Table of Contents

• 1. Objectives and goals
  • 1.1 Problem statement
• 2. Training BioNER
  • 2.1 Dataset
  • 2.2 Attributes and features extraction
  • 2.3 Models and optimization options
• 3. Trained model evaluation
• 4. Using BioNER tagger (i.e. trained model)
  • 4.1 Reviving trained model (BioNER)
  • 4.2 Decoding method
• 5. Literature and references

# first we define relevant directories
import sys
# in case PySeqLab package is not installed, 
# we can download the package repository from https://bitbucket.org/A_2/pyseqlab
# and then we add the location of the repository to the python system path
# location of the PySeqLab repository on disk -- INSERT location or discard if PySeqLab package is already installed
pyseqlab_package_dir = ""
sys.path.insert(0, pyseqlab_package_dir)
import os
# project directory
project_dir = os.path.abspath(os.path.join(os.getcwd(), os.pardir))
# src directory for the project repository
src_dir = os.path.join(project_dir, 'src')
sys.path.insert(0, src_dir)
# get the tutorials dir
tutorials_dir = os.path.join(project_dir, 'tutorials')
# to use for customizing the display/format of the cells
from IPython.core.display import HTML
with open(os.path.join(tutorials_dir, 'pseqlab_base.css')) as f:
    css = "".join(f.readlines())
HTML(css)

from train_bioner_workflow import *

1. Objectives and goals

In this tutorial, we will learn about:

• the process/workflow for building biomedical named entity recognizer BioNER (i.e. based on CRFs model formalism)
• training the built model and evaluating its performance
• reviving the trained model and decoding new sequences (i.e. test sequences that were not used for training)

1.1 Problem statement

The Bio-Entity Recognition task (Bio-NER) (Kim et al., 2004) is based on the GENIA corpus version 3.02 that aimed at identifying and classifying technical terms in the domain of molecular biology (BioNLP/NLPBA 2004 task).

Given a set of sentences extracted from medical abstracts, the goal is to identify 5 classes representing the targeted biomedical entities Protein, DNA, RNA, Cell line and Cell type.

Reminder: To work with this tutorial interactively, we need to clone the bio-entity-recognition repository from bitbucket to our disk locally. Then, navigate to [cloned_package_dir]/tutorials where [cloned_package_dir] is the path to the cloned package folder.

NB: PySeqLab should be already installed or included in the python system path before we proceed.

2. Training BioNER

The src directory in the cloned repository includes two main modules:

• train_bioner_workflow.py
• bioner_extractor.py

As a prerequisite, refer to the tutorials describing in detail the model building and training process using PySeqLab package.

2.1 Dataset

Originally, the dataset is composed of two files found in the dataset folder (see the printed tree path below):

1. training file (Genia4ERtask1.iob2)
2. testing file (Genia4EReval1.iob2)

├── dataset
│   ├── original
│   │   ├── training
│   │   │   ├── Genia4ERtask1.iob2
│   │   │   ├── sampletest1.iob2
│   │   ├── test
│   │   │   ├── Genia4EReval1.raw
│   │   │   ├── Genia4EReval1.iob2

The training dataset is composed of sentences where each sentence has a word column and label (entity) column (see excerpt of training data below):

IL-2    B-DNA
gene    I-DNA
expression    O
and    O
NF-kappa    B-protein
B    I-protein
activation    O
through    O
CD28    B-protein
requires    O
reactive    O
oxygen    O
production    O
by    O
5-lipoxygenase    B-protein
.    O

Activation    O
of    O
the    O
CD28    B-protein
surface    I-protein
receptor    I-protein
provides    O
a    O
major    O
costimulatory    O
signal    O
for    O
T    O
cell    O
activation    O
resulting    O
in    O
enhanced    O
production    O
of    O
interleukin-2    B-protein
(    O
IL-2    B-protein
)    O
and    O
cell    O
proliferation    O
.    O

In    O
primary    B-cell_type
T    I-cell_type
lymphocytes    I-cell_type
we    O
show    O
that    O
CD28    B-protein
ligation    O
leads    O
to    O
the    O
rapid    O
intracellular    O
formation    O
of    O
reactive    O
oxygen    O
intermediates    O
(    O
ROIs    O
)    O
which    O
are    O
required    O
for    O
CD28    B-protein
-mediated    O
activation    O
of    O
the    O
NF-kappa    B-protein
B    I-protein
/    O
CD28-responsive    B-protein
complex    I-protein
and    O
IL-2    B-protein
expression    O
.    O

In our problem statement, we mentioned that the goal is to predict 5 classes plus a non entity class (i.e. other). However, the training file encodes the labels using BIO/IOB format. In this format each entity class will have two labels: B-class (beginning of entity class) and I-class (within/continuation of entity class). Hence, the total number of classes will be increased to 11.

In order to build a performing model, we have to use more than the provided words track (i.e. w). That is we need to provide semantics on top of the words. For this reason, we process the training and test data files by providing a chunk label (i.e. using our trained shallow parser) and part-of-speech tag (i.e. using our trained part-of-speech tagger). This will provide additional two tracks that we can use in building our BioNER classifier.

To process the data (i.e. assign/add new tracks), we use preprocess_data() function in the train_bioner_workflow.py module. It will use the trained chunker and part-of-speech tagger that are placed in the labelers folder.

NB: We need to place the trained models folders (i.e. trained_models) corresponding to the chunker and part-of-speech tagger under the labelers folder in this repository. The tree path should look like this:

├── labelers
│   ├── 2016_12_21-16_37_6_147704
│   │   ├── crf_training_log.txt
│   │   ├── model_parts
│   │   │   ├── class_desc.txt
│   │   │   ├── MR_L
│   │   │   ├── MR_modelfeatures
│   │   │   ├── MR_Ycodebook
│   │   │   ├── FE_templateY
│   │   │   ├── FE_templateX
│   │   │   ├── weights
│   │   │   ├── MR_modelfeaturescodebook
│   ├── 2017_1_8-0_9_48_894305
│   │   ├── crf_training_log.txt
│   │   ├── model_parts
│   │   │   ├── class_desc.txt
│   │   │   ├── MR_L
│   │   │   ├── MR_modelfeatures
│   │   │   ├── MR_Ycodebook
│   │   │   ├── FE_templateY
│   │   │   ├── MR_modelfeaturescodebook_old
│   │   │   ├── FE_templateX
│   │   │   ├── weights
│   │   │   ├── MR_modelfeaturescodebook

After running the preprocess_data() function, we will obtain a new training and test dataset again under dataset folder (see tree path below).

├── dataset
│   ├── original
│   │   ├── training
│   │   │   ├── Genia4ERtask1.iob2
│   │   │   ├── sampletest1.iob2
│   │   ├── test
│   │   │   ├── Genia4EReval1.raw
│   │   │   ├── Genia4EReval1.iob2
│   ├── test.txt
│   ├── train.txt

This is an excerpt of the processed training file:

w    pos    chunk    bio_ner
IL-2    NN    B-NP    B-DNA
gene    NN    I-NP    I-DNA
expression    NN    I-NP    O
and    CC    I-NP    O
NF-kappa    NN    I-NP    B-protein
B    NN    I-NP    I-protein
activation    NN    I-NP    O
through    IN    B-PP    O
CD28    NN    B-NP    B-protein
requires    VBZ    B-VP    O
reactive    JJ    B-NP    O
oxygen    NN    I-NP    O
production    NN    I-NP    O
by    IN    B-PP    O
5-lipoxygenase    NN    B-NP    B-protein
.    .    O    O

Activation    NN    B-NP    O
of    IN    B-PP    O
the    DT    B-NP    O
CD28    NN    I-NP    B-protein
surface    NN    I-NP    I-protein
receptor    NN    I-NP    I-protein
provides    VBZ    B-VP    O
a    DT    B-NP    O
major    JJ    I-NP    O
costimulatory    JJ    I-NP    O
signal    NN    I-NP    O
for    IN    B-PP    O
T    NN    B-NP    O
cell    NN    I-NP    O
activation    NN    I-NP    O
resulting    VBG    B-VP    O
in    IN    B-PP    O
enhanced    VBN    B-NP    O
production    NN    I-NP    O
of    IN    B-PP    O
interleukin-2    NN    B-NP    B-protein
(    (    O    O
IL-2    NN    B-NP    B-protein
)    )    O    O
and    CC    O    O
cell    NN    B-NP    O
proliferation    NN    I-NP    O
.    .    O    O

In    IN    B-PP    O
primary    JJ    B-NP    B-cell_type
T    NN    I-NP    I-cell_type
lymphocytes    NNS    I-NP    I-cell_type
we    PRP    B-NP    O
show    VBP    B-VP    O
that    IN    B-SBAR    O
CD28    NN    B-NP    B-protein
ligation    NN    I-NP    O
leads    VBZ    B-VP    O
to    TO    B-PP    O
the    DT    B-NP    O
rapid    JJ    I-NP    O
intracellular    JJ    I-NP    O
formation    NN    I-NP    O
of    IN    B-PP    O
reactive    JJ    B-NP    O
oxygen    NN    I-NP    O
intermediates    NNS    I-NP    O
(    (    O    O
ROIs    NNS    B-NP    O
)    )    O    O
which    WDT    B-NP    O
are    VBP    B-VP    O
required    VBN    I-VP    O
for    IN    B-PP    O
CD28    NN    B-NP    B-protein
-mediated    JJ    I-NP    O
activation    NN    I-NP    O
of    IN    B-PP    O
the    DT    B-NP    O
NF-kappa    NN    I-NP    B-protein
B    NN    I-NP    I-protein
/    :    O    O
CD28-responsive    JJ    B-NP    B-protein
complex    NN    I-NP    I-protein
and    CC    I-NP    O
IL-2    NN    I-NP    B-protein
expression    NN    I-NP    O
.    .    O    O

preprocess_data()

2.2 Attributes and features extraction

We start by defining our attribute extractor that will be used to generate attributes from the parsed sequences. Our attribute extractor BioNERAttributeExtractor is subclass of GenericAttributeExtractor class implemented in bioner_extractor.py module. It defines attributes based on the words, chunk and part-of-speech tracks in addition to new computed tracks that measure/capture orthographic, shape and prefix/suffix attributes at each position in the sequence. Below is an example of the attributes extracted using our BioNERAttributeExtractor class from a sequence in our training file.

After defining our attribute extractor, we define the feature templates that are used by the feature extractors to generate features. Feature templates and feature extraction are described in detail in this tutorial.

In the train_bioner_workflow.py module, we define our feature templates using template_config() function.

def template_config():
    template_generator = TemplateGenerator()
    templateXY = {}
    # generating template for attr_name = w
    template_generator.generate_template_XY('w', 
                                            ('1-gram:2-gram:3-gram', range(-2,3)), 
                                            '1-state:2-states:3-states', templateXY)

    # generating template for the prefix and suffix
    attr_names = ('prefix', 'suffix')
    for attr_name in attr_names:
        for i in range(3, 6):
            template_generator.generate_template_XY('{}_{}'.format(attr_name, i),
                                                    ('1-gram', range(0,1)),
                                                    '1-state', templateXY)

    # generating templated for the orthographic features
    attr_names = ('initcap',
                  'capword',
                  'allcaps',
                  'capsmix',
                  'alphanumix',
                  'alphanum',
                  'upperchar',
                  'lowerchar',
                  'shortnum',
                  'int',
                  'real',
                  'roman',
                  'hasdash',
                  'initdash',
                  'enddash',
                  'punc',
                  'quote')
    for attr_name in attr_names:
        template_generator.generate_template_XY(attr_name, ('1-gram', range(0,1)), '1-state', templateXY)

    #generate template for word shape and degenerated shape
    attr_names = ('shape', 'shaped')
    for attr_name in attr_names:
        template_generator.generate_template_XY(attr_name, ('1-gram', range(0,1)), '1-state', templateXY)

    template_generator.generate_template_XY('pos', 
                                            ('1-gram:2-gram', range(-1,2)), 
                                            '1-state:2-states:3-states', templateXY)
    template_generator.generate_template_XY('chunk',
                                            ('1-gram:2-gram', range(-1,2)),
                                            '1-state:2-states:3-states', templateXY)

    templateY = {'Y':()}

    return(templateXY, templateY)

The defined templates include multiple tracks (i.e. w, chunk, pos, prefix_3:5, suffix_3:5, initcap, capword, allcaps, capsmix, alphanumix, alphanum, upperchar, lowerchar, shortnum, int, real, roman, hasdash, initdash, enddash, punc, quote, shape and shaped) representing the words, shallow parse, part-of-speech and the computed attributes based on the words track. The notation prefix_3:5 represents multiple attributes (i.e. newly computed tracks) based on varying prefix lengths such as prefixes of length 3, 4, and 5.

For the words track (i.e. w):

• We define a window of size 5 centered at each position in the sequence. We pass through the sequence from left to right, where at each position, we construct a window of size 5 (a window that includes attributes at two previous positions, current position, and two forward/future positions)
• We extract 1 to 3 grams (i.e. 1-gram:2-gram:3-gram) in the specified window
• We join these attributes with (1) the current state, (2) the previous and current state, and (3) the two previous states and the current state (i.e. Y labels)

For the following tracks {prefix_3:5, suffix_3:5, initcap, capword, allcaps, capsmix, alphanumix, alphanum, upperchar, lowerchar, shortnum, int, real, roman, hasdash, initdash, enddash, punc, quote, shape and shaped}:

• We define a window of size 1 centered at each position in the sequence. We pass through the sequence from left to right, where at each position, we construct a window of size 1 (a window that includes attribute only at the current position)
• We extract unigrams and bigrams (i.e. 1-gram:2-grams) in the specified window
• We join these attributes with (1) the current state (i.e. Y labels)

For the chunk and part-of-speech tracks (i.e. chunk and pos:

• We define a window of size 3 centered at each position in the sequence. We pass through the sequence from left to right, where at each position, we construct a window of size 3 (a window that includes attributes at one previous position, current position and one future position)
• We extract unigrams, bigrams and trigrams (i.e. 1-gram:2-gram:3-gram) in the specified window
• We join these attributes with (1) the current state, (2) the previous and current state, and (3) the two previous states and the current state (i.e. Y labels)

from bioner_extractor import *
example()

attr_desc {'upperchar': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- upperchar', 'encoding': 'categorical'}, 'capsmix': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- capsmix', 'encoding': 'categorical'}, 'pos': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'the part-of-speech of the word', 'encoding': 'categorical'}, 'prefix_3': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'prefix of length 3 for the word observation', 'encoding': 'categorical'}, 'shortnum': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- shortnum', 'encoding': 'categorical'}, 'int': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- int', 'encoding': 'categorical'}, 'shape': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'the shape of the word', 'encoding': 'categorical'}, 'alphanumix': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- alphanumix', 'encoding': 'categorical'}, 'initdash': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- initdash', 'encoding': 'categorical'}, 'real': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- real', 'encoding': 'categorical'}, 'quote': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- quote', 'encoding': 'categorical'}, 'punc': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- punc', 'encoding': 'categorical'}, 'allcaps': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- allcaps', 'encoding': 'categorical'}, 'initcap': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- initcap', 'encoding': 'categorical'}, 'alphanum': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- alphanum', 'encoding': 'categorical'}, 'hasdash': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- hasdash', 'encoding': 'categorical'}, 'suffix_4': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'suffix of length 4 for the word observation', 'encoding': 'categorical'}, 'lowerchar': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- lowerchar', 'encoding': 'categorical'}, 'shaped': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'the compressed/degenerated form/shape of the word', 'encoding': 'categorical'}, 'w': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'the word/token', 'encoding': 'categorical'}, 'prefix_5': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'prefix of length 5 for the word observation', 'encoding': 'categorical'}, 'capword': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- capword', 'encoding': 'categorical'}, 'suffix_5': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'suffix of length 5 for the word observation', 'encoding': 'categorical'}, 'enddash': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- enddash', 'encoding': 'categorical'}, 'roman': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'Orthographic feature -- roman', 'encoding': 'categorical'}, 'chunk': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'word chunk', 'encoding': 'categorical'}, 'prefix_4': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'prefix of length 4 for the word observation', 'encoding': 'categorical'}, 'suffix_3': {'repr_func': <bound method GenericAttributeExtractor._represent_categorical_attr of <bioner_extractor.BioNERAttributeExtractor object at 0x7f4cac514dd8>>, 'description': 'suffix of length 3 for the word observation', 'encoding': 'categorical'}}

boundary (4, 4)
attributes {'upperchar': '0', 'capsmix': '0', 'prefix_3': 'and', 'shortnum': '0', 'int': '0', 'shape': 'aaa', 'alphanumix': '0', 'initdash': '0', 'real': '0', 'quote': '0', 'punc': '0', 'allcaps': '0', 'initcap': '0', 'alphanum': '0', 'hasdash': '0', 'suffix_4': '', 'lowerchar': '0', 'shaped': 'a', 'w': 'and', 'prefix_5': '', 'capword': '0', 'suffix_5': '', 'enddash': '0', 'roman': '0', 'prefix_4': '', 'suffix_3': 'and'}
--------------------------------------------------
boundary (13, 13)
attributes {'upperchar': '0', 'capsmix': '0', 'prefix_3': 'pro', 'shortnum': '0', 'int': '0', 'shape': 'aaaaaaaaaa', 'alphanumix': '0', 'initdash': '0', 'real': '0', 'quote': '0', 'punc': '0', 'allcaps': '0', 'initcap': '0', 'alphanum': '0', 'hasdash': '0', 'suffix_4': 'tion', 'lowerchar': '0', 'shaped': 'a', 'w': 'production', 'prefix_5': 'produ', 'capword': '0', 'suffix_5': 'ction', 'enddash': '0', 'roman': '0', 'prefix_4': 'prod', 'suffix_3': 'ion'}
--------------------------------------------------
boundary (6, 6)
attributes {'upperchar': '1', 'capsmix': '0', 'prefix_3': '', 'shortnum': '0', 'int': '0', 'shape': 'A', 'alphanumix': '0', 'initdash': '0', 'real': '0', 'quote': '0', 'punc': '0', 'allcaps': '1', 'initcap': '0', 'alphanum': '0', 'hasdash': '0', 'suffix_4': '', 'lowerchar': '0', 'shaped': 'A', 'w': 'B', 'prefix_5': '', 'capword': '0', 'suffix_5': '', 'enddash': '0', 'roman': '0', 'prefix_4': '', 'suffix_3': ''}
--------------------------------------------------
boundary (2, 2)
attributes {'upperchar': '0', 'capsmix': '1', 'prefix_3': 'gEn', 'shortnum': '0', 'int': '0', 'shape': 'aAaa', 'alphanumix': '0', 'initdash': '0', 'real': '0', 'quote': '0', 'punc': '0', 'allcaps': '0', 'initcap': '0', 'alphanum': '0', 'hasdash': '0', 'suffix_4': 'gEne', 'lowerchar': '0', 'shaped': 'aAa', 'w': 'gEne', 'prefix_5': '', 'capword': '0', 'suffix_5': '', 'enddash': '0', 'roman': '0', 'prefix_4': 'gEne', 'suffix_3': 'Ene'}
--------------------------------------------------
boundary (12, 12)
attributes {'upperchar': '0', 'capsmix': '0', 'prefix_3': 'oxy', 'shortnum': '0', 'int': '0', 'shape': 'aaaaaa', 'alphanumix': '0', 'initdash': '0', 'real': '0', 'quote': '0', 'punc': '0', 'allcaps': '0', 'initcap': '0', 'alphanum': '0', 'hasdash': '0', 'suffix_4': 'ygen', 'lowerchar': '0', 'shaped': 'a', 'w': 'oxygen', 'prefix_5': 'oxyge', 'capword': '0', 'suffix_5': 'xygen', 'enddash': '0', 'roman': '0', 'prefix_4': 'oxyg', 'suffix_3': 'gen'}
--------------------------------------------------
boundary (11, 11)
attributes {'upperchar': '0', 'capsmix': '0', 'prefix_3': 'rea', 'shortnum': '0', 'int': '0', 'shape': 'aaaaaaaa', 'alphanumix': '0', 'initdash': '0', 'real': '0', 'quote': '0', 'punc': '0', 'allcaps': '0', 'initcap': '0', 'alphanum': '0', 'hasdash': '0', 'suffix_4': 'tive', 'lowerchar': '0', 'shaped': 'a', 'w': 'reactive', 'prefix_5': 'react', 'capword': '0', 'suffix_5': 'ctive', 'enddash': '0', 'roman': '0', 'prefix_4': 'reac', 'suffix_3': 'ive'}
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2.3 Models and optimization options

In the train_bioner_workflow.py module, we implement the training workflow. In this section, we describe the training setup and the chosen options for performing the training.

We used the following classes:

• feature extractor (HOFeatureExtractor),
• CRFs model (HOCRFAD) and
• CRFs model representation (HOCRFADModelRepresentation)

For the training method (i.e. optimization options), we used the following options:

• search-based probabilistic online learning, SAPO algorithm (Sun, 2015) (method = SAPO),
• with beam search enabled (beam_size = 5) and update type equal to max (update_type = max-fast),
• and 15 passes through the training data (num_epochs = 15)

To run the training process, we use run_training(optimization_options, template_config) function. We pass the optimization options and the function generating the defined feature templates (see this code snippet). The training process will perform the following:

1. read the training file (train.txt) and parse it into sequences
2. process and dump the parsed sequences on disk in a relevant format to be later used in the learning framework
3. build a model based on the processed training sequences
4. train the model weights (i.e. estimate the feature weights) using the specified optimization method
5. use the trained model to decode the training sequences and write the result to a file
6. read the test file (test.txt) parse it into sequences
7. use the trained model to decode the testing sequences and write the result to a file
8. return the path to the trained model directory

The return value of the training function (i.e. model_dir -- see code snippet below) is the path to the trained model.

During model training, we track the estimated average decoding error by plotting the generated avg_decodingerror_training file.

%matplotlib inline
import matplotlib
import matplotlib.pyplot as plt
plt.rcParams["figure.figsize"] = (10,6)
# import the module containing training workflow
# we use only 100 sequences for demonstration
# to go through the whole file simply omit passing the num_seqs keyword argument
num_seqs = 100
from train_bioner_workflow import *
optimization_options = {"method" : "SAPO",
                        "num_epochs":15,
                        'shuffle_seq':True,
                        "tolerance":1e-6
                        }
  
     
# demonstrate training using only 100 sequences from the both the training and test file
model_dir = run_training(optimization_options, template_config, num_seqs=num_seqs)

# using all sequences from the both the training and test file
# model_dir = run_training(optimization_options, template_config)

def plot_avg_decodingerror(model_dir):
    # plot the estimated average decoding error during training phase
    avg_decerror = ReaderWriter.read_data(os.path.join(model_dir, 'avg_decodingerror_training'))
    plt.plot(avg_decerror[1:], label="method:{}".format(optimization_options['method']))
    plt.legend(loc='upper right')
    plt.xlabel('number of epochs')
    plt.ylabel('estimated average decoding error')
    
plot_avg_decodingerror(model_dir)

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identifying model active features -- processed seqs:  1
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identifying model active features -- processed seqs:  97
identifying model active features -- processed seqs:  98
identifying model active features -- processed seqs:  99
identifying model active features -- processed seqs:  100
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reldiff = 1.0
average error : [0, 0.2747612591929254]
self._exitloop False
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reldiff = 0.31748111259307277
average error : [0, 0.2747612591929254, 0.1423396108941439]
self._exitloop False
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reldiff = 0.09691086777095839
average error : [0, 0.2747612591929254, 0.1423396108941439, 0.11718851500252699]
self._exitloop False
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reldiff = 0.5204305569912396
average error : [0, 0.2747612591929254, 0.1423396108941439, 0.11718851500252699, 0.03696323426832406]
self._exitloop False
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reldiff = 0.44891576362656566
average error : [0, 0.2747612591929254, 0.1423396108941439, 0.11718851500252699, 0.03696323426832406, 0.014058688739548924]
self._exitloop False
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reldiff = 0.10180973891894593
average error : [0, 0.2747612591929254, 0.1423396108941439, 0.11718851500252699, 0.03696323426832406, 0.014058688739548924, 0.011460578776352284]
self._exitloop False
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reldiff = 0.8043114493406941
average error : [0, 0.2747612591929254, 0.1423396108941439, 0.11718851500252699, 0.03696323426832406, 0.014058688739548924, 0.011460578776352284, 0.0012429694725268618]
self._exitloop False
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average error : [0, 0.2747612591929254, 0.1423396108941439, 0.11718851500252699, 0.03696323426832406, 0.014058688739548924, 0.011460578776352284, 0.0012429694725268618, 0.0]
self._exitloop True
sequence decoded -- 99 sequences are left
sequence decoded -- 98 sequences are left
sequence decoded -- 97 sequences are left
sequence decoded -- 96 sequences are left
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sequence decoded -- 88 sequences are left
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sequence decoded -- 85 sequences are left
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sequence decoded -- 79 sequences are left
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sequence decoded -- 70 sequences are left
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sequence decoded -- 5 sequences are left
sequence decoded -- 4 sequences are left
sequence decoded -- 3 sequences are left
sequence decoded -- 2 sequences are left
sequence decoded -- 1 sequences are left
sequence decoded -- 0 sequences are left
{}
identifying model active features -- processed seqs:  1
identifying model active features -- processed seqs:  2
identifying model active features -- processed seqs:  3
identifying model active features -- processed seqs:  4
identifying model active features -- processed seqs:  5
identifying model active features -- processed seqs:  6
identifying model active features -- processed seqs:  7
identifying model active features -- processed seqs:  8
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identifying model active features -- processed seqs:  20
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identifying model active features -- processed seqs:  26
identifying model active features -- processed seqs:  27
identifying model active features -- processed seqs:  28
identifying model active features -- processed seqs:  29
identifying model active features -- processed seqs:  30
identifying model active features -- processed seqs:  31
identifying model active features -- processed seqs:  32
identifying model active features -- processed seqs:  33
identifying model active features -- processed seqs:  34
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identifying model active features -- processed seqs:  37
identifying model active features -- processed seqs:  38
identifying model active features -- processed seqs:  39
identifying model active features -- processed seqs:  40
identifying model active features -- processed seqs:  41
identifying model active features -- processed seqs:  42
identifying model active features -- processed seqs:  43
identifying model active features -- processed seqs:  44
identifying model active features -- processed seqs:  45
identifying model active features -- processed seqs:  46
identifying model active features -- processed seqs:  47
identifying model active features -- processed seqs:  48
identifying model active features -- processed seqs:  49
identifying model active features -- processed seqs:  50
identifying model active features -- processed seqs:  51
identifying model active features -- processed seqs:  52
identifying model active features -- processed seqs:  53
identifying model active features -- processed seqs:  54
identifying model active features -- processed seqs:  55
identifying model active features -- processed seqs:  56
identifying model active features -- processed seqs:  57
identifying model active features -- processed seqs:  58
identifying model active features -- processed seqs:  59
identifying model active features -- processed seqs:  60
identifying model active features -- processed seqs:  61
identifying model active features -- processed seqs:  62
identifying model active features -- processed seqs:  63
identifying model active features -- processed seqs:  64
identifying model active features -- processed seqs:  65
identifying model active features -- processed seqs:  66
identifying model active features -- processed seqs:  67
identifying model active features -- processed seqs:  68
identifying model active features -- processed seqs:  69
identifying model active features -- processed seqs:  70
identifying model active features -- processed seqs:  71
identifying model active features -- processed seqs:  72
identifying model active features -- processed seqs:  73
identifying model active features -- processed seqs:  74
identifying model active features -- processed seqs:  75
identifying model active features -- processed seqs:  76
identifying model active features -- processed seqs:  77
identifying model active features -- processed seqs:  78
identifying model active features -- processed seqs:  79
identifying model active features -- processed seqs:  80
identifying model active features -- processed seqs:  81
identifying model active features -- processed seqs:  82
identifying model active features -- processed seqs:  83
identifying model active features -- processed seqs:  84
identifying model active features -- processed seqs:  85
identifying model active features -- processed seqs:  86
identifying model active features -- processed seqs:  87
identifying model active features -- processed seqs:  88
identifying model active features -- processed seqs:  89
identifying model active features -- processed seqs:  90
identifying model active features -- processed seqs:  91
identifying model active features -- processed seqs:  92
identifying model active features -- processed seqs:  93
identifying model active features -- processed seqs:  94
identifying model active features -- processed seqs:  95
identifying model active features -- processed seqs:  96
identifying model active features -- processed seqs:  97
identifying model active features -- processed seqs:  98
identifying model active features -- processed seqs:  99
identifying model active features -- processed seqs:  100
sequence decoded -- 99 sequences are left
sequence decoded -- 98 sequences are left
sequence decoded -- 97 sequences are left
sequence decoded -- 96 sequences are left
sequence decoded -- 95 sequences are left
sequence decoded -- 94 sequences are left
sequence decoded -- 93 sequences are left
sequence decoded -- 92 sequences are left
sequence decoded -- 91 sequences are left
sequence decoded -- 90 sequences are left
sequence decoded -- 89 sequences are left
sequence decoded -- 88 sequences are left
sequence decoded -- 87 sequences are left
sequence decoded -- 86 sequences are left
sequence decoded -- 85 sequences are left
sequence decoded -- 84 sequences are left
sequence decoded -- 83 sequences are left
sequence decoded -- 82 sequences are left
sequence decoded -- 81 sequences are left
sequence decoded -- 80 sequences are left
sequence decoded -- 79 sequences are left
sequence decoded -- 78 sequences are left
sequence decoded -- 77 sequences are left
sequence decoded -- 76 sequences are left
sequence decoded -- 75 sequences are left
sequence decoded -- 74 sequences are left
sequence decoded -- 73 sequences are left
sequence decoded -- 72 sequences are left
sequence decoded -- 71 sequences are left
sequence decoded -- 70 sequences are left
sequence decoded -- 69 sequences are left
sequence decoded -- 68 sequences are left
sequence decoded -- 67 sequences are left
sequence decoded -- 66 sequences are left
sequence decoded -- 65 sequences are left
sequence decoded -- 64 sequences are left
sequence decoded -- 63 sequences are left
sequence decoded -- 62 sequences are left
sequence decoded -- 61 sequences are left
sequence decoded -- 60 sequences are left
sequence decoded -- 59 sequences are left
sequence decoded -- 58 sequences are left
sequence decoded -- 57 sequences are left
sequence decoded -- 56 sequences are left
sequence decoded -- 55 sequences are left
sequence decoded -- 54 sequences are left
sequence decoded -- 53 sequences are left
sequence decoded -- 52 sequences are left
sequence decoded -- 51 sequences are left
sequence decoded -- 50 sequences are left
sequence decoded -- 49 sequences are left
sequence decoded -- 48 sequences are left
sequence decoded -- 47 sequences are left
sequence decoded -- 46 sequences are left
sequence decoded -- 45 sequences are left
sequence decoded -- 44 sequences are left
sequence decoded -- 43 sequences are left
sequence decoded -- 42 sequences are left
sequence decoded -- 41 sequences are left
sequence decoded -- 40 sequences are left
sequence decoded -- 39 sequences are left
sequence decoded -- 38 sequences are left
sequence decoded -- 37 sequences are left
sequence decoded -- 36 sequences are left
sequence decoded -- 35 sequences are left
sequence decoded -- 34 sequences are left
sequence decoded -- 33 sequences are left
sequence decoded -- 32 sequences are left
sequence decoded -- 31 sequences are left
sequence decoded -- 30 sequences are left
sequence decoded -- 29 sequences are left
sequence decoded -- 28 sequences are left
sequence decoded -- 27 sequences are left
sequence decoded -- 26 sequences are left
sequence decoded -- 25 sequences are left
sequence decoded -- 24 sequences are left
sequence decoded -- 23 sequences are left
sequence decoded -- 22 sequences are left
sequence decoded -- 21 sequences are left
sequence decoded -- 20 sequences are left
sequence decoded -- 19 sequences are left
sequence decoded -- 18 sequences are left
sequence decoded -- 17 sequences are left
sequence decoded -- 16 sequences are left
sequence decoded -- 15 sequences are left
sequence decoded -- 14 sequences are left
sequence decoded -- 13 sequences are left
sequence decoded -- 12 sequences are left
sequence decoded -- 11 sequences are left
sequence decoded -- 10 sequences are left
sequence decoded -- 9 sequences are left
sequence decoded -- 8 sequences are left
sequence decoded -- 7 sequences are left
sequence decoded -- 6 sequences are left
sequence decoded -- 5 sequences are left
sequence decoded -- 4 sequences are left
sequence decoded -- 3 sequences are left
sequence decoded -- 2 sequences are left
sequence decoded -- 1 sequences are left
sequence decoded -- 0 sequences are left
{}

3. Trained model evaluation

To evaluate the performance of the trained model, we will use the evalIOB2.pl script provided by the BioNLP/NLPBA 2004 task organizers. The returned directory for the trained model will have the following structure:

├── avg_loglikelihood_training
├── crf_training_log.txt
├── decoding_seqs
│   ├── test_fold_0.txt
│   ├── train_fold_0.txt
├── model_parts
│   ├── class_desc.txt
│   ├── FE_templateX
│   ├── FE_templateY
│   ├── MR_L
│   ├── MR_modelfeatures
│   ├── MR_modelfeaturescodebook
│   ├── MR_Ycodebook
│   ├── weights

The main parts of the model are found under the model_parts folder. The decoded sequences using the trained model are found under decoding_seqs folder. In that folder, we have the decoding of the training and test files. We evaluate the performance of the trained model by passing those files to the evalIOB2.pl script (as in this code snippet).

# evaluate model on the training data
decoded_training_file = os.path.join(model_dir, 'decoding_seqs', 'train_fold_0.txt')
!./evalIOB2.pl $decoded_training_file Genia4ERtask1.iob2
# evaluate model on test data set
decoded_test_file = os.path.join(model_dir, 'decoding_seqs', 'test_fold_0.txt')
!./evalIOB2.pl $decoded_test_file Genia4EReval1.iob2

4. Using BioNER tagger (i.e. trained model)

In this section, we demonstrate how to revive a previously trained model for bio-medical named entity recognition using BioNLP/NLPBA 2004 dataset.
As a reminder, the trained model (including its components) are found under trained_models folder that has the following structure:

├── trained_models
│   ├── 2017_1_8-1_33_7_459162
│   │   ├── eval_model
│   │   │   ├── decoded_test_beamsize_11.txt
│   │   │   ├── evalIOB2.pl
│   │   │   ├── Genia4EReval1.iob2
│   │   ├── readme.rst
│   │   ├── crf_training_log.txt
│   │   ├── model_parts
│   │   │   ├── class_desc.txt
│   │   │   ├── MR_L
│   │   │   ├── MR_modelfeatures
│   │   │   ├── MR_Ycodebook
│   │   │   ├── FE_templateY
│   │   │   ├── MR_modelfeaturescodebook_old
│   │   │   ├── FE_templateX
│   │   │   ├── weights
│   │   │   ├── MR_modelfeaturescodebook

4.1 Reviving trained model (BioNER)

To use/revive our trained model we use revive_learnedmodel(args) function that takes:

• the path/directory to the trained model
• the attribute extractor class (i.e. BioNERAttributeExtractor class)

Looking again to the directory tree:

├── trained_models
│   ├── 2017_1_8-1_33_7_459162
│   │   ├── eval_model
│   │   │   ├── decoded_test_beamsize_11.txt
│   │   │   ├── evalIOB2.pl
│   │   │   ├── Genia4EReval1.iob2
│   │   ├── readme.rst
│   │   ├── crf_training_log.txt
│   │   ├── model_parts
│   │   │   ├── class_desc.txt
│   │   │   ├── MR_L
│   │   │   ├── MR_modelfeatures
│   │   │   ├── MR_Ycodebook
│   │   │   ├── FE_templateY
│   │   │   ├── MR_modelfeaturescodebook_old
│   │   │   ├── FE_templateX
│   │   │   ├── weights
│   │   │   ├── MR_modelfeaturescodebook

The folder 2017_1_8-1_33_7_459162 under trained_models folder represents the path to our trained model.

# we get the trained model parts directory -- check the tree path in the cell above
trained_model_dir = os.path.join(project_dir, 'trained_models')
# loading the trained model
crf_m = revive_learnedmodel(os.path.join(trained_model_dir, '2017_1_8-1_33_7_459162'), BioNERAttributeExtractor)

After we have revived our model, we need sentences to decode. We will use the test dataset we already procecessed under the dataset directory. Just as a reminder, the tree path is:

├── dataset
│   ├── original
│   │   ├── training
│   │   │   ├── Genia4ERtask1.iob2
│   │   │   ├── sampletest1.iob2
│   │   ├── test
│   │   │   ├── Genia4EReval1.raw
│   │   │   ├── Genia4EReval1.iob2
│   ├── test.txt
│   ├── train.txt

This is an excerpt of the processed test file (i.e test.txt):

w    pos    chunk    bio_ner
Number    NN    B-NP    O
of    IN    B-PP    O
glucocorticoid    NN    B-NP    B-protein
receptors    NNS    I-NP    I-protein
in    IN    B-PP    O
lymphocytes    NNS    B-NP    B-cell_type
and    CC    O    O
their    PRP$    B-NP    O
sensitivity    NN    I-NP    O
to    TO    B-PP    O
hormone    NN    B-NP    O
action    NN    I-NP    O
.    .    O    O

The    DT    B-NP    O
study    NN    I-NP    O
demonstrated    VBD    B-VP    O
a    DT    B-NP    O
decreased    VBN    I-NP    O
level    NN    I-NP    O
of    IN    B-PP    O
glucocorticoid    NN    B-NP    B-protein
receptors    NNS    I-NP    I-protein
(    (    O    O
GR    NN    B-NP    B-protein
)    )    O    O
in    IN    B-PP    O
peripheral    JJ    B-NP    B-cell_type
blood    NN    I-NP    I-cell_type
lymphocytes    NNS    I-NP    I-cell_type
from    IN    B-PP    O
hypercholesterolemic    JJ    B-NP    O
subjects    NNS    I-NP    O
,    ,    O    O
and    CC    O    O
an    DT    B-NP    O
elevated    JJ    I-NP    O
level    NN    I-NP    O
in    IN    B-PP    O
patients    NNS    B-NP    O
with    IN    B-PP    O
acute    JJ    B-NP    O
myocardial    JJ    I-NP    O
infarction    NN    I-NP    O
.    .    O    O

In    IN    B-PP    O
the    DT    B-NP    O
lymphocytes    NNS    I-NP    B-cell_type
with    IN    B-PP    O
a    DT    B-NP    O
high    JJ    I-NP    O
GR    NN    I-NP    B-protein
number    NN    I-NP    O
,    ,    O    O
dexamethasone    NN    B-NP    O
inhibited    VBD    B-VP    O
[    (    O    O
3H    NN    O    O
]    )    O    O
-thymidine    NN    B-NP    O
and    CC    O    O
[    (    O    O
3H    NN    B-NP    O
]    )    O    O
-acetate    JJ    B-NP    O
incorporation    NN    I-NP    O
into    IN    B-PP    O
DNA    NN    B-NP    O
and    CC    I-NP    O
cholesterol    NN    I-NP    O
,    ,    O    O
respectively    RB    B-ADVP    O
,    ,    O    O
in    IN    B-PP    O
the    DT    B-NP    O
same    JJ    I-NP    O
manner    NN    I-NP    O
as    IN    B-PP    O
in    IN    B-PP    O
the    DT    B-NP    O
control    JJ    I-NP    B-cell_type
cells    NNS    I-NP    I-cell_type
.    .    O    O

To read the file, we will use DataFileParser class in the utilities module.

from pyseqlab.utilities import DataFileParser
# initialize a data file parser
dparser = DataFileParser()
# provide the options to parser such as the header info, the separator between words and if the y label is already existing
# main means the header is found in the first line of the file
header = "main"
# y_ref is a boolean indicating if the label to predict is already found in the file
y_ref = True
# spearator between the words/observations
column_sep = "\t"
seqs = []
for seq in dparser.read_file(os.path.join(project_dir, 'dataset', 'test.txt'), header, y_ref=y_ref, column_sep = column_sep):
    seqs.append(seq)
    
# printing one sequence for display
print(seqs[0])
print("number of parsed sequences is: ", len(seqs))

Y sequence:
 ['O', 'O', 'B-protein', 'I-protein', 'O', 'B-cell_type', 'O', 'O', 'O', 'O', 'O', 'O', 'O']
X sequence:
 {1: {'w': 'Number', 'chunk': 'B-NP', 'pos': 'NN'}, 2: {'w': 'of', 'chunk': 'B-PP', 'pos': 'IN'}, 3: {'w': 'glucocorticoid', 'chunk': 'B-NP', 'pos': 'NN'}, 4: {'w': 'receptors', 'chunk': 'I-NP', 'pos': 'NNS'}, 5: {'w': 'in', 'chunk': 'B-PP', 'pos': 'IN'}, 6: {'w': 'lymphocytes', 'chunk': 'B-NP', 'pos': 'NNS'}, 7: {'w': 'and', 'chunk': 'O', 'pos': 'CC'}, 8: {'w': 'their', 'chunk': 'B-NP', 'pos': 'PRP$'}, 9: {'w': 'sensitivity', 'chunk': 'I-NP', 'pos': 'NN'}, 10: {'w': 'to', 'chunk': 'B-PP', 'pos': 'TO'}, 11: {'w': 'hormone', 'chunk': 'B-NP', 'pos': 'NN'}, 12: {'w': 'action', 'chunk': 'I-NP', 'pos': 'NN'}, 13: {'w': '.', 'chunk': 'O', 'pos': '.'}}
----------------------------------------
number of parsed sequences is:  3856

4.2 Decoding method

Then, we decide the decoding options for our model to use. The main method for decoding is decode_seqs(decoding_method, out_dir, **kwargs) that takes two arguments and multiple keyword arguments.

The obligatory arguments are:

1. decoding_method: string representing the decoding method such as 'viterbi'
2. output_dir: string, the output directory representing the path where the parsing would take place

For the keyword arguments, the main ones to specify are:

• seqs: the list of sequences we already parsed/read from the text file we need to label
• file_name: the name of the file where decoded sequences will be written to (it is optional)
• sep: the separator between the columns/observations when writing decoded sequences to the specified file using file_name keyword argument

decoding_method = 'viterbi'
output_dir = os.path.join(project_dir, 'tutorials')
sep = "\t"
# decode sequences
seqs_decoded = crf_m.decode_seqs(decoding_method, output_dir, seqs= seqs, file_name = 'tutorial_seqs_decoding.txt', sep=sep)

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identifying model active features -- processed seqs:  3704
identifying model active features -- processed seqs:  3705
identifying model active features -- processed seqs:  3706
identifying model active features -- processed seqs:  3707
identifying model active features -- processed seqs:  3708
identifying model active features -- processed seqs:  3709
identifying model active features -- processed seqs:  3710
identifying model active features -- processed seqs:  3711
identifying model active features -- processed seqs:  3712
identifying model active features -- processed seqs:  3713
identifying model active features -- processed seqs:  3714
identifying model active features -- processed seqs:  3715
identifying model active features -- processed seqs:  3716
identifying model active features -- processed seqs:  3717
identifying model active features -- processed seqs:  3718
identifying model active features -- processed seqs:  3719
identifying model active features -- processed seqs:  3720
identifying model active features -- processed seqs:  3721
identifying model active features -- processed seqs:  3722
identifying model active features -- processed seqs:  3723
identifying model active features -- processed seqs:  3724
identifying model active features -- processed seqs:  3725
identifying model active features -- processed seqs:  3726
identifying model active features -- processed seqs:  3727
identifying model active features -- processed seqs:  3728
identifying model active features -- processed seqs:  3729
identifying model active features -- processed seqs:  3730
identifying model active features -- processed seqs:  3731
identifying model active features -- processed seqs:  3732
identifying model active features -- processed seqs:  3733
identifying model active features -- processed seqs:  3734
identifying model active features -- processed seqs:  3735
identifying model active features -- processed seqs:  3736
identifying model active features -- processed seqs:  3737
identifying model active features -- processed seqs:  3738
identifying model active features -- processed seqs:  3739
identifying model active features -- processed seqs:  3740
identifying model active features -- processed seqs:  3741
identifying model active features -- processed seqs:  3742
identifying model active features -- processed seqs:  3743
identifying model active features -- processed seqs:  3744
identifying model active features -- processed seqs:  3745
identifying model active features -- processed seqs:  3746
identifying model active features -- processed seqs:  3747
identifying model active features -- processed seqs:  3748
identifying model active features -- processed seqs:  3749
identifying model active features -- processed seqs:  3750
identifying model active features -- processed seqs:  3751
identifying model active features -- processed seqs:  3752
identifying model active features -- processed seqs:  3753
identifying model active features -- processed seqs:  3754
identifying model active features -- processed seqs:  3755
identifying model active features -- processed seqs:  3756
identifying model active features -- processed seqs:  3757
identifying model active features -- processed seqs:  3758
identifying model active features -- processed seqs:  3759
identifying model active features -- processed seqs:  3760
identifying model active features -- processed seqs:  3761
identifying model active features -- processed seqs:  3762
identifying model active features -- processed seqs:  3763
identifying model active features -- processed seqs:  3764
identifying model active features -- processed seqs:  3765
identifying model active features -- processed seqs:  3766
identifying model active features -- processed seqs:  3767
identifying model active features -- processed seqs:  3768
identifying model active features -- processed seqs:  3769
identifying model active features -- processed seqs:  3770
identifying model active features -- processed seqs:  3771
identifying model active features -- processed seqs:  3772
identifying model active features -- processed seqs:  3773
identifying model active features -- processed seqs:  3774
identifying model active features -- processed seqs:  3775
identifying model active features -- processed seqs:  3776
identifying model active features -- processed seqs:  3777
identifying model active features -- processed seqs:  3778
identifying model active features -- processed seqs:  3779
identifying model active features -- processed seqs:  3780
identifying model active features -- processed seqs:  3781
identifying model active features -- processed seqs:  3782
identifying model active features -- processed seqs:  3783
identifying model active features -- processed seqs:  3784
identifying model active features -- processed seqs:  3785
identifying model active features -- processed seqs:  3786
identifying model active features -- processed seqs:  3787
identifying model active features -- processed seqs:  3788
identifying model active features -- processed seqs:  3789
identifying model active features -- processed seqs:  3790
identifying model active features -- processed seqs:  3791
identifying model active features -- processed seqs:  3792
identifying model active features -- processed seqs:  3793
identifying model active features -- processed seqs:  3794
identifying model active features -- processed seqs:  3795
identifying model active features -- processed seqs:  3796
identifying model active features -- processed seqs:  3797
identifying model active features -- processed seqs:  3798
identifying model active features -- processed seqs:  3799
identifying model active features -- processed seqs:  3800
identifying model active features -- processed seqs:  3801
identifying model active features -- processed seqs:  3802
identifying model active features -- processed seqs:  3803
identifying model active features -- processed seqs:  3804
identifying model active features -- processed seqs:  3805
identifying model active features -- processed seqs:  3806
identifying model active features -- processed seqs:  3807
identifying model active features -- processed seqs:  3808
identifying model active features -- processed seqs:  3809
identifying model active features -- processed seqs:  3810
identifying model active features -- processed seqs:  3811
identifying model active features -- processed seqs:  3812
identifying model active features -- processed seqs:  3813
identifying model active features -- processed seqs:  3814
identifying model active features -- processed seqs:  3815
identifying model active features -- processed seqs:  3816
identifying model active features -- processed seqs:  3817
identifying model active features -- processed seqs:  3818
identifying model active features -- processed seqs:  3819
identifying model active features -- processed seqs:  3820
identifying model active features -- processed seqs:  3821
identifying model active features -- processed seqs:  3822
identifying model active features -- processed seqs:  3823
identifying model active features -- processed seqs:  3824
identifying model active features -- processed seqs:  3825
identifying model active features -- processed seqs:  3826
identifying model active features -- processed seqs:  3827
identifying model active features -- processed seqs:  3828
identifying model active features -- processed seqs:  3829
identifying model active features -- processed seqs:  3830
identifying model active features -- processed seqs:  3831
identifying model active features -- processed seqs:  3832
identifying model active features -- processed seqs:  3833
identifying model active features -- processed seqs:  3834
identifying model active features -- processed seqs:  3835
identifying model active features -- processed seqs:  3836
identifying model active features -- processed seqs:  3837
identifying model active features -- processed seqs:  3838
identifying model active features -- processed seqs:  3839
identifying model active features -- processed seqs:  3840
identifying model active features -- processed seqs:  3841
identifying model active features -- processed seqs:  3842
identifying model active features -- processed seqs:  3843
identifying model active features -- processed seqs:  3844
identifying model active features -- processed seqs:  3845
identifying model active features -- processed seqs:  3846
identifying model active features -- processed seqs:  3847
identifying model active features -- processed seqs:  3848
identifying model active features -- processed seqs:  3849
identifying model active features -- processed seqs:  3850
identifying model active features -- processed seqs:  3851
identifying model active features -- processed seqs:  3852
identifying model active features -- processed seqs:  3853
identifying model active features -- processed seqs:  3854
identifying model active features -- processed seqs:  3855
identifying model active features -- processed seqs:  3856
sequence decoded -- 3855 sequences are left
sequence decoded -- 3854 sequences are left
sequence decoded -- 3853 sequences are left
sequence decoded -- 3852 sequences are left
sequence decoded -- 3851 sequences are left
sequence decoded -- 3850 sequences are left
sequence decoded -- 3849 sequences are left
sequence decoded -- 3848 sequences are left
sequence decoded -- 3847 sequences are left
sequence decoded -- 3846 sequences are left
sequence decoded -- 3845 sequences are left
sequence decoded -- 3844 sequences are left
sequence decoded -- 3843 sequences are left
sequence decoded -- 3842 sequences are left
sequence decoded -- 3841 sequences are left
sequence decoded -- 3840 sequences are left
sequence decoded -- 3839 sequences are left
sequence decoded -- 3838 sequences are left
sequence decoded -- 3837 sequences are left
sequence decoded -- 3836 sequences are left
sequence decoded -- 3835 sequences are left
sequence decoded -- 3834 sequences are left
sequence decoded -- 3833 sequences are left
sequence decoded -- 3832 sequences are left
sequence decoded -- 3831 sequences are left
sequence decoded -- 3830 sequences are left
sequence decoded -- 3829 sequences are left
sequence decoded -- 3828 sequences are left
sequence decoded -- 3827 sequences are left
sequence decoded -- 3826 sequences are left
sequence decoded -- 3825 sequences are left
sequence decoded -- 3824 sequences are left
sequence decoded -- 3823 sequences are left
sequence decoded -- 3822 sequences are left
sequence decoded -- 3821 sequences are left
sequence decoded -- 3820 sequences are left
sequence decoded -- 3819 sequences are left
sequence decoded -- 3818 sequences are left
sequence decoded -- 3817 sequences are left
sequence decoded -- 3816 sequences are left
sequence decoded -- 3815 sequences are left
sequence decoded -- 3814 sequences are left
sequence decoded -- 3813 sequences are left
sequence decoded -- 3812 sequences are left
sequence decoded -- 3811 sequences are left
sequence decoded -- 3810 sequences are left
sequence decoded -- 3809 sequences are left
sequence decoded -- 3808 sequences are left
sequence decoded -- 3807 sequences are left
sequence decoded -- 3806 sequences are left
sequence decoded -- 3805 sequences are left
sequence decoded -- 3804 sequences are left
sequence decoded -- 3803 sequences are left
sequence decoded -- 3802 sequences are left
sequence decoded -- 3801 sequences are left
sequence decoded -- 3800 sequences are left
sequence decoded -- 3799 sequences are left
sequence decoded -- 3798 sequences are left
sequence decoded -- 3797 sequences are left
sequence decoded -- 3796 sequences are left
sequence decoded -- 3795 sequences are left
sequence decoded -- 3794 sequences are left
sequence decoded -- 3793 sequences are left
sequence decoded -- 3792 sequences are left
sequence decoded -- 3791 sequences are left
sequence decoded -- 3790 sequences are left
sequence decoded -- 3789 sequences are left
sequence decoded -- 3788 sequences are left
sequence decoded -- 3787 sequences are left
sequence decoded -- 3786 sequences are left
sequence decoded -- 3785 sequences are left
sequence decoded -- 3784 sequences are left
sequence decoded -- 3783 sequences are left
sequence decoded -- 3782 sequences are left
sequence decoded -- 3781 sequences are left
sequence decoded -- 3780 sequences are left
sequence decoded -- 3779 sequences are left
sequence decoded -- 3778 sequences are left
sequence decoded -- 3777 sequences are left
sequence decoded -- 3776 sequences are left
sequence decoded -- 3775 sequences are left
sequence decoded -- 3774 sequences are left
sequence decoded -- 3773 sequences are left
sequence decoded -- 3772 sequences are left
sequence decoded -- 3771 sequences are left
sequence decoded -- 3770 sequences are left
sequence decoded -- 3769 sequences are left
sequence decoded -- 3768 sequences are left
sequence decoded -- 3767 sequences are left
sequence decoded -- 3766 sequences are left
sequence decoded -- 3765 sequences are left
sequence decoded -- 3764 sequences are left
sequence decoded -- 3763 sequences are left
sequence decoded -- 3762 sequences are left
sequence decoded -- 3761 sequences are left
sequence decoded -- 3760 sequences are left
sequence decoded -- 3759 sequences are left
sequence decoded -- 3758 sequences are left
sequence decoded -- 3757 sequences are left
sequence decoded -- 3756 sequences are left
sequence decoded -- 3755 sequences are left
sequence decoded -- 3754 sequences are left
sequence decoded -- 3753 sequences are left
sequence decoded -- 3752 sequences are left
sequence decoded -- 3751 sequences are left
sequence decoded -- 3750 sequences are left
sequence decoded -- 3749 sequences are left
sequence decoded -- 3748 sequences are left
sequence decoded -- 3747 sequences are left
sequence decoded -- 3746 sequences are left
sequence decoded -- 3745 sequences are left
sequence decoded -- 3744 sequences are left
sequence decoded -- 3743 sequences are left
sequence decoded -- 3742 sequences are left
sequence decoded -- 3741 sequences are left
sequence decoded -- 3740 sequences are left
sequence decoded -- 3739 sequences are left
sequence decoded -- 3738 sequences are left
sequence decoded -- 3737 sequences are left
sequence decoded -- 3736 sequences are left
sequence decoded -- 3735 sequences are left
sequence decoded -- 3734 sequences are left
sequence decoded -- 3733 sequences are left
sequence decoded -- 3732 sequences are left
sequence decoded -- 3731 sequences are left
sequence decoded -- 3730 sequences are left
sequence decoded -- 3729 sequences are left
sequence decoded -- 3728 sequences are left
sequence decoded -- 3727 sequences are left
sequence decoded -- 3726 sequences are left
sequence decoded -- 3725 sequences are left
sequence decoded -- 3724 sequences are left
sequence decoded -- 3723 sequences are left
sequence decoded -- 3722 sequences are left
sequence decoded -- 3721 sequences are left
sequence decoded -- 3720 sequences are left
sequence decoded -- 3719 sequences are left
sequence decoded -- 3718 sequences are left
sequence decoded -- 3717 sequences are left
sequence decoded -- 3716 sequences are left
sequence decoded -- 3715 sequences are left
sequence decoded -- 3714 sequences are left
sequence decoded -- 3713 sequences are left
sequence decoded -- 3712 sequences are left
sequence decoded -- 3711 sequences are left
sequence decoded -- 3710 sequences are left
sequence decoded -- 3709 sequences are left
sequence decoded -- 3708 sequences are left
sequence decoded -- 3707 sequences are left
sequence decoded -- 3706 sequences are left
sequence decoded -- 3705 sequences are left
sequence decoded -- 3704 sequences are left
sequence decoded -- 3703 sequences are left
sequence decoded -- 3702 sequences are left
sequence decoded -- 3701 sequences are left
sequence decoded -- 3700 sequences are left
sequence decoded -- 3699 sequences are left
sequence decoded -- 3698 sequences are left
sequence decoded -- 3697 sequences are left
sequence decoded -- 3696 sequences are left
sequence decoded -- 3695 sequences are left
sequence decoded -- 3694 sequences are left
sequence decoded -- 3693 sequences are left
sequence decoded -- 3692 sequences are left
sequence decoded -- 3691 sequences are left
sequence decoded -- 3690 sequences are left
sequence decoded -- 3689 sequences are left
sequence decoded -- 3688 sequences are left
sequence decoded -- 3687 sequences are left
sequence decoded -- 3686 sequences are left
sequence decoded -- 3685 sequences are left
sequence decoded -- 3684 sequences are left
sequence decoded -- 3683 sequences are left
sequence decoded -- 3682 sequences are left
sequence decoded -- 3681 sequences are left
sequence decoded -- 3680 sequences are left
sequence decoded -- 3679 sequences are left
sequence decoded -- 3678 sequences are left
sequence decoded -- 3677 sequences are left
sequence decoded -- 3676 sequences are left
sequence decoded -- 3675 sequences are left
sequence decoded -- 3674 sequences are left
sequence decoded -- 3673 sequences are left
sequence decoded -- 3672 sequences are left
sequence decoded -- 3671 sequences are left
sequence decoded -- 3670 sequences are left
sequence decoded -- 3669 sequences are left
sequence decoded -- 3668 sequences are left
sequence decoded -- 3667 sequences are left
sequence decoded -- 3666 sequences are left
sequence decoded -- 3665 sequences are left
sequence decoded -- 3664 sequences are left
sequence decoded -- 3663 sequences are left
sequence decoded -- 3662 sequences are left
sequence decoded -- 3661 sequences are left
sequence decoded -- 3660 sequences are left
sequence decoded -- 3659 sequences are left
sequence decoded -- 3658 sequences are left
sequence decoded -- 3657 sequences are left
sequence decoded -- 3656 sequences are left
sequence decoded -- 3655 sequences are left
sequence decoded -- 3654 sequences are left
sequence decoded -- 3653 sequences are left
sequence decoded -- 3652 sequences are left
sequence decoded -- 3651 sequences are left
sequence decoded -- 3650 sequences are left
sequence decoded -- 3649 sequences are left
sequence decoded -- 3648 sequences are left
sequence decoded -- 3647 sequences are left
sequence decoded -- 3646 sequences are left
sequence decoded -- 3645 sequences are left
sequence decoded -- 3644 sequences are left
sequence decoded -- 3643 sequences are left
sequence decoded -- 3642 sequences are left
sequence decoded -- 3641 sequences are left
sequence decoded -- 3640 sequences are left
sequence decoded -- 3639 sequences are left
sequence decoded -- 3638 sequences are left
sequence decoded -- 3637 sequences are left
sequence decoded -- 3636 sequences are left
sequence decoded -- 3635 sequences are left
sequence decoded -- 3634 sequences are left
sequence decoded -- 3633 sequences are left
sequence decoded -- 3632 sequences are left
sequence decoded -- 3631 sequences are left
sequence decoded -- 3630 sequences are left
sequence decoded -- 3629 sequences are left
sequence decoded -- 3628 sequences are left
sequence decoded -- 3627 sequences are left
sequence decoded -- 3626 sequences are left
sequence decoded -- 3625 sequences are left
sequence decoded -- 3624 sequences are left
sequence decoded -- 3623 sequences are left
sequence decoded -- 3622 sequences are left
sequence decoded -- 3621 sequences are left
sequence decoded -- 3620 sequences are left
sequence decoded -- 3619 sequences are left
sequence decoded -- 3618 sequences are left
sequence decoded -- 3617 sequences are left
sequence decoded -- 3616 sequences are left
sequence decoded -- 3615 sequences are left
sequence decoded -- 3614 sequences are left
sequence decoded -- 3613 sequences are left
sequence decoded -- 3612 sequences are left
sequence decoded -- 3611 sequences are left
sequence decoded -- 3610 sequences are left
sequence decoded -- 3609 sequences are left
sequence decoded -- 3608 sequences are left
sequence decoded -- 3607 sequences are left
sequence decoded -- 3606 sequences are left
sequence decoded -- 3605 sequences are left
sequence decoded -- 3604 sequences are left
sequence decoded -- 3603 sequences are left
sequence decoded -- 3602 sequences are left
sequence decoded -- 3601 sequences are left
sequence decoded -- 3600 sequences are left
sequence decoded -- 3599 sequences are left
sequence decoded -- 3598 sequences are left
sequence decoded -- 3597 sequences are left
sequence decoded -- 3596 sequences are left
sequence decoded -- 3595 sequences are left
sequence decoded -- 3594 sequences are left
sequence decoded -- 3593 sequences are left
sequence decoded -- 3592 sequences are left
sequence decoded -- 3591 sequences are left
sequence decoded -- 3590 sequences are left
sequence decoded -- 3589 sequences are left
sequence decoded -- 3588 sequences are left
sequence decoded -- 3587 sequences are left
sequence decoded -- 3586 sequences are left
sequence decoded -- 3585 sequences are left
sequence decoded -- 3584 sequences are left
sequence decoded -- 3583 sequences are left
sequence decoded -- 3582 sequences are left
sequence decoded -- 3581 sequences are left
sequence decoded -- 3580 sequences are left
sequence decoded -- 3579 sequences are left
sequence decoded -- 3578 sequences are left
sequence decoded -- 3577 sequences are left
sequence decoded -- 3576 sequences are left
sequence decoded -- 3575 sequences are left
sequence decoded -- 3574 sequences are left
sequence decoded -- 3573 sequences are left
sequence decoded -- 3572 sequences are left
sequence decoded -- 3571 sequences are left
sequence decoded -- 3570 sequences are left
sequence decoded -- 3569 sequences are left
sequence decoded -- 3568 sequences are left
sequence decoded -- 3567 sequences are left
sequence decoded -- 3566 sequences are left
sequence decoded -- 3565 sequences are left
sequence decoded -- 3564 sequences are left
sequence decoded -- 3563 sequences are left
sequence decoded -- 3562 sequences are left
sequence decoded -- 3561 sequences are left
sequence decoded -- 3560 sequences are left
sequence decoded -- 3559 sequences are left
sequence decoded -- 3558 sequences are left
sequence decoded -- 3557 sequences are left
sequence decoded -- 3556 sequences are left
sequence decoded -- 3555 sequences are left
sequence decoded -- 3554 sequences are left
sequence decoded -- 3553 sequences are left
sequence decoded -- 3552 sequences are left
sequence decoded -- 3551 sequences are left
sequence decoded -- 3550 sequences are left
sequence decoded -- 3549 sequences are left
sequence decoded -- 3548 sequences are left
sequence decoded -- 3547 sequences are left
sequence decoded -- 3546 sequences are left
sequence decoded -- 3545 sequences are left
sequence decoded -- 3544 sequences are left
sequence decoded -- 3543 sequences are left
sequence decoded -- 3542 sequences are left
sequence decoded -- 3541 sequences are left
sequence decoded -- 3540 sequences are left
sequence decoded -- 3539 sequences are left
sequence decoded -- 3538 sequences are left
sequence decoded -- 3537 sequences are left
sequence decoded -- 3536 sequences are left
sequence decoded -- 3535 sequences are left
sequence decoded -- 3534 sequences are left
sequence decoded -- 3533 sequences are left
sequence decoded -- 3532 sequences are left
sequence decoded -- 3531 sequences are left
sequence decoded -- 3530 sequences are left
sequence decoded -- 3529 sequences are left
sequence decoded -- 3528 sequences are left
sequence decoded -- 3527 sequences are left
sequence decoded -- 3526 sequences are left
sequence decoded -- 3525 sequences are left
sequence decoded -- 3524 sequences are left
sequence decoded -- 3523 sequences are left
sequence decoded -- 3522 sequences are left
sequence decoded -- 3521 sequences are left
sequence decoded -- 3520 sequences are left
sequence decoded -- 3519 sequences are left
sequence decoded -- 3518 sequences are left
sequence decoded -- 3517 sequences are left
sequence decoded -- 3516 sequences are left
sequence decoded -- 3515 sequences are left
sequence decoded -- 3514 sequences are left
sequence decoded -- 3513 sequences are left
sequence decoded -- 3512 sequences are left
sequence decoded -- 3511 sequences are left
sequence decoded -- 3510 sequences are left
sequence decoded -- 3509 sequences are left
sequence decoded -- 3508 sequences are left
sequence decoded -- 3507 sequences are left
sequence decoded -- 3506 sequences are left
sequence decoded -- 3505 sequences are left
sequence decoded -- 3504 sequences are left
sequence decoded -- 3503 sequences are left
sequence decoded -- 3502 sequences are left
sequence decoded -- 3501 sequences are left
sequence decoded -- 3500 sequences are left
sequence decoded -- 3499 sequences are left
sequence decoded -- 3498 sequences are left
sequence decoded -- 3497 sequences are left
sequence decoded -- 3496 sequences are left
sequence decoded -- 3495 sequences are left
sequence decoded -- 3494 sequences are left
sequence decoded -- 3493 sequences are left
sequence decoded -- 3492 sequences are left
sequence decoded -- 3491 sequences are left
sequence decoded -- 3490 sequences are left
sequence decoded -- 3489 sequences are left
sequence decoded -- 3488 sequences are left
sequence decoded -- 3487 sequences are left
sequence decoded -- 3486 sequences are left
sequence decoded -- 3485 sequences are left
sequence decoded -- 3484 sequences are left
sequence decoded -- 3483 sequences are left
sequence decoded -- 3482 sequences are left
sequence decoded -- 3481 sequences are left
sequence decoded -- 3480 sequences are left
sequence decoded -- 3479 sequences are left
sequence decoded -- 3478 sequences are left
sequence decoded -- 3477 sequences are left
sequence decoded -- 3476 sequences are left
sequence decoded -- 3475 sequences are left
sequence decoded -- 3474 sequences are left
sequence decoded -- 3473 sequences are left
sequence decoded -- 3472 sequences are left
sequence decoded -- 3471 sequences are left
sequence decoded -- 3470 sequences are left
sequence decoded -- 3469 sequences are left
sequence decoded -- 3468 sequences are left
sequence decoded -- 3467 sequences are left
sequence decoded -- 3466 sequences are left
sequence decoded -- 3465 sequences are left
sequence decoded -- 3464 sequences are left
sequence decoded -- 3463 sequences are left
sequence decoded -- 3462 sequences are left
sequence decoded -- 3461 sequences are left
sequence decoded -- 3460 sequences are left
sequence decoded -- 3459 sequences are left
sequence decoded -- 3458 sequences are left
sequence decoded -- 3457 sequences are left
sequence decoded -- 3456 sequences are left
sequence decoded -- 3455 sequences are left
sequence decoded -- 3454 sequences are left
sequence decoded -- 3453 sequences are left
sequence decoded -- 3452 sequences are left
sequence decoded -- 3451 sequences are left
sequence decoded -- 3450 sequences are left
sequence decoded -- 3449 sequences are left
sequence decoded -- 3448 sequences are left
sequence decoded -- 3447 sequences are left
sequence decoded -- 3446 sequences are left
sequence decoded -- 3445 sequences are left
sequence decoded -- 3444 sequences are left
sequence decoded -- 3443 sequences are left
sequence decoded -- 3442 sequences are left
sequence decoded -- 3441 sequences are left
sequence decoded -- 3440 sequences are left
sequence decoded -- 3439 sequences are left
sequence decoded -- 3438 sequences are left
sequence decoded -- 3437 sequences are left
sequence decoded -- 3436 sequences are left
sequence decoded -- 3435 sequences are left
sequence decoded -- 3434 sequences are left
sequence decoded -- 3433 sequences are left
sequence decoded -- 3432 sequences are left
sequence decoded -- 3431 sequences are left
sequence decoded -- 3430 sequences are left
sequence decoded -- 3429 sequences are left
sequence decoded -- 3428 sequences are left
sequence decoded -- 3427 sequences are left
sequence decoded -- 3426 sequences are left
sequence decoded -- 3425 sequences are left
sequence decoded -- 3424 sequences are left
sequence decoded -- 3423 sequences are left
sequence decoded -- 3422 sequences are left
sequence decoded -- 3421 sequences are left
sequence decoded -- 3420 sequences are left
sequence decoded -- 3419 sequences are left
sequence decoded -- 3418 sequences are left
sequence decoded -- 3417 sequences are left
sequence decoded -- 3416 sequences are left
sequence decoded -- 3415 sequences are left
sequence decoded -- 3414 sequences are left
sequence decoded -- 3413 sequences are left
sequence decoded -- 3412 sequences are left
sequence decoded -- 3411 sequences are left
sequence decoded -- 3410 sequences are left
sequence decoded -- 3409 sequences are left
sequence decoded -- 3408 sequences are left
sequence decoded -- 3407 sequences are left
sequence decoded -- 3406 sequences are left
sequence decoded -- 3405 sequences are left
sequence decoded -- 3404 sequences are left
sequence decoded -- 3403 sequences are left
sequence decoded -- 3402 sequences are left
sequence decoded -- 3401 sequences are left
sequence decoded -- 3400 sequences are left
sequence decoded -- 3399 sequences are left
sequence decoded -- 3398 sequences are left
sequence decoded -- 3397 sequences are left
sequence decoded -- 3396 sequences are left
sequence decoded -- 3395 sequences are left
sequence decoded -- 3394 sequences are left
sequence decoded -- 3393 sequences are left
sequence decoded -- 3392 sequences are left
sequence decoded -- 3391 sequences are left
sequence decoded -- 3390 sequences are left
sequence decoded -- 3389 sequences are left
sequence decoded -- 3388 sequences are left
sequence decoded -- 3387 sequences are left
sequence decoded -- 3386 sequences are left
sequence decoded -- 3385 sequences are left
sequence decoded -- 3384 sequences are left
sequence decoded -- 3383 sequences are left
sequence decoded -- 3382 sequences are left
sequence decoded -- 3381 sequences are left
sequence decoded -- 3380 sequences are left
sequence decoded -- 3379 sequences are left
sequence decoded -- 3378 sequences are left
sequence decoded -- 3377 sequences are left
sequence decoded -- 3376 sequences are left
sequence decoded -- 3375 sequences are left
sequence decoded -- 3374 sequences are left
sequence decoded -- 3373 sequences are left
sequence decoded -- 3372 sequences are left
sequence decoded -- 3371 sequences are left
sequence decoded -- 3370 sequences are left
sequence decoded -- 3369 sequences are left
sequence decoded -- 3368 sequences are left
sequence decoded -- 3367 sequences are left
sequence decoded -- 3366 sequences are left
sequence decoded -- 3365 sequences are left
sequence decoded -- 3364 sequences are left
sequence decoded -- 3363 sequences are left
sequence decoded -- 3362 sequences are left
sequence decoded -- 3361 sequences are left
sequence decoded -- 3360 sequences are left
sequence decoded -- 3359 sequences are left
sequence decoded -- 3358 sequences are left
sequence decoded -- 3357 sequences are left
sequence decoded -- 3356 sequences are left
sequence decoded -- 3355 sequences are left
sequence decoded -- 3354 sequences are left
sequence decoded -- 3353 sequences are left
sequence decoded -- 3352 sequences are left
sequence decoded -- 3351 sequences are left
sequence decoded -- 3350 sequences are left
sequence decoded -- 3349 sequences are left
sequence decoded -- 3348 sequences are left
sequence decoded -- 3347 sequences are left
sequence decoded -- 3346 sequences are left
sequence decoded -- 3345 sequences are left
sequence decoded -- 3344 sequences are left
sequence decoded -- 3343 sequences are left
sequence decoded -- 3342 sequences are left
sequence decoded -- 3341 sequences are left
sequence decoded -- 3340 sequences are left
sequence decoded -- 3339 sequences are left
sequence decoded -- 3338 sequences are left
sequence decoded -- 3337 sequences are left
sequence decoded -- 3336 sequences are left
sequence decoded -- 3335 sequences are left
sequence decoded -- 3334 sequences are left
sequence decoded -- 3333 sequences are left
sequence decoded -- 3332 sequences are left
sequence decoded -- 3331 sequences are left
sequence decoded -- 3330 sequences are left
sequence decoded -- 3329 sequences are left
sequence decoded -- 3328 sequences are left
sequence decoded -- 3327 sequences are left
sequence decoded -- 3326 sequences are left
sequence decoded -- 3325 sequences are left
sequence decoded -- 3324 sequences are left
sequence decoded -- 3323 sequences are left
sequence decoded -- 3322 sequences are left
sequence decoded -- 3321 sequences are left
sequence decoded -- 3320 sequences are left
sequence decoded -- 3319 sequences are left
sequence decoded -- 3318 sequences are left
sequence decoded -- 3317 sequences are left
sequence decoded -- 3316 sequences are left
sequence decoded -- 3315 sequences are left
sequence decoded -- 3314 sequences are left
sequence decoded -- 3313 sequences are left
sequence decoded -- 3312 sequences are left
sequence decoded -- 3311 sequences are left
sequence decoded -- 3310 sequences are left
sequence decoded -- 3309 sequences are left
sequence decoded -- 3308 sequences are left
sequence decoded -- 3307 sequences are left
sequence decoded -- 3306 sequences are left
sequence decoded -- 3305 sequences are left
sequence decoded -- 3304 sequences are left
sequence decoded -- 3303 sequences are left
sequence decoded -- 3302 sequences are left
sequence decoded -- 3301 sequences are left
sequence decoded -- 3300 sequences are left
sequence decoded -- 3299 sequences are left
sequence decoded -- 3298 sequences are left
sequence decoded -- 3297 sequences are left
sequence decoded -- 3296 sequences are left
sequence decoded -- 3295 sequences are left
sequence decoded -- 3294 sequences are left
sequence decoded -- 3293 sequences are left
sequence decoded -- 3292 sequences are left
sequence decoded -- 3291 sequences are left
sequence decoded -- 3290 sequences are left
sequence decoded -- 3289 sequences are left
sequence decoded -- 3288 sequences are left
sequence decoded -- 3287 sequences are left
sequence decoded -- 3286 sequences are left
sequence decoded -- 3285 sequences are left
sequence decoded -- 3284 sequences are left
sequence decoded -- 3283 sequences are left
sequence decoded -- 3282 sequences are left
sequence decoded -- 3281 sequences are left
sequence decoded -- 3280 sequences are left
sequence decoded -- 3279 sequences are left
sequence decoded -- 3278 sequences are left
sequence decoded -- 3277 sequences are left
sequence decoded -- 3276 sequences are left
sequence decoded -- 3275 sequences are left
sequence decoded -- 3274 sequences are left
sequence decoded -- 3273 sequences are left
sequence decoded -- 3272 sequences are left
sequence decoded -- 3271 sequences are left
sequence decoded -- 3270 sequences are left
sequence decoded -- 3269 sequences are left
sequence decoded -- 3268 sequences are left
sequence decoded -- 3267 sequences are left
sequence decoded -- 3266 sequences are left
sequence decoded -- 3265 sequences are left
sequence decoded -- 3264 sequences are left
sequence decoded -- 3263 sequences are left
sequence decoded -- 3262 sequences are left
sequence decoded -- 3261 sequences are left
sequence decoded -- 3260 sequences are left
sequence decoded -- 3259 sequences are left
sequence decoded -- 3258 sequences are left
sequence decoded -- 3257 sequences are left
sequence decoded -- 3256 sequences are left
sequence decoded -- 3255 sequences are left
sequence decoded -- 3254 sequences are left
sequence decoded -- 3253 sequences are left
sequence decoded -- 3252 sequences are left
sequence decoded -- 3251 sequences are left
sequence decoded -- 3250 sequences are left
sequence decoded -- 3249 sequences are left
sequence decoded -- 3248 sequences are left
sequence decoded -- 3247 sequences are left
sequence decoded -- 3246 sequences are left
sequence decoded -- 3245 sequences are left
sequence decoded -- 3244 sequences are left
sequence decoded -- 3243 sequences are left
sequence decoded -- 3242 sequences are left
sequence decoded -- 3241 sequences are left
sequence decoded -- 3240 sequences are left
sequence decoded -- 3239 sequences are left
sequence decoded -- 3238 sequences are left
sequence decoded -- 3237 sequences are left
sequence decoded -- 3236 sequences are left
sequence decoded -- 3235 sequences are left
sequence decoded -- 3234 sequences are left
sequence decoded -- 3233 sequences are left
sequence decoded -- 3232 sequences are left
sequence decoded -- 3231 sequences are left
sequence decoded -- 3230 sequences are left
sequence decoded -- 3229 sequences are left
sequence decoded -- 3228 sequences are left
sequence decoded -- 3227 sequences are left
sequence decoded -- 3226 sequences are left
sequence decoded -- 3225 sequences are left
sequence decoded -- 3224 sequences are left
sequence decoded -- 3223 sequences are left
sequence decoded -- 3222 sequences are left
sequence decoded -- 3221 sequences are left
sequence decoded -- 3220 sequences are left
sequence decoded -- 3219 sequences are left
sequence decoded -- 3218 sequences are left
sequence decoded -- 3217 sequences are left
sequence decoded -- 3216 sequences are left
sequence decoded -- 3215 sequences are left
sequence decoded -- 3214 sequences are left
sequence decoded -- 3213 sequences are left
sequence decoded -- 3212 sequences are left
sequence decoded -- 3211 sequences are left
sequence decoded -- 3210 sequences are left
sequence decoded -- 3209 sequences are left
sequence decoded -- 3208 sequences are left
sequence decoded -- 3207 sequences are left
sequence decoded -- 3206 sequences are left
sequence decoded -- 3205 sequences are left
sequence decoded -- 3204 sequences are left
sequence decoded -- 3203 sequences are left
sequence decoded -- 3202 sequences are left
sequence decoded -- 3201 sequences are left
sequence decoded -- 3200 sequences are left
sequence decoded -- 3199 sequences are left
sequence decoded -- 3198 sequences are left
sequence decoded -- 3197 sequences are left
sequence decoded -- 3196 sequences are left
sequence decoded -- 3195 sequences are left
sequence decoded -- 3194 sequences are left
sequence decoded -- 3193 sequences are left
sequence decoded -- 3192 sequences are left
sequence decoded -- 3191 sequences are left
sequence decoded -- 3190 sequences are left
sequence decoded -- 3189 sequences are left
sequence decoded -- 3188 sequences are left
sequence decoded -- 3187 sequences are left
sequence decoded -- 3186 sequences are left
sequence decoded -- 3185 sequences are left
sequence decoded -- 3184 sequences are left
sequence decoded -- 3183 sequences are left
sequence decoded -- 3182 sequences are left
sequence decoded -- 3181 sequences are left
sequence decoded -- 3180 sequences are left
sequence decoded -- 3179 sequences are left
sequence decoded -- 3178 sequences are left
sequence decoded -- 3177 sequences are left
sequence decoded -- 3176 sequences are left
sequence decoded -- 3175 sequences are left
sequence decoded -- 3174 sequences are left
sequence decoded -- 3173 sequences are left
sequence decoded -- 3172 sequences are left
sequence decoded -- 3171 sequences are left
sequence decoded -- 3170 sequences are left
sequence decoded -- 3169 sequences are left
sequence decoded -- 3168 sequences are left
sequence decoded -- 3167 sequences are left
sequence decoded -- 3166 sequences are left
sequence decoded -- 3165 sequences are left
sequence decoded -- 3164 sequences are left
sequence decoded -- 3163 sequences are left
sequence decoded -- 3162 sequences are left
sequence decoded -- 3161 sequences are left
sequence decoded -- 3160 sequences are left
sequence decoded -- 3159 sequences are left
sequence decoded -- 3158 sequences are left
sequence decoded -- 3157 sequences are left
sequence decoded -- 3156 sequences are left
sequence decoded -- 3155 sequences are left
sequence decoded -- 3154 sequences are left
sequence decoded -- 3153 sequences are left
sequence decoded -- 3152 sequences are left
sequence decoded -- 3151 sequences are left
sequence decoded -- 3150 sequences are left
sequence decoded -- 3149 sequences are left
sequence decoded -- 3148 sequences are left
sequence decoded -- 3147 sequences are left
sequence decoded -- 3146 sequences are left
sequence decoded -- 3145 sequences are left
sequence decoded -- 3144 sequences are left
sequence decoded -- 3143 sequences are left
sequence decoded -- 3142 sequences are left
sequence decoded -- 3141 sequences are left
sequence decoded -- 3140 sequences are left
sequence decoded -- 3139 sequences are left
sequence decoded -- 3138 sequences are left
sequence decoded -- 3137 sequences are left
sequence decoded -- 3136 sequences are left
sequence decoded -- 3135 sequences are left
sequence decoded -- 3134 sequences are left
sequence decoded -- 3133 sequences are left
sequence decoded -- 3132 sequences are left
sequence decoded -- 3131 sequences are left
sequence decoded -- 3130 sequences are left
sequence decoded -- 3129 sequences are left
sequence decoded -- 3128 sequences are left
sequence decoded -- 3127 sequences are left
sequence decoded -- 3126 sequences are left
sequence decoded -- 3125 sequences are left
sequence decoded -- 3124 sequences are left
sequence decoded -- 3123 sequences are left
sequence decoded -- 3122 sequences are left
sequence decoded -- 3121 sequences are left
sequence decoded -- 3120 sequences are left
sequence decoded -- 3119 sequences are left
sequence decoded -- 3118 sequences are left
sequence decoded -- 3117 sequences are left
sequence decoded -- 3116 sequences are left
sequence decoded -- 3115 sequences are left
sequence decoded -- 3114 sequences are left
sequence decoded -- 3113 sequences are left
sequence decoded -- 3112 sequences are left
sequence decoded -- 3111 sequences are left
sequence decoded -- 3110 sequences are left
sequence decoded -- 3109 sequences are left
sequence decoded -- 3108 sequences are left
sequence decoded -- 3107 sequences are left
sequence decoded -- 3106 sequences are left
sequence decoded -- 3105 sequences are left
sequence decoded -- 3104 sequences are left
sequence decoded -- 3103 sequences are left
sequence decoded -- 3102 sequences are left
sequence decoded -- 3101 sequences are left
sequence decoded -- 3100 sequences are left
sequence decoded -- 3099 sequences are left
sequence decoded -- 3098 sequences are left
sequence decoded -- 3097 sequences are left
sequence decoded -- 3096 sequences are left
sequence decoded -- 3095 sequences are left
sequence decoded -- 3094 sequences are left
sequence decoded -- 3093 sequences are left
sequence decoded -- 3092 sequences are left
sequence decoded -- 3091 sequences are left
sequence decoded -- 3090 sequences are left
sequence decoded -- 3089 sequences are left
sequence decoded -- 3088 sequences are left
sequence decoded -- 3087 sequences are left
sequence decoded -- 3086 sequences are left
sequence decoded -- 3085 sequences are left
sequence decoded -- 3084 sequences are left
sequence decoded -- 3083 sequences are left
sequence decoded -- 3082 sequences are left
sequence decoded -- 3081 sequences are left
sequence decoded -- 3080 sequences are left
sequence decoded -- 3079 sequences are left
sequence decoded -- 3078 sequences are left
sequence decoded -- 3077 sequences are left
sequence decoded -- 3076 sequences are left
sequence decoded -- 3075 sequences are left
sequence decoded -- 3074 sequences are left
sequence decoded -- 3073 sequences are left
sequence decoded -- 3072 sequences are left
sequence decoded -- 3071 sequences are left
sequence decoded -- 3070 sequences are left
sequence decoded -- 3069 sequences are left
sequence decoded -- 3068 sequences are left
sequence decoded -- 3067 sequences are left
sequence decoded -- 3066 sequences are left
sequence decoded -- 3065 sequences are left
sequence decoded -- 3064 sequences are left
sequence decoded -- 3063 sequences are left
sequence decoded -- 3062 sequences are left
sequence decoded -- 3061 sequences are left
sequence decoded -- 3060 sequences are left
sequence decoded -- 3059 sequences are left
sequence decoded -- 3058 sequences are left
sequence decoded -- 3057 sequences are left
sequence decoded -- 3056 sequences are left
sequence decoded -- 3055 sequences are left
sequence decoded -- 3054 sequences are left
sequence decoded -- 3053 sequences are left
sequence decoded -- 3052 sequences are left
sequence decoded -- 3051 sequences are left
sequence decoded -- 3050 sequences are left
sequence decoded -- 3049 sequences are left
sequence decoded -- 3048 sequences are left
sequence decoded -- 3047 sequences are left
sequence decoded -- 3046 sequences are left
sequence decoded -- 3045 sequences are left
sequence decoded -- 3044 sequences are left
sequence decoded -- 3043 sequences are left
sequence decoded -- 3042 sequences are left
sequence decoded -- 3041 sequences are left
sequence decoded -- 3040 sequences are left
sequence decoded -- 3039 sequences are left
sequence decoded -- 3038 sequences are left
sequence decoded -- 3037 sequences are left
sequence decoded -- 3036 sequences are left
sequence decoded -- 3035 sequences are left
sequence decoded -- 3034 sequences are left
sequence decoded -- 3033 sequences are left
sequence decoded -- 3032 sequences are left
sequence decoded -- 3031 sequences are left
sequence decoded -- 3030 sequences are left
sequence decoded -- 3029 sequences are left
sequence decoded -- 3028 sequences are left
sequence decoded -- 3027 sequences are left
sequence decoded -- 3026 sequences are left
sequence decoded -- 3025 sequences are left
sequence decoded -- 3024 sequences are left
sequence decoded -- 3023 sequences are left
sequence decoded -- 3022 sequences are left
sequence decoded -- 3021 sequences are left
sequence decoded -- 3020 sequences are left
sequence decoded -- 3019 sequences are left
sequence decoded -- 3018 sequences are left
sequence decoded -- 3017 sequences are left
sequence decoded -- 3016 sequences are left
sequence decoded -- 3015 sequences are left
sequence decoded -- 3014 sequences are left
sequence decoded -- 3013 sequences are left
sequence decoded -- 3012 sequences are left
sequence decoded -- 3011 sequences are left
sequence decoded -- 3010 sequences are left
sequence decoded -- 3009 sequences are left
sequence decoded -- 3008 sequences are left
sequence decoded -- 3007 sequences are left
sequence decoded -- 3006 sequences are left
sequence decoded -- 3005 sequences are left
sequence decoded -- 3004 sequences are left
sequence decoded -- 3003 sequences are left
sequence decoded -- 3002 sequences are left
sequence decoded -- 3001 sequences are left
sequence decoded -- 3000 sequences are left
sequence decoded -- 2999 sequences are left
sequence decoded -- 2998 sequences are left
sequence decoded -- 2997 sequences are left
sequence decoded -- 2996 sequences are left
sequence decoded -- 2995 sequences are left
sequence decoded -- 2994 sequences are left
sequence decoded -- 2993 sequences are left
sequence decoded -- 2992 sequences are left
sequence decoded -- 2991 sequences are left
sequence decoded -- 2990 sequences are left
sequence decoded -- 2989 sequences are left
sequence decoded -- 2988 sequences are left
sequence decoded -- 2987 sequences are left
sequence decoded -- 2986 sequences are left
sequence decoded -- 2985 sequences are left
sequence decoded -- 2984 sequences are left
sequence decoded -- 2983 sequences are left
sequence decoded -- 2982 sequences are left
sequence decoded -- 2981 sequences are left
sequence decoded -- 2980 sequences are left
sequence decoded -- 2979 sequences are left
sequence decoded -- 2978 sequences are left
sequence decoded -- 2977 sequences are left
sequence decoded -- 2976 sequences are left
sequence decoded -- 2975 sequences are left
sequence decoded -- 2974 sequences are left
sequence decoded -- 2973 sequences are left
sequence decoded -- 2972 sequences are left
sequence decoded -- 2971 sequences are left
sequence decoded -- 2970 sequences are left
sequence decoded -- 2969 sequences are left
sequence decoded -- 2968 sequences are left
sequence decoded -- 2967 sequences are left
sequence decoded -- 2966 sequences are left
sequence decoded -- 2965 sequences are left
sequence decoded -- 2964 sequences are left
sequence decoded -- 2963 sequences are left
sequence decoded -- 2962 sequences are left
sequence decoded -- 2961 sequences are left
sequence decoded -- 2960 sequences are left
sequence decoded -- 2959 sequences are left
sequence decoded -- 2958 sequences are left
sequence decoded -- 2957 sequences are left
sequence decoded -- 2956 sequences are left
sequence decoded -- 2955 sequences are left
sequence decoded -- 2954 sequences are left
sequence decoded -- 2953 sequences are left
sequence decoded -- 2952 sequences are left
sequence decoded -- 2951 sequences are left
sequence decoded -- 2950 sequences are left
sequence decoded -- 2949 sequences are left
sequence decoded -- 2948 sequences are left
sequence decoded -- 2947 sequences are left
sequence decoded -- 2946 sequences are left
sequence decoded -- 2945 sequences are left
sequence decoded -- 2944 sequences are left
sequence decoded -- 2943 sequences are left
sequence decoded -- 2942 sequences are left
sequence decoded -- 2941 sequences are left
sequence decoded -- 2940 sequences are left
sequence decoded -- 2939 sequences are left
sequence decoded -- 2938 sequences are left
sequence decoded -- 2937 sequences are left
sequence decoded -- 2936 sequences are left
sequence decoded -- 2935 sequences are left
sequence decoded -- 2934 sequences are left
sequence decoded -- 2933 sequences are left
sequence decoded -- 2932 sequences are left
sequence decoded -- 2931 sequences are left
sequence decoded -- 2930 sequences are left
sequence decoded -- 2929 sequences are left
sequence decoded -- 2928 sequences are left
sequence decoded -- 2927 sequences are left
sequence decoded -- 2926 sequences are left
sequence decoded -- 2925 sequences are left
sequence decoded -- 2924 sequences are left
sequence decoded -- 2923 sequences are left
sequence decoded -- 2922 sequences are left
sequence decoded -- 2921 sequences are left
sequence decoded -- 2920 sequences are left
sequence decoded -- 2919 sequences are left
sequence decoded -- 2918 sequences are left
sequence decoded -- 2917 sequences are left
sequence decoded -- 2916 sequences are left
sequence decoded -- 2915 sequences are left
sequence decoded -- 2914 sequences are left
sequence decoded -- 2913 sequences are left
sequence decoded -- 2912 sequences are left
sequence decoded -- 2911 sequences are left
sequence decoded -- 2910 sequences are left
sequence decoded -- 2909 sequences are left
sequence decoded -- 2908 sequences are left
sequence decoded -- 2907 sequences are left
sequence decoded -- 2906 sequences are left
sequence decoded -- 2905 sequences are left
sequence decoded -- 2904 sequences are left
sequence decoded -- 2903 sequences are left
sequence decoded -- 2902 sequences are left
sequence decoded -- 2901 sequences are left
sequence decoded -- 2900 sequences are left
sequence decoded -- 2899 sequences are left
sequence decoded -- 2898 sequences are left
sequence decoded -- 2897 sequences are left
sequence decoded -- 2896 sequences are left
sequence decoded -- 2895 sequences are left
sequence decoded -- 2894 sequences are left
sequence decoded -- 2893 sequences are left
sequence decoded -- 2892 sequences are left
sequence decoded -- 2891 sequences are left
sequence decoded -- 2890 sequences are left
sequence decoded -- 2889 sequences are left
sequence decoded -- 2888 sequences are left
sequence decoded -- 2887 sequences are left
sequence decoded -- 2886 sequences are left
sequence decoded -- 2885 sequences are left
sequence decoded -- 2884 sequences are left
sequence decoded -- 2883 sequences are left
sequence decoded -- 2882 sequences are left
sequence decoded -- 2881 sequences are left
sequence decoded -- 2880 sequences are left
sequence decoded -- 2879 sequences are left
sequence decoded -- 2878 sequences are left
sequence decoded -- 2877 sequences are left
sequence decoded -- 2876 sequences are left
sequence decoded -- 2875 sequences are left
sequence decoded -- 2874 sequences are left
sequence decoded -- 2873 sequences are left
sequence decoded -- 2872 sequences are left
sequence decoded -- 2871 sequences are left
sequence decoded -- 2870 sequences are left
sequence decoded -- 2869 sequences are left
sequence decoded -- 2868 sequences are left
sequence decoded -- 2867 sequences are left
sequence decoded -- 2866 sequences are left
sequence decoded -- 2865 sequences are left
sequence decoded -- 2864 sequences are left
sequence decoded -- 2863 sequences are left
sequence decoded -- 2862 sequences are left
sequence decoded -- 2861 sequences are left
sequence decoded -- 2860 sequences are left
sequence decoded -- 2859 sequences are left
sequence decoded -- 2858 sequences are left
sequence decoded -- 2857 sequences are left
sequence decoded -- 2856 sequences are left
sequence decoded -- 2855 sequences are left
sequence decoded -- 2854 sequences are left
sequence decoded -- 2853 sequences are left
sequence decoded -- 2852 sequences are left
sequence decoded -- 2851 sequences are left
sequence decoded -- 2850 sequences are left
sequence decoded -- 2849 sequences are left
sequence decoded -- 2848 sequences are left
sequence decoded -- 2847 sequences are left
sequence decoded -- 2846 sequences are left
sequence decoded -- 2845 sequences are left
sequence decoded -- 2844 sequences are left
sequence decoded -- 2843 sequences are left
sequence decoded -- 2842 sequences are left
sequence decoded -- 2841 sequences are left
sequence decoded -- 2840 sequences are left
sequence decoded -- 2839 sequences are left
sequence decoded -- 2838 sequences are left
sequence decoded -- 2837 sequences are left
sequence decoded -- 2836 sequences are left
sequence decoded -- 2835 sequences are left
sequence decoded -- 2834 sequences are left
sequence decoded -- 2833 sequences are left
sequence decoded -- 2832 sequences are left
sequence decoded -- 2831 sequences are left
sequence decoded -- 2830 sequences are left
sequence decoded -- 2829 sequences are left
sequence decoded -- 2828 sequences are left
sequence decoded -- 2827 sequences are left
sequence decoded -- 2826 sequences are left
sequence decoded -- 2825 sequences are left
sequence decoded -- 2824 sequences are left
sequence decoded -- 2823 sequences are left
sequence decoded -- 2822 sequences are left
sequence decoded -- 2821 sequences are left
sequence decoded -- 2820 sequences are left
sequence decoded -- 2819 sequences are left
sequence decoded -- 2818 sequences are left
sequence decoded -- 2817 sequences are left
sequence decoded -- 2816 sequences are left
sequence decoded -- 2815 sequences are left
sequence decoded -- 2814 sequences are left
sequence decoded -- 2813 sequences are left
sequence decoded -- 2812 sequences are left
sequence decoded -- 2811 sequences are left
sequence decoded -- 2810 sequences are left
sequence decoded -- 2809 sequences are left
sequence decoded -- 2808 sequences are left
sequence decoded -- 2807 sequences are left
sequence decoded -- 2806 sequences are left
sequence decoded -- 2805 sequences are left
sequence decoded -- 2804 sequences are left
sequence decoded -- 2803 sequences are left
sequence decoded -- 2802 sequences are left
sequence decoded -- 2801 sequences are left
sequence decoded -- 2800 sequences are left
sequence decoded -- 2799 sequences are left
sequence decoded -- 2798 sequences are left
sequence decoded -- 2797 sequences are left
sequence decoded -- 2796 sequences are left
sequence decoded -- 2795 sequences are left
sequence decoded -- 2794 sequences are left
sequence decoded -- 2793 sequences are left
sequence decoded -- 2792 sequences are left
sequence decoded -- 2791 sequences are left
sequence decoded -- 2790 sequences are left
sequence decoded -- 2789 sequences are left
sequence decoded -- 2788 sequences are left
sequence decoded -- 2787 sequences are left
sequence decoded -- 2786 sequences are left
sequence decoded -- 2785 sequences are left
sequence decoded -- 2784 sequences are left
sequence decoded -- 2783 sequences are left
sequence decoded -- 2782 sequences are left
sequence decoded -- 2781 sequences are left
sequence decoded -- 2780 sequences are left
sequence decoded -- 2779 sequences are left
sequence decoded -- 2778 sequences are left
sequence decoded -- 2777 sequences are left
sequence decoded -- 2776 sequences are left
sequence decoded -- 2775 sequences are left
sequence decoded -- 2774 sequences are left
sequence decoded -- 2773 sequences are left
sequence decoded -- 2772 sequences are left
sequence decoded -- 2771 sequences are left
sequence decoded -- 2770 sequences are left
sequence decoded -- 2769 sequences are left
sequence decoded -- 2768 sequences are left
sequence decoded -- 2767 sequences are left
sequence decoded -- 2766 sequences are left
sequence decoded -- 2765 sequences are left
sequence decoded -- 2764 sequences are left
sequence decoded -- 2763 sequences are left
sequence decoded -- 2762 sequences are left
sequence decoded -- 2761 sequences are left
sequence decoded -- 2760 sequences are left
sequence decoded -- 2759 sequences are left
sequence decoded -- 2758 sequences are left
sequence decoded -- 2757 sequences are left
sequence decoded -- 2756 sequences are left
sequence decoded -- 2755 sequences are left
sequence decoded -- 2754 sequences are left
sequence decoded -- 2753 sequences are left
sequence decoded -- 2752 sequences are left
sequence decoded -- 2751 sequences are left
sequence decoded -- 2750 sequences are left
sequence decoded -- 2749 sequences are left
sequence decoded -- 2748 sequences are left
sequence decoded -- 2747 sequences are left
sequence decoded -- 2746 sequences are left
sequence decoded -- 2745 sequences are left
sequence decoded -- 2744 sequences are left
sequence decoded -- 2743 sequences are left
sequence decoded -- 2742 sequences are left
sequence decoded -- 2741 sequences are left
sequence decoded -- 2740 sequences are left
sequence decoded -- 2739 sequences are left
sequence decoded -- 2738 sequences are left
sequence decoded -- 2737 sequences are left
sequence decoded -- 2736 sequences are left
sequence decoded -- 2735 sequences are left
sequence decoded -- 2734 sequences are left
sequence decoded -- 2733 sequences are left
sequence decoded -- 2732 sequences are left
sequence decoded -- 2731 sequences are left
sequence decoded -- 2730 sequences are left
sequence decoded -- 2729 sequences are left
sequence decoded -- 2728 sequences are left
sequence decoded -- 2727 sequences are left
sequence decoded -- 2726 sequences are left
sequence decoded -- 2725 sequences are left
sequence decoded -- 2724 sequences are left
sequence decoded -- 2723 sequences are left
sequence decoded -- 2722 sequences are left
sequence decoded -- 2721 sequences are left
sequence decoded -- 2720 sequences are left
sequence decoded -- 2719 sequences are left
sequence decoded -- 2718 sequences are left
sequence decoded -- 2717 sequences are left
sequence decoded -- 2716 sequences are left
sequence decoded -- 2715 sequences are left
sequence decoded -- 2714 sequences are left
sequence decoded -- 2713 sequences are left
sequence decoded -- 2712 sequences are left
sequence decoded -- 2711 sequences are left
sequence decoded -- 2710 sequences are left
sequence decoded -- 2709 sequences are left
sequence decoded -- 2708 sequences are left
sequence decoded -- 2707 sequences are left
sequence decoded -- 2706 sequences are left
sequence decoded -- 2705 sequences are left
sequence decoded -- 2704 sequences are left
sequence decoded -- 2703 sequences are left
sequence decoded -- 2702 sequences are left
sequence decoded -- 2701 sequences are left
sequence decoded -- 2700 sequences are left
sequence decoded -- 2699 sequences are left
sequence decoded -- 2698 sequences are left
sequence decoded -- 2697 sequences are left
sequence decoded -- 2696 sequences are left
sequence decoded -- 2695 sequences are left
sequence decoded -- 2694 sequences are left
sequence decoded -- 2693 sequences are left
sequence decoded -- 2692 sequences are left
sequence decoded -- 2691 sequences are left
sequence decoded -- 2690 sequences are left
sequence decoded -- 2689 sequences are left
sequence decoded -- 2688 sequences are left
sequence decoded -- 2687 sequences are left
sequence decoded -- 2686 sequences are left
sequence decoded -- 2685 sequences are left
sequence decoded -- 2684 sequences are left
sequence decoded -- 2683 sequences are left
sequence decoded -- 2682 sequences are left
sequence decoded -- 2681 sequences are left
sequence decoded -- 2680 sequences are left
sequence decoded -- 2679 sequences are left
sequence decoded -- 2678 sequences are left
sequence decoded -- 2677 sequences are left
sequence decoded -- 2676 sequences are left
sequence decoded -- 2675 sequences are left
sequence decoded -- 2674 sequences are left
sequence decoded -- 2673 sequences are left
sequence decoded -- 2672 sequences are left
sequence decoded -- 2671 sequences are left
sequence decoded -- 2670 sequences are left
sequence decoded -- 2669 sequences are left
sequence decoded -- 2668 sequences are left
sequence decoded -- 2667 sequences are left
sequence decoded -- 2666 sequences are left
sequence decoded -- 2665 sequences are left
sequence decoded -- 2664 sequences are left
sequence decoded -- 2663 sequences are left
sequence decoded -- 2662 sequences are left
sequence decoded -- 2661 sequences are left
sequence decoded -- 2660 sequences are left
sequence decoded -- 2659 sequences are left
sequence decoded -- 2658 sequences are left
sequence decoded -- 2657 sequences are left
sequence decoded -- 2656 sequences are left
sequence decoded -- 2655 sequences are left
sequence decoded -- 2654 sequences are left
sequence decoded -- 2653 sequences are left
sequence decoded -- 2652 sequences are left
sequence decoded -- 2651 sequences are left
sequence decoded -- 2650 sequences are left
sequence decoded -- 2649 sequences are left
sequence decoded -- 2648 sequences are left
sequence decoded -- 2647 sequences are left
sequence decoded -- 2646 sequences are left
sequence decoded -- 2645 sequences are left
sequence decoded -- 2644 sequences are left
sequence decoded -- 2643 sequences are left
sequence decoded -- 2642 sequences are left
sequence decoded -- 2641 sequences are left
sequence decoded -- 2640 sequences are left
sequence decoded -- 2639 sequences are left
sequence decoded -- 2638 sequences are left
sequence decoded -- 2637 sequences are left
sequence decoded -- 2636 sequences are left
sequence decoded -- 2635 sequences are left
sequence decoded -- 2634 sequences are left
sequence decoded -- 2633 sequences are left
sequence decoded -- 2632 sequences are left
sequence decoded -- 2631 sequences are left
sequence decoded -- 2630 sequences are left
sequence decoded -- 2629 sequences are left
sequence decoded -- 2628 sequences are left
sequence decoded -- 2627 sequences are left
sequence decoded -- 2626 sequences are left
sequence decoded -- 2625 sequences are left
sequence decoded -- 2624 sequences are left
sequence decoded -- 2623 sequences are left
sequence decoded -- 2622 sequences are left
sequence decoded -- 2621 sequences are left
sequence decoded -- 2620 sequences are left
sequence decoded -- 2619 sequences are left
sequence decoded -- 2618 sequences are left
sequence decoded -- 2617 sequences are left
sequence decoded -- 2616 sequences are left
sequence decoded -- 2615 sequences are left
sequence decoded -- 2614 sequences are left
sequence decoded -- 2613 sequences are left
sequence decoded -- 2612 sequences are left
sequence decoded -- 2611 sequences are left
sequence decoded -- 2610 sequences are left
sequence decoded -- 2609 sequences are left
sequence decoded -- 2608 sequences are left
sequence decoded -- 2607 sequences are left
sequence decoded -- 2606 sequences are left
sequence decoded -- 2605 sequences are left
sequence decoded -- 2604 sequences are left
sequence decoded -- 2603 sequences are left
sequence decoded -- 2602 sequences are left
sequence decoded -- 2601 sequences are left
sequence decoded -- 2600 sequences are left
sequence decoded -- 2599 sequences are left
sequence decoded -- 2598 sequences are left
sequence decoded -- 2597 sequences are left
sequence decoded -- 2596 sequences are left
sequence decoded -- 2595 sequences are left
sequence decoded -- 2594 sequences are left
sequence decoded -- 2593 sequences are left
sequence decoded -- 2592 sequences are left
sequence decoded -- 2591 sequences are left
sequence decoded -- 2590 sequences are left
sequence decoded -- 2589 sequences are left
sequence decoded -- 2588 sequences are left
sequence decoded -- 2587 sequences are left
sequence decoded -- 2586 sequences are left
sequence decoded -- 2585 sequences are left
sequence decoded -- 2584 sequences are left
sequence decoded -- 2583 sequences are left
sequence decoded -- 2582 sequences are left
sequence decoded -- 2581 sequences are left
sequence decoded -- 2580 sequences are left
sequence decoded -- 2579 sequences are left
sequence decoded -- 2578 sequences are left
sequence decoded -- 2577 sequences are left
sequence decoded -- 2576 sequences are left
sequence decoded -- 2575 sequences are left
sequence decoded -- 2574 sequences are left
sequence decoded -- 2573 sequences are left
sequence decoded -- 2572 sequences are left
sequence decoded -- 2571 sequences are left
sequence decoded -- 2570 sequences are left
sequence decoded -- 2569 sequences are left
sequence decoded -- 2568 sequences are left
sequence decoded -- 2567 sequences are left
sequence decoded -- 2566 sequences are left
sequence decoded -- 2565 sequences are left
sequence decoded -- 2564 sequences are left
sequence decoded -- 2563 sequences are left
sequence decoded -- 2562 sequences are left
sequence decoded -- 2561 sequences are left
sequence decoded -- 2560 sequences are left
sequence decoded -- 2559 sequences are left
sequence decoded -- 2558 sequences are left
sequence decoded -- 2557 sequences are left
sequence decoded -- 2556 sequences are left
sequence decoded -- 2555 sequences are left
sequence decoded -- 2554 sequences are left
sequence decoded -- 2553 sequences are left
sequence decoded -- 2552 sequences are left
sequence decoded -- 2551 sequences are left
sequence decoded -- 2550 sequences are left
sequence decoded -- 2549 sequences are left
sequence decoded -- 2548 sequences are left
sequence decoded -- 2547 sequences are left
sequence decoded -- 2546 sequences are left
sequence decoded -- 2545 sequences are left
sequence decoded -- 2544 sequences are left
sequence decoded -- 2543 sequences are left
sequence decoded -- 2542 sequences are left
sequence decoded -- 2541 sequences are left
sequence decoded -- 2540 sequences are left
sequence decoded -- 2539 sequences are left
sequence decoded -- 2538 sequences are left
sequence decoded -- 2537 sequences are left
sequence decoded -- 2536 sequences are left
sequence decoded -- 2535 sequences are left
sequence decoded -- 2534 sequences are left
sequence decoded -- 2533 sequences are left
sequence decoded -- 2532 sequences are left
sequence decoded -- 2531 sequences are left
sequence decoded -- 2530 sequences are left
sequence decoded -- 2529 sequences are left
sequence decoded -- 2528 sequences are left
sequence decoded -- 2527 sequences are left
sequence decoded -- 2526 sequences are left
sequence decoded -- 2525 sequences are left
sequence decoded -- 2524 sequences are left
sequence decoded -- 2523 sequences are left
sequence decoded -- 2522 sequences are left
sequence decoded -- 2521 sequences are left
sequence decoded -- 2520 sequences are left
sequence decoded -- 2519 sequences are left
sequence decoded -- 2518 sequences are left
sequence decoded -- 2517 sequences are left
sequence decoded -- 2516 sequences are left
sequence decoded -- 2515 sequences are left
sequence decoded -- 2514 sequences are left
sequence decoded -- 2513 sequences are left
sequence decoded -- 2512 sequences are left
sequence decoded -- 2511 sequences are left
sequence decoded -- 2510 sequences are left
sequence decoded -- 2509 sequences are left
sequence decoded -- 2508 sequences are left
sequence decoded -- 2507 sequences are left
sequence decoded -- 2506 sequences are left
sequence decoded -- 2505 sequences are left
sequence decoded -- 2504 sequences are left
sequence decoded -- 2503 sequences are left
sequence decoded -- 2502 sequences are left
sequence decoded -- 2501 sequences are left
sequence decoded -- 2500 sequences are left
sequence decoded -- 2499 sequences are left
sequence decoded -- 2498 sequences are left
sequence decoded -- 2497 sequences are left
sequence decoded -- 2496 sequences are left
sequence decoded -- 2495 sequences are left
sequence decoded -- 2494 sequences are left
sequence decoded -- 2493 sequences are left
sequence decoded -- 2492 sequences are left
sequence decoded -- 2491 sequences are left
sequence decoded -- 2490 sequences are left
sequence decoded -- 2489 sequences are left
sequence decoded -- 2488 sequences are left
sequence decoded -- 2487 sequences are left
sequence decoded -- 2486 sequences are left
sequence decoded -- 2485 sequences are left
sequence decoded -- 2484 sequences are left
sequence decoded -- 2483 sequences are left
sequence decoded -- 2482 sequences are left
sequence decoded -- 2481 sequences are left
sequence decoded -- 2480 sequences are left
sequence decoded -- 2479 sequences are left
sequence decoded -- 2478 sequences are left
sequence decoded -- 2477 sequences are left
sequence decoded -- 2476 sequences are left
sequence decoded -- 2475 sequences are left
sequence decoded -- 2474 sequences are left
sequence decoded -- 2473 sequences are left
sequence decoded -- 2472 sequences are left
sequence decoded -- 2471 sequences are left
sequence decoded -- 2470 sequences are left
sequence decoded -- 2469 sequences are left
sequence decoded -- 2468 sequences are left
sequence decoded -- 2467 sequences are left
sequence decoded -- 2466 sequences are left
sequence decoded -- 2465 sequences are left
sequence decoded -- 2464 sequences are left
sequence decoded -- 2463 sequences are left
sequence decoded -- 2462 sequences are left
sequence decoded -- 2461 sequences are left
sequence decoded -- 2460 sequences are left
sequence decoded -- 2459 sequences are left
sequence decoded -- 2458 sequences are left
sequence decoded -- 2457 sequences are left
sequence decoded -- 2456 sequences are left
sequence decoded -- 2455 sequences are left
sequence decoded -- 2454 sequences are left
sequence decoded -- 2453 sequences are left
sequence decoded -- 2452 sequences are left
sequence decoded -- 2451 sequences are left
sequence decoded -- 2450 sequences are left
sequence decoded -- 2449 sequences are left
sequence decoded -- 2448 sequences are left
sequence decoded -- 2447 sequences are left
sequence decoded -- 2446 sequences are left
sequence decoded -- 2445 sequences are left
sequence decoded -- 2444 sequences are left
sequence decoded -- 2443 sequences are left
sequence decoded -- 2442 sequences are left
sequence decoded -- 2441 sequences are left
sequence decoded -- 2440 sequences are left
sequence decoded -- 2439 sequences are left
sequence decoded -- 2438 sequences are left
sequence decoded -- 2437 sequences are left
sequence decoded -- 2436 sequences are left
sequence decoded -- 2435 sequences are left
sequence decoded -- 2434 sequences are left
sequence decoded -- 2433 sequences are left
sequence decoded -- 2432 sequences are left
sequence decoded -- 2431 sequences are left
sequence decoded -- 2430 sequences are left
sequence decoded -- 2429 sequences are left
sequence decoded -- 2428 sequences are left
sequence decoded -- 2427 sequences are left
sequence decoded -- 2426 sequences are left
sequence decoded -- 2425 sequences are left
sequence decoded -- 2424 sequences are left
sequence decoded -- 2423 sequences are left
sequence decoded -- 2422 sequences are left
sequence decoded -- 2421 sequences are left
sequence decoded -- 2420 sequences are left
sequence decoded -- 2419 sequences are left
sequence decoded -- 2418 sequences are left
sequence decoded -- 2417 sequences are left
sequence decoded -- 2416 sequences are left
sequence decoded -- 2415 sequences are left
sequence decoded -- 2414 sequences are left
sequence decoded -- 2413 sequences are left
sequence decoded -- 2412 sequences are left
sequence decoded -- 2411 sequences are left
sequence decoded -- 2410 sequences are left
sequence decoded -- 2409 sequences are left
sequence decoded -- 2408 sequences are left
sequence decoded -- 2407 sequences are left
sequence decoded -- 2406 sequences are left
sequence decoded -- 2405 sequences are left
sequence decoded -- 2404 sequences are left
sequence decoded -- 2403 sequences are left
sequence decoded -- 2402 sequences are left
sequence decoded -- 2401 sequences are left
sequence decoded -- 2400 sequences are left
sequence decoded -- 2399 sequences are left
sequence decoded -- 2398 sequences are left
sequence decoded -- 2397 sequences are left
sequence decoded -- 2396 sequences are left
sequence decoded -- 2395 sequences are left
sequence decoded -- 2394 sequences are left
sequence decoded -- 2393 sequences are left
sequence decoded -- 2392 sequences are left
sequence decoded -- 2391 sequences are left
sequence decoded -- 2390 sequences are left
sequence decoded -- 2389 sequences are left
sequence decoded -- 2388 sequences are left
sequence decoded -- 2387 sequences are left
sequence decoded -- 2386 sequences are left
sequence decoded -- 2385 sequences are left
sequence decoded -- 2384 sequences are left
sequence decoded -- 2383 sequences are left
sequence decoded -- 2382 sequences are left
sequence decoded -- 2381 sequences are left
sequence decoded -- 2380 sequences are left
sequence decoded -- 2379 sequences are left
sequence decoded -- 2378 sequences are left
sequence decoded -- 2377 sequences are left
sequence decoded -- 2376 sequences are left
sequence decoded -- 2375 sequences are left
sequence decoded -- 2374 sequences are left
sequence decoded -- 2373 sequences are left
sequence decoded -- 2372 sequences are left
sequence decoded -- 2371 sequences are left
sequence decoded -- 2370 sequences are left
sequence decoded -- 2369 sequences are left
sequence decoded -- 2368 sequences are left
sequence decoded -- 2367 sequences are left
sequence decoded -- 2366 sequences are left
sequence decoded -- 2365 sequences are left
sequence decoded -- 2364 sequences are left
sequence decoded -- 2363 sequences are left
sequence decoded -- 2362 sequences are left
sequence decoded -- 2361 sequences are left
sequence decoded -- 2360 sequences are left
sequence decoded -- 2359 sequences are left
sequence decoded -- 2358 sequences are left
sequence decoded -- 2357 sequences are left
sequence decoded -- 2356 sequences are left
sequence decoded -- 2355 sequences are left
sequence decoded -- 2354 sequences are left
sequence decoded -- 2353 sequences are left
sequence decoded -- 2352 sequences are left
sequence decoded -- 2351 sequences are left
sequence decoded -- 2350 sequences are left
sequence decoded -- 2349 sequences are left
sequence decoded -- 2348 sequences are left
sequence decoded -- 2347 sequences are left
sequence decoded -- 2346 sequences are left
sequence decoded -- 2345 sequences are left
sequence decoded -- 2344 sequences are left
sequence decoded -- 2343 sequences are left
sequence decoded -- 2342 sequences are left
sequence decoded -- 2341 sequences are left
sequence decoded -- 2340 sequences are left
sequence decoded -- 2339 sequences are left
sequence decoded -- 2338 sequences are left
sequence decoded -- 2337 sequences are left
sequence decoded -- 2336 sequences are left
sequence decoded -- 2335 sequences are left
sequence decoded -- 2334 sequences are left
sequence decoded -- 2333 sequences are left
sequence decoded -- 2332 sequences are left
sequence decoded -- 2331 sequences are left
sequence decoded -- 2330 sequences are left
sequence decoded -- 2329 sequences are left
sequence decoded -- 2328 sequences are left
sequence decoded -- 2327 sequences are left
sequence decoded -- 2326 sequences are left
sequence decoded -- 2325 sequences are left
sequence decoded -- 2324 sequences are left
sequence decoded -- 2323 sequences are left
sequence decoded -- 2322 sequences are left
sequence decoded -- 2321 sequences are left
sequence decoded -- 2320 sequences are left
sequence decoded -- 2319 sequences are left
sequence decoded -- 2318 sequences are left
sequence decoded -- 2317 sequences are left
sequence decoded -- 2316 sequences are left
sequence decoded -- 2315 sequences are left
sequence decoded -- 2314 sequences are left
sequence decoded -- 2313 sequences are left
sequence decoded -- 2312 sequences are left
sequence decoded -- 2311 sequences are left
sequence decoded -- 2310 sequences are left
sequence decoded -- 2309 sequences are left
sequence decoded -- 2308 sequences are left
sequence decoded -- 2307 sequences are left
sequence decoded -- 2306 sequences are left
sequence decoded -- 2305 sequences are left
sequence decoded -- 2304 sequences are left
sequence decoded -- 2303 sequences are left
sequence decoded -- 2302 sequences are left
sequence decoded -- 2301 sequences are left
sequence decoded -- 2300 sequences are left
sequence decoded -- 2299 sequences are left
sequence decoded -- 2298 sequences are left
sequence decoded -- 2297 sequences are left
sequence decoded -- 2296 sequences are left
sequence decoded -- 2295 sequences are left
sequence decoded -- 2294 sequences are left
sequence decoded -- 2293 sequences are left
sequence decoded -- 2292 sequences are left
sequence decoded -- 2291 sequences are left
sequence decoded -- 2290 sequences are left
sequence decoded -- 2289 sequences are left
sequence decoded -- 2288 sequences are left
sequence decoded -- 2287 sequences are left
sequence decoded -- 2286 sequences are left
sequence decoded -- 2285 sequences are left
sequence decoded -- 2284 sequences are left
sequence decoded -- 2283 sequences are left
sequence decoded -- 2282 sequences are left
sequence decoded -- 2281 sequences are left
sequence decoded -- 2280 sequences are left
sequence decoded -- 2279 sequences are left
sequence decoded -- 2278 sequences are left
sequence decoded -- 2277 sequences are left
sequence decoded -- 2276 sequences are left
sequence decoded -- 2275 sequences are left
sequence decoded -- 2274 sequences are left
sequence decoded -- 2273 sequences are left
sequence decoded -- 2272 sequences are left
sequence decoded -- 2271 sequences are left
sequence decoded -- 2270 sequences are left
sequence decoded -- 2269 sequences are left
sequence decoded -- 2268 sequences are left
sequence decoded -- 2267 sequences are left
sequence decoded -- 2266 sequences are left
sequence decoded -- 2265 sequences are left
sequence decoded -- 2264 sequences are left
sequence decoded -- 2263 sequences are left
sequence decoded -- 2262 sequences are left
sequence decoded -- 2261 sequences are left
sequence decoded -- 2260 sequences are left
sequence decoded -- 2259 sequences are left
sequence decoded -- 2258 sequences are left
sequence decoded -- 2257 sequences are left
sequence decoded -- 2256 sequences are left
sequence decoded -- 2255 sequences are left
sequence decoded -- 2254 sequences are left
sequence decoded -- 2253 sequences are left
sequence decoded -- 2252 sequences are left
sequence decoded -- 2251 sequences are left
sequence decoded -- 2250 sequences are left
sequence decoded -- 2249 sequences are left
sequence decoded -- 2248 sequences are left
sequence decoded -- 2247 sequences are left
sequence decoded -- 2246 sequences are left
sequence decoded -- 2245 sequences are left
sequence decoded -- 2244 sequences are left
sequence decoded -- 2243 sequences are left
sequence decoded -- 2242 sequences are left
sequence decoded -- 2241 sequences are left
sequence decoded -- 2240 sequences are left
sequence decoded -- 2239 sequences are left
sequence decoded -- 2238 sequences are left
sequence decoded -- 2237 sequences are left
sequence decoded -- 2236 sequences are left
sequence decoded -- 2235 sequences are left
sequence decoded -- 2234 sequences are left
sequence decoded -- 2233 sequences are left
sequence decoded -- 2232 sequences are left
sequence decoded -- 2231 sequences are left
sequence decoded -- 2230 sequences are left
sequence decoded -- 2229 sequences are left
sequence decoded -- 2228 sequences are left
sequence decoded -- 2227 sequences are left
sequence decoded -- 2226 sequences are left
sequence decoded -- 2225 sequences are left
sequence decoded -- 2224 sequences are left
sequence decoded -- 2223 sequences are left
sequence decoded -- 2222 sequences are left
sequence decoded -- 2221 sequences are left
sequence decoded -- 2220 sequences are left
sequence decoded -- 2219 sequences are left
sequence decoded -- 2218 sequences are left
sequence decoded -- 2217 sequences are left
sequence decoded -- 2216 sequences are left
sequence decoded -- 2215 sequences are left
sequence decoded -- 2214 sequences are left
sequence decoded -- 2213 sequences are left
sequence decoded -- 2212 sequences are left
sequence decoded -- 2211 sequences are left
sequence decoded -- 2210 sequences are left
sequence decoded -- 2209 sequences are left
sequence decoded -- 2208 sequences are left
sequence decoded -- 2207 sequences are left
sequence decoded -- 2206 sequences are left
sequence decoded -- 2205 sequences are left
sequence decoded -- 2204 sequences are left
sequence decoded -- 2203 sequences are left
sequence decoded -- 2202 sequences are left
sequence decoded -- 2201 sequences are left
sequence decoded -- 2200 sequences are left
sequence decoded -- 2199 sequences are left
sequence decoded -- 2198 sequences are left
sequence decoded -- 2197 sequences are left
sequence decoded -- 2196 sequences are left
sequence decoded -- 2195 sequences are left
sequence decoded -- 2194 sequences are left
sequence decoded -- 2193 sequences are left
sequence decoded -- 2192 sequences are left
sequence decoded -- 2191 sequences are left
sequence decoded -- 2190 sequences are left
sequence decoded -- 2189 sequences are left
sequence decoded -- 2188 sequences are left
sequence decoded -- 2187 sequences are left
sequence decoded -- 2186 sequences are left
sequence decoded -- 2185 sequences are left
sequence decoded -- 2184 sequences are left
sequence decoded -- 2183 sequences are left
sequence decoded -- 2182 sequences are left
sequence decoded -- 2181 sequences are left
sequence decoded -- 2180 sequences are left
sequence decoded -- 2179 sequences are left
sequence decoded -- 2178 sequences are left
sequence decoded -- 2177 sequences are left
sequence decoded -- 2176 sequences are left
sequence decoded -- 2175 sequences are left
sequence decoded -- 2174 sequences are left
sequence decoded -- 2173 sequences are left
sequence decoded -- 2172 sequences are left
sequence decoded -- 2171 sequences are left
sequence decoded -- 2170 sequences are left
sequence decoded -- 2169 sequences are left
sequence decoded -- 2168 sequences are left
sequence decoded -- 2167 sequences are left
sequence decoded -- 2166 sequences are left
sequence decoded -- 2165 sequences are left
sequence decoded -- 2164 sequences are left
sequence decoded -- 2163 sequences are left
sequence decoded -- 2162 sequences are left
sequence decoded -- 2161 sequences are left
sequence decoded -- 2160 sequences are left
sequence decoded -- 2159 sequences are left
sequence decoded -- 2158 sequences are left
sequence decoded -- 2157 sequences are left
sequence decoded -- 2156 sequences are left
sequence decoded -- 2155 sequences are left
sequence decoded -- 2154 sequences are left
sequence decoded -- 2153 sequences are left
sequence decoded -- 2152 sequences are left
sequence decoded -- 2151 sequences are left
sequence decoded -- 2150 sequences are left
sequence decoded -- 2149 sequences are left
sequence decoded -- 2148 sequences are left
sequence decoded -- 2147 sequences are left
sequence decoded -- 2146 sequences are left
sequence decoded -- 2145 sequences are left
sequence decoded -- 2144 sequences are left
sequence decoded -- 2143 sequences are left
sequence decoded -- 2142 sequences are left
sequence decoded -- 2141 sequences are left
sequence decoded -- 2140 sequences are left
sequence decoded -- 2139 sequences are left
sequence decoded -- 2138 sequences are left
sequence decoded -- 2137 sequences are left
sequence decoded -- 2136 sequences are left
sequence decoded -- 2135 sequences are left
sequence decoded -- 2134 sequences are left
sequence decoded -- 2133 sequences are left
sequence decoded -- 2132 sequences are left
sequence decoded -- 2131 sequences are left
sequence decoded -- 2130 sequences are left
sequence decoded -- 2129 sequences are left
sequence decoded -- 2128 sequences are left
sequence decoded -- 2127 sequences are left
sequence decoded -- 2126 sequences are left
sequence decoded -- 2125 sequences are left
sequence decoded -- 2124 sequences are left
sequence decoded -- 2123 sequences are left
sequence decoded -- 2122 sequences are left
sequence decoded -- 2121 sequences are left
sequence decoded -- 2120 sequences are left
sequence decoded -- 2119 sequences are left
sequence decoded -- 2118 sequences are left
sequence decoded -- 2117 sequences are left
sequence decoded -- 2116 sequences are left
sequence decoded -- 2115 sequences are left
sequence decoded -- 2114 sequences are left
sequence decoded -- 2113 sequences are left
sequence decoded -- 2112 sequences are left
sequence decoded -- 2111 sequences are left
sequence decoded -- 2110 sequences are left
sequence decoded -- 2109 sequences are left
sequence decoded -- 2108 sequences are left
sequence decoded -- 2107 sequences are left
sequence decoded -- 2106 sequences are left
sequence decoded -- 2105 sequences are left
sequence decoded -- 2104 sequences are left
sequence decoded -- 2103 sequences are left
sequence decoded -- 2102 sequences are left
sequence decoded -- 2101 sequences are left
sequence decoded -- 2100 sequences are left
sequence decoded -- 2099 sequences are left
sequence decoded -- 2098 sequences are left
sequence decoded -- 2097 sequences are left
sequence decoded -- 2096 sequences are left
sequence decoded -- 2095 sequences are left
sequence decoded -- 2094 sequences are left
sequence decoded -- 2093 sequences are left
sequence decoded -- 2092 sequences are left
sequence decoded -- 2091 sequences are left
sequence decoded -- 2090 sequences are left
sequence decoded -- 2089 sequences are left
sequence decoded -- 2088 sequences are left
sequence decoded -- 2087 sequences are left
sequence decoded -- 2086 sequences are left
sequence decoded -- 2085 sequences are left
sequence decoded -- 2084 sequences are left
sequence decoded -- 2083 sequences are left
sequence decoded -- 2082 sequences are left
sequence decoded -- 2081 sequences are left
sequence decoded -- 2080 sequences are left
sequence decoded -- 2079 sequences are left
sequence decoded -- 2078 sequences are left
sequence decoded -- 2077 sequences are left
sequence decoded -- 2076 sequences are left
sequence decoded -- 2075 sequences are left
sequence decoded -- 2074 sequences are left
sequence decoded -- 2073 sequences are left
sequence decoded -- 2072 sequences are left
sequence decoded -- 2071 sequences are left
sequence decoded -- 2070 sequences are left
sequence decoded -- 2069 sequences are left
sequence decoded -- 2068 sequences are left
sequence decoded -- 2067 sequences are left
sequence decoded -- 2066 sequences are left
sequence decoded -- 2065 sequences are left
sequence decoded -- 2064 sequences are left
sequence decoded -- 2063 sequences are left
sequence decoded -- 2062 sequences are left
sequence decoded -- 2061 sequences are left
sequence decoded -- 2060 sequences are left
sequence decoded -- 2059 sequences are left
sequence decoded -- 2058 sequences are left
sequence decoded -- 2057 sequences are left
sequence decoded -- 2056 sequences are left
sequence decoded -- 2055 sequences are left
sequence decoded -- 2054 sequences are left
sequence decoded -- 2053 sequences are left
sequence decoded -- 2052 sequences are left
sequence decoded -- 2051 sequences are left
sequence decoded -- 2050 sequences are left
sequence decoded -- 2049 sequences are left
sequence decoded -- 2048 sequences are left
sequence decoded -- 2047 sequences are left
sequence decoded -- 2046 sequences are left
sequence decoded -- 2045 sequences are left
sequence decoded -- 2044 sequences are left
sequence decoded -- 2043 sequences are left
sequence decoded -- 2042 sequences are left
sequence decoded -- 2041 sequences are left
sequence decoded -- 2040 sequences are left
sequence decoded -- 2039 sequences are left
sequence decoded -- 2038 sequences are left
sequence decoded -- 2037 sequences are left
sequence decoded -- 2036 sequences are left
sequence decoded -- 2035 sequences are left
sequence decoded -- 2034 sequences are left
sequence decoded -- 2033 sequences are left
sequence decoded -- 2032 sequences are left
sequence decoded -- 2031 sequences are left
sequence decoded -- 2030 sequences are left
sequence decoded -- 2029 sequences are left
sequence decoded -- 2028 sequences are left
sequence decoded -- 2027 sequences are left
sequence decoded -- 2026 sequences are left
sequence decoded -- 2025 sequences are left
sequence decoded -- 2024 sequences are left
sequence decoded -- 2023 sequences are left
sequence decoded -- 2022 sequences are left
sequence decoded -- 2021 sequences are left
sequence decoded -- 2020 sequences are left
sequence decoded -- 2019 sequences are left
sequence decoded -- 2018 sequences are left
sequence decoded -- 2017 sequences are left
sequence decoded -- 2016 sequences are left
sequence decoded -- 2015 sequences are left
sequence decoded -- 2014 sequences are left
sequence decoded -- 2013 sequences are left
sequence decoded -- 2012 sequences are left
sequence decoded -- 2011 sequences are left
sequence decoded -- 2010 sequences are left
sequence decoded -- 2009 sequences are left
sequence decoded -- 2008 sequences are left
sequence decoded -- 2007 sequences are left
sequence decoded -- 2006 sequences are left
sequence decoded -- 2005 sequences are left
sequence decoded -- 2004 sequences are left
sequence decoded -- 2003 sequences are left
sequence decoded -- 2002 sequences are left
sequence decoded -- 2001 sequences are left
sequence decoded -- 2000 sequences are left
sequence decoded -- 1999 sequences are left
sequence decoded -- 1998 sequences are left
sequence decoded -- 1997 sequences are left
sequence decoded -- 1996 sequences are left
sequence decoded -- 1995 sequences are left
sequence decoded -- 1994 sequences are left
sequence decoded -- 1993 sequences are left
sequence decoded -- 1992 sequences are left
sequence decoded -- 1991 sequences are left
sequence decoded -- 1990 sequences are left
sequence decoded -- 1989 sequences are left
sequence decoded -- 1988 sequences are left
sequence decoded -- 1987 sequences are left
sequence decoded -- 1986 sequences are left
sequence decoded -- 1985 sequences are left
sequence decoded -- 1984 sequences are left
sequence decoded -- 1983 sequences are left
sequence decoded -- 1982 sequences are left
sequence decoded -- 1981 sequences are left
sequence decoded -- 1980 sequences are left
sequence decoded -- 1979 sequences are left
sequence decoded -- 1978 sequences are left
sequence decoded -- 1977 sequences are left
sequence decoded -- 1976 sequences are left
sequence decoded -- 1975 sequences are left
sequence decoded -- 1974 sequences are left
sequence decoded -- 1973 sequences are left
sequence decoded -- 1972 sequences are left
sequence decoded -- 1971 sequences are left
sequence decoded -- 1970 sequences are left
sequence decoded -- 1969 sequences are left
sequence decoded -- 1968 sequences are left
sequence decoded -- 1967 sequences are left
sequence decoded -- 1966 sequences are left
sequence decoded -- 1965 sequences are left
sequence decoded -- 1964 sequences are left
sequence decoded -- 1963 sequences are left
sequence decoded -- 1962 sequences are left
sequence decoded -- 1961 sequences are left
sequence decoded -- 1960 sequences are left
sequence decoded -- 1959 sequences are left
sequence decoded -- 1958 sequences are left
sequence decoded -- 1957 sequences are left
sequence decoded -- 1956 sequences are left
sequence decoded -- 1955 sequences are left
sequence decoded -- 1954 sequences are left
sequence decoded -- 1953 sequences are left
sequence decoded -- 1952 sequences are left
sequence decoded -- 1951 sequences are left
sequence decoded -- 1950 sequences are left
sequence decoded -- 1949 sequences are left
sequence decoded -- 1948 sequences are left
sequence decoded -- 1947 sequences are left
sequence decoded -- 1946 sequences are left
sequence decoded -- 1945 sequences are left
sequence decoded -- 1944 sequences are left
sequence decoded -- 1943 sequences are left
sequence decoded -- 1942 sequences are left
sequence decoded -- 1941 sequences are left
sequence decoded -- 1940 sequences are left
sequence decoded -- 1939 sequences are left
sequence decoded -- 1938 sequences are left
sequence decoded -- 1937 sequences are left
sequence decoded -- 1936 sequences are left
sequence decoded -- 1935 sequences are left
sequence decoded -- 1934 sequences are left
sequence decoded -- 1933 sequences are left
sequence decoded -- 1932 sequences are left
sequence decoded -- 1931 sequences are left
sequence decoded -- 1930 sequences are left
sequence decoded -- 1929 sequences are left
sequence decoded -- 1928 sequences are left
sequence decoded -- 1927 sequences are left
sequence decoded -- 1926 sequences are left
sequence decoded -- 1925 sequences are left
sequence decoded -- 1924 sequences are left
sequence decoded -- 1923 sequences are left
sequence decoded -- 1922 sequences are left
sequence decoded -- 1921 sequences are left
sequence decoded -- 1920 sequences are left
sequence decoded -- 1919 sequences are left
sequence decoded -- 1918 sequences are left
sequence decoded -- 1917 sequences are left
sequence decoded -- 1916 sequences are left
sequence decoded -- 1915 sequences are left
sequence decoded -- 1914 sequences are left
sequence decoded -- 1913 sequences are left
sequence decoded -- 1912 sequences are left
sequence decoded -- 1911 sequences are left
sequence decoded -- 1910 sequences are left
sequence decoded -- 1909 sequences are left
sequence decoded -- 1908 sequences are left
sequence decoded -- 1907 sequences are left
sequence decoded -- 1906 sequences are left
sequence decoded -- 1905 sequences are left
sequence decoded -- 1904 sequences are left
sequence decoded -- 1903 sequences are left
sequence decoded -- 1902 sequences are left
sequence decoded -- 1901 sequences are left
sequence decoded -- 1900 sequences are left
sequence decoded -- 1899 sequences are left
sequence decoded -- 1898 sequences are left
sequence decoded -- 1897 sequences are left
sequence decoded -- 1896 sequences are left
sequence decoded -- 1895 sequences are left
sequence decoded -- 1894 sequences are left
sequence decoded -- 1893 sequences are left
sequence decoded -- 1892 sequences are left
sequence decoded -- 1891 sequences are left
sequence decoded -- 1890 sequences are left
sequence decoded -- 1889 sequences are left
sequence decoded -- 1888 sequences are left
sequence decoded -- 1887 sequences are left
sequence decoded -- 1886 sequences are left
sequence decoded -- 1885 sequences are left
sequence decoded -- 1884 sequences are left
sequence decoded -- 1883 sequences are left
sequence decoded -- 1882 sequences are left
sequence decoded -- 1881 sequences are left
sequence decoded -- 1880 sequences are left
sequence decoded -- 1879 sequences are left
sequence decoded -- 1878 sequences are left
sequence decoded -- 1877 sequences are left
sequence decoded -- 1876 sequences are left
sequence decoded -- 1875 sequences are left
sequence decoded -- 1874 sequences are left
sequence decoded -- 1873 sequences are left
sequence decoded -- 1872 sequences are left
sequence decoded -- 1871 sequences are left
sequence decoded -- 1870 sequences are left
sequence decoded -- 1869 sequences are left
sequence decoded -- 1868 sequences are left
sequence decoded -- 1867 sequences are left
sequence decoded -- 1866 sequences are left
sequence decoded -- 1865 sequences are left
sequence decoded -- 1864 sequences are left
sequence decoded -- 1863 sequences are left
sequence decoded -- 1862 sequences are left
sequence decoded -- 1861 sequences are left
sequence decoded -- 1860 sequences are left
sequence decoded -- 1859 sequences are left
sequence decoded -- 1858 sequences are left
sequence decoded -- 1857 sequences are left
sequence decoded -- 1856 sequences are left
sequence decoded -- 1855 sequences are left
sequence decoded -- 1854 sequences are left
sequence decoded -- 1853 sequences are left
sequence decoded -- 1852 sequences are left
sequence decoded -- 1851 sequences are left
sequence decoded -- 1850 sequences are left
sequence decoded -- 1849 sequences are left
sequence decoded -- 1848 sequences are left
sequence decoded -- 1847 sequences are left
sequence decoded -- 1846 sequences are left
sequence decoded -- 1845 sequences are left
sequence decoded -- 1844 sequences are left
sequence decoded -- 1843 sequences are left
sequence decoded -- 1842 sequences are left
sequence decoded -- 1841 sequences are left
sequence decoded -- 1840 sequences are left
sequence decoded -- 1839 sequences are left
sequence decoded -- 1838 sequences are left
sequence decoded -- 1837 sequences are left
sequence decoded -- 1836 sequences are left
sequence decoded -- 1835 sequences are left
sequence decoded -- 1834 sequences are left
sequence decoded -- 1833 sequences are left
sequence decoded -- 1832 sequences are left
sequence decoded -- 1831 sequences are left
sequence decoded -- 1830 sequences are left
sequence decoded -- 1829 sequences are left
sequence decoded -- 1828 sequences are left
sequence decoded -- 1827 sequences are left
sequence decoded -- 1826 sequences are left
sequence decoded -- 1825 sequences are left
sequence decoded -- 1824 sequences are left
sequence decoded -- 1823 sequences are left
sequence decoded -- 1822 sequences are left
sequence decoded -- 1821 sequences are left
sequence decoded -- 1820 sequences are left
sequence decoded -- 1819 sequences are left
sequence decoded -- 1818 sequences are left
sequence decoded -- 1817 sequences are left
sequence decoded -- 1816 sequences are left
sequence decoded -- 1815 sequences are left
sequence decoded -- 1814 sequences are left
sequence decoded -- 1813 sequences are left
sequence decoded -- 1812 sequences are left
sequence decoded -- 1811 sequences are left
sequence decoded -- 1810 sequences are left
sequence decoded -- 1809 sequences are left
sequence decoded -- 1808 sequences are left
sequence decoded -- 1807 sequences are left
sequence decoded -- 1806 sequences are left
sequence decoded -- 1805 sequences are left
sequence decoded -- 1804 sequences are left
sequence decoded -- 1803 sequences are left
sequence decoded -- 1802 sequences are left
sequence decoded -- 1801 sequences are left
sequence decoded -- 1800 sequences are left
sequence decoded -- 1799 sequences are left
sequence decoded -- 1798 sequences are left
sequence decoded -- 1797 sequences are left
sequence decoded -- 1796 sequences are left
sequence decoded -- 1795 sequences are left
sequence decoded -- 1794 sequences are left
sequence decoded -- 1793 sequences are left
sequence decoded -- 1792 sequences are left
sequence decoded -- 1791 sequences are left
sequence decoded -- 1790 sequences are left
sequence decoded -- 1789 sequences are left
sequence decoded -- 1788 sequences are left
sequence decoded -- 1787 sequences are left
sequence decoded -- 1786 sequences are left
sequence decoded -- 1785 sequences are left
sequence decoded -- 1784 sequences are left
sequence decoded -- 1783 sequences are left
sequence decoded -- 1782 sequences are left
sequence decoded -- 1781 sequences are left
sequence decoded -- 1780 sequences are left
sequence decoded -- 1779 sequences are left
sequence decoded -- 1778 sequences are left
sequence decoded -- 1777 sequences are left
sequence decoded -- 1776 sequences are left
sequence decoded -- 1775 sequences are left
sequence decoded -- 1774 sequences are left
sequence decoded -- 1773 sequences are left
sequence decoded -- 1772 sequences are left
sequence decoded -- 1771 sequences are left
sequence decoded -- 1770 sequences are left
sequence decoded -- 1769 sequences are left
sequence decoded -- 1768 sequences are left
sequence decoded -- 1767 sequences are left
sequence decoded -- 1766 sequences are left
sequence decoded -- 1765 sequences are left
sequence decoded -- 1764 sequences are left
sequence decoded -- 1763 sequences are left
sequence decoded -- 1762 sequences are left
sequence decoded -- 1761 sequences are left
sequence decoded -- 1760 sequences are left
sequence decoded -- 1759 sequences are left
sequence decoded -- 1758 sequences are left
sequence decoded -- 1757 sequences are left
sequence decoded -- 1756 sequences are left
sequence decoded -- 1755 sequences are left
sequence decoded -- 1754 sequences are left
sequence decoded -- 1753 sequences are left
sequence decoded -- 1752 sequences are left
sequence decoded -- 1751 sequences are left
sequence decoded -- 1750 sequences are left
sequence decoded -- 1749 sequences are left
sequence decoded -- 1748 sequences are left
sequence decoded -- 1747 sequences are left
sequence decoded -- 1746 sequences are left
sequence decoded -- 1745 sequences are left
sequence decoded -- 1744 sequences are left
sequence decoded -- 1743 sequences are left
sequence decoded -- 1742 sequences are left
sequence decoded -- 1741 sequences are left
sequence decoded -- 1740 sequences are left
sequence decoded -- 1739 sequences are left
sequence decoded -- 1738 sequences are left
sequence decoded -- 1737 sequences are left
sequence decoded -- 1736 sequences are left
sequence decoded -- 1735 sequences are left
sequence decoded -- 1734 sequences are left
sequence decoded -- 1733 sequences are left
sequence decoded -- 1732 sequences are left
sequence decoded -- 1731 sequences are left
sequence decoded -- 1730 sequences are left
sequence decoded -- 1729 sequences are left
sequence decoded -- 1728 sequences are left
sequence decoded -- 1727 sequences are left
sequence decoded -- 1726 sequences are left
sequence decoded -- 1725 sequences are left
sequence decoded -- 1724 sequences are left
sequence decoded -- 1723 sequences are left
sequence decoded -- 1722 sequences are left
sequence decoded -- 1721 sequences are left
sequence decoded -- 1720 sequences are left
sequence decoded -- 1719 sequences are left
sequence decoded -- 1718 sequences are left
sequence decoded -- 1717 sequences are left
sequence decoded -- 1716 sequences are left
sequence decoded -- 1715 sequences are left
sequence decoded -- 1714 sequences are left
sequence decoded -- 1713 sequences are left
sequence decoded -- 1712 sequences are left
sequence decoded -- 1711 sequences are left
sequence decoded -- 1710 sequences are left
sequence decoded -- 1709 sequences are left
sequence decoded -- 1708 sequences are left
sequence decoded -- 1707 sequences are left
sequence decoded -- 1706 sequences are left
sequence decoded -- 1705 sequences are left
sequence decoded -- 1704 sequences are left
sequence decoded -- 1703 sequences are left
sequence decoded -- 1702 sequences are left
sequence decoded -- 1701 sequences are left
sequence decoded -- 1700 sequences are left
sequence decoded -- 1699 sequences are left
sequence decoded -- 1698 sequences are left
sequence decoded -- 1697 sequences are left
sequence decoded -- 1696 sequences are left
sequence decoded -- 1695 sequences are left
sequence decoded -- 1694 sequences are left
sequence decoded -- 1693 sequences are left
sequence decoded -- 1692 sequences are left
sequence decoded -- 1691 sequences are left
sequence decoded -- 1690 sequences are left
sequence decoded -- 1689 sequences are left
sequence decoded -- 1688 sequences are left
sequence decoded -- 1687 sequences are left
sequence decoded -- 1686 sequences are left
sequence decoded -- 1685 sequences are left
sequence decoded -- 1684 sequences are left
sequence decoded -- 1683 sequences are left
sequence decoded -- 1682 sequences are left
sequence decoded -- 1681 sequences are left
sequence decoded -- 1680 sequences are left
sequence decoded -- 1679 sequences are left
sequence decoded -- 1678 sequences are left
sequence decoded -- 1677 sequences are left
sequence decoded -- 1676 sequences are left
sequence decoded -- 1675 sequences are left
sequence decoded -- 1674 sequences are left
sequence decoded -- 1673 sequences are left
sequence decoded -- 1672 sequences are left
sequence decoded -- 1671 sequences are left
sequence decoded -- 1670 sequences are left
sequence decoded -- 1669 sequences are left
sequence decoded -- 1668 sequences are left
sequence decoded -- 1667 sequences are left
sequence decoded -- 1666 sequences are left
sequence decoded -- 1665 sequences are left
sequence decoded -- 1664 sequences are left
sequence decoded -- 1663 sequences are left
sequence decoded -- 1662 sequences are left
sequence decoded -- 1661 sequences are left
sequence decoded -- 1660 sequences are left
sequence decoded -- 1659 sequences are left
sequence decoded -- 1658 sequences are left
sequence decoded -- 1657 sequences are left
sequence decoded -- 1656 sequences are left
sequence decoded -- 1655 sequences are left
sequence decoded -- 1654 sequences are left
sequence decoded -- 1653 sequences are left
sequence decoded -- 1652 sequences are left
sequence decoded -- 1651 sequences are left
sequence decoded -- 1650 sequences are left
sequence decoded -- 1649 sequences are left
sequence decoded -- 1648 sequences are left
sequence decoded -- 1647 sequences are left
sequence decoded -- 1646 sequences are left
sequence decoded -- 1645 sequences are left
sequence decoded -- 1644 sequences are left
sequence decoded -- 1643 sequences are left
sequence decoded -- 1642 sequences are left
sequence decoded -- 1641 sequences are left
sequence decoded -- 1640 sequences are left
sequence decoded -- 1639 sequences are left
sequence decoded -- 1638 sequences are left
sequence decoded -- 1637 sequences are left
sequence decoded -- 1636 sequences are left
sequence decoded -- 1635 sequences are left
sequence decoded -- 1634 sequences are left
sequence decoded -- 1633 sequences are left
sequence decoded -- 1632 sequences are left
sequence decoded -- 1631 sequences are left
sequence decoded -- 1630 sequences are left
sequence decoded -- 1629 sequences are left
sequence decoded -- 1628 sequences are left
sequence decoded -- 1627 sequences are left
sequence decoded -- 1626 sequences are left
sequence decoded -- 1625 sequences are left
sequence decoded -- 1624 sequences are left
sequence decoded -- 1623 sequences are left
sequence decoded -- 1622 sequences are left
sequence decoded -- 1621 sequences are left
sequence decoded -- 1620 sequences are left
sequence decoded -- 1619 sequences are left
sequence decoded -- 1618 sequences are left
sequence decoded -- 1617 sequences are left
sequence decoded -- 1616 sequences are left
sequence decoded -- 1615 sequences are left
sequence decoded -- 1614 sequences are left
sequence decoded -- 1613 sequences are left
sequence decoded -- 1612 sequences are left
sequence decoded -- 1611 sequences are left
sequence decoded -- 1610 sequences are left
sequence decoded -- 1609 sequences are left
sequence decoded -- 1608 sequences are left
sequence decoded -- 1607 sequences are left
sequence decoded -- 1606 sequences are left
sequence decoded -- 1605 sequences are left
sequence decoded -- 1604 sequences are left
sequence decoded -- 1603 sequences are left
sequence decoded -- 1602 sequences are left
sequence decoded -- 1601 sequences are left
sequence decoded -- 1600 sequences are left
sequence decoded -- 1599 sequences are left
sequence decoded -- 1598 sequences are left
sequence decoded -- 1597 sequences are left
sequence decoded -- 1596 sequences are left
sequence decoded -- 1595 sequences are left
sequence decoded -- 1594 sequences are left
sequence decoded -- 1593 sequences are left
sequence decoded -- 1592 sequences are left
sequence decoded -- 1591 sequences are left
sequence decoded -- 1590 sequences are left
sequence decoded -- 1589 sequences are left
sequence decoded -- 1588 sequences are left
sequence decoded -- 1587 sequences are left
sequence decoded -- 1586 sequences are left
sequence decoded -- 1585 sequences are left
sequence decoded -- 1584 sequences are left
sequence decoded -- 1583 sequences are left
sequence decoded -- 1582 sequences are left
sequence decoded -- 1581 sequences are left
sequence decoded -- 1580 sequences are left
sequence decoded -- 1579 sequences are left
sequence decoded -- 1578 sequences are left
sequence decoded -- 1577 sequences are left
sequence decoded -- 1576 sequences are left
sequence decoded -- 1575 sequences are left
sequence decoded -- 1574 sequences are left
sequence decoded -- 1573 sequences are left
sequence decoded -- 1572 sequences are left
sequence decoded -- 1571 sequences are left
sequence decoded -- 1570 sequences are left
sequence decoded -- 1569 sequences are left
sequence decoded -- 1568 sequences are left
sequence decoded -- 1567 sequences are left
sequence decoded -- 1566 sequences are left
sequence decoded -- 1565 sequences are left
sequence decoded -- 1564 sequences are left
sequence decoded -- 1563 sequences are left
sequence decoded -- 1562 sequences are left
sequence decoded -- 1561 sequences are left
sequence decoded -- 1560 sequences are left
sequence decoded -- 1559 sequences are left
sequence decoded -- 1558 sequences are left
sequence decoded -- 1557 sequences are left
sequence decoded -- 1556 sequences are left
sequence decoded -- 1555 sequences are left
sequence decoded -- 1554 sequences are left
sequence decoded -- 1553 sequences are left
sequence decoded -- 1552 sequences are left
sequence decoded -- 1551 sequences are left
sequence decoded -- 1550 sequences are left
sequence decoded -- 1549 sequences are left
sequence decoded -- 1548 sequences are left
sequence decoded -- 1547 sequences are left
sequence decoded -- 1546 sequences are left
sequence decoded -- 1545 sequences are left
sequence decoded -- 1544 sequences are left
sequence decoded -- 1543 sequences are left
sequence decoded -- 1542 sequences are left
sequence decoded -- 1541 sequences are left
sequence decoded -- 1540 sequences are left
sequence decoded -- 1539 sequences are left
sequence decoded -- 1538 sequences are left
sequence decoded -- 1537 sequences are left
sequence decoded -- 1536 sequences are left
sequence decoded -- 1535 sequences are left
sequence decoded -- 1534 sequences are left
sequence decoded -- 1533 sequences are left
sequence decoded -- 1532 sequences are left
sequence decoded -- 1531 sequences are left
sequence decoded -- 1530 sequences are left
sequence decoded -- 1529 sequences are left
sequence decoded -- 1528 sequences are left
sequence decoded -- 1527 sequences are left
sequence decoded -- 1526 sequences are left
sequence decoded -- 1525 sequences are left
sequence decoded -- 1524 sequences are left
sequence decoded -- 1523 sequences are left
sequence decoded -- 1522 sequences are left
sequence decoded -- 1521 sequences are left
sequence decoded -- 1520 sequences are left
sequence decoded -- 1519 sequences are left
sequence decoded -- 1518 sequences are left
sequence decoded -- 1517 sequences are left
sequence decoded -- 1516 sequences are left
sequence decoded -- 1515 sequences are left
sequence decoded -- 1514 sequences are left
sequence decoded -- 1513 sequences are left
sequence decoded -- 1512 sequences are left
sequence decoded -- 1511 sequences are left
sequence decoded -- 1510 sequences are left
sequence decoded -- 1509 sequences are left
sequence decoded -- 1508 sequences are left
sequence decoded -- 1507 sequences are left
sequence decoded -- 1506 sequences are left
sequence decoded -- 1505 sequences are left
sequence decoded -- 1504 sequences are left
sequence decoded -- 1503 sequences are left
sequence decoded -- 1502 sequences are left
sequence decoded -- 1501 sequences are left
sequence decoded -- 1500 sequences are left
sequence decoded -- 1499 sequences are left
sequence decoded -- 1498 sequences are left
sequence decoded -- 1497 sequences are left
sequence decoded -- 1496 sequences are left
sequence decoded -- 1495 sequences are left
sequence decoded -- 1494 sequences are left
sequence decoded -- 1493 sequences are left
sequence decoded -- 1492 sequences are left
sequence decoded -- 1491 sequences are left
sequence decoded -- 1490 sequences are left
sequence decoded -- 1489 sequences are left
sequence decoded -- 1488 sequences are left
sequence decoded -- 1487 sequences are left
sequence decoded -- 1486 sequences are left
sequence decoded -- 1485 sequences are left
sequence decoded -- 1484 sequences are left
sequence decoded -- 1483 sequences are left
sequence decoded -- 1482 sequences are left
sequence decoded -- 1481 sequences are left
sequence decoded -- 1480 sequences are left
sequence decoded -- 1479 sequences are left
sequence decoded -- 1478 sequences are left
sequence decoded -- 1477 sequences are left
sequence decoded -- 1476 sequences are left
sequence decoded -- 1475 sequences are left
sequence decoded -- 1474 sequences are left
sequence decoded -- 1473 sequences are left
sequence decoded -- 1472 sequences are left
sequence decoded -- 1471 sequences are left
sequence decoded -- 1470 sequences are left
sequence decoded -- 1469 sequences are left
sequence decoded -- 1468 sequences are left
sequence decoded -- 1467 sequences are left
sequence decoded -- 1466 sequences are left
sequence decoded -- 1465 sequences are left
sequence decoded -- 1464 sequences are left
sequence decoded -- 1463 sequences are left
sequence decoded -- 1462 sequences are left
sequence decoded -- 1461 sequences are left
sequence decoded -- 1460 sequences are left
sequence decoded -- 1459 sequences are left
sequence decoded -- 1458 sequences are left
sequence decoded -- 1457 sequences are left
sequence decoded -- 1456 sequences are left
sequence decoded -- 1455 sequences are left
sequence decoded -- 1454 sequences are left
sequence decoded -- 1453 sequences are left
sequence decoded -- 1452 sequences are left
sequence decoded -- 1451 sequences are left
sequence decoded -- 1450 sequences are left
sequence decoded -- 1449 sequences are left
sequence decoded -- 1448 sequences are left
sequence decoded -- 1447 sequences are left
sequence decoded -- 1446 sequences are left
sequence decoded -- 1445 sequences are left
sequence decoded -- 1444 sequences are left
sequence decoded -- 1443 sequences are left
sequence decoded -- 1442 sequences are left
sequence decoded -- 1441 sequences are left
sequence decoded -- 1440 sequences are left
sequence decoded -- 1439 sequences are left
sequence decoded -- 1438 sequences are left
sequence decoded -- 1437 sequences are left
sequence decoded -- 1436 sequences are left
sequence decoded -- 1435 sequences are left
sequence decoded -- 1434 sequences are left
sequence decoded -- 1433 sequences are left
sequence decoded -- 1432 sequences are left
sequence decoded -- 1431 sequences are left
sequence decoded -- 1430 sequences are left
sequence decoded -- 1429 sequences are left
sequence decoded -- 1428 sequences are left
sequence decoded -- 1427 sequences are left
sequence decoded -- 1426 sequences are left
sequence decoded -- 1425 sequences are left
sequence decoded -- 1424 sequences are left
sequence decoded -- 1423 sequences are left
sequence decoded -- 1422 sequences are left
sequence decoded -- 1421 sequences are left
sequence decoded -- 1420 sequences are left
sequence decoded -- 1419 sequences are left
sequence decoded -- 1418 sequences are left
sequence decoded -- 1417 sequences are left
sequence decoded -- 1416 sequences are left
sequence decoded -- 1415 sequences are left
sequence decoded -- 1414 sequences are left
sequence decoded -- 1413 sequences are left
sequence decoded -- 1412 sequences are left
sequence decoded -- 1411 sequences are left
sequence decoded -- 1410 sequences are left
sequence decoded -- 1409 sequences are left
sequence decoded -- 1408 sequences are left
sequence decoded -- 1407 sequences are left
sequence decoded -- 1406 sequences are left
sequence decoded -- 1405 sequences are left
sequence decoded -- 1404 sequences are left
sequence decoded -- 1403 sequences are left
sequence decoded -- 1402 sequences are left
sequence decoded -- 1401 sequences are left
sequence decoded -- 1400 sequences are left
sequence decoded -- 1399 sequences are left
sequence decoded -- 1398 sequences are left
sequence decoded -- 1397 sequences are left
sequence decoded -- 1396 sequences are left
sequence decoded -- 1395 sequences are left
sequence decoded -- 1394 sequences are left
sequence decoded -- 1393 sequences are left
sequence decoded -- 1392 sequences are left
sequence decoded -- 1391 sequences are left
sequence decoded -- 1390 sequences are left
sequence decoded -- 1389 sequences are left
sequence decoded -- 1388 sequences are left
sequence decoded -- 1387 sequences are left
sequence decoded -- 1386 sequences are left
sequence decoded -- 1385 sequences are left
sequence decoded -- 1384 sequences are left
sequence decoded -- 1383 sequences are left
sequence decoded -- 1382 sequences are left
sequence decoded -- 1381 sequences are left
sequence decoded -- 1380 sequences are left
sequence decoded -- 1379 sequences are left
sequence decoded -- 1378 sequences are left
sequence decoded -- 1377 sequences are left
sequence decoded -- 1376 sequences are left
sequence decoded -- 1375 sequences are left
sequence decoded -- 1374 sequences are left
sequence decoded -- 1373 sequences are left
sequence decoded -- 1372 sequences are left
sequence decoded -- 1371 sequences are left
sequence decoded -- 1370 sequences are left
sequence decoded -- 1369 sequences are left
sequence decoded -- 1368 sequences are left
sequence decoded -- 1367 sequences are left
sequence decoded -- 1366 sequences are left
sequence decoded -- 1365 sequences are left
sequence decoded -- 1364 sequences are left
sequence decoded -- 1363 sequences are left
sequence decoded -- 1362 sequences are left
sequence decoded -- 1361 sequences are left
sequence decoded -- 1360 sequences are left
sequence decoded -- 1359 sequences are left
sequence decoded -- 1358 sequences are left
sequence decoded -- 1357 sequences are left
sequence decoded -- 1356 sequences are left
sequence decoded -- 1355 sequences are left
sequence decoded -- 1354 sequences are left
sequence decoded -- 1353 sequences are left
sequence decoded -- 1352 sequences are left
sequence decoded -- 1351 sequences are left
sequence decoded -- 1350 sequences are left
sequence decoded -- 1349 sequences are left
sequence decoded -- 1348 sequences are left
sequence decoded -- 1347 sequences are left
sequence decoded -- 1346 sequences are left
sequence decoded -- 1345 sequences are left
sequence decoded -- 1344 sequences are left
sequence decoded -- 1343 sequences are left
sequence decoded -- 1342 sequences are left
sequence decoded -- 1341 sequences are left
sequence decoded -- 1340 sequences are left
sequence decoded -- 1339 sequences are left
sequence decoded -- 1338 sequences are left
sequence decoded -- 1337 sequences are left
sequence decoded -- 1336 sequences are left
sequence decoded -- 1335 sequences are left
sequence decoded -- 1334 sequences are left
sequence decoded -- 1333 sequences are left
sequence decoded -- 1332 sequences are left
sequence decoded -- 1331 sequences are left
sequence decoded -- 1330 sequences are left
sequence decoded -- 1329 sequences are left
sequence decoded -- 1328 sequences are left
sequence decoded -- 1327 sequences are left
sequence decoded -- 1326 sequences are left
sequence decoded -- 1325 sequences are left
sequence decoded -- 1324 sequences are left
sequence decoded -- 1323 sequences are left
sequence decoded -- 1322 sequences are left
sequence decoded -- 1321 sequences are left
sequence decoded -- 1320 sequences are left
sequence decoded -- 1319 sequences are left
sequence decoded -- 1318 sequences are left
sequence decoded -- 1317 sequences are left
sequence decoded -- 1316 sequences are left
sequence decoded -- 1315 sequences are left
sequence decoded -- 1314 sequences are left
sequence decoded -- 1313 sequences are left
sequence decoded -- 1312 sequences are left
sequence decoded -- 1311 sequences are left
sequence decoded -- 1310 sequences are left
sequence decoded -- 1309 sequences are left
sequence decoded -- 1308 sequences are left
sequence decoded -- 1307 sequences are left
sequence decoded -- 1306 sequences are left
sequence decoded -- 1305 sequences are left
sequence decoded -- 1304 sequences are left
sequence decoded -- 1303 sequences are left
sequence decoded -- 1302 sequences are left
sequence decoded -- 1301 sequences are left
sequence decoded -- 1300 sequences are left
sequence decoded -- 1299 sequences are left
sequence decoded -- 1298 sequences are left
sequence decoded -- 1297 sequences are left
sequence decoded -- 1296 sequences are left
sequence decoded -- 1295 sequences are left
sequence decoded -- 1294 sequences are left
sequence decoded -- 1293 sequences are left
sequence decoded -- 1292 sequences are left
sequence decoded -- 1291 sequences are left
sequence decoded -- 1290 sequences are left
sequence decoded -- 1289 sequences are left
sequence decoded -- 1288 sequences are left
sequence decoded -- 1287 sequences are left
sequence decoded -- 1286 sequences are left
sequence decoded -- 1285 sequences are left
sequence decoded -- 1284 sequences are left
sequence decoded -- 1283 sequences are left
sequence decoded -- 1282 sequences are left
sequence decoded -- 1281 sequences are left
sequence decoded -- 1280 sequences are left
sequence decoded -- 1279 sequences are left
sequence decoded -- 1278 sequences are left
sequence decoded -- 1277 sequences are left
sequence decoded -- 1276 sequences are left
sequence decoded -- 1275 sequences are left
sequence decoded -- 1274 sequences are left
sequence decoded -- 1273 sequences are left
sequence decoded -- 1272 sequences are left
sequence decoded -- 1271 sequences are left
sequence decoded -- 1270 sequences are left
sequence decoded -- 1269 sequences are left
sequence decoded -- 1268 sequences are left
sequence decoded -- 1267 sequences are left
sequence decoded -- 1266 sequences are left
sequence decoded -- 1265 sequences are left
sequence decoded -- 1264 sequences are left
sequence decoded -- 1263 sequences are left
sequence decoded -- 1262 sequences are left
sequence decoded -- 1261 sequences are left
sequence decoded -- 1260 sequences are left
sequence decoded -- 1259 sequences are left
sequence decoded -- 1258 sequences are left
sequence decoded -- 1257 sequences are left
sequence decoded -- 1256 sequences are left
sequence decoded -- 1255 sequences are left
sequence decoded -- 1254 sequences are left
sequence decoded -- 1253 sequences are left
sequence decoded -- 1252 sequences are left
sequence decoded -- 1251 sequences are left
sequence decoded -- 1250 sequences are left
sequence decoded -- 1249 sequences are left
sequence decoded -- 1248 sequences are left
sequence decoded -- 1247 sequences are left
sequence decoded -- 1246 sequences are left
sequence decoded -- 1245 sequences are left
sequence decoded -- 1244 sequences are left
sequence decoded -- 1243 sequences are left
sequence decoded -- 1242 sequences are left
sequence decoded -- 1241 sequences are left
sequence decoded -- 1240 sequences are left
sequence decoded -- 1239 sequences are left
sequence decoded -- 1238 sequences are left
sequence decoded -- 1237 sequences are left
sequence decoded -- 1236 sequences are left
sequence decoded -- 1235 sequences are left
sequence decoded -- 1234 sequences are left
sequence decoded -- 1233 sequences are left
sequence decoded -- 1232 sequences are left
sequence decoded -- 1231 sequences are left
sequence decoded -- 1230 sequences are left
sequence decoded -- 1229 sequences are left
sequence decoded -- 1228 sequences are left
sequence decoded -- 1227 sequences are left
sequence decoded -- 1226 sequences are left
sequence decoded -- 1225 sequences are left
sequence decoded -- 1224 sequences are left
sequence decoded -- 1223 sequences are left
sequence decoded -- 1222 sequences are left
sequence decoded -- 1221 sequences are left
sequence decoded -- 1220 sequences are left
sequence decoded -- 1219 sequences are left
sequence decoded -- 1218 sequences are left
sequence decoded -- 1217 sequences are left
sequence decoded -- 1216 sequences are left
sequence decoded -- 1215 sequences are left
sequence decoded -- 1214 sequences are left
sequence decoded -- 1213 sequences are left
sequence decoded -- 1212 sequences are left
sequence decoded -- 1211 sequences are left
sequence decoded -- 1210 sequences are left
sequence decoded -- 1209 sequences are left
sequence decoded -- 1208 sequences are left
sequence decoded -- 1207 sequences are left
sequence decoded -- 1206 sequences are left
sequence decoded -- 1205 sequences are left
sequence decoded -- 1204 sequences are left
sequence decoded -- 1203 sequences are left
sequence decoded -- 1202 sequences are left
sequence decoded -- 1201 sequences are left
sequence decoded -- 1200 sequences are left
sequence decoded -- 1199 sequences are left
sequence decoded -- 1198 sequences are left
sequence decoded -- 1197 sequences are left
sequence decoded -- 1196 sequences are left
sequence decoded -- 1195 sequences are left
sequence decoded -- 1194 sequences are left
sequence decoded -- 1193 sequences are left
sequence decoded -- 1192 sequences are left
sequence decoded -- 1191 sequences are left
sequence decoded -- 1190 sequences are left
sequence decoded -- 1189 sequences are left
sequence decoded -- 1188 sequences are left
sequence decoded -- 1187 sequences are left
sequence decoded -- 1186 sequences are left
sequence decoded -- 1185 sequences are left
sequence decoded -- 1184 sequences are left
sequence decoded -- 1183 sequences are left
sequence decoded -- 1182 sequences are left
sequence decoded -- 1181 sequences are left
sequence decoded -- 1180 sequences are left
sequence decoded -- 1179 sequences are left
sequence decoded -- 1178 sequences are left
sequence decoded -- 1177 sequences are left
sequence decoded -- 1176 sequences are left
sequence decoded -- 1175 sequences are left
sequence decoded -- 1174 sequences are left
sequence decoded -- 1173 sequences are left
sequence decoded -- 1172 sequences are left
sequence decoded -- 1171 sequences are left
sequence decoded -- 1170 sequences are left
sequence decoded -- 1169 sequences are left
sequence decoded -- 1168 sequences are left
sequence decoded -- 1167 sequences are left
sequence decoded -- 1166 sequences are left
sequence decoded -- 1165 sequences are left
sequence decoded -- 1164 sequences are left
sequence decoded -- 1163 sequences are left
sequence decoded -- 1162 sequences are left
sequence decoded -- 1161 sequences are left
sequence decoded -- 1160 sequences are left
sequence decoded -- 1159 sequences are left
sequence decoded -- 1158 sequences are left
sequence decoded -- 1157 sequences are left
sequence decoded -- 1156 sequences are left
sequence decoded -- 1155 sequences are left
sequence decoded -- 1154 sequences are left
sequence decoded -- 1153 sequences are left
sequence decoded -- 1152 sequences are left
sequence decoded -- 1151 sequences are left
sequence decoded -- 1150 sequences are left
sequence decoded -- 1149 sequences are left
sequence decoded -- 1148 sequences are left
sequence decoded -- 1147 sequences are left
sequence decoded -- 1146 sequences are left
sequence decoded -- 1145 sequences are left
sequence decoded -- 1144 sequences are left
sequence decoded -- 1143 sequences are left
sequence decoded -- 1142 sequences are left
sequence decoded -- 1141 sequences are left
sequence decoded -- 1140 sequences are left
sequence decoded -- 1139 sequences are left
sequence decoded -- 1138 sequences are left
sequence decoded -- 1137 sequences are left
sequence decoded -- 1136 sequences are left
sequence decoded -- 1135 sequences are left
sequence decoded -- 1134 sequences are left
sequence decoded -- 1133 sequences are left
sequence decoded -- 1132 sequences are left
sequence decoded -- 1131 sequences are left
sequence decoded -- 1130 sequences are left
sequence decoded -- 1129 sequences are left
sequence decoded -- 1128 sequences are left
sequence decoded -- 1127 sequences are left
sequence decoded -- 1126 sequences are left
sequence decoded -- 1125 sequences are left
sequence decoded -- 1124 sequences are left
sequence decoded -- 1123 sequences are left
sequence decoded -- 1122 sequences are left
sequence decoded -- 1121 sequences are left
sequence decoded -- 1120 sequences are left
sequence decoded -- 1119 sequences are left
sequence decoded -- 1118 sequences are left
sequence decoded -- 1117 sequences are left
sequence decoded -- 1116 sequences are left
sequence decoded -- 1115 sequences are left
sequence decoded -- 1114 sequences are left
sequence decoded -- 1113 sequences are left
sequence decoded -- 1112 sequences are left
sequence decoded -- 1111 sequences are left
sequence decoded -- 1110 sequences are left
sequence decoded -- 1109 sequences are left
sequence decoded -- 1108 sequences are left
sequence decoded -- 1107 sequences are left
sequence decoded -- 1106 sequences are left
sequence decoded -- 1105 sequences are left
sequence decoded -- 1104 sequences are left
sequence decoded -- 1103 sequences are left
sequence decoded -- 1102 sequences are left
sequence decoded -- 1101 sequences are left
sequence decoded -- 1100 sequences are left
sequence decoded -- 1099 sequences are left
sequence decoded -- 1098 sequences are left
sequence decoded -- 1097 sequences are left
sequence decoded -- 1096 sequences are left
sequence decoded -- 1095 sequences are left
sequence decoded -- 1094 sequences are left
sequence decoded -- 1093 sequences are left
sequence decoded -- 1092 sequences are left
sequence decoded -- 1091 sequences are left
sequence decoded -- 1090 sequences are left
sequence decoded -- 1089 sequences are left
sequence decoded -- 1088 sequences are left
sequence decoded -- 1087 sequences are left
sequence decoded -- 1086 sequences are left
sequence decoded -- 1085 sequences are left
sequence decoded -- 1084 sequences are left
sequence decoded -- 1083 sequences are left
sequence decoded -- 1082 sequences are left
sequence decoded -- 1081 sequences are left
sequence decoded -- 1080 sequences are left
sequence decoded -- 1079 sequences are left
sequence decoded -- 1078 sequences are left
sequence decoded -- 1077 sequences are left
sequence decoded -- 1076 sequences are left
sequence decoded -- 1075 sequences are left
sequence decoded -- 1074 sequences are left
sequence decoded -- 1073 sequences are left
sequence decoded -- 1072 sequences are left
sequence decoded -- 1071 sequences are left
sequence decoded -- 1070 sequences are left
sequence decoded -- 1069 sequences are left
sequence decoded -- 1068 sequences are left
sequence decoded -- 1067 sequences are left
sequence decoded -- 1066 sequences are left
sequence decoded -- 1065 sequences are left
sequence decoded -- 1064 sequences are left
sequence decoded -- 1063 sequences are left
sequence decoded -- 1062 sequences are left
sequence decoded -- 1061 sequences are left
sequence decoded -- 1060 sequences are left
sequence decoded -- 1059 sequences are left
sequence decoded -- 1058 sequences are left
sequence decoded -- 1057 sequences are left
sequence decoded -- 1056 sequences are left
sequence decoded -- 1055 sequences are left
sequence decoded -- 1054 sequences are left
sequence decoded -- 1053 sequences are left
sequence decoded -- 1052 sequences are left
sequence decoded -- 1051 sequences are left
sequence decoded -- 1050 sequences are left
sequence decoded -- 1049 sequences are left
sequence decoded -- 1048 sequences are left
sequence decoded -- 1047 sequences are left
sequence decoded -- 1046 sequences are left
sequence decoded -- 1045 sequences are left
sequence decoded -- 1044 sequences are left
sequence decoded -- 1043 sequences are left
sequence decoded -- 1042 sequences are left
sequence decoded -- 1041 sequences are left
sequence decoded -- 1040 sequences are left
sequence decoded -- 1039 sequences are left
sequence decoded -- 1038 sequences are left
sequence decoded -- 1037 sequences are left
sequence decoded -- 1036 sequences are left
sequence decoded -- 1035 sequences are left
sequence decoded -- 1034 sequences are left
sequence decoded -- 1033 sequences are left
sequence decoded -- 1032 sequences are left
sequence decoded -- 1031 sequences are left
sequence decoded -- 1030 sequences are left
sequence decoded -- 1029 sequences are left
sequence decoded -- 1028 sequences are left
sequence decoded -- 1027 sequences are left
sequence decoded -- 1026 sequences are left
sequence decoded -- 1025 sequences are left
sequence decoded -- 1024 sequences are left
sequence decoded -- 1023 sequences are left
sequence decoded -- 1022 sequences are left
sequence decoded -- 1021 sequences are left
sequence decoded -- 1020 sequences are left
sequence decoded -- 1019 sequences are left
sequence decoded -- 1018 sequences are left
sequence decoded -- 1017 sequences are left
sequence decoded -- 1016 sequences are left
sequence decoded -- 1015 sequences are left
sequence decoded -- 1014 sequences are left
sequence decoded -- 1013 sequences are left
sequence decoded -- 1012 sequences are left
sequence decoded -- 1011 sequences are left
sequence decoded -- 1010 sequences are left
sequence decoded -- 1009 sequences are left
sequence decoded -- 1008 sequences are left
sequence decoded -- 1007 sequences are left
sequence decoded -- 1006 sequences are left
sequence decoded -- 1005 sequences are left
sequence decoded -- 1004 sequences are left
sequence decoded -- 1003 sequences are left
sequence decoded -- 1002 sequences are left
sequence decoded -- 1001 sequences are left
sequence decoded -- 1000 sequences are left
sequence decoded -- 999 sequences are left
sequence decoded -- 998 sequences are left
sequence decoded -- 997 sequences are left
sequence decoded -- 996 sequences are left
sequence decoded -- 995 sequences are left
sequence decoded -- 994 sequences are left
sequence decoded -- 993 sequences are left
sequence decoded -- 992 sequences are left
sequence decoded -- 991 sequences are left
sequence decoded -- 990 sequences are left
sequence decoded -- 989 sequences are left
sequence decoded -- 988 sequences are left
sequence decoded -- 987 sequences are left
sequence decoded -- 986 sequences are left
sequence decoded -- 985 sequences are left
sequence decoded -- 984 sequences are left
sequence decoded -- 983 sequences are left
sequence decoded -- 982 sequences are left
sequence decoded -- 981 sequences are left
sequence decoded -- 980 sequences are left
sequence decoded -- 979 sequences are left
sequence decoded -- 978 sequences are left
sequence decoded -- 977 sequences are left
sequence decoded -- 976 sequences are left
sequence decoded -- 975 sequences are left
sequence decoded -- 974 sequences are left
sequence decoded -- 973 sequences are left
sequence decoded -- 972 sequences are left
sequence decoded -- 971 sequences are left
sequence decoded -- 970 sequences are left
sequence decoded -- 969 sequences are left
sequence decoded -- 968 sequences are left
sequence decoded -- 967 sequences are left
sequence decoded -- 966 sequences are left
sequence decoded -- 965 sequences are left
sequence decoded -- 964 sequences are left
sequence decoded -- 963 sequences are left
sequence decoded -- 962 sequences are left
sequence decoded -- 961 sequences are left
sequence decoded -- 960 sequences are left
sequence decoded -- 959 sequences are left
sequence decoded -- 958 sequences are left
sequence decoded -- 957 sequences are left
sequence decoded -- 956 sequences are left
sequence decoded -- 955 sequences are left
sequence decoded -- 954 sequences are left
sequence decoded -- 953 sequences are left
sequence decoded -- 952 sequences are left
sequence decoded -- 951 sequences are left
sequence decoded -- 950 sequences are left
sequence decoded -- 949 sequences are left
sequence decoded -- 948 sequences are left
sequence decoded -- 947 sequences are left
sequence decoded -- 946 sequences are left
sequence decoded -- 945 sequences are left
sequence decoded -- 944 sequences are left
sequence decoded -- 943 sequences are left
sequence decoded -- 942 sequences are left
sequence decoded -- 941 sequences are left
sequence decoded -- 940 sequences are left
sequence decoded -- 939 sequences are left
sequence decoded -- 938 sequences are left
sequence decoded -- 937 sequences are left
sequence decoded -- 936 sequences are left
sequence decoded -- 935 sequences are left
sequence decoded -- 934 sequences are left
sequence decoded -- 933 sequences are left
sequence decoded -- 932 sequences are left
sequence decoded -- 931 sequences are left
sequence decoded -- 930 sequences are left
sequence decoded -- 929 sequences are left
sequence decoded -- 928 sequences are left
sequence decoded -- 927 sequences are left
sequence decoded -- 926 sequences are left
sequence decoded -- 925 sequences are left
sequence decoded -- 924 sequences are left
sequence decoded -- 923 sequences are left
sequence decoded -- 922 sequences are left
sequence decoded -- 921 sequences are left
sequence decoded -- 920 sequences are left
sequence decoded -- 919 sequences are left
sequence decoded -- 918 sequences are left
sequence decoded -- 917 sequences are left
sequence decoded -- 916 sequences are left
sequence decoded -- 915 sequences are left
sequence decoded -- 914 sequences are left
sequence decoded -- 913 sequences are left
sequence decoded -- 912 sequences are left
sequence decoded -- 911 sequences are left
sequence decoded -- 910 sequences are left
sequence decoded -- 909 sequences are left
sequence decoded -- 908 sequences are left
sequence decoded -- 907 sequences are left
sequence decoded -- 906 sequences are left
sequence decoded -- 905 sequences are left
sequence decoded -- 904 sequences are left
sequence decoded -- 903 sequences are left
sequence decoded -- 902 sequences are left
sequence decoded -- 901 sequences are left
sequence decoded -- 900 sequences are left
sequence decoded -- 899 sequences are left
sequence decoded -- 898 sequences are left
sequence decoded -- 897 sequences are left
sequence decoded -- 896 sequences are left
sequence decoded -- 895 sequences are left
sequence decoded -- 894 sequences are left
sequence decoded -- 893 sequences are left
sequence decoded -- 892 sequences are left
sequence decoded -- 891 sequences are left
sequence decoded -- 890 sequences are left
sequence decoded -- 889 sequences are left
sequence decoded -- 888 sequences are left
sequence decoded -- 887 sequences are left
sequence decoded -- 886 sequences are left
sequence decoded -- 885 sequences are left
sequence decoded -- 884 sequences are left
sequence decoded -- 883 sequences are left
sequence decoded -- 882 sequences are left
sequence decoded -- 881 sequences are left
sequence decoded -- 880 sequences are left
sequence decoded -- 879 sequences are left
sequence decoded -- 878 sequences are left
sequence decoded -- 877 sequences are left
sequence decoded -- 876 sequences are left
sequence decoded -- 875 sequences are left
sequence decoded -- 874 sequences are left
sequence decoded -- 873 sequences are left
sequence decoded -- 872 sequences are left
sequence decoded -- 871 sequences are left
sequence decoded -- 870 sequences are left
sequence decoded -- 869 sequences are left
sequence decoded -- 868 sequences are left
sequence decoded -- 867 sequences are left
sequence decoded -- 866 sequences are left
sequence decoded -- 865 sequences are left
sequence decoded -- 864 sequences are left
sequence decoded -- 863 sequences are left
sequence decoded -- 862 sequences are left
sequence decoded -- 861 sequences are left
sequence decoded -- 860 sequences are left
sequence decoded -- 859 sequences are left
sequence decoded -- 858 sequences are left
sequence decoded -- 857 sequences are left
sequence decoded -- 856 sequences are left
sequence decoded -- 855 sequences are left
sequence decoded -- 854 sequences are left
sequence decoded -- 853 sequences are left
sequence decoded -- 852 sequences are left
sequence decoded -- 851 sequences are left
sequence decoded -- 850 sequences are left
sequence decoded -- 849 sequences are left
sequence decoded -- 848 sequences are left
sequence decoded -- 847 sequences are left
sequence decoded -- 846 sequences are left
sequence decoded -- 845 sequences are left
sequence decoded -- 844 sequences are left
sequence decoded -- 843 sequences are left
sequence decoded -- 842 sequences are left
sequence decoded -- 841 sequences are left
sequence decoded -- 840 sequences are left
sequence decoded -- 839 sequences are left
sequence decoded -- 838 sequences are left
sequence decoded -- 837 sequences are left
sequence decoded -- 836 sequences are left
sequence decoded -- 835 sequences are left
sequence decoded -- 834 sequences are left
sequence decoded -- 833 sequences are left
sequence decoded -- 832 sequences are left
sequence decoded -- 831 sequences are left
sequence decoded -- 830 sequences are left
sequence decoded -- 829 sequences are left
sequence decoded -- 828 sequences are left
sequence decoded -- 827 sequences are left
sequence decoded -- 826 sequences are left
sequence decoded -- 825 sequences are left
sequence decoded -- 824 sequences are left
sequence decoded -- 823 sequences are left
sequence decoded -- 822 sequences are left
sequence decoded -- 821 sequences are left
sequence decoded -- 820 sequences are left
sequence decoded -- 819 sequences are left
sequence decoded -- 818 sequences are left
sequence decoded -- 817 sequences are left
sequence decoded -- 816 sequences are left
sequence decoded -- 815 sequences are left
sequence decoded -- 814 sequences are left
sequence decoded -- 813 sequences are left
sequence decoded -- 812 sequences are left
sequence decoded -- 811 sequences are left
sequence decoded -- 810 sequences are left
sequence decoded -- 809 sequences are left
sequence decoded -- 808 sequences are left
sequence decoded -- 807 sequences are left
sequence decoded -- 806 sequences are left
sequence decoded -- 805 sequences are left
sequence decoded -- 804 sequences are left
sequence decoded -- 803 sequences are left
sequence decoded -- 802 sequences are left
sequence decoded -- 801 sequences are left
sequence decoded -- 800 sequences are left
sequence decoded -- 799 sequences are left
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sequence decoded -- 5 sequences are left
sequence decoded -- 4 sequences are left
sequence decoded -- 3 sequences are left
sequence decoded -- 2 sequences are left
sequence decoded -- 1 sequences are left
sequence decoded -- 0 sequences are left

The decoded sequences will be found under the tutorials directory (i.e. current directory) under decoding_seqs folder.

|---tutorials
|      |---decoding_seqs
|      |             |---tutorial_seqs_decoding.txt

The tutorial_seqs_decoding.txt file will follow the same template/format of the test.txt file we already parsed earlier, but this time with additional column that contains our model's predictions. We can check our model performance by using the evalIOB2.pl script provided by the BioNLP/NLPBA 2004 task organizers.

# evaluate model on test data set
new_decseqs_file = os.path.join(tutorials_dir, 'decoding_seqs','tutorial_seqs_decoding.txt')
!./evalIOB2.pl $new_decseqs_file Genia4EReval1.iob2

                              Biomedical Entity Recognition Performance (Genaral)                                         
                                                                                         number(recall/precision/f-score) 
+------------------+---------------------------------+---------------------------------+---------------------------------+
|                  |          complete match         |       right boundary match      |       left boundary match       |
+------------------+---------------------------------+---------------------------------+---------------------------------+
|  protein  (5067) | 4020 (79.34% / 67.76% / 73.09%) | 4395 (86.74% / 74.08% / 79.91%) | 4283 (84.53% / 72.19% / 77.87%) |
+------------------+---------------------------------+---------------------------------+---------------------------------+
|    DNA    (1056) |  710 (67.23% / 70.93% / 69.03%) |  796 (75.38% / 79.52% / 77.39%) |  736 (69.70% / 73.53% / 71.56%) |
+------------------+---------------------------------+---------------------------------+---------------------------------+
|    RNA    ( 118) |   78 (66.10% / 65.55% / 65.82%) |   90 (76.27% / 75.63% / 75.95%) |   80 (67.80% / 67.23% / 67.51%) |
+------------------+---------------------------------+---------------------------------+---------------------------------+
| cell_type (1921) | 1271 (66.16% / 79.24% / 72.11%) | 1433 (74.60% / 89.34% / 81.30%) | 1294 (67.36% / 80.67% / 73.42%) |
+------------------+---------------------------------+---------------------------------+---------------------------------+
| cell_line ( 500) |  304 (60.80% / 54.38% / 57.41%) |  359 (71.80% / 64.22% / 67.80%) |  322 (64.40% / 57.60% / 60.81%) |
+------------------+---------------------------------+---------------------------------+---------------------------------+
|  [-ALL-]  (8662) | 6383 (73.69% / 69.26% / 71.41%) | 7073 (81.66% / 76.75% / 79.13%) | 6715 (77.52% / 72.86% / 75.12%) |
+------------------+---------------------------------+---------------------------------+---------------------------------+



processed 101039 tokens with 8662 phrases; found: 9221 phrases; correct: 6383.
accuracy:  92.93%; precision:  69.22%; recall:  73.69%; FB1:  71.39
              DNA: precision:  70.93%; recall:  67.23%; FB1:  69.03  1001
              RNA: precision:  63.93%; recall:  66.10%; FB1:  65.00  122
        cell_line: precision:  54.38%; recall:  60.80%; FB1:  57.41  559
        cell_type: precision:  79.14%; recall:  66.16%; FB1:  72.07  1606
          protein: precision:  67.76%; recall:  79.34%; FB1:  73.09  5933

Our model achieves overall F1-measure equal to 71.41 %

Can we do better? To answer this question, we need to explore and experiment with different feature templates and attributes for training a model. We leave this as an exercise for the readers ... :)

5. Literature and references

Kim, J.-D., Ohta, T., Tsuruoka, Y., Tateisi, Y., & Collier, N. (2004). Introduction to the Bio-entity Recognition Task at JNLPBA. Proceedings of the International Joint Workshop on Natural Language Processing in Biomedicine and Its Applications, 70–75. doi:10.3115/1567594.1567610

Sun, X. (2015). Towards Shockingly Easy Structured Classification: A Search-based Probabilistic Online Learning Framework. Retrieved from http://arxiv.org/abs/1503.08381