining Unicode char U+00F6 (decimal 246)
+   defining Unicode char U+00F8 (decimal 248)
+   defining Unicode char U+00F9 (decimal 249)
+   defining Unicode char U+00FA (decimal 250)
+   defining Unicode char U+00FB (decimal 251)
+   defining Unicode char U+00FC (decimal 252)
+   defining Unicode char U+00FD (decimal 253)
+   defining Unicode char U+00FE (decimal 254)
+   defining Unicode char U+00FF (decimal 255)
+   defining Unicode char U+0102 (decimal 258)
+   defining Unicode char U+0103 (decimal 259)
+   defining Unicode char U+0104 (decimal 260)
+   defining Unicode char U+0105 (decimal 261)
+   defining Unicode char U+0106 (decimal 262)
+   defining Unicode char U+0107 (decimal 263)
+   defining Unicode char U+010C (decimal 268)
+   defining Unicode char U+010D (decimal 269)
+   defining Unicode char U+010E (decimal 270)
+   defining Unicode char U+010F (decimal 271)
+   defining Unicode char U+0110 (decimal 272)
+   defining Unicode char U+0111 (decimal 273)
+   defining Unicode char U+0118 (decimal 280)
+   defining Unicode char U+0119 (decimal 281)
+   defining Unicode char U+011A (decimal 282)
+   defining Unicode char U+011B (decimal 283)
+   defining Unicode char U+011E (decimal 286)
+   defining Unicode char U+011F (decimal 287)
+   defining Unicode char U+0130 (decimal 304)
+   defining Unicode char U+0131 (decimal 305)
+   defining Unicode char U+0132 (decimal 306)
+   defining Unicode char U+0133 (decimal 307)
+   defining Unicode char U+0139 (decimal 313)
+   defining Unicode char U+013A (decimal 314)
+   defining Unicode char U+013D (decimal 317)
+   defining Unicode char U+013E (decimal 318)
+   defining Unicode char U+0141 (decimal 321)
+   defining Unicode char U+0142 (decimal 322)
+   defining Unicode char U+0143 (decimal 323)
+   defining Unicode char U+0144 (decimal 324)
+   defining Unicode char U+0147 (decimal 327)
+   defining Unicode char U+0148 (decimal 328)
+   defining Unicode char U+014A (decimal 330)
+   defining Unicode char U+014B (decimal 331)
+   defining Unicode char U+0150 (decimal 336)
+   defining Unicode char U+0151 (decimal 337)
+   defining Unicode char U+0152 (decimal 338)
+   defining Unicode char U+0153 (decimal 339)
+   defining Unicode char U+0154 (decimal 340)
+   defining Unicode char U+0155 (decimal 341)
+   defining Unicode char U+0158 (decimal 344)
+   defining Unicode char U+0159 (decimal 345)
+   defining Unicode char U+015A (decimal 346)
+   defining Unicode char U+015B (decimal 347)
+   defining Unicode char U+015E (decimal 350)
+   defining Unicode char U+015F (decimal 351)
+   defining Unicode char U+0160 (decimal 352)
+   defining Unicode char U+0161 (decimal 353)
+   defining Unicode char U+0162 (decimal 354)
+   defining Unicode char U+0163 (decimal 355)
+   defining Unicode char U+0164 (decimal 356)
+   defining Unicode char U+0165 (decimal 357)
+   defining Unicode char U+016E (decimal 366)
+   defining Unicode char U+016F (decimal 367)
+   defining Unicode char U+0170 (decimal 368)
+   defining Unicode char U+0171 (decimal 369)
+   defining Unicode char U+0178 (decimal 376)
+   defining Unicode char U+0179 (decimal 377)
+   defining Unicode char U+017A (decimal 378)
+   defining Unicode char U+017B (decimal 379)
+   defining Unicode char U+017C (decimal 380)
+   defining Unicode char U+017D (decimal 381)
+   defining Unicode char U+017E (decimal 382)
+   defining Unicode char U+200C (decimal 8204)
+   defining Unicode char U+2013 (decimal 8211)
+   defining Unicode char U+2014 (decimal 8212)
+   defining Unicode char U+2018 (decimal 8216)
+   defining Unicode char U+2019 (decimal 8217)
+   defining Unicode char U+201A (decimal 8218)
+   defining Unicode char U+201C (decimal 8220)
+   defining Unicode char U+201D (decimal 8221)
+   defining Unicode char U+201E (decimal 8222)
+   defining Unicode char U+2030 (decimal 8240)
+   defining Unicode char U+2031 (decimal 8241)
+   defining Unicode char U+2039 (decimal 8249)
+   defining Unicode char U+203A (decimal 8250)
+   defining Unicode char U+2423 (decimal 9251)
+)
+Now handling font encoding OT1 ...
+... processing UTF-8 mapping file for font encoding OT1
+
+(/mnt/work1/users/home2/mkarimzadeh/software/LaTeX/usr/local/texlive/2014/texmf
+-dist/tex/latex/base/ot1enc.dfu
+File: ot1enc.dfu 2014/09/29 v1.1m UTF-8 support for inputenc
+   defining Unicode char U+00A1 (decimal 161)
+   defining Unicode char U+00A3 (decimal 163)
+   defining Unicode char U+00B8 (decimal 184)
+   defining Unicode char U+00BF (decimal 191)
+   defining Unicode char U+00C5 (decimal 197)
+   defining Unicode char U+00C6 (decimal 198)
+   defining Unicode char U+00D8 (decimal 216)
+   defining Unicode char U+00DF (decimal 223)
+   defining Unicode char U+00E6 (decimal 230)
+   defining Unicode char U+00EC (decimal 236)
+   defining Unicode char U+00ED (decimal 237)
+   defining Unicode char U+00EE (decimal 238)
+   defining Unicode char U+00EF (decimal 239)
+   defining Unicode char U+00F8 (decimal 248)
+   defining Unicode char U+0131 (decimal 305)
+   defining Unicode char U+0141 (decimal 321)
+   defining Unicode char U+0142 (decimal 322)
+   defining Unicode char U+0152 (decimal 338)
+   defining Unicode char U+0153 (decimal 339)
+   defining Unicode char U+2013 (decimal 8211)
+   defining Unicode char U+2014 (decimal 8212)
+   defining Unicode char U+2018 (decimal 8216)
+   defining Unicode char U+2019 (decimal 8217)
+   defining Unicode char U+201C (decimal 8220)
+   defining Unicode char U+201D (decimal 8221)
+)
+Now handling font encoding OMS ...
+... processing UTF-8 mapping file for font encoding OMS
+
+(/mnt/work1/users/home2/mkarimzadeh/software/LaTeX/usr/local/texlive/2014/texmf
+-dist/tex/latex/base/omsenc.dfu
+File: omsenc.dfu 2014/09/29 v1.1m UTF-8 support for inputenc
+   defining Unicode char U+00A7 (decimal 167)
+   defining Unicode char U+00B6 (decimal 182)
+   defining Unicode char U+00B7 (decimal 183)
+   defining Unicode char U+2020 (decimal 8224)
+   defining Unicode char U+2021 (decimal 8225)
+   defining Unicode char U+2022 (decimal 8226)
+)
+Now handling font encoding OMX ...
+... no UTF-8 mapping file for font encoding OMX
+Now handling font encoding U ...
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+   defining Unicode char U+00A9 (decimal 169)
+   defining Unicode char U+00AA (decimal 170)
+   defining Unicode char U+00AE (decimal 174)
+   defining Unicode char U+00BA (decimal 186)
+   defining Unicode char U+02C6 (decimal 710)
+   defining Unicode char U+02DC (decimal 732)
+   defining Unicode char U+200C (decimal 8204)
+   defining Unicode char U+2026 (decimal 8230)
+   defining Unicode char U+2122 (decimal 8482)
+   defining Unicode char U+2423 (decimal 9251)
+))
+   defining Unicode char U+00A0 (decimal 160)
+
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+-dist/tex/latex/base/ts1enc.def
+File: ts1enc.def 2001/06/05 v3.0e (jk/car/fm) Standard LaTeX file
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+(/mnt/work1/users/home2/mkarimzadeh/software/LaTeX/usr/local/texlive/2014/texmf
+-dist/tex/latex/base/ts1enc.dfu
+File: ts1enc.dfu 2014/09/29 v1.1m UTF-8 support for inputenc
+   defining Unicode char U+00A2 (decimal 162)
+   defining Unicode char U+00A3 (decimal 163)
+   defining Unicode char U+00A4 (decimal 164)
+   defining Unicode char U+00A5 (decimal 165)
+   defining Unicode char U+00A6 (decimal 166)
+   defining Unicode char U+00A7 (decimal 167)
+   defining Unicode char U+00A8 (decimal 168)
+   defining Unicode char U+00A9 (decimal 169)
+   defining Unicode char U+00AA (decimal 170)
+   defining Unicode char U+00AC (decimal 172)
+   defining Unicode char U+00AE (decimal 174)
+   defining Unicode char U+00AF (decimal 175)
+   defining Unicode char U+00B0 (decimal 176)
+   defining Unicode char U+00B1 (decimal 177)
+   defining Unicode char U+00B2 (decimal 178)
+   defining Unicode char U+00B3 (decimal 179)
+   defining Unicode char U+00B4 (decimal 180)
+   defining Unicode char U+00B5 (decimal 181)
+   defining Unicode char U+00B6 (decimal 182)
+   defining Unicode char U+00B7 (decimal 183)
+   defining Unicode char U+00B9 (decimal 185)
+   defining Unicode char U+00BA (decimal 186)
+   defining Unicode char U+00BC (decimal 188)
+   defining Unicode char U+00BD (decimal 189)
+   defining Unicode char U+00BE (decimal 190)
+   defining Unicode char U+00D7 (decimal 215)
+   defining Unicode char U+00F7 (decimal 247)
+   defining Unicode char U+0192 (decimal 402)
+   defining Unicode char U+02C7 (decimal 711)
+   defining Unicode char U+02D8 (decimal 728)
+   defining Unicode char U+02DD (decimal 733)
+   defining Unicode char U+0E3F (decimal 3647)
+   defining Unicode char U+2016 (decimal 8214)
+   defining Unicode char U+2020 (decimal 8224)
+   defining Unicode char U+2021 (decimal 8225)
+   defining Unicode char U+2022 (decimal 8226)
+   defining Unicode char U+2030 (decimal 8240)
+   defining Unicode char U+2031 (decimal 8241)
+   defining Unicode char U+203B (decimal 8251)
+   defining Unicode char U+203D (decimal 8253)
+   defining Unicode char U+2044 (decimal 8260)
+   defining Unicode char U+204E (decimal 8270)
+   defining Unicode char U+2052 (decimal 8274)
+   defining Unicode char U+20A1 (decimal 8353)
+   defining Unicode char U+20A4 (decimal 8356)
+   defining Unicode char U+20A6 (decimal 8358)
+   defining Unicode char U+20A9 (decimal 8361)
+   defining Unicode char U+20AB (decimal 8363)
+   defining Unicode char U+20AC (decimal 8364)
+   defining Unicode char U+20B1 (decimal 8369)
+   defining Unicode char U+2103 (decimal 8451)
+   defining Unicode char U+2116 (decimal 8470)
+   defining Unicode char U+2117 (decimal 8471)
+   defining Unicode char U+211E (decimal 8478)
+   defining Unicode char U+2120 (decimal 8480)
+   defining Unicode char U+2122 (decimal 8482)
+   defining Unicode char U+2126 (decimal 8486)
+   defining Unicode char U+2127 (decimal 8487)
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diff --git a/doc/build/latex/Umap.out b/doc/build/latex/Umap.out
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index 0000000..0c607c3
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+\BOOKMARK [0][-]{chapter.1}{Introduction}{}% 1
+\BOOKMARK [0][-]{chapter.2}{Mappability of the bisulfite-converted genome}{}% 2
+\BOOKMARK [1][-]{section.2.1}{Measures of mappability}{chapter.2}% 3
+\BOOKMARK [0][-]{chapter.3}{Quick start}{}% 4
+\BOOKMARK [0][-]{chapter.4}{Get k-mers}{}% 5
+\BOOKMARK [0][-]{chapter.5}{Run Bowtie}{}% 6
+\BOOKMARK [0][-]{chapter.6}{Merge bowtie outputs}{}% 7
+\BOOKMARK [0][-]{chapter.7}{Merge data of various k-mers}{}% 8
+\BOOKMARK [0][-]{chapter.8}{Convert numeric vectors to BED and Wiggle}{}% 9
+\BOOKMARK [0][-]{chapter.9}{Requesting Genomes}{}% 10
+\BOOKMARK [0][-]{chapter.10}{Contact, support and questions}{}% 11
+\BOOKMARK [0][-]{chapter.11}{Indices and tables}{}% 12
+\BOOKMARK [0][-]{section*.10}{Python Module Index}{}% 13
+\BOOKMARK [0][-]{section*.11}{Index}{}% 14
diff --git a/doc/build/latex/Umap.pdf b/doc/build/latex/Umap.pdf
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diff --git a/doc/build/latex/Umap.tex b/doc/build/latex/Umap.tex
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+\title{Umap Documentation}
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+\author{Mehran Karimzadeh, Carl Ernst, Anshul Kundaje, Michael M. Hoffman}
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+\expandafter\def\csname PYG at tok@sr\endcsname{\def\PYG at tc##1{\textcolor[rgb]{0.14,0.33,0.53}{##1}}}
+\expandafter\def\csname PYG at tok@mo\endcsname{\def\PYG at tc##1{\textcolor[rgb]{0.13,0.50,0.31}{##1}}}
+\expandafter\def\csname PYG at tok@kd\endcsname{\let\PYG at bf=\textbf\def\PYG at tc##1{\textcolor[rgb]{0.00,0.44,0.13}{##1}}}
+\expandafter\def\csname PYG at tok@mi\endcsname{\def\PYG at tc##1{\textcolor[rgb]{0.13,0.50,0.31}{##1}}}
+\expandafter\def\csname PYG at tok@kn\endcsname{\let\PYG at bf=\textbf\def\PYG at tc##1{\textcolor[rgb]{0.00,0.44,0.13}{##1}}}
+\expandafter\def\csname PYG at tok@cpf\endcsname{\let\PYG at it=\textit\def\PYG at tc##1{\textcolor[rgb]{0.25,0.50,0.56}{##1}}}
+\expandafter\def\csname PYG at tok@kr\endcsname{\let\PYG at bf=\textbf\def\PYG at tc##1{\textcolor[rgb]{0.00,0.44,0.13}{##1}}}
+\expandafter\def\csname PYG at tok@s\endcsname{\def\PYG at tc##1{\textcolor[rgb]{0.25,0.44,0.63}{##1}}}
+\expandafter\def\csname PYG at tok@kp\endcsname{\def\PYG at tc##1{\textcolor[rgb]{0.00,0.44,0.13}{##1}}}
+\expandafter\def\csname PYG at tok@w\endcsname{\def\PYG at tc##1{\textcolor[rgb]{0.73,0.73,0.73}{##1}}}
+\expandafter\def\csname PYG at tok@kt\endcsname{\def\PYG at tc##1{\textcolor[rgb]{0.56,0.13,0.00}{##1}}}
+\expandafter\def\csname PYG at tok@sc\endcsname{\def\PYG at tc##1{\textcolor[rgb]{0.25,0.44,0.63}{##1}}}
+\expandafter\def\csname PYG at tok@sb\endcsname{\def\PYG at tc##1{\textcolor[rgb]{0.25,0.44,0.63}{##1}}}
+\expandafter\def\csname PYG at tok@k\endcsname{\let\PYG at bf=\textbf\def\PYG at tc##1{\textcolor[rgb]{0.00,0.44,0.13}{##1}}}
+\expandafter\def\csname PYG at tok@se\endcsname{\let\PYG at bf=\textbf\def\PYG at tc##1{\textcolor[rgb]{0.25,0.44,0.63}{##1}}}
+\expandafter\def\csname PYG at tok@sd\endcsname{\let\PYG at it=\textit\def\PYG at tc##1{\textcolor[rgb]{0.25,0.44,0.63}{##1}}}
+
+\def\PYGZbs{\char`\\}
+\def\PYGZus{\char`\_}
+\def\PYGZob{\char`\{}
+\def\PYGZcb{\char`\}}
+\def\PYGZca{\char`\^}
+\def\PYGZam{\char`\&}
+\def\PYGZlt{\char`\<}
+\def\PYGZgt{\char`\>}
+\def\PYGZsh{\char`\#}
+\def\PYGZpc{\char`\%}
+\def\PYGZdl{\char`\$}
+\def\PYGZhy{\char`\-}
+\def\PYGZsq{\char`\'}
+\def\PYGZdq{\char`\"}
+\def\PYGZti{\char`\~}
+% for compatibility with earlier versions
+\def\PYGZat{@}
+\def\PYGZlb{[}
+\def\PYGZrb{]}
+\makeatother
+
+\renewcommand\PYGZsq{\textquotesingle}
+
+\begin{document}
+
+\maketitle
+\tableofcontents
+\phantomsection\label{documentation::doc}
+
+
+Contents:
+
+
+\chapter{Introduction}
+\label{documentation:introduction}\label{documentation:welcome-to-umap-s-documentation}
+\textbf{The free umap software package efficiently identifies uniquely mappable regions of any genome.
+Its Bismap extension identifies mappability of the bisulfite converted genome (methylome).}
+
+the mappability of a genome for a given read length \emph{k}.
+First, it generates all possible \emph{k}-mers of the genome.
+Second, it maps these unique \emph{k}-mers to the genome with \href{http://bowtie-bio.sourceforge.net/index.shtml}{Bowtie} version 1.1.0.
+Third, Umap marks the start position of each \emph{k}-mer that aligns to only one region in the genome.
+Umap repeats these steps for a range of different \emph{k}-mers and stores the data of each chromosome
+in a binary vector \emph{X} with the same length as the chromosome's sequence.
+For read length \emph{k}, \(X_i = 1\) means that the sequence starting at \(X_i\) and ending
+at \(X_{i+k}\) is uniquely mappable on the forward strand.
+Since we align to both strands of the genome, the reverse complement of this same sequence
+starting at \(X_{i+k}\) on the reverse strand is also uniquely mappable.
+\(X_i = 0\) means that the sequence starting at \(X_i\) and ending at
+\(X_{i+k}\) can be mapped to at least two different regions in the genome.
+
+
+\chapter{Mappability of the bisulfite-converted genome}
+\label{documentation:mappability-of-the-bisulfite-converted-genome}
+To identify the single-read mappability of a bisulfite-converted genome,
+we create two altered genome sequences.
+In the first sequence, we convert all cytosines to thymine (C \(\rightarrow\) T).
+In the other sequence we convert all guanines to adenine (G \(\rightarrow\) A).
+Our approach follows those of \href{http://www.bioinformatics.babraham.ac.uk/projects/bismark/}{Bismark}
+and \href{https://github.com/brentp/bwa-meth}{BWA-meth}.
+We convert the genome sequence this way because bisulfite
+treatment converts un-methylated cytosine to uracil which is read as thymine.
+Similarly the guanine that is base-pairing with the un-methylated cytosine in
+reverse strand converts to adenine. However these two conversions never occur
+at the same time on the same read. We identify the uniquely mappable regions
+of these two genomes separately, and then combine the data to represent the
+single-read mappability of the forward and reverse strands in the bisulfite-converted genome.
+
+Bismap requires special handling of reverse complementation of C \(\rightarrow\) T
+or G \(\rightarrow\) A converted genomes.
+Conversion of C \(\rightarrow\) T on the sequence AATTCCGG produces AATT \textbf{TT} GG.
+In the Bowtie index, the reverse complement would be CCAAAATT.
+However for the purpose of identifying the mappability of the bisulfite-converted genome,
+we expect the reverse complement to be TTGGAA \textbf{TT}. The reason is that both forward and reverse
+strands undergo bisulfite treatment simultaneously. There is no DNA replication after bisulfite treatment.
+To handle this issue, Bismap creates its own reverse complemented chromosomes and suppresses Bowtie's usual reverse complement mapping.
+
+Umap and Bismap each take approximately 200 CPU hours to run for a given read length. This can be parallelized in a computing cluster over 400 cores to take only 30 minutes.
+
+
+\section{Measures of mappability}
+\label{documentation:measures-of-mappability}
+Umap efficiently identifies the single-read mappability of any genome for a
+range of sequencing read lengths. The single-read mappability of a genomic
+region is a fraction of that region which overlaps with at least one uniquely
+mappable \emph{k}-mer. The Bismap extension of Umap produces the single-read mappability
+of a bisulfite-converted genome. Both Umap and Bismap produce an integer vector for
+each chromosome that efficiently defines the mappability for any region and can be
+converted to a browser extensible data (BED) file. In addition to single-read mappability,
+we can measure the mappability of a genomic region by another approach. To quantify
+the single-read mappability of a given genomic region, we measure the fraction of
+potential uniquely mappable reads in that region. A region, however, can have 100\% single-read
+mappability, but in practice require a high coverage sequencing to properly identify that region.
+For example, a 1 kbp region with 100\% single-read mappability can be mappable due to a
+minimum of 10 unique 100-mers that none of them overlap or a maximum of 1100 unique 100-mers
+that highly overlap. Therefore, we define the multi-read mappability, the probability that a
+randomly selected read of length k in a given region is uniquely mappable. For the genomic
+region \(G_{i:j}\) starting at \emph{i} and ending at \emph{j}, there are \(j - i + k + 1\)
+\emph{k}-mers that overlap with \(G_{i:j}\).
+The multi-read mappability of \(G_{i:j}\) is the fraction of those \emph{k}-mers that are uniquely mappable.
+
+
+\chapter{Quick start}
+\label{documentation:quick-start}
+We have tested Umap installation on a CentOS system using python 2.7.11.
+Bismap requires numpy and pandas and it uses other python modules such as:
+\begin{itemize}
+\item {} 
+gzip
+
+\item {} 
+os
+
+\item {} 
+re
+
+\item {} 
+subprocess
+
+\end{itemize}
+
+Umap uses mercurial version control. Make sure that mercurial (hg) is installed.
+Download Umap to the directory of your python packages using:
+
+\begin{Verbatim}[commandchars=\\\{\}]
+\PYG{n}{hg} \PYG{n}{clone} \PYG{n}{https}\PYG{p}{:}\PYG{o}{/}\PYG{o}{/}\PYG{n}{bitbucket}\PYG{o}{.}\PYG{n}{org}\PYG{o}{/}\PYG{n}{hoffmanlab}\PYG{o}{/}\PYG{n}{umap}
+\PYG{n}{cd} \PYG{n}{umap}
+\PYG{n}{python} \PYG{n}{setup}\PYG{o}{.}\PYG{n}{py} \PYG{n}{install}
+\end{Verbatim}
+
+Now we will run a test using a wrapper in the umap directory called ubismap.py
+and a toy genome stored under umap/data
+
+\begin{Verbatim}[commandchars=\\\{\}]
+cd umap
+python ubismap.py data/genome.fa data/chrsize.tsv data/TestGenomeMappability all.q \PYGZdl{}BOWTIRDIR/bowtie\PYGZhy{}build \PYGZhy{}\PYGZhy{}kmer 8 12 \PYGZhy{}write\PYGZus{}script test\PYGZus{}run.sh
+sh test\PYGZus{}run.sh
+\end{Verbatim}
+
+The scripts that are produced by \textbf{ubismap.py} assume that you are using a Sun Grid Engine computing cluster.
+You can use parameters of this script to adjust it to your own system. You may need to manually edit this file
+because many of the SGE settings are very different than other computing clusters.
+However, all of the Umap modules accept \emph{-job\_id} which allows you to use the modules without a cluster or if
+your cluster does not support job arrays.
+
+Basically, the job array saves an environmental variable (defined by (\emph{-var\_id}) that Umap uses for paralellizing processes.
+You can run the modules in a for loop and set the \emph{-job\_id} manually.
+For example, in order to find \emph{k}-mers of a genome with 10 million base pairs, the get\_kmers
+and run\_bowtie modules each need to be executed with -job\_ids ranging between 1 to 10.
+
+
+\chapter{Get \emph{k}-mers}
+\label{documentation:get-k-mers}\label{documentation:module-umap}\index{umap (module)}\index{GetKmers (class in umap)}
+
+\begin{fulllineitems}
+\phantomsection\label{documentation:umap.GetKmers}\pysiglinewithargsret{\strong{class }\code{umap.}\bfcode{GetKmers}}{\emph{out\_dir}, \emph{kmer}, \emph{job\_id}, \emph{chr\_dir}, \emph{chrsize\_path}}{}
+\end{fulllineitems}
+
+
+
+\chapter{Run Bowtie}
+\label{documentation:run-bowtie}\index{BowtieWrapper (class in umap)}
+
+\begin{fulllineitems}
+\phantomsection\label{documentation:umap.BowtieWrapper}\pysiglinewithargsret{\strong{class }\code{umap.}\bfcode{BowtieWrapper}}{\emph{kmer\_dir}, \emph{bowtie\_dir}, \emph{index\_dir}, \emph{index\_name}, \emph{job\_id}}{}
+\end{fulllineitems}
+
+
+
+\chapter{Merge bowtie outputs}
+\label{documentation:merge-bowtie-outputs}\index{UnifyBowtie (class in umap)}
+
+\begin{fulllineitems}
+\phantomsection\label{documentation:umap.UnifyBowtie}\pysiglinewithargsret{\strong{class }\code{umap.}\bfcode{UnifyBowtie}}{\emph{bowtie\_outdir}, \emph{chrsize\_path}, \emph{job\_id}}{}
+\end{fulllineitems}
+
+
+
+\chapter{Merge data of various \emph{k}-mers}
+\label{documentation:merge-data-of-various-k-mers}\index{CombineUmaps (class in umap)}
+
+\begin{fulllineitems}
+\phantomsection\label{documentation:umap.CombineUmaps}\pysiglinewithargsret{\strong{class }\code{umap.}\bfcode{CombineUmaps}}{\emph{kmer\_dir}, \emph{chrsize\_path}, \emph{out\_dir}, \emph{job\_id}, \emph{kmer\_dir\_2}}{}
+\end{fulllineitems}
+
+
+
+\chapter{Convert numeric vectors to BED and Wiggle}
+\label{documentation:convert-numeric-vectors-to-bed-and-wiggle}\index{Int8Handler (class in umap)}
+
+\begin{fulllineitems}
+\phantomsection\label{documentation:umap.Int8Handler}\pysiglinewithargsret{\strong{class }\code{umap.}\bfcode{Int8Handler}}{\emph{in\_dir}, \emph{out\_dir}, \emph{C2T}, \emph{G2A}, \emph{chrsize\_path}}{}
+\end{fulllineitems}
+
+\index{write\_beds() (umap.Int8Handler method)}
+
+\begin{fulllineitems}
+\phantomsection\label{documentation:umap.Int8Handler.write_beds}\pysiglinewithargsret{\code{Int8Handler.}\bfcode{write\_beds}}{}{}
+\end{fulllineitems}
+
+\index{write\_as\_wig() (umap.Int8Handler method)}
+
+\begin{fulllineitems}
+\phantomsection\label{documentation:umap.Int8Handler.write_as_wig}\pysiglinewithargsret{\code{Int8Handler.}\bfcode{write\_as\_wig}}{}{}
+\end{fulllineitems}
+
+
+
+\chapter{Requesting Genomes}
+\label{documentation:requesting-genomes}
+In case you need these data for other genomes and do not have access to a Sun Grid Engine computing cluster,
+we may accept to do this for you.
+Please contact the software maintainer by email and we will do our best to assist you as soon as possible.
+
+
+\chapter{Contact, support and questions}
+\label{documentation:contact-support-and-questions}
+For support of Umap, please user our \href{https://groups.google.com/forum/\#!forum/ubismap}{mailing list}.
+Specifically, if you want to report a bug or request a feature,
+please do so using
+the \href{https://bitbucket.org/hoffmanlab/umap/issues}{Umap issue tracker}.
+We are interested in all comments on the package,
+and the ease of use of installation and documentation.
+
+
+\chapter{Indices and tables}
+\label{documentation:indices-and-tables}\begin{itemize}
+\item {} 
+\DUrole{xref,std,std-ref}{genindex}
+
+\item {} 
+\DUrole{xref,std,std-ref}{modindex}
+
+\item {} 
+\DUrole{xref,std,std-ref}{search}
+
+\end{itemize}
+
+
+\renewcommand{\indexname}{Python Module Index}
+\begin{theindex}
+\def\bigletter#1{{\Large\sffamily#1}\nopagebreak\vspace{1mm}}
+\bigletter{u}
+\item {\texttt{umap}} \emph{(Unix)}, \pageref{documentation:module-umap}
+\end{theindex}
+
+\renewcommand{\indexname}{Index}
+\printindex
+\end{document}
diff --git a/doc/build/latex/Umap.toc b/doc/build/latex/Umap.toc
new file mode 100644
index 0000000..cd824a0
--- /dev/null
+++ b/doc/build/latex/Umap.toc
@@ -0,0 +1,15 @@
+\select at language {english}
+\contentsline {chapter}{\numberline {1}Introduction}{3}{chapter.1}
+\contentsline {chapter}{\numberline {2}Mappability of the bisulfite-converted genome}{5}{chapter.2}
+\contentsline {section}{\numberline {2.1}Measures of mappability}{5}{section.2.1}
+\contentsline {chapter}{\numberline {3}Quick start}{7}{chapter.3}
+\contentsline {chapter}{\numberline {4}Get \emph {k}-mers}{9}{chapter.4}
+\contentsline {chapter}{\numberline {5}Run Bowtie}{11}{chapter.5}
+\contentsline {chapter}{\numberline {6}Merge bowtie outputs}{13}{chapter.6}
+\contentsline {chapter}{\numberline {7}Merge data of various \emph {k}-mers}{15}{chapter.7}
+\contentsline {chapter}{\numberline {8}Convert numeric vectors to BED and Wiggle}{17}{chapter.8}
+\contentsline {chapter}{\numberline {9}Requesting Genomes}{19}{chapter.9}
+\contentsline {chapter}{\numberline {10}Contact, support and questions}{21}{chapter.10}
+\contentsline {chapter}{\numberline {11}Indices and tables}{23}{chapter.11}
+\contentsline {chapter}{Python Module Index}{25}{section*.10}
+\contentsline {chapter}{Index}{27}{section*.11}
diff --git a/doc/build/latex/fncychap.sty b/doc/build/latex/fncychap.sty
new file mode 100644
index 0000000..9a56c04
--- /dev/null
+++ b/doc/build/latex/fncychap.sty
@@ -0,0 +1,683 @@
+%%% Copyright   Ulf A. Lindgren
+%%%
+%%% Note        Premission is granted to modify this file under
+%%%             the condition that it is saved using another
+%%%             file and package name.
+%%%
+%%% Revision    1.1 (1997)
+%%%
+%%%             Jan. 8th Modified package name base date option
+%%%             Jan. 22th Modified FmN and FmTi for error in book.cls
+%%%                  \MakeUppercase{#}->{\MakeUppercase#}
+%%%             Apr. 6th Modified Lenny option to prevent undesired 
+%%%                  skip of line.
+%%%             Nov. 8th Fixed \@chapapp for AMS
+%%%
+%%% Revision    1.2 (1998)
+%%%
+%%%             Feb. 11th Fixed appendix problem related to Bjarne
+%%%             Aug. 11th Fixed problem related to 11pt and 12pt 
+%%%                  suggested by Tomas Lundberg. THANKS!
+%%%
+%%% Revision    1.3 (2004)
+%%%             Sep. 20th problem with frontmatter, mainmatter and
+%%%                  backmatter, pointed out by Lapo Mori
+%%%
+%%% Revision    1.31 (2004)
+%%%             Sep. 21th problem with the Rejne definition streched text
+%%%                  caused ugly gaps in the vrule aligned with the title
+%%%                  text. Kindly pointed out to me by Hendri Adriaens
+%%%
+%%% Revision    1.32 (2005)
+%%%             Jun. 23th compatibility problem with the KOMA class 'scrbook.cls'
+%%%                  a remedy is a redefinition of '\@schapter' in
+%%%                  line with that used in KOMA. The problem was pointed
+%%%                  out to me by Mikkel Holm Olsen
+%%%
+%%% Revision    1.33 (2005)
+%%%             Aug. 9th misspelled ``TWELV'' corrected, the error was pointed
+%%%                  out to me by George Pearson
+%%%
+%%% Revision    1.34 (2007)
+%%%             Added an alternative to Lenny provided by Peter
+%%%             Osborne (2005-11-28)
+%%%             Corrected front, main and back matter, based on input
+%%%             from Bas van Gils (2006-04-24)
+%%%             Jul. 30th Added Bjornstrup option provided by Jean-Marc
+%%%             Francois (2007-01-05).
+%%%             Reverted to \MakeUppercase{#} see rev 1.1, solved
+%%%             problem with MakeUppercase and MakeLowercase pointed
+%%%             out by Marco Feuerstein  (2007-06-06) 
+
+
+%%% Last modified   Jul. 2007
+
+\NeedsTeXFormat{LaTeX2e}[1995/12/01]
+\ProvidesPackage{fncychap}
+             [2007/07/30 v1.34
+                 LaTeX package (Revised chapters)]
+
+%%%% For conditional inclusion of color
+\newif\ifusecolor
+\usecolorfalse
+
+
+
+%%%% DEFINITION OF Chapapp variables
+\newcommand{\CNV}{\huge\bfseries}
+\newcommand{\ChNameVar}[1]{\renewcommand{\CNV}{#1}}
+
+
+%%%% DEFINITION OF TheChapter variables
+\newcommand{\CNoV}{\huge\bfseries}
+\newcommand{\ChNumVar}[1]{\renewcommand{\CNoV}{#1}}
+
+\newif\ifUCN
+\UCNfalse
+\newif\ifLCN
+\LCNfalse
+\def\ChNameLowerCase{\LCNtrue\UCNfalse}
+\def\ChNameUpperCase{\UCNtrue\LCNfalse}
+\def\ChNameAsIs{\UCNfalse\LCNfalse}
+
+%%%%% Fix for AMSBook 971008
+
+\@ifundefined{@chapapp}{\let\@chapapp\chaptername}{}
+
+
+%%%%% Fix for Bjarne and appendix 980211
+
+\newif\ifinapp
+\inappfalse
+\renewcommand\appendix{\par
+  \setcounter{chapter}{0}%
+  \setcounter{section}{0}%
+  \inapptrue%
+  \renewcommand\@chapapp{\appendixname}%
+  \renewcommand\thechapter{\@Alph\c at chapter}}
+
+%%%%% Fix for frontmatter, mainmatter, and backmatter 040920
+
+\@ifundefined{@mainmatter}{\newif\if at mainmatter \@mainmattertrue}{}
+
+%%%%%
+
+
+
+\newcommand{\FmN}[1]{%
+\ifUCN
+   {\MakeUppercase{#1}}\LCNfalse
+\else
+   \ifLCN
+      {\MakeLowercase{#1}}\UCNfalse
+   \else #1
+   \fi
+\fi}
+
+
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+\UCTfalse
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+\def\ChTitleUpperCase{\UCTtrue\LCTfalse}
+\def\ChTitleAsIs{\UCTfalse\LCTfalse}
+\newcommand{\FmTi}[1]{%
+\ifUCT
+   {\MakeUppercase{#1}}\LCTfalse
+\else
+   \ifLCT
+      {\MakeLowercase{#1}}\UCTfalse
+   \else {#1}
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+\fi}
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+  \CNV\FmN{\@chapapp}\space \CNoV\thechapter
+  \par\nobreak
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+    }
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+    \CTV\FmTi{#1}\par\nobreak
+    \vskip 40\p@
+    }
+
+%%%%%% SONNY DEF
+
+\DeclareOption{Sonny}{%
+  \ChNameVar{\Large\sf}
+  \ChNumVar{\Huge}
+  \ChTitleVar{\Large\sf}
+  \ChRuleWidth{0.5pt}
+  \ChNameUpperCase
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+    \raggedleft
+    \CNV\FmN{\@chapapp}\space \CNoV\thechapter
+    \par\nobreak
+    \vskip 40\p@}
+  \renewcommand{\DOTI}[1]{%
+    \CTV\raggedleft\mghrulefill{\RW}\par\nobreak
+    \vskip 5\p@
+    \CTV\FmTi{#1}\par\nobreak
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+  \renewcommand{\DOTIS}[1]{%
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+}
+
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+    \hskip1pt%
+    \mghrulefill{\RW}%
+    \rule{\RW}{\pyy}\par\nobreak%
+    \vskip -\baselineskip%
+    \vskip -\pyy%
+    \hskip \mylen%
+    \mghrulefill{\RW}\par\nobreak%
+    \vskip \pyy}%
+    \vskip 20\p@}
+ 
+
+  \renewcommand{\DOTI}[1]{%
+    \raggedright
+    \CTV\FmTi{#1}\par\nobreak
+    \vskip 40\p@}
+
+  \renewcommand{\DOTIS}[1]{%
+    \raggedright
+    \CTV\FmTi{#1}\par\nobreak
+    \vskip 40\p@}
+ }
+
+%%%%%% Peter Osbornes' version of LENNY DEF
+
+\DeclareOption{PetersLenny}{%
+
+% five new lengths 
+\newlength{\bl}                           %  bottom left   : orig \space
+\setlength{\bl}{6pt}
+\newcommand{\BL}[1]{\setlength{\bl}{#1}}
+\newlength{\br}                           %  bottom right  : orig 1pt
+\setlength{\br}{1pt}
+\newcommand{\BR}[1]{\setlength{\br}{#1}}
+\newlength{\tl}                           %  top left      : orig 2pt
+\setlength{\tl}{2pt}
+\newcommand{\TL}[1]{\setlength{\tl}{#1}}
+\newlength{\trr}                           %  top right      :orig 1pt 
+\setlength{\trr}{1pt}
+\newcommand{\TR}[1]{\setlength{\trr}{#1}}
+\newlength{\blrule}                           %  top right      :orig 1pt 
+\setlength{\trr}{0pt}
+\newcommand{\BLrule}[1]{\setlength{\blrule}{#1}}
+
+
+  \ChNameVar{\fontsize{14}{16}\usefont{OT1}{phv}{m}{n}\selectfont}
+  \ChNumVar{\fontsize{60}{62}\usefont{OT1}{ptm}{m}{n}\selectfont}
+  \ChTitleVar{\Huge\bfseries\rm}
+  \ChRuleWidth{1pt}
+\renewcommand{\DOCH}{%
+
+
+%%%%%%%                                   tweaks for 1--9 and A--Z
+\ifcase\c at chapter\relax%
+\or\BL{-3pt}\TL{-4pt}\BR{0pt}\TR{-6pt}%1
+\or\BL{0pt}\TL{-4pt}\BR{2pt}\TR{-4pt}%2
+\or\BL{0pt}\TL{-4pt}\BR{2pt}\TR{-4pt}%3
+\or\BL{0pt}\TL{5pt}\BR{2pt}\TR{-4pt}%4
+\or\BL{0pt}\TL{3pt}\BR{2pt}\TR{-4pt}%5
+\or\BL{-1pt}\TL{0pt}\BR{2pt}\TR{-2pt}%6
+\or\BL{0pt}\TL{-3pt}\BR{2pt}\TR{-2pt}%7
+\or\BL{0pt}\TL{-3pt}\BR{2pt}\TR{-2pt}%8
+\or\BL{0pt}\TL{-3pt}\BR{-4pt}\TR{-2pt}%9
+\or\BL{-3pt}\TL{-3pt}\BR{2pt}\TR{-7pt}%10
+\or\BL{-6pt}\TL{-6pt}\BR{0pt}\TR{-9pt}%11
+\or\BL{-6pt}\TL{-6pt}\BR{2pt}\TR{-7pt}%12
+\or\BL{-5pt}\TL{-5pt}\BR{0pt}\TR{-9pt}%13
+\or\BL{-6pt}\TL{-6pt}\BR{0pt}\TR{-9pt}%14
+\or\BL{-3pt}\TL{-3pt}\BR{3pt}\TR{-6pt}%15
+\or\BL{-3pt}\TL{-3pt}\BR{3pt}\TR{-6pt}%16
+\or\BL{-5pt}\TL{-3pt}\BR{-8pt}\TR{-6pt}%17
+\or\BL{-5pt}\TL{-5pt}\BR{0pt}\TR{-9pt}%18
+\or\BL{-3pt}\TL{-3pt}\BR{-6pt}\TR{-9pt}%19
+\or\BL{0pt}\TL{0pt}\BR{0pt}\TR{-5pt}%20
+\fi
+
+\ifinapp\ifcase\c at chapter\relax%
+\or\BL{0pt}\TL{14pt}\BR{5pt}\TR{-19pt}%A
+\or\BL{0pt}\TL{-5pt}\BR{-3pt}\TR{-8pt}%B
+\or\BL{-3pt}\TL{-2pt}\BR{1pt}\TR{-6pt}\BLrule{0pt}%C
+\or\BL{0pt}\TL{-5pt}\BR{-3pt}\TR{-8pt}\BLrule{0pt}%D
+\or\BL{0pt}\TL{-5pt}\BR{2pt}\TR{-3pt}%E
+\or\BL{0pt}\TL{-5pt}\BR{-10pt}\TR{-1pt}%F
+\or\BL{-3pt}\TL{0pt}\BR{0pt}\TR{-7pt}%G
+\or\BL{0pt}\TL{-5pt}\BR{3pt}\TR{-1pt}%H
+\or\BL{0pt}\TL{-5pt}\BR{3pt}\TR{-1pt}%I
+\or\BL{2pt}\TL{0pt}\BR{-3pt}\TR{1pt}%J
+\or\BL{0pt}\TL{-5pt}\BR{3pt}\TR{-1pt}%K
+\or\BL{0pt}\TL{-5pt}\BR{2pt}\TR{-19pt}%L
+\or\BL{0pt}\TL{-5pt}\BR{3pt}\TR{-1pt}%M
+\or\BL{0pt}\TL{-5pt}\BR{-2pt}\TR{-1pt}%N
+\or\BL{-3pt}\TL{-2pt}\BR{-3pt}\TR{-11pt}%O
+\or\BL{0pt}\TL{-5pt}\BR{-9pt}\TR{-3pt}%P
+\or\BL{-3pt}\TL{-2pt}\BR{-3pt}\TR{-11pt}%Q
+\or\BL{0pt}\TL{-5pt}\BR{4pt}\TR{-8pt}%R
+\or\BL{-2pt}\TL{-2pt}\BR{-2pt}\TR{-7pt}%S
+\or\BL{-3pt}\TL{0pt}\BR{-5pt}\TR{4pt}\BLrule{8pt}%T
+\or\BL{-7pt}\TL{-11pt}\BR{-5pt}\TR{-7pt}\BLrule{0pt}%U
+\or\BL{-14pt}\TL{-5pt}\BR{-14pt}\TR{-1pt}\BLrule{14pt}%V
+\or\BL{-10pt}\TL{-9pt}\BR{-13pt}\TR{-3pt}\BLrule{7pt}%W
+\or\BL{0pt}\TL{-5pt}\BR{3pt}\TR{-1pt}\BLrule{0pt}%X
+\or\BL{-6pt}\TL{-4pt}\BR{-7pt}\TR{1pt}\BLrule{7pt}%Y
+\or\BL{0pt}\TL{-5pt}\BR{3pt}\TR{-1pt}\BLrule{0pt}%Z
+\fi\fi
+%%%%%%%
+    \settowidth{\px}{\CNV\FmN{\@chapapp}}
+    \addtolength{\px}{\tl}        %MOD change 2pt to \tl
+    \settoheight{\py}{\CNV\FmN{\@chapapp}}
+    \addtolength{\py}{1pt}
+
+    \settowidth{\mylen}{\CNV\FmN{\@chapapp}\space\CNoV\thechapter}
+    \addtolength{\mylen}{\trr}% MOD change 1pt to \tr
+    \settowidth{\pxx}{\CNoV\thechapter}
+    \addtolength{\pxx}{-1pt}
+
+    \settoheight{\pyy}{\CNoV\thechapter}
+    \addtolength{\pyy}{-2pt}
+    \setlength{\myhi}{\pyy}
+    \addtolength{\myhi}{-1\py}
+    \par
+    \parbox[b]{\textwidth}{%
+    \rule[\py]{\RW}{\myhi}%
+    \hskip -\RW%
+    \rule[\pyy]{\px}{\RW}% 
+    \hskip -\px%
+    \raggedright%
+    \CNV\FmN{\@chapapp}\rule{\blrule}{\RW}\hskip\bl\CNoV\thechapter%MOD 
+%    \CNV\FmN{\@chapapp}\space\CNoV\thechapter                     %ORIGINAL
+    \hskip\br%                           %MOD 1pt to \br
+    \mghrulefill{\RW}% 
+    \rule{\RW}{\pyy}\par\nobreak% 
+    \vskip -\baselineskip%
+    \vskip -\pyy%
+    \hskip \mylen%
+    \mghrulefill{\RW}\par\nobreak%
+    \vskip \pyy}%
+    \vskip 20\p@}
+ 
+
+  \renewcommand{\DOTI}[1]{%
+    \raggedright
+    \CTV\FmTi{#1}\par\nobreak
+    \vskip 40\p@}
+
+  \renewcommand{\DOTIS}[1]{%
+    \raggedright
+    \CTV\FmTi{#1}\par\nobreak
+    \vskip 40\p@}
+ }
+
+
+%
+
+
+%%%%%% BJORNSTRUP DEF
+
+\DeclareOption{Bjornstrup}{%
+  \usecolortrue
+  % pzc (Zapf Chancelery) is nice.  ppl (Palatino) is cool too.
+  \ChNumVar{\fontsize{76}{80}\usefont{OT1}{pzc}{m}{n}\selectfont}
+  \ChTitleVar{\raggedleft\Large\sffamily\bfseries}
+
+  \setlength{\myhi}{10pt}         % Space between grey box border and text
+  \setlength{\mylen}{\textwidth}
+  \addtolength{\mylen}{-2\myhi}
+  \renewcommand{\DOCH}{%
+    \settowidth{\py}{\CNoV\thechapter}
+    \addtolength{\py}{-10pt}      % Amount of space by which the
+%                                  % number is shifted right
+    \fboxsep=0pt%
+    \colorbox[gray]{.85}{\rule{0pt}{40pt}\parbox[b]{\textwidth}{\hfill}}%
+    \kern-\py\raise20pt%
+    \hbox{\color[gray]{.5}\CNoV\thechapter}\\%
+  }
+  
+  \renewcommand{\DOTI}[1]{%
+    \nointerlineskip\raggedright%
+    \fboxsep=\myhi%
+    \vskip-1ex%
+    \colorbox[gray]{.85}{\parbox[t]{\mylen}{\CTV\FmTi{#1}}}\par\nobreak%
+    \vskip 40\p@%
+  }
+
+  \renewcommand{\DOTIS}[1]{%
+    \fboxsep=0pt
+    \colorbox[gray]{.85}{\rule{0pt}{40pt}\parbox[b]{\textwidth}{\hfill}}\\%
+    \nointerlineskip\raggedright%
+    \fboxsep=\myhi%
+    \colorbox[gray]{.85}{\parbox[t]{\mylen}{\CTV\FmTi{#1}}}\par\nobreak%
+    \vskip 40\p@%
+  }
+}
+
+
+%%%%%%% GLENN DEF
+
+
+\DeclareOption{Glenn}{%
+  \ChNameVar{\bfseries\Large\sf}
+  \ChNumVar{\Huge}
+  \ChTitleVar{\bfseries\Large\rm}
+  \ChRuleWidth{1pt}
+  \ChNameUpperCase
+  \ChTitleUpperCase
+  \renewcommand{\DOCH}{%
+    \settoheight{\myhi}{\CTV\FmTi{Test}}
+    \setlength{\py}{\baselineskip}
+    \addtolength{\py}{\RW}
+    \addtolength{\py}{\myhi}
+    \setlength{\pyy}{\py}
+    \addtolength{\pyy}{-1\RW}
+     
+    \raggedright
+    \CNV\FmN{\@chapapp}\space\CNoV\thechapter
+    \hskip 3pt\mghrulefill{\RW}\rule[-1\pyy]{2\RW}{\py}\par\nobreak}
+
+  \renewcommand{\DOTI}[1]{%
+    \addtolength{\pyy}{-4pt}
+    \settoheight{\myhi}{\CTV\FmTi{#1}}
+    \addtolength{\myhi}{\py}
+    \addtolength{\myhi}{-1\RW}
+    \vskip -1\pyy
+    \rule{2\RW}{\myhi}\mghrulefill{\RW}\hskip 2pt
+    \raggedleft\CTV\FmTi{#1}\par\nobreak
+    \vskip 80\p@}
+
+\newlength{\backskip}
+  \renewcommand{\DOTIS}[1]{%
+%    \setlength{\py}{10pt}
+%    \setlength{\pyy}{\py}
+%    \addtolength{\pyy}{\RW}
+%    \setlength{\myhi}{\baselineskip}
+%    \addtolength{\myhi}{\pyy}
+%    \mghrulefill{\RW}\rule[-1\py]{2\RW}{\pyy}\par\nobreak
+%    \addtolength{}{}
+%\vskip -1\baselineskip
+%    \rule{2\RW}{\myhi}\mghrulefill{\RW}\hskip 2pt
+%    \raggedleft\CTV\FmTi{#1}\par\nobreak
+%    \vskip 60\p@}
+%% Fix suggested by Tomas Lundberg
+    \setlength{\py}{25pt}  % eller vad man vill
+    \setlength{\pyy}{\py}
+    \setlength{\backskip}{\py}
+    \addtolength{\backskip}{2pt}
+    \addtolength{\pyy}{\RW}
+    \setlength{\myhi}{\baselineskip}
+    \addtolength{\myhi}{\pyy}
+    \mghrulefill{\RW}\rule[-1\py]{2\RW}{\pyy}\par\nobreak
+    \vskip -1\backskip
+    \rule{2\RW}{\myhi}\mghrulefill{\RW}\hskip 3pt %
+    \raggedleft\CTV\FmTi{#1}\par\nobreak
+    \vskip 40\p@}
+ }
+
+%%%%%%% CONNY DEF
+
+\DeclareOption{Conny}{%
+  \ChNameUpperCase
+  \ChTitleUpperCase  
+  \ChNameVar{\centering\Huge\rm\bfseries}
+  \ChNumVar{\Huge}
+  \ChTitleVar{\centering\Huge\rm}
+  \ChRuleWidth{2pt}
+
+  \renewcommand{\DOCH}{%
+    \mghrulefill{3\RW}\par\nobreak
+    \vskip -0.5\baselineskip
+    \mghrulefill{\RW}\par\nobreak
+    \CNV\FmN{\@chapapp}\space \CNoV\thechapter
+    \par\nobreak
+    \vskip -0.5\baselineskip
+   }
+  \renewcommand{\DOTI}[1]{%
+    \mghrulefill{\RW}\par\nobreak
+    \CTV\FmTi{#1}\par\nobreak
+    \vskip 60\p@
+    }
+  \renewcommand{\DOTIS}[1]{%
+    \mghrulefill{\RW}\par\nobreak
+    \CTV\FmTi{#1}\par\nobreak
+    \vskip 60\p@
+    }
+  }
+
+%%%%%%% REJNE DEF
+
+\DeclareOption{Rejne}{%
+
+  \ChNameUpperCase
+  \ChTitleUpperCase  
+  \ChNameVar{\centering\Large\rm}
+  \ChNumVar{\Huge}
+  \ChTitleVar{\centering\Huge\rm}
+  \ChRuleWidth{1pt}
+  \renewcommand{\DOCH}{%
+    \settoheight{\py}{\CNoV\thechapter}
+    \parskip=0pt plus 1pt % Set parskip to default, just in case v1.31
+    \addtolength{\py}{-1pt}
+    \CNV\FmN{\@chapapp}\par\nobreak
+    \vskip 20\p@
+    \setlength{\myhi}{2\baselineskip}
+    \setlength{\px}{\myhi}
+    \addtolength{\px}{-1\RW}
+    \rule[-1\px]{\RW}{\myhi}\mghrulefill{\RW}\hskip
+    10pt\raisebox{-0.5\py}{\CNoV\thechapter}\hskip 10pt\mghrulefill{\RW}\rule[-1\px]{\RW}{\myhi}\par\nobreak
+     \vskip -3\p@% Added -2pt vskip to correct for streched text v1.31
+    }
+  \renewcommand{\DOTI}[1]{%
+    \setlength{\mylen}{\textwidth}
+    \parskip=0pt plus 1pt % Set parskip to default, just in case v1.31
+    \addtolength{\mylen}{-2\RW}
+    {\vrule width\RW}\parbox{\mylen}{\CTV\FmTi{#1}}{\vrule width\RW}\par\nobreak%
+    \vskip -3pt\rule{\RW}{2\baselineskip}\mghrulefill{\RW}\rule{\RW}{2\baselineskip}%
+    \vskip 60\p@% Added -2pt in vskip to correct for streched text v1.31
+    }
+  \renewcommand{\DOTIS}[1]{%
+    \setlength{\py}{\fboxrule}
+    \setlength{\fboxrule}{\RW}
+    \setlength{\mylen}{\textwidth}
+    \addtolength{\mylen}{-2\RW}
+    \fbox{\parbox{\mylen}{\vskip 2\baselineskip\CTV\FmTi{#1}\par\nobreak\vskip \baselineskip}} 
+    \setlength{\fboxrule}{\py}
+    \vskip 60\p@
+    }
+  }
+
+
+%%%%%%% BJARNE DEF
+
+\DeclareOption{Bjarne}{%
+  \ChNameUpperCase
+  \ChTitleUpperCase  
+  \ChNameVar{\raggedleft\normalsize\rm}
+  \ChNumVar{\raggedleft \bfseries\Large}
+  \ChTitleVar{\raggedleft \Large\rm}
+  \ChRuleWidth{1pt}
+
+
+%% Note thechapter -> c at chapter fix appendix bug
+%% Fixed misspelled 12
+
+  \newcounter{AlphaCnt}
+  \newcounter{AlphaDecCnt}
+  \newcommand{\AlphaNo}{%
+    \ifcase\number\theAlphaCnt
+      \ifnum\c at chapter=0
+        ZERO\else{}\fi
+    \or ONE\or TWO\or THREE\or FOUR\or FIVE
+    \or SIX\or SEVEN\or EIGHT\or NINE\or TEN
+    \or ELEVEN\or TWELVE\or THIRTEEN\or FOURTEEN\or FIFTEEN
+    \or SIXTEEN\or SEVENTEEN\or EIGHTEEN\or NINETEEN\fi
+}
+
+  \newcommand{\AlphaDecNo}{%
+    \setcounter{AlphaDecCnt}{0}
+    \@whilenum\number\theAlphaCnt>0\do
+      {\addtocounter{AlphaCnt}{-10}
+       \addtocounter{AlphaDecCnt}{1}}
+     \ifnum\number\theAlphaCnt=0
+     \else
+       \addtocounter{AlphaDecCnt}{-1}
+       \addtocounter{AlphaCnt}{10}
+     \fi
+     
+     
+    \ifcase\number\theAlphaDecCnt\or TEN\or TWENTY\or THIRTY\or
+    FORTY\or FIFTY\or SIXTY\or SEVENTY\or EIGHTY\or NINETY\fi
+    }
+  \newcommand{\TheAlphaChapter}{%
+    
+    \ifinapp 
+      \thechapter
+    \else
+      \setcounter{AlphaCnt}{\c at chapter}
+      \ifnum\c at chapter<20
+        \AlphaNo
+      \else
+        \AlphaDecNo\AlphaNo
+      \fi
+    \fi
+    }  
+  \renewcommand{\DOCH}{%
+    \mghrulefill{\RW}\par\nobreak
+    \CNV\FmN{\@chapapp}\par\nobreak 
+    \CNoV\TheAlphaChapter\par\nobreak
+    \vskip -1\baselineskip\vskip 5pt\mghrulefill{\RW}\par\nobreak
+    \vskip 20\p@
+    }
+  \renewcommand{\DOTI}[1]{%
+    \CTV\FmTi{#1}\par\nobreak
+    \vskip 40\p@
+    }
+  \renewcommand{\DOTIS}[1]{%
+    \CTV\FmTi{#1}\par\nobreak
+    \vskip 40\p@
+    }
+}
+
+\DeclareOption*{%
+  \PackageWarning{fancychapter}{unknown style option}
+  }
+
+\ProcessOptions* \relax
+
+\ifusecolor
+  \RequirePackage{color} 
+\fi
+\def\@makechapterhead#1{%
+  \vspace*{50\p@}%
+  {\parindent \z@ \raggedright \normalfont
+    \ifnum \c at secnumdepth >\m at ne
+      \if at mainmatter%%%%% Fix for frontmatter, mainmatter, and backmatter 040920
+        \DOCH
+      \fi
+    \fi
+    \interlinepenalty\@M
+    \if at mainmatter%%%%% Fix for frontmatter, mainmatter, and backmatter 060424
+      \DOTI{#1}%
+    \else%
+      \DOTIS{#1}%
+    \fi
+  }}
+
+
+%%% Begin: To avoid problem with scrbook.cls (fncychap version 1.32)
+
+%%OUT:
+%\def\@schapter#1{\if at twocolumn
+%                   \@topnewpage[\@makeschapterhead{#1}]%
+%                 \else
+%                   \@makeschapterhead{#1}%
+%                   \@afterheading
+%                 \fi}
+
+%%IN:
+\def\@schapter#1{%
+\if at twocolumn%
+  \@makeschapterhead{#1}%
+\else%
+  \@makeschapterhead{#1}%
+  \@afterheading%
+\fi}
+
+%%% End: To avoid problem with scrbook.cls (fncychap version 1.32)
+
+\def\@makeschapterhead#1{%
+  \vspace*{50\p@}%
+  {\parindent \z@ \raggedright
+    \normalfont
+    \interlinepenalty\@M
+    \DOTIS{#1}
+    \vskip 40\p@
+  }}
+
+\endinput
+
+
diff --git a/doc/build/latex/newfloat.sty b/doc/build/latex/newfloat.sty
new file mode 100644
index 0000000..47ac5e5
--- /dev/null
+++ b/doc/build/latex/newfloat.sty
@@ -0,0 +1,737 @@
+%%
+%% This is file `newfloat.sty',
+%% generated with the docstrip utility.
+%%
+%% The original source files were:
+%%
+%% newfloat.dtx  (with options: `package')
+%% 
+%% Copyright (C) 1994-2016 Axel Sommerfeldt (axel.sommerfeldt at f-m.fm)
+%% 
+%% http://sourceforge.net/projects/latex-caption/
+%% 
+%% --------------------------------------------------------------------------
+%% 
+%% This work may be distributed and/or modified under the
+%% conditions of the LaTeX Project Public License, either version 1.3
+%% of this license or (at your option) any later version.
+%% The latest version of this license is in
+%%   http://www.latex-project.org/lppl.txt
+%% and version 1.3 or later is part of all distributions of LaTeX
+%% version 2003/12/01 or later.
+%% 
+%% This work has the LPPL maintenance status "maintained".
+%% 
+%% This Current Maintainer of this work is Axel Sommerfeldt.
+%% 
+%% This work consists of the files
+%%   CHANGELOG, README, SUMMARY, caption.ins,
+%%   caption.dtx, caption2.dtx, caption3.dtx,
+%%   bicaption.dtx, ltcaption.dtx, subcaption.dtx,
+%%   newfloat.dtx, and totalcount.dtx
+%% the derived files
+%%   caption.sty, caption2.sty, caption3.sty,
+%%   bicaption.sty, ltcaption.sty, subcaption.sty,
+%%   newfloat.sty, and totalcount.sty
+%% and the user manuals
+%%   caption-deu.tex, caption-eng.tex, and caption-rus.tex.
+%% 
+\NeedsTeXFormat{LaTeX2e}[1994/12/01]
+\def\caption at tempa$Id: #1 #2 #3-#4-#5 #6${%
+  \def\caption at tempa{#3/#4/#5 }\def\caption at tempb{#2 }}
+\caption at tempa $Id: newfloat.dtx 109 2015-09-17 09:29:07Z sommerfeldt $
+\ProvidesPackage{newfloat}[\caption at tempa v1.1-\caption at tempb Defining new floating environments (AR)]
+\newcommand*\newfloat at Info[1]{%
+  \PackageInfo{newfloat}{#1}}
+\newcommand*\newfloat at InfoNoLine[1]{%
+  \newfloat at Info{#1\@gobble}}
+\newcommand*\newfloat at Error[1]{%
+  \PackageError{newfloat}{#1}\newfloat at eh}
+\newcommand*\newfloat at eh{%
+  If you do not understand this error, please take a closer look\MessageBreak
+  at the documentation of the `newfloat' package.\MessageBreak\@ehc}
+\RequirePackage{keyval}[1997/11/10]
+\newcommand*\newfloat at def[2]{%
+  \newfloat at ifundefined{#1}{%
+    \@namedef{#1}{#2}}}
+\newcommand*\newfloat at let[2]{%
+  \newfloat at ifundefined{#1}{%
+    \expandafter\let\csname #1\endcsname#2}}
+\newcommand*\newfloat at ifundefined[2]{%
+  \@ifundefined{#1}{#2}{%
+    \newfloat at Info{%
+      \expandafter\string\csname#1\endcsname\space is already defined}}}
+\newcommand*\DeclareFloatingEnvironment{%
+  \@testopt\@DeclareFloatingEnvironment{}}
+\@onlypreamble\DeclareFloatingEnvironment
+\def\@DeclareFloatingEnvironment[#1]#2{%
+  \newfloat at Info{New float `#2' with options `#1'}%
+  \newfloat at ifundefined{c@#2}{\newcounter{#2}}%
+  \ifdefined\c at float@type % from float package
+    \expandafter\edef\csname ftype@#2\endcsname{\the\value{float at type}}%
+    \addtocounter{float at type}{\value{float at type}}%
+  \else\ifdefined\c at newflo@tctr % from memoir document class
+    \expandafter\edef\csname ftype@#2\endcsname{\the\c at newflo@tctr}%
+    \advance\c at newflo@tctr \c at newflo@tctr
+  \else
+    \ifdefined\newfloat at ftype \else
+      \newcount\newfloat at ftype
+      \newfloat at ftype=8\relax
+    \fi
+    \expandafter\xdef\csname ftype@#2\endcsname{\the\newfloat at ftype}%
+    \advance\newfloat at ftype\newfloat at ftype
+  \fi\fi
+  \newfloat at Info{float type `#2'=\@nameuse{ftype@#2}}%
+  \newfloat at def{fnum@#2}%
+   {\@nameuse{#2name}\nobreakspace\@nameuse{the#2}\@nameuse{autodot}}%
+  \newfloat at capitalize\newfloat at Type{#2}%
+  \newfloat at let{#2name}{\newfloat at Type}%
+  \newfloat at def{fleg#2}{\@nameuse{#2name}}% legend naming (memoir)
+  \newfloat at ifundefined{flegtoc#2}{\@namedef{flegtoc#2}##1{}}%
+  \ifcsname @tufte at float\endcsname
+    \newenvironment{#2}[1][htbp]%
+      {\begin{@tufte at float}[##1]{#2}{}}%
+      {\end{@tufte at float}}%
+    \newenvironment{#2*}[1][htbp]%
+      {\begin{@tufte at float}[##1]{#2}{star}}%
+      {\end{@tufte at float}}%
+  \else
+    \newenvironment{#2}{\@float{#2}}{\end at float}%
+    \newenvironment{#2*}{\@dblfloat{#2}}{\end at dblfloat}%
+  \fi
+  \newfloat at def{listof#2}{\newfloat at listof{#2}}%
+  \newfloat at def{listof#2s}{\@nameuse{listof#2}}%
+  \newfloat at def{listof#2es}{\@nameuse{listof#2s}}%
+  \newfloat at def{newfloat at listof#2 at hook}{}%
+  \ifdefined\l at figure
+    \newfloat at let{l@#2}{\l at figure}%
+  \else
+    \newfloat at def{l@#2}{\@dottedtocline{1}{1.5em}{2.3em}}%
+  \fi
+  \edef\newfloat at tempa{List of \newfloat at Type s}%
+  \newfloat at let{list#2name}{\newfloat at tempa}%
+  \expandafter\let\csname fst@#2\endcsname\@undefined
+  \newfloat at ifundefined{fps@#2}{\newfloat at setplacement{#2}{tbp}}%
+  \newfloat at ifundefined{ext@#2}{\newfloat at setfileext{#2}{lo#2}}%
+  \newfloat at setoptions*{#2}{#1}%
+  \@expandtwoargs\newfloat at announce{#2}{\@nameuse{ext@#2}}%
+  \@ifnextchar[\newfloat at DFE@setname\relax}
+\@onlypreamble\@DeclareFloatingEnvironment
+\def\newfloat at DFE@setname[#1]{%
+  \KV@@newfloat at name{#1}%
+  \@ifnextchar[\newfloat at DFE@setlistname\relax}
+\@onlypreamble\newfloat at DFE@setname
+\def\newfloat at DFE@setlistname[#1]{%
+  \KV@@newfloat at listname{#1}}
+\@onlypreamble\newfloat at DFE@setlistname
+\newcommand*\newfloat at capitalize[2]{%
+  \edef\newfloat at tempa{\gdef\noexpand#1{\@car#2\@nil}}%
+  \uppercase\expandafter{\newfloat at tempa}%
+  \edef\newfloat at tempa{%
+    \noexpand\g at addto@macro\noexpand#1{\@cdr#2\@nil}}%
+  \newfloat at tempa}
+\newcommand*\newfloat at listof[1]{%
+  \@expandtwoargs\newfloat at list@of{#1}{\@nameuse{ext@#1}}}
+\newcommand*\newfloat at list@of[2]{%
+  \begingroup
+    \expandafter\let\expandafter\listfigurename\csname list#1name\endcsname
+    \def\ext at figure{#2}%
+    \let\newfloat at starttoc\@starttoc
+    \def\@starttoc##1{\newfloat at starttoc{#2}}%
+    \let\newfloat at listoftoc\listoftoc
+    \def\listoftoc##1{\newfloat at listoftoc{#2}}%
+    \@nameuse{newfloat at listof#1 at hook}%
+    \listoffigures
+  \endgroup}
+\newcommand*\newfloat at setoptions{%
+  \@ifstar
+    {\newfloat@@setoptions\@firstofone}%
+    {\newfloat@@setoptions\@gobble}}
+\newcommand*\newfloat@@setoptions[3]{%
+  \let\newfloat at within@value\@undefined
+  \let\newfloat at chapterlistsgaps@value\@undefined
+  #1{\KV@@newfloat at within\newfloat at within@default}% set default value for new floats
+  \def\newfloat at type{#2}%
+  \setkeys{@newfloat}{#3}%
+  \ifx\newfloat at within@value\@undefined \else
+    \newfloat at setoption{within}\newfloat at within@value
+  \fi
+  \ifx\newfloat at chapterlistsgaps@value\@undefined \else
+    \newfloat at setoption{chapterlistsgaps}\newfloat at chapterlistsgaps@value
+  \fi}
+\newcommand*\newfloat at within@default{%
+  \ifcsname c at chapter\endcsname chapter\else none\fi}
+\@onlypreamble\newfloat at within@default
+\newcommand*\newfloat at setoption[1]{%
+  \edef\caption at tempa{\noexpand\@nameuse{newfloat at set#1}{\newfloat at type}}%
+  \caption at tempa}
+\newcommand*\newfloat at setfileext[2]{%
+  \@namedef{ext@#1}{#2}}
+\define at key{@newfloat}{fileext}{%
+  \newfloat at setoption{fileext}{#1}}
+\newcommand*\newfloat at setlistname[2]{%
+  \@namedef{list#1name}{#2}}
+\define at key{@newfloat}{listname}{%
+  \newfloat at setoption{listname}{#1}}
+\newcommand*\newfloat at setname[2]{%
+  \newfloat@@setname{#1}{#2}%
+  \begingroup
+    \ifcsname languagename\endcsname
+      \ifcsname captions\languagename\endcsname
+        \expandafter\g at addto@macro\csname captions\languagename\endcsname
+          {\newfloat@@setname{#1}{#2}}%
+      \fi
+    \fi
+  \endgroup}
+%%\AtBeginDocument{\let\newfloat at setname\newfloat@@setname}
+\newcommand*\newfloat@@setname[2]{%
+  \@namedef{#1name}{#2}}
+\define at key{@newfloat}{name}{%
+  \newfloat at setoption{name}{#1}}
+\newcommand*\newfloat at setplacement[2]{%
+  \@namedef{fps@#1}{#2}}
+\define at key{@newfloat}{placement}{%
+  \newfloat at setoption{placement}{#1}}
+\newcommand*\newfloat at setwithin[2]{%
+  \ifcsname c at chapter\endcsname
+    \@removefromreset{#1}{chapter}%
+  \fi
+  \@removefromreset{#1}{section}%
+  \edef\@tempa{#2}%
+  \ifx\@tempa\@empty
+    \def\@tempa{none}%
+  \fi
+  \def\@tempb{none}%
+  \ifx\@tempa\@tempb
+    \ifcsname c at chapter\endcsname
+      \@chapterlistsgap at off{#1}%
+    \fi
+    \newfloat@@setwithin{#1}{}{}%
+  \else
+    \def\@tempb{chapter}%
+    \ifx\@tempa\@tempb
+      \@addtoreset{#1}{chapter}%
+      \@chapterlistsgap at on{#1}%
+      \newfloat@@setwithin{#1}{\ifnum\c at chapter>\z@ \thechapter.\fi}{\theHchapter.}%
+    \else
+      \def\@tempb{section}%
+      \ifx\@tempa\@tempb
+        \@addtoreset{#1}{section}%
+        \ifcsname c at chapter\endcsname
+          \@addtoreset{#1}{chapter}%
+          \@chapterlistsgap at on{#1}%
+          \newfloat@@setwithin{#1}{\thesection.}{\theHsection.}%
+        \else
+          \newfloat@@setwithin{#1}{\ifnum\c at section>\z@ \thesection.\fi}{\theHsection.}%
+        \fi
+      \else
+        \newfloat at Error{Invalid value `#2' for option `within'}%
+      \fi
+    \fi
+  \fi}
+\newcommand*\newfloat@@setwithin[3]{%
+  \global\@namedef{the#1}{#2\arabic{#1}}%
+  \global\@namedef{theH#1}{#3\arabic{#1}}}
+\define at key{@newfloat}{within}{%
+  \def\newfloat at within@value{#1}}
+\newcommand*\newfloat at setwithout[1]{%
+  \newfloat at setwithin{#1}{none}}
+\define at key{@newfloat}{without}[]{%
+  \def\newfloat at within@value{none}}
+\newcommand*\newfloat at setchapterlistsgaps[2]{%
+  \edef\@tempa{#2}%
+  \def\@tempb{off}%
+  \ifx\@tempa\@tempb
+    \@chapterlistsgap at off{#1}%
+  \else
+    \def\@tempb{on}%
+    \ifx\@tempa\@tempb
+      \@chapterlistsgap at on{#1}%
+    \else
+      \newfloat at Error{Invalid value `#2' for option `chapterlistsgaps'}%
+    \fi
+  \fi}
+\define at key{@newfloat}{chapterlistsgaps}{%
+  \def\newfloat at chapterlistsgaps@value{#1}}
+\providecommand*\@removefromreset[2]{{%
+  \expandafter\let\csname c@#1\endcsname\@removefromreset
+  \def\@elt##1{%
+    \expandafter\ifx\csname c@##1\endcsname\@removefromreset
+    \else
+      \noexpand\@elt{##1}%
+    \fi}%
+  \expandafter\xdef\csname cl@#2\endcsname{%
+    \csname cl@#2\endcsname}}}
+\newcommand*\newfloat at announce[2]{%
+  \@cons\newfloat at list{{#1}}%
+  \@cons\newfloat@@list{{#1}}%
+  \newfloat at ifundefined{newfloat at ext@#2}{%
+    \@namedef{newfloat at ext@#2}{#1}%
+    \ifcsname c at lofdepth\endcsname
+      \newfloat at ifundefined{c@#2depth}{%
+        \newcounter{#2depth}%
+        \setcounter{#2depth}{1}}%
+    \fi
+    \ifcsname addtotoclist\endcsname
+      \addtotoclist[float]{#2}%
+      \newfloat at def{listof#2name}{\@nameuse{list#1name}}%
+    \fi
+  }%
+  \ifcsname contentsuse\endcsname
+    \contentsuse{#1}{#2}%
+  \fi
+  \newfloat at hook{#1}}
+\@onlypreamble\newfloat at announce
+\newcommand*\newfloat@@list{}
+\newcommand*\SetupFloatingEnvironment[1]{%
+  \newfloat at addtolist{#1}%
+  \newfloat at setoptions{#1}}
+\newcommand\ForEachFloatingEnvironment{%
+  \@ifstar
+    {\@ForEachFloatingEnvironment\@gobble}%
+    {\@ForEachFloatingEnvironment\@iden}}
+\newcommand\@ForEachFloatingEnvironment[2]{%
+  \def\@elt##1{#2}%
+  \newfloat at list
+  \let\@elt\relax
+  #1{\newfloat at addtohook{#2}}}
+\providecommand\newfloat at addtohook[1]{%
+  \toks@=\expandafter{\newfloat at hook{##1}#1}%
+  \edef\@tempa{\def\noexpand\newfloat at hook####1{\the\toks@}}%
+  \@tempa}
+\providecommand*\newfloat at hook[1]{}
+\newcommand\PrepareListOf[1]{%
+  \expandafter\g at addto@macro\csname newfloat at listof#1 at hook\endcsname}
+\@onlypreamble\PrepareListOf
+\newcommand*\newfloat at list{}
+\newcommand*\newfloat at addtolist[1]{%
+  \newfloat at ifinlist{#1}{}{%
+    \ifcsname ext@#1\endcsname
+      \@cons\newfloat at list{{#1}}%
+      \@namedef{newfloat at ext@\@nameuse{ext@#1}}{#1}%
+      \newfloat at let{@ifchapterlistsgap@#1}{\@iden}%
+    \else
+      \newfloat at Error{`#1' does not seem to be a floating environment}%
+    \fi}}
+\newcommand*\newfloat at ifinlist[1]{%
+  \let\next\@secondoftwo
+  \begingroup
+    \expandafter\let\csname c@#1\endcsname\newfloat at ifinlist
+    \def\@elt##1{%
+      \expandafter\ifx\csname c@##1\endcsname\newfloat at ifinlist
+        \global\let\next\@firstoftwo
+      \fi}%
+    \newfloat at list
+  \endgroup
+  \next}
+\ifcsname ext at figure\endcsname
+  \newfloat at addtolist{figure}
+\fi
+\ifcsname ext at table\endcsname
+  \newfloat at addtolist{table}
+\fi
+\ifcsname @chapter\endcsname
+  \providecommand*\@chapterlistsgap{10\p@}%
+  \providecommand*\@addchapterlistsgap[2]{%
+    \@nameuse{@ifchapterlistsgap@#1}{% if switched on
+      \@@addchapterlistsgap{#1}{#2}}}
+  \providecommand*\@@addchapterlistsgap[2]{%
+    \@ifundefined{@addchapterlistsgap@#2}{% only once per extension
+      \@namedef{@addchapterlistsgap@#2}{#1}%
+      \@@@addchapterlistsgap{#2}}{}}
+  \providecommand*\@@@addchapterlistsgap[1]{%
+    \ifdim \@chapterlistsgap>\z@
+      \addtocontents{#1}{\protect\addvspace{\@chapterlistsgap}}%
+    \fi}
+  \providecommand*\@addchapterlistsgaps{%
+    \begingroup
+      \def\@elt##1{%
+        \@expandtwoargs\@addchapterlistsgap{##1}{\@nameuse{ext@##1}}}%
+      \newfloat at list
+    \endgroup}
+  \providecommand*\@chapterlistsgap at off[1]{%
+    \expandafter\let\csname @ifchapterlistsgap@#1\endcsname\@gobble
+    \ifcsname unsettoc\endcsname
+      \@expandtwoargs\unsettoc{\@nameuse{ext@#1}}{chapteratlist}%
+    \fi}
+  \providecommand*\@chapterlistsgap at on[1]{%
+    \expandafter\let\csname @ifchapterlistsgap@#1\endcsname\@iden
+    \ifcsname setuptoc\endcsname
+      \@expandtwoargs\setuptoc{\@nameuse{ext@#1}}{chapteratlist}%
+    \fi}
+\fi
+\define at key{newfloat}{chapterlistsgap}{%
+  \renewcommand*\@chapterlistsgap{#1}}
+\define at key{newfloat}{within}{%
+  \def\newfloat at within@default{#1}% set new default value
+  \def\@elt##1{\newfloat at setwithin{##1}{#1}}%
+  \newfloat at list
+  \let\@elt\relax}
+\define at key{newfloat}{without}[]{%
+  \KV at newfloat@within{none}}
+\def\@elt#1{%
+  \define at key{newfloat}{#1name}{%
+    \newfloat at setname{#1}{##1}}%
+  \define at key{newfloat}{list#1name}{%
+    \newfloat at setname{list#1}{##1}}%
+  \define at key{newfloat}{#1within}{%
+    \newfloat at setwithin{#1}{##1}}%
+  \define at key{newfloat}{#1without}[]{%
+    \newfloat at setwithout{#1}}%
+}%
+\newfloat at list
+\let\@elt\relax
+\define at key{newfloat}{planb}[true]{%
+  \def\@tempa{#1}%
+  \def\@tempb{false}%
+  \ifx\@tempa\@tempb
+    \let\newfloat at ifplanb\@gobble
+  \else
+    \def\@tempb{true}%
+    \ifx\@tempa\@tempb
+      \let\newfloat at ifplanb\@iden
+    \else
+      \newfloat at Error{Invalid value `#1' for option `planb'}%
+    \fi
+  \fi}
+\define at key{newfloat}{planb-fileext}{%
+  \newfloat at Info{Setting Plan B file extension to `#1'}
+  \xdef\newfloat at addtocontents@ext{#1}}
+
+\let\@tempc\relax
+\@expandtwoargs\setkeys{newfloat}{planb,\@ptionlist{\@currname.\@currext}}%
+\AtEndOfPackage{\let\@unprocessedoptions\relax}
+\newcommand*\newfloatsetup{\setkeys{newfloat}}
+\newcommand\newfloat at replace@chapter[2]{%
+  \begingroup
+    \let\if at twocolumn\iffalse
+    \let\if at mainmatter\iffalse
+    \let\if at thema\iffalse
+    \def\@tempa[##1]##2{#1}%
+    \ifx\@tempa\@chapter
+      \gdef\@chapter[##1]##2{#2}%
+      \global\let\newfloat at replace@chapter\@gobbletwo
+    \else\ifx\@tempa\Hy at org@chapter
+      \gdef\Hy at org@chapter[##1]##2{#2}%
+      \global\let\newfloat at replace@chapter\@gobbletwo
+    \fi\fi
+  \endgroup}
+\ifcsname @chapter\endcsname \else
+  \let\newfloat at replace@chapter\@gobbletwo
+\fi
+\newfloat at replace@chapter{%
+  \ifnum \c at secnumdepth >\m at ne
+    \refstepcounter{chapter}%
+    \typeout{\@chapapp\space\thechapter.}%
+    \addcontentsline{toc}{chapter}%
+      {\protect\numberline{\thechapter}#1}%
+  \else
+    \addcontentsline{toc}{chapter}{#1}%
+  \fi
+  \chaptermark{#1}%
+  \addtocontents{lof}{\protect\addvspace{10\p@}}%
+  \addtocontents{lot}{\protect\addvspace{10\p@}}%
+  \if at twocolumn
+    \@topnewpage[\@makechapterhead{#2}]%
+  \else
+    \@makechapterhead{#2}%
+    \@afterheading
+  \fi
+}{%
+  \ifnum \c at secnumdepth >\m at ne
+    \refstepcounter{chapter}%
+    \typeout{\@chapapp\space\thechapter.}%
+    \addcontentsline{toc}{chapter}%
+      {\protect\numberline{\thechapter}#1}%
+  \else
+    \addcontentsline{toc}{chapter}{#1}%
+  \fi
+  \chaptermark{#1}%
+  \@addchapterlistsgaps
+  \if at twocolumn
+    \@topnewpage[\@makechapterhead{#2}]%
+  \else
+    \@makechapterhead{#2}%
+    \@afterheading
+  \fi}
+\newfloat at replace@chapter{%
+  \ifnum \c at secnumdepth >\m at ne
+    \if at mainmatter
+      \refstepcounter{chapter}%
+      \typeout{\@chapapp\space\thechapter.}%
+      \addcontentsline{toc}{chapter}%
+        {\protect\numberline{\thechapter}#1}%
+    \else
+      \addcontentsline{toc}{chapter}{#1}%
+    \fi
+  \else
+    \addcontentsline{toc}{chapter}{#1}%
+  \fi
+  \chaptermark{#1}%
+  \addtocontents{lof}{\protect\addvspace{10\p@}}%
+  \addtocontents{lot}{\protect\addvspace{10\p@}}%
+  \if at twocolumn
+    \@topnewpage[\@makechapterhead{#2}]%
+  \else
+    \@makechapterhead{#2}%
+    \@afterheading
+  \fi
+}{%
+  \ifnum \c at secnumdepth >\m at ne
+    \if at mainmatter
+      \refstepcounter{chapter}%
+      \typeout{\@chapapp\space\thechapter.}%
+      \addcontentsline{toc}{chapter}%
+        {\protect\numberline{\thechapter}#1}%
+    \else
+      \addcontentsline{toc}{chapter}{#1}%
+    \fi
+  \else
+    \addcontentsline{toc}{chapter}{#1}%
+  \fi
+  \chaptermark{#1}%
+  \@addchapterlistsgaps
+  \if at twocolumn
+    \@topnewpage[\@makechapterhead{#2}]%
+  \else
+    \@makechapterhead{#2}%
+    \@afterheading
+  \fi}
+\newfloat at replace@chapter{%
+  \refstepcounter{chapter}%
+  \ifnum\c at secnumdepth<\z@ \let\@secnumber\@empty
+  \else \let\@secnumber\thechapter \fi
+  \typeout{\chaptername\space\@secnumber}%
+  \def\@toclevel{0}%
+  \ifx\chaptername\appendixname \@tocwriteb\tocappendix{chapter}{#2}%
+  \else \@tocwriteb\tocchapter{chapter}{#2}\fi
+  \chaptermark{#1}%
+  \addtocontents{lof}{\protect\addvspace{10\p@}}%
+  \addtocontents{lot}{\protect\addvspace{10\p@}}%
+  \@makechapterhead{#2}\@afterheading
+}{%
+  \refstepcounter{chapter}%
+  \ifnum\c at secnumdepth<\z@ \let\@secnumber\@empty
+  \else \let\@secnumber\thechapter \fi
+  \typeout{\chaptername\space\@secnumber}%
+  \def\@toclevel{0}%
+  \ifx\chaptername\appendixname \@tocwriteb\tocappendix{chapter}{#2}%
+  \else \@tocwriteb\tocchapter{chapter}{#2}\fi
+  \chaptermark{#1}%
+  \@addchapterlistsgaps
+  \@makechapterhead{#2}\@afterheading}
+\@ifpackageloaded{tocbasic}{%
+  \let\newfloat at replace@chapter\@gobbletwo}{}
+\ifcsname insertchapterspace\endcsname
+  \renewcommand*\insertchapterspace{\@addchapterlistsgaps}
+  \let\newfloat at replace@chapter\@gobbletwo
+\fi
+\newfloat at replace@chapter{%
+  \ifnum \c at secnumdepth >\m at ne
+    \refstepcounter{chapter}%
+    \typeout{\@chapapp\space\thechapter.}%
+    \addcontentsline{toc}{chapter}%
+      {\protect\numberline{\thechapter}\toc at font0 #1}%
+  \else
+    \addcontentsline{toc}{chapter}{\toc at font0 #1}%
+  \fi
+  \chaptermark{#1}%
+  \addtocontents{lof}{\protect\addvspace{10\p@}}%
+  \addtocontents{lot}{\protect\addvspace{10\p@}}%
+  \if at twocolumn
+    \@topnewpage[\@makechapterhead{#2}]%
+  \else
+    \@makechapterhead{#2}%
+    \@afterheading
+  \fi
+}{%
+  \ifnum \c at secnumdepth >\m at ne
+    \refstepcounter{chapter}%
+    \typeout{\@chapapp\space\thechapter.}%
+    \addcontentsline{toc}{chapter}%
+      {\protect\numberline{\thechapter}\toc at font0 #1}%
+  \else
+    \addcontentsline{toc}{chapter}{\toc at font0 #1}%
+  \fi
+  \chaptermark{#1}%
+  \@addchapterlistsgaps
+  \if at twocolumn
+    \@topnewpage[\@makechapterhead{#2}]%
+  \else
+    \@makechapterhead{#2}%
+    \@afterheading
+  \fi}
+  % boek(3).cls [2004/06/07 v2.1a NTG LaTeX document class]
+\newfloat at replace@chapter{%
+  \ifnum \c at secnumdepth >\m at ne
+    \if at mainmatter
+      \refstepcounter{chapter}%
+      \typeout{\@chapapp\space\thechapter.}%
+      \addcontentsline{toc}{chapter}%
+        {\protect\numberline{\thechapter}\toc at font0 #1}%
+    \else
+      \addcontentsline{toc}{chapter}{\toc at font0 #1}%
+    \fi
+  \else
+    \addcontentsline{toc}{chapter}{\toc at font0 #1}%
+  \fi
+  \chaptermark{#1}%
+  \addtocontents{lof}{\protect\addvspace{10\p@}}%
+  \addtocontents{lot}{\protect\addvspace{10\p@}}%
+  \if at twocolumn
+    \@topnewpage[\@makechapterhead{#2}]%
+  \else
+    \@makechapterhead{#2}%
+    \@afterheading
+  \fi
+}{%
+  \ifnum \c at secnumdepth >\m at ne
+    \if at mainmatter
+      \refstepcounter{chapter}%
+      \typeout{\@chapapp\space\thechapter.}%
+      \addcontentsline{toc}{chapter}%
+        {\protect\numberline{\thechapter}\toc at font0 #1}%
+    \else
+      \addcontentsline{toc}{chapter}{\toc at font0 #1}%
+    \fi
+  \else
+    \addcontentsline{toc}{chapter}{\toc at font0 #1}%
+  \fi
+  \chaptermark{#1}%
+  \@addchapterlistsgaps
+  \if at twocolumn
+    \@topnewpage[\@makechapterhead{#2}]%
+  \else
+    \@makechapterhead{#2}%
+    \@afterheading
+  \fi}
+\newfloat at replace@chapter{%
+  \ifnum \c at secnumdepth >\m at ne
+    \if at mainmatter
+      \refstepcounter{chapter}%
+      \typeout{\chaptername\space\thechapter.}
+      \if at thema
+        \ifx\@shortauthor\@empty
+          \addcontentsline{toc}{chapter}{%
+          \protect\numberline{\thechapter.}#1}%
+        \else
+          \addcontentsline{toc}{chapter}{%
+          \protect\numberline{\thechapter.}%
+          \@shortauthor\hfill\mbox{}\vskip\normallineskip #1}%
+        \fi
+      \else
+        \addcontentsline{toc}{chapter}{%
+        \protect\numberline{\thechapter.}#1}%
+      \fi
+    \else
+      \addcontentsline{toc}{chapter}{#1}
+    \fi
+  \else
+    \addcontentsline{toc}{chapter}{#1}
+  \fi
+  \chaptermark{#1}
+  \addtocontents{lof}{\protect\addvspace{10pt}}
+  \addtocontents{lot}{\protect\addvspace{10pt}}
+  \if at twocolumn
+    \@topnewpage[\@makechapterhead{#2}]
+  \else
+    \@makechapterhead{#2}
+    \@afterheading
+  \fi
+}{%
+  \ifnum \c at secnumdepth >\m at ne
+    \if at mainmatter
+      \refstepcounter{chapter}%
+      \typeout{\chaptername\space\thechapter.}%
+      \if at thema
+        \ifx\@shortauthor\@empty
+          \addcontentsline{toc}{chapter}{%
+          \protect\numberline{\thechapter.}#1}%
+        \else
+          \addcontentsline{toc}{chapter}{%
+          \protect\numberline{\thechapter.}%
+          \@shortauthor\hfill\mbox{}\vskip\normallineskip #1}%
+        \fi
+      \else
+        \addcontentsline{toc}{chapter}{%
+        \protect\numberline{\thechapter.}#1}%
+      \fi
+    \else
+      \addcontentsline{toc}{chapter}{#1}%
+    \fi
+  \else
+    \addcontentsline{toc}{chapter}{#1}%
+  \fi
+  \chaptermark{#1}%
+  \@addchapterlistsgaps
+  \if at twocolumn
+    \@topnewpage[\@makechapterhead{#2}]%
+  \else
+    \@makechapterhead{#2}%
+    \@afterheading
+  \fi}
+\ifx\newfloat at replace@chapter\@gobbletwo \else
+  \newfloat at InfoNoLine{%
+   Unsupported document class, or \noexpand\@chapter\MessageBreak
+   was already redefined by another package}
+  \newfloat at InfoNoLine{\string\@chapter\space=\space\meaning\@chapter}
+  \newfloat at InfoNoLine{\string\Hy at org@chapter\space=\space\meaning\Hy at org@chapter}
+  \newfloat at ifplanb{%
+    \newfloat at InfoNoLine{Trying Plan B..}%
+    \let\newfloat at addtocontents@ORI\addtocontents
+    \long\def\addtocontents#1#2{%
+      \newfloat at addtocontents{#1}{#2}#2\addvspace\newfloat at nil}%
+    \long\def\newfloat at addtocontents#1#2#3\addvspace#4\newfloat at nil{%
+      \def\newfloat at tempa{#4}%
+      \ifx\newfloat at tempa\@empty
+        \newfloat at addtocontents@ORI{#1}{#2}%
+      \else
+        \ifx\newfloat at addtocontents@ext\@undefined
+          \newfloat at Info{Setting Plan B file extension to `#1'...}%
+          \xdef\newfloat at addtocontents@ext{#1}%
+        \fi
+        \edef\newfloat at tempa{#1}%
+        \ifx\newfloat at tempa\newfloat at addtocontents@ext
+          \begingroup
+            \let\addtocontents\newfloat at addtocontents@ORI
+            \@addchapterlistsgaps
+          \endgroup
+        \fi
+      \fi}}
+\fi
+\newcommand\newfloat at ForEachNew[2][newfloat@@list]{%
+  \AtBeginDocument{%
+    \ifcsname#1\endcsname
+      \def\@elt##1{#2}%
+      \newfloat@@list
+      \let\@elt\relax
+    \fi}}%
+\@onlypreamble\newfloat at ForEachNew
+%%    \begin{macrocode}
+\newfloat at ForEachNew[float at exts]{%
+  \@nameuse{@ifchapterlistsgap@#1}{% if switched on
+    \let\float at do=\relax
+    \edef\@tempa{%
+      \noexpand\float at exts{\the\float at exts\float at do{\@nameuse{ext@#1}}}}%
+    \@tempa}}
+\newfloat at ForEachNew[FP at floatBegin]{%
+  \newcounter{FP@#1C}%
+  \newenvironment{FP#1}{\FP at floatBegin{#1}}{\FP at floatEnd}}
+\providecommand*\ext at lstlisting{lol}%
+\newfloat at ForEachNew[@rotfloat]{%
+  \newenvironment{sideways#1}{\@rotfloat{#1}}{\end at rotfloat}%
+  \newenvironment{sideways#1*}{\@rotdblfloat{#1}}{\end at rotdblfloat}}
+\newcommand*\newfloat at For@SC[2]{%
+  \def#1{b}% = \sidecaptionvpos{#2}{b} (v1.6)
+  \newenvironment{SC#2}%
+    {\SC at float[#1]{#2}}{\endSC at float}%
+  \newenvironment{SC#2*}%
+    {\SC at dblfloat[#1]{#2}}{\endSC at dblfloat}}
+\@onlypreamble\newfloat at For@SC
+\newfloat at ForEachNew[SC at float]{%
+  \expandafter\newfloat at For@SC\csname SC@#1 at vpos\endcsname{#1}}
+\newfloat at ForEachNew[wrapfloat]{%
+  \newenvironment{wrap#1}{\wrapfloat{#1}}{\endwrapfloat}}
+\endinput
+%%
+%% End of file `newfloat.sty'.
diff --git a/doc/build/latex/python.ist b/doc/build/latex/python.ist
new file mode 100644
index 0000000..9ffa0f9
--- /dev/null
+++ b/doc/build/latex/python.ist
@@ -0,0 +1,11 @@
+line_max 100
+headings_flag 1
+heading_prefix "  \\bigletter "
+
+preamble "\\begin{theindex}
+\\def\\bigletter#1{{\\Large\\sffamily#1}\\nopagebreak\\vspace{1mm}}
+
+"
+
+symhead_positive "{Symbols}"
+numhead_positive "{Numbers}"
diff --git a/doc/build/latex/sphinx.sty b/doc/build/latex/sphinx.sty
new file mode 100644
index 0000000..ce17407
--- /dev/null
+++ b/doc/build/latex/sphinx.sty
@@ -0,0 +1,641 @@
+%
+% sphinx.sty
+%
+% Adapted from the old python.sty, mostly written by Fred Drake,
+% by Georg Brandl.
+%
+
+\NeedsTeXFormat{LaTeX2e}[1995/12/01]
+\ProvidesPackage{sphinx}[2010/01/15 LaTeX package (Sphinx markup)]
+
+\@ifclassloaded{memoir}{}{\RequirePackage{fancyhdr}}
+
+\RequirePackage{textcomp}
+\RequirePackage{fancybox}
+\RequirePackage{titlesec}
+\RequirePackage{tabulary}
+\RequirePackage{makeidx}
+\RequirePackage{framed}
+\RequirePackage{ifthen}
+%The xcolor package draws better fcolorboxes
+%around verbatim code
+\IfFileExists{xcolor.sty}{
+    \RequirePackage{xcolor}
+}{
+    \RequirePackage{color}
+}
+% For highlighted code.
+\RequirePackage{fancyvrb}
+% For table captions.
+\RequirePackage{threeparttable}
+% Handle footnotes in tables.
+\RequirePackage{footnote}
+\makesavenoteenv{tabulary}
+% For floating figures in the text.
+\RequirePackage{wrapfig}
+% Separate paragraphs by space by default.
+\RequirePackage{parskip}
+% For parsed-literal blocks.
+\RequirePackage{alltt}
+% Display "real" single quotes in literal blocks.
+\RequirePackage{upquote}
+
+% Redefine these colors to your liking in the preamble.
+\definecolor{TitleColor}{rgb}{0.126,0.263,0.361}
+\definecolor{InnerLinkColor}{rgb}{0.208,0.374,0.486}
+\definecolor{OuterLinkColor}{rgb}{0.216,0.439,0.388}
+% Redefine these colors to something if you want to have colored
+% background and border for code examples.
+\definecolor{VerbatimColor}{rgb}{1,1,1}
+\definecolor{VerbatimBorderColor}{rgb}{0,0,0}
+
+% Uncomment these two lines to ignore the paper size and make the page 
+% size more like a typical published manual.
+%\renewcommand{\paperheight}{9in}
+%\renewcommand{\paperwidth}{8.5in}   % typical squarish manual
+%\renewcommand{\paperwidth}{7in}     % O'Reilly ``Programmming Python''
+
+% use pdfoutput for pTeX and dvipdfmx
+% when pTeX (\kanjiskip is defined), set pdfoutput to evade \include{pdfcolor}
+\ifx\kanjiskip\undefined\else
+  \newcount\pdfoutput\pdfoutput=0
+\fi
+
+\RequirePackage{graphicx}
+
+% for PDF output, use colors and maximal compression
+\newif\ifsphinxpdfoutput\sphinxpdfoutputfalse
+\ifx\pdfoutput\undefined\else\ifcase\pdfoutput
+  \let\py at NormalColor\relax
+  \let\py at TitleColor\relax
+\else
+  \sphinxpdfoutputtrue
+  \input{pdfcolor}
+  \def\py at NormalColor{\color[rgb]{0.0,0.0,0.0}}
+  \def\py at TitleColor{\color{TitleColor}}
+  \pdfcompresslevel=9
+\fi\fi
+
+% XeLaTeX can do colors, too
+\ifx\XeTeXrevision\undefined\else
+  \def\py at NormalColor{\color[rgb]{0.0,0.0,0.0}}
+  \def\py at TitleColor{\color{TitleColor}}
+\fi
+
+% Increase printable page size (copied from fullpage.sty)
+\topmargin 0pt
+\advance \topmargin by -\headheight
+\advance \topmargin by -\headsep
+
+% attempt to work a little better for A4 users
+\textheight \paperheight
+\advance\textheight by -2in
+
+\oddsidemargin 0pt
+\evensidemargin 0pt
+%\evensidemargin -.25in  % for ``manual size'' documents
+\marginparwidth 0.5in
+
+\textwidth \paperwidth
+\advance\textwidth by -2in
+
+
+% Style parameters and macros used by most documents here
+\raggedbottom
+\sloppy
+\hbadness = 5000                % don't print trivial gripes
+
+\pagestyle{empty}               % start this way
+
+% Use this to set the font family for headers and other decor:
+\newcommand{\py at HeaderFamily}{\sffamily\bfseries}
+
+% Redefine the 'normal' header/footer style when using "fancyhdr" package:
+\@ifundefined{fancyhf}{}{
+  % Use \pagestyle{normal} as the primary pagestyle for text.
+  \fancypagestyle{normal}{
+    \fancyhf{}
+    \fancyfoot[LE,RO]{{\py at HeaderFamily\thepage}}
+    \fancyfoot[LO]{{\py at HeaderFamily\nouppercase{\rightmark}}}
+    \fancyfoot[RE]{{\py at HeaderFamily\nouppercase{\leftmark}}}
+    \fancyhead[LE,RO]{{\py at HeaderFamily \@title, \py at release}}
+    \renewcommand{\headrulewidth}{0.4pt}
+    \renewcommand{\footrulewidth}{0.4pt}
+    % define chaptermark with \@chappos when \@chappos is available for Japanese
+    \ifx\@chappos\undefined\else
+      \def\chaptermark##1{\markboth{\@chapapp\space\thechapter\space\@chappos\space ##1}{}}
+    \fi
+  }
+  % Update the plain style so we get the page number & footer line,
+  % but not a chapter or section title.  This is to keep the first
+  % page of a chapter and the blank page between chapters `clean.'
+  \fancypagestyle{plain}{
+    \fancyhf{}
+    \fancyfoot[LE,RO]{{\py at HeaderFamily\thepage}}
+    \renewcommand{\headrulewidth}{0pt}
+    \renewcommand{\footrulewidth}{0.4pt}
+  }
+}
+
+% Some custom font markup commands.
+%
+\newcommand{\strong}[1]{{\textbf{#1}}}
+\newcommand{\code}[1]{\texttt{#1}}
+\newcommand{\bfcode}[1]{\code{\bfseries#1}}
+\newcommand{\email}[1]{\textsf{#1}}
+\newcommand{\tablecontinued}[1]{\textsf{#1}}
+\newcommand{\titleref}[1]{\emph{#1}}
+\newcommand{\menuselection}[1]{\emph{#1}}
+\newcommand{\accelerator}[1]{\underline{#1}}
+\newcommand{\crossref}[1]{\emph{#1}}
+\newcommand{\termref}[1]{\emph{#1}}
+
+\newcommand*{\sphinxAtStartFootnote}{\mbox{ }}
+
+% Redefine the Verbatim environment to allow border and background colors.
+% The original environment is still used for verbatims within tables.
+\let\OriginalVerbatim=\Verbatim
+\let\endOriginalVerbatim=\endVerbatim
+
+% Play with vspace to be able to keep the indentation.
+\newlength\Sphinx at scratchlength
+\newcommand\Sphinxcolorbox [1]{%
+  \setlength\Sphinx at scratchlength{\linewidth}%
+  \advance\Sphinx at scratchlength -\@totalleftmargin %
+  \fcolorbox{VerbatimBorderColor}{VerbatimColor}{%
+  \begin{minipage}{\Sphinx at scratchlength}%
+    #1
+  \end{minipage}%
+  }%
+}
+% used for split frames for continuation on next and final page
+\def\MidFrameCommand{\Sphinxcolorbox}
+\let\LastFrameCommand\MidFrameCommand
+
+% We customize \FrameCommand (for non split frames) and \FirstFrameCommand
+% (split frames), in order for the framed environment to insert a Title above
+% the frame, which can not be separated by a pagebreak.
+
+% The title is specified from outside as macro \SphinxVerbatimTitle.
+% \SphinxVerbatimTitle is reset to empty after each use of Verbatim environment.
+
+% It is also possible to use directly framed environment (i.e. not indirectly
+% via the Verbatim environment next), then it is \SphinxFrameTitle which specifies
+% the title.
+\newcommand*\SphinxFrameTitle {}
+\newcommand*\SphinxVerbatimTitle {}
+\newcommand*\SphinxSetupCaptionForVerbatim [2]
+{%
+    \needspace{\literalblockneedspace}\vspace{\literalblockcaptiontopvspace}%
+    \def\SphinxVerbatimTitle
+       {\captionof{#1}{\SphinxLiteralBlockLabel #2}\smallskip }%
+}
+% \SphinxLiteralBlockLabel will be set dynamically to hold the label for links
+\newcommand*\SphinxLiteralBlockLabel {}
+
+% \SphinxCustomFBox is copied from framed.sty's \CustomFBox, but
+% #1=title/caption is to be set _above_ the top rule, not _below_
+% #1 must be "vertical material", it may be left empty.
+
+% The amsmath patches \stepcounter to inhibit stepping under
+% \firstchoice at false. We use it because framed.sty typesets multiple
+% times its contents.
+\newif\ifSphinx at myfirstframedpass
+
+\long\def\SphinxCustomFBox#1#2#3#4#5#6#7{%
+  % we set up amsmath (amstext.sty) conditional to inhibit counter stepping
+  % except in first pass
+  \ifSphinx at myfirstframedpass\firstchoice at true
+                  \else\firstchoice at false\fi
+  \leavevmode\begingroup
+  \setbox\@tempboxa\hbox{%
+    \color at begingroup
+      \kern\fboxsep{#7}\kern\fboxsep
+    \color at endgroup}%
+  \hbox{%
+    \lower\dimexpr#4+\fboxsep+\dp\@tempboxa\hbox{%
+      \vbox{%
+        #1% TITLE
+        \hrule\@height#3\relax
+        \hbox{%
+          \vrule\@width#5\relax
+          \vbox{%
+            \vskip\fboxsep
+            \copy\@tempboxa
+            \vskip\fboxsep}%
+          \vrule\@width#6\relax}%
+        #2%
+        \hrule\@height#4\relax}%
+    }%
+  }%
+  \endgroup
+  \global\Sphinx at myfirstframedpassfalse
+}
+
+% for non split frames:
+\def\FrameCommand{%
+   % this is inspired from framed.sty v 0.96 2011/10/22 lines 185--190
+   % \fcolorbox (see \Sphinxcolorbox above) from color.sty uses \fbox.
+   \def\fbox{\SphinxCustomFBox{\SphinxFrameTitle}{}%
+                 \fboxrule\fboxrule\fboxrule\fboxrule}%
+   % \fcolorbox from xcolor.sty may use rather \XC at fbox.
+   \let\XC at fbox\fbox
+   \Sphinxcolorbox
+}
+% for first portion of split frames:
+\let\FirstFrameCommand\FrameCommand
+
+\renewcommand{\Verbatim}[1][1]{%
+  % list starts new par, but we don't want it to be set apart vertically
+  \parskip\z at skip
+  \smallskip
+  % first, let's check if there is a caption
+  \ifx\SphinxVerbatimTitle\empty
+      % there was no caption. Check if nevertheless a label was set.
+      \ifx\SphinxLiteralBlockLabel\empty\else
+      % we require some space to be sure hyperlink target from \phantomsection
+      % will not be separated from upcoming verbatim by a page break
+          \needspace{\literalblockwithoutcaptionneedspace}%
+          \phantomsection\SphinxLiteralBlockLabel
+      \fi
+  \fi
+  % non-empty \SphinxVerbatimTitle has label inside it (in case there is one)
+  \let\SphinxFrameTitle\SphinxVerbatimTitle
+  \global\Sphinx at myfirstframedpasstrue
+  % The list environement is needed to control perfectly the vertical
+  % space.
+  \list{}{%
+  \setlength\parskip{0pt}%
+  \setlength\itemsep{0ex}%
+  \setlength\topsep{0ex}%
+  \setlength\partopsep{0pt}%
+  \setlength\leftmargin{0pt}%
+  }%
+  \item\MakeFramed {\FrameRestore}%
+     \small
+    \OriginalVerbatim[#1]%
+}
+\renewcommand{\endVerbatim}{%
+  \endOriginalVerbatim
+  \endMakeFramed
+  \endlist
+  % LaTeX environments always revert local changes on exit, here e.g. \parskip
+}
+
+
+% \moduleauthor{name}{email}
+\newcommand{\moduleauthor}[2]{}
+
+% \sectionauthor{name}{email}
+\newcommand{\sectionauthor}[2]{}
+
+% Augment the sectioning commands used to get our own font family in place,
+% and reset some internal data items:
+\titleformat{\section}{\Large\py at HeaderFamily}%
+            {\py at TitleColor\thesection}{0.5em}{\py at TitleColor}{\py at NormalColor}
+\titleformat{\subsection}{\large\py at HeaderFamily}%
+            {\py at TitleColor\thesubsection}{0.5em}{\py at TitleColor}{\py at NormalColor}
+\titleformat{\subsubsection}{\py at HeaderFamily}%
+            {\py at TitleColor\thesubsubsection}{0.5em}{\py at TitleColor}{\py at NormalColor}
+\titleformat{\paragraph}{\small\py at HeaderFamily}%
+            {\py at TitleColor}{0em}{\py at TitleColor}{\py at NormalColor}
+
+% {fulllineitems} is the main environment for object descriptions.
+%
+\newcommand{\py at itemnewline}[1]{%
+  \@tempdima\linewidth%
+  \advance\@tempdima \leftmargin\makebox[\@tempdima][l]{#1}%
+}
+
+\newenvironment{fulllineitems}{
+  \begin{list}{}{\labelwidth \leftmargin \labelsep 0pt
+                 \rightmargin 0pt \topsep -\parskip \partopsep \parskip
+                 \itemsep -\parsep
+                 \let\makelabel=\py at itemnewline}
+}{\end{list}}
+
+% \optional is used for ``[, arg]``, i.e. desc_optional nodes.
+\newcommand{\optional}[1]{%
+  {\textnormal{\Large[}}{#1}\hspace{0.5mm}{\textnormal{\Large]}}}
+
+\newlength{\py at argswidth}
+\newcommand{\py at sigparams}[2]{%
+  \parbox[t]{\py at argswidth}{#1\code{)}#2}}
+\newcommand{\pysigline}[1]{\item[#1]\nopagebreak}
+\newcommand{\pysiglinewithargsret}[3]{%
+  \settowidth{\py at argswidth}{#1\code{(}}%
+  \addtolength{\py at argswidth}{-2\py at argswidth}%
+  \addtolength{\py at argswidth}{\linewidth}%
+  \item[#1\code{(}\py at sigparams{#2}{#3}]}
+
+% Production lists
+%
+\newenvironment{productionlist}{
+%  \def\optional##1{{\Large[}##1{\Large]}}
+  \def\production##1##2{\\\code{##1}&::=&\code{##2}}
+  \def\productioncont##1{\\& &\code{##1}}
+  \parindent=2em
+  \indent
+  \setlength{\LTpre}{0pt}
+  \setlength{\LTpost}{0pt}
+  \begin{longtable}[l]{lcl}
+}{%
+  \end{longtable}
+}
+
+% Notices / Admonitions
+%
+\newlength{\py at noticelength}
+
+\newcommand{\py at heavybox}{
+  \setlength{\fboxrule}{1pt}
+  \setlength{\fboxsep}{6pt}
+  \setlength{\py at noticelength}{\linewidth}
+  \addtolength{\py at noticelength}{-2\fboxsep}
+  \addtolength{\py at noticelength}{-2\fboxrule}
+  %\setlength{\shadowsize}{3pt}
+  \noindent\Sbox
+  \minipage{\py at noticelength}
+}
+\newcommand{\py at endheavybox}{
+  \endminipage
+  \endSbox
+  \fbox{\TheSbox}
+}
+
+\newcommand{\py at lightbox}{%
+  \par\allowbreak
+  \noindent\rule{\linewidth}{0.5pt}\par\nobreak
+  {\parskip\z at skip\noindent}%
+  }
+\newcommand{\py at endlightbox}{%
+  \par\nobreak
+  {\parskip\z at skip\noindent\rule[.4\baselineskip]{\linewidth}{0.5pt}}\par
+  }
+
+% Some are quite plain:
+\newcommand{\py at noticestart@note}{\py at lightbox}
+\newcommand{\py at noticeend@note}{\py at endlightbox}
+\newcommand{\py at noticestart@hint}{\py at lightbox}
+\newcommand{\py at noticeend@hint}{\py at endlightbox}
+\newcommand{\py at noticestart@important}{\py at lightbox}
+\newcommand{\py at noticeend@important}{\py at endlightbox}
+\newcommand{\py at noticestart@tip}{\py at lightbox}
+\newcommand{\py at noticeend@tip}{\py at endlightbox}
+
+% Others gets more visible distinction:
+\newcommand{\py at noticestart@warning}{\py at heavybox}
+\newcommand{\py at noticeend@warning}{\py at endheavybox}
+\newcommand{\py at noticestart@caution}{\py at heavybox}
+\newcommand{\py at noticeend@caution}{\py at endheavybox}
+\newcommand{\py at noticestart@attention}{\py at heavybox}
+\newcommand{\py at noticeend@attention}{\py at endheavybox}
+\newcommand{\py at noticestart@danger}{\py at heavybox}
+\newcommand{\py at noticeend@danger}{\py at endheavybox}
+\newcommand{\py at noticestart@error}{\py at heavybox}
+\newcommand{\py at noticeend@error}{\py at endheavybox}
+
+\newenvironment{notice}[2]{
+  \def\py at noticetype{#1}
+  \csname py at noticestart@#1\endcsname
+  \strong{#2}
+}{\csname py at noticeend@\py at noticetype\endcsname}
+
+% Allow the release number to be specified independently of the
+% \date{}.  This allows the date to reflect the document's date and
+% release to specify the release that is documented.
+%
+\newcommand{\py at release}{}
+\newcommand{\version}{}
+\newcommand{\shortversion}{}
+\newcommand{\releaseinfo}{}
+\newcommand{\releasename}{Release}
+\newcommand{\release}[1]{%
+  \renewcommand{\py at release}{\releasename\space\version}%
+  \renewcommand{\version}{#1}}
+\newcommand{\setshortversion}[1]{%
+  \renewcommand{\shortversion}{#1}}
+\newcommand{\setreleaseinfo}[1]{%
+  \renewcommand{\releaseinfo}{#1}}
+
+% Allow specification of the author's address separately from the
+% author's name.  This can be used to format them differently, which
+% is a good thing.
+%
+\newcommand{\py at authoraddress}{}
+\newcommand{\authoraddress}[1]{\renewcommand{\py at authoraddress}{#1}}
+
+% This sets up the fancy chapter headings that make the documents look
+% at least a little better than the usual LaTeX output.
+%
+\@ifundefined{ChTitleVar}{}{
+  \ChNameVar{\raggedleft\normalsize\py at HeaderFamily}
+  \ChNumVar{\raggedleft \bfseries\Large\py at HeaderFamily}
+  \ChTitleVar{\raggedleft \textrm{\Huge\py at HeaderFamily}}
+  % This creates chapter heads without the leading \vspace*{}:
+  \def\@makechapterhead#1{%
+    {\parindent \z@ \raggedright \normalfont
+      \ifnum \c at secnumdepth >\m at ne
+        \DOCH
+      \fi
+      \interlinepenalty\@M
+      \DOTI{#1}
+    }
+  }
+}
+
+% Redefine description environment so that it is usable inside fulllineitems.
+%
+\renewcommand{\description}{%
+  \list{}{\labelwidth\z@%
+          \itemindent-\leftmargin%
+	  \labelsep5pt%
+          \let\makelabel=\descriptionlabel}}
+
+% Definition lists; requested by AMK for HOWTO documents.  Probably useful
+% elsewhere as well, so keep in in the general style support.
+%
+\newenvironment{definitions}{%
+  \begin{description}%
+  \def\term##1{\item[##1]\mbox{}\\*[0mm]}
+}{%
+  \end{description}%
+}
+
+% Tell TeX about pathological hyphenation cases:
+\hyphenation{Base-HTTP-Re-quest-Hand-ler}
+
+
+% The following is stuff copied from docutils' latex writer.
+%
+\newcommand{\optionlistlabel}[1]{\bf #1 \hfill}
+\newenvironment{optionlist}[1]
+{\begin{list}{}
+  {\setlength{\labelwidth}{#1}
+   \setlength{\rightmargin}{1cm}
+   \setlength{\leftmargin}{\rightmargin}
+   \addtolength{\leftmargin}{\labelwidth}
+   \addtolength{\leftmargin}{\labelsep}
+   \renewcommand{\makelabel}{\optionlistlabel}}
+}{\end{list}}
+
+\newlength{\lineblockindentation}
+\setlength{\lineblockindentation}{2.5em}
+\newenvironment{lineblock}[1]
+{\begin{list}{}
+  {\setlength{\partopsep}{\parskip}
+   \addtolength{\partopsep}{\baselineskip}
+   \topsep0pt\itemsep0.15\baselineskip\parsep0pt
+   \leftmargin#1}
+ \raggedright}
+{\end{list}}
+
+% Redefine includgraphics for avoiding images larger than the screen size
+% If the size is not specified.
+\let\py at Oldincludegraphics\includegraphics
+
+\newbox\image at box%
+\newdimen\image at width%
+\renewcommand\includegraphics[2][\@empty]{%
+  \ifx#1\@empty%
+    \setbox\image at box=\hbox{\py at Oldincludegraphics{#2}}%
+    \image at width\wd\image at box%
+    \ifdim \image at width>\linewidth%
+      \setbox\image at box=\hbox{\py at Oldincludegraphics[width=\linewidth]{#2}}%
+      \box\image at box%
+    \else%
+      \py at Oldincludegraphics{#2}%
+    \fi%
+  \else%
+    \py at Oldincludegraphics[#1]{#2}%
+  \fi%
+}
+
+% to make pdf with correct encoded bookmarks in Japanese
+% this should precede the hyperref package
+\ifx\kanjiskip\undefined\else
+  \usepackage{atbegshi}
+  \ifx\ucs\undefined
+    \ifnum 42146=\euc"A4A2
+      \AtBeginShipoutFirst{\special{pdf:tounicode EUC-UCS2}}
+    \else
+      \AtBeginShipoutFirst{\special{pdf:tounicode 90ms-RKSJ-UCS2}}
+    \fi
+  \else
+    \AtBeginShipoutFirst{\special{pdf:tounicode UTF8-UCS2}}
+  \fi
+\fi
+
+% Include hyperref last.
+\RequirePackage[colorlinks,breaklinks,
+                linkcolor=InnerLinkColor,filecolor=OuterLinkColor,
+                menucolor=OuterLinkColor,urlcolor=OuterLinkColor,
+                citecolor=InnerLinkColor]{hyperref}
+% Fix anchor placement for figures with captions.
+% (Note: we don't use a package option here; instead, we give an explicit
+% \capstart for figures that actually have a caption.)
+\RequirePackage{hypcap}
+
+% Set up styles of URL: it should be placed after hyperref
+\urlstyle{same}
+
+% From docutils.writers.latex2e
+% inline markup (custom roles)
+% \DUrole{#1}{#2} tries \DUrole#1{#2}
+\providecommand*{\DUrole}[2]{%
+  \ifcsname DUrole#1\endcsname%
+    \csname DUrole#1\endcsname{#2}%
+  \else% backwards compatibility: try \docutilsrole#1{#2}
+    \ifcsname docutilsrole#1\endcsname%
+      \csname docutilsrole#1\endcsname{#2}%
+    \else%
+      #2%
+    \fi%
+  \fi%
+}
+
+\providecommand*{\DUprovidelength}[2]{
+  \ifthenelse{\isundefined{#1}}{\newlength{#1}\setlength{#1}{#2}}{}
+}
+
+\DUprovidelength{\DUlineblockindent}{2.5em}
+\ifthenelse{\isundefined{\DUlineblock}}{
+  \newenvironment{DUlineblock}[1]{%
+    \list{}{\setlength{\partopsep}{\parskip}
+            \addtolength{\partopsep}{\baselineskip}
+            \setlength{\topsep}{0pt}
+            \setlength{\itemsep}{0.15\baselineskip}
+            \setlength{\parsep}{0pt}
+            \setlength{\leftmargin}{#1}}
+    \raggedright
+  }
+  {\endlist}
+}{}
+
+
+% From footmisc.sty: allows footnotes in titles
+\let\FN at sf@@footnote\footnote
+\def\footnote{\ifx\protect\@typeset at protect
+    \expandafter\FN at sf@@footnote
+  \else
+    \expandafter\FN at sf@gobble at opt
+  \fi
+}
+\edef\FN at sf@gobble at opt{\noexpand\protect
+  \expandafter\noexpand\csname FN at sf@gobble at opt \endcsname}
+\expandafter\def\csname FN at sf@gobble at opt \endcsname{%
+  \@ifnextchar[%]
+    \FN at sf@gobble at twobracket
+    \@gobble
+}
+\def\FN at sf@gobble at twobracket[#1]#2{}
+
+% adjust the margins for footer,
+% this works with the jsclasses only (Japanese standard document classes)
+\ifx\@jsc at uplatextrue\undefined\else
+  \hypersetup{setpagesize=false}
+  \setlength\footskip{2\baselineskip}
+  \addtolength{\textheight}{-2\baselineskip}
+\fi
+
+% fix the double index and bibliography on the table of contents
+% in jsclasses (Japanese standard document classes)
+\ifx\@jsc at uplatextrue\undefined\else
+  \renewcommand{\theindex}{
+    \cleardoublepage
+    \phantomsection
+    \py at OldTheindex
+  }
+  \renewcommand{\thebibliography}[1]{
+    \cleardoublepage
+    \phantomsection
+    \py at OldThebibliography{1}
+  }
+\fi
+
+% disable \@chappos in Appendix in pTeX
+\ifx\kanjiskip\undefined\else
+  \let\py at OldAppendix=\appendix
+  \renewcommand{\appendix}{
+    \py at OldAppendix
+    \gdef\@chappos{}
+  }
+\fi
+
+% Define literal-block environment
+\RequirePackage{newfloat}
+\DeclareFloatingEnvironment{literal-block}
+\ifx\thechapter\undefined
+  \SetupFloatingEnvironment{literal-block}{within=section,placement=h}
+\else
+  \SetupFloatingEnvironment{literal-block}{within=chapter,placement=h}
+\fi
+\SetupFloatingEnvironment{literal-block}{name=List}
+% control caption around literal-block
+\RequirePackage{capt-of}
+\RequirePackage{needspace}
+% if the left page space is less than \literalblockneedsapce, insert page-break
+\newcommand{\literalblockneedspace}{5\baselineskip}
+\newcommand{\literalblockwithoutcaptionneedspace}{1.5\baselineskip}
+% margin before the caption of literal-block
+\newcommand{\literalblockcaptiontopvspace}{0.5\baselineskip}
diff --git a/doc/build/latex/sphinxhowto.cls b/doc/build/latex/sphinxhowto.cls
new file mode 100644
index 0000000..26e63a7
--- /dev/null
+++ b/doc/build/latex/sphinxhowto.cls
@@ -0,0 +1,104 @@
+%
+% sphinxhowto.cls for Sphinx (http://sphinx-doc.org/)
+%
+
+\NeedsTeXFormat{LaTeX2e}[1995/12/01]
+\ProvidesClass{sphinxhowto}[2009/06/02 Document class (Sphinx HOWTO)]
+
+% 'oneside' option overriding the 'twoside' default
+\newif\if at oneside
+\DeclareOption{oneside}{\@onesidetrue}
+% Pass remaining document options to the parent class.
+\DeclareOption*{\PassOptionsToClass{\CurrentOption}{\sphinxdocclass}}
+\ProcessOptions\relax
+
+% Default to two-side document
+\if at oneside
+% nothing to do (oneside is the default)
+\else
+\PassOptionsToClass{twoside}{\sphinxdocclass}
+\fi
+
+\LoadClass{\sphinxdocclass}
+
+% Set some sane defaults for section numbering depth and TOC depth.  You can
+% reset these counters in your preamble.
+%
+\setcounter{secnumdepth}{2}
+
+% Change the title page to look a bit better, and fit in with the fncychap
+% ``Bjarne'' style a bit better.
+%
+\renewcommand{\maketitle}{
+  \rule{\textwidth}{1pt}
+  \ifsphinxpdfoutput
+    \begingroup
+    % These \defs are required to deal with multi-line authors; it
+    % changes \\ to ', ' (comma-space), making it pass muster for
+    % generating document info in the PDF file.
+    \def\\{, }
+    \def\and{and }
+    \pdfinfo{
+      /Author (\@author)
+      /Title (\@title)
+    }
+    \endgroup
+  \fi
+  \begin{flushright}
+    \sphinxlogo%
+    {\rm\Huge\py at HeaderFamily \@title} \par
+    {\em\large\py at HeaderFamily \py at release\releaseinfo} \par
+    \vspace{25pt}
+    {\Large\py at HeaderFamily
+      \begin{tabular}[t]{c}
+        \@author
+      \end{tabular}} \par
+    \vspace{25pt}
+    \@date \par
+    \py at authoraddress \par
+  \end{flushright}
+  \@thanks
+  \setcounter{footnote}{0}
+  \let\thanks\relax\let\maketitle\relax
+  %\gdef\@thanks{}\gdef\@author{}\gdef\@title{}
+}
+
+\let\py at OldTableofcontents=\tableofcontents
+\renewcommand{\tableofcontents}{
+  \begingroup
+    \parskip = 0mm
+    \py at OldTableofcontents
+  \endgroup
+  \rule{\textwidth}{1pt}
+  \vspace{12pt}
+}  
+
+\@ifundefined{fancyhf}{
+  \pagestyle{plain}}{
+  \pagestyle{normal}}		% start this way; change for
+\pagenumbering{arabic}		% ToC & chapters
+
+\thispagestyle{empty}
+
+% Fix the bibliography environment to add an entry to the Table of
+% Contents.
+% For an article document class this environment is a section,
+% so no page break before it.
+\let\py at OldThebibliography=\thebibliography
+\renewcommand{\thebibliography}[1]{
+  \phantomsection
+  \py at OldThebibliography{1}
+  \addcontentsline{toc}{section}{\bibname}
+}
+
+% Same for the indices.
+% The memoir class already does this, so we don't duplicate it in that case.
+%
+\@ifclassloaded{memoir}{}{
+  \let\py at OldTheindex=\theindex
+  \renewcommand{\theindex}{
+    \phantomsection
+    \py at OldTheindex
+    \addcontentsline{toc}{section}{\indexname}
+  }
+}
diff --git a/doc/build/latex/sphinxmanual.cls b/doc/build/latex/sphinxmanual.cls
new file mode 100644
index 0000000..a6b9b39
--- /dev/null
+++ b/doc/build/latex/sphinxmanual.cls
@@ -0,0 +1,148 @@
+%
+% sphinxmanual.cls for Sphinx (http://sphinx-doc.org/)
+%
+
+\NeedsTeXFormat{LaTeX2e}[1995/12/01]
+\ProvidesClass{sphinxmanual}[2009/06/02 Document class (Sphinx manual)]
+
+% chapters starting at odd pages (overridden by 'openany' document option)
+\PassOptionsToClass{openright}{\sphinxdocclass}
+
+% 'oneside' option overriding the 'twoside' default
+\newif\if at oneside
+\DeclareOption{oneside}{\@onesidetrue}
+% Pass remaining document options to the parent class.
+\DeclareOption*{\PassOptionsToClass{\CurrentOption}{\sphinxdocclass}}
+\ProcessOptions\relax
+
+% Defaults two-side document
+\if at oneside
+% nothing to do (oneside is the default)
+\else
+\PassOptionsToClass{twoside}{\sphinxdocclass}
+\fi
+
+\LoadClass{\sphinxdocclass}
+
+% Set some sane defaults for section numbering depth and TOC depth.  You can
+% reset these counters in your preamble.
+%
+\setcounter{secnumdepth}{2}
+\setcounter{tocdepth}{1}
+
+% Change the title page to look a bit better, and fit in with the fncychap
+% ``Bjarne'' style a bit better.
+%
+\renewcommand{\maketitle}{%
+  \begin{titlepage}%
+    \let\footnotesize\small
+    \let\footnoterule\relax
+    \rule{\textwidth}{1pt}%
+    \ifsphinxpdfoutput
+      \begingroup
+      % These \defs are required to deal with multi-line authors; it
+      % changes \\ to ', ' (comma-space), making it pass muster for
+      % generating document info in the PDF file.
+      \def\\{, }
+      \def\and{and }
+      \pdfinfo{
+        /Author (\@author)
+        /Title (\@title)
+      }
+      \endgroup
+    \fi
+    \begin{flushright}%
+      \sphinxlogo%
+      {\rm\Huge\py at HeaderFamily \@title \par}%
+      {\em\LARGE\py at HeaderFamily \py at release\releaseinfo \par}
+      \vfill
+      {\LARGE\py at HeaderFamily
+        \begin{tabular}[t]{c}
+          \@author
+        \end{tabular}
+        \par}
+      \vfill\vfill
+      {\large
+       \@date \par
+       \vfill
+       \py at authoraddress \par
+      }%
+    \end{flushright}%\par
+    \@thanks
+  \end{titlepage}%
+  \cleardoublepage%
+  \setcounter{footnote}{0}%
+  \let\thanks\relax\let\maketitle\relax
+  %\gdef\@thanks{}\gdef\@author{}\gdef\@title{}
+}
+
+
+% Catch the end of the {abstract} environment, but here make sure the abstract
+% is followed by a blank page if the 'openright' option is used.
+%
+\let\py at OldEndAbstract=\endabstract
+\renewcommand{\endabstract}{
+  \if at openright
+    \ifodd\value{page}
+      \typeout{Adding blank page after the abstract.}
+      \vfil\pagebreak
+    \fi
+  \fi
+  \py at OldEndAbstract
+}
+
+% This wraps the \tableofcontents macro with all the magic to get the spacing
+% right and have the right number of pages if the 'openright' option has been
+% used.  This eliminates a fair amount of crud in the individual document files.
+%
+\let\py at OldTableofcontents=\tableofcontents
+\renewcommand{\tableofcontents}{%
+  \pagenumbering{roman}%
+  \setcounter{page}{1}%
+  \pagebreak%
+  \pagestyle{plain}%
+  {%
+    \parskip = 0mm%
+    \py at OldTableofcontents%
+    \if at openright%
+      \ifodd\value{page}%
+        \typeout{Adding blank page after the table of contents.}%
+        \pagebreak\hspace{0pt}%
+      \fi%
+    \fi%
+    \cleardoublepage%
+  }%
+  \pagenumbering{arabic}%
+  \@ifundefined{fancyhf}{}{\pagestyle{normal}}%
+}
+\pagenumbering{alph}
+
+% This is needed to get the width of the section # area wide enough in the
+% library reference.  Doing it here keeps it the same for all the manuals.
+%
+\renewcommand*\l at section{\@dottedtocline{1}{1.5em}{2.6em}}
+\renewcommand*\l at subsection{\@dottedtocline{2}{4.1em}{3.5em}}
+
+% Fix the bibliography environment to add an entry to the Table of
+% Contents.
+% For a report document class this environment is a chapter.
+\let\py at OldThebibliography=\thebibliography
+\renewcommand{\thebibliography}[1]{
+  \cleardoublepage
+  \phantomsection
+  \py at OldThebibliography{1}
+  \addcontentsline{toc}{chapter}{\bibname}
+}
+
+% Same for the indices.
+% The memoir class already does this, so we don't duplicate it in that case.
+%
+\@ifclassloaded{memoir}{}{
+  \let\py at OldTheindex=\theindex
+  \renewcommand{\theindex}{
+    \cleardoublepage
+    \phantomsection
+    \py at OldTheindex
+    \addcontentsline{toc}{chapter}{\indexname}
+  }
+}
diff --git a/doc/build/latex/tabulary.sty b/doc/build/latex/tabulary.sty
new file mode 100644
index 0000000..11fdf74
--- /dev/null
+++ b/doc/build/latex/tabulary.sty
@@ -0,0 +1,452 @@
+%%
+%% This is file `tabulary.sty',
+%% generated with the docstrip utility.
+%%
+%% The original source files were:
+%%
+%% tabulary.dtx  (with options: `package')
+%% DRAFT VERSION
+%%
+%% File `tabulary.dtx'.
+%% Copyright (C) 1995 1996 2003 2008 David Carlisle
+%% This file may be distributed under the terms of the LPPL.
+%% See 00readme.txt for details.
+%%
+\NeedsTeXFormat{LaTeX2e}
+\ProvidesPackage{tabulary}
+          [2008/12/01 v0.9 tabulary package (DPC)]
+\RequirePackage{array}
+\catcode`\Z=14
+\DeclareOption{debugshow}{\catcode`\Z=9\relax}
+\ProcessOptions
+\def\arraybackslash{\let\\=\@arraycr}
+\def\@finalstrut#1{%
+  \unskip\ifhmode\nobreak\fi\vrule\@width\z@\@height\z@\@depth\dp#1}
+\newcount\TY at count
+\def\tabulary{%
+  \let\TY at final\tabular
+  \let\endTY at final\endtabular
+  \TY at tabular}
+\def\TY at tabular#1{%
+  \edef\TY@{\@currenvir}%
+  {\ifnum0=`}\fi
+  \@ovxx\TY at linewidth
+  \@ovyy\TY at tablewidth
+  \count@\z@
+  \@tempswatrue
+  \@whilesw\if at tempswa\fi{%
+  \advance\count@\@ne
+  \expandafter\ifx\csname TY at F\the\count@\endcsname\relax
+    \@tempswafalse
+  \else
+    \expandafter\let\csname TY at SF\the\count@\expandafter\endcsname
+                     \csname TY at F\the\count@\endcsname
+    \global\expandafter\let\csname TY at F\the\count@\endcsname\relax
+    \expandafter\let\csname TY at S\the\count@\expandafter\endcsname
+                     \csname TY@\the\count@\endcsname
+  \fi}%
+    \global\TY at count\@ne
+    \TY at width\xdef{0pt}%
+    \global\TY at tablewidth\z@
+    \global\TY at linewidth#1\relax
+Z\message{^^J^^JTable^^J%
+Z        Target Width: \the\TY at linewidth^^J%
+Z        \string\tabcolsep: \the\tabcolsep\space
+Z        \string\arrayrulewidth: \the\arrayrulewidth\space
+Z        \string\doublerulesep: \the\doublerulesep^^J%
+Z        \string\tymin: \the\tymin\space
+Z        \string\tymax: \the\tymax^^J}%
+    \let\@classz\TY at classz
+    \let\verb\TX at verb
+    \toks@{}\TY at get@body}
+\let\TY@@mkpream\@mkpream
+\def\TY at mkpream{%
+    \def\@addamp{%
+      \if at firstamp \@firstampfalse \else
+      \global\advance\TY at count\@ne
+      \edef\@preamble{\@preamble &}\fi
+      \TY at width\xdef{0pt}}%
+    \def\@acol{%
+      \TY at subwidth\col at sep
+      \@addtopreamble{\hskip\col at sep}}%
+    \let\@arrayrule\TY at arrayrule
+    \let\@classvi\TY at classvi
+    \def\@classv{\save at decl
+      \expandafter\NC at ecs\@nextchar\extracolsep{}\extracolsep\@@@
+      \sbox\z@{\d at llarbegin\@nextchar\d at llarend}%
+      \TY at subwidth{\wd\z@}%
+      \@addtopreamble{\d at llarbegin\the at toks\the\count@\relax\d at llarend}%
+      \prepnext at tok}%
+  \global\let\@mkpream\TY@@mkpream
+  \TY@@mkpream}
+\def\TY at arrayrule{%
+  \TY at subwidth\arrayrulewidth
+  \@addtopreamble \vline}
+\def\TY at classvi{\ifcase \@lastchclass
+  \@acol \or
+  \TY at subwidth\doublerulesep
+  \@addtopreamble{\hskip \doublerulesep}\or
+  \@acol \or
+  \@classvii
+  \fi}
+\def\TY at tab{%
+  \setbox\z@\hbox\bgroup
+  \let\[$\let\]$%
+  \let\equation$\let\endequation$%
+    \col at sep\tabcolsep
+    \let\d at llarbegin\begingroup\let\d at llarend\endgroup
+    \let\@mkpream\TY at mkpream
+      \def\multicolumn##1##2##3{\multispan##1\relax}%
+    \CT at start\TY at tabarray}
+\def\TY at tabarray{\@ifnextchar[{\TY at array}{\@array[t]}}
+\def\TY at array[#1]{\@array[t]}
+\def\TY at width#1{%
+  \expandafter#1\csname TY@\the\TY at count\endcsname}
+\def\TY at subwidth#1{%
+  \TY at width\dimen@
+  \advance\dimen at -#1\relax
+  \TY at width\xdef{\the\dimen@}%
+  \global\advance\TY at linewidth-#1\relax}
+\def\endtabulary{%
+  \gdef\@halignto{}%
+  \let\TY at footnote\footnote%
+  \def\footnote{}% prevent footnotes from doing anything
+  \expandafter\TY at tab\the\toks@
+  \crcr\omit
+  {\xdef\TY at save@row{}%
+     \loop
+    \advance\TY at count\m at ne
+    \ifnum\TY at count>\z@
+    \xdef\TY at save@row{\TY at save@row&\omit}%
+    \repeat}\TY at save@row
+  \endarray\global\setbox1=\lastbox\setbox0=\vbox{\unvbox1
+    \unskip\global\setbox1=\lastbox}\egroup
+  \dimen@\TY at linewidth
+  \divide\dimen@\TY at count
+  \ifdim\dimen@<\tymin
+    \TY at warn{tymin too large (\the\tymin), resetting to \the\dimen@}%
+    \tymin\dimen@
+  \fi
+  \setbox\tw@=\hbox{\unhbox\@ne
+    \loop
+\@tempdima=\lastskip
+\ifdim\@tempdima>\z@
+Z   \message{ecs=\the\@tempdima^^J}%
+   \global\advance\TY at linewidth-\@tempdima
+\fi
+    \unskip
+    \setbox\tw@=\lastbox
+    \ifhbox\tw@
+Z     \message{Col \the\TY at count: Initial=\the\wd\tw@\space}%
+      \ifdim\wd\tw@>\tymax
+        \wd\tw@\tymax
+Z       \message{> max\space}%
+Z     \else
+Z       \message{ \@spaces\space}%
+      \fi
+  \TY at width\dimen@
+Z \message{\the\dimen@\space}%
+  \advance\dimen@\wd\tw@
+Z \message{Final=\the\dimen@\space}%
+   \TY at width\xdef{\the\dimen@}%
+      \ifdim\dimen@<\tymin
+Z        \message{< tymin}%
+         \global\advance\TY at linewidth-\dimen@
+         \expandafter\xdef\csname TY at F\the\TY at count\endcsname
+                                                        {\the\dimen@}%
+       \else
+      \expandafter\ifx\csname TY at F\the\TY at count\endcsname\z@
+Z        \message{***}%
+         \global\advance\TY at linewidth-\dimen@
+         \expandafter\xdef\csname TY at F\the\TY at count\endcsname
+                                                        {\the\dimen@}%
+        \else
+Z        \message{> tymin}%
+         \global\advance\TY at tablewidth\dimen@
+         \global\expandafter\let\csname TY at F\the\TY at count\endcsname
+                                                               \maxdimen
+       \fi\fi
+       \advance\TY at count\m at ne
+    \repeat}%
+    \TY at checkmin
+    \TY at checkmin
+    \TY at checkmin
+    \TY at checkmin
+    \TY at count\z@
+    \let\TY at box\TY at box@v
+    \let\footnote\TY at footnote % restore footnotes
+  {\expandafter\TY at final\the\toks@\endTY at final}%
+  \count@\z@
+  \@tempswatrue
+  \@whilesw\if at tempswa\fi{%
+  \advance\count@\@ne
+  \expandafter\ifx\csname TY at SF\the\count@\endcsname\relax
+    \@tempswafalse
+  \else
+    \global\expandafter\let\csname TY at F\the\count@\expandafter\endcsname
+                   \csname TY at SF\the\count@\endcsname
+    \global\expandafter\let\csname TY@\the\count@\expandafter\endcsname
+                   \csname TY at S\the\count@\endcsname
+  \fi}%
+  \TY at linewidth\@ovxx
+  \TY at tablewidth\@ovyy
+    \ifnum0=`{\fi}}
+\def\TY at checkmin{%
+  \let\TY at checkmin\relax
+\ifdim\TY at tablewidth>\z@
+  \Gscale at div\TY at ratio\TY at linewidth\TY at tablewidth
+ \ifdim\TY at tablewidth <\TY at linewidth
+   \def\TY at ratio{1}%
+ \fi
+\else
+  \TY at warn{No suitable columns!}%
+  \def\TY at ratio{1}%
+\fi
+\count@\z@
+Z \message{^^JLine Width: \the\TY at linewidth,
+Z             Natural Width: \the\TY at tablewidth,
+Z             Ratio: \TY at ratio^^J}%
+\@tempdima\z@
+\loop
+\ifnum\count@<\TY at count
+\advance\count@\@ne
+  \ifdim\csname TY at F\the\count@\endcsname>\tymin
+    \dimen@\csname TY@\the\count@\endcsname
+    \dimen@\TY at ratio\dimen@
+    \ifdim\dimen@<\tymin
+Z     \message{Column \the\count@\space ->}%
+      \global\expandafter\let\csname TY at F\the\count@\endcsname\tymin
+      \global\advance\TY at linewidth-\tymin
+      \global\advance\TY at tablewidth-\csname TY@\the\count@\endcsname
+      \let\TY at checkmin\TY@@checkmin
+    \else
+      \expandafter\xdef\csname TY at F\the\count@\endcsname{\the\dimen@}%
+      \advance\@tempdima\csname TY at F\the\count@\endcsname
+    \fi
+  \fi
+Z \dimen@\csname TY at F\the\count@\endcsname\message{\the\dimen@, }%
+\repeat
+Z \message{^^JTotal:\the\@tempdima^^J}%
+}
+\let\TY@@checkmin\TY at checkmin
+\newdimen\TY at linewidth
+\def\tyformat{\everypar{{\nobreak\hskip\z at skip}}}
+\newdimen\tymin
+\tymin=10pt
+\newdimen\tymax
+\tymax=2\textwidth
+\def\@testpach{\@chclass
+ \ifnum \@lastchclass=6 \@ne \@chnum \@ne \else
+  \ifnum \@lastchclass=7 5 \else
+   \ifnum \@lastchclass=8 \tw@ \else
+    \ifnum \@lastchclass=9 \thr@@
+   \else \z@
+   \ifnum \@lastchclass = 10 \else
+   \edef\@nextchar{\expandafter\string\@nextchar}%
+   \@chnum
+   \if \@nextchar c\z@ \else
+    \if \@nextchar l\@ne \else
+     \if \@nextchar r\tw@ \else
+   \if \@nextchar C7 \else
+    \if \@nextchar L8 \else
+     \if \@nextchar R9 \else
+     \if \@nextchar J10 \else
+   \z@ \@chclass
+   \if\@nextchar |\@ne \else
+    \if \@nextchar !6 \else
+     \if \@nextchar @7 \else
+      \if \@nextchar <8 \else
+       \if \@nextchar >9 \else
+  10
+  \@chnum
+  \if \@nextchar m\thr@@\else
+   \if \@nextchar p4 \else
+    \if \@nextchar b5 \else
+   \z@ \@chclass \z@ \@preamerr \z@ \fi \fi \fi \fi\fi \fi \fi\fi \fi
+     \fi  \fi  \fi  \fi  \fi  \fi \fi \fi \fi \fi \fi}
+\def\TY at classz{%
+  \@classx
+  \@tempcnta\count@
+  \ifx\TY at box\TY at box@v
+    \global\advance\TY at count\@ne
+  \fi
+  \let\centering c%
+  \let\raggedright\noindent
+  \let\raggedleft\indent
+  \let\arraybackslash\relax
+  \prepnext at tok
+  \ifnum\@chnum<4
+    \global\expandafter\let\csname TY at F\the\TY at count\endcsname\z@
+  \fi
+  \ifnum\@chnum=6
+    \global\expandafter\let\csname TY at F\the\TY at count\endcsname\z@
+  \fi
+  \@addtopreamble{%
+    \ifcase\@chnum
+      \hfil \d at llarbegin\insert at column\d at llarend \hfil \or
+      \kern\z@
+       \d at llarbegin \insert at column \d at llarend \hfil \or
+      \hfil\kern\z@ \d at llarbegin \insert at column \d at llarend \or
+      $\vcenter\@startpbox{\@nextchar}\insert at column \@endpbox $\or
+      \vtop \@startpbox{\@nextchar}\insert at column \@endpbox \or
+      \vbox \@startpbox{\@nextchar}\insert at column \@endpbox \or
+      \d at llarbegin \insert at column \d at llarend \or% dubious "s" case
+      \TY at box\centering\or
+      \TY at box\raggedright\or
+      \TY at box\raggedleft\or
+      \TY at box\relax
+    \fi}\prepnext at tok}
+\def\TY at box#1{%
+  \ifx\centering#1%
+      \hfil \d at llarbegin\insert at column\d at llarend \hfil \else
+  \ifx\raggedright#1%
+        \kern\z@%<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<<
+      \d at llarbegin \insert at column \d at llarend \hfil \else
+  \ifx\raggedleft#1%
+      \hfil\kern\z@ \d at llarbegin \insert at column \d at llarend \else
+  \ifx\relax#1%
+       \d at llarbegin \insert at column \d at llarend
+  \fi  \fi  \fi  \fi}
+\def\TY at box@v#1{%
+      \vtop \@startpbox{\csname TY at F\the\TY at count\endcsname}%
+              #1\arraybackslash\tyformat
+                              \insert at column\@endpbox}
+\newdimen\TY at tablewidth
+\def\Gscale at div#1#2#3{%
+  \setlength\dimen@{#3}%
+  \ifdim\dimen@=\z@
+    \PackageError{graphics}{Division by 0}\@eha
+    \dimen@#2%
+  \fi
+  \edef\@tempd{\the\dimen@}%
+  \setlength\dimen@{#2}%
+  \count at 65536\relax
+  \ifdim\dimen@<\z@
+    \dimen at -\dimen@
+    \count at -\count@
+  \fi
+  \loop
+    \ifdim\dimen@<8192\p@
+      \dimen@\tw@\dimen@
+      \divide\count@\tw@
+  \repeat
+  \dimen at ii=\@tempd\relax
+  \divide\dimen at ii\count@
+  \divide\dimen@\dimen at ii
+  \edef#1{\strip at pt\dimen@}}
+\long\def\TY at get@body#1\end
+  {\toks@\expandafter{\the\toks@#1}\TY at find@end}
+\def\TY at find@end#1{%
+  \def\@tempa{#1}%
+  \ifx\@tempa\TY@\def\@tempa{\end{#1}}\expandafter\@tempa
+  \else\toks@\expandafter
+    {\the\toks@\end{#1}}\expandafter\TY at get@body\fi}
+\def\TY at warn{%
+  \PackageWarning{tabulary}}
+\catcode`\Z=11
+\AtBeginDocument{
+\@ifpackageloaded{colortbl}{%
+\expandafter\def\expandafter\@mkpream\expandafter#\expandafter1%
+  \expandafter{%
+    \expandafter\let\expandafter\CT at setup\expandafter\relax
+    \expandafter\let\expandafter\CT at color\expandafter\relax
+    \expandafter\let\expandafter\CT at do@color\expandafter\relax
+    \expandafter\let\expandafter\color\expandafter\relax
+    \expandafter\let\expandafter\CT at column@color\expandafter\relax
+    \expandafter\let\expandafter\CT at row@color\expandafter\relax
+    \@mkpream{#1}}
+\let\TY@@mkpream\@mkpream
+\def\TY at classz{%
+  \@classx
+  \@tempcnta\count@
+  \ifx\TY at box\TY at box@v
+    \global\advance\TY at count\@ne
+  \fi
+  \let\centering c%
+  \let\raggedright\noindent
+  \let\raggedleft\indent
+  \let\arraybackslash\relax
+  \prepnext at tok
+\expandafter\CT at extract\the\toks\@tempcnta\columncolor!\@nil
+  \ifnum\@chnum<4
+    \global\expandafter\let\csname TY at F\the\TY at count\endcsname\z@
+  \fi
+  \ifnum\@chnum=6
+    \global\expandafter\let\csname TY at F\the\TY at count\endcsname\z@
+  \fi
+  \@addtopreamble{%
+    \setbox\z@\hbox\bgroup\bgroup
+    \ifcase\@chnum
+      \hskip\stretch{.5}\kern\z@
+      \d at llarbegin\insert at column\d at llarend\hskip\stretch{.5}\or
+      \kern\z@%<<<<<<<<<<<<<<<<<<<<<<<<<<<
+       \d at llarbegin \insert at column \d at llarend \hfill \or
+      \hfill\kern\z@ \d at llarbegin \insert at column \d at llarend \or
+      $\vcenter\@startpbox{\@nextchar}\insert at column \@endpbox $\or
+      \vtop \@startpbox{\@nextchar}\insert at column \@endpbox \or
+      \vbox \@startpbox{\@nextchar}\insert at column \@endpbox \or
+      \d at llarbegin \insert at column \d at llarend \or% dubious s case
+      \TY at box\centering\or
+      \TY at box\raggedright\or
+      \TY at box\raggedleft\or
+      \TY at box\relax
+    \fi
+ \egroup\egroup
+\begingroup
+  \CT at setup
+  \CT at column@color
+  \CT at row@color
+  \CT at do@color
+\endgroup
+        \@tempdima\ht\z@
+        \advance\@tempdima\minrowclearance
+        \vrule\@height\@tempdima\@width\z@
+\unhbox\z@
+}\prepnext at tok}%
+    \def\TY at arrayrule{%
+      \TY at subwidth\arrayrulewidth
+      \@addtopreamble{{\CT at arc@\vline}}}%
+    \def\TY at classvi{\ifcase \@lastchclass
+      \@acol \or
+      \TY at subwidth\doublerulesep
+      \ifx\CT at drsc@\relax
+        \@addtopreamble{\hskip\doublerulesep}%
+      \else
+        \@addtopreamble{{\CT at drsc@\vrule\@width\doublerulesep}}%
+      \fi\or
+      \@acol \or
+      \@classvii
+      \fi}%
+}{%
+\let\CT at start\relax
+}
+}
+{\uccode`\*=`\ %
+\uppercase{\gdef\TX at verb{%
+  \leavevmode\null\TX at vwarn
+  {\ifnum0=`}\fi\ttfamily\let\\\ignorespaces
+  \@ifstar{\let~*\TX at vb}{\TX at vb}}}}
+\def\TX at vb#1{\def\@tempa##1#1{\toks@{##1}\edef\@tempa{\the\toks@}%
+    \expandafter\TX at v\meaning\@tempa\\ \\\ifnum0=`{\fi}}\@tempa!}
+\def\TX at v#1!{\afterassignment\TX at vfirst\let\@tempa= }
+\begingroup
+\catcode`\*=\catcode`\#
+\catcode`\#=12
+\gdef\TX at vfirst{%
+  \if\@tempa#%
+    \def\@tempb{\TX at v@#}%
+  \else
+    \let\@tempb\TX at v@
+    \if\@tempa\space~\else\@tempa\fi
+  \fi
+  \@tempb}
+\gdef\TX at v@*1 *2{%
+  \TX at v@hash*1##\relax\if*2\\\else~\expandafter\TX at v@\fi*2}
+\gdef\TX at v@hash*1##*2{*1\ifx*2\relax\else#\expandafter\TX at v@hash\fi*2}
+\endgroup
+\def\TX at vwarn{%
+  \@warning{\noexpand\verb may be unreliable inside tabularx/y}%
+  \global\let\TX at vwarn\@empty}
+\endinput
+%%
+%% End of file `tabulary.sty'.
diff --git a/doc/build/objects.inv b/doc/build/objects.inv
new file mode 100644
index 0000000..87acaa3
--- /dev/null
+++ b/doc/build/objects.inv
@@ -0,0 +1,6 @@
+# Sphinx inventory version 2
+# Project: Umap
+# Version: 0.1.0
+# The remainder of this file is compressed using zlib.
+xڕ��j�@
��~
+�z�io!��ЄR(��c������ʸ~��)1�����|��[
ƭ��7/�|�[r����:��Qv��E?٫�X�)bg�1����Л��vt��˼X������
�2�g�!�5��y���ΫԤR6~t�g�B3N^ȐXm'�5?��4������4=-9��^s
�d椛*!�y,�Xq���-��)?$L"�M�$D�쿰��H�
\ No newline at end of file
diff --git a/doc/build/py-modindex.html b/doc/build/py-modindex.html
new file mode 100644
index 0000000..37a5715
--- /dev/null
+++ b/doc/build/py-modindex.html
@@ -0,0 +1,104 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
+  "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
+
+
+<html xmlns="http://www.w3.org/1999/xhtml">
+  <head>
+    <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+    
+    <title>Python Module Index — Umap 0.1.0 documentation</title>
+    
+    <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
+    <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+    
+    <script type="text/javascript">
+      var DOCUMENTATION_OPTIONS = {
+        URL_ROOT:    './',
+        VERSION:     '0.1.0',
+        COLLAPSE_INDEX: false,
+        FILE_SUFFIX: '.html',
+        HAS_SOURCE:  true
+      };
+    </script>
+    <script type="text/javascript" src="_static/jquery.js"></script>
+    <script type="text/javascript" src="_static/underscore.js"></script>
+    <script type="text/javascript" src="_static/doctools.js"></script>
+    <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
+    <link rel="top" title="Umap 0.1.0 documentation" href="documentation.html" />
+
+   
+  
+  <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9" />
+
+
+    <script type="text/javascript">
+      DOCUMENTATION_OPTIONS.COLLAPSE_INDEX = true;
+    </script>
+
+
+  </head>
+  <body role="document">  
+
+    <div class="document">
+      <div class="documentwrapper">
+        <div class="bodywrapper">
+          <div class="body" role="main">
+            
+
+   <h1>Python Module Index</h1>
+
+   <div class="modindex-jumpbox">
+   <a href="#cap-u"><strong>u</strong></a>
+   </div>
+
+   <table class="indextable modindextable" cellspacing="0" cellpadding="2">
+     <tr class="pcap"><td></td><td> </td><td></td></tr>
+     <tr class="cap" id="cap-u"><td></td><td>
+       <strong>u</strong></td><td></td></tr>
+     <tr>
+       <td></td>
+       <td>
+       <a href="documentation.html#module-umap"><code class="xref">umap</code></a> <em>(Unix)</em></td><td>
+       <em></em></td></tr>
+   </table>
+
+
+          </div>
+        </div>
+      </div>
+      <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
+        <div class="sphinxsidebarwrapper"><div class="relations">
+<h3>Related Topics</h3>
+<ul>
+  <li><a href="documentation.html">Documentation overview</a><ul>
+  </ul></li>
+</ul>
+</div>
+<div id="searchbox" style="display: none" role="search">
+  <h3>Quick search</h3>
+    <form class="search" action="search.html" method="get">
+      <input type="text" name="q" />
+      <input type="submit" value="Go" />
+      <input type="hidden" name="check_keywords" value="yes" />
+      <input type="hidden" name="area" value="default" />
+    </form>
+</div>
+<script type="text/javascript">$('#searchbox').show(0);</script>
+        </div>
+      </div>
+      <div class="clearer"></div>
+    </div>
+    <div class="footer">
+      ©2016, Mehran Karimzadeh, Carl Ernst, Anshul Kundaje, Michael M. Hoffman.
+      
+      |
+      Powered by <a href="http://sphinx-doc.org/">Sphinx 1.4.1</a>
+      & <a href="https://github.com/bitprophet/alabaster">Alabaster 0.7.7</a>
+      
+    </div>
+
+    
+
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/doc/build/search.html b/doc/build/search.html
new file mode 100644
index 0000000..d5bb37c
--- /dev/null
+++ b/doc/build/search.html
@@ -0,0 +1,100 @@
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN"
+  "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
+
+
+<html xmlns="http://www.w3.org/1999/xhtml">
+  <head>
+    <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+    
+    <title>Search — Umap 0.1.0 documentation</title>
+    
+    <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
+    <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+    
+    <script type="text/javascript">
+      var DOCUMENTATION_OPTIONS = {
+        URL_ROOT:    './',
+        VERSION:     '0.1.0',
+        COLLAPSE_INDEX: false,
+        FILE_SUFFIX: '.html',
+        HAS_SOURCE:  true
+      };
+    </script>
+    <script type="text/javascript" src="_static/jquery.js"></script>
+    <script type="text/javascript" src="_static/underscore.js"></script>
+    <script type="text/javascript" src="_static/doctools.js"></script>
+    <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
+    <script type="text/javascript" src="_static/searchtools.js"></script>
+    <link rel="top" title="Umap 0.1.0 documentation" href="documentation.html" />
+  <script type="text/javascript">
+    jQuery(function() { Search.loadIndex("searchindex.js"); });
+  </script>
+  
+  <script type="text/javascript" id="searchindexloader"></script>
+  
+   
+  
+  <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9" />
+
+
+  </head>
+  <body role="document">  
+
+    <div class="document">
+      <div class="documentwrapper">
+        <div class="bodywrapper">
+          <div class="body" role="main">
+            
+  <h1 id="search-documentation">Search</h1>
+  <div id="fallback" class="admonition warning">
+  <script type="text/javascript">$('#fallback').hide();</script>
+  <p>
+    Please activate JavaScript to enable the search
+    functionality.
+  </p>
+  </div>
+  <p>
+    From here you can search these documents. Enter your search
+    words into the box below and click "search". Note that the search
+    function will automatically search for all of the words. Pages
+    containing fewer words won't appear in the result list.
+  </p>
+  <form action="" method="get">
+    <input type="text" name="q" value="" />
+    <input type="submit" value="search" />
+    <span id="search-progress" style="padding-left: 10px"></span>
+  </form>
+  
+  <div id="search-results">
+  
+  </div>
+
+          </div>
+        </div>
+      </div>
+      <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
+        <div class="sphinxsidebarwrapper"><div class="relations">
+<h3>Related Topics</h3>
+<ul>
+  <li><a href="documentation.html">Documentation overview</a><ul>
+  </ul></li>
+</ul>
+</div>
+        </div>
+      </div>
+      <div class="clearer"></div>
+    </div>
+    <div class="footer">
+      ©2016, Mehran Karimzadeh, Carl Ernst, Anshul Kundaje, Michael M. Hoffman.
+      
+      |
+      Powered by <a href="http://sphinx-doc.org/">Sphinx 1.4.1</a>
+      & <a href="https://github.com/bitprophet/alabaster">Alabaster 0.7.7</a>
+      
+    </div>
+
+    
+
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/doc/build/searchindex.js b/doc/build/searchindex.js
new file mode 100644
index 0000000..1408a8b
--- /dev/null
+++ b/doc/build/searchindex.js
@@ -0,0 +1 @@
+Search.setIndex({envversion:47,filenames:["documentation"],objects:{"":{umap:[0,0,0,"-"]},"umap.Int8Handler":{write_as_wig:[0,2,1,""],write_beds:[0,2,1,""]},umap:{BowtieWrapper:[0,1,1,""],CombineUmaps:[0,1,1,""],GetKmers:[0,1,1,""],Int8Handler:[0,1,1,""],UnifyBowtie:[0,1,1,""]}},objnames:{"0":["py","module","Python module"],"1":["py","class","Python class"],"2":["py","method","Python method"]},objtypes:{"0":"py:module","1":"py:class","2":"py:method"},terms:{"case":0,"class":0,aatt:0,aatt [...]
\ No newline at end of file
diff --git a/doc/source/conf.py b/doc/source/conf.py
new file mode 100644
index 0000000..43c9e85
--- /dev/null
+++ b/doc/source/conf.py
@@ -0,0 +1,297 @@
+# -*- coding: utf-8 -*-
+#
+# Umap documentation build configuration file, created by
+# sphinx-quickstart on Mon Jun 20 14:29:08 2016.
+#
+# This file is execfile()d with the current directory set to its
+# containing dir.
+#
+# Note that not all possible configuration values are present in this
+# autogenerated file.
+#
+# All configuration values have a default; values that are commented out
+# serve to show the default.
+
+import sys
+import os
+
+# Add sys.paths for 
+sys.path.insert(0, "../..")
+
+
+# If extensions (or modules to document with autodoc) are in another directory,
+# add these directories to sys.path here. If the directory is relative to the
+# documentation root, use os.path.abspath to make it absolute, like shown here.
+#sys.path.insert(0, os.path.abspath('.'))
+
+# -- General configuration ------------------------------------------------
+
+# If your documentation needs a minimal Sphinx version, state it here.
+#needs_sphinx = '1.0'
+
+# Add any Sphinx extension module names here, as strings. They can be
+# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
+# ones.
+extensions = [
+    'sphinx.ext.autodoc',
+    'sphinx.ext.doctest',
+    'sphinx.ext.todo',
+    'sphinx.ext.coverage',
+    'sphinx.ext.mathjax',
+    'sphinx.ext.viewcode',
+]
+
+# Add any paths that contain templates here, relative to this directory.
+templates_path = ['_templates']
+
+# The suffix(es) of source filenames.
+# You can specify multiple suffix as a list of string:
+# source_suffix = ['.rst', '.md']
+source_suffix = '.rst'
+
+# The encoding of source files.
+#source_encoding = 'utf-8-sig'
+
+# The master toctree document.
+master_doc = 'documentation'
+
+# General information about the project.
+project = u'Umap'
+copyright = u'2016, Mehran Karimzadeh, Carl Ernst, Anshul Kundaje, Michael M. Hoffman'
+author = u'Mehran Karimzadeh, Carl Ernst, Anshul Kundaje, Michael M. Hoffman'
+
+# The version info for the project you're documenting, acts as replacement for
+# |version| and |release|, also used in various other places throughout the
+# built documents.
+#
+# The short X.Y version.
+version = u'0.1.0'
+# The full version, including alpha/beta/rc tags.
+release = u'0.1.0'
+
+# The language for content autogenerated by Sphinx. Refer to documentation
+# for a list of supported languages.
+#
+# This is also used if you do content translation via gettext catalogs.
+# Usually you set "language" from the command line for these cases.
+language = None
+
+# There are two options for replacing |today|: either, you set today to some
+# non-false value, then it is used:
+#today = ''
+# Else, today_fmt is used as the format for a strftime call.
+#today_fmt = '%B %d, %Y'
+
+# List of patterns, relative to source directory, that match files and
+# directories to ignore when looking for source files.
+# This patterns also effect to html_static_path and html_extra_path
+exclude_patterns = []
+
+# The reST default role (used for this markup: `text`) to use for all
+# documents.
+#default_role = None
+
+# If true, '()' will be appended to :func: etc. cross-reference text.
+#add_function_parentheses = True
+
+# If true, the current module name will be prepended to all description
+# unit titles (such as .. function::).
+#add_module_names = True
+
+# If true, sectionauthor and moduleauthor directives will be shown in the
+# output. They are ignored by default.
+#show_authors = False
+
+# The name of the Pygments (syntax highlighting) style to use.
+pygments_style = 'sphinx'
+
+# A list of ignored prefixes for module index sorting.
+#modindex_common_prefix = []
+
+# If true, keep warnings as "system message" paragraphs in the built documents.
+#keep_warnings = False
+
+# If true, `todo` and `todoList` produce output, else they produce nothing.
+todo_include_todos = True
+
+
+# -- Options for HTML output ----------------------------------------------
+
+# The theme to use for HTML and HTML Help pages.  See the documentation for
+# a list of builtin themes.
+html_theme = 'alabaster'
+
+# Theme options are theme-specific and customize the look and feel of a theme
+# further.  For a list of options available for each theme, see the
+# documentation.
+#html_theme_options = {}
+
+# Add any paths that contain custom themes here, relative to this directory.
+#html_theme_path = []
+
+# The name for this set of Sphinx documents.
+# "<project> v<release> documentation" by default.
+#html_title = u'Umap v0.1.0'
+
+# A shorter title for the navigation bar.  Default is the same as html_title.
+#html_short_title = None
+
+# The name of an image file (relative to this directory) to place at the top
+# of the sidebar.
+#html_logo = None
+
+# The name of an image file (relative to this directory) to use as a favicon of
+# the docs.  This file should be a Windows icon file (.ico) being 16x16 or 32x32
+# pixels large.
+#html_favicon = None
+
+# Add any paths that contain custom static files (such as style sheets) here,
+# relative to this directory. They are copied after the builtin static files,
+# so a file named "default.css" will overwrite the builtin "default.css".
+html_static_path = ['_static']
+
+# Add any extra paths that contain custom files (such as robots.txt or
+# .htaccess) here, relative to this directory. These files are copied
+# directly to the root of the documentation.
+#html_extra_path = []
+
+# If not None, a 'Last updated on:' timestamp is inserted at every page
+# bottom, using the given strftime format.
+# The empty string is equivalent to '%b %d, %Y'.
+#html_last_updated_fmt = None
+
+# If true, SmartyPants will be used to convert quotes and dashes to
+# typographically correct entities.
+#html_use_smartypants = True
+
+# Custom sidebar templates, maps document names to template names.
+#html_sidebars = {}
+
+# Additional templates that should be rendered to pages, maps page names to
+# template names.
+#html_additional_pages = {}
+
+# If false, no module index is generated.
+#html_domain_indices = True
+
+# If false, no index is generated.
+#html_use_index = True
+
+# If true, the index is split into individual pages for each letter.
+#html_split_index = False
+
+# If true, links to the reST sources are added to the pages.
+#html_show_sourcelink = True
+
+# If true, "Created using Sphinx" is shown in the HTML footer. Default is True.
+#html_show_sphinx = True
+
+# If true, "(C) Copyright ..." is shown in the HTML footer. Default is True.
+#html_show_copyright = True
+
+# If true, an OpenSearch description file will be output, and all pages will
+# contain a <link> tag referring to it.  The value of this option must be the
+# base URL from which the finished HTML is served.
+#html_use_opensearch = ''
+
+# This is the file name suffix for HTML files (e.g. ".xhtml").
+#html_file_suffix = None
+
+# Language to be used for generating the HTML full-text search index.
+# Sphinx supports the following languages:
+#   'da', 'de', 'en', 'es', 'fi', 'fr', 'hu', 'it', 'ja'
+#   'nl', 'no', 'pt', 'ro', 'ru', 'sv', 'tr', 'zh'
+#html_search_language = 'en'
+
+# A dictionary with options for the search language support, empty by default.
+# 'ja' uses this config value.
+# 'zh' user can custom change `jieba` dictionary path.
+#html_search_options = {'type': 'default'}
+
+# The name of a javascript file (relative to the configuration directory) that
+# implements a search results scorer. If empty, the default will be used.
+#html_search_scorer = 'scorer.js'
+
+# Output file base name for HTML help builder.
+htmlhelp_basename = 'Umapdoc'
+
+# -- Options for LaTeX output ---------------------------------------------
+
+latex_elements = {
+# The paper size ('letterpaper' or 'a4paper').
+#'papersize': 'letterpaper',
+
+# The font size ('10pt', '11pt' or '12pt').
+#'pointsize': '10pt',
+
+# Additional stuff for the LaTeX preamble.
+#'preamble': '',
+
+# Latex figure (float) alignment
+#'figure_align': 'htbp',
+}
+
+# Grouping the document tree into LaTeX files. List of tuples
+# (source start file, target name, title,
+#  author, documentclass [howto, manual, or own class]).
+latex_documents = [
+    (master_doc, 'Umap.tex', u'Umap Documentation',
+     u'Mehran Karimzadeh, Carl Ernst, Anshul Kundaje, Michael M. Hoffman', 'manual'),
+]
+
+# The name of an image file (relative to this directory) to place at the top of
+# the title page.
+#latex_logo = None
+
+# For "manual" documents, if this is true, then toplevel headings are parts,
+# not chapters.
+#latex_use_parts = False
+
+# If true, show page references after internal links.
+#latex_show_pagerefs = False
+
+# If true, show URL addresses after external links.
+#latex_show_urls = False
+
+# Documents to append as an appendix to all manuals.
+#latex_appendices = []
+
+# If false, no module index is generated.
+#latex_domain_indices = True
+
+
+# -- Options for manual page output ---------------------------------------
+
+# One entry per manual page. List of tuples
+# (source start file, name, description, authors, manual section).
+man_pages = [
+    (master_doc, 'umap', u'Umap Documentation',
+     [author], 1)
+]
+
+# If true, show URL addresses after external links.
+#man_show_urls = False
+
+
+# -- Options for Texinfo output -------------------------------------------
+
+# Grouping the document tree into Texinfo files. List of tuples
+# (source start file, target name, title, author,
+#  dir menu entry, description, category)
+texinfo_documents = [
+    (master_doc, 'Umap', u'Umap Documentation',
+     author, 'Umap', 'One line description of project.',
+     'Miscellaneous'),
+]
+
+# Documents to append as an appendix to all manuals.
+#texinfo_appendices = []
+
+# If false, no module index is generated.
+#texinfo_domain_indices = True
+
+# How to display URL addresses: 'footnote', 'no', or 'inline'.
+#texinfo_show_urls = 'footnote'
+
+# If true, do not generate a @detailmenu in the "Top" node's menu.
+#texinfo_no_detailmenu = False
diff --git a/doc/source/documentation.rst b/doc/source/documentation.rst
new file mode 100644
index 0000000..51ccce1
--- /dev/null
+++ b/doc/source/documentation.rst
@@ -0,0 +1,195 @@
+.. Umap documentation master file, created by
+   sphinx-quickstart on Mon Jun 20 14:29:08 2016.
+   You can adapt this file completely to your liking, but it should at least
+   contain the root `toctree` directive.
+
+Welcome to Umap's documentation!
+================================
+
+Contents:
+
+.. toctree::
+   :maxdepth: 2
+
+
+Introduction
+------------
+
+**The free umap software package efficiently identifies uniquely mappable regions of any genome.
+Its Bismap extension identifies mappability of the bisulfite converted genome (methylome).**
+
+the mappability of a genome for a given read length *k*.
+First, it generates all possible *k*-mers of the genome.
+Second, it maps these unique *k*-mers to the genome with `Bowtie <http://bowtie-bio.sourceforge.net/index.shtml>`_ version 1.1.0.
+Third, Umap marks the start position of each *k*-mer that aligns to only one region in the genome.
+Umap repeats these steps for a range of different *k*-mers and stores the data of each chromosome
+in a binary vector *X* with the same length as the chromosome's sequence.
+For read length *k*, :math:`X_i = 1` means that the sequence starting at :math:`X_i` and ending
+at :math:`X_{i+k}` is uniquely mappable on the forward strand.
+Since we align to both strands of the genome, the reverse complement of this same sequence
+starting at :math:`X_{i+k}` on the reverse strand is also uniquely mappable.
+:math:`X_i = 0` means that the sequence starting at :math:`X_i` and ending at
+:math:`X_{i+k}` can be mapped to at least two different regions in the genome.
+
+
+Mappability of the bisulfite-converted genome
+---------------------------------------------
+
+To identify the single-read mappability of a bisulfite-converted genome,
+we create two altered genome sequences.
+In the first sequence, we convert all cytosines to thymine (C :math:`\rightarrow` T).
+In the other sequence we convert all guanines to adenine (G :math:`\rightarrow` A).
+Our approach follows those of `Bismark <http://www.bioinformatics.babraham.ac.uk/projects/bismark/>`_
+and `BWA-meth <https://github.com/brentp/bwa-meth>`_.
+We convert the genome sequence this way because bisulfite
+treatment converts un-methylated cytosine to uracil which is read as thymine.
+Similarly the guanine that is base-pairing with the un-methylated cytosine in
+reverse strand converts to adenine. However these two conversions never occur
+at the same time on the same read. We identify the uniquely mappable regions
+of these two genomes separately, and then combine the data to represent the
+single-read mappability of the forward and reverse strands in the bisulfite-converted genome.
+
+
+Bismap requires special handling of reverse complementation of C :math:`\rightarrow` T
+or G :math:`\rightarrow` A converted genomes.
+Conversion of C :math:`\rightarrow` T on the sequence AATTCCGG produces AATT **TT** GG.
+In the Bowtie index, the reverse complement would be CCAAAATT.
+However for the purpose of identifying the mappability of the bisulfite-converted genome,
+we expect the reverse complement to be TTGGAA **TT**. The reason is that both forward and reverse
+strands undergo bisulfite treatment simultaneously. There is no DNA replication after bisulfite treatment.
+To handle this issue, Bismap creates its own reverse complemented chromosomes and suppresses Bowtie's usual reverse complement mapping.
+
+Umap and Bismap each take approximately 200 CPU hours to run for a given read length. This can be parallelized in a computing cluster over 400 cores to take only 30 minutes.
+
+
+
+Measures of mappability
+:::::::::::::::::::::::
+
+Umap efficiently identifies the single-read mappability of any genome for a
+range of sequencing read lengths. The single-read mappability of a genomic
+region is a fraction of that region which overlaps with at least one uniquely
+mappable *k*-mer. The Bismap extension of Umap produces the single-read mappability
+of a bisulfite-converted genome. Both Umap and Bismap produce an integer vector for
+each chromosome that efficiently defines the mappability for any region and can be
+converted to a browser extensible data (BED) file. In addition to single-read mappability,
+we can measure the mappability of a genomic region by another approach. To quantify
+the single-read mappability of a given genomic region, we measure the fraction of
+potential uniquely mappable reads in that region. A region, however, can have 100% single-read
+mappability, but in practice require a high coverage sequencing to properly identify that region.
+For example, a 1 kbp region with 100% single-read mappability can be mappable due to a
+minimum of 10 unique 100-mers that none of them overlap or a maximum of 1100 unique 100-mers
+that highly overlap. Therefore, we define the multi-read mappability, the probability that a
+randomly selected read of length k in a given region is uniquely mappable. For the genomic
+region :math:`G_{i:j}` starting at *i* and ending at *j*, there are :math:`j - i + k + 1`
+*k*-mers that overlap with :math:`G_{i:j}`.
+The multi-read mappability of :math:`G_{i:j}` is the fraction of those *k*-mers that are uniquely mappable.
+
+
+
+Quick start
+-----------
+
+We have tested Umap installation on a CentOS system using python 2.7.11.
+Bismap requires numpy and pandas and it uses other python modules such as:
+
+* gzip
+* os
+* re
+* subprocess
+
+Umap uses mercurial version control. Make sure that mercurial (hg) is installed.
+Download Umap to the directory of your python packages using::
+
+    hg clone https://bitbucket.org/hoffmanlab/umap
+    cd umap
+    python setup.py install
+
+
+Now we will run a test using a wrapper in the umap directory called ubismap.py
+and a toy genome stored under umap/data ::
+
+    cd umap
+    python ubismap.py data/genome.fa data/chrsize.tsv data/TestGenomeMappability all.q $BOWTIRDIR/bowtie-build --kmer 8 12 -write_script test_run.sh
+    sh test_run.sh
+
+The scripts that are produced by **ubismap.py** assume that you are using a Sun Grid Engine computing cluster.
+You can use parameters of this script to adjust it to your own system. You may need to manually edit this file
+because many of the SGE settings are very different than other computing clusters.
+However, all of the Umap modules accept *-job_id* which allows you to use the modules without a cluster or if
+your cluster does not support job arrays.
+
+Basically, the job array saves an environmental variable (defined by (*-var_id*) that Umap uses for paralellizing processes.
+You can run the modules in a for loop and set the *-job_id* manually.
+For example, in order to find *k*-mers of a genome with 10 million base pairs, the get_kmers
+and run_bowtie modules each need to be executed with -job_ids ranging between 1 to 10.
+
+Get *k*-mers
+------------
+
+.. module:: umap
+    :platform: Unix
+
+.. currentmodule:: umap
+.. autoclass:: GetKmers
+
+
+Run Bowtie
+----------
+
+.. currentmodule:: umap
+.. autoclass:: BowtieWrapper
+
+
+Merge bowtie outputs
+--------------------
+
+
+.. currentmodule:: umap
+.. autoclass:: UnifyBowtie
+
+
+Merge data of various *k*-mers
+------------------------------
+
+
+.. currentmodule:: umap
+.. autoclass:: CombineUmaps
+
+
+Convert numeric vectors to BED and Wiggle
+-----------------------------------------
+
+
+.. currentmodule:: umap
+.. autoclass:: Int8Handler
+.. method:: Int8Handler.write_beds
+.. method:: Int8Handler.write_as_wig
+
+Requesting Genomes
+------------------
+
+In case you need these data for other genomes and do not have access to a Sun Grid Engine computing cluster,
+we may accept to do this for you.
+Please contact the software maintainer by email and we will do our best to assist you as soon as possible.
+
+
+
+Contact, support and questions
+------------------------------
+
+For support of Umap, please user our `mailing list <https://groups.google.com/forum/#!forum/ubismap>`_.
+Specifically, if you want to report a bug or request a feature,
+please do so using
+the `Umap issue tracker <https://bitbucket.org/hoffmanlab/umap/issues>`_.
+We are interested in all comments on the package,
+and the ease of use of installation and documentation.
+
+
+Indices and tables
+==================
+
+* :ref:`genindex`
+* :ref:`modindex`
+* :ref:`search`
+
diff --git a/setup.py b/setup.py
new file mode 100644
index 0000000..f920709
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,37 @@
+from setuptools import setup
+
+
+DESCRIPTION = "Umap and Bismap: tools for genome " +\
+    "and methylome mappability"
+
+
+def readme():
+    with open('README.rst') as f:
+        return f.read()
+
+
+setup(name='umap',
+      version='1.0.0',
+      description=DESCRIPTION,
+      long_description=readme(),
+      classifiers=[
+        "Natural Language :: English",
+        "Topic :: Scientific/Engineering :: Bio-Informatics",
+        "Intended Audience :: Science/Research",
+        "Operating System :: Unix",
+        "Programming Language :: Python",
+        "Programming Language :: Python :: 2.7",
+        "License :: OSI Approved :: GNU General Public License v3 ",
+        "(GPLv3)"],
+      url='https://bitbucket.org/hoffmanlab/proj/bismap',
+      author="Mehran Karimzadeh, Carl Ernst, " +
+      "Anshul Kundaje, Michael M. Hoffman",
+      author_email='mehran.karimzadeh at uhnresearch.ca',
+      license='GPLv3',
+      packages=['umap'],
+      install_requires=[
+          "argparse",
+          "numpy",
+          "pandas"],
+      include_package_data=True,
+      zip_safe=False)
diff --git a/umap.egg-info/PKG-INFO b/umap.egg-info/PKG-INFO
new file mode 100644
index 0000000..7b46f19
--- /dev/null
+++ b/umap.egg-info/PKG-INFO
@@ -0,0 +1,259 @@
+Metadata-Version: 1.1
+Name: umap
+Version: 1.0.0
+Summary: Umap and Bismap: tools for genome and methylome mappability
+Home-page: https://bitbucket.org/hoffmanlab/proj/bismap
+Author: Mehran Karimzadeh, Carl Ernst, Anshul Kundaje, Michael M. Hoffman
+Author-email: mehran.karimzadeh at uhnresearch.ca
+License: GPLv3
+Description: .. image:: https://readthedocs.org/projects/umap/badge/?version=latest
+        
+        
+        Umap and Bismap: quantifying genome and methylome mappability
+        =============================================================
+        
+        
+        Introduction
+        ------------
+        
+        **The free umap software package efficiently identifies uniquely mappable regions of any genome.
+        Its Bismap extension identifies mappability of the bisulfite converted genome (methylome).**
+        
+        the mappability of a genome for a given read length *k*.
+        First, it generates all possible *k*-mers of the genome.
+        Second, it maps these unique *k*-mers to the genome with `Bowtie <http://bowtie-bio.sourceforge.net/index.shtml>`_ version 1.1.0.
+        Third, Umap marks the start position of each *k*-mer that aligns to only one region in the genome.
+        Umap repeats these steps for a range of different *k*-mers and stores the data of each chromosome
+        in a binary vector *X* with the same length as the chromosome's sequence.
+        For read length *k*, :math:`X_i = 1` means that the sequence starting at :math:`X_i` and ending
+        at :math:`X_{i+k}` is uniquely mappable on the forward strand.
+        Since we align to both strands of the genome, the reverse complement of this same sequence
+        starting at :math:`X_{i+k}` on the reverse strand is also uniquely mappable.
+        :math:`X_i = 0` means that the sequence starting at :math:`X_i` and ending at
+        :math:`X_{i+k}` can be mapped to at least two different regions in the genome. 
+        
+        
+        Mappability of the bisulfite-converted genome
+        ---------------------------------------------
+        
+        To identify the single-read mappability of a bisulfite-converted genome,
+        we create two altered genome sequences.
+        In the first sequence, we convert all cytosines to thymine (C :math:`\rightarrow` T).
+        In the other sequence we convert all guanines to adenine (G :math:`\rightarrow` A).
+        Our approach follows those of `Bismark <http://www.bioinformatics.babraham.ac.uk/projects/bismark/>`_
+        and `BWA-meth <https://github.com/brentp/bwa-meth>`_.
+        We convert the genome sequence this way because bisulfite
+        treatment converts un-methylated cytosine to uracil which is read as thymine.
+        Similarly the guanine that is base-pairing with the un-methylated cytosine in
+        reverse strand converts to adenine. However these two conversions never occur
+        at the same time on the same read. We identify the uniquely mappable regions
+        of these two genomes separately, and then combine the data to represent the
+        single-read mappability of the forward and reverse strands in the bisulfite-converted genome.
+        
+        
+        Bismap requires special handling of reverse complementation of C :math:`\rightarrow` T
+        or G :math:`\rightarrow` A converted genomes.
+        Conversion of C :math:`\rightarrow` T on the sequence AATTCCGG produces AATT **TT** GG.
+        In the Bowtie index, the reverse complement would be CCAAAATT.
+        However for the purpose of identifying the mappability of the bisulfite-converted genome,
+        we expect the reverse complement to be TTGGAA **TT**. The reason is that both forward and reverse
+        strands undergo bisulfite treatment simultaneously. There is no DNA replication after bisulfite treatment.
+        To handle this issue, Bismap creates its own reverse complemented chromosomes and suppresses Bowtie's usual reverse complement mapping.
+        
+        Umap and Bismap each take approximately 200 CPU hours to run for a given read length. This can be parallelized in a computing cluster over 400 cores to take only 30 minutes. 
+        
+        
+        Measures of mappability
+        :::::::::::::::::::::::
+        
+        Umap efficiently identifies the single-read mappability of any genome for a
+        range of sequencing read lengths. The single-read mappability of a genomic
+        region is a fraction of that region which overlaps with at least one uniquely
+        mappable *k*-mer. The Bismap extension of Umap produces the single-read mappability
+        of a bisulfite-converted genome. Both Umap and Bismap produce an integer vector for
+        each chromosome that efficiently defines the mappability for any region and can be
+        converted to a browser extensible data (BED) file. In addition to single-read mappability,
+        we can measure the mappability of a genomic region by another approach. To quantify
+        the single-read mappability of a given genomic region, we measure the fraction of
+        potential uniquely mappable reads in that region. A region, however, can have 100% single-read
+        mappability, but in practice require a high coverage sequencing to properly identify that region.
+        For example, a 1 kbp region with 100% single-read mappability can be mappable due to a
+        minimum of 10 unique 100-mers that none of them overlap or a maximum of 1100 unique 100-mers
+        that highly overlap. Therefore, we define the multi-read mappability, the probability that a
+        randomly selected read of length k in a given region is uniquely mappable. For the genomic
+        region :math:`G_{i:j}` starting at *i* and ending at *j*, there are :math:`j - i + k + 1`
+        *k*-mers that overlap with :math:`G_{i:j}`.
+        The multi-read mappability of :math:`G_{i:j}` is the fraction of those *k*-mers that are uniquely mappable. 
+        
+        
+        
+        Quick start
+        -----------
+        
+        We have tested Umap installation on a CentOS system using python 2.7.11.
+        Bismap requires numpy and pandas and it uses other python modules such as:
+        
+        * gzip
+        * os
+        * re
+        * subprocess
+        
+        Umap uses mercurial version control. Make sure that mercurial (hg) is installed.
+        Download Umap to the directory of your python packages using::
+        
+            hg clone https://bitbucket.org/hoffmanlab/umap
+            cd umap
+            python setup.py install
+        
+        
+        Now we will run a test using a wrapper in the umap directory called ubismap.py
+        and a toy genome stored under umap/data ::
+        
+            cd umap
+            python ubismap.py data/genome.fa data/chrsize.tsv data/TestGenomeMappability all.q $BOWTIRDIR/bowtie-build --kmer 8 12 -write_script test_run.sh
+            sh test_run.sh
+        
+        The scripts that are produced by **ubismap.py** assume that you are using a Sun Grid Engine computing cluster.
+        You can use parameters of this script to adjust it to your own system. You may need to manually edit this file
+        because many of the SGE settings are very different than other computing clusters.
+        However, all of the Umap modules accept *-job_id* which allows you to use the modules without a cluster or if
+        your cluster does not support job arrays.
+        
+        Basically, the job array saves an environmental variable (defined by (*-var_id*) that Umap uses for paralellizing processes.
+        You can run the modules in a for loop and set the *-job_id* manually.
+        For example, in order to find *k*-mers of a genome with 10 million base pairs, the get_kmers
+        and run_bowtie modules each need to be executed with -job_ids ranging between 1 to 10.
+        
+        
+        Get *k*-mers
+        ------------
+        
+        .. module:: umap
+            :platform: Unix
+        
+        .. currentmodule:: get_kmers
+        .. autoclass:: GetKmers
+        
+        
+        The first step of finding the mappability of the genome for a given read length,
+        is to create all of the possible sequences of the genome with the read length of interest.
+        GetKmers requires an index reference and an index ID to do this step for one chunk of
+        the genome at a time. The index ID can be specified by -job_id, or if GetKmers is
+        submitted as a job array, GetKmers will use the variable name set by -var_id to obtain
+        the environmental variable for the job array ID.
+        
+        
+        
+        **Important: The chromosome names in the fasta file should not contain underscore.
+        Underscore is used in Bismap to differentiate reverse complement chromosomes.**
+        
+        
+        Run Bowtie
+        ----------
+        
+        .. currentmodule:: run_bowtie
+        .. autoclass:: BowtieWrapper
+        
+        
+        When all of the possible *k*-mers of the genome are created, BowtieWrapper keeps record
+        of all of the k-mers that are unique. Similar to GetKmers, the parallel process relies on
+        an index reference, or -job_id.
+        
+        
+        Merge bowtie outputs
+        --------------------
+        
+        
+        .. currentmodule:: unify_bowtie
+        .. autoclass:: UnifyBowtie
+        
+        
+        For each *k*-mer file, there will be a bowtie file with information of unique *k*-mers.
+        For each chromosome, a binary vector with length of the chromosome will be created.
+        If a *k*-mer starting at a given position is unique, the value will be 1.
+        
+        
+        Merge data of various *k*-mers
+        ------------------------------
+        
+        
+        .. currentmodule:: combine_umaps
+        .. autoclass:: CombineUmaps
+        
+        If the above steps are repeated for various *k*-mers, these data can be efficiently
+        stored in a numeric vector for each chromosome. For each position, the length of the smallest
+        *k*-mer that uniquely maps to that position is specified.
+        
+        
+        Convert numeric vectors to BED and Wiggle
+        -----------------------------------------
+        
+        
+        .. currentmodule:: uint8_to_bed
+        .. autoclass:: Int8Handler
+        .. method:: Int8Handler.write_beds
+        .. method:: Int8Handler.write_as_wig
+        
+        To visualize binary and numeric vectors that are produced by Umap, you can use Int8Handler.
+        
+        
+        Special instructions for Bismap
+        -------------------------------
+        
+        For Bismap, you must create the mappability of C :math:`\rightarrow` T
+        and G :math:`\rightarrow` A by specifying -Bismap, -C2T, and -G2A each time.
+        After creating these two mappability, for each genome you will have a
+        kmers/globalmap_k<min>tok<max> folder with normal and reverse complemented chromosome mappabilities.
+        
+        
+        The first step is to merge the mappability of normal and reverse complemented chromosomes for each
+        genome. This can be done through uint8_to_bed.py ::
+        
+            python uint8_to_bed.py <MergedKmerDir> <OutDirC2T> <LabelForOutputFiles> -C2T -chrsize_path <ChromSizeFile> -WriteUnique
+            python uint8_to_bed.py <MergedKmerDir> <OutDirG2A> <LabelForOutputFiles> -G2A -chrsize_path <ChromSizeFile> -WriteUnique
+        
+        
+        When you have created the merged mappability of each chromosome once for C :math:`\rightarrow` T genome
+        and once for G :math:`\rightarrow` A genome, you should use combine_umaps.py and specify -kmer_dir_2 ::
+        
+            qsub <...> -t 1-<NumberOfChromosomes> python combine_umaps.py <OutDirC2T> <ChromSizePath> -out_dir <OutDir> -kmer_dir_2 <OutDirG2A>
+        
+        
+        Requesting Genomes
+        ------------------
+        
+        In case you need these data for other genomes and do not have access to a Sun Grid Engine computing cluster,
+        we may accept to do this for you.
+        Please contact the software maintainer by email and we will do our best to assist you as soon as possible.
+        
+        
+        
+        Contact, support and questions
+        ------------------------------
+        
+        For support of Umap, please user our `mailing list <https://groups.google.com/forum/#!forum/ubismap>`_.
+        Specifically, if you want to report a bug or request a feature,
+        please do so using
+        the `Umap issue tracker <https://bitbucket.org/hoffmanlab/umap/issues>`_.
+        We are interested in all comments on the package,
+        and the ease of use of installation and documentation.
+        
+        
+        Credits
+        -------
+        
+        
+        Umap was originally developed by Anshul Kundaje and was written in MATLAB.
+        The original repository is available `here <https://sites.google.com/site/anshulkundaje/projects/mappability>`_.
+        The version of Umap that is available in this repository, is a python reimplementation of the original Umap, and
+        is initially written by Mehran Karimzadeh.
+        
+Platform: UNKNOWN
+Classifier: Natural Language :: English
+Classifier: Topic :: Scientific/Engineering :: Bio-Informatics
+Classifier: Intended Audience :: Science/Research
+Classifier: Operating System :: Unix
+Classifier: Programming Language :: Python
+Classifier: Programming Language :: Python :: 2.7
+Classifier: License :: OSI Approved :: GNU General Public License v3 
+Classifier: (GPLv3)
diff --git a/umap.egg-info/SOURCES.txt b/umap.egg-info/SOURCES.txt
new file mode 100644
index 0000000..6e5d2d6
--- /dev/null
+++ b/umap.egg-info/SOURCES.txt
@@ -0,0 +1,18 @@
+MANIFEST.in
+README.rst
+setup.py
+umap/__init__.py
+umap/combine_umaps.py
+umap/get_kmers.py
+umap/handle_fasta.py
+umap/map_bed.py
+umap/run_bowtie.py
+umap/ubismap.py
+umap/uint8_to_bed.py
+umap/unify_bowtie.py
+umap.egg-info/PKG-INFO
+umap.egg-info/SOURCES.txt
+umap.egg-info/dependency_links.txt
+umap.egg-info/not-zip-safe
+umap.egg-info/requires.txt
+umap.egg-info/top_level.txt
\ No newline at end of file
diff --git a/umap.egg-info/dependency_links.txt b/umap.egg-info/dependency_links.txt
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/umap.egg-info/dependency_links.txt
@@ -0,0 +1 @@
+
diff --git a/umap.egg-info/not-zip-safe b/umap.egg-info/not-zip-safe
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/umap.egg-info/not-zip-safe
@@ -0,0 +1 @@
+
diff --git a/umap.egg-info/requires.txt b/umap.egg-info/requires.txt
new file mode 100644
index 0000000..fb28f93
--- /dev/null
+++ b/umap.egg-info/requires.txt
@@ -0,0 +1,3 @@
+argparse
+numpy
+pandas
\ No newline at end of file
diff --git a/umap.egg-info/top_level.txt b/umap.egg-info/top_level.txt
new file mode 100644
index 0000000..a64745f
--- /dev/null
+++ b/umap.egg-info/top_level.txt
@@ -0,0 +1 @@
+umap
diff --git a/umap/__init__.py b/umap/__init__.py
new file mode 100644
index 0000000..a2ef449
--- /dev/null
+++ b/umap/__init__.py
@@ -0,0 +1,6 @@
+from get_kmers import GetKmers
+from run_bowtie import BowtieWrapper
+from unify_bowtie import UnifyBowtie
+from combine_umaps import CombineUmaps
+from uint8_to_bed import Int8Handler
+import map_bed
diff --git a/umap/combine_umaps.py b/umap/combine_umaps.py
new file mode 100644
index 0000000..37a4caf
--- /dev/null
+++ b/umap/combine_umaps.py
@@ -0,0 +1,183 @@
+from argparse import ArgumentParser
+import gzip
+import numpy as np
+import os
+
+
+def get_args():
+    parser = ArgumentParser(
+        description="Combines mappability uint8 vectors of "
+        "several kmers into 1 uint8 vector per chromosome. "
+        "It requires a directory with subfolders names as "
+        "k<read length>. This script requires a number to infer "
+        "chromosome. If not specifying -job_id, it will "
+        "identify the chromosome using -var_id environmental "
+        "varibale which by default is SGE_TASK_ID.")
+    parser.add_argument(
+        "kmer_dir",
+        help="Directory with subfolders "
+        "named as k<read length>)")
+    parser.add_argument(
+        "chrsize_path",
+        help="Path to 2 column tsv file with first column "
+        "as chromosome and second column as its size. Will "
+        "be used to identify order of the chromosomes.")
+    parser.add_argument(
+        "-out_dir",
+        default="infer",
+        help="If not specified, a subfolder "
+        "will be created in kmer_dir names as "
+        "globalmap_k<smallestkmer>tok<largestkmer>")
+    parser.add_argument(
+        "-job_id",
+        default=0,
+        type=int,
+        help="1-based index for finding chromosome from -chrsize_path. "
+        "If not specified, it will user -var_id to "
+        "infer the chromosome for combining mappabilitiy of "
+        "different kmers.")
+    parser.add_argument(
+        "-var_id",
+        default="SGE_TASK_ID",
+        help="If -job_id is not specified, job_id will be inferred "
+        "from environmental variable -var_id.")
+    parser.add_argument(
+        "-kmer_dir_2",
+        default="NA",
+        help="Specify to merge kmers of two different directories "
+        "by logical operation AND.")
+    args = parser.parse_args()
+    job_id = args.job_id
+    out_dir = args.out_dir
+    kmers = [each_kmer for each_kmer in next(os.walk(args.kmer_dir))[1]
+             if "k" == each_kmer[0]]
+    if len(kmers) < 1:
+        raise ValueError("{} lacks kmer folders".format(args.kmer_dir))
+    if args.job_id == 0:
+        job_id = int(os.environ[args.var_id]) - 1
+    else:
+        job_id = job_id - 1
+    if args.out_dir == "infer":
+        kmer_ints = [int(each_kmer.replace("k", "")) for each_kmer in kmers]
+        out_dir = "{}/globalmap_k{}tok{}".format(
+            args.kmer_dir, min(kmer_ints), max(kmer_ints))
+    try:
+        out_list = [args.kmer_dir, args.chrsize_path,
+                    out_dir, job_id, args.kmer_dir_2]
+    except:
+        raise ValueError(
+            "chrsize_path or job_id were invalid.")
+    if not os.path.exists(out_dir):
+        os.makedirs(out_dir)
+    return out_list
+
+
+class CombineUmaps:
+    def __init__(self, kmer_dir, chrsize_path,
+                 out_dir, job_id, kmer_dir_2):
+        """Combine <chr>.<kmer>.uint8.unique.gz files
+
+        The kmer_dir has subfolders named as k<integer> with
+        <chr>.<kmer>.uint8.unique.gz files inside. This script
+        will use the job_id to use a particular chromosome and
+        merge the uint8.gz files across all of the different
+        kmers into one uint8.gz. Note: All methods would
+        run consequently when creating the class instance.
+
+        Args:
+            kmer_dir: Directory with k<integer> subfolders
+            chrsize_path: 2-column tsv file of <chrom>\t<size>\n...
+            out_dir: Output files will be saved to this folder
+            job_id: 0-based index to find chromosome from chrsize_path
+            kmer_dir_2: If using Bismap and want to merge C2T and G2A data
+
+        Returns
+            Saves the output to outdir/<chrom>.uint8.unique.gz files
+        """
+        self.kmer_dir = kmer_dir
+        self.kmer_dir_2 = kmer_dir_2
+        self.chrsize_path = chrsize_path
+        self.out_dir = out_dir
+        self.job_id = job_id
+        self.chrom, self.size = self.get_chrom_size()
+        self.kmers = [each_kmer for each_kmer in
+                      next(os.walk(self.kmer_dir))[1]
+                      if "k" == each_kmer[0]]
+        combined_ar = self.combine_uints()
+        self.write_ar(combined_ar)
+
+    def get_chrom_size(self):
+        """Finds chrom and size from self.chrsize_path"""
+        with open(self.chrsize_path, "r") as chrsize_link:
+            ind_chr = 0
+            for chrsize_line in chrsize_link:
+                if ind_chr == self.job_id:
+                    chromosome = chrsize_line.rstrip().split("\t")[0]
+                    size = int(chrsize_line.rstrip().split("\t")[1])
+                ind_chr = ind_chr + 1
+        return chromosome, size
+
+    def combine_uints(self):
+        """Merged different kmer arrays of one chromosome
+        """
+        MergeKmers = False
+        if os.path.exists(self.kmer_dir_2):
+            print(
+                "Limit mappability to regions {} {} and {}".format(
+                    "that are unique in both",
+                    kmer_dir, kmer_dir_2))
+            MergeKmers = True
+        combined_ar = np.zeros(self.size, dtype=np.uint8)
+        kmer_nums = [int(kmer.replace("k", "")) for kmer in self.kmers]
+        kmer_nums.sort()
+        for kmer_num in kmer_nums:
+            kmer = "k{}".format(kmer_num)
+            full_kmer_path = "{}/{}/{}.{}.uint8.unique.gz".format(
+                self.kmer_dir, kmer, self.chrom, kmer)
+            if not os.path.exists(full_kmer_path):
+                raise ValueError("{} does not exist".format(full_kmer_path))
+            kmer_link = gzip.open(full_kmer_path, "rb")
+            kmer_ar = np.frombuffer(kmer_link.read(), dtype=np.uint8)
+            if len(kmer_ar) != self.size:
+                kmer_ar = np.append(kmer_ar, np.zeros(kmer_num))
+            kmer_link.close()
+            index_comb_0 = combined_ar == 0
+            index_kmer = kmer_ar != 0
+            index_adkmer = np.logical_and(index_comb_0, index_kmer)
+            if MergeKmers:
+                full_kmer_path_2 = "{}/{}/{}.{}.uint8.unique.gz".format(
+                    self.kmer_dir_2, kmer, self.chrom, kmer)
+                kmer_link_2 = gzip.open(full_kmer_path_2, "rb")
+                kmer_ar_2 = np.frombuffer(kmer_link_2.read(), dtype=np.uint8)
+                if len(kmer_ar_2) != self.size:
+                    kmer_ar_2 = np.append(kmer_ar_2, np.zeros(kmer_num))
+                kmer_link_2.close()
+                index_kmer_2 = kmer_ar_2 != 0
+                index_adkmer_2 = np.logical_and(index_comb_0, index_kmer_2)
+                index_adkmer = np.logical_and(index_adkmer, index_adkmer_2)
+            combined_ar[index_adkmer] = kmer_num
+            print(
+                "Added information of {} for {}".format(
+                    kmer, self.chrom))
+        return combined_ar
+
+    def write_ar(self, combined_ar):
+        """Writes merged array to unsigned 8bit integer file.
+
+        Used self.out_dir and self.chrom.
+
+        Args:
+            combined_ar: Can be any numpy array
+        """
+        if not os.path.exists(self.out_dir):
+            os.makedirs(self.out_dir)
+        out_path = "{}/{}.uint8.unique.gz".format(
+            self.out_dir, self.chrom)
+        out_link = gzip.open(out_path, "wb")
+        out_link.write(combined_ar.tobytes())
+        out_link.close()
+
+
+if __name__ == "__main__":
+    kmer_dir, chrsize_path, out_dir, job_id, kmer_dir_2 = get_args()
+    CombineUmaps(kmer_dir, chrsize_path, out_dir, job_id, kmer_dir_2)
diff --git a/umap/data/chrsize.tsv b/umap/data/chrsize.tsv
new file mode 100644
index 0000000..3ec4542
--- /dev/null
+++ b/umap/data/chrsize.tsv
@@ -0,0 +1,2 @@
+chr1	60
+chr2	90
diff --git a/umap/data/genome.fa b/umap/data/genome.fa
new file mode 100644
index 0000000..bed0476
--- /dev/null
+++ b/umap/data/genome.fa
@@ -0,0 +1,7 @@
+>chr1
+AAAAATTTTTCCCCCGGGGGATCGAATCGA
+ATCGAATCGAATCGAATCGAATCGAATCGA
+>chr2
+AAAAAAAAAATTTTTTTTTTCCCCCCCCCC
+GGGGGGGGGGAAAAAAAATTTTTTTTGGGG
+CCCCCCCCCCCCCCCCCCCCCCCCCCCCCC
diff --git a/umap/get_kmers.py b/umap/get_kmers.py
new file mode 100644
index 0000000..a4fb0d4
--- /dev/null
+++ b/umap/get_kmers.py
@@ -0,0 +1,265 @@
+from argparse import ArgumentParser
+import gzip
+import numpy as np
+import os
+import pandas as pd
+
+
+def get_args():
+    parser = ArgumentParser(
+        description="Creates list of unique Kmers "
+        "for each 1Mb of the genome. Relies on an environmental "
+        "variable such as SGE_TASK_ID to identify the correct "
+        "megabase of the genome for this purpose. "
+        "If not using job arrays, specify -job_id manually.")
+    parser.add_argument(
+        "chromsize_path",
+        help="Path to 2 column tsv file where first column is "
+        "chromosome name and second column is chromosome size")
+    parser.add_argument(
+        "out_dir",
+        help="Path to the directory for creating "
+        "<chromosome>.<Megabase>.<kmer>.kmer.gz files")
+    parser.add_argument(
+        "chr_dir",
+        help="Path to directory with <chromosome>.fasta files.")
+    parser.add_argument(
+        "idx_path",
+        help="Path to the 4 column file with the following columns: "
+        "Index | Chromosome | Start | End. This file will be used "
+        "for identifying the chunk of the chromosome.")
+    parser.add_argument(
+        "--kmer",
+        default="infer",
+        help="The software would infer it based on the "
+        "name of the 'out_dir'. If it is set and "
+        "contradicts the 'out_dir', a subfolder "
+        "under out_dir will be created named 'kmer' and "
+        "out_dir will be changed to that.")
+    parser.add_argument(
+        "--job_id",
+        default=0,
+        type=int,
+        help="If not submitted in job array, would require this "
+        "parameter to be set. (1-based index)")
+    parser.add_argument(
+        "--var_id",
+        default="SGE_TASK_ID",
+        help="The variable name that the script would use "
+        "for identifying the job id. By default: SGE_TASK_ID.")
+    args = parser.parse_args()
+    out_dir = args.out_dir
+    inferred_kmer = args.out_dir.split("/")[-1]
+    kmer = args.kmer
+    job_id = args.job_id
+    if args.kmer == "infer":
+        kmer = inferred_kmer
+    elif args.kmer != inferred_kmer:
+        kmer = args.kmer
+        out_dir = "{}/{}".format(out_dir, kmer)
+    if job_id == 0:
+        job_id = int(os.environ[args.var_id]) - 1
+    out_list = [args.chromsize_path, out_dir,
+                kmer, job_id, args.chr_dir,
+                args.idx_path]
+    return out_list
+
+
+class GetKmers:
+    def __init__(self, out_dir, kmer, job_id,
+                 chr_dir, chromsize_path, idx_path):
+        """Creates all the possible k-mers for part of the genome.
+
+        Used a referece file to find the appropriate chromosome,
+        start and end position. Passes through the fasta file
+        of the chromosome and generates all of the possible k-mers.
+
+        Args:
+        :param out_dir: Directory for saving <chrom>.<jobid>.kmer.gz files
+        :param str kmer: k-mer string such as 'k24'
+        :param int job_id: Reference ID used for finding chrom, start and end
+        :param chr_dir: Path to directory with chromosome fasta files
+        :param chromsize_path: Path to 2 column file of chrom\tsize\n
+        :param idx_path: Path to 4 column file of index\tchrom\t\st\tend\n
+
+        :returns: An object with methods such as get_step_fasta(),
+            get_seq_ar(), write_kmers() and write_regions().
+
+        :raises ValueError: if expected chromosome path does not exist
+        """
+        self.out_dir = out_dir
+        self.kmer = kmer
+        self.job_id = job_id
+        self.chromsize_path = chromsize_path
+        self.chr_dir = chr_dir
+        self.idx_path = idx_path
+        self.chrom, self.start, self.end = self.get_region()
+        self.chrom_path = "{}/{}.fasta".format(
+            self.chr_dir, self.chrom)
+        if not os.path.exists(self.chrom_path):
+            raise ValueError(
+                "{} does not exist".format(self.chrom_path))
+        elif not os.path.exists(self.idx_path):
+            raise ValueError(
+                "{} does not exist".format(self.idx_path))
+
+    def get_region(self):
+        """Find chromosomal chunk
+
+        Using job_id and chromsize_path, finds chromosome,
+        start and end. Looks if chrsize_index.tsv exists.
+        If it doesn't, it will create chrsize_index.tsv.
+        Otherwise will use it for finding that information.
+
+        :returns: chrom, start, end
+
+        :raises ValueError: If job_id is out of expected range
+        """
+        job_id = self.job_id
+        idx_path = self.idx_path
+        idx_df = pd.read_csv(idx_path, sep="\t", index_col=0)
+        dict_idx = idx_df.to_dict()
+        try:
+            chrom, start, end = [
+                dict_idx[each_line][job_id] for
+                each_line in ["Chromosome", "Start", "End"]]
+        except:
+            raise ValueError(
+                "{} Job id is larger than available indices".format(
+                    job_id))
+        return chrom, int(start), int(end)
+
+    def get_step_fasta(self):
+        """Finds number of nucleotides at each line of FASTA
+
+
+        :raises ValueError: If top 10 FASTA lines have
+            sequences of varying length
+        """
+        chrom_path = self.chrom_path
+        line_nums = 10
+        len_lines = []
+        with open(chrom_path, "r") as chr_link:
+            for line_num in range(line_nums):
+                chr_line = chr_link.readline().rstrip()
+                if ">" not in chr_line:
+                    len_line = len(chr_line)
+                    if len_line not in len_lines:
+                        if chr_line != "":
+                            len_lines.append(len_line)
+        if len(len_lines) == 1:
+            return(len_lines[0])
+        else:
+            raise ValueError(
+                "Top 10 FASTA lines have sequences of varying length")
+
+    def get_seq_ar(self, fasta_fix):
+        """Gets sequence as numpy array
+
+        get_seq_ar creates a numpy array matching sequence
+        of the region specified by chromosome, start and
+        end. However it starts the sequence with kmer - 1
+        less than the specified start to account for the
+        missing kmers from the previous chunk of chromosome.
+        Each element is one line of a fasta file that may be
+        cut to match the exact start/end positions.
+
+        Args:
+        :param int fasta_fix: Number of nucleotides per fasta line.
+
+        :returns: Numpy array with each member being one line of FASTA
+        """
+        start = self.start
+        end, chrom_path = self.end, self.chrom_path
+        kmer = int(self.kmer.replace("k", ""))
+        start = start - kmer
+        if start < 0:
+            start = 0
+        st_line = int(np.floor(start / fasta_fix))
+        st_line_pos = start % fasta_fix
+        end_line = int(np.floor(end / fasta_fix))
+        end_line_pos = (end % fasta_fix) + 1
+        seq_ar = np.empty(int(end_line - st_line + 1),
+                          dtype="|S{}".format(fasta_fix + 1))
+        ind_seq = 0
+        STORE_LINE = False
+        with open(chrom_path, "r") as chr_link:
+            line_ind = 0
+            for each_line in chr_link:
+                if line_ind == st_line:
+                    STORE_LINE = True
+                    each_line = each_line.rstrip()[st_line_pos:]
+                if STORE_LINE:
+                    if line_ind == end_line:
+                        STORE_LINE = False
+                        each_line = each_line.rstrip()[:end_line_pos]
+                    seq_ar[ind_seq] = each_line.rstrip()
+                    ind_seq = ind_seq + 1
+                line_ind = line_ind + 1
+        if "chr" in seq_ar[0]:
+            seq_ar = seq_ar[1:]
+        return seq_ar
+
+    def write_kmers(self, cur_seq, kmer_int, out_link):
+        """Creates k-mers and saves them to the file
+
+        Using a numpy array of sequences, generates and
+        saves all of the possible k-mers.
+
+        Args:
+        :param cur_seq: A string of sequences
+        :param kmer_int: An integer denoting the k-mer size
+        :param out_link: File link for writing k-mers
+
+        :returns: May modify cur_seq by deducing the k-mers that
+            are written to the out_link file object.
+        """
+        if len(cur_seq) < kmer_int:
+            return cur_seq
+        elif len(cur_seq) == kmer_int:
+            out_link.write(cur_seq + "\n")
+            cur_seq = cur_seq[1:]
+            return cur_seq
+        else:
+            for i in range(len(cur_seq) - kmer_int):
+                j = i + kmer_int
+                if j > len(cur_seq):
+                    j = len(cur_seq)
+                seq_out = cur_seq[i:j]
+                if "N" not in seq_out:
+                    out_link.write(seq_out + "\n")
+            cur_seq = cur_seq[(i + 1):]
+            return cur_seq
+
+    def write_region(self):
+        """Wrapper of GetKmers to get and write k-mers
+
+        write_region method executes all the other methods
+        of the GetKmers class for writing out all of the
+        possible k-mers from chunk of a FASTA file.
+        """
+        out_dir, kmer, job_id = self.out_dir, self.kmer, self.job_id
+        chrom = self.chrom
+        start, end = self.start, self.end
+        out_path = "{}/{}.{}.{}.kmer.gz".format(
+            out_dir, chrom, job_id, kmer.replace("k", ""))
+        out_link = gzip.open(out_path, "wb")
+        fasta_fix = self.get_step_fasta()
+        kmer_int = int(kmer.replace("k", ""))
+        seq_ar = self.get_seq_ar(fasta_fix)
+        cur_seq = ""
+        for each_seq in seq_ar:
+            cur_seq = cur_seq + each_seq
+            cur_seq = self.write_kmers(cur_seq, kmer_int, out_link)
+        print("Created all sequences for {}:{}-{}".format(
+            chrom, start, end))
+        out_link.close()
+
+
+if __name__ == "__main__":
+    chromsize_path, out_dir, kmer, job_id, chr_dir, idx_path = get_args()
+    GetKmerObj = GetKmers(
+        out_dir, kmer, job_id,
+        chr_dir, chromsize_path,
+        idx_path)
+    GetKmerObj.write_region()
diff --git a/umap/handle_fasta.py b/umap/handle_fasta.py
new file mode 100644
index 0000000..e1b8288
--- /dev/null
+++ b/umap/handle_fasta.py
@@ -0,0 +1,181 @@
+from argparse import ArgumentParser
+from datetime import datetime
+import numpy as np
+import os
+from subprocess import call
+
+
+class FastaHandler:
+    def __init__(self, in_path, out_path, chrsize_path,
+                 chr_dir, complement=True, conversion="None"):
+        """Reverse complement the genome for Bismap
+
+        This class generates the necessary FASTA files
+        for running Umap or Bismap. If using Bismap,
+        a reverse complemented set of chromosomes for
+        the specified conversion will be produced.
+
+        :param in_path: Path to genome .fasta file
+        :param out_path: Path to output .fasta file
+        :param chrsize_path: Path to 2-column chrom\tsize\n file
+        :param chr_dir: Path to directory for
+            writing chromosome fasta files
+        :param complement: If reverse complemented chromosomes
+            must be created
+        :param conversion: One of 'None', 'C2T' or 'G2A'
+        """
+        self.in_path = in_path
+        self.out_path = out_path
+        self.chrsize_path = chrsize_path
+        self.chr_dir = chr_dir
+        self.complement = complement
+        self.conversion = conversion
+
+    def handle_fasta(self):
+        """Wrapper function of FastaHandler
+
+        Writes individual fasta files for each chromosome
+        and converts nucleotides or reverse complements
+        sequences if necessary (for Bismap feature)
+        """
+        chrsize_dict = self.get_chrsize_dict()
+        print("Reverse complementation: {}".format(self.complement))
+        print("Nucleotide conversion: {}".format(self.conversion))
+        if not os.path.exists(self.chr_dir):
+            os.makedirs(self.chr_dir)
+        chr_path = self.chr_dir + "/chr1.fasta"
+        chr_link = open(chr_path, "w")
+        if self.complement:
+            chr_path_rc = chr_path.replace(".fasta", "_RC.fasta")
+            chr_link_rc = open(chr_path_rc, "w")
+            out_link_rc = open(self.out_path.replace(
+                ".fasta", "_RC.fasta"), "w")
+        out_link = open(self.out_path, "w")
+        ad_fin = ""
+        chr_len = 0
+        if self.complement:
+            complement_ar = np.zeros(10)
+        with open(self.in_path, "r") as fas_link:
+            for each_line in fas_link:
+                ad_line = each_line.rstrip()
+                if ">chr" in ad_line:
+                    if " " in ad_line:
+                        ad_line = ad_line.split(" ")[0]
+                    if "\t" in ad_line:
+                        ad_line = ad_line.split("\t")[0]
+                    chr_link.close()
+                    print ad_fin
+                    chrom = ad_line[1:]
+                    chr_path = "{}/{}.fasta".format(
+                        self.chr_dir, chrom)
+                    chr_link = open(chr_path, "w")
+                    if self.complement:
+                        if complement_ar[0] != 0:
+                            self.write_reverse(complement_ar, chr_link_rc,
+                                               out_link_rc, chr_len, chrom)
+                        chr_len = chrsize_dict[chrom]
+                        complement_ar = np.empty((chr_len), dtype="|S8")
+                        start = 0
+                        ad_line_rc = ad_line + "_RC"
+                        chr_link_rc.close()
+                        chr_link_rc = open(
+                            chr_path.replace(".fasta", "_RC.fasta"), "w")
+                        out_link_rc.write(ad_line_rc + "\n")
+                        chr_link_rc.write(ad_line_rc + "\n")
+                    print "%s started at %s" % (ad_line, str(datetime.now()))
+                else:
+                    ad_line = ad_line.upper()
+                    if self.complement:
+                        ad_line_rc = ad_line.replace("A", "1")
+                        ad_line_rc = ad_line_rc.replace("T", "A")
+                        ad_line_rc = ad_line_rc.replace("C", "2")
+                        ad_line_rc = ad_line_rc.replace("G", "C")
+                        ad_line_rc = ad_line_rc.replace("1", "T")
+                        ad_line_rc = ad_line_rc.replace("2", "G")
+                        # ad_line_rc = ad_line_rc[::-1]
+                    if self.conversion == "C2T":
+                        ad_line = ad_line.replace("C", "T")
+                        ad_line_rc = ad_line_rc.replace("C", "T")
+                    elif self.conversion == "G2A":
+                        ad_line = ad_line.replace("G", "A")
+                        ad_line_rc = ad_line_rc.replace("G", "A")
+                ad_fin = ad_line + "\n"
+                out_link.write(ad_fin)
+                chr_link.write(ad_fin)
+                if self.complement:
+                    ad_fin_rc = ad_line_rc + "\n"
+                    if "chr" not in ad_fin_rc:
+                        end_pos = start + len(ad_line_rc)
+                        try:
+                            complement_ar[start:end_pos] = list(ad_line_rc)
+                        except:
+                            print(
+                                "{} to {} with length of {}".format(
+                                    start, end_pos,
+                                    len(range(start, end_pos))))
+                            print(ad_line_rc)
+                            raise ValueError("Failed to add sequences")
+                        start = start + len(ad_line_rc)
+        out_link.close()
+        chr_link.close()
+        if self.complement:
+            self.write_reverse(complement_ar, chr_link_rc,
+                               out_link_rc, chr_len, chrom)
+            out_link_rc.close()
+            chr_link_rc.close()
+            call(" ".join(["cat", self.out_path.replace(".fasta", "_RC.fasta"),
+                           ">>", self.out_path]), shell=True)
+            call(["mv", self.out_path.replace(".fasta", "_RC.fasta"),
+                 self.out_path.replace(".fasta", "_Deprecated_RC.fasta")])
+
+    def write_reverse(complement_ar, chr_link_rc,
+                      out_link_rc, chr_len, chrom):
+        complement_ar = complement_ar[::-1]
+        print("Length of {} was {}".format(chrom, chr_len))
+        for start in range(0, chr_len, 50):
+            end = start + 50
+            if end > chr_len:
+                end = chr_len
+            ad_seq = "".join(complement_ar[start:end])
+            out_link_rc.write(ad_seq + "\n")
+            chr_link_rc.write(ad_seq + "\n")
+
+    def get_chrsize_dict(self):
+        chrsize_dict = {}
+        with open(self.chrsize_path, "r") as chrsize_link:
+            for chrsize_line in chrsize_link:
+                chrom, size = chrsize_line.rstrip().split("\t")
+                chrsize_dict[chrom] = int(size)
+        return chrsize_dict
+
+
+if __name__ == "__main__":
+    parser = ArgumentParser(
+        description="Reverse complements a fasta genome")
+    parser.add_argument(
+        "in_fasta",
+        help="FASTA format genome")
+    parser.add_argument(
+        "out_fasta",
+        help="Output FASTA full path")
+    parser.add_argument(
+        "chrsize_path",
+        help="Path to 2 column file with first column "
+        "being the chromosome name and the second "
+        "column being the chromosome size")
+    parser.add_argument(
+        "chr_dir",
+        help="Path to directory for writing individual "
+        "fasta files for each chromosome")
+    parser.add_argument(
+        "--Complement",
+        action="store_true",
+        help="Create a double genome with both "
+        "+ and - strand information")
+    parser.add_argument(
+        "-Conversion",
+        help="Specify C2T or G2A")
+    args = parser.parse_args()
+    FastaObj = FastaHandler(args.in_fasta, args.out_fasta, args.chrsize_path,
+                            args.chr_dir, args.Complement, args.Conversion)
+    FastaObj.handle_fasta()
diff --git a/umap/hg19_august.sh b/umap/hg19_august.sh
new file mode 100644
index 0000000..3d8af42
--- /dev/null
+++ b/umap/hg19_august.sh
@@ -0,0 +1,156 @@
+# Bismap/Umap job submission commands follow.
+
+JOBID=$(qsub -q hoffmangroup -t 1-3114 -N Bismap.UniqueKmers -terse -tc 120 -hold_jid 1 -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UniqueKmers.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UniqueKmers.ERR python get_kmers.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/chrsize.tsv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/km [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-3114 -N Bismap.RunBowtie -terse -tc 120 -hold_jid 1,$WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.RunBowtie.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.RunBowtie.ERR python run_bowtie.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k24 /mnt/work1/software/bowtie/1.1.0 /mnt/work1/users/hoffmangroup/mkarimzadeh/ [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-24:1 -N Bismap.UnifyBowtie -terse -tc 120 -hold_jid $WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UnifyBowtie.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UnifyBowtie.ERR python unify_bowtie.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k24 /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/ [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -N Moving.Intermediary.Files -hold_jid $WAITID -terse -cwd -b y -o Bismap.FileMov.LOG -e Bismap.FileMov.ERR mv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k24/*kmer* /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k24/TEMPs)
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -N Moving.Intermediary.Files -hold_jid $WAITID -terse -cwd -b y -o Bismap.FileMov.LOG -e Bismap.FileMov.ERR mv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k24/*bowtie* /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k24/TEMPs)
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-3114 -N Bismap.UniqueKmers -terse -tc 120 -hold_jid $WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UniqueKmers.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UniqueKmers.ERR python get_kmers.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/chrsize.tsv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/h [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-3114 -N Bismap.RunBowtie -terse -tc 120 -hold_jid 1,$WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.RunBowtie.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.RunBowtie.ERR python run_bowtie.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k36 /mnt/work1/software/bowtie/1.1.0 /mnt/work1/users/hoffmangroup/mkarimzadeh/ [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-24:1 -N Bismap.UnifyBowtie -terse -tc 120 -hold_jid $WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UnifyBowtie.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UnifyBowtie.ERR python unify_bowtie.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k36 /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/ [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -N Moving.Intermediary.Files -hold_jid $WAITID -terse -cwd -b y -o Bismap.FileMov.LOG -e Bismap.FileMov.ERR mv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k36/*kmer* /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k36/TEMPs)
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -N Moving.Intermediary.Files -hold_jid $WAITID -terse -cwd -b y -o Bismap.FileMov.LOG -e Bismap.FileMov.ERR mv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k36/*bowtie* /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k36/TEMPs)
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-3114 -N Bismap.UniqueKmers -terse -tc 120 -hold_jid $WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UniqueKmers.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UniqueKmers.ERR python get_kmers.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/chrsize.tsv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/h [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-3114 -N Bismap.RunBowtie -terse -tc 120 -hold_jid 1,$WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.RunBowtie.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.RunBowtie.ERR python run_bowtie.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k50 /mnt/work1/software/bowtie/1.1.0 /mnt/work1/users/hoffmangroup/mkarimzadeh/ [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-24:1 -N Bismap.UnifyBowtie -terse -tc 120 -hold_jid $WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UnifyBowtie.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UnifyBowtie.ERR python unify_bowtie.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k50 /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/ [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -N Moving.Intermediary.Files -hold_jid $WAITID -terse -cwd -b y -o Bismap.FileMov.LOG -e Bismap.FileMov.ERR mv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k50/*kmer* /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k50/TEMPs)
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -N Moving.Intermediary.Files -hold_jid $WAITID -terse -cwd -b y -o Bismap.FileMov.LOG -e Bismap.FileMov.ERR mv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k50/*bowtie* /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k50/TEMPs)
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-3114 -N Bismap.UniqueKmers -terse -tc 120 -hold_jid $WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UniqueKmers.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UniqueKmers.ERR python get_kmers.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/chrsize.tsv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/h [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-3114 -N Bismap.RunBowtie -terse -tc 120 -hold_jid 1,$WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.RunBowtie.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.RunBowtie.ERR python run_bowtie.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k76 /mnt/work1/software/bowtie/1.1.0 /mnt/work1/users/hoffmangroup/mkarimzadeh/ [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-24:1 -N Bismap.UnifyBowtie -terse -tc 120 -hold_jid $WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UnifyBowtie.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UnifyBowtie.ERR python unify_bowtie.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k76 /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/ [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -N Moving.Intermediary.Files -hold_jid $WAITID -terse -cwd -b y -o Bismap.FileMov.LOG -e Bismap.FileMov.ERR mv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k76/*kmer* /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k76/TEMPs)
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -N Moving.Intermediary.Files -hold_jid $WAITID -terse -cwd -b y -o Bismap.FileMov.LOG -e Bismap.FileMov.ERR mv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k76/*bowtie* /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k76/TEMPs)
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-3114 -N Bismap.UniqueKmers -terse -tc 120 -hold_jid $WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UniqueKmers.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UniqueKmers.ERR python get_kmers.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/chrsize.tsv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/h [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-3114 -N Bismap.RunBowtie -terse -tc 120 -hold_jid 1,$WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.RunBowtie.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.RunBowtie.ERR python run_bowtie.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k100 /mnt/work1/software/bowtie/1.1.0 /mnt/work1/users/hoffmangroup/mkarimzadeh [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-24:1 -N Bismap.UnifyBowtie -terse -tc 120 -hold_jid $WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UnifyBowtie.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UnifyBowtie.ERR python unify_bowtie.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k100 /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -N Moving.Intermediary.Files -hold_jid $WAITID -terse -cwd -b y -o Bismap.FileMov.LOG -e Bismap.FileMov.ERR mv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k100/*kmer* /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k100/TEMPs)
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -N Moving.Intermediary.Files -hold_jid $WAITID -terse -cwd -b y -o Bismap.FileMov.LOG -e Bismap.FileMov.ERR mv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k100/*bowtie* /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k100/TEMPs)
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-3114 -N Bismap.UniqueKmers -terse -tc 120 -hold_jid $WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UniqueKmers.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UniqueKmers.ERR python get_kmers.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/chrsize.tsv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/h [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-3114 -N Bismap.RunBowtie -terse -tc 120 -hold_jid 1,$WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.RunBowtie.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.RunBowtie.ERR python run_bowtie.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k152 /mnt/work1/software/bowtie/1.1.0 /mnt/work1/users/hoffmangroup/mkarimzadeh [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -t 1-24:1 -N Bismap.UnifyBowtie -terse -tc 120 -hold_jid $WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UnifyBowtie.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.UnifyBowtie.ERR python unify_bowtie.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k152 /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -N Moving.Intermediary.Files -hold_jid $WAITID -terse -cwd -b y -o Bismap.FileMov.LOG -e Bismap.FileMov.ERR mv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k152/*kmer* /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k152/TEMPs)
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -N Moving.Intermediary.Files -hold_jid $WAITID -terse -cwd -b y -o Bismap.FileMov.LOG -e Bismap.FileMov.ERR mv /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k152/*bowtie* /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/k152/TEMPs)
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
+
+JOBID=$(qsub -q hoffmangroup -N CombineUmappedFiles -terse -t 1-24 -hold_jid $WAITID -cwd -b y -o /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.combine.LOG -e /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers/Bismap.combine.ERR python combine_umaps.py /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/kmers /mnt/work1/users/hoffmangroup/mkarimzadeh/2016/mappability/data/Umap/hg19/chrsize.tsv -va [...]
+IDPARTS=($(echo $JOBID | tr "." "\n"))
+WAITID=${IDPARTS[0]}
+echo "Submitted JOB ID $WAITID"
diff --git a/umap/map_bed.py b/umap/map_bed.py
new file mode 100644
index 0000000..23e5dc1
--- /dev/null
+++ b/umap/map_bed.py
@@ -0,0 +1,262 @@
+from argparse import ArgumentParser
+import gzip
+import numpy as np
+import os
+import pandas as pd
+import re
+
+
+def get_args():
+    parser = ArgumentParser(
+        description="This script expects an input "
+        "gzipped BED file, a directory with umap/bismap "
+        "produced files names as <chr>.uint8."
+        "unique.gz. It will add one column to the bed "
+        "file which would determine the fraction of "
+        "uniquely mappable reads that passover this "
+        "region. The first column added to input is "
+        "single-read mappability, which is the percent "
+        "of the region that is uniquely mappable. "
+        "The second added column is the multi-read"
+        " mappability; the probability that a randonly "
+        "selected read overlapping with that region "
+        "is uniquely mappable. If the input BED file "
+        "has 1 bp intervals, you can specify -SingleNucleotide "
+        "and -wigdir to use a faster algorithm.")
+    parser.add_argument(
+        "bed_path",
+        help="Path to gzipped bed file")
+    parser.add_argument(
+        "out_path",
+        help="Path to gzipped output file")
+    parser.add_argument(
+        "umap_dir",
+        help="Path to directory with uint8 binary "
+        "files produced by Umap/Bismap.")
+    parser.add_argument(
+        "kmer",
+        type=int,
+        help="The read length for defining single-read "
+        "and multi-read mappability.")
+    parser.add_argument(
+        "-SingleNucleotide",
+        action="store_true",
+        help="If specified, assumes each region is only one "
+        "nucleotide. You must specify -wig as well.")
+    parser.add_argument(
+        "-wigdir",
+        default="",
+        help="Path to directory with <kmer>_<chrom>."
+        "MultiTrackMappability.wg.gz files.")
+    args = parser.parse_args()
+    if args.SingleNucleotide:
+        if not os.path.exists(args.wigdir):
+            raise ValueError("-wigdir didn't exist!")
+    out_list = [args.bed_path, args.out_path,
+                args.umap_dir, args.kmer,
+                args.wigdir]
+    return out_list
+
+
+def load_wig(wig_path, chrom_size):
+    '''
+    Translated a fixed step wig file of a chromosome
+    with step size 1 to a numpy array.
+    Will be used internally by BedMappability.
+    Unexpected behaviour if wig file has multiple
+    chromosomes.
+    '''
+    wig_ar = np.zeros(chrom_size, dtype=float)
+    pos = 0
+    with gzip.open(wig_path, "rb") as wig_link:
+        for wig_line in wig_link:
+            if "start" in wig_line:
+                pos_str = wig_line.rstrip().split(" ")[2]
+                pos = int(pos_str.replace("start=", "")) - 1
+            else:
+                value = float(wig_line.rstrip())
+                wig_ar[pos] = value
+                pos = pos + 1
+    print("Loaded {}".format(wig_path))
+    return wig_ar
+
+
+def bed_handler(bed_path):
+    '''
+    Saves a gzipped BED file to a pandas
+    dataframe.
+    '''
+    no_header = True
+    with gzip.open(bed_path, "rb") as bed_link:
+        header_line = bed_link.readline()
+        header_list = header_line.rstrip().split("\t")
+        if len(header_list) < 3:
+            no_header = False
+        elif "chr" not in header_list[0]:
+            no_header = False
+    if no_header:
+        bed_df = pd.read_csv(
+            bed_path,
+            sep="\t",
+            header=None,
+            compression="gzip")
+    else:
+        bed_df = pd.read_csv(
+            bed_path,
+            skiprows=1,
+            sep="\t",
+            header=None,
+            compression="gzip")
+    column_names = list(bed_df.columns)
+    column_names[:3] = ["Chromosome", "Start", "End"]
+    bed_df.columns = column_names
+    return bed_df
+
+
+def subsetter(my_list, regex):
+    '''
+    Finds elements of a list matching a regex
+    '''
+    out_list = []
+    for each in my_list:
+        RE = re.search(regex, each)
+        if RE:
+            out_list.append(each)
+    return out_list
+
+
+class BedMappability:
+    '''
+    This class provides methods for identifying
+    single-read and multi-read mappability of
+    an input BED file. it uses local functions
+    such as bed_handler and get_wig if necessary.
+    '''
+    def __init__(self, bed_path, umap_dir,
+                 out_path, kmer, wigdir="NA"):
+        '''
+
+        :param bed_path: Input gzipped BED path
+        :param umap_dir: Umap/Bismap unique uint directory
+        :param out_path: Path to output gzipped BED
+        :param kmer: Integer kmer size
+        :param wigdir: Directory of multi-read mappability
+            files of different chromosomes. Optional.
+        '''
+        self.bed_path = bed_path
+        self.umap_dir = umap_dir
+        self.out_path = out_path
+        self.kmer = kmer
+        self.kmer_str = "k{}".format(kmer)
+        self.wigdir = wigdir
+
+    def annotate_bed(self):
+        '''
+        Main motor method for getting single-read
+        and multi-read mappability of BedMappability object.
+
+        Returns:
+            Pandas dataframe BED file with mappability info
+        '''
+        bed_df = bed_handler(self.bed_path)
+        all_chrs = list(pd.unique(bed_df["Chromosome"]))
+        all_chrs.sort()
+        bed_out_list = []
+        for each_chr in all_chrs:
+            print("Started working on {}".format(each_chr))
+            temp_df = bed_df[bed_df["Chromosome"] == each_chr]
+            mapped_df = self.get_df_mappability(temp_df, each_chr)
+            if len(mapped_df) > 0:
+                bed_out_list.append(mapped_df)
+        out_df = pd.concat(bed_out_list)
+        return out_df
+
+    def get_df_mappability(self, temp_df, cur_chr):
+        '''
+        Internally used method for finding the single-read
+        and multi-read mappability of a bed file for a given
+        chromosome.
+        '''
+        dists = pd.unique(temp_df.iloc[2] - temp_df.iloc[1])
+        FIXED_DIST_1 = False
+        if len(dists) < 2:
+            if 1 in dists or 0 in dists:
+                FIXED_DIST_1 = True
+        temp_df["SingleRead.Mappability"] = 0
+        temp_df["MultiRead.Mappability"] = 0
+        umap_paths = subsetter(os.listdir(self.umap_dir),
+                               "uint8.unique.gz")
+        umap_path = subsetter(umap_paths, "{}.uint".format(cur_chr))
+        if len(umap_path) == 0:
+            temp_df = []
+        else:
+            umap_path = umap_path[0]
+            uint_path = "{}/{}".format(
+                self.umap_dir, umap_path)
+            uint_link = gzip.open(uint_path, "rb")
+            uint_ar = np.frombuffer(uint_link.read(), dtype=np.uint8)
+            uint_link.close()
+            print("Using {}".format(umap_path))
+            kmer = self.kmer
+            wig_path = "{}/{}_{}.MultiTrackMappability.wg.gz".format(
+                self.wigdir, self.kmer_str, cur_chr)
+            if os.path.exists(wig_path) and FIXED_DIST_1:
+                wig_ar = load_wig(wig_path, len(uint_ar))
+                temp_df["MultiRead.Mappability"] = \
+                    wig_ar[temp_df.iloc[:, 1] - 1]
+                temp_df["SingleRead.Mappability"] = \
+                    temp_df["MultiRead.Mappability"]
+                ind_unique, = np.where(temp_df["SingleRead.Mappability"] > 0)
+                temp_df["SingleRead.Mappability"].iloc[ind_unique] = 1
+            else:
+                less_than_kmer = uint_ar <= kmer
+                not_zero = uint_ar != 0
+                uniquely_mappable = np.array(
+                    np.logical_and(less_than_kmer, not_zero),
+                    dtype=int)
+                for i in range(temp_df.shape[0]):
+                    chr, start, end = temp_df.iloc[i, :3]
+                    st_vec = start - kmer
+                    if st_vec < 0:
+                        st_vec = 0
+                    region_vec = np.zeros(
+                        len(range(st_vec, end + 1)),
+                        dtype=float)
+                    single_vec = np.zeros(
+                        len(range(st_vec, end + 1)),
+                        dtype=float)
+                    idxs_unique, = np.where(
+                        [each_idx == 1 for each_idx in
+                         uniquely_mappable[st_vec:(end + 1)]])
+                    for idx_unique in idxs_unique:
+                        end_idx = idx_unique + kmer
+                        if end_idx > len(region_vec):
+                            end_idx = len(region_vec)
+                        region_vec[idx_unique:end_idx] = 1
+                        single_vec[idx_unique:end_idx] = \
+                            single_vec[idx_unique:end_idx] + 1
+                    unique_map_percent = float(
+                        sum(single_vec[kmer:(kmer + end - start + 1)] > 0)) /\
+                        float(len(single_vec[kmer:(kmer + end - start + 1)]))
+                    map_prob = float(len(idxs_unique)) / float(len(region_vec))
+                temp_df.iloc[i, -1] = map_prob
+                temp_df.iloc[i, -2] = unique_map_percent
+        return temp_df
+
+    def write_bed(self, mapped_df):
+        '''
+        Use this method to write the output of
+        BedMappability.annotate_bed() to a gzipped file,
+        '''
+        out_link = gzip.open(self.out_path, "wb")
+        mapped_df.to_csv(out_link, sep="\t", index=False, header=False)
+        out_link.close()
+        print("Successfully created {}".format(self.out_path))
+
+
+if __name__ == "__main__":
+    bed_path, out_path, umap_dir, kmer, wigdir = get_args()
+    BedMapObj = BedMappability(bed_path, umap_dir,
+                               out_path, kmer, wigdir)
+    mapped_df = BedMapObj.annotate_bed()
+    BedMapObj.write_bed(mapped_df)
diff --git a/umap/run_bowtie.py b/umap/run_bowtie.py
new file mode 100644
index 0000000..59db64c
--- /dev/null
+++ b/umap/run_bowtie.py
@@ -0,0 +1,136 @@
+from argparse import ArgumentParser
+from datetime import datetime
+import os
+import re
+import subprocess
+
+
+def subset_list(list_items, regex):
+    out_list = []
+    for each_item in list_items:
+        RE = re.search(regex, each_item)
+        if RE:
+            out_list.append(each_item)
+    return out_list
+
+
+class BowtieWrapper:
+    def __init__(self, kmer_dir, bowtie_dir,
+                 index_dir, index_name,
+                 job_id, Bismap):
+        """Runs Bowtie one <chrom>.<kmer>.<jobid>.kmer.gz
+
+        Using the job_id, this function identifies
+        one kmer.gz file and runs bowtie on that and saves
+        the output to <chrom>.<kmer>.<jobid>.bowtie.gz.
+
+        :param kmer_dir: Directory with <chrom>.<kmer>.<jobid>.kmer.gz files
+        :param bowtie_dir: Directory with Bowtie 1.1.0 executable files.
+        :param index_dir: Directory with Bowtie index
+        :param index_name: Name used for generating Bowtie index files
+        :param int job_id: will be used for finding kmer.gz file
+        :param bool Bismap: Run bowtie with --norc
+
+        :returns: Saves the output to a file in the same directory as kmer_dir
+        """
+        self.kmer_dir = kmer_dir
+        self.bowtie_dir = bowtie_dir
+        self.index_dir = index_dir
+        self.index_name = index_name
+        self.job_id = job_id
+        self.Bismap = Bismap
+        self.execute_bowtie_command()
+
+    def execute_bowtie_command(self):
+        """The only method of BowtieWrapper
+
+        Will be executed automatically by BowtieWrapper
+
+        :raises ValueError: If job_id is out of expected range
+        """
+        if self.Bismap:
+            rev_comp = " --norc "
+        else:
+            rev_comp = ""
+        kmer_names = ["{}/{}".format(self.kmer_dir, each_kmer) for each_kmer
+                      in subset_list(os.listdir(self.kmer_dir), ".kmer.gz$")]
+        kmer_names.sort()
+        LongIndex = False
+        short_ind_path = "{}/{}.1.ebwtl".format(
+            self.index_dir, self.index_name)
+        if os.path.exists(short_ind_path):
+            LongIndex = True
+            print("Switching to use of long index")
+        if job_id <= len(kmer_names):
+            try:
+                kmer_file = kmer_names[job_id]
+            except:
+                raise ValueError(
+                    "{} does not exist. Time: {}".format(
+                        job_id, str(datetime.now())))
+            print("processing Kmer File {}".format(kmer_file))
+            # kmer_name = kmer_dir.split("/")[-1]
+            kmer_path = "{}/{}".format(self.kmer_dir, kmer_file.split("/")[-1])
+            bowtie_out_path = kmer_path.replace(".kmer.gz", ".bowtie.gz")
+            first_part_of_command = "gunzip -c {} | {}/bowtie ".format(
+                kmer_path, self.bowtie_dir)
+            if LongIndex:
+                first_part_of_command = first_part_of_command +\
+                    "--large-index "
+            bowtiecmd = first_part_of_command +\
+                "{}/{} ".format(self.index_dir, self.index_name) +\
+                "-v 0 -k 1 -m 1 {}--mm ".format(rev_comp) +\
+                "-r --refidx --suppress 5,6,7,8 - " +\
+                "| gzip -c > {}".format(bowtie_out_path)
+            subprocess.call(bowtiecmd, shell=True)
+            print("Executing {}".format(bowtiecmd))
+        else:
+            print("The length of files was {} but the index was {}".format(
+                len(kmer_names), job_id))
+
+
+def check_genome(index_dir, index_name):
+    all_idx_paths = [
+        each_path for each_path in
+        os.listdir(index_dir) if index_name in each_path]
+    if len(all_idx_paths) < 6:
+        raise ValueError("Index does not exist")
+
+
+if __name__ == "__main__":
+    parser = ArgumentParser(
+        description="Umap wrapper for running bowtie "
+        "on individual k-mer files.")
+    parser.add_argument(
+        "kmer_dir",
+        help="Directory containing the .kmer files")
+    parser.add_argument(
+        "bowtie_dir",
+        help="Directory containing bowtie executable")
+    parser.add_argument(
+        "index_dir",
+        help="Directory containing bowtie index")
+    parser.add_argument(
+        "index_name",
+        help="prefix name of bowtie index")
+    parser.add_argument(
+        "-Bismap",
+        action="store_true",
+        help="Run bowtie with --norc")
+    parser.add_argument(
+        "-var_id",
+        default="SGE_TASK_ID",
+        help="HPC environmental variable for JOB ID")
+    parser.add_argument(
+        "-job_id",
+        type=int,
+        default=0,
+        help="1-based index for selecting a k-mer file")
+    args = parser.parse_args()
+    check_genome(args.index_dir, args.index_name)
+    job_id = args.job_id
+    if job_id == 0:
+        job_id = int(os.environ[args.var_id]) - 1
+    BowtieWrapper(args.kmer_dir, args.bowtie_dir,
+                  args.index_dir, args.index_name, job_id,
+                  args.Bismap)
diff --git a/umap/ubismap.py b/umap/ubismap.py
new file mode 100644
index 0000000..65fdf67
--- /dev/null
+++ b/umap/ubismap.py
@@ -0,0 +1,636 @@
+from argparse import ArgumentParser
+from datetime import datetime
+import os
+import pandas as pd
+import re
+import subprocess
+from handle_fasta import FastaHandler
+
+
+class ArgHandler:
+    def __init__(self):
+        """Makes an argument class
+
+        Uses ArgumentParser and generates some local arguments as well
+        for direct use by other classes and functions.
+        """
+        parser = ArgumentParser(
+            description="This scripts is a wrapper that writes qsub "
+            "job submission commands for executing other scripts of the "
+            "software in order to identify mappability of a given genome "
+            "for a range of various read lengths. This script assumes "
+            "that you are using a cluster system that accepts the following "
+            "parameters: -N, -e, -o, -t, -tc, -cwd, "
+            "-b y, -terse. If these options do not exist in your "
+            "cluster, specify -write so you can modify the "
+            "qsub job submissions manually.")
+        parser.add_argument(
+            "fasta_path",
+            help="Path to the genome fasta file.")
+        parser.add_argument(
+            "chrsize_path",
+            help="Path to a 2-column file where the first column "
+            "is the chromosome name and the second column is its size")
+        parser.add_argument(
+            "out_dir",
+            help="Path to directory to create output files/folders")
+        parser.add_argument(
+            "queue_name",
+            help="Queue name for qsub job submission.")
+        parser.add_argument(
+            "bowtie_path",
+            help="Path to bowtie-build executable")
+        parser.add_argument(
+            "--kmers",
+            default=[24, 36, 50, 100],
+            nargs="*",
+            help="Kmer length for mappability. e.g. 24 36 50 100")
+        parser.add_argument(
+            "-GenomeReady",
+            action="store_true",
+            help="If in the 'out_dir' "
+            "there already exists a /chrs and /genome subdirectory "
+            "where genome directory has a genome.fasta "
+            "with bowtie index suffix as 'BisMap_bowtie.ind' or "
+            "'Umap_bowtie.ind' if --Bismap is not specified and "
+            "the ./chrs directory has indivudal chromosome "
+            "FASTA files, specify this option")
+        parser.add_argument(
+            "-Bismap",
+            action="store_true",
+            help="Specify --Bismap if double genome indexing is expected. "
+            "This would create a genome that is concatenation of forward "
+            "and reverse complement. If -C2T or -G2A is expected, "
+            "this must be specified")
+        parser.add_argument(
+            "-C2T",
+            action="store_true",
+            help="If --Bismap is provided, specify --C2T or --G2A")
+        parser.add_argument(
+            "-G2A",
+            action="store_true",
+            help="If --Bismap is provided, specify --C2T or --G2A")
+        parser.add_argument(
+            "-ExitAfterIndexing",
+            action="store_true",
+            help="If you only want the index, specify this option")
+        parser.add_argument(
+            "-SimultaneousJobs",
+            default=120,
+            type=int,
+            help="Number of jobs to run simultaneously")
+        parser.add_argument(
+            "-var_id",
+            default="SGE_TASK_ID",
+            help="Environmental variable for accessing job IDs. "
+            "By default is set to SGE_TASK_ID assuming a sungrid "
+            "engine environment.")
+        parser.add_argument(
+            "-write_script",
+            default="False",
+            help="Specify -write <Path to output job submission file> "
+            "if instead of direct execution, "
+            "you want to save the job submission file.")
+        parser.add_argument(
+            "-pipe",
+            action="store_true",
+            help="If -pipe is specified, the software command "
+            "will be piped into the qsub command. For example "
+            "instead of: 'qsub -q <queuename> -N <jobname> "
+            "python <script>.py <arg1> <arg2>', 'echo python "
+            "<script>.py <arg1> <arg2> | qsub -q <queuename> "
+            "-N <jobname>' will be written/executed.")
+        parser.add_argument(
+            "-chunk",
+            default=1000000,
+            type=int,
+            help="Length of chromosomal chunks")
+        args = parser.parse_args()
+        out_dir = args.out_dir
+        chrom_dir, dir_kmers, index_dir = make_dir_structure(out_dir)
+        print("{} Jobs will be run simultaneously at each step".format(
+                args.SimultaneousJobs))
+        # Create paths and key parameters
+        chrsize_path = "{}/chrsize.tsv".format(out_dir)
+        if args.chrsize_path != chrsize_path:
+            subprocess.call(["cp", args.chrsize_path, chrsize_path])
+        chrsize_df = pd.read_csv(chrsize_path, sep="\t", names=["Chr", "Size"])
+        LenChrs = len(pd.unique(chrsize_df["Chr"]))
+        conversion = "None"
+        genome_path = "{}/genome.fa".format(index_dir)
+        # Make sure write is a new file
+        if args.write_script != "False":
+            with open(args.write_script, "w") as out_link:
+                out_link.write(
+                    "# Bismap/Umap job submission commands follow.\n")
+        source_dir = os.getcwd()
+        if args.C2T:
+            if args.G2A:
+                raise ValueError("Cannot specify both -C2T and -G2A")
+            conversion = "C2T"
+        elif args.G2A:
+            conversion = "G2A"
+        if args.Bismap:
+            # It is possible that chrx_RC information does not exist
+            # in the chrsize.tsv file. The function below would check
+            # and add this information if necessary and would update
+            # chromosome length
+            len_chrs_after_complement = complement_chrsize_file(chrsize_path)
+            if len_chrs_after_complement != LenChrs:
+                LenChrs = len_chrs_after_complement
+                print "Length of chromosomes changed to %d to account for\
+                reverse complements" % LenChrs
+        idx_path = index_unique_kmer_jobids(chrsize_path, args.chunk)
+        self.genome_path = genome_path
+        self.chrom_dir = chrom_dir
+        self.dir_kmers = dir_kmers
+        self.chrsize_path = chrsize_path
+        self.out_dir = out_dir
+        self.idx_path = idx_path
+        self.conversion = conversion
+        self.Bismap = args.Bismap
+        self.queue_name = args.queue_name
+        self.kmers = args.kmers
+        self.SimultaneousJobs = args.SimultaneousJobs
+        self.ExitAfterIndexing = args.ExitAfterIndexing
+        self.var_id = args.var_id
+        self.write_script = args.write_script
+        self.source_dir = source_dir
+        self.GenomeReady = args.GenomeReady
+        self.fasta_path = args.fasta_path
+        self.bowtie_path = args.bowtie_path
+        self.LenChrs = LenChrs
+        self.pipe = args.pipe
+
+
+def pipe_job(job_list):
+    '''Assumes the qsub command has the
+    qsub ... -cwd -b y <executing command>.
+    It will change it to: echo <executing command>
+    | qsub ...'''
+    for ind_job in range(len(job_list)):
+        if job_list[ind_job] == "-cwd":
+            if job_list[ind_job + 1] == "-b":
+                if job_list[ind_job + 2] == "y":
+                    ind_cwd = ind_job
+    try:
+        qsub_list = job_list[:ind_cwd]
+        exec_list = job_list[(ind_cwd + 3):]
+        piped_list = [
+            ['echo "'] + exec_list + ['" | '] + qsub_list]
+        return piped_list
+    except:
+        raise ValueError(
+            "The submitted command to pipe_job must "
+            "include -cwd -b y.")
+
+
+def index_genome(queue_name, converted_path,
+                 bowtie_build_path, Bismap, write_path, pipe):
+    path_genome = "{}/genome.fa".format(converted_path)
+    if Bismap:
+        index_suffix = "BisMap_bowtie.ind"
+    else:
+        index_suffix = "Umap_bowtie.ind"
+    index_job_line = ["qsub", "-q", queue_name, "-terse",
+                      "-N", "Index-Bowtie", "-o",
+                      "{}/index_genome.LOG".format(converted_path),
+                      "-e", "{}/index_genome.ERR".format(converted_path),
+                      "-cwd", "-b", "y",
+                      bowtie_build_path, path_genome,
+                      "{}/{}".format(converted_path, index_suffix)]
+    if pipe:
+        index_job_line = pipe_job(index_job_line)
+    if write_path != "False":
+        job_num = write_job(index_job_line, write_path)
+    else:
+        try:
+            job_line = subprocess.Popen(index_job_line, stdout=subprocess.PIPE)
+            job_num = job_line.stdout.read().rstrip()
+        except:
+            raise ValueError(
+                "Your system is incompatible with direct job "
+                "submission. Please specify -write and manually "
+                "modify the job submission options.")
+    print "job id %s from indexing genome" % job_num
+    return index_suffix, job_num
+
+
+def get_unique_kmer_jobnums(idx_path):
+    ind_df = pd.read_csv(idx_path, sep="\t")
+    last_ind = ind_df.shape[0] + 1
+    return last_ind
+
+
+def write_job(list_out, write_path):
+    write_link = open(write_path, "a")
+    out_str = "\nJOBID=$({})\n".format(
+        " ".join(list_out))
+    write_link.write(out_str)
+    write_link.write(
+        'IDPARTS=($(echo $JOBID | tr "." "\\n"))\n')
+    write_link.write(
+        'WAITID=${IDPARTS[0]}\n')
+    write_link.write(
+        'echo "Submitted JOB ID $WAITID"\n')
+    write_link.close()
+    return "$WAITID"
+
+
+def make_unique_kmers(chrom_dir, dir_kmers,
+                      kmer_size, queue_name,
+                      source_dir, conversion_job_id,
+                      idx_path, chrsize_path,
+                      write_path, var_id,
+                      job_lim, pipe):
+    """Generates kmer.gz files of the genome
+    """
+    # chr_files = os.listdir(chrom_dir)
+    # chr_fas = sublist_by_reg(".fa$", chr_files)
+    out_dir = "{}/k{}".format(dir_kmers, kmer_size)
+    ind_jobs = get_unique_kmer_jobnums(idx_path)
+    array_param = "1-{}".format(ind_jobs)
+    get_kmers = ["qsub", "-q",
+                 queue_name, "-t",
+                 array_param, "-N",
+                 "Bismap.UniqueKmers",
+                 "-terse",
+                 "-tc", str(job_lim),
+                 "-hold_jid", conversion_job_id,
+                 "-cwd", "-b", "y",
+                 "-o", "{}/Bismap.UniqueKmers.LOG".format(dir_kmers),
+                 "-e", "{}/Bismap.UniqueKmers.ERR".format(dir_kmers),
+                 "python", "get_kmers.py",
+                 chrsize_path, out_dir,
+                 chrom_dir, idx_path,
+                 "--var_id", var_id, "--kmer", "k{}".format(kmer_size)]
+    if pipe:
+        get_kmers = pipe_job(get_kmers)
+    if write_path != "False":
+        job_num = write_job(get_kmers, write_path)
+    else:
+        try:
+            job_line = subprocess.Popen(get_kmers, stdout=subprocess.PIPE)
+        except:
+            raise ValueError("Incompatible system? Try -write.")
+        job_num = job_line.stdout.read().rstrip()
+        print "job id %s from creating unique kmers" % job_num
+        job_num = job_num.split(".")[0]
+    return job_num, ind_jobs
+
+
+def run_bowtie(queue_name, dir_kmers, bowtie_path, index_dir,
+               index_suffix, kmer_job_id,
+               index_job_id, kmer, source_dir,
+               Bismap, num_jobs, write_path, var_id,
+               job_lim, pipe):
+    """Calls bowtie on kmer.gz files
+    """
+    bowtie_dir = "/".join(bowtie_path.split("/")[:-1])
+    kmer_folder = "{}/k{}".format(dir_kmers, kmer)
+    array_param = "1-{}".format(num_jobs)
+    wait_param = "%s,%s" % (index_job_id, kmer_job_id)
+    run_bowtie = ["qsub", "-q",
+                  queue_name, "-t",
+                  array_param, "-N",
+                  "Bismap.RunBowtie",
+                  "-terse",
+                  "-tc", str(job_lim),
+                  "-hold_jid", wait_param,
+                  "-cwd", "-b", "y",
+                  # "-l", "\"mem_requested={%s}G\"" % (mem_GB),
+                  "-o", "{}/Bismap.RunBowtie.LOG".format(dir_kmers),
+                  "-e", "{}/Bismap.RunBowtie.ERR".format(dir_kmers),
+                  "python", "run_bowtie.py", kmer_folder,
+                  bowtie_dir, index_dir, index_suffix,
+                  "-var_id", var_id]
+    if Bismap:
+        run_bowtie.append("-Bismap")
+    if pipe:
+        run_bowtie = pipe_job(run_bowtie)
+    if write_path != "False":
+        job_num = write_job(run_bowtie, write_path)
+    else:
+        try:
+            job_line = subprocess.Popen(run_bowtie, stdout=subprocess.PIPE)
+        except:
+            raise ValueError("Incompatible system? Try -write")
+        job_num = job_line.stdout.read()
+        print "job id %s from mapping with bowtie" % job_num
+        job_num = job_num.split(".")[0]
+    return job_num
+
+
+def unify_bowtie(queue_name, bowtie_job_id, dir_kmers,
+                 kmer, chrom_dir, source_dir,
+                 LenChrs, write_path, var_id,
+                 chrsize_path, job_lim, pipe):
+    """Generates qsub command for interpreting bowtie outputs
+
+    Saves collectinve bowtie.gz files of each chromosome into
+    a binary unsigned 8-bit integer file for each chromosome
+    which is an array with the same length as the chromosome
+    """
+    kmer_folder = "{}/k{}".format(dir_kmers, kmer)
+    len_chrs = LenChrs
+    array_param = "1-%d:1" % (len_chrs)
+    chr_order_path = chrsize_path
+    wait_param = bowtie_job_id
+    unify_bw_lst = ["qsub", "-q",
+                    queue_name,
+                    "-t", array_param,
+                    "-N",
+                    "Bismap.UnifyBowtie",
+                    "-terse",
+                    "-tc", str(job_lim),
+                    "-hold_jid", wait_param,
+                    "-cwd", "-b", "y",
+                    "-o", "{}/Bismap.UnifyBowtie.LOG".format(dir_kmers),
+                    "-e", "{}/Bismap.UnifyBowtie.ERR".format(dir_kmers),
+                    "python", "unify_bowtie.py",
+                    kmer_folder, chr_order_path, "-var_id", var_id]
+    if pipe:
+        unify_bw_lst = pipe_job(unify_bw_lst)
+    if write_path != "False":
+        job_num = write_job(unify_bw_lst, write_path)
+    else:
+        try:
+            job_line = subprocess.Popen(unify_bw_lst, stdout=subprocess.PIPE)
+        except:
+            raise ValueError("Incompatible system? try -write")
+        job_num = job_line.stdout.read()
+        job_num = job_num.split(".")[0]
+    TempDir = "%s/TEMPs" % kmer_folder
+    make_dir(TempDir)
+    move_intermediary_files = ["qsub", "-q",
+                               queue_name, "-N",
+                               "Moving.Intermediary.Files",
+                               "-hold_jid", job_num,
+                               "-terse",
+                               "-cwd", "-b", "y",
+                               "-o", "Bismap.FileMov.LOG",
+                               "-e", "Bismap.FileMov.ERR",
+                               "mv",
+                               "%s/*kmer*" % (kmer_folder),
+                               TempDir]
+    if write_path != "False":
+        job_num = write_job(move_intermediary_files, write_path)
+    else:
+        job_line = subprocess.Popen(
+            move_intermediary_files, stdout=subprocess.PIPE)
+    move_intermediary_files_2 = move_intermediary_files[:-2] +\
+        ["%s/*bowtie*" % (kmer_folder), TempDir]
+    if write_path != "False":
+        job_num = write_job(move_intermediary_files_2, write_path)
+    else:
+        job_line = subprocess.Popen(
+            move_intermediary_files_2,
+            stdout=subprocess.PIPE)
+        job_num = job_line.stdout.read()
+    return job_num
+
+
+def sublist_by_reg(regex, my_list):
+    subsetted_list = []
+    for item in my_list:
+        RE = re.search(regex, item)
+        if RE:
+            subsetted_list.append(item)
+    return subsetted_list
+
+
+def make_dir(dir_name):
+    if not os.path.exists(dir_name):
+        os.makedirs(dir_name)
+
+
+def make_dir_structure(out_dir):
+    """Generates subfolders needed for Umap in out_dir
+    """
+    chrom_dir = "{}/chrs".format(out_dir)
+    path_genome = "{}/genome".format(out_dir)
+    dir_kmers = "{}/kmers".format(out_dir)
+    make_dir(chrom_dir)
+    make_dir(path_genome)
+    make_dir(dir_kmers)
+    return chrom_dir, dir_kmers, path_genome
+
+
+def combine_files(bowtie_unify_id, source_dir, dir_kmers, queue_name,
+                  chrsize_path, write_path, var_id, LenChrs, pipe):
+    """Creates the qsub command for merging data of several k-mers
+    """
+    combine_job_line = ["qsub", "-q",
+                        queue_name, "-N",
+                        "CombineUmappedFiles",
+                        "-terse",
+                        "-t", "1-{}".format(LenChrs),
+                        "-hold_jid", bowtie_unify_id,
+                        "-cwd", "-b", "y",
+                        "-o", "{}/Bismap.combine.LOG".format(dir_kmers),
+                        "-e", "{}/Bismap.combine.ERR".format(dir_kmers),
+                        "python", "combine_umaps.py", dir_kmers,
+                        chrsize_path, "-var_id", var_id]
+    if pipe:
+        combine_job_line = pipe_job(combine_job_line)
+    if write_path != "False":
+        write_job(combine_job_line, write_path)
+    else:
+        subprocess.call(combine_job_line)
+
+
+def complement_chrsize_file(chrsize_path):
+    """Complement chromosome size file
+
+    If using Bismap, an extra set of chromosomes
+    will be generated with the _RC suffix.
+    These need to be added to the chromosome size
+    file as well.
+
+    :param chrsize_path: Path to 2-column file of chrom\tsize\n
+
+    :returns: The actual number of chromosomes
+    """
+    if not os.path.exists(chrsize_path):
+        print "%s didn't exist!" % chrsize_path
+    ad_lines = []
+    len_chrs = 0
+    NO_RC = True
+    with open(chrsize_path, "r") as chrsize_link:
+        for each_line in chrsize_link:
+            len_chrs = len_chrs + 1
+            if "_RC" in each_line:
+                NO_RC = False
+            chrsize_list = each_line.rstrip().split("\t")
+            chrsize_list[0] = chrsize_list[0] + "_RC"
+            ad_lines.append("\t".join(chrsize_list) + "\n")
+    if len(ad_lines) > 0 and NO_RC:
+        with open(chrsize_path, "a") as chrsize_link:
+            for each_line in ad_lines:
+                len_chrs = len_chrs + 1
+                print "adding %s" % each_line
+                chrsize_link.write(each_line)
+        print "Added reverse complemented chromosomes"
+    else:
+        "Reverse complemented chromosomes existed"
+    return len_chrs
+
+
+def process_genome(GenomeReady, genome_path,
+                   Bismap, fasta_path,
+                   conversion, out_dir, chr_dir,
+                   queue_name, bowtie_path,
+                   chrsize_path, write_script, pipe):
+    """Generates necessary fasta files for Umap and Bismap
+
+    Umap and Bismap require fasta files for each chromosome.
+    Bismap requires the fasta files to have a C>T or G>A
+    conversion as well. Additionally, Bismap requires a
+    reverse complemented set of chromosome where the
+    C>T or G>A conversion occurs after reverse complementation.
+
+    :param GenomeRead: Boolean indicating if index of genome exists
+    :param genome_path: Path to the output fasta file of the genome
+    :param Bismap: Boolean indicating if Bismap option is selected
+    :param fasta_path: Path to the already existing input fasta file
+    :param conversion: One of None, C2T or G2A
+    :param out_dir: Directory for Umap output
+    :param chr_dir: Directory for making individual chromosome fastas
+    :param bowtie_path: Path to executable bowtie-build binary
+    :param chrsize_path: Path to 2-column file of chromosome\tsize\n
+    :param write_script: File path for writing the qsub command
+        or the string 'False'
+    :param pipe: Boolean indicating if the qsub command should be piped
+
+    :returns: index_suffix, index_job_id (qsub wait IDs)
+    """
+    if GenomeReady:
+        print("Assuming the genome and index files exist")
+        index_suffix = "BisMap_bowtie.ind"
+        index_job_id = "1"
+    else:
+        print "Started copying/reverse complementing/converting"
+        if not os.path.exists(genome_path):
+            if Bismap:
+                print "Bismap reverse complementation started\
+                at %s" % str(datetime.now())
+                FastaObj = FastaHandler(fasta_path, genome_path, chrsize_path,
+                                        chr_dir, True, conversion)
+            else:
+                print "Umap genome is being processed"
+                FastaObj = FastaHandler(fasta_path, genome_path, chrsize_path,
+                                        chr_dir, False, "None")
+            FastaObj.handle_fasta()
+        elif Bismap:
+            print "Assuming that %s/genome/genome.fa includes reverse\
+            complemented chromosomes." % out_dir
+        print "Indexing the genome started at %s" % str(datetime.now())
+        index_suffix, index_job_id = index_genome(
+            queue_name,
+            "{}/genome".format(out_dir),
+            bowtie_path, Bismap, write_script, pipe)
+        print "Done with indexing at %s" % str(datetime.now())
+    return index_suffix, index_job_id
+
+
+def index_unique_kmer_jobids(chrsize_path, CHUNK_SIZE=1e6):
+    """Generate index file mapping job_ids to chromosomal chunks
+
+    Umap (or Bismap) requires around 200 hours of computation.
+    All of the scripts accept -job_id arguments to perform the
+    embarrassingly parallel process on different chromosomal
+    chunks using a 0-based index that refers to part of the
+    genome. This script creates a 4-column index file with
+    the following columns:
+    Index\tChromosome\tStart\tend\n
+
+    :param chrsize_path: Path to 2-column file of chrom\tsize\n
+    :param CHUNK_SIZE: The maximum length of each chromosomal chunk
+    :type CHUNK_SIZE: Integer
+
+    :returns: Path to index file
+    """
+    CHUNK_SIZE = int(CHUNK_SIZE)
+    ind_path = "{}/chrsize_index.tsv".format(
+        "/".join(chrsize_path.split("/")[:-1]))
+    if not os.path.exists(ind_path):
+        ind_link = open(ind_path, "w")
+        ind_link.write("Index\tChromosome\tStart\tEnd\n")
+        start = 1
+        ind = 0
+        # Identifying chromosome, start, end for job_id
+        with open(chrsize_path, "r") as chrsize_link:
+            for chrsize_line in chrsize_link:
+                chr, len_chr = chrsize_line.rstrip().split("\t")
+                end = int(len_chr) + start
+                for pos in range(start, end, CHUNK_SIZE):
+                    if pos < end:
+                        if pos + CHUNK_SIZE - 1 > end:
+                            pos_end = end
+                        else:
+                            pos_end = pos + CHUNK_SIZE - 1
+                        ind_link.write(
+                            "\t".join(
+                                [str(ind), chr, str(pos), str(int(pos_end))]) +
+                            "\n")
+                        ind = ind + 1
+        ind_link.close()
+    return ind_path
+
+
+if __name__ == "__main__":
+    args = ArgHandler()
+    # genome_path, chrom_dir, dir_kmers, chrsize_path, out_dir = args_list[:5]
+    # idx_path, conversion, Bismap, queue_name = args_list[5:9]
+    # kmers, SimultaneousJobs, ExitAfterIndexing = args_list[9:12]
+    # var_id, write_script, source_dir, GenomeReady = args_list[12:16]
+    # fasta_path, bowtie_path, LenChrs, pipe = args_list[16:]
+    index_dir = os.path.dirname(args.genome_path)
+    conversion_job_id = "1"  # initiate job dependency with an invalid ID
+    index_suffix, index_job_id = process_genome(
+        args.GenomeReady, args.genome_path,
+        args.Bismap, args.fasta_path,
+        args.conversion, args.out_dir,
+        args.chrom_dir, args.queue_name,
+        args.bowtie_path, args.chrsize_path,
+        args.write_script, args.pipe)
+    if args.ExitAfterIndexing:
+        pass
+        print "Exiting because -ExitAfterIndexing is specified"
+    else:
+        for kmer in args.kmers:
+            kmer = int(kmer)
+            make_dir("{}/k{}".format(args.dir_kmers, kmer))
+            kmer_job_id, num_jobs = make_unique_kmers(
+                args.chrom_dir, args.dir_kmers, kmer,
+                args.queue_name, args.source_dir,
+                conversion_job_id,
+                args.idx_path, args.chrsize_path,
+                args.write_script, args.var_id,
+                args.SimultaneousJobs, args.pipe)
+            bowtie_job_id = run_bowtie(
+                args.queue_name, args.dir_kmers,
+                args.bowtie_path,
+                index_dir, index_suffix,
+                kmer_job_id, index_job_id, kmer,
+                args.source_dir, args.Bismap,
+                num_jobs, args.write_script, args.var_id,
+                args.SimultaneousJobs, args.pipe)
+            bowtie_unify_id = unify_bowtie(
+                args.queue_name, bowtie_job_id,
+                args.dir_kmers,
+                kmer, args.chrom_dir,
+                args.source_dir, args.LenChrs,
+                args.write_script,
+                args.var_id, args.chrsize_path,
+                args.SimultaneousJobs, args.pipe)
+            conversion_job_id = kmer_job_id
+            print "Jobs submitted for k%d" % kmer
+        combine_files(bowtie_unify_id, args.source_dir,
+                      args.dir_kmers,
+                      args.queue_name,
+                      args.chrsize_path, args.write_script,
+                      args.var_id,
+                      args.LenChrs, args.pipe)
+        conversion_job_id = bowtie_unify_id
+        print("Successfully done with creating all jobs")
diff --git a/umap/uint8_to_bed.py b/umap/uint8_to_bed.py
new file mode 100644
index 0000000..d5b21d7
--- /dev/null
+++ b/umap/uint8_to_bed.py
@@ -0,0 +1,423 @@
+import argparse
+from datetime import datetime
+import gzip
+import numpy as np
+import os
+import re
+import warnings
+
+
+def subset_list(my_list, regex, reg_neg=False):
+    out_list = []
+    for item in my_list:
+        RE = re.search(regex, item)
+        if RE and not reg_neg:
+            out_list.append(item)
+        elif not RE and reg_neg:
+            out_list.append(item)
+    return out_list
+
+
+class Int8Handler:
+    def __init__(self, in_dir, out_dir, C2T, G2A, chrsize_path):
+        """Infers important directory structure from in_dir
+
+        The Int8Handler class requires in_dir argument which
+        is a directory with subfolders named as k<integer>
+        that have <chrom>.<kmer>.uint8.unique.gz files.
+        The Int8Handler.write_beds method creates one
+        browser extensible data (BED) file for each of the
+        k<integer> subfolders.
+
+        :param in_dir: Directory with <chrom>.uint8.unique.gz files
+        :param out_dir: Directory for saving output BED files
+        """
+        self.in_dir = in_dir
+        self.C2T = C2T
+        self.G2A = G2A
+        self.chrsize_path = chrsize_path
+        self.in_prev_dir = "/".join(in_dir.split("/")[:-1])
+        self.fix = ".uint8.unique.gz"
+        self.uint8s = subset_list(os.listdir(in_dir), self.fix)
+        self.prev_dir = "/".join(self.in_dir.split("/")[:-1])
+        self.kmers = subset_list(next(os.walk(self.in_prev_dir))[1],
+                                 "^k")
+        self.out_dir = out_dir
+        self.type = self.find_type()
+        self.chrsize_dict = self.make_chrsize_dict()
+        self.chroms = [each_chr for each_chr in
+                       self.chrsize_dict.keys() if
+                       "RC" not in each_chr]
+        self.chroms.sort()
+
+    def find_type(self):
+        if self.C2T:
+            self.type = "Bismap.Forward"
+        elif self.G2A:
+            self.type = "Bismap.Reverse"
+        else:
+            self.type = "Umap"
+        return self.type
+
+    def write_beds(self, out_label, kmer_cur,
+                   WriteUnique=False):
+        """Convert uint8 files to BED
+
+        A method of class Int8Handler, it reads uint8 files of
+        different chromosomes and saves them into a BED file.
+        This is the only method in this class that needs
+        to be called manually by the user.
+
+        Args:
+            out_label: Will be used in output names: <kmer>.<out_label>.bed.gz
+            kmer_cur: k-mer size in format of k<integer>
+            WriteUnique: Defaults to False. Will merge and save uint files.
+                Use if working with -Bismap and have reverse
+                complemented chromosomes.
+
+        Returns:
+            Saved ths output to a gzipped BED file
+
+        Raises:
+            Warning: If no uniquely mappable read is found in
+                any of the uint8 arrays.
+        """
+        kmer = int(kmer_cur.replace("k", ""))
+        STRAND = "+"
+        if self.G2A:
+            STRAND = "-"
+        in_dir = self.in_dir
+        all_chrs = self.chroms
+        all_chrs.sort()
+        for cur_chr in self.chroms:
+            other_chr = cur_chr + "_RC"
+            uint_path = "{}/{}{}".format(
+                in_dir, cur_chr, self.fix)
+            uniquely_mappable = self.load_uint_ar(
+                uint_path, kmer, cur_chr)
+            if self.type != "Umap":
+                uint_path_other = in_dir +\
+                    "/" + uint_path.split("/")[-1].replace(cur_chr, other_chr)
+                uniquely_mappable_other = self.load_uint_ar(
+                    uint_path_other, kmer, other_chr)
+
+                # Remove the last k nucleotides of the reverse chromosome
+                uniquely_mappable_other = uniquely_mappable_other[:-kmer]
+
+                # Reverse the chromosome (Hence it's a reverse complement)
+                uniquely_mappable_other = uniquely_mappable_other[::-1]
+
+                # Remove the last k nucleotides of the forward chromosome
+                uniquely_mappable = uniquely_mappable[:-kmer]
+
+                # Merge to find uniquely mappable reads in both strands
+                uniquely_mappable = np.array(
+                    np.logical_and(
+                        uniquely_mappable_other, uniquely_mappable),
+                    dtype=int)
+                if WriteUnique:
+                    unique_ar = np.array(uniquely_mappable, dtype=np.uint8)
+                    out_dir_uint = "{}/k{}".format(self.out_dir, kmer)
+                    if not os.path.exists(out_dir_uint):
+                        os.makedirs(out_dir_uint)
+                    out_path_uint = "{}/{}.k{}.uint8.unique.gz".format(
+                        out_dir_uint, cur_chr, kmer)
+                    out_link_uint = gzip.open(out_path_uint, "wb")
+                    out_link_uint.write(unique_ar.tobytes())
+                    out_link_uint.close()
+
+            bed_kmer_pos = self.get_bed6(
+                uniquely_mappable, kmer, STRAND, uint_path, cur_chr)
+
+            # Write the BED6 to a gzipped tsv file
+            out_name = "{}/{}.{}.bed.gz".format(
+                self.out_dir, kmer_cur, out_label)
+            if cur_chr == all_chrs[0]:
+                header = self.make_header(kmer_cur, type)
+                out_link = gzip.open(out_name, "wb")
+                out_link.write(header)
+            else:
+                out_link = gzip.open(out_name, "ab")
+            if len(bed_kmer_pos) > 0:
+                print "Found %d regions in %s" %\
+                    (bed_kmer_pos.shape[0], cur_chr)
+                for bed_line in bed_kmer_pos:
+                    line_out = [str(val) for val in bed_line]
+                    line_out = "\t".join(line_out) + "\n"
+                    out_link.write(line_out)
+                print "Created data of %s at %s" %\
+                    (cur_chr, str(datetime.now()))
+            out_link.close()
+
+    def get_bed6(self, uniquely_mappable, kmer,
+                 STRAND, uint_path, cur_chr):
+        """Make BED6 from a binary vector
+
+        Converts a binary vector with the same length
+        as the chromosome to a BED6 file. Each 1
+        entry in the binary file indicates that the
+        k-mer starting at that position and ending at
+        k nucleotides downstream is uniquely mappable.
+        Thus the BED6 would show any region in the genome
+        that is uniquely mappable by at least one k-mer.
+
+        :param uniquely_mappable: numpy binary array (0 or 1 values)
+        :param kmer: Integer scalar showing read length (k-mer)
+        :param STRAND: Strand that will be saved to the BED6
+        :param uint_path: Path of the uint8 array that was used
+        :param cur_chr: Chromosome name the the data is from
+
+        :returns: A numpy string array with BED6 information
+        """
+        unimap_diff = np.diff(uniquely_mappable)
+        poses_start, = np.where(unimap_diff == 1)
+        poses_end, = np.where(unimap_diff == -1)
+        if len(poses_start) != len(poses_end):
+            if len(poses_start) > len(poses_end):
+                poses_end = np.append(poses_end, [len(uniquely_mappable)])
+            else:
+                poses_start = np.append([0], poses_start)
+        elif uniquely_mappable[0] == 1:
+            poses_start = np.append([0], poses_start)
+            poses_end = np.append(poses_end, [len(uniquely_mappable)])
+        if len(poses_start) == 0:
+            warnings.warn(
+                "Found no uniquely mappable reads for {}!".format(
+                    uint_path))
+            bed_kmer_pos = []
+        else:
+            chr_length = self.chrsize_dict[cur_chr]
+            bed_kmer_pos = np.empty(shape=(len(poses_start), 6),
+                                    dtype="S16")
+            ind_high = []
+            for ind_st in range(len(poses_start)):
+                if poses_end[ind_st] + kmer - 1 > chr_length:
+                    ind_high.append(ind_st)
+            bed_kmer_pos = np.array(
+                [[cur_chr, str(poses_start[i] + 1),
+                  str(poses_end[i] + kmer - 1),
+                  "k" + str(kmer),
+                  1, STRAND] for i in range(len(poses_start))],
+                dtype="S64")
+            for each_ind in ind_high:
+                if int(bed_kmer_pos[each_ind][2]) > chr_length:
+                    bed_kmer_pos[each_ind][2] = str(chr_length)
+        return bed_kmer_pos
+
+    def load_uint_ar(self, uint_path, kmer, cur_chr):
+        """Loads a gzipped unsigned 8-bit integer as a numpy array
+        """
+        uint_link = gzip.open(uint_path, "rb")
+        uint_ar = np.frombuffer(uint_link.read(), dtype=np.uint8)
+        uint_link.close()
+        print "Processing {} for {} {}".format(
+            uint_path, kmer, cur_chr)
+        less_than_kmer = uint_ar <= kmer
+        not_zero = uint_ar != 0
+        uniquely_mappable = np.array(
+            np.logical_and(less_than_kmer, not_zero), dtype=int)
+        return uniquely_mappable
+
+    def make_header(self, kmer, type):
+        """Created BED6 header
+
+        :param str kmer: k<integer>
+        :param type: One of Bismap.Forward, Bismap.Reverse or Umap
+        """
+        dict_col = {"Bisulfite.Converted": "240,40,80",
+                    "Umap": "80,40,240",
+                    "Bismap.Forward": "220,20,80",
+                    "Bismap.Reverse": "80,20,220"}
+        header = 'track name="{} {}"'.format(type, kmer) +\
+            'description="Single-read mappability with {}-mers'.format(
+                kmer) +\
+            'color=%s \n'.format(dict_col.get(type, "40,40,240"))
+        return header
+
+    def make_chrsize_dict(self):
+        """Creates dictionary from 2-column chromosome size file
+        """
+        chrsize_dict = {}
+        with open(self.chrsize_path, "r") as chrsize_link:
+            for each_line in chrsize_link:
+                chr = each_line.rstrip("\n").split("\t")[0]
+                length = int(each_line.rstrip("\n").split("\t")[1])
+                chrsize_dict[chr] = length
+        return chrsize_dict
+
+    def bin_arr_to_wig(self, uniquely_mappable, kmer):
+        """Converts a uniquely a binary array to mult-read mappability
+
+        Unique mappability array is a binary array where each
+        value of 1 indicates that the k-mer starting at that
+        position is uniquely mappable. This function generates
+        an array of the same length and saves the multi-read mappability
+        of each position in that array. Multi-read mappability is the
+        probability of finding a uniquely mappable k-mer among all of
+        the k-mers that overlap with a given position.
+
+        :param uniquely_mappable: A binary numpy array
+        :param kmer: An integer defining read length
+
+        :returns: Multi-read mappability array.
+        """
+        LEN_AR = len(uniquely_mappable)
+        poses_start, = np.where(uniquely_mappable == 1)
+        ar_quant = np.zeros(len(uniquely_mappable), dtype=float)
+        for ind_st in poses_start:
+            ind_end = ind_st + kmer
+            if ind_end > LEN_AR:
+                ind_end = LEN_AR
+            ar_quant[ind_st:ind_end] = ar_quant[ind_st:ind_end] + 1.0
+        print("Finished generating multi-read mappability date at {}".format(
+            str(datetime.now())))
+        del poses_start
+        ar_quant = ar_quant / float(kmer)
+        return ar_quant
+
+    def write_as_wig(self, uint_path, out_path, kmer, chrom):
+        """unsigned 8-bit integer array file to wiggle
+
+        For a given numeric unsigned 8-bit integer vector that
+        is generated by Umap, this method save the wiggle file
+        which is specific for one chromosome over one read length.
+
+        :param uint_path: Path to a gzipped numeric unsigned 8-bit array
+        :param out_path: Gzipped path for saving wiggle
+        :param kmer: Integer defining read length
+        :param chrom: Chromosome that the uint_path is specific to
+        """
+        uniquely_mappable = self.load_uint_ar(uint_path, kmer, chrom)
+        ar_quant = self.bin_arr_to_wig(uniquely_mappable, kmer)
+        out_link = gzip.open(out_path, "wb")
+        unimap_diff = np.diff(np.array(ar_quant > 0, dtype=int))
+        poses_start, = np.where(unimap_diff == 1)
+        poses_end, = np.where(unimap_diff == -1)
+        if len(poses_start) != len(poses_end):
+            if len(poses_start) > len(poses_end):
+                poses_end = np.append(poses_end, [len(uniquely_mappable)])
+            else:
+                poses_start = np.append([0], poses_start)
+        elif uniquely_mappable[0] == 1:
+            poses_start = np.append([0], poses_start)
+            poses_end = np.append(poses_end, [len(uniquely_mappable)])
+        for ind_st in range(len(poses_start)):
+            pos_st = poses_start[ind_st] + 1
+            pos_end = poses_end[ind_st] + 1
+            start_line = "fixedStep chrom={} start={} step=1 span=1\n".format(
+                chrom, pos_st)
+            out_link.write(start_line)
+            for each_pos in range(pos_st, pos_end):
+                out_link.write(str(ar_quant[each_pos]) + "\n")
+        print(
+            "Finished saving the data to {} at {}".format(
+                out_path, str(datetime.now())))
+        out_link.close()
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Converts\
+    unionized uint8 outputs of umap/ubismap to bed files")
+    parser.add_argument(
+        "in_dir",
+        help="folder with <chrom>.uint8.unique.gz files")
+    parser.add_argument(
+        "out_dir",
+        help="Folder for writing the output files")
+    parser.add_argument(
+        "out_label",
+        help="File names would be kmer.<out_label>.bed.gz")
+    parser.add_argument(
+        "-C2T",
+        action="store_true",
+        help="If using converted genomes specify -C2T or -G2A")
+    parser.add_argument(
+        "-G2A",
+        action="store_true",
+        help="If using converted genomes specify -C2T or -G2A")
+    parser.add_argument(
+        "-chrsize_path",
+        default="../../chrsize.tsv",
+        help="Path to a 2 column file of chromosome and length. "
+        "By default it goes to ../../chrsize.tsv from out_dir")
+    parser.add_argument(
+        "-WriteUnique",
+        action="store_true",
+        help="If -Bismap is true and want to store the merged "
+        "uint file, specify this option")
+    parser.add_argument(
+        "-wiggle",
+        action="store_true",
+        help="If specified, will generate wiggle files "
+        "for each chromosome. Make sure to specify -job_id "
+        "or run in job array for parallel computation.")
+    parser.add_argument(
+        "-bed",
+        action="store_true",
+        help="If specified, will generate bed files that specify "
+        "all of the regions in the genome that are uniquely mappable "
+        "by each of the k-mers")
+    parser.add_argument(
+        "-kmers",
+        default=["k0"],
+        nargs="*",
+        help="Specify kmers separated by space such as: -kmers k10 k20")
+    parser.add_argument(
+        "-job_id",
+        type=int,
+        default=0,
+        help="If not using job array, specify this index "
+        "which will be used for selecting the chromosomes")
+    parser.add_argument(
+        "-var_id",
+        default="SGE_TASK_ID",
+        help="Environmental variable for finding chromosome indices")
+    args = parser.parse_args()
+    if not args.bed and not args.wiggle:
+        raise ValueError("Please specify only one of -bed or -wiggle")
+    if args.bed and args.wiggle:
+        raise ValueError("Please specify at least one of -bed or -wiggle")
+    if not os.path.exists(args.out_dir):
+        os.makedirs(args.out_dir)
+    FileHandler = Int8Handler(args.in_dir,
+                              args.out_dir, args.C2T, args.G2A,
+                              args.chrsize_path)
+    job_id = args.job_id
+    PARALLEL = True
+    if job_id == 0:
+        job_id = os.environ[args.var_id]
+        if job_id == "":
+            PARALLEL = False
+    kmers = FileHandler.kmers
+    if args.kmers[0] != "k0":
+        kmers = args.kmers
+    # for kmer in kmers:
+    for kmer in kmers:
+        if args.bed:
+            print("Creating BED file")
+            FileHandler.write_beds(args.out_label,
+                                   kmer, args.WriteUnique)
+        elif PARALLEL and args.wiggle:
+            chrom = FileHandler.chroms[int(job_id) - 1]
+            print(
+                "Saving Wiggle using job id {}, selected {}".format(
+                    job_id, chrom))
+            out_path = "{}/{}.{}.{}.MultiReadMappability.wg.gz".format(
+                args.out_dir, args.out_label, chrom, kmer)
+            uint_path = "{}/{}.uint8.unique.gz".format(
+                args.in_dir, chrom)
+            kmer_num = int(kmer.replace("k", ""))
+            FileHandler.write_as_wig(uint_path, out_path, kmer_num, chrom)
+        elif args.wiggle:
+            print("Creating wiggles for all chromosomes consequently")
+            print("This may take long...")
+            for chrom in FileHandler.chroms:
+                out_path = "{}/{}.{}.{}.MultiReadMappability.wg.gz".format(
+                    args.out_dir, args.out_label, chrom, kmer)
+                uint_path = "{}/{}.uint8.unique.gz".format(
+                    args.in_dir, chrom)
+                kmer_num = int(kmer.replace("k", ""))
+                FileHandler.write_as_wig(uint_path, out_path, kmer_num, chrom)
+                print(
+                    "Tired of waiting? Try parallel processing "
+                    "by specifying -job_id")
diff --git a/umap/unify_bowtie.py b/umap/unify_bowtie.py
new file mode 100644
index 0000000..9f7f80e
--- /dev/null
+++ b/umap/unify_bowtie.py
@@ -0,0 +1,151 @@
+from argparse import ArgumentParser
+import gzip
+import numpy as np
+import os
+import pandas as pd
+import re
+
+
+def subset_list(list_items, regex):
+    out_list = []
+    for each_item in list_items:
+        RE = re.search(regex, each_item)
+        if RE:
+            out_list.append(each_item)
+    return out_list
+
+
+class UnifyBowtie:
+    def __init__(self, bowtie_outdir, chrsize_path, job_id):
+        """Merges bowtie.gz outputs of run_bowtie
+
+        Based on outputs of run_bowtie that are saved in format
+        of <chr>.<kmer>.<job_id>.bowtie.gz, this class uses
+        a variable ID to select a particular chromosome and
+        merge the data in all of the different bowtie.gz files
+        of that chromosome.
+
+        :param bowtie_outdir: Directory with <chr>.<kmer>.<job_id>.bowtie.gz
+        :param chrsize_path: Path to 2-column file: <chr>\t<size>\n...
+        :param int job_id: A 0-based index to select chromosome
+            based on chrsize_path
+
+        :returns: Saves the output to bowtie_outdir/
+            <chr>.<kmer>.uint8.unique.gz file
+        """
+        self.bowtie_outdir = bowtie_outdir
+        self.chrsize_path = chrsize_path
+        self.ind_chr = job_id
+        self.chr_dict = self.make_chr_dict()
+        self.bowtie_to_unique()
+
+    def make_chr_dict(self):
+        """Makes a dictionary using self.chrsize_path"""
+        chr_dict = {}
+        with open(self.chrsize_path, "r") as chrsize_link:
+            for chrsize_line in chrsize_link:
+                chrom, size = chrsize_line.rstrip().split("\t")
+                chr_dict[chrom] = int(size)
+        return chr_dict
+
+    def get_mapped_positions(self, bowtie_path):
+        """Finds mapped regions in bowtie output
+
+        In a gzipped bowtie output with perfect matches,
+        filters the results to those in the forward strand
+        and saves them to an array.
+
+        Why results filtered for forward strand?
+        The results uniquely mapped
+        to the reverse strand are rare and a mistake of the
+        aligning algorithm because all of the k-mers are
+        generated from the forward strand. If match happens
+        on reverse strand, it means that the match is not the
+        only unique match (reads were generated from forward
+        strand).
+        """
+        bowtie_df = pd.read_csv(
+            bowtie_path, sep="\t",
+            compression="gzip",
+            names=["Ind", "Strand", "Chr", "Start"])
+        bowtie_df = bowtie_df[bowtie_df["Strand"] == "+"]
+        ind_ar = bowtie_df.iloc[:, 3]
+        return ind_ar
+
+    def get_other_chr_name(self, chr_name):
+        """Finds name of the reverse complement chromosome
+
+        In Bismap, we generate a set of reverse complemented
+        chromosomes to account for bisulfite conversion before
+        reverse complementation. This function finds those
+        chromosomes"""
+        new_name = chr_name
+        if "RC" in chr_name:
+            len_paths = len(
+                subset_list(
+                    os.listdir(self.bowtie_outdir), chr_name))
+            if len_paths == 0:
+                new_name = chr_name + "_RC"
+        return new_name
+
+    def bowtie_to_unique(self):
+        """Wrapper method of UnifyBowtie
+
+        Uses information of bowtie.gz files to find mappability
+        of a given chromosome. Is automatically called by
+        UnifyBowtie."""
+        KMER = int(self.bowtie_outdir.split("/")[-1].split("k")[-1])
+        all_chrs = self.chr_dict.keys()
+        all_chrs.sort()
+        chrom = all_chrs[self.ind_chr]
+        size = self.chr_dict[chrom]
+        new_chr_name = self.get_other_chr_name(chrom)
+        chr_paths = ["{}/{}".format(self.bowtie_outdir, bowtie_path)
+                     for bowtie_path in subset_list(
+                     os.listdir(self.bowtie_outdir),
+                     "{}\.".format(new_chr_name))]
+        bowtie_paths = subset_list(chr_paths, ".bowtie.gz")
+        unique_ar = np.zeros(size, dtype=np.uint8)
+        for bowtie_path in bowtie_paths:
+            mapped_indices = self.get_mapped_positions(bowtie_path)
+            for st_index in mapped_indices:
+                end_index = st_index + KMER
+                unique_ar[st_index:end_index] = 1
+            print("Done with {}".format(bowtie_path))
+        out_path = "{}/{}.k{}.uint8.unique.gz".format(
+            self.bowtie_outdir, chrom, KMER)
+        out_link = gzip.open(out_path, "wb")
+        # np.save(out_link, unique_ar)
+        out_link.write(unique_ar.tobytes())
+        # unique_ar.tofile(out_link)
+        out_link.close()
+        print("Saved {}".format(out_path))
+        print("Exiting successfully")
+
+
+if __name__ == "__main__":
+    parser = ArgumentParser(
+        description="")
+    parser.add_argument(
+        "bowtie_outdir",
+        help="Directory containing bowtie output files")
+    parser.add_argument(
+        "chrsize_path",
+        help="A file containing the order of chromosome names\
+        to consider (one chromosome name per line)")
+    parser.add_argument(
+        "-job_id",
+        default=0,
+        type=int,
+        help="If not using a cluster for submitting jobs, "
+        "specify the job_id by integer ranging from 1 to "
+        "total number of chromosomes in chrsize_path")
+    parser.add_argument(
+        "-var_id",
+        default="SGE_TASK_ID",
+        help="HPC variable name for job ID (1-based index)")
+    args = parser.parse_args()
+    job_id = args.job_id
+    if job_id == 0:
+        job_id = int(os.environ[args.var_id]) - 1
+    UnifyBowtie(args.bowtie_outdir, args.chrsize_path, job_id)

-- 
Alioth's /usr/local/bin/git-commit-notice on /srv/git.debian.org/git/debian-med/umap.git



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